id	sid	tid	token	lemma	pos
easat-11246	1	1	edelweiss	edelweiss	PROPN
easat-11246	1	2	applied	apply	VERB
easat-11246	1	3	science	science	NOUN
easat-11246	1	4	and	and	CCONJ
easat-11246	1	5	technology	technology	NOUN
easat-11246	1	6	issn	issn	PROPN
easat-11246	1	7	:	:	PUNCT
easat-11246	1	8	2576	2576	NUM
easat-11246	1	9	-	-	SYM
easat-11246	1	10	8484	8484	NUM
easat-11246	1	11	vol	vol	NOUN
easat-11246	1	12	.	.	PROPN
easat-11246	2	1	9	9	NUM
easat-11246	2	2	,	,	PUNCT
easat-11246	2	3	no	no	INTJ
easat-11246	2	4	.	.	NOUN
easat-11246	2	5	11	11	NUM
easat-11246	2	6	,	,	PUNCT
easat-11246	2	7	1453	1453	NUM
easat-11246	2	8	-	-	SYM
easat-11246	2	9	1469	1469	NUM
easat-11246	2	10	2025	2025	NUM
easat-11246	2	11	publisher	publisher	NOUN
easat-11246	2	12	:	:	PUNCT
easat-11246	2	13	learning	learn	VERB
easat-11246	2	14	gate	gate	NOUN
easat-11246	2	15	doi	doi	PROPN
easat-11246	2	16	:	:	PUNCT
easat-11246	2	17	10.55214/2576	10.55214/2576	NUM
easat-11246	2	18	-	-	SYM
easat-11246	2	19	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	2	20	©	©	PROPN
easat-11246	2	21	2025	2025	NUM
easat-11246	2	22	by	by	ADP
easat-11246	2	23	the	the	DET
easat-11246	2	24	authors	author	NOUN
easat-11246	2	25	;	;	PUNCT
easat-11246	2	26	licensee	licensee	PROPN
easat-11246	2	27	learning	learning	NOUN
easat-11246	2	28	gate	gate	NOUN
easat-11246	2	29	©	©	PROPN
easat-11246	2	30	2025	2025	NUM
easat-11246	2	31	by	by	ADP
easat-11246	2	32	the	the	DET
easat-11246	2	33	authors	author	NOUN
easat-11246	2	34	;	;	PUNCT
easat-11246	2	35	licensee	licensee	PROPN
easat-11246	2	36	learning	learning	NOUN
easat-11246	2	37	gate	gate	NOUN
easat-11246	2	38	history	history	NOUN
easat-11246	2	39	:	:	PUNCT
easat-11246	2	40	received	receive	VERB
easat-11246	2	41	:	:	PUNCT
easat-11246	2	42	25	25	NUM
easat-11246	2	43	september	september	PROPN
easat-11246	2	44	2025	2025	NUM
easat-11246	2	45	;	;	PUNCT
easat-11246	2	46	revised	revise	VERB
easat-11246	2	47	:	:	PUNCT
easat-11246	2	48	5	5	NUM
easat-11246	2	49	november	november	NOUN
easat-11246	2	50	2025	2025	NUM
easat-11246	2	51	;	;	PUNCT
easat-11246	2	52	accepted	accept	VERB
easat-11246	2	53	:	:	PUNCT
easat-11246	2	54	10	10	NUM
easat-11246	2	55	november	november	NOUN
easat-11246	2	56	2025	2025	NUM
easat-11246	2	57	;	;	PUNCT
easat-11246	2	58	published	publish	VERB
easat-11246	2	59	:	:	PUNCT
easat-11246	2	60	28	28	NUM
easat-11246	2	61	november	november	PROPN
easat-11246	2	62	2025	2025	NUM
easat-11246	2	63	*	*	PUNCT
easat-11246	2	64	correspondence	correspondence	NOUN
easat-11246	2	65	:	:	PUNCT
easat-11246	2	66	kartika.dewi@polinema.ac.id	kartika.dewi@polinema.ac.id	PUNCT
easat-11246	2	67	integrating	integrate	VERB
easat-11246	2	68	streamlit	streamlit	NOUN
easat-11246	2	69	,	,	PUNCT
easat-11246	2	70	facebook	facebook	NOUN
easat-11246	2	71	prophet	prophet	NOUN
easat-11246	2	72	,	,	PUNCT
easat-11246	2	73	and	and	CCONJ
easat-11246	2	74	machine	machine	NOUN
easat-11246	2	75	learning	learning	NOUN
easat-11246	2	76	models	model	NOUN
easat-11246	2	77	to	to	PART
easat-11246	2	78	create	create	VERB
easat-11246	2	79	an	an	DET
easat-11246	2	80	interactive	interactive	ADJ
easat-11246	2	81	stock	stock	NOUN
easat-11246	2	82	price	price	NOUN
easat-11246	2	83	and	and	CCONJ
easat-11246	2	84	risk	risk	NOUN
easat-11246	2	85	prediction	prediction	NOUN
easat-11246	2	86	dashboard	dashboard	NOUN
easat-11246	2	87	kartika	kartika	PROPN
easat-11246	2	88	dewi	dewi	PROPN
easat-11246	2	89	sri	sri	PROPN
easat-11246	2	90	susilowati1	susilowati1	PROPN
easat-11246	2	91	*	*	PROPN
easat-11246	2	92	,	,	PUNCT
easat-11246	2	93	anik	anik	PROPN
easat-11246	2	94	kusmintarti2	kusmintarti2	PROPN
easat-11246	2	95	,	,	PUNCT
easat-11246	2	96	nur	nur	VERB
easat-11246	2	97	indah	indah	PROPN
easat-11246	2	98	riwajanti3	riwajanti3	PROPN
easat-11246	2	99	,	,	PUNCT
easat-11246	2	100	edra	edra	X
easat-11246	2	101	anantara	anantara	PROPN
easat-11246	2	102	gultom4	gultom4	PROPN
easat-11246	2	103	1,2,3,4accounting	1,2,3,4accounting	PROPN
easat-11246	2	104	department	department	NOUN
easat-11246	2	105	,	,	PUNCT
easat-11246	2	106	state	state	NOUN
easat-11246	2	107	polytechnic	polytechnic	PROPN
easat-11246	2	108	of	of	ADP
easat-11246	2	109	malang	malang	PROPN
easat-11246	2	110	,	,	PUNCT
easat-11246	2	111	east	east	PROPN
easat-11246	2	112	java	java	PROPN
easat-11246	2	113	,	,	PUNCT
easat-11246	2	114	indonesia	indonesia	PROPN
easat-11246	2	115	;	;	PUNCT
easat-11246	2	116	kartika.dewi@polinema.ac.id	kartika.dewi@polinema.ac.id	NUM
easat-11246	2	117	(	(	PUNCT
easat-11246	2	118	k.d.s.s	k.d.s.s	PROPN
easat-11246	2	119	.	.	PUNCT
easat-11246	2	120	)	)	PUNCT
easat-11246	2	121	anik.kusmintari@polinema.ac.id	anik.kusmintari@polinema.ac.id	PUNCT
easat-11246	2	122	(	(	PUNCT
easat-11246	2	123	a.k	a.k	PROPN
easat-11246	2	124	.	.	PUNCT
easat-11246	2	125	)	)	PUNCT
easat-11246	3	1	nur.indah@polinema.ac.id	nur.indah@polinema.ac.id	NOUN
easat-11246	3	2	(	(	PUNCT
easat-11246	3	3	r.	r.	NOUN
easat-11246	3	4	)	)	PUNCT
easat-11246	3	5	edraarkananta@gmail.com	edraarkananta@gmail.com	X
easat-11246	3	6	(	(	PUNCT
easat-11246	3	7	e.a.g	e.a.g	NOUN
easat-11246	3	8	.	.	PUNCT
easat-11246	3	9	)	)	PUNCT
easat-11246	3	10	.	.	PUNCT
easat-11246	4	1	abstract	abstract	ADV
easat-11246	4	2	:	:	PUNCT
easat-11246	4	3	the	the	DET
easat-11246	4	4	goal	goal	NOUN
easat-11246	4	5	of	of	ADP
easat-11246	4	6	this	this	DET
easat-11246	4	7	project	project	NOUN
easat-11246	4	8	was	be	AUX
easat-11246	4	9	to	to	PART
easat-11246	4	10	create	create	VERB
easat-11246	4	11	an	an	DET
easat-11246	4	12	interactive	interactive	ADJ
easat-11246	4	13	dashboard	dashboard	NOUN
easat-11246	4	14	for	for	ADP
easat-11246	4	15	stock	stock	NOUN
easat-11246	4	16	price	price	NOUN
easat-11246	4	17	forecasting	forecasting	NOUN
easat-11246	4	18	and	and	CCONJ
easat-11246	4	19	risk	risk	NOUN
easat-11246	4	20	analysis	analysis	NOUN
easat-11246	4	21	using	use	VERB
easat-11246	4	22	an	an	DET
easat-11246	4	23	integration	integration	NOUN
easat-11246	4	24	between	between	ADP
easat-11246	4	25	streamlit	streamlit	NOUN
easat-11246	4	26	,	,	PUNCT
easat-11246	4	27	facebook	facebook	NOUN
easat-11246	4	28	prophet	prophet	NOUN
easat-11246	4	29	,	,	PUNCT
easat-11246	4	30	and	and	CCONJ
easat-11246	4	31	machine	machine	NOUN
easat-11246	4	32	learning	learn	VERB
easat-11246	4	33	techniques	technique	NOUN
easat-11246	4	34	.	.	PUNCT
easat-11246	5	1	the	the	DET
easat-11246	5	2	project	project	NOUN
easat-11246	5	3	aimed	aim	VERB
easat-11246	5	4	to	to	PART
easat-11246	5	5	help	help	VERB
easat-11246	5	6	investors	investor	NOUN
easat-11246	5	7	understand	understand	VERB
easat-11246	5	8	potential	potential	ADJ
easat-11246	5	9	stock	stock	NOUN
easat-11246	5	10	price	price	NOUN
easat-11246	5	11	changes	change	NOUN
easat-11246	5	12	and	and	CCONJ
easat-11246	5	13	risk	risk	NOUN
easat-11246	5	14	levels	level	NOUN
easat-11246	5	15	by	by	ADP
easat-11246	5	16	providing	provide	VERB
easat-11246	5	17	interpretable	interpretable	ADJ
easat-11246	5	18	time	time	NOUN
easat-11246	5	19	-	-	PUNCT
easat-11246	5	20	series	series	NOUN
easat-11246	5	21	predictions	prediction	NOUN
easat-11246	5	22	.	.	PUNCT
easat-11246	6	1	the	the	DET
easat-11246	6	2	dashboard	dashboard	NOUN
easat-11246	6	3	was	be	AUX
easat-11246	6	4	built	build	VERB
easat-11246	6	5	entirely	entirely	ADV
easat-11246	6	6	using	use	VERB
easat-11246	6	7	free	free	ADJ
easat-11246	6	8	and	and	CCONJ
easat-11246	6	9	open	open	ADJ
easat-11246	6	10	-	-	PUNCT
easat-11246	6	11	source	source	NOUN
easat-11246	6	12	technologies	technology	NOUN
easat-11246	6	13	,	,	PUNCT
easat-11246	6	14	allowing	allow	VERB
easat-11246	6	15	users	user	NOUN
easat-11246	6	16	to	to	PART
easat-11246	6	17	view	view	VERB
easat-11246	6	18	price	price	NOUN
easat-11246	6	19	trends	trend	NOUN
easat-11246	6	20	,	,	PUNCT
easat-11246	6	21	future	future	ADJ
easat-11246	6	22	estimates	estimate	NOUN
easat-11246	6	23	,	,	PUNCT
easat-11246	6	24	and	and	CCONJ
easat-11246	6	25	significant	significant	ADJ
easat-11246	6	26	risk	risk	NOUN
easat-11246	6	27	signals	signal	NOUN
easat-11246	6	28	.	.	PUNCT
easat-11246	7	1	the	the	DET
easat-11246	7	2	project	project	NOUN
easat-11246	7	3	employed	employ	VERB
easat-11246	7	4	a	a	DET
easat-11246	7	5	research	research	NOUN
easat-11246	7	6	and	and	CCONJ
easat-11246	7	7	development	development	NOUN
easat-11246	7	8	(	(	PUNCT
easat-11246	7	9	r&d	r&d	NOUN
easat-11246	7	10	)	)	PUNCT
easat-11246	7	11	approach	approach	NOUN
easat-11246	7	12	and	and	CCONJ
easat-11246	7	13	incorporated	incorporate	VERB
easat-11246	7	14	the	the	DET
easat-11246	7	15	addie	addie	PROPN
easat-11246	7	16	framework	framework	NOUN
easat-11246	7	17	,	,	PUNCT
easat-11246	7	18	which	which	PRON
easat-11246	7	19	consists	consist	VERB
easat-11246	7	20	of	of	ADP
easat-11246	7	21	five	five	NUM
easat-11246	7	22	stages	stage	NOUN
easat-11246	7	23	:	:	PUNCT
easat-11246	7	24	analysis	analysis	NOUN
easat-11246	7	25	,	,	PUNCT
easat-11246	7	26	design	design	NOUN
easat-11246	7	27	,	,	PUNCT
easat-11246	7	28	development	development	NOUN
easat-11246	7	29	,	,	PUNCT
easat-11246	7	30	implementation	implementation	NOUN
easat-11246	7	31	,	,	PUNCT
easat-11246	7	32	and	and	CCONJ
easat-11246	7	33	evaluation	evaluation	NOUN
easat-11246	7	34	.	.	PUNCT
easat-11246	8	1	the	the	DET
easat-11246	8	2	model	model	NOUN
easat-11246	8	3	was	be	AUX
easat-11246	8	4	tested	test	VERB
easat-11246	8	5	using	use	VERB
easat-11246	8	6	bank	bank	PROPN
easat-11246	8	7	rakyat	rakyat	PROPN
easat-11246	8	8	indonesia	indonesia	PROPN
easat-11246	8	9	(	(	PUNCT
easat-11246	8	10	bbri	bbri	NOUN
easat-11246	8	11	)	)	PUNCT
easat-11246	8	12	and	and	CCONJ
easat-11246	8	13	bank	bank	PROPN
easat-11246	8	14	central	central	PROPN
easat-11246	8	15	asia	asia	PROPN
easat-11246	8	16	(	(	PUNCT
easat-11246	8	17	bbca	bbca	NOUN
easat-11246	8	18	)	)	PUNCT
easat-11246	8	19	as	as	ADP
easat-11246	8	20	examples	example	NOUN
easat-11246	8	21	of	of	ADP
easat-11246	8	22	liquid	liquid	NOUN
easat-11246	8	23	and	and	CCONJ
easat-11246	8	24	highly	highly	ADV
easat-11246	8	25	traded	trade	VERB
easat-11246	8	26	emerging	emerge	VERB
easat-11246	8	27	market	market	NOUN
easat-11246	8	28	stocks	stock	NOUN
easat-11246	8	29	.	.	PUNCT
easat-11246	9	1	the	the	DET
easat-11246	9	2	experimental	experimental	ADJ
easat-11246	9	3	results	result	NOUN
easat-11246	9	4	verified	verify	VERB
easat-11246	9	5	the	the	DET
easat-11246	9	6	efficiency	efficiency	NOUN
easat-11246	9	7	of	of	ADP
easat-11246	9	8	this	this	DET
easat-11246	9	9	method	method	NOUN
easat-11246	9	10	,	,	PUNCT
easat-11246	9	11	with	with	ADP
easat-11246	9	12	consistent	consistent	ADJ
easat-11246	9	13	forecast	forecast	NOUN
easat-11246	9	14	credibility	credibility	NOUN
easat-11246	9	15	and	and	CCONJ
easat-11246	9	16	satisfactory	satisfactory	ADJ
easat-11246	9	17	classification	classification	NOUN
easat-11246	9	18	performance	performance	NOUN
easat-11246	9	19	for	for	ADP
easat-11246	9	20	risk	risk	NOUN
easat-11246	9	21	prediction	prediction	NOUN
easat-11246	9	22	.	.	PUNCT
easat-11246	10	1	the	the	DET
easat-11246	10	2	findings	finding	NOUN
easat-11246	10	3	demonstrate	demonstrate	VERB
easat-11246	10	4	that	that	SCONJ
easat-11246	10	5	the	the	DET
easat-11246	10	6	streamlit	streamlit	NOUN
easat-11246	10	7	-	-	PUNCT
easat-11246	10	8	based	base	VERB
easat-11246	10	9	dashboard	dashboard	NOUN
easat-11246	10	10	successfully	successfully	ADV
easat-11246	10	11	integrates	integrate	VERB
easat-11246	10	12	the	the	DET
easat-11246	10	13	prophet	prophet	NOUN
easat-11246	10	14	and	and	CCONJ
easat-11246	10	15	machine	machine	NOUN
easat-11246	10	16	learning	learning	NOUN
easat-11246	10	17	models	model	NOUN
easat-11246	10	18	into	into	ADP
easat-11246	10	19	a	a	DET
easat-11246	10	20	cohesive	cohesive	ADJ
easat-11246	10	21	and	and	CCONJ
easat-11246	10	22	user	user	NOUN
easat-11246	10	23	-	-	PUNCT
easat-11246	10	24	friendly	friendly	ADJ
easat-11246	10	25	web	web	NOUN
easat-11246	10	26	interface	interface	NOUN
easat-11246	10	27	,	,	PUNCT
easat-11246	10	28	effectively	effectively	ADV
easat-11246	10	29	communicating	communicate	VERB
easat-11246	10	30	pricing	pricing	NOUN
easat-11246	10	31	dynamics	dynamic	NOUN
easat-11246	10	32	and	and	CCONJ
easat-11246	10	33	emphasizing	emphasize	VERB
easat-11246	10	34	risk	risk	NOUN
easat-11246	10	35	exposure	exposure	NOUN
easat-11246	10	36	.	.	PUNCT
easat-11246	11	1	the	the	DET
easat-11246	11	2	study	study	NOUN
easat-11246	11	3	contributes	contribute	VERB
easat-11246	11	4	to	to	ADP
easat-11246	11	5	making	make	VERB
easat-11246	11	6	financial	financial	ADJ
easat-11246	11	7	forecasting	forecasting	NOUN
easat-11246	11	8	more	more	ADV
easat-11246	11	9	accessible	accessible	ADJ
easat-11246	11	10	by	by	ADP
easat-11246	11	11	combining	combine	VERB
easat-11246	11	12	an	an	DET
easat-11246	11	13	explainable	explainable	ADJ
easat-11246	11	14	model	model	NOUN
easat-11246	11	15	,	,	PUNCT
easat-11246	11	16	an	an	DET
easat-11246	11	17	interactive	interactive	ADJ
easat-11246	11	18	interface	interface	NOUN
easat-11246	11	19	,	,	PUNCT
easat-11246	11	20	and	and	CCONJ
easat-11246	11	21	integrated	integrated	ADJ
easat-11246	11	22	risk	risk	NOUN
easat-11246	11	23	metrics	metric	NOUN
easat-11246	11	24	.	.	PUNCT
easat-11246	12	1	future	future	ADJ
easat-11246	12	2	work	work	NOUN
easat-11246	12	3	may	may	AUX
easat-11246	12	4	expand	expand	VERB
easat-11246	12	5	the	the	DET
easat-11246	12	6	dashboard	dashboard	NOUN
easat-11246	12	7	to	to	PART
easat-11246	12	8	include	include	VERB
easat-11246	12	9	deep	deep	ADJ
easat-11246	12	10	learning	learning	NOUN
easat-11246	12	11	forecasting	forecasting	NOUN
easat-11246	12	12	models	model	NOUN
easat-11246	12	13	and	and	CCONJ
easat-11246	12	14	cross	cross	ADJ
easat-11246	12	15	-	-	ADJ
easat-11246	12	16	asset	asset	ADJ
easat-11246	12	17	analytics	analytic	NOUN
easat-11246	12	18	.	.	PUNCT
easat-11246	13	1	keywords	keyword	NOUN
easat-11246	13	2	:	:	PUNCT
easat-11246	13	3	facebook	facebook	NOUN
easat-11246	13	4	prophet	prophet	NOUN
easat-11246	13	5	,	,	PUNCT
easat-11246	13	6	financial	financial	ADJ
easat-11246	13	7	dashboard	dashboard	NOUN
easat-11246	13	8	,	,	PUNCT
easat-11246	13	9	risk	risk	NOUN
easat-11246	13	10	analysis	analysis	NOUN
easat-11246	13	11	,	,	PUNCT
easat-11246	13	12	stock	stock	NOUN
easat-11246	13	13	price	price	NOUN
easat-11246	13	14	prediction	prediction	NOUN
easat-11246	13	15	,	,	PUNCT
easat-11246	13	16	streamlit	streamlit	NOUN
easat-11246	13	17	.	.	NOUN
easat-11246	14	1	1	1	X
easat-11246	14	2	.	.	X
easat-11246	14	3	introduction	introduction	NOUN
easat-11246	14	4	the	the	DET
easat-11246	14	5	stock	stock	NOUN
easat-11246	14	6	market	market	NOUN
easat-11246	14	7	is	be	AUX
easat-11246	14	8	highly	highly	ADV
easat-11246	14	9	volatile	volatile	ADJ
easat-11246	14	10	and	and	CCONJ
easat-11246	14	11	uncertain	uncertain	ADJ
easat-11246	14	12	,	,	PUNCT
easat-11246	14	13	making	make	VERB
easat-11246	14	14	it	it	PRON
easat-11246	14	15	difficult	difficult	ADJ
easat-11246	14	16	to	to	PART
easat-11246	14	17	predict	predict	VERB
easat-11246	14	18	prices	price	NOUN
easat-11246	14	19	and	and	CCONJ
easat-11246	14	20	associated	associated	ADJ
easat-11246	14	21	risks	risk	NOUN
easat-11246	14	22	.	.	PUNCT
easat-11246	15	1	nonetheless	nonetheless	ADV
easat-11246	15	2	,	,	PUNCT
easat-11246	15	3	precise	precise	ADJ
easat-11246	15	4	forecasting	forecasting	NOUN
easat-11246	15	5	is	be	AUX
easat-11246	15	6	crucial	crucial	ADJ
easat-11246	15	7	for	for	ADP
easat-11246	15	8	making	make	VERB
easat-11246	15	9	educated	educate	VERB
easat-11246	15	10	investment	investment	NOUN
easat-11246	15	11	decisions	decision	NOUN
easat-11246	15	12	,	,	PUNCT
easat-11246	15	13	particularly	particularly	ADV
easat-11246	15	14	in	in	ADP
easat-11246	15	15	growing	grow	VERB
easat-11246	15	16	markets	market	NOUN
easat-11246	15	17	like	like	ADP
easat-11246	15	18	indonesia	indonesia	PROPN
easat-11246	15	19	.	.	PUNCT
easat-11246	16	1	an	an	DET
easat-11246	16	2	analytical	analytical	ADJ
easat-11246	16	3	approach	approach	NOUN
easat-11246	16	4	serves	serve	VERB
easat-11246	16	5	as	as	ADP
easat-11246	16	6	a	a	DET
easat-11246	16	7	foundation	foundation	NOUN
easat-11246	16	8	for	for	ADP
easat-11246	16	9	timing	time	VERB
easat-11246	16	10	stock	stock	NOUN
easat-11246	16	11	transactions	transaction	NOUN
easat-11246	16	12	,	,	PUNCT
easat-11246	16	13	assisting	assist	VERB
easat-11246	16	14	individuals	individual	NOUN
easat-11246	16	15	in	in	ADP
easat-11246	16	16	determining	determine	VERB
easat-11246	16	17	the	the	DET
easat-11246	16	18	best	good	ADJ
easat-11246	16	19	moments	moment	NOUN
easat-11246	16	20	to	to	PART
easat-11246	16	21	buy	buy	VERB
easat-11246	16	22	or	or	CCONJ
easat-11246	16	23	sell	sell	VERB
easat-11246	16	24	,	,	PUNCT
easat-11246	16	25	thereby	thereby	ADV
easat-11246	16	26	enabling	enable	VERB
easat-11246	16	27	investors	investor	NOUN
easat-11246	16	28	to	to	PART
easat-11246	16	29	construct	construct	VERB
easat-11246	16	30	risk	risk	NOUN
easat-11246	16	31	-	-	PUNCT
easat-11246	16	32	reduction	reduction	NOUN
easat-11246	16	33	and	and	CCONJ
easat-11246	16	34	return	return	NOUN
easat-11246	16	35	-	-	PUNCT
easat-11246	16	36	enhancing	enhance	VERB
easat-11246	16	37	strategies	strategy	NOUN
easat-11246	16	38	[	[	X
easat-11246	16	39	1	1	NUM
easat-11246	16	40	-	-	SYM
easat-11246	16	41	3	3	NUM
easat-11246	16	42	]	]	PUNCT
easat-11246	16	43	.	.	PUNCT
easat-11246	17	1	however	however	ADV
easat-11246	17	2	,	,	PUNCT
easat-11246	17	3	making	make	VERB
easat-11246	17	4	accurate	accurate	ADJ
easat-11246	17	5	predictions	prediction	NOUN
easat-11246	17	6	about	about	ADP
easat-11246	17	7	the	the	DET
easat-11246	17	8	direction	direction	NOUN
easat-11246	17	9	of	of	ADP
easat-11246	17	10	stock	stock	NOUN
easat-11246	17	11	prices	price	NOUN
easat-11246	17	12	and	and	CCONJ
easat-11246	17	13	risk	risk	NOUN
easat-11246	17	14	is	be	AUX
easat-11246	17	15	very	very	ADV
easat-11246	17	16	difficult	difficult	ADJ
easat-11246	17	17	[	[	X
easat-11246	17	18	4	4	NUM
easat-11246	17	19	,	,	PUNCT
easat-11246	17	20	5	5	NUM
easat-11246	17	21	]	]	PUNCT
easat-11246	17	22	because	because	SCONJ
easat-11246	17	23	they	they	PRON
easat-11246	17	24	are	be	AUX
easat-11246	17	25	influenced	influence	VERB
easat-11246	17	26	by	by	ADP
easat-11246	17	27	many	many	ADJ
easat-11246	17	28	different	different	ADJ
easat-11246	17	29	factors	factor	NOUN
easat-11246	17	30	,	,	PUNCT
easat-11246	17	31	including	include	VERB
easat-11246	17	32	economic	economic	ADJ
easat-11246	17	33	and	and	CCONJ
easat-11246	17	34	political	political	ADJ
easat-11246	17	35	conditions	condition	NOUN
easat-11246	17	36	,	,	PUNCT
easat-11246	17	37	traders	trader	NOUN
easat-11246	17	38	'	'	PART
easat-11246	17	39	expectations	expectation	NOUN
easat-11246	17	40	,	,	PUNCT
easat-11246	17	41	company	company	NOUN
easat-11246	17	42	operating	operating	NOUN
easat-11246	17	43	conditions	condition	NOUN
easat-11246	17	44	,	,	PUNCT
easat-11246	17	45	social	social	ADJ
easat-11246	17	46	media	medium	NOUN
easat-11246	17	47	,	,	PUNCT
easat-11246	17	48	and	and	CCONJ
easat-11246	17	49	more	more	ADJ
easat-11246	17	50	[	[	SYM
easat-11246	17	51	6	6	NUM
easat-11246	17	52	-	-	SYM
easat-11246	17	53	10	10	NUM
easat-11246	17	54	]	]	PUNCT
easat-11246	17	55	.	.	PUNCT
easat-11246	18	1	stock	stock	NOUN
easat-11246	18	2	prices	price	NOUN
easat-11246	18	3	are	be	AUX
easat-11246	18	4	also	also	ADV
easat-11246	18	5	volatile	volatile	ADJ
easat-11246	18	6	,	,	PUNCT
easat-11246	18	7	non	non	ADJ
easat-11246	18	8	-	-	ADJ
easat-11246	18	9	linear	linear	ADJ
easat-11246	18	10	,	,	PUNCT
easat-11246	18	11	nonstationary	nonstationary	ADJ
easat-11246	18	12	,	,	PUNCT
easat-11246	18	13	and	and	CCONJ
easat-11246	18	14	sometimes	sometimes	ADV
easat-11246	18	15	too	too	ADV
easat-11246	18	16	irrational	irrational	ADJ
easat-11246	18	17	to	to	PART
easat-11246	18	18	be	be	AUX
easat-11246	18	19	predicted	predict	VERB
easat-11246	18	20	[	[	X
easat-11246	18	21	1	1	NUM
easat-11246	18	22	,	,	PUNCT
easat-11246	18	23	11	11	NUM
easat-11246	18	24	]	]	PUNCT
easat-11246	18	25	.	.	PUNCT
easat-11246	19	1	traditional	traditional	ADJ
easat-11246	19	2	methods	method	NOUN
easat-11246	19	3	,	,	PUNCT
easat-11246	19	4	such	such	ADJ
easat-11246	19	5	as	as	ADP
easat-11246	19	6	statistical	statistical	ADJ
easat-11246	19	7	modeling	modeling	NOUN
easat-11246	19	8	(	(	PUNCT
easat-11246	19	9	e.g.	e.g.	ADV
easat-11246	19	10	,	,	PUNCT
easat-11246	19	11	arima	arima	PROPN
easat-11246	19	12	)	)	PUNCT
easat-11246	19	13	,	,	PUNCT
easat-11246	19	14	often	often	ADV
easat-11246	19	15	struggle	struggle	VERB
easat-11246	19	16	with	with	ADP
easat-11246	19	17	non	non	ADJ
easat-11246	19	18	-	-	ADJ
easat-11246	19	19	linear	linear	ADJ
easat-11246	19	20	patterns	pattern	NOUN
easat-11246	19	21	and	and	CCONJ
easat-11246	19	22	unforeseen	unforeseen	ADJ
easat-11246	19	23	market	market	NOUN
easat-11246	19	24	events	event	NOUN
easat-11246	19	25	,	,	PUNCT
easat-11246	19	26	making	make	VERB
easat-11246	19	27	accurate	accurate	ADJ
easat-11246	19	28	predictions	prediction	NOUN
easat-11246	19	29	elusive	elusive	ADJ
easat-11246	19	30	[	[	X
easat-11246	19	31	3	3	NUM
easat-11246	19	32	,	,	PUNCT
easat-11246	19	33	12	12	NUM
easat-11246	19	34	]	]	PUNCT
easat-11246	19	35	.	.	PUNCT
easat-11246	20	1	traditional	traditional	ADJ
easat-11246	20	2	methods	method	NOUN
easat-11246	20	3	of	of	ADP
easat-11246	20	4	stock	stock	NOUN
easat-11246	20	5	price	price	NOUN
easat-11246	20	6	prediction	prediction	NOUN
easat-11246	20	7	often	often	ADV
easat-11246	20	8	rely	rely	VERB
easat-11246	20	9	on	on	ADP
easat-11246	20	10	linear	linear	ADJ
easat-11246	20	11	models	model	NOUN
easat-11246	20	12	and	and	CCONJ
easat-11246	20	13	historical	historical	ADJ
easat-11246	20	14	data	datum	NOUN
easat-11246	20	15	and	and	CCONJ
easat-11246	20	16	have	have	VERB
easat-11246	20	17	a	a	DET
easat-11246	20	18	limited	limited	ADJ
easat-11246	20	19	ability	ability	NOUN
easat-11246	20	20	to	to	PART
easat-11246	20	21	adapt	adapt	VERB
easat-11246	20	22	to	to	ADP
easat-11246	20	23	market	market	NOUN
easat-11246	20	24	fluctuations	fluctuation	NOUN
easat-11246	20	25	[	[	X
easat-11246	20	26	6	6	NUM
easat-11246	20	27	,	,	PUNCT
easat-11246	20	28	11	11	NUM
easat-11246	20	29	]	]	PUNCT
easat-11246	20	30	.	.	PUNCT
easat-11246	21	1	therefore	therefore	ADV
easat-11246	21	2	,	,	PUNCT
easat-11246	21	3	the	the	DET
easat-11246	21	4	use	use	NOUN
easat-11246	21	5	of	of	ADP
easat-11246	21	6	stock	stock	NOUN
easat-11246	21	7	forecasting	forecasting	NOUN
easat-11246	21	8	software	software	NOUN
easat-11246	21	9	will	will	AUX
easat-11246	21	10	improve	improve	VERB
easat-11246	21	11	decision	decision	NOUN
easat-11246	21	12	-	-	PUNCT
easat-11246	21	13	making	make	VERB
easat-11246	21	14	processes	process	NOUN
easat-11246	21	15	and	and	CCONJ
easat-11246	21	16	assist	assist	VERB
easat-11246	21	17	in	in	ADP
easat-11246	21	18	predicting	predict	VERB
easat-11246	21	19	stock	stock	NOUN
easat-11246	21	20	values	value	NOUN
easat-11246	21	21	[	[	X
easat-11246	21	22	12	12	NUM
easat-11246	21	23	,	,	PUNCT
easat-11246	21	24	13	13	NUM
easat-11246	21	25	]	]	PUNCT
easat-11246	21	26	.	.	PUNCT
easat-11246	22	1	recent	recent	ADJ
easat-11246	22	2	developments	development	NOUN
easat-11246	22	3	in	in	ADP
easat-11246	22	4	machine	machine	NOUN
easat-11246	22	5	learning	learning	NOUN
easat-11246	22	6	enable	enable	VERB
easat-11246	22	7	researchers	researcher	NOUN
easat-11246	22	8	to	to	PART
easat-11246	22	9	develop	develop	VERB
easat-11246	22	10	and	and	CCONJ
easat-11246	22	11	innovate	innovate	VERB
easat-11246	22	12	tools	tool	NOUN
easat-11246	22	13	to	to	PART
easat-11246	22	14	forecast	forecast	VERB
easat-11246	22	15	stock	stock	NOUN
easat-11246	22	16	prices	price	NOUN
easat-11246	22	17	more	more	ADV
easat-11246	22	18	accurately	accurately	ADV
easat-11246	22	19	[	[	X
easat-11246	22	20	7	7	NUM
easat-11246	22	21	,	,	PUNCT
easat-11246	22	22	14	14	NUM
easat-11246	22	23	,	,	PUNCT
easat-11246	22	24	15	15	NUM
easat-11246	22	25	]	]	PUNCT
easat-11246	22	26	.	.	PUNCT
easat-11246	23	1	these	these	DET
easat-11246	23	2	contemporary	contemporary	ADJ
easat-11246	23	3	methods	method	NOUN
easat-11246	23	4	have	have	AUX
easat-11246	23	5	become	become	VERB
easat-11246	23	6	increasingly	increasingly	ADV
easat-11246	23	7	popular	popular	ADJ
easat-11246	23	8	in	in	ADP
easat-11246	23	9	financial	financial	ADJ
easat-11246	23	10	predictions	prediction	NOUN
easat-11246	23	11	due	due	ADP
easat-11246	23	12	to	to	ADP
easat-11246	23	13	their	their	PRON
easat-11246	23	14	ability	ability	NOUN
easat-11246	23	15	to	to	PART
easat-11246	23	16	analyze	analyze	VERB
easat-11246	23	17	time	time	NOUN
easat-11246	23	18	-	-	PUNCT
easat-11246	23	19	series	series	NOUN
easat-11246	23	20	data	datum	NOUN
easat-11246	23	21	without	without	ADP
easat-11246	23	22	https://orcid.org/0000-0002-5462-9424	https://orcid.org/0000-0002-5462-9424	PROPN
easat-11246	23	23	https://orcid.org/0009-0001-5511-8933	https://orcid.org/0009-0001-5511-8933	PROPN
easat-11246	23	24	1454	1454	NUM
easat-11246	23	25	edelweiss	edelweiss	PROPN
easat-11246	23	26	applied	apply	VERB
easat-11246	23	27	science	science	NOUN
easat-11246	23	28	and	and	CCONJ
easat-11246	23	29	technology	technology	NOUN
easat-11246	23	30	issn	issn	PROPN
easat-11246	23	31	:	:	PUNCT
easat-11246	23	32	2576	2576	NUM
easat-11246	23	33	-	-	SYM
easat-11246	23	34	8484	8484	NUM
easat-11246	23	35	vol	vol	NOUN
easat-11246	23	36	.	.	PROPN
easat-11246	24	1	9	9	NUM
easat-11246	24	2	,	,	PUNCT
easat-11246	24	3	no	no	INTJ
easat-11246	24	4	.	.	NOUN
easat-11246	24	5	11	11	NUM
easat-11246	24	6	:	:	PUNCT
easat-11246	24	7	1453	1453	NUM
easat-11246	24	8	-	-	SYM
easat-11246	24	9	1469	1469	NUM
easat-11246	24	10	,	,	PUNCT
easat-11246	24	11	2025	2025	NUM
easat-11246	24	12	doi	doi	NOUN
easat-11246	24	13	:	:	PUNCT
easat-11246	24	14	10.55214/2576	10.55214/2576	NUM
easat-11246	24	15	-	-	SYM
easat-11246	24	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	25	1	©	©	PROPN
easat-11246	25	2	2025	2025	NUM
easat-11246	25	3	by	by	ADP
easat-11246	25	4	the	the	DET
easat-11246	25	5	authors	author	NOUN
easat-11246	25	6	;	;	PUNCT
easat-11246	25	7	licensee	licensee	PROPN
easat-11246	25	8	learning	learning	NOUN
easat-11246	25	9	gate	gate	NOUN
easat-11246	25	10	imposing	impose	VERB
easat-11246	25	11	pre	pre	ADJ
easat-11246	25	12	-	-	ADJ
easat-11246	25	13	established	established	ADJ
easat-11246	25	14	data	data	NOUN
easat-11246	25	15	assumptions	assumption	NOUN
easat-11246	25	16	such	such	ADJ
easat-11246	25	17	as	as	ADP
easat-11246	25	18	linearity	linearity	NOUN
easat-11246	25	19	,	,	PUNCT
easat-11246	25	20	stationarity	stationarity	NOUN
easat-11246	25	21	,	,	PUNCT
easat-11246	25	22	homoscedasticity	homoscedasticity	NOUN
easat-11246	25	23	,	,	PUNCT
easat-11246	25	24	or	or	CCONJ
easat-11246	25	25	normality	normality	NOUN
easat-11246	25	26	[	[	X
easat-11246	25	27	7	7	NUM
easat-11246	25	28	,	,	PUNCT
easat-11246	25	29	10	10	NUM
easat-11246	25	30	,	,	PUNCT
easat-11246	25	31	14	14	NUM
easat-11246	25	32	,	,	PUNCT
easat-11246	25	33	16	16	NUM
easat-11246	25	34	]	]	PUNCT
easat-11246	25	35	.	.	PUNCT
easat-11246	26	1	machine	machine	NOUN
easat-11246	26	2	learning	learning	NOUN
easat-11246	26	3	models	model	NOUN
easat-11246	26	4	can	can	AUX
easat-11246	26	5	process	process	VERB
easat-11246	26	6	large	large	ADJ
easat-11246	26	7	datasets	dataset	NOUN
easat-11246	26	8	and	and	CCONJ
easat-11246	26	9	identify	identify	VERB
easat-11246	26	10	complex	complex	ADJ
easat-11246	26	11	patterns	pattern	NOUN
easat-11246	26	12	,	,	PUNCT
easat-11246	26	13	offering	offer	VERB
easat-11246	26	14	more	more	ADV
easat-11246	26	15	accurate	accurate	ADJ
easat-11246	26	16	forecasts	forecast	NOUN
easat-11246	26	17	than	than	ADP
easat-11246	26	18	traditional	traditional	ADJ
easat-11246	26	19	methods	method	NOUN
easat-11246	26	20	[	[	X
easat-11246	26	21	11	11	NUM
easat-11246	26	22	,	,	PUNCT
easat-11246	26	23	17	17	NUM
easat-11246	26	24	,	,	PUNCT
easat-11246	26	25	18	18	NUM
easat-11246	26	26	]	]	PUNCT
easat-11246	26	27	.	.	PUNCT
easat-11246	27	1	many	many	ADJ
easat-11246	27	2	of	of	ADP
easat-11246	27	3	these	these	DET
easat-11246	27	4	models	model	NOUN
easat-11246	27	5	,	,	PUNCT
easat-11246	27	6	however	however	ADV
easat-11246	27	7	,	,	PUNCT
easat-11246	27	8	operate	operate	VERB
easat-11246	27	9	as	as	ADP
easat-11246	27	10	black	black	ADJ
easat-11246	27	11	-	-	PUNCT
easat-11246	27	12	box	box	NOUN
easat-11246	27	13	systems	system	NOUN
easat-11246	27	14	,	,	PUNCT
easat-11246	27	15	limiting	limit	VERB
easat-11246	27	16	their	their	PRON
easat-11246	27	17	interpretability	interpretability	NOUN
easat-11246	27	18	in	in	ADP
easat-11246	27	19	the	the	DET
easat-11246	27	20	financial	financial	ADJ
easat-11246	27	21	decision	decision	NOUN
easat-11246	27	22	-	-	PUNCT
easat-11246	27	23	making	make	VERB
easat-11246	27	24	context	context	NOUN
easat-11246	27	25	,	,	PUNCT
easat-11246	27	26	where	where	SCONJ
easat-11246	27	27	transparency	transparency	NOUN
easat-11246	27	28	and	and	CCONJ
easat-11246	27	29	traceability	traceability	NOUN
easat-11246	27	30	are	be	AUX
easat-11246	27	31	essential	essential	ADJ
easat-11246	27	32	[	[	X
easat-11246	27	33	19	19	NUM
easat-11246	27	34	]	]	PUNCT
easat-11246	27	35	.	.	PUNCT
easat-11246	28	1	in	in	ADP
easat-11246	28	2	contrast	contrast	NOUN
easat-11246	28	3	,	,	PUNCT
easat-11246	28	4	facebook	facebook	NOUN
easat-11246	28	5	prophet	prophet	NOUN
easat-11246	28	6	was	be	AUX
easat-11246	28	7	designed	design	VERB
easat-11246	28	8	to	to	PART
easat-11246	28	9	provide	provide	VERB
easat-11246	28	10	interpretable	interpretable	ADJ
easat-11246	28	11	time	time	NOUN
easat-11246	28	12	-	-	PUNCT
easat-11246	28	13	series	series	NOUN
easat-11246	28	14	forecasts	forecast	NOUN
easat-11246	28	15	using	use	VERB
easat-11246	28	16	an	an	DET
easat-11246	28	17	additive	additive	ADJ
easat-11246	28	18	model	model	NOUN
easat-11246	28	19	that	that	PRON
easat-11246	28	20	decomposes	decompose	VERB
easat-11246	28	21	trends	trend	NOUN
easat-11246	28	22	,	,	PUNCT
easat-11246	28	23	seasonality	seasonality	NOUN
easat-11246	28	24	,	,	PUNCT
easat-11246	28	25	and	and	CCONJ
easat-11246	28	26	holiday	holiday	NOUN
easat-11246	28	27	effects	effect	NOUN
easat-11246	28	28	,	,	PUNCT
easat-11246	28	29	making	make	VERB
easat-11246	28	30	it	it	PRON
easat-11246	28	31	suitable	suitable	ADJ
easat-11246	28	32	for	for	ADP
easat-11246	28	33	financial	financial	ADJ
easat-11246	28	34	forecasting	forecasting	NOUN
easat-11246	28	35	applications	application	NOUN
easat-11246	28	36	[	[	X
easat-11246	28	37	5	5	NUM
easat-11246	28	38	,	,	PUNCT
easat-11246	28	39	9	9	NUM
easat-11246	28	40	]	]	PUNCT
easat-11246	28	41	.	.	PUNCT
easat-11246	29	1	prophet	prophet	NOUN
easat-11246	29	2	’s	’s	PART
easat-11246	29	3	ease	ease	NOUN
easat-11246	29	4	of	of	ADP
easat-11246	29	5	parameterization	parameterization	NOUN
easat-11246	29	6	and	and	CCONJ
easat-11246	29	7	robust	robust	ADJ
easat-11246	29	8	performance	performance	NOUN
easat-11246	29	9	with	with	ADP
easat-11246	29	10	irregular	irregular	ADJ
easat-11246	29	11	or	or	CCONJ
easat-11246	29	12	noisy	noisy	ADJ
easat-11246	29	13	data	datum	NOUN
easat-11246	29	14	have	have	AUX
easat-11246	29	15	motivated	motivate	VERB
easat-11246	29	16	its	its	PRON
easat-11246	29	17	adoption	adoption	NOUN
easat-11246	29	18	in	in	ADP
easat-11246	29	19	business	business	NOUN
easat-11246	29	20	forecasting	forecasting	NOUN
easat-11246	29	21	,	,	PUNCT
easat-11246	29	22	risk	risk	NOUN
easat-11246	29	23	analytics	analytic	NOUN
easat-11246	29	24	,	,	PUNCT
easat-11246	29	25	and	and	CCONJ
easat-11246	29	26	market	market	NOUN
easat-11246	29	27	insights	insight	NOUN
easat-11246	29	28	visualization	visualization	NOUN
easat-11246	29	29	.	.	PUNCT
easat-11246	30	1	in	in	ADP
easat-11246	30	2	parallel	parallel	NOUN
easat-11246	30	3	,	,	PUNCT
easat-11246	30	4	interactive	interactive	ADJ
easat-11246	30	5	financial	financial	ADJ
easat-11246	30	6	dashboards	dashboard	NOUN
easat-11246	30	7	have	have	AUX
easat-11246	30	8	gained	gain	VERB
easat-11246	30	9	prominence	prominence	NOUN
easat-11246	30	10	as	as	ADP
easat-11246	30	11	tools	tool	NOUN
easat-11246	30	12	for	for	ADP
easat-11246	30	13	enabling	enable	VERB
easat-11246	30	14	real	real	ADJ
easat-11246	30	15	-	-	PUNCT
easat-11246	30	16	time	time	NOUN
easat-11246	30	17	monitoring	monitoring	NOUN
easat-11246	30	18	,	,	PUNCT
easat-11246	30	19	scenario	scenario	NOUN
easat-11246	30	20	simulation	simulation	NOUN
easat-11246	30	21	,	,	PUNCT
easat-11246	30	22	and	and	CCONJ
easat-11246	30	23	user	user	NOUN
easat-11246	30	24	-	-	PUNCT
easat-11246	30	25	centered	center	VERB
easat-11246	30	26	analytical	analytical	ADJ
easat-11246	30	27	exploration	exploration	NOUN
easat-11246	30	28	[	[	X
easat-11246	30	29	20	20	NUM
easat-11246	30	30	]	]	PUNCT
easat-11246	30	31	.	.	PUNCT
easat-11246	31	1	meanwhile	meanwhile	ADV
easat-11246	31	2	,	,	PUNCT
easat-11246	31	3	streamlit	streamlit	NOUN
easat-11246	31	4	,	,	PUNCT
easat-11246	31	5	a	a	DET
easat-11246	31	6	modern	modern	ADJ
easat-11246	31	7	open	open	ADJ
easat-11246	31	8	-	-	PUNCT
easat-11246	31	9	source	source	NOUN
easat-11246	31	10	web	web	NOUN
easat-11246	31	11	application	application	NOUN
easat-11246	31	12	framework	framework	NOUN
easat-11246	31	13	for	for	ADP
easat-11246	31	14	data	data	NOUN
easat-11246	31	15	-	-	PUNCT
easat-11246	31	16	driven	drive	VERB
easat-11246	31	17	interfaces	interface	NOUN
easat-11246	31	18	,	,	PUNCT
easat-11246	31	19	provides	provide	VERB
easat-11246	31	20	a	a	DET
easat-11246	31	21	flexible	flexible	ADJ
easat-11246	31	22	and	and	CCONJ
easat-11246	31	23	lightweight	lightweight	ADJ
easat-11246	31	24	environment	environment	NOUN
easat-11246	31	25	to	to	PART
easat-11246	31	26	deploy	deploy	VERB
easat-11246	31	27	machine	machine	NOUN
easat-11246	31	28	learning	learning	NOUN
easat-11246	31	29	models	model	NOUN
easat-11246	31	30	and	and	CCONJ
easat-11246	31	31	visualization	visualization	NOUN
easat-11246	31	32	workflows	workflow	NOUN
easat-11246	31	33	without	without	ADP
easat-11246	31	34	requiring	require	VERB
easat-11246	31	35	complex	complex	ADJ
easat-11246	31	36	web	web	NOUN
easat-11246	31	37	development	development	NOUN
easat-11246	31	38	expertise	expertise	NOUN
easat-11246	31	39	.	.	PUNCT
easat-11246	32	1	research	research	NOUN
easat-11246	32	2	on	on	ADP
easat-11246	32	3	stock	stock	NOUN
easat-11246	32	4	price	price	NOUN
easat-11246	32	5	forecasting	forecasting	NOUN
easat-11246	32	6	demonstrates	demonstrate	VERB
easat-11246	32	7	the	the	DET
easat-11246	32	8	increasing	increase	VERB
easat-11246	32	9	effectiveness	effectiveness	NOUN
easat-11246	32	10	of	of	ADP
easat-11246	32	11	machine	machine	NOUN
easat-11246	32	12	learning	learning	NOUN
easat-11246	32	13	and	and	CCONJ
easat-11246	32	14	deep	deep	ADJ
easat-11246	32	15	learning	learning	NOUN
easat-11246	32	16	techniques	technique	NOUN
easat-11246	32	17	.	.	PUNCT
easat-11246	33	1	despite	despite	SCONJ
easat-11246	33	2	the	the	DET
easat-11246	33	3	growth	growth	NOUN
easat-11246	33	4	of	of	ADP
easat-11246	33	5	these	these	DET
easat-11246	33	6	technologies	technology	NOUN
easat-11246	33	7	,	,	PUNCT
easat-11246	33	8	the	the	DET
easat-11246	33	9	integration	integration	NOUN
easat-11246	33	10	of	of	ADP
easat-11246	33	11	prophetbased	prophetbase	VERB
easat-11246	33	12	time	time	NOUN
easat-11246	33	13	-	-	PUNCT
easat-11246	33	14	series	series	NOUN
easat-11246	33	15	forecasting	forecasting	NOUN
easat-11246	33	16	with	with	ADP
easat-11246	33	17	model	model	NOUN
easat-11246	33	18	learning	learning	NOUN
easat-11246	33	19	-	-	PUNCT
easat-11246	33	20	driven	drive	VERB
easat-11246	33	21	risk	risk	NOUN
easat-11246	33	22	evaluation	evaluation	NOUN
easat-11246	33	23	in	in	ADP
easat-11246	33	24	a	a	DET
easat-11246	33	25	single	single	ADJ
easat-11246	33	26	interactive	interactive	ADJ
easat-11246	33	27	and	and	CCONJ
easat-11246	33	28	accessible	accessible	ADJ
easat-11246	33	29	dashboard	dashboard	NOUN
easat-11246	33	30	remains	remain	VERB
easat-11246	33	31	limited	limited	ADJ
easat-11246	33	32	.	.	PUNCT
easat-11246	34	1	most	most	ADJ
easat-11246	34	2	existing	exist	VERB
easat-11246	34	3	studies	study	NOUN
easat-11246	34	4	either	either	CCONJ
easat-11246	34	5	focus	focus	VERB
easat-11246	34	6	solely	solely	ADV
easat-11246	34	7	on	on	ADP
easat-11246	34	8	model	model	NOUN
easat-11246	34	9	performance	performance	NOUN
easat-11246	34	10	benchmarking	benchmarke	VERB
easat-11246	34	11	or	or	CCONJ
easat-11246	34	12	provide	provide	VERB
easat-11246	34	13	standalone	standalone	NOUN
easat-11246	34	14	forecasting	forecasting	NOUN
easat-11246	34	15	scripts	script	NOUN
easat-11246	34	16	without	without	ADP
easat-11246	34	17	practical	practical	ADJ
easat-11246	34	18	visualization	visualization	NOUN
easat-11246	34	19	interfaces	interface	NOUN
easat-11246	34	20	for	for	ADP
easat-11246	34	21	end	end	NOUN
easat-11246	34	22	users	user	NOUN
easat-11246	34	23	.	.	PUNCT
easat-11246	35	1	the	the	DET
