id	sid	tid	token	lemma	pos
cana-1548	1	1	communications	communication	NOUN
cana-1548	1	2	on	on	ADP
cana-1548	1	3	applied	apply	VERB
cana-1548	1	4	nonlinear	nonlinear	ADJ
cana-1548	1	5	analysis	analysis	NOUN
cana-1548	1	6	issn	issn	NOUN
cana-1548	1	7	:	:	PUNCT
cana-1548	1	8	1074	1074	NUM
cana-1548	1	9	-	-	PUNCT
cana-1548	1	10	133x	133x	NUM
cana-1548	1	11	vol	vol	NOUN
cana-1548	1	12	31	31	NUM
cana-1548	1	13	no	no	NOUN
cana-1548	1	14	.	.	PUNCT
cana-1548	2	1	8s	8s	PROPN
cana-1548	2	2	(	(	PUNCT
cana-1548	2	3	2024	2024	NUM
cana-1548	2	4	)	)	PUNCT
cana-1548	2	5	557	557	NUM
cana-1548	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1548	2	7	analyzing	analyze	VERB
cana-1548	2	8	sbi	sbi	PROPN
cana-1548	2	9	share	share	NOUN
cana-1548	2	10	price	price	NOUN
cana-1548	2	11	volatility	volatility	NOUN
cana-1548	2	12	:	:	PUNCT
cana-1548	2	13	a	a	DET
cana-1548	2	14	novel	novel	ADJ
cana-1548	2	15	mathematical	mathematical	ADJ
cana-1548	2	16	exploration	exploration	NOUN
cana-1548	2	17	with	with	ADP
cana-1548	2	18	the	the	DET
cana-1548	2	19	markovian	markovian	PROPN
cana-1548	2	20	model	model	PROPN
cana-1548	2	21	a.	a.	PROPN
cana-1548	2	22	manickam1	manickam1	PROPN
cana-1548	2	23	,	,	PUNCT
cana-1548	2	24	a.	a.	PROPN
cana-1548	2	25	benevatho	benevatho	PROPN
cana-1548	2	26	jaison	jaison	NOUN
cana-1548	2	27	2	2	NUM
cana-1548	2	28	,	,	PUNCT
cana-1548	2	29	dasunaidu	dasunaidu	ADJ
cana-1548	2	30	kuna3*,lakhlifa	kuna3*,lakhlifa	PROPN
cana-1548	2	31	sadek4	sadek4	PROPN
cana-1548	2	32	s.	s.	PROPN
cana-1548	2	33	indrakala5	indrakala5	PROPN
cana-1548	2	34	and	and	CCONJ
cana-1548	2	35	pranjal	pranjal	ADP
cana-1548	2	36	mohan	mohan	PROPN
cana-1548	2	37	pandey6	pandey6	PROPN
cana-1548	2	38	1	1	NUM
cana-1548	2	39	school	school	NOUN
cana-1548	2	40	of	of	ADP
cana-1548	2	41	sciences	science	NOUN
cana-1548	2	42	,	,	PUNCT
cana-1548	2	43	division	division	NOUN
cana-1548	2	44	of	of	ADP
cana-1548	2	45	mathematics	mathematic	NOUN
cana-1548	2	46	,	,	PUNCT
cana-1548	2	47	srm	srm	PROPN
cana-1548	2	48	institute	institute	PROPN
cana-1548	2	49	of	of	ADP
cana-1548	2	50	science	science	NOUN
cana-1548	2	51	and	and	CCONJ
cana-1548	2	52	technology	technology	NOUN
cana-1548	2	53	,	,	PUNCT
cana-1548	2	54	tiruchirappalli	tiruchirappalli	PROPN
cana-1548	2	55	campus	campus	PROPN
cana-1548	2	56	,	,	PUNCT
cana-1548	2	57	srm	srm	NOUN
cana-1548	2	58	nagar	nagar	NOUN
cana-1548	2	59	,	,	PUNCT
cana-1548	2	60	trichy	trichy	NOUN
cana-1548	2	61	–	–	PUNCT
cana-1548	2	62	chennai	chennai	NOUN
cana-1548	2	63	highway	highway	NOUN
cana-1548	2	64	,	,	PUNCT
cana-1548	2	65	near	near	ADP
cana-1548	2	66	samayapuram	samayapuram	PROPN
cana-1548	2	67	,	,	PUNCT
cana-1548	2	68	tiruchirappalli	tiruchirappalli	PROPN
cana-1548	2	69	–	–	PUNCT
cana-1548	2	70	621105	621105	NUM
cana-1548	2	71	.	.	PUNCT
cana-1548	3	1	tamilnadu	tamilnadu	PROPN
cana-1548	3	2	,	,	PUNCT
cana-1548	3	3	india	india	PROPN
cana-1548	3	4	.	.	PUNCT
cana-1548	4	1	manickammaths2011@gmail.com	manickammaths2011@gmail.com	NOUN
cana-1548	4	2	2	2	NUM
cana-1548	4	3	mathematics	mathematic	NOUN
cana-1548	4	4	division	division	NOUN
cana-1548	4	5	,	,	PUNCT
cana-1548	4	6	school	school	NOUN
cana-1548	4	7	of	of	ADP
cana-1548	4	8	advanced	advanced	ADJ
cana-1548	4	9	sciences	science	NOUN
cana-1548	4	10	and	and	CCONJ
cana-1548	4	11	languages	language	NOUN
cana-1548	4	12	,	,	PUNCT
cana-1548	4	13	vit	vit	PROPN
cana-1548	4	14	bhopal	bhopal	PROPN
cana-1548	4	15	university	university	PROPN
cana-1548	4	16	,	,	PUNCT
cana-1548	4	17	bhopal	bhopal	NOUN
cana-1548	4	18	-	-	PUNCT
cana-1548	4	19	indore	indore	PROPN
cana-1548	4	20	highway	highway	PROPN
cana-1548	4	21	,	,	PUNCT
cana-1548	4	22	kothrikalan	kothrikalan	PROPN
cana-1548	4	23	,	,	PUNCT
cana-1548	4	24	sehore	sehore	PROPN
cana-1548	4	25	,	,	PUNCT
cana-1548	4	26	madhya	madhya	PROPN
cana-1548	4	27	pradesh	pradesh	PROPN
cana-1548	4	28	466114	466114	NUM
cana-1548	4	29	,	,	PUNCT
cana-1548	4	30	india	india	PROPN
cana-1548	4	31	.	.	PUNCT
cana-1548	5	1	benejaison@gmail.com	benejaison@gmail.com	X
cana-1548	6	1	3	3	NUM
cana-1548	6	2	department	department	NOUN
cana-1548	6	3	of	of	ADP
cana-1548	6	4	basic	basic	ADJ
cana-1548	6	5	sciences	sciences	PROPN
cana-1548	6	6	&	&	CCONJ
cana-1548	6	7	humanities	humanity	NOUN
cana-1548	6	8	,	,	PUNCT
cana-1548	6	9	department	department	NOUN
cana-1548	6	10	of	of	ADP
cana-1548	6	11	mathematics	mathematics	PROPN
cana-1548	6	12	gmr	gmr	PROPN
cana-1548	6	13	institute	institute	PROPN
cana-1548	6	14	of	of	ADP
cana-1548	6	15	technology	technology	PROPN
cana-1548	6	16	,	,	PUNCT
cana-1548	6	17	rajam-532	rajam-532	NOUN
cana-1548	6	18	127	127	NUM
cana-1548	6	19	,	,	PUNCT
cana-1548	6	20	vizianagaram(dt	vizianagaram(dt	PROPN
cana-1548	6	21	)	)	PUNCT
cana-1548	6	22	,	,	PUNCT
cana-1548	6	23	andhra	andhra	PROPN
cana-1548	6	24	pradesh	pradesh	PROPN
cana-1548	6	25	,	,	PUNCT
cana-1548	6	26	india	india	PROPN
cana-1548	6	27	.	.	PUNCT
cana-1548	7	1	*	*	PUNCT
cana-1548	7	2	dasunaidu.k@gmrit.edu.in	dasunaidu.k@gmrit.edu.in	PROPN
cana-1548	7	3	4	4	NUM
cana-1548	7	4	department	department	NOUN
cana-1548	7	5	of	of	ADP
cana-1548	7	6	mathematics	mathematic	NOUN
cana-1548	7	7	,	,	PUNCT
cana-1548	7	8	faculty	faculty	NOUN
cana-1548	7	9	of	of	ADP
cana-1548	7	10	sciences	science	NOUN
cana-1548	7	11	and	and	CCONJ
cana-1548	7	12	technology	technology	NOUN
cana-1548	7	13	,	,	PUNCT
cana-1548	7	14	bp	bp	PROPN
cana-1548	7	15	34	34	NUM
cana-1548	7	16	.	.	PUNCT
cana-1548	8	1	ajdir	ajdir	PROPN
cana-1548	8	2	32003	32003	NUM
cana-1548	8	3	aihoceima	aihoceima	PROPN
cana-1548	8	4	,	,	PUNCT
cana-1548	8	5	abdelmalek	abdelmalek	PROPN
cana-1548	8	6	essaadi	essaadi	PROPN
cana-1548	8	7	university	university	PROPN
cana-1548	8	8	,	,	PUNCT
cana-1548	8	9	tetouan	tetouan	PROPN
cana-1548	8	10	,	,	PUNCT
cana-1548	8	11	morocco	morocco	PROPN
cana-1548	8	12	.	.	PUNCT
cana-1548	9	1	lakhlifasadek	lakhlifasadek	NOUN
cana-1548	9	2	@gmail.com	@gmail.com	X
cana-1548	9	3	5	5	NUM
cana-1548	9	4	department	department	NOUN
cana-1548	9	5	of	of	ADP
cana-1548	9	6	mathematics	mathematic	NOUN
cana-1548	9	7	,	,	PUNCT
cana-1548	9	8	kunthavai	kunthavai	PROPN
cana-1548	9	9	nacchaiyar	nacchaiyar	PROPN
cana-1548	9	10	government	government	PROPN
cana-1548	9	11	arts	arts	PROPN
cana-1548	9	12	college	college	PROPN
cana-1548	9	13	for	for	ADP
cana-1548	9	14	women(autonomous	women(autonomous	PROPN
cana-1548	9	15	)	)	PUNCT
cana-1548	9	16	,	,	PUNCT
cana-1548	9	17	thanjavur	thanjavur	NOUN
cana-1548	9	18	613007	613007	NUM
cana-1548	9	19	,	,	PUNCT
cana-1548	9	20	tamil	tamil	PROPN
cana-1548	9	21	nadu	nadu	PROPN
cana-1548	9	22	,	,	PUNCT
cana-1548	9	23	india	india	PROPN
cana-1548	9	24	.	.	PUNCT
cana-1548	9	25	s.indirakala@yahoo.com	s.indirakala@yahoo.com	VERB
cana-1548	9	26	6	6	NUM
cana-1548	9	27	ai	ai	NOUN
cana-1548	9	28	division	division	NOUN
cana-1548	9	29	,	,	PUNCT
cana-1548	9	30	school	school	NOUN
cana-1548	9	31	of	of	ADP
cana-1548	9	32	computing	compute	VERB
cana-1548	9	33	sciences	science	NOUN
cana-1548	9	34	and	and	CCONJ
cana-1548	9	35	engineering	engineering	NOUN
cana-1548	9	36	,	,	PUNCT
cana-1548	9	37	vit	vit	PROPN
cana-1548	9	38	bhopal	bhopal	PROPN
cana-1548	9	39	university	university	PROPN
cana-1548	9	40	,	,	PUNCT
cana-1548	9	41	bhopal	bhopal	NOUN
cana-1548	9	42	-	-	PUNCT
cana-1548	9	43	indore	indore	PROPN
cana-1548	9	44	highway	highway	PROPN
cana-1548	9	45	,	,	PUNCT
cana-1548	9	46	kothrikalan	kothrikalan	PROPN
cana-1548	9	47	,	,	PUNCT
cana-1548	9	48	sehore	sehore	PROPN
cana-1548	9	49	,	,	PUNCT
cana-1548	9	50	madhya	madhya	PROPN
cana-1548	9	51	pradesh	pradesh	PROPN
cana-1548	9	52	466114	466114	NUM
cana-1548	9	53	,	,	PUNCT
cana-1548	9	54	india	india	PROPN
cana-1548	9	55	.	.	PUNCT
cana-1548	10	1	pranjal.mohan2020@vitbhopal.ac.in	pranjal.mohan2020@vitbhopal.ac.in	PROPN
cana-1548	10	2	article	article	NOUN
cana-1548	10	3	history	history	NOUN
cana-1548	10	4	:	:	PUNCT
cana-1548	10	5	received	receive	VERB
cana-1548	10	6	:	:	PUNCT
cana-1548	10	7	18	18	NUM
cana-1548	10	8	-	-	SYM
cana-1548	10	9	05	05	NUM
cana-1548	10	10	-	-	PUNCT
cana-1548	10	11	2024	2024	NUM
cana-1548	10	12	revised	revise	VERB
cana-1548	10	13	:	:	PUNCT
cana-1548	10	14	01	01	NUM
cana-1548	10	15	-	-	PUNCT
cana-1548	10	16	07	07	NUM
cana-1548	10	17	-	-	PUNCT
cana-1548	10	18	2024	2024	NUM
cana-1548	10	19	accepted	accept	VERB
cana-1548	10	20	:	:	PUNCT
cana-1548	10	21	20	20	NUM
cana-1548	10	22	-	-	SYM
cana-1548	10	23	07	07	NUM
cana-1548	10	24	-	-	PUNCT
cana-1548	10	25	2024	2024	NUM
cana-1548	10	26	abstract	abstract	NOUN
cana-1548	10	27	by	by	ADP
cana-1548	10	28	transferring	transfer	VERB
cana-1548	10	29	inactive	inactive	ADJ
cana-1548	10	30	cash	cash	NOUN
cana-1548	10	31	from	from	ADP
cana-1548	10	32	surplus	surplus	NOUN
cana-1548	10	33	to	to	ADP
cana-1548	10	34	deficit	deficit	NOUN
cana-1548	10	35	units	unit	NOUN
cana-1548	10	36	in	in	ADP
cana-1548	10	37	the	the	DET
cana-1548	10	38	economy	economy	NOUN
cana-1548	10	39	,	,	PUNCT
cana-1548	10	40	the	the	DET
cana-1548	10	41	stock	stock	NOUN
cana-1548	10	42	market	market	NOUN
cana-1548	10	43	plays	play	VERB
cana-1548	10	44	a	a	DET
cana-1548	10	45	significant	significant	ADJ
cana-1548	10	46	part	part	NOUN
cana-1548	10	47	in	in	ADP
cana-1548	10	48	facilitating	facilitate	VERB
cana-1548	10	49	financial	financial	ADJ
cana-1548	10	50	transactions	transaction	NOUN
cana-1548	10	51	in	in	ADP
cana-1548	10	52	developing	develop	VERB
cana-1548	10	53	as	as	ADV
cana-1548	10	54	well	well	ADV
cana-1548	10	55	as	as	ADP
cana-1548	10	56	developed	develop	VERB
cana-1548	10	57	nations	nation	NOUN
cana-1548	10	58	.	.	PUNCT
cana-1548	11	1	stock	stock	NOUN
cana-1548	11	2	market	market	NOUN
cana-1548	11	3	forecasting	forecasting	NOUN
cana-1548	11	4	is	be	AUX
cana-1548	11	5	observed	observe	VERB
cana-1548	11	6	as	as	ADP
cana-1548	11	7	one	one	NUM
cana-1548	11	8	of	of	ADP
cana-1548	11	9	the	the	DET
cana-1548	11	10	most	most	ADV
cana-1548	11	11	difficult	difficult	ADJ
cana-1548	11	12	undertakings	undertaking	NOUN
cana-1548	11	13	in	in	ADP
cana-1548	11	14	today	today	NOUN
cana-1548	11	15	's	's	PART
cana-1548	11	16	financial	financial	ADJ
cana-1548	11	17	sector	sector	NOUN
cana-1548	11	18	.	.	PUNCT
cana-1548	12	1	as	as	ADP
cana-1548	12	2	a	a	DET
cana-1548	12	3	result	result	NOUN
cana-1548	12	4	,	,	PUNCT
cana-1548	12	5	much	much	ADJ
cana-1548	12	6	emphasis	emphasis	NOUN
cana-1548	12	7	has	have	AUX
cana-1548	12	8	been	be	AUX
cana-1548	12	9	placed	place	VERB
cana-1548	12	10	on	on	ADP
cana-1548	12	11	scrutiny	scrutiny	NOUN
cana-1548	12	12	and	and	CCONJ
cana-1548	12	13	prediction	prediction	NOUN
cana-1548	12	14	of	of	ADP
cana-1548	12	15	future	future	ADJ
cana-1548	12	16	standards	standard	NOUN
cana-1548	12	17	and	and	CCONJ
cana-1548	12	18	performance	performance	NOUN
cana-1548	12	19	of	of	ADP
cana-1548	12	20	the	the	DET
cana-1548	12	21	financial	financial	ADJ
cana-1548	12	22	time	time	NOUN
cana-1548	12	23	series	series	PROPN
cana-1548	12	24	.	.	PUNCT
cana-1548	13	1	business	business	NOUN
cana-1548	13	2	cycles	cycle	NOUN
cana-1548	13	3	,	,	PUNCT
cana-1548	13	4	interest	interest	NOUN
cana-1548	13	5	rates	rate	NOUN
cana-1548	13	6	,	,	PUNCT
cana-1548	13	7	monetary	monetary	ADJ
cana-1548	13	8	policy	policy	NOUN
cana-1548	13	9	,	,	PUNCT
cana-1548	13	10	general	general	ADJ
cana-1548	13	11	economic	economic	ADJ
cana-1548	13	12	conditions	condition	NOUN
cana-1548	13	13	,	,	PUNCT
cana-1548	13	14	traders	trader	NOUN
cana-1548	13	15	'	'	PART
cana-1548	13	16	expectations	expectation	NOUN
cana-1548	13	17	,	,	PUNCT
cana-1548	13	18	political	political	ADJ
cana-1548	13	19	events	event	NOUN
cana-1548	13	20	,	,	PUNCT
cana-1548	13	21	and	and	CCONJ
cana-1548	13	22	so	so	ADV
cana-1548	13	23	on	on	ADP
cana-1548	13	24	influence	influence	NOUN
cana-1548	13	25	the	the	DET
cana-1548	13	26	stock	stock	NOUN
cana-1548	13	27	market	market	NOUN
cana-1548	13	28	.	.	PUNCT
cana-1548	14	1	academic	academic	ADJ
cana-1548	14	2	studies	study	NOUN
cana-1548	14	3	show	show	VERB
cana-1548	14	4	that	that	SCONJ
cana-1548	14	5	market	market	NOUN
cana-1548	14	6	price	price	NOUN
cana-1548	14	7	fluctuations	fluctuation	NOUN
cana-1548	14	8	are	be	AUX
cana-1548	14	9	not	not	PART
cana-1548	14	10	random	random	ADJ
cana-1548	14	11	,	,	PUNCT
cana-1548	14	12	but	but	CCONJ
cana-1548	14	13	rather	rather	ADV
cana-1548	14	14	follow	follow	VERB
cana-1548	14	15	a	a	DET
cana-1548	14	16	highly	highly	ADV
cana-1548	14	17	non	non	ADJ
cana-1548	14	18	-	-	ADJ
cana-1548	14	19	linear	linear	ADJ
cana-1548	14	20	,	,	PUNCT
cana-1548	14	21	dynamic	dynamic	ADJ
cana-1548	14	22	pattern	pattern	NOUN
cana-1548	14	23	.	.	PUNCT
cana-1548	15	1	the	the	DET
cana-1548	15	2	aim	aim	NOUN
cana-1548	15	3	of	of	ADP
cana-1548	15	4	this	this	DET
cana-1548	15	5	written	write	VERB
cana-1548	15	6	paper	paper	NOUN
cana-1548	15	7	is	be	AUX
cana-1548	15	8	to	to	PART
cana-1548	15	9	use	use	VERB
cana-1548	15	10	a	a	DET
cana-1548	15	11	markov	markov	NOUN
cana-1548	15	12	model	model	NOUN
cana-1548	15	13	to	to	PART
cana-1548	15	14	detect	detect	VERB
cana-1548	15	15	volatility	volatility	NOUN
cana-1548	15	16	in	in	ADP
cana-1548	15	17	sbi	sbi	PROPN
cana-1548	15	18	share	share	NOUN
cana-1548	15	19	prices	price	NOUN
cana-1548	15	20	.	.	PUNCT
cana-1548	16	1	markov	markov	NOUN
cana-1548	16	2	chains	chain	NOUN
cana-1548	16	3	are	be	AUX
cana-1548	16	4	commonly	commonly	ADV
cana-1548	16	5	used	use	VERB
cana-1548	16	6	to	to	PART
cana-1548	16	7	describe	describe	VERB
cana-1548	16	8	a	a	DET
cana-1548	16	9	wide	wide	ADJ
cana-1548	16	10	range	range	NOUN
cana-1548	16	11	of	of	ADP
cana-1548	16	12	real	real	ADJ
cana-1548	16	13	-	-	PUNCT
cana-1548	16	14	world	world	NOUN
cana-1548	16	15	scenarios	scenario	NOUN
cana-1548	16	16	including	include	VERB
cana-1548	16	17	randomness	randomness	NOUN
cana-1548	16	18	.	.	PUNCT
cana-1548	17	1	they	they	PRON
cana-1548	17	2	are	be	AUX
cana-1548	17	3	used	use	VERB
cana-1548	17	4	in	in	ADP
cana-1548	17	5	a	a	DET
cana-1548	17	6	variety	variety	NOUN
cana-1548	17	7	of	of	ADP
cana-1548	17	8	sectors	sector	NOUN
cana-1548	17	9	,	,	PUNCT
cana-1548	17	10	ranging	range	VERB
cana-1548	17	11	from	from	ADP
cana-1548	17	12	search	search	NOUN
cana-1548	17	13	engine	engine	NOUN
cana-1548	17	14	page	page	NOUN
cana-1548	17	15	ranking	rank	VERB
cana-1548	17	16	to	to	ADP
cana-1548	17	17	the	the	DET
