id	sid	tid	token	lemma	pos
easat-2985	1	1	edelweiss	edelweiss	PROPN
easat-2985	1	2	applied	apply	VERB
easat-2985	1	3	science	science	NOUN
easat-2985	1	4	and	and	CCONJ
easat-2985	1	5	technology	technology	NOUN
easat-2985	1	6	issn	issn	PROPN
easat-2985	1	7	:	:	PUNCT
easat-2985	1	8	2576	2576	NUM
easat-2985	1	9	-	-	SYM
easat-2985	1	10	8484	8484	NUM
easat-2985	1	11	vol	vol	NOUN
easat-2985	1	12	.	.	PROPN
easat-2985	1	13	8	8	NUM
easat-2985	1	14	,	,	PUNCT
easat-2985	1	15	no	no	INTJ
easat-2985	1	16	.	.	NOUN
easat-2985	1	17	6	6	NUM
easat-2985	1	18	,	,	PUNCT
easat-2985	1	19	4529	4529	NUM
easat-2985	1	20	-	-	SYM
easat-2985	1	21	4538	4538	NUM
easat-2985	1	22	2024	2024	NUM
easat-2985	1	23	publisher	publisher	NOUN
easat-2985	1	24	:	:	PUNCT
easat-2985	1	25	learning	learn	VERB
easat-2985	1	26	gate	gate	NOUN
easat-2985	1	27	doi	doi	PROPN
easat-2985	1	28	:	:	PUNCT
easat-2985	1	29	10.55214/25768484.v8i6.2985	10.55214/25768484.v8i6.2985	NUM
easat-2985	1	30	©	©	PROPN
easat-2985	1	31	2024	2024	NUM
easat-2985	1	32	by	by	ADP
easat-2985	1	33	the	the	DET
easat-2985	1	34	authors	author	NOUN
easat-2985	1	35	;	;	PUNCT
easat-2985	1	36	licensee	licensee	PROPN
easat-2985	1	37	learning	learning	NOUN
easat-2985	1	38	gate	gate	NOUN
easat-2985	1	39	©	©	PROPN
easat-2985	1	40	2024	2024	NUM
easat-2985	1	41	by	by	ADP
easat-2985	1	42	the	the	DET
easat-2985	1	43	authors	author	NOUN
easat-2985	1	44	;	;	PUNCT
easat-2985	1	45	licensee	licensee	PROPN
easat-2985	1	46	learning	learn	VERB
easat-2985	1	47	gate	gate	NOUN
easat-2985	1	48	*	*	PUNCT
easat-2985	1	49	correspondence	correspondence	NOUN
easat-2985	1	50	:	:	PUNCT
easat-2985	1	51	jreyna@unheval.edu.pe	jreyna@unheval.edu.pe	NOUN
easat-2985	1	52	systemic	systemic	ADJ
easat-2985	1	53	approach	approach	NOUN
easat-2985	1	54	on	on	ADP
easat-2985	1	55	the	the	DET
easat-2985	1	56	dynamics	dynamic	NOUN
easat-2985	1	57	of	of	ADP
easat-2985	1	58	the	the	DET
easat-2985	1	59	stock	stock	NOUN
easat-2985	1	60	market	market	NOUN
easat-2985	1	61	julissa	julissa	PROPN
easat-2985	1	62	elizabeth	elizabeth	PROPN
easat-2985	1	63	reynagonzalez1	reynagonzalez1	PROPN
easat-2985	1	64	*	*	PROPN
easat-2985	1	65	,	,	PUNCT
easat-2985	1	66	jorge	jorge	PROPN
easat-2985	1	67	rubén	rubén	PROPN
easat-2985	1	68	hilario	hilario	PROPN
easat-2985	1	69	cárdenas2	cárdenas2	PROPN
easat-2985	1	70	,	,	PUNCT
easat-2985	1	71	janeth	janeth	PROPN
easat-2985	1	72	leynig	leynig	PROPN
easat-2985	1	73	tello	tello	PROPN
easat-2985	1	74	cornejo3	cornejo3	PROPN
easat-2985	1	75	,	,	PUNCT
easat-2985	1	76	jorge	jorge	PROPN
easat-2985	1	77	gómez	gómez	PROPN
easat-2985	1	78	reátegui4	reátegui4	PROPN
easat-2985	1	79	,	,	PUNCT
easat-2985	1	80	andy	andy	PROPN
easat-2985	1	81	williams	williams	PROPN
easat-2985	1	82	chamoli	chamoli	PROPN
easat-2985	1	83	falcon5	falcon5	VERB
easat-2985	1	84	1,2,3universidad	1,2,3universidad	NUM
easat-2985	1	85	nacional	nacional	ADJ
easat-2985	1	86	hermilio	hermilio	ADJ
easat-2985	1	87	valdizán	valdizán	PROPN
easat-2985	1	88	-	-	PUNCT
easat-2985	1	89	huánuco	huánuco	PROPN
easat-2985	1	90	,	,	PUNCT
easat-2985	1	91	perú	perú	PROPN
easat-2985	1	92	;	;	PUNCT
easat-2985	1	93	jreyna@unheval.edu.pe	jreyna@unheval.edu.pe	NOUN
easat-2985	1	94	(	(	PUNCT
easat-2985	1	95	j.e.r.g	j.e.r.g	PROPN
easat-2985	1	96	.	.	PUNCT
easat-2985	1	97	)	)	PUNCT
easat-2985	2	1	jrhilario@unheval.edu.pe	jrhilario@unheval.edu.pe	NOUN
easat-2985	2	2	(	(	PUNCT
easat-2985	2	3	j.r.h.c	j.r.h.c	PROPN
easat-2985	2	4	.	.	PUNCT
easat-2985	2	5	)	)	PUNCT
easat-2985	3	1	jtello@unheval.edu.pe	jtello@unheval.edu.pe	NOUN
easat-2985	3	2	(	(	PUNCT
easat-2985	3	3	j.l.t.c	j.l.t.c	PROPN
easat-2985	3	4	.	.	PUNCT
easat-2985	3	5	)	)	PUNCT
easat-2985	3	6	.	.	PUNCT
easat-2985	4	1	4universidad	4universidad	PROPN
easat-2985	4	2	san	san	PROPN
easat-2985	4	3	ignacio	ignacio	PROPN
easat-2985	4	4	de	de	PROPN
easat-2985	4	5	loyola	loyola	PROPN
easat-2985	4	6	,	,	PUNCT
easat-2985	4	7	lima	lima	PROPN
easat-2985	4	8	,	,	PUNCT
easat-2985	4	9	perú	perú	PROPN
easat-2985	4	10	;	;	PUNCT
easat-2985	4	11	ninogomez36@outlook.com	ninogomez36@outlook.com	PROPN
easat-2985	4	12	(	(	PUNCT
easat-2985	4	13	j.g.r	j.g.r	PROPN
easat-2985	4	14	.	.	PUNCT
easat-2985	4	15	)	)	PUNCT
easat-2985	4	16	.	.	PUNCT
easat-2985	5	1	5universidad	5universidad	NUM
easat-2985	5	2	tecnológica	tecnológica	PROPN
easat-2985	5	3	del	del	PROPN
easat-2985	5	4	perú	perú	PROPN
easat-2985	5	5	,	,	PUNCT
easat-2985	5	6	piura	piura	NOUN
easat-2985	5	7	,	,	PUNCT
easat-2985	5	8	perú	perú	PROPN
easat-2985	5	9	;	;	PUNCT
easat-2985	5	10	chamoliss@hotmail.com	chamoliss@hotmail.com	PROPN
easat-2985	5	11	(	(	PUNCT
easat-2985	5	12	j.l.t.c	j.l.t.c	PROPN
easat-2985	5	13	.	.	PUNCT
easat-2985	5	14	)	)	PUNCT
easat-2985	5	15	.	.	PUNCT
easat-2985	6	1	abstract	abstract	ADV
easat-2985	6	2	:	:	PUNCT
easat-2985	6	3	the	the	DET
easat-2985	6	4	stock	stock	NOUN
easat-2985	6	5	market	market	NOUN
easat-2985	6	6	constitutes	constitute	VERB
easat-2985	6	7	a	a	DET
easat-2985	6	8	highly	highly	ADV
easat-2985	6	9	complex	complex	ADJ
easat-2985	6	10	and	and	CCONJ
easat-2985	6	11	dynamic	dynamic	ADJ
easat-2985	6	12	system	system	NOUN
easat-2985	6	13	,	,	PUNCT
easat-2985	6	14	characterized	characterize	VERB
easat-2985	6	15	by	by	ADP
easat-2985	6	16	multiple	multiple	ADJ
easat-2985	6	17	interconnected	interconnected	ADJ
easat-2985	6	18	elements	element	NOUN
easat-2985	6	19	and	and	CCONJ
easat-2985	6	20	emerging	emerge	VERB
easat-2985	6	21	behavioral	behavioral	ADJ
easat-2985	6	22	patterns	pattern	NOUN
easat-2985	6	23	.	.	PUNCT
easat-2985	7	1	this	this	DET
easat-2985	7	2	research	research	NOUN
easat-2985	7	3	analyzes	analyze	VERB
easat-2985	7	4	the	the	DET
easat-2985	7	5	implications	implication	NOUN
easat-2985	7	6	of	of	ADP
easat-2985	7	7	adopting	adopt	VERB
easat-2985	7	8	a	a	DET
easat-2985	7	9	systemic	systemic	ADJ
easat-2985	7	10	perspective	perspective	NOUN
easat-2985	7	11	,	,	PUNCT
easat-2985	7	12	which	which	PRON
easat-2985	7	13	allows	allow	VERB
easat-2985	7	14	modeling	model	VERB
easat-2985	7	15	the	the	DET
easat-2985	7	16	interactions	interaction	NOUN
easat-2985	7	17	and	and	CCONJ
easat-2985	7	18	patterns	pattern	NOUN
easat-2985	7	19	that	that	PRON
easat-2985	7	20	arise	arise	VERB
easat-2985	7	21	within	within	ADP
easat-2985	7	22	the	the	DET
easat-2985	7	23	dynamics	dynamic	NOUN
easat-2985	7	24	of	of	ADP
easat-2985	7	25	the	the	DET
easat-2985	7	26	stock	stock	NOUN
easat-2985	7	27	market	market	NOUN
easat-2985	7	28	.	.	PUNCT
easat-2985	8	1	through	through	ADP
easat-2985	8	2	methodologies	methodology	NOUN
easat-2985	8	3	such	such	ADJ
easat-2985	8	4	as	as	ADP
easat-2985	8	5	agent	agent	NOUN
easat-2985	8	6	-	-	PUNCT
easat-2985	8	7	based	base	VERB
easat-2985	8	8	modeling	modeling	NOUN
easat-2985	8	9	,	,	PUNCT
easat-2985	8	10	systemic	systemic	ADJ
easat-2985	8	11	network	network	NOUN
easat-2985	8	12	analysis	analysis	NOUN
easat-2985	8	13	and	and	CCONJ
easat-2985	8	14	complex	complex	ADJ
easat-2985	8	15	systems	system	NOUN
easat-2985	8	16	theory	theory	NOUN
easat-2985	8	17	,	,	PUNCT
easat-2985	8	18	it	it	PRON
easat-2985	8	19	is	be	AUX
easat-2985	8	20	possible	possible	ADJ
easat-2985	8	21	to	to	PART
easat-2985	8	22	represent	represent	VERB
easat-2985	8	23	the	the	DET
easat-2985	8	24	interconnections	interconnection	NOUN
easat-2985	8	25	between	between	ADP
easat-2985	8	26	various	various	ADJ
easat-2985	8	27	financial	financial	ADJ
easat-2985	8	28	assets	asset	NOUN
easat-2985	8	29	and	and	CCONJ
easat-2985	8	30	evaluate	evaluate	VERB
easat-2985	8	31	how	how	SCONJ
easat-2985	8	32	fluctuations	fluctuation	NOUN
easat-2985	8	33	in	in	ADP
easat-2985	8	34	a	a	DET
easat-2985	8	35	specific	specific	ADJ
easat-2985	8	36	asset	asset	NOUN
easat-2985	8	37	can	can	AUX
easat-2985	8	38	propagate	propagate	VERB
easat-2985	8	39	and	and	CCONJ
easat-2985	8	40	influence	influence	VERB
easat-2985	8	41	other	other	ADJ
easat-2985	8	42	components	component	NOUN
easat-2985	8	43	of	of	ADP
easat-2985	8	44	the	the	DET
easat-2985	8	45	asset	asset	NOUN
easat-2985	8	46	.	.	PUNCT
easat-2985	9	1	market	market	NOUN
easat-2985	9	2	.	.	PUNCT
easat-2985	10	1	likewise	likewise	ADV
easat-2985	10	2	,	,	PUNCT
easat-2985	10	3	the	the	DET
easat-2985	10	4	importance	importance	NOUN
easat-2985	10	5	of	of	ADP
easat-2985	10	6	integrating	integrate	VERB
easat-2985	10	7	approaches	approach	NOUN
easat-2985	10	8	such	such	ADJ
easat-2985	10	9	as	as	ADP
easat-2985	10	10	neural	neural	ADJ
easat-2985	10	11	networks	network	NOUN
easat-2985	10	12	and	and	CCONJ
easat-2985	10	13	machine	machine	NOUN
easat-2985	10	14	learning	learn	VERB
easat-2985	10	15	with	with	ADP
easat-2985	10	16	systemic	systemic	ADJ
easat-2985	10	17	analysis	analysis	NOUN
easat-2985	10	18	is	be	AUX
easat-2985	10	19	emphasized	emphasize	VERB
easat-2985	10	20	,	,	PUNCT
easat-2985	10	21	allowing	allow	VERB
easat-2985	10	22	the	the	DET
easat-2985	10	23	non	non	ADJ
easat-2985	10	24	-	-	ADJ
easat-2985	10	25	linear	linear	ADJ
easat-2985	10	26	relationships	relationship	NOUN
easat-2985	10	27	inherent	inherent	ADJ
easat-2985	10	28	in	in	ADP
easat-2985	10	29	financial	financial	ADJ
easat-2985	10	30	data	datum	NOUN
easat-2985	10	31	to	to	PART
easat-2985	10	32	be	be	AUX
easat-2985	10	33	unraveled	unravel	VERB
easat-2985	10	34	and	and	CCONJ
easat-2985	10	35	predictive	predictive	ADJ
easat-2985	10	36	models	model	NOUN
easat-2985	10	37	to	to	PART
easat-2985	10	38	be	be	AUX
easat-2985	10	39	developed	develop	VERB
easat-2985	10	40	with	with	ADP
easat-2985	10	41	greater	great	ADJ
easat-2985	10	42	precision	precision	NOUN
easat-2985	10	43	.	.	PUNCT
easat-2985	11	1	this	this	DET
easat-2985	11	2	methodological	methodological	ADJ
easat-2985	11	3	synergy	synergy	NOUN
easat-2985	11	4	provides	provide	VERB
easat-2985	11	5	a	a	DET
easat-2985	11	6	deeper	deep	ADJ
easat-2985	11	7	understanding	understanding	NOUN
easat-2985	11	8	of	of	ADP
easat-2985	11	9	the	the	DET
easat-2985	11	10	underlying	underlie	VERB
easat-2985	11	11	dynamics	dynamic	NOUN
easat-2985	11	12	of	of	ADP
easat-2985	11	13	the	the	DET
easat-2985	11	14	stock	stock	NOUN
easat-2985	11	15	market	market	NOUN
easat-2985	11	16	.	.	PUNCT
easat-2985	12	1	the	the	DET
easat-2985	12	2	main	main	ADJ
easat-2985	12	3	objective	objective	NOUN
easat-2985	12	4	of	of	ADP
easat-2985	12	5	this	this	DET
easat-2985	12	6	study	study	NOUN
easat-2985	12	7	is	be	AUX
easat-2985	12	8	to	to	PART
easat-2985	12	9	explore	explore	VERB
easat-2985	12	10	how	how	SCONJ
easat-2985	12	11	simulation	simulation	NOUN
easat-2985	12	12	can	can	AUX
easat-2985	12	13	guide	guide	VERB
easat-2985	12	14	the	the	DET
easat-2985	12	15	search	search	NOUN
easat-2985	12	16	for	for	ADP
easat-2985	12	17	the	the	DET
easat-2985	12	18	optimal	optimal	ADJ
easat-2985	12	19	portfolio	portfolio	NOUN
easat-2985	12	20	,	,	PUNCT
easat-2985	12	21	maximizing	maximize	VERB
easat-2985	12	22	return	return	NOUN
easat-2985	12	23	and	and	CCONJ
easat-2985	12	24	minimizing	minimize	VERB
easat-2985	12	25	risk	risk	NOUN
easat-2985	12	26	by	by	ADP
easat-2985	12	27	evaluating	evaluate	VERB
easat-2985	12	28	hypothetical	hypothetical	ADJ
easat-2985	12	29	scenarios	scenario	NOUN
easat-2985	12	30	and	and	CCONJ
easat-2985	12	31	making	make	VERB
easat-2985	12	32	informed	informed	ADJ
easat-2985	12	33	decisions	decision	NOUN
easat-2985	12	34	in	in	ADP
easat-2985	12	35	the	the	DET
easat-2985	12	36	field	field	NOUN
easat-2985	12	37	of	of	ADP
easat-2985	12	38	stock	stock	NOUN
easat-2985	12	39	investments	investment	NOUN
easat-2985	12	40	.	.	PUNCT
easat-2985	13	1	keywords	keyword	NOUN
easat-2985	13	2	:	:	PUNCT
easat-2985	13	3	harry	harry	PROPN
easat-2985	13	4	markowitz	markowitz	PROPN
easat-2985	13	5	,	,	PUNCT
easat-2985	13	6	portfolio	portfolio	NOUN
easat-2985	13	7	optimization	optimization	NOUN
easat-2985	13	8	,	,	PUNCT
easat-2985	13	9	return	return	VERB
easat-2985	13	10	on	on	ADP
easat-2985	13	11	investment	investment	NOUN
easat-2985	13	12	,	,	PUNCT
easat-2985	13	13	risk	risk	NOUN
easat-2985	13	14	management	management	NOUN
easat-2985	13	15	,	,	PUNCT
easat-2985	13	16	simulation	simulation	NOUN
easat-2985	13	17	,	,	PUNCT
easat-2985	13	18	stock	stock	NOUN
easat-2985	13	19	market	market	NOUN
easat-2985	13	20	indices	index	NOUN
easat-2985	13	21	.	.	PUNCT
easat-2985	14	1	1	1	X
easat-2985	14	2	.	.	X
easat-2985	14	3	introduction	introduction	NOUN
easat-2985	14	4	the	the	DET
easat-2985	14	5	stock	stock	NOUN
easat-2985	14	6	market	market	NOUN
easat-2985	14	7	is	be	AUX
easat-2985	14	8	a	a	DET
easat-2985	14	9	complex	complex	ADJ
easat-2985	14	10	system	system	NOUN
easat-2985	14	11	that	that	PRON
easat-2985	14	12	encompasses	encompass	VERB
easat-2985	14	13	a	a	DET
easat-2985	14	14	wide	wide	ADJ
easat-2985	14	15	range	range	NOUN
easat-2985	14	16	of	of	ADP
easat-2985	14	17	interconnected	interconnected	ADJ
easat-2985	14	18	elements	element	NOUN
easat-2985	14	19	,	,	PUNCT
easat-2985	14	20	the	the	DET
easat-2985	14	21	understanding	understanding	NOUN
easat-2985	14	22	of	of	ADP
easat-2985	14	23	which	which	PRON
easat-2985	14	24	is	be	AUX
easat-2985	14	25	crucial	crucial	ADJ
easat-2985	14	26	to	to	ADP
easat-2985	14	27	understanding	understand	VERB
easat-2985	14	28	its	its	PRON
easat-2985	14	29	systemic	systemic	ADJ
easat-2985	14	30	nature	nature	NOUN
easat-2985	14	31	.	.	PUNCT
easat-2985	15	1	internationally	internationally	ADV
easat-2985	15	2	,	,	PUNCT
easat-2985	15	3	wall	wall	PROPN
easat-2985	15	4	street	street	PROPN
easat-2985	15	5	stands	stand	VERB
easat-2985	15	6	out	out	ADP
easat-2985	15	7	as	as	ADP
easat-2985	15	8	the	the	DET
easat-2985	15	9	largest	large	ADJ
easat-2985	15	10	capitalization	capitalization	NOUN
easat-2985	15	11	stock	stock	NOUN
easat-2985	15	12	market	market	NOUN
easat-2985	15	13	,	,	PUNCT
easat-2985	15	14	accompanied	accompany	VERB
easat-2985	15	15	by	by	ADP
easat-2985	15	16	prominent	prominent	ADJ
easat-2985	15	17	indices	index	NOUN
easat-2985	15	18	such	such	ADJ
easat-2985	15	19	as	as	ADP
easat-2985	15	20	the	the	DET
easat-2985	15	21	dow	dow	PROPN
easat-2985	15	22	jones	jones	PROPN
easat-2985	15	23	and	and	CCONJ
easat-2985	15	24	the	the	DET
easat-2985	15	25	nasdaq	nasdaq	PROPN
easat-2985	15	26	.	.	PUNCT
easat-2985	16	1	according	accord	VERB
easat-2985	16	2	[	[	X
easat-2985	16	3	1]to	1]to	PROPN
easat-2985	16	4	latin	latin	PROPN
easat-2985	16	5	america	america	PROPN
easat-2985	16	6	,	,	PUNCT
easat-2985	16	7	the	the	DET
easat-2985	16	8	panorama	panorama	NOUN
easat-2985	16	9	is	be	AUX
easat-2985	16	10	no	no	PRON
easat-2985	16	11	less	less	ADV
easat-2985	16	12	relevant	relevant	ADJ
easat-2985	16	13	,	,	PUNCT
easat-2985	16	14	where	where	SCONJ
easat-2985	16	15	the	the	DET
easat-2985	16	16	brazilian	brazilian	ADJ
easat-2985	16	17	stock	stock	NOUN
easat-2985	16	18	exchange	exchange	PROPN
easat-2985	16	19	(	(	PUNCT
easat-2985	16	20	b3	b3	PROPN
easat-2985	16	21	)	)	PUNCT
easat-2985	16	22	stands	stand	VERB
easat-2985	16	23	out	out	ADP
easat-2985	16	24	as	as	ADP
easat-2985	16	25	the	the	DET
easat-2985	16	26	largest	large	ADJ
easat-2985	16	27	in	in	ADP
easat-2985	16	28	the	the	DET
easat-2985	16	29	region	region	NOUN
easat-2985	16	30	.	.	PUNCT
easat-2985	17	1	its	its	PRON
easat-2985	17	2	ibovespa	ibovespa	ADJ
easat-2985	17	3	index	index	NOUN
easat-2985	17	4	includes	include	VERB
easat-2985	17	5	various	various	ADJ
easat-2985	17	6	companies	company	NOUN
easat-2985	17	7	,	,	PUNCT
easat-2985	17	8	from	from	ADP
easat-2985	17	9	giants	giant	NOUN
easat-2985	17	10	like	like	ADP
easat-2985	17	11	petrobras	petrobras	PROPN
easat-2985	17	12	to	to	ADP
easat-2985	17	13	important	important	ADJ
easat-2985	17	14	banks	bank	NOUN
easat-2985	17	15	like	like	ADP
easat-2985	17	16	santander	santander	NOUN
easat-2985	17	17	.	.	PUNCT
easat-2985	18	1	chile	chile	PROPN
easat-2985	18	2	,	,	PUNCT
easat-2985	18	3	with	with	ADP
easat-2985	18	4	its	its	PRON
easat-2985	18	5	santiago	santiago	PROPN
easat-2985	18	6	stock	stock	NOUN
easat-2985	18	7	exchange	exchange	PROPN
easat-2985	18	8	,	,	PUNCT
easat-2985	18	9	stands	stand	VERB
easat-2985	18	10	out	out	ADP
easat-2985	18	11	as	as	ADP
easat-2985	18	12	the	the	DET
easat-2985	18	13	only	only	ADJ
easat-2985	18	14	latin	latin	ADJ
easat-2985	18	15	american	american	ADJ
easat-2985	18	16	country	country	NOUN
easat-2985	18	17	with	with	ADP
easat-2985	18	18	a	a	DET
easat-2985	18	19	high	high	ADJ
easat-2985	18	20	human	human	PROPN
easat-2985	18	21	development	development	NOUN
easat-2985	18	22	index	index	NOUN
easat-2985	18	23	.	.	PUNCT
easat-2985	19	1	its	its	PRON
easat-2985	19	2	main	main	ADJ
easat-2985	19	3	index	index	NOUN
easat-2985	19	4	,	,	PUNCT
easat-2985	19	5	the	the	DET
easat-2985	19	6	s&p	s&p	PROPN
easat-2985	19	7	clx	clx	PROPN
easat-2985	19	8	igpa	igpa	NOUN
easat-2985	19	9	,	,	PUNCT
easat-2985	19	10	reflects	reflect	VERB
easat-2985	19	11	a	a	DET
easat-2985	19	12	diversity	diversity	NOUN
easat-2985	19	13	of	of	ADP
easat-2985	19	14	futures	future	NOUN
easat-2985	19	15	,	,	PUNCT
easat-2985	19	16	options	option	NOUN
easat-2985	19	17	and	and	CCONJ
easat-2985	19	18	foreign	foreign	ADJ
easat-2985	19	19	securities	security	NOUN
easat-2985	19	20	[	[	X
easat-2985	19	21	1	1	NUM
easat-2985	19	22	]	]	PUNCT
easat-2985	19	23	.	.	PUNCT
easat-2985	20	1	in	in	ADP
easat-2985	20	2	turn	turn	NOUN
easat-2985	20	3	,	,	PUNCT
easat-2985	20	4	the	the	DET
easat-2985	20	5	buenos	buenos	PROPN
easat-2985	20	6	aires	aires	PROPN
easat-2985	20	7	stock	stock	PROPN
easat-2985	20	8	exchange	exchange	PROPN
easat-2985	20	9	is	be	AUX
easat-2985	20	10	presented	present	VERB
easat-2985	20	11	as	as	ADP
easat-2985	20	12	a	a	DET
easat-2985	20	13	crucial	crucial	ADJ
easat-2985	20	14	component	component	NOUN
easat-2985	20	15	of	of	ADP
easat-2985	20	16	the	the	DET
easat-2985	20	17	regional	regional	ADJ
easat-2985	20	18	financial	financial	ADJ
easat-2985	20	19	panorama	panorama	NOUN
easat-2985	20	20	,	,	PUNCT
easat-2985	20	21	with	with	ADP
easat-2985	20	22	its	its	PRON