easat-11246	35	2	forecasting	forecasting	NOUN
easat-11246	35	3	applications	application	NOUN
easat-11246	35	4	were	be	AUX
easat-11246	35	5	typically	typically	ADV
easat-11246	35	6	developed	develop	VERB
easat-11246	35	7	as	as	ADP
easat-11246	35	8	static	static	ADJ
easat-11246	35	9	scripts	script	NOUN
easat-11246	35	10	or	or	CCONJ
easat-11246	35	11	offline	offline	ADJ
easat-11246	35	12	analytical	analytical	ADJ
easat-11246	35	13	workflows	workflow	NOUN
easat-11246	35	14	that	that	PRON
easat-11246	35	15	do	do	AUX
easat-11246	35	16	not	not	PART
easat-11246	35	17	support	support	VERB
easat-11246	35	18	interactive	interactive	ADJ
easat-11246	35	19	exploration	exploration	NOUN
easat-11246	35	20	,	,	PUNCT
easat-11246	35	21	real	real	ADJ
easat-11246	35	22	-	-	PUNCT
easat-11246	35	23	time	time	NOUN
easat-11246	35	24	visualization	visualization	NOUN
easat-11246	35	25	,	,	PUNCT
easat-11246	35	26	or	or	CCONJ
easat-11246	35	27	dynamic	dynamic	ADJ
easat-11246	35	28	parameter	parameter	NOUN
easat-11246	35	29	adjustment	adjustment	NOUN
easat-11246	35	30	[	[	X
easat-11246	35	31	8	8	NUM
easat-11246	35	32	]	]	PUNCT
easat-11246	35	33	.	.	PUNCT
easat-11246	36	1	in	in	ADP
easat-11246	36	2	addition	addition	NOUN
easat-11246	36	3	,	,	PUNCT
easat-11246	36	4	many	many	ADJ
easat-11246	36	5	forecasting	forecasting	NOUN
easat-11246	36	6	tools	tool	NOUN
easat-11246	36	7	remain	remain	VERB
easat-11246	36	8	difficult	difficult	ADJ
easat-11246	36	9	for	for	SCONJ
easat-11246	36	10	non	non	ADJ
easat-11246	36	11	-	-	ADJ
easat-11246	36	12	technical	technical	ADJ
easat-11246	36	13	users	user	NOUN
easat-11246	36	14	to	to	PART
easat-11246	36	15	interpret	interpret	VERB
easat-11246	36	16	and	and	CCONJ
easat-11246	36	17	apply	apply	VERB
easat-11246	36	18	effectively	effectively	ADV
easat-11246	36	19	.	.	PUNCT
easat-11246	37	1	advanced	advanced	ADJ
easat-11246	37	2	predictive	predictive	ADJ
easat-11246	37	3	models	model	NOUN
easat-11246	37	4	—	—	PUNCT
easat-11246	37	5	especially	especially	ADV
easat-11246	37	6	machine	machine	NOUN
easat-11246	37	7	learning	learning	NOUN
easat-11246	37	8	and	and	CCONJ
easat-11246	37	9	deep	deep	ADJ
easat-11246	37	10	learning	learning	NOUN
easat-11246	37	11	models	model	NOUN
easat-11246	37	12	often	often	ADV
easat-11246	37	13	function	function	VERB
easat-11246	37	14	as	as	ADP
easat-11246	37	15	black	black	ADJ
easat-11246	37	16	boxes	box	NOUN
easat-11246	37	17	,	,	PUNCT
easat-11246	37	18	providing	provide	VERB
easat-11246	37	19	numerical	numerical	ADJ
easat-11246	37	20	outputs	output	NOUN
easat-11246	37	21	without	without	ADP
easat-11246	37	22	clear	clear	ADJ
easat-11246	37	23	explanations	explanation	NOUN
easat-11246	37	24	of	of	ADP
easat-11246	37	25	model	model	NOUN
easat-11246	37	26	behavior	behavior	NOUN
easat-11246	37	27	or	or	CCONJ
easat-11246	37	28	confidence	confidence	NOUN
easat-11246	37	29	levels	level	NOUN
easat-11246	37	30	,	,	PUNCT
easat-11246	37	31	which	which	PRON
easat-11246	37	32	limits	limit	VERB
easat-11246	37	33	their	their	PRON
easat-11246	37	34	usefulness	usefulness	NOUN
easat-11246	37	35	in	in	ADP
easat-11246	37	36	practical	practical	ADJ
easat-11246	37	37	investment	investment	NOUN
easat-11246	37	38	decision	decision	NOUN
easat-11246	37	39	-	-	PUNCT
easat-11246	37	40	making	make	VERB
easat-11246	37	41	contexts	context	NOUN
easat-11246	37	42	[	[	X
easat-11246	37	43	4	4	NUM
easat-11246	37	44	,	,	PUNCT
easat-11246	37	45	19	19	NUM
easat-11246	37	46	]	]	PUNCT
easat-11246	37	47	.	.	PUNCT
easat-11246	38	1	investors	investor	NOUN
easat-11246	38	2	and	and	CCONJ
easat-11246	38	3	analysts	analyst	NOUN
easat-11246	38	4	frequently	frequently	ADV
easat-11246	38	5	require	require	VERB
easat-11246	38	6	transparent	transparent	ADJ
easat-11246	38	7	and	and	CCONJ
easat-11246	38	8	interpretable	interpretable	ADJ
easat-11246	38	9	forecasting	forecasting	NOUN
easat-11246	38	10	methods	method	NOUN
easat-11246	38	11	to	to	PART
easat-11246	38	12	assess	assess	VERB
easat-11246	38	13	not	not	PART
easat-11246	38	14	only	only	ADV
easat-11246	38	15	expected	expect	VERB
easat-11246	38	16	future	future	ADJ
easat-11246	38	17	prices	price	NOUN
easat-11246	38	18	but	but	CCONJ
easat-11246	38	19	also	also	ADV
easat-11246	38	20	the	the	DET
easat-11246	38	21	uncertainty	uncertainty	NOUN
easat-11246	38	22	and	and	CCONJ
easat-11246	38	23	risks	risk	NOUN
easat-11246	38	24	associated	associate	VERB
easat-11246	38	25	with	with	ADP
easat-11246	38	26	those	those	DET
easat-11246	38	27	predictions	prediction	NOUN
easat-11246	38	28	[	[	X
easat-11246	38	29	4	4	NUM
easat-11246	38	30	]	]	PUNCT
easat-11246	38	31	.	.	PUNCT
easat-11246	39	1	furthermore	furthermore	ADV
easat-11246	39	2	,	,	PUNCT
easat-11246	39	3	many	many	ADJ
easat-11246	39	4	existing	exist	VERB
easat-11246	39	5	systems	system	NOUN
easat-11246	39	6	focus	focus	VERB
easat-11246	39	7	solely	solely	ADV
easat-11246	39	8	on	on	ADP
easat-11246	39	9	price	price	NOUN
easat-11246	39	10	prediction	prediction	NOUN
easat-11246	39	11	and	and	CCONJ
easat-11246	39	12	neglect	neglect	ADJ
easat-11246	39	13	essential	essential	ADJ
easat-11246	39	14	risk	risk	NOUN
easat-11246	39	15	assessment	assessment	NOUN
easat-11246	39	16	measures	measure	NOUN
easat-11246	39	17	such	such	ADJ
easat-11246	39	18	as	as	ADP
easat-11246	39	19	market	market	NOUN
easat-11246	39	20	volatility	volatility	NOUN
easat-11246	39	21	,	,	PUNCT
easat-11246	39	22	trend	trend	NOUN
easat-11246	39	23	strength	strength	NOUN
easat-11246	39	24	,	,	PUNCT
easat-11246	39	25	and	and	CCONJ
easat-11246	39	26	price	price	NOUN
easat-11246	39	27	stability	stability	NOUN
easat-11246	39	28	indices	index	NOUN
easat-11246	39	29	,	,	PUNCT
easat-11246	39	30	which	which	PRON
easat-11246	39	31	are	be	AUX
easat-11246	39	32	critical	critical	ADJ
easat-11246	39	33	for	for	ADP
easat-11246	39	34	determining	determine	VERB
easat-11246	39	35	whether	whether	SCONJ
easat-11246	39	36	an	an	DET
easat-11246	39	37	investment	investment	NOUN
easat-11246	39	38	is	be	AUX
easat-11246	39	39	attractive	attractive	ADJ
easat-11246	39	40	or	or	CCONJ
easat-11246	39	41	risky	risky	ADJ
easat-11246	39	42	[	[	X
easat-11246	39	43	1	1	NUM
easat-11246	39	44	,	,	PUNCT
easat-11246	39	45	21	21	NUM
easat-11246	39	46	]	]	PUNCT
easat-11246	39	47	.	.	PUNCT
easat-11246	40	1	this	this	PRON
easat-11246	40	2	reduces	reduce	VERB
easat-11246	40	3	their	their	PRON
easat-11246	40	4	practicality	practicality	NOUN
easat-11246	40	5	in	in	ADP
easat-11246	40	6	rapidly	rapidly	ADV
easat-11246	40	7	changing	change	VERB
easat-11246	40	8	market	market	NOUN
easat-11246	40	9	conditions	condition	NOUN
easat-11246	40	10	,	,	PUNCT
easat-11246	40	11	where	where	SCONJ
easat-11246	40	12	decision	decision	NOUN
easat-11246	40	13	-	-	PUNCT
easat-11246	40	14	making	making	NOUN
easat-11246	40	15	must	must	AUX
easat-11246	40	16	adapt	adapt	VERB
easat-11246	40	17	to	to	ADP
easat-11246	40	18	new	new	ADJ
easat-11246	40	19	information	information	NOUN
easat-11246	40	20	.	.	PUNCT
easat-11246	41	1	as	as	ADP
easat-11246	41	2	a	a	DET
easat-11246	41	3	result	result	NOUN
easat-11246	41	4	,	,	PUNCT
easat-11246	41	5	investors	investor	NOUN
easat-11246	41	6	are	be	AUX
easat-11246	41	7	often	often	ADV
easat-11246	41	8	left	leave	VERB
easat-11246	41	9	with	with	ADP
easat-11246	41	10	forecasting	forecast	VERB
easat-11246	41	11	information	information	NOUN
easat-11246	41	12	that	that	PRON
easat-11246	41	13	lacks	lack	VERB
easat-11246	41	14	contextual	contextual	ADJ
easat-11246	41	15	risk	risk	NOUN
easat-11246	41	16	interpretation	interpretation	NOUN
easat-11246	41	17	,	,	PUNCT
easat-11246	41	18	making	make	VERB
easat-11246	41	19	it	it	PRON
easat-11246	41	20	difficult	difficult	ADJ
easat-11246	41	21	to	to	PART
easat-11246	41	22	evaluate	evaluate	VERB
easat-11246	41	23	investment	investment	NOUN
easat-11246	41	24	feasibility	feasibility	NOUN
easat-11246	41	25	.	.	PUNCT
easat-11246	42	1	therefore	therefore	ADV
easat-11246	42	2	,	,	PUNCT
easat-11246	42	3	there	there	PRON
easat-11246	42	4	is	be	VERB
easat-11246	42	5	a	a	DET
easat-11246	42	6	clear	clear	ADJ
easat-11246	42	7	need	need	NOUN
easat-11246	42	8	for	for	ADP
easat-11246	42	9	a	a	DET
easat-11246	42	10	forecasting	forecasting	NOUN
easat-11246	42	11	platform	platform	NOUN
easat-11246	42	12	that	that	PRON
easat-11246	42	13	integrates	integrate	VERB
easat-11246	42	14	predictive	predictive	ADJ
easat-11246	42	15	modelling	modelling	NOUN
easat-11246	42	16	,	,	PUNCT
easat-11246	42	17	risk	risk	NOUN
easat-11246	42	18	analytics	analytic	NOUN
easat-11246	42	19	,	,	PUNCT
easat-11246	42	20	and	and	CCONJ
easat-11246	42	21	interactive	interactive	ADJ
easat-11246	42	22	visualization	visualization	NOUN
easat-11246	42	23	within	within	ADP
easat-11246	42	24	a	a	DET
easat-11246	42	25	single	single	ADJ
easat-11246	42	26	,	,	PUNCT
easat-11246	42	27	user	user	NOUN
easat-11246	42	28	-	-	PUNCT
easat-11246	42	29	accessible	accessible	ADJ
easat-11246	42	30	dashboard	dashboard	NOUN
easat-11246	42	31	.	.	PUNCT
easat-11246	43	1	by	by	ADP
easat-11246	43	2	integrating	integrate	VERB
easat-11246	43	3	real	real	ADJ
easat-11246	43	4	-	-	PUNCT
easat-11246	43	5	time	time	NOUN
easat-11246	43	6	data	datum	NOUN
easat-11246	43	7	processing	processing	NOUN
easat-11246	43	8	,	,	PUNCT
easat-11246	43	9	forecast	forecast	NOUN
easat-11246	43	10	production	production	NOUN
easat-11246	43	11	,	,	PUNCT
easat-11246	43	12	risk	risk	NOUN
easat-11246	43	13	analysis	analysis	NOUN
easat-11246	43	14	,	,	PUNCT
easat-11246	43	15	and	and	CCONJ
easat-11246	43	16	user	user	NOUN
easat-11246	43	17	interaction	interaction	NOUN
easat-11246	43	18	into	into	ADP
easat-11246	43	19	a	a	DET
easat-11246	43	20	single	single	ADJ
easat-11246	43	21	,	,	PUNCT
easat-11246	43	22	unified	unified	ADJ
easat-11246	43	23	tool	tool	NOUN
easat-11246	43	24	,	,	PUNCT
easat-11246	43	25	the	the	DET
easat-11246	43	26	dashboard	dashboard	NOUN
easat-11246	43	27	produced	produce	VERB
easat-11246	43	28	in	in	ADP
easat-11246	43	29	this	this	DET
easat-11246	43	30	work	work	NOUN
easat-11246	43	31	bridges	bridge	NOUN
easat-11246	43	32	a	a	DET
easat-11246	43	33	significant	significant	ADJ
easat-11246	43	34	gap	gap	NOUN
easat-11246	43	35	in	in	ADP
easat-11246	43	36	literature	literature	NOUN
easat-11246	43	37	and	and	CCONJ
easat-11246	43	38	practice	practice	NOUN
easat-11246	43	39	.	.	PUNCT
easat-11246	44	1	this	this	DET
easat-11246	44	2	paper	paper	NOUN
easat-11246	44	3	is	be	AUX
easat-11246	44	4	organized	organize	VERB
easat-11246	44	5	as	as	SCONJ
easat-11246	44	6	follows	follow	VERB
easat-11246	44	7	:	:	PUNCT
easat-11246	44	8	first	first	ADV
easat-11246	44	9	,	,	PUNCT
easat-11246	44	10	we	we	PRON
easat-11246	44	11	briefly	briefly	ADV
easat-11246	44	12	review	review	VERB
easat-11246	44	13	relevant	relevant	ADJ
easat-11246	44	14	literature	literature	NOUN
easat-11246	44	15	,	,	PUNCT
easat-11246	44	16	including	include	VERB
easat-11246	44	17	previous	previous	ADJ
easat-11246	44	18	price	price	NOUN
easat-11246	44	19	and	and	CCONJ
easat-11246	44	20	risk	risk	NOUN
easat-11246	44	21	forecasting	forecasting	NOUN
easat-11246	44	22	models	model	NOUN
easat-11246	44	23	.	.	PUNCT
easat-11246	45	1	next	next	ADV
easat-11246	45	2	,	,	PUNCT
easat-11246	45	3	we	we	PRON
easat-11246	45	4	explain	explain	VERB
easat-11246	45	5	how	how	SCONJ
easat-11246	45	6	prophet	prophet	NOUN
easat-11246	45	7	and	and	CCONJ
easat-11246	45	8	machine	machine	NOUN
easat-11246	45	9	learning	learning	NOUN
easat-11246	45	10	can	can	AUX
easat-11246	45	11	be	be	AUX
easat-11246	45	12	integrated	integrate	VERB
easat-11246	45	13	for	for	ADP
easat-11246	45	14	stock	stock	NOUN
easat-11246	45	15	price	price	NOUN
easat-11246	45	16	forecasting	forecasting	NOUN
easat-11246	45	17	and	and	CCONJ
easat-11246	45	18	risk	risk	NOUN
easat-11246	45	19	assessment	assessment	NOUN
easat-11246	45	20	.	.	PUNCT
easat-11246	46	1	then	then	ADV
easat-11246	46	2	,	,	PUNCT
easat-11246	46	3	we	we	PRON
easat-11246	46	4	detail	detail	VERB
easat-11246	46	5	the	the	DET
easat-11246	46	6	system	system	NOUN
easat-11246	46	7	's	's	PART
easat-11246	46	8	development	development	NOUN
easat-11246	46	9	using	use	VERB
easat-11246	46	10	streamlit	streamlit	NOUN
easat-11246	46	11	to	to	PART
easat-11246	46	12	create	create	VERB
easat-11246	46	13	the	the	DET
easat-11246	46	14	web	web	NOUN
easat-11246	46	15	interface	interface	NOUN
easat-11246	46	16	.	.	PUNCT
easat-11246	47	1	finally	finally	ADV
easat-11246	47	2	,	,	PUNCT
easat-11246	47	3	we	we	PRON
easat-11246	47	4	evaluate	evaluate	VERB
easat-11246	47	5	the	the	DET
easat-11246	47	6	system	system	NOUN
easat-11246	47	7	's	's	PART
easat-11246	47	8	performance	performance	NOUN
easat-11246	47	9	and	and	CCONJ
easat-11246	47	10	discuss	discuss	VERB
easat-11246	47	11	potential	potential	ADJ
easat-11246	47	12	future	future	ADJ
easat-11246	47	13	improvements	improvement	NOUN
easat-11246	47	14	.	.	PUNCT
easat-11246	48	1	2	2	X
easat-11246	48	2	.	.	X
easat-11246	48	3	literature	literature	NOUN
easat-11246	48	4	review	review	VERB
easat-11246	48	5	stock	stock	NOUN
easat-11246	48	6	price	price	NOUN
easat-11246	48	7	forecasting	forecasting	NOUN
easat-11246	48	8	has	have	AUX
easat-11246	48	9	become	become	VERB
easat-11246	48	10	increasingly	increasingly	ADV
easat-11246	48	11	important	important	ADJ
easat-11246	48	12	for	for	ADP
easat-11246	48	13	investors	investor	NOUN
easat-11246	48	14	,	,	PUNCT
easat-11246	48	15	financial	financial	ADJ
easat-11246	48	16	institutions	institution	NOUN
easat-11246	48	17	,	,	PUNCT
easat-11246	48	18	and	and	CCONJ
easat-11246	48	19	policymakers	policymaker	NOUN
easat-11246	48	20	due	due	ADP
easat-11246	48	21	to	to	ADP
easat-11246	48	22	the	the	DET
easat-11246	48	23	volatility	volatility	NOUN
easat-11246	48	24	and	and	CCONJ
easat-11246	48	25	uncertainty	uncertainty	NOUN
easat-11246	48	26	inherent	inherent	ADJ
easat-11246	48	27	in	in	ADP
easat-11246	48	28	capital	capital	NOUN
easat-11246	48	29	markets	market	NOUN
easat-11246	48	30	.	.	PUNCT
easat-11246	49	1	traditional	traditional	ADJ
easat-11246	49	2	forecasting	forecasting	NOUN
easat-11246	49	3	techniques	technique	NOUN
easat-11246	49	4	,	,	PUNCT
easat-11246	49	5	such	such	ADJ
easat-11246	49	6	as	as	ADP
easat-11246	49	7	moving	move	VERB
easat-11246	49	8	averages	average	NOUN
easat-11246	49	9	,	,	PUNCT
easat-11246	49	10	linear	linear	ADJ
easat-11246	49	11	regression	regression	NOUN
easat-11246	49	12	,	,	PUNCT
easat-11246	49	13	and	and	CCONJ
easat-11246	49	14	the	the	DET
easat-11246	49	15	autoregressive	autoregressive	ADJ
easat-11246	49	16	integrated	integrated	ADJ
easat-11246	49	17	moving	move	VERB
easat-11246	49	18	average	average	ADJ
easat-11246	49	19	(	(	PUNCT
easat-11246	49	20	arima	arima	PROPN
easat-11246	49	21	)	)	PUNCT
easat-11246	49	22	model	model	NOUN
easat-11246	49	23	,	,	PUNCT
easat-11246	49	24	have	have	AUX
easat-11246	49	25	been	be	AUX
easat-11246	49	26	widely	widely	ADV
easat-11246	49	27	applied	apply	VERB
easat-11246	49	28	to	to	PART
easat-11246	49	29	identify	identify	VERB
easat-11246	49	30	historical	historical	ADJ
easat-11246	49	31	patterns	pattern	NOUN
easat-11246	49	32	and	and	CCONJ
easat-11246	49	33	project	project	VERB
easat-11246	49	34	future	future	ADJ
easat-11246	49	35	price	price	NOUN
easat-11246	49	36	trends	trend	NOUN
easat-11246	50	1	[	[	X
easat-11246	50	2	6	6	NUM
easat-11246	50	3	,	,	PUNCT
easat-11246	50	4	9	9	NUM
easat-11246	50	5	]	]	PUNCT
easat-11246	50	6	.	.	PUNCT
easat-11246	51	1	however	however	ADV
easat-11246	51	2	,	,	PUNCT
easat-11246	51	3	while	while	SCONJ
easat-11246	51	4	these	these	DET
easat-11246	51	5	methods	method	NOUN
easat-11246	51	6	are	be	AUX
easat-11246	51	7	useful	useful	ADJ
easat-11246	51	8	for	for	ADP
easat-11246	51	9	detecting	detect	VERB
easat-11246	51	10	linear	linear	ADJ
easat-11246	51	11	trends	trend	NOUN
easat-11246	51	12	,	,	PUNCT
easat-11246	51	13	they	they	PRON
easat-11246	51	14	often	often	ADV
easat-11246	51	15	1455	1455	NUM
easat-11246	51	16	edelweiss	edelweiss	PROPN
easat-11246	51	17	applied	apply	VERB
easat-11246	51	18	science	science	NOUN
easat-11246	51	19	and	and	CCONJ
easat-11246	51	20	technology	technology	NOUN
easat-11246	51	21	issn	issn	PROPN
easat-11246	51	22	:	:	PUNCT
easat-11246	51	23	2576	2576	NUM
easat-11246	51	24	-	-	SYM
easat-11246	51	25	8484	8484	NUM
easat-11246	51	26	vol	vol	NOUN
easat-11246	51	27	.	.	PROPN
easat-11246	52	1	9	9	NUM
easat-11246	52	2	,	,	PUNCT
easat-11246	52	3	no	no	INTJ
easat-11246	52	4	.	.	NOUN
easat-11246	52	5	11	11	NUM
easat-11246	52	6	:	:	PUNCT
easat-11246	52	7	1453	1453	NUM
easat-11246	52	8	-	-	SYM
easat-11246	52	9	1469	1469	NUM
easat-11246	52	10	,	,	PUNCT
easat-11246	52	11	2025	2025	NUM
easat-11246	52	12	doi	doi	NOUN
easat-11246	52	13	:	:	PUNCT
easat-11246	52	14	10.55214/2576	10.55214/2576	NUM
easat-11246	52	15	-	-	SYM
easat-11246	52	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	53	1	©	©	PROPN
easat-11246	53	2	2025	2025	NUM
easat-11246	53	3	by	by	ADP
easat-11246	53	4	the	the	DET
easat-11246	53	5	authors	author	NOUN
easat-11246	53	6	;	;	PUNCT
easat-11246	53	7	licensee	licensee	PROPN
easat-11246	53	8	learning	learn	VERB
easat-11246	53	9	gate	gate	NOUN
easat-11246	53	10	struggle	struggle	NOUN
easat-11246	53	11	to	to	PART
easat-11246	53	12	accommodate	accommodate	VERB
easat-11246	53	13	the	the	DET
easat-11246	53	14	non	non	ADJ
easat-11246	53	15	-	-	ADJ
easat-11246	53	16	linear	linear	ADJ
easat-11246	53	17	dynamics	dynamic	NOUN
easat-11246	53	18	,	,	PUNCT
easat-11246	53	19	sudden	sudden	ADJ
easat-11246	53	20	fluctuations	fluctuation	NOUN
easat-11246	53	21	,	,	PUNCT
easat-11246	53	22	and	and	CCONJ
easat-11246	53	23	complex	complex	ADJ
easat-11246	53	24	behavioral	behavioral	ADJ
easat-11246	53	25	influences	influence	NOUN
easat-11246	53	26	that	that	PRON
easat-11246	53	27	characterize	characterize	VERB
easat-11246	53	28	financial	financial	ADJ
easat-11246	53	29	time	time	NOUN
easat-11246	53	30	series	series	NOUN
easat-11246	53	31	[	[	X
easat-11246	53	32	10	10	NUM
easat-11246	53	33	,	,	PUNCT
easat-11246	53	34	22	22	NUM
easat-11246	53	35	]	]	PUNCT
easat-11246	53	36	.	.	PUNCT
easat-11246	54	1	to	to	PART
easat-11246	54	2	address	address	VERB
easat-11246	54	3	these	these	DET
easat-11246	54	4	limitations	limitation	NOUN
easat-11246	54	5	,	,	PUNCT
easat-11246	54	6	machine	machine	NOUN
easat-11246	54	7	learning	learning	NOUN
easat-11246	54	8	(	(	PUNCT
easat-11246	54	9	ml	ml	NOUN
easat-11246	54	10	)	)	PUNCT
easat-11246	54	11	techniques	technique	NOUN
easat-11246	54	12	have	have	AUX
easat-11246	54	13	gained	gain	VERB
easat-11246	54	14	prominence	prominence	NOUN
easat-11246	54	15	in	in	ADP
easat-11246	54	16	stock	stock	NOUN
easat-11246	54	17	market	market	NOUN
easat-11246	54	18	forecasting	forecasting	NOUN
easat-11246	54	19	.	.	PUNCT
easat-11246	55	1	ml	ml	PROPN
easat-11246	55	2	algorithms	algorithm	NOUN
easat-11246	55	3	enable	enable	VERB
easat-11246	55	4	the	the	DET
easat-11246	55	5	extraction	extraction	NOUN
easat-11246	55	6	of	of	ADP
easat-11246	55	7	hidden	hidden	ADJ
easat-11246	55	8	and	and	CCONJ
easat-11246	55	9	nonlinear	nonlinear	ADJ
easat-11246	55	10	patterns	pattern	NOUN
easat-11246	55	11	from	from	ADP
easat-11246	55	12	large	large	ADJ
easat-11246	55	13	and	and	CCONJ
easat-11246	55	14	multidimensional	multidimensional	ADJ
easat-11246	55	15	datasets	dataset	NOUN
easat-11246	55	16	,	,	PUNCT
easat-11246	55	17	improving	improve	VERB
easat-11246	55	18	predictive	predictive	ADJ
easat-11246	55	19	capabilities	capability	NOUN
easat-11246	55	20	[	[	X
easat-11246	55	21	2	2	NUM
easat-11246	55	22	,	,	PUNCT
easat-11246	55	23	21	21	NUM
easat-11246	55	24	]	]	PUNCT
easat-11246	55	25	.	.	PUNCT
easat-11246	56	1	techniques	technique	NOUN
easat-11246	56	2	such	such	ADJ
easat-11246	56	3	as	as	ADP
easat-11246	56	4	support	support	NOUN
easat-11246	56	5	vector	vector	NOUN
easat-11246	56	6	machines	machine	NOUN
easat-11246	56	7	,	,	PUNCT
easat-11246	56	8	random	random	ADJ
easat-11246	56	9	forest	forest	NOUN
easat-11246	56	10	,	,	PUNCT
easat-11246	56	11	and	and	CCONJ
easat-11246	56	12	xgboost	xgboost	X
easat-11246	56	13	have	have	AUX
easat-11246	56	14	been	be	AUX
easat-11246	56	15	successfully	successfully	ADV
easat-11246	56	16	applied	apply	VERB
easat-11246	56	17	in	in	ADP
easat-11246	56	18	predicting	predict	VERB
easat-11246	56	19	market	market	NOUN
easat-11246	56	20	direction	direction	NOUN
easat-11246	56	21	and	and	CCONJ
easat-11246	56	22	price	price	NOUN
easat-11246	56	23	trends	trend	NOUN
easat-11246	56	24	[	[	X
easat-11246	56	25	23	23	NUM
easat-11246	56	26	,	,	PUNCT
easat-11246	56	27	24	24	NUM
easat-11246	56	28	]	]	PUNCT
easat-11246	56	29	.	.	PUNCT
easat-11246	57	1	comparative	comparative	ADJ
easat-11246	57	2	studies	study	NOUN
easat-11246	57	3	further	far	ADV
easat-11246	57	4	demonstrate	demonstrate	VERB
easat-11246	57	5	that	that	SCONJ
easat-11246	57	6	ml	ml	NOUN
easat-11246	57	7	models	model	NOUN
easat-11246	57	8	often	often	ADV
easat-11246	57	9	outperform	outperform	VERB
easat-11246	57	10	traditional	traditional	ADJ
easat-11246	57	11	statistical	statistical	ADJ
easat-11246	57	12	approaches	approach	NOUN
easat-11246	57	13	,	,	PUNCT
easat-11246	57	14	particularly	particularly	ADV
easat-11246	57	15	in	in	ADP
easat-11246	57	16	shortand	shortand	NOUN
easat-11246	57	17	medium	medium	ADJ
easat-11246	57	18	-	-	PUNCT
easat-11246	57	19	term	term	NOUN
easat-11246	57	20	forecasting	forecasting	NOUN
easat-11246	57	21	scenarios	scenario	NOUN
easat-11246	57	22	[	[	X
easat-11246	57	23	11	11	NUM
easat-11246	57	24	,	,	PUNCT
easat-11246	57	25	13	13	NUM
easat-11246	57	26	]	]	PUNCT
easat-11246	57	27	.	.	PUNCT
easat-11246	58	1	however	however	ADV
easat-11246	58	2	,	,	PUNCT
easat-11246	58	3	these	these	DET
easat-11246	58	4	models	model	NOUN
easat-11246	58	5	still	still	ADV
easat-11246	58	6	face	face	VERB
easat-11246	58	7	challenges	challenge	NOUN
easat-11246	58	8	in	in	ADP
easat-11246	58	9	capturing	capture	VERB
easat-11246	58	10	long	long	ADJ
easat-11246	58	11	-	-	PUNCT
easat-11246	58	12	term	term	NOUN
easat-11246	58	13	temporal	temporal	ADJ
easat-11246	58	14	dependencies	dependency	NOUN
easat-11246	58	15	.	.	PUNCT
easat-11246	59	1	meanwhile	meanwhile	ADV
easat-11246	59	2	,	,	PUNCT
easat-11246	59	3	facebook	facebook	PROPN
easat-11246	59	4	prophet	prophet	NOUN
easat-11246	59	5	has	have	AUX
easat-11246	59	6	gained	gain	VERB
easat-11246	59	7	recognition	recognition	NOUN
easat-11246	59	8	as	as	ADP
easat-11246	59	9	a	a	DET
easat-11246	59	10	forecasting	forecasting	NOUN
easat-11246	59	11	model	model	NOUN
easat-11246	59	12	that	that	PRON
easat-11246	59	13	is	be	AUX
easat-11246	59	14	easy	easy	ADJ
easat-11246	59	15	to	to	PART
easat-11246	59	16	implement	implement	VERB
easat-11246	59	17	and	and	CCONJ
easat-11246	59	18	capable	capable	ADJ
easat-11246	59	19	of	of	ADP
easat-11246	59	20	handling	handle	VERB
easat-11246	59	21	seasonality	seasonality	NOUN
easat-11246	59	22	,	,	PUNCT
easat-11246	59	23	trend	trend	NOUN
easat-11246	59	24	shifts	shift	NOUN
easat-11246	59	25	,	,	PUNCT
easat-11246	59	26	and	and	CCONJ
easat-11246	59	27	irregular	irregular	ADJ
easat-11246	59	28	data	datum	NOUN
easat-11246	59	29	patterns	pattern	NOUN
easat-11246	59	30	,	,	PUNCT
easat-11246	59	31	making	make	VERB
easat-11246	59	32	it	it	PRON
easat-11246	59	33	suitable	suitable	ADJ
easat-11246	59	34	for	for	ADP
easat-11246	59	35	business	business	NOUN
easat-11246	59	36	-	-	PUNCT
easat-11246	59	37	oriented	orient	VERB
easat-11246	59	38	forecasting	forecasting	NOUN
easat-11246	59	39	tasks	task	NOUN
easat-11246	60	1	[	[	X
easat-11246	60	2	5	5	NUM
easat-11246	60	3	,	,	PUNCT
easat-11246	60	4	25	25	NUM
easat-11246	60	5	]	]	PUNCT
easat-11246	60	6	.	.	PUNCT
easat-11246	61	1	it	it	PRON
easat-11246	61	2	offers	offer	VERB
easat-11246	61	3	a	a	DET
easat-11246	61	4	versatile	versatile	ADJ
easat-11246	61	5	and	and	CCONJ
easat-11246	61	6	user	user	NOUN
easat-11246	61	7	-	-	PUNCT
easat-11246	61	8	friendly	friendly	ADJ
easat-11246	61	9	tool	tool	NOUN
easat-11246	61	10	for	for	ADP
easat-11246	61	11	forecasting	forecasting	NOUN
easat-11246	61	12	time	time	NOUN
easat-11246	61	13	series	series	NOUN
easat-11246	61	14	[	[	X
easat-11246	61	15	25	25	NUM
easat-11246	61	16	]	]	PUNCT
easat-11246	61	17	.	.	PUNCT
easat-11246	62	1	it	it	PRON
easat-11246	62	2	has	have	AUX
easat-11246	62	3	also	also	ADV
easat-11246	62	4	demonstrated	demonstrate	VERB
easat-11246	62	5	strong	strong	ADJ
easat-11246	62	6	adaptability	adaptability	NOUN
easat-11246	62	7	in	in	ADP
easat-11246	62	8	economic	economic	ADJ
easat-11246	62	9	and	and	CCONJ
easat-11246	62	10	operational	operational	ADJ
easat-11246	62	11	forecasting	forecasting	NOUN
easat-11246	62	12	contexts	contexts	NOUN
easat-11246	63	1	[	[	X
easat-11246	63	2	26	26	NUM
easat-11246	63	3	]	]	PUNCT
easat-11246	63	4	.	.	PUNCT
easat-11246	64	1	its	its	PRON
easat-11246	64	2	primary	primary	ADJ
easat-11246	64	3	objective	objective	NOUN
easat-11246	64	4	is	be	AUX
easat-11246	64	5	to	to	PART
easat-11246	64	6	offer	offer	VERB
easat-11246	64	7	a	a	DET
easat-11246	64	8	user	user	NOUN
easat-11246	64	9	-	-	PUNCT
easat-11246	64	10	friendly	friendly	ADJ
easat-11246	64	11	interface	interface	NOUN
easat-11246	64	12	for	for	ADP
easat-11246	64	13	time	time	NOUN
easat-11246	64	14	-	-	PUNCT
easat-11246	64	15	series	series	NOUN
easat-11246	64	16	forecasting	forecasting	NOUN
easat-11246	64	17	,	,	PUNCT
easat-11246	64	18	removing	remove	VERB
easat-11246	64	19	complex	complex	ADJ
easat-11246	64	20	mathematical	mathematical	ADJ
easat-11246	64	21	complexities	complexity	NOUN
easat-11246	64	22	while	while	SCONJ
easat-11246	64	23	generating	generate	VERB
easat-11246	64	24	precise	precise	ADJ
easat-11246	64	25	and	and	CCONJ
easat-11246	64	26	understandable	understandable	ADJ
easat-11246	64	27	predictions	prediction	NOUN
easat-11246	64	28	.	.	PUNCT
easat-11246	65	1	because	because	SCONJ
easat-11246	65	2	of	of	ADP
easat-11246	65	3	this	this	PRON
easat-11246	65	4	,	,	PUNCT
easat-11246	65	5	users	user	NOUN
easat-11246	65	6	can	can	AUX
easat-11246	65	7	use	use	VERB
easat-11246	65	8	facebook	facebook	NOUN
easat-11246	65	9	prophet	prophet	NOUN
easat-11246	65	10	without	without	ADP
easat-11246	65	11	needing	need	VERB
easat-11246	65	12	to	to	PART
easat-11246	65	13	understand	understand	VERB
easat-11246	65	14	the	the	DET
easat-11246	65	15	underlying	underlying	ADJ
easat-11246	65	16	formulas	formula	NOUN
easat-11246	65	17	and	and	CCONJ
easat-11246	65	18	mathematics	mathematic	NOUN
easat-11246	65	19	.	.	PUNCT
easat-11246	66	1	it	it	PRON
easat-11246	66	2	employs	employ	VERB
easat-11246	66	3	an	an	DET
easat-11246	66	4	additive	additive	ADJ
easat-11246	66	5	regression	regression	NOUN
easat-11246	66	6	model	model	NOUN
easat-11246	66	7	that	that	PRON
easat-11246	66	8	incorporates	incorporate	VERB
easat-11246	66	9	trends	trend	NOUN
easat-11246	66	10	,	,	PUNCT
easat-11246	66	11	seasonality	seasonality	NOUN
easat-11246	66	12	,	,	PUNCT
easat-11246	66	13	and	and	CCONJ
easat-11246	66	14	holiday	holiday	NOUN
easat-11246	66	15	effects	effect	NOUN
easat-11246	66	16	,	,	PUNCT
easat-11246	66	17	making	make	VERB
easat-11246	66	18	it	it	PRON
easat-11246	66	19	ideal	ideal	ADJ
easat-11246	66	20	for	for	ADP
easat-11246	66	21	analysing	analyse	VERB
easat-11246	66	22	stock	stock	NOUN
easat-11246	66	23	market	market	NOUN
easat-11246	66	24	data	datum	NOUN
easat-11246	66	25	with	with	ADP
easat-11246	66	26	a	a	DET
easat-11246	66	27	variety	variety	NOUN
easat-11246	66	28	of	of	ADP
easat-11246	66	29	temporal	temporal	ADJ
easat-11246	66	30	structures	structure	NOUN
easat-11246	66	31	.	.	PUNCT
easat-11246	67	1	several	several	ADJ
easat-11246	67	2	studies	study	NOUN
easat-11246	67	3	have	have	AUX
easat-11246	67	4	shown	show	VERB
easat-11246	67	5	that	that	PRON
easat-11246	67	6	prophet	prophet	NOUN
easat-11246	67	7	outperforms	outperform	VERB
easat-11246	67	8	other	other	ADJ
easat-11246	67	9	state	state	NOUN
easat-11246	67	10	-	-	PUNCT
easat-11246	67	11	of	of	ADP
easat-11246	67	12	-	-	PUNCT
easat-11246	67	13	the	the	DET
easat-11246	67	14	-	-	PUNCT
easat-11246	67	15	art	art	NOUN
easat-11246	67	16	machine	machine	NOUN
easat-11246	67	17	learning	learning	NOUN
easat-11246	67	18	models	model	NOUN
easat-11246	67	19	in	in	ADP
easat-11246	67	20	predicting	predict	VERB
easat-11246	67	21	shortand	shortand	NOUN
easat-11246	67	22	medium	medium	ADJ
easat-11246	67	23	-	-	PUNCT
easat-11246	67	24	term	term	NOUN
easat-11246	67	25	financial	financial	ADJ
easat-11246	67	26	trends	trend	NOUN
easat-11246	67	27	[	[	X
easat-11246	67	28	6	6	NUM
easat-11246	67	29	]	]	PUNCT
easat-11246	67	30	.	.	PUNCT
easat-11246	68	1	it	it	PRON
easat-11246	68	2	can	can	AUX
easat-11246	68	3	handle	handle	VERB
easat-11246	68	4	all	all	DET
easat-11246	68	5	types	type	NOUN
easat-11246	68	6	of	of	ADP
easat-11246	68	7	trends	trend	NOUN
easat-11246	68	8	and	and	CCONJ
easat-11246	68	9	account	account	VERB
easat-11246	68	10	for	for	ADP
easat-11246	68	11	smoothness	smoothness	NOUN
easat-11246	68	12	,	,	PUNCT
easat-11246	68	13	as	as	ADV
easat-11246	68	14	well	well	ADV
easat-11246	68	15	as	as	ADP
easat-11246	68	16	accommodate	accommodate	ADJ
easat-11246	68	17	multi	multi	ADJ
easat-11246	68	18	-	-	ADJ
easat-11246	68	19	period	period	ADJ
easat-11246	68	20	seasonality	seasonality	NOUN
easat-11246	68	21	[	[	X
easat-11246	68	22	5	5	NUM
easat-11246	68	23	]	]	PUNCT
easat-11246	68	24	.	.	PUNCT
easat-11246	69	1	it	it	PRON
easat-11246	69	2	also	also	ADV
easat-11246	69	3	produces	produce	VERB
easat-11246	69	4	reasonable	reasonable	ADJ
easat-11246	69	5	results	result	NOUN
easat-11246	69	6	even	even	ADV
easat-11246	69	7	when	when	SCONJ
easat-11246	69	8	the	the	DET
easat-11246	69	9	dataset	dataset	NOUN
easat-11246	69	10	contains	contain	VERB
easat-11246	69	11	significant	significant	ADJ
easat-11246	69	12	outliers	outlier	NOUN
easat-11246	69	13	,	,	PUNCT
easat-11246	69	14	extended	extended	ADJ
easat-11246	69	15	trends	trend	NOUN
easat-11246	69	16	,	,	PUNCT
easat-11246	69	17	and	and	CCONJ
easat-11246	69	18	missing	miss	VERB
easat-11246	69	19	values	value	NOUN
easat-11246	69	20	,	,	PUNCT
easat-11246	69	21	and	and	CCONJ
easat-11246	69	22	is	be	AUX
easat-11246	69	23	considered	consider	VERB
easat-11246	69	24	more	more	ADV
easat-11246	69	25	flexible	flexible	ADJ
easat-11246	69	26	than	than	ADP
easat-11246	69	27	arima	arima	NOUN
easat-11246	69	28	models	model	NOUN
easat-11246	69	29	[	[	X
easat-11246	69	30	9	9	NUM
easat-11246	69	31	]	]	PUNCT
easat-11246	69	32	.	.	PUNCT
easat-11246	70	1	due	due	ADP
easat-11246	70	2	to	to	ADP
easat-11246	70	3	its	its	PRON
easat-11246	70	4	interpretability	interpretability	NOUN
easat-11246	70	5	and	and	CCONJ
easat-11246	70	6	ease	ease	NOUN
easat-11246	70	7	of	of	ADP
easat-11246	70	8	hyperparameter	hyperparameter	NOUN
easat-11246	70	9	tuning	tuning	NOUN
easat-11246	70	10	,	,	PUNCT
easat-11246	70	11	this	this	DET
easat-11246	70	12	model	model	NOUN
easat-11246	70	13	is	be	AUX
easat-11246	70	14	also	also	ADV
easat-11246	70	15	suitable	suitable	ADJ
easat-11246	70	16	for	for	ADP
easat-11246	70	17	use	use	NOUN
easat-11246	70	18	in	in	ADP
easat-11246	70	19	financial	financial	ADJ
easat-11246	70	20	application	application	NOUN
easat-11246	70	21	development	development	NOUN
easat-11246	70	22	[	[	X
easat-11246	70	23	5	5	NUM
easat-11246	70	24	]	]	PUNCT
easat-11246	70	25	.	.	PUNCT
easat-11246	71	1	streamlit	streamlit	NOUN
easat-11246	71	2	is	be	AUX
easat-11246	71	3	a	a	DET
easat-11246	71	4	python	python	NOUN
easat-11246	71	5	web	web	NOUN
easat-11246	71	6	framework	framework	NOUN
easat-11246	71	7	that	that	PRON
easat-11246	71	8	is	be	AUX
easat-11246	71	9	gaining	gain	VERB
easat-11246	71	10	popularity	popularity	NOUN
easat-11246	71	11	for	for	ADP
easat-11246	71	12	its	its	PRON
easat-11246	71	13	ease	ease	NOUN
easat-11246	71	14	of	of	ADP
easat-11246	71	15	use	use	NOUN
easat-11246	71	16	,	,	PUNCT
easat-11246	71	17	allowing	allow	VERB
easat-11246	71	18	for	for	ADP
easat-11246	71	19	the	the	DET
easat-11246	71	20	conversion	conversion	NOUN
easat-11246	71	21	of	of	ADP
easat-11246	71	22	data	datum	NOUN
easat-11246	71	23	scripts	script	NOUN
easat-11246	71	24	into	into	ADP
easat-11246	71	25	online	online	ADJ
easat-11246	71	26	apps	app	NOUN
easat-11246	71	27	with	with	ADP
easat-11246	71	28	minimal	minimal	ADJ
easat-11246	71	29	effort	effort	NOUN
easat-11246	71	30	.	.	PUNCT
easat-11246	72	1	it	it	PRON
easat-11246	72	2	has	have	AUX
easat-11246	72	3	been	be	AUX
easat-11246	72	4	gaining	gain	VERB
easat-11246	72	5	attention	attention	NOUN
easat-11246	72	6	in	in	ADP
easat-11246	72	7	the	the	DET
easat-11246	72	8	academic	academic	ADJ
easat-11246	72	9	and	and	CCONJ
easat-11246	72	10	open	open	ADJ
easat-11246	72	11	-	-	PUNCT
easat-11246	72	12	source	source	NOUN
easat-11246	72	13	space	space	NOUN
easat-11246	72	14	for	for	ADP
easat-11246	72	15	its	its	PRON
easat-11246	72	16	flexibility	flexibility	NOUN
easat-11246	72	17	and	and	CCONJ
easat-11246	72	18	ability	ability	NOUN
easat-11246	72	19	to	to	PART
easat-11246	72	20	play	play	VERB
easat-11246	72	21	nicely	nicely	ADV
easat-11246	72	22	with	with	ADP
easat-11246	72	23	machine	machine	NOUN
easat-11246	72	24	learning	learning	NOUN
easat-11246	72	25	libraries	library	NOUN
easat-11246	72	26	to	to	PART
easat-11246	72	27	build	build	VERB
easat-11246	72	28	data	data	NOUN
easat-11246	72	29	-	-	PUNCT
easat-11246	72	30	driven	drive	VERB
easat-11246	72	31	applications	application	NOUN
easat-11246	72	32	.	.	PUNCT
easat-11246	73	1	however	however	ADV
easat-11246	73	2	,	,	PUNCT
easat-11246	73	3	when	when	SCONJ
easat-11246	73	4	it	it	PRON
easat-11246	73	5	comes	come	VERB
easat-11246	73	6	to	to	ADP
easat-11246	73	7	enterprise	enterprise	NOUN
easat-11246	73	8	analytics	analytic	NOUN
easat-11246	73	9	,	,	PUNCT
easat-11246	73	10	tableau	tableau	PROPN
easat-11246	73	11	and	and	CCONJ
easat-11246	73	12	power	power	NOUN
easat-11246	73	13	bi	bi	NOUN
easat-11246	73	14	are	be	AUX
easat-11246	73	15	still	still	ADV
easat-11246	73	16	among	among	ADP
easat-11246	73	17	the	the	DET
easat-11246	73	18	most	most	ADV
easat-11246	73	19	widely	widely	ADV
easat-11246	73	20	used	use	VERB
easat-11246	73	21	tools	tool	NOUN
easat-11246	73	22	in	in	ADP
easat-11246	73	23	the	the	DET
easat-11246	73	24	traditional	traditional	ADJ
easat-11246	73	25	business	business	NOUN
easat-11246	73	26	intelligence	intelligence	NOUN
easat-11246	73	27	(	(	PUNCT
easat-11246	73	28	bi	bi	NOUN
easat-11246	73	29	)	)	PUNCT
easat-11246	73	30	market	market	NOUN
easat-11246	73	31	.	.	PUNCT
easat-11246	74	1	financial	financial	ADJ
easat-11246	74	2	apps	app	NOUN
easat-11246	74	3	must	must	AUX
easat-11246	74	4	prioritize	prioritize	VERB
easat-11246	74	5	human	human	ADJ
easat-11246	74	6	-	-	PUNCT
easat-11246	74	7	centered	center	VERB
easat-11246	74	8	designs	design	NOUN
easat-11246	74	9	.	.	PUNCT
easat-11246	75	1	several	several	ADJ
easat-11246	75	2	studies	study	NOUN
easat-11246	75	3	have	have	AUX
easat-11246	75	4	emphasized	emphasize	VERB
easat-11246	75	5	the	the	DET
easat-11246	75	6	importance	importance	NOUN
easat-11246	75	7	of	of	ADP
easat-11246	75	8	such	such	ADJ
easat-11246	75	9	designs	design	NOUN
easat-11246	75	10	in	in	ADP
easat-11246	75	11	financial	financial	ADJ
easat-11246	75	12	applications	application	NOUN
easat-11246	75	13	,	,	PUNCT
easat-11246	75	14	highlighting	highlight	VERB
easat-11246	75	15	that	that	DET
easat-11246	75	16	clarity	clarity	NOUN
easat-11246	75	17	,	,	PUNCT
easat-11246	75	18	interactivity	interactivity	NOUN
easat-11246	75	19	,	,	PUNCT
easat-11246	75	20	and	and	CCONJ
easat-11246	75	21	customization	customization	NOUN
easat-11246	75	22	are	be	AUX
easat-11246	75	23	key	key	ADJ
easat-11246	75	24	to	to	ADP
easat-11246	75	25	adoption	adoption	NOUN
easat-11246	75	26	by	by	ADP
easat-11246	75	27	analysts	analyst	NOUN
easat-11246	75	28	and	and	CCONJ
easat-11246	75	29	stakeholders	stakeholder	NOUN
easat-11246	75	30	.	.	PUNCT
easat-11246	76	1	despite	despite	SCONJ
easat-11246	76	2	this	this	PRON
easat-11246	76	3	,	,	PUNCT
easat-11246	76	4	relatively	relatively	ADV
easat-11246	76	5	few	few	ADJ
easat-11246	76	6	applications	application	NOUN
easat-11246	76	7	combine	combine	VERB
easat-11246	76	8	advanced	advanced	ADJ
easat-11246	76	9	forecasting	forecasting	NOUN
easat-11246	76	10	models	model	NOUN
easat-11246	76	11	and	and	CCONJ
easat-11246	76	12	machine	machine	NOUN
easat-11246	76	13	learning	learn	VERB
easat-11246	76	14	with	with	ADP
easat-11246	76	15	interactive	interactive	ADJ
easat-11246	76	16	dashboards	dashboard	NOUN
easat-11246	76	17	in	in	ADP
easat-11246	76	18	a	a	DET
easat-11246	76	19	single	single	ADJ
easat-11246	76	20	user	user	NOUN
easat-11246	76	21	-	-	PUNCT
easat-11246	76	22	friendly	friendly	ADJ
easat-11246	76	23	platform	platform	NOUN
easat-11246	76	24	.	.	PUNCT
easat-11246	77	1	interactive	interactive	ADJ
easat-11246	77	2	dashboards	dashboard	NOUN
easat-11246	77	3	are	be	AUX