cana-1548	17	18	investigation	investigation	NOUN
cana-1548	17	19	of	of	ADP
cana-1548	17	20	genetics	genetic	NOUN
cana-1548	17	21	in	in	ADP
cana-1548	17	22	biology	biology	NOUN
cana-1548	17	23	.	.	PUNCT
cana-1548	18	1	they	they	PRON
cana-1548	18	2	are	be	AUX
cana-1548	18	3	frequently	frequently	ADV
cana-1548	18	4	used	use	VERB
cana-1548	18	5	throughout	throughout	ADP
cana-1548	18	6	the	the	DET
cana-1548	18	7	finance	finance	NOUN
cana-1548	18	8	and	and	CCONJ
cana-1548	18	9	economics	economic	NOUN
cana-1548	18	10	fields	field	NOUN
cana-1548	18	11	to	to	PART
cana-1548	18	12	describe	describe	VERB
cana-1548	18	13	unpredictability	unpredictability	NOUN
cana-1548	18	14	and	and	CCONJ
cana-1548	18	15	anticipate	anticipate	VERB
cana-1548	18	16	the	the	DET
cana-1548	18	17	value	value	NOUN
cana-1548	18	18	of	of	ADP
cana-1548	18	19	assets	asset	NOUN
cana-1548	18	20	in	in	ADP
cana-1548	18	21	addition	addition	NOUN
cana-1548	18	22	to	to	ADP
cana-1548	18	23	the	the	DET
cana-1548	18	24	changes	change	NOUN
cana-1548	18	25	in	in	ADP
cana-1548	18	26	macroeconomic	macroeconomic	ADJ
cana-1548	18	27	circumstances	circumstance	NOUN
cana-1548	18	28	such	such	ADJ
cana-1548	18	29	as	as	ADP
cana-1548	18	30	recession	recession	NOUN
cana-1548	18	31	and	and	CCONJ
cana-1548	18	32	expansion	expansion	NOUN
cana-1548	18	33	cycles	cycle	NOUN
cana-1548	18	34	.	.	PUNCT
cana-1548	19	1	keywords	keyword	NOUN
cana-1548	19	2	:	:	PUNCT
cana-1548	19	3	markov	markov	NOUN
cana-1548	19	4	process	process	NOUN
cana-1548	19	5	,	,	PUNCT
cana-1548	19	6	prediction	prediction	NOUN
cana-1548	19	7	,	,	PUNCT
cana-1548	19	8	tpm	tpm	PROPN
cana-1548	19	9	,	,	PUNCT
cana-1548	19	10	steady	steady	ADJ
cana-1548	19	11	state	state	NOUN
cana-1548	19	12	probability	probability	NOUN
cana-1548	19	13	.	.	PUNCT
cana-1548	20	1	1.introduction	1.introduction	NUM
cana-1548	20	2	:	:	PUNCT
cana-1548	20	3	it	it	PRON
cana-1548	20	4	is	be	AUX
cana-1548	20	5	a	a	DET
cana-1548	20	6	complex	complex	ADJ
cana-1548	20	7	task	task	NOUN
cana-1548	20	8	to	to	PART
cana-1548	20	9	predict	predict	VERB
cana-1548	20	10	financial	financial	ADJ
cana-1548	20	11	markets	market	NOUN
cana-1548	20	12	as	as	SCONJ
cana-1548	20	13	the	the	DET
cana-1548	20	14	distribution	distribution	NOUN
cana-1548	20	15	of	of	ADP
cana-1548	20	16	economic	economic	ADJ
cana-1548	20	17	time	time	NOUN
cana-1548	20	18	series	series	PROPN
cana-1548	20	19	varies	vary	VERB
cana-1548	20	20	over	over	ADP
cana-1548	20	21	a	a	DET
cana-1548	20	22	certain	certain	ADJ
cana-1548	20	23	extent	extent	NOUN
cana-1548	20	24	of	of	ADP
cana-1548	20	25	time	time	NOUN
cana-1548	20	26	.	.	PUNCT
cana-1548	21	1	financial	financial	ADJ
cana-1548	21	2	conditions	condition	NOUN
cana-1548	21	3	,	,	PUNCT
cana-1548	21	4	investor	investor	NOUN
cana-1548	21	5	expectations	expectation	NOUN
cana-1548	21	6	,	,	PUNCT
cana-1548	21	7	and	and	CCONJ
cana-1548	21	8	the	the	DET
cana-1548	21	9	relative	relative	ADJ
cana-1548	21	10	performance	performance	NOUN
cana-1548	21	11	of	of	ADP
cana-1548	21	12	other	other	ADJ
cana-1548	21	13	stock	stock	NOUN
cana-1548	21	14	markets	market	NOUN
cana-1548	21	15	or	or	CCONJ
cana-1548	21	16	exchange	exchange	NOUN
cana-1548	21	17	rates	rate	NOUN
cana-1548	21	18	could	could	AUX
cana-1548	21	19	all	all	ADV
cana-1548	21	20	contribute	contribute	VERB
cana-1548	21	21	to	to	ADP
cana-1548	21	22	these	these	DET
cana-1548	21	23	fluctuations	fluctuation	NOUN
cana-1548	21	24	.	.	PUNCT
cana-1548	22	1	investors	investor	NOUN
cana-1548	22	2	have	have	AUX
cana-1548	22	3	recently	recently	ADV
cana-1548	22	4	started	start	VERB
cana-1548	22	5	to	to	PART
cana-1548	22	6	express	express	VERB
cana-1548	22	7	interest	interest	NOUN
cana-1548	22	8	in	in	ADP
cana-1548	22	9	trading	trading	NOUN
cana-1548	22	10	on	on	ADP
cana-1548	22	11	stock	stock	NOUN
cana-1548	22	12	market	market	NOUN
cana-1548	22	13	indices	index	NOUN
cana-1548	22	14	as	as	SCONJ
cana-1548	22	15	it	it	PRON
cana-1548	22	16	offers	offer	VERB
cana-1548	22	17	them	they	PRON
cana-1548	22	18	opportunities	opportunity	NOUN
cana-1548	22	19	to	to	PART
cana-1548	22	20	manage	manage	VERB
cana-1548	22	21	their	their	PRON
cana-1548	22	22	market	market	NOUN
cana-1548	22	23	risk	risk	NOUN
cana-1548	22	24	whilst	whilst	SCONJ
cana-1548	22	25	providing	provide	VERB
cana-1548	22	26	a	a	DET
cana-1548	22	27	lucrative	lucrative	ADJ
cana-1548	22	28	investment	investment	NOUN
cana-1548	22	29	opportunity	opportunity	NOUN
cana-1548	22	30	for	for	ADP
cana-1548	22	31	speculators	speculator	NOUN
cana-1548	22	32	and	and	CCONJ
cana-1548	22	33	arbitragers	arbitrager	NOUN
cana-1548	22	34	.	.	PUNCT
cana-1548	23	1	communications	communication	NOUN
cana-1548	23	2	on	on	ADP
cana-1548	23	3	applied	apply	VERB
cana-1548	23	4	nonlinear	nonlinear	ADJ
cana-1548	23	5	analysis	analysis	NOUN
cana-1548	23	6	issn	issn	NOUN
cana-1548	23	7	:	:	PUNCT
cana-1548	23	8	1074	1074	NUM
cana-1548	23	9	-	-	PUNCT
cana-1548	23	10	133x	133x	NUM
cana-1548	23	11	vol	vol	NOUN
cana-1548	23	12	31	31	NUM
cana-1548	23	13	no	no	NOUN
cana-1548	23	14	.	.	PUNCT
cana-1548	24	1	8s	8s	PROPN
cana-1548	24	2	(	(	PUNCT
cana-1548	24	3	2024	2024	NUM
cana-1548	24	4	)	)	PUNCT
cana-1548	24	5	558	558	NUM
cana-1548	24	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1548	24	7	depending	depend	VERB
cana-1548	24	8	on	on	ADP
cana-1548	24	9	the	the	DET
cana-1548	24	10	trend	trend	NOUN
cana-1548	24	11	which	which	PRON
cana-1548	24	12	is	be	AUX
cana-1548	24	13	prevailing	prevail	VERB
cana-1548	24	14	in	in	ADP
cana-1548	24	15	the	the	DET
cana-1548	24	16	stock	stock	NOUN
cana-1548	24	17	market	market	NOUN
cana-1548	24	18	,	,	PUNCT
cana-1548	24	19	investors	investor	NOUN
cana-1548	24	20	employ	employ	VERB
cana-1548	24	21	distinct	distinct	ADJ
cana-1548	24	22	trading	trading	NOUN
cana-1548	24	23	strategies	strategy	NOUN
cana-1548	24	24	.	.	PUNCT
cana-1548	25	1	due	due	ADP
cana-1548	25	2	to	to	ADP
cana-1548	25	3	this	this	PRON
cana-1548	25	4	,	,	PUNCT
cana-1548	25	5	predicting	predict	VERB
cana-1548	25	6	the	the	DET
cana-1548	25	7	future	future	ADJ
cana-1548	25	8	trajectory	trajectory	NOUN
cana-1548	25	9	of	of	ADP
cana-1548	25	10	the	the	DET
cana-1548	25	11	stock	stock	NOUN
cana-1548	25	12	market	market	NOUN
cana-1548	25	13	becomes	become	VERB
cana-1548	25	14	essential	essential	ADJ
cana-1548	25	15	.	.	PUNCT
cana-1548	26	1	this	this	PRON
cana-1548	26	2	presents	present	VERB
cana-1548	26	3	a	a	DET
cana-1548	26	4	possibility	possibility	NOUN
cana-1548	26	5	of	of	ADP
cana-1548	26	6	a	a	DET
cana-1548	26	7	trend	trend	NOUN
cana-1548	26	8	that	that	SCONJ
cana-1548	26	9	the	the	DET
cana-1548	26	10	stock	stock	NOUN
cana-1548	26	11	market	market	NOUN
cana-1548	26	12	as	as	ADP
cana-1548	26	13	a	a	DET
cana-1548	26	14	whole	whole	NOUN
cana-1548	26	15	might	might	AUX
cana-1548	26	16	follow	follow	VERB
cana-1548	26	17	.	.	PUNCT
cana-1548	27	1	this	this	PRON
cana-1548	27	2	also	also	ADV
cana-1548	27	3	helps	help	VERB
cana-1548	27	4	assist	assist	VERB
cana-1548	27	5	investors	investor	NOUN
cana-1548	27	6	choose	choose	VERB
cana-1548	27	7	an	an	DET
cana-1548	27	8	appropriate	appropriate	ADJ
cana-1548	27	9	investment	investment	NOUN
cana-1548	27	10	strategy	strategy	NOUN
cana-1548	27	11	.	.	PUNCT
cana-1548	28	1	stock	stock	NOUN
cana-1548	28	2	market	market	NOUN
cana-1548	28	3	prediction	prediction	NOUN
cana-1548	28	4	is	be	AUX
cana-1548	28	5	an	an	DET
cana-1548	28	6	important	important	ADJ
cana-1548	28	7	aspect	aspect	NOUN
cana-1548	28	8	of	of	ADP
cana-1548	28	9	finance	finance	NOUN
cana-1548	28	10	.	.	PUNCT
cana-1548	29	1	despite	despite	SCONJ
cana-1548	29	2	this	this	PRON
cana-1548	29	3	,	,	PUNCT
cana-1548	29	4	information	information	NOUN
cana-1548	29	5	related	relate	VERB
cana-1548	29	6	to	to	ADP
cana-1548	29	7	a	a	DET
cana-1548	29	8	certain	certain	ADJ
cana-1548	29	9	stock	stock	NOUN
cana-1548	29	10	is	be	AUX
cana-1548	29	11	vague	vague	ADJ
cana-1548	29	12	,	,	PUNCT
cana-1548	29	13	uncertain	uncertain	ADJ
cana-1548	29	14	and	and	CCONJ
cana-1548	29	15	incomplete	incomplete	ADJ
cana-1548	29	16	,	,	PUNCT
cana-1548	29	17	which	which	PRON
cana-1548	29	18	makes	make	VERB
cana-1548	29	19	predicting	predict	VERB
cana-1548	29	20	future	future	ADJ
cana-1548	29	21	economic	economic	ADJ
cana-1548	29	22	performance	performance	NOUN
cana-1548	29	23	a	a	DET
cana-1548	29	24	task	task	NOUN
cana-1548	29	25	.	.	PUNCT
cana-1548	30	1	hence	hence	ADV
cana-1548	30	2	,	,	PUNCT
cana-1548	30	3	accurate	accurate	ADJ
cana-1548	30	4	stock	stock	NOUN
cana-1548	30	5	market	market	NOUN
cana-1548	30	6	predictions	prediction	NOUN
cana-1548	30	7	are	be	AUX
cana-1548	30	8	important	important	ADJ
cana-1548	30	9	.	.	PUNCT
cana-1548	31	1	one	one	NUM
cana-1548	31	2	of	of	ADP
cana-1548	31	3	the	the	DET
cana-1548	31	4	main	main	ADJ
cana-1548	31	5	reasons	reason	NOUN
cana-1548	31	6	for	for	ADP
cana-1548	31	7	it	it	PRON
cana-1548	31	8	is	be	AUX
cana-1548	31	9	,	,	PUNCT
cana-1548	31	10	the	the	DET
cana-1548	31	11	need	need	NOUN
cana-1548	31	12	for	for	ADP
cana-1548	31	13	investors	investor	NOUN
cana-1548	31	14	,	,	PUNCT
cana-1548	31	15	to	to	PART
cana-1548	31	16	avoid	avoid	VERB
cana-1548	31	17	and	and	CCONJ
cana-1548	31	18	manage	manage	VERB
cana-1548	31	19	potential	potential	ADJ
cana-1548	31	20	market	market	NOUN
cana-1548	31	21	risks	risk	NOUN
cana-1548	31	22	and	and	CCONJ
cana-1548	31	23	the	the	DET
cana-1548	31	24	opportunities	opportunity	NOUN
cana-1548	31	25	to	to	PART
cana-1548	31	26	make	make	VERB
cana-1548	31	27	profits	profit	NOUN
cana-1548	31	28	by	by	ADP
cana-1548	31	29	trading	trade	VERB
cana-1548	31	30	indexes	index	NOUN
cana-1548	31	31	by	by	ADP
cana-1548	31	32	arbitrators	arbitrator	NOUN
cana-1548	31	33	and	and	CCONJ
cana-1548	31	34	speculators	speculator	NOUN
cana-1548	31	35	.	.	PUNCT
cana-1548	32	1	in	in	ADP
cana-1548	32	2	the	the	DET
cana-1548	32	3	past	past	NOUN
cana-1548	32	4	,	,	PUNCT
cana-1548	32	5	several	several	ADJ
cana-1548	32	6	researches	research	NOUN
cana-1548	32	7	have	have	AUX
cana-1548	32	8	been	be	AUX
cana-1548	32	9	conducted	conduct	VERB
cana-1548	32	10	,	,	PUNCT
cana-1548	32	11	relating	relate	VERB
cana-1548	32	12	to	to	ADP
cana-1548	32	13	stock	stock	NOUN
cana-1548	32	14	market	market	NOUN
cana-1548	32	15	prediction	prediction	NOUN
cana-1548	32	16	throughout	throughout	ADP
cana-1548	32	17	the	the	DET
cana-1548	32	18	world	world	NOUN
cana-1548	32	19	in	in	ADP
cana-1548	32	20	several	several	ADJ
cana-1548	32	21	stock	stock	NOUN
cana-1548	32	22	exchanges	exchange	NOUN
cana-1548	32	23	from	from	ADP
cana-1548	32	24	the	the	DET
cana-1548	32	25	1990s	1990s	NUM
cana-1548	32	26	.	.	PUNCT
cana-1548	33	1	usually	usually	ADV
cana-1548	33	2	,	,	PUNCT
cana-1548	33	3	there	there	PRON
cana-1548	33	4	are	be	VERB
cana-1548	33	5	three	three	NUM
cana-1548	33	6	methods	method	NOUN
cana-1548	33	7	of	of	ADP
cana-1548	33	8	thoughts	thought	NOUN
cana-1548	33	9	observed	observe	VERB
cana-1548	33	10	regarding	regard	VERB
cana-1548	33	11	such	such	ADJ
cana-1548	33	12	prediction	prediction	NOUN
cana-1548	33	13	.	.	PUNCT
cana-1548	34	1	the	the	DET
cana-1548	34	2	first	first	ADJ
cana-1548	34	3	of	of	ADP
cana-1548	34	4	this	this	DET
cana-1548	34	5	method	method	NOUN
cana-1548	34	6	of	of	ADP
cana-1548	34	7	thoughts	thought	NOUN
cana-1548	34	8	,	,	PUNCT
cana-1548	34	9	believes	believe	VERB
cana-1548	34	10	that	that	SCONJ
cana-1548	34	11	an	an	DET
cana-1548	34	12	investor	investor	NOUN
cana-1548	34	13	can	can	AUX
cana-1548	34	14	not	not	PART
cana-1548	34	15	achieve	achieve	VERB
cana-1548	34	16	beyond	beyond	ADP
cana-1548	34	17	the	the	DET
cana-1548	34	18	average	average	ADJ
cana-1548	34	19	trading	trading	NOUN
cana-1548	34	20	advantages	advantage	NOUN
cana-1548	34	21	seen	see	VERB
cana-1548	34	22	due	due	ADP
cana-1548	34	23	to	to	ADP
cana-1548	34	24	historical	historical	ADJ
cana-1548	34	25	and	and	CCONJ
cana-1548	34	26	current	current	ADJ
cana-1548	34	27	information	information	NOUN
cana-1548	34	28	.	.	PUNCT
cana-1548	35	1	the	the	DET
cana-1548	35	2	random	random	ADJ
cana-1548	35	3	walk	walk	NOUN
cana-1548	35	4	and	and	CCONJ
cana-1548	35	5	efficient	efficient	ADJ
cana-1548	35	6	market	market	NOUN
cana-1548	35	7	hypotheses	hypothesis	NOUN
cana-1548	35	8	are	be	AUX
cana-1548	35	9	examples	example	NOUN
cana-1548	35	10	of	of	ADP
cana-1548	35	11	major	major	ADJ
cana-1548	35	12	theories	theory	NOUN
cana-1548	35	13	.	.	PUNCT
cana-1548	36	1	if	if	SCONJ
cana-1548	36	2	these	these	DET
cana-1548	36	3	predictions	prediction	NOUN
cana-1548	36	4	will	will	AUX
cana-1548	36	5	come	come	VERB
cana-1548	36	6	true	true	ADJ
cana-1548	36	7	it	it	PRON
cana-1548	36	8	will	will	AUX
cana-1548	36	9	make	make	VERB
cana-1548	36	10	all	all	DET
cana-1548	36	11	prediction	prediction	NOUN
cana-1548	36	12	methods	method	NOUN
cana-1548	36	13	worthless	worthless	ADJ
cana-1548	36	14	.	.	PUNCT
cana-1548	37	1	lo	lo	NOUN
cana-1548	37	2	and	and	CCONJ
cana-1548	37	3	mackinlay	mackinlay	NOUN
cana-1548	37	4	(	(	PUNCT
cana-1548	37	5	1999	1999	NUM
cana-1548	37	6	)	)	PUNCT
cana-1548	37	7	gave	give	VERB
cana-1548	37	8	us	we	PRON
cana-1548	37	9	engrossing	engross	VERB
cana-1548	37	10	evidence	evidence	NOUN
cana-1548	37	11	to	to	PART
cana-1548	37	12	disprove	disprove	VERB
cana-1548	37	13	the	the	DET
cana-1548	37	14	random	random	ADJ
cana-1548	37	15	walk	walk	NOUN
cana-1548	37	16	hypothesis	hypothesis	NOUN
cana-1548	37	17	and	and	CCONJ
cana-1548	37	18	which	which	PRON
cana-1548	37	19	motivates	motivate	VERB
cana-1548	37	20	researchers	researcher	NOUN
cana-1548	37	21	to	to	PART
cana-1548	37	22	develop	develop	VERB
cana-1548	37	23	better	well	ADJ
cana-1548	37	24	market	market	NOUN
cana-1548	37	25	price	price	NOUN
cana-1548	37	26	model	model	NOUN
cana-1548	37	27	’s	’s	PART
cana-1548	37	28	prediction	prediction	NOUN
cana-1548	37	29	.	.	PUNCT
cana-1548	38	1	fundamental	fundamental	ADJ
cana-1548	38	2	analysis	analysis	NOUN
cana-1548	38	3	is	be	AUX
cana-1548	38	4	the	the	DET
cana-1548	38	5	second	second	ADJ
cana-1548	38	6	viewpoint	viewpoint	NOUN
cana-1548	38	7	.	.	PUNCT
cana-1548	39	1	numerous	numerous	ADJ
cana-1548	39	2	macroeconomic	macroeconomic	ADJ
cana-1548	39	3	variables	variable	NOUN
cana-1548	39	4	are	be	AUX
cana-1548	39	5	well	well	ADV
cana-1548	39	6	studied	study	VERB
cana-1548	39	7	by	by	ADP