easat-2985	20	23	s	s	NOUN
easat-2985	20	24	&	&	CCONJ
easat-2985	20	25	p	p	PROPN
easat-2985	20	26	merval	merval	ADJ
easat-2985	20	27	index	index	NOUN
easat-2985	20	28	that	that	PRON
easat-2985	20	29	includes	include	VERB
easat-2985	20	30	important	important	ADJ
easat-2985	20	31	companies	company	NOUN
easat-2985	20	32	in	in	ADP
easat-2985	20	33	the	the	DET
easat-2985	20	34	banking	banking	NOUN
easat-2985	20	35	,	,	PUNCT
easat-2985	20	36	telecommunications	telecommunication	NOUN
easat-2985	20	37	and	and	CCONJ
easat-2985	20	38	transportation	transportation	NOUN
easat-2985	20	39	sectors	sector	NOUN
easat-2985	20	40	.	.	PUNCT
easat-2985	21	1	the	the	DET
easat-2985	21	2	lima	lima	PROPN
easat-2985	21	3	stock	stock	PROPN
easat-2985	21	4	exchange	exchange	PROPN
easat-2985	21	5	(	(	PUNCT
easat-2985	21	6	lse	lse	PROPN
easat-2985	21	7	)	)	PUNCT
easat-2985	21	8	is	be	AUX
easat-2985	21	9	an	an	DET
easat-2985	21	10	important	important	ADJ
easat-2985	21	11	component	component	NOUN
easat-2985	21	12	of	of	ADP
easat-2985	21	13	the	the	DET
easat-2985	21	14	peruvian	peruvian	ADJ
easat-2985	21	15	financial	financial	ADJ
easat-2985	21	16	system	system	NOUN
easat-2985	21	17	,	,	PUNCT
easat-2985	21	18	reflecting	reflect	VERB
easat-2985	21	19	the	the	DET
easat-2985	21	20	performance	performance	NOUN
easat-2985	21	21	of	of	ADP
easat-2985	21	22	the	the	DET
easat-2985	21	23	country	country	NOUN
easat-2985	21	24	's	's	PART
easat-2985	21	25	main	main	ADJ
easat-2985	21	26	companies	company	NOUN
easat-2985	21	27	and	and	CCONJ
easat-2985	21	28	its	its	PRON
easat-2985	21	29	key	key	ADJ
easat-2985	21	30	economic	economic	ADJ
easat-2985	21	31	sectors	sector	NOUN
easat-2985	21	32	.	.	PUNCT
easat-2985	22	1	according	accord	VERB
easat-2985	22	2	to	to	ADP
easat-2985	22	3	a	a	DET
easat-2985	22	4	study	study	NOUN
easat-2985	22	5	by	by	ADP
easat-2985	22	6	[	[	X
easat-2985	22	7	2	2	NUM
easat-2985	22	8	]	]	PUNCT
easat-2985	22	9	,	,	PUNCT
easat-2985	22	10	there	there	PRON
easat-2985	22	11	is	be	VERB
easat-2985	22	12	a	a	DET
easat-2985	22	13	significant	significant	ADJ
easat-2985	22	14	relationship	relationship	NOUN
easat-2985	22	15	between	between	ADP
easat-2985	22	16	the	the	DET
easat-2985	22	17	general	general	ADJ
easat-2985	22	18	index	index	NOUN
easat-2985	22	19	of	of	ADP
easat-2985	22	20	the	the	DET
easat-2985	22	21	lima	lima	PROPN
easat-2985	22	22	stock	stock	NOUN
easat-2985	22	23	exchange	exchange	NOUN
easat-2985	22	24	and	and	CCONJ
easat-2985	22	25	the	the	DET
easat-2985	22	26	gross	gross	ADJ
easat-2985	22	27	domestic	domestic	ADJ
easat-2985	22	28	product	product	NOUN
easat-2985	22	29	(	(	PUNCT
easat-2985	22	30	gdp	gdp	NOUN
easat-2985	22	31	)	)	PUNCT
easat-2985	22	32	of	of	ADP
easat-2985	22	33	peru	peru	PROPN
easat-2985	22	34	.	.	PUNCT
easat-2985	23	1	this	this	DET
easat-2985	23	2	study	study	NOUN
easat-2985	23	3	suggests	suggest	VERB
easat-2985	23	4	that	that	SCONJ
easat-2985	23	5	economic	economic	ADJ
easat-2985	23	6	growth	growth	NOUN
easat-2985	23	7	and	and	CCONJ
easat-2985	23	8	stock	stock	NOUN
easat-2985	23	9	market	market	NOUN
easat-2985	23	10	performance	performance	NOUN
easat-2985	23	11	are	be	AUX
easat-2985	23	12	linked	link	VERB
easat-2985	23	13	,	,	PUNCT
easat-2985	23	14	showing	show	VERB
easat-2985	23	15	how	how	SCONJ
easat-2985	23	16	economic	economic	ADJ
easat-2985	23	17	trends	trend	NOUN
easat-2985	23	18	are	be	AUX
easat-2985	23	19	reflected	reflect	VERB
easat-2985	23	20	in	in	ADP
easat-2985	23	21	stock	stock	NOUN
easat-2985	23	22	market	market	NOUN
easat-2985	23	23	activity	activity	NOUN
easat-2985	23	24	.	.	PUNCT
easat-2985	24	1	the	the	DET
easat-2985	24	2	cointegration	cointegration	NOUN
easat-2985	24	3	analysis	analysis	NOUN
easat-2985	24	4	methodology	methodology	NOUN
easat-2985	24	5	used	use	VERB
easat-2985	24	6	by	by	ADP
easat-2985	24	7	chung	chung	PROPN
easat-2985	24	8	alva	alva	PROPN
easat-2985	24	9	allows	allow	VERB
easat-2985	24	10	us	we	PRON
easat-2985	24	11	to	to	PART
easat-2985	24	12	identify	identify	VERB
easat-2985	24	13	this	this	DET
easat-2985	24	14	connection	connection	NOUN
easat-2985	24	15	,	,	PUNCT
easat-2985	24	16	providing	provide	VERB
easat-2985	24	17	relevant	relevant	ADJ
easat-2985	24	18	information	information	NOUN
easat-2985	24	19	for	for	ADP
easat-2985	24	20	investors	investor	NOUN
easat-2985	24	21	and	and	CCONJ
easat-2985	24	22	economists	economist	NOUN
easat-2985	24	23	seeking	seek	VERB
easat-2985	24	24	to	to	PART
easat-2985	24	25	understand	understand	VERB
easat-2985	24	26	the	the	DET
easat-2985	24	27	peruvian	peruvian	ADJ
easat-2985	24	28	4530	4530	NUM
easat-2985	24	29	edelweiss	edelweiss	PROPN
easat-2985	24	30	applied	apply	VERB
easat-2985	24	31	science	science	NOUN
easat-2985	24	32	and	and	CCONJ
easat-2985	24	33	technology	technology	NOUN
easat-2985	24	34	issn	issn	PROPN
easat-2985	24	35	:	:	PUNCT
easat-2985	24	36	2576	2576	NUM
easat-2985	24	37	-	-	SYM
easat-2985	24	38	8484	8484	NUM
easat-2985	24	39	vol	vol	NOUN
easat-2985	24	40	.	.	PROPN
easat-2985	24	41	8	8	NUM
easat-2985	24	42	,	,	PUNCT
easat-2985	24	43	no	no	INTJ
easat-2985	24	44	.	.	NOUN
easat-2985	25	1	6	6	NUM
easat-2985	25	2	:	:	SYM
easat-2985	25	3	4529	4529	NUM
easat-2985	25	4	-	-	SYM
easat-2985	25	5	4538	4538	NUM
easat-2985	25	6	,	,	PUNCT
easat-2985	25	7	2024	2024	NUM
easat-2985	25	8	doi	doi	NOUN
easat-2985	25	9	:	:	PUNCT
easat-2985	25	10	10.55214/25768484.v8i6.2985	10.55214/25768484.v8i6.2985	NUM
easat-2985	25	11	©	©	PROPN
easat-2985	25	12	2024	2024	NUM
easat-2985	25	13	by	by	ADP
easat-2985	25	14	the	the	DET
easat-2985	25	15	authors	author	NOUN
easat-2985	25	16	;	;	PUNCT
easat-2985	25	17	licensee	licensee	PROPN
easat-2985	25	18	learning	learning	NOUN
easat-2985	25	19	gate	gate	PROPN
easat-2985	25	20	financial	financial	PROPN
easat-2985	25	21	environment	environment	PROPN
easat-2985	25	22	.	.	PUNCT
easat-2985	26	1	thus	thus	ADV
easat-2985	26	2	,	,	PUNCT
easat-2985	26	3	the	the	DET
easat-2985	26	4	bvl	bvl	NOUN
easat-2985	26	5	can	can	AUX
easat-2985	26	6	be	be	AUX
easat-2985	26	7	seen	see	VERB
easat-2985	26	8	as	as	ADP
easat-2985	26	9	a	a	DET
easat-2985	26	10	barometer	barometer	NOUN
easat-2985	26	11	of	of	ADP
easat-2985	26	12	the	the	DET
easat-2985	26	13	country	country	NOUN
easat-2985	26	14	's	's	PART
easat-2985	26	15	economic	economic	ADJ
easat-2985	26	16	status	status	NOUN
easat-2985	26	17	and	and	CCONJ
easat-2985	26	18	a	a	DET
easat-2985	26	19	valuable	valuable	ADJ
easat-2985	26	20	tool	tool	NOUN
easat-2985	26	21	for	for	ADP
easat-2985	26	22	analyzing	analyze	VERB
easat-2985	26	23	and	and	CCONJ
easat-2985	26	24	projecting	project	VERB
easat-2985	26	25	future	future	ADJ
easat-2985	26	26	trends	trend	NOUN
easat-2985	26	27	[	[	X
easat-2985	26	28	2	2	NUM
easat-2985	26	29	]	]	PUNCT
easat-2985	26	30	.	.	PUNCT
easat-2985	27	1	according	accord	VERB
easat-2985	27	2	to	to	ADP
easat-2985	27	3	[	[	X
easat-2985	27	4	3	3	NUM
easat-2985	27	5	]	]	PUNCT
easat-2985	27	6	,	,	PUNCT
easat-2985	27	7	in	in	ADP
easat-2985	27	8	his	his	PRON
easat-2985	27	9	research	research	NOUN
easat-2985	27	10	he	he	PRON
easat-2985	27	11	focuses	focus	VERB
easat-2985	27	12	on	on	ADP
easat-2985	27	13	the	the	DET
easat-2985	27	14	characterization	characterization	NOUN
easat-2985	27	15	of	of	ADP
easat-2985	27	16	the	the	DET
easat-2985	27	17	stratum	stratum	NOUN
easat-2985	27	18	of	of	ADP
easat-2985	27	19	companies	company	NOUN
easat-2985	27	20	in	in	ADP
easat-2985	27	21	the	the	DET
easat-2985	27	22	province	province	NOUN
easat-2985	27	23	of	of	ADP
easat-2985	27	24	tungurahua	tungurahua	PROPN
easat-2985	27	25	,	,	PUNCT
easat-2985	27	26	from	from	ADP
easat-2985	27	27	the	the	DET
easat-2985	27	28	perspective	perspective	NOUN
easat-2985	27	29	of	of	ADP
easat-2985	27	30	financing	financing	NOUN
easat-2985	27	31	mechanisms	mechanism	NOUN
easat-2985	27	32	that	that	PRON
easat-2985	27	33	are	be	AUX
easat-2985	27	34	available	available	ADJ
easat-2985	27	35	on	on	ADP
easat-2985	27	36	the	the	DET
easat-2985	27	37	quito	quito	PROPN
easat-2985	27	38	stock	stock	PROPN
easat-2985	27	39	exchange	exchange	PROPN
easat-2985	27	40	.	.	PUNCT
easat-2985	28	1	as	as	SCONJ
easat-2985	28	2	he	he	PRON
easat-2985	28	3	points	point	VERB
easat-2985	28	4	out	out	ADP
easat-2985	28	5	,	,	PUNCT
easat-2985	28	6	[	[	X
easat-2985	28	7	4]he	4]he	NUM
easat-2985	28	8	created	create	VERB
easat-2985	28	9	an	an	DET
easat-2985	28	10	intelligent	intelligent	ADJ
easat-2985	28	11	system	system	NOUN
easat-2985	28	12	for	for	ADP
easat-2985	28	13	predicting	predict	VERB
easat-2985	28	14	the	the	DET
easat-2985	28	15	daily	daily	ADJ
easat-2985	28	16	price	price	NOUN
easat-2985	28	17	of	of	ADP
easat-2985	28	18	mining	mining	NOUN
easat-2985	28	19	shares	share	NOUN
easat-2985	28	20	on	on	ADP
easat-2985	28	21	the	the	DET
easat-2985	28	22	new	new	PROPN
easat-2985	28	23	york	york	PROPN
easat-2985	28	24	stock	stock	PROPN
easat-2985	28	25	exchange	exchange	PROPN
easat-2985	28	26	using	use	VERB
easat-2985	28	27	a	a	DET
easat-2985	28	28	hybrid	hybrid	ADJ
easat-2985	28	29	model	model	NOUN
easat-2985	28	30	of	of	ADP
easat-2985	28	31	neural	neural	ADJ
easat-2985	28	32	networks	network	NOUN
easat-2985	28	33	and	and	CCONJ
easat-2985	28	34	a	a	DET
easat-2985	28	35	support	support	NOUN
easat-2985	28	36	vector	vector	NOUN
easat-2985	28	37	regression	regression	NOUN
easat-2985	28	38	machine	machine	NOUN
easat-2985	28	39	,	,	PUNCT
easat-2985	28	40	where	where	SCONJ
easat-2985	28	41	its	its	PRON
easat-2985	28	42	originality	originality	NOUN
easat-2985	28	43	stands	stand	VERB
easat-2985	28	44	out	out	ADP
easat-2985	28	45	since	since	SCONJ
easat-2985	28	46	there	there	PRON
easat-2985	28	47	were	be	VERB
easat-2985	28	48	no	no	DET
easat-2985	28	49	stock	stock	NOUN
easat-2985	28	50	market	market	NOUN
easat-2985	28	51	prediction	prediction	NOUN
easat-2985	28	52	systems	system	NOUN
easat-2985	28	53	.	.	PUNCT
easat-2985	29	1	of	of	ADP
easat-2985	29	2	values	value	NOUN
easat-2985	29	3	which	which	PRON
easat-2985	29	4	leads	lead	VERB
easat-2985	29	5	to	to	ADP
easat-2985	29	6	great	great	ADJ
easat-2985	29	7	support	support	NOUN
easat-2985	29	8	in	in	ADP
easat-2985	29	9	terms	term	NOUN
easat-2985	29	10	of	of	ADP
easat-2985	29	11	decisions	decision	NOUN
easat-2985	29	12	,	,	PUNCT
easat-2985	29	13	the	the	DET
easat-2985	29	14	development	development	NOUN
easat-2985	29	15	of	of	ADP
easat-2985	29	16	the	the	DET
easat-2985	29	17	research	research	NOUN
easat-2985	29	18	is	be	AUX
easat-2985	29	19	based	base	VERB
easat-2985	29	20	on	on	ADP
easat-2985	29	21	the	the	DET
easat-2985	29	22	comparison	comparison	NOUN
easat-2985	29	23	of	of	ADP
easat-2985	29	24	previous	previous	ADJ
easat-2985	29	25	and	and	CCONJ
easat-2985	29	26	current	current	ADJ
easat-2985	29	27	results	result	NOUN
easat-2985	29	28	through	through	ADP
easat-2985	29	29	established	establish	VERB
easat-2985	29	30	processes	process	NOUN
easat-2985	29	31	to	to	PART
easat-2985	29	32	generate	generate	VERB
easat-2985	29	33	the	the	DET
easat-2985	29	34	most	most	ADV
easat-2985	29	35	possible	possible	ADJ
easat-2985	29	36	result	result	NOUN
easat-2985	29	37	.	.	PUNCT
easat-2985	30	1	in	in	ADP
easat-2985	30	2	the	the	DET
easat-2985	30	3	same	same	ADJ
easat-2985	30	4	way	way	NOUN
easat-2985	30	5	,	,	PUNCT
easat-2985	30	6	[	[	X
easat-2985	30	7	5]it	5]it	PRON
easat-2985	30	8	created	create	VERB
easat-2985	30	9	a	a	DET
easat-2985	30	10	support	support	NOUN
easat-2985	30	11	system	system	NOUN
easat-2985	30	12	for	for	ADP
easat-2985	30	13	making	make	VERB
easat-2985	30	14	investment	investment	NOUN
easat-2985	30	15	decisions	decision	NOUN
easat-2985	30	16	in	in	ADP
easat-2985	30	17	the	the	DET
easat-2985	30	18	stock	stock	NOUN
easat-2985	30	19	market	market	NOUN
easat-2985	30	20	,	,	PUNCT
easat-2985	30	21	in	in	ADP
easat-2985	30	22	which	which	PRON
easat-2985	30	23	it	it	PRON
easat-2985	30	24	focuses	focus	VERB
easat-2985	30	25	on	on	ADP
easat-2985	30	26	finding	find	VERB
easat-2985	30	27	an	an	DET
easat-2985	30	28	optimal	optimal	ADJ
easat-2985	30	29	investment	investment	NOUN
easat-2985	30	30	portfolio	portfolio	NOUN
easat-2985	30	31	,	,	PUNCT
easat-2985	30	32	due	due	ADP
easat-2985	30	33	to	to	ADP
easat-2985	30	34	the	the	DET
easat-2985	30	35	large	large	ADJ
easat-2985	30	36	number	number	NOUN
easat-2985	30	37	of	of	ADP
easat-2985	30	38	variables	variable	NOUN
easat-2985	30	39	that	that	PRON
easat-2985	30	40	intervene	intervene	VERB
easat-2985	30	41	in	in	ADP
easat-2985	30	42	the	the	DET
easat-2985	30	43	process	process	NOUN
easat-2985	30	44	,	,	PUNCT
easat-2985	30	45	they	they	PRON
easat-2985	30	46	also	also	ADV
easat-2985	30	47	mention	mention	VERB
easat-2985	30	48	that	that	SCONJ
easat-2985	30	49	the	the	DET
easat-2985	30	50	stock	stock	NOUN
easat-2985	30	51	market	market	NOUN
easat-2985	30	52	is	be	AUX
easat-2985	30	53	important	important	ADJ
easat-2985	30	54	as	as	SCONJ
easat-2985	30	55	companies	company	NOUN
easat-2985	30	56	raise	raise	VERB
easat-2985	30	57	capital	capital	NOUN
easat-2985	30	58	for	for	ADP
easat-2985	30	59	various	various	ADJ
easat-2985	30	60	purposes	purpose	NOUN
easat-2985	30	61	and	and	CCONJ
easat-2985	30	62	the	the	DET
easat-2985	30	63	system	system	NOUN
easat-2985	30	64	could	could	AUX
easat-2985	30	65	generate	generate	VERB
easat-2985	30	66	good	good	ADJ
easat-2985	30	67	decision	decision	NOUN
easat-2985	30	68	making	making	NOUN
easat-2985	30	69	.	.	PUNCT
easat-2985	31	1	it	it	PRON
easat-2985	31	2	explores	explore	VERB
easat-2985	31	3	how	how	SCONJ
easat-2985	31	4	changes	change	NOUN
easat-2985	31	5	in	in	ADP
easat-2985	31	6	one	one	NUM
easat-2985	31	7	asset	asset	NOUN
easat-2985	31	8	can	can	AUX
easat-2985	31	9	propagate	propagate	VERB
easat-2985	31	10	and	and	CCONJ
easat-2985	31	11	affect	affect	VERB
easat-2985	31	12	other	other	ADJ
easat-2985	31	13	assets	asset	NOUN
easat-2985	31	14	in	in	ADP
easat-2985	31	15	the	the	DET
easat-2985	31	16	stock	stock	NOUN
easat-2985	31	17	market	market	NOUN
easat-2985	31	18	.	.	PUNCT
easat-2985	32	1	support	support	NOUN
easat-2985	32	2	vector	vector	NOUN
easat-2985	32	3	machine	machine	NOUN
easat-2985	32	4	model	model	NOUN
easat-2985	32	5	is	be	AUX
easat-2985	32	6	a	a	DET
easat-2985	32	7	model	model	NOUN
easat-2985	32	8	for	for	ADP
easat-2985	32	9	predicting	predict	VERB
easat-2985	32	10	medium	medium	ADJ
easat-2985	32	11	-	-	PUNCT
easat-2985	32	12	term	term	NOUN
easat-2985	32	13	actions	action	NOUN
easat-2985	32	14	in	in	ADP
easat-2985	32	15	the	the	DET
easat-2985	32	16	stock	stock	NOUN
easat-2985	32	17	market	market	NOUN
easat-2985	32	18	,	,	PUNCT
easat-2985	32	19	where	where	SCONJ
easat-2985	32	20	it	it	PRON
easat-2985	32	21	was	be	AUX
easat-2985	32	22	concluded	conclude	VERB
easat-2985	32	23	that	that	SCONJ
easat-2985	32	24	the	the	DET
easat-2985	32	25	aforementioned	aforementioned	ADJ
easat-2985	32	26	models	model	NOUN
easat-2985	32	27	,	,	PUNCT
easat-2985	32	28	when	when	SCONJ
easat-2985	32	29	evaluated	evaluate	VERB
easat-2985	32	30	n	n	PRON
easat-2985	32	31	number	number	NOUN
easat-2985	32	32	of	of	ADP
easat-2985	32	33	times	time	NOUN
easat-2985	32	34	,	,	PUNCT
easat-2985	32	35	give	give	VERB
easat-2985	32	36	rise	rise	NOUN
easat-2985	32	37	to	to	ADP
easat-2985	32	38	a	a	DET
easat-2985	32	39	success	success	NOUN
easat-2985	32	40	rate	rate	NOUN
easat-2985	32	41	of	of	ADP
easat-2985	32	42	66	66	NUM
easat-2985	32	43	%	%	NOUN
easat-2985	32	44	.	.	PUNCT
easat-2985	33	1	also	also	ADV
easat-2985	33	2	,	,	PUNCT
easat-2985	33	3	he	he	PRON
easat-2985	33	4	showed	show	VERB
easat-2985	33	5	how	how	SCONJ
easat-2985	33	6	[	[	X
easat-2985	33	7	6]machine	6]machine	NUM
easat-2985	33	8	learning	learn	VERB
easat-2985	33	9	techniques	technique	NOUN
easat-2985	33	10	can	can	AUX
easat-2985	33	11	be	be	AUX
easat-2985	33	12	applied	apply	VERB
easat-2985	33	13	to	to	PART
easat-2985	33	14	predict	predict	VERB
easat-2985	33	15	trends	trend	NOUN
easat-2985	33	16	in	in	ADP
easat-2985	33	17	stock	stock	NOUN
easat-2985	33	18	market	market	NOUN
easat-2985	33	19	prices	price	NOUN
easat-2985	33	20	.	.	PUNCT
easat-2985	34	1	using	use	VERB
easat-2985	34	2	machine	machine	NOUN
easat-2985	34	3	learning	learn	VERB
easat-2985	34	4	algorithms	algorithm	NOUN
easat-2985	34	5	such	such	ADJ
easat-2985	34	6	as	as	ADP
easat-2985	34	7	decision	decision	NOUN
easat-2985	34	8	trees	tree	NOUN
easat-2985	34	9	and	and	CCONJ
easat-2985	34	10	neural	neural	ADJ
easat-2985	34	11	networks	network	NOUN
easat-2985	34	12	,	,	PUNCT
easat-2985	34	13	the	the	DET
easat-2985	34	14	stock	stock	NOUN
easat-2985	34	15	market	market	NOUN
easat-2985	34	16	plays	play	VERB
easat-2985	34	17	a	a	DET
easat-2985	34	18	fundamental	fundamental	ADJ
easat-2985	34	19	role	role	NOUN
easat-2985	34	20	in	in	ADP
easat-2985	34	21	economic	economic	ADJ
easat-2985	34	22	dynamics	dynamic	NOUN
easat-2985	34	23	,	,	PUNCT
easat-2985	34	24	reflecting	reflect	VERB
easat-2985	34	25	the	the	DET
easat-2985	34	26	expectations	expectation	NOUN
easat-2985	34	27	and	and	CCONJ
easat-2985	34	28	valuations	valuation	NOUN
easat-2985	34	29	of	of	ADP
easat-2985	34	30	the	the	DET
easat-2985	34	31	companies	company	NOUN
easat-2985	34	32	listed	list	VERB
easat-2985	34	33	on	on	ADP
easat-2985	34	34	it	it	PRON
easat-2985	34	35	.	.	PUNCT
easat-2985	35	1	in	in	ADP
easat-2985	35	2	this	this	DET
easat-2985	35	3	context	context	NOUN
easat-2985	35	4	,	,	PUNCT
easat-2985	35	5	a	a	DET
easat-2985	35	6	study	study	NOUN
easat-2985	35	7	conducted	conduct	VERB
easat-2985	35	8	by	by	ADP
easat-2985	35	9	[	[	X
easat-2985	35	10	7]analyzes	7]analyzes	NUM
easat-2985	35	11	the	the	DET
easat-2985	35	12	influence	influence	NOUN
easat-2985	35	13	of	of	ADP
easat-2985	35	14	key	key	ADJ
easat-2985	35	15	factors	factor	NOUN
easat-2985	35	16	,	,	PUNCT
easat-2985	35	17	such	such	ADJ
easat-2985	35	18	as	as	ADP
easat-2985	35	19	growth	growth	NOUN
easat-2985	35	20	potential	potential	NOUN
easat-2985	35	21	,	,	PUNCT