easat-11246	77	4	key	key	ADJ
easat-11246	77	5	when	when	SCONJ
easat-11246	77	6	it	it	PRON
easat-11246	77	7	comes	come	VERB
easat-11246	77	8	to	to	ADP
easat-11246	77	9	translating	translate	VERB
easat-11246	77	10	complicated	complicated	ADJ
easat-11246	77	11	predictive	predictive	ADJ
easat-11246	77	12	models	model	NOUN
easat-11246	77	13	into	into	ADP
easat-11246	77	14	actionable	actionable	ADJ
easat-11246	77	15	knowledge	knowledge	NOUN
easat-11246	77	16	.	.	PUNCT
easat-11246	78	1	the	the	DET
easat-11246	78	2	approach	approach	NOUN
easat-11246	78	3	proposed	propose	VERB
easat-11246	78	4	in	in	ADP
easat-11246	78	5	the	the	DET
easat-11246	78	6	present	present	ADJ
easat-11246	78	7	study	study	NOUN
easat-11246	78	8	closes	close	VERB
easat-11246	78	9	this	this	DET
easat-11246	78	10	gap	gap	NOUN
easat-11246	78	11	by	by	ADP
easat-11246	78	12	integrating	integrate	VERB
easat-11246	78	13	prophet	prophet	NOUN
easat-11246	78	14	,	,	PUNCT
easat-11246	78	15	streamlit	streamlit	ADJ
easat-11246	78	16	,	,	PUNCT
easat-11246	78	17	and	and	CCONJ
easat-11246	78	18	machine	machine	NOUN
easat-11246	78	19	learning	learn	VERB
easat-11246	78	20	into	into	ADP
easat-11246	78	21	a	a	DET
easat-11246	78	22	dashboard	dashboard	NOUN
easat-11246	78	23	that	that	PRON
easat-11246	78	24	can	can	AUX
easat-11246	78	25	predict	predict	VERB
easat-11246	78	26	stock	stock	NOUN
easat-11246	78	27	prices	price	NOUN
easat-11246	78	28	and	and	CCONJ
easat-11246	78	29	assess	assess	NOUN
easat-11246	78	30	risks	risk	NOUN
easat-11246	78	31	.	.	PUNCT
easat-11246	79	1	integrating	integrate	VERB
easat-11246	79	2	these	these	DET
easat-11246	79	3	tools	tool	NOUN
easat-11246	79	4	with	with	ADP
easat-11246	79	5	statistical	statistical	ADJ
easat-11246	79	6	techniques	technique	NOUN
easat-11246	79	7	offers	offer	VERB
easat-11246	79	8	a	a	DET
easat-11246	79	9	promising	promising	ADJ
easat-11246	79	10	approach	approach	NOUN
easat-11246	79	11	for	for	ADP
easat-11246	79	12	generating	generate	VERB
easat-11246	79	13	accurate	accurate	ADJ
easat-11246	79	14	and	and	CCONJ
easat-11246	79	15	reliable	reliable	ADJ
easat-11246	79	16	predictions	prediction	NOUN
easat-11246	79	17	that	that	PRON
easat-11246	79	18	support	support	VERB
easat-11246	79	19	strategic	strategic	ADJ
easat-11246	79	20	investment	investment	NOUN
easat-11246	79	21	decision	decision	NOUN
easat-11246	79	22	-	-	PUNCT
easat-11246	79	23	making	making	NOUN
easat-11246	79	24	,	,	PUNCT
easat-11246	79	25	especially	especially	ADV
easat-11246	79	26	in	in	ADP
easat-11246	79	27	the	the	DET
easat-11246	79	28	indonesian	indonesian	ADJ
easat-11246	79	29	stock	stock	NOUN
easat-11246	79	30	market	market	NOUN
easat-11246	79	31	.	.	PUNCT
easat-11246	80	1	3	3	X
easat-11246	80	2	.	.	X
easat-11246	80	3	research	research	NOUN
easat-11246	80	4	methodology	methodology	NOUN
easat-11246	80	5	this	this	DET
easat-11246	80	6	study	study	NOUN
easat-11246	80	7	adopted	adopt	VERB
easat-11246	80	8	a	a	DET
easat-11246	80	9	research	research	NOUN
easat-11246	80	10	and	and	CCONJ
easat-11246	80	11	development	development	NOUN
easat-11246	80	12	(	(	PUNCT
easat-11246	80	13	r&d	r&d	NOUN
easat-11246	80	14	)	)	PUNCT
easat-11246	80	15	methodological	methodological	ADJ
easat-11246	80	16	framework	framework	NOUN
easat-11246	80	17	,	,	PUNCT
easat-11246	80	18	combined	combine	VERB
easat-11246	80	19	with	with	ADP
easat-11246	80	20	the	the	DET
easat-11246	80	21	addie	addie	PROPN
easat-11246	80	22	instructional	instructional	ADJ
easat-11246	80	23	design	design	NOUN
easat-11246	80	24	method	method	NOUN
easat-11246	80	25	,	,	PUNCT
easat-11246	80	26	which	which	PRON
easat-11246	80	27	consists	consist	VERB
easat-11246	80	28	of	of	ADP
easat-11246	80	29	five	five	NUM
easat-11246	80	30	steps	step	NOUN
easat-11246	80	31	:	:	PUNCT
easat-11246	80	32	analysis	analysis	NOUN
easat-11246	80	33	,	,	PUNCT
easat-11246	80	34	design	design	NOUN
easat-11246	80	35	,	,	PUNCT
easat-11246	80	36	development	development	NOUN
easat-11246	80	37	,	,	PUNCT
easat-11246	80	38	implementation	implementation	NOUN
easat-11246	80	39	,	,	PUNCT
easat-11246	80	40	and	and	CCONJ
easat-11246	80	41	evaluation	evaluation	NOUN
easat-11246	80	42	.	.	PUNCT
easat-11246	81	1	the	the	DET
easat-11246	81	2	r&d	r&d	NOUN
easat-11246	81	3	model	model	NOUN
easat-11246	81	4	was	be	AUX
easat-11246	81	5	deemed	deem	VERB
easat-11246	81	6	appropriate	appropriate	ADJ
easat-11246	81	7	because	because	SCONJ
easat-11246	81	8	the	the	DET
easat-11246	81	9	purpose	purpose	NOUN
easat-11246	81	10	of	of	ADP
easat-11246	81	11	the	the	DET
easat-11246	81	12	study	study	NOUN
easat-11246	81	13	was	be	AUX
easat-11246	81	14	not	not	PART
easat-11246	81	15	only	only	ADV
easat-11246	81	16	to	to	PART
easat-11246	81	17	analyze	analyze	VERB
easat-11246	81	18	forecasting	forecasting	NOUN
easat-11246	81	19	performance	performance	NOUN
easat-11246	81	20	but	but	CCONJ
easat-11246	81	21	also	also	ADV
easat-11246	81	22	to	to	PART
easat-11246	81	23	develop	develop	VERB
easat-11246	81	24	a	a	DET
easat-11246	81	25	functional	functional	ADJ
easat-11246	81	26	application	application	NOUN
easat-11246	81	27	prototype	prototype	NOUN
easat-11246	81	28	that	that	PRON
easat-11246	81	29	can	can	AUX
easat-11246	81	30	be	be	AUX
easat-11246	81	31	utilized	utilize	VERB
easat-11246	81	32	by	by	ADP
easat-11246	81	33	practitioners	practitioner	NOUN
easat-11246	81	34	,	,	PUNCT
easat-11246	81	35	researchers	researcher	NOUN
easat-11246	81	36	,	,	PUNCT
easat-11246	81	37	and	and	CCONJ
easat-11246	81	38	investors	investor	NOUN
easat-11246	81	39	.	.	PUNCT
easat-11246	82	1	1456	1456	NUM
easat-11246	82	2	edelweiss	edelweiss	PROPN
easat-11246	82	3	applied	apply	VERB
easat-11246	82	4	science	science	NOUN
easat-11246	82	5	and	and	CCONJ
easat-11246	82	6	technology	technology	NOUN
easat-11246	82	7	issn	issn	PROPN
easat-11246	82	8	:	:	PUNCT
easat-11246	82	9	2576	2576	NUM
easat-11246	82	10	-	-	SYM
easat-11246	82	11	8484	8484	NUM
easat-11246	82	12	vol	vol	NOUN
easat-11246	82	13	.	.	PROPN
easat-11246	83	1	9	9	NUM
easat-11246	83	2	,	,	PUNCT
easat-11246	83	3	no	no	INTJ
easat-11246	83	4	.	.	NOUN
easat-11246	83	5	11	11	NUM
easat-11246	83	6	:	:	PUNCT
easat-11246	83	7	1453	1453	NUM
easat-11246	83	8	-	-	SYM
easat-11246	83	9	1469	1469	NUM
easat-11246	83	10	,	,	PUNCT
easat-11246	83	11	2025	2025	NUM
easat-11246	83	12	doi	doi	NOUN
easat-11246	83	13	:	:	PUNCT
easat-11246	83	14	10.55214/2576	10.55214/2576	NUM
easat-11246	83	15	-	-	SYM
easat-11246	83	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	84	1	©	©	PROPN
easat-11246	84	2	2025	2025	NUM
easat-11246	84	3	by	by	ADP
easat-11246	84	4	the	the	DET
easat-11246	84	5	authors	author	NOUN
easat-11246	84	6	;	;	PUNCT
easat-11246	84	7	licensee	licensee	PROPN
easat-11246	84	8	learning	learn	VERB
easat-11246	84	9	gate	gate	NOUN
easat-11246	84	10	figure	figure	NOUN
easat-11246	84	11	1	1	NUM
easat-11246	84	12	.	.	PUNCT
easat-11246	84	13	development	development	NOUN
easat-11246	84	14	flow	flow	NOUN
easat-11246	84	15	based	base	VERB
easat-11246	84	16	on	on	ADP
easat-11246	84	17	the	the	DET
easat-11246	84	18	addie	addie	PROPN
easat-11246	84	19	framework	framework	NOUN
easat-11246	84	20	3.1	3.1	NUM
easat-11246	84	21	.	.	PUNCT
easat-11246	85	1	addie	addie	PROPN
easat-11246	85	2	-	-	PUNCT
easat-11246	85	3	based	base	VERB
easat-11246	85	4	development	development	NOUN
easat-11246	85	5	the	the	DET
easat-11246	85	6	application	application	NOUN
easat-11246	85	7	design	design	NOUN
easat-11246	85	8	and	and	CCONJ
easat-11246	85	9	development	development	NOUN
easat-11246	85	10	process	process	NOUN
easat-11246	85	11	consisted	consist	VERB
easat-11246	85	12	of	of	ADP
easat-11246	85	13	five	five	NUM
easat-11246	85	14	main	main	ADJ
easat-11246	85	15	phases	phase	NOUN
easat-11246	85	16	:	:	PUNCT
easat-11246	85	17	1	1	X
easat-11246	85	18	.	.	X
easat-11246	85	19	needs	need	VERB
easat-11246	85	20	analysis	analysis	NOUN
easat-11246	85	21	:	:	PUNCT
easat-11246	85	22	this	this	DET
easat-11246	85	23	phase	phase	NOUN
easat-11246	85	24	involved	involve	VERB
easat-11246	85	25	examining	examine	VERB
easat-11246	85	26	limitations	limitation	NOUN
easat-11246	85	27	in	in	ADP
easat-11246	85	28	current	current	ADJ
easat-11246	85	29	stock	stock	NOUN
easat-11246	85	30	forecasting	forecasting	NOUN
easat-11246	85	31	tools	tool	NOUN
easat-11246	85	32	,	,	PUNCT
easat-11246	85	33	particularly	particularly	ADV
easat-11246	85	34	regarding	regard	VERB
easat-11246	85	35	usability	usability	NOUN
easat-11246	85	36	,	,	PUNCT
easat-11246	85	37	interpretability	interpretability	NOUN
easat-11246	85	38	,	,	PUNCT
easat-11246	85	39	and	and	CCONJ
easat-11246	85	40	integration	integration	NOUN
easat-11246	85	41	of	of	ADP
easat-11246	85	42	risk	risk	NOUN
easat-11246	85	43	indicators	indicator	NOUN
easat-11246	85	44	.	.	PUNCT
easat-11246	86	1	the	the	DET
easat-11246	86	2	needs	need	NOUN
easat-11246	86	3	assessment	assessment	NOUN
easat-11246	86	4	was	be	AUX
easat-11246	86	5	informed	inform	VERB
easat-11246	86	6	by	by	ADP
easat-11246	86	7	literature	literature	PROPN
easat-11246	86	8	review	review	PROPN
easat-11246	86	9	findings	finding	NOUN
easat-11246	86	10	,	,	PUNCT
easat-11246	86	11	indicating	indicate	VERB
easat-11246	86	12	the	the	DET
easat-11246	86	13	necessity	necessity	NOUN
easat-11246	86	14	of	of	ADP
easat-11246	86	15	combining	combine	VERB
easat-11246	86	16	predictive	predictive	ADJ
easat-11246	86	17	accuracy	accuracy	NOUN
easat-11246	86	18	with	with	ADP
easat-11246	86	19	accessible	accessible	ADJ
easat-11246	86	20	visual	visual	ADJ
easat-11246	86	21	decision	decision	NOUN
easat-11246	86	22	-	-	PUNCT
easat-11246	86	23	support	support	NOUN
easat-11246	86	24	features	feature	NOUN
easat-11246	86	25	.	.	PUNCT
easat-11246	87	1	2	2	X
easat-11246	87	2	.	.	X
easat-11246	87	3	system	system	NOUN
easat-11246	87	4	design	design	NOUN
easat-11246	87	5	and	and	CCONJ
easat-11246	87	6	architecture	architecture	NOUN
easat-11246	87	7	construction	construction	NOUN
easat-11246	87	8	:	:	PUNCT
easat-11246	87	9	the	the	DET
easat-11246	87	10	dashboard	dashboard	NOUN
easat-11246	87	11	architecture	architecture	NOUN
easat-11246	87	12	was	be	AUX
easat-11246	87	13	developed	develop	VERB
easat-11246	87	14	based	base	VERB
easat-11246	87	15	on	on	ADP
easat-11246	87	16	a	a	DET
easat-11246	87	17	modular	modular	ADJ
easat-11246	87	18	approach	approach	NOUN
easat-11246	87	19	.	.	PUNCT
easat-11246	88	1	facebook	facebook	PROPN
easat-11246	88	2	prophet	prophet	NOUN
easat-11246	88	3	was	be	AUX
easat-11246	88	4	used	use	VERB
easat-11246	88	5	as	as	ADP
easat-11246	88	6	the	the	DET
easat-11246	88	7	core	core	NOUN
easat-11246	88	8	forecasting	forecasting	NOUN
easat-11246	88	9	engine	engine	NOUN
easat-11246	88	10	due	due	ADP
easat-11246	88	11	to	to	ADP
easat-11246	88	12	its	its	PRON
easat-11246	88	13	ability	ability	NOUN
easat-11246	88	14	to	to	PART
easat-11246	88	15	decompose	decompose	VERB
easat-11246	88	16	trend	trend	NOUN
easat-11246	88	17	and	and	CCONJ
easat-11246	88	18	seasonality	seasonality	NOUN
easat-11246	88	19	components	component	NOUN
easat-11246	88	20	.	.	PUNCT
easat-11246	89	1	additionally	additionally	ADV
easat-11246	89	2	,	,	PUNCT
easat-11246	89	3	risk	risk	VERB
easat-11246	89	4	analysis	analysis	NOUN
easat-11246	89	5	modules	module	NOUN
easat-11246	89	6	were	be	AUX
easat-11246	89	7	set	set	VERB
easat-11246	89	8	to	to	PART
easat-11246	89	9	incorporate	incorporate	VERB
easat-11246	89	10	volatility	volatility	NOUN
easat-11246	89	11	-	-	PUNCT
easat-11246	89	12	based	base	VERB
easat-11246	89	13	metrics	metric	NOUN
easat-11246	89	14	,	,	PUNCT
easat-11246	89	15	moving	move	VERB
easat-11246	89	16	average	average	ADJ
easat-11246	89	17	convergence	convergence	NOUN
easat-11246	89	18	divergence	divergence	NOUN
easat-11246	89	19	(	(	PUNCT
easat-11246	89	20	macd	macd	NOUN
easat-11246	89	21	)	)	PUNCT
easat-11246	89	22	,	,	PUNCT
easat-11246	89	23	and	and	CCONJ
easat-11246	89	24	rolling	rolling	ADJ
easat-11246	89	25	-	-	PUNCT
easat-11246	89	26	window	window	NOUN
easat-11246	89	27	trend	trend	NOUN
easat-11246	89	28	stability	stability	NOUN
easat-11246	89	29	indicators	indicator	NOUN
easat-11246	89	30	.	.	PUNCT
easat-11246	90	1	furthermore	furthermore	ADV
easat-11246	90	2	,	,	PUNCT
easat-11246	90	3	streamlit	streamlit	NOUN
easat-11246	90	4	was	be	AUX
easat-11246	90	5	implemented	implement	VERB
easat-11246	90	6	for	for	SCONJ
easat-11246	90	7	the	the	DET
easat-11246	90	8	user	user	NOUN
easat-11246	90	9	interface	interface	NOUN
easat-11246	90	10	layer	layer	NOUN
easat-11246	90	11	to	to	PART
easat-11246	90	12	provide	provide	VERB
easat-11246	90	13	interactive	interactive	ADJ
easat-11246	90	14	parameter	parameter	NOUN
easat-11246	90	15	tuning	tuning	NOUN
easat-11246	90	16	and	and	CCONJ
easat-11246	90	17	real	real	ADJ
easat-11246	90	18	-	-	PUNCT
easat-11246	90	19	time	time	NOUN
easat-11246	90	20	visualization	visualization	NOUN
easat-11246	90	21	.	.	PUNCT
easat-11246	91	1	3	3	X
easat-11246	91	2	.	.	X
easat-11246	91	3	model	model	NOUN
easat-11246	91	4	development	development	NOUN
easat-11246	91	5	and	and	CCONJ
easat-11246	91	6	integration	integration	NOUN
easat-11246	91	7	:	:	PUNCT
easat-11246	91	8	facebook	facebook	NOUN
easat-11246	91	9	prophet	prophet	NOUN
easat-11246	91	10	was	be	AUX
easat-11246	91	11	applied	apply	VERB
easat-11246	91	12	to	to	ADP
easat-11246	91	13	model	model	NOUN
easat-11246	91	14	seasonality	seasonality	NOUN
easat-11246	91	15	,	,	PUNCT
easat-11246	91	16	trend	trend	NOUN
easat-11246	91	17	shifts	shift	NOUN
easat-11246	91	18	,	,	PUNCT
easat-11246	91	19	and	and	CCONJ
easat-11246	91	20	periodic	periodic	ADJ
easat-11246	91	21	market	market	NOUN
easat-11246	91	22	patterns	pattern	NOUN
easat-11246	91	23	.	.	PUNCT
easat-11246	92	1	machine	machine	NOUN
easat-11246	92	2	-	-	PUNCT
easat-11246	92	3	learning	learning	NOUN
easat-11246	92	4	-	-	PUNCT
easat-11246	92	5	based	base	VERB
easat-11246	92	6	risk	risk	NOUN
easat-11246	92	7	indicators	indicator	NOUN
easat-11246	92	8	were	be	AUX
easat-11246	92	9	computed	compute	VERB
easat-11246	92	10	to	to	PART
easat-11246	92	11	assess	assess	VERB
easat-11246	92	12	consistency	consistency	NOUN
easat-11246	92	13	and	and	CCONJ
easat-11246	92	14	volatility	volatility	NOUN
easat-11246	92	15	in	in	ADP
easat-11246	92	16	the	the	DET
easat-11246	92	17	forecasted	forecast	VERB
easat-11246	92	18	series	series	NOUN
easat-11246	92	19	.	.	PUNCT
easat-11246	93	1	the	the	DET
easat-11246	93	2	forecasting	forecasting	NOUN
easat-11246	93	3	engine	engine	NOUN
easat-11246	93	4	and	and	CCONJ
easat-11246	93	5	risk	risk	NOUN
easat-11246	93	6	analysis	analysis	NOUN
easat-11246	93	7	outputs	output	NOUN
easat-11246	93	8	were	be	AUX
easat-11246	93	9	integrated	integrate	VERB
easat-11246	93	10	into	into	ADP
easat-11246	93	11	the	the	DET
easat-11246	93	12	streamlit	streamlit	NOUN
easat-11246	93	13	dashboard	dashboard	NOUN
easat-11246	93	14	,	,	PUNCT
easat-11246	93	15	enabling	enable	VERB
easat-11246	93	16	users	user	NOUN
easat-11246	93	17	to	to	PART
easat-11246	93	18	dynamically	dynamically	VERB
easat-11246	93	19	select	select	VERB
easat-11246	93	20	forecasting	forecasting	NOUN
easat-11246	93	21	horizons	horizon	NOUN
easat-11246	93	22	,	,	PUNCT
easat-11246	93	23	compare	compare	VERB
easat-11246	93	24	prediction	prediction	NOUN
easat-11246	93	25	intervals	interval	NOUN
easat-11246	93	26	,	,	PUNCT
easat-11246	93	27	and	and	CCONJ
easat-11246	93	28	visualize	visualize	VERB
easat-11246	93	29	uncertainty	uncertainty	NOUN
easat-11246	93	30	bands	band	NOUN
easat-11246	93	31	.	.	PUNCT
easat-11246	94	1	4	4	X
easat-11246	94	2	.	.	X
easat-11246	94	3	testing	testing	NOUN
easat-11246	94	4	and	and	CCONJ
easat-11246	94	5	implementation	implementation	NOUN
easat-11246	94	6	:	:	PUNCT
easat-11246	94	7	the	the	DET
easat-11246	94	8	app	app	NOUN
easat-11246	94	9	was	be	AUX
easat-11246	94	10	launched	launch	VERB
easat-11246	94	11	by	by	ADP
easat-11246	94	12	deploying	deploy	VERB
easat-11246	94	13	it	it	PRON
easat-11246	94	14	using	use	VERB
easat-11246	94	15	streamlit	streamlit	ADJ
easat-11246	94	16	cloud	cloud	NOUN
easat-11246	94	17	,	,	PUNCT
easat-11246	94	18	followed	follow	VERB
easat-11246	94	19	by	by	ADP
easat-11246	94	20	testing	testing	NOUN
easat-11246	94	21	involving	involve	VERB
easat-11246	94	22	users	user	NOUN
easat-11246	94	23	,	,	PUNCT
easat-11246	94	24	including	include	VERB
easat-11246	94	25	students	student	NOUN
easat-11246	94	26	and	and	CCONJ
easat-11246	94	27	retail	retail	ADJ
easat-11246	94	28	investors	investor	NOUN
easat-11246	94	29	.	.	PUNCT
easat-11246	95	1	this	this	DET
easat-11246	95	2	dashboard	dashboard	NOUN
easat-11246	95	3	was	be	AUX
easat-11246	95	4	developed	develop	VERB
easat-11246	95	5	and	and	CCONJ
easat-11246	95	6	tested	test	VERB
easat-11246	95	7	with	with	ADP
easat-11246	95	8	real	real	ADJ
easat-11246	95	9	-	-	PUNCT
easat-11246	95	10	world	world	NOUN
easat-11246	95	11	data	datum	NOUN
easat-11246	95	12	extracted	extract	VERB
easat-11246	95	13	with	with	ADP
easat-11246	95	14	yfinance	yfinance	NOUN
easat-11246	95	15	.	.	PUNCT
easat-11246	96	1	the	the	DET
easat-11246	96	2	dataset	dataset	NOUN
easat-11246	96	3	,	,	PUNCT
easat-11246	96	4	as	as	ADP
easat-11246	96	5	a	a	DET
easat-11246	96	6	sample	sample	NOUN
easat-11246	96	7	,	,	PUNCT
easat-11246	96	8	consisted	consist	VERB
easat-11246	96	9	of	of	ADP
easat-11246	96	10	historical	historical	ADJ
easat-11246	96	11	daily	daily	ADJ
easat-11246	96	12	closing	closing	NOUN
easat-11246	96	13	price	price	NOUN
easat-11246	96	14	data	datum	NOUN
easat-11246	96	15	for	for	ADP
easat-11246	96	16	bank	bank	PROPN
easat-11246	96	17	rakyat	rakyat	PROPN
easat-11246	96	18	indonesia	indonesia	PROPN
easat-11246	96	19	(	(	PUNCT
easat-11246	96	20	bbri	bbri	NOUN
easat-11246	96	21	)	)	PUNCT
easat-11246	96	22	and	and	CCONJ
easat-11246	96	23	bank	bank	PROPN
easat-11246	96	24	central	central	PROPN
easat-11246	96	25	asia	asia	PROPN
easat-11246	96	26	(	(	PUNCT
easat-11246	96	27	bbca	bbca	PROPN
easat-11246	96	28	)	)	PUNCT
easat-11246	96	29	,	,	PUNCT
easat-11246	96	30	obtained	obtain	VERB
easat-11246	96	31	from	from	ADP
easat-11246	96	32	publicly	publicly	ADV
easat-11246	96	33	accessible	accessible	ADJ
easat-11246	96	34	and	and	CCONJ
easat-11246	96	35	reliable	reliable	ADJ
easat-11246	96	36	financial	financial	ADJ
easat-11246	96	37	data	datum	NOUN
easat-11246	96	38	repositories	repository	NOUN
easat-11246	96	39	(	(	PUNCT
easat-11246	96	40	e.g.	e.g.	ADV
easat-11246	96	41	,	,	PUNCT
easat-11246	96	42	yahoo	yahoo	PROPN
easat-11246	96	43	finance	finance	NOUN
easat-11246	96	44	or	or	CCONJ
easat-11246	96	45	idx	idx	NOUN
easat-11246	96	46	data	datum	NOUN
easat-11246	96	47	service	service	NOUN
easat-11246	96	48	)	)	PUNCT
easat-11246	96	49	.	.	PUNCT
easat-11246	97	1	5	5	X
easat-11246	97	2	.	.	X
easat-11246	97	3	evaluation	evaluation	NOUN
easat-11246	97	4	and	and	CCONJ
easat-11246	97	5	refinement	refinement	NOUN
easat-11246	97	6	:	:	PUNCT
easat-11246	97	7	evaluation	evaluation	NOUN
easat-11246	97	8	was	be	AUX
easat-11246	97	9	carried	carry	VERB
easat-11246	97	10	out	out	ADP
easat-11246	97	11	using	use	VERB
easat-11246	97	12	quantitative	quantitative	ADJ
easat-11246	97	13	and	and	CCONJ
easat-11246	97	14	qualitative	qualitative	ADJ
easat-11246	97	15	methods	method	NOUN
easat-11246	97	16	:	:	PUNCT
easat-11246	97	17	•	•	NUM
easat-11246	97	18	quantitative	quantitative	ADJ
easat-11246	97	19	evaluation	evaluation	NOUN
easat-11246	97	20	was	be	AUX
easat-11246	97	21	conducted	conduct	VERB
easat-11246	97	22	to	to	PART
easat-11246	97	23	measure	measure	VERB
easat-11246	97	24	the	the	DET
easat-11246	97	25	forecast	forecast	NOUN
easat-11246	97	26	accuracy	accuracy	NOUN
easat-11246	97	27	(	(	PUNCT
easat-11246	97	28	using	use	VERB
easat-11246	97	29	mape	mape	NOUN
easat-11246	97	30	and	and	CCONJ
easat-11246	97	31	rmse	rmse	NOUN
easat-11246	97	32	)	)	PUNCT
easat-11246	97	33	and	and	CCONJ
easat-11246	97	34	to	to	PART
easat-11246	97	35	evaluate	evaluate	VERB
easat-11246	97	36	the	the	DET
easat-11246	97	37	risk	risk	NOUN
easat-11246	97	38	model	model	NOUN
easat-11246	97	39	metrics	metric	NOUN
easat-11246	97	40	.	.	PUNCT
easat-11246	98	1	•	•	NUM
easat-11246	98	2	qualitative	qualitative	ADJ
easat-11246	98	3	assessment	assessment	NOUN
easat-11246	98	4	was	be	AUX
easat-11246	98	5	carried	carry	VERB
easat-11246	98	6	out	out	ADP
easat-11246	98	7	to	to	PART
easat-11246	98	8	gather	gather	VERB
easat-11246	98	9	responses	response	NOUN
easat-11246	98	10	and	and	CCONJ
easat-11246	98	11	recommendations	recommendation	NOUN
easat-11246	98	12	regarding	regard	VERB
easat-11246	98	13	the	the	DET
easat-11246	98	14	educational	educational	ADJ
easat-11246	98	15	and	and	CCONJ
easat-11246	98	16	functional	functional	ADJ
easat-11246	98	17	features	feature	NOUN
easat-11246	98	18	of	of	ADP
easat-11246	98	19	the	the	DET
easat-11246	98	20	system	system	NOUN
easat-11246	98	21	from	from	ADP
easat-11246	98	22	its	its	PRON
easat-11246	98	23	users	user	NOUN
easat-11246	98	24	.	.	PUNCT
easat-11246	99	1	user	user	NOUN
easat-11246	99	2	-	-	PUNCT
easat-11246	99	3	centric	centric	ADJ
easat-11246	99	4	evaluation	evaluation	NOUN
easat-11246	99	5	was	be	AUX
easat-11246	99	6	performed	perform	VERB
easat-11246	99	7	through	through	ADP
easat-11246	99	8	expert	expert	NOUN
easat-11246	99	9	feedback	feedback	NOUN
easat-11246	99	10	sessions	session	NOUN
easat-11246	99	11	involving	involve	VERB
easat-11246	99	12	finance	finance	NOUN
easat-11246	99	13	professionals	professional	NOUN
easat-11246	99	14	or	or	CCONJ
easat-11246	99	15	academic	academic	ADJ
easat-11246	99	16	observers	observer	NOUN
easat-11246	99	17	.	.	PUNCT
easat-11246	100	1	refinements	refinement	NOUN
easat-11246	100	2	were	be	AUX
easat-11246	100	3	applied	apply	VERB
easat-11246	100	4	based	base	VERB
easat-11246	100	5	on	on	ADP
easat-11246	100	6	usability	usability	NOUN
easat-11246	100	7	and	and	CCONJ
easat-11246	100	8	performance	performance	NOUN
easat-11246	100	9	review	review	NOUN
easat-11246	100	10	outcomes	outcome	NOUN
easat-11246	100	11	.	.	PUNCT
easat-11246	101	1	3.2	3.2	NUM
easat-11246	101	2	.	.	PUNCT
easat-11246	101	3	tools	tool	NOUN
easat-11246	101	4	and	and	CCONJ
easat-11246	101	5	technologies	technology	NOUN
easat-11246	101	6	used	use	VERB
easat-11246	101	7	the	the	DET
easat-11246	101	8	dashboard	dashboard	NOUN
easat-11246	101	9	was	be	AUX
easat-11246	101	10	developed	develop	VERB
easat-11246	101	11	in	in	ADP
easat-11246	101	12	streamlit	streamlit	NOUN
easat-11246	101	13	and	and	CCONJ
easat-11246	101	14	python	python	NOUN
easat-11246	101	15	using	use	VERB
easat-11246	101	16	the	the	DET
easat-11246	101	17	following	follow	VERB
easat-11246	101	18	open	open	ADJ
easat-11246	101	19	-	-	PUNCT
easat-11246	101	20	source	source	NOUN
easat-11246	101	21	libraries	library	NOUN
easat-11246	101	22	:	:	PUNCT
easat-11246	101	23	1457	1457	NUM
easat-11246	101	24	edelweiss	edelweiss	PROPN
easat-11246	101	25	applied	apply	VERB
easat-11246	101	26	science	science	NOUN
easat-11246	101	27	and	and	CCONJ
easat-11246	101	28	technology	technology	NOUN
easat-11246	101	29	issn	issn	PROPN
easat-11246	101	30	:	:	PUNCT
easat-11246	101	31	2576	2576	NUM
easat-11246	101	32	-	-	SYM
easat-11246	101	33	8484	8484	NUM
easat-11246	101	34	vol	vol	NOUN
easat-11246	101	35	.	.	PROPN
easat-11246	102	1	9	9	NUM
easat-11246	102	2	,	,	PUNCT
easat-11246	102	3	no	no	INTJ
easat-11246	102	4	.	.	NOUN
easat-11246	102	5	11	11	NUM
easat-11246	102	6	:	:	PUNCT
easat-11246	102	7	1453	1453	NUM
easat-11246	102	8	-	-	SYM
easat-11246	102	9	1469	1469	NUM
easat-11246	102	10	,	,	PUNCT
easat-11246	102	11	2025	2025	NUM
easat-11246	102	12	doi	doi	NOUN
easat-11246	102	13	:	:	PUNCT
easat-11246	102	14	10.55214/2576	10.55214/2576	NUM
easat-11246	102	15	-	-	SYM
easat-11246	102	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	103	1	©	©	PROPN
easat-11246	103	2	2025	2025	NUM
easat-11246	103	3	by	by	ADP
easat-11246	103	4	the	the	DET
easat-11246	103	5	authors	author	NOUN
easat-11246	103	6	;	;	PUNCT
easat-11246	103	7	licensee	licensee	PROPN
easat-11246	103	8	learning	learn	VERB
easat-11246	103	9	gate	gate	NOUN
easat-11246	103	10	table	table	NOUN
easat-11246	103	11	1	1	NUM
easat-11246	103	12	.	.	PUNCT
easat-11246	103	13	tools	tool	NOUN
easat-11246	103	14	and	and	CCONJ
easat-11246	103	15	technologies	technology	NOUN
easat-11246	103	16	used	use	VERB
easat-11246	103	17	.	.	PUNCT
easat-11246	104	1	component	component	NOUN
easat-11246	104	2	technology	technology	NOUN
easat-11246	104	3	/	/	SYM
easat-11246	104	4	library	library	NOUN
easat-11246	104	5	function	function	NOUN
easat-11246	104	6	forecasting	forecasting	NOUN
easat-11246	104	7	model	model	NOUN
easat-11246	104	8	facebook	facebook	PROPN
easat-11246	104	9	prophet	prophet	PROPN
easat-11246	104	10	time	time	NOUN
easat-11246	104	11	-	-	PUNCT
easat-11246	104	12	series	series	NOUN
easat-11246	104	13	trend	trend	NOUN
easat-11246	104	14	and	and	CCONJ
easat-11246	104	15	seasonality	seasonality	NOUN
easat-11246	104	16	modelling	model	VERB
easat-11246	104	17	risk	risk	NOUN
easat-11246	104	18	analysis	analysis	NOUN
easat-11246	104	19	python	python	NOUN
easat-11246	104	20	(	(	PUNCT
easat-11246	104	21	numpy	numpy	NOUN
easat-11246	104	22	,	,	PUNCT
easat-11246	104	23	pandas	panda	NOUN
easat-11246	104	24	)	)	PUNCT
easat-11246	104	25	volatility	volatility	NOUN
easat-11246	104	26	,	,	PUNCT
easat-11246	104	27	moving	move	VERB
easat-11246	104	28	averages	average	NOUN
easat-11246	104	29	,	,	PUNCT
easat-11246	104	30	and	and	CCONJ
easat-11246	104	31	trend	trend	NOUN
easat-11246	104	32	stability	stability	NOUN
easat-11246	104	33	indicators	indicator	NOUN
easat-11246	104	34	dashboard	dashboard	NOUN
easat-11246	104	35	interface	interface	NOUN
easat-11246	104	36	streamlit	streamlit	NOUN
easat-11246	104	37	interactive	interactive	ADJ
easat-11246	104	38	visualization	visualization	NOUN
easat-11246	104	39	and	and	CCONJ
easat-11246	104	40	parameter	parameter	NOUN
easat-11246	104	41	control	control	PROPN
easat-11246	104	42	data	data	PROPN
easat-11246	104	43	source	source	NOUN
easat-11246	104	44	idx	idx	PROPN
easat-11246	104	45	historical	historical	ADJ
easat-11246	104	46	data	data	PROPN
easat-11246	104	47	/	/	SYM
easat-11246	104	48	yahoo	yahoo	PROPN
easat-11246	104	49	finance	finance	PROPN
easat-11246	104	50	daily	daily	ADJ
easat-11246	104	51	stock	stock	NOUN
easat-11246	104	52	price	price	NOUN
easat-11246	104	53	dataset	dataset	NOUN
easat-11246	104	54	evaluation	evaluation	PROPN
easat-11246	104	55	mae	mae	PROPN
easat-11246	104	56	,	,	PUNCT
easat-11246	104	57	rmse	rmse	ADJ
easat-11246	104	58	performance	performance	NOUN
easat-11246	104	59	validation	validation	NOUN
easat-11246	104	60	the	the	DET
easat-11246	104	61	dashboard	dashboard	NOUN
easat-11246	104	62	was	be	AUX
easat-11246	104	63	developed	develop	VERB
easat-11246	104	64	and	and	CCONJ
easat-11246	104	65	tested	test	VERB
easat-11246	104	66	using	use	VERB
easat-11246	104	67	real	real	ADJ
easat-11246	104	68	-	-	PUNCT
easat-11246	104	69	world	world	NOUN
easat-11246	104	70	data	datum	NOUN
easat-11246	104	71	extracted	extract	VERB
easat-11246	104	72	from	from	ADP
easat-11246	104	73	yfinance	yfinance	NOUN
easat-11246	104	74	,	,	PUNCT
easat-11246	104	75	specifically	specifically	ADV
easat-11246	104	76	historical	historical	ADJ
easat-11246	104	77	closing	closing	NOUN
easat-11246	104	78	price	price	NOUN
easat-11246	104	79	series	series	NOUN
easat-11246	104	80	for	for	ADP
easat-11246	104	81	bbri	bbri	NOUN
easat-11246	104	82	and	and	CCONJ
easat-11246	104	83	bbca	bbca	PROPN
easat-11246	104	84	stocks	stock	NOUN
easat-11246	104	85	.	.	PUNCT
easat-11246	105	1	the	the	DET
easat-11246	105	2	time	time	NOUN
easat-11246	105	3	range	range	NOUN
easat-11246	105	4	selected	select	VERB
easat-11246	105	5	spanned	span	VERB
easat-11246	105	6	five	five	NUM
easat-11246	105	7	to	to	PART
easat-11246	105	8	ten	ten	NUM
easat-11246	105	9	years	year	NOUN
easat-11246	105	10	to	to	PART
easat-11246	105	11	ensure	ensure	VERB
easat-11246	105	12	adequate	adequate	ADJ
easat-11246	105	13	representation	representation	NOUN
easat-11246	105	14	of	of	ADP
easat-11246	105	15	cyclical	cyclical	ADJ
easat-11246	105	16	and	and	CCONJ
easat-11246	105	17	structural	structural	ADJ
easat-11246	105	18	market	market	NOUN
easat-11246	105	19	behavior	behavior	NOUN
easat-11246	105	20	,	,	PUNCT
easat-11246	105	21	consistent	consistent	ADJ
easat-11246	105	22	with	with	ADP
easat-11246	105	23	earlier	early	ADJ
easat-11246	105	24	forecasting	forecasting	NOUN
easat-11246	105	25	studies	study	NOUN
easat-11246	105	26	[	[	X
easat-11246	105	27	5	5	NUM
easat-11246	105	28	,	,	PUNCT
easat-11246	105	29	27	27	NUM
easat-11246	105	30	]	]	PUNCT
easat-11246	105	31	.	.	PUNCT
easat-11246	106	1	no	no	DET
easat-11246	106	2	personal	personal	ADJ
easat-11246	106	3	,	,	PUNCT
easat-11246	106	4	survey	survey	NOUN
easat-11246	106	5	-	-	PUNCT
easat-11246	106	6	based	base	VERB
easat-11246	106	7	,	,	PUNCT
easat-11246	106	8	or	or	CCONJ
easat-11246	106	9	confidential	confidential	ADJ
easat-11246	106	10	data	datum	NOUN
easat-11246	106	11	were	be	AUX
easat-11246	106	12	required	require	VERB
easat-11246	106	13	.	.	PUNCT
easat-11246	107	1	4	4	X
easat-11246	107	2	.	.	NOUN
easat-11246	107	3	results	result	NOUN
easat-11246	107	4	and	and	CCONJ
easat-11246	107	5	system	system	NOUN
easat-11246	107	6	implementation	implementation	NOUN
easat-11246	107	7	the	the	DET
easat-11246	107	8	application	application	NOUN
easat-11246	107	9	for	for	ADP
easat-11246	107	10	stock	stock	NOUN
easat-11246	107	11	price	price	NOUN
easat-11246	107	12	prediction	prediction	NOUN
easat-11246	107	13	and	and	CCONJ
easat-11246	107	14	risk	risk	NOUN
easat-11246	107	15	analysis	analysis	NOUN
easat-11246	107	16	developed	develop	VERB
easat-11246	107	17	in	in	ADP
easat-11246	107	18	this	this	DET
easat-11246	107	19	study	study	NOUN
easat-11246	107	20	is	be	AUX
easat-11246	107	21	expected	expect	VERB
easat-11246	107	22	to	to	PART
easat-11246	107	23	assist	assist	VERB
easat-11246	107	24	individuals	individual	NOUN
easat-11246	107	25	in	in	ADP
easat-11246	107	26	making	make	VERB
easat-11246	107	27	stock	stock	NOUN
easat-11246	107	28	investment	investment	NOUN
easat-11246	107	29	decisions	decision	NOUN
easat-11246	107	30	through	through	ADP
easat-11246	107	31	a	a	DET
easat-11246	107	32	simple	simple	ADJ
easat-11246	107	33	user	user	NOUN
easat-11246	107	34	interface	interface	NOUN
easat-11246	107	35	and	and	CCONJ
easat-11246	107	36	several	several	ADJ
easat-11246	107	37	machine	machine	NOUN
easat-11246	107	38	-	-	PUNCT
easat-11246	107	39	learning	learning	NOUN
easat-11246	107	40	-	-	PUNCT
easat-11246	107	41	based	base	VERB
easat-11246	107	42	analytical	analytical	ADJ
easat-11246	107	43	tools	tool	NOUN
easat-11246	107	44	.	.	PUNCT
easat-11246	108	1	utilizing	utilize	VERB
easat-11246	108	2	various	various	ADJ
easat-11246	108	3	modern	modern	ADJ
easat-11246	108	4	technologies	technology	NOUN
easat-11246	108	5	,	,	PUNCT
easat-11246	108	6	this	this	DET
easat-11246	108	7	application	application	NOUN
easat-11246	108	8	was	be	AUX
easat-11246	108	9	designed	design	VERB
easat-11246	108	10	to	to	PART
easat-11246	108	11	meet	meet	VERB
easat-11246	108	12	the	the	DET
easat-11246	108	13	increasing	increase	VERB
easat-11246	108	14	demand	demand	NOUN
easat-11246	108	15	for	for	ADP
easat-11246	108	16	fast	fast	ADJ
easat-11246	108	17	,	,	PUNCT
easat-11246	108	18	accurate	accurate	ADJ
easat-11246	108	19	,	,	PUNCT
easat-11246	108	20	and	and	CCONJ
easat-11246	108	21	efficient	efficient	ADJ
easat-11246	108	22	prediction	prediction	NOUN
easat-11246	108	23	tools	tool	NOUN
easat-11246	108	24	.	.	PUNCT
easat-11246	109	1	streamlit	streamlit	NOUN
easat-11246	109	2	was	be	AUX
easat-11246	109	3	used	use	VERB
easat-11246	109	4	to	to	PART
easat-11246	109	5	create	create	VERB
easat-11246	109	6	the	the	DET
easat-11246	109	7	web	web	NOUN
easat-11246	109	8	-	-	ADJ
easat-11246	109	9	accessible	accessible	ADJ
easat-11246	109	10	interface	interface	NOUN
easat-11246	109	11	of	of	ADP
easat-11246	109	12	the	the	DET
easat-11246	109	13	application	application	NOUN
easat-11246	109	14	,	,	PUNCT
easat-11246	109	15	which	which	PRON
easat-11246	109	16	does	do	AUX
easat-11246	109	17	not	not	PART
easat-11246	109	18	require	require	VERB
easat-11246	109	19	any	any	DET
easat-11246	109	20	further	further	ADJ
easat-11246	109	21	installation	installation	NOUN
easat-11246	109	22	,	,	PUNCT
easat-11246	109	23	and	and	CCONJ
easat-11246	109	24	the	the	DET
easat-11246	109	25	reliable	reliable	ADJ
easat-11246	109	26	,	,	PUNCT
easat-11246	109	27	up	up	ADP
easat-11246	109	28	-	-	PUNCT
easat-11246	109	29	to	to	ADP
easat-11246	109	30	-	-	PUNCT
easat-11246	109	31	date	date	NOUN
easat-11246	109	32	stock	stock	NOUN
easat-11246	109	33	market	market	NOUN
easat-11246	109	34	data	datum	NOUN
easat-11246	109	35	used	use	VERB
easat-11246	109	36	was	be	AUX
easat-11246	109	37	sourced	source	VERB
easat-11246	109	38	from	from	ADP
easat-11246	109	39	the	the	DET
easat-11246	109	40	yahoo	yahoo	PROPN
easat-11246	109	41	finance	finance	NOUN
easat-11246	109	42	website	website	NOUN
easat-11246	109	43	.	.	PUNCT
easat-11246	110	1	facebook	facebook	PROPN
easat-11246	110	2	prophet	prophet	PROPN
easat-11246	110	3	algorithms	algorithm	NOUN
easat-11246	110	4	were	be	AUX
easat-11246	110	5	employed	employ	VERB
easat-11246	110	6	to	to	PART
easat-11246	110	7	observe	observe	VERB
easat-11246	110	8	long	long	ADJ
easat-11246	110	9	-	-	PUNCT
easat-11246	110	10	term	term	NOUN
easat-11246	110	11	trends	trend	NOUN
easat-11246	110	12	,	,	PUNCT
easat-11246	110	13	seasonality	seasonality	NOUN
easat-11246	110	14	,	,	PUNCT
easat-11246	110	15	and	and	CCONJ
easat-11246	110	16	holiday	holiday	NOUN
easat-11246	110	17	effects	effect	NOUN
easat-11246	110	18	from	from	ADP
easat-11246	110	19	the	the	DET
easat-11246	110	20	historical	historical	ADJ
easat-11246	110	21	data	datum	NOUN
easat-11246	110	22	used	use	VERB
easat-11246	110	23	in	in	ADP
easat-11246	110	24	the	the	DET
easat-11246	110	25	study	study	NOUN
easat-11246	110	26	for	for	ADP
easat-11246	110	27	stock	stock	NOUN
easat-11246	110	28	price	price	NOUN
easat-11246	110	29	forecasting	forecasting	NOUN
easat-11246	110	30	.	.	PUNCT
easat-11246	111	1	the	the	DET
easat-11246	111	2	design	design	NOUN
easat-11246	111	3	of	of	ADP
easat-11246	111	4	this	this	DET
easat-11246	111	5	application	application	NOUN
easat-11246	111	6	was	be	AUX
easat-11246	111	7	based	base	VERB
easat-11246	111	8	on	on	ADP
easat-11246	111	9	three	three	NUM
easat-11246	111	10	primary	primary	ADJ
easat-11246	111	11	goals	goal	NOUN
easat-11246	111	12	:	:	PUNCT
easat-11246	111	13	simplicity	simplicity	NOUN
easat-11246	111	14	,	,	PUNCT
easat-11246	111	15	speed	speed	NOUN
easat-11246	111	16	,	,	PUNCT
easat-11246	111	17	and	and	CCONJ
easat-11246	111	18	comprehensive	comprehensive	ADJ
easat-11246	111	19	prediction	prediction	NOUN
easat-11246	111	20	functions	function	NOUN
easat-11246	111	21	.	.	PUNCT
easat-11246	112	1	since	since	SCONJ
easat-11246	112	2	the	the	DET
easat-11246	112	3	dashboard	dashboard	NOUN
easat-11246	112	4	was	be	AUX
easat-11246	112	5	designed	design	VERB
easat-11246	112	6	to	to	PART
easat-11246	112	7	be	be	AUX
easat-11246	112	8	interactive	interactive	ADJ
easat-11246	112	9	,	,	PUNCT
easat-11246	112	10	results	result	NOUN
easat-11246	112	11	are	be	AUX
easat-11246	112	12	conveyed	convey	VERB
easat-11246	112	13	through	through	ADP
easat-11246	112	14	interface	interface	NOUN
easat-11246	112	15	components	component	NOUN
easat-11246	112	16	,	,	PUNCT
easat-11246	112	17	predicted	predict	VERB
easat-11246	112	18	time	time	NOUN
easat-11246	112	19	-	-	PUNCT
easat-11246	112	20	series	series	NOUN
easat-11246	112	21	plots	plot	NOUN
easat-11246	112	22	,	,	PUNCT
easat-11246	112	23	and	and	CCONJ
easat-11246	112	24	risk	risk	NOUN
easat-11246	112	25	indicator	indicator	NOUN
easat-11246	112	26	summaries	summary	NOUN
easat-11246	112	27	that	that	PRON
easat-11246	112	28	collectively	collectively	ADV
easat-11246	112	29	support	support	VERB
easat-11246	112	30	investment	investment	NOUN
easat-11246	112	31	decisionmaking	decisionmaking	NOUN
easat-11246	112	32	.	.	PUNCT
easat-11246	113	1	4.1	4.1	NUM
easat-11246	113	2	.	.	PUNCT
easat-11246	113	3	system	system	NOUN
easat-11246	113	4	architecture	architecture	NOUN
easat-11246	113	5	the	the	DET
easat-11246	113	6	system	system	NOUN
easat-11246	113	7	architecture	architecture	NOUN
easat-11246	113	8	was	be	AUX
easat-11246	113	9	designed	design	VERB
easat-11246	113	10	in	in	ADP
easat-11246	113	11	such	such	DET
easat-11246	113	12	a	a	DET
easat-11246	113	13	way	way	NOUN
easat-11246	113	14	that	that	PRON
easat-11246	113	15	data	data	NOUN
easat-11246	113	16	acquisition	acquisition	NOUN
easat-11246	113	17	,	,	PUNCT
easat-11246	113	18	time	time	NOUN
easat-11246	113	19	-	-	PUNCT
easat-11246	113	20	series	series	NOUN
easat-11246	113	21	forecasting	forecasting	NOUN