cana-1548	39	8	analysts	analyst	NOUN
cana-1548	39	9	and	and	CCONJ
cana-1548	39	10	considering	consider	VERB
cana-1548	39	11	the	the	DET
cana-1548	39	12	potential	potential	ADJ
cana-1548	39	13	link	link	NOUN
cana-1548	39	14	between	between	ADP
cana-1548	39	15	stock	stock	NOUN
cana-1548	39	16	price	price	NOUN
cana-1548	39	17	fluctuations	fluctuation	NOUN
cana-1548	39	18	,	,	PUNCT
cana-1548	39	19	we	we	PRON
cana-1548	39	20	observe	observe	VERB
cana-1548	39	21	financial	financial	ADJ
cana-1548	39	22	conditions	condition	NOUN
cana-1548	39	23	and	and	CCONJ
cana-1548	39	24	the	the	DET
cana-1548	39	25	results	result	NOUN
cana-1548	39	26	of	of	ADP
cana-1548	39	27	the	the	DET
cana-1548	39	28	industry	industry	NOUN
cana-1548	39	29	concerned	concerned	ADJ
cana-1548	39	30	to	to	ADP
cana-1548	39	31	a	a	DET
cana-1548	39	32	level	level	NOUN
cana-1548	39	33	of	of	ADP
cana-1548	39	34	correlation	correlation	NOUN
cana-1548	39	35	that	that	PRON
cana-1548	39	36	exists	exist	VERB
cana-1548	39	37	with	with	ADP
cana-1548	39	38	variations	variation	NOUN
cana-1548	39	39	in	in	ADP
cana-1548	39	40	the	the	DET
cana-1548	39	41	stock	stock	NOUN
cana-1548	39	42	prices	price	NOUN
cana-1548	39	43	.	.	PUNCT
cana-1548	40	1	elleuch	elleuch	ADJ
cana-1548	40	2	(	(	PUNCT
cana-1548	40	3	2009	2009	NUM
cana-1548	40	4	)	)	PUNCT
cana-1548	40	5	observed	observe	VERB
cana-1548	40	6	whether	whether	SCONJ
cana-1548	40	7	based	base	VERB
cana-1548	40	8	on	on	ADP
cana-1548	40	9	historical	historical	ADJ
cana-1548	40	10	accounting	accounting	NOUN
cana-1548	40	11	information	information	NOUN
cana-1548	40	12	and	and	CCONJ
cana-1548	40	13	use	use	NOUN
cana-1548	40	14	of	of	ADP
cana-1548	40	15	a	a	DET
cana-1548	40	16	simple	simple	ADJ
cana-1548	40	17	fundamental	fundamental	ADJ
cana-1548	40	18	analysis	analysis	NOUN
cana-1548	40	19	strategy	strategy	NOUN
cana-1548	40	20	there	there	PRON
cana-1548	40	21	can	can	AUX
cana-1548	40	22	be	be	AUX
cana-1548	40	23	prediction	prediction	NOUN
cana-1548	40	24	of	of	ADP
cana-1548	40	25	stock	stock	NOUN
cana-1548	40	26	returns	return	NOUN
cana-1548	40	27	.	.	PUNCT
cana-1548	41	1	according	accord	VERB
cana-1548	41	2	to	to	ADP
cana-1548	41	3	the	the	DET
cana-1548	41	4	fundamental	fundamental	ADJ
cana-1548	41	5	accounting	accounting	NOUN
cana-1548	41	6	and	and	CCONJ
cana-1548	41	7	price	price	NOUN
cana-1548	41	8	information	information	NOUN
cana-1548	41	9	of	of	ADP
cana-1548	41	10	stocks	stock	NOUN
cana-1548	41	11	trading	trade	VERB
cana-1548	41	12	on	on	ADP
cana-1548	41	13	the	the	DET
cana-1548	41	14	australian	australian	ADJ
cana-1548	41	15	stock	stock	NOUN
cana-1548	41	16	exchange	exchange	PROPN
cana-1548	41	17	,	,	PUNCT
cana-1548	41	18	fan	fan	PROPN
cana-1548	41	19	&	&	CCONJ
cana-1548	41	20	palaniswami	palaniswami	PROPN
cana-1548	41	21	(	(	PUNCT
cana-1548	41	22	2001	2001	NUM
cana-1548	41	23	)	)	PUNCT
cana-1548	41	24	used	use	VERB
cana-1548	41	25	support	support	NOUN
cana-1548	41	26	vector	vector	NOUN
cana-1548	41	27	machines	machine	NOUN
cana-1548	41	28	(	(	PUNCT
cana-1548	41	29	svm	svm	PROPN
cana-1548	41	30	)	)	PUNCT
cana-1548	41	31	to	to	PART
cana-1548	41	32	identify	identify	VERB
cana-1548	41	33	stocks	stock	NOUN
cana-1548	41	34	that	that	PRON
cana-1548	41	35	will	will	AUX
cana-1548	41	36	outperform	outperform	VERB
cana-1548	41	37	the	the	DET
cana-1548	41	38	market	market	NOUN
cana-1548	41	39	.	.	PUNCT
cana-1548	42	1	qi	qi	PROPN
cana-1548	42	2	&	&	CCONJ
cana-1548	42	3	maddala	maddala	PROPN
cana-1548	42	4	(	(	PUNCT
cana-1548	42	5	1999	1999	NUM
cana-1548	42	6	)	)	PUNCT
cana-1548	42	7	showed	show	VERB
cana-1548	42	8	that	that	SCONJ
cana-1548	42	9	the	the	DET
cana-1548	42	10	ability	ability	NOUN
cana-1548	42	11	of	of	ADP
cana-1548	42	12	stock	stock	NOUN
cana-1548	42	13	returns	return	NOUN
cana-1548	42	14	by	by	ADP
cana-1548	42	15	means	mean	NOUN
cana-1548	42	16	of	of	ADP
cana-1548	42	17	linear	linear	ADJ
cana-1548	42	18	regression	regression	NOUN
cana-1548	42	19	can	can	AUX
cana-1548	42	20	be	be	AUX
cana-1548	42	21	improved	improve	VERB
cana-1548	42	22	by	by	ADP
cana-1548	42	23	a	a	DET
cana-1548	42	24	neural	neural	ADJ
cana-1548	42	25	network	network	NOUN
cana-1548	42	26	.	.	PUNCT
cana-1548	43	1	singh	singh	PROPN
cana-1548	43	2	et	et	PROPN
cana-1548	43	3	al	al	PROPN
cana-1548	43	4	.	.	PROPN
cana-1548	43	5	,	,	PUNCT
cana-1548	43	6	(	(	PUNCT
cana-1548	43	7	2011	2011	NUM
cana-1548	43	8	)	)	PUNCT
cana-1548	43	9	examined	examine	VERB
cana-1548	43	10	the	the	DET
cana-1548	43	11	casual	casual	ADJ
cana-1548	43	12	relationship	relationship	NOUN
cana-1548	43	13	between	between	ADP
cana-1548	43	14	index	index	NOUN
cana-1548	43	15	returns	return	NOUN
cana-1548	43	16	and	and	CCONJ
cana-1548	43	17	certain	certain	ADJ
cana-1548	43	18	crucial	crucial	ADJ
cana-1548	43	19	macroeconomic	macroeconomic	ADJ
cana-1548	43	20	variable	variable	NOUN
cana-1548	43	21	namely	namely	ADV
cana-1548	43	22	employment	employment	NOUN
cana-1548	43	23	rate	rate	NOUN
cana-1548	43	24	,	,	PUNCT
cana-1548	43	25	exchange	exchange	NOUN
cana-1548	43	26	rate	rate	NOUN
cana-1548	43	27	,	,	PUNCT
cana-1548	43	28	gdp	gdp	NOUN
cana-1548	43	29	,	,	PUNCT
cana-1548	43	30	inflation	inflation	NOUN
cana-1548	43	31	and	and	CCONJ
cana-1548	43	32	money	money	NOUN
cana-1548	43	33	supply	supply	NOUN
cana-1548	43	34	for	for	ADP
cana-1548	43	35	taiwan.the	taiwan.the	DET
cana-1548	43	36	third	third	ADJ
cana-1548	43	37	viewpoint	viewpoint	NOUN
cana-1548	43	38	on	on	ADP
cana-1548	43	39	market	market	NOUN
cana-1548	43	40	pricing	pricing	NOUN
cana-1548	43	41	is	be	AUX
cana-1548	43	42	provided	provide	VERB
cana-1548	43	43	by	by	ADP
cana-1548	43	44	technical	technical	ADJ
cana-1548	43	45	experts	expert	NOUN
cana-1548	43	46	by	by	ADP
cana-1548	43	47	prediction	prediction	NOUN
cana-1548	43	48	.	.	PUNCT
cana-1548	44	1	experts	expert	NOUN
cana-1548	44	2	believe	believe	VERB
cana-1548	44	3	that	that	SCONJ
cana-1548	44	4	the	the	DET
cana-1548	44	5	market	market	NOUN
cana-1548	44	6	exhibits	exhibit	VERB
cana-1548	44	7	identification	identification	NOUN
cana-1548	44	8	and	and	CCONJ
cana-1548	44	9	prediction	prediction	NOUN
cana-1548	44	10	of	of	ADP
cana-1548	44	11	reiterating	reiterate	VERB
cana-1548	44	12	tendencies	tendency	NOUN
cana-1548	44	13	and	and	CCONJ
cana-1548	44	14	performance	performance	NOUN
cana-1548	44	15	.	.	PUNCT
cana-1548	45	1	the	the	DET
cana-1548	45	2	procedure	procedure	NOUN
cana-1548	45	3	consisted	consist	VERB
cana-1548	45	4	of	of	ADP
cana-1548	45	5	numerous	numerous	ADJ
cana-1548	45	6	statistical	statistical	ADJ
cana-1548	45	7	parameters	parameter	NOUN
cana-1548	45	8	such	such	ADJ
cana-1548	45	9	as	as	ADP
cana-1548	45	10	technical	technical	ADJ
cana-1548	45	11	indicators	indicator	NOUN
cana-1548	45	12	and	and	CCONJ
cana-1548	45	13	charting	charting	NOUN
cana-1548	45	14	patterns	pattern	NOUN
cana-1548	45	15	depending	depend	VERB
cana-1548	45	16	on	on	ADP
cana-1548	45	17	historical	historical	ADJ
cana-1548	45	18	data	datum	NOUN
cana-1548	45	19	.	.	PUNCT
cana-1548	46	1	due	due	ADP
cana-1548	46	2	to	to	ADP
cana-1548	46	3	a	a	DET
cana-1548	46	4	high	high	ADJ
cana-1548	46	5	dependency	dependency	NOUN
cana-1548	46	6	on	on	ADP
cana-1548	46	7	human	human	ADJ
cana-1548	46	8	expertise	expertise	NOUN
cana-1548	46	9	and	and	CCONJ
cana-1548	46	10	justification	justification	NOUN
cana-1548	46	11	,	,	PUNCT
cana-1548	46	12	these	these	DET
cana-1548	46	13	techniques	technique	NOUN
cana-1548	46	14	often	often	ADV
cana-1548	46	15	yield	yield	VERB
cana-1548	46	16	contradictory	contradictory	ADJ
cana-1548	46	17	results	result	NOUN
cana-1548	46	18	.	.	PUNCT
cana-1548	47	1	in	in	ADP
cana-1548	47	2	addition	addition	NOUN
cana-1548	47	3	to	to	ADP
cana-1548	47	4	the	the	DET
cana-1548	47	5	technical	technical	ADJ
cana-1548	47	6	analysis	analysis	NOUN
cana-1548	47	7	techniques	technique	NOUN
cana-1548	47	8	,	,	PUNCT
cana-1548	47	9	financial	financial	ADJ
cana-1548	47	10	researchers	researcher	NOUN
cana-1548	47	11	have	have	AUX
cana-1548	47	12	created	create	VERB
cana-1548	47	13	a	a	DET
cana-1548	47	14	number	number	NOUN
cana-1548	47	15	of	of	ADP
cana-1548	47	16	well	well	ADV
cana-1548	47	17	-	-	PUNCT
cana-1548	47	18	known	know	VERB
cana-1548	47	19	numeric	numeric	ADJ
cana-1548	47	20	forecasting	forecasting	NOUN
cana-1548	47	21	models	model	NOUN
cana-1548	47	22	,	,	PUNCT
cana-1548	47	23	including	include	VERB
cana-1548	47	24	the	the	DET
cana-1548	47	25	autoregressive	autoregressive	ADJ
cana-1548	47	26	conditional	conditional	ADJ
cana-1548	47	27	heteroscedasticity	heteroscedasticity	NOUN
cana-1548	47	28	(	(	PUNCT
cana-1548	47	29	arch	arch	NOUN
cana-1548	47	30	)	)	PUNCT
cana-1548	47	31	model	model	NOUN
cana-1548	47	32	by	by	ADP
cana-1548	47	33	engle	engle	PROPN
cana-1548	47	34	(	(	PUNCT
cana-1548	47	35	1982	1982	NUM
cana-1548	47	36	)	)	PUNCT
cana-1548	47	37	,	,	PUNCT
cana-1548	47	38	the	the	DET
cana-1548	47	39	generalized	generalized	ADJ
cana-1548	47	40	arch	arch	NOUN
cana-1548	47	41	(	(	PUNCT
cana-1548	47	42	garch	garch	NOUN
cana-1548	47	43	)	)	PUNCT
cana-1548	47	44	model	model	NOUN
cana-1548	47	45	by	by	ADP
cana-1548	47	46	bollerslev	bollerslev	NOUN
cana-1548	47	47	(	(	PUNCT
cana-1548	47	48	1986	1986	NUM
cana-1548	47	49	)	)	PUNCT
cana-1548	47	50	,	,	PUNCT
cana-1548	47	51	the	the	DET
cana-1548	47	52	autoregressive	autoregressive	ADJ
cana-1548	47	53	moving	move	VERB
cana-1548	47	54	average	average	ADJ
cana-1548	47	55	(	(	PUNCT
cana-1548	47	56	arma	arma	NOUN
cana-1548	47	57	)	)	PUNCT
cana-1548	47	58	model	model	NOUN
cana-1548	47	59	by	by	ADP
cana-1548	47	60	box	box	PROPN
cana-1548	47	61	&	&	CCONJ
cana-1548	47	62	jenkins	jenkins	PROPN
cana-1548	47	63	(	(	PUNCT
cana-1548	47	64	1976	1976	NUM
cana-1548	47	65	)	)	PUNCT
cana-1548	47	66	,	,	PUNCT
cana-1548	47	67	and	and	CCONJ
cana-1548	47	68	the	the	DET
cana-1548	47	69	autoregressive	autoregressive	ADJ
cana-1548	47	70	integrated	integrated	ADJ
cana-1548	47	71	moving	move	VERB
cana-1548	47	72	average	average	ADJ
cana-1548	47	73	model	model	NOUN
cana-1548	47	74	(	(	PUNCT
cana-1548	47	75	arima	arima	PROPN
cana-1548	47	76	)	)	PUNCT
cana-1548	47	77	.	.	PUNCT
cana-1548	48	1	mehrara	mehrara	PROPN
cana-1548	48	2	et	et	PROPN
cana-1548	48	3	al	al	PROPN
cana-1548	48	4	.	.	PROPN
cana-1548	48	5	,	,	PUNCT
cana-1548	48	6	(	(	PUNCT
cana-1548	48	7	2010	2010	NUM
cana-1548	48	8	)	)	PUNCT
cana-1548	48	9	used	use	VERB
cana-1548	48	10	moving	move	VERB
cana-1548	48	11	average	average	ADJ
cana-1548	48	12	crossover	crossover	NOUN
cana-1548	48	13	inputs	input	NOUN
cana-1548	48	14	based	base	VERB
cana-1548	48	15	on	on	ADP
cana-1548	48	16	technical	technical	ADJ
cana-1548	48	17	analysis	analysis	NOUN
cana-1548	48	18	rules	rule	NOUN
cana-1548	48	19	for	for	ADP
cana-1548	48	20	forecasting	forecast	VERB
cana-1548	48	21	stock	stock	NOUN
cana-1548	48	22	price	price	NOUN
cana-1548	48	23	index	index	NOUN
cana-1548	48	24	in	in	ADP
cana-1548	48	25	tehran	tehran	PROPN
cana-1548	48	26	stock	stock	PROPN
cana-1548	48	27	exchange	exchange	PROPN
cana-1548	48	28	.	.	PUNCT
cana-1548	49	1	the	the	DET
cana-1548	49	2	fourth	fourth	ADJ
cana-1548	49	3	vision	vision	NOUN
cana-1548	49	4	is	be	AUX
cana-1548	49	5	dynamic	dynamic	ADJ
cana-1548	49	6	systems	system	NOUN
cana-1548	49	7	and	and	CCONJ
cana-1548	49	8	chaotic	chaotic	ADJ
cana-1548	49	9	behavior	behavior	NOUN
cana-1548	49	10	of	of	ADP
cana-1548	49	11	stock	stock	NOUN
cana-1548	49	12	price	price	NOUN
cana-1548	49	13	.	.	PUNCT
cana-1548	50	1	statistical	statistical	ADJ
cana-1548	50	2	models	model	NOUN
cana-1548	50	3	and	and	CCONJ
cana-1548	50	4	soft	soft	ADJ
cana-1548	50	5	-	-	PUNCT
cana-1548	50	6	computing	compute	VERB
cana-1548	50	7	models	model	NOUN
cana-1548	50	8	can	can	AUX
cana-1548	50	9	be	be	AUX
cana-1548	50	10	used	use	VERB
cana-1548	50	11	to	to	PART
cana-1548	50	12	categorize	categorize	VERB
cana-1548	50	13	these	these	DET
cana-1548	50	14	models	model	NOUN
cana-1548	50	15	.	.	PUNCT
cana-1548	51	1	all	all	PRON
cana-1548	51	2	of	of	ADP
cana-1548	51	3	these	these	DET
cana-1548	51	4	strategies	strategy	NOUN
cana-1548	51	5	have	have	VERB
cana-1548	51	6	very	very	ADV
cana-1548	51	7	distinct	distinct	ADJ
cana-1548	51	8	underlying	underlying	ADJ
cana-1548	51	9	models	model	NOUN
cana-1548	51	10	,	,	PUNCT
cana-1548	51	11	so	so	SCONJ
cana-1548	51	12	the	the	DET
cana-1548	51	13	results	result	NOUN
cana-1548	51	14	they	they	PRON
cana-1548	51	15	produce	produce	VERB
cana-1548	51	16	are	be	AUX
cana-1548	51	17	typically	typically	ADV
cana-1548	51	18	quite	quite	ADV
cana-1548	51	19	erratic	erratic	ADJ
cana-1548	51	20	.	.	PUNCT
cana-1548	52	1	moreover	moreover	ADV
cana-1548	52	2	,	,	PUNCT
cana-1548	52	3	these	these	DET
cana-1548	52	4	communications	communication	NOUN
cana-1548	52	5	on	on	ADP
cana-1548	52	6	applied	apply	VERB
cana-1548	52	7	nonlinear	nonlinear	ADJ
cana-1548	52	8	analysis	analysis	NOUN
cana-1548	52	9	issn	issn	NOUN
cana-1548	52	10	:	:	PUNCT
cana-1548	52	11	1074	1074	NUM
cana-1548	52	12	-	-	PUNCT
cana-1548	52	13	133x	133x	NUM
cana-1548	52	14	vol	vol	NOUN
cana-1548	52	15	31	31	NUM
cana-1548	52	16	no	no	NOUN
cana-1548	52	17	.	.	PUNCT
cana-1548	53	1	8s	8s	PROPN
cana-1548	53	2	(	(	PUNCT
cana-1548	53	3	2024	2024	NUM
cana-1548	53	4	)	)	PUNCT
cana-1548	53	5	559	559	NUM
cana-1548	53	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1548	53	7	𝑗=1	𝑗=1	ADP
cana-1548	53	8	analytical	analytical	ADJ
cana-1548	53	9	techniques	technique	NOUN
cana-1548	53	10	heavily	heavily	ADV
cana-1548	53	11	rely	rely	VERB
cana-1548	53	12	on	on	ADP
cana-1548	53	13	human	human	ADJ
cana-1548	53	14	judgment	judgment	NOUN
cana-1548	53	15	and	and	CCONJ
cana-1548	53	16	knowledge	knowledge	NOUN
cana-1548	53	17	in	in	ADP
cana-1548	53	18	areas	area	NOUN
cana-1548	53	19	such	such	ADJ
cana-1548	53	20	as	as	ADP
cana-1548	53	21	the	the	DET
cana-1548	53	22	location	location	NOUN
cana-1548	53	23	of	of	ADP
cana-1548	53	24	reversal	reversal	NOUN
cana-1548	53	25	(	(	PUNCT
cana-1548	53	26	or	or	CCONJ
cana-1548	53	27	continuation	continuation	NOUN
cana-1548	53	28	)	)	PUNCT
cana-1548	53	29	patterns	pattern	NOUN
cana-1548	53	30	,	,	PUNCT
cana-1548	53	31	market	market	NOUN
cana-1548	53	32	patterns	pattern	NOUN
cana-1548	53	33	,	,	PUNCT
cana-1548	53	34	and	and	CCONJ
cana-1548	53	35	trend	trend	NOUN
cana-1548	53	36	predictions.due	predictions.due	NUM