easat-2985	35	22	capital	capital	NOUN
easat-2985	35	23	structure	structure	NOUN
easat-2985	35	24	and	and	CCONJ
easat-2985	35	25	profitability	profitability	NOUN
easat-2985	35	26	,	,	PUNCT
easat-2985	35	27	on	on	ADP
easat-2985	35	28	the	the	DET
easat-2985	35	29	dividend	dividend	NOUN
easat-2985	35	30	policy	policy	NOUN
easat-2985	35	31	and	and	CCONJ
easat-2985	35	32	value	value	NOUN
easat-2985	35	33	of	of	ADP
easat-2985	35	34	manufacturing	manufacturing	NOUN
easat-2985	35	35	companies	company	NOUN
easat-2985	35	36	operating	operate	VERB
easat-2985	35	37	on	on	ADP
easat-2985	35	38	the	the	DET
easat-2985	35	39	indonesia	indonesia	PROPN
easat-2985	35	40	stock	stock	PROPN
easat-2985	35	41	exchange	exchange	PROPN
easat-2985	35	42	.	.	PUNCT
easat-2985	36	1	the	the	DET
easat-2985	36	2	results	result	NOUN
easat-2985	36	3	highlight	highlight	VERB
easat-2985	36	4	the	the	DET
easat-2985	36	5	importance	importance	NOUN
easat-2985	36	6	of	of	ADP
easat-2985	36	7	understanding	understand	VERB
easat-2985	36	8	the	the	DET
easat-2985	36	9	complex	complex	ADJ
easat-2985	36	10	interactions	interaction	NOUN
easat-2985	36	11	between	between	ADP
easat-2985	36	12	financial	financial	ADJ
easat-2985	36	13	,	,	PUNCT
easat-2985	36	14	operational	operational	ADJ
easat-2985	36	15	and	and	CCONJ
easat-2985	36	16	investment	investment	NOUN
easat-2985	36	17	decisions	decision	NOUN
easat-2985	36	18	,	,	PUNCT
easat-2985	36	19	and	and	CCONJ
easat-2985	36	20	their	their	PRON
easat-2985	36	21	impact	impact	NOUN
easat-2985	36	22	on	on	ADP
easat-2985	36	23	the	the	DET
easat-2985	36	24	performance	performance	NOUN
easat-2985	36	25	and	and	CCONJ
easat-2985	36	26	valuation	valuation	NOUN
easat-2985	36	27	of	of	ADP
easat-2985	36	28	companies	company	NOUN
easat-2985	36	29	in	in	ADP
easat-2985	36	30	the	the	DET
easat-2985	36	31	stock	stock	NOUN
easat-2985	36	32	market	market	NOUN
easat-2985	36	33	.	.	PUNCT
easat-2985	37	1	stock	stock	NOUN
easat-2985	37	2	markets	market	NOUN
easat-2985	37	3	play	play	VERB
easat-2985	37	4	a	a	DET
easat-2985	37	5	fundamental	fundamental	ADJ
easat-2985	37	6	role	role	NOUN
easat-2985	37	7	in	in	ADP
easat-2985	37	8	the	the	DET
easat-2985	37	9	global	global	ADJ
easat-2985	37	10	economy	economy	NOUN
easat-2985	37	11	,	,	PUNCT
easat-2985	37	12	and	and	CCONJ
easat-2985	37	13	their	their	PRON
easat-2985	37	14	functioning	functioning	NOUN
easat-2985	37	15	is	be	AUX
easat-2985	37	16	closely	closely	ADV
easat-2985	37	17	linked	link	VERB
easat-2985	37	18	to	to	ADP
easat-2985	37	19	issues	issue	NOUN
easat-2985	37	20	of	of	ADP
easat-2985	37	21	sustainability	sustainability	NOUN
easat-2985	37	22	and	and	CCONJ
easat-2985	37	23	good	good	ADJ
easat-2985	37	24	corporate	corporate	ADJ
easat-2985	37	25	governance	governance	NOUN
easat-2985	37	26	.	.	PUNCT
easat-2985	38	1	in	in	ADP
easat-2985	38	2	this	this	DET
easat-2985	38	3	sense	sense	NOUN
easat-2985	38	4	,	,	PUNCT
easat-2985	38	5	a	a	DET
easat-2985	38	6	study	study	NOUN
easat-2985	38	7	carried	carry	VERB
easat-2985	38	8	out	out	ADP
easat-2985	38	9	by	by	ADP
easat-2985	38	10	[	[	X
easat-2985	38	11	8]analyzes	8]analyzes	NUM
easat-2985	38	12	the	the	DET
easat-2985	38	13	impact	impact	NOUN
easat-2985	38	14	of	of	ADP
easat-2985	38	15	the	the	DET
easat-2985	38	16	characteristics	characteristic	NOUN
easat-2985	38	17	of	of	ADP
easat-2985	38	18	the	the	DET
easat-2985	38	19	board	board	NOUN
easat-2985	38	20	of	of	ADP
easat-2985	38	21	directors	director	NOUN
easat-2985	38	22	and	and	CCONJ
easat-2985	38	23	the	the	DET
easat-2985	38	24	ownership	ownership	NOUN
easat-2985	38	25	structure	structure	NOUN
easat-2985	38	26	on	on	ADP
easat-2985	38	27	the	the	DET
easat-2985	38	28	disclosure	disclosure	NOUN
easat-2985	38	29	of	of	ADP
easat-2985	38	30	information	information	NOUN
easat-2985	38	31	on	on	ADP
easat-2985	38	32	sustainable	sustainable	ADJ
easat-2985	38	33	development	development	NOUN
easat-2985	38	34	in	in	ADP
easat-2985	38	35	banks	bank	NOUN
easat-2985	38	36	listed	list	VERB
easat-2985	38	37	on	on	ADP
easat-2985	38	38	the	the	DET
easat-2985	38	39	amman	amman	PROPN
easat-2985	38	40	stock	stock	PROPN
easat-2985	38	41	exchange	exchange	PROPN
easat-2985	38	42	.	.	PUNCT
easat-2985	39	1	the	the	DET
easat-2985	39	2	findings	finding	NOUN
easat-2985	39	3	reveal	reveal	VERB
easat-2985	39	4	that	that	SCONJ
easat-2985	39	5	a	a	DET
easat-2985	39	6	large	large	ADJ
easat-2985	39	7	board	board	NOUN
easat-2985	39	8	of	of	ADP
easat-2985	39	9	directors	director	NOUN
easat-2985	39	10	,	,	PUNCT
easat-2985	39	11	with	with	ADP
easat-2985	39	12	female	female	ADJ
easat-2985	39	13	presence	presence	NOUN
easat-2985	39	14	and	and	CCONJ
easat-2985	39	15	a	a	DET
easat-2985	39	16	corporate	corporate	ADJ
easat-2985	39	17	social	social	ADJ
easat-2985	39	18	responsibility	responsibility	NOUN
easat-2985	39	19	committee	committee	NOUN
easat-2985	39	20	.	.	PUNCT
easat-2985	40	1	this	this	DET
easat-2985	40	2	research	research	NOUN
easat-2985	40	3	highlights	highlight	VERB
easat-2985	40	4	the	the	DET
easat-2985	40	5	importance	importance	NOUN
easat-2985	40	6	of	of	ADP
easat-2985	40	7	adopting	adopt	VERB
easat-2985	40	8	sound	sound	ADJ
easat-2985	40	9	corporate	corporate	ADJ
easat-2985	40	10	governance	governance	NOUN
easat-2985	40	11	practices	practice	NOUN
easat-2985	40	12	and	and	CCONJ
easat-2985	40	13	promoting	promote	VERB
easat-2985	40	14	transparency	transparency	NOUN
easat-2985	40	15	in	in	ADP
easat-2985	40	16	the	the	DET
easat-2985	40	17	disclosure	disclosure	NOUN
easat-2985	40	18	of	of	ADP
easat-2985	40	19	relevant	relevant	ADJ
easat-2985	40	20	information	information	NOUN
easat-2985	40	21	to	to	ADP
easat-2985	40	22	investors	investor	NOUN
easat-2985	40	23	and	and	CCONJ
easat-2985	40	24	other	other	ADJ
easat-2985	40	25	stakeholders	stakeholder	NOUN
easat-2985	40	26	in	in	ADP
easat-2985	40	27	the	the	DET
easat-2985	40	28	context	context	NOUN
easat-2985	40	29	of	of	ADP
easat-2985	40	30	stock	stock	NOUN
easat-2985	40	31	markets	market	NOUN
easat-2985	40	32	.	.	PUNCT
easat-2985	41	1	although	although	SCONJ
easat-2985	41	2	the	the	DET
easat-2985	41	3	differences	difference	NOUN
easat-2985	41	4	between	between	ADP
easat-2985	41	5	the	the	DET
easat-2985	41	6	stock	stock	NOUN
easat-2985	41	7	exchanges	exchange	NOUN
easat-2985	41	8	of	of	ADP
easat-2985	41	9	different	different	ADJ
easat-2985	41	10	countries	country	NOUN
easat-2985	41	11	are	be	AUX
easat-2985	41	12	evident	evident	ADJ
easat-2985	41	13	,	,	PUNCT
easat-2985	41	14	each	each	DET
easat-2985	41	15	one	one	NOUN
easat-2985	41	16	plays	play	VERB
easat-2985	41	17	a	a	DET
easat-2985	41	18	fundamental	fundamental	ADJ
easat-2985	41	19	role	role	NOUN
easat-2985	41	20	in	in	ADP
easat-2985	41	21	the	the	DET
easat-2985	41	22	global	global	ADJ
easat-2985	41	23	framework	framework	NOUN
easat-2985	41	24	of	of	ADP
easat-2985	41	25	the	the	DET
easat-2985	41	26	stock	stock	NOUN
easat-2985	41	27	market	market	NOUN
easat-2985	41	28	,	,	PUNCT
easat-2985	41	29	being	be	AUX
easat-2985	41	30	influenced	influence	VERB
easat-2985	41	31	by	by	ADP
easat-2985	41	32	the	the	DET
easat-2985	41	33	flow	flow	NOUN
easat-2985	41	34	of	of	ADP
easat-2985	41	35	investments	investment	NOUN
easat-2985	41	36	,	,	PUNCT
easat-2985	41	37	technological	technological	ADJ
easat-2985	41	38	development	development	NOUN
easat-2985	41	39	,	,	PUNCT
easat-2985	41	40	and	and	CCONJ
easat-2985	41	41	the	the	DET
easat-2985	41	42	economic	economic	ADJ
easat-2985	41	43	and	and	CCONJ
easat-2985	41	44	financial	financial	ADJ
easat-2985	41	45	dynamics	dynamic	NOUN
easat-2985	41	46	of	of	ADP
easat-2985	41	47	the	the	DET
easat-2985	41	48	current	current	ADJ
easat-2985	41	49	world	world	NOUN
easat-2985	41	50	.	.	PUNCT
easat-2985	42	1	due	due	ADP
easat-2985	42	2	to	to	ADP
easat-2985	42	3	the	the	DET
easat-2985	42	4	above	above	NOUN
easat-2985	42	5	,	,	PUNCT
easat-2985	42	6	the	the	DET
easat-2985	42	7	formulation	formulation	NOUN
easat-2985	42	8	of	of	ADP
easat-2985	42	9	the	the	DET
easat-2985	42	10	problem	problem	NOUN
easat-2985	42	11	is	be	AUX
easat-2985	42	12	proposed	propose	VERB
easat-2985	42	13	:	:	PUNCT
easat-2985	42	14	how	how	SCONJ
easat-2985	42	15	to	to	PART
easat-2985	42	16	generate	generate	VERB
easat-2985	42	17	a	a	DET
easat-2985	42	18	simulation	simulation	NOUN
easat-2985	42	19	to	to	PART
easat-2985	42	20	provide	provide	VERB
easat-2985	42	21	the	the	DET
easat-2985	42	22	search	search	NOUN
easat-2985	42	23	for	for	ADP
easat-2985	42	24	the	the	DET
easat-2985	42	25	optimal	optimal	ADJ
easat-2985	42	26	portfolio	portfolio	NOUN
easat-2985	42	27	in	in	ADP
easat-2985	42	28	the	the	DET
easat-2985	42	29	accurate	accurate	ADJ
easat-2985	42	30	prediction	prediction	NOUN
easat-2985	42	31	of	of	ADP
easat-2985	42	32	the	the	DET
easat-2985	42	33	stock	stock	NOUN
easat-2985	42	34	market	market	NOUN
easat-2985	42	35	market	market	NOUN
easat-2985	42	36	?	?	PUNCT
easat-2985	43	1	2	2	X
easat-2985	43	2	.	.	X
easat-2985	43	3	method	method	PROPN
easat-2985	43	4	2.1	2.1	NUM
easat-2985	43	5	.	.	PUNCT
easat-2985	44	1	modern	modern	ADJ
easat-2985	44	2	portfolio	portfolio	NOUN
easat-2985	44	3	theory	theory	NOUN
easat-2985	44	4	developed	develop	VERB
easat-2985	44	5	by	by	ADP
easat-2985	44	6	harry	harry	PROPN
easat-2985	44	7	markowitz	markowitz	PROPN
easat-2985	44	8	,	,	PUNCT
easat-2985	44	9	it	it	PRON
easat-2985	44	10	provides	provide	VERB
easat-2985	44	11	a	a	DET
easat-2985	44	12	conceptual	conceptual	ADJ
easat-2985	44	13	framework	framework	NOUN
easat-2985	44	14	for	for	ADP
easat-2985	44	15	building	build	VERB
easat-2985	44	16	the	the	DET
easat-2985	44	17	optimal	optimal	ADJ
easat-2985	44	18	portfolio	portfolio	NOUN
easat-2985	44	19	.	.	PUNCT
easat-2985	45	1	according	accord	VERB
easat-2985	45	2	to	to	ADP
easat-2985	45	3	this	this	DET
easat-2985	45	4	theory	theory	NOUN
easat-2985	45	5	,	,	PUNCT
easat-2985	45	6	the	the	DET
easat-2985	45	7	key	key	NOUN
easat-2985	45	8	to	to	ADP
easat-2985	45	9	building	build	VERB
easat-2985	45	10	an	an	DET
easat-2985	45	11	efficient	efficient	ADJ
easat-2985	45	12	portfolio	portfolio	NOUN
easat-2985	45	13	lies	lie	VERB
easat-2985	45	14	in	in	ADP
easat-2985	45	15	the	the	DET
easat-2985	45	16	adequate	adequate	ADJ
easat-2985	45	17	diversification	diversification	NOUN
easat-2985	45	18	of	of	ADP
easat-2985	45	19	assets	asset	NOUN
easat-2985	45	20	.	.	PUNCT
easat-2985	46	1	by	by	ADP
easat-2985	46	2	combining	combine	VERB
easat-2985	46	3	assets	asset	NOUN
easat-2985	46	4	with	with	ADP
easat-2985	46	5	low	low	ADJ
easat-2985	46	6	or	or	CCONJ
easat-2985	46	7	negative	negative	ADJ
easat-2985	46	8	correlations	correlation	NOUN
easat-2985	46	9	,	,	PUNCT
easat-2985	46	10	the	the	DET
easat-2985	46	11	total	total	ADJ
easat-2985	46	12	risk	risk	NOUN
easat-2985	46	13	of	of	ADP
easat-2985	46	14	the	the	DET
easat-2985	46	15	portfolio	portfolio	NOUN
easat-2985	46	16	can	can	AUX
easat-2985	46	17	be	be	AUX
easat-2985	46	18	reduced	reduce	VERB
easat-2985	46	19	without	without	ADP
easat-2985	46	20	significantly	significantly	ADV
easat-2985	46	21	sacrificing	sacrifice	VERB
easat-2985	46	22	expected	expect	VERB
easat-2985	46	23	return	return	NOUN
easat-2985	46	24	.	.	PUNCT
easat-2985	47	1	[	[	X
easat-2985	47	2	9]the	9]the	PRON
easat-2985	47	3	search	search	NOUN
easat-2985	47	4	for	for	ADP
easat-2985	47	5	the	the	DET
easat-2985	47	6	optimal	optimal	ADJ
easat-2985	47	7	portfolio	portfolio	NOUN
easat-2985	47	8	involves	involve	VERB
easat-2985	47	9	several	several	ADJ
easat-2985	47	10	stages	stage	NOUN
easat-2985	47	11	.	.	PUNCT
easat-2985	48	1	first	first	ADV
easat-2985	48	2	,	,	PUNCT
easat-2985	48	3	you	you	PRON
easat-2985	48	4	need	need	VERB
easat-2985	48	5	to	to	PART
easat-2985	48	6	gather	gather	VERB
easat-2985	48	7	information	information	NOUN
easat-2985	48	8	about	about	ADP
easat-2985	48	9	the	the	DET
easat-2985	48	10	available	available	ADJ
easat-2985	48	11	assets	asset	NOUN
easat-2985	48	12	,	,	PUNCT
easat-2985	48	13	including	include	VERB
easat-2985	48	14	their	their	PRON
easat-2985	48	15	historical	historical	ADJ
easat-2985	48	16	returns	return	NOUN
easat-2985	48	17	,	,	PUNCT
easat-2985	48	18	volatility	volatility	NOUN
easat-2985	48	19	,	,	PUNCT
easat-2985	48	20	and	and	CCONJ
easat-2985	48	21	correlations	correlation	NOUN
easat-2985	48	22	.	.	PUNCT
easat-2985	49	1	this	this	DET
easat-2985	49	2	information	information	NOUN
easat-2985	49	3	is	be	AUX
easat-2985	49	4	used	use	VERB
easat-2985	49	5	an	an	DET
easat-2985	49	6	optimization	optimization	NOUN
easat-2985	49	7	model	model	NOUN
easat-2985	49	8	is	be	AUX
easat-2985	49	9	then	then	ADV
easat-2985	49	10	applied	apply	VERB
easat-2985	49	11	to	to	PART
easat-2985	49	12	find	find	VERB
easat-2985	49	13	the	the	DET
easat-2985	49	14	combination	combination	NOUN
easat-2985	49	15	of	of	ADP
easat-2985	49	16	assets	asset	NOUN
easat-2985	49	17	that	that	PRON
easat-2985	49	18	maximizes	maximize	VERB
easat-2985	49	19	the	the	DET
easat-2985	49	20	expected	expect	VERB
easat-2985	49	21	return	return	NOUN
easat-2985	49	22	,	,	PUNCT
easat-2985	49	23	given	give	VERB
easat-2985	49	24	an	an	DET
easat-2985	49	25	acceptable	acceptable	ADJ
easat-2985	49	26	level	level	NOUN
easat-2985	49	27	of	of	ADP
easat-2985	49	28	risk	risk	NOUN
easat-2985	49	29	.	.	PUNCT
easat-2985	50	1	this	this	PRON
easat-2985	50	2	can	can	AUX
easat-2985	50	3	be	be	AUX
easat-2985	50	4	achieved	achieve	VERB
easat-2985	50	5	using	use	VERB
easat-2985	50	6	methods	method	NOUN
easat-2985	50	7	such	such	ADJ
easat-2985	50	8	as	as	ADP
easat-2985	50	9	linear	linear	PROPN
easat-2985	50	10	4531	4531	NUM
easat-2985	50	11	edelweiss	edelweiss	PROPN
easat-2985	50	12	applied	apply	VERB
easat-2985	50	13	science	science	NOUN
easat-2985	50	14	and	and	CCONJ
easat-2985	50	15	technology	technology	NOUN
easat-2985	50	16	issn	issn	PROPN
easat-2985	50	17	:	:	PUNCT
easat-2985	50	18	2576	2576	NUM
easat-2985	50	19	-	-	SYM
easat-2985	50	20	8484	8484	NUM
easat-2985	50	21	vol	vol	NOUN
easat-2985	50	22	.	.	PROPN
easat-2985	51	1	8	8	NUM
easat-2985	51	2	,	,	PUNCT
easat-2985	51	3	no	no	INTJ
easat-2985	51	4	.	.	NOUN
easat-2985	52	1	6	6	NUM
easat-2985	52	2	:	:	SYM
easat-2985	52	3	4529	4529	NUM
easat-2985	52	4	-	-	SYM
easat-2985	52	5	4538	4538	NUM
easat-2985	52	6	,	,	PUNCT
easat-2985	52	7	2024	2024	NUM
easat-2985	52	8	doi	doi	NOUN
easat-2985	52	9	:	:	PUNCT
easat-2985	52	10	10.55214/25768484.v8i6.2985	10.55214/25768484.v8i6.2985	NUM
easat-2985	52	11	©	©	PROPN
easat-2985	52	12	2024	2024	NUM
easat-2985	52	13	by	by	ADP
easat-2985	52	14	the	the	DET
easat-2985	52	15	authors	author	NOUN
easat-2985	52	16	;	;	PUNCT
easat-2985	52	17	licensee	licensee	PROPN
easat-2985	52	18	learning	learn	VERB
easat-2985	52	19	gate	gate	PROPN
easat-2985	52	20	programming	programming	PROPN
easat-2985	52	21	,	,	PUNCT
easat-2985	52	22	markowitz	markowitz	PROPN
easat-2985	52	23	theory	theory	NOUN
easat-2985	52	24	or	or	CCONJ
easat-2985	52	25	more	more	ADV
easat-2985	52	26	advanced	advanced	ADJ
easat-2985	52	27	techniques	technique	NOUN
easat-2985	52	28	such	such	ADJ
easat-2985	52	29	as	as	ADP
easat-2985	52	30	the	the	DET
easat-2985	52	31	mean	mean	ADJ
easat-2985	52	32	-	-	PUNCT
easat-2985	52	33	variance	variance	NOUN
easat-2985	52	34	model	model	NOUN
easat-2985	52	35	or	or	CCONJ
easat-2985	52	36	the	the	DET
easat-2985	52	37	efficient	efficient	ADJ
easat-2985	52	38	frontier	frontier	NOUN
easat-2985	52	39	.	.	PUNCT
easat-2985	53	1	from	from	ADP
easat-2985	53	2	a	a	DET
easat-2985	53	3	systemic	systemic	ADJ
easat-2985	53	4	perspective	perspective	NOUN
easat-2985	53	5	,	,	PUNCT
easat-2985	53	6	analyzing	analyze	VERB
easat-2985	53	7	and	and	CCONJ
easat-2985	53	8	predicting	predict	VERB
easat-2985	53	9	the	the	DET
easat-2985	53	10	behavior	behavior	NOUN
easat-2985	53	11	of	of	ADP
easat-2985	53	12	the	the	DET
easat-2985	53	13	complex	complex	ADJ
easat-2985	53	14	stock	stock	NOUN
easat-2985	53	15	market	market	NOUN
easat-2985	53	16	requires	require	VERB
easat-2985	53	17	a	a	DET
easat-2985	53	18	comprehensive	comprehensive	ADJ
easat-2985	53	19	approach	approach	NOUN
easat-2985	53	20	encompassing	encompass	VERB
easat-2985	53	21	comprehensive	comprehensive	ADJ
easat-2985	53	22	data	datum	NOUN
easat-2985	53	23	collection	collection	NOUN
easat-2985	53	24	,	,	PUNCT
easat-2985	53	25	accurate	accurate	ADJ
easat-2985	53	26	modeling	modeling	NOUN
easat-2985	53	27	,	,	PUNCT
easat-2985	53	28	and	and	CCONJ
easat-2985	53	29	effective	effective	ADJ
easat-2985	53	30	optimization	optimization	NOUN
easat-2985	53	31	.	.	PUNCT
easat-2985	54	1	like	like	ADP
easat-2985	54	2	[	[	PUNCT
easat-2985	54	3	10]the	10]the	DET
easat-2985	54	4	stock	stock	NOUN
easat-2985	54	5	market	market	NOUN
easat-2985	54	6	,	,	PUNCT
easat-2985	54	7	it	it	PRON
easat-2985	54	8	is	be	AUX
easat-2985	54	9	essential	essential	ADJ
easat-2985	54	10	to	to	PART
easat-2985	54	11	collect	collect	VERB
easat-2985	54	12	detailed	detailed	ADJ
easat-2985	54	13	information	information	NOUN
easat-2985	54	14	about	about	ADP
easat-2985	54	15	the	the	DET
easat-2985	54	16	assets	asset	NOUN
easat-2985	54	17	available	available	ADJ
easat-2985	54	18	,	,	PUNCT
easat-2985	54	19	including	include	VERB
easat-2985	54	20	historical	historical	ADJ
easat-2985	54	21	returns	return	NOUN
easat-2985	54	22	,	,	PUNCT
easat-2985	54	23	volatility	volatility	NOUN
easat-2985	54	24	and	and	CCONJ
easat-2985	54	25	correlations	correlation	NOUN
easat-2985	54	26	.	.	PUNCT
easat-2985	55	1	2.2	2.2	NUM
easat-2985	55	2	.	.	PUNCT
easat-2985	56	1	modeling	modeling	NOUN
easat-2985	56	2	of	of	ADP
easat-2985	56	3	the	the	DET
easat-2985	56	4	system	system	NOUN
easat-2985	56	5	to	to	PART
easat-2985	56	6	simulate	simulate	VERB
easat-2985	56	7	2.2.1	2.2.1	NUM
easat-2985	56	8	.	.	PUNCT
easat-2985	57	1	historical	historical	ADJ
easat-2985	57	2	data	datum	NOUN
easat-2985	57	3	collection	collection	NOUN
easat-2985	57	4	they	they	PRON