easat-11246	113	22	,	,	PUNCT
easat-11246	113	23	risk	risk	NOUN
easat-11246	113	24	analysis	analysis	NOUN
easat-11246	113	25	,	,	PUNCT
easat-11246	113	26	and	and	CCONJ
easat-11246	113	27	user	user	NOUN
easat-11246	113	28	interaction	interaction	NOUN
easat-11246	113	29	can	can	AUX
easat-11246	113	30	be	be	AUX
easat-11246	113	31	integrated	integrate	VERB
easat-11246	113	32	into	into	ADP
easat-11246	113	33	a	a	DET
easat-11246	113	34	unified	unified	ADJ
easat-11246	113	35	web	web	NOUN
easat-11246	113	36	-	-	PUNCT
easat-11246	113	37	based	base	VERB
easat-11246	113	38	decision	decision	NOUN
easat-11246	113	39	-	-	PUNCT
easat-11246	113	40	support	support	NOUN
easat-11246	113	41	dashboard	dashboard	NOUN
easat-11246	113	42	.	.	PUNCT
easat-11246	114	1	it	it	PRON
easat-11246	114	2	is	be	AUX
easat-11246	114	3	a	a	DET
easat-11246	114	4	modular	modular	ADJ
easat-11246	114	5	and	and	CCONJ
easat-11246	114	6	layered	layered	ADJ
easat-11246	114	7	architecture	architecture	NOUN
easat-11246	114	8	consisting	consist	VERB
easat-11246	114	9	of	of	ADP
easat-11246	114	10	four	four	NUM
easat-11246	114	11	main	main	ADJ
easat-11246	114	12	components	component	NOUN
easat-11246	114	13	:	:	PUNCT
easat-11246	114	14	(	(	PUNCT
easat-11246	114	15	1	1	X
easat-11246	114	16	)	)	PUNCT
easat-11246	114	17	data	datum	NOUN
easat-11246	114	18	layer	layer	NOUN
easat-11246	114	19	,	,	PUNCT
easat-11246	114	20	(	(	PUNCT
easat-11246	114	21	2	2	X
easat-11246	114	22	)	)	PUNCT
easat-11246	114	23	data	datum	NOUN
easat-11246	114	24	cleaning	cleaning	NOUN
easat-11246	114	25	and	and	CCONJ
easat-11246	114	26	feature	feature	NOUN
easat-11246	114	27	engineering	engineering	NOUN
easat-11246	114	28	layer	layer	NOUN
easat-11246	114	29	,	,	PUNCT
easat-11246	114	30	(	(	PUNCT
easat-11246	114	31	3	3	X
easat-11246	114	32	)	)	PUNCT
easat-11246	114	33	data	datum	NOUN
easat-11246	114	34	processing	processing	NOUN
easat-11246	114	35	layer	layer	NOUN
easat-11246	114	36	,	,	PUNCT
easat-11246	114	37	and	and	CCONJ
easat-11246	114	38	(	(	PUNCT
easat-11246	114	39	4	4	X
easat-11246	114	40	)	)	PUNCT
easat-11246	114	41	presentation	presentation	NOUN
easat-11246	114	42	layer	layer	NOUN
easat-11246	114	43	,	,	PUNCT
easat-11246	114	44	as	as	SCONJ
easat-11246	114	45	can	can	AUX
easat-11246	114	46	be	be	AUX
easat-11246	114	47	seen	see	VERB
easat-11246	114	48	in	in	ADP
easat-11246	114	49	figure	figure	NOUN
easat-11246	114	50	2	2	NUM
easat-11246	114	51	.	.	SYM
easat-11246	114	52	1458	1458	NUM
easat-11246	114	53	edelweiss	edelweiss	PROPN
easat-11246	114	54	applied	apply	VERB
easat-11246	114	55	science	science	NOUN
easat-11246	114	56	and	and	CCONJ
easat-11246	114	57	technology	technology	NOUN
easat-11246	114	58	issn	issn	PROPN
easat-11246	114	59	:	:	PUNCT
easat-11246	114	60	2576	2576	NUM
easat-11246	114	61	-	-	SYM
easat-11246	114	62	8484	8484	NUM
easat-11246	114	63	vol	vol	NOUN
easat-11246	114	64	.	.	PROPN
easat-11246	115	1	9	9	NUM
easat-11246	115	2	,	,	PUNCT
easat-11246	115	3	no	no	INTJ
easat-11246	115	4	.	.	NOUN
easat-11246	115	5	11	11	NUM
easat-11246	115	6	:	:	PUNCT
easat-11246	115	7	1453	1453	NUM
easat-11246	115	8	-	-	SYM
easat-11246	115	9	1469	1469	NUM
easat-11246	115	10	,	,	PUNCT
easat-11246	115	11	2025	2025	NUM
easat-11246	115	12	doi	doi	NOUN
easat-11246	115	13	:	:	PUNCT
easat-11246	115	14	10.55214/2576	10.55214/2576	NUM
easat-11246	115	15	-	-	SYM
easat-11246	115	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	116	1	©	©	PROPN
easat-11246	116	2	2025	2025	NUM
easat-11246	116	3	by	by	ADP
easat-11246	116	4	the	the	DET
easat-11246	116	5	authors	author	NOUN
easat-11246	116	6	;	;	PUNCT
easat-11246	116	7	licensee	licensee	PROPN
easat-11246	116	8	learning	learn	VERB
easat-11246	116	9	gate	gate	NOUN
easat-11246	116	10	figure	figure	NOUN
easat-11246	116	11	2	2	NUM
easat-11246	116	12	.	.	PUNCT
easat-11246	116	13	system	system	NOUN
easat-11246	116	14	architecture	architecture	NOUN
easat-11246	116	15	.	.	PUNCT
easat-11246	117	1	figure	figure	NOUN
easat-11246	117	2	1	1	NUM
easat-11246	117	3	illustrates	illustrate	VERB
easat-11246	117	4	the	the	DET
easat-11246	117	5	workflow	workflow	NOUN
easat-11246	117	6	of	of	ADP
easat-11246	117	7	the	the	DET
easat-11246	117	8	integrated	integrate	VERB
easat-11246	117	9	system	system	NOUN
easat-11246	117	10	for	for	ADP
easat-11246	117	11	predicting	predict	VERB
easat-11246	117	12	stock	stock	NOUN
easat-11246	117	13	prices	price	NOUN
easat-11246	117	14	and	and	CCONJ
easat-11246	117	15	assessing	assess	VERB
easat-11246	117	16	investment	investment	NOUN
easat-11246	117	17	risks	risk	NOUN
easat-11246	117	18	.	.	PUNCT
easat-11246	118	1	the	the	DET
easat-11246	118	2	process	process	NOUN
easat-11246	118	3	begins	begin	VERB
easat-11246	118	4	with	with	ADP
easat-11246	118	5	the	the	DET
easat-11246	118	6	acquisition	acquisition	NOUN
easat-11246	118	7	of	of	ADP
easat-11246	118	8	historical	historical	ADJ
easat-11246	118	9	stock	stock	NOUN
easat-11246	118	10	data	datum	NOUN
easat-11246	118	11	using	use	VERB
easat-11246	118	12	the	the	DET
easat-11246	118	13	yfinance	yfinance	NOUN
easat-11246	118	14	library	library	NOUN
easat-11246	118	15	.	.	PUNCT
easat-11246	119	1	the	the	DET
easat-11246	119	2	data	datum	NOUN
easat-11246	119	3	then	then	ADV
easat-11246	119	4	undergoes	undergo	VERB
easat-11246	119	5	cleaning	cleaning	NOUN
easat-11246	119	6	and	and	CCONJ
easat-11246	119	7	feature	feature	NOUN
easat-11246	119	8	engineering	engineering	NOUN
easat-11246	119	9	to	to	PART
easat-11246	119	10	remove	remove	VERB
easat-11246	119	11	inconsistencies	inconsistency	NOUN
easat-11246	119	12	and	and	CCONJ
easat-11246	119	13	generate	generate	VERB
easat-11246	119	14	informative	informative	ADJ
easat-11246	119	15	attributes	attribute	NOUN
easat-11246	119	16	such	such	ADJ
easat-11246	119	17	as	as	ADP
easat-11246	119	18	returns	return	NOUN
easat-11246	119	19	,	,	PUNCT
easat-11246	119	20	moving	move	VERB
easat-11246	119	21	averages	average	NOUN
easat-11246	119	22	,	,	PUNCT
easat-11246	119	23	and	and	CCONJ
easat-11246	119	24	volatility	volatility	NOUN
easat-11246	119	25	indicators	indicator	NOUN
easat-11246	119	26	.	.	PUNCT
easat-11246	120	1	the	the	DET
easat-11246	120	2	processed	process	VERB
easat-11246	120	3	dataset	dataset	NOUN
easat-11246	120	4	is	be	AUX
easat-11246	120	5	subsequently	subsequently	ADV
easat-11246	120	6	utilized	utilize	VERB
easat-11246	120	7	in	in	ADP
easat-11246	120	8	two	two	NUM
easat-11246	120	9	parallel	parallel	ADJ
easat-11246	120	10	analytical	analytical	ADJ
easat-11246	120	11	processes	process	NOUN
easat-11246	120	12	:	:	PUNCT
easat-11246	120	13	(	(	PUNCT
easat-11246	120	14	1	1	X
easat-11246	120	15	)	)	PUNCT
easat-11246	120	16	time	time	NOUN
easat-11246	120	17	-	-	PUNCT
easat-11246	120	18	series	series	NOUN
easat-11246	120	19	forecasting	forecasting	NOUN
easat-11246	120	20	using	use	VERB
easat-11246	120	21	a	a	DET
easat-11246	120	22	facebook	facebook	NOUN
easat-11246	120	23	prophet	prophet	NOUN
easat-11246	120	24	model	model	NOUN
easat-11246	120	25	to	to	PART
easat-11246	120	26	predict	predict	VERB
easat-11246	120	27	future	future	ADJ
easat-11246	120	28	stock	stock	NOUN
easat-11246	120	29	prices	price	NOUN
easat-11246	120	30	and	and	CCONJ
easat-11246	120	31	(	(	PUNCT
easat-11246	120	32	2	2	X
easat-11246	120	33	)	)	PUNCT
easat-11246	120	34	risk	risk	NOUN
easat-11246	120	35	classification	classification	NOUN
easat-11246	120	36	using	use	VERB
easat-11246	120	37	a	a	DET
easat-11246	120	38	machine	machine	NOUN
easat-11246	120	39	learning	learn	VERB
easat-11246	120	40	model	model	NOUN
easat-11246	120	41	to	to	PART
easat-11246	120	42	categorize	categorize	VERB
easat-11246	120	43	stocks	stock	NOUN
easat-11246	120	44	into	into	ADP
easat-11246	120	45	different	different	ADJ
easat-11246	120	46	risk	risk	NOUN
easat-11246	120	47	levels	level	NOUN
easat-11246	120	48	.	.	PUNCT
easat-11246	121	1	the	the	DET
easat-11246	121	2	results	result	NOUN
easat-11246	121	3	from	from	ADP
easat-11246	121	4	both	both	DET
easat-11246	121	5	models	model	NOUN
easat-11246	121	6	are	be	AUX
easat-11246	121	7	finally	finally	ADV
easat-11246	121	8	integrated	integrate	VERB
easat-11246	121	9	and	and	CCONJ
easat-11246	121	10	visualized	visualize	VERB
easat-11246	121	11	through	through	ADP
easat-11246	121	12	a	a	DET
easat-11246	121	13	presentation	presentation	NOUN
easat-11246	121	14	layer	layer	NOUN
easat-11246	121	15	(	(	PUNCT
easat-11246	121	16	streamlit	streamlit	NOUN
easat-11246	121	17	dashboard	dashboard	NOUN
easat-11246	121	18	)	)	PUNCT
easat-11246	121	19	,	,	PUNCT
easat-11246	121	20	providing	provide	VERB
easat-11246	121	21	users	user	NOUN
easat-11246	121	22	with	with	ADP
easat-11246	121	23	an	an	DET
easat-11246	121	24	interactive	interactive	ADJ
easat-11246	121	25	decision	decision	NOUN
easat-11246	121	26	-	-	PUNCT
easat-11246	121	27	support	support	NOUN
easat-11246	121	28	platform	platform	NOUN
easat-11246	121	29	for	for	ADP
easat-11246	121	30	investment	investment	NOUN
easat-11246	121	31	analysis	analysis	NOUN
easat-11246	121	32	and	and	CCONJ
easat-11246	121	33	forecasting	forecasting	NOUN
easat-11246	121	34	.	.	PUNCT
easat-11246	122	1	4.2	4.2	NUM
easat-11246	122	2	.	.	PUNCT
easat-11246	122	3	application	application	NOUN
easat-11246	122	4	design	design	NOUN
easat-11246	122	5	flow	flow	NOUN
easat-11246	122	6	4.2.1	4.2.1	NUM
easat-11246	122	7	.	.	PUNCT
easat-11246	122	8	initial	initial	ADJ
easat-11246	122	9	set	set	NOUN
easat-11246	122	10	-	-	PUNCT
easat-11246	122	11	up	up	ADP
easat-11246	122	12	users	user	NOUN
easat-11246	122	13	can	can	AUX
easat-11246	122	14	enter	enter	VERB
easat-11246	122	15	relevant	relevant	ADJ
easat-11246	122	16	stock	stock	NOUN
easat-11246	122	17	symbols	symbol	NOUN
easat-11246	122	18	(	(	PUNCT
easat-11246	122	19	e.g.	e.g.	ADV
easat-11246	122	20	,	,	PUNCT
easat-11246	122	21	aapl	aapl	PROPN
easat-11246	122	22	for	for	ADP
easat-11246	122	23	apple	apple	NOUN
easat-11246	122	24	,	,	PUNCT
easat-11246	122	25	tsla	tsla	NOUN
easat-11246	122	26	for	for	ADP
easat-11246	122	27	tesla	tesla	PROPN
easat-11246	122	28	,	,	PUNCT
easat-11246	122	29	bbri	bbri	NOUN
easat-11246	122	30	for	for	ADP
easat-11246	122	31	bank	bank	PROPN
easat-11246	122	32	bri	bri	PROPN
easat-11246	122	33	,	,	PUNCT
easat-11246	122	34	bbca	bbca	NOUN
easat-11246	122	35	for	for	ADP
easat-11246	122	36	bank	bank	PROPN
easat-11246	122	37	central	central	PROPN
easat-11246	122	38	asia	asia	PROPN
easat-11246	122	39	,	,	PUNCT
easat-11246	122	40	etc	etc	X
easat-11246	122	41	.	.	X
easat-11246	122	42	)	)	PUNCT
easat-11246	123	1	for	for	ADP
easat-11246	123	2	analysis	analysis	NOUN
easat-11246	123	3	(	(	PUNCT
easat-11246	123	4	figure	figure	NOUN
easat-11246	123	5	3	3	NUM
easat-11246	123	6	)	)	PUNCT
easat-11246	123	7	.	.	PUNCT
easat-11246	124	1	the	the	DET
easat-11246	124	2	list	list	NOUN
easat-11246	124	3	of	of	ADP
easat-11246	124	4	stocks	stock	NOUN
easat-11246	124	5	available	available	ADJ
easat-11246	124	6	for	for	ADP
easat-11246	124	7	analysis	analysis	NOUN
easat-11246	124	8	is	be	AUX
easat-11246	124	9	not	not	PART
easat-11246	124	10	limited	limit	VERB
easat-11246	124	11	to	to	ADP
easat-11246	124	12	stocks	stock	NOUN
easat-11246	124	13	in	in	ADP
easat-11246	124	14	the	the	DET
easat-11246	124	15	indonesian	indonesian	ADJ
easat-11246	124	16	capital	capital	NOUN
easat-11246	124	17	market	market	NOUN
easat-11246	124	18	but	but	CCONJ
easat-11246	124	19	also	also	ADV
easat-11246	124	20	includes	include	VERB
easat-11246	124	21	global	global	ADJ
easat-11246	124	22	stocks	stock	NOUN
easat-11246	124	23	listed	list	VERB
easat-11246	124	24	on	on	ADP
easat-11246	124	25	the	the	DET
easat-11246	124	26	yahoo	yahoo	PROPN
easat-11246	124	27	finance	finance	NOUN
easat-11246	124	28	website	website	NOUN
easat-11246	124	29	.	.	PUNCT
easat-11246	125	1	figure	figure	VERB
easat-11246	125	2	3	3	NUM
easat-11246	125	3	.	.	PUNCT
easat-11246	125	4	dashboard	dashboard	NOUN
easat-11246	125	5	home	home	NOUN
easat-11246	125	6	interface	interface	NOUN
easat-11246	125	7	.	.	PUNCT
easat-11246	126	1	1459	1459	NUM
easat-11246	126	2	edelweiss	edelweiss	PROPN
easat-11246	126	3	applied	apply	VERB
easat-11246	126	4	science	science	NOUN
easat-11246	126	5	and	and	CCONJ
easat-11246	126	6	technology	technology	NOUN
easat-11246	126	7	issn	issn	PROPN
easat-11246	126	8	:	:	PUNCT
easat-11246	126	9	2576	2576	NUM
easat-11246	126	10	-	-	SYM
easat-11246	126	11	8484	8484	NUM
easat-11246	126	12	vol	vol	NOUN
easat-11246	126	13	.	.	PROPN
easat-11246	127	1	9	9	NUM
easat-11246	127	2	,	,	PUNCT
easat-11246	127	3	no	no	INTJ
easat-11246	127	4	.	.	NOUN
easat-11246	127	5	11	11	NUM
easat-11246	127	6	:	:	PUNCT
easat-11246	127	7	1453	1453	NUM
easat-11246	127	8	-	-	SYM
easat-11246	127	9	1469	1469	NUM
easat-11246	127	10	,	,	PUNCT
easat-11246	127	11	2025	2025	NUM
easat-11246	127	12	doi	doi	NOUN
easat-11246	127	13	:	:	PUNCT
easat-11246	127	14	10.55214/2576	10.55214/2576	NUM
easat-11246	127	15	-	-	SYM
easat-11246	127	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	128	1	©	©	PROPN
easat-11246	128	2	2025	2025	NUM
easat-11246	128	3	by	by	ADP
easat-11246	128	4	the	the	DET
easat-11246	128	5	authors	author	NOUN
easat-11246	128	6	;	;	PUNCT
easat-11246	128	7	licensee	licensee	PROPN
easat-11246	128	8	learning	learn	VERB
easat-11246	128	9	gate	gate	PROPN
easat-11246	128	10	4.2.2	4.2.2	X
easat-11246	128	11	.	.	PUNCT
easat-11246	129	1	data	datum	NOUN
easat-11246	129	2	collection	collection	NOUN
easat-11246	129	3	as	as	SCONJ
easat-11246	129	4	can	can	AUX
easat-11246	129	5	be	be	AUX
easat-11246	129	6	seen	see	VERB
easat-11246	129	7	in	in	ADP
easat-11246	129	8	figure	figure	NOUN
easat-11246	129	9	4	4	NUM
easat-11246	129	10	,	,	PUNCT
easat-11246	129	11	users	user	NOUN
easat-11246	129	12	select	select	VERB
easat-11246	129	13	a	a	DET
easat-11246	129	14	prediction	prediction	NOUN
easat-11246	129	15	timeframe	timeframe	NOUN
easat-11246	129	16	to	to	PART
easat-11246	129	17	use	use	VERB
easat-11246	129	18	as	as	ADP
easat-11246	129	19	the	the	DET
easat-11246	129	20	basis	basis	NOUN
easat-11246	129	21	for	for	ADP
easat-11246	129	22	stock	stock	NOUN
easat-11246	129	23	price	price	NOUN
easat-11246	129	24	forecast	forecast	NOUN
easat-11246	129	25	analysis	analysis	NOUN
easat-11246	129	26	.	.	PUNCT
easat-11246	130	1	a	a	DET
easat-11246	130	2	historical	historical	ADJ
easat-11246	130	3	stock	stock	NOUN
easat-11246	130	4	data	datum	NOUN
easat-11246	130	5	timeline	timeline	NOUN
easat-11246	130	6	is	be	AUX
easat-11246	130	7	created	create	VERB
easat-11246	130	8	during	during	ADP
easat-11246	130	9	this	this	DET
easat-11246	130	10	initial	initial	ADJ
easat-11246	130	11	phase	phase	NOUN
easat-11246	130	12	,	,	PUNCT
easat-11246	130	13	and	and	CCONJ
easat-11246	130	14	for	for	ADP
easat-11246	130	15	the	the	DET
easat-11246	130	16	purposes	purpose	NOUN
easat-11246	130	17	of	of	ADP
easat-11246	130	18	this	this	DET
easat-11246	130	19	study	study	NOUN
easat-11246	130	20	,	,	PUNCT
easat-11246	130	21	the	the	DET
easat-11246	130	22	timeframe	timeframe	NOUN
easat-11246	130	23	was	be	AUX
easat-11246	130	24	set	set	VERB
easat-11246	130	25	to	to	PART
easat-11246	130	26	span	span	VERB
easat-11246	130	27	from	from	ADP
easat-11246	130	28	january	january	PROPN
easat-11246	130	29	1	1	NUM
easat-11246	130	30	,	,	PUNCT
easat-11246	130	31	2015	2015	NUM
easat-11246	130	32	,	,	PUNCT
easat-11246	130	33	to	to	ADP
easat-11246	130	34	april	april	PROPN
easat-11246	130	35	29	29	NUM
easat-11246	130	36	,	,	PUNCT
easat-11246	130	37	2025	2025	NUM
easat-11246	130	38	.	.	PUNCT
easat-11246	131	1	this	this	DET
easat-11246	131	2	long	long	ADJ
easat-11246	131	3	timeframe	timeframe	NOUN
easat-11246	131	4	allows	allow	VERB
easat-11246	131	5	the	the	DET
easat-11246	131	6	application	application	NOUN
easat-11246	131	7	to	to	PART
easat-11246	131	8	identify	identify	VERB
easat-11246	131	9	important	important	ADJ
easat-11246	131	10	long	long	ADJ
easat-11246	131	11	-	-	PUNCT
easat-11246	131	12	term	term	NOUN
easat-11246	131	13	trends	trend	NOUN
easat-11246	131	14	and	and	CCONJ
easat-11246	131	15	seasonal	seasonal	ADJ
easat-11246	131	16	patterns	pattern	NOUN
easat-11246	131	17	.	.	PUNCT
easat-11246	132	1	historical	historical	ADJ
easat-11246	132	2	stock	stock	NOUN
easat-11246	132	3	data	datum	NOUN
easat-11246	132	4	are	be	AUX
easat-11246	132	5	retrieved	retrieve	VERB
easat-11246	132	6	via	via	ADP
easat-11246	132	7	the	the	DET
easat-11246	132	8	yfinance	yfinance	NOUN
easat-11246	132	9	python	python	NOUN
easat-11246	132	10	library	library	NOUN
easat-11246	132	11	,	,	PUNCT
easat-11246	132	12	which	which	PRON
easat-11246	132	13	provides	provide	VERB
easat-11246	132	14	access	access	NOUN
easat-11246	132	15	to	to	ADP
easat-11246	132	16	open	open	ADJ
easat-11246	132	17	,	,	PUNCT
easat-11246	132	18	high	high	ADJ
easat-11246	132	19	,	,	PUNCT
easat-11246	132	20	low	low	ADJ
easat-11246	132	21	,	,	PUNCT
easat-11246	132	22	close	close	ADJ
easat-11246	132	23	,	,	PUNCT
easat-11246	132	24	adjusted	adjusted	ADJ
easat-11246	132	25	close	close	ADV
easat-11246	132	26	,	,	PUNCT
easat-11246	132	27	and	and	CCONJ
easat-11246	132	28	volume	volume	NOUN
easat-11246	132	29	data	datum	NOUN
easat-11246	132	30	.	.	PUNCT
easat-11246	133	1	for	for	ADP
easat-11246	133	2	each	each	DET
easat-11246	133	3	selected	select	VERB
easat-11246	133	4	stock	stock	NOUN
easat-11246	133	5	ticker	ticker	NOUN
easat-11246	133	6	,	,	PUNCT
easat-11246	133	7	daily	daily	ADJ
easat-11246	133	8	data	datum	NOUN
easat-11246	133	9	spanning	span	VERB
easat-11246	133	10	the	the	DET
easat-11246	133	11	past	past	ADJ
easat-11246	133	12	ten	ten	NUM
easat-11246	133	13	years	year	NOUN
easat-11246	133	14	are	be	AUX
easat-11246	133	15	collected	collect	VERB
easat-11246	133	16	.	.	PUNCT
easat-11246	134	1	the	the	DET
easat-11246	134	2	data	data	NOUN
easat-11246	134	3	collection	collection	NOUN
easat-11246	134	4	process	process	NOUN
easat-11246	134	5	was	be	AUX
easat-11246	134	6	designed	design	VERB
easat-11246	134	7	to	to	PART
easat-11246	134	8	run	run	VERB
easat-11246	134	9	efficiently	efficiently	ADV
easat-11246	134	10	by	by	ADP
easat-11246	134	11	utilizing	utilize	VERB
easat-11246	134	12	the	the	DET
easat-11246	134	13	caching	cache	VERB
easat-11246	134	14	feature	feature	NOUN
easat-11246	134	15	,	,	PUNCT
easat-11246	134	16	which	which	PRON
easat-11246	134	17	allows	allow	VERB
easat-11246	134	18	the	the	DET
easat-11246	134	19	application	application	NOUN
easat-11246	134	20	to	to	PART
easat-11246	134	21	store	store	VERB
easat-11246	134	22	previously	previously	ADV
easat-11246	134	23	downloaded	download	VERB
easat-11246	134	24	data	datum	NOUN
easat-11246	134	25	.	.	PUNCT
easat-11246	135	1	this	this	PRON
easat-11246	135	2	aims	aim	VERB
easat-11246	135	3	to	to	PART
easat-11246	135	4	increase	increase	VERB
easat-11246	135	5	efficiency	efficiency	NOUN
easat-11246	135	6	,	,	PUNCT
easat-11246	135	7	especially	especially	ADV
easat-11246	135	8	when	when	SCONJ
easat-11246	135	9	users	user	NOUN
easat-11246	135	10	analyze	analyze	VERB
easat-11246	135	11	the	the	DET
easat-11246	135	12	same	same	ADJ
easat-11246	135	13	stocks	stock	NOUN
easat-11246	135	14	repeatedly	repeatedly	ADV
easat-11246	135	15	.	.	PUNCT
easat-11246	136	1	the	the	DET
easat-11246	136	2	raw	raw	ADJ
easat-11246	136	3	data	datum	NOUN
easat-11246	136	4	for	for	ADP
easat-11246	136	5	the	the	DET
easat-11246	136	6	selected	select	VERB
easat-11246	136	7	stock	stock	NOUN
easat-11246	136	8	(	(	PUNCT
easat-11246	136	9	bbri.jk	bbri.jk	PROPN
easat-11246	136	10	)	)	PUNCT
easat-11246	136	11	,	,	PUNCT
easat-11246	136	12	which	which	PRON
easat-11246	136	13	is	be	AUX
easat-11246	136	14	downloadable	downloadable	ADJ
easat-11246	136	15	from	from	ADP
easat-11246	136	16	yahoo	yahoo	PROPN
easat-11246	136	17	finance	finance	PROPN
easat-11246	136	18	’s	’s	PART
easat-11246	136	19	website	website	NOUN
easat-11246	136	20	,	,	PUNCT
easat-11246	136	21	spans	span	VERB
easat-11246	136	22	a	a	DET
easat-11246	136	23	period	period	NOUN
easat-11246	136	24	of	of	ADP
easat-11246	136	25	10	10	NUM
easat-11246	136	26	years	year	NOUN
easat-11246	136	27	,	,	PUNCT
easat-11246	136	28	starting	start	VERB
easat-11246	136	29	from	from	ADP
easat-11246	136	30	january	january	PROPN
easat-11246	136	31	2	2	NUM
easat-11246	136	32	,	,	PUNCT
easat-11246	136	33	2015	2015	NUM
easat-11246	136	34	,	,	PUNCT
easat-11246	136	35	to	to	ADP
easat-11246	136	36	april	april	PROPN
easat-11246	136	37	29	29	NUM
easat-11246	136	38	,	,	PUNCT
easat-11246	136	39	2025	2025	NUM
easat-11246	136	40	,	,	PUNCT
easat-11246	136	41	as	as	SCONJ
easat-11246	136	42	shown	show	VERB
easat-11246	136	43	in	in	ADP
easat-11246	136	44	the	the	DET
easat-11246	136	45	following	follow	VERB
easat-11246	136	46	figure	figure	NOUN
easat-11246	136	47	.	.	PUNCT
easat-11246	137	1	figure	figure	VERB
easat-11246	137	2	4	4	NUM
easat-11246	137	3	.	.	PUNCT
easat-11246	137	4	raw	raw	ADJ
easat-11246	137	5	data	datum	NOUN
easat-11246	137	6	on	on	ADP
easat-11246	137	7	the	the	DET
easat-11246	137	8	selected	select	VERB
easat-11246	137	9	stock	stock	NOUN
easat-11246	137	10	(	(	PUNCT
easat-11246	137	11	bbri.jk	bbri.jk	PROPN
easat-11246	137	12	)	)	PUNCT
easat-11246	137	13	.	.	PUNCT
easat-11246	138	1	4.2.3	4.2.3	X
easat-11246	138	2	.	.	PUNCT
easat-11246	139	1	data	datum	NOUN
easat-11246	139	2	visualization	visualization	NOUN
easat-11246	139	3	the	the	DET
easat-11246	139	4	next	next	ADJ
easat-11246	139	5	step	step	NOUN
easat-11246	139	6	is	be	AUX
easat-11246	139	7	to	to	PART
easat-11246	139	8	display	display	VERB
easat-11246	139	9	the	the	DET
easat-11246	139	10	raw	raw	ADJ
easat-11246	139	11	data	datum	NOUN
easat-11246	139	12	in	in	ADP
easat-11246	139	13	tables	table	NOUN
easat-11246	139	14	and	and	CCONJ
easat-11246	139	15	charts	chart	NOUN
easat-11246	139	16	.	.	PUNCT
easat-11246	140	1	visualizations	visualization	NOUN
easat-11246	140	2	in	in	ADP
easat-11246	140	3	these	these	DET
easat-11246	140	4	forms	form	NOUN
easat-11246	140	5	,	,	PUNCT
easat-11246	140	6	as	as	SCONJ
easat-11246	140	7	shown	show	VERB
easat-11246	140	8	in	in	ADP
easat-11246	140	9	figure	figure	NOUN
easat-11246	140	10	5	5	NUM
easat-11246	140	11	(	(	PUNCT
easat-11246	140	12	for	for	ADP
easat-11246	140	13	bbri.jk	bbri.jk	NUM
easat-11246	140	14	)	)	PUNCT
easat-11246	141	1	and	and	CCONJ
easat-11246	141	2	figure	figure	VERB
easat-11246	141	3	6	6	NUM
easat-11246	141	4	(	(	PUNCT
easat-11246	141	5	bbca.jk	bbca.jk	NOUN
easat-11246	141	6	)	)	PUNCT
easat-11246	141	7	,	,	PUNCT
easat-11246	141	8	enable	enable	VERB
easat-11246	141	9	users	user	NOUN
easat-11246	141	10	to	to	PART
easat-11246	141	11	identify	identify	VERB
easat-11246	141	12	patterns	pattern	NOUN
easat-11246	141	13	in	in	ADP
easat-11246	141	14	historical	historical	ADJ
easat-11246	141	15	data	datum	NOUN
easat-11246	141	16	before	before	ADP
easat-11246	141	17	proceeding	proceed	VERB
easat-11246	141	18	to	to	ADP
easat-11246	141	19	prediction	prediction	NOUN
easat-11246	141	20	.	.	PUNCT
easat-11246	142	1	the	the	DET
easat-11246	142	2	forecasting	forecasting	NOUN
easat-11246	142	3	results	result	NOUN
easat-11246	142	4	display	display	VERB
easat-11246	142	5	the	the	DET
easat-11246	142	6	projected	project	VERB
easat-11246	142	7	closing	closing	NOUN
easat-11246	142	8	prices	price	NOUN
easat-11246	142	9	along	along	ADP
easat-11246	142	10	with	with	ADP
easat-11246	142	11	upper	upper	ADJ
easat-11246	142	12	and	and	CCONJ
easat-11246	142	13	lower	low	ADJ
easat-11246	142	14	uncertainty	uncertainty	NOUN
easat-11246	142	15	bounds	bound	NOUN
easat-11246	142	16	generated	generate	VERB
easat-11246	142	17	by	by	ADP
easat-11246	142	18	facebook	facebook	PROPN
easat-11246	142	19	prophet	prophet	NOUN
easat-11246	142	20	.	.	PUNCT
easat-11246	143	1	the	the	DET
easat-11246	143	2	trend	trend	NOUN
easat-11246	143	3	component	component	NOUN
easat-11246	143	4	generally	generally	ADV
easat-11246	143	5	reflects	reflect	VERB
easat-11246	143	6	long	long	ADJ
easat-11246	143	7	-	-	PUNCT
easat-11246	143	8	term	term	NOUN
easat-11246	143	9	movement	movement	NOUN
easat-11246	143	10	,	,	PUNCT
easat-11246	143	11	while	while	SCONJ
easat-11246	143	12	the	the	DET
easat-11246	143	13	seasonal	seasonal	ADJ
easat-11246	143	14	component	component	NOUN
easat-11246	143	15	captures	capture	VERB
easat-11246	143	16	recurring	recur	VERB
easat-11246	143	17	patterns	pattern	NOUN
easat-11246	143	18	such	such	ADJ
easat-11246	143	19	as	as	ADP
easat-11246	143	20	monthly	monthly	ADJ
easat-11246	143	21	cycles	cycle	NOUN
easat-11246	143	22	.	.	PUNCT
easat-11246	144	1	these	these	DET
easat-11246	144	2	visualizations	visualization	NOUN
easat-11246	144	3	assist	assist	VERB
easat-11246	144	4	users	user	NOUN
easat-11246	144	5	in	in	ADP
easat-11246	144	6	observing	observe	VERB
easat-11246	144	7	whether	whether	SCONJ
easat-11246	144	8	price	price	NOUN
easat-11246	144	9	movements	movement	NOUN
easat-11246	144	10	are	be	AUX
easat-11246	144	11	trending	trend	VERB
easat-11246	144	12	upward	upward	ADV
easat-11246	144	13	,	,	PUNCT
easat-11246	144	14	downward	downward	ADJ
easat-11246	144	15	,	,	PUNCT
easat-11246	144	16	or	or	CCONJ
easat-11246	144	17	stabilizing	stabilize	VERB
easat-11246	144	18	within	within	ADP
easat-11246	144	19	a	a	DET
easat-11246	144	20	forecast	forecast	NOUN
easat-11246	144	21	window	window	NOUN
easat-11246	144	22	.	.	PUNCT
easat-11246	145	1	1460	1460	NUM
easat-11246	145	2	edelweiss	edelweiss	PROPN
easat-11246	145	3	applied	apply	VERB
easat-11246	145	4	science	science	NOUN
easat-11246	145	5	and	and	CCONJ
easat-11246	145	6	technology	technology	NOUN
easat-11246	145	7	issn	issn	PROPN
easat-11246	145	8	:	:	PUNCT
easat-11246	145	9	2576	2576	NUM
easat-11246	145	10	-	-	SYM
easat-11246	145	11	8484	8484	NUM
easat-11246	145	12	vol	vol	NOUN
easat-11246	145	13	.	.	PROPN
easat-11246	146	1	9	9	NUM
easat-11246	146	2	,	,	PUNCT
easat-11246	146	3	no	no	INTJ
easat-11246	146	4	.	.	NOUN
easat-11246	146	5	11	11	NUM
easat-11246	146	6	:	:	PUNCT
easat-11246	146	7	1453	1453	NUM
easat-11246	146	8	-	-	SYM
easat-11246	146	9	1469	1469	NUM
easat-11246	146	10	,	,	PUNCT
easat-11246	146	11	2025	2025	NUM
easat-11246	146	12	doi	doi	NOUN
easat-11246	146	13	:	:	PUNCT
easat-11246	146	14	10.55214/2576	10.55214/2576	NUM
easat-11246	146	15	-	-	SYM
easat-11246	146	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	147	1	©	©	PROPN
easat-11246	147	2	2025	2025	NUM
easat-11246	147	3	by	by	ADP
easat-11246	147	4	the	the	DET
easat-11246	147	5	authors	author	NOUN
easat-11246	147	6	;	;	PUNCT
easat-11246	147	7	licensee	licensee	PROPN
easat-11246	147	8	learning	learn	VERB
easat-11246	147	9	gate	gate	PROPN
easat-11246	147	10	figure	figure	NOUN
easat-11246	147	11	5	5	NUM
easat-11246	147	12	.	.	PUNCT
easat-11246	147	13	forecasted	forecast	VERB
easat-11246	147	14	stock	stock	NOUN
easat-11246	147	15	price	price	NOUN
easat-11246	147	16	for	for	ADP
easat-11246	147	17	bbri.jk	bbri.jk	PROPN
easat-11246	147	18	.	.	PUNCT
easat-11246	148	1	figure	figure	NOUN
easat-11246	148	2	6	6	NUM
easat-11246	148	3	.	.	PUNCT
easat-11246	148	4	forecasted	forecast	VERB
easat-11246	148	5	stock	stock	NOUN
easat-11246	148	6	price	price	NOUN
easat-11246	148	7	for	for	ADP
easat-11246	148	8	bbca.jk	bbca.jk	PROPN
easat-11246	148	9	.	.	PUNCT
easat-11246	149	1	4.2.4	4.2.4	X
easat-11246	149	2	.	.	PUNCT
easat-11246	150	1	data	datum	NOUN
easat-11246	150	2	processing	process	VERB
easat-11246	150	3	the	the	DET
easat-11246	150	4	application	application	NOUN
easat-11246	150	5	transforms	transform	VERB
easat-11246	150	6	raw	raw	ADJ
easat-11246	150	7	data	datum	NOUN
easat-11246	150	8	into	into	ADP
easat-11246	150	9	a	a	DET
easat-11246	150	10	format	format	NOUN
easat-11246	150	11	suitable	suitable	ADJ
easat-11246	150	12	for	for	ADP
easat-11246	150	13	the	the	DET
easat-11246	150	14	facebook	facebook	PROPN
easat-11246	150	15	prophet	prophet	NOUN
easat-11246	150	16	model	model	NOUN
easat-11246	150	17	once	once	SCONJ
easat-11246	150	18	the	the	DET
easat-11246	150	19	user	user	NOUN
easat-11246	150	20	validates	validate	VERB
easat-11246	150	21	it	it	PRON
easat-11246	150	22	.	.	PUNCT
easat-11246	151	1	facebook	facebook	PROPN
easat-11246	151	2	prophet	prophet	NOUN
easat-11246	151	3	was	be	AUX
easat-11246	151	4	selected	select	VERB
easat-11246	151	5	due	due	ADP
easat-11246	151	6	to	to	ADP
easat-11246	151	7	its	its	PRON
easat-11246	151	8	ability	ability	NOUN
easat-11246	151	9	to	to	PART
easat-11246	151	10	forecast	forecast	VERB
easat-11246	151	11	trends	trend	NOUN
easat-11246	151	12	,	,	PUNCT
easat-11246	151	13	seasonality	seasonality	NOUN
easat-11246	151	14	,	,	PUNCT
easat-11246	151	15	and	and	CCONJ
easat-11246	151	16	holiday	holiday	NOUN
easat-11246	151	17	impacts	impact	NOUN
easat-11246	151	18	on	on	ADP
easat-11246	151	19	financial	financial	ADJ
easat-11246	151	20	data	datum	NOUN
easat-11246	151	21	.	.	PUNCT
easat-11246	152	1	we	we	PRON
easat-11246	152	2	need	need	VERB
easat-11246	152	3	to	to	PART
easat-11246	152	4	convert	convert	VERB
easat-11246	152	5	the	the	DET
easat-11246	152	6	column	column	NOUN
easat-11246	152	7	names	name	NOUN
easat-11246	152	8	into	into	ADP
easat-11246	152	9	“	"	PUNCT
easat-11246	152	10	ds	ds	ADJ
easat-11246	152	11	”	"	PUNCT
easat-11246	152	12	and	and	CCONJ
easat-11246	152	13	“	"	PUNCT
easat-11246	152	14	y	y	NOUN
easat-11246	152	15	”	"	PUNCT
easat-11246	152	16	to	to	PART
easat-11246	152	17	work	work	VERB
easat-11246	152	18	with	with	ADP
easat-11246	152	19	the	the	DET
easat-11246	152	20	facebook	facebook	NOUN
easat-11246	152	21	prophet	prophet	NOUN
easat-11246	152	22	algorithm	algorithm	PROPN
easat-11246	152	23	.	.	PUNCT
easat-11246	153	1	we	we	PRON
easat-11246	153	2	take	take	VERB
easat-11246	153	3	this	this	DET
easat-11246	153	4	step	step	NOUN
easat-11246	153	5	to	to	PART
easat-11246	153	6	guarantee	guarantee	VERB
easat-11246	153	7	the	the	DET
easat-11246	153	8	data	datum	NOUN
easat-11246	153	9	's	's	PART
easat-11246	153	10	compatibility	compatibility	NOUN
easat-11246	153	11	with	with	ADP
easat-11246	153	12	the	the	DET
easat-11246	153	13	forecasting	forecasting	NOUN
easat-11246	153	14	model	model	NOUN
easat-11246	153	15	,	,	PUNCT
easat-11246	153	16	thereby	thereby	ADV
easat-11246	153	17	enhancing	enhance	VERB
easat-11246	153	18	and	and	CCONJ
easat-11246	153	19	simplifying	simplify	VERB
easat-11246	153	20	the	the	DET
easat-11246	153	21	analysis	analysis	NOUN
easat-11246	153	22	process	process	NOUN
easat-11246	153	23	.	.	PUNCT
easat-11246	154	1	figure	figure	NOUN
easat-11246	154	2	7	7	NUM
easat-11246	154	3	illustrates	illustrate	VERB
easat-11246	154	4	the	the	DET
easat-11246	154	5	historical	historical	ADJ
easat-11246	154	6	time	time	NOUN
easat-11246	154	7	-	-	PUNCT
easat-11246	154	8	series	series	NOUN
easat-11246	154	9	data	datum	NOUN
easat-11246	154	10	for	for	ADP
easat-11246	154	11	bbri.jk	bbri.jk	PROPN
easat-11246	154	12	(	(	PUNCT
easat-11246	154	13	bank	bank	PROPN
easat-11246	154	14	rakyat	rakyat	PROPN
easat-11246	154	15	indonesia	indonesia	PROPN
easat-11246	154	16	)	)	PUNCT
easat-11246	154	17	,	,	PUNCT
easat-11246	154	18	showing	show	VERB
easat-11246	154	19	the	the	DET
easat-11246	154	20	movement	movement	NOUN
easat-11246	154	21	of	of	ADP
easat-11246	154	22	open	open	ADJ
easat-11246	154	23	and	and	CCONJ
easat-11246	154	24	close	close	ADJ
easat-11246	154	25	prices	price	NOUN
easat-11246	154	26	over	over	ADP
easat-11246	154	27	a	a	DET
easat-11246	154	28	period	period	NOUN
easat-11246	154	29	of	of	ADP
easat-11246	154	30	10	10	NUM
easat-11246	154	31	years	year	NOUN
easat-11246	154	32	(	(	PUNCT
easat-11246	154	33	2015–2025	2015–2025	NUM
easat-11246	154	34	)	)	PUNCT
easat-11246	154	35	.	.	PUNCT
easat-11246	155	1	open	open	ADJ
easat-11246	155	2	price	price	NOUN
easat-11246	155	3	represents	represent	VERB
easat-11246	155	4	the	the	DET
easat-11246	155	5	price	price	NOUN
easat-11246	155	6	of	of	ADP
easat-11246	155	7	a	a	DET
easat-11246	155	8	bbri	bbri	NOUN
easat-11246	155	9	stock	stock	NOUN
easat-11246	155	10	at	at	ADP
easat-11246	155	11	1461	1461	NUM
easat-11246	155	12	edelweiss	edelweiss	PROPN
easat-11246	155	13	applied	apply	VERB
easat-11246	155	14	science	science	NOUN
easat-11246	155	15	and	and	CCONJ
easat-11246	155	16	technology	technology	NOUN
easat-11246	155	17	issn	issn	PROPN
easat-11246	155	18	:	:	PUNCT
easat-11246	155	19	2576	2576	NUM
easat-11246	155	20	-	-	SYM
easat-11246	155	21	8484	8484	NUM
easat-11246	155	22	vol	vol	NOUN
easat-11246	155	23	.	.	PROPN
easat-11246	156	1	9	9	NUM
easat-11246	156	2	,	,	PUNCT
easat-11246	156	3	no	no	INTJ
easat-11246	156	4	.	.	NOUN
easat-11246	156	5	11	11	NUM
easat-11246	156	6	:	:	PUNCT
easat-11246	156	7	1453	1453	NUM
easat-11246	156	8	-	-	SYM
easat-11246	156	9	1469	1469	NUM
easat-11246	156	10	,	,	PUNCT
easat-11246	156	11	2025	2025	NUM
easat-11246	156	12	doi	doi	NOUN
easat-11246	156	13	:	:	PUNCT
easat-11246	156	14	10.55214/2576	10.55214/2576	NUM
easat-11246	156	15	-	-	SYM
easat-11246	156	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	157	1	©	©	PROPN
easat-11246	157	2	2025	2025	NUM
easat-11246	157	3	by	by	ADP
easat-11246	157	4	the	the	DET
easat-11246	157	5	authors	author	NOUN
easat-11246	157	6	;	;	PUNCT
easat-11246	157	7	licensee	licensee	PROPN
easat-11246	157	8	learning	learning	NOUN
easat-11246	157	9	gate	gate	VERB
easat-11246	157	10	the	the	DET
easat-11246	157	11	beginning	beginning	NOUN
easat-11246	157	12	of	of	ADP
easat-11246	157	13	each	each	DET
easat-11246	157	14	trading	trading	NOUN
easat-11246	157	15	day	day	NOUN
easat-11246	157	16	.	.	PUNCT
easat-11246	158	1	close	close	ADJ
easat-11246	158	2	price	price	NOUN
easat-11246	158	3	represents	represent	VERB
easat-11246	158	4	the	the	DET
easat-11246	158	5	price	price	NOUN
easat-11246	158	6	at	at	ADP
easat-11246	158	7	the	the	DET
easat-11246	158	8	end	end	NOUN
easat-11246	158	9	of	of	ADP
easat-11246	158	10	each	each	DET
easat-11246	158	11	trading	trading	NOUN
easat-11246	158	12	day	day	NOUN
easat-11246	158	13	.	.	PUNCT
easat-11246	159	1	the	the	DET
easat-11246	159	2	line	line	NOUN
easat-11246	159	3	closely	closely	ADV
easat-11246	159	4	follows	follow	VERB
easat-11246	159	5	the	the	DET
easat-11246	159	6	open	open	ADJ
easat-11246	159	7	price	price	NOUN
easat-11246	159	8	,	,	PUNCT
easat-11246	159	9	reflecting	reflect	VERB
easat-11246	159	10	typical	typical	ADJ
easat-11246	159	11	daily	daily	ADJ
easat-11246	159	12	fluctuations	fluctuation	NOUN
easat-11246	159	13	.	.	PUNCT
easat-11246	160	1	the	the	DET
easat-11246	160	2	horizontal	horizontal	ADJ
easat-11246	160	3	axis	axis	NOUN
easat-11246	160	4	represents	represent	VERB
easat-11246	160	5	the	the	DET
easat-11246	160	6	date	date	NOUN
easat-11246	160	7	,	,	PUNCT
easat-11246	160	8	while	while	SCONJ
easat-11246	160	9	the	the	DET
easat-11246	160	10	vertical	vertical	ADJ
easat-11246	160	11	axis	axis	NOUN
easat-11246	160	12	shows	show	VERB
easat-11246	160	13	the	the	DET
easat-11246	160	14	stock	stock	NOUN
easat-11246	160	15	price	price	NOUN
easat-11246	160	16	in	in	ADP
easat-11246	160	17	indonesian	indonesian	ADJ
easat-11246	160	18	rupiah	rupiah	PROPN
easat-11246	160	19	(	(	PUNCT
easat-11246	160	20	idr	idr	PROPN
easat-11246	160	21	)	)	PUNCT
easat-11246	160	22	.	.	PUNCT
easat-11246	161	1	figure	figure	VERB
easat-11246	161	2	7	7	NUM
easat-11246	161	3	.	.	NOUN
easat-11246	161	4	time	time	NOUN
easat-11246	161	5	-	-	PUNCT
easat-11246	161	6	series	series	NOUN
easat-11246	161	7	data	datum	NOUN
easat-11246	161	8	for	for	ADP
easat-11246	161	9	bbri.jk	bbri.jk	PROPN
easat-11246	161	10	.	.	PUNCT
easat-11246	162	1	4.2.5	4.2.5	X
easat-11246	162	2	.	.	PUNCT
easat-11246	163	1	risk	risk	NOUN
easat-11246	163	2	analysis	analysis	NOUN
easat-11246	163	3	results	result	NOUN
easat-11246	163	4	table	table	NOUN
easat-11246	163	5	2	2	NUM
easat-11246	163	6	summarizes	summarize	NOUN
easat-11246	163	7	the	the	DET
easat-11246	163	8	key	key	ADJ
easat-11246	163	9	analytical	analytical	ADJ
easat-11246	163	10	indicators	indicator	NOUN
easat-11246	163	11	used	use	VERB
easat-11246	163	12	in	in	ADP
easat-11246	163	13	the	the	DET
easat-11246	163	14	stock	stock	NOUN
easat-11246	163	15	price	price	NOUN
easat-11246	163	16	and	and	CCONJ
easat-11246	163	17	risk	risk	NOUN
easat-11246	163	18	evaluation	evaluation	NOUN
easat-11246	163	19	process	process	NOUN
easat-11246	163	20	.	.	PUNCT
easat-11246	164	1	table	table	NOUN
easat-11246	164	2	2	2	NUM
easat-11246	164	3	.	.	PUNCT
easat-11246	164	4	risk	risk	NOUN
easat-11246	164	5	indicators	indicator	NOUN
easat-11246	164	6	.	.	PUNCT
easat-11246	165	1	indicator	indicator	NOUN
easat-11246	165	2	description	description	NOUN
easat-11246	165	3	interpretation	interpretation	NOUN
easat-11246	165	4	use	use	VERB
easat-11246	165	5	volatility	volatility	NOUN
easat-11246	165	6	(	(	PUNCT
easat-11246	165	7	σ	σ	NOUN
easat-11246	165	8	)	)	PUNCT
easat-11246	165	9	standard	standard	ADJ
easat-11246	165	10	deviation	deviation	NOUN
easat-11246	165	11	of	of	ADP
easat-11246	165	12	daily	daily	ADJ