cana-1548	53	37	to	to	ADP
cana-1548	53	38	the	the	DET
cana-1548	53	39	above	above	ADJ
cana-1548	53	40	mentioned	mention	VERB
cana-1548	53	41	factors	factor	NOUN
cana-1548	53	42	,	,	PUNCT
cana-1548	53	43	researchers	researcher	NOUN
cana-1548	53	44	signify	signify	VERB
cana-1548	53	45	the	the	DET
cana-1548	53	46	necessity	necessity	NOUN
cana-1548	53	47	of	of	ADP
cana-1548	53	48	creating	create	VERB
cana-1548	53	49	models	model	NOUN
cana-1548	53	50	on	on	ADP
cana-1548	53	51	the	the	DET
cana-1548	53	52	basis	basis	NOUN
cana-1548	53	53	of	of	ADP
cana-1548	53	54	statistical	statistical	ADJ
cana-1548	53	55	and	and	CCONJ
cana-1548	53	56	soft	soft	ADJ
cana-1548	53	57	computing	computing	NOUN
cana-1548	53	58	techniques	technique	NOUN
cana-1548	53	59	to	to	PART
cana-1548	53	60	provide	provide	VERB
cana-1548	53	61	accurate	accurate	ADJ
cana-1548	53	62	predictions.the	predictions.the	DET
cana-1548	53	63	arima	arima	NOUN
cana-1548	53	64	-	-	PUNCT
cana-1548	53	65	methods	method	NOUN
cana-1548	53	66	are	be	AUX
cana-1548	53	67	among	among	ADP
cana-1548	53	68	the	the	DET
cana-1548	53	69	most	most	ADV
cana-1548	53	70	wellknown	wellknown	ADJ
cana-1548	53	71	statistical	statistical	ADJ
cana-1548	53	72	techniques	technique	NOUN
cana-1548	53	73	.	.	PUNCT
cana-1548	54	1	fuzzy	fuzzy	ADJ
cana-1548	54	2	logic	logic	NOUN
cana-1548	54	3	(	(	PUNCT
cana-1548	54	4	hiemstra	hiemstra	PROPN
cana-1548	54	5	1994	1994	NUM
cana-1548	54	6	)	)	PUNCT
cana-1548	54	7	,	,	PUNCT
cana-1548	54	8	genetic	genetic	ADJ
cana-1548	54	9	algorithms	algorithm	NOUN
cana-1548	54	10	(	(	PUNCT
cana-1548	54	11	lin	lin	PROPN
cana-1548	54	12	,	,	PUNCT
cana-1548	54	13	cao	cao	PROPN
cana-1548	54	14	,	,	PUNCT
cana-1548	54	15	wang	wang	PROPN
cana-1548	54	16	&	&	CCONJ
cana-1548	54	17	zhang	zhang	PROPN
cana-1548	54	18	2004	2004	NUM
cana-1548	54	19	)	)	PUNCT
cana-1548	54	20	,	,	PUNCT
cana-1548	54	21	markov	markov	NOUN
cana-1548	54	22	models	model	NOUN
cana-1548	54	23	(	(	PUNCT
cana-1548	54	24	hassan	hassan	PROPN
cana-1548	54	25	&	&	CCONJ
cana-1548	54	26	nath	nath	PROPN
cana-1548	54	27	2005	2005	NUM
cana-1548	54	28	)	)	PUNCT
cana-1548	54	29	,	,	PUNCT
cana-1548	54	30	and	and	CCONJ
cana-1548	54	31	hidden	hidden	ADJ
cana-1548	54	32	markov	markov	NOUN
cana-1548	54	33	models	model	NOUN
cana-1548	54	34	(	(	PUNCT
cana-1548	54	35	gupta	gupta	NOUN
cana-1548	54	36	a	a	DET
cana-1548	54	37	2012	2012	NUM
cana-1548	54	38	)	)	PUNCT
cana-1548	54	39	are	be	AUX
cana-1548	54	40	further	further	ADJ
cana-1548	54	41	methods	method	NOUN
cana-1548	54	42	used	use	VERB
cana-1548	54	43	to	to	PART
cana-1548	54	44	forecast	forecast	VERB
cana-1548	54	45	stock	stock	NOUN
cana-1548	54	46	markets	market	NOUN
cana-1548	54	47	.	.	PUNCT
cana-1548	55	1	typically	typically	ADV
cana-1548	55	2	,	,	PUNCT
cana-1548	55	3	a	a	DET
cana-1548	55	4	predicate	predicate	NOUN
cana-1548	55	5	model	model	NOUN
cana-1548	55	6	is	be	AUX
cana-1548	55	7	created	create	VERB
cana-1548	55	8	using	use	VERB
cana-1548	55	9	a	a	DET
cana-1548	55	10	training	training	NOUN
cana-1548	55	11	set	set	NOUN
cana-1548	55	12	made	make	VERB
cana-1548	55	13	up	up	ADP
cana-1548	55	14	of	of	ADP
cana-1548	55	15	various	various	ADJ
cana-1548	55	16	kinds	kind	NOUN
cana-1548	55	17	of	of	ADP
cana-1548	55	18	historical	historical	ADJ
cana-1548	55	19	data	datum	NOUN
cana-1548	55	20	and	and	CCONJ
cana-1548	55	21	then	then	ADV
cana-1548	55	22	applied	apply	VERB
cana-1548	55	23	to	to	ADP
cana-1548	55	24	future	future	ADJ
cana-1548	55	25	prediction	prediction	NOUN
cana-1548	55	26	.	.	PUNCT
cana-1548	56	1	the	the	DET
cana-1548	56	2	four	four	NUM
cana-1548	56	3	perspectives	perspective	NOUN
cana-1548	56	4	mentioned	mention	VERB
cana-1548	56	5	above	above	ADV
cana-1548	56	6	described	describe	VERB
cana-1548	56	7	the	the	DET
cana-1548	56	8	type	type	NOUN
cana-1548	56	9	of	of	ADP
cana-1548	56	10	analysis	analysis	NOUN
cana-1548	56	11	used	use	VERB
cana-1548	56	12	in	in	ADP
cana-1548	56	13	stock	stock	NOUN
cana-1548	56	14	market	market	NOUN
cana-1548	56	15	analysis	analysis	NOUN
cana-1548	56	16	.	.	PUNCT
cana-1548	57	1	according	accord	VERB
cana-1548	57	2	to	to	ADP
cana-1548	57	3	the	the	DET
cana-1548	57	4	analysis	analysis	NOUN
cana-1548	57	5	of	of	ADP
cana-1548	57	6	data	datum	NOUN
cana-1548	57	7	given	give	VERB
cana-1548	57	8	above	above	ADV
cana-1548	57	9	,	,	PUNCT
cana-1548	57	10	we	we	PRON
cana-1548	57	11	see	see	VERB
cana-1548	57	12	that	that	SCONJ
cana-1548	57	13	the	the	DET
cana-1548	57	14	amount	amount	NOUN
cana-1548	57	15	of	of	ADP
cana-1548	57	16	success	success	NOUN
cana-1548	57	17	of	of	ADP
cana-1548	57	18	all	all	DET
cana-1548	57	19	these	these	DET
cana-1548	57	20	strategies	strategy	NOUN
cana-1548	57	21	not	not	PART
cana-1548	57	22	only	only	ADV
cana-1548	57	23	varies	vary	VERB
cana-1548	57	24	from	from	ADP
cana-1548	57	25	study	study	NOUN
cana-1548	57	26	to	to	PART
cana-1548	57	27	study	study	VERB
cana-1548	57	28	but	but	CCONJ
cana-1548	57	29	also	also	ADV
cana-1548	57	30	depends	depend	VERB
cana-1548	57	31	on	on	ADP
cana-1548	57	32	the	the	DET
cana-1548	57	33	data	datum	NOUN
cana-1548	57	34	used	use	VERB
cana-1548	57	35	and	and	CCONJ
cana-1548	57	36	the	the	DET
cana-1548	57	37	way	way	NOUN
cana-1548	57	38	these	these	DET
cana-1548	57	39	methods	method	NOUN
cana-1548	57	40	are	be	AUX
cana-1548	57	41	applied	apply	VERB
cana-1548	57	42	each	each	DET
cana-1548	57	43	time	time	NOUN
cana-1548	57	44	.	.	PUNCT
cana-1548	58	1	none	none	NOUN
cana-1548	58	2	of	of	ADP
cana-1548	58	3	them	they	PRON
cana-1548	58	4	,	,	PUNCT
cana-1548	58	5	however	however	ADV
cana-1548	58	6	,	,	PUNCT
cana-1548	58	7	has	have	AUX
cana-1548	58	8	been	be	AUX
cana-1548	58	9	demonstrated	demonstrate	VERB
cana-1548	58	10	to	to	PART
cana-1548	58	11	be	be	AUX
cana-1548	58	12	the	the	DET
cana-1548	58	13	reliable	reliable	ADJ
cana-1548	58	14	forecasting	forecasting	NOUN
cana-1548	58	15	tool	tool	NOUN
cana-1548	58	16	that	that	SCONJ
cana-1548	58	17	the	the	DET
cana-1548	58	18	investor	investor	NOUN
cana-1548	58	19	would	would	AUX
cana-1548	58	20	like	like	VERB
cana-1548	58	21	to	to	PART
cana-1548	58	22	have	have	VERB
cana-1548	58	23	.	.	PUNCT
cana-1548	59	1	the	the	DET
cana-1548	59	2	goal	goal	NOUN
cana-1548	59	3	of	of	ADP
cana-1548	59	4	the	the	DET
cana-1548	59	5	current	current	ADJ
cana-1548	59	6	study	study	NOUN
cana-1548	59	7	is	be	AUX
cana-1548	59	8	to	to	PART
cana-1548	59	9	investigate	investigate	VERB
cana-1548	59	10	a	a	DET
cana-1548	59	11	markov	markov	NOUN
cana-1548	59	12	model	model	NOUN
cana-1548	59	13	that	that	PRON
cana-1548	59	14	outperforms	outperform	VERB
cana-1548	59	15	earlier	early	ADJ
cana-1548	59	16	models	model	NOUN
cana-1548	59	17	for	for	ADP
cana-1548	59	18	daily	daily	ADJ
cana-1548	59	19	stock	stock	NOUN
cana-1548	59	20	market	market	NOUN
cana-1548	59	21	predictions	prediction	NOUN
cana-1548	59	22	in	in	ADP
cana-1548	59	23	terms	term	NOUN
cana-1548	59	24	of	of	ADP
cana-1548	59	25	its	its	PRON
cana-1548	59	26	ability	ability	NOUN
cana-1548	59	27	to	to	PART
cana-1548	59	28	predict	predict	VERB
cana-1548	59	29	changes	change	NOUN
cana-1548	59	30	in	in	ADP
cana-1548	59	31	sbi	sbi	PROPN
cana-1548	59	32	share	share	NOUN
cana-1548	59	33	values	value	NOUN
cana-1548	59	34	.	.	PUNCT
cana-1548	60	1	2.mathematical	2.mathematical	NUM
cana-1548	60	2	model	model	NOUN
cana-1548	60	3	:	:	PUNCT
cana-1548	60	4	named	name	VERB
cana-1548	60	5	after	after	ADP
cana-1548	60	6	andrey	andrey	PROPN
cana-1548	60	7	markov	markov	PROPN
cana-1548	60	8	,	,	PUNCT
cana-1548	60	9	markov	markov	NOUN
cana-1548	60	10	chains	chain	NOUN
cana-1548	60	11	are	be	AUX
cana-1548	60	12	a	a	DET
cana-1548	60	13	type	type	NOUN
cana-1548	60	14	of	of	ADP
cana-1548	60	15	stochastic	stochastic	ADJ
cana-1548	60	16	model	model	NOUN
cana-1548	60	17	that	that	PRON
cana-1548	60	18	shows	show	VERB
cana-1548	60	19	a	a	DET
cana-1548	60	20	series	series	NOUN
cana-1548	60	21	of	of	ADP
cana-1548	60	22	potential	potential	ADJ
cana-1548	60	23	outcomes	outcome	NOUN
cana-1548	60	24	,	,	PUNCT
cana-1548	60	25	with	with	ADP
cana-1548	60	26	each	each	DET
cana-1548	60	27	state	state	NOUN
cana-1548	60	28	's	's	PART
cana-1548	60	29	probability	probability	NOUN
cana-1548	60	30	or	or	CCONJ
cana-1548	60	31	prediction	prediction	NOUN
cana-1548	60	32	dependent	dependent	ADJ
cana-1548	60	33	only	only	ADV
cana-1548	60	34	on	on	ADP
cana-1548	60	35	the	the	DET
cana-1548	60	36	previous	previous	ADJ
cana-1548	60	37	event	event	NOUN
cana-1548	60	38	's	's	PART
cana-1548	60	39	state	state	NOUN
cana-1548	60	40	and	and	CCONJ
cana-1548	60	41	not	not	PART
cana-1548	60	42	on	on	ADP
cana-1548	60	43	any	any	DET
cana-1548	60	44	previous	previous	ADJ
cana-1548	60	45	states	state	NOUN
cana-1548	60	46	.	.	PUNCT
cana-1548	61	1	for	for	ADP
cana-1548	61	2	determining	determine	VERB
cana-1548	61	3	the	the	DET
cana-1548	61	4	probability	probability	NOUN
cana-1548	61	5	of	of	ADP
cana-1548	61	6	n+1th	n+1th	ADJ
cana-1548	61	7	steps	step	NOUN
cana-1548	61	8	being	be	AUX
cana-1548	61	9	x	x	NOUN
cana-1548	61	10	,	,	PUNCT
cana-1548	61	11	only	only	ADV
cana-1548	61	12	the	the	DET
cana-1548	61	13	nth	nth	NOUN
cana-1548	61	14	steps	step	NOUN
cana-1548	61	15	matter	matter	ADV
cana-1548	61	16	,	,	PUNCT
cana-1548	61	17	not	not	PART
cana-1548	61	18	the	the	DET
cana-1548	61	19	entire	entire	ADJ
cana-1548	61	20	series	series	NOUN
cana-1548	61	21	of	of	ADP
cana-1548	61	22	actions	action	NOUN
cana-1548	61	23	before	before	ADP
cana-1548	61	24	n.	n.	NOUN
cana-1548	61	25	this	this	DET
cana-1548	61	26	characteristic	characteristic	NOUN
cana-1548	61	27	is	be	AUX
cana-1548	61	28	often	often	ADV
cana-1548	61	29	referred	refer	VERB
cana-1548	61	30	to	to	ADP
cana-1548	61	31	as	as	ADP
cana-1548	61	32	memory	memory	NOUN
cana-1548	61	33	lessness	lessness	NOUN
cana-1548	61	34	or	or	CCONJ
cana-1548	61	35	the	the	DET
cana-1548	61	36	markov	markov	NOUN
cana-1548	61	37	property	property	NOUN
cana-1548	61	38	.	.	PUNCT
cana-1548	62	1	let	let	VERB
cana-1548	62	2	's	us	PRON
cana-1548	62	3	examine	examine	VERB
cana-1548	62	4	our	our	PRON
cana-1548	62	5	markov	markov	NOUN
cana-1548	62	6	chain	chain	NOUN
cana-1548	62	7	using	use	VERB
cana-1548	62	8	a	a	DET
cana-1548	62	9	diagram	diagram	NOUN
cana-1548	62	10	,	,	PUNCT
cana-1548	62	11	figure	figure	NOUN
cana-1548	62	12	1	1	NUM
cana-1548	62	13	:	:	PUNCT
cana-1548	62	14	markov	markov	PROPN
cana-1548	62	15	two	two	NUM
cana-1548	62	16	-	-	PUNCT
cana-1548	62	17	state	state	NOUN
cana-1548	62	18	process	process	NOUN
cana-1548	62	19	a	a	DET
cana-1548	62	20	diagram	diagram	NOUN
cana-1548	62	21	showing	show	VERB
cana-1548	62	22	a	a	DET
cana-1548	62	23	two	two	NUM
cana-1548	62	24	-	-	PUNCT
cana-1548	62	25	state	state	NOUN
cana-1548	62	26	(	(	PUNCT
cana-1548	62	27	in	in	ADP
cana-1548	62	28	this	this	DET
cana-1548	62	29	case	case	NOUN
cana-1548	62	30	,	,	PUNCT
cana-1548	62	31	p	p	NOUN
cana-1548	62	32	and	and	CCONJ
cana-1548	62	33	q	q	NOUN
cana-1548	62	34	)	)	PUNCT
cana-1548	62	35	markov	markov	NOUN
cana-1548	62	36	process	process	NOUN
cana-1548	62	37	.	.	PUNCT
cana-1548	63	1	the	the	DET
cana-1548	63	2	likelihood	likelihood	NOUN
cana-1548	63	3	of	of	ADP
cana-1548	63	4	the	the	DET
cana-1548	63	5	markov	markov	NOUN
cana-1548	63	6	process	process	NOUN
cana-1548	63	7	shifting	shift	VERB
cana-1548	63	8	from	from	ADP
cana-1548	63	9	one	one	NUM
cana-1548	63	10	state	state	NOUN
cana-1548	63	11	to	to	ADP
cana-1548	63	12	another	another	PRON
cana-1548	63	13	is	be	AUX
cana-1548	63	14	indicated	indicate	VERB
cana-1548	63	15	by	by	ADP
cana-1548	63	16	the	the	DET
cana-1548	63	17	number	number	NOUN
cana-1548	63	18	connected	connect	VERB
cana-1548	63	19	with	with	ADP
cana-1548	63	20	the	the	DET
cana-1548	63	21	arrows	arrow	NOUN
cana-1548	63	22	,	,	PUNCT
cana-1548	63	23	which	which	PRON
cana-1548	63	24	started	start	VERB
cana-1548	63	25	from	from	ADP
cana-1548	63	26	the	the	DET
cana-1548	63	27	present	present	ADJ
cana-1548	63	28	state	state	NOUN
cana-1548	63	29	and	and	CCONJ
cana-1548	63	30	pointed	point	VERB
cana-1548	63	31	to	to	ADP
cana-1548	63	32	the	the	DET
cana-1548	63	33	future	future	ADJ
cana-1548	63	34	state	state	NOUN
cana-1548	63	35	in	in	ADP
cana-1548	63	36	this	this	DET
cana-1548	63	37	example	example	NOUN
cana-1548	63	38	.	.	PUNCT
cana-1548	64	1	when	when	SCONJ
cana-1548	64	2	the	the	DET
cana-1548	64	3	markov	markov	NOUN
cana-1548	64	4	process	process	NOUN
cana-1548	64	5	is	be	AUX
cana-1548	64	6	in	in	ADP
cana-1548	64	7	state	state	NOUN
cana-1548	64	8	p	p	X
cana-1548	64	9	,	,	PUNCT
cana-1548	64	10	for	for	ADP
cana-1548	64	11	example	example	NOUN
cana-1548	64	12	,	,	PUNCT
cana-1548	64	13	the	the	DET
cana-1548	64	14	likelihood	likelihood	NOUN
cana-1548	64	15	that	that	SCONJ
cana-1548	64	16	it	it	PRON
cana-1548	64	17	will	will	AUX
cana-1548	64	18	transition	transition	VERB
cana-1548	64	19	to	to	ADP
cana-1548	64	20	state	state	NOUN
cana-1548	64	21	q	q	PROPN
cana-1548	64	22	is	be	AUX
cana-1548	64	23	0.7	0.7	NUM
cana-1548	64	24	,	,	PUNCT
cana-1548	64	25	whereas	whereas	SCONJ
cana-1548	64	26	the	the	DET
cana-1548	64	27	probability	probability	NOUN
cana-1548	64	28	that	that	SCONJ
cana-1548	64	29	it	it	PRON
cana-1548	64	30	will	will	AUX
cana-1548	64	31	stay	stay	VERB
cana-1548	64	32	in	in	ADP
cana-1548	64	33	state	state	NOUN
cana-1548	64	34	p	p	NOUN
cana-1548	64	35	is	be	AUX
cana-1548	64	36	0.3	0.3	NUM
cana-1548	64	37	.	.	PUNCT
cana-1548	65	1	the	the	DET
cana-1548	65	2	likelihood	likelihood	NOUN
cana-1548	65	3	of	of	ADP
cana-1548	65	4	any	any	DET
cana-1548	65	5	process	process	NOUN
cana-1548	65	6	in	in	ADP
cana-1548	65	7	state	state	NOUN
cana-1548	65	8	q	q	NOUN
cana-1548	65	9	changing	change	VERB
cana-1548	65	10	to	to	ADP
cana-1548	65	11	state	state	NOUN
cana-1548	65	12	p	p	NOUN
cana-1548	65	13	is	be	AUX
cana-1548	65	14	0.4	0.4	NUM
cana-1548	65	15	,	,	PUNCT
cana-1548	65	16	while	while	SCONJ
cana-1548	65	17	the	the	DET
cana-1548	65	18	probability	probability	NOUN
cana-1548	65	19	of	of	ADP
cana-1548	65	20	it	it	PRON
cana-1548	65	21	staying	stay	VERB
cana-1548	65	22	in	in	ADP
cana-1548	65	23	the	the	DET
cana-1548	65	24	same	same	ADJ
cana-1548	65	25	state	state	NOUN
cana-1548	65	26	is	be	AUX
cana-1548	65	27	0.6	0.6	NUM
cana-1548	65	28	.	.	PUNCT
cana-1548	66	1	if	if	SCONJ
cana-1548	66	2	a	a	DET