easat-2985	57	5	were	be	AUX
easat-2985	57	6	extracted	extract	VERB
easat-2985	57	7	from	from	ADP
easat-2985	57	8	secondary	secondary	ADJ
easat-2985	57	9	sources	source	NOUN
easat-2985	57	10	,	,	PUNCT
easat-2985	57	11	such	such	ADJ
easat-2985	57	12	as	as	ADP
easat-2985	57	13	apple	apple	NOUN
easat-2985	57	14	,	,	PUNCT
easat-2985	57	15	amd	amd	ADJ
easat-2985	57	16	,	,	PUNCT
easat-2985	57	17	nvidia	nvidia	PROPN
easat-2985	57	18	,	,	PUNCT
easat-2985	57	19	pbr	pbr	PROPN
easat-2985	57	20	,	,	PUNCT
easat-2985	57	21	data	datum	NOUN
easat-2985	57	22	shown	show	VERB
easat-2985	57	23	in	in	ADP
easat-2985	57	24	table	table	NOUN
easat-2985	57	25	1	1	NUM
easat-2985	57	26	.	.	PUNCT
easat-2985	58	1	2.2.2	2.2.2	NUM
easat-2985	58	2	.	.	PUNCT
easat-2985	59	1	creation	creation	NOUN
easat-2985	59	2	of	of	ADP
easat-2985	59	3	the	the	DET
easat-2985	59	4	mathematical	mathematical	ADJ
easat-2985	59	5	model	model	NOUN
easat-2985	59	6	once	once	SCONJ
easat-2985	59	7	the	the	DET
easat-2985	59	8	historical	historical	ADJ
easat-2985	59	9	data	datum	NOUN
easat-2985	59	10	was	be	AUX
easat-2985	59	11	available	available	ADJ
easat-2985	59	12	,	,	PUNCT
easat-2985	59	13	a	a	DET
easat-2985	59	14	mathematical	mathematical	ADJ
easat-2985	59	15	model	model	NOUN
easat-2985	59	16	was	be	AUX
easat-2985	59	17	created	create	VERB
easat-2985	59	18	to	to	PART
easat-2985	59	19	simulate	simulate	VERB
easat-2985	59	20	the	the	DET
easat-2985	59	21	behavior	behavior	NOUN
easat-2985	59	22	of	of	ADP
easat-2985	59	23	the	the	DET
easat-2985	59	24	stock	stock	NOUN
easat-2985	59	25	market	market	NOUN
easat-2985	59	26	,	,	PUNCT
easat-2985	59	27	which	which	PRON
easat-2985	59	28	was	be	AUX
easat-2985	59	29	done	do	VERB
easat-2985	59	30	through	through	ADP
easat-2985	59	31	the	the	DET
easat-2985	59	32	statistical	statistical	ADJ
easat-2985	59	33	analysis	analysis	NOUN
easat-2985	59	34	of	of	ADP
easat-2985	59	35	market	market	NOUN
easat-2985	59	36	prices	price	NOUN
easat-2985	59	37	over	over	ADP
easat-2985	59	38	time	time	NOUN
easat-2985	59	39	using	use	VERB
easat-2985	59	40	the	the	DET
easat-2985	59	41	normal	normal	ADJ
easat-2985	59	42	distribution	distribution	NOUN
easat-2985	59	43	.	.	PUNCT
easat-2985	60	1	since	since	SCONJ
easat-2985	60	2	its	its	PRON
easat-2985	60	3	parameters	parameter	NOUN
easat-2985	60	4	,	,	PUNCT
easat-2985	60	5	the	the	DET
easat-2985	60	6	mean	mean	NOUN
easat-2985	60	7	and	and	CCONJ
easat-2985	60	8	the	the	DET
easat-2985	60	9	variance	variance	NOUN
easat-2985	60	10	,	,	PUNCT
easat-2985	60	11	have	have	VERB
easat-2985	60	12	a	a	DET
easat-2985	60	13	very	very	ADV
easat-2985	60	14	important	important	ADJ
easat-2985	60	15	economic	economic	ADJ
easat-2985	60	16	meaning	meaning	NOUN
easat-2985	60	17	.	.	PUNCT
easat-2985	61	1	the	the	DET
easat-2985	61	2	mean	mean	NOUN
easat-2985	61	3	represents	represent	VERB
easat-2985	61	4	the	the	DET
easat-2985	61	5	expected	expect	VERB
easat-2985	61	6	average	average	NOUN
easat-2985	61	7	of	of	ADP
easat-2985	61	8	historical	historical	ADJ
easat-2985	61	9	returns	return	NOUN
easat-2985	61	10	,	,	PUNCT
easat-2985	61	11	while	while	SCONJ
easat-2985	61	12	the	the	DET
easat-2985	61	13	standard	standard	ADJ
easat-2985	61	14	deviation	deviation	NOUN
easat-2985	61	15	(	(	PUNCT
easat-2985	61	16	square	square	ADJ
easat-2985	61	17	root	root	NOUN
easat-2985	61	18	of	of	ADP
easat-2985	61	19	the	the	DET
easat-2985	61	20	variance	variance	NOUN
easat-2985	61	21	)	)	PUNCT
easat-2985	61	22	represents	represent	VERB
easat-2985	61	23	the	the	DET
easat-2985	61	24	risk	risk	NOUN
easat-2985	61	25	or	or	CCONJ
easat-2985	61	26	volatility	volatility	NOUN
easat-2985	61	27	of	of	ADP
easat-2985	61	28	an	an	DET
easat-2985	61	29	investment	investment	NOUN
easat-2985	61	30	.	.	PUNCT
easat-2985	62	1	within	within	ADP
easat-2985	62	2	an	an	DET
easat-2985	62	3	investment	investment	NOUN
easat-2985	62	4	portfolio	portfolio	NOUN
easat-2985	62	5	,	,	PUNCT
easat-2985	62	6	financial	financial	ADJ
easat-2985	62	7	assets	asset	NOUN
easat-2985	62	8	are	be	AUX
easat-2985	62	9	sought	seek	VERB
easat-2985	62	10	that	that	PRON
easat-2985	62	11	have	have	VERB
easat-2985	62	12	negative	negative	ADJ
easat-2985	62	13	correlations	correlation	NOUN
easat-2985	62	14	(	(	PUNCT
easat-2985	62	15	that	that	PRON
easat-2985	62	16	is	is	ADV
easat-2985	62	17	,	,	PUNCT
easat-2985	62	18	while	while	SCONJ
easat-2985	62	19	one	one	PRON
easat-2985	62	20	goes	go	VERB
easat-2985	62	21	up	up	ADP
easat-2985	62	22	,	,	PUNCT
easat-2985	62	23	the	the	DET
easat-2985	62	24	other	other	ADJ
easat-2985	62	25	goes	go	VERB
easat-2985	62	26	down	down	ADV
easat-2985	62	27	)	)	PUNCT
easat-2985	62	28	although	although	SCONJ
easat-2985	62	29	in	in	ADP
easat-2985	62	30	practice	practice	NOUN
easat-2985	62	31	this	this	PRON
easat-2985	62	32	does	do	AUX
easat-2985	62	33	not	not	PART
easat-2985	62	34	occur	occur	VERB
easat-2985	62	35	frequently	frequently	ADV
easat-2985	62	36	,	,	PUNCT
easat-2985	62	37	so	so	ADV
easat-2985	62	38	low	low	ADJ
easat-2985	62	39	positive	positive	ADJ
easat-2985	62	40	correlations	correlation	NOUN
easat-2985	62	41	(	(	PUNCT
easat-2985	62	42	close	close	ADJ
easat-2985	62	43	to	to	ADP
easat-2985	62	44	zero	zero	NUM
easat-2985	62	45	)	)	PUNCT
easat-2985	62	46	are	be	AUX
easat-2985	62	47	accepted	accept	VERB
easat-2985	62	48	)	)	PUNCT
easat-2985	62	49	.	.	PUNCT
easat-2985	63	1	thus	thus	ADV
easat-2985	63	2	,	,	PUNCT
easat-2985	63	3	in	in	ADP
easat-2985	63	4	the	the	DET
easat-2985	63	5	search	search	NOUN
easat-2985	63	6	for	for	ADP
easat-2985	63	7	the	the	DET
easat-2985	63	8	optimal	optimal	ADJ
easat-2985	63	9	portfolio	portfolio	NOUN
easat-2985	63	10	,	,	PUNCT
easat-2985	63	11	these	these	DET
easat-2985	63	12	correlations	correlation	NOUN
easat-2985	63	13	tend	tend	VERB
easat-2985	63	14	to	to	PART
easat-2985	63	15	be	be	AUX
easat-2985	63	16	close	close	ADJ
easat-2985	63	17	to	to	ADP
easat-2985	63	18	zero	zero	NUM
easat-2985	63	19	.	.	PUNCT
easat-2985	64	1	2.2.3	2.2.3	NUM
easat-2985	64	2	.	.	PUNCT
easat-2985	65	1	parameter	parameter	NOUN
easat-2985	65	2	estimation	estimation	NOUN
easat-2985	65	3	the	the	DET
easat-2985	65	4	performance	performance	NOUN
easat-2985	65	5	of	of	ADP
easat-2985	65	6	a	a	DET
easat-2985	65	7	stock	stock	NOUN
easat-2985	65	8	at	at	ADP
easat-2985	65	9	any	any	DET
easat-2985	65	10	time	time	NOUN
easat-2985	65	11	is	be	AUX
easat-2985	65	12	evaluated	evaluate	VERB
easat-2985	65	13	using	use	VERB
easat-2985	65	14	the	the	DET
easat-2985	65	15	following	follow	VERB
easat-2985	65	16	formula	formula	NOUN
easat-2985	65	17	:	:	PUNCT
easat-2985	65	18	𝑟𝑡	𝑟𝑡	PROPN
easat-2985	65	19	=	=	SYM
easat-2985	65	20	𝐿𝑛	𝐿𝑛	PROPN
easat-2985	65	21	(	(	PUNCT
easat-2985	65	22	𝑃𝑡	𝑃𝑡	PROPN
easat-2985	65	23	+	+	PROPN
easat-2985	65	24	𝐷𝑡	𝐷𝑡	PROPN
easat-2985	65	25	𝑃𝑡−1	𝑃𝑡−1	VERB
easat-2985	65	26	)	)	PUNCT
easat-2985	66	1	where	where	SCONJ
easat-2985	66	2	:	:	PUNCT
easat-2985	66	3	𝑟𝑡=	𝑟𝑡=	ADJ
easat-2985	66	4	stock	stock	NOUN
easat-2985	66	5	return	return	NOUN
easat-2985	66	6	at	at	ADP
easat-2985	66	7	time	time	NOUN
easat-2985	66	8	t	t	PROPN
easat-2985	66	9	𝑃𝑡=	𝑃𝑡=	PROPN
easat-2985	66	10	share	share	NOUN
easat-2985	66	11	price	price	NOUN
easat-2985	66	12	at	at	ADP
easat-2985	66	13	time	time	NOUN
easat-2985	66	14	t	t	PROPN
easat-2985	66	15	𝑃𝑡−1=	𝑃𝑡−1=	ADJ
easat-2985	66	16	share	share	NOUN
easat-2985	66	17	price	price	NOUN
easat-2985	66	18	at	at	ADP
easat-2985	66	19	time	time	NOUN
easat-2985	66	20	t-1	t-1	PROPN
easat-2985	66	21	𝐷𝑡=	𝐷𝑡=	PROPN
easat-2985	66	22	dividend	dividend	NOUN
easat-2985	66	23	payment	payment	NOUN
easat-2985	66	24	.	.	PUNCT
easat-2985	67	1	⇒since	⇒since	NOUN
easat-2985	68	1	the	the	DET
easat-2985	68	2	shares	share	NOUN
easat-2985	68	3	to	to	PART
easat-2985	68	4	be	be	AUX
easat-2985	68	5	studied	study	VERB
easat-2985	68	6	do	do	AUX
easat-2985	68	7	not	not	PART
easat-2985	68	8	pay	pay	VERB
easat-2985	68	9	dividends	dividend	NOUN
easat-2985	68	10	,	,	PUNCT
easat-2985	68	11	then	then	ADV
easat-2985	68	12	the	the	DET
easat-2985	68	13	formula	formula	NOUN
easat-2985	68	14	is	be	AUX
easat-2985	68	15	reduced	reduce	VERB
easat-2985	68	16	to	to	ADP
easat-2985	68	17	the	the	DET
easat-2985	68	18	following	follow	VERB
easat-2985	68	19	expression	expression	NOUN
easat-2985	68	20	:	:	PUNCT
easat-2985	69	1	𝑟𝑡	𝑟𝑡	PROPN
easat-2985	69	2	=	=	SYM
easat-2985	69	3	𝐿𝑛	𝐿𝑛	ADJ
easat-2985	69	4	(	(	PUNCT
easat-2985	69	5	𝑃𝑡	𝑃𝑡	PROPN
easat-2985	69	6	𝑃𝑡−1	𝑃𝑡−1	ADJ
easat-2985	69	7	)	)	PUNCT
easat-2985	69	8	the	the	DET
easat-2985	69	9	use	use	NOUN
easat-2985	69	10	of	of	ADP
easat-2985	69	11	logarithms	logarithm	NOUN
easat-2985	69	12	is	be	AUX
easat-2985	69	13	necessary	necessary	ADJ
easat-2985	69	14	in	in	ADP
easat-2985	69	15	computational	computational	ADJ
easat-2985	69	16	models	model	NOUN
easat-2985	69	17	because	because	SCONJ
easat-2985	69	18	it	it	PRON
easat-2985	69	19	is	be	AUX
easat-2985	69	20	assumed	assume	VERB
easat-2985	69	21	that	that	SCONJ
easat-2985	69	22	the	the	DET
easat-2985	69	23	returns	return	NOUN
easat-2985	69	24	are	be	AUX
easat-2985	69	25	continuous	continuous	ADJ
easat-2985	69	26	compounds	compound	NOUN
easat-2985	69	27	,	,	PUNCT
easat-2985	69	28	although	although	SCONJ
easat-2985	69	29	in	in	ADP
easat-2985	69	30	practice	practice	NOUN
easat-2985	69	31	they	they	PRON
easat-2985	69	32	are	be	AUX
easat-2985	69	33	discrete	discrete	ADJ
easat-2985	69	34	.	.	PUNCT
easat-2985	70	1	this	this	PRON
easat-2985	70	2	is	be	AUX
easat-2985	70	3	especially	especially	ADV
easat-2985	70	4	relevant	relevant	ADJ
easat-2985	70	5	when	when	SCONJ
easat-2985	70	6	comparing	compare	VERB
easat-2985	70	7	assets	asset	NOUN
easat-2985	70	8	using	use	VERB
easat-2985	70	9	annualized	annualize	VERB
easat-2985	70	10	performance	performance	NOUN
easat-2985	70	11	.	.	PUNCT
easat-2985	71	1	if	if	SCONJ
easat-2985	71	2	only	only	ADJ
easat-2985	71	3	monthly	monthly	ADJ
easat-2985	71	4	performance	performance	NOUN
easat-2985	71	5	information	information	NOUN
easat-2985	71	6	is	be	AUX
easat-2985	71	7	available	available	ADJ
easat-2985	71	8	,	,	PUNCT
easat-2985	71	9	the	the	DET
easat-2985	71	10	annualized	annualize	VERB
easat-2985	71	11	performance	performance	NOUN
easat-2985	71	12	can	can	AUX
easat-2985	71	13	be	be	AUX
easat-2985	71	14	obtained	obtain	VERB
easat-2985	71	15	using	use	VERB
easat-2985	71	16	the	the	DET
easat-2985	71	17	following	follow	VERB
easat-2985	71	18	fórmula	fórmula	NOUN
easat-2985	71	19	:	:	PUNCT
easat-2985	71	20	𝑟𝑎𝑛𝑢𝑎𝑙	𝑟𝑎𝑛𝑢𝑎𝑙	NOUN
easat-2985	71	21	=	=	NOUN
easat-2985	71	22	12	12	NUM
easat-2985	71	23	×	×	NOUN
easat-2985	71	24	𝑟𝑚𝑒𝑛𝑠𝑢𝑎𝑙	𝑟𝑚𝑒𝑛𝑠𝑢𝑎𝑙	NOUN
easat-2985	71	25	2.2.3.1	2.2.3.1	NUM
easat-2985	71	26	.	.	PUNCT
easat-2985	72	1	variance	variance	NOUN
easat-2985	72	2	calculation	calculation	NOUN
easat-2985	72	3	the	the	DET
easat-2985	72	4	variance	variance	NOUN
easat-2985	72	5	of	of	ADP
easat-2985	72	6	the	the	DET
easat-2985	72	7	returns	return	NOUN
easat-2985	72	8	is	be	AUX
easat-2985	72	9	calculated	calculate	VERB
easat-2985	72	10	assuming	assume	VERB
easat-2985	72	11	that	that	SCONJ
easat-2985	72	12	they	they	PRON
easat-2985	72	13	are	be	AUX
easat-2985	72	14	independent	independent	ADJ
easat-2985	72	15	and	and	CCONJ
easat-2985	72	16	identically	identically	ADV
easat-2985	72	17	distributed	distribute	VERB
easat-2985	72	18	random	random	ADJ
easat-2985	72	19	variables	variable	NOUN
easat-2985	72	20	.	.	PUNCT
easat-2985	73	1	the	the	DET
easat-2985	73	2	calculation	calculation	NOUN
easat-2985	73	3	is	be	AUX
easat-2985	73	4	carried	carry	VERB
easat-2985	73	5	out	out	ADP
easat-2985	73	6	using	use	VERB
easat-2985	73	7	the	the	DET
easat-2985	73	8	following	follow	VERB
easat-2985	73	9	mathematical	mathematical	ADJ
easat-2985	73	10	expression	expression	NOUN
easat-2985	73	11	:	:	PUNCT
easat-2985	73	12	4532	4532	NUM
easat-2985	73	13	edelweiss	edelweiss	PROPN
easat-2985	73	14	applied	apply	VERB
easat-2985	73	15	science	science	NOUN
easat-2985	73	16	and	and	CCONJ
easat-2985	73	17	technology	technology	NOUN
easat-2985	73	18	issn	issn	PROPN
easat-2985	73	19	:	:	PUNCT
easat-2985	73	20	2576	2576	NUM
easat-2985	73	21	-	-	SYM
easat-2985	73	22	8484	8484	NUM
easat-2985	73	23	vol	vol	NOUN
easat-2985	73	24	.	.	PROPN
easat-2985	74	1	8	8	NUM
easat-2985	74	2	,	,	PUNCT
easat-2985	74	3	no	no	INTJ
easat-2985	74	4	.	.	NOUN
easat-2985	75	1	6	6	NUM
easat-2985	75	2	:	:	SYM
easat-2985	75	3	4529	4529	NUM
easat-2985	75	4	-	-	SYM
easat-2985	75	5	4538	4538	NUM
easat-2985	75	6	,	,	PUNCT
easat-2985	75	7	2024	2024	NUM
easat-2985	75	8	doi	doi	NOUN
easat-2985	75	9	:	:	PUNCT
easat-2985	75	10	10.55214/25768484.v8i6.2985	10.55214/25768484.v8i6.2985	NUM
easat-2985	75	11	©	©	PROPN
easat-2985	75	12	2024	2024	NUM
easat-2985	75	13	by	by	ADP
easat-2985	75	14	the	the	DET
easat-2985	75	15	authors	author	NOUN
easat-2985	75	16	;	;	PUNCT
easat-2985	75	17	licensee	licensee	PROPN
easat-2985	75	18	learning	learn	VERB
easat-2985	75	19	gate	gate	NOUN
easat-2985	75	20	𝜎2	𝜎2	NOUN
easat-2985	75	21	=	=	PUNCT
easat-2985	75	22	1	1	NUM
easat-2985	75	23	𝑁	𝑁	PROPN
easat-2985	75	24	∑	∑	PUNCT
easat-2985	75	25	𝑁	𝑁	PROPN
easat-2985	75	26	𝑡=1	𝑡=1	PROPN
easat-2985	75	27	(	(	PUNCT
easat-2985	75	28	𝑟𝑡	𝑟𝑡	NOUN
easat-2985	75	29	−	−	NOUN
easat-2985	75	30	𝑟	𝑟	NOUN
easat-2985	75	31	)	)	PUNCT
easat-2985	75	32	2	2	NUM
easat-2985	76	1	where	where	SCONJ
easat-2985	76	2	:	:	PUNCT
easat-2985	76	3	𝑁=	𝑁=	PROPN
easat-2985	76	4	total	total	ADJ
easat-2985	76	5	number	number	NOUN
easat-2985	76	6	of	of	ADP
easat-2985	76	7	data	datum	NOUN
easat-2985	76	8	in	in	ADP
easat-2985	76	9	the	the	DET
easat-2985	76	10	returns	return	NOUN
easat-2985	76	11	sample	sample	NOUN
easat-2985	76	12	𝑟=	𝑟=	VERB
easat-2985	76	13	the	the	DET
easat-2985	76	14	sample	sample	NOUN
easat-2985	76	15	mean	mean	VERB
easat-2985	76	16	if	if	SCONJ
easat-2985	76	17	annual	annual	ADJ
easat-2985	76	18	volatility	volatility	NOUN
easat-2985	76	19	is	be	AUX
easat-2985	76	20	required	require	VERB
easat-2985	76	21	,	,	PUNCT
easat-2985	76	22	it	it	PRON
easat-2985	76	23	is	be	AUX
easat-2985	76	24	obtained	obtain	VERB
easat-2985	76	25	with	with	ADP
easat-2985	76	26	the	the	DET
easat-2985	76	27	following	follow	VERB
easat-2985	76	28	formula	formula	NOUN
easat-2985	76	29	:	:	PUNCT
easat-2985	76	30	𝜎𝑎𝑛𝑢𝑎𝑙	𝜎𝑎𝑛𝑢𝑎𝑙	NOUN
easat-2985	76	31	=	=	PUNCT
easat-2985	77	1	√12	√12	PROPN
easat-2985	77	2	×	×	NOUN
easat-2985	77	3	𝜎𝑚𝑒𝑛𝑠𝑢𝑎𝑙	𝜎𝑚𝑒𝑛𝑠𝑢𝑎𝑙	NOUN
easat-2985	77	4	2.2.3.2	2.2.3.2	NUM
easat-2985	77	5	.	.	PUNCT
easat-2985	77	6	covariance	covariance	NOUN
easat-2985	77	7	and	and	CCONJ
easat-2985	77	8	correlation	correlation	NOUN
easat-2985	77	9	coefficient	coefficient	NOUN
easat-2985	77	10	in	in	ADP
easat-2985	77	11	the	the	DET
easat-2985	77	12	analysis	analysis	NOUN
easat-2985	77	13	,	,	PUNCT
easat-2985	77	14	we	we	PRON
easat-2985	77	15	calculate	calculate	VERB
easat-2985	77	16	covariance	covariance	NOUN
easat-2985	77	17	to	to	PART
easat-2985	77	18	measure	measure	VERB
easat-2985	77	19	the	the	DET
easat-2985	77	20	joint	joint	ADJ
easat-2985	77	21	variation	variation	NOUN
easat-2985	77	22	in	in	ADP
easat-2985	77	23	the	the	DET
easat-2985	77	24	returns	return	NOUN
easat-2985	77	25	of	of	ADP
easat-2985	77	26	two	two	NUM
easat-2985	77	27	stocks	stock	NOUN
easat-2985	77	28	(	(	PUNCT
easat-2985	77	29	a	a	PRON
easat-2985	77	30	and	and	CCONJ
easat-2985	77	31	b	b	NOUN
easat-2985	77	32	)	)	PUNCT
easat-2985	77	33	.	.	PUNCT
easat-2985	78	1	covariance	covariance	NOUN
easat-2985	78	2	allows	allow	VERB
easat-2985	78	3	us	we	PRON
easat-2985	78	4	to	to	PART
easat-2985	78	5	evaluate	evaluate	VERB
easat-2985	78	6	how	how	SCONJ
easat-2985	78	7	the	the	DET
easat-2985	78	8	returns	return	NOUN
easat-2985	78	9	of	of	ADP
easat-2985	78	10	both	both	DET
easat-2985	78	11	assets	asset	NOUN
easat-2985	78	12	behave	behave	VERB
easat-2985	78	13	in	in	ADP
easat-2985	78	14	relation	relation	NOUN
easat-2985	78	15	to	to	ADP
easat-2985	78	16	each	each	DET
easat-2985	78	17	other	other	ADJ
easat-2985	78	18	.	.	PUNCT
easat-2985	79	1	from	from	ADP
easat-2985	79	2	the	the	DET
easat-2985	79	3	covariance	covariance	NOUN
easat-2985	79	4	,	,	PUNCT
easat-2985	79	5	we	we	PRON
easat-2985	79	6	also	also	ADV
easat-2985	79	7	calculate	calculate	VERB
easat-2985	79	8	the	the	DET
easat-2985	79	9	correlation	correlation	NOUN
easat-2985	79	10	coefficient	coefficient	NOUN
easat-2985	79	11	,	,	PUNCT
easat-2985	79	12	which	which	PRON
easat-2985	79	13	quantifies	quantify	VERB
easat-2985	79	14	the	the	DET
easat-2985	79	15	degree	degree	NOUN
easat-2985	79	16	of	of	ADP
easat-2985	79	17	linear	linear	PROPN
easat-2985	79	18	relationship	relationship	NOUN
easat-2985	79	19	between	between	ADP
easat-2985	79	20	the	the	DET
easat-2985	79	21	returns	return	NOUN
easat-2985	79	22	of	of	ADP
easat-2985	79	23	the	the	DET
easat-2985	79	24	two	two	NUM
easat-2985	79	25	stocks	stock	NOUN
easat-2985	79	26	.	.	PUNCT
easat-2985	80	1	this	this	DET
easat-2985	80	2	correlation	correlation	NOUN
easat-2985	80	3	coefficient	coefficient	NOUN
easat-2985	80	4	helps	help	VERB
easat-2985	80	5	us	we	PRON
easat-2985	80	6	understand	understand	VERB
easat-2985	80	7	the	the	DET
easat-2985	80	8	strength	strength	NOUN
easat-2985	80	9	and	and	CCONJ
easat-2985	80	10	direction	direction	NOUN
easat-2985	80	11	of	of	ADP
easat-2985	80	12	the	the	DET
easat-2985	80	13	relationship	relationship	NOUN
easat-2985	80	14	between	between	ADP
easat-2985	80	15	the	the	DET
easat-2985	80	16	returns	return	NOUN
easat-2985	80	17	of	of	ADP
easat-2985	80	18	assets	asset	NOUN
easat-2985	80	19	a	a	PRON
easat-2985	80	20	and	and	CCONJ
easat-2985	80	21	b.	b.	PROPN
easat-2985	80	22	𝐶𝑜𝑣(𝑟𝐴	𝐶𝑜𝑣(𝑟𝐴	PROPN
easat-2985	80	23	,	,	PUNCT
easat-2985	80	24	𝑟𝑏	𝑟𝑏	PROPN
easat-2985	80	25	)	)	PUNCT
easat-2985	80	26	=	=	SYM
easat-2985	81	1	1	1	NUM
easat-2985	81	2	𝑁	𝑁	PROPN
easat-2985	81	3	∑𝑁	∑𝑁	ADJ
easat-2985	81	4	𝑡=1	𝑡=1	PROPN
easat-2985	81	5	[	[	X
easat-2985	81	6	𝑟𝑡	𝑟𝑡	NOUN
easat-2985	81	7	𝐴	𝐴	PROPN
easat-2985	81	8	−	−	PROPN