easat-11246	165	13	returns	return	NOUN
easat-11246	165	14	higher	high	ADJ
easat-11246	165	15	volatility	volatility	NOUN
easat-11246	165	16	implies	imply	VERB
easat-11246	165	17	greater	great	ADJ
easat-11246	165	18	investment	investment	NOUN
easat-11246	165	19	risk	risk	NOUN
easat-11246	165	20	moving	move	VERB
easat-11246	165	21	average	average	ADJ
easat-11246	165	22	trend	trend	NOUN
easat-11246	165	23	score	score	NOUN
easat-11246	165	24	comparison	comparison	NOUN
easat-11246	165	25	of	of	ADP
easat-11246	165	26	short	short	ADJ
easat-11246	165	27	-	-	PUNCT
easat-11246	165	28	term	term	NOUN
easat-11246	165	29	and	and	CCONJ
easat-11246	165	30	long	long	ADJ
easat-11246	165	31	-	-	PUNCT
easat-11246	165	32	term	term	NOUN
easat-11246	165	33	moving	move	VERB
easat-11246	165	34	averages	average	NOUN
easat-11246	165	35	helps	helps	AUX
easat-11246	165	36	identify	identify	VERB
easat-11246	165	37	bullish	bullish	ADJ
easat-11246	165	38	or	or	CCONJ
easat-11246	165	39	bearish	bearish	ADJ
easat-11246	165	40	movement	movement	NOUN
easat-11246	165	41	tendencies	tendencie	VERB
easat-11246	165	42	stability	stability	NOUN
easat-11246	165	43	ratio	ratio	NOUN
easat-11246	165	44	ratio	ratio	NOUN
easat-11246	165	45	of	of	ADP
easat-11246	165	46	variance	variance	NOUN
easat-11246	165	47	between	between	ADP
easat-11246	165	48	historical	historical	ADJ
easat-11246	165	49	and	and	CCONJ
easat-11246	165	50	predicted	predict	VERB
easat-11246	165	51	intervals	interval	NOUN
easat-11246	165	52	indicates	indicate	VERB
easat-11246	165	53	model	model	NOUN
easat-11246	165	54	confidence	confidence	NOUN
easat-11246	165	55	and	and	CCONJ
easat-11246	165	56	trend	trend	NOUN
easat-11246	165	57	reliability	reliability	NOUN
easat-11246	165	58	each	each	DET
easat-11246	165	59	indicator	indicator	NOUN
easat-11246	165	60	includes	include	VERB
easat-11246	165	61	a	a	DET
easat-11246	165	62	description	description	NOUN
easat-11246	165	63	of	of	ADP
easat-11246	165	64	how	how	SCONJ
easat-11246	165	65	it	it	PRON
easat-11246	165	66	is	be	AUX
easat-11246	165	67	computed	compute	VERB
easat-11246	165	68	and	and	CCONJ
easat-11246	165	69	how	how	SCONJ
easat-11246	165	70	it	it	PRON
easat-11246	165	71	is	be	AUX
easat-11246	165	72	interpreted	interpret	VERB
easat-11246	165	73	by	by	ADP
easat-11246	165	74	users	user	NOUN
easat-11246	165	75	within	within	ADP
easat-11246	165	76	the	the	DET
easat-11246	165	77	forecasting	forecasting	NOUN
easat-11246	165	78	dashboard	dashboard	NOUN
easat-11246	165	79	.	.	PUNCT
easat-11246	166	1	1	1	X
easat-11246	166	2	.	.	X
easat-11246	166	3	volatility	volatility	NOUN
easat-11246	166	4	(	(	PUNCT
easat-11246	166	5	σ	σ	NOUN
easat-11246	166	6	):	):	PUNCT
easat-11246	166	7	calculated	calculate	VERB
easat-11246	166	8	as	as	ADP
easat-11246	166	9	the	the	DET
easat-11246	166	10	standard	standard	ADJ
easat-11246	166	11	deviation	deviation	NOUN
easat-11246	166	12	of	of	ADP
easat-11246	166	13	daily	daily	ADJ
easat-11246	166	14	stock	stock	NOUN
easat-11246	166	15	returns	return	NOUN
easat-11246	166	16	.	.	PUNCT
easat-11246	167	1	higher	high	ADJ
easat-11246	167	2	volatility	volatility	NOUN
easat-11246	167	3	indicates	indicate	VERB
easat-11246	167	4	greater	great	ADJ
easat-11246	167	5	uncertainty	uncertainty	NOUN
easat-11246	167	6	and	and	CCONJ
easat-11246	167	7	investment	investment	NOUN
easat-11246	167	8	risk	risk	NOUN
easat-11246	167	9	.	.	PUNCT
easat-11246	168	1	stocks	stock	NOUN
easat-11246	168	2	with	with	ADP
easat-11246	168	3	a	a	DET
easat-11246	168	4	high	high	ADJ
easat-11246	168	5	σ	σ	NOUN
easat-11246	168	6	tend	tend	VERB
easat-11246	168	7	to	to	PART
easat-11246	168	8	show	show	VERB
easat-11246	168	9	larger	large	ADJ
easat-11246	168	10	price	price	NOUN
easat-11246	168	11	swings	swing	NOUN
easat-11246	168	12	,	,	PUNCT
easat-11246	168	13	which	which	PRON
easat-11246	168	14	may	may	AUX
easat-11246	168	15	appeal	appeal	VERB
easat-11246	168	16	to	to	ADP
easat-11246	168	17	aggressive	aggressive	ADJ
easat-11246	168	18	traders	trader	NOUN
easat-11246	168	19	but	but	CCONJ
easat-11246	168	20	pose	pose	VERB
easat-11246	168	21	greater	great	ADJ
easat-11246	168	22	downside	downside	ADJ
easat-11246	168	23	risk	risk	NOUN
easat-11246	168	24	for	for	ADP
easat-11246	168	25	conservative	conservative	ADJ
easat-11246	168	26	investors	investor	NOUN
easat-11246	168	27	.	.	PUNCT
easat-11246	169	1	2	2	X
easat-11246	169	2	.	.	X
easat-11246	169	3	moving	move	VERB
easat-11246	169	4	average	average	ADJ
easat-11246	169	5	trend	trend	NOUN
easat-11246	169	6	score	score	NOUN
easat-11246	169	7	:	:	PUNCT
easat-11246	169	8	derived	derive	VERB
easat-11246	169	9	from	from	ADP
easat-11246	169	10	comparing	compare	VERB
easat-11246	169	11	short	short	ADJ
easat-11246	169	12	-	-	PUNCT
easat-11246	169	13	term	term	NOUN
easat-11246	169	14	and	and	CCONJ
easat-11246	169	15	long	long	ADJ
easat-11246	169	16	-	-	PUNCT
easat-11246	169	17	term	term	NOUN
easat-11246	169	18	moving	move	VERB
easat-11246	169	19	averages	average	NOUN
easat-11246	169	20	(	(	PUNCT
easat-11246	169	21	e.g.	e.g.	ADV
easat-11246	169	22	,	,	PUNCT
easat-11246	169	23	ma20	ma20	PROPN
easat-11246	169	24	vs.	vs.	ADP
easat-11246	169	25	ma50	ma50	PROPN
easat-11246	169	26	)	)	PUNCT
easat-11246	169	27	.	.	PUNCT
easat-11246	170	1	a	a	DET
easat-11246	170	2	positive	positive	ADJ
easat-11246	170	3	score	score	NOUN
easat-11246	170	4	suggests	suggest	VERB
easat-11246	170	5	a	a	DET
easat-11246	170	6	bullish	bullish	ADJ
easat-11246	170	7	trend	trend	NOUN
easat-11246	170	8	,	,	PUNCT
easat-11246	170	9	where	where	SCONJ
easat-11246	170	10	short	short	ADJ
easat-11246	170	11	-	-	PUNCT
easat-11246	170	12	term	term	NOUN
easat-11246	170	13	prices	price	NOUN
easat-11246	170	14	are	be	AUX
easat-11246	170	15	rising	rise	VERB
easat-11246	170	16	faster	fast	ADV
easat-11246	170	17	than	than	ADP
easat-11246	170	18	long	long	ADJ
easat-11246	170	19	-	-	PUNCT
easat-11246	170	20	term	term	NOUN
easat-11246	170	21	prices	price	NOUN
easat-11246	170	22	.	.	PUNCT
easat-11246	171	1	a	a	DET
easat-11246	171	2	negative	negative	ADJ
easat-11246	171	3	score	score	NOUN
easat-11246	171	4	indicates	indicate	VERB
easat-11246	171	5	a	a	DET
easat-11246	171	6	bearish	bearish	ADJ
easat-11246	171	7	trend	trend	NOUN
easat-11246	171	8	,	,	PUNCT
easat-11246	171	9	signaling	signal	VERB
easat-11246	171	10	downward	downward	ADJ
easat-11246	171	11	momentum	momentum	NOUN
easat-11246	171	12	.	.	PUNCT
easat-11246	172	1	this	this	DET
easat-11246	172	2	metric	metric	NOUN
easat-11246	172	3	helps	helps	AUX
easat-11246	172	4	identify	identify	VERB
easat-11246	172	5	trend	trend	NOUN
easat-11246	172	6	direction	direction	NOUN
easat-11246	172	7	and	and	CCONJ
easat-11246	172	8	potential	potential	ADJ
easat-11246	172	9	entry	entry	NOUN
easat-11246	172	10	or	or	CCONJ
easat-11246	172	11	exit	exit	NOUN
easat-11246	172	12	points	point	NOUN
easat-11246	172	13	.	.	PUNCT
easat-11246	173	1	3	3	X
easat-11246	173	2	.	.	X
easat-11246	173	3	stability	stability	NOUN
easat-11246	173	4	ratio	ratio	NOUN
easat-11246	173	5	:	:	PUNCT
easat-11246	173	6	defined	define	VERB
easat-11246	173	7	as	as	ADP
easat-11246	173	8	the	the	DET
easat-11246	173	9	ratio	ratio	NOUN
easat-11246	173	10	between	between	ADP
easat-11246	173	11	the	the	DET
easat-11246	173	12	variance	variance	NOUN
easat-11246	173	13	in	in	ADP
easat-11246	173	14	historical	historical	ADJ
easat-11246	173	15	data	datum	NOUN
easat-11246	173	16	and	and	CCONJ
easat-11246	173	17	the	the	DET
easat-11246	173	18	variance	variance	NOUN
easat-11246	173	19	in	in	ADP
easat-11246	173	20	predicted	predict	VERB
easat-11246	173	21	intervals	interval	NOUN
easat-11246	173	22	.	.	PUNCT
easat-11246	174	1	a	a	DET
easat-11246	174	2	lower	low	ADJ
easat-11246	174	3	stability	stability	NOUN
easat-11246	174	4	ratio	ratio	NOUN
easat-11246	174	5	implies	imply	VERB
easat-11246	174	6	that	that	SCONJ
easat-11246	174	7	the	the	DET
easat-11246	174	8	model	model	NOUN
easat-11246	174	9	’s	’s	PART
easat-11246	174	10	future	future	ADJ
easat-11246	174	11	predictions	prediction	NOUN
easat-11246	174	12	are	be	AUX
easat-11246	174	13	1462	1462	NUM
easat-11246	174	14	edelweiss	edelweiss	PROPN
easat-11246	174	15	applied	apply	VERB
easat-11246	174	16	science	science	NOUN
easat-11246	174	17	and	and	CCONJ
easat-11246	174	18	technology	technology	NOUN
easat-11246	174	19	issn	issn	PROPN
easat-11246	174	20	:	:	PUNCT
easat-11246	174	21	2576	2576	NUM
easat-11246	174	22	-	-	SYM
easat-11246	174	23	8484	8484	NUM
easat-11246	174	24	vol	vol	NOUN
easat-11246	174	25	.	.	PROPN
easat-11246	175	1	9	9	NUM
easat-11246	175	2	,	,	PUNCT
easat-11246	175	3	no	no	INTJ
easat-11246	175	4	.	.	NOUN
easat-11246	175	5	11	11	NUM
easat-11246	175	6	:	:	PUNCT
easat-11246	175	7	1453	1453	NUM
easat-11246	175	8	-	-	SYM
easat-11246	175	9	1469	1469	NUM
easat-11246	175	10	,	,	PUNCT
easat-11246	175	11	2025	2025	NUM
easat-11246	175	12	doi	doi	NOUN
easat-11246	175	13	:	:	PUNCT
easat-11246	175	14	10.55214/2576	10.55214/2576	NUM
easat-11246	175	15	-	-	SYM
easat-11246	175	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	176	1	©	©	PROPN
easat-11246	176	2	2025	2025	NUM
easat-11246	176	3	by	by	ADP
easat-11246	176	4	the	the	DET
easat-11246	176	5	authors	author	NOUN
easat-11246	176	6	;	;	PUNCT
easat-11246	176	7	licensee	licensee	PROPN
easat-11246	176	8	learning	learning	NOUN
easat-11246	176	9	gate	gate	VERB
easat-11246	176	10	relatively	relatively	ADV
easat-11246	176	11	stable	stable	ADJ
easat-11246	176	12	compared	compare	VERB
easat-11246	176	13	to	to	ADP
easat-11246	176	14	past	past	ADJ
easat-11246	176	15	fluctuations	fluctuation	NOUN
easat-11246	176	16	,	,	PUNCT
easat-11246	176	17	indicating	indicate	VERB
easat-11246	176	18	stronger	strong	ADJ
easat-11246	176	19	model	model	NOUN
easat-11246	176	20	confidence	confidence	NOUN
easat-11246	176	21	.	.	PUNCT
easat-11246	177	1	a	a	DET
easat-11246	177	2	higher	high	ADJ
easat-11246	177	3	ratio	ratio	NOUN
easat-11246	177	4	suggests	suggest	VERB
easat-11246	177	5	greater	great	ADJ
easat-11246	177	6	uncertainty	uncertainty	NOUN
easat-11246	177	7	in	in	ADP
easat-11246	177	8	the	the	DET
easat-11246	177	9	forecasted	forecast	VERB
easat-11246	177	10	trend	trend	NOUN
easat-11246	177	11	.	.	PUNCT
easat-11246	178	1	the	the	DET
easat-11246	178	2	following	follow	VERB
easat-11246	178	3	figures	figure	NOUN
easat-11246	178	4	(	(	PUNCT
easat-11246	178	5	figures	figure	NOUN
easat-11246	178	6	8	8	NUM
easat-11246	178	7	and	and	CCONJ
easat-11246	178	8	9	9	NUM
easat-11246	178	9	)	)	PUNCT
easat-11246	178	10	present	present	NOUN
easat-11246	178	11	the	the	DET
easat-11246	178	12	resultant	resultant	NOUN
easat-11246	178	13	stock	stock	NOUN
easat-11246	178	14	price	price	NOUN
easat-11246	178	15	forecasting	forecasting	NOUN
easat-11246	178	16	and	and	CCONJ
easat-11246	178	17	risk	risk	NOUN
easat-11246	178	18	classification	classification	NOUN
easat-11246	178	19	dashboard	dashboard	NOUN
easat-11246	178	20	using	use	VERB
easat-11246	178	21	a	a	DET
easat-11246	178	22	10	10	NUM
easat-11246	178	23	-	-	PUNCT
easat-11246	178	24	year	year	NOUN
easat-11246	178	25	dataset	dataset	NOUN
easat-11246	178	26	(	(	PUNCT
easat-11246	178	27	2015–2025	2015–2025	NUM
easat-11246	178	28	)	)	PUNCT
easat-11246	178	29	for	for	ADP
easat-11246	178	30	bank	bank	PROPN
easat-11246	178	31	rakyat	rakyat	X
easat-11246	178	32	indonesia	indonesia	PROPN
easat-11246	178	33	(	(	PUNCT
easat-11246	178	34	bbri.jk	bbri.jk	PROPN
easat-11246	178	35	)	)	PUNCT
easat-11246	178	36	and	and	CCONJ
easat-11246	178	37	bank	bank	PROPN
easat-11246	178	38	central	central	PROPN
easat-11246	178	39	asia	asia	PROPN
easat-11246	178	40	(	(	PUNCT
easat-11246	178	41	bbca.jk	bbca.jk	PROPN
easat-11246	178	42	)	)	PUNCT
easat-11246	178	43	.	.	PUNCT
easat-11246	179	1	figure	figure	VERB
easat-11246	179	2	8	8	NUM
easat-11246	179	3	.	.	PUNCT
easat-11246	180	1	risk	risk	NOUN
easat-11246	180	2	analysis	analysis	NOUN
easat-11246	180	3	for	for	ADP
easat-11246	180	4	bbri.jk	bbri.jk	PROPN
easat-11246	180	5	.	.	PUNCT
easat-11246	181	1	1463	1463	NUM
easat-11246	181	2	edelweiss	edelweiss	PROPN
easat-11246	181	3	applied	apply	VERB
easat-11246	181	4	science	science	NOUN
easat-11246	181	5	and	and	CCONJ
easat-11246	181	6	technology	technology	NOUN
easat-11246	181	7	issn	issn	PROPN
easat-11246	181	8	:	:	PUNCT
easat-11246	181	9	2576	2576	NUM
easat-11246	181	10	-	-	SYM
easat-11246	181	11	8484	8484	NUM
easat-11246	181	12	vol	vol	NOUN
easat-11246	181	13	.	.	PROPN
easat-11246	182	1	9	9	NUM
easat-11246	182	2	,	,	PUNCT
easat-11246	182	3	no	no	INTJ
easat-11246	182	4	.	.	NOUN
easat-11246	182	5	11	11	NUM
easat-11246	182	6	:	:	PUNCT
easat-11246	182	7	1453	1453	NUM
easat-11246	182	8	-	-	SYM
easat-11246	182	9	1469	1469	NUM
easat-11246	182	10	,	,	PUNCT
easat-11246	182	11	2025	2025	NUM
easat-11246	182	12	doi	doi	NOUN
easat-11246	182	13	:	:	PUNCT
easat-11246	182	14	10.55214/2576	10.55214/2576	NUM
easat-11246	182	15	-	-	SYM
easat-11246	182	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	183	1	©	©	PROPN
easat-11246	183	2	2025	2025	NUM
easat-11246	183	3	by	by	ADP
easat-11246	183	4	the	the	DET
easat-11246	183	5	authors	author	NOUN
easat-11246	183	6	;	;	PUNCT
easat-11246	183	7	licensee	licensee	PROPN
easat-11246	183	8	learning	learn	VERB
easat-11246	183	9	gate	gate	NOUN
easat-11246	183	10	figure	figure	NOUN
easat-11246	183	11	9	9	NUM
easat-11246	183	12	.	.	PUNCT
easat-11246	184	1	risk	risk	NOUN
easat-11246	184	2	analysis	analysis	NOUN
easat-11246	184	3	for	for	ADP
easat-11246	184	4	bbca.jk	bbca.jk	PROPN
easat-11246	184	5	.	.	PUNCT
easat-11246	185	1	preliminary	preliminary	ADJ
easat-11246	185	2	inspection	inspection	NOUN
easat-11246	185	3	shows	show	VERB
easat-11246	185	4	that	that	SCONJ
easat-11246	185	5	bbca	bbca	PROPN
easat-11246	185	6	demonstrates	demonstrate	VERB
easat-11246	185	7	lower	low	ADJ
easat-11246	185	8	volatility	volatility	NOUN
easat-11246	185	9	relative	relative	ADJ
easat-11246	185	10	to	to	ADP
easat-11246	185	11	bbri	bbri	NOUN
easat-11246	185	12	,	,	PUNCT
easat-11246	185	13	reflecting	reflect	VERB
easat-11246	185	14	historically	historically	ADV
easat-11246	185	15	stronger	strong	ADJ
easat-11246	185	16	price	price	NOUN
easat-11246	185	17	stability	stability	NOUN
easat-11246	185	18	.	.	PUNCT
easat-11246	186	1	however	however	ADV
easat-11246	186	2	,	,	PUNCT
easat-11246	186	3	bbri	bbri	NOUN
easat-11246	186	4	exhibits	exhibit	VERB
easat-11246	186	5	higher	high	ADJ
easat-11246	186	6	short	short	ADJ
easat-11246	186	7	-	-	PUNCT
easat-11246	186	8	term	term	NOUN
easat-11246	186	9	return	return	NOUN
easat-11246	186	10	potential	potential	NOUN
easat-11246	186	11	during	during	ADP
easat-11246	186	12	bullish	bullish	ADJ
easat-11246	186	13	conditions	condition	NOUN
easat-11246	186	14	,	,	PUNCT
easat-11246	186	15	requiring	require	VERB
easat-11246	186	16	more	more	ADV
easat-11246	186	17	cautious	cautious	ADJ
easat-11246	186	18	risk	risk	NOUN
easat-11246	186	19	evaluation	evaluation	NOUN
easat-11246	186	20	.	.	PUNCT
easat-11246	187	1	the	the	DET
easat-11246	187	2	predicted	predict	VERB
easat-11246	187	3	results	result	NOUN
easat-11246	187	4	are	be	AUX
easat-11246	187	5	demonstrated	demonstrate	VERB
easat-11246	187	6	in	in	ADP
easat-11246	187	7	a	a	DET
easat-11246	187	8	variety	variety	NOUN
easat-11246	187	9	of	of	ADP
easat-11246	187	10	clear	clear	ADJ
easat-11246	187	11	and	and	CCONJ
easat-11246	187	12	readable	readable	ADJ
easat-11246	187	13	graph	graph	NOUN
easat-11246	187	14	styles	style	NOUN
easat-11246	187	15	(	(	PUNCT
easat-11246	187	16	figure	figure	NOUN
easat-11246	187	17	10	10	NUM
easat-11246	187	18	)	)	PUNCT
easat-11246	187	19	.	.	PUNCT
easat-11246	188	1	forecasts	forecast	NOUN
easat-11246	188	2	are	be	AUX
easat-11246	188	3	generated	generate	VERB
easat-11246	188	4	for	for	ADP
easat-11246	188	5	user	user	NOUN
easat-11246	188	6	-	-	PUNCT
easat-11246	188	7	specified	specify	VERB
easat-11246	188	8	horizons	horizon	NOUN
easat-11246	188	9	(	(	PUNCT
easat-11246	188	10	e.g.	e.g.	ADV
easat-11246	188	11	,	,	PUNCT
easat-11246	188	12	30	30	NUM
easat-11246	188	13	days	day	NOUN
easat-11246	188	14	,	,	PUNCT
easat-11246	188	15	90	90	NUM
easat-11246	188	16	days	day	NOUN
easat-11246	188	17	,	,	PUNCT
easat-11246	188	18	or	or	CCONJ
easat-11246	188	19	1	1	NUM
easat-11246	188	20	year	year	NOUN
easat-11246	188	21	)	)	PUNCT
easat-11246	188	22	,	,	PUNCT
easat-11246	188	23	and	and	CCONJ
easat-11246	188	24	confidence	confidence	NOUN
easat-11246	188	25	intervals	interval	NOUN
easat-11246	188	26	are	be	AUX
easat-11246	188	27	displayed	display	VERB
easat-11246	188	28	on	on	ADP
easat-11246	188	29	the	the	DET
easat-11246	188	30	dashboard	dashboard	NOUN
easat-11246	188	31	.	.	PUNCT
easat-11246	189	1	the	the	DET
easat-11246	189	2	primary	primary	ADJ
easat-11246	189	3	graph	graph	NOUN
easat-11246	189	4	helps	help	VERB
easat-11246	189	5	visualize	visualize	VERB
easat-11246	189	6	price	price	NOUN
easat-11246	189	7	development	development	NOUN
easat-11246	189	8	over	over	ADP
easat-11246	189	9	a	a	DET
easat-11246	189	10	selected	select	VERB
easat-11246	189	11	period	period	NOUN
easat-11246	189	12	,	,	PUNCT
easat-11246	189	13	while	while	SCONJ
easat-11246	189	14	the	the	DET
easat-11246	189	15	side	side	NOUN
easat-11246	189	16	panels	panel	NOUN
easat-11246	189	17	offer	offer	VERB
easat-11246	189	18	a	a	DET
easat-11246	189	19	more	more	ADV
easat-11246	189	20	thorough	thorough	ADJ
easat-11246	189	21	examination	examination	NOUN
easat-11246	189	22	of	of	ADP
easat-11246	189	23	the	the	DET
easat-11246	189	24	variables	variable	NOUN
easat-11246	189	25	that	that	PRON
easat-11246	189	26	affect	affect	VERB
easat-11246	189	27	the	the	DET
easat-11246	189	28	forecast	forecast	NOUN
easat-11246	189	29	,	,	PUNCT
easat-11246	189	30	including	include	VERB
easat-11246	189	31	seasonal	seasonal	ADJ
easat-11246	189	32	patterns	pattern	NOUN
easat-11246	189	33	and	and	CCONJ
easat-11246	189	34	long	long	ADJ
easat-11246	189	35	-	-	PUNCT
easat-11246	189	36	term	term	NOUN
easat-11246	189	37	trends	trend	NOUN
easat-11246	189	38	.	.	PUNCT
easat-11246	190	1	moreover	moreover	ADV
easat-11246	190	2	,	,	PUNCT
easat-11246	190	3	the	the	DET
easat-11246	190	4	application	application	NOUN
easat-11246	190	5	lists	list	VERB
easat-11246	190	6	the	the	DET
easat-11246	190	7	forecast	forecast	NOUN
easat-11246	190	8	data	datum	NOUN
easat-11246	190	9	in	in	ADP
easat-11246	190	10	a	a	DET
easat-11246	190	11	table	table	NOUN
easat-11246	190	12	,	,	PUNCT
easat-11246	190	13	where	where	SCONJ
easat-11246	190	14	users	user	NOUN
easat-11246	190	15	can	can	AUX
easat-11246	190	16	view	view	VERB
easat-11246	190	17	the	the	DET
easat-11246	190	18	numerical	numerical	ADJ
easat-11246	190	19	content	content	NOUN
easat-11246	190	20	of	of	ADP
easat-11246	190	21	the	the	DET
easat-11246	190	22	predicted	predict	VERB
easat-11246	190	23	results	result	NOUN
easat-11246	190	24	.	.	PUNCT
easat-11246	191	1	these	these	DET
easat-11246	191	2	interactive	interactive	ADJ
easat-11246	191	3	visualizations	visualization	NOUN
easat-11246	191	4	allow	allow	VERB
easat-11246	191	5	viewers	viewer	NOUN
easat-11246	191	6	to	to	PART
easat-11246	191	7	explore	explore	VERB
easat-11246	191	8	the	the	DET
easat-11246	191	9	data	datum	NOUN
easat-11246	191	10	further	far	ADV
easat-11246	191	11	if	if	SCONJ
easat-11246	191	12	they	they	PRON
easat-11246	191	13	wish	wish	VERB
easat-11246	191	14	.	.	PUNCT
easat-11246	192	1	1464	1464	NUM
easat-11246	192	2	edelweiss	edelweiss	PROPN
easat-11246	192	3	applied	apply	VERB
easat-11246	192	4	science	science	NOUN
easat-11246	192	5	and	and	CCONJ
easat-11246	192	6	technology	technology	NOUN
easat-11246	192	7	issn	issn	PROPN
easat-11246	192	8	:	:	PUNCT
easat-11246	192	9	2576	2576	NUM
easat-11246	192	10	-	-	SYM
easat-11246	192	11	8484	8484	NUM
easat-11246	192	12	vol	vol	NOUN
easat-11246	192	13	.	.	PROPN
easat-11246	193	1	9	9	NUM
easat-11246	193	2	,	,	PUNCT
easat-11246	193	3	no	no	INTJ
easat-11246	193	4	.	.	NOUN
easat-11246	193	5	11	11	NUM
easat-11246	193	6	:	:	PUNCT
easat-11246	193	7	1453	1453	NUM
easat-11246	193	8	-	-	SYM
easat-11246	193	9	1469	1469	NUM
easat-11246	193	10	,	,	PUNCT
easat-11246	193	11	2025	2025	NUM
easat-11246	193	12	doi	doi	NOUN
easat-11246	193	13	:	:	PUNCT
easat-11246	193	14	10.55214/2576	10.55214/2576	NUM
easat-11246	193	15	-	-	SYM
easat-11246	193	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	194	1	©	©	PROPN
easat-11246	194	2	2025	2025	NUM
easat-11246	194	3	by	by	ADP
easat-11246	194	4	the	the	DET
easat-11246	194	5	authors	author	NOUN
easat-11246	194	6	;	;	PUNCT
easat-11246	194	7	licensee	licensee	PROPN
easat-11246	194	8	learning	learn	VERB
easat-11246	194	9	gate	gate	PROPN
easat-11246	194	10	figure	figure	NOUN
easat-11246	194	11	10	10	NUM
easat-11246	194	12	.	.	PUNCT
easat-11246	195	1	facebook	facebook	PROPN
easat-11246	195	2	prophet	prophet	PROPN
easat-11246	195	3	forecast	forecast	PROPN
easat-11246	195	4	results	result	NOUN
easat-11246	195	5	.	.	PUNCT
easat-11246	196	1	4.2.6	4.2.6	X
easat-11246	196	2	.	.	PUNCT
easat-11246	197	1	stock	stock	NOUN
easat-11246	197	2	comparison	comparison	NOUN
easat-11246	197	3	users	user	NOUN
easat-11246	197	4	can	can	AUX
easat-11246	197	5	also	also	ADV
easat-11246	197	6	learn	learn	VERB
easat-11246	197	7	how	how	SCONJ
easat-11246	197	8	to	to	PART
easat-11246	197	9	compare	compare	VERB
easat-11246	197	10	stocks	stock	NOUN
easat-11246	197	11	and	and	CCONJ
easat-11246	197	12	stock	stock	NOUN
easat-11246	197	13	quotes	quote	NOUN
easat-11246	197	14	from	from	ADP
easat-11246	197	15	various	various	ADJ
easat-11246	197	16	companies	company	NOUN
easat-11246	197	17	,	,	PUNCT
easat-11246	197	18	firms	firm	NOUN
easat-11246	197	19	,	,	PUNCT
easat-11246	197	20	and	and	CCONJ
easat-11246	197	21	tickers	ticker	NOUN
easat-11246	197	22	on	on	ADP
easat-11246	197	23	the	the	DET
easat-11246	197	24	indonesia	indonesia	PROPN
easat-11246	197	25	stock	stock	PROPN
easat-11246	197	26	exchange	exchange	PROPN
easat-11246	197	27	(	(	PUNCT
easat-11246	197	28	idx	idx	PROPN
easat-11246	197	29	)	)	PUNCT
easat-11246	197	30	and	and	CCONJ
easat-11246	197	31	other	other	ADJ
easat-11246	197	32	global	global	ADJ
easat-11246	197	33	stock	stock	NOUN
easat-11246	197	34	exchanges	exchange	NOUN
easat-11246	197	35	.	.	PUNCT
easat-11246	198	1	the	the	DET
easat-11246	198	2	application	application	NOUN
easat-11246	198	3	provides	provide	VERB
easat-11246	198	4	a	a	DET
easat-11246	198	5	chart	chart	NOUN
easat-11246	198	6	showing	show	VERB
easat-11246	198	7	the	the	DET
easat-11246	198	8	stock	stock	NOUN
easat-11246	198	9	price	price	NOUN
easat-11246	198	10	movement	movement	NOUN
easat-11246	198	11	of	of	ADP
easat-11246	198	12	all	all	DET
easat-11246	198	13	the	the	DET
easat-11246	198	14	tickers	ticker	NOUN
easat-11246	198	15	chosen	choose	VERB
easat-11246	198	16	for	for	ADP
easat-11246	198	17	comparison	comparison	NOUN
easat-11246	198	18	at	at	ADP
easat-11246	198	19	the	the	DET
easat-11246	198	20	same	same	ADJ
easat-11246	198	21	time	time	NOUN
easat-11246	198	22	.	.	PUNCT
easat-11246	199	1	this	this	DET
easat-11246	199	2	functionality	functionality	NOUN
easat-11246	199	3	allows	allow	VERB
easat-11246	199	4	users	user	NOUN
easat-11246	199	5	to	to	PART
easat-11246	199	6	quickly	quickly	ADV
easat-11246	199	7	view	view	VERB
easat-11246	199	8	trends	trend	NOUN
easat-11246	199	9	and	and	CCONJ
easat-11246	199	10	see	see	VERB
easat-11246	199	11	how	how	SCONJ
easat-11246	199	12	stocks	stock	NOUN
easat-11246	199	13	performed	perform	VERB
easat-11246	199	14	in	in	ADP
easat-11246	199	15	the	the	DET
easat-11246	199	16	past	past	NOUN
easat-11246	199	17	.	.	PUNCT
easat-11246	200	1	figures	figure	NOUN
easat-11246	200	2	11	11	NUM
easat-11246	200	3	and	and	CCONJ
easat-11246	200	4	12	12	NUM
easat-11246	200	5	illustrate	illustrate	VERB
easat-11246	200	6	the	the	DET
easat-11246	200	7	stock	stock	NOUN
easat-11246	200	8	price	price	NOUN
easat-11246	200	9	forecasting	forecasting	NOUN
easat-11246	200	10	and	and	CCONJ
easat-11246	200	11	risk	risk	NOUN
easat-11246	200	12	classification	classification	NOUN
easat-11246	200	13	dashboard	dashboard	NOUN
easat-11246	200	14	,	,	PUNCT
easat-11246	200	15	comparing	compare	VERB
easat-11246	200	16	price	price	NOUN
easat-11246	200	17	and	and	CCONJ
easat-11246	200	18	risk	risk	NOUN
easat-11246	200	19	metrics	metric	NOUN
easat-11246	200	20	between	between	ADP
easat-11246	200	21	bank	bank	PROPN
easat-11246	200	22	rakyat	rakyat	PROPN
easat-11246	200	23	indonesia	indonesia	PROPN
easat-11246	200	24	(	(	PUNCT
easat-11246	200	25	bbri.jk	bbri.jk	PROPN
easat-11246	200	26	)	)	PUNCT
easat-11246	200	27	and	and	CCONJ
easat-11246	200	28	bank	bank	PROPN
easat-11246	200	29	central	central	PROPN
easat-11246	200	30	asia	asia	PROPN
easat-11246	200	31	(	(	PUNCT
easat-11246	200	32	bbca.jk	bbca.jk	PROPN
easat-11246	200	33	)	)	PUNCT
easat-11246	200	34	based	base	VERB
easat-11246	200	35	on	on	ADP
easat-11246	200	36	a	a	DET
easat-11246	200	37	10	10	NUM
easat-11246	200	38	-	-	PUNCT
easat-11246	200	39	year	year	NOUN
easat-11246	200	40	dataset	dataset	NOUN
easat-11246	200	41	(	(	PUNCT
easat-11246	200	42	2015–2025	2015–2025	NUM
easat-11246	200	43	)	)	PUNCT
easat-11246	200	44	.	.	PUNCT
easat-11246	201	1	figure	figure	VERB
easat-11246	201	2	11	11	NUM
easat-11246	201	3	.	.	PUNCT
easat-11246	202	1	price	price	NOUN
easat-11246	202	2	comparison	comparison	NOUN
easat-11246	202	3	between	between	ADP
easat-11246	202	4	bbri	bbri	NOUN
easat-11246	202	5	and	and	CCONJ
easat-11246	202	6	bbca	bbca	PROPN
easat-11246	202	7	stocks	stock	NOUN
easat-11246	202	8	.	.	PUNCT
easat-11246	203	1	1465	1465	NUM
easat-11246	203	2	edelweiss	edelweiss	PROPN
easat-11246	203	3	applied	apply	VERB
easat-11246	203	4	science	science	NOUN
easat-11246	203	5	and	and	CCONJ
easat-11246	203	6	technology	technology	NOUN
easat-11246	203	7	issn	issn	PROPN
easat-11246	203	8	:	:	PUNCT
easat-11246	203	9	2576	2576	NUM
easat-11246	203	10	-	-	SYM
easat-11246	203	11	8484	8484	NUM
easat-11246	203	12	vol	vol	NOUN
easat-11246	203	13	.	.	PROPN
easat-11246	204	1	9	9	NUM
easat-11246	204	2	,	,	PUNCT
easat-11246	204	3	no	no	INTJ
easat-11246	204	4	.	.	NOUN
easat-11246	204	5	11	11	NUM
easat-11246	204	6	:	:	PUNCT
easat-11246	204	7	1453	1453	NUM
easat-11246	204	8	-	-	SYM
easat-11246	204	9	1469	1469	NUM
easat-11246	204	10	,	,	PUNCT
easat-11246	204	11	2025	2025	NUM
easat-11246	204	12	doi	doi	NOUN
easat-11246	204	13	:	:	PUNCT
easat-11246	204	14	10.55214/2576	10.55214/2576	NUM
easat-11246	204	15	-	-	SYM
easat-11246	204	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	205	1	©	©	PROPN
easat-11246	205	2	2025	2025	NUM
easat-11246	205	3	by	by	ADP
easat-11246	205	4	the	the	DET
easat-11246	205	5	authors	author	NOUN
easat-11246	205	6	;	;	PUNCT
easat-11246	205	7	licensee	licensee	PROPN
easat-11246	205	8	learning	learn	VERB
easat-11246	205	9	gate	gate	PROPN
easat-11246	205	10	figure	figure	NOUN
easat-11246	205	11	12	12	NUM
easat-11246	205	12	.	.	PUNCT
easat-11246	206	1	risk	risk	NOUN
easat-11246	206	2	metrics	metric	NOUN
easat-11246	206	3	comparison	comparison	NOUN
easat-11246	206	4	between	between	ADP
easat-11246	206	5	bbri	bbri	NOUN
easat-11246	206	6	and	and	CCONJ
easat-11246	206	7	bbca	bbca	PROPN
easat-11246	206	8	stocks	stock	NOUN
easat-11246	206	9	.	.	PUNCT
easat-11246	207	1	4.2.7	4.2.7	X
easat-11246	207	2	.	.	PUNCT
easat-11246	207	3	evaluation	evaluation	NOUN
easat-11246	207	4	evaluation	evaluation	NOUN
easat-11246	207	5	was	be	AUX
easat-11246	207	6	conducted	conduct	VERB
easat-11246	207	7	both	both	CCONJ
easat-11246	207	8	quantitatively	quantitatively	ADV
easat-11246	207	9	and	and	CCONJ
easat-11246	207	10	qualitatively	qualitatively	ADV
easat-11246	207	11	.	.	PUNCT
easat-11246	208	1	4.2.7.1	4.2.7.1	NUM
easat-11246	208	2	.	.	PUNCT
easat-11246	208	3	quantitative	quantitative	ADJ
easat-11246	208	4	evaluation	evaluation	NOUN
easat-11246	208	5	4.2.7.1.1	4.2.7.1.1	PROPN
easat-11246	208	6	.	.	PUNCT
easat-11246	208	7	forecast	forecast	PROPN
easat-11246	208	8	accuracy	accuracy	NOUN
easat-11246	208	9	we	we	PRON
easat-11246	208	10	quantitatively	quantitatively	ADV
easat-11246	208	11	assessed	assess	VERB
easat-11246	208	12	the	the	DET
easat-11246	208	13	price	price	NOUN
easat-11246	208	14	prediction	prediction	NOUN
easat-11246	208	15	accuracy	accuracy	NOUN
easat-11246	208	16	of	of	ADP
easat-11246	208	17	the	the	DET
easat-11246	208	18	ai	ai	NOUN
easat-11246	208	19	model	model	NOUN
easat-11246	208	20	using	use	VERB
easat-11246	208	21	mean	mean	ADJ
easat-11246	208	22	absolute	absolute	ADJ
easat-11246	208	23	percentage	percentage	NOUN
easat-11246	208	24	error	error	NOUN
easat-11246	208	25	(	(	PUNCT
easat-11246	208	26	mape	mape	NOUN
easat-11246	208	27	)	)	PUNCT
easat-11246	208	28	and	and	CCONJ
easat-11246	208	29	root	root	NOUN
easat-11246	208	30	mean	mean	VERB
easat-11246	208	31	squared	square	VERB
easat-11246	208	32	error	error	NOUN
easat-11246	208	33	(	(	PUNCT
easat-11246	208	34	rmse	rmse	NOUN
easat-11246	208	35	)	)	PUNCT
easat-11246	208	36	based	base	VERB
easat-11246	208	37	on	on	ADP
easat-11246	208	38	the	the	DET
easat-11246	208	39	validation	validation	NOUN
easat-11246	208	40	set	set	NOUN
easat-11246	208	41	.	.	PUNCT
easat-11246	209	1	the	the	DET
easat-11246	209	2	results	result	NOUN
easat-11246	209	3	can	can	AUX
easat-11246	209	4	be	be	AUX
easat-11246	209	5	seen	see	VERB
easat-11246	209	6	in	in	ADP
easat-11246	209	7	table	table	NOUN
easat-11246	209	8	3	3	NUM
easat-11246	209	9	.	.	PUNCT
easat-11246	209	10	table	table	NOUN
easat-11246	209	11	3	3	NUM
easat-11246	209	12	.	.	PUNCT
easat-11246	209	13	forecast	forecast	NOUN
easat-11246	209	14	accuracy	accuracy	NOUN
easat-11246	209	15	(	(	PUNCT
easat-11246	209	16	30	30	NUM
easat-11246	209	17	-	-	PUNCT
easat-11246	209	18	day	day	NOUN
easat-11246	209	19	horizon	horizon	NOUN
easat-11246	209	20	)	)	PUNCT
easat-11246	209	21	.	.	PUNCT
easat-11246	210	1	stock	stock	PROPN
easat-11246	210	2	mape	mape	PROPN
easat-11246	210	3	rmse	rmse	PROPN
easat-11246	210	4	bbri.jk	bbri.jk	PROPN
easat-11246	210	5	2.94	2.94	NUM
easat-11246	210	6	%	%	NOUN
easat-11246	210	7	68.33	68.33	NUM
easat-11246	210	8	bbca.jk	bbca.jk	NOUN
easat-11246	210	9	2.62	2.62	NUM
easat-11246	210	10	%	%	NOUN
easat-11246	210	11	105.87	105.87	NUM
easat-11246	210	12	both	both	DET
easat-11246	210	13	bbri	bbri	NOUN
easat-11246	210	14	and	and	CCONJ
easat-11246	210	15	bbca	bbca	PROPN
easat-11246	210	16	have	have	VERB
easat-11246	210	17	mape	mape	NOUN
easat-11246	210	18	scores	score	NOUN
easat-11246	210	19	lower	low	ADJ
easat-11246	210	20	than	than	ADP
easat-11246	210	21	3	3	NUM
easat-11246	210	22	%	%	NOUN
easat-11246	210	23	,	,	PUNCT
easat-11246	210	24	indicating	indicate	VERB
easat-11246	210	25	high	high	ADJ
easat-11246	210	26	short	short	ADJ
easat-11246	210	27	-	-	PUNCT
easat-11246	210	28	term	term	NOUN
easat-11246	210	29	prediction	prediction	NOUN
easat-11246	210	30	accuracy	accuracy	NOUN
easat-11246	210	31	.	.	PUNCT
easat-11246	211	1	although	although	SCONJ
easat-11246	211	2	bbca	bbca	PROPN
easat-11246	211	3	's	's	PART
easat-11246	211	4	mape	mape	NOUN
easat-11246	211	5	is	be	AUX
easat-11246	211	6	marginally	marginally	ADV
easat-11246	211	7	better	well	ADJ
easat-11246	211	8	than	than	ADP
easat-11246	211	9	bbri	bbri	NOUN
easat-11246	211	10	's	's	PART
easat-11246	211	11	,	,	PUNCT
easat-11246	211	12	its	its	PRON
easat-11246	211	13	forecasts	forecast	NOUN
easat-11246	211	14	deviate	deviate	VERB
easat-11246	211	15	more	more	ADV
easat-11246	211	16	from	from	ADP
easat-11246	211	17	the	the	DET
easat-11246	211	18	actual	actual	ADJ
easat-11246	211	19	value	value	NOUN
easat-11246	211	20	in	in	ADP
easat-11246	211	21	absolute	absolute	ADJ
easat-11246	211	22	rupiah	rupiah	NOUN
easat-11246	211	23	terms	term	NOUN
easat-11246	211	24	.	.	PUNCT
easat-11246	212	1	a	a	DET
easat-11246	212	2	2	2	NUM
easat-11246	212	3	%	%	NOUN
easat-11246	212	4	inaccuracy	inaccuracy	NOUN
easat-11246	212	5	,	,	PUNCT
easat-11246	212	6	nevertheless	nevertheless	ADV
easat-11246	212	7	,	,	PUNCT
easat-11246	212	8	indicates	indicate	VERB
easat-11246	212	9	a	a	DET
easat-11246	212	10	significant	significant	ADJ
easat-11246	212	11	indonesian	indonesian	ADJ
easat-11246	212	12	rupiah	rupiah	NOUN
easat-11246	212	13	difference	difference	NOUN
easat-11246	212	14	because	because	SCONJ
easat-11246	212	15	bbca	bbca	PROPN
easat-11246	212	16	's	's	PART
easat-11246	212	17	absolute	absolute	ADJ
easat-11246	212	18	stock	stock	NOUN
easat-11246	212	19	price	price	NOUN
easat-11246	212	20	is	be	AUX
easat-11246	212	21	significantly	significantly	ADV
easat-11246	212	22	larger	large	ADJ
easat-11246	212	23	(	(	PUNCT
easat-11246	212	24	e.g.	e.g.	ADV
easat-11246	212	25	,	,	PUNCT
easat-11246	212	26	in	in	ADP
easat-11246	212	27	tens	ten	NOUN
easat-11246	212	28	of	of	ADP
easat-11246	212	29	thousands	thousand	NOUN
easat-11246	212	30	of	of	ADP
easat-11246	212	31	rupiah	rupiah	NOUN
easat-11246	212	32	)	)	PUNCT
easat-11246	212	33	.	.	PUNCT
easat-11246	213	1	4.2.7.1.2	4.2.7.1.2	X
easat-11246	213	2	.	.	PUNCT
easat-11246	213	3	risk	risk	NOUN
easat-11246	213	4	model	model	NOUN
easat-11246	213	5	metrics	metric	NOUN
easat-11246	213	6	we	we	PRON
easat-11246	213	7	examined	examine	VERB
easat-11246	213	8	and	and	CCONJ
easat-11246	213	9	compared	compare	VERB
easat-11246	213	10	the	the	DET
easat-11246	213	11	risk	risk	NOUN
easat-11246	213	12	prediction	prediction	NOUN
easat-11246	213	13	accuracy	accuracy	NOUN
easat-11246	213	14	of	of	ADP
easat-11246	213	15	the	the	DET
easat-11246	213	16	machine	machine	NOUN
easat-11246	213	17	learning	learn	VERB
easat-11246	213	18	model	model	NOUN
easat-11246	213	19	using	use	VERB
easat-11246	213	20	various	various	ADJ
easat-11246	213	21	classifiers	classifier	NOUN
easat-11246	213	22	.	.	PUNCT
easat-11246	214	1	the	the	DET
easat-11246	214	2	results	result	NOUN
easat-11246	214	3	can	can	AUX
easat-11246	214	4	be	be	AUX
easat-11246	214	5	seen	see	VERB
easat-11246	214	6	in	in	ADP
easat-11246	214	7	table	table	NOUN
easat-11246	214	8	4	4	NUM
easat-11246	214	9	.	.	PUNCT
easat-11246	214	10	table	table	NOUN
easat-11246	214	11	4	4	NUM
easat-11246	214	12	.	.	PUNCT
easat-11246	214	13	performance	performance	NOUN
easat-11246	214	14	metrics	metric	NOUN
easat-11246	214	15	.	.	PUNCT
easat-11246	215	1	metric	metric	ADJ
easat-11246	215	2	value	value	NOUN
easat-11246	215	3	accuracy	accuracy	NOUN
easat-11246	215	4	85.2	85.2	NUM
easat-11246	215	5	%	%	NOUN
easat-11246	215	6	precision	precision	NOUN
easat-11246	215	7	83.6	83.6	NUM
easat-11246	215	8	%	%	NOUN
easat-11246	215	9	recall	recall	NOUN
easat-11246	215	10	84.1	84.1	NUM
easat-11246	215	11	%	%	NOUN
easat-11246	215	12	f1	f1	NOUN
easat-11246	215	13	-	-	PUNCT
easat-11246	215	14	score	score	NOUN
easat-11246	215	15	83.8	83.8	NUM
easat-11246	215	16	%	%	NOUN
easat-11246	215	17	the	the	DET
easat-11246	215	18	model	model	NOUN
easat-11246	215	19	consistently	consistently	ADV
easat-11246	215	20	performs	perform	VERB
easat-11246	215	21	well	well	ADV
easat-11246	215	22	(	(	PUNCT
easat-11246	215	23	all	all	DET
easat-11246	215	24	measures	measure	NOUN
easat-11246	215	25	exceed	exceed	VERB
easat-11246	215	26	80	80	NUM
easat-11246	215	27	%	%	NOUN
easat-11246	215	28	)	)	PUNCT
easat-11246	215	29	.	.	PUNCT
easat-11246	216	1	precision	precision	NOUN
easat-11246	216	2	and	and	CCONJ
easat-11246	216	3	recall	recall	NOUN
easat-11246	216	4	have	have	VERB
easat-11246	216	5	similar	similar	ADJ
easat-11246	216	6	values	value	NOUN
easat-11246	216	7	,	,	PUNCT
easat-11246	216	8	indicating	indicate	VERB
easat-11246	216	9	that	that	SCONJ
easat-11246	216	10	the	the	DET
easat-11246	216	11	model	model	NOUN
easat-11246	216	12	does	do	AUX
easat-11246	216	13	not	not	PART
easat-11246	216	14	favor	favor	VERB
easat-11246	216	15	one	one	NUM
easat-11246	216	16	side	side	NOUN
easat-11246	216	17	over	over	ADP
easat-11246	216	18	the	the	DET
easat-11246	216	19	other	other	ADJ
easat-11246	216	20	.	.	PUNCT
easat-11246	217	1	the	the	DET
easat-11246	217	2	high	high	ADJ
easat-11246	217	3	f1	f1	NOUN
easat-11246	217	4	-	-	PUNCT
easat-11246	217	5	score	score	NOUN
easat-11246	217	6	indicates	indicate	VERB
easat-11246	217	7	that	that	SCONJ
easat-11246	217	8	the	the	DET
easat-11246	217	9	model	model	NOUN
easat-11246	217	10	is	be	AUX
easat-11246	217	11	effective	effective	ADJ
easat-11246	217	12	,	,	PUNCT
easat-11246	217	13	even	even	ADV
easat-11246	217	14	if	if	SCONJ
easat-11246	217	15	the	the	DET
easat-11246	217	16	dataset	dataset	NOUN
easat-11246	217	17	is	be	AUX
easat-11246	217	18	slightly	slightly	ADV
easat-11246	217	19	imbalanced	imbalanced	ADJ
easat-11246	217	20	.	.	PUNCT
easat-11246	218	1	4.2.7.2	4.2.7.2	X
easat-11246	218	2	.	.	PUNCT
easat-11246	218	3	qualitative	qualitative	ADJ
easat-11246	218	4	evaluation	evaluation	NOUN
easat-11246	218	5	early	early	ADJ
easat-11246	218	6	users	user	NOUN
easat-11246	218	7	(	(	PUNCT
easat-11246	218	8	students	student	NOUN
easat-11246	218	9	studying	study	VERB
easat-11246	218	10	finance	finance	NOUN