cana-1548	66	3	series	series	NOUN
cana-1548	66	4	of	of	ADP
cana-1548	66	5	events	event	NOUN
cana-1548	66	6	exists	exist	VERB
cana-1548	66	7	mathematically	mathematically	ADV
cana-1548	66	8	,	,	PUNCT
cana-1548	66	9	then	then	ADV
cana-1548	66	10	{	{	PUNCT
cana-1548	66	11	y𝑡	y𝑡	INTJ
cana-1548	66	12	,	,	PUNCT
cana-1548	66	13	𝑡	𝑡	PROPN
cana-1548	66	14	≥	≥	NOUN
cana-1548	66	15	0	0	NUM
cana-1548	66	16	}	}	PUNCT
cana-1548	66	17	is	be	AUX
cana-1548	66	18	a	a	DET
cana-1548	66	19	sequence	sequence	NOUN
cana-1548	66	20	of	of	ADP
cana-1548	66	21	events	event	NOUN
cana-1548	66	22	,	,	PUNCT
cana-1548	66	23	then	then	ADV
cana-1548	66	24	𝑃	𝑃	PROPN
cana-1548	66	25	[	[	PUNCT
cana-1548	66	26	y𝑡+1	y𝑡+1	NOUN
cana-1548	66	27	=	=	SYM
cana-1548	66	28	𝑗	𝑗	PROPN
cana-1548	66	29	|y𝑡	|y𝑡	NUM
cana-1548	66	30	=	=	SYM
cana-1548	66	31	𝑖	𝑖	PROPN
cana-1548	66	32	,	,	PUNCT
cana-1548	66	33	y𝑡−1	y𝑡−1	PROPN
cana-1548	66	34	=	=	SYM
cana-1548	66	35	𝑖	𝑖	SYM
cana-1548	66	36	−	−	PROPN
cana-1548	66	37	1	1	NUM
cana-1548	66	38	,	,	PUNCT
cana-1548	66	39	…	…	PUNCT
cana-1548	66	40	…	…	PUNCT
cana-1548	66	41	,	,	PUNCT
cana-1548	66	42	y1	y1	NOUN
cana-1548	66	43	=	=	SYM
cana-1548	66	44	1	1	NUM
cana-1548	66	45	,	,	PUNCT
cana-1548	66	46	y0	y0	NOUN
cana-1548	66	47	=	=	SYM
cana-1548	66	48	0	0	NUM
cana-1548	66	49	]	]	X
cana-1548	66	50	=	=	PUNCT
cana-1548	66	51	𝑃	𝑃	PROPN
cana-1548	66	52	[	[	NOUN
cana-1548	66	53	y𝑡+1	y𝑡+1	NOUN
cana-1548	66	54	=	=	SYM
cana-1548	66	55	𝑗	𝑗	PROPN
cana-1548	67	1	|	|	INTJ
cana-1548	67	2	y𝑡	y𝑡	INTJ
cana-1548	67	3	=	=	SYM
cana-1548	67	4	𝑖	𝑖	SYM
cana-1548	67	5	]	]	X
cana-1548	67	6	=	=	SYM
cana-1548	67	7	𝑎𝑖𝑗	𝑎𝑖𝑗	X
cana-1548	67	8	≥	≥	NOUN
cana-1548	67	9	0	0	NUM
cana-1548	67	10	,	,	PUNCT
cana-1548	67	11	where	where	SCONJ
cana-1548	67	12	∑𝑛	∑𝑛	ADJ
cana-1548	67	13	𝑎𝑖𝑗	𝑎𝑖𝑗	NOUN
cana-1548	67	14	=	=	NOUN
cana-1548	67	15	1	1	X
cana-1548	67	16	.	.	PUNCT
cana-1548	67	17	such	such	ADJ
cana-1548	67	18	type	type	NOUN
cana-1548	67	19	of	of	ADP
cana-1548	67	20	the	the	DET
cana-1548	67	21	random	random	ADJ
cana-1548	67	22	process	process	NOUN
cana-1548	67	23	is	be	AUX
cana-1548	67	24	termed	term	VERB
cana-1548	67	25	as	as	ADP
cana-1548	67	26	a	a	DET
cana-1548	67	27	discrete	discrete	ADJ
cana-1548	67	28	time	time	NOUN
cana-1548	67	29	mc	mc	PROPN
cana-1548	67	30	according	accord	VERB
cana-1548	67	31	to	to	AUX
cana-1548	67	32	medhi	medhi	NOUN
cana-1548	67	33	in	in	ADP
cana-1548	67	34	[	[	X
cana-1548	67	35	8	8	NUM
cana-1548	67	36	]	]	PUNCT
cana-1548	67	37	,	,	PUNCT
cana-1548	67	38	where	where	SCONJ
cana-1548	67	39	communications	communication	NOUN
cana-1548	67	40	on	on	ADP
cana-1548	67	41	applied	apply	VERB
cana-1548	67	42	nonlinear	nonlinear	ADJ
cana-1548	67	43	analysis	analysis	NOUN
cana-1548	67	44	issn	issn	NOUN
cana-1548	67	45	:	:	PUNCT
cana-1548	67	46	1074	1074	NUM
cana-1548	67	47	-	-	PUNCT
cana-1548	67	48	133x	133x	NUM
cana-1548	67	49	vol	vol	NOUN
cana-1548	67	50	31	31	NUM
cana-1548	67	51	no	no	NOUN
cana-1548	67	52	.	.	PUNCT
cana-1548	68	1	8s	8s	PROPN
cana-1548	68	2	(	(	PUNCT
cana-1548	68	3	2024	2024	NUM
cana-1548	68	4	)	)	PUNCT
cana-1548	68	5	560	560	NUM
cana-1548	68	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1548	68	7	𝑖=1	𝑖=1	PUNCT
cana-1548	68	8	𝑋0	𝑋0	PROPN
cana-1548	68	9	,	,	PUNCT
cana-1548	68	10	𝑋1	𝑋1	PROPN
cana-1548	68	11	,	,	PUNCT
cana-1548	68	12	𝑋2	𝑋2	VERB
cana-1548	68	13	,	,	PUNCT
cana-1548	68	14	…	…	PUNCT
cana-1548	68	15	…	…	PUNCT
cana-1548	68	16	.	.	PUNCT
cana-1548	69	1	,	,	PUNCT
cana-1548	69	2	𝑋𝑡	𝑋𝑡	NOUN
cana-1548	69	3	,	,	PUNCT
cana-1548	69	4	𝑋𝑡+1	𝑋𝑡+1	NOUN
cana-1548	69	5	are	be	AUX
cana-1548	69	6	the	the	DET
cana-1548	69	7	states	state	NOUN
cana-1548	69	8	of	of	ADP
cana-1548	69	9	the	the	DET
cana-1548	69	10	markov	markov	NOUN
cana-1548	69	11	chain	chain	NOUN
cana-1548	69	12	in	in	ADP
cana-1548	69	13	the	the	DET
cana-1548	69	14	state	state	NOUN
cana-1548	69	15	space	space	NOUN
cana-1548	69	16	s	s	PART
cana-1548	69	17	and	and	CCONJ
cana-1548	69	18	the	the	DET
cana-1548	69	19	probability	probability	NOUN
cana-1548	69	20	𝑎𝑖𝑗	𝑎𝑖𝑗	NOUN
cana-1548	69	21	is	be	AUX
cana-1548	69	22	called	call	VERB
cana-1548	69	23	transition	transition	NOUN
cana-1548	69	24	or	or	CCONJ
cana-1548	69	25	mc	mc	PROPN
cana-1548	69	26	probability	probability	NOUN
cana-1548	69	27	.	.	PUNCT
cana-1548	70	1	in	in	ADP
cana-1548	70	2	this	this	DET
cana-1548	70	3	study	study	NOUN
cana-1548	70	4	,	,	PUNCT
cana-1548	70	5	we	we	PRON
cana-1548	70	6	have	have	AUX
cana-1548	70	7	taken	take	VERB
cana-1548	70	8	into	into	ADP
cana-1548	70	9	account	account	NOUN
cana-1548	70	10	five	five	NUM
cana-1548	70	11	different	different	ADJ
cana-1548	70	12	markov	markov	NOUN
cana-1548	70	13	chain	chain	NOUN
cana-1548	70	14	states	state	NOUN
cana-1548	70	15	.	.	PUNCT
cana-1548	71	1	here	here	ADV
cana-1548	71	2	are	be	AUX
cana-1548	71	3	descriptions	description	NOUN
cana-1548	71	4	of	of	ADP
cana-1548	71	5	the	the	DET
cana-1548	71	6	five	five	NUM
cana-1548	71	7	mc	mc	PROPN
cana-1548	71	8	states	state	NOUN
cana-1548	71	9	:	:	PUNCT
cana-1548	71	10	ma.a	ma.a	PROPN
cana-1548	71	11	:	:	PUNCT
cana-1548	71	12	when	when	SCONJ
cana-1548	71	13	(	(	PUNCT
cana-1548	71	14	y𝑛	y𝑛	INTJ
cana-1548	71	15	–	–	PUNCT
cana-1548	71	16	y𝑛−1	y𝑛−1	PROPN
cana-1548	71	17	)	)	PUNCT
cana-1548	71	18	>	>	X
cana-1548	72	1	+25	+25	X
cana-1548	72	2	,	,	PUNCT
cana-1548	72	3	the	the	DET
cana-1548	72	4	procedure	procedure	NOUN
cana-1548	72	5	is	be	AUX
cana-1548	72	6	at	at	ADP
cana-1548	72	7	the	the	DET
cana-1548	72	8	stage	stage	NOUN
cana-1548	72	9	where	where	SCONJ
cana-1548	72	10	is	be	AUX
cana-1548	72	11	maximum	maximum	ADJ
cana-1548	72	12	achievement	achievement	NOUN
cana-1548	72	13	.	.	PUNCT
cana-1548	73	1	mi.a	mi.a	NOUN
cana-1548	73	2	:	:	PUNCT
cana-1548	74	1	when	when	SCONJ
cana-1548	74	2	+1	+1	X
cana-1548	74	3	<	<	X
cana-1548	74	4	(	(	PUNCT
cana-1548	74	5	y𝑛	y𝑛	INTJ
cana-1548	74	6	–	–	PUNCT
cana-1548	74	7	y𝑛−1	y𝑛−1	PROPN
cana-1548	74	8	)	)	PUNCT
cana-1548	74	9	<	<	X
cana-1548	74	10	+25	+25	X
cana-1548	74	11	,	,	PUNCT
cana-1548	74	12	the	the	DET
cana-1548	74	13	process	process	NOUN
cana-1548	74	14	is	be	AUX
cana-1548	74	15	in	in	ADP
cana-1548	74	16	the	the	DET
cana-1548	74	17	state	state	NOUN
cana-1548	74	18	of	of	ADP
cana-1548	74	19	minimum	minimum	ADJ
cana-1548	74	20	achievement	achievement	NOUN
cana-1548	74	21	.	.	PUNCT
cana-1548	75	1	st	st	PROPN
cana-1548	76	1	:	:	PUNCT
cana-1548	76	2	when	when	SCONJ
cana-1548	76	3	−1	−1	NOUN
cana-1548	76	4	<	<	X
cana-1548	76	5	(	(	PUNCT
cana-1548	76	6	y𝑛	y𝑛	INTJ
cana-1548	76	7	–	–	PUNCT
cana-1548	76	8	y𝑛−1	y𝑛−1	PROPN
cana-1548	76	9	)	)	PUNCT
cana-1548	76	10	<	<	X
cana-1548	77	1	+1	+1	PROPN
cana-1548	77	2	,	,	PUNCT
cana-1548	77	3	the	the	DET
cana-1548	77	4	process	process	NOUN
cana-1548	77	5	is	be	AUX
cana-1548	77	6	in	in	ADP
cana-1548	77	7	the	the	DET
cana-1548	77	8	state	state	NOUN
cana-1548	77	9	of	of	ADP
cana-1548	77	10	stable	stable	ADJ
cana-1548	77	11	.	.	PUNCT
cana-1548	78	1	mi.d	mi.d	NOUN
cana-1548	78	2	:	:	PUNCT
cana-1548	78	3	when	when	SCONJ
cana-1548	78	4	−25	−25	ADV
cana-1548	78	5	<	<	X
cana-1548	78	6	(	(	PUNCT
cana-1548	78	7	y𝑛	y𝑛	INTJ
cana-1548	78	8	–	–	PUNCT
cana-1548	78	9	y𝑛−1	y𝑛−1	PROPN
cana-1548	78	10	)	)	PUNCT
cana-1548	78	11	<	<	X
cana-1548	78	12	−1	−1	NOUN
cana-1548	78	13	,	,	PUNCT
cana-1548	78	14	the	the	DET
cana-1548	78	15	process	process	NOUN
cana-1548	78	16	is	be	AUX
cana-1548	78	17	in	in	ADP
cana-1548	78	18	the	the	DET
cana-1548	78	19	state	state	NOUN
cana-1548	78	20	of	of	ADP
cana-1548	78	21	minimum	minimum	ADJ
cana-1548	78	22	decline	decline	NOUN
cana-1548	78	23	.	.	PUNCT
cana-1548	79	1	ma.d	ma.d	NOUN
cana-1548	79	2	:	:	PUNCT
cana-1548	79	3	when	when	SCONJ
cana-1548	79	4	(	(	PUNCT
cana-1548	79	5	y𝑛	y𝑛	INTJ
cana-1548	79	6	–	–	PUNCT
cana-1548	79	7	y𝑛−1	y𝑛−1	PROPN
cana-1548	79	8	)	)	PUNCT
cana-1548	79	9	<	<	X
cana-1548	79	10	−25	−25	PROPN
cana-1548	79	11	,	,	PUNCT
cana-1548	79	12	the	the	DET
cana-1548	79	13	process	process	NOUN
cana-1548	79	14	is	be	AUX
cana-1548	79	15	in	in	ADP
cana-1548	79	16	the	the	DET
cana-1548	79	17	state	state	NOUN
cana-1548	79	18	of	of	ADP
cana-1548	79	19	maximum	maximum	ADJ
cana-1548	79	20	decline	decline	NOUN
cana-1548	79	21	,	,	PUNCT
cana-1548	79	22	where	where	SCONJ
cana-1548	79	23	𝑥𝑛	𝑥𝑛	PROPN
cana-1548	79	24	is	be	AUX
cana-1548	79	25	current	current	ADJ
cana-1548	79	26	and	and	CCONJ
cana-1548	79	27	y𝑛−1	y𝑛−1	PROPN
cana-1548	79	28	is	be	AUX
cana-1548	79	29	the	the	DET
cana-1548	79	30	previous	previous	ADJ
cana-1548	79	31	closing	closing	NOUN
cana-1548	79	32	share	share	NOUN
cana-1548	79	33	prices	price	NOUN
cana-1548	79	34	of	of	ADP
cana-1548	79	35	sbi	sbi	PROPN
cana-1548	79	36	.	.	PUNCT
cana-1548	80	1	the	the	DET
cana-1548	80	2	markov	markov	NOUN
cana-1548	80	3	chain	chain	NOUN
cana-1548	80	4	model	model	NOUN
cana-1548	80	5	is	be	AUX
cana-1548	80	6	denoted	denote	VERB
cana-1548	80	7	by	by	ADP
cana-1548	80	8	ʌ	ʌ	X
cana-1548	80	9	=	=	SYM
cana-1548	80	10	(	(	PUNCT
cana-1548	80	11	q	q	PROPN
cana-1548	80	12	,	,	PUNCT
cana-1548	80	13	y	y	PROPN
cana-1548	80	14	,	,	PUNCT
cana-1548	80	15	𝛼(0	𝛼(0	PROPN
cana-1548	80	16	)	)	PUNCT
cana-1548	80	17	)	)	PUNCT
cana-1548	80	18	,	,	PUNCT
cana-1548	80	19	where	where	SCONJ
cana-1548	80	20	q	q	NOUN
cana-1548	80	21	is	be	AUX
cana-1548	80	22	the	the	DET
cana-1548	80	23	set	set	NOUN
cana-1548	80	24	of	of	ADP
cana-1548	80	25	states	state	NOUN
cana-1548	80	26	’	'	PUNCT
cana-1548	80	27	q	q	PUNCT
cana-1548	81	1	=	=	PUNCT
cana-1548	81	2	{	{	PUNCT
cana-1548	81	3	𝑀𝑎.	𝑀𝑎.	PROPN
cana-1548	81	4	𝐴	𝐴	PROPN
cana-1548	81	5	,	,	PUNCT
cana-1548	81	6	𝑀𝑖.	𝑀𝑖.	PROPN
cana-1548	81	7	𝐴	𝐴	PROPN
cana-1548	81	8	,	,	PUNCT
cana-1548	81	9	𝑆𝑡	𝑆𝑡	PROPN
cana-1548	81	10	,	,	PUNCT
cana-1548	81	11	𝑀𝑖.	𝑀𝑖.	PROPN
cana-1548	81	12	𝐷	𝐷	PROPN
cana-1548	81	13	,	,	PUNCT
cana-1548	81	14	𝑀𝑎.	𝑀𝑎.	PROPN
cana-1548	81	15	𝐷	𝐷	PROPN
cana-1548	81	16	}	}	PUNCT
cana-1548	81	17	,	,	PUNCT
cana-1548	81	18	𝑋	𝑋	PROPN
cana-1548	81	19	𝑎𝑛𝑑	𝑎𝑛𝑑	PROPN
cana-1548	81	20	𝛼(0	𝛼(0	PROPN
cana-1548	81	21	)	)	PUNCT
cana-1548	81	22	are	be	AUX
cana-1548	81	23	the	the	DET
cana-1548	81	24	model	model	NOUN
cana-1548	81	25	's	's	PART
cana-1548	81	26	parameters	parameter	NOUN
cana-1548	81	27	,	,	PUNCT
cana-1548	81	28	also	also	ADV
cana-1548	81	29	referred	refer	VERB
cana-1548	81	30	to	to	ADP
cana-1548	81	31	as	as	ADP
cana-1548	81	32	tpm	tpm	PROPN
cana-1548	81	33	and	and	CCONJ
cana-1548	81	34	ipv	ipv	PROPN
cana-1548	81	35	.	.	PUNCT
cana-1548	82	1	the	the	DET
cana-1548	82	2	tpm	tpm	PROPN
cana-1548	82	3	,	,	PUNCT
cana-1548	82	4	according	accord	VERB
cana-1548	82	5	to	to	ADP
cana-1548	82	6	the	the	DET
cana-1548	82	7	markov	markov	NOUN
cana-1548	82	8	chain	chain	NOUN
cana-1548	82	9	,	,	PUNCT
cana-1548	82	10	is	be	AUX
cana-1548	82	11	the	the	DET
cana-1548	82	12	likelihood	likelihood	NOUN
cana-1548	82	13	that	that	SCONJ
cana-1548	82	14	a	a	DET
cana-1548	82	15	particle	particle	NOUN
cana-1548	82	16	will	will	AUX
cana-1548	82	17	transfer	transfer	VERB
cana-1548	82	18	from	from	ADP
cana-1548	82	19	one	one	NUM
cana-1548	82	20	state	state	NOUN
cana-1548	82	21	to	to	ADP
cana-1548	82	22	the	the	DET
cana-1548	82	23	next	next	ADJ
cana-1548	82	24	.	.	PUNCT
cana-1548	83	1	ipv	ipv	PROPN
cana-1548	83	2	contain	contain	VERB
cana-1548	83	3	five	five	NUM
cana-1548	83	4	elements	element	NOUN
cana-1548	83	5	𝛼1	𝛼1	NOUN
cana-1548	83	6	,	,	PUNCT
cana-1548	83	7	𝛼2	𝛼2	ADJ
cana-1548	83	8	,	,	PUNCT
cana-1548	83	9	𝛼3	𝛼3	NOUN
cana-1548	83	10	,	,	PUNCT
cana-1548	83	11	𝛼4	𝛼4	NOUN
cana-1548	83	12	,	,	PUNCT
cana-1548	83	13	𝛼5	𝛼5	NOUN
cana-1548	83	14	.	.	PUNCT
cana-1548	84	1	the	the	DET
cana-1548	84	2	elements	element	NOUN
cana-1548	84	3	of	of	ADP
cana-1548	84	4	ivp	ivp	NUM
cana-1548	84	5	are	be	AUX
cana-1548	84	6	the	the	DET
cana-1548	84	7	likelihoods	likelihood	NOUN
cana-1548	84	8	of	of	ADP
cana-1548	84	9	the	the	DET
cana-1548	84	10	states	state	NOUN
cana-1548	84	11	ma.a	ma.a	PROPN
cana-1548	84	12	,	,	PUNCT
cana-1548	84	13	mi.a	mi.a	PROPN
cana-1548	84	14	,	,	PUNCT
cana-1548	84	15	st	st	PROPN
cana-1548	84	16	,	,	PUNCT
cana-1548	84	17	mi.d	mi.d	PROPN
cana-1548	84	18	,	,	PUNCT
cana-1548	84	19	ma.d	ma.d	NOUN
cana-1548	84	20	such	such	ADJ
cana-1548	84	21	that	that	SCONJ
cana-1548	84	22	∑𝑛	∑𝑛	ADJ
cana-1548	84	23	𝛼𝑖	𝛼𝑖	ADJ
cana-1548	84	24	=	=	NOUN
cana-1548	84	25	1	1	NUM
cana-1548	84	26	.	.	X
cana-1548	84	27	3.application	3.application	NUM
cana-1548	84	28	of	of	ADP
cana-1548	84	29	proposed	propose	VERB
cana-1548	84	30	model	model	NOUN
cana-1548	84	31	:	:	PUNCT
cana-1548	84	32	the	the	DET
cana-1548	84	33	information	information	NOUN
cana-1548	84	34	used	use	VERB
cana-1548	84	35	in	in	ADP
cana-1548	84	36	this	this	DET
cana-1548	84	37	study	study	NOUN
cana-1548	84	38	was	be	AUX
cana-1548	84	39	taken	take	VERB
cana-1548	84	40	from	from	ADP
cana-1548	84	41	www.investing.com	www.investing.com	X
cana-1548	84	42	and	and	CCONJ
cana-1548	84	43	relates	relate	VERB
cana-1548	84	44	to	to	ADP
cana-1548	84	45	the	the	DET
cana-1548	84	46	open	open	ADJ
cana-1548	84	47	share	share	NOUN
cana-1548	84	48	prices	price	NOUN
cana-1548	84	49	of	of	ADP
cana-1548	84	50	state	state	PROPN
cana-1548	84	51	bank	bank	PROPN
cana-1548	84	52	of	of	ADP
cana-1548	84	53	india	india	PROPN
cana-1548	84	54	(	(	PUNCT
cana-1548	84	55	sbi	sbi	PROPN
cana-1548	84	56	)	)	PUNCT
cana-1548	84	57	.	.	PUNCT
cana-1548	85	1	from	from	ADP
cana-1548	85	2	january	january	PROPN
cana-1548	85	3	1st	1st	NOUN
cana-1548	85	4	,	,	PUNCT
cana-1548	85	5	2016	2016	NUM
cana-1548	85	6	,	,	PUNCT
cana-1548	85	7	through	through	ADP
cana-1548	85	8	december	december	PROPN
cana-1548	85	9	23rd	23rd	NUM
cana-1548	85	10	,	,	PUNCT
cana-1548	85	11	2022	2022	NUM
cana-1548	85	12	,	,	PUNCT
cana-1548	85	13	this	this	DET
cana-1548	85	14	data	data	NOUN
cana-1548	85	15	covers	cover	VERB
cana-1548	85	16	1725	1725	NUM
cana-1548	85	17	trading	trading	NOUN
cana-1548	85	18	days	day	NOUN
cana-1548	85	19	and	and	CCONJ
cana-1548	85	20	includes	include	VERB
cana-1548	85	21	sbi	sbi	PROPN
cana-1548	85	22	's	's	PART
cana-1548	85	23	daily	daily	ADJ
cana-1548	85	24	opening	opening	NOUN
cana-1548	85	25	price	price	NOUN
cana-1548	85	26	change	change	NOUN
cana-1548	85	27	for	for	ADP
cana-1548	85	28	those	those	DET
cana-1548	85	29	days	day	NOUN
cana-1548	85	30	.	.	PUNCT
cana-1548	86	1	figure	figure	NOUN
cana-1548	86	2	2	2	NUM