easat-2985	81	9	𝑟𝐴][𝑟𝑡	𝑟𝐴][𝑟𝑡	ADV
easat-2985	81	10	𝐵	𝐵	NOUN
easat-2985	81	11	−	−	PROPN
easat-2985	81	12	𝑟𝐵	𝑟𝐵	NOUN
easat-2985	81	13	]	]	SYM
easat-2985	81	14	2.2.3.4	2.2.3.4	NUM
easat-2985	81	15	.	.	PUNCT
easat-2985	81	16	correlation	correlation	NOUN
easat-2985	81	17	coefficient	coefficient	VERB
easat-2985	81	18	𝜌	𝜌	ADP
easat-2985	81	19	=	=	SYM
easat-2985	81	20	𝐶𝑜𝑣(𝑟𝐴	𝐶𝑜𝑣(𝑟𝐴	NOUN
easat-2985	81	21	,	,	PUNCT
easat-2985	81	22	𝑟𝑏	𝑟𝑏	NOUN
easat-2985	81	23	)	)	PUNCT
easat-2985	81	24	𝜎𝐴	𝜎𝐴	NOUN
easat-2985	81	25	𝜎𝐵	𝜎𝐵	ADJ
easat-2985	81	26	2.2.4	2.2.4	NUM
easat-2985	81	27	.	.	PUNCT
easat-2985	81	28	simulation	simulation	NOUN
easat-2985	81	29	2.2.4.1	2.2.4.1	NUM
easat-2985	81	30	.	.	PUNCT
easat-2985	82	1	calculation	calculation	NOUN
easat-2985	82	2	of	of	ADP
easat-2985	82	3	continuous	continuous	ADJ
easat-2985	82	4	returns	return	NOUN
easat-2985	82	5	table	table	NOUN
easat-2985	82	6	1	1	NUM
easat-2985	82	7	.	.	PUNCT
easat-2985	82	8	continuous	continuous	ADJ
easat-2985	82	9	returns	return	NOUN
easat-2985	82	10	.	.	PUNCT
easat-2985	83	1	note	note	NOUN
easat-2985	83	2	:	:	PUNCT
easat-2985	83	3	the	the	DET
easat-2985	83	4	formula	formula	NOUN
easat-2985	83	5	of	of	ADP
easat-2985	83	6	the	the	DET
easat-2985	83	7	return	return	NOUN
easat-2985	83	8	of	of	ADP
easat-2985	83	9	one	one	NUM
easat-2985	83	10	stock	stock	NOUN
easat-2985	83	11	per	per	ADP
easat-2985	83	12	day	day	NOUN
easat-2985	83	13	of	of	ADP
easat-2985	83	14	the	the	DET
easat-2985	83	15	four	four	NUM
easat-2985	83	16	indices	index	NOUN
easat-2985	83	17	is	be	AUX
easat-2985	83	18	used	use	VERB
easat-2985	83	19	.	.	PUNCT
easat-2985	84	1	the	the	DET
easat-2985	84	2	data	datum	NOUN
easat-2985	84	3	shown	show	VERB
easat-2985	84	4	is	be	AUX
easat-2985	84	5	referential	referential	ADJ
easat-2985	84	6	,	,	PUNCT
easat-2985	84	7	more	more	ADJ
easat-2985	84	8	than	than	ADP
easat-2985	84	9	200	200	NUM
easat-2985	84	10	continuous	continuous	ADJ
easat-2985	84	11	returns	return	NOUN
easat-2985	84	12	manzana	manzana	PROPN
easat-2985	84	13	amd	amd	PROPN
easat-2985	84	14	nvidia	nvidia	PROPN
easat-2985	84	15	pbr	pbr	PROPN
easat-2985	84	16	2.37	2.37	NUM
easat-2985	84	17	%	%	NOUN
easat-2985	84	18	5.11	5.11	NUM
easat-2985	84	19	%	%	NOUN
easat-2985	84	20	4.70	4.70	NUM
easat-2985	84	21	%	%	NOUN
easat-2985	84	22	-2.14	-2.14	NOUN
easat-2985	84	23	%	%	NOUN
easat-2985	84	24	0.47	0.47	NUM
easat-2985	84	25	%	%	NOUN
easat-2985	84	26	0.06	0.06	NUM
easat-2985	84	27	%	%	NOUN
easat-2985	84	28	-0.13	-0.13	NUM
easat-2985	84	29	%	%	NOUN
easat-2985	84	30	4.06	4.06	NUM
easat-2985	84	31	%	%	NOUN
easat-2985	84	32	-1.49	-1.49	NOUN
easat-2985	84	33	%	%	NOUN
easat-2985	84	34	-3.07	-3.07	NUM
easat-2985	84	35	%	%	NOUN
easat-2985	84	36	-4.43	-4.43	NUM
easat-2985	84	37	%	%	NOUN
easat-2985	84	38	1.97	1.97	NUM
easat-2985	84	39	%	%	NOUN
easat-2985	84	40	0.68	0.68	NUM
easat-2985	84	41	%	%	NOUN
easat-2985	84	42	-0.77	-0.77	NUM
easat-2985	84	43	%	%	NOUN
easat-2985	84	44	-0.46	-0.46	NUM
easat-2985	84	45	%	%	NOUN
easat-2985	85	1	-2.06	-2.06	NOUN
easat-2985	85	2	%	%	NOUN
easat-2985	85	3	-0.25	-0.25	NUM
easat-2985	85	4	%	%	NOUN
easat-2985	85	5	1.51	1.51	NUM
easat-2985	85	6	%	%	NOUN
easat-2985	85	7	0.54	0.54	NUM
easat-2985	85	8	%	%	NOUN
easat-2985	85	9	-2.81	-2.81	NOUN
easat-2985	85	10	%	%	NOUN
easat-2985	85	11	2.03	2.03	NUM
easat-2985	85	12	%	%	NOUN
easat-2985	85	13	1.38	1.38	NUM
easat-2985	85	14	%	%	NOUN
easat-2985	85	15	1.36	1.36	NUM
easat-2985	85	16	%	%	NOUN
easat-2985	85	17	0.97	0.97	NUM
easat-2985	85	18	%	%	NOUN
easat-2985	85	19	1.14	1.14	NUM
easat-2985	85	20	%	%	NOUN
easat-2985	85	21	3.14	3.14	NUM
easat-2985	85	22	%	%	NOUN
easat-2985	85	23	2.51	2.51	NUM
easat-2985	85	24	%	%	NOUN
easat-2985	85	25	-3.96	-3.96	NUM
easat-2985	85	26	%	%	NOUN
easat-2985	85	27	-2.09	-2.09	NUM
easat-2985	85	28	%	%	NOUN
easat-2985	85	29	0.39	0.39	NUM
easat-2985	85	30	%	%	NOUN
easat-2985	85	31	2.13	2.13	NUM
easat-2985	85	32	%	%	NOUN
easat-2985	85	33	2.98	2.98	NUM
easat-2985	85	34	%	%	NOUN
easat-2985	85	35	2.64	2.64	NUM
easat-2985	85	36	%	%	NOUN
easat-2985	85	37	5.32	5.32	NUM
easat-2985	85	38	%	%	NOUN
easat-2985	85	39	5.39	5.39	NUM
easat-2985	85	40	%	%	NOUN
easat-2985	85	41	2.11	2.11	NUM
easat-2985	85	42	%	%	NOUN
easat-2985	85	43	1.34	1.34	NUM
easat-2985	85	44	%	%	NOUN
easat-2985	85	45	4.05	4.05	NUM
easat-2985	85	46	%	%	NOUN
easat-2985	85	47	4.68	4.68	NUM
easat-2985	85	48	%	%	NOUN
easat-2985	85	49	1.64	1.64	NUM
easat-2985	85	50	%	%	NOUN
easat-2985	85	51	1.50	1.50	NUM
easat-2985	85	52	%	%	NOUN
easat-2985	85	53	1.84	1.84	NUM
easat-2985	85	54	%	%	NOUN
easat-2985	85	55	1.36	1.36	NUM
easat-2985	85	56	%	%	NOUN
easat-2985	85	57	-0.26	-0.26	NOUN
easat-2985	85	58	%	%	NOUN
easat-2985	85	59	-0.81	-0.81	NOUN
easat-2985	85	60	%	%	NOUN
easat-2985	85	61	-3.34	-3.34	NOUN
easat-2985	85	62	%	%	NOUN
easat-2985	85	63	-4.13	-4.13	NUM
easat-2985	86	1	%	%	NOUN
easat-2985	86	2	-1.39	-1.39	NUM
easat-2985	86	3	%	%	NOUN
easat-2985	86	4	-0.74	-0.74	NUM
easat-2985	86	5	%	%	NOUN
easat-2985	86	6	-0.64	-0.64	NUM
easat-2985	86	7	%	%	NOUN
easat-2985	86	8	-1.72	-1.72	ADJ
easat-2985	86	9	%	%	NOUN
easat-2985	86	10	1.47	1.47	NUM
easat-2985	86	11	%	%	NOUN
easat-2985	86	12	-0.89	-0.89	NUM
easat-2985	86	13	%	%	NOUN
easat-2985	86	14	-2.65	-2.65	NUM
easat-2985	86	15	%	%	NOUN
easat-2985	86	16	-2.93	-2.93	NOUN
easat-2985	86	17	%	%	NOUN
easat-2985	86	18	6.24	6.24	NUM
easat-2985	86	19	%	%	NOUN
easat-2985	86	20	3.37	3.37	NUM
easat-2985	86	21	%	%	NOUN
easat-2985	86	22	5.22	5.22	NUM
easat-2985	86	23	%	%	NOUN
easat-2985	86	24	7.33	7.33	NUM
easat-2985	86	25	%	%	NOUN
easat-2985	86	26	1.76	1.76	NUM
easat-2985	86	27	%	%	NOUN
easat-2985	86	28	0.36	0.36	NUM
easat-2985	86	29	%	%	NOUN
easat-2985	86	30	2.04	2.04	NUM
easat-2985	86	31	%	%	NOUN
easat-2985	86	32	1.08	1.08	NUM
easat-2985	86	33	%	%	NOUN
easat-2985	86	34	2.66	2.66	NUM
easat-2985	86	35	%	%	NOUN
easat-2985	86	36	3.23	3.23	NUM
easat-2985	86	37	%	%	NOUN
easat-2985	86	38	3.01	3.01	NUM
easat-2985	86	39	%	%	NOUN
easat-2985	86	40	0.99	0.99	NUM
easat-2985	86	41	%	%	NOUN
easat-2985	86	42	3.34	3.34	NUM
easat-2985	86	43	%	%	NOUN
easat-2985	86	44	-0.62	-0.62	NOUN
easat-2985	86	45	%	%	NOUN
easat-2985	86	46	2.42	2.42	NUM
easat-2985	86	47	%	%	NOUN
easat-2985	86	48	1.52	1.52	NUM
easat-2985	86	49	%	%	NOUN
easat-2985	86	50	6.44	6.44	NUM
easat-2985	86	51	%	%	NOUN
easat-2985	86	52	4533	4533	NUM
easat-2985	86	53	edelweiss	edelweiss	PROPN
easat-2985	86	54	applied	apply	VERB
easat-2985	86	55	science	science	NOUN
easat-2985	86	56	and	and	CCONJ
easat-2985	86	57	technology	technology	NOUN
easat-2985	86	58	issn	issn	PROPN
easat-2985	86	59	:	:	PUNCT
easat-2985	86	60	2576	2576	NUM
easat-2985	86	61	-	-	SYM
easat-2985	86	62	8484	8484	NUM
easat-2985	86	63	vol	vol	NOUN
easat-2985	86	64	.	.	PROPN
easat-2985	86	65	8	8	NUM
easat-2985	86	66	,	,	PUNCT
easat-2985	86	67	no	no	INTJ
easat-2985	86	68	.	.	NOUN
easat-2985	86	69	6	6	NUM
easat-2985	86	70	:	:	SYM
easat-2985	86	71	4529	4529	NUM
easat-2985	86	72	-	-	SYM
easat-2985	86	73	4538	4538	NUM
easat-2985	86	74	,	,	PUNCT
easat-2985	86	75	2024	2024	NUM
easat-2985	86	76	doi	doi	NOUN
easat-2985	86	77	:	:	PUNCT
easat-2985	86	78	10.55214/25768484.v8i6.2985	10.55214/25768484.v8i6.2985	NUM
easat-2985	86	79	©	©	PROPN
easat-2985	86	80	2024	2024	NUM
easat-2985	86	81	by	by	ADP
easat-2985	86	82	the	the	DET
easat-2985	86	83	authors	author	NOUN
easat-2985	86	84	;	;	PUNCT
easat-2985	86	85	licensee	licensee	PROPN
easat-2985	86	86	learning	learning	NOUN
easat-2985	86	87	gate	gate	PROPN
easat-2985	86	88	daily	daily	PROPN
easat-2985	86	89	data	datum	NOUN
easat-2985	86	90	are	be	AUX
easat-2985	86	91	evaluated	evaluate	VERB
easat-2985	86	92	in	in	ADP
easat-2985	86	93	a	a	DET
easat-2985	86	94	range	range	NOUN
easat-2985	86	95	of	of	ADP
easat-2985	86	96	2	2	NUM
easat-2985	86	97	years	year	NOUN
easat-2985	86	98	(	(	PUNCT
easat-2985	86	99	2022	2022	NUM
easat-2985	86	100	-	-	SYM
easat-2985	86	101	2023	2023	NUM
easat-2985	86	102	)	)	PUNCT
easat-2985	86	103	.	.	PUNCT
easat-2985	87	1	table	table	NOUN
easat-2985	87	2	2	2	NUM
easat-2985	87	3	.	.	X
easat-2985	87	4	daily	daily	ADJ
easat-2985	87	5	expected	expect	VERB
easat-2985	87	6	performance	performance	NOUN
easat-2985	87	7	.	.	PUNCT
easat-2985	88	1	note	note	NOUN
easat-2985	88	2	:	:	PUNCT
easat-2985	88	3	basically	basically	ADV
easat-2985	88	4	,	,	PUNCT
easat-2985	88	5	the	the	DET
easat-2985	88	6	relative	relative	ADJ
easat-2985	88	7	risk	risk	NOUN
easat-2985	88	8	is	be	AUX
easat-2985	88	9	the	the	DET
easat-2985	88	10	coefficient	coefficient	NOUN
easat-2985	88	11	of	of	ADP
easat-2985	88	12	variation	variation	NOUN
easat-2985	88	13	that	that	PRON
easat-2985	88	14	will	will	AUX
easat-2985	88	15	be	be	AUX
easat-2985	88	16	the	the	DET
easat-2985	88	17	ratio	ratio	NOUN
easat-2985	88	18	between	between	ADP
easat-2985	88	19	risk	risk	NOUN
easat-2985	88	20	and	and	CCONJ
easat-2985	88	21	profitability	profitability	NOUN
easat-2985	88	22	,	,	PUNCT
easat-2985	88	23	that	that	ADV
easat-2985	88	24	is	is	ADV
easat-2985	88	25	,	,	PUNCT
easat-2985	88	26	the	the	DET
easat-2985	88	27	riskiest	risky	ADJ
easat-2985	88	28	asset	asset	NOUN
easat-2985	88	29	was	be	AUX
easat-2985	88	30	the	the	DET
easat-2985	88	31	one	one	NOUN
easat-2985	88	32	with	with	ADP
easat-2985	88	33	the	the	DET
easat-2985	88	34	greatest	great	ADJ
easat-2985	88	35	relative	relative	ADJ
easat-2985	88	36	risk	risk	NOUN
easat-2985	88	37	.	.	PUNCT
easat-2985	89	1	for	for	ADP
easat-2985	89	2	the	the	DET
easat-2985	89	3	annualized	annualize	VERB
easat-2985	89	4	return	return	NOUN
easat-2985	89	5	,	,	PUNCT
easat-2985	89	6	252	252	NUM
easat-2985	89	7	days	day	NOUN
easat-2985	89	8	are	be	AUX
easat-2985	89	9	taken	take	VERB
easat-2985	89	10	,	,	PUNCT
easat-2985	89	11	which	which	PRON
easat-2985	89	12	are	be	AUX
easat-2985	89	13	the	the	DET
easat-2985	89	14	business	business	NOUN
easat-2985	89	15	days	day	NOUN
easat-2985	89	16	in	in	ADP
easat-2985	89	17	the	the	DET
easat-2985	89	18	stock	stock	NOUN
easat-2985	89	19	market	market	NOUN
easat-2985	89	20	.	.	PUNCT
easat-2985	90	1	the	the	DET
easat-2985	90	2	participations	participation	NOUN
easat-2985	90	3	would	would	AUX
easat-2985	90	4	be	be	AUX
easat-2985	90	5	the	the	DET
easat-2985	90	6	%	%	NOUN
easat-2985	90	7	of	of	ADP
easat-2985	90	8	investment	investment	NOUN
easat-2985	90	9	that	that	PRON
easat-2985	90	10	you	you	PRON
easat-2985	90	11	want	want	VERB
easat-2985	90	12	to	to	PART
easat-2985	90	13	execute	execute	VERB
easat-2985	90	14	in	in	ADP
easat-2985	90	15	each	each	PRON
easat-2985	90	16	of	of	ADP
easat-2985	90	17	the	the	DET
easat-2985	90	18	indices	index	NOUN
easat-2985	90	19	,	,	PUNCT
easat-2985	90	20	and	and	CCONJ
easat-2985	90	21	there	there	PRON
easat-2985	90	22	are	be	VERB
easat-2985	90	23	also	also	ADV
easat-2985	90	24	investment	investment	NOUN
easat-2985	90	25	limits	limit	NOUN
easat-2985	90	26	that	that	PRON
easat-2985	90	27	could	could	AUX
easat-2985	90	28	be	be	AUX
easat-2985	90	29	legal	legal	ADJ
easat-2985	90	30	or	or	CCONJ
easat-2985	90	31	corporate	corporate	ADJ
easat-2985	90	32	according	accord	VERB
easat-2985	90	33	to	to	ADP
easat-2985	90	34	the	the	DET
easat-2985	90	35	afp	afp	NOUN
easat-2985	90	36	,	,	PUNCT
easat-2985	90	37	they	they	PRON
easat-2985	90	38	would	would	AUX
easat-2985	90	39	be	be	AUX
easat-2985	90	40	20	20	NUM
easat-2985	90	41	%	%	NOUN
easat-2985	90	42	.	.	PUNCT
easat-2985	91	1	2.2.4.2	2.2.4.2	NUM
easat-2985	91	2	.	.	NOUN
easat-2985	91	3	variance	variance	NOUN
easat-2985	91	4	and	and	CCONJ
easat-2985	91	5	covariance	covariance	NOUN
easat-2985	91	6	matrix	matrix	NOUN
easat-2985	91	7	table	table	NOUN
easat-2985	91	8	3	3	NUM
easat-2985	91	9	.	.	X
easat-2985	91	10	calculation	calculation	NOUN
easat-2985	91	11	of	of	ADP
easat-2985	91	12	the	the	DET
easat-2985	91	13	feasible	feasible	ADJ
easat-2985	91	14	return	return	NOUN
easat-2985	91	15	-	-	PUNCT
easat-2985	91	16	risk	risk	NOUN
easat-2985	91	17	area	area	NOUN
easat-2985	91	18	.	.	PUNCT
easat-2985	92	1	variance	variance	NOUN
easat-2985	92	2	and	and	CCONJ
easat-2985	92	3	covariance	covariance	NOUN
easat-2985	92	4	matrix	matrix	NOUN
easat-2985	92	5	manzana	manzana	PROPN
easat-2985	92	6	amd	amd	PROPN
easat-2985	92	7	nvidia	nvidia	PROPN
easat-2985	92	8	pbr	pbr	PROPN
easat-2985	92	9	manzana	manzana	PROPN
easat-2985	92	10	0.000342194	0.000342194	NUM
easat-2985	92	11	0.00037264	0.00037264	NUM
easat-2985	92	12	0.00040603	0.00040603	NUM
easat-2985	92	13	2.8007e-05	2.8007e-05	NUM
easat-2985	92	14	amd	amd	NOUN
easat-2985	92	15	0.000372642	0.000372642	NUM
easat-2985	92	16	0.00113395	0.00113395	NUM
easat-2985	92	17	0.00097572	0.00097572	NUM
easat-2985	92	18	3.6786e-06	3.6786e-06	NUM
easat-2985	92	19	nvidia	nvidia	NOUN
easat-2985	92	20	0.000406034	0.000406034	NUM
easat-2985	92	21	0.00097572	0.00097572	NUM
easat-2985	92	22	0.00129174	0.00129174	NUM
easat-2985	92	23	1.8204e-05	1.8204e-05	NUM
easat-2985	92	24	pbr	pbr	PROPN
easat-2985	92	25	2.80068e-05	2.80068e-05	NUM
easat-2985	92	26	3.6786e-06	3.6786e-06	NUM
easat-2985	92	27	1.8204e-05	1.8204e-05	NUM
easat-2985	92	28	0.00091334	0.00091334	NUM
easat-2985	92	29	note	note	NOUN
easat-2985	92	30	:	:	PUNCT
easat-2985	92	31	let	let	VERB
easat-2985	92	32	's	us	PRON
easat-2985	92	33	remember	remember	VERB
easat-2985	92	34	that	that	SCONJ
easat-2985	92	35	the	the	DET
easat-2985	92	36	main	main	ADJ
easat-2985	92	37	diagonal	diagonal	NOUN
easat-2985	92	38	is	be	AUX
easat-2985	92	39	the	the	DET
easat-2985	92	40	variance	variance	NOUN
easat-2985	92	41	and	and	CCONJ
easat-2985	92	42	the	the	DET
easat-2985	92	43	downward	downward	ADJ
easat-2985	92	44	diagonal	diagonal	NOUN
easat-2985	92	45	is	be	AUX
easat-2985	92	46	the	the	DET
easat-2985	92	47	covariance	covariance	NOUN
easat-2985	92	48	.	.	PUNCT
easat-2985	93	1	2.2.4.3	2.2.4.3	X
easat-2985	93	2	.	.	PUNCT
easat-2985	93	3	calculation	calculation	NOUN
easat-2985	93	4	of	of	ADP
easat-2985	93	5	historical	historical	ADJ
easat-2985	93	6	returns	return	NOUN
easat-2985	93	7	table	table	NOUN
easat-2985	93	8	4	4	NUM
easat-2985	93	9	.	.	PUNCT
easat-2985	93	10	historical	historical	ADJ
easat-2985	93	11	returns	return	NOUN
easat-2985	93	12	.	.	PUNCT
easat-2985	94	1	expected	expect	VERB
easat-2985	94	2	performance	performance	NOUN
easat-2985	94	3	manzana	manzana	PROPN
easat-2985	94	4	amd	amd	PROPN
easat-2985	94	5	nvidia	nvidia	PROPN
easat-2985	94	6	pbr	pbr	PROPN
easat-2985	94	7	expected	expect	VERB
easat-2985	94	8	profitability	profitability	NOUN
easat-2985	94	9	0.12	0.12	NUM
easat-2985	94	10	%	%	NOUN
easat-2985	94	11	0.17	0.17	NUM
easat-2985	94	12	%	%	NOUN
easat-2985	94	13	0.41	0.41	NUM
easat-2985	94	14	%	%	NOUN
easat-2985	94	15	0.27	0.27	NUM
easat-2985	94	16	%	%	NOUN
easat-2985	94	17	risk	risk	NOUN
easat-2985	94	18	-	-	PUNCT
easat-2985	94	19	volatility	volatility	NOUN
easat-2985	94	20	1.85	1.85	NUM
easat-2985	94	21	%	%	NOUN
easat-2985	94	22	3.37	3.37	NUM
easat-2985	94	23	%	%	NOUN
easat-2985	94	24	3.60	3.60	NUM
easat-2985	94	25	%	%	NOUN
easat-2985	94	26	3.03	3.03	NUM
easat-2985	94	27	%	%	NOUN
easat-2985	94	28	relative	relative	ADJ
easat-2985	94	29	risk	risk	NOUN
easat-2985	94	30	15,567	15,567	NUM
easat-2985	94	31	20,394	20,394	NUM
easat-2985	94	32	8,747	8,747	NUM
easat-2985	94	33	11,209	11,209	NUM
easat-2985	94	34	annualized	annualize	VERB
easat-2985	94	35	return	return	NOUN
easat-2985	94	36	30.00	30.00	NUM
easat-2985	94	37	%	%	NOUN
easat-2985	94	38	41.69	41.69	NUM
easat-2985	94	39	%	%	NOUN
easat-2985	94	40	103.76	103.76	NUM
easat-2985	94	41	%	%	NOUN
easat-2985	94	42	68.08	68.08	NUM
easat-2985	94	43	%	%	NOUN
easat-2985	94	44	annualized	annualize	VERB
easat-2985	94	45	risk	risk	NOUN
easat-2985	94	46	29.42	29.42	NUM
easat-2985	94	47	%	%	NOUN
easat-2985	94	48	53.56	53.56	NUM
easat-2985	94	49	%	%	NOUN
easat-2985	94	50	57.17	57.17	NUM
easat-2985	94	51	%	%	NOUN
easat-2985	94	52	48.07	48.07	NUM
easat-2985	94	53	%	%	NOUN
easat-2985	94	54	holdings	holding	NOUN
easat-2985	94	55	25	25	NUM
easat-2985	94	56	%	%	NOUN
easat-2985	94	57	25	25	NUM
easat-2985	94	58	%	%	NOUN
easat-2985	94	59	25	25	NUM
easat-2985	94	60	%	%	NOUN
easat-2985	94	61	25	25	NUM
easat-2985	94	62	%	%	NOUN
easat-2985	94	63	lower	low	ADJ
easat-2985	94	64	limits	limit	NOUN
easat-2985	94	65	0	0	NUM
easat-2985	94	66	%	%	NOUN
easat-2985	94	67	0	0	NUM
easat-2985	94	68	%	%	NOUN
easat-2985	94	69	0	0	NUM
easat-2985	94	70	%	%	NOUN
easat-2985	94	71	0	0	NUM
easat-2985	94	72	%	%	NOUN
easat-2985	94	73	upper	upper	ADJ
easat-2985	94	74	limits	limit	NOUN
easat-2985	94	75	twenty%	twenty%	X
easat-2985	94	76	twenty%	twenty%	NOUN
easat-2985	94	77	twenty%	twenty%	NOUN
easat-2985	94	78	twenty%	twenty%	PUNCT
easat-2985	94	79	manzana	manzana	PROPN
easat-2985	94	80	amd	amd	PROPN
easat-2985	94	81	nvidia	nvidia	PROPN
easat-2985	94	82	pbr	pbr	PROPN
easat-2985	94	83	historical	historical	ADJ
easat-2985	94	84	portfolio	portfolio	NOUN
easat-2985	94	85	performance	performance	NOUN
easat-2985	94	86	2.37	2.37	NUM
easat-2985	94	87	%	%	NOUN
easat-2985	94	88	5.11	5.11	NUM
easat-2985	94	89	%	%	NOUN
easat-2985	94	90	4.70	4.70	NUM
easat-2985	94	91	%	%	NOUN
easat-2985	94	92	-2.14	-2.14	NOUN
easat-2985	94	93	%	%	NOUN
easat-2985	94	94	2.51	2.51	NUM
easat-2985	94	95	%	%	NOUN
easat-2985	94	96	0.47	0.47	NUM
easat-2985	94	97	%	%	NOUN
easat-2985	94	98	0.06	0.06	NUM
easat-2985	94	99	%	%	NOUN
easat-2985	94	100	-0.13	-0.13	NUM
easat-2985	94	101	%	%	NOUN
easat-2985	94	102	4.06	4.06	NUM
easat-2985	94	103	%	%	NOUN
easat-2985	94	104	1.12	1.12	NUM
easat-2985	94	105	%	%	NOUN
easat-2985	94	106	-1.49	-1.49	NOUN
easat-2985	94	107	%	%	NOUN
easat-2985	94	108	-3.07	-3.07	NUM
easat-2985	94	109	%	%	NOUN
easat-2985	94	110	-4.43	-4.43	NUM
easat-2985	94	111	%	%	NOUN
easat-2985	94	112	1.97	1.97	NUM
easat-2985	94	113	%	%	NOUN
easat-2985	94	114	-1.75	-1.75	NUM
easat-2985	94	115	%	%	NOUN
easat-2985	94	116	0.68	0.68	NUM
easat-2985	94	117	%	%	NOUN
easat-2985	94	118	-0.77	-0.77	NUM
easat-2985	94	119	%	%	NOUN