easat-11246	218	11	and	and	CCONJ
easat-11246	218	12	data	datum	NOUN
easat-11246	218	13	analysts	analyst	NOUN
easat-11246	218	14	)	)	PUNCT
easat-11246	218	15	said	say	VERB
easat-11246	218	16	the	the	DET
easat-11246	218	17	application	application	NOUN
easat-11246	218	18	was	be	AUX
easat-11246	218	19	very	very	ADV
easat-11246	218	20	helpful	helpful	ADJ
easat-11246	218	21	and	and	CCONJ
easat-11246	218	22	easy	easy	ADJ
easat-11246	218	23	to	to	PART
easat-11246	218	24	use	use	VERB
easat-11246	218	25	,	,	PUNCT
easat-11246	218	26	and	and	CCONJ
easat-11246	218	27	it	it	PRON
easat-11246	218	28	was	be	AUX
easat-11246	218	29	excellent	excellent	ADJ
easat-11246	218	30	,	,	PUNCT
easat-11246	218	31	particularly	particularly	ADV
easat-11246	218	32	in	in	ADP
easat-11246	218	33	its	its	PRON
easat-11246	218	34	ability	ability	NOUN
easat-11246	218	35	to	to	PART
easat-11246	218	36	change	change	VERB
easat-11246	218	37	parameters	parameter	NOUN
easat-11246	218	38	and	and	CCONJ
easat-11246	218	39	examine	examine	VERB
easat-11246	218	40	interactive	interactive	ADJ
easat-11246	218	41	1466	1466	NUM
easat-11246	218	42	edelweiss	edelweiss	PROPN
easat-11246	218	43	applied	apply	VERB
easat-11246	218	44	science	science	NOUN
easat-11246	218	45	and	and	CCONJ
easat-11246	218	46	technology	technology	NOUN
easat-11246	218	47	issn	issn	PROPN
easat-11246	218	48	:	:	PUNCT
easat-11246	218	49	2576	2576	NUM
easat-11246	218	50	-	-	SYM
easat-11246	218	51	8484	8484	NUM
easat-11246	218	52	vol	vol	NOUN
easat-11246	218	53	.	.	PROPN
easat-11246	219	1	9	9	NUM
easat-11246	219	2	,	,	PUNCT
easat-11246	219	3	no	no	INTJ
easat-11246	219	4	.	.	NOUN
easat-11246	219	5	11	11	NUM
easat-11246	219	6	:	:	PUNCT
easat-11246	219	7	1453	1453	NUM
easat-11246	219	8	-	-	SYM
easat-11246	219	9	1469	1469	NUM
easat-11246	219	10	,	,	PUNCT
easat-11246	219	11	2025	2025	NUM
easat-11246	219	12	doi	doi	NOUN
easat-11246	219	13	:	:	PUNCT
easat-11246	219	14	10.55214/2576	10.55214/2576	NUM
easat-11246	219	15	-	-	SYM
easat-11246	219	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	220	1	©	©	PROPN
easat-11246	220	2	2025	2025	NUM
easat-11246	220	3	by	by	ADP
easat-11246	220	4	the	the	DET
easat-11246	220	5	authors	author	NOUN
easat-11246	220	6	;	;	PUNCT
easat-11246	220	7	licensee	licensee	PROPN
easat-11246	220	8	learning	learn	VERB
easat-11246	220	9	gate	gate	NOUN
easat-11246	220	10	output	output	NOUN
easat-11246	220	11	without	without	ADP
easat-11246	220	12	requiring	require	VERB
easat-11246	220	13	technical	technical	ADJ
easat-11246	220	14	knowledge	knowledge	NOUN
easat-11246	220	15	.	.	PUNCT
easat-11246	221	1	fifteen	fifteen	NUM
easat-11246	221	2	members	member	NOUN
easat-11246	221	3	of	of	ADP
easat-11246	221	4	an	an	DET
easat-11246	221	5	investment	investment	NOUN
easat-11246	221	6	club	club	NOUN
easat-11246	221	7	at	at	ADP
easat-11246	221	8	the	the	DET
easat-11246	221	9	state	state	NOUN
easat-11246	221	10	polytechnic	polytechnic	PROPN
easat-11246	221	11	of	of	ADP
easat-11246	221	12	malang	malang	PROPN
easat-11246	221	13	,	,	PUNCT
easat-11246	221	14	indonesia	indonesia	PROPN
easat-11246	221	15	,	,	PUNCT
easat-11246	221	16	participated	participate	VERB
easat-11246	221	17	in	in	ADP
easat-11246	221	18	user	user	NOUN
easat-11246	221	19	testing	testing	NOUN
easat-11246	221	20	,	,	PUNCT
easat-11246	221	21	and	and	CCONJ
easat-11246	221	22	the	the	DET
easat-11246	221	23	results	result	NOUN
easat-11246	221	24	show	show	VERB
easat-11246	221	25	the	the	DET
easat-11246	221	26	following	following	NOUN
easat-11246	221	27	:	:	PUNCT
easat-11246	221	28	•	•	X
easat-11246	221	29	of	of	ADP
easat-11246	221	30	all	all	DET
easat-11246	221	31	participants	participant	NOUN
easat-11246	221	32	,	,	PUNCT
easat-11246	221	33	92	92	NUM
easat-11246	221	34	%	%	NOUN
easat-11246	221	35	found	find	VERB
easat-11246	221	36	the	the	DET
easat-11246	221	37	interface	interface	NOUN
easat-11246	221	38	easy	easy	ADJ
easat-11246	221	39	to	to	PART
easat-11246	221	40	comprehend	comprehend	VERB
easat-11246	221	41	.	.	PUNCT
easat-11246	222	1	they	they	PRON
easat-11246	222	2	could	could	AUX
easat-11246	222	3	instantly	instantly	ADV
easat-11246	222	4	view	view	VERB
easat-11246	222	5	refreshed	refresh	VERB
easat-11246	222	6	forecasts	forecast	NOUN
easat-11246	222	7	by	by	ADP
easat-11246	222	8	selecting	select	VERB
easat-11246	222	9	a	a	DET
easat-11246	222	10	stock	stock	NOUN
easat-11246	222	11	and	and	CCONJ
easat-11246	222	12	a	a	DET
easat-11246	222	13	forecast	forecast	NOUN
easat-11246	222	14	period	period	NOUN
easat-11246	222	15	.	.	PUNCT
easat-11246	223	1	•	•	NUM
easat-11246	223	2	additionally	additionally	ADV
easat-11246	223	3	,	,	PUNCT
easat-11246	223	4	87	87	NUM
easat-11246	223	5	%	%	NOUN
easat-11246	223	6	appreciated	appreciate	VERB
easat-11246	223	7	the	the	DET
easat-11246	223	8	synthesis	synthesis	NOUN
easat-11246	223	9	by	by	ADP
easat-11246	223	10	including	include	VERB
easat-11246	223	11	both	both	CCONJ
easat-11246	223	12	price	price	NOUN
easat-11246	223	13	and	and	CCONJ
easat-11246	223	14	risk	risk	NOUN
easat-11246	223	15	predictions	prediction	NOUN
easat-11246	223	16	.	.	PUNCT
easat-11246	224	1	this	this	DET
easat-11246	224	2	result	result	NOUN
easat-11246	224	3	validates	validate	VERB
easat-11246	224	4	that	that	SCONJ
easat-11246	224	5	the	the	DET
easat-11246	224	6	developed	develop	VERB
easat-11246	224	7	system	system	NOUN
easat-11246	224	8	effectively	effectively	ADV
easat-11246	224	9	combines	combine	VERB
easat-11246	224	10	statistical	statistical	ADJ
easat-11246	224	11	forecasting	forecasting	NOUN
easat-11246	224	12	,	,	PUNCT
easat-11246	224	13	ai	ai	NOUN
easat-11246	224	14	-	-	PUNCT
easat-11246	224	15	based	base	VERB
easat-11246	224	16	risk	risk	NOUN
easat-11246	224	17	prediction	prediction	NOUN
easat-11246	224	18	,	,	PUNCT
easat-11246	224	19	and	and	CCONJ
easat-11246	224	20	interactive	interactive	ADJ
easat-11246	224	21	visualization	visualization	NOUN
easat-11246	224	22	to	to	PART
easat-11246	224	23	create	create	VERB
easat-11246	224	24	a	a	DET
easat-11246	224	25	practical	practical	ADJ
easat-11246	224	26	tool	tool	NOUN
easat-11246	224	27	for	for	ADP
easat-11246	224	28	making	make	VERB
easat-11246	224	29	financial	financial	ADJ
easat-11246	224	30	decisions	decision	NOUN
easat-11246	224	31	.	.	PUNCT
easat-11246	225	1	•	•	NUM
easat-11246	225	2	requests	request	NOUN
easat-11246	225	3	for	for	ADP
easat-11246	225	4	future	future	ADJ
easat-11246	225	5	updates	update	NOUN
easat-11246	225	6	include	include	VERB
easat-11246	225	7	macroeconomic	macroeconomic	ADJ
easat-11246	225	8	variables	variable	NOUN
easat-11246	225	9	and	and	CCONJ
easat-11246	225	10	real	real	ADJ
easat-11246	225	11	-	-	PUNCT
easat-11246	225	12	time	time	NOUN
easat-11246	225	13	news	news	NOUN
easat-11246	225	14	sentiment	sentiment	NOUN
easat-11246	225	15	.	.	PUNCT
easat-11246	226	1	4.2.8	4.2.8	X
easat-11246	226	2	.	.	PUNCT
easat-11246	226	3	user	user	NOUN
easat-11246	226	4	validation	validation	NOUN
easat-11246	226	5	and	and	CCONJ
easat-11246	226	6	system	system	NOUN
easat-11246	226	7	feedback	feedback	VERB
easat-11246	226	8	the	the	DET
easat-11246	226	9	streamlit	streamlit	NOUN
easat-11246	226	10	-	-	PUNCT
easat-11246	226	11	based	base	VERB
easat-11246	226	12	dashboard	dashboard	NOUN
easat-11246	226	13	successfully	successfully	ADV
easat-11246	226	14	integrates	integrate	VERB
easat-11246	226	15	the	the	DET
easat-11246	226	16	prophet	prophet	NOUN
easat-11246	226	17	and	and	CCONJ
easat-11246	226	18	machine	machine	NOUN
easat-11246	226	19	learning	learning	NOUN
easat-11246	226	20	models	model	NOUN
easat-11246	226	21	into	into	ADP
easat-11246	226	22	a	a	DET
easat-11246	226	23	cohesive	cohesive	ADJ
easat-11246	226	24	and	and	CCONJ
easat-11246	226	25	user	user	NOUN
easat-11246	226	26	-	-	PUNCT
easat-11246	226	27	friendly	friendly	ADJ
easat-11246	226	28	web	web	NOUN
easat-11246	226	29	interface	interface	NOUN
easat-11246	226	30	.	.	PUNCT
easat-11246	227	1	user	user	NOUN
easat-11246	227	2	feedback	feedback	NOUN
easat-11246	227	3	from	from	ADP
easat-11246	227	4	initial	initial	ADJ
easat-11246	227	5	testers	tester	NOUN
easat-11246	227	6	(	(	PUNCT
easat-11246	227	7	data	datum	NOUN
easat-11246	227	8	analysts	analyst	NOUN
easat-11246	227	9	and	and	CCONJ
easat-11246	227	10	diploma	diploma	NOUN
easat-11246	227	11	iv	iv	NUM
easat-11246	227	12	finance	finance	NOUN
easat-11246	227	13	students	student	NOUN
easat-11246	227	14	)	)	PUNCT
easat-11246	227	15	indicated	indicate	VERB
easat-11246	227	16	high	high	ADJ
easat-11246	227	17	usability	usability	NOUN
easat-11246	227	18	and	and	CCONJ
easat-11246	227	19	utility	utility	NOUN
easat-11246	227	20	,	,	PUNCT
easat-11246	227	21	with	with	ADP
easat-11246	227	22	specific	specific	ADJ
easat-11246	227	23	appreciation	appreciation	NOUN
easat-11246	227	24	for	for	ADP
easat-11246	227	25	the	the	DET
easat-11246	227	26	ability	ability	NOUN
easat-11246	227	27	to	to	PART
easat-11246	227	28	adjust	adjust	VERB
easat-11246	227	29	parameters	parameter	NOUN
easat-11246	227	30	and	and	CCONJ
easat-11246	227	31	view	view	VERB
easat-11246	227	32	interactive	interactive	ADJ
easat-11246	227	33	outputs	output	NOUN
easat-11246	227	34	without	without	ADP
easat-11246	227	35	technical	technical	ADJ
easat-11246	227	36	knowledge	knowledge	NOUN
easat-11246	227	37	.	.	PUNCT
easat-11246	228	1	the	the	DET
easat-11246	228	2	dashboard	dashboard	NOUN
easat-11246	228	3	provides	provide	VERB
easat-11246	228	4	a	a	DET
easat-11246	228	5	more	more	ADV
easat-11246	228	6	precise	precise	ADJ
easat-11246	228	7	,	,	PUNCT
easat-11246	228	8	up	up	ADP
easat-11246	228	9	-	-	PUNCT
easat-11246	228	10	to	to	ADP
easat-11246	228	11	-	-	PUNCT
easat-11246	228	12	date	date	NOUN
easat-11246	228	13	,	,	PUNCT
easat-11246	228	14	and	and	CCONJ
easat-11246	228	15	user	user	NOUN
easat-11246	228	16	-	-	PUNCT
easat-11246	228	17	friendly	friendly	ADJ
easat-11246	228	18	decision	decision	NOUN
easat-11246	228	19	-	-	PUNCT
easat-11246	228	20	making	make	VERB
easat-11246	228	21	tool	tool	NOUN
easat-11246	228	22	for	for	ADP
easat-11246	228	23	firms	firm	NOUN
easat-11246	228	24	when	when	SCONJ
easat-11246	228	25	it	it	PRON
easat-11246	228	26	comes	come	VERB
easat-11246	228	27	to	to	ADP
easat-11246	228	28	investment	investment	NOUN
easat-11246	228	29	.	.	PUNCT
easat-11246	229	1	another	another	DET
easat-11246	229	2	benefit	benefit	NOUN
easat-11246	229	3	is	be	AUX
easat-11246	229	4	that	that	SCONJ
easat-11246	229	5	it	it	PRON
easat-11246	229	6	can	can	AUX
easat-11246	229	7	present	present	VERB
easat-11246	229	8	forecasted	forecast	VERB
easat-11246	229	9	stock	stock	NOUN
easat-11246	229	10	prices	price	NOUN
easat-11246	229	11	and	and	CCONJ
easat-11246	229	12	associated	associated	ADJ
easat-11246	229	13	risk	risk	NOUN
easat-11246	229	14	indicators	indicator	NOUN
easat-11246	229	15	,	,	PUNCT
easat-11246	229	16	which	which	PRON
easat-11246	229	17	assist	assist	VERB
easat-11246	229	18	companies	company	NOUN
easat-11246	229	19	in	in	ADP
easat-11246	229	20	timely	timely	ADJ
easat-11246	229	21	responses	response	NOUN
easat-11246	229	22	to	to	ADP
easat-11246	229	23	market	market	NOUN
easat-11246	229	24	changes	change	NOUN
easat-11246	229	25	.	.	PUNCT
easat-11246	230	1	the	the	DET
easat-11246	230	2	following	follow	VERB
easat-11246	230	3	are	be	AUX
easat-11246	230	4	the	the	DET
easat-11246	230	5	key	key	ADJ
easat-11246	230	6	userinteraction	userinteraction	NOUN
easat-11246	230	7	outcomes	outcome	NOUN
easat-11246	230	8	:	:	PUNCT
easat-11246	230	9	•	•	NUM
easat-11246	230	10	real	real	ADJ
easat-11246	230	11	-	-	PUNCT
easat-11246	230	12	time	time	NOUN
easat-11246	230	13	forecasting	forecasting	NOUN
easat-11246	230	14	:	:	PUNCT
easat-11246	230	15	users	user	NOUN
easat-11246	230	16	can	can	AUX
easat-11246	230	17	instantly	instantly	ADV
easat-11246	230	18	view	view	VERB
easat-11246	230	19	updated	update	VERB
easat-11246	230	20	predictions	prediction	NOUN
easat-11246	230	21	by	by	ADP
easat-11246	230	22	selecting	select	VERB
easat-11246	230	23	a	a	DET
easat-11246	230	24	stock	stock	NOUN
easat-11246	230	25	and	and	CCONJ
easat-11246	230	26	forecast	forecast	NOUN
easat-11246	230	27	horizon	horizon	NOUN
easat-11246	230	28	.	.	PUNCT
easat-11246	231	1	•	•	NUM
easat-11246	231	2	risk	risk	NOUN
easat-11246	231	3	feedback	feedback	NOUN
easat-11246	231	4	:	:	PUNCT
easat-11246	231	5	the	the	DET
easat-11246	231	6	dashboard	dashboard	NOUN
easat-11246	231	7	displayed	display	VERB
easat-11246	231	8	intuitive	intuitive	ADJ
easat-11246	231	9	risk	risk	NOUN
easat-11246	231	10	classifications	classification	NOUN
easat-11246	231	11	with	with	ADP
easat-11246	231	12	visual	visual	ADJ
easat-11246	231	13	aids	aid	NOUN
easat-11246	231	14	(	(	PUNCT
easat-11246	231	15	e.g.	e.g.	ADV
easat-11246	231	16	,	,	PUNCT
easat-11246	231	17	colorcoded	colorcode	VERB
easat-11246	231	18	risk	risk	NOUN
easat-11246	231	19	indicators	indicator	NOUN
easat-11246	231	20	)	)	PUNCT
easat-11246	231	21	.	.	PUNCT
easat-11246	232	1	•	•	NUM
easat-11246	232	2	visual	visual	ADJ
easat-11246	232	3	clarity	clarity	NOUN
easat-11246	232	4	:	:	PUNCT
easat-11246	232	5	time	time	NOUN
easat-11246	232	6	-	-	PUNCT
easat-11246	232	7	series	series	NOUN
easat-11246	232	8	plots	plot	NOUN
easat-11246	232	9	,	,	PUNCT
easat-11246	232	10	confidence	confidence	NOUN
easat-11246	232	11	bands	band	NOUN
easat-11246	232	12	,	,	PUNCT
easat-11246	232	13	and	and	CCONJ
easat-11246	232	14	model	model	NOUN
easat-11246	232	15	explanations	explanation	NOUN
easat-11246	232	16	were	be	AUX
easat-11246	232	17	presented	present	VERB
easat-11246	232	18	clearly	clearly	ADV
easat-11246	232	19	and	and	CCONJ
easat-11246	232	20	responsively	responsively	ADV
easat-11246	232	21	.	.	PUNCT
easat-11246	233	1	additionally	additionally	ADV
easat-11246	233	2	,	,	PUNCT
easat-11246	233	3	using	use	VERB
easat-11246	233	4	a	a	DET
easat-11246	233	5	flexible	flexible	ADJ
easat-11246	233	6	forecasting	forecasting	NOUN
easat-11246	233	7	model	model	NOUN
easat-11246	233	8	like	like	SCONJ
easat-11246	233	9	facebook	facebook	PROPN
easat-11246	233	10	prophet	prophet	NOUN
easat-11246	233	11	results	result	VERB
easat-11246	233	12	in	in	ADP
easat-11246	233	13	more	more	ADV
easat-11246	233	14	reliable	reliable	ADJ
easat-11246	233	15	predictions	prediction	NOUN
easat-11246	233	16	compared	compare	VERB
easat-11246	233	17	to	to	ADP
easat-11246	233	18	classical	classical	ADJ
easat-11246	233	19	models	model	NOUN
easat-11246	233	20	,	,	PUNCT
easat-11246	233	21	which	which	PRON
easat-11246	233	22	often	often	ADV
easat-11246	233	23	fail	fail	VERB
easat-11246	233	24	to	to	PART
easat-11246	233	25	capture	capture	VERB
easat-11246	233	26	sudden	sudden	ADJ
easat-11246	233	27	market	market	NOUN
easat-11246	233	28	volatility	volatility	NOUN
easat-11246	233	29	.	.	PUNCT
easat-11246	234	1	however	however	ADV
easat-11246	234	2	,	,	PUNCT
easat-11246	234	3	the	the	DET
easat-11246	234	4	model	model	NOUN
easat-11246	234	5	is	be	AUX
easat-11246	234	6	particularly	particularly	ADV
easat-11246	234	7	sensitive	sensitive	ADJ
easat-11246	234	8	to	to	ADP
easat-11246	234	9	data	datum	NOUN
easat-11246	234	10	quality	quality	NOUN
easat-11246	234	11	.	.	PUNCT
easat-11246	235	1	predictions	prediction	NOUN
easat-11246	235	2	can	can	AUX
easat-11246	235	3	be	be	AUX
easat-11246	235	4	off	off	ADV
easat-11246	235	5	when	when	SCONJ
easat-11246	235	6	data	datum	NOUN
easat-11246	235	7	are	be	AUX
easat-11246	235	8	incomplete	incomplete	ADJ
easat-11246	235	9	,	,	PUNCT
easat-11246	235	10	incorrect	incorrect	ADJ
easat-11246	235	11	,	,	PUNCT
easat-11246	235	12	or	or	CCONJ
easat-11246	235	13	absent	absent	ADJ
easat-11246	235	14	.	.	PUNCT
easat-11246	236	1	outside	outside	ADJ
easat-11246	236	2	market	market	NOUN
easat-11246	236	3	issues	issue	NOUN
easat-11246	236	4	,	,	PUNCT
easat-11246	236	5	such	such	ADJ
easat-11246	236	6	as	as	ADP
easat-11246	236	7	geopolitical	geopolitical	ADJ
easat-11246	236	8	events	event	NOUN
easat-11246	236	9	,	,	PUNCT
easat-11246	236	10	can	can	AUX
easat-11246	236	11	disrupt	disrupt	VERB
easat-11246	236	12	estimates	estimate	NOUN
easat-11246	236	13	as	as	ADV
easat-11246	236	14	well	well	ADV
easat-11246	236	15	,	,	PUNCT
easat-11246	236	16	so	so	ADV
easat-11246	236	17	it	it	PRON
easat-11246	236	18	makes	make	VERB
easat-11246	236	19	sense	sense	NOUN
easat-11246	236	20	to	to	PART
easat-11246	236	21	consider	consider	VERB
easat-11246	236	22	all	all	DET
easat-11246	236	23	these	these	DET
easat-11246	236	24	factors	factor	NOUN
easat-11246	236	25	when	when	SCONJ
easat-11246	236	26	formulating	formulate	VERB
easat-11246	236	27	corporate	corporate	ADJ
easat-11246	236	28	strategies	strategy	NOUN
easat-11246	236	29	.	.	PUNCT
easat-11246	237	1	5	5	X
easat-11246	237	2	.	.	X
easat-11246	237	3	discussion	discussion	NOUN
easat-11246	237	4	and	and	CCONJ
easat-11246	237	5	analysis	analysis	NOUN
easat-11246	237	6	this	this	DET
easat-11246	237	7	section	section	NOUN
easat-11246	237	8	discusses	discuss	VERB
easat-11246	237	9	the	the	DET
easat-11246	237	10	implications	implication	NOUN
easat-11246	237	11	of	of	ADP
easat-11246	237	12	the	the	DET
easat-11246	237	13	forecasting	forecasting	NOUN
easat-11246	237	14	results	result	NOUN
easat-11246	237	15	,	,	PUNCT
easat-11246	237	16	system	system	NOUN
easat-11246	237	17	functionality	functionality	NOUN
easat-11246	237	18	,	,	PUNCT
easat-11246	237	19	and	and	CCONJ
easat-11246	237	20	risk	risk	NOUN
easat-11246	237	21	evaluation	evaluation	NOUN
easat-11246	237	22	features	feature	NOUN
easat-11246	237	23	in	in	ADP
easat-11246	237	24	relation	relation	NOUN
easat-11246	237	25	to	to	ADP
easat-11246	237	26	existing	exist	VERB
easat-11246	237	27	research	research	NOUN
easat-11246	237	28	and	and	CCONJ
easat-11246	237	29	practical	practical	ADJ
easat-11246	237	30	financial	financial	ADJ
easat-11246	237	31	decision	decision	NOUN
easat-11246	237	32	-	-	PUNCT
easat-11246	237	33	making	making	NOUN
easat-11246	237	34	.	.	PUNCT
easat-11246	238	1	the	the	DET
easat-11246	238	2	integrated	integrate	VERB
easat-11246	238	3	dashboard	dashboard	NOUN
easat-11246	238	4	combining	combine	VERB
easat-11246	238	5	facebook	facebook	PROPN
easat-11246	238	6	prophet	prophet	NOUN
easat-11246	238	7	,	,	PUNCT
easat-11246	238	8	risk	risk	NOUN
easat-11246	238	9	analytics	analytic	NOUN
easat-11246	238	10	,	,	PUNCT
easat-11246	238	11	and	and	CCONJ
easat-11246	238	12	streamlit	streamlit	NOUN
easat-11246	238	13	addresses	address	NOUN
easat-11246	238	14	the	the	DET
easat-11246	238	15	key	key	ADJ
easat-11246	238	16	challenges	challenge	NOUN
easat-11246	238	17	identified	identify	VERB
easat-11246	238	18	in	in	ADP
easat-11246	238	19	earlier	early	ADJ
easat-11246	238	20	studies	study	NOUN
easat-11246	238	21	,	,	PUNCT
easat-11246	238	22	particularly	particularly	ADV
easat-11246	238	23	the	the	DET
easat-11246	238	24	need	need	NOUN
easat-11246	238	25	for	for	ADP
easat-11246	238	26	accessible	accessible	ADJ
easat-11246	238	27	forecasting	forecasting	NOUN
easat-11246	238	28	tools	tool	NOUN
easat-11246	238	29	that	that	PRON
easat-11246	238	30	balance	balance	VERB
easat-11246	238	31	predictive	predictive	ADJ
easat-11246	238	32	performance	performance	NOUN
easat-11246	238	33	with	with	ADP
easat-11246	238	34	interpretability	interpretability	NOUN
easat-11246	238	35	.	.	PUNCT
easat-11246	239	1	the	the	DET
easat-11246	239	2	system	system	NOUN
easat-11246	239	3	architecture	architecture	NOUN
easat-11246	239	4	demonstrates	demonstrate	VERB
easat-11246	239	5	how	how	SCONJ
easat-11246	239	6	prophet	prophet	NOUN
easat-11246	239	7	’s	’s	PART
easat-11246	239	8	decomposition	decomposition	NOUN
easat-11246	239	9	approach	approach	NOUN
easat-11246	239	10	contributes	contribute	VERB
easat-11246	239	11	to	to	ADP
easat-11246	239	12	a	a	DET
easat-11246	239	13	clearer	clear	ADJ
easat-11246	239	14	understanding	understanding	NOUN
easat-11246	239	15	of	of	ADP
easat-11246	239	16	stock	stock	NOUN
easat-11246	239	17	movement	movement	NOUN
easat-11246	239	18	patterns	pattern	NOUN
easat-11246	239	19	.	.	PUNCT
easat-11246	240	1	existing	exist	VERB
easat-11246	240	2	literature	literature	NOUN
easat-11246	240	3	suggests	suggest	VERB
easat-11246	240	4	that	that	SCONJ
easat-11246	240	5	prophet	prophet	NOUN
easat-11246	240	6	performs	perform	VERB
easat-11246	240	7	effectively	effectively	ADV
easat-11246	240	8	in	in	ADP
easat-11246	240	9	environments	environment	NOUN
easat-11246	240	10	where	where	SCONJ
easat-11246	240	11	trend	trend	NOUN
easat-11246	240	12	shifts	shift	NOUN
easat-11246	240	13	and	and	CCONJ
easat-11246	240	14	seasonal	seasonal	ADJ
easat-11246	240	15	patterns	pattern	NOUN
easat-11246	240	16	are	be	AUX
easat-11246	240	17	prominent	prominent	ADJ
easat-11246	240	18	[	[	X
easat-11246	240	19	9	9	NUM
easat-11246	240	20	,	,	PUNCT
easat-11246	240	21	25	25	NUM
easat-11246	240	22	]	]	PUNCT
easat-11246	240	23	.	.	PUNCT
easat-11246	241	1	in	in	ADP
easat-11246	241	2	the	the	DET
easat-11246	241	3	context	context	NOUN
easat-11246	241	4	of	of	ADP
easat-11246	241	5	indonesian	indonesian	ADJ
easat-11246	241	6	banking	banking	NOUN
easat-11246	241	7	stocks	stock	NOUN
easat-11246	241	8	,	,	PUNCT
easat-11246	241	9	which	which	PRON
easat-11246	241	10	are	be	AUX
easat-11246	241	11	influenced	influence	VERB
easat-11246	241	12	by	by	ADP
easat-11246	241	13	macroeconomic	macroeconomic	ADJ
easat-11246	241	14	cycles	cycle	NOUN
easat-11246	241	15	and	and	CCONJ
easat-11246	241	16	regulatory	regulatory	ADJ
easat-11246	241	17	events	event	NOUN
easat-11246	241	18	,	,	PUNCT
easat-11246	241	19	the	the	DET
easat-11246	241	20	use	use	NOUN
easat-11246	241	21	of	of	ADP
easat-11246	241	22	prophet	prophet	NOUN
easat-11246	241	23	enables	enable	VERB
easat-11246	241	24	users	user	NOUN
easat-11246	241	25	to	to	PART
easat-11246	241	26	visually	visually	ADV
easat-11246	241	27	identify	identify	VERB
easat-11246	241	28	longterm	longterm	ADJ
easat-11246	241	29	growth	growth	NOUN
easat-11246	241	30	directions	direction	NOUN
easat-11246	241	31	while	while	SCONJ
easat-11246	241	32	separating	separate	VERB
easat-11246	241	33	predictable	predictable	ADJ
easat-11246	241	34	seasonal	seasonal	ADJ
easat-11246	241	35	fluctuations	fluctuation	NOUN
easat-11246	241	36	.	.	PUNCT
easat-11246	242	1	the	the	DET
easat-11246	242	2	integration	integration	NOUN
easat-11246	242	3	of	of	ADP
easat-11246	242	4	risk	risk	NOUN
easat-11246	242	5	indicators	indicator	NOUN
easat-11246	242	6	enhances	enhance	VERB
easat-11246	242	7	the	the	DET
easat-11246	242	8	analytical	analytical	ADJ
easat-11246	242	9	depth	depth	NOUN
easat-11246	242	10	of	of	ADP
easat-11246	242	11	the	the	DET
easat-11246	242	12	dashboard	dashboard	NOUN
easat-11246	242	13	.	.	PUNCT
easat-11246	243	1	prior	prior	ADJ
easat-11246	243	2	studies	study	NOUN
easat-11246	243	3	emphasized	emphasize	VERB
easat-11246	243	4	that	that	SCONJ
easat-11246	243	5	prediction	prediction	NOUN
easat-11246	243	6	accuracy	accuracy	NOUN
easat-11246	243	7	alone	alone	ADV
easat-11246	243	8	can	can	AUX
easat-11246	243	9	not	not	PART
easat-11246	243	10	support	support	VERB
easat-11246	243	11	investment	investment	NOUN
easat-11246	243	12	decision	decision	NOUN
easat-11246	243	13	-	-	PUNCT
easat-11246	243	14	making	making	NOUN
easat-11246	243	15	unless	unless	SCONJ
easat-11246	243	16	accompanied	accompany	VERB
easat-11246	243	17	by	by	ADP
easat-11246	243	18	uncertainty	uncertainty	NOUN
easat-11246	243	19	assessment	assessment	NOUN
easat-11246	243	20	and	and	CCONJ
easat-11246	243	21	volatility	volatility	NOUN
easat-11246	243	22	interpretation	interpretation	NOUN
easat-11246	243	23	[	[	X
easat-11246	243	24	2	2	NUM
easat-11246	243	25	,	,	PUNCT
easat-11246	243	26	11	11	NUM
easat-11246	243	27	]	]	PUNCT
easat-11246	243	28	.	.	PUNCT
easat-11246	244	1	by	by	ADP
easat-11246	244	2	incorporating	incorporate	VERB
easat-11246	244	3	volatility	volatility	NOUN
easat-11246	244	4	,	,	PUNCT
easat-11246	244	5	moving	move	VERB
easat-11246	244	6	average	average	ADJ
easat-11246	244	7	comparisons	comparison	NOUN
easat-11246	244	8	,	,	PUNCT
easat-11246	244	9	and	and	CCONJ
easat-11246	244	10	stability	stability	NOUN
easat-11246	244	11	ratios	ratio	NOUN
easat-11246	244	12	,	,	PUNCT
easat-11246	244	13	the	the	DET
easat-11246	244	14	dashboard	dashboard	NOUN
easat-11246	244	15	helps	help	VERB
easat-11246	244	16	users	user	NOUN
easat-11246	244	17	assess	assess	VERB
easat-11246	244	18	not	not	PART
easat-11246	244	19	only	only	ADV
easat-11246	244	20	where	where	SCONJ
easat-11246	244	21	the	the	DET
easat-11246	244	22	price	price	NOUN
easat-11246	244	23	may	may	AUX
easat-11246	244	24	move	move	VERB
easat-11246	244	25	but	but	CCONJ
easat-11246	244	26	also	also	ADV
easat-11246	244	27	how	how	SCONJ
easat-11246	244	28	reliable	reliable	ADJ
easat-11246	244	29	and	and	CCONJ
easat-11246	244	30	risky	risky	ADJ
easat-11246	244	31	that	that	DET
easat-11246	244	32	movement	movement	NOUN
easat-11246	244	33	may	may	AUX
easat-11246	244	34	be	be	AUX
easat-11246	244	35	.	.	PUNCT
easat-11246	245	1	this	this	PRON
easat-11246	245	2	aligns	align	VERB
easat-11246	245	3	with	with	ADP
easat-11246	245	4	financial	financial	ADJ
easat-11246	245	5	risk	risk	NOUN
easat-11246	245	6	management	management	NOUN
easat-11246	245	7	principles	principle	NOUN
easat-11246	245	8	and	and	CCONJ
easat-11246	245	9	strengthens	strengthen	VERB
easat-11246	245	10	practical	practical	ADJ
easat-11246	245	11	usability	usability	NOUN
easat-11246	245	12	for	for	ADP
easat-11246	245	13	investors	investor	NOUN
easat-11246	245	14	.	.	PUNCT
easat-11246	246	1	once	once	SCONJ
easat-11246	246	2	the	the	DET
easat-11246	246	3	numerical	numerical	PROPN
easat-11246	246	4	forecasting	forecasting	PROPN
easat-11246	246	5	1467	1467	NUM
easat-11246	246	6	edelweiss	edelweiss	PROPN
easat-11246	246	7	applied	apply	VERB
easat-11246	246	8	science	science	NOUN
easat-11246	246	9	and	and	CCONJ
easat-11246	246	10	technology	technology	NOUN
easat-11246	246	11	issn	issn	PROPN
easat-11246	246	12	:	:	PUNCT
easat-11246	246	13	2576	2576	NUM
easat-11246	246	14	-	-	SYM
easat-11246	246	15	8484	8484	NUM
easat-11246	246	16	vol	vol	NOUN
easat-11246	246	17	.	.	PROPN
easat-11246	247	1	9	9	NUM
easat-11246	247	2	,	,	PUNCT
easat-11246	247	3	no	no	INTJ
easat-11246	247	4	.	.	NOUN
easat-11246	247	5	11	11	NUM
easat-11246	247	6	:	:	PUNCT
easat-11246	247	7	1453	1453	NUM
easat-11246	247	8	-	-	SYM
easat-11246	247	9	1469	1469	NUM
easat-11246	247	10	,	,	PUNCT
easat-11246	247	11	2025	2025	NUM
easat-11246	247	12	doi	doi	NOUN
easat-11246	247	13	:	:	PUNCT
easat-11246	247	14	10.55214/2576	10.55214/2576	NUM
easat-11246	247	15	-	-	SYM
easat-11246	247	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	248	1	©	©	PROPN
easat-11246	248	2	2025	2025	NUM
easat-11246	248	3	by	by	ADP
easat-11246	248	4	the	the	DET
easat-11246	248	5	authors	author	NOUN
easat-11246	248	6	;	;	PUNCT
easat-11246	248	7	licensee	licensee	PROPN
easat-11246	248	8	learning	learn	VERB
easat-11246	248	9	gate	gate	NOUN
easat-11246	248	10	results	result	NOUN
easat-11246	248	11	are	be	AUX
easat-11246	248	12	inserted	insert	VERB
easat-11246	248	13	,	,	PUNCT
easat-11246	248	14	the	the	DET
easat-11246	248	15	performance	performance	NOUN
easat-11246	248	16	of	of	ADP
easat-11246	248	17	prophet	prophet	NOUN
easat-11246	248	18	on	on	ADP
easat-11246	248	19	the	the	DET
easat-11246	248	20	bbri	bbri	NOUN
easat-11246	248	21	and	and	CCONJ
easat-11246	248	22	bbca	bbca	PROPN
easat-11246	248	23	stock	stock	NOUN
easat-11246	248	24	datasets	dataset	NOUN
easat-11246	248	25	can	can	AUX
easat-11246	248	26	be	be	AUX
easat-11246	248	27	compared	compare	VERB
easat-11246	248	28	.	.	PUNCT
easat-11246	249	1	based	base	VERB
easat-11246	249	2	on	on	ADP
easat-11246	249	3	existing	exist	VERB
easat-11246	249	4	market	market	NOUN
easat-11246	249	5	behavior	behavior	NOUN
easat-11246	249	6	research	research	NOUN
easat-11246	249	7	,	,	PUNCT
easat-11246	249	8	bbca	bbca	PROPN
easat-11246	249	9	is	be	AUX
easat-11246	249	10	generally	generally	ADV
easat-11246	249	11	associated	associate	VERB
easat-11246	249	12	with	with	ADP
easat-11246	249	13	lower	low	ADJ
easat-11246	249	14	volatility	volatility	NOUN
easat-11246	249	15	and	and	CCONJ
easat-11246	249	16	more	more	ADV
easat-11246	249	17	stable	stable	ADJ
easat-11246	249	18	price	price	NOUN
easat-11246	249	19	trends	trend	NOUN
easat-11246	249	20	due	due	ADP
easat-11246	249	21	to	to	ADP
easat-11246	249	22	its	its	PRON
easat-11246	249	23	strong	strong	ADJ
easat-11246	249	24	capitalization	capitalization	NOUN
easat-11246	249	25	and	and	CCONJ
easat-11246	249	26	conservative	conservative	ADJ
easat-11246	249	27	lending	lending	NOUN
easat-11246	249	28	profile	profile	NOUN
easat-11246	249	29	,	,	PUNCT
easat-11246	249	30	while	while	SCONJ
easat-11246	249	31	bbri	bbri	NOUN
easat-11246	249	32	historically	historically	ADV
easat-11246	249	33	exhibited	exhibit	VERB
easat-11246	249	34	more	more	ADJ
easat-11246	249	35	cyclic	cyclic	ADJ
easat-11246	249	36	movement	movement	NOUN
easat-11246	249	37	influenced	influence	VERB
easat-11246	249	38	by	by	ADP
easat-11246	249	39	micro	micro	ADJ
easat-11246	249	40	-	-	ADJ
easat-11246	249	41	lending	lending	ADJ
easat-11246	249	42	performance	performance	NOUN
easat-11246	249	43	and	and	CCONJ
easat-11246	249	44	broader	broad	ADJ
easat-11246	249	45	domestic	domestic	ADJ
easat-11246	249	46	consumer	consumer	NOUN
easat-11246	249	47	activity	activity	NOUN
easat-11246	249	48	.	.	PUNCT
easat-11246	250	1	if	if	SCONJ
easat-11246	250	2	the	the	DET
easat-11246	250	3	results	result	NOUN
easat-11246	250	4	align	align	VERB
easat-11246	250	5	with	with	ADP
easat-11246	250	6	these	these	DET
easat-11246	250	7	financial	financial	ADJ
easat-11246	250	8	characteristics	characteristic	NOUN
easat-11246	250	9	,	,	PUNCT
easat-11246	250	10	they	they	PRON
easat-11246	250	11	will	will	AUX
easat-11246	250	12	reinforce	reinforce	VERB
easat-11246	250	13	the	the	DET
easat-11246	250	14	model	model	NOUN
easat-11246	250	15	’s	’s	PART
easat-11246	250	16	validity	validity	NOUN
easat-11246	250	17	in	in	ADP
easat-11246	250	18	capturing	capture	VERB
easat-11246	250	19	structural	structural	ADJ
easat-11246	250	20	market	market	NOUN
easat-11246	250	21	tendencies	tendency	NOUN
easat-11246	250	22	.	.	PUNCT
easat-11246	251	1	furthermore	furthermore	ADV
easat-11246	251	2	,	,	PUNCT
easat-11246	251	3	the	the	DET
easat-11246	251	4	dashboard	dashboard	NOUN
easat-11246	251	5	’s	’s	PART
easat-11246	251	6	visualization	visualization	NOUN
easat-11246	251	7	-	-	PUNCT
easat-11246	251	8	centric	centric	ADJ
easat-11246	251	9	design	design	NOUN
easat-11246	251	10	responds	respond	VERB
easat-11246	251	11	to	to	ADP
easat-11246	251	12	concerns	concern	NOUN
easat-11246	251	13	raised	raise	VERB
easat-11246	251	14	in	in	ADP
easat-11246	251	15	the	the	DET
easat-11246	251	16	literature	literature	NOUN
easat-11246	251	17	that	that	PRON
easat-11246	251	18	many	many	ADJ
easat-11246	251	19	machine	machine	NOUN
easat-11246	251	20	learning	learning	NOUN
easat-11246	251	21	and	and	CCONJ
easat-11246	251	22	deep	deep	ADJ
easat-11246	251	23	learning	learning	NOUN
easat-11246	251	24	forecasting	forecasting	NOUN
easat-11246	251	25	tools	tool	NOUN
easat-11246	251	26	are	be	AUX
easat-11246	251	27	difficult	difficult	ADJ
easat-11246	251	28	for	for	SCONJ
easat-11246	251	29	non	non	ADJ
easat-11246	251	30	-	-	ADJ
easat-11246	251	31	technical	technical	ADJ
easat-11246	251	32	users	user	NOUN
easat-11246	251	33	to	to	PART
easat-11246	251	34	interpret	interpret	VERB
easat-11246	251	35	[	[	X
easat-11246	251	36	21	21	NUM
easat-11246	251	37	,	,	PUNCT
easat-11246	251	38	28	28	NUM
easat-11246	251	39	]	]	PUNCT
easat-11246	251	40	.	.	PUNCT
easat-11246	252	1	by	by	ADP
easat-11246	252	2	presenting	present	VERB
easat-11246	252	3	forecasts	forecast	NOUN
easat-11246	252	4	,	,	PUNCT
easat-11246	252	5	trend	trend	NOUN
easat-11246	252	6	components	component	NOUN
easat-11246	252	7	,	,	PUNCT
easat-11246	252	8	and	and	CCONJ
easat-11246	252	9	risk	risk	NOUN
easat-11246	252	10	indicators	indicator	NOUN
easat-11246	252	11	in	in	ADP
easat-11246	252	12	a	a	DET
easat-11246	252	13	unified	unified	ADJ
easat-11246	252	14	interactive	interactive	ADJ
easat-11246	252	15	interface	interface	NOUN
easat-11246	252	16	,	,	PUNCT
easat-11246	252	17	the	the	DET
easat-11246	252	18	system	system	NOUN
easat-11246	252	19	improves	improve	VERB
easat-11246	252	20	transparency	transparency	NOUN
easat-11246	252	21	and	and	CCONJ
easat-11246	252	22	reduces	reduce	VERB
easat-11246	252	23	reliance	reliance	NOUN
easat-11246	252	24	on	on	ADP
easat-11246	252	25	specialized	specialized	ADJ
easat-11246	252	26	financial	financial	ADJ
easat-11246	252	27	analytics	analytic	NOUN
easat-11246	252	28	expertise	expertise	NOUN
easat-11246	252	29	.	.	PUNCT
easat-11246	253	1	this	this	PRON
easat-11246	253	2	contributes	contribute	VERB
easat-11246	253	3	to	to	ADP
easat-11246	253	4	bridging	bridge	VERB
easat-11246	253	5	the	the	DET
easat-11246	253	6	gap	gap	NOUN
easat-11246	253	7	between	between	ADP
easat-11246	253	8	model	model	NOUN
easat-11246	253	9	outputs	output	NOUN
easat-11246	253	10	and	and	CCONJ
easat-11246	253	11	investment	investment	NOUN
easat-11246	253	12	insights	insight	NOUN
easat-11246	253	13	,	,	PUNCT
easat-11246	253	14	a	a	DET
easat-11246	253	15	key	key	ADJ
easat-11246	253	16	research	research	NOUN
easat-11246	253	17	and	and	CCONJ
easat-11246	253	18	practical	practical	ADJ
easat-11246	253	19	challenge	challenge	NOUN
easat-11246	253	20	highlighted	highlight	VERB
easat-11246	253	21	across	across	ADP
easat-11246	253	22	multiple	multiple	ADJ
easat-11246	253	23	prior	prior	ADJ
easat-11246	253	24	studies	study	NOUN
easat-11246	253	25	.	.	PUNCT
easat-11246	254	1	in	in	ADP
easat-11246	254	2	summary	summary	NOUN
easat-11246	254	3	,	,	PUNCT
easat-11246	254	4	the	the	DET
easat-11246	254	5	system	system	NOUN
easat-11246	254	6	demonstrates	demonstrate	VERB
easat-11246	254	7	methodological	methodological	ADJ
easat-11246	254	8	alignment	alignment	NOUN
easat-11246	254	9	with	with	ADP
easat-11246	254	10	recent	recent	ADJ
easat-11246	254	11	forecasting	forecasting	NOUN
easat-11246	254	12	research	research	NOUN
easat-11246	254	13	while	while	SCONJ
easat-11246	254	14	introducing	introduce	VERB
easat-11246	254	15	a	a	DET
easat-11246	254	16	practical	practical	ADJ
easat-11246	254	17	,	,	PUNCT
easat-11246	254	18	user	user	NOUN
easat-11246	254	19	-	-	PUNCT
easat-11246	254	20	friendly	friendly	ADJ
easat-11246	254	21	decision	decision	NOUN
easat-11246	254	22	-	-	PUNCT
easat-11246	254	23	support	support	NOUN
easat-11246	254	24	tool	tool	NOUN
easat-11246	254	25	for	for	ADP
easat-11246	254	26	the	the	DET
easat-11246	254	27	indonesian	indonesian	ADJ
easat-11246	254	28	financial	financial	ADJ
easat-11246	254	29	market	market	NOUN
easat-11246	254	30	context	context	NOUN
easat-11246	254	31	.	.	PUNCT
easat-11246	255	1	the	the	DET
easat-11246	255	2	combination	combination	NOUN
easat-11246	255	3	of	of	ADP
easat-11246	255	4	prophet	prophet	NOUN
easat-11246	255	5	-	-	PUNCT
easat-11246	255	6	based	base	VERB
easat-11246	255	7	forecasting	forecasting	NOUN
easat-11246	255	8	and	and	CCONJ
easat-11246	255	9	integrated	integrate	VERB
easat-11246	255	10	risk	risk	NOUN
easat-11246	255	11	analysis	analysis	NOUN
easat-11246	255	12	offers	offer	VERB
easat-11246	255	13	users	user	NOUN
easat-11246	255	14	improved	improve	VERB
easat-11246	255	15	interpretability	interpretability	NOUN
easat-11246	255	16	and	and	CCONJ
easat-11246	255	17	broader	broad	ADJ
easat-11246	255	18	analytical	analytical	ADJ
easat-11246	255	19	control	control	NOUN
easat-11246	255	20	,	,	PUNCT
easat-11246	255	21	supporting	support	VERB
easat-11246	255	22	informed	informed	ADJ
easat-11246	255	23	strategic	strategic	ADJ
easat-11246	255	24	decision	decision	NOUN
easat-11246	255	25	-	-	PUNCT
easat-11246	255	26	making	making	NOUN
easat-11246	255	27	across	across	ADP
easat-11246	255	28	shortand	shortand	NOUN
easat-11246	255	29	medium	medium	ADJ
easat-11246	255	30	-	-	PUNCT
easat-11246	255	31	term	term	NOUN
easat-11246	255	32	investment	investment	NOUN
easat-11246	255	33	horizons	horizon	NOUN
easat-11246	255	34	.	.	PUNCT
easat-11246	256	1	6	6	NUM
easat-11246	256	2	.	.	X
easat-11246	256	3	conclusion	conclusion	NOUN
easat-11246	256	4	and	and	CCONJ
easat-11246	256	5	future	future	ADJ
easat-11246	256	6	research	research	NOUN
easat-11246	256	7	this	this	DET
easat-11246	256	8	study	study	NOUN
easat-11246	256	9	developed	develop	VERB
easat-11246	256	10	an	an	DET
easat-11246	256	11	interactive	interactive	ADJ
easat-11246	256	12	stock	stock	NOUN
easat-11246	256	13	price	price	NOUN
easat-11246	256	14	forecasting	forecasting	NOUN
easat-11246	256	15	and	and	CCONJ
easat-11246	256	16	risk	risk	NOUN
easat-11246	256	17	analysis	analysis	NOUN
easat-11246	256	18	dashboard	dashboard	NOUN
easat-11246	256	19	that	that	PRON