cana-1548	86	3	illustrates	illustrate	VERB
cana-1548	86	4	the	the	DET
cana-1548	86	5	stock	stock	NOUN
cana-1548	86	6	market	market	NOUN
cana-1548	86	7	trend	trend	NOUN
cana-1548	86	8	for	for	ADP
cana-1548	86	9	sbi	sbi	NOUN
cana-1548	86	10	from	from	ADP
cana-1548	86	11	january	january	PROPN
cana-1548	86	12	1	1	NUM
cana-1548	86	13	,	,	PUNCT
cana-1548	86	14	2016	2016	NUM
cana-1548	86	15	,	,	PUNCT
cana-1548	86	16	to	to	ADP
cana-1548	86	17	december	december	PROPN
cana-1548	86	18	23	23	NUM
cana-1548	86	19	,	,	PUNCT
cana-1548	86	20	2022	2022	NUM
cana-1548	86	21	.	.	PUNCT
cana-1548	87	1	figure	figure	NOUN
cana-1548	87	2	2	2	NUM
cana-1548	87	3	:	:	PUNCT
cana-1548	87	4	sbi	sbi	PROPN
cana-1548	87	5	's	's	PART
cana-1548	87	6	opening	opening	NOUN
cana-1548	87	7	share	share	NOUN
cana-1548	87	8	price	price	NOUN
cana-1548	87	9	trend	trend	NOUN
cana-1548	87	10	according	accord	VERB
cana-1548	87	11	to	to	ADP
cana-1548	87	12	the	the	DET
cana-1548	87	13	opening	opening	NOUN
cana-1548	87	14	share	share	NOUN
cana-1548	87	15	price	price	NOUN
cana-1548	87	16	data	datum	NOUN
cana-1548	87	17	for	for	ADP
cana-1548	87	18	sbi	sbi	NOUN
cana-1548	87	19	,	,	PUNCT
cana-1548	87	20	the	the	DET
cana-1548	87	21	price	price	NOUN
cana-1548	87	22	on	on	ADP
cana-1548	87	23	the	the	DET
cana-1548	87	24	next	next	ADJ
cana-1548	87	25	day	day	NOUN
cana-1548	87	26	will	will	AUX
cana-1548	87	27	either	either	CCONJ
cana-1548	87	28	be	be	AUX
cana-1548	87	29	in	in	ADP
cana-1548	87	30	the	the	DET
cana-1548	87	31	state	state	NOUN
cana-1548	87	32	of	of	ADP
cana-1548	87	33	ma.a	ma.a	PROPN
cana-1548	87	34	,	,	PUNCT
cana-1548	87	35	mi.a	mi.a	PROPN
cana-1548	87	36	,	,	PUNCT
cana-1548	87	37	st	st	PROPN
cana-1548	87	38	,	,	PUNCT
cana-1548	87	39	mi.d	mi.d	PROPN
cana-1548	87	40	,	,	PUNCT
cana-1548	87	41	or	or	CCONJ
cana-1548	87	42	ma.d	ma.d	NOUN
cana-1548	87	43	.	.	PUNCT
cana-1548	88	1	the	the	DET
cana-1548	88	2	frequency	frequency	NOUN
cana-1548	88	3	of	of	ADP
cana-1548	88	4	the	the	DET
cana-1548	88	5	states	state	NOUN
cana-1548	88	6	is	be	AUX
cana-1548	88	7	listed	list	VERB
cana-1548	88	8	in	in	ADP
cana-1548	88	9	the	the	DET
cana-1548	88	10	following	follow	VERB
cana-1548	88	11	table	table	NOUN
cana-1548	88	12	.	.	PUNCT
cana-1548	89	1	ma.a	ma.a	PROPN
cana-1548	89	2	,	,	PUNCT
cana-1548	89	3	mi.a	mi.a	PROPN
cana-1548	89	4	,	,	PUNCT
cana-1548	89	5	st	st	PROPN
cana-1548	89	6	,	,	PUNCT
cana-1548	89	7	mi.d	mi.d	PROPN
cana-1548	89	8	,	,	PUNCT
cana-1548	89	9	and	and	CCONJ
cana-1548	89	10	ma.d	ma.d	NOUN
cana-1548	89	11	.	.	PUNCT
cana-1548	89	12	table	table	NOUN
cana-1548	89	13	1	1	NUM
cana-1548	89	14	:	:	PUNCT
cana-1548	89	15	frequencies	frequency	NOUN
cana-1548	89	16	of	of	ADP
cana-1548	89	17	the	the	DET
cana-1548	89	18	states	state	NOUN
cana-1548	89	19	positions	position	VERB
cana-1548	89	20	ma.a	ma.a	PROPN
cana-1548	89	21	mi.a	mi.a	PROPN
cana-1548	89	22	st	st	PROPN
cana-1548	90	1	mi.d	mi.d	PROPN
cana-1548	90	2	ma.d	ma.d	PROPN
cana-1548	90	3	total	total	ADJ
cana-1548	90	4	occurrence	occurrence	NOUN
cana-1548	90	5	12	12	NUM
cana-1548	90	6	709	709	NUM
cana-1548	90	7	265	265	NUM
cana-1548	90	8	737	737	NUM
cana-1548	90	9	1	1	NUM
cana-1548	90	10	1724	1724	NUM
cana-1548	90	11	communications	communication	NOUN
cana-1548	90	12	on	on	ADP
cana-1548	90	13	applied	apply	VERB
cana-1548	90	14	nonlinear	nonlinear	ADJ
cana-1548	90	15	analysis	analysis	NOUN
cana-1548	90	16	issn	issn	NOUN
cana-1548	90	17	:	:	PUNCT
cana-1548	90	18	1074	1074	NUM
cana-1548	90	19	-	-	PUNCT
cana-1548	90	20	133x	133x	NUM
cana-1548	90	21	vol	vol	NOUN
cana-1548	90	22	31	31	NUM
cana-1548	90	23	no	no	NOUN
cana-1548	90	24	.	.	PUNCT
cana-1548	91	1	8s	8s	PROPN
cana-1548	91	2	(	(	PUNCT
cana-1548	91	3	2024	2024	NUM
cana-1548	91	4	)	)	PUNCT
cana-1548	91	5	561	561	NUM
cana-1548	91	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1548	91	7	thus	thus	ADV
cana-1548	91	8	,	,	PUNCT
cana-1548	91	9	the	the	DET
cana-1548	91	10	following	follow	VERB
cana-1548	91	11	steps	step	NOUN
cana-1548	91	12	are	be	AUX
cana-1548	91	13	taken	take	VERB
cana-1548	91	14	to	to	PART
cana-1548	91	15	obtain	obtain	VERB
cana-1548	91	16	the	the	DET
cana-1548	91	17	necessary	necessary	ADJ
cana-1548	91	18	initial	initial	ADJ
cana-1548	91	19	probability	probability	NOUN
cana-1548	91	20	vector	vector	NOUN
cana-1548	91	21	:	:	PUNCT
cana-1548	91	22	p(ma.a	p(ma.a	X
cana-1548	91	23	)	)	PUNCT
cana-1548	91	24	=	=	SYM
cana-1548	91	25	0.00696056	0.00696056	NUM
cana-1548	91	26	,	,	PUNCT
cana-1548	91	27	p(mi.a	p(mi.a	PROPN
cana-1548	91	28	)	)	PUNCT
cana-1548	91	29	=	=	PUNCT
cana-1548	92	1	0.4112529	0.4112529	NUM
cana-1548	92	2	,	,	PUNCT
cana-1548	92	3	p(st	p(st	NOUN
cana-1548	92	4	)	)	PUNCT
cana-1548	92	5	=	=	SYM
cana-1548	92	6	0.1537123	0.1537123	NUM
cana-1548	92	7	,	,	PUNCT
cana-1548	92	8	p(mi.d	p(mi.d	PRON
cana-1548	92	9	)	)	PUNCT
cana-1548	92	10	=	=	SYM
cana-1548	92	11	0.42401392	0.42401392	NUM
cana-1548	92	12	,	,	PUNCT
cana-1548	92	13	and	and	CCONJ
cana-1548	92	14	p(ma.d	p(ma.d	NOUN
cana-1548	92	15	)	)	PUNCT
cana-1548	92	16	=	=	PUNCT
cana-1548	92	17	0.00058005	0.00058005	NUM
cana-1548	92	18	for	for	ADP
cana-1548	92	19	the	the	DET
cana-1548	92	20	following	follow	VERB
cana-1548	92	21	parameters	parameter	NOUN
cana-1548	92	22	.	.	PUNCT
cana-1548	93	1	the	the	DET
cana-1548	93	2	following	follow	VERB
cana-1548	93	3	table	table	NOUN
cana-1548	93	4	lists	list	VERB
cana-1548	93	5	the	the	DET
cana-1548	93	6	transition	transition	NOUN
cana-1548	93	7	frequencies	frequency	NOUN
cana-1548	93	8	:	:	PUNCT
cana-1548	93	9	table	table	NOUN
cana-1548	93	10	2	2	NUM
cana-1548	93	11	:	:	PUNCT
cana-1548	93	12	transition	transition	NOUN
cana-1548	93	13	frequency	frequency	NOUN
cana-1548	93	14	table	table	NOUN
cana-1548	94	1	ma.a	ma.a	PROPN
cana-1548	94	2	mi.a	mi.a	PROPN
cana-1548	94	3	st	st	PROPN
cana-1548	95	1	mi.d	mi.d	PROPN
cana-1548	95	2	ma.d	ma.d	PROPN
cana-1548	95	3	total	total	ADJ
cana-1548	95	4	ma.a	ma.a	PROPN
cana-1548	95	5	1	1	NUM
cana-1548	95	6	5	5	NUM
cana-1548	95	7	2	2	NUM
cana-1548	95	8	3	3	NUM
cana-1548	95	9	1	1	NUM
cana-1548	95	10	12	12	NUM
cana-1548	95	11	mi.a	mi.a	NOUN
cana-1548	95	12	5	5	NUM
cana-1548	95	13	265	265	NUM
cana-1548	95	14	105	105	NUM
cana-1548	95	15	333	333	NUM
cana-1548	95	16	0	0	NUM
cana-1548	95	17	708	708	NUM
cana-1548	95	18	st	st	NOUN
cana-1548	95	19	1	1	NUM
cana-1548	95	20	108	108	NUM
cana-1548	95	21	54	54	NUM
cana-1548	95	22	102	102	NUM
cana-1548	95	23	0	0	NUM
cana-1548	95	24	265	265	NUM
cana-1548	95	25	mi.d	mi.d	NOUN
cana-1548	95	26	5	5	NUM
cana-1548	95	27	331	331	NUM
cana-1548	95	28	104	104	NUM
cana-1548	95	29	297	297	NUM
cana-1548	95	30	0	0	NUM
cana-1548	95	31	737	737	NUM
cana-1548	95	32	ma.d	ma.d	NOUN
cana-1548	95	33	0	0	NUM
cana-1548	95	34	0	0	NUM
cana-1548	95	35	0	0	NUM
cana-1548	95	36	1	1	NUM
cana-1548	95	37	0	0	NUM
cana-1548	95	38	1	1	NUM
cana-1548	95	39	as	as	ADP
cana-1548	95	40	a	a	DET
cana-1548	95	41	result	result	NOUN
cana-1548	95	42	,	,	PUNCT
cana-1548	95	43	using	use	VERB
cana-1548	95	44	table	table	NOUN
cana-1548	95	45	2	2	NUM
cana-1548	95	46	,	,	PUNCT
cana-1548	95	47	the	the	DET
cana-1548	95	48	necessary	necessary	ADJ
cana-1548	95	49	tpm	tpm	PROPN
cana-1548	95	50	is	be	AUX
cana-1548	95	51	discovered	discover	VERB
cana-1548	95	52	in	in	ADP
cana-1548	95	53	the	the	DET
cana-1548	95	54	matrix	matrix	NOUN
cana-1548	95	55	shown	show	VERB
cana-1548	95	56	below	below	ADV
cana-1548	95	57	.	.	PUNCT
cana-1548	96	1	𝑌	𝑌	PROPN
cana-1548	96	2	=	=	PUNCT
cana-1548	96	3	[	[	PUNCT
cana-1548	96	4	0.083	0.083	NUM
cana-1548	96	5	0.416	0.416	NUM
cana-1548	96	6	0.166	0.166	NUM
cana-1548	96	7	0.007	0.007	NUM
cana-1548	96	8	0.374	0.374	NUM
cana-1548	96	9	0.148	0.148	NUM
cana-1548	96	10	0.003	0.003	NUM
cana-1548	96	11	0.408	0.408	NUM
cana-1548	96	12	0.203	0.203	NUM
cana-1548	96	13	0.250	0.250	NUM
cana-1548	96	14	0.083	0.083	NUM
cana-1548	96	15	0.470	0.470	NUM
cana-1548	96	16	0	0	NUM
cana-1548	96	17	0.385	0.385	NUM
cana-1548	96	18	0	0	NUM
cana-1548	96	19	0.006	0.006	NUM
cana-1548	96	20	0.449	0.449	NUM
cana-1548	96	21	0.141	0.141	NUM
cana-1548	96	22	0	0	NUM
cana-1548	96	23	0	0	NUM
cana-1548	96	24	0	0	NUM
cana-1548	96	25	0.402	0.402	NUM
cana-1548	96	26	0	0	NUM
cana-1548	96	27	0	0	NUM
cana-1548	96	28	0	0	NUM
cana-1548	96	29	]	]	PUNCT
cana-1548	96	30	the	the	DET
cana-1548	96	31	higher	high	ADJ
cana-1548	96	32	-	-	PUNCT
cana-1548	96	33	order	order	NOUN
cana-1548	96	34	sbis	sbis	NOUN
cana-1548	96	35	that	that	PRON
cana-1548	96	36	attain	attain	VERB
cana-1548	96	37	the	the	DET
cana-1548	96	38	stationary	stationary	ADJ
cana-1548	96	39	probability	probability	NOUN
cana-1548	96	40	distribution	distribution	NOUN
cana-1548	96	41	of	of	ADP
cana-1548	96	42	sbi	sbi	PROPN
cana-1548	96	43	are	be	AUX
cana-1548	96	44	identified	identify	VERB
cana-1548	96	45	in	in	ADP
cana-1548	96	46	order	order	NOUN
cana-1548	96	47	to	to	PART
cana-1548	96	48	determine	determine	VERB
cana-1548	96	49	the	the	DET
cana-1548	96	50	long	long	ADV
cana-1548	96	51	-	-	PUNCT
cana-1548	96	52	run	run	NOUN
cana-1548	96	53	behaviour	behaviour	NOUN
cana-1548	96	54	of	of	ADP
cana-1548	96	55	sbi	sbi	PROPN
cana-1548	96	56	.	.	PUNCT
cana-1548	97	1	below	below	ADV
cana-1548	97	2	is	be	AUX
cana-1548	97	3	given	give	VERB
cana-1548	97	4	the	the	DET
cana-1548	97	5	stationary	stationary	ADJ
cana-1548	97	6	probability	probability	NOUN
cana-1548	97	7	distribution	distribution	NOUN
cana-1548	97	8	:	:	PUNCT
cana-1548	97	9	𝑌6	𝑌6	X
cana-1548	97	10	=	=	PUNCT
cana-1548	97	11	[	[	PUNCT
cana-1548	97	12	0.006	0.006	NUM
cana-1548	97	13	0.411	0.411	NUM
cana-1548	97	14	0.153	0.153	NUM
cana-1548	97	15	0.006	0.006	NUM
cana-1548	97	16	0.411	0.411	NUM
cana-1548	97	17	0.153	0.153	NUM
cana-1548	97	18	0.006	0.006	NUM
cana-1548	97	19	0.411	0.411	NUM
cana-1548	97	20	0.153	0.153	NUM
cana-1548	97	21	0.427	0.427	NUM
cana-1548	97	22	0	0	NUM
cana-1548	97	23	0.427	0.427	NUM
cana-1548	97	24	0	0	NUM
cana-1548	98	1	0.427	0.427	NUM
cana-1548	98	2	0	0	NUM
cana-1548	98	3	0.006	0.006	NUM
cana-1548	98	4	0.411	0.411	NUM
cana-1548	98	5	0.153	0.153	NUM
cana-1548	98	6	0	0	NUM
cana-1548	98	7	0	0	NUM
cana-1548	98	8	0	0	NUM
cana-1548	98	9	0.427	0.427	NUM
cana-1548	98	10	0	0	NUM
cana-1548	98	11	0	0	NUM
cana-1548	98	12	0	0	NUM
cana-1548	98	13	]	]	PUNCT
cana-1548	98	14	=	=	PUNCT
cana-1548	98	15	y7	y7	NOUN
cana-1548	98	16	=	=	PUNCT
cana-1548	98	17	y8	y8	PROPN
cana-1548	98	18	=	=	PROPN
cana-1548	98	19	y9	y9	PROPN
cana-1548	98	20	=	=	SYM
cana-1548	98	21	⋯	⋯	PROPN
cana-1548	98	22	…	…	PUNCT
cana-1548	98	23	=	=	SYM
cana-1548	99	1	y𝑛.	y𝑛.	PROPN
cana-1548	99	2	the	the	DET
cana-1548	99	3	stationary	stationary	ADJ
cana-1548	99	4	condition	condition	NOUN
cana-1548	99	5	is	be	AUX
cana-1548	99	6	reached	reach	VERB
cana-1548	99	7	at	at	ADP
cana-1548	99	8	step	step	NOUN
cana-1548	99	9	6	6	NUM
cana-1548	99	10	,	,	PUNCT
cana-1548	99	11	demonstrating	demonstrate	VERB
cana-1548	99	12	that	that	SCONJ
cana-1548	99	13	the	the	DET
cana-1548	99	14	tpm	tpm	PROPN
cana-1548	99	15	of	of	ADP
cana-1548	99	16	a	a	DET
cana-1548	99	17	markov	markov	NOUN
cana-1548	99	18	chain	chain	NOUN
cana-1548	99	19	reaches	reach	VERB
cana-1548	99	20	equilibrium	equilibrium	NOUN
cana-1548	99	21	after	after	ADP
cana-1548	99	22	the	the	DET
cana-1548	99	23	sixth	sixth	ADJ
cana-1548	99	24	trading	trading	NOUN
cana-1548	99	25	day	day	NOUN
cana-1548	99	26	that	that	PRON
cana-1548	99	27	wo	will	AUX
cana-1548	99	28	n't	not	PART
cana-1548	99	29	change	change	VERB
cana-1548	99	30	for	for	ADP
cana-1548	99	31	the	the	DET
cana-1548	99	32	following	follow	VERB
cana-1548	99	33	consecutive	consecutive	ADJ
cana-1548	99	34	trading	trading	NOUN
cana-1548	99	35	days	day	NOUN
cana-1548	99	36	.	.	PUNCT
cana-1548	100	1	the	the	DET
cana-1548	100	2	sbi	sbi	PROPN
cana-1548	100	3	share	share	NOUN
cana-1548	100	4	price	price	NOUN
cana-1548	100	5	share	share	NOUN
cana-1548	100	6	states	state	NOUN
cana-1548	100	7	'	'	PART
cana-1548	100	8	state	state	NOUN
cana-1548	100	9	probability	probability	NOUN
cana-1548	100	10	distribution	distribution	NOUN
cana-1548	100	11	for	for	ADP
cana-1548	100	12	the	the	DET
cana-1548	100	13	1725th	1725th	ADJ
cana-1548	100	14	day	day	NOUN
cana-1548	100	15	will	will	AUX
cana-1548	100	16	be	be	AUX
cana-1548	100	17	(	(	PUNCT
cana-1548	100	18	1	1	X
cana-1548	100	19	)	)	PUNCT
cana-1548	100	20	=	=	SYM
cana-1548	100	21	(	(	PUNCT
cana-1548	100	22	0)y	0)y	NOUN
cana-1548	100	23	=	=	PUNCT
cana-1548	101	1	[	[	PUNCT
cana-1548	101	2	0.0069647	0.0069647	NUM
cana-1548	101	3	0.41147001	0.41147001	NUM
cana-1548	101	4	0.1537983	0.1537983	NUM
cana-1548	101	5	0.4271870	0.4271870	NUM
cana-1548	101	6	0.0005800	0.0005800	NUM
cana-1548	101	7	]	]	PUNCT
cana-1548	101	8	since	since	SCONJ
cana-1548	101	9	𝛼(𝑛+1	𝛼(𝑛+1	NOUN
cana-1548	101	10	)	)	PUNCT
cana-1548	101	11	=	=	SYM
cana-1548	101	12	𝛼(0	𝛼(0	PROPN
cana-1548	101	13	)	)	PUNCT
cana-1548	101	14	y.	y.	NOUN
cana-1548	101	15	according	accord	VERB
cana-1548	101	16	to	to	ADP
cana-1548	101	17	this	this	DET
cana-1548	101	18	probability	probability	NOUN
cana-1548	101	19	distribution	distribution	NOUN
cana-1548	101	20	,	,	PUNCT
cana-1548	101	21	the	the	DET
cana-1548	101	22	share	share	NOUN
cana-1548	101	23	prices	price	NOUN
cana-1548	101	24	of	of	ADP
cana-1548	101	25	sbi	sbi	PROPN
cana-1548	101	26	have	have	VERB
cana-1548	101	27	a	a	DET
cana-1548	101	28	0.41	0.41	NUM
cana-1548	101	29	chance	chance	NOUN
cana-1548	101	30	of	of	ADP
cana-1548	101	31	achieving	achieve	VERB
cana-1548	101	32	minimum	minimum	ADJ
cana-1548	101	33	achievement	achievement	NOUN
cana-1548	101	34	(	(	PUNCT
cana-1548	101	35	mi.a	mi.a	NOUN
cana-1548	101	36	)	)	PUNCT
cana-1548	101	37	compared	compare	VERB
cana-1548	101	38	to	to	ADP
cana-1548	101	39	before	before	ADP
cana-1548	101	40	opening	open	VERB
cana-1548	101	41	share	share	NOUN
cana-1548	101	42	price	price	NOUN
cana-1548	101	43	on	on	ADP
cana-1548	101	44	the	the	DET
cana-1548	101	45	1725th	1725th	ADJ
cana-1548	101	46	day	day	NOUN
cana-1548	101	47	in	in	ADP
cana-1548	101	48	the	the	DET
cana-1548	101	49	future	future	NOUN
cana-1548	101	50	.	.	PUNCT
cana-1548	102	1	the	the	DET
cana-1548	102	2	state	state	NOUN
cana-1548	102	3	probabilities	probability	NOUN
cana-1548	102	4	for	for	ADP
cana-1548	102	5	the	the	DET
cana-1548	102	6	days	day	NOUN
cana-1548	102	7	1726	1726	NUM
cana-1548	102	8	,	,	PUNCT