easat-2985	94	120	-0.46	-0.46	NUM
easat-2985	94	121	%	%	NOUN
easat-2985	94	122	-2.06	-2.06	NOUN
easat-2985	94	123	%	%	NOUN
easat-2985	94	124	-0.65	-0.65	NUM
easat-2985	94	125	%	%	NOUN
easat-2985	94	126	-0.25	-0.25	NUM
easat-2985	94	127	%	%	NOUN
easat-2985	94	128	1.51	1.51	NUM
easat-2985	94	129	%	%	NOUN
easat-2985	94	130	0.54	0.54	NUM
easat-2985	94	131	%	%	NOUN
easat-2985	94	132	-2.81	-2.81	NUM
easat-2985	94	133	%	%	NOUN
easat-2985	94	134	-0.25	-0.25	NUM
easat-2985	94	135	%	%	NOUN
easat-2985	94	136	2.03	2.03	NUM
easat-2985	94	137	%	%	NOUN
easat-2985	94	138	1.38	1.38	NUM
easat-2985	94	139	%	%	NOUN
easat-2985	94	140	1.36	1.36	NUM
easat-2985	94	141	%	%	NOUN
easat-2985	94	142	0.97	0.97	NUM
easat-2985	94	143	%	%	NOUN
easat-2985	94	144	1.44	1.44	NUM
easat-2985	94	145	%	%	NOUN
easat-2985	94	146	1.14	1.14	NUM
easat-2985	94	147	%	%	NOUN
easat-2985	94	148	3.14	3.14	NUM
easat-2985	94	149	%	%	NOUN
easat-2985	94	150	2.51	2.51	NUM
easat-2985	94	151	%	%	NOUN
easat-2985	94	152	-3.96	-3.96	NUM
easat-2985	94	153	%	%	NOUN
easat-2985	94	154	0.71	0.71	NUM
easat-2985	94	155	%	%	NOUN
easat-2985	94	156	-2.09	-2.09	NUM
easat-2985	94	157	%	%	NOUN
easat-2985	94	158	0.39	0.39	NUM
easat-2985	94	159	%	%	NOUN
easat-2985	94	160	2.13	2.13	NUM
easat-2985	94	161	%	%	NOUN
easat-2985	94	162	2.98	2.98	NUM
easat-2985	94	163	%	%	NOUN
easat-2985	94	164	0.85	0.85	NUM
easat-2985	94	165	%	%	NOUN
easat-2985	94	166	2.64	2.64	NUM
easat-2985	94	167	%	%	NOUN
easat-2985	94	168	5.32	5.32	NUM
easat-2985	94	169	%	%	NOUN
easat-2985	94	170	5.39	5.39	NUM
easat-2985	94	171	%	%	NOUN
easat-2985	94	172	2.11	2.11	NUM
easat-2985	94	173	%	%	NOUN
easat-2985	94	174	3.86	3.86	NUM
easat-2985	94	175	%	%	NOUN
easat-2985	94	176	1.34	1.34	NUM
easat-2985	94	177	%	%	NOUN
easat-2985	94	178	4.05	4.05	NUM
easat-2985	94	179	%	%	NOUN
easat-2985	94	180	4.68	4.68	NUM
easat-2985	94	181	%	%	NOUN
easat-2985	94	182	1.64	1.64	NUM
easat-2985	94	183	%	%	NOUN
easat-2985	94	184	2.93	2.93	NUM
easat-2985	94	185	%	%	NOUN
easat-2985	94	186	1.50	1.50	NUM
easat-2985	94	187	%	%	NOUN
easat-2985	94	188	1.84	1.84	NUM
easat-2985	94	189	%	%	NOUN
easat-2985	94	190	1.36	1.36	NUM
easat-2985	94	191	%	%	NOUN
easat-2985	94	192	-0.26	-0.26	NOUN
easat-2985	94	193	%	%	NOUN
easat-2985	94	194	1.11	1.11	NUM
easat-2985	94	195	%	%	NOUN
easat-2985	94	196	-0.81	-0.81	NOUN
easat-2985	94	197	%	%	NOUN
easat-2985	94	198	-3.34	-3.34	NOUN
easat-2985	94	199	%	%	NOUN
easat-2985	94	200	-4.13	-4.13	NUM
easat-2985	95	1	%	%	NOUN
easat-2985	95	2	-1.39	-1.39	NUM
easat-2985	95	3	%	%	NOUN
easat-2985	95	4	-2.42	-2.42	NUM
easat-2985	95	5	%	%	NOUN
easat-2985	95	6	-0.74	-0.74	NOUN
easat-2985	95	7	%	%	NOUN
easat-2985	95	8	-0.64	-0.64	NUM
easat-2985	95	9	%	%	NOUN
easat-2985	95	10	-1.72	-1.72	ADJ
easat-2985	95	11	%	%	NOUN
easat-2985	95	12	1.47	1.47	NUM
easat-2985	95	13	%	%	NOUN
easat-2985	95	14	-0.41	-0.41	NUM
easat-2985	95	15	%	%	NOUN
easat-2985	95	16	-0.89	-0.89	NUM
easat-2985	95	17	%	%	NOUN
easat-2985	95	18	-2.65	-2.65	NUM
easat-2985	95	19	%	%	NOUN
easat-2985	95	20	-2.93	-2.93	NOUN
easat-2985	95	21	%	%	NOUN
easat-2985	95	22	6.24	6.24	NUM
easat-2985	95	23	%	%	NOUN
easat-2985	95	24	-0.05	-0.05	NUM
easat-2985	95	25	%	%	NOUN
easat-2985	95	26	3.37	3.37	NUM
easat-2985	95	27	%	%	NOUN
easat-2985	95	28	5.22	5.22	NUM
easat-2985	95	29	%	%	NOUN
easat-2985	95	30	7.33	7.33	NUM
easat-2985	95	31	%	%	NOUN
easat-2985	95	32	1.76	1.76	NUM
easat-2985	95	33	%	%	NOUN
easat-2985	95	34	4.42	4.42	NUM
easat-2985	95	35	%	%	NOUN
easat-2985	95	36	4534	4534	NUM
easat-2985	95	37	edelweiss	edelweiss	PROPN
easat-2985	95	38	applied	apply	VERB
easat-2985	95	39	science	science	NOUN
easat-2985	95	40	and	and	CCONJ
easat-2985	95	41	technology	technology	NOUN
easat-2985	95	42	issn	issn	PROPN
easat-2985	95	43	:	:	PUNCT
easat-2985	95	44	2576	2576	NUM
easat-2985	95	45	-	-	SYM
easat-2985	95	46	8484	8484	NUM
easat-2985	95	47	vol	vol	NOUN
easat-2985	95	48	.	.	PROPN
easat-2985	96	1	8	8	NUM
easat-2985	96	2	,	,	PUNCT
easat-2985	96	3	no	no	INTJ
easat-2985	96	4	.	.	NOUN
easat-2985	97	1	6	6	NUM
easat-2985	97	2	:	:	SYM
easat-2985	97	3	4529	4529	NUM
easat-2985	97	4	-	-	SYM
easat-2985	97	5	4538	4538	NUM
easat-2985	97	6	,	,	PUNCT
easat-2985	97	7	2024	2024	NUM
easat-2985	97	8	doi	doi	NOUN
easat-2985	97	9	:	:	PUNCT
easat-2985	97	10	10.55214/25768484.v8i6.2985	10.55214/25768484.v8i6.2985	NUM
easat-2985	97	11	©	©	PROPN
easat-2985	97	12	2024	2024	NUM
easat-2985	97	13	by	by	ADP
easat-2985	97	14	the	the	DET
easat-2985	97	15	authors	author	NOUN
easat-2985	97	16	;	;	PUNCT
easat-2985	97	17	licensee	licensee	PROPN
easat-2985	97	18	learning	learn	VERB
easat-2985	97	19	gate	gate	PROPN
easat-2985	97	20	note	note	NOUN
easat-2985	97	21	:	:	PUNCT
easat-2985	97	22	basically	basically	ADV
easat-2985	97	23	,	,	PUNCT
easat-2985	97	24	the	the	DET
easat-2985	97	25	historical	historical	ADJ
easat-2985	97	26	profitability	profitability	NOUN
easat-2985	97	27	of	of	ADP
easat-2985	97	28	the	the	DET
easat-2985	97	29	portfolio	portfolio	NOUN
easat-2985	97	30	corresponds	correspond	VERB
easat-2985	97	31	to	to	ADP
easat-2985	97	32	the	the	DET
easat-2985	97	33	sum	sum	NOUN
easat-2985	97	34	product	product	NOUN
easat-2985	97	35	of	of	ADP
easat-2985	97	36	the	the	DET
easat-2985	97	37	returns	return	NOUN
easat-2985	97	38	on	on	ADP
easat-2985	97	39	the	the	DET
easat-2985	97	40	participations	participation	NOUN
easat-2985	97	41	,	,	PUNCT
easat-2985	97	42	which	which	PRON
easat-2985	97	43	would	would	AUX
easat-2985	97	44	be	be	AUX
easat-2985	97	45	25	25	NUM
easat-2985	97	46	%	%	NOUN
easat-2985	97	47	each	each	PRON
easat-2985	97	48	.	.	PUNCT
easat-2985	98	1	we	we	PRON
easat-2985	98	2	simulate	simulate	VERB
easat-2985	98	3	portfolio	portfolio	NOUN
easat-2985	98	4	risk	risk	NOUN
easat-2985	98	5	optimization	optimization	NOUN
easat-2985	98	6	with	with	ADP
easat-2985	98	7	the	the	DET
easat-2985	98	8	risk	risk	NOUN
easat-2985	98	9	simulator	simulator	NOUN
easat-2985	98	10	tool	tool	NOUN
easat-2985	98	11	.	.	PUNCT
easat-2985	99	1	figure	figure	NOUN
easat-2985	99	2	1	1	NUM
easat-2985	99	3	.	.	PUNCT
easat-2985	100	1	replacement	replacement	NOUN
easat-2985	100	2	of	of	ADP
easat-2985	100	3	portfolio	portfolio	NOUN
easat-2985	100	4	risk	risk	NOUN
easat-2985	100	5	values	value	NOUN
easat-2985	100	6	.	.	PUNCT
easat-2985	101	1	note	note	VERB
easat-2985	101	2	:	:	PUNCT
easat-2985	101	3	the	the	DET
easat-2985	101	4	probability	probability	NOUN
easat-2985	101	5	distribution	distribution	NOUN
easat-2985	101	6	gives	give	VERB
easat-2985	101	7	the	the	DET
easat-2985	101	8	historical	historical	ADJ
easat-2985	101	9	information	information	NOUN
easat-2985	101	10	for	for	ADP
easat-2985	101	11	the	the	DET
easat-2985	101	12	profitability	profitability	NOUN
easat-2985	101	13	of	of	ADP
easat-2985	101	14	the	the	DET
easat-2985	101	15	four	four	NUM
easat-2985	101	16	indices	index	NOUN
easat-2985	101	17	,	,	PUNCT
easat-2985	101	18	it	it	PRON
easat-2985	101	19	will	will	AUX
easat-2985	101	20	not	not	PART
easat-2985	101	21	have	have	VERB
easat-2985	101	22	a	a	DET
easat-2985	101	23	single	single	ADJ
easat-2985	101	24	value	value	NOUN
easat-2985	101	25	,	,	PUNCT
easat-2985	101	26	it	it	PRON
easat-2985	101	27	will	will	AUX
easat-2985	101	28	have	have	VERB
easat-2985	101	29	an	an	DET
easat-2985	101	30	expected	expect	VERB
easat-2985	101	31	value	value	NOUN
easat-2985	101	32	of	of	ADP
easat-2985	101	33	many	many	ADJ
easat-2985	101	34	,	,	PUNCT
easat-2985	101	35	which	which	PRON
easat-2985	101	36	will	will	AUX
easat-2985	101	37	be	be	AUX
easat-2985	101	38	generated	generate	VERB
easat-2985	101	39	with	with	ADP
easat-2985	101	40	the	the	DET
easat-2985	101	41	help	help	NOUN
easat-2985	101	42	of	of	ADP
easat-2985	101	43	monte	monte	PROPN
easat-2985	101	44	carlo	carlo	PROPN
easat-2985	101	45	.	.	PUNCT
easat-2985	102	1	0.36	0.36	NUM
easat-2985	102	2	%	%	NOUN
easat-2985	102	3	2.04	2.04	NUM
easat-2985	102	4	%	%	NOUN
easat-2985	102	5	1.08	1.08	NUM
easat-2985	102	6	%	%	NOUN
easat-2985	102	7	2.66	2.66	NUM
easat-2985	102	8	%	%	NOUN
easat-2985	102	9	1.54	1.54	NUM
easat-2985	102	10	%	%	NOUN
easat-2985	102	11	3.23	3.23	NUM
easat-2985	102	12	%	%	NOUN
easat-2985	102	13	3.01	3.01	NUM
easat-2985	102	14	%	%	NOUN
easat-2985	102	15	0.99	0.99	NUM
easat-2985	102	16	%	%	NOUN
easat-2985	102	17	3.34	3.34	NUM
easat-2985	102	18	%	%	NOUN
easat-2985	102	19	2.64	2.64	NUM
easat-2985	102	20	%	%	NOUN
easat-2985	102	21	4535	4535	NUM
easat-2985	102	22	edelweiss	edelweiss	PROPN
easat-2985	102	23	applied	apply	VERB
easat-2985	102	24	science	science	NOUN
easat-2985	102	25	and	and	CCONJ
easat-2985	102	26	technology	technology	NOUN
easat-2985	102	27	issn	issn	PROPN
easat-2985	102	28	:	:	PUNCT
easat-2985	102	29	2576	2576	NUM
easat-2985	102	30	-	-	SYM
easat-2985	102	31	8484	8484	NUM
easat-2985	102	32	vol	vol	NOUN
easat-2985	102	33	.	.	PROPN
easat-2985	102	34	8	8	NUM
easat-2985	102	35	,	,	PUNCT
easat-2985	102	36	no	no	INTJ
easat-2985	102	37	.	.	NOUN
easat-2985	103	1	6	6	NUM
easat-2985	103	2	:	:	SYM
easat-2985	103	3	4529	4529	NUM
easat-2985	103	4	-	-	SYM
easat-2985	103	5	4538	4538	NUM
easat-2985	103	6	,	,	PUNCT
easat-2985	103	7	2024	2024	NUM
easat-2985	103	8	doi	doi	NOUN
easat-2985	103	9	:	:	PUNCT
easat-2985	103	10	10.55214/25768484.v8i6.2985	10.55214/25768484.v8i6.2985	NUM
easat-2985	103	11	©	©	PROPN
easat-2985	103	12	2024	2024	NUM
easat-2985	103	13	by	by	ADP
easat-2985	103	14	the	the	DET
easat-2985	103	15	authors	author	NOUN
easat-2985	103	16	;	;	PUNCT
easat-2985	103	17	licensee	licensee	PROPN
easat-2985	103	18	learning	learn	VERB
easat-2985	103	19	gate	gate	NOUN
easat-2985	103	20	figure	figure	NOUN
easat-2985	103	21	2	2	NUM
easat-2985	103	22	.	.	NOUN
easat-2985	103	23	previous	previous	ADJ
easat-2985	103	24	values	value	NOUN
easat-2985	103	25	.	.	PUNCT
easat-2985	104	1	figure	figure	VERB
easat-2985	104	2	3	3	NUM
easat-2985	104	3	.	.	PUNCT
easat-2985	104	4	values	value	NOUN
easat-2985	104	5	after	after	ADP
easat-2985	104	6	replacement	replacement	NOUN
easat-2985	104	7	.	.	PUNCT
easat-2985	105	1	note	note	NOUN
easat-2985	105	2	:	:	PUNCT
easat-2985	105	3	the	the	DET
easat-2985	105	4	risk	risk	NOUN
easat-2985	105	5	was	be	AUX
easat-2985	105	6	minimized	minimize	VERB
easat-2985	105	7	,	,	PUNCT
easat-2985	105	8	because	because	SCONJ
easat-2985	105	9	it	it	PRON
easat-2985	105	10	shows	show	VERB
easat-2985	105	11	that	that	SCONJ
easat-2985	105	12	our	our	PRON
easat-2985	105	13	profitability	profitability	NOUN
easat-2985	105	14	is	be	AUX
easat-2985	105	15	optimal	optimal	ADJ
easat-2985	105	16	.	.	PUNCT
easat-2985	106	1	2.2.4.4	2.2.4.4	NUM
easat-2985	106	2	.	.	PUNCT
easat-2985	106	3	calculation	calculation	NOUN
easat-2985	106	4	of	of	ADP
easat-2985	106	5	the	the	DET
easat-2985	106	6	optimal	optimal	ADJ
easat-2985	106	7	portfolio	portfolio	NOUN
easat-2985	106	8	maximizing	maximize	VERB
easat-2985	106	9	risk	risk	NOUN
easat-2985	106	10	table	table	NOUN
easat-2985	106	11	5	5	NUM
easat-2985	106	12	.	.	X
easat-2985	106	13	optimal	optimal	ADJ
easat-2985	106	14	portfolio	portfolio	NOUN
easat-2985	106	15	according	accord	VERB
easat-2985	106	16	to	to	ADP
easat-2985	106	17	indicator	indicator	NOUN
easat-2985	106	18	.	.	PUNCT
easat-2985	107	1	briefcase	briefcase	NOUN
easat-2985	107	2	manzana	manzana	PROPN
easat-2985	107	3	amd	amd	PROPN
easat-2985	107	4	nvidia	nvidia	PROPN
easat-2985	107	5	pbr	pbr	PROPN
easat-2985	107	6	risk	risk	NOUN
easat-2985	107	7	cost	cost	NOUN
easat-2985	107	8	effectiveness	effectiveness	NOUN
easat-2985	107	9	es	es	INTJ
easat-2985	107	10	okay	okay	NOUN
easat-2985	107	11	1	1	NUM
easat-2985	107	12	twenty%	twenty%	NOUN
easat-2985	107	13	twenty%	twenty%	NOUN
easat-2985	107	14	twenty%	twenty%	NOUN
easat-2985	107	15	twenty%	twenty%	NOUN
easat-2985	107	16	1	1	NUM
easat-2985	107	17	%	%	NOUN
easat-2985	107	18	49	49	NUM
easat-2985	107	19	%	%	NOUN
easat-2985	107	20	66.9515627	66.9515627	NUM
easat-2985	107	21	-1.34896627	-1.34896627	NOUN
easat-2985	107	22	note	note	NOUN
easat-2985	107	23	:	:	PUNCT
easat-2985	107	24	it	it	PRON
easat-2985	107	25	is	be	AUX
easat-2985	107	26	observed	observe	VERB
easat-2985	107	27	that	that	SCONJ
easat-2985	107	28	the	the	DET
easat-2985	107	29	profitability	profitability	NOUN
easat-2985	107	30	of	of	ADP
easat-2985	107	31	the	the	DET
easat-2985	107	32	portfolio	portfolio	NOUN
easat-2985	107	33	is	be	AUX
easat-2985	107	34	high	high	ADJ
easat-2985	107	35	,	,	PUNCT
easat-2985	107	36	the	the	DET
easat-2985	107	37	portfolio	portfolio	NOUN
easat-2985	107	38	risk	risk	NOUN
easat-2985	107	39	is	be	AUX
easat-2985	107	40	1	1	NUM
easat-2985	107	41	%	%	NOUN
easat-2985	107	42	,	,	PUNCT
easat-2985	107	43	sharpe	sharpe	PROPN
easat-2985	107	44	is	be	AUX
easat-2985	107	45	index	index	NOUN
easat-2985	107	46	(	(	PUNCT
easat-2985	107	47	it	it	PRON
easat-2985	107	48	is	be	AUX
easat-2985	107	49	taken	take	VERB
easat-2985	107	50	by	by	ADP
easat-2985	107	51	evaluating	evaluate	VERB
easat-2985	107	52	the	the	DET
easat-2985	107	53	expected	expect	VERB
easat-2985	107	54	return	return	NOUN
easat-2985	107	55	a	a	DET
easat-2985	107	56	risk	risk	NOUN
easat-2985	107	57	-	-	PUNCT
easat-2985	107	58	free	free	ADJ
easat-2985	107	59	rate	rate	NOUN
easat-2985	107	60	that	that	PRON
easat-2985	107	61	is	be	AUX
easat-2985	107	62	3.32	3.32	NUM
easat-2985	107	63	%	%	NOUN
easat-2985	107	64	in	in	ADP
easat-2985	107	65	peru	peru	PROPN
easat-2985	107	66	on	on	ADP
easat-2985	107	67	the	the	DET
easat-2985	107	68	portfolio	portfolio	NOUN
easat-2985	107	69	risk	risk	NOUN
easat-2985	107	70	)	)	PUNCT
easat-2985	107	71	,	,	PUNCT
easat-2985	107	72	omega	omega	NOUN
easat-2985	107	73	keating	keating	NOUN
easat-2985	107	74	ok	ok	INTJ
easat-2985	107	75	(	(	PUNCT
easat-2985	107	76	correlation	correlation	NOUN
easat-2985	107	77	coefficient	coefficient	NOUN
easat-2985	107	78	)	)	PUNCT
easat-2985	107	79	.	.	PUNCT
easat-2985	108	1	3	3	X
easat-2985	108	2	.	.	NOUN
easat-2985	108	3	results	result	NOUN
easat-2985	108	4	and	and	CCONJ
easat-2985	108	5	discussion	discussion	NOUN
easat-2985	108	6	after	after	ADP
easat-2985	108	7	simulating	simulate	VERB
easat-2985	108	8	the	the	DET
easat-2985	108	9	selection	selection	NOUN
easat-2985	108	10	of	of	ADP
easat-2985	108	11	investment	investment	NOUN
easat-2985	108	12	portfolios	portfolio	NOUN
easat-2985	108	13	in	in	ADP
easat-2985	108	14	4	4	NUM
easat-2985	108	15	stock	stock	NOUN
easat-2985	108	16	indices	index	NOUN
easat-2985	108	17	(	(	PUNCT
easat-2985	108	18	apple	apple	NOUN
easat-2985	108	19	,	,	PUNCT
easat-2985	108	20	amd	amd	ADJ
easat-2985	108	21	,	,	PUNCT
easat-2985	108	22	nvidia	nvidia	PROPN
easat-2985	108	23	,	,	PUNCT
easat-2985	108	24	pbr	pbr	PROPN
easat-2985	108	25	)	)	PUNCT
easat-2985	108	26	,	,	PUNCT
easat-2985	108	27	we	we	PRON
easat-2985	108	28	have	have	AUX
easat-2985	108	29	obtained	obtain	VERB
easat-2985	108	30	the	the	DET
easat-2985	108	31	following	follow	VERB
easat-2985	108	32	results	result	NOUN
easat-2985	108	33	:	:	PUNCT
easat-2985	108	34	relative	relative	ADJ
easat-2985	108	35	risk	risk	NOUN
easat-2985	108	36	of	of	ADP
easat-2985	108	37	indices	index	NOUN
easat-2985	108	38	:	:	PUNCT
easat-2985	108	39	•	•	NUM
easat-2985	108	40	apple	apple	NOUN
easat-2985	108	41	:	:	PUNCT
easat-2985	108	42	15,567	15,567	NUM
easat-2985	108	43	•	•	NOUN
easat-2985	108	44	amd	amd	ADJ
easat-2985	108	45	:	:	PUNCT
easat-2985	108	46	20,394	20,394	NUM
easat-2985	108	47	4536	4536	NUM
easat-2985	108	48	edelweiss	edelweiss	PROPN
easat-2985	108	49	applied	apply	VERB
easat-2985	108	50	science	science	NOUN
easat-2985	108	51	and	and	CCONJ
easat-2985	108	52	technology	technology	NOUN
easat-2985	108	53	issn	issn	PROPN
easat-2985	108	54	:	:	PUNCT
easat-2985	108	55	2576	2576	NUM
easat-2985	108	56	-	-	SYM
easat-2985	108	57	8484	8484	NUM
easat-2985	108	58	vol	vol	NOUN
easat-2985	108	59	.	.	PROPN
easat-2985	109	1	8	8	NUM
easat-2985	109	2	,	,	PUNCT
easat-2985	109	3	no	no	INTJ
easat-2985	109	4	.	.	NOUN
easat-2985	110	1	6	6	NUM
easat-2985	110	2	:	:	SYM
easat-2985	110	3	4529	4529	NUM
easat-2985	110	4	-	-	SYM
easat-2985	110	5	4538	4538	NUM
easat-2985	110	6	,	,	PUNCT
easat-2985	110	7	2024	2024	NUM
easat-2985	110	8	doi	doi	NOUN
easat-2985	110	9	:	:	PUNCT
easat-2985	110	10	10.55214/25768484.v8i6.2985	10.55214/25768484.v8i6.2985	NUM
easat-2985	110	11	©	©	PROPN
easat-2985	110	12	2024	2024	NUM
easat-2985	110	13	by	by	ADP
easat-2985	110	14	the	the	DET
easat-2985	110	15	authors	author	NOUN
easat-2985	110	16	;	;	PUNCT
easat-2985	110	17	licensee	licensee	PROPN
easat-2985	110	18	learning	learning	NOUN
easat-2985	110	19	gate	gate	NOUN
easat-2985	110	20	•	•	PROPN
easat-2985	110	21	nvidia	nvidia	PROPN
easat-2985	110	22	:	:	PUNCT
easat-2985	110	23	8,747	8,747	NUM
easat-2985	110	24	•	•	NOUN
easat-2985	110	25	pbr	pbr	PROPN
easat-2985	110	26	:	:	PUNCT
easat-2985	110	27	11,209	11,209	NUM
easat-2985	110	28	annualized	annualize	VERB
easat-2985	110	29	returns	return	NOUN
easat-2985	110	30	of	of	ADP
easat-2985	110	31	the	the	DET
easat-2985	110	32	indices	index	NOUN
easat-2985	110	33	:	:	PUNCT
easat-2985	110	34	•	•	NUM
easat-2985	110	35	apple	apple	NOUN
easat-2985	110	36	:	:	PUNCT
easat-2985	110	37	30.00	30.00	NUM
easat-2985	110	38	%	%	NOUN
easat-2985	110	39	•	•	NOUN
easat-2985	110	40	amd	amd	ADJ
easat-2985	110	41	:	:	PUNCT
easat-2985	110	42	41.69	41.69	NUM
easat-2985	110	43	%	%	NOUN
easat-2985	110	44	•	•	NUM
easat-2985	110	45	nvidia	nvidia	PROPN
easat-2985	110	46	:	:	PUNCT
easat-2985	110	47	103.76	103.76	NUM
easat-2985	110	48	%	%	NOUN
easat-2985	111	1	•	•	ADP
easat-2985	111	2	pbr	pbr	PROPN
easat-2985	111	3	:	:	PUNCT
easat-2985	111	4	68.08	68.08	NUM
easat-2985	111	5	%	%	NOUN
easat-2985	111	6	relative	relative	ADJ
easat-2985	111	7	risk	risk	NOUN
easat-2985	111	8	is	be	AUX
easat-2985	111	9	a	a	DET
easat-2985	111	10	measure	measure	NOUN
easat-2985	111	11	that	that	PRON
easat-2985	111	12	indicates	indicate	VERB
easat-2985	111	13	the	the	DET
easat-2985	111	14	relationship	relationship	NOUN