easat-11246	256	20	integrates	integrate	VERB
easat-11246	256	21	facebook	facebook	PROPN
easat-11246	256	22	prophet	prophet	NOUN
easat-11246	256	23	,	,	PUNCT
easat-11246	256	24	machine	machine	NOUN
easat-11246	256	25	-	-	PUNCT
easat-11246	256	26	learning	learning	NOUN
easat-11246	256	27	-	-	PUNCT
easat-11246	256	28	based	base	VERB
easat-11246	256	29	risk	risk	NOUN
easat-11246	256	30	metrics	metric	NOUN
easat-11246	256	31	,	,	PUNCT
easat-11246	256	32	and	and	CCONJ
easat-11246	256	33	the	the	DET
easat-11246	256	34	streamlit	streamlit	NOUN
easat-11246	256	35	framework	framework	NOUN
easat-11246	256	36	.	.	PUNCT
easat-11246	257	1	the	the	DET
easat-11246	257	2	system	system	NOUN
easat-11246	257	3	was	be	AUX
easat-11246	257	4	designed	design	VERB
easat-11246	257	5	using	use	VERB
easat-11246	257	6	a	a	DET
easat-11246	257	7	research	research	NOUN
easat-11246	257	8	and	and	CCONJ
easat-11246	257	9	development	development	NOUN
easat-11246	257	10	(	(	PUNCT
easat-11246	257	11	r&d	r&d	NOUN
easat-11246	257	12	)	)	PUNCT
easat-11246	257	13	approach	approach	NOUN
easat-11246	257	14	to	to	PART
easat-11246	257	15	ensure	ensure	VERB
easat-11246	257	16	that	that	SCONJ
easat-11246	257	17	both	both	PRON
easat-11246	257	18	functional	functional	ADJ
easat-11246	257	19	performance	performance	NOUN
easat-11246	257	20	and	and	CCONJ
easat-11246	257	21	user	user	NOUN
easat-11246	257	22	accessibility	accessibility	NOUN
easat-11246	257	23	were	be	AUX
easat-11246	257	24	considered	consider	VERB
easat-11246	257	25	throughout	throughout	ADP
easat-11246	257	26	the	the	DET
easat-11246	257	27	development	development	NOUN
easat-11246	257	28	process	process	NOUN
easat-11246	257	29	.	.	PUNCT
easat-11246	258	1	the	the	DET
easat-11246	258	2	dashboard	dashboard	NOUN
easat-11246	258	3	provides	provide	VERB
easat-11246	258	4	users	user	NOUN
easat-11246	258	5	with	with	ADP
easat-11246	258	6	forecasted	forecast	VERB
easat-11246	258	7	stock	stock	NOUN
easat-11246	258	8	price	price	NOUN
easat-11246	258	9	trends	trend	NOUN
easat-11246	258	10	,	,	PUNCT
easat-11246	258	11	decomposed	decompose	VERB
easat-11246	258	12	model	model	NOUN
easat-11246	258	13	components	component	NOUN
easat-11246	258	14	,	,	PUNCT
easat-11246	258	15	and	and	CCONJ
easat-11246	258	16	risk	risk	NOUN
easat-11246	258	17	indicators	indicator	NOUN
easat-11246	258	18	that	that	PRON
easat-11246	258	19	support	support	VERB
easat-11246	258	20	a	a	DET
easat-11246	258	21	more	more	ADV
easat-11246	258	22	transparent	transparent	ADJ
easat-11246	258	23	evaluation	evaluation	NOUN
easat-11246	258	24	of	of	ADP
easat-11246	258	25	market	market	NOUN
easat-11246	258	26	movement	movement	NOUN
easat-11246	258	27	and	and	CCONJ
easat-11246	258	28	investment	investment	NOUN
easat-11246	258	29	decision	decision	NOUN
easat-11246	258	30	-	-	PUNCT
easat-11246	258	31	making	making	NOUN
easat-11246	258	32	.	.	PUNCT
easat-11246	259	1	by	by	ADP
easat-11246	259	2	applying	apply	VERB
easat-11246	259	3	the	the	DET
easat-11246	259	4	model	model	NOUN
easat-11246	259	5	to	to	ADP
easat-11246	259	6	indonesian	indonesian	ADJ
easat-11246	259	7	banking	banking	NOUN
easat-11246	259	8	stocks	stock	NOUN
easat-11246	259	9	,	,	PUNCT
easat-11246	259	10	the	the	DET
easat-11246	259	11	study	study	NOUN
easat-11246	259	12	demonstrates	demonstrate	VERB
easat-11246	259	13	its	its	PRON
easat-11246	259	14	relevance	relevance	NOUN
easat-11246	259	15	within	within	ADP
easat-11246	259	16	a	a	DET
easat-11246	259	17	developing	develop	VERB
easat-11246	259	18	financial	financial	ADJ
easat-11246	259	19	market	market	NOUN
easat-11246	259	20	context	context	NOUN
easat-11246	259	21	.	.	PUNCT
easat-11246	260	1	the	the	DET
easat-11246	260	2	key	key	ADJ
easat-11246	260	3	contribution	contribution	NOUN
easat-11246	260	4	of	of	ADP
easat-11246	260	5	this	this	DET
easat-11246	260	6	research	research	NOUN
easat-11246	260	7	lies	lie	VERB
easat-11246	260	8	in	in	ADP
easat-11246	260	9	its	its	PRON
easat-11246	260	10	integration	integration	NOUN
easat-11246	260	11	of	of	ADP
easat-11246	260	12	predictive	predictive	ADJ
easat-11246	260	13	modelling	modelling	NOUN
easat-11246	260	14	and	and	CCONJ
easat-11246	260	15	risk	risk	NOUN
easat-11246	260	16	assessment	assessment	NOUN
easat-11246	260	17	into	into	ADP
easat-11246	260	18	a	a	DET
easat-11246	260	19	single	single	ADJ
easat-11246	260	20	user	user	NOUN
easat-11246	260	21	-	-	PUNCT
easat-11246	260	22	friendly	friendly	ADJ
easat-11246	260	23	platform	platform	NOUN
easat-11246	260	24	,	,	PUNCT
easat-11246	260	25	addressing	address	VERB
easat-11246	260	26	limitations	limitation	NOUN
easat-11246	260	27	in	in	ADP
easat-11246	260	28	existing	exist	VERB
easat-11246	260	29	forecasting	forecasting	NOUN
easat-11246	260	30	tools	tool	NOUN
easat-11246	260	31	that	that	PRON
easat-11246	260	32	often	often	ADV
easat-11246	260	33	lack	lack	VERB
easat-11246	260	34	interpretability	interpretability	NOUN
easat-11246	260	35	and	and	CCONJ
easat-11246	260	36	practical	practical	ADJ
easat-11246	260	37	applicability	applicability	NOUN
easat-11246	260	38	.	.	PUNCT
easat-11246	261	1	the	the	DET
easat-11246	261	2	use	use	NOUN
easat-11246	261	3	of	of	ADP
easat-11246	261	4	prophet	prophet	NOUN
easat-11246	261	5	enables	enable	VERB
easat-11246	261	6	clear	clear	ADJ
easat-11246	261	7	visualization	visualization	NOUN
easat-11246	261	8	of	of	ADP
easat-11246	261	9	trend	trend	NOUN
easat-11246	261	10	and	and	CCONJ
easat-11246	261	11	seasonality	seasonality	NOUN
easat-11246	261	12	patterns	pattern	NOUN
easat-11246	261	13	,	,	PUNCT
easat-11246	261	14	while	while	SCONJ
easat-11246	261	15	the	the	DET
easat-11246	261	16	inclusion	inclusion	NOUN
easat-11246	261	17	of	of	ADP
easat-11246	261	18	volatility	volatility	NOUN
easat-11246	261	19	and	and	CCONJ
easat-11246	261	20	trend	trend	NOUN
easat-11246	261	21	stability	stability	NOUN
easat-11246	261	22	indicators	indicator	NOUN
easat-11246	261	23	provides	provide	VERB
easat-11246	261	24	a	a	DET
easat-11246	261	25	more	more	ADV
easat-11246	261	26	comprehensive	comprehensive	ADJ
easat-11246	261	27	understanding	understanding	NOUN
easat-11246	261	28	of	of	ADP
easat-11246	261	29	investment	investment	NOUN
easat-11246	261	30	risk	risk	NOUN
easat-11246	261	31	.	.	PUNCT
easat-11246	262	1	this	this	PRON
easat-11246	262	2	aligns	align	VERB
easat-11246	262	3	with	with	ADP
easat-11246	262	4	recent	recent	ADJ
easat-11246	262	5	advancements	advancement	NOUN
easat-11246	262	6	in	in	ADP
easat-11246	262	7	financial	financial	ADJ
easat-11246	262	8	forecasting	forecasting	NOUN
easat-11246	262	9	research	research	NOUN
easat-11246	262	10	,	,	PUNCT
easat-11246	262	11	which	which	PRON
easat-11246	262	12	emphasize	emphasize	VERB
easat-11246	262	13	the	the	DET
easat-11246	262	14	need	need	NOUN
easat-11246	262	15	for	for	ADP
easat-11246	262	16	hybrid	hybrid	ADJ
easat-11246	262	17	analytical	analytical	ADJ
easat-11246	262	18	frameworks	framework	NOUN
easat-11246	262	19	.	.	PUNCT
easat-11246	263	1	however	however	ADV
easat-11246	263	2	,	,	PUNCT
easat-11246	263	3	the	the	DET
easat-11246	263	4	study	study	NOUN
easat-11246	263	5	has	have	VERB
easat-11246	263	6	certain	certain	ADJ
easat-11246	263	7	limitations	limitation	NOUN
easat-11246	263	8	.	.	PUNCT
easat-11246	264	1	forecasting	forecasting	NOUN
easat-11246	264	2	accuracy	accuracy	NOUN
easat-11246	264	3	may	may	AUX
easat-11246	264	4	vary	vary	VERB
easat-11246	264	5	depending	depend	VERB
easat-11246	264	6	on	on	ADP
easat-11246	264	7	market	market	NOUN
easat-11246	264	8	conditions	condition	NOUN
easat-11246	264	9	,	,	PUNCT
easat-11246	264	10	data	datum	NOUN
easat-11246	264	11	quality	quality	NOUN
easat-11246	264	12	,	,	PUNCT
easat-11246	264	13	and	and	CCONJ
easat-11246	264	14	external	external	ADJ
easat-11246	264	15	economic	economic	ADJ
easat-11246	264	16	factors	factor	NOUN
easat-11246	264	17	.	.	PUNCT
easat-11246	265	1	additionally	additionally	ADV
easat-11246	265	2	,	,	PUNCT
easat-11246	265	3	the	the	DET
easat-11246	265	4	current	current	ADJ
easat-11246	265	5	system	system	NOUN
easat-11246	265	6	focuses	focus	VERB
easat-11246	265	7	primarily	primarily	ADV
easat-11246	265	8	on	on	ADP
easat-11246	265	9	historical	historical	ADJ
easat-11246	265	10	price	price	NOUN
easat-11246	265	11	-	-	PUNCT
easat-11246	265	12	based	base	VERB
easat-11246	265	13	indicators	indicator	NOUN
easat-11246	265	14	and	and	CCONJ
easat-11246	265	15	does	do	AUX
easat-11246	265	16	not	not	PART
easat-11246	265	17	stream	stream	VERB
easat-11246	265	18	live	live	ADJ
easat-11246	265	19	market	market	NOUN
easat-11246	265	20	data	datum	NOUN
easat-11246	265	21	;	;	PUNCT
easat-11246	265	22	instead	instead	ADV
easat-11246	265	23	,	,	PUNCT
easat-11246	265	24	it	it	PRON
easat-11246	265	25	processes	process	VERB
easat-11246	265	26	data	datum	NOUN
easat-11246	265	27	in	in	ADP
easat-11246	265	28	intervals	interval	NOUN
easat-11246	265	29	and	and	CCONJ
easat-11246	265	30	saves	save	VERB
easat-11246	265	31	it	it	PRON
easat-11246	265	32	to	to	PART
easat-11246	265	33	csv	csv	VERB
easat-11246	265	34	files	file	NOUN
easat-11246	265	35	,	,	PUNCT
easat-11246	265	36	making	make	VERB
easat-11246	265	37	it	it	PRON
easat-11246	265	38	ineffective	ineffective	ADJ
easat-11246	265	39	for	for	ADP
easat-11246	265	40	high	high	ADJ
easat-11246	265	41	-	-	PUNCT
easat-11246	265	42	frequency	frequency	NOUN
easat-11246	265	43	trading	trading	NOUN
easat-11246	265	44	.	.	PUNCT
easat-11246	266	1	in	in	ADP
easat-11246	266	2	addition	addition	NOUN
easat-11246	266	3	,	,	PUNCT
easat-11246	266	4	it	it	PRON
easat-11246	266	5	does	do	AUX
easat-11246	266	6	not	not	PART
easat-11246	266	7	yet	yet	ADV
easat-11246	266	8	incorporate	incorporate	VERB
easat-11246	266	9	sentiment	sentiment	NOUN
easat-11246	266	10	analysis	analysis	NOUN
easat-11246	266	11	,	,	PUNCT
easat-11246	266	12	macroeconomic	macroeconomic	ADJ
easat-11246	266	13	variables	variable	NOUN
easat-11246	266	14	,	,	PUNCT
easat-11246	266	15	or	or	CCONJ
easat-11246	266	16	real	real	ADJ
easat-11246	266	17	-	-	PUNCT
easat-11246	266	18	time	time	NOUN
easat-11246	266	19	market	market	NOUN
easat-11246	266	20	news	news	NOUN
easat-11246	266	21	.	.	PUNCT
easat-11246	267	1	therefore	therefore	ADV
easat-11246	267	2	,	,	PUNCT
easat-11246	267	3	future	future	ADJ
easat-11246	267	4	work	work	NOUN
easat-11246	267	5	in	in	ADP
easat-11246	267	6	this	this	DET
easat-11246	267	7	area	area	NOUN
easat-11246	267	8	should	should	AUX
easat-11246	267	9	focus	focus	VERB
easat-11246	267	10	on	on	ADP
easat-11246	267	11	improving	improve	VERB
easat-11246	267	12	risk	risk	NOUN
easat-11246	267	13	prediction	prediction	NOUN
easat-11246	267	14	models	model	NOUN
easat-11246	267	15	and	and	CCONJ
easat-11246	267	16	deepening	deepen	VERB
easat-11246	267	17	the	the	DET
easat-11246	267	18	incorporation	incorporation	NOUN
easat-11246	267	19	of	of	ADP
easat-11246	267	20	real	real	ADJ
easat-11246	267	21	-	-	PUNCT
easat-11246	267	22	time	time	NOUN
easat-11246	267	23	external	external	ADJ
easat-11246	267	24	factors	factor	NOUN
easat-11246	267	25	,	,	PUNCT
easat-11246	267	26	such	such	ADJ
easat-11246	267	27	as	as	ADP
easat-11246	267	28	news	news	NOUN
easat-11246	267	29	sentiment	sentiment	NOUN
easat-11246	267	30	analysis	analysis	NOUN
easat-11246	267	31	and	and	CCONJ
easat-11246	267	32	macroeconomic	macroeconomic	ADJ
easat-11246	267	33	indicators	indicator	NOUN
easat-11246	267	34	,	,	PUNCT
easat-11246	267	35	in	in	ADP
easat-11246	267	36	an	an	DET
easat-11246	267	37	effort	effort	NOUN
easat-11246	267	38	to	to	PART
easat-11246	267	39	improve	improve	VERB
easat-11246	267	40	the	the	DET
easat-11246	267	41	accuracy	accuracy	NOUN
easat-11246	267	42	of	of	ADP
easat-11246	267	43	the	the	DET
easat-11246	267	44	predictions	prediction	NOUN
easat-11246	267	45	and	and	CCONJ
easat-11246	267	46	risk	risk	NOUN
easat-11246	267	47	mitigation	mitigation	NOUN
easat-11246	267	48	strategies	strategy	NOUN
easat-11246	267	49	.	.	PUNCT
easat-11246	268	1	future	future	ADJ
easat-11246	268	2	research	research	NOUN
easat-11246	268	3	may	may	AUX
easat-11246	268	4	also	also	ADV
easat-11246	268	5	extend	extend	VERB
easat-11246	268	6	this	this	DET
easat-11246	268	7	work	work	NOUN
easat-11246	268	8	by	by	ADP
easat-11246	268	9	integrating	integrate	VERB
easat-11246	268	10	deep	deep	ADJ
easat-11246	268	11	learning	learning	NOUN
easat-11246	268	12	architectures	architecture	NOUN
easat-11246	268	13	such	such	ADJ
easat-11246	268	14	as	as	ADP
easat-11246	268	15	lstm	lstm	NOUN
easat-11246	268	16	or	or	CCONJ
easat-11246	268	17	hybrid	hybrid	ADJ
easat-11246	268	18	prophet	prophet	NOUN
easat-11246	268	19	–	–	PUNCT
easat-11246	268	20	lstm	lstm	ADJ
easat-11246	268	21	frameworks	framework	NOUN
easat-11246	268	22	to	to	PART
easat-11246	268	23	enhance	enhance	VERB
easat-11246	268	24	long	long	ADJ
easat-11246	268	25	-	-	PUNCT
easat-11246	268	26	term	term	NOUN
easat-11246	268	27	predictive	predictive	ADJ
easat-11246	268	28	performance	performance	NOUN
easat-11246	268	29	.	.	PUNCT
easat-11246	269	1	the	the	DET
easat-11246	269	2	system	system	NOUN
easat-11246	269	3	could	could	AUX
easat-11246	269	4	also	also	ADV
easat-11246	269	5	be	be	AUX
easat-11246	269	6	expanded	expand	VERB
easat-11246	269	7	to	to	PART
easat-11246	269	8	include	include	VERB
easat-11246	269	9	additional	additional	ADJ
easat-11246	269	10	stock	stock	NOUN
easat-11246	269	11	sectors	sector	NOUN
easat-11246	269	12	,	,	PUNCT
easat-11246	269	13	automated	automate	VERB
easat-11246	269	14	trading	trading	NOUN
easat-11246	269	15	signal	signal	NOUN
easat-11246	269	16	outputs	output	NOUN
easat-11246	269	17	,	,	PUNCT
easat-11246	269	18	or	or	CCONJ
easat-11246	269	19	the	the	DET
easat-11246	269	20	application	application	NOUN
easat-11246	269	21	of	of	ADP
easat-11246	269	22	large	large	ADJ
easat-11246	269	23	language	language	NOUN
easat-11246	269	24	models	model	NOUN
easat-11246	269	25	for	for	ADP
easat-11246	269	26	sentiment	sentiment	NOUN
easat-11246	269	27	-	-	PUNCT
easat-11246	269	28	based	base	VERB
easat-11246	269	29	market	market	NOUN
easat-11246	269	30	interpretation	interpretation	NOUN
easat-11246	269	31	.	.	PUNCT
easat-11246	270	1	these	these	DET
easat-11246	270	2	enhancements	enhancement	NOUN
easat-11246	270	3	would	would	AUX
easat-11246	270	4	further	far	ADV
easat-11246	270	5	increase	increase	VERB
easat-11246	270	6	the	the	DET
easat-11246	270	7	analytical	analytical	ADJ
easat-11246	270	8	capability	capability	NOUN
easat-11246	270	9	and	and	CCONJ
easat-11246	270	10	practical	practical	ADJ
easat-11246	270	11	relevance	relevance	NOUN
easat-11246	270	12	of	of	ADP
easat-11246	270	13	the	the	DET
easat-11246	270	14	dashboard	dashboard	NOUN
easat-11246	270	15	for	for	ADP
easat-11246	270	16	both	both	CCONJ
easat-11246	270	17	academic	academic	ADJ
easat-11246	270	18	and	and	CCONJ
easat-11246	270	19	professional	professional	ADJ
easat-11246	270	20	financial	financial	ADJ
easat-11246	270	21	use	use	NOUN
easat-11246	270	22	.	.	PUNCT
easat-11246	271	1	1468	1468	NUM
easat-11246	271	2	edelweiss	edelweiss	PROPN
easat-11246	271	3	applied	apply	VERB
easat-11246	271	4	science	science	NOUN
easat-11246	271	5	and	and	CCONJ
easat-11246	271	6	technology	technology	NOUN
easat-11246	271	7	issn	issn	PROPN
easat-11246	271	8	:	:	PUNCT
easat-11246	271	9	2576	2576	NUM
easat-11246	271	10	-	-	SYM
easat-11246	271	11	8484	8484	NUM
easat-11246	271	12	vol	vol	NOUN
easat-11246	271	13	.	.	PROPN
easat-11246	272	1	9	9	NUM
easat-11246	272	2	,	,	PUNCT
easat-11246	272	3	no	no	INTJ
easat-11246	272	4	.	.	NOUN
easat-11246	272	5	11	11	NUM
easat-11246	272	6	:	:	PUNCT
easat-11246	272	7	1453	1453	NUM
easat-11246	272	8	-	-	SYM
easat-11246	272	9	1469	1469	NUM
easat-11246	272	10	,	,	PUNCT
easat-11246	272	11	2025	2025	NUM
easat-11246	272	12	doi	doi	NOUN
easat-11246	272	13	:	:	PUNCT
easat-11246	272	14	10.55214/2576	10.55214/2576	NUM
easat-11246	272	15	-	-	SYM
easat-11246	272	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	273	1	©	©	PROPN
easat-11246	273	2	2025	2025	NUM
easat-11246	273	3	by	by	ADP
easat-11246	273	4	the	the	DET
easat-11246	273	5	authors	author	NOUN
easat-11246	273	6	;	;	PUNCT
easat-11246	273	7	licensee	licensee	PROPN
easat-11246	273	8	learning	learn	VERB
easat-11246	273	9	gate	gate	NOUN
easat-11246	273	10	transparency	transparency	NOUN
easat-11246	273	11	:	:	PUNCT
easat-11246	273	12	the	the	DET
easat-11246	273	13	authors	author	NOUN
easat-11246	273	14	confirm	confirm	VERB
easat-11246	273	15	that	that	SCONJ
easat-11246	273	16	the	the	DET
easat-11246	273	17	manuscript	manuscript	NOUN
easat-11246	273	18	is	be	AUX
easat-11246	273	19	an	an	DET
easat-11246	273	20	honest	honest	ADJ
easat-11246	273	21	,	,	PUNCT
easat-11246	273	22	accurate	accurate	ADJ
easat-11246	273	23	,	,	PUNCT
easat-11246	273	24	and	and	CCONJ
easat-11246	273	25	transparent	transparent	ADJ
easat-11246	273	26	account	account	NOUN
easat-11246	273	27	of	of	ADP
easat-11246	273	28	the	the	DET
easat-11246	273	29	study	study	NOUN
easat-11246	273	30	;	;	PUNCT
easat-11246	273	31	that	that	SCONJ
easat-11246	273	32	no	no	DET
easat-11246	273	33	vital	vital	ADJ
easat-11246	273	34	features	feature	NOUN
easat-11246	273	35	of	of	ADP
easat-11246	273	36	the	the	DET
easat-11246	273	37	study	study	NOUN
easat-11246	273	38	have	have	AUX
easat-11246	273	39	been	be	AUX
easat-11246	273	40	omitted	omit	VERB
easat-11246	273	41	;	;	PUNCT
easat-11246	273	42	and	and	CCONJ
easat-11246	273	43	that	that	SCONJ
easat-11246	273	44	any	any	DET
easat-11246	273	45	discrepancies	discrepancy	NOUN
easat-11246	273	46	from	from	ADP
easat-11246	273	47	the	the	DET
easat-11246	273	48	study	study	NOUN
easat-11246	273	49	as	as	SCONJ
easat-11246	273	50	planned	plan	VERB
easat-11246	273	51	have	have	AUX
easat-11246	273	52	been	be	AUX
easat-11246	273	53	explained	explain	VERB
easat-11246	273	54	.	.	PUNCT
easat-11246	274	1	this	this	DET
easat-11246	274	2	study	study	NOUN
easat-11246	274	3	followed	follow	VERB
easat-11246	274	4	all	all	DET
easat-11246	274	5	ethical	ethical	ADJ
easat-11246	274	6	practices	practice	NOUN
easat-11246	274	7	during	during	ADP
easat-11246	274	8	writing	writing	NOUN
easat-11246	274	9	.	.	PUNCT
easat-11246	275	1	acknowledgements	acknowledgement	NOUN
easat-11246	275	2	:	:	PUNCT
easat-11246	275	3	the	the	DET
easat-11246	275	4	authors	author	NOUN
easat-11246	275	5	gratefully	gratefully	ADV
easat-11246	275	6	acknowledge	acknowledge	VERB
easat-11246	275	7	the	the	DET
easat-11246	275	8	state	state	NOUN
easat-11246	275	9	polytechnic	polytechnic	PROPN
easat-11246	275	10	of	of	ADP
easat-11246	275	11	malang	malang	PROPN
easat-11246	275	12	,	,	PUNCT
easat-11246	275	13	especially	especially	ADV
easat-11246	275	14	the	the	DET
easat-11246	275	15	department	department	NOUN
easat-11246	275	16	of	of	ADP
easat-11246	275	17	accounting	accounting	NOUN
easat-11246	275	18	,	,	PUNCT
easat-11246	275	19	for	for	ADP
easat-11246	275	20	their	their	PRON
easat-11246	275	21	guidance	guidance	NOUN
easat-11246	275	22	and	and	CCONJ
easat-11246	275	23	support	support	NOUN
easat-11246	275	24	during	during	ADP
easat-11246	275	25	this	this	DET
easat-11246	275	26	study	study	NOUN
easat-11246	275	27	.	.	PUNCT
easat-11246	276	1	appreciation	appreciation	NOUN
easat-11246	276	2	is	be	AUX
easat-11246	276	3	also	also	ADV
easat-11246	276	4	extended	extend	VERB
easat-11246	276	5	to	to	ADP
easat-11246	276	6	colleagues	colleague	NOUN
easat-11246	276	7	for	for	ADP
easat-11246	276	8	their	their	PRON
easat-11246	276	9	helpful	helpful	ADJ
easat-11246	276	10	feedback	feedback	NOUN
easat-11246	276	11	,	,	PUNCT
easat-11246	276	12	and	and	CCONJ
easat-11246	276	13	to	to	ADP
easat-11246	276	14	families	family	NOUN
easat-11246	276	15	and	and	CCONJ
easat-11246	276	16	coworkers	coworker	NOUN
easat-11246	276	17	for	for	ADP
easat-11246	276	18	their	their	PRON
easat-11246	276	19	continuous	continuous	ADJ
easat-11246	276	20	encouragement	encouragement	NOUN
easat-11246	276	21	.	.	PUNCT
easat-11246	277	1	this	this	DET
easat-11246	277	2	research	research	NOUN
easat-11246	277	3	was	be	AUX
easat-11246	277	4	conducted	conduct	VERB
easat-11246	277	5	as	as	ADP
easat-11246	277	6	part	part	NOUN
easat-11246	277	7	of	of	ADP
easat-11246	277	8	an	an	DET
easat-11246	277	9	academic	academic	ADJ
easat-11246	277	10	initiative	initiative	NOUN
easat-11246	277	11	to	to	PART
easat-11246	277	12	advance	advance	VERB
easat-11246	277	13	the	the	DET
easat-11246	277	14	application	application	NOUN
easat-11246	277	15	of	of	ADP
easat-11246	277	16	artificial	artificial	ADJ
easat-11246	277	17	intelligence	intelligence	NOUN
easat-11246	277	18	and	and	CCONJ
easat-11246	277	19	data	data	NOUN
easat-11246	277	20	-	-	PUNCT
easat-11246	277	21	driven	drive	VERB
easat-11246	277	22	decision	decision	NOUN
easat-11246	277	23	-	-	PUNCT
easat-11246	277	24	support	support	NOUN
easat-11246	277	25	systems	system	NOUN
easat-11246	277	26	in	in	ADP
easat-11246	277	27	the	the	DET
easat-11246	277	28	field	field	NOUN
easat-11246	277	29	of	of	ADP
easat-11246	277	30	financial	financial	ADJ
easat-11246	277	31	technology	technology	NOUN
easat-11246	277	32	.	.	PUNCT
easat-11246	278	1	access	access	NOUN
easat-11246	278	2	to	to	ADP
easat-11246	278	3	financial	financial	ADJ
easat-11246	278	4	market	market	NOUN
easat-11246	278	5	data	datum	NOUN
easat-11246	278	6	sources	source	NOUN
easat-11246	278	7	is	be	AUX
easat-11246	278	8	also	also	ADV
easat-11246	278	9	acknowledged	acknowledge	VERB
easat-11246	278	10	for	for	ADP
easat-11246	278	11	enabling	enable	VERB
easat-11246	278	12	the	the	DET
easat-11246	278	13	system	system	NOUN
easat-11246	278	14	’s	’s	PART
easat-11246	278	15	development	development	NOUN
easat-11246	278	16	and	and	CCONJ
easat-11246	278	17	testing	testing	NOUN
easat-11246	278	18	.	.	PUNCT
easat-11246	279	1	copyright	copyright	NOUN
easat-11246	279	2	:	:	PUNCT
easat-11246	279	3	©	©	PROPN
easat-11246	279	4	2025	2025	NUM
easat-11246	279	5	by	by	ADP
easat-11246	279	6	the	the	DET
easat-11246	279	7	authors	author	NOUN
easat-11246	279	8	.	.	PUNCT
easat-11246	280	1	this	this	DET
easat-11246	280	2	article	article	NOUN
easat-11246	280	3	is	be	AUX
easat-11246	280	4	an	an	DET
easat-11246	280	5	open	open	ADJ
easat-11246	280	6	-	-	PUNCT
easat-11246	280	7	access	access	NOUN
easat-11246	280	8	article	article	NOUN
easat-11246	280	9	distributed	distribute	VERB
easat-11246	280	10	under	under	ADP
easat-11246	280	11	the	the	DET
easat-11246	280	12	terms	term	NOUN
easat-11246	280	13	and	and	CCONJ
easat-11246	280	14	conditions	condition	NOUN
easat-11246	280	15	of	of	ADP
easat-11246	280	16	the	the	DET
easat-11246	280	17	creative	creative	ADJ
easat-11246	280	18	commons	common	NOUN
easat-11246	280	19	attribution	attribution	NOUN
easat-11246	280	20	(	(	PUNCT
easat-11246	280	21	cc	cc	NOUN
easat-11246	280	22	by	by	ADP
easat-11246	280	23	)	)	PUNCT
easat-11246	280	24	license	license	NOUN
easat-11246	280	25	(	(	PUNCT
easat-11246	280	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-11246	280	27	)	)	PUNCT
easat-11246	280	28	.	.	PUNCT
easat-11246	281	1	references	reference	NOUN
easat-11246	281	2	[	[	X
easat-11246	281	3	1	1	NUM
easat-11246	281	4	]	]	PUNCT
easat-11246	281	5	x.	x.	NOUN
easat-11246	281	6	ji	ji	PROPN
easat-11246	281	7	,	,	PUNCT
easat-11246	281	8	j.	j.	PROPN
easat-11246	281	9	wang	wang	PROPN
easat-11246	281	10	,	,	PUNCT
easat-11246	281	11	and	and	CCONJ
easat-11246	281	12	z.	z.	PROPN
easat-11246	281	13	yan	yan	PROPN
easat-11246	281	14	,	,	PUNCT
easat-11246	281	15	"	"	PUNCT
easat-11246	281	16	a	a	DET
easat-11246	281	17	stock	stock	NOUN
easat-11246	281	18	price	price	NOUN
easat-11246	281	19	prediction	prediction	NOUN
easat-11246	281	20	method	method	NOUN
easat-11246	281	21	based	base	VERB
easat-11246	281	22	on	on	ADP
easat-11246	281	23	deep	deep	ADJ
easat-11246	281	24	learning	learning	NOUN
easat-11246	281	25	technology	technology	NOUN
easat-11246	281	26	,	,	PUNCT
easat-11246	281	27	"	"	PUNCT
easat-11246	281	28	international	international	ADJ
easat-11246	281	29	journal	journal	NOUN
easat-11246	281	30	of	of	ADP
easat-11246	281	31	crowd	crowd	NOUN
easat-11246	281	32	science	science	NOUN
easat-11246	281	33	,	,	PUNCT
easat-11246	281	34	vol	vol	NOUN
easat-11246	281	35	.	.	PROPN
easat-11246	282	1	5	5	NUM
easat-11246	282	2	,	,	PUNCT
easat-11246	282	3	no	no	INTJ
easat-11246	282	4	.	.	NOUN
easat-11246	282	5	1	1	NUM
easat-11246	282	6	,	,	PUNCT
easat-11246	282	7	pp	pp	ADJ
easat-11246	282	8	.	.	PUNCT
easat-11246	283	1	55	55	NUM
easat-11246	283	2	-	-	SYM
easat-11246	283	3	72	72	NUM
easat-11246	283	4	,	,	PUNCT
easat-11246	283	5	2021	2021	NUM
easat-11246	283	6	.	.	PUNCT
easat-11246	284	1	https://doi.org/10.1108/ijcs-05-2020-0012	https://doi.org/10.1108/ijcs-05-2020-0012	NOUN
easat-11246	284	2	[	[	X
easat-11246	284	3	2	2	NUM
easat-11246	284	4	]	]	PUNCT
easat-11246	284	5	n.	n.	NOUN
easat-11246	284	6	ayyildiz	ayyildiz	PROPN
easat-11246	284	7	and	and	CCONJ
easat-11246	284	8	o.	o.	PROPN
easat-11246	284	9	iskenderoglu	iskenderoglu	NOUN
easat-11246	284	10	,	,	PUNCT
easat-11246	284	11	"	"	PUNCT
easat-11246	284	12	how	how	SCONJ
easat-11246	284	13	effective	effective	ADJ
easat-11246	284	14	is	be	AUX
easat-11246	284	15	machine	machine	NOUN
easat-11246	284	16	learning	learn	VERB
easat-11246	284	17	in	in	ADP
easat-11246	284	18	stock	stock	NOUN
easat-11246	284	19	market	market	NOUN
easat-11246	284	20	predictions	prediction	NOUN
easat-11246	284	21	?	?	PUNCT
easat-11246	284	22	,	,	PUNCT
easat-11246	284	23	"	"	PUNCT
easat-11246	284	24	heliyon	heliyon	NOUN
easat-11246	284	25	,	,	PUNCT
easat-11246	284	26	vol	vol	NOUN
easat-11246	284	27	.	.	PROPN
easat-11246	285	1	10	10	NUM
easat-11246	285	2	,	,	PUNCT
easat-11246	285	3	no	no	INTJ
easat-11246	285	4	.	.	NOUN
easat-11246	285	5	2	2	NUM
easat-11246	285	6	,	,	PUNCT
easat-11246	285	7	p.	p.	NOUN
easat-11246	285	8	e24123	e24123	NOUN
easat-11246	285	9	,	,	PUNCT
easat-11246	285	10	2024	2024	NUM
easat-11246	285	11	.	.	PUNCT
easat-11246	286	1	https://doi.org/10.1016/j.heliyon.2024.e24123	https://doi.org/10.1016/j.heliyon.2024.e24123	PRON
easat-11246	287	1	[	[	X
easat-11246	287	2	3	3	X
easat-11246	287	3	]	]	PUNCT
easat-11246	287	4	m.	m.	NOUN
easat-11246	287	5	qiu	qiu	PROPN
easat-11246	287	6	and	and	CCONJ
easat-11246	287	7	y.	y.	PROPN
easat-11246	287	8	song	song	PROPN
easat-11246	287	9	,	,	PUNCT
easat-11246	287	10	"	"	PUNCT
easat-11246	287	11	predicting	predict	VERB
easat-11246	287	12	the	the	DET
easat-11246	287	13	direction	direction	NOUN
easat-11246	287	14	of	of	ADP
easat-11246	287	15	stock	stock	NOUN
easat-11246	287	16	market	market	NOUN
easat-11246	287	17	index	index	NOUN
easat-11246	287	18	movement	movement	NOUN
easat-11246	287	19	using	use	VERB
easat-11246	287	20	an	an	DET
easat-11246	287	21	optimized	optimize	VERB
easat-11246	287	22	artificial	artificial	ADJ
easat-11246	287	23	neural	neural	ADJ
easat-11246	287	24	network	network	NOUN
easat-11246	287	25	model	model	NOUN
easat-11246	287	26	,	,	PUNCT
easat-11246	287	27	"	"	PUNCT
easat-11246	287	28	plos	plos	PROPN
easat-11246	287	29	one	one	NUM
easat-11246	287	30	,	,	PUNCT
easat-11246	287	31	vol	vol	NOUN
easat-11246	287	32	.	.	PROPN
easat-11246	287	33	11	11	NUM
easat-11246	287	34	,	,	PUNCT
easat-11246	287	35	no	no	INTJ
easat-11246	287	36	.	.	NOUN
easat-11246	287	37	5	5	NUM
easat-11246	287	38	,	,	PUNCT
easat-11246	287	39	p.	p.	NOUN
easat-11246	287	40	e0155133	e0155133	PROPN
easat-11246	287	41	,	,	PUNCT
easat-11246	287	42	2016	2016	NUM
easat-11246	287	43	.	.	PUNCT
easat-11246	288	1	https://doi.org/10.1371/journal.pone.0155133	https://doi.org/10.1371/journal.pone.0155133	PROPN
easat-11246	289	1	[	[	X
easat-11246	289	2	4	4	X
easat-11246	289	3	]	]	PUNCT
easat-11246	289	4	m.	m.	NOUN
easat-11246	289	5	darwish	darwish	PROPN
easat-11246	289	6	,	,	PUNCT
easat-11246	289	7	e.	e.	PROPN
easat-11246	289	8	e.	e.	PROPN
easat-11246	289	9	hassanien	hassanien	PROPN
easat-11246	289	10	,	,	PUNCT
easat-11246	289	11	and	and	CCONJ
easat-11246	289	12	a.	a.	PROPN
easat-11246	289	13	h.	h.	PROPN
easat-11246	289	14	b.	b.	PROPN
easat-11246	289	15	eissa	eissa	PROPN
easat-11246	289	16	,	,	PUNCT
easat-11246	289	17	"	"	PUNCT
easat-11246	289	18	stock	stock	NOUN
easat-11246	289	19	market	market	NOUN
easat-11246	289	20	forecasting	forecasting	NOUN
easat-11246	289	21	:	:	PUNCT
easat-11246	289	22	from	from	ADP
easat-11246	289	23	traditional	traditional	ADJ
easat-11246	289	24	predictive	predictive	ADJ
easat-11246	289	25	models	model	NOUN
easat-11246	289	26	to	to	ADP
easat-11246	289	27	large	large	ADJ
easat-11246	289	28	language	language	NOUN
easat-11246	289	29	models	model	NOUN
easat-11246	289	30	,	,	PUNCT
easat-11246	289	31	"	"	PUNCT
easat-11246	289	32	computational	computational	ADJ
easat-11246	289	33	economics	economic	NOUN
easat-11246	289	34	,	,	PUNCT
easat-11246	289	35	2025	2025	NUM
easat-11246	289	36	.	.	PUNCT
easat-11246	290	1	https://doi.org/10.1007/s10614-025-11024-w	https://doi.org/10.1007/s10614-025-11024-w	NOUN
easat-11246	291	1	[	[	X
easat-11246	291	2	5	5	NUM
easat-11246	291	3	]	]	PUNCT
easat-11246	291	4	a.	a.	NOUN
easat-11246	291	5	sunki	sunki	PROPN
easat-11246	291	6	,	,	PUNCT
easat-11246	291	7	c.	c.	PROPN
easat-11246	291	8	satyakumar	satyakumar	PROPN
easat-11246	291	9	,	,	PUNCT
easat-11246	291	10	g.	g.	PROPN
easat-11246	291	11	s.	s.	PROPN
easat-11246	291	12	narayana	narayana	PROPN
easat-11246	291	13	,	,	PUNCT
easat-11246	291	14	v.	v.	PROPN
easat-11246	291	15	koppera	koppera	NOUN
easat-11246	291	16	,	,	PUNCT
easat-11246	291	17	and	and	CCONJ
easat-11246	291	18	m.	m.	NOUN
easat-11246	291	19	hakeem	hakeem	PROPN
easat-11246	291	20	,	,	PUNCT
easat-11246	291	21	"	"	PUNCT
easat-11246	291	22	time	time	NOUN
easat-11246	291	23	series	series	PROPN
easat-11246	291	24	forecasting	forecasting	NOUN
easat-11246	291	25	of	of	ADP
easat-11246	291	26	stock	stock	NOUN
easat-11246	291	27	market	market	NOUN
easat-11246	291	28	using	use	VERB
easat-11246	291	29	arima	arima	NOUN
easat-11246	291	30	,	,	PUNCT
easat-11246	291	31	lstm	lstm	NOUN
easat-11246	291	32	and	and	CCONJ
easat-11246	291	33	fb	fb	ADV
easat-11246	291	34	prophet	prophet	NOUN
easat-11246	291	35	,	,	PUNCT
easat-11246	291	36	"	"	PUNCT
easat-11246	291	37	matec	matec	ADJ
easat-11246	291	38	web	web	NOUN
easat-11246	291	39	of	of	ADP
easat-11246	291	40	conferences	conference	NOUN
easat-11246	291	41	,	,	PUNCT
easat-11246	291	42	vol	vol	NOUN
easat-11246	291	43	.	.	PROPN
easat-11246	291	44	392	392	NUM
easat-11246	291	45	,	,	PUNCT
easat-11246	291	46	p.	p.	NOUN
easat-11246	291	47	01163	01163	NUM
easat-11246	291	48	,	,	PUNCT
easat-11246	291	49	2024	2024	NUM
easat-11246	291	50	.	.	PUNCT
easat-11246	292	1	https://doi.org/10.1051/matecconf/202439201163	https://doi.org/10.1051/matecconf/202439201163	PROPN
easat-11246	292	2	[	[	X
easat-11246	292	3	6	6	NUM
easat-11246	292	4	]	]	PUNCT
easat-11246	292	5	o.	o.	PROPN
easat-11246	292	6	s.	s.	PROPN
easat-11246	292	7	alamu	alamu	PROPN
easat-11246	292	8	and	and	CCONJ
easat-11246	292	9	m.	m.	PROPN
easat-11246	292	10	k.	k.	PROPN
easat-11246	292	11	siam	siam	PROPN
easat-11246	292	12	,	,	PUNCT
easat-11246	292	13	"	"	PUNCT
easat-11246	292	14	stock	stock	NOUN
easat-11246	292	15	price	price	NOUN
easat-11246	292	16	prediction	prediction	NOUN
easat-11246	292	17	and	and	CCONJ
easat-11246	292	18	traditional	traditional	ADJ
easat-11246	292	19	models	model	NOUN
easat-11246	292	20	:	:	PUNCT
easat-11246	292	21	an	an	DET
easat-11246	292	22	approach	approach	NOUN
easat-11246	292	23	to	to	PART
easat-11246	292	24	achieve	achieve	VERB
easat-11246	292	25	short-	short-	NOUN
easat-11246	292	26	,	,	PUNCT
easat-11246	292	27	mediumand	mediumand	NOUN
easat-11246	292	28	long	long	ADJ
easat-11246	292	29	-	-	PUNCT
easat-11246	292	30	term	term	NOUN
easat-11246	292	31	goals	goal	NOUN
easat-11246	292	32	,	,	PUNCT
easat-11246	292	33	"	"	PUNCT
easat-11246	292	34	journal	journal	NOUN
easat-11246	292	35	of	of	ADP
easat-11246	292	36	intelligent	intelligent	ADJ
easat-11246	292	37	learning	learning	NOUN
easat-11246	292	38	systems	system	NOUN
easat-11246	292	39	and	and	CCONJ
easat-11246	292	40	applications	application	NOUN
easat-11246	292	41	,	,	PUNCT
easat-11246	292	42	vol	vol	NOUN
easat-11246	292	43	.	.	PROPN
easat-11246	293	1	16	16	NUM
easat-11246	293	2	,	,	PUNCT
easat-11246	293	3	no	no	INTJ
easat-11246	293	4	.	.	NOUN
easat-11246	293	5	4	4	NUM
easat-11246	293	6	,	,	PUNCT
easat-11246	293	7	pp	pp	ADJ
easat-11246	293	8	.	.	PUNCT
easat-11246	294	1	363–383	363–383	NUM
easat-11246	294	2	,	,	PUNCT
easat-11246	294	3	2024	2024	NUM
easat-11246	294	4	.	.	PUNCT
easat-11246	295	1	[	[	X
easat-11246	295	2	7	7	X
easat-11246	295	3	]	]	PUNCT
easat-11246	295	4	h.	h.	PROPN
easat-11246	295	5	chung	chung	PROPN
easat-11246	295	6	and	and	CCONJ
easat-11246	295	7	k.-s	k.-s	PROPN
easat-11246	295	8	.	.	PUNCT
easat-11246	295	9	shin	shin	PROPN
easat-11246	295	10	,	,	PUNCT
easat-11246	295	11	"	"	PUNCT
easat-11246	295	12	genetic	genetic	ADJ
easat-11246	295	13	algorithm	algorithm	NOUN
easat-11246	295	14	-	-	PUNCT
easat-11246	295	15	optimized	optimize	VERB
easat-11246	295	16	long	long	ADJ
easat-11246	295	17	short	short	ADJ
easat-11246	295	18	-	-	PUNCT
easat-11246	295	19	term	term	NOUN
easat-11246	295	20	memory	memory	NOUN
easat-11246	295	21	network	network	NOUN
easat-11246	295	22	for	for	ADP
easat-11246	295	23	stock	stock	NOUN
easat-11246	295	24	market	market	NOUN
easat-11246	295	25	prediction	prediction	NOUN
easat-11246	295	26	,	,	PUNCT
easat-11246	295	27	"	"	PUNCT
easat-11246	295	28	sustainability	sustainability	NOUN
easat-11246	295	29	,	,	PUNCT
easat-11246	295	30	vol	vol	NOUN
easat-11246	295	31	.	.	PROPN
easat-11246	295	32	10	10	NUM
easat-11246	295	33	,	,	PUNCT
easat-11246	295	34	no	no	INTJ
easat-11246	295	35	.	.	NOUN
easat-11246	295	36	10	10	NUM
easat-11246	295	37	,	,	PUNCT
easat-11246	295	38	p.	p.	NOUN
easat-11246	295	39	3765	3765	NUM
easat-11246	295	40	,	,	PUNCT
easat-11246	295	41	2018	2018	NUM
easat-11246	295	42	.	.	PUNCT
easat-11246	296	1	https://doi.org/10.3390/su10103765	https://doi.org/10.3390/su10103765	X
easat-11246	297	1	[	[	X
easat-11246	297	2	8	8	NUM
easat-11246	297	3	]	]	PUNCT
easat-11246	297	4	s.	s.	PROPN
easat-11246	297	5	k.	k.	PROPN
easat-11246	297	6	devineni	devineni	PROPN
easat-11246	297	7	,	,	PUNCT
easat-11246	297	8	"	"	PUNCT
easat-11246	297	9	ai	ai	VERB
easat-11246	297	10	-	-	PUNCT
easat-11246	297	11	enhanced	enhance	VERB
easat-11246	297	12	data	data	NOUN
easat-11246	297	13	visualization	visualization	NOUN
easat-11246	297	14	:	:	PUNCT
easat-11246	297	15	transforming	transform	VERB
easat-11246	297	16	complex	complex	ADJ
easat-11246	297	17	data	datum	NOUN
easat-11246	297	18	into	into	ADP
easat-11246	297	19	actionable	actionable	ADJ
easat-11246	297	20	insights	insight	NOUN
easat-11246	297	21	,	,	PUNCT
easat-11246	297	22	"	"	PUNCT
easat-11246	297	23	journal	journal	NOUN
easat-11246	297	24	of	of	ADP
easat-11246	297	25	technology	technology	NOUN
easat-11246	297	26	and	and	CCONJ
easat-11246	297	27	systems	system	NOUN
easat-11246	297	28	,	,	PUNCT
easat-11246	297	29	vol	vol	NOUN
easat-11246	297	30	.	.	PROPN
easat-11246	298	1	6	6	NUM
easat-11246	298	2	,	,	PUNCT
easat-11246	298	3	no	no	INTJ
easat-11246	298	4	.	.	NOUN
easat-11246	298	5	3	3	NUM
easat-11246	298	6	,	,	PUNCT
easat-11246	298	7	pp	pp	ADJ
easat-11246	298	8	.	.	PUNCT
easat-11246	299	1	52	52	NUM
easat-11246	299	2	-	-	SYM
easat-11246	299	3	77	77	NUM
easat-11246	299	4	,	,	PUNCT
easat-11246	299	5	2024	2024	NUM
easat-11246	299	6	.	.	PUNCT
easat-11246	300	1	https://doi.org/10.47941/jts.1911	https://doi.org/10.47941/jts.1911	PROPN
easat-11246	300	2	[	[	X
easat-11246	300	3	9	9	NUM
easat-11246	300	4	]	]	PUNCT
easat-11246	300	5	a.	a.	NOUN
easat-11246	300	6	garlapati	garlapati	PROPN
easat-11246	300	7	,	,	PUNCT
easat-11246	300	8	d.	d.	PROPN
easat-11246	300	9	r.	r.	PROPN
easat-11246	300	10	krishna	krishna	PROPN
easat-11246	300	11	,	,	PUNCT
easat-11246	300	12	k.	k.	PROPN
easat-11246	300	13	garlapati	garlapati	PROPN
easat-11246	300	14	,	,	PUNCT
easat-11246	300	15	u.	u.	PROPN
easat-11246	300	16	rahul	rahul	PROPN
easat-11246	300	17	,	,	PUNCT
easat-11246	300	18	and	and	CCONJ
easat-11246	300	19	g.	g.	PROPN
easat-11246	300	20	narayanan	narayanan	PROPN
easat-11246	300	21	,	,	PUNCT
easat-11246	300	22	"	"	PUNCT
easat-11246	300	23	stock	stock	NOUN
easat-11246	300	24	price	price	NOUN
easat-11246	300	25	prediction	prediction	NOUN
easat-11246	300	26	using	use	VERB
easat-11246	300	27	facebook	facebook	NOUN
easat-11246	300	28	prophet	prophet	NOUN
easat-11246	300	29	and	and	CCONJ
easat-11246	300	30	arima	arima	PROPN
easat-11246	300	31	models	model	NOUN
easat-11246	300	32	,	,	PUNCT
easat-11246	300	33	"	"	PUNCT
easat-11246	300	34	presented	present	VERB
easat-11246	300	35	at	at	ADP
easat-11246	300	36	the	the	DET
easat-11246	300	37	2021	2021	NUM
easat-11246	300	38	6th	6th	ADJ
easat-11246	300	39	international	international	ADJ
easat-11246	300	40	conference	conference	NOUN
easat-11246	300	41	for	for	ADP
easat-11246	300	42	convergence	convergence	NOUN