cana-1548	102	9	1727	1727	NUM
cana-1548	102	10	,	,	PUNCT
cana-1548	102	11	1728	1728	NUM
cana-1548	102	12	,	,	PUNCT
cana-1548	102	13	and	and	CCONJ
cana-1548	102	14	1729	1729	NUM
cana-1548	102	15	are	be	AUX
cana-1548	102	16	also	also	ADV
cana-1548	102	17	calculated	calculate	VERB
cana-1548	102	18	and	and	CCONJ
cana-1548	102	19	provided	provide	VERB
cana-1548	102	20	in	in	ADP
cana-1548	102	21	the	the	DET
cana-1548	102	22	following	follow	VERB
cana-1548	102	23	table	table	NOUN
cana-1548	102	24	.	.	PUNCT
cana-1548	103	1	table	table	NOUN
cana-1548	103	2	3	3	NUM
cana-1548	103	3	.	.	PUNCT
cana-1548	103	4	day	day	NOUN
cana-1548	103	5	-	-	PUNCT
cana-1548	103	6	by	by	ADP
cana-1548	103	7	-	-	PUNCT
cana-1548	103	8	day	day	NOUN
cana-1548	103	9	probabilities	probability	NOUN
cana-1548	103	10	for	for	ADP
cana-1548	103	11	the	the	DET
cana-1548	103	12	future	future	ADJ
cana-1548	103	13	𝛼(2	𝛼(2	NOUN
cana-1548	103	14	)	)	PUNCT
cana-1548	103	15	0.006	0.006	NUM
cana-1548	103	16	0.411	0.411	NUM
cana-1548	103	17	0.153	0.153	NUM
cana-1548	103	18	0.427	0.427	NUM
cana-1548	103	19	0	0	NUM
cana-1548	104	1	𝛼(3	𝛼(3	NOUN
cana-1548	104	2	)	)	PUNCT
cana-1548	104	3	0.006	0.006	NUM
cana-1548	104	4	0.411	0.411	NUM
cana-1548	104	5	0.153	0.153	NUM
cana-1548	104	6	0.427	0.427	NUM
cana-1548	104	7	0	0	NUM
cana-1548	104	8	𝛼(4	𝛼(4	NOUN
cana-1548	104	9	)	)	PUNCT
cana-1548	104	10	0.006	0.006	NUM
cana-1548	104	11	0.411	0.411	NUM
cana-1548	104	12	0.153	0.153	NUM
cana-1548	104	13	0.427	0.427	NUM
cana-1548	104	14	0	0	NUM
cana-1548	105	1	𝛼(5	𝛼(5	NOUN
cana-1548	105	2	)	)	PUNCT
cana-1548	105	3	0.006	0.006	NUM
cana-1548	105	4	0.411	0.411	NUM
cana-1548	105	5	0.153	0.153	NUM
cana-1548	105	6	0.427	0.427	NUM
cana-1548	105	7	0	0	NUM
cana-1548	106	1	the	the	DET
cana-1548	106	2	anticipated	anticipate	VERB
cana-1548	106	3	amount	amount	NOUN
cana-1548	106	4	of	of	ADP
cana-1548	106	5	trips	trip	NOUN
cana-1548	106	6	to	to	ADP
cana-1548	106	7	state	state	PROPN
cana-1548	106	8	j	j	PROPN
cana-1548	106	9	is	be	AUX
cana-1548	106	10	𝜎𝑗𝑗	𝜎𝑗𝑗	NOUN
cana-1548	106	11	=	=	NOUN
cana-1548	106	12	∑𝑛−1	∑𝑛−1	PROPN
cana-1548	106	13	y𝑘	y𝑘	ADP
cana-1548	106	14	and	and	CCONJ
cana-1548	106	15	the	the	DET
cana-1548	106	16	anticipated	anticipated	ADJ
cana-1548	106	17	duration	duration	NOUN
cana-1548	106	18	to	to	PART
cana-1548	106	19	go	go	VERB
cana-1548	106	20	back	back	ADV
cana-1548	106	21	to	to	ADP
cana-1548	106	22	state	state	PROPN
cana-1548	106	23	j	j	PROPN
cana-1548	106	24	from	from	ADP
cana-1548	106	25	state	state	PROPN
cana-1548	106	26	j	j	PROPN
cana-1548	106	27	is	be	AUX
cana-1548	106	28	𝜎𝑗𝑗	𝜎𝑗𝑗	NOUN
cana-1548	106	29	=	=	SYM
cana-1548	106	30	1/	1/	NUM
cana-1548	106	31	𝛼𝑗	𝛼𝑗	NOUN
cana-1548	106	32	where	where	SCONJ
cana-1548	106	33	j	j	PROPN
cana-1548	106	34	=	=	SYM
cana-1548	106	35	1	1	NUM
cana-1548	106	36	,	,	PUNCT
cana-1548	106	37	2	2	NUM
cana-1548	106	38	,	,	PUNCT
cana-1548	106	39	3	3	NUM
cana-1548	106	40	,	,	PUNCT
cana-1548	106	41	or	or	CCONJ
cana-1548	106	42	4	4	NUM
cana-1548	106	43	.	.	PUNCT
cana-1548	107	1	the	the	DET
cana-1548	107	2	number	number	NOUN
cana-1548	107	3	of	of	ADP
cana-1548	107	4	visits	visit	NOUN
cana-1548	107	5	to	to	ADP
cana-1548	107	6	a	a	DET
cana-1548	107	7	particular	particular	ADJ
cana-1548	107	8	state	state	NOUN
cana-1548	107	9	in	in	ADP
cana-1548	107	10	five	five	NUM
cana-1548	107	11	trading	trading	NOUN
cana-1548	107	12	days	day	NOUN
cana-1548	107	13	for	for	ADP
cana-1548	107	14	sbi	sbi	PROPN
cana-1548	107	15	is	be	AUX
cana-1548	107	16	therefore	therefore	ADV
cana-1548	107	17	as	as	SCONJ
cana-1548	107	18	follows	follow	VERB
cana-1548	107	19	:	:	PUNCT
cana-1548	107	20	𝜎𝑖𝑗(5	𝜎𝑖𝑗(5	NUM
cana-1548	107	21	)	)	PUNCT
cana-1548	108	1	=	=	PUNCT
cana-1548	108	2	[	[	PUNCT
cana-1548	108	3	0.116	0.116	NUM
cana-1548	108	4	2.022	2.022	NUM
cana-1548	108	5	0.771	0.771	NUM
cana-1548	108	6	0.034	0.034	NUM
cana-1548	108	7	2.023	2.023	NUM
cana-1548	108	8	0.762	0.762	NUM
cana-1548	108	9	0.031	0.031	NUM
cana-1548	108	10	2.052	2.052	NUM
cana-1548	108	11	0.822	0.822	NUM
cana-1548	108	12	1.997	1.997	NUM
cana-1548	108	13	0	0	NUM
cana-1548	108	14	2.176	2.176	NUM
cana-1548	108	15	0	0	NUM
cana-1548	108	16	2.092	2.092	NUM
cana-1548	108	17	0	0	NUM
cana-1548	108	18	0.003	0.003	NUM
cana-1548	108	19	2.093	2.093	NUM
cana-1548	108	20	0.755	0.755	NUM
cana-1548	108	21	0	0	NUM
cana-1548	108	22	1.681	1.681	NUM
cana-1548	108	23	0.6	0.6	NUM
cana-1548	108	24	2.114	2.114	NUM
cana-1548	108	25	0	0	NUM
cana-1548	108	26	2.686	2.686	NUM
cana-1548	108	27	0	0	NUM
cana-1548	108	28	]	]	PUNCT
cana-1548	108	29	communications	communication	NOUN
cana-1548	108	30	on	on	ADP
cana-1548	108	31	applied	apply	VERB
cana-1548	108	32	nonlinear	nonlinear	ADJ
cana-1548	108	33	analysis	analysis	NOUN
cana-1548	108	34	issn	issn	NOUN
cana-1548	108	35	:	:	PUNCT
cana-1548	108	36	1074	1074	NUM
cana-1548	108	37	-	-	PUNCT
cana-1548	108	38	133x	133x	NUM
cana-1548	108	39	vol	vol	NOUN
cana-1548	108	40	31	31	NUM
cana-1548	108	41	no	no	NOUN
cana-1548	108	42	.	.	PUNCT
cana-1548	109	1	8s	8s	PROPN
cana-1548	109	2	(	(	PUNCT
cana-1548	109	3	2024	2024	NUM
cana-1548	109	4	)	)	PUNCT
cana-1548	109	5	562	562	NUM
cana-1548	109	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1548	109	7	the	the	DET
cana-1548	109	8	initial	initial	ADJ
cana-1548	109	9	row	row	NOUN
cana-1548	109	10	of	of	ADP
cana-1548	109	11	the	the	DET
cana-1548	109	12	matrix	matrix	NOUN
cana-1548	109	13	shows	show	VERB
cana-1548	109	14	that	that	SCONJ
cana-1548	109	15	if	if	SCONJ
cana-1548	109	16	the	the	DET
cana-1548	109	17	sbi	sbi	NOUN
cana-1548	109	18	share	share	NOUN
cana-1548	109	19	price	price	NOUN
cana-1548	109	20	starts	start	NOUN
cana-1548	109	21	at	at	ADP
cana-1548	109	22	ma.a	ma.a	PROPN
cana-1548	109	23	on	on	ADP
cana-1548	109	24	each	each	PRON
cana-1548	109	25	of	of	ADP
cana-1548	109	26	the	the	DET
cana-1548	109	27	five	five	NUM
cana-1548	109	28	trading	trading	NOUN
cana-1548	109	29	days	day	NOUN
cana-1548	109	30	,	,	PUNCT
cana-1548	109	31	the	the	DET
cana-1548	109	32	average	average	ADJ
cana-1548	109	33	number	number	NOUN
cana-1548	109	34	of	of	ADP
cana-1548	109	35	visits	visit	NOUN
cana-1548	109	36	the	the	DET
cana-1548	109	37	chain	chain	NOUN
cana-1548	109	38	makes	make	VERB
cana-1548	109	39	to	to	ADP
cana-1548	109	40	ma.a	ma.a	PROPN
cana-1548	109	41	,	,	PUNCT
cana-1548	109	42	mi.a	mi.a	PROPN
cana-1548	109	43	,	,	PUNCT
cana-1548	109	44	st	st	PROPN
cana-1548	109	45	,	,	PUNCT
cana-1548	109	46	mi.d	mi.d	PROPN
cana-1548	109	47	,	,	PUNCT
cana-1548	109	48	and	and	CCONJ
cana-1548	109	49	ma.d	ma.d	NOUN
cana-1548	109	50	are	be	AUX
cana-1548	109	51	0.1	0.1	NUM
cana-1548	109	52	,	,	PUNCT
cana-1548	109	53	2.01	2.01	NUM
cana-1548	109	54	,	,	PUNCT
cana-1548	109	55	0.76	0.76	NUM
cana-1548	109	56	,	,	PUNCT
cana-1548	109	57	1.98	1.98	NUM
cana-1548	109	58	,	,	PUNCT
cana-1548	109	59	and	and	CCONJ
cana-1548	109	60	0.08	0.08	NUM
cana-1548	109	61	,	,	PUNCT
cana-1548	109	62	respectively	respectively	ADV
cana-1548	109	63	.	.	PUNCT
cana-1548	110	1	now	now	ADV
cana-1548	110	2	we	we	PRON
cana-1548	110	3	have	have	VERB
cana-1548	110	4	𝜎(𝑀𝑖.𝐴,𝑀𝑖.𝐴	𝜎(𝑀𝑖.𝐴,𝑀𝑖.𝐴	NUM
cana-1548	110	5	)	)	PUNCT
cana-1548	111	1	=	=	SYM
cana-1548	112	1	1/0.411	1/0.411	NOUN
cana-1548	112	2	=	=	SYM
cana-1548	112	3	2.4from	2.4from	NUM
cana-1548	112	4	the	the	DET
cana-1548	112	5	stationary	stationary	ADJ
cana-1548	112	6	probability	probability	NOUN
cana-1548	112	7	matrix	matrix	NOUN
cana-1548	112	8	.	.	PUNCT
cana-1548	113	1	the	the	DET
cana-1548	113	2	chain	chain	NOUN
cana-1548	113	3	for	for	ADP
cana-1548	113	4	sbi	sbi	PROPN
cana-1548	113	5	stock	stock	NOUN
cana-1548	113	6	prices	price	NOUN
cana-1548	113	7	visits	visit	VERB
cana-1548	113	8	the	the	DET
cana-1548	113	9	state	state	NOUN
cana-1548	113	10	of	of	ADP
cana-1548	113	11	mi.a	mi.a	NOUN
cana-1548	113	12	on	on	ADP
cana-1548	113	13	average	average	ADJ
cana-1548	113	14	every	every	DET
cana-1548	113	15	2	2	NUM
cana-1548	113	16	days	day	NOUN
cana-1548	113	17	or	or	CCONJ
cana-1548	113	18	so	so	ADV
cana-1548	113	19	,	,	PUNCT
cana-1548	113	20	according	accord	VERB
cana-1548	113	21	to	to	ADP
cana-1548	113	22	the	the	DET
cana-1548	113	23	anticipated	anticipate	VERB
cana-1548	113	24	first	first	ADV
cana-1548	113	25	reaching	reach	VERB
cana-1548	113	26	time	time	NOUN
cana-1548	113	27	to	to	ADP
cana-1548	113	28	the	the	DET
cana-1548	113	29	state	state	NOUN
cana-1548	113	30	of	of	ADP
cana-1548	113	31	mi.a	mi.a	NOUN
cana-1548	113	32	from	from	ADP
cana-1548	113	33	the	the	DET
cana-1548	113	34	state	state	NOUN
cana-1548	113	35	of	of	ADP
cana-1548	113	36	mi.a	mi.a	NOUN
cana-1548	113	37	.	.	PUNCT
cana-1548	114	1	the	the	DET
cana-1548	114	2	anticipated	anticipate	VERB
cana-1548	114	3	return	return	NOUN
cana-1548	114	4	time	time	NOUN
cana-1548	114	5	to	to	ADP
cana-1548	114	6	each	each	DET
cana-1548	114	7	state	state	NOUN
cana-1548	114	8	can	can	AUX
cana-1548	114	9	also	also	ADV
cana-1548	114	10	be	be	AUX
cana-1548	114	11	discovered	discover	VERB
cana-1548	114	12	.	.	PUNCT
cana-1548	115	1	4.results	4.result	NOUN
cana-1548	115	2	and	and	CCONJ
cana-1548	115	3	conclusion	conclusion	NOUN
cana-1548	115	4	:	:	PUNCT
cana-1548	115	5	because	because	SCONJ
cana-1548	115	6	stock	stock	NOUN
cana-1548	115	7	market	market	NOUN
cana-1548	115	8	investors	investor	NOUN
cana-1548	115	9	often	often	ADV
cana-1548	115	10	do	do	AUX
cana-1548	115	11	not	not	PART
cana-1548	115	12	trade	trade	VERB
cana-1548	115	13	every	every	DET
cana-1548	115	14	day	day	NOUN
cana-1548	115	15	,	,	PUNCT
cana-1548	115	16	it	it	PRON
cana-1548	115	17	is	be	AUX
cana-1548	115	18	more	more	ADV
cana-1548	115	19	crucial	crucial	ADJ
cana-1548	115	20	to	to	PART
cana-1548	115	21	know	know	VERB
cana-1548	115	22	when	when	SCONJ
cana-1548	115	23	to	to	PART
cana-1548	115	24	buy	buy	VERB
cana-1548	115	25	and	and	CCONJ
cana-1548	115	26	sell	sell	VERB
cana-1548	115	27	stocks	stock	NOUN
cana-1548	115	28	versus	versus	ADP
cana-1548	115	29	predicting	predict	VERB
cana-1548	115	30	daily	daily	ADJ
cana-1548	115	31	price	price	NOUN
cana-1548	115	32	fluctuation	fluctuation	NOUN
cana-1548	115	33	.	.	PUNCT
cana-1548	116	1	investors	investor	NOUN
cana-1548	116	2	who	who	PRON
cana-1548	116	3	trade	trade	VERB
cana-1548	116	4	their	their	PRON
cana-1548	116	5	stocks	stock	NOUN
cana-1548	116	6	daily	daily	ADV
cana-1548	116	7	are	be	AUX
cana-1548	116	8	hit	hit	VERB
cana-1548	116	9	with	with	ADP
cana-1548	116	10	astronomical	astronomical	ADJ
cana-1548	116	11	trading	trading	NOUN
cana-1548	116	12	costs	cost	NOUN
cana-1548	116	13	.	.	PUNCT
cana-1548	117	1	the	the	DET
cana-1548	117	2	goal	goal	NOUN
cana-1548	117	3	of	of	ADP
cana-1548	117	4	market	market	NOUN
cana-1548	117	5	timing	timing	NOUN
cana-1548	117	6	as	as	ADP
cana-1548	117	7	an	an	DET
cana-1548	117	8	investment	investment	NOUN
cana-1548	117	9	technique	technique	NOUN
cana-1548	117	10	is	be	AUX
cana-1548	117	11	to	to	PART
cana-1548	117	12	generate	generate	VERB
cana-1548	117	13	an	an	DET
cana-1548	117	14	extra	extra	ADJ
cana-1548	117	15	return	return	NOUN
cana-1548	117	16	.	.	PUNCT
cana-1548	118	1	in	in	ADP
cana-1548	118	2	the	the	DET
cana-1548	118	3	past	past	NOUN
cana-1548	118	4	,	,	PUNCT
cana-1548	118	5	excess	excess	ADJ
cana-1548	118	6	return	return	NOUN
cana-1548	118	7	has	have	AUX
cana-1548	118	8	been	be	AUX
cana-1548	118	9	attained	attain	VERB
cana-1548	118	10	by	by	ADP
cana-1548	118	11	alternating	alternate	VERB
cana-1548	118	12	between	between	ADP
cana-1548	118	13	asset	asset	NOUN
cana-1548	118	14	classes	class	NOUN
cana-1548	118	15	ahead	ahead	ADV
cana-1548	118	16	of	of	ADP
cana-1548	118	17	significant	significant	ADJ
cana-1548	118	18	stock	stock	NOUN
cana-1548	118	19	market	market	NOUN
cana-1548	118	20	turning	turning	NOUN
cana-1548	118	21	periods	period	NOUN
cana-1548	118	22	.	.	PUNCT
cana-1548	119	1	furthermore	furthermore	ADV
cana-1548	119	2	,	,	PUNCT
cana-1548	119	3	even	even	ADV
cana-1548	119	4	though	though	SCONJ
cana-1548	119	5	there	there	PRON
cana-1548	119	6	are	be	VERB
cana-1548	119	7	an	an	DET
cana-1548	119	8	endless	endless	ADJ
cana-1548	119	9	number	number	NOUN
cana-1548	119	10	of	of	ADP
cana-1548	119	11	trading	trading	NOUN
cana-1548	119	12	rules	rule	NOUN
cana-1548	119	13	that	that	PRON
cana-1548	119	14	might	might	AUX
cana-1548	119	15	be	be	AUX
cana-1548	119	16	used	use	VERB
cana-1548	119	17	,	,	PUNCT
cana-1548	119	18	it	it	PRON
cana-1548	119	19	appears	appear	VERB
cana-1548	119	20	that	that	SCONJ
cana-1548	119	21	only	only	ADV
cana-1548	119	22	a	a	DET
cana-1548	119	23	small	small	ADJ
cana-1548	119	24	number	number	NOUN
cana-1548	119	25	of	of	ADP
cana-1548	119	26	them	they	PRON
cana-1548	119	27	would	would	AUX
cana-1548	119	28	have	have	AUX
cana-1548	119	29	resulted	result	VERB
cana-1548	119	30	in	in	ADP
cana-1548	119	31	a	a	DET
cana-1548	119	32	profit	profit	NOUN
cana-1548	119	33	.	.	PUNCT
cana-1548	120	1	in	in	ADP
cana-1548	120	2	order	order	NOUN
cana-1548	120	3	to	to	PART
cana-1548	120	4	analyse	analyse	VERB
cana-1548	120	5	and	and	CCONJ
cana-1548	120	6	assess	assess	VERB
cana-1548	120	7	the	the	DET
cana-1548	120	8	predicting	predict	VERB
cana-1548	120	9	accuracy	accuracy	NOUN
cana-1548	120	10	of	of	ADP
cana-1548	120	11	the	the	DET
cana-1548	120	12	mc	mc	PROPN
cana-1548	120	13	model	model	NOUN
cana-1548	120	14	in	in	ADP
cana-1548	120	15	the	the	DET
cana-1548	120	16	setting	setting	NOUN
cana-1548	120	17	of	of	ADP
cana-1548	120	18	the	the	DET
cana-1548	120	19	indian	indian	ADJ
cana-1548	120	20	stock	stock	NOUN
cana-1548	120	21	market	market	NOUN
cana-1548	120	22	,	,	PUNCT
cana-1548	120	23	we	we	PRON
cana-1548	120	24	applied	apply	VERB
cana-1548	120	25	a	a	DET
cana-1548	120	26	first	first	ADJ
cana-1548	120	27	order	order	NOUN
cana-1548	120	28	discrete	discrete	ADJ
cana-1548	120	29	time	time	NOUN
cana-1548	120	30	mc	mc	PROPN
cana-1548	120	31	model	model	NOUN
cana-1548	120	32	to	to	ADP
cana-1548	120	33	the	the	DET
cana-1548	120	34	historical	historical	ADJ
cana-1548	120	35	stock	stock	NOUN
cana-1548	120	36	prices	price	NOUN
cana-1548	120	37	of	of	ADP
cana-1548	120	38	a	a	DET
cana-1548	120	39	state	state	NOUN
cana-1548	120	40	bank	bank	PROPN
cana-1548	120	41	of	of	ADP
cana-1548	120	42	india	india	PROPN
cana-1548	120	43	.	.	PUNCT
cana-1548	121	1	the	the	DET
cana-1548	121	2	movement	movement	NOUN