easat-2985	111	15	between	between	ADP
easat-2985	111	16	the	the	DET
easat-2985	111	17	risk	risk	NOUN
easat-2985	111	18	and	and	CCONJ
easat-2985	111	19	return	return	NOUN
easat-2985	111	20	of	of	ADP
easat-2985	111	21	each	each	DET
easat-2985	111	22	index	index	NOUN
easat-2985	111	23	.	.	PUNCT
easat-2985	112	1	a	a	DET
easat-2985	112	2	higher	high	ADJ
easat-2985	112	3	relative	relative	ADJ
easat-2985	112	4	risk	risk	NOUN
easat-2985	112	5	value	value	NOUN
easat-2985	112	6	implies	imply	VERB
easat-2985	112	7	greater	great	ADJ
easat-2985	112	8	risk	risk	NOUN
easat-2985	112	9	compared	compare	VERB
easat-2985	112	10	to	to	PART
easat-2985	112	11	return	return	VERB
easat-2985	112	12	.	.	PUNCT
easat-2985	113	1	considering	consider	VERB
easat-2985	113	2	the	the	DET
easat-2985	113	3	initial	initial	ADJ
easat-2985	113	4	investment	investment	NOUN
easat-2985	113	5	participations	participation	NOUN
easat-2985	113	6	of	of	ADP
easat-2985	113	7	25	25	NUM
easat-2985	113	8	%	%	NOUN
easat-2985	113	9	in	in	ADP
easat-2985	113	10	each	each	PRON
easat-2985	113	11	of	of	ADP
easat-2985	113	12	the	the	DET
easat-2985	113	13	indices	index	NOUN
easat-2985	113	14	,	,	PUNCT
easat-2985	113	15	the	the	DET
easat-2985	113	16	historical	historical	ADJ
easat-2985	113	17	profitability	profitability	NOUN
easat-2985	113	18	of	of	ADP
easat-2985	113	19	the	the	DET
easat-2985	113	20	portfolio	portfolio	NOUN
easat-2985	113	21	was	be	AUX
easat-2985	113	22	calculated	calculate	VERB
easat-2985	113	23	.	.	PUNCT
easat-2985	114	1	below	below	ADV
easat-2985	114	2	,	,	PUNCT
easat-2985	114	3	we	we	PRON
easat-2985	114	4	present	present	VERB
easat-2985	114	5	the	the	DET
easat-2985	114	6	results	result	NOUN
easat-2985	114	7	obtained	obtain	VERB
easat-2985	114	8	:	:	PUNCT
easat-2985	114	9	•	•	NUM
easat-2985	114	10	portfolio	portfolio	NOUN
easat-2985	114	11	profitability	profitability	NOUN
easat-2985	114	12	:	:	PUNCT
easat-2985	114	13	60.88	60.88	NUM
easat-2985	114	14	%	%	NOUN
easat-2985	114	15	•	•	NUM
easat-2985	114	16	portfolio	portfolio	NOUN
easat-2985	114	17	risk	risk	NOUN
easat-2985	114	18	:	:	PUNCT
easat-2985	114	19	0.85	0.85	NUM
easat-2985	114	20	%	%	NOUN
easat-2985	114	21	portfolio	portfolio	NOUN
easat-2985	114	22	risk	risk	NOUN
easat-2985	114	23	indicates	indicate	VERB
easat-2985	114	24	the	the	DET
easat-2985	114	25	level	level	NOUN
easat-2985	114	26	of	of	ADP
easat-2985	114	27	risk	risk	NOUN
easat-2985	114	28	associated	associate	VERB
easat-2985	114	29	with	with	ADP
easat-2985	114	30	the	the	DET
easat-2985	114	31	set	set	NOUN
easat-2985	114	32	of	of	ADP
easat-2985	114	33	investments	investment	NOUN
easat-2985	114	34	in	in	ADP
easat-2985	114	35	the	the	DET
easat-2985	114	36	selected	select	VERB
easat-2985	114	37	indices	index	NOUN
easat-2985	114	38	.	.	PUNCT
easat-2985	115	1	in	in	ADP
easat-2985	115	2	this	this	DET
easat-2985	115	3	case	case	NOUN
easat-2985	115	4	,	,	PUNCT
easat-2985	115	5	a	a	DET
easat-2985	115	6	low	low	ADJ
easat-2985	115	7	risk	risk	NOUN
easat-2985	115	8	has	have	AUX
easat-2985	115	9	been	be	AUX
easat-2985	115	10	obtained	obtain	VERB
easat-2985	115	11	,	,	PUNCT
easat-2985	115	12	which	which	PRON
easat-2985	115	13	indicates	indicate	VERB
easat-2985	115	14	lower	low	ADJ
easat-2985	115	15	volatility	volatility	NOUN
easat-2985	115	16	compared	compare	VERB
easat-2985	115	17	to	to	ADP
easat-2985	115	18	individual	individual	ADJ
easat-2985	115	19	indices	index	NOUN
easat-2985	115	20	.	.	PUNCT
easat-2985	116	1	on	on	ADP
easat-2985	116	2	the	the	DET
easat-2985	116	3	other	other	ADJ
easat-2985	116	4	hand	hand	NOUN
easat-2985	116	5	,	,	PUNCT
easat-2985	116	6	portfolio	portfolio	NOUN
easat-2985	116	7	profitability	profitability	NOUN
easat-2985	116	8	shows	show	VERB
easat-2985	116	9	the	the	DET
easat-2985	116	10	performance	performance	NOUN
easat-2985	116	11	obtained	obtain	VERB
easat-2985	116	12	by	by	ADP
easat-2985	116	13	the	the	DET
easat-2985	116	14	set	set	NOUN
easat-2985	116	15	of	of	ADP
easat-2985	116	16	investments	investment	NOUN
easat-2985	116	17	.	.	PUNCT
easat-2985	117	1	with	with	ADP
easat-2985	117	2	a	a	DET
easat-2985	117	3	profitability	profitability	NOUN
easat-2985	117	4	of	of	ADP
easat-2985	117	5	60.88	60.88	NUM
easat-2985	117	6	%	%	NOUN
easat-2985	117	7	,	,	PUNCT
easat-2985	117	8	optimal	optimal	ADJ
easat-2985	117	9	profitability	profitability	NOUN
easat-2985	117	10	has	have	AUX
easat-2985	117	11	been	be	AUX
easat-2985	117	12	achieved	achieve	VERB
easat-2985	117	13	in	in	ADP
easat-2985	117	14	this	this	DET
easat-2985	117	15	simulation	simulation	NOUN
easat-2985	117	16	.	.	PUNCT
easat-2985	118	1	it	it	PRON
easat-2985	118	2	should	should	AUX
easat-2985	118	3	be	be	AUX
easat-2985	118	4	noted	note	VERB
easat-2985	118	5	that	that	SCONJ
easat-2985	118	6	the	the	DET
easat-2985	118	7	established	establish	VERB
easat-2985	118	8	investment	investment	NOUN
easat-2985	118	9	limits	limit	NOUN
easat-2985	118	10	are	be	AUX
easat-2985	118	11	20	20	NUM
easat-2985	118	12	%	%	NOUN
easat-2985	118	13	for	for	ADP
easat-2985	118	14	each	each	DET
easat-2985	118	15	index	index	NOUN
easat-2985	118	16	,	,	PUNCT
easat-2985	118	17	according	accord	VERB
easat-2985	118	18	to	to	ADP
easat-2985	118	19	the	the	DET
easat-2985	118	20	corresponding	corresponding	ADJ
easat-2985	118	21	legal	legal	ADJ
easat-2985	118	22	regulations	regulation	NOUN
easat-2985	118	23	or	or	CCONJ
easat-2985	118	24	corporate	corporate	ADJ
easat-2985	118	25	policies	policy	NOUN
easat-2985	118	26	.	.	PUNCT
easat-2985	119	1	these	these	DET
easat-2985	119	2	results	result	NOUN
easat-2985	119	3	are	be	AUX
easat-2985	119	4	the	the	DET
easat-2985	119	5	product	product	NOUN
easat-2985	119	6	of	of	ADP
easat-2985	119	7	the	the	DET
easat-2985	119	8	simulation	simulation	NOUN
easat-2985	119	9	carried	carry	VERB
easat-2985	119	10	out	out	ADP
easat-2985	119	11	using	use	VERB
easat-2985	119	12	the	the	DET
easat-2985	119	13	data	datum	NOUN
easat-2985	119	14	and	and	CCONJ
easat-2985	119	15	parameters	parameter	NOUN
easat-2985	119	16	mentioned	mention	VERB
easat-2985	119	17	.	.	PUNCT
easat-2985	120	1	it	it	PRON
easat-2985	120	2	is	be	AUX
easat-2985	120	3	recommended	recommend	VERB
easat-2985	120	4	to	to	PART
easat-2985	120	5	keep	keep	VERB
easat-2985	120	6	in	in	ADP
easat-2985	120	7	mind	mind	NOUN
easat-2985	120	8	that	that	SCONJ
easat-2985	120	9	results	result	NOUN
easat-2985	120	10	may	may	AUX
easat-2985	120	11	vary	vary	VERB
easat-2985	120	12	depending	depend	VERB
easat-2985	120	13	on	on	ADP
easat-2985	120	14	different	different	ADJ
easat-2985	120	15	factors	factor	NOUN
easat-2985	120	16	and	and	CCONJ
easat-2985	120	17	market	market	NOUN
easat-2985	120	18	conditions	condition	NOUN
easat-2985	120	19	.	.	PUNCT
easat-2985	121	1	the	the	DET
easat-2985	121	2	simulation	simulation	NOUN
easat-2985	121	3	carried	carry	VERB
easat-2985	121	4	out	out	ADP
easat-2985	121	5	to	to	PART
easat-2985	121	6	evaluate	evaluate	VERB
easat-2985	121	7	the	the	DET
easat-2985	121	8	selection	selection	NOUN
easat-2985	121	9	of	of	ADP
easat-2985	121	10	investment	investment	NOUN
easat-2985	121	11	portfolios	portfolio	NOUN
easat-2985	121	12	in	in	ADP
easat-2985	121	13	the	the	DET
easat-2985	121	14	apple	apple	NOUN
easat-2985	121	15	,	,	PUNCT
easat-2985	121	16	amd	amd	PROPN
easat-2985	121	17	,	,	PUNCT
easat-2985	121	18	nvidia	nvidia	PROPN
easat-2985	121	19	and	and	CCONJ
easat-2985	121	20	pbr	pbr	PROPN
easat-2985	121	21	stock	stock	NOUN
easat-2985	121	22	indices	index	NOUN
easat-2985	121	23	has	have	AUX
easat-2985	121	24	yielded	yield	VERB
easat-2985	121	25	interesting	interesting	ADJ
easat-2985	121	26	results	result	NOUN
easat-2985	121	27	.	.	PUNCT
easat-2985	122	1	the	the	DET
easat-2985	122	2	analysis	analysis	NOUN
easat-2985	122	3	of	of	ADP
easat-2985	122	4	the	the	DET
easat-2985	122	5	relative	relative	ADJ
easat-2985	122	6	risk	risk	NOUN
easat-2985	122	7	and	and	CCONJ
easat-2985	122	8	annualized	annualize	VERB
easat-2985	122	9	return	return	NOUN
easat-2985	122	10	of	of	ADP
easat-2985	122	11	each	each	DET
easat-2985	122	12	index	index	NOUN
easat-2985	122	13	provides	provide	VERB
easat-2985	122	14	valuable	valuable	ADJ
easat-2985	122	15	information	information	NOUN
easat-2985	122	16	for	for	ADP
easat-2985	122	17	decision	decision	NOUN
easat-2985	122	18	making	making	NOUN
easat-2985	122	19	in	in	ADP
easat-2985	122	20	portfolio	portfolio	NOUN
easat-2985	122	21	construction	construction	NOUN
easat-2985	122	22	.	.	PUNCT
easat-2985	123	1	according	accord	VERB
easat-2985	123	2	to	to	ADP
easat-2985	123	3	the	the	DET
easat-2985	123	4	results	result	NOUN
easat-2985	123	5	obtained	obtain	VERB
easat-2985	123	6	,	,	PUNCT
easat-2985	123	7	it	it	PRON
easat-2985	123	8	is	be	AUX
easat-2985	123	9	observed	observe	VERB
easat-2985	123	10	that	that	SCONJ
easat-2985	123	11	the	the	DET
easat-2985	123	12	index	index	NOUN
easat-2985	123	13	with	with	ADP
easat-2985	123	14	the	the	DET
easat-2985	123	15	highest	high	ADJ
easat-2985	123	16	relative	relative	ADJ
easat-2985	123	17	risk	risk	NOUN
easat-2985	123	18	is	be	AUX
easat-2985	123	19	amd	amd	ADJ
easat-2985	123	20	,	,	PUNCT
easat-2985	123	21	which	which	PRON
easat-2985	123	22	indicates	indicate	VERB
easat-2985	123	23	that	that	SCONJ
easat-2985	123	24	it	it	PRON
easat-2985	123	25	has	have	VERB
easat-2985	123	26	greater	great	ADJ
easat-2985	123	27	volatility	volatility	NOUN
easat-2985	123	28	in	in	ADP
easat-2985	123	29	relation	relation	NOUN
easat-2985	123	30	to	to	ADP
easat-2985	123	31	its	its	PRON
easat-2985	123	32	profitability	profitability	NOUN
easat-2985	123	33	.	.	PUNCT
easat-2985	124	1	this	this	PRON
easat-2985	124	2	implies	imply	VERB
easat-2985	124	3	that	that	SCONJ
easat-2985	124	4	investing	invest	VERB
easat-2985	124	5	in	in	ADP
easat-2985	124	6	amd	amd	PROPN
easat-2985	124	7	carries	carry	VERB
easat-2985	124	8	a	a	DET
easat-2985	124	9	higher	high	ADJ
easat-2985	124	10	risk	risk	NOUN
easat-2985	124	11	compared	compare	VERB
easat-2985	124	12	to	to	ADP
easat-2985	124	13	the	the	DET
easat-2985	124	14	other	other	ADJ
easat-2985	124	15	indices	index	NOUN
easat-2985	124	16	evaluated	evaluate	VERB
easat-2985	124	17	.	.	PUNCT
easat-2985	125	1	on	on	ADP
easat-2985	125	2	the	the	DET
easat-2985	125	3	other	other	ADJ
easat-2985	125	4	hand	hand	NOUN
easat-2985	125	5	,	,	PUNCT
easat-2985	125	6	it	it	PRON
easat-2985	125	7	is	be	AUX
easat-2985	125	8	highlighted	highlight	VERB
easat-2985	125	9	that	that	SCONJ
easat-2985	125	10	nvidia	nvidia	PROPN
easat-2985	125	11	is	be	AUX
easat-2985	125	12	the	the	DET
easat-2985	125	13	index	index	NOUN
easat-2985	125	14	with	with	ADP
easat-2985	125	15	the	the	DET
easat-2985	125	16	highest	high	ADJ
easat-2985	125	17	annualized	annualize	VERB
easat-2985	125	18	return	return	NOUN
easat-2985	125	19	,	,	PUNCT
easat-2985	125	20	which	which	PRON
easat-2985	125	21	indicates	indicate	VERB
easat-2985	125	22	a	a	DET
easat-2985	125	23	significant	significant	ADJ
easat-2985	125	24	performance	performance	NOUN
easat-2985	125	25	in	in	ADP
easat-2985	125	26	the	the	DET
easat-2985	125	27	period	period	NOUN
easat-2985	125	28	considered	consider	VERB
easat-2985	125	29	.	.	PUNCT
easat-2985	126	1	this	this	DET
easat-2985	126	2	information	information	NOUN
easat-2985	126	3	is	be	AUX
easat-2985	126	4	relevant	relevant	ADJ
easat-2985	126	5	for	for	SCONJ
easat-2985	126	6	those	those	DET
easat-2985	126	7	investors	investor	NOUN
easat-2985	126	8	seeking	seek	VERB
easat-2985	126	9	to	to	PART
easat-2985	126	10	maximize	maximize	VERB
easat-2985	126	11	their	their	PRON
easat-2985	126	12	long	long	ADJ
easat-2985	126	13	-	-	PUNCT
easat-2985	126	14	term	term	NOUN
easat-2985	126	15	profits	profit	NOUN
easat-2985	126	16	.	.	PUNCT
easat-2985	127	1	building	build	VERB
easat-2985	127	2	an	an	DET
easat-2985	127	3	investment	investment	NOUN
easat-2985	127	4	portfolio	portfolio	NOUN
easat-2985	127	5	based	base	VERB
easat-2985	127	6	on	on	ADP
easat-2985	127	7	modern	modern	ADJ
easat-2985	127	8	portfolio	portfolio	NOUN
easat-2985	127	9	theory	theory	NOUN
easat-2985	127	10	,	,	PUNCT
easat-2985	127	11	as	as	SCONJ
easat-2985	127	12	proposed	propose	VERB
easat-2985	127	13	by	by	ADP
easat-2985	127	14	harry	harry	PROPN
easat-2985	127	15	markowitz	markowitz	PROPN
easat-2985	127	16	,	,	PUNCT
easat-2985	127	17	involves	involve	VERB
easat-2985	127	18	diversifying	diversify	VERB
easat-2985	127	19	assets	asset	NOUN
easat-2985	127	20	to	to	PART
easat-2985	127	21	minimize	minimize	VERB
easat-2985	127	22	risk	risk	NOUN
easat-2985	127	23	and	and	CCONJ
easat-2985	127	24	maximize	maximize	VERB
easat-2985	127	25	returns	return	NOUN
easat-2985	127	26	.	.	PUNCT
easat-2985	128	1	in	in	ADP
easat-2985	128	2	this	this	DET
easat-2985	128	3	sense	sense	NOUN
easat-2985	128	4	,	,	PUNCT
easat-2985	128	5	it	it	PRON
easat-2985	128	6	is	be	AUX
easat-2985	128	7	important	important	ADJ
easat-2985	128	8	to	to	PART
easat-2985	128	9	consider	consider	VERB
easat-2985	128	10	the	the	DET
easat-2985	128	11	results	result	NOUN
easat-2985	128	12	obtained	obtain	VERB
easat-2985	128	13	in	in	ADP
easat-2985	128	14	the	the	DET
easat-2985	128	15	simulation	simulation	NOUN
easat-2985	128	16	to	to	PART
easat-2985	128	17	determine	determine	VERB
easat-2985	128	18	the	the	DET
easat-2985	128	19	optimal	optimal	ADJ
easat-2985	128	20	weights	weight	NOUN
easat-2985	128	21	of	of	ADP
easat-2985	128	22	each	each	DET
easat-2985	128	23	index	index	NOUN
easat-2985	128	24	in	in	ADP
easat-2985	128	25	the	the	DET
easat-2985	128	26	portfolio	portfolio	NOUN
easat-2985	128	27	.	.	PUNCT
easat-2985	129	1	it	it	PRON
easat-2985	129	2	is	be	AUX
easat-2985	129	3	relevant	relevant	ADJ
easat-2985	129	4	to	to	PART
easat-2985	129	5	mention	mention	VERB
easat-2985	129	6	that	that	SCONJ
easat-2985	129	7	the	the	DET
easat-2985	129	8	simulation	simulation	NOUN
easat-2985	129	9	results	result	NOUN
easat-2985	129	10	are	be	AUX
easat-2985	129	11	based	base	VERB
easat-2985	129	12	on	on	ADP
easat-2985	129	13	historical	historical	ADJ
easat-2985	129	14	data	datum	NOUN
easat-2985	129	15	and	and	CCONJ
easat-2985	129	16	assume	assume	VERB
easat-2985	129	17	that	that	SCONJ
easat-2985	129	18	the	the	DET
easat-2985	129	19	past	past	ADJ
easat-2985	129	20	behavior	behavior	NOUN
easat-2985	129	21	of	of	ADP
easat-2985	129	22	the	the	DET
easat-2985	129	23	indices	index	NOUN
easat-2985	129	24	will	will	AUX
easat-2985	129	25	be	be	AUX
easat-2985	129	26	repeated	repeat	VERB
easat-2985	129	27	in	in	ADP
easat-2985	129	28	the	the	DET
easat-2985	129	29	future	future	NOUN
easat-2985	129	30	.	.	PUNCT
easat-2985	130	1	however	however	ADV
easat-2985	130	2	,	,	PUNCT
easat-2985	130	3	the	the	DET
easat-2985	130	4	stock	stock	NOUN
easat-2985	130	5	market	market	NOUN
easat-2985	130	6	is	be	AUX
easat-2985	130	7	subject	subject	ADJ
easat-2985	130	8	to	to	ADP
easat-2985	130	9	unpredictable	unpredictable	ADJ
easat-2985	130	10	changes	change	NOUN
easat-2985	130	11	and	and	CCONJ
easat-2985	130	12	events	event	NOUN
easat-2985	130	13	that	that	PRON
easat-2985	130	14	can	can	AUX
easat-2985	130	15	affect	affect	VERB
easat-2985	130	16	asset	asset	NOUN
easat-2985	130	17	performance	performance	NOUN
easat-2985	130	18	.	.	PUNCT
easat-2985	131	1	therefore	therefore	ADV
easat-2985	131	2	,	,	PUNCT
easat-2985	131	3	it	it	PRON
easat-2985	131	4	is	be	AUX
easat-2985	131	5	advisable	advisable	ADJ
easat-2985	131	6	to	to	PART
easat-2985	131	7	constantly	constantly	ADV
easat-2985	131	8	monitor	monitor	VERB
easat-2985	131	9	the	the	DET
easat-2985	131	10	portfolio	portfolio	NOUN
easat-2985	131	11	and	and	CCONJ
easat-2985	131	12	adjust	adjust	VERB
easat-2985	131	13	the	the	DET
easat-2985	131	14	weightings	weighting	NOUN
easat-2985	131	15	based	base	VERB
easat-2985	131	16	on	on	ADP
easat-2985	131	17	market	market	NOUN
easat-2985	131	18	conditions	condition	NOUN
easat-2985	131	19	and	and	CCONJ
easat-2985	131	20	the	the	DET
easat-2985	131	21	evolution	evolution	NOUN
easat-2985	131	22	of	of	ADP
easat-2985	131	23	the	the	DET
easat-2985	131	24	indices	index	NOUN
easat-2985	131	25	.	.	PUNCT
easat-2985	132	1	the	the	DET
easat-2985	132	2	references	reference	NOUN
easat-2985	132	3	provided	provide	VERB
easat-2985	132	4	offer	offer	VERB
easat-2985	132	5	additional	additional	ADJ
easat-2985	132	6	information	information	NOUN
easat-2985	132	7	on	on	ADP
easat-2985	132	8	topics	topic	NOUN
easat-2985	132	9	related	relate	VERB
easat-2985	132	10	to	to	ADP
easat-2985	132	11	the	the	DET
easat-2985	132	12	stock	stock	NOUN
easat-2985	132	13	market	market	NOUN
easat-2985	132	14	,	,	PUNCT
easat-2985	132	15	stock	stock	NOUN
easat-2985	132	16	market	market	NOUN
easat-2985	132	17	crashes	crash	NOUN
easat-2985	132	18	,	,	PUNCT
easat-2985	132	19	and	and	CCONJ
easat-2985	132	20	stock	stock	NOUN
easat-2985	132	21	price	price	NOUN
easat-2985	132	22	prediction	prediction	NOUN
easat-2985	132	23	.	.	PUNCT
easat-2985	133	1	these	these	DET
easat-2985	133	2	resources	resource	NOUN
easat-2985	133	3	can	can	AUX
easat-2985	133	4	serve	serve	VERB
easat-2985	133	5	as	as	ADP
easat-2985	133	6	a	a	DET
easat-2985	133	7	complement	complement	NOUN
easat-2985	133	8	to	to	PART
easat-2985	133	9	better	well	ADV
easat-2985	133	10	understand	understand	VERB
easat-2985	133	11	the	the	DET
easat-2985	133	12	financial	financial	ADJ
easat-2985	133	13	context	context	NOUN
easat-2985	133	14	and	and	CCONJ
easat-2985	133	15	make	make	VERB
easat-2985	133	16	informed	informed	ADJ
easat-2985	133	17	decisions	decision	NOUN
easat-2985	133	18	.	.	PUNCT
easat-2985	134	1	in	in	ADP
easat-2985	134	2	summary	summary	NOUN
easat-2985	134	3	,	,	PUNCT
easat-2985	134	4	the	the	DET
easat-2985	134	5	results	result	NOUN
easat-2985	134	6	of	of	ADP
easat-2985	134	7	investment	investment	NOUN
easat-2985	134	8	portfolio	portfolio	NOUN
easat-2985	134	9	simulation	simulation	NOUN
easat-2985	134	10	provide	provide	VERB
easat-2985	134	11	valuable	valuable	ADJ