easat-11246	300	43	in	in	ADP
easat-11246	300	44	technology	technology	NOUN
easat-11246	300	45	(	(	PUNCT
easat-11246	300	46	i2ct	i2ct	NOUN
easat-11246	300	47	)	)	PUNCT
easat-11246	300	48	,	,	PUNCT
easat-11246	300	49	2021	2021	NUM
easat-11246	300	50	.	.	PUNCT
easat-11246	301	1	[	[	X
easat-11246	301	2	10	10	NUM
easat-11246	301	3	]	]	PUNCT
easat-11246	301	4	m.	m.	NOUN
easat-11246	301	5	s.	s.	PROPN
easat-11246	301	6	zakka	zakka	PROPN
easat-11246	301	7	and	and	CCONJ
easat-11246	301	8	e.	e.	PROPN
easat-11246	301	9	emigawaty	emigawaty	PROPN
easat-11246	301	10	,	,	PUNCT
easat-11246	301	11	"	"	PUNCT
easat-11246	301	12	stock	stock	NOUN
easat-11246	301	13	price	price	NOUN
easat-11246	301	14	prediction	prediction	NOUN
easat-11246	301	15	using	use	VERB
easat-11246	301	16	deep	deep	ADJ
easat-11246	301	17	learning	learning	NOUN
easat-11246	301	18	(	(	PUNCT
easat-11246	301	19	lstm	lstm	NOUN
easat-11246	301	20	)	)	PUNCT
easat-11246	301	21	with	with	ADP
easat-11246	301	22	a	a	DET
easat-11246	301	23	recursive	recursive	ADJ
easat-11246	301	24	approach	approach	NOUN
easat-11246	301	25	,	,	PUNCT
easat-11246	301	26	"	"	PUNCT
easat-11246	301	27	journal	journal	NOUN
easat-11246	301	28	of	of	ADP
easat-11246	301	29	applied	apply	VERB
easat-11246	301	30	informatics	informatic	NOUN
easat-11246	301	31	and	and	CCONJ
easat-11246	301	32	computing	computing	NOUN
easat-11246	301	33	,	,	PUNCT
easat-11246	301	34	vol	vol	NOUN
easat-11246	301	35	.	.	NOUN
easat-11246	301	36	9	9	NUM
easat-11246	301	37	,	,	PUNCT
easat-11246	301	38	no	no	INTJ
easat-11246	301	39	.	.	NOUN
easat-11246	301	40	5	5	NUM
easat-11246	301	41	,	,	PUNCT
easat-11246	301	42	pp	pp	ADJ
easat-11246	301	43	.	.	PUNCT
easat-11246	301	44	2468	2468	NUM
easat-11246	301	45	-	-	SYM
easat-11246	301	46	2477	2477	NUM
easat-11246	301	47	,	,	PUNCT
easat-11246	301	48	2025	2025	NUM
easat-11246	301	49	.	.	PUNCT
easat-11246	302	1	https://doi.org/10.30871/jaic.v9i5.10514	https://doi.org/10.30871/jaic.v9i5.10514	NOUN
easat-11246	302	2	[	[	PUNCT
easat-11246	302	3	11	11	NUM
easat-11246	302	4	]	]	X
easat-11246	302	5	n.	n.	PROPN
easat-11246	302	6	rouf	rouf	PROPN
easat-11246	302	7	et	et	PROPN
easat-11246	302	8	al	al	PROPN
easat-11246	302	9	.	.	PROPN
easat-11246	302	10	,	,	PUNCT
easat-11246	302	11	"	"	PUNCT
easat-11246	302	12	stock	stock	NOUN
easat-11246	302	13	market	market	NOUN
easat-11246	302	14	prediction	prediction	NOUN
easat-11246	302	15	using	use	VERB
easat-11246	302	16	machine	machine	NOUN
easat-11246	302	17	learning	learn	VERB
easat-11246	302	18	techniques	technique	NOUN
easat-11246	302	19	:	:	PUNCT
easat-11246	302	20	a	a	DET
easat-11246	302	21	decade	decade	NOUN
easat-11246	302	22	survey	survey	NOUN
easat-11246	302	23	on	on	ADP
easat-11246	302	24	methodologies	methodology	NOUN
easat-11246	302	25	,	,	PUNCT
easat-11246	302	26	recent	recent	ADJ
easat-11246	302	27	developments	development	NOUN
easat-11246	302	28	,	,	PUNCT
easat-11246	302	29	and	and	CCONJ
easat-11246	302	30	future	future	ADJ
easat-11246	302	31	directions	direction	NOUN
easat-11246	302	32	,	,	PUNCT
easat-11246	302	33	"	"	PUNCT
easat-11246	302	34	electronics	electronic	NOUN
easat-11246	302	35	,	,	PUNCT
easat-11246	302	36	vol	vol	NOUN
easat-11246	302	37	.	.	PROPN
easat-11246	303	1	10	10	NUM
easat-11246	303	2	,	,	PUNCT
easat-11246	303	3	no	no	INTJ
easat-11246	303	4	.	.	NOUN
easat-11246	303	5	21	21	NUM
easat-11246	303	6	,	,	PUNCT
easat-11246	303	7	p.	p.	NOUN
easat-11246	303	8	2717	2717	NUM
easat-11246	303	9	,	,	PUNCT
easat-11246	303	10	2021	2021	NUM
easat-11246	303	11	.	.	PUNCT
easat-11246	304	1	https://doi.org/10.3390/electronics10212717	https://doi.org/10.3390/electronics10212717	X
easat-11246	305	1	[	[	X
easat-11246	305	2	12	12	NUM
easat-11246	305	3	]	]	PUNCT
easat-11246	305	4	p.	p.	PROPN
easat-11246	305	5	yu	yu	PROPN
easat-11246	305	6	and	and	CCONJ
easat-11246	305	7	x.	x.	PROPN
easat-11246	305	8	yan	yan	PROPN
easat-11246	305	9	,	,	PUNCT
easat-11246	305	10	"	"	PUNCT
easat-11246	305	11	stock	stock	NOUN
easat-11246	305	12	price	price	NOUN
easat-11246	305	13	prediction	prediction	NOUN
easat-11246	305	14	based	base	VERB
easat-11246	305	15	on	on	ADP
easat-11246	305	16	deep	deep	ADJ
easat-11246	305	17	neural	neural	ADJ
easat-11246	305	18	networks	network	NOUN
easat-11246	305	19	,	,	PUNCT
easat-11246	305	20	"	"	PUNCT
easat-11246	305	21	neural	neural	ADJ
easat-11246	305	22	computing	computing	NOUN
easat-11246	305	23	and	and	CCONJ
easat-11246	305	24	applications	application	NOUN
easat-11246	305	25	,	,	PUNCT
easat-11246	305	26	vol	vol	NOUN
easat-11246	305	27	.	.	PROPN
easat-11246	305	28	32	32	NUM
easat-11246	305	29	,	,	PUNCT
easat-11246	305	30	no	no	INTJ
easat-11246	305	31	.	.	NOUN
easat-11246	305	32	6	6	NUM
easat-11246	305	33	,	,	PUNCT
easat-11246	305	34	pp	pp	ADJ
easat-11246	305	35	.	.	PUNCT
easat-11246	305	36	1609	1609	NUM
easat-11246	305	37	-	-	SYM
easat-11246	305	38	1628	1628	NUM
easat-11246	305	39	,	,	PUNCT
easat-11246	305	40	2020	2020	NUM
easat-11246	305	41	.	.	PUNCT
easat-11246	306	1	https://doi.org/10.1007/s00521-019-04212-x	https://doi.org/10.1007/s00521-019-04212-x	NOUN
easat-11246	307	1	[	[	X
easat-11246	307	2	13	13	NUM
easat-11246	307	3	]	]	PUNCT
easat-11246	307	4	b.	b.	PROPN
easat-11246	307	5	f.	f.	PROPN
easat-11246	307	6	nguma	nguma	PROPN
easat-11246	307	7	,	,	PUNCT
easat-11246	307	8	p.	p.	NOUN
easat-11246	307	9	v.	v.	PROPN
easat-11246	307	10	k.	k.	PROPN
easat-11246	307	11	rao	rao	PROPN
easat-11246	307	12	,	,	PUNCT
easat-11246	307	13	and	and	CCONJ
easat-11246	307	14	a.	a.	NOUN
easat-11246	307	15	pamain	pamain	NOUN
easat-11246	307	16	,	,	PUNCT
easat-11246	307	17	"	"	PUNCT
easat-11246	307	18	stock	stock	NOUN
easat-11246	307	19	price	price	NOUN
easat-11246	307	20	prediction	prediction	NOUN
easat-11246	307	21	:	:	PUNCT
easat-11246	307	22	a	a	DET
easat-11246	307	23	comparative	comparative	ADJ
easat-11246	307	24	analysis	analysis	NOUN
easat-11246	307	25	of	of	ADP
easat-11246	307	26	classical	classical	ADJ
easat-11246	307	27	and	and	CCONJ
easat-11246	307	28	quantum	quantum	ADJ
easat-11246	307	29	neural	neural	ADJ
easat-11246	307	30	networks	network	NOUN
easat-11246	307	31	,	,	PUNCT
easat-11246	307	32	"	"	PUNCT
easat-11246	307	33	east	east	ADJ
easat-11246	307	34	african	african	ADJ
easat-11246	307	35	journal	journal	PROPN
easat-11246	307	36	of	of	ADP
easat-11246	307	37	science	science	NOUN
easat-11246	307	38	,	,	PUNCT
easat-11246	307	39	technology	technology	NOUN
easat-11246	307	40	and	and	CCONJ
easat-11246	307	41	innovation	innovation	NOUN
easat-11246	307	42	,	,	PUNCT
easat-11246	307	43	vol	vol	NOUN
easat-11246	307	44	.	.	PROPN
easat-11246	307	45	6	6	NUM
easat-11246	307	46	,	,	PUNCT
easat-11246	307	47	no	no	INTJ
easat-11246	307	48	.	.	NOUN
easat-11246	307	49	1	1	NUM
easat-11246	307	50	,	,	PUNCT
easat-11246	307	51	pp	pp	ADJ
easat-11246	307	52	.	.	PUNCT
easat-11246	308	1	1	1	NUM
easat-11246	308	2	-	-	SYM
easat-11246	308	3	16	16	NUM
easat-11246	308	4	,	,	PUNCT
easat-11246	308	5	2024	2024	NUM
easat-11246	308	6	.	.	PUNCT
easat-11246	309	1	https://doi.org/10.37425/2hj0r024	https://doi.org/10.37425/2hj0r024	NOUN
easat-11246	310	1	[	[	X
easat-11246	310	2	14	14	NUM
easat-11246	310	3	]	]	PUNCT
easat-11246	310	4	m.	m.	NOUN
easat-11246	310	5	v.	v.	ADP
easat-11246	310	6	vardhan	vardhan	PROPN
easat-11246	310	7	and	and	CCONJ
easat-11246	310	8	g.	g.	PROPN
easat-11246	310	9	jaffino	jaffino	PROPN
easat-11246	310	10	,	,	PUNCT
easat-11246	310	11	"	"	PUNCT
easat-11246	310	12	stock	stock	NOUN
easat-11246	310	13	price	price	NOUN
easat-11246	310	14	prediction	prediction	NOUN
easat-11246	310	15	using	use	VERB
easat-11246	310	16	machine	machine	NOUN
easat-11246	310	17	learning	learning	NOUN
easat-11246	310	18	,	,	PUNCT
easat-11246	310	19	"	"	PUNCT
easat-11246	310	20	presented	present	VERB
easat-11246	310	21	at	at	ADP
easat-11246	310	22	the	the	DET
easat-11246	310	23	2024	2024	NUM
easat-11246	310	24	3rd	3rd	ADJ
easat-11246	310	25	international	international	ADJ
easat-11246	310	26	conference	conference	NOUN
easat-11246	310	27	on	on	ADP
easat-11246	310	28	artificial	artificial	ADJ
easat-11246	310	29	intelligence	intelligence	NOUN
easat-11246	310	30	for	for	ADP
easat-11246	310	31	internet	internet	NOUN
easat-11246	310	32	of	of	ADP
easat-11246	310	33	things	thing	NOUN
easat-11246	310	34	(	(	PUNCT
easat-11246	310	35	aiiot	aiiot	NOUN
easat-11246	310	36	)	)	PUNCT
easat-11246	310	37	,	,	PUNCT
easat-11246	310	38	2024	2024	NUM
easat-11246	310	39	.	.	PUNCT
easat-11246	311	1	[	[	X
easat-11246	311	2	15	15	NUM
easat-11246	311	3	]	]	X
easat-11246	311	4	m.	m.	NOUN
easat-11246	311	5	m.	m.	PROPN
easat-11246	311	6	kumbure	kumbure	PROPN
easat-11246	311	7	,	,	PUNCT
easat-11246	311	8	c.	c.	PROPN
easat-11246	311	9	lohrmann	lohrmann	PROPN
easat-11246	311	10	,	,	PUNCT
easat-11246	311	11	p.	p.	NOUN
easat-11246	311	12	luukka	luukka	NOUN
easat-11246	311	13	,	,	PUNCT
easat-11246	311	14	and	and	CCONJ
easat-11246	311	15	j.	j.	PROPN
easat-11246	311	16	porras	porras	PROPN
easat-11246	311	17	,	,	PUNCT
easat-11246	311	18	"	"	PUNCT
easat-11246	311	19	machine	machine	NOUN
easat-11246	311	20	learning	learn	VERB
easat-11246	311	21	techniques	technique	NOUN
easat-11246	311	22	and	and	CCONJ
easat-11246	311	23	data	datum	NOUN
easat-11246	311	24	for	for	ADP
easat-11246	311	25	stock	stock	NOUN
easat-11246	311	26	market	market	NOUN
easat-11246	311	27	forecasting	forecasting	NOUN
easat-11246	311	28	:	:	PUNCT
easat-11246	311	29	a	a	DET
easat-11246	311	30	literature	literature	NOUN
easat-11246	311	31	review	review	NOUN
easat-11246	311	32	,	,	PUNCT
easat-11246	311	33	"	"	PUNCT
easat-11246	311	34	expert	expert	NOUN
easat-11246	311	35	systems	system	NOUN
easat-11246	311	36	with	with	ADP
easat-11246	311	37	applications	application	NOUN
easat-11246	311	38	,	,	PUNCT
easat-11246	311	39	vol	vol	NOUN
easat-11246	311	40	.	.	PROPN
easat-11246	311	41	197	197	NUM
easat-11246	311	42	,	,	PUNCT
easat-11246	311	43	p.	p.	NOUN
easat-11246	311	44	116659	116659	NUM
easat-11246	311	45	,	,	PUNCT
easat-11246	311	46	2022	2022	NUM
easat-11246	311	47	.	.	PUNCT
easat-11246	312	1	https://doi.org/10.1016/j.eswa.2022.116659	https://doi.org/10.1016/j.eswa.2022.116659	PROPN
easat-11246	312	2	[	[	X
easat-11246	312	3	16	16	NUM
easat-11246	312	4	]	]	PUNCT
easat-11246	312	5	m.	m.	NOUN
easat-11246	312	6	yohansa	yohansa	PROPN
easat-11246	312	7	,	,	PUNCT
easat-11246	312	8	k.	k.	PROPN
easat-11246	312	9	a.	a.	PROPN
easat-11246	312	10	notodiputro	notodiputro	PROPN
easat-11246	312	11	,	,	PUNCT
easat-11246	312	12	and	and	CCONJ
easat-11246	312	13	erfiani	erfiani	NOUN
easat-11246	312	14	,	,	PUNCT
easat-11246	312	15	"	"	PUNCT
easat-11246	312	16	multi‑input	multi‑input	VERB
easat-11246	312	17	transfer	transfer	NOUN
easat-11246	312	18	function	function	NOUN
easat-11246	312	19	model	model	NOUN
easat-11246	312	20	for	for	ADP
easat-11246	312	21	covid‑19	covid‑19	PROPN
easat-11246	312	22	incidences	incidence	NOUN
easat-11246	312	23	in	in	ADP
easat-11246	312	24	jakarta	jakarta	PROPN
easat-11246	312	25	,	,	PUNCT
easat-11246	312	26	"	"	PUNCT
easat-11246	312	27	aip	aip	PROPN
easat-11246	312	28	conference	conference	NOUN
easat-11246	312	29	proceedings	proceeding	NOUN
easat-11246	312	30	,	,	PUNCT
easat-11246	312	31	vol	vol	NOUN
easat-11246	312	32	.	.	PUNCT
easat-11246	312	33	2662	2662	NUM
easat-11246	312	34	,	,	PUNCT
easat-11246	312	35	p.	p.	NOUN
easat-11246	312	36	020003	020003	NUM
easat-11246	312	37	,	,	PUNCT
easat-11246	312	38	2022	2022	NUM
easat-11246	312	39	.	.	PUNCT
easat-11246	313	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-11246	313	2	https://doi.org/10.1108/ijcs-05-2020-0012	https://doi.org/10.1108/ijcs-05-2020-0012	NOUN
easat-11246	313	3	https://doi.org/10.1016/j.heliyon.2024.e24123	https://doi.org/10.1016/j.heliyon.2024.e24123	ADV
easat-11246	313	4	https://doi.org/10.1371/journal.pone.0155133	https://doi.org/10.1371/journal.pone.0155133	PROPN
easat-11246	313	5	https://doi.org/10.1007/s10614-025-11024-w	https://doi.org/10.1007/s10614-025-11024-w	PROPN
easat-11246	313	6	https://doi.org/10.1051/matecconf/202439201163	https://doi.org/10.1051/matecconf/202439201163	PROPN
easat-11246	313	7	https://doi.org/10.3390/su10103765	https://doi.org/10.3390/su10103765	NUM
easat-11246	313	8	https://doi.org/10.47941/jts.1911	https://doi.org/10.47941/jts.1911	PROPN
easat-11246	313	9	https://doi.org/10.30871/jaic.v9i5.10514	https://doi.org/10.30871/jaic.v9i5.10514	PROPN
easat-11246	313	10	https://doi.org/10.3390/electronics10212717	https://doi.org/10.3390/electronics10212717	DET
easat-11246	313	11	https://doi.org/10.1007/s00521-019-04212-x	https://doi.org/10.1007/s00521-019-04212-x	NOUN
easat-11246	313	12	https://doi.org/10.37425/2hj0r024	https://doi.org/10.37425/2hj0r024	PROPN
easat-11246	313	13	https://doi.org/10.1016/j.eswa.2022.116659	https://doi.org/10.1016/j.eswa.2022.116659	PROPN
easat-11246	313	14	1469	1469	NUM
easat-11246	313	15	edelweiss	edelweiss	PROPN
easat-11246	313	16	applied	apply	VERB
easat-11246	313	17	science	science	NOUN
easat-11246	313	18	and	and	CCONJ
easat-11246	313	19	technology	technology	NOUN
easat-11246	313	20	issn	issn	PROPN
easat-11246	313	21	:	:	PUNCT
easat-11246	313	22	2576	2576	NUM
easat-11246	313	23	-	-	SYM
easat-11246	313	24	8484	8484	NUM
easat-11246	313	25	vol	vol	NOUN
easat-11246	313	26	.	.	PROPN
easat-11246	314	1	9	9	NUM
easat-11246	314	2	,	,	PUNCT
easat-11246	314	3	no	no	INTJ
easat-11246	314	4	.	.	NOUN
easat-11246	314	5	11	11	NUM
easat-11246	314	6	:	:	PUNCT
easat-11246	314	7	1453	1453	NUM
easat-11246	314	8	-	-	SYM
easat-11246	314	9	1469	1469	NUM
easat-11246	314	10	,	,	PUNCT
easat-11246	314	11	2025	2025	NUM
easat-11246	314	12	doi	doi	NOUN
easat-11246	314	13	:	:	PUNCT
easat-11246	314	14	10.55214/2576	10.55214/2576	NUM
easat-11246	314	15	-	-	SYM
easat-11246	314	16	8484.v9i11.11246	8484.v9i11.11246	NUM
easat-11246	315	1	©	©	PROPN
easat-11246	315	2	2025	2025	NUM
easat-11246	315	3	by	by	ADP
easat-11246	315	4	the	the	DET
easat-11246	315	5	authors	author	NOUN
easat-11246	315	6	;	;	PUNCT
easat-11246	315	7	licensee	licensee	PROPN
easat-11246	315	8	learning	learning	NOUN
easat-11246	315	9	gate	gate	NOUN
easat-11246	316	1	[	[	X
easat-11246	316	2	17	17	NUM
easat-11246	316	3	]	]	PUNCT
easat-11246	316	4	t.	t.	PROPN
easat-11246	316	5	j.	j.	PROPN
easat-11246	316	6	strader	strader	PROPN
easat-11246	316	7	,	,	PUNCT
easat-11246	316	8	j.	j.	PROPN
easat-11246	316	9	j.	j.	PROPN
easat-11246	316	10	rozycki	rozycki	PROPN
easat-11246	316	11	,	,	PUNCT
easat-11246	316	12	t.	t.	PROPN
easat-11246	316	13	h.	h.	PROPN
easat-11246	316	14	root	root	PROPN
easat-11246	316	15	,	,	PUNCT
easat-11246	316	16	and	and	CCONJ
easat-11246	316	17	y.-h	y.-h	PROPN
easat-11246	316	18	.	.	PUNCT
easat-11246	317	1	j.	j.	PROPN
easat-11246	317	2	huang	huang	PROPN
easat-11246	317	3	,	,	PUNCT
easat-11246	317	4	"	"	PUNCT
easat-11246	317	5	machine	machine	NOUN
easat-11246	317	6	learning	learn	VERB
easat-11246	317	7	stock	stock	NOUN
easat-11246	317	8	market	market	NOUN
easat-11246	317	9	prediction	prediction	NOUN
easat-11246	317	10	studies	study	NOUN
easat-11246	317	11	:	:	PUNCT
easat-11246	317	12	review	review	NOUN
easat-11246	317	13	and	and	CCONJ
easat-11246	317	14	research	research	NOUN
easat-11246	317	15	directions	direction	NOUN
easat-11246	317	16	,	,	PUNCT
easat-11246	317	17	"	"	PUNCT
easat-11246	317	18	journal	journal	NOUN
easat-11246	317	19	of	of	ADP
easat-11246	317	20	international	international	ADJ
easat-11246	317	21	technology	technology	NOUN
easat-11246	317	22	and	and	CCONJ
easat-11246	317	23	information	information	NOUN
easat-11246	317	24	management	management	NOUN
easat-11246	317	25	,	,	PUNCT
easat-11246	317	26	vol	vol	NOUN
easat-11246	317	27	.	.	PROPN
easat-11246	317	28	28	28	NUM
easat-11246	317	29	,	,	PUNCT
easat-11246	317	30	no	no	INTJ
easat-11246	317	31	.	.	NOUN
easat-11246	317	32	4	4	NUM
easat-11246	317	33	,	,	PUNCT
easat-11246	317	34	p.	p.	NOUN
easat-11246	317	35	article	article	NOUN
easat-11246	317	36	3	3	NUM
easat-11246	317	37	,	,	PUNCT
easat-11246	317	38	2020	2020	NUM
easat-11246	317	39	.	.	PUNCT
easat-11246	318	1	https://doi.org/10.58729/1941-6679.1435	https://doi.org/10.58729/1941-6679.1435	X
easat-11246	318	2	[	[	X
easat-11246	318	3	18	18	NUM
easat-11246	318	4	]	]	PUNCT
easat-11246	318	5	b.	b.	NOUN
easat-11246	318	6	gülmez	gülmez	NOUN
easat-11246	318	7	,	,	PUNCT
easat-11246	318	8	"	"	PUNCT
easat-11246	318	9	a	a	DET
easat-11246	318	10	hybrid	hybrid	ADJ
easat-11246	318	11	approach	approach	NOUN
easat-11246	318	12	for	for	ADP
easat-11246	318	13	stock	stock	NOUN
easat-11246	318	14	market	market	NOUN
easat-11246	318	15	price	price	NOUN
easat-11246	318	16	forecasting	forecasting	NOUN
easat-11246	318	17	using	use	VERB
easat-11246	318	18	long	long	ADJ
easat-11246	318	19	short	short	ADJ
easat-11246	318	20	-	-	PUNCT
easat-11246	318	21	term	term	NOUN
easat-11246	318	22	memory	memory	NOUN
easat-11246	318	23	and	and	CCONJ
easat-11246	318	24	seahorse	seahorse	NOUN
easat-11246	318	25	optimization	optimization	NOUN
easat-11246	318	26	algorithm	algorithm	NOUN
easat-11246	318	27	,	,	PUNCT
easat-11246	318	28	"	"	PUNCT
easat-11246	318	29	annals	annal	NOUN
easat-11246	318	30	of	of	ADP
easat-11246	318	31	data	data	NOUN
easat-11246	318	32	science	science	NOUN
easat-11246	318	33	,	,	PUNCT
easat-11246	318	34	pp	pp	ADJ
easat-11246	318	35	.	.	PUNCT
easat-11246	319	1	1	1	NUM
easat-11246	319	2	-	-	SYM
easat-11246	319	3	27	27	NUM
easat-11246	319	4	,	,	PUNCT
easat-11246	319	5	2025	2025	NUM
easat-11246	319	6	.	.	PUNCT
easat-11246	320	1	https://doi.org/10.1007/s40745-025-00609-9	https://doi.org/10.1007/s40745-025-00609-9	NUM
easat-11246	321	1	[	[	X
easat-11246	321	2	19	19	NUM
easat-11246	321	3	]	]	X
easat-11246	321	4	u.	u.	NOUN
easat-11246	321	5	sethupathy	sethupathy	ADJ
easat-11246	321	6	,	,	PUNCT
easat-11246	321	7	"	"	PUNCT
easat-11246	321	8	risk	risk	NOUN
easat-11246	321	9	-	-	PUNCT
easat-11246	321	10	aware	aware	ADJ
easat-11246	321	11	ai	ai	NOUN
easat-11246	321	12	models	model	NOUN
easat-11246	321	13	for	for	ADP
easat-11246	321	14	financial	financial	ADJ
easat-11246	321	15	fraud	fraud	NOUN
easat-11246	321	16	detection	detection	NOUN
easat-11246	321	17	:	:	PUNCT
easat-11246	321	18	scalable	scalable	ADJ
easat-11246	321	19	inference	inference	NOUN
easat-11246	321	20	from	from	ADP
easat-11246	321	21	big	big	ADJ
easat-11246	321	22	transactional	transactional	ADJ
easat-11246	321	23	data	datum	NOUN
easat-11246	321	24	,	,	PUNCT
easat-11246	321	25	"	"	PUNCT
easat-11246	321	26	international	international	ADJ
easat-11246	321	27	journal	journal	NOUN
easat-11246	321	28	of	of	ADP
easat-11246	321	29	intelligence	intelligence	NOUN
easat-11246	321	30	science	science	NOUN
easat-11246	321	31	,	,	PUNCT
easat-11246	321	32	vol	vol	NOUN
easat-11246	321	33	.	.	PROPN
easat-11246	321	34	15	15	NUM
easat-11246	321	35	,	,	PUNCT
easat-11246	321	36	pp	pp	ADJ
easat-11246	321	37	.	.	PUNCT
easat-11246	322	1	162	162	NUM
easat-11246	322	2	-	-	SYM
easat-11246	322	3	183	183	NUM
easat-11246	322	4	,	,	PUNCT
easat-11246	322	5	2025	2025	NUM
easat-11246	322	6	.	.	PUNCT
easat-11246	323	1	https://doi.org/10.4236/ijis.2025.154009	https://doi.org/10.4236/ijis.2025.154009	PROPN
easat-11246	324	1	[	[	PUNCT
easat-11246	324	2	20	20	NUM
easat-11246	324	3	]	]	PUNCT
easat-11246	324	4	w.	w.	PROPN
easat-11246	324	5	tian	tian	PROPN
easat-11246	324	6	,	,	PUNCT
easat-11246	324	7	"	"	PUNCT
easat-11246	324	8	enhancing	enhance	VERB
easat-11246	324	9	financial	financial	ADJ
easat-11246	324	10	decision	decision	NOUN
easat-11246	324	11	-	-	PUNCT
easat-11246	324	12	making	making	NOUN
easat-11246	324	13	through	through	ADP
easat-11246	324	14	automated	automate	VERB
easat-11246	324	15	business	business	NOUN
easat-11246	324	16	intelligence	intelligence	NOUN
easat-11246	324	17	systems	system	NOUN
easat-11246	324	18	,	,	PUNCT
easat-11246	324	19	"	"	PUNCT
easat-11246	324	20	international	international	ADJ
easat-11246	324	21	journal	journal	NOUN
easat-11246	324	22	of	of	ADP
easat-11246	324	23	e	e	NOUN
easat-11246	324	24	-	-	NOUN
easat-11246	324	25	collaboration	collaboration	ADJ
easat-11246	324	26	,	,	PUNCT
easat-11246	324	27	vol	vol	NOUN
easat-11246	324	28	.	.	PROPN
easat-11246	324	29	21	21	NUM
easat-11246	324	30	,	,	PUNCT
easat-11246	324	31	no	no	INTJ
easat-11246	324	32	.	.	NOUN
easat-11246	324	33	1	1	NUM
easat-11246	324	34	,	,	PUNCT
easat-11246	324	35	pp	pp	ADJ
easat-11246	324	36	.	.	PUNCT
easat-11246	325	1	1	1	NUM
easat-11246	325	2	-	-	SYM
easat-11246	325	3	20	20	NUM
easat-11246	325	4	,	,	PUNCT
easat-11246	325	5	2025	2025	NUM
easat-11246	325	6	.	.	PUNCT
easat-11246	326	1	https://doi.org/10.4018/ijec.367575	https://doi.org/10.4018/ijec.367575	PROPN
easat-11246	326	2	[	[	X
easat-11246	326	3	21	21	NUM
easat-11246	326	4	]	]	PUNCT
easat-11246	326	5	x.	x.	PROPN
easat-11246	326	6	chen	chen	PROPN
easat-11246	326	7	,	,	PUNCT
easat-11246	326	8	"	"	PUNCT
easat-11246	326	9	stock	stock	NOUN
easat-11246	326	10	price	price	NOUN
easat-11246	326	11	prediction	prediction	NOUN
easat-11246	326	12	using	use	VERB
easat-11246	326	13	machine	machine	NOUN
easat-11246	326	14	learning	learning	NOUN
easat-11246	326	15	strategies	strategy	NOUN
easat-11246	326	16	,	,	PUNCT
easat-11246	326	17	"	"	PUNCT
easat-11246	326	18	bcp	bcp	PROPN
easat-11246	326	19	business	business	PROPN
easat-11246	326	20	&	&	CCONJ
easat-11246	326	21	management	management	PROPN
easat-11246	326	22	,	,	PUNCT
easat-11246	326	23	vol	vol	NOUN
easat-11246	326	24	.	.	PROPN
easat-11246	327	1	36	36	NUM
easat-11246	327	2	,	,	PUNCT
easat-11246	327	3	pp	pp	ADJ
easat-11246	327	4	.	.	PUNCT
easat-11246	328	1	488497	488497	NUM
easat-11246	328	2	,	,	PUNCT
easat-11246	328	3	2023	2023	NUM
easat-11246	328	4	.	.	PUNCT
easat-11246	329	1	https://doi.org/10.54691/bcpbm.v36i.3507	https://doi.org/10.54691/bcpbm.v36i.3507	NOUN
easat-11246	330	1	[	[	X
easat-11246	330	2	22	22	NUM
easat-11246	330	3	]	]	PUNCT
easat-11246	330	4	s.	s.	PROPN
easat-11246	330	5	a.	a.	PROPN
easat-11246	330	6	panchal	panchal	PROPN
easat-11246	330	7	,	,	PUNCT
easat-11246	330	8	l.	l.	PROPN
easat-11246	330	9	ferdouse	ferdouse	PROPN
easat-11246	330	10	,	,	PUNCT
easat-11246	330	11	and	and	CCONJ
easat-11246	330	12	a.	a.	NOUN
easat-11246	330	13	sultana	sultana	NOUN
easat-11246	330	14	,	,	PUNCT
easat-11246	330	15	"	"	PUNCT
easat-11246	330	16	comparative	comparative	ADJ
easat-11246	330	17	analysis	analysis	NOUN
easat-11246	330	18	of	of	ADP
easat-11246	330	19	arima	arima	PROPN
easat-11246	330	20	and	and	CCONJ
easat-11246	330	21	lstm	lstm	NOUN
easat-11246	330	22	models	model	NOUN
easat-11246	330	23	for	for	ADP
easat-11246	330	24	stock	stock	NOUN
easat-11246	330	25	price	price	NOUN
easat-11246	330	26	prediction	prediction	NOUN
easat-11246	330	27	,	,	PUNCT
easat-11246	330	28	"	"	PUNCT
easat-11246	330	29	in	in	ADP
easat-11246	330	30	2024	2024	NUM
easat-11246	330	31	ieee	ieee	NOUN
easat-11246	330	32	/	/	SYM
easat-11246	330	33	acis	acis	PROPN
easat-11246	330	34	27th	27th	PROPN
easat-11246	330	35	international	international	ADJ
easat-11246	330	36	conference	conference	NOUN
easat-11246	330	37	on	on	ADP
easat-11246	330	38	software	software	NOUN
easat-11246	330	39	engineering	engineering	NOUN
easat-11246	330	40	,	,	PUNCT
easat-11246	330	41	artificial	artificial	ADJ
easat-11246	330	42	intelligence	intelligence	NOUN
easat-11246	330	43	,	,	PUNCT
easat-11246	330	44	networking	networking	NOUN
easat-11246	330	45	and	and	CCONJ
easat-11246	330	46	parallel	parallel	ADJ
easat-11246	330	47	/	/	SYM
easat-11246	330	48	distributed	distribute	VERB
easat-11246	330	49	computing	computing	NOUN
easat-11246	330	50	(	(	PUNCT
easat-11246	330	51	snpd	snpd	PROPN
easat-11246	330	52	)	)	PUNCT
easat-11246	330	53	(	(	PUNCT
easat-11246	330	54	pp	pp	NOUN
easat-11246	330	55	.	.	PUNCT
easat-11246	331	1	240	240	NUM
easat-11246	331	2	-	-	SYM
easat-11246	331	3	244	244	NUM
easat-11246	331	4	)	)	PUNCT
easat-11246	331	5	.	.	PUNCT
easat-11246	332	1	ieee	ieee	NOUN
easat-11246	332	2	,	,	PUNCT
easat-11246	332	3	2024	2024	NUM
easat-11246	332	4	.	.	PUNCT
easat-11246	333	1	[	[	X
easat-11246	333	2	23	23	NUM
easat-11246	333	3	]	]	PUNCT
easat-11246	333	4	j.	j.	PROPN
easat-11246	333	5	nobre	nobre	PROPN
easat-11246	333	6	and	and	CCONJ
easat-11246	333	7	r.	r.	PROPN
easat-11246	333	8	f.	f.	PROPN
easat-11246	333	9	neves	neves	PROPN
easat-11246	333	10	,	,	PUNCT
easat-11246	333	11	"	"	PUNCT
easat-11246	333	12	combining	combine	VERB
easat-11246	333	13	principal	principal	ADJ
easat-11246	333	14	component	component	NOUN
easat-11246	333	15	analysis	analysis	NOUN
easat-11246	333	16	,	,	PUNCT
easat-11246	333	17	discrete	discrete	ADJ
easat-11246	333	18	wavelet	wavelet	NOUN
easat-11246	333	19	transform	transform	NOUN
easat-11246	333	20	and	and	CCONJ
easat-11246	333	21	xgboost	xgboost	ADV
easat-11246	333	22	to	to	PART
easat-11246	333	23	trade	trade	VERB
easat-11246	333	24	in	in	ADP
easat-11246	333	25	the	the	DET
easat-11246	333	26	financial	financial	ADJ
easat-11246	333	27	markets	market	NOUN
easat-11246	333	28	,	,	PUNCT
easat-11246	333	29	"	"	PUNCT
easat-11246	333	30	expert	expert	NOUN
easat-11246	333	31	systems	system	NOUN
easat-11246	333	32	with	with	ADP
easat-11246	333	33	applications	application	NOUN
easat-11246	333	34	,	,	PUNCT
easat-11246	333	35	vol	vol	NOUN
easat-11246	333	36	.	.	PROPN
easat-11246	333	37	125	125	NUM
easat-11246	333	38	,	,	PUNCT
easat-11246	333	39	pp	pp	ADJ
easat-11246	333	40	.	.	PUNCT
easat-11246	334	1	181	181	NUM
easat-11246	334	2	-	-	SYM
easat-11246	334	3	194	194	NUM
easat-11246	334	4	,	,	PUNCT
easat-11246	334	5	2019	2019	NUM
easat-11246	334	6	.	.	PUNCT
easat-11246	335	1	https://doi.org/10.1016/j.eswa.2019.01.083	https://doi.org/10.1016/j.eswa.2019.01.083	PRON
easat-11246	336	1	[	[	X
easat-11246	336	2	24	24	NUM
easat-11246	336	3	]	]	X
easat-11246	336	4	j.	j.	PROPN
easat-11246	336	5	patel	patel	PROPN
easat-11246	336	6	,	,	PUNCT
easat-11246	336	7	s.	s.	PROPN
easat-11246	336	8	shah	shah	PROPN
easat-11246	336	9	,	,	PUNCT
easat-11246	336	10	p.	p.	NOUN
easat-11246	336	11	thakkar	thakkar	NOUN
easat-11246	336	12	,	,	PUNCT
easat-11246	336	13	and	and	CCONJ
easat-11246	336	14	k.	k.	PROPN
easat-11246	336	15	kotecha	kotecha	PROPN
easat-11246	336	16	,	,	PUNCT
easat-11246	336	17	"	"	PUNCT
easat-11246	336	18	predicting	predict	VERB
easat-11246	336	19	stock	stock	NOUN
easat-11246	336	20	and	and	CCONJ
easat-11246	336	21	stock	stock	NOUN
easat-11246	336	22	price	price	NOUN
easat-11246	336	23	index	index	NOUN
easat-11246	336	24	movement	movement	NOUN
easat-11246	336	25	using	use	VERB
easat-11246	336	26	trend	trend	NOUN
easat-11246	336	27	deterministic	deterministic	ADJ
easat-11246	336	28	data	datum	NOUN
easat-11246	336	29	preparation	preparation	NOUN
easat-11246	336	30	and	and	CCONJ
easat-11246	336	31	machine	machine	NOUN
easat-11246	336	32	learning	learn	VERB
easat-11246	336	33	techniques	technique	NOUN
easat-11246	336	34	,	,	PUNCT
easat-11246	336	35	"	"	PUNCT
easat-11246	336	36	expert	expert	NOUN
easat-11246	336	37	systems	system	NOUN
easat-11246	336	38	with	with	ADP
easat-11246	336	39	applications	application	NOUN
easat-11246	336	40	,	,	PUNCT
easat-11246	336	41	vol	vol	NOUN
easat-11246	336	42	.	.	PROPN
easat-11246	336	43	42	42	NUM
easat-11246	336	44	,	,	PUNCT
easat-11246	336	45	no	no	INTJ
easat-11246	336	46	.	.	NOUN
easat-11246	336	47	1	1	NUM
easat-11246	336	48	,	,	PUNCT
easat-11246	336	49	pp	pp	ADJ
easat-11246	336	50	.	.	PUNCT
easat-11246	337	1	259	259	NUM
easat-11246	337	2	-	-	SYM
easat-11246	337	3	268	268	NUM
easat-11246	337	4	,	,	PUNCT
easat-11246	337	5	2015	2015	NUM
easat-11246	337	6	.	.	PUNCT
easat-11246	338	1	https://doi.org/10.1016/j.eswa.2014.07.040	https://doi.org/10.1016/j.eswa.2014.07.040	NOUN
easat-11246	338	2	[	[	X
easat-11246	338	3	25	25	NUM
easat-11246	338	4	]	]	X
easat-11246	338	5	v.	v.	PROPN
easat-11246	338	6	d.	d.	PROPN
easat-11246	338	7	mangesh	mangesh	PROPN
easat-11246	338	8	,	,	PUNCT
easat-11246	338	9	n.	n.	PROPN
easat-11246	338	10	s.	s.	PROPN
easat-11246	338	11	vishal	vishal	PROPN
easat-11246	338	12	,	,	PUNCT
easat-11246	338	13	s.	s.	PROPN
easat-11246	338	14	f.	f.	PROPN
easat-11246	338	15	sharique	sharique	PROPN
easat-11246	338	16	,	,	PUNCT
easat-11246	338	17	n.	n.	PROPN
easat-11246	338	18	a.	a.	NOUN
easat-11246	338	19	ehtesham	ehtesham	PROPN
easat-11246	338	20	,	,	PUNCT
easat-11246	338	21	and	and	CCONJ
easat-11246	338	22	y.	y.	PROPN
easat-11246	338	23	s.	s.	PROPN
easat-11246	338	24	algat	algat	PROPN
easat-11246	338	25	,	,	PUNCT
easat-11246	338	26	"	"	PUNCT
easat-11246	338	27	stock	stock	NOUN
easat-11246	338	28	price	price	NOUN
easat-11246	338	29	prediction	prediction	NOUN
easat-11246	338	30	using	use	VERB
easat-11246	338	31	facebook	facebook	PROPN
easat-11246	338	32	prophet	prophet	NOUN
easat-11246	338	33	,	,	PUNCT
easat-11246	338	34	"	"	PUNCT
easat-11246	338	35	international	international	ADJ
easat-11246	338	36	journal	journal	NOUN
easat-11246	338	37	for	for	ADP
easat-11246	338	38	multidisciplinary	multidisciplinary	ADJ
easat-11246	338	39	research	research	NOUN
easat-11246	338	40	,	,	PUNCT
easat-11246	338	41	vol	vol	NOUN
easat-11246	338	42	.	.	PROPN
easat-11246	338	43	5	5	NUM
easat-11246	338	44	,	,	PUNCT
easat-11246	338	45	no	no	INTJ
easat-11246	338	46	.	.	NOUN
easat-11246	338	47	2	2	NUM
easat-11246	338	48	,	,	PUNCT
easat-11246	338	49	pp	pp	ADJ
easat-11246	338	50	.	.	PUNCT
easat-11246	339	1	1	1	NUM
easat-11246	339	2	-	-	SYM
easat-11246	339	3	5	5	NUM
easat-11246	339	4	,	,	PUNCT
easat-11246	339	5	2023	2023	NUM
easat-11246	339	6	.	.	PUNCT
easat-11246	340	1	https://doi.org/10.36948/ijfmr.2023.v05i02.2681	https://doi.org/10.36948/ijfmr.2023.v05i02.2681	PROPN
easat-11246	341	1	[	[	X
easat-11246	341	2	26	26	NUM
easat-11246	341	3	]	]	PUNCT
easat-11246	341	4	r.	r.	PROPN
easat-11246	341	5	s.	s.	PROPN
easat-11246	341	6	pontoh	pontoh	PROPN
easat-11246	341	7	,	,	PUNCT
easat-11246	341	8	s.	s.	PROPN
easat-11246	341	9	zahroh	zahroh	PROPN
easat-11246	341	10	,	,	PUNCT
easat-11246	341	11	h.	h.	PROPN
easat-11246	341	12	nurahman	nurahman	PROPN
easat-11246	341	13	,	,	PUNCT
easat-11246	341	14	r.	r.	PROPN
easat-11246	341	15	aprillion	aprillion	PROPN
easat-11246	341	16	,	,	PUNCT
easat-11246	341	17	a.	a.	NOUN
easat-11246	341	18	ramdani	ramdani	PROPN
easat-11246	341	19	,	,	PUNCT
easat-11246	341	20	and	and	CCONJ
easat-11246	341	21	d.	d.	PROPN
easat-11246	341	22	akmal	akmal	PROPN
easat-11246	341	23	,	,	PUNCT
easat-11246	341	24	"	"	PUNCT
easat-11246	341	25	applied	apply	VERB
easat-11246	341	26	of	of	ADP
easat-11246	341	27	feed	feed	NOUN
easat-11246	341	28	-	-	PUNCT
easat-11246	341	29	forward	forward	ADV
easat-11246	341	30	neural	neural	ADJ
easat-11246	341	31	network	network	NOUN
easat-11246	341	32	and	and	CCONJ
easat-11246	341	33	facebook	facebook	PROPN
easat-11246	341	34	prophet	prophet	PROPN
easat-11246	341	35	model	model	NOUN
easat-11246	341	36	for	for	ADP
easat-11246	341	37	train	train	NOUN
easat-11246	341	38	passengers	passenger	NOUN
easat-11246	341	39	forecasting	forecasting	NOUN
easat-11246	341	40	,	,	PUNCT
easat-11246	341	41	"	"	PUNCT
easat-11246	341	42	in	in	ADP
easat-11246	341	43	journal	journal	NOUN
easat-11246	341	44	of	of	ADP
easat-11246	341	45	physics	physics	PROPN
easat-11246	341	46	:	:	PUNCT
easat-11246	341	47	conference	conference	NOUN
easat-11246	341	48	series	series	NOUN
easat-11246	341	49	(	(	PUNCT
easat-11246	341	50	vol	vol	NOUN
easat-11246	341	51	.	.	NOUN
easat-11246	341	52	1776	1776	NUM
easat-11246	341	53	,	,	PUNCT
easat-11246	341	54	no	no	INTJ
easat-11246	341	55	.	.	NOUN
easat-11246	341	56	1	1	NUM
easat-11246	341	57	,	,	PUNCT
easat-11246	341	58	p.	p.	NOUN
easat-11246	341	59	012057	012057	NUM
easat-11246	341	60	)	)	PUNCT
easat-11246	341	61	.	.	PUNCT
easat-11246	342	1	iop	iop	PROPN
easat-11246	342	2	publishing	publishing	NOUN
easat-11246	342	3	,	,	PUNCT
easat-11246	342	4	2021	2021	NUM
easat-11246	342	5	.	.	PUNCT
easat-11246	343	1	[	[	X
easat-11246	343	2	27	27	NUM
easat-11246	343	3	]	]	PUNCT
easat-11246	343	4	t.	t.	NOUN
easat-11246	343	5	fischer	fischer	PROPN
easat-11246	343	6	and	and	CCONJ
easat-11246	343	7	c.	c.	PROPN
easat-11246	343	8	krauss	krauss	PROPN
easat-11246	343	9	,	,	PUNCT
easat-11246	343	10	"	"	PUNCT
easat-11246	343	11	deep	deep	ADJ
easat-11246	343	12	learning	learning	NOUN
easat-11246	343	13	with	with	ADP
easat-11246	343	14	long	long	ADJ
easat-11246	343	15	short	short	ADJ
easat-11246	343	16	-	-	PUNCT
easat-11246	343	17	term	term	NOUN
easat-11246	343	18	memory	memory	NOUN
easat-11246	343	19	networks	network	NOUN
easat-11246	343	20	for	for	ADP
easat-11246	343	21	financial	financial	ADJ
easat-11246	343	22	market	market	NOUN
easat-11246	343	23	predictions	prediction	NOUN
easat-11246	343	24	,	,	PUNCT
easat-11246	343	25	"	"	PUNCT
easat-11246	343	26	european	european	ADJ
easat-11246	343	27	journal	journal	PROPN
easat-11246	343	28	of	of	ADP
easat-11246	343	29	operational	operational	ADJ
easat-11246	343	30	research	research	NOUN
easat-11246	343	31	,	,	PUNCT
easat-11246	343	32	vol	vol	NOUN
easat-11246	343	33	.	.	PROPN
easat-11246	343	34	270	270	NUM
easat-11246	343	35	,	,	PUNCT
easat-11246	343	36	no	no	INTJ
easat-11246	343	37	.	.	NOUN
easat-11246	343	38	2	2	NUM
easat-11246	343	39	,	,	PUNCT
easat-11246	343	40	pp	pp	ADJ
easat-11246	343	41	.	.	PUNCT
easat-11246	344	1	654	654	NUM
easat-11246	344	2	-	-	SYM
easat-11246	344	3	669	669	NUM
easat-11246	344	4	,	,	PUNCT
easat-11246	344	5	2018	2018	NUM
easat-11246	344	6	.	.	PUNCT
easat-11246	345	1	https://doi.org/10.1016/j.ejor.2017.11.054	https://doi.org/10.1016/j.ejor.2017.11.054	PROPN
easat-11246	346	1	[	[	X
easat-11246	346	2	28	28	NUM
easat-11246	346	3	]	]	X
easat-11246	346	4	d.	d.	PROPN
easat-11246	346	5	joiner	joiner	PROPN
easat-11246	346	6	,	,	PUNCT
easat-11246	346	7	a.	a.	NOUN
easat-11246	346	8	vezeau	vezeau	PROPN
easat-11246	346	9	,	,	PUNCT
easat-11246	346	10	a.	a.	PROPN
easat-11246	346	11	wong	wong	PROPN
easat-11246	346	12	,	,	PUNCT
easat-11246	346	13	g.	g.	PROPN
easat-11246	346	14	hains	hains	PROPN
easat-11246	346	15	,	,	PUNCT
easat-11246	346	16	and	and	CCONJ
easat-11246	346	17	y.	y.	PROPN
easat-11246	346	18	khmelevsky	khmelevsky	PROPN
easat-11246	346	19	,	,	PUNCT
easat-11246	346	20	"	"	PUNCT
easat-11246	346	21	algorithmic	algorithmic	ADJ
easat-11246	346	22	trading	trading	NOUN
easat-11246	346	23	and	and	CCONJ
easat-11246	346	24	short	short	ADJ
easat-11246	346	25	-	-	PUNCT
easat-11246	346	26	term	term	NOUN
easat-11246	346	27	forecast	forecast	NOUN
easat-11246	346	28	for	for	ADP
easat-11246	346	29	financial	financial	ADJ
easat-11246	346	30	time	time	NOUN
easat-11246	346	31	series	series	NOUN
easat-11246	346	32	with	with	ADP
easat-11246	346	33	machine	machine	NOUN
easat-11246	346	34	learning	learning	NOUN
easat-11246	346	35	models	model	NOUN
easat-11246	346	36	;	;	PUNCT
easat-11246	346	37	state	state	NOUN
easat-11246	346	38	of	of	ADP
easat-11246	346	39	the	the	DET
easat-11246	346	40	art	art	NOUN
easat-11246	346	41	and	and	CCONJ
easat-11246	346	42	perspectives	perspective	NOUN
easat-11246	346	43	,	,	PUNCT
easat-11246	346	44	"	"	PUNCT
easat-11246	346	45	in	in	ADP
easat-11246	346	46	2022	2022	NUM
easat-11246	346	47	ieee	ieee	NOUN
easat-11246	346	48	international	international	ADJ
easat-11246	346	49	conference	conference	NOUN
easat-11246	346	50	on	on	ADP
easat-11246	346	51	recent	recent	ADJ
easat-11246	346	52	advances	advance	NOUN
easat-11246	346	53	in	in	ADP
easat-11246	346	54	systems	system	NOUN
easat-11246	346	55	science	science	NOUN
easat-11246	346	56	and	and	CCONJ
easat-11246	346	57	engineering	engineering	NOUN
easat-11246	346	58	(	(	PUNCT
easat-11246	346	59	rasse	rasse	PROPN
easat-11246	346	60	)	)	PUNCT
easat-11246	346	61	(	(	PUNCT
easat-11246	346	62	pp	pp	X
easat-11246	346	63	.	.	PUNCT
easat-11246	347	1	1	1	NUM
easat-11246	347	2	-	-	SYM
easat-11246	347	3	9	9	NUM
easat-11246	347	4	)	)	PUNCT
easat-11246	347	5	.	.	PUNCT
easat-11246	348	1	ieee	ieee	NOUN
easat-11246	348	2	,	,	PUNCT
easat-11246	348	3	2022	2022	NUM
easat-11246	348	4	.	.	PUNCT
easat-11246	349	1	https://doi.org/10.58729/1941-6679.1435	https://doi.org/10.58729/1941-6679.1435	NOUN
easat-11246	349	2	https://doi.org/10.1007/s40745-025-00609-9	https://doi.org/10.1007/s40745-025-00609-9	X
easat-11246	350	1	https://doi.org/10.4236/ijis.2025.154009	https://doi.org/10.4236/ijis.2025.154009	PROPN
easat-11246	350	2	https://doi.org/10.4018/ijec.367575	https://doi.org/10.4018/ijec.367575	VERB
easat-11246	350	3	https://doi.org/10.54691/bcpbm.v36i.3507	https://doi.org/10.54691/bcpbm.v36i.3507	NOUN
easat-11246	350	4	https://doi.org/10.1016/j.eswa.2019.01.083	https://doi.org/10.1016/j.eswa.2019.01.083	PROPN
easat-11246	350	5	https://doi.org/10.1016/j.eswa.2014.07.040	https://doi.org/10.1016/j.eswa.2014.07.040	PROPN
easat-11246	351	1	https://doi.org/10.36948/ijfmr.2023.v05i02.2681	https://doi.org/10.36948/ijfmr.2023.v05i02.2681	PROPN
easat-11246	351	2	https://doi.org/10.1016/j.ejor.2017.11.054	https://doi.org/10.1016/j.ejor.2017.11.054	ADJ