easat-2985	134	12	information	information	NOUN
easat-2985	134	13	for	for	ADP
easat-2985	134	14	building	build	VERB
easat-2985	134	15	a	a	DET
easat-2985	134	16	diversified	diversified	ADJ
easat-2985	134	17	and	and	CCONJ
easat-2985	134	18	balanced	balanced	ADJ
easat-2985	134	19	portfolio	portfolio	NOUN
easat-2985	134	20	.	.	PUNCT
easat-2985	135	1	however	however	ADV
easat-2985	135	2	,	,	PUNCT
easat-2985	135	3	it	it	PRON
easat-2985	135	4	is	be	AUX
easat-2985	135	5	important	important	ADJ
easat-2985	135	6	to	to	PART
easat-2985	135	7	note	note	VERB
easat-2985	135	8	that	that	SCONJ
easat-2985	135	9	investing	invest	VERB
easat-2985	135	10	in	in	ADP
easat-2985	135	11	the	the	DET
easat-2985	135	12	stock	stock	NOUN
easat-2985	135	13	market	market	NOUN
easat-2985	135	14	carries	carry	VERB
easat-2985	135	15	inherent	inherent	ADJ
easat-2985	135	16	risks	risk	NOUN
easat-2985	135	17	and	and	CCONJ
easat-2985	135	18	past	past	ADJ
easat-2985	135	19	performance	performance	NOUN
easat-2985	135	20	does	do	AUX
easat-2985	135	21	not	not	PART
easat-2985	135	22	guarantee	guarantee	VERB
easat-2985	135	23	future	future	ADJ
easat-2985	135	24	results	result	NOUN
easat-2985	135	25	.	.	PUNCT
easat-2985	136	1	it	it	PRON
easat-2985	136	2	is	be	AUX
easat-2985	136	3	recommended	recommend	VERB
easat-2985	136	4	4537	4537	NUM
easat-2985	136	5	edelweiss	edelweiss	PROPN
easat-2985	136	6	applied	apply	VERB
easat-2985	136	7	science	science	NOUN
easat-2985	136	8	and	and	CCONJ
easat-2985	136	9	technology	technology	NOUN
easat-2985	136	10	issn	issn	PROPN
easat-2985	136	11	:	:	PUNCT
easat-2985	136	12	2576	2576	NUM
easat-2985	136	13	-	-	SYM
easat-2985	136	14	8484	8484	NUM
easat-2985	136	15	vol	vol	NOUN
easat-2985	136	16	.	.	PROPN
easat-2985	137	1	8	8	NUM
easat-2985	137	2	,	,	PUNCT
easat-2985	137	3	no	no	INTJ
easat-2985	137	4	.	.	NOUN
easat-2985	138	1	6	6	NUM
easat-2985	138	2	:	:	SYM
easat-2985	138	3	4529	4529	NUM
easat-2985	138	4	-	-	SYM
easat-2985	138	5	4538	4538	NUM
easat-2985	138	6	,	,	PUNCT
easat-2985	138	7	2024	2024	NUM
easat-2985	138	8	doi	doi	NOUN
easat-2985	138	9	:	:	PUNCT
easat-2985	138	10	10.55214/25768484.v8i6.2985	10.55214/25768484.v8i6.2985	NUM
easat-2985	138	11	©	©	PROPN
easat-2985	138	12	2024	2024	NUM
easat-2985	138	13	by	by	ADP
easat-2985	138	14	the	the	DET
easat-2985	138	15	authors	author	NOUN
easat-2985	138	16	;	;	PUNCT
easat-2985	138	17	licensee	licensee	PROPN
easat-2985	138	18	learning	learning	NOUN
easat-2985	138	19	gate	gate	NOUN
easat-2985	138	20	to	to	PART
easat-2985	138	21	continue	continue	VERB
easat-2985	138	22	monitoring	monitor	VERB
easat-2985	138	23	and	and	CCONJ
easat-2985	138	24	adjusting	adjust	VERB
easat-2985	138	25	the	the	DET
easat-2985	138	26	portfolio	portfolio	NOUN
easat-2985	138	27	according	accord	VERB
easat-2985	138	28	to	to	ADP
easat-2985	138	29	market	market	NOUN
easat-2985	138	30	conditions	condition	NOUN
easat-2985	138	31	and	and	CCONJ
easat-2985	138	32	the	the	DET
easat-2985	138	33	evolution	evolution	NOUN
easat-2985	138	34	of	of	ADP
easat-2985	138	35	the	the	DET
easat-2985	138	36	indices	index	NOUN
easat-2985	138	37	.	.	PUNCT
easat-2985	139	1	4	4	X
easat-2985	139	2	.	.	X
easat-2985	139	3	conclusions	conclusion	NOUN
easat-2985	139	4	the	the	DET
easat-2985	139	5	simulation	simulation	NOUN
easat-2985	139	6	made	make	VERB
easat-2985	139	7	it	it	PRON
easat-2985	139	8	possible	possible	ADJ
easat-2985	139	9	to	to	PART
easat-2985	139	10	evaluate	evaluate	VERB
easat-2985	139	11	the	the	DET
easat-2985	139	12	relative	relative	ADJ
easat-2985	139	13	risk	risk	NOUN
easat-2985	139	14	of	of	ADP
easat-2985	139	15	the	the	DET
easat-2985	139	16	apple	apple	NOUN
easat-2985	139	17	,	,	PUNCT
easat-2985	139	18	amd	amd	PROPN
easat-2985	139	19	,	,	PUNCT
easat-2985	139	20	nvidia	nvidia	PROPN
easat-2985	139	21	and	and	CCONJ
easat-2985	139	22	pbr	pbr	PROPN
easat-2985	139	23	stock	stock	NOUN
easat-2985	139	24	indices	index	NOUN
easat-2985	139	25	.	.	PUNCT
easat-2985	140	1	it	it	PRON
easat-2985	140	2	was	be	AUX
easat-2985	140	3	observed	observe	VERB
easat-2985	140	4	that	that	SCONJ
easat-2985	140	5	amd	amd	PROPN
easat-2985	140	6	presented	present	VERB
easat-2985	140	7	the	the	DET
easat-2985	140	8	highest	high	ADJ
easat-2985	140	9	relative	relative	ADJ
easat-2985	140	10	risk	risk	NOUN
easat-2985	140	11	,	,	PUNCT
easat-2985	140	12	which	which	PRON
easat-2985	140	13	implies	imply	VERB
easat-2985	140	14	greater	great	ADJ
easat-2985	140	15	volatility	volatility	NOUN
easat-2985	140	16	compared	compare	VERB
easat-2985	140	17	to	to	ADP
easat-2985	140	18	the	the	DET
easat-2985	140	19	other	other	ADJ
easat-2985	140	20	investment	investment	NOUN
easat-2985	140	21	options	option	NOUN
easat-2985	140	22	.	.	PUNCT
easat-2985	141	1	this	this	DET
easat-2985	141	2	information	information	NOUN
easat-2985	141	3	is	be	AUX
easat-2985	141	4	relevant	relevant	ADJ
easat-2985	141	5	for	for	ADP
easat-2985	141	6	investors	investor	NOUN
easat-2985	141	7	who	who	PRON
easat-2985	141	8	wish	wish	VERB
easat-2985	141	9	to	to	PART
easat-2985	141	10	make	make	VERB
easat-2985	141	11	decisions	decision	NOUN
easat-2985	141	12	considering	consider	VERB
easat-2985	141	13	their	their	PRON
easat-2985	141	14	risk	risk	NOUN
easat-2985	141	15	tolerance	tolerance	NOUN
easat-2985	141	16	.	.	PUNCT
easat-2985	142	1	by	by	ADP
easat-2985	142	2	obtaining	obtain	VERB
easat-2985	142	3	the	the	DET
easat-2985	142	4	annualized	annualize	VERB
easat-2985	142	5	profitability	profitability	NOUN
easat-2985	142	6	the	the	DET
easat-2985	142	7	simulation	simulation	NOUN
easat-2985	142	8	showed	show	VERB
easat-2985	142	9	that	that	SCONJ
easat-2985	142	10	nvidia	nvidia	PROPN
easat-2985	142	11	showed	show	VERB
easat-2985	142	12	the	the	DET
easat-2985	142	13	highest	high	ADJ
easat-2985	142	14	annualized	annualize	VERB
easat-2985	142	15	profitability	profitability	NOUN
easat-2985	142	16	,	,	PUNCT
easat-2985	142	17	indicating	indicate	VERB
easat-2985	142	18	significant	significant	ADJ
easat-2985	142	19	profit	profit	NOUN
easat-2985	142	20	potential	potential	NOUN
easat-2985	142	21	.	.	PUNCT
easat-2985	143	1	this	this	DET
easat-2985	143	2	information	information	NOUN
easat-2985	143	3	can	can	AUX
easat-2985	143	4	be	be	AUX
easat-2985	143	5	useful	useful	ADJ
easat-2985	143	6	to	to	ADP
easat-2985	143	7	investors	investor	NOUN
easat-2985	143	8	looking	look	VERB
easat-2985	143	9	to	to	PART
easat-2985	143	10	maximize	maximize	VERB
easat-2985	143	11	their	their	PRON
easat-2985	143	12	long	long	ADJ
easat-2985	143	13	-	-	PUNCT
easat-2985	143	14	term	term	NOUN
easat-2985	143	15	returns	return	NOUN
easat-2985	143	16	.	.	PUNCT
easat-2985	144	1	the	the	DET
easat-2985	144	2	simulation	simulation	NOUN
easat-2985	144	3	results	result	NOUN
easat-2985	144	4	can	can	AUX
easat-2985	144	5	be	be	AUX
easat-2985	144	6	used	use	VERB
easat-2985	144	7	to	to	PART
easat-2985	144	8	build	build	VERB
easat-2985	144	9	a	a	DET
easat-2985	144	10	diversified	diversified	ADJ
easat-2985	144	11	and	and	CCONJ
easat-2985	144	12	balanced	balanced	ADJ
easat-2985	144	13	investment	investment	NOUN
easat-2985	144	14	portfolio	portfolio	NOUN
easat-2985	144	15	.	.	PUNCT
easat-2985	145	1	modern	modern	ADJ
easat-2985	145	2	portfolio	portfolio	NOUN
easat-2985	145	3	theory	theory	NOUN
easat-2985	145	4	,	,	PUNCT
easat-2985	145	5	proposed	propose	VERB
easat-2985	145	6	by	by	ADP
easat-2985	145	7	harry	harry	PROPN
easat-2985	145	8	markowitz	markowitz	PROPN
easat-2985	145	9	,	,	PUNCT
easat-2985	145	10	suggests	suggest	VERB
easat-2985	145	11	that	that	SCONJ
easat-2985	145	12	by	by	ADP
easat-2985	145	13	combining	combine	VERB
easat-2985	145	14	assets	asset	NOUN
easat-2985	145	15	with	with	ADP
easat-2985	145	16	different	different	ADJ
easat-2985	145	17	levels	level	NOUN
easat-2985	145	18	of	of	ADP
easat-2985	145	19	risk	risk	NOUN
easat-2985	145	20	and	and	CCONJ
easat-2985	145	21	return	return	NOUN
easat-2985	145	22	,	,	PUNCT
easat-2985	145	23	an	an	DET
easat-2985	145	24	optimal	optimal	ADJ
easat-2985	145	25	balance	balance	NOUN
easat-2985	145	26	can	can	AUX
easat-2985	145	27	be	be	AUX
easat-2985	145	28	obtained	obtain	VERB
easat-2985	145	29	.	.	PUNCT
easat-2985	146	1	in	in	ADP
easat-2985	146	2	this	this	DET
easat-2985	146	3	case	case	NOUN
easat-2985	146	4	,	,	PUNCT
easat-2985	146	5	investors	investor	NOUN
easat-2985	146	6	can	can	AUX
easat-2985	146	7	assign	assign	VERB
easat-2985	146	8	weights	weight	NOUN
easat-2985	146	9	to	to	ADP
easat-2985	146	10	each	each	DET
easat-2985	146	11	index	index	NOUN
easat-2985	146	12	in	in	ADP
easat-2985	146	13	the	the	DET
easat-2985	146	14	portfolio	portfolio	NOUN
easat-2985	146	15	based	base	VERB
easat-2985	146	16	on	on	ADP
easat-2985	146	17	the	the	DET
easat-2985	146	18	simulation	simulation	NOUN
easat-2985	146	19	results	result	NOUN
easat-2985	146	20	and	and	CCONJ
easat-2985	146	21	their	their	PRON
easat-2985	146	22	own	own	ADJ
easat-2985	146	23	investment	investment	NOUN
easat-2985	146	24	objectives	objective	NOUN
easat-2985	146	25	.	.	PUNCT
easat-2985	147	1	copyright	copyright	NOUN
easat-2985	147	2	:	:	PUNCT
easat-2985	147	3	©	©	PROPN
easat-2985	147	4	2024	2024	NUM
easat-2985	147	5	by	by	ADP
easat-2985	147	6	the	the	DET
easat-2985	147	7	authors	author	NOUN
easat-2985	147	8	.	.	PUNCT
easat-2985	148	1	this	this	DET
easat-2985	148	2	article	article	NOUN
easat-2985	148	3	is	be	AUX
easat-2985	148	4	an	an	DET
easat-2985	148	5	open	open	ADJ
easat-2985	148	6	access	access	NOUN
easat-2985	148	7	article	article	NOUN
easat-2985	148	8	distributed	distribute	VERB
easat-2985	148	9	under	under	ADP
easat-2985	148	10	the	the	DET
easat-2985	148	11	terms	term	NOUN
easat-2985	148	12	and	and	CCONJ
easat-2985	148	13	conditions	condition	NOUN
easat-2985	148	14	of	of	ADP
easat-2985	148	15	the	the	DET
easat-2985	148	16	creative	creative	ADJ
easat-2985	148	17	commons	common	NOUN
easat-2985	148	18	attribution	attribution	NOUN
easat-2985	148	19	(	(	PUNCT
easat-2985	148	20	cc	cc	NOUN
easat-2985	148	21	by	by	ADP
easat-2985	148	22	)	)	PUNCT
easat-2985	148	23	license	license	NOUN
easat-2985	148	24	(	(	PUNCT
easat-2985	148	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-2985	148	26	)	)	PUNCT
easat-2985	148	27	.	.	PUNCT
easat-2985	149	1	references	reference	NOUN
easat-2985	149	2	[	[	X
easat-2985	149	3	1	1	NUM
easat-2985	149	4	]	]	PUNCT
easat-2985	149	5	e.	e.	PROPN
easat-2985	149	6	castejon	castejon	PROPN
easat-2985	149	7	.	.	PUNCT
easat-2985	150	1	(	(	PUNCT
easat-2985	150	2	2022	2022	NUM
easat-2985	150	3	,	,	PUNCT
easat-2985	150	4	september	september	PROPN
easat-2985	150	5	)	)	PUNCT
easat-2985	150	6	val	val	PROPN
easat-2985	150	7	-	-	PUNCT
easat-2985	150	8	u.	u.	VERB
easat-2985	151	1	[	[	X
easat-2985	151	2	on	on	ADP
easat-2985	151	3	-	-	PUNCT
easat-2985	151	4	line	line	NOUN
easat-2985	151	5	]	]	PUNCT
easat-2985	151	6	.	.	PUNCT
easat-2985	152	1	https://www.myval-u.com/blog/bolsas-de-valores-delatinoamerica	https://www.myval-u.com/blog/bolsas-de-valores-delatinoamerica	PROPN
easat-2985	153	1	[	[	X
easat-2985	153	2	2	2	NUM
easat-2985	153	3	]	]	SYM
easat-2985	153	4	vm	vm	PROPN
easat-2985	153	5	.	.	PROPN
easat-2985	153	6	chung	chung	PROPN
easat-2985	153	7	alva	alva	PROPN
easat-2985	153	8	,	,	PUNCT
easat-2985	153	9	"	"	PUNCT
easat-2985	153	10	cointegration	cointegration	NOUN
easat-2985	153	11	analysis	analysis	NOUN
easat-2985	153	12	between	between	ADP
easat-2985	153	13	the	the	DET
easat-2985	153	14	general	general	ADJ
easat-2985	153	15	index	index	NOUN
easat-2985	153	16	of	of	ADP
easat-2985	153	17	the	the	DET
easat-2985	153	18	lima	lima	PROPN
easat-2985	153	19	stock	stock	NOUN
easat-2985	153	20	market	market	NOUN
easat-2985	153	21	and	and	CCONJ
easat-2985	153	22	the	the	DET
easat-2985	153	23	gross	gross	ADJ
easat-2985	153	24	domestic	domestic	ADJ
easat-2985	153	25	product	product	NOUN
easat-2985	153	26	of	of	ADP
easat-2985	153	27	peru	peru	PROPN
easat-2985	153	28	,	,	PUNCT
easat-2985	153	29	"	"	PUNCT
easat-2985	153	30	p.	p.	NOUN
easat-2985	153	31	16	16	NUM
easat-2985	153	32	,	,	PUNCT
easat-2985	153	33	2018	2018	NUM
easat-2985	153	34	.	.	PUNCT
easat-2985	154	1	[	[	X
easat-2985	154	2	online	online	X
easat-2985	154	3	]	]	X
easat-2985	154	4	.	.	PUNCT
easat-2985	155	1	https://www.scopus.com/record/display.uri?eid=2-s2.085064674465&doi=10.24309%2frecta.2018.19.1.03&origin=inward&txgid=48fc9637bf4df373b0a14878c38b0fa1	https://www.scopus.com/record/display.uri?eid=2-s2.085064674465&doi=10.24309%2frecta.2018.19.1.03&origin=inward&txgid=48fc9637bf4df373b0a14878c38b0fa1	X
easat-2985	156	1	[	[	X
easat-2985	156	2	3	3	X
easat-2985	156	3	]	]	PUNCT
easat-2985	156	4	s.	s.	PROPN
easat-2985	156	5	lucero	lucero	PROPN
easat-2985	156	6	,	,	PUNCT
easat-2985	156	7	"	"	PUNCT
easat-2985	156	8	the	the	DET
easat-2985	156	9	ecuadorian	ecuadorian	ADJ
easat-2985	156	10	stock	stock	NOUN
easat-2985	156	11	market	market	NOUN
easat-2985	156	12	as	as	ADP
easat-2985	156	13	a	a	DET
easat-2985	156	14	source	source	NOUN
easat-2985	156	15	of	of	ADP
easat-2985	156	16	financing	financing	NOUN
easat-2985	156	17	for	for	ADP
easat-2985	156	18	companies	company	NOUN
easat-2985	156	19	in	in	ADP
easat-2985	156	20	the	the	DET
easat-2985	156	21	commercial	commercial	ADJ
easat-2985	156	22	sector	sector	NOUN
easat-2985	156	23	of	of	ADP
easat-2985	156	24	the	the	DET
easat-2985	156	25	province	province	NOUN
easat-2985	156	26	of	of	ADP
easat-2985	156	27	tungurahua	tungurahua	NOUN
easat-2985	156	28	,	,	PUNCT
easat-2985	156	29	"	"	PUNCT
easat-2985	156	30	repository	repository	NOUN
easat-2985	156	31	universidad	universidad	PROPN
easat-2985	156	32	técnica	técnica	PROPN
easat-2985	156	33	de	de	PROPN
easat-2985	156	34	ambato	ambato	PROPN
easat-2985	156	35	,	,	PUNCT
easat-2985	156	36	p.	p.	NOUN
easat-2985	156	37	83	83	NUM
easat-2985	156	38	,	,	PUNCT
easat-2985	156	39	2019	2019	NUM
easat-2985	156	40	.	.	PUNCT
easat-2985	157	1	[	[	X
easat-2985	157	2	4	4	X
easat-2985	157	3	]	]	PUNCT
easat-2985	157	4	j.	j.	PROPN
easat-2985	157	5	huillca	huillca	PROPN
easat-2985	157	6	and	and	CCONJ
easat-2985	157	7	r.	r.	PROPN
easat-2985	157	8	quispe	quispe	PROPN
easat-2985	157	9	,	,	PUNCT
easat-2985	157	10	"	"	PUNCT
easat-2985	157	11	intelligent	intelligent	ADJ
easat-2985	157	12	system	system	NOUN
easat-2985	157	13	for	for	ADP
easat-2985	157	14	the	the	DET
easat-2985	157	15	prediction	prediction	NOUN
easat-2985	157	16	of	of	ADP
easat-2985	157	17	the	the	DET
easat-2985	157	18	daily	daily	ADJ
easat-2985	157	19	price	price	NOUN
easat-2985	157	20	of	of	ADP
easat-2985	157	21	mining	mining	NOUN
easat-2985	157	22	stocks	stock	NOUN
easat-2985	157	23	on	on	ADP
easat-2985	157	24	the	the	DET
easat-2985	157	25	new	new	PROPN
easat-2985	157	26	york	york	PROPN
easat-2985	157	27	stock	stock	PROPN
easat-2985	157	28	exchange	exchange	PROPN
easat-2985	157	29	using	use	VERB
easat-2985	157	30	a	a	DET
easat-2985	157	31	hybrid	hybrid	ADJ
easat-2985	157	32	model	model	NOUN
easat-2985	157	33	of	of	ADP
easat-2985	157	34	neural	neural	ADJ
easat-2985	157	35	networks	network	NOUN
easat-2985	157	36	and	and	CCONJ
easat-2985	157	37	support	support	VERB
easat-2985	157	38	vector	vector	NOUN
easat-2985	157	39	regression	regression	NOUN
easat-2985	157	40	machine	machine	NOUN
easat-2985	157	41	,	,	PUNCT
easat-2985	157	42	"	"	PUNCT
easat-2985	157	43	p.	p.	NOUN
easat-2985	157	44	158	158	NUM
easat-2985	157	45	,	,	PUNCT
easat-2985	157	46	2019	2019	NUM
easat-2985	157	47	.	.	PUNCT
easat-2985	158	1	[	[	X
easat-2985	158	2	5	5	NUM
easat-2985	158	3	]	]	PUNCT
easat-2985	158	4	a.	a.	NOUN
easat-2985	158	5	sebastian	sebastian	PROPN
easat-2985	158	6	and	and	CCONJ
easat-2985	158	7	pazos	pazos	PROPN
easat-2985	158	8	medina	medina	PROPN
easat-2985	158	9	,	,	PUNCT
easat-2985	158	10	"	"	PUNCT
easat-2985	158	11	support	support	NOUN
easat-2985	158	12	system	system	NOUN
easat-2985	158	13	for	for	ADP
easat-2985	158	14	investment	investment	NOUN
easat-2985	158	15	decision	decision	NOUN
easat-2985	158	16	making	making	NOUN
easat-2985	158	17	in	in	ADP
easat-2985	158	18	the	the	PRON
easat-2985	158	19	,	,	PUNCT
easat-2985	158	20	"	"	PUNCT
easat-2985	158	21	p.	p.	NOUN
easat-2985	158	22	76	76	NUM
easat-2985	158	23	,	,	PUNCT
easat-2985	158	24	2021	2021	NUM
easat-2985	158	25	.	.	PUNCT
easat-2985	159	1	https://cybertesis.unmsm.edu.pe/browse/author/pazos%20medina,%20alvaro%20sebastian	https://cybertesis.unmsm.edu.pe/browse/author/pazos%20medina,%20alvaro%20sebastian	PROPN
easat-2985	160	1	[	[	X
easat-2985	160	2	6	6	NUM
easat-2985	160	3	]	]	PUNCT
easat-2985	160	4	e.	e.	PROPN
easat-2985	160	5	torres	torre	VERB
easat-2985	160	6	p	p	X
easat-2985	160	7	,	,	PUNCT
easat-2985	160	8	m.	m.	NOUN
easat-2985	160	9	hernández	hernández	PROPN
easat-2985	160	10	-	-	PUNCT
easat-2985	160	11	álvarez	álvarez	PROPN
easat-2985	160	12	,	,	PUNCT
easat-2985	160	13	e.	e.	PROPN
easat-2985	160	14	torres	torres	PROPN
easat-2985	160	15	,	,	PUNCT
easat-2985	160	16	and	and	CCONJ
easat-2985	160	17	s.	s.	PROPN
easat-2985	160	18	guun	guun	PROPN
easat-2985	160	19	yoo	yoo	PROPN
easat-2985	160	20	,	,	PUNCT
easat-2985	160	21	"	"	PUNCT
easat-2985	160	22	stock	stock	NOUN
easat-2985	160	23	market	market	NOUN
easat-2985	160	24	data	datum	NOUN
easat-2985	160	25	prediction	prediction	NOUN
easat-2985	160	26	using	use	VERB
easat-2985	160	27	machine	machine	NOUN
easat-2985	160	28	learning	learning	NOUN
easat-2985	160	29	techniques	technique	NOUN
easat-2985	160	30	,	,	PUNCT
easat-2985	160	31	"	"	PUNCT
easat-2985	160	32	advances	advance	NOUN
easat-2985	160	33	in	in	ADP
easat-2985	160	34	intelligent	intelligent	ADJ
easat-2985	160	35	systems	system	NOUN
easat-2985	160	36	and	and	CCONJ
easat-2985	160	37	computing	computing	NOUN
easat-2985	160	38	,	,	PUNCT
easat-2985	160	39	vol	vol	NOUN
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easat-2985	188	2	:	:	SYM
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easat-2985	190	1	[	[	X
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