cana-1548	121	3	and	and	CCONJ
cana-1548	121	4	behaviour	behaviour	NOUN
cana-1548	121	5	of	of	ADP
cana-1548	121	6	the	the	DET
cana-1548	121	7	share	share	NOUN
cana-1548	121	8	price	price	NOUN
cana-1548	121	9	trend	trend	NOUN
cana-1548	121	10	in	in	ADP
cana-1548	121	11	probability	probability	NOUN
cana-1548	121	12	measurements	measurement	NOUN
cana-1548	121	13	is	be	AUX
cana-1548	121	14	explained	explain	VERB
cana-1548	121	15	by	by	ADP
cana-1548	121	16	the	the	DET
cana-1548	121	17	markov	markov	NOUN
cana-1548	121	18	chain	chain	NOUN
cana-1548	121	19	model	model	NOUN
cana-1548	121	20	.	.	PUNCT
cana-1548	122	1	the	the	DET
cana-1548	122	2	explanation	explanation	NOUN
cana-1548	122	3	of	of	ADP
cana-1548	122	4	ipv	ipv	PROPN
cana-1548	122	5	and	and	CCONJ
cana-1548	122	6	tpm	tpm	PROPN
cana-1548	122	7	shows	show	VERB
cana-1548	122	8	likelihood	likelihood	NOUN
cana-1548	122	9	of	of	ADP
cana-1548	122	10	the	the	DET
cana-1548	122	11	state	state	NOUN
cana-1548	122	12	ma.d	ma.d	NOUN
cana-1548	122	13	.	.	PUNCT
cana-1548	123	1	as	as	ADP
cana-1548	123	2	extremely	extremely	ADV
cana-1548	123	3	low	low	ADJ
cana-1548	123	4	,	,	PUNCT
cana-1548	123	5	illustrating	illustrate	VERB
cana-1548	123	6	market	market	NOUN
cana-1548	123	7	instability	instability	NOUN
cana-1548	123	8	.	.	PUNCT
cana-1548	124	1	the	the	DET
cana-1548	124	2	consequences	consequence	NOUN
cana-1548	124	3	regardless	regardless	ADV
cana-1548	124	4	of	of	ADP
cana-1548	124	5	sbi	sbi	PROPN
cana-1548	124	6	's	's	PART
cana-1548	124	7	initial	initial	ADJ
cana-1548	124	8	share	share	NOUN
cana-1548	124	9	price	price	NOUN
cana-1548	124	10	,	,	PUNCT
cana-1548	124	11	the	the	DET
cana-1548	124	12	stationary	stationary	ADJ
cana-1548	124	13	probability	probability	NOUN
cana-1548	124	14	matrix	matrix	NOUN
cana-1548	124	15	demonstrates	demonstrate	VERB
cana-1548	124	16	that	that	SCONJ
cana-1548	124	17	,	,	PUNCT
cana-1548	124	18	over	over	ADP
cana-1548	124	19	a	a	DET
cana-1548	124	20	long	long	ADJ
cana-1548	124	21	period	period	NOUN
cana-1548	124	22	of	of	ADP
cana-1548	124	23	time	time	NOUN
cana-1548	124	24	,	,	PUNCT
cana-1548	124	25	we	we	PRON
cana-1548	124	26	can	can	AUX
cana-1548	124	27	envisage	envisage	VERB
cana-1548	124	28	that	that	SCONJ
cana-1548	124	29	the	the	DET
cana-1548	124	30	share	share	NOUN
cana-1548	124	31	price	price	NOUN
cana-1548	124	32	for	for	SCONJ
cana-1548	124	33	it	it	PRON
cana-1548	124	34	would	would	AUX
cana-1548	124	35	increase	increase	VERB
cana-1548	124	36	.	.	PUNCT
cana-1548	125	1	would	would	AUX
cana-1548	125	2	reach	reach	VERB
cana-1548	125	3	its	its	PRON
cana-1548	125	4	highest	high	ADJ
cana-1548	125	5	achievement	achievement	NOUN
cana-1548	125	6	with	with	ADP
cana-1548	125	7	a	a	DET
cana-1548	125	8	probability	probability	NOUN
cana-1548	125	9	of	of	ADP
cana-1548	125	10	0.006	0.006	NUM
cana-1548	125	11	,	,	PUNCT
cana-1548	125	12	its	its	PRON
cana-1548	125	13	minimum	minimum	ADJ
cana-1548	125	14	achievement	achievement	NOUN
cana-1548	125	15	with	with	ADP
cana-1548	125	16	a	a	DET
cana-1548	125	17	chance	chance	NOUN
cana-1548	125	18	of	of	ADP
cana-1548	125	19	0.411	0.411	NUM
cana-1548	125	20	,	,	PUNCT
cana-1548	125	21	remain	remain	VERB
cana-1548	125	22	steady	steady	ADJ
cana-1548	125	23	with	with	ADP
cana-1548	125	24	a	a	DET
cana-1548	125	25	probability	probability	NOUN
cana-1548	125	26	of	of	ADP
cana-1548	125	27	0.153	0.153	NUM
cana-1548	125	28	,	,	PUNCT
cana-1548	125	29	and	and	CCONJ
cana-1548	125	30	experience	experience	VERB
cana-1548	125	31	the	the	DET
cana-1548	125	32	least	least	ADJ
cana-1548	125	33	amount	amount	NOUN
cana-1548	125	34	of	of	ADP
cana-1548	125	35	loss	loss	NOUN
cana-1548	125	36	.	.	PUNCT
cana-1548	126	1	maximum	maximum	ADJ
cana-1548	126	2	decline	decline	NOUN
cana-1548	126	3	has	have	VERB
cana-1548	126	4	a	a	DET
cana-1548	126	5	probability	probability	NOUN
cana-1548	126	6	of	of	ADP
cana-1548	126	7	0.00058	0.00058	NUM
cana-1548	126	8	,	,	PUNCT
cana-1548	126	9	minimum	minimum	ADJ
cana-1548	126	10	decline	decline	NOUN
cana-1548	126	11	has	have	VERB
cana-1548	126	12	a	a	DET
cana-1548	126	13	probability	probability	NOUN
cana-1548	126	14	of	of	ADP
cana-1548	126	15	0.427	0.427	NUM
cana-1548	126	16	,	,	PUNCT
cana-1548	126	17	and	and	CCONJ
cana-1548	126	18	stability	stability	NOUN
cana-1548	126	19	has	have	VERB
cana-1548	126	20	a	a	DET
cana-1548	126	21	probability	probability	NOUN
cana-1548	126	22	of	of	ADP
cana-1548	126	23	0.153	0.153	NUM
cana-1548	126	24	.	.	PUNCT
cana-1548	127	1	according	accord	VERB
cana-1548	127	2	to	to	ADP
cana-1548	127	3	the	the	DET
cana-1548	127	4	aforementioned	aforementioned	ADJ
cana-1548	127	5	findings	finding	NOUN
cana-1548	127	6	,	,	PUNCT
cana-1548	127	7	sbi	sbi	PROPN
cana-1548	127	8	's	's	PART
cana-1548	127	9	share	share	NOUN
cana-1548	127	10	prices	price	NOUN
cana-1548	127	11	are	be	AUX
cana-1548	127	12	less	less	ADV
cana-1548	127	13	likely	likely	ADJ
cana-1548	127	14	to	to	PART
cana-1548	127	15	experience	experience	VERB
cana-1548	127	16	a	a	DET
cana-1548	127	17	maximum	maximum	ADJ
cana-1548	127	18	decline	decline	NOUN
cana-1548	127	19	than	than	SCONJ
cana-1548	127	20	are	be	AUX
cana-1548	127	21	the	the	DET
cana-1548	127	22	share	share	NOUN
cana-1548	127	23	prices	price	NOUN
cana-1548	127	24	of	of	ADP
cana-1548	127	25	all	all	DET
cana-1548	127	26	other	other	ADJ
cana-1548	127	27	states	state	NOUN
cana-1548	127	28	that	that	PRON
cana-1548	127	29	are	be	AUX
cana-1548	127	30	still	still	ADV
cana-1548	127	31	in	in	ADP
cana-1548	127	32	existence	existence	NOUN
cana-1548	127	33	,	,	PUNCT
cana-1548	127	34	and	and	CCONJ
cana-1548	127	35	they	they	PRON
cana-1548	127	36	are	be	AUX
cana-1548	127	37	also	also	ADV
cana-1548	127	38	more	more	ADV
cana-1548	127	39	likely	likely	ADJ
cana-1548	127	40	to	to	PART
cana-1548	127	41	experience	experience	VERB
cana-1548	127	42	a	a	DET
cana-1548	127	43	minimum	minimum	ADJ
cana-1548	127	44	decline	decline	NOUN
cana-1548	127	45	than	than	ADP
cana-1548	127	46	all	all	DET
cana-1548	127	47	other	other	ADJ
cana-1548	127	48	states	state	NOUN
cana-1548	127	49	that	that	PRON
cana-1548	127	50	are	be	AUX
cana-1548	127	51	still	still	ADV
cana-1548	127	52	in	in	ADP
cana-1548	127	53	existence	existence	NOUN
cana-1548	127	54	.	.	PUNCT
cana-1548	128	1	consequently	consequently	ADV
cana-1548	128	2	,	,	PUNCT
cana-1548	128	3	we	we	PRON
cana-1548	128	4	may	may	AUX
cana-1548	128	5	say	say	VERB
cana-1548	128	6	that	that	SCONJ
cana-1548	128	7	investing	invest	VERB
cana-1548	128	8	in	in	ADP
cana-1548	128	9	sbi	sbi	PROPN
cana-1548	128	10	shares	share	NOUN
cana-1548	128	11	is	be	AUX
cana-1548	128	12	not	not	PART
cana-1548	128	13	a	a	DET
cana-1548	128	14	terrible	terrible	ADJ
cana-1548	128	15	choice	choice	NOUN
cana-1548	128	16	for	for	ADP
cana-1548	128	17	investors	investor	NOUN
cana-1548	128	18	because	because	SCONJ
cana-1548	128	19	there	there	PRON
cana-1548	128	20	is	be	VERB
cana-1548	128	21	a	a	DET
cana-1548	128	22	strong	strong	ADJ
cana-1548	128	23	likelihood	likelihood	NOUN
cana-1548	128	24	that	that	SCONJ
cana-1548	128	25	the	the	DET
cana-1548	128	26	minimal	minimal	ADJ
cana-1548	128	27	accomplishment	accomplishment	NOUN
cana-1548	128	28	will	will	AUX
cana-1548	128	29	occur	occur	VERB
cana-1548	128	30	,	,	PUNCT
cana-1548	128	31	if	if	SCONJ
cana-1548	128	32	the	the	DET
cana-1548	128	33	chain	chain	NOUN
cana-1548	128	34	is	be	AUX
cana-1548	128	35	in	in	ADP
cana-1548	128	36	the	the	DET
cana-1548	128	37	minimal	minimal	ADJ
cana-1548	128	38	achievement	achievement	NOUN
cana-1548	128	39	state	state	NOUN
cana-1548	128	40	,	,	PUNCT
cana-1548	128	41	it	it	PRON
cana-1548	128	42	will	will	AUX
cana-1548	128	43	reach	reach	VERB
cana-1548	128	44	the	the	DET
cana-1548	128	45	minimum	minimum	ADJ
cana-1548	128	46	achievement	achievement	NOUN
cana-1548	128	47	state	state	NOUN
cana-1548	128	48	after	after	ADP
cana-1548	128	49	two	two	NUM
cana-1548	128	50	days	day	NOUN
cana-1548	128	51	it	it	PRON
cana-1548	128	52	is	be	AUX
cana-1548	128	53	initially	initially	ADV
cana-1548	128	54	in	in	ADP
cana-1548	128	55	the	the	DET
cana-1548	128	56	state	state	NOUN
cana-1548	128	57	of	of	ADP
cana-1548	128	58	maximum	maximum	ADJ
cana-1548	128	59	decline	decline	NOUN
cana-1548	128	60	,	,	PUNCT
cana-1548	128	61	it	it	PRON
cana-1548	128	62	will	will	AUX
cana-1548	128	63	take	take	VERB
cana-1548	128	64	it	it	PRON
cana-1548	128	65	approximately	approximately	ADV
cana-1548	128	66	1724	1724	NUM
cana-1548	128	67	days	day	NOUN
cana-1548	128	68	to	to	PART
cana-1548	128	69	reach	reach	VERB
cana-1548	128	70	that	that	DET
cana-1548	128	71	state	state	NOUN
cana-1548	128	72	.	.	PUNCT
cana-1548	129	1	the	the	DET
cana-1548	129	2	creation	creation	NOUN
cana-1548	129	3	of	of	ADP
cana-1548	129	4	trading	trading	NOUN
cana-1548	129	5	systems	system	NOUN
cana-1548	129	6	using	use	VERB
cana-1548	129	7	historical	historical	ADJ
cana-1548	129	8	data	datum	NOUN
cana-1548	129	9	has	have	AUX
cana-1548	129	10	been	be	AUX
cana-1548	129	11	hotly	hotly	ADV
cana-1548	129	12	contested	contest	VERB
cana-1548	129	13	.	.	PUNCT
cana-1548	130	1	we	we	PRON
cana-1548	130	2	all	all	PRON
cana-1548	130	3	agree	agree	VERB
cana-1548	130	4	that	that	SCONJ
cana-1548	130	5	the	the	DET
cana-1548	130	6	future	future	NOUN
cana-1548	130	7	wo	will	AUX
cana-1548	130	8	n't	not	PART
cana-1548	130	9	exactly	exactly	ADV
cana-1548	130	10	resemble	resemble	VERB
cana-1548	130	11	the	the	DET
cana-1548	130	12	past	past	NOUN
cana-1548	130	13	,	,	PUNCT
cana-1548	130	14	but	but	CCONJ
cana-1548	130	15	a	a	DET
cana-1548	130	16	popular	popular	ADJ
cana-1548	130	17	investment	investment	NOUN
cana-1548	130	18	strategy	strategy	NOUN
cana-1548	130	19	is	be	AUX
cana-1548	130	20	to	to	PART
cana-1548	130	21	use	use	VERB
cana-1548	130	22	strategies	strategy	NOUN
cana-1548	130	23	that	that	PRON
cana-1548	130	24	appear	appear	VERB
cana-1548	130	25	to	to	PART
cana-1548	130	26	have	have	VERB
cana-1548	130	27	a	a	DET
cana-1548	130	28	good	good	ADJ
cana-1548	130	29	chance	chance	NOUN
cana-1548	130	30	of	of	ADP
cana-1548	130	31	succeeding	succeed	VERB
cana-1548	130	32	in	in	ADP
cana-1548	130	33	the	the	DET
cana-1548	130	34	future	future	NOUN
cana-1548	130	35	and	and	CCONJ
cana-1548	130	36	would	would	AUX
cana-1548	130	37	have	have	AUX
cana-1548	130	38	likely	likely	ADV
cana-1548	130	39	worked	work	VERB
cana-1548	130	40	well	well	ADV
cana-1548	130	41	in	in	ADP
cana-1548	130	42	the	the	DET
cana-1548	130	43	past	past	NOUN
cana-1548	130	44	.	.	PUNCT
cana-1548	131	1	acknowledgement	acknowledgement	NOUN
cana-1548	131	2	:	:	PUNCT
cana-1548	131	3	the	the	DET
cana-1548	131	4	authors	author	NOUN
cana-1548	131	5	are	be	AUX
cana-1548	131	6	grateful	grateful	ADJ
cana-1548	131	7	to	to	ADP
cana-1548	131	8	the	the	DET
cana-1548	131	9	anonymous	anonymous	ADJ
cana-1548	131	10	editor	editor	NOUN
cana-1548	131	11	and	and	CCONJ
cana-1548	131	12	reviewers	reviewer	NOUN
cana-1548	131	13	for	for	ADP
cana-1548	131	14	taking	take	VERB
cana-1548	131	15	the	the	DET
cana-1548	131	16	time	time	NOUN
cana-1548	131	17	and	and	CCONJ
cana-1548	131	18	effort	effort	NOUN
cana-1548	131	19	to	to	PART
cana-1548	131	20	review	review	VERB
cana-1548	131	21	the	the	DET
cana-1548	131	22	manuscript	manuscript	NOUN
cana-1548	131	23	.	.	PUNCT
cana-1548	132	1	we	we	PRON
cana-1548	132	2	sincerely	sincerely	ADV
cana-1548	132	3	appreciate	appreciate	VERB
cana-1548	132	4	all	all	DET
cana-1548	132	5	valuable	valuable	ADJ
cana-1548	132	6	comments	comment	NOUN
cana-1548	132	7	and	and	CCONJ
cana-1548	132	8	suggestions	suggestion	NOUN
cana-1548	132	9	which	which	PRON
cana-1548	132	10	helped	help	VERB
cana-1548	132	11	communications	communication	NOUN
cana-1548	132	12	on	on	ADP
cana-1548	132	13	applied	apply	VERB
cana-1548	132	14	nonlinear	nonlinear	ADJ
cana-1548	132	15	analysis	analysis	NOUN
cana-1548	132	16	issn	issn	NOUN
cana-1548	132	17	:	:	PUNCT
cana-1548	132	18	1074	1074	NUM
cana-1548	132	19	-	-	PUNCT
cana-1548	132	20	133x	133x	NUM
cana-1548	132	21	vol	vol	NOUN
cana-1548	132	22	31	31	NUM
cana-1548	132	23	no	no	NOUN
cana-1548	132	24	.	.	PUNCT
cana-1548	133	1	8s	8s	PROPN
cana-1548	133	2	(	(	PUNCT
cana-1548	133	3	2024	2024	NUM
cana-1548	133	4	)	)	PUNCT
cana-1548	133	5	563	563	NUM
cana-1548	133	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1548	133	7	us	we	PRON
cana-1548	133	8	improve	improve	VERB
cana-1548	133	9	the	the	DET
cana-1548	133	10	manuscript	manuscript	NOUN
cana-1548	133	11	’s	’s	PART
cana-1548	133	12	quality	quality	NOUN
cana-1548	133	13	.	.	PUNCT
cana-1548	134	1	the	the	DET
cana-1548	134	2	first	first	ADJ
cana-1548	134	3	author	author	NOUN
cana-1548	134	4	dedicates	dedicate	VERB
cana-1548	134	5	this	this	DET
cana-1548	134	6	research	research	NOUN
cana-1548	134	7	article	article	NOUN
cana-1548	134	8	to	to	ADP
cana-1548	134	9	his	his	PRON
cana-1548	134	10	beloved	beloved	ADJ
cana-1548	134	11	son	son	NOUN
cana-1548	134	12	“	"	PUNCT
cana-1548	134	13	m.midhush	m.midhush	X
cana-1548	134	14	”	"	PUNCT
cana-1548	134	15	.	.	PUNCT
cana-1548	135	1	funding	funding	NOUN
cana-1548	135	2	information	information	NOUN
cana-1548	135	3	:	:	PUNCT
cana-1548	135	4	this	this	DET
cana-1548	135	5	research	research	NOUN
cana-1548	135	6	received	receive	VERB
cana-1548	135	7	no	no	DET
cana-1548	135	8	specific	specific	ADJ
cana-1548	135	9	grant	grant	NOUN
cana-1548	135	10	from	from	ADP
cana-1548	135	11	any	any	DET
cana-1548	135	12	funding	funding	NOUN
cana-1548	135	13	agency	agency	NOUN
cana-1548	135	14	,	,	PUNCT
cana-1548	135	15	commercial	commercial	ADJ
cana-1548	135	16	or	or	CCONJ
cana-1548	135	17	non	non	ADJ
cana-1548	135	18	-	-	ADJ
cana-1548	135	19	profit	profit	ADJ
cana-1548	135	20	sectors	sector	NOUN
cana-1548	135	21	.	.	PUNCT
cana-1548	136	1	conflict	conflict	NOUN
cana-1548	136	2	of	of	ADP
cana-1548	136	3	interest	interest	NOUN
cana-1548	136	4	:	:	PUNCT
cana-1548	136	5	the	the	DET
cana-1548	136	6	authors	author	NOUN
cana-1548	136	7	have	have	VERB
cana-1548	136	8	no	no	DET
cana-1548	136	9	conflicts	conflict	NOUN
cana-1548	136	10	of	of	ADP
cana-1548	136	11	interest	interest	NOUN
cana-1548	136	12	to	to	PART
cana-1548	136	13	disclose	disclose	VERB
cana-1548	136	14	.	.	PUNCT
cana-1548	137	1	ethical	ethical	ADJ
cana-1548	137	2	approval	approval	NOUN
cana-1548	137	3	:	:	PUNCT
cana-1548	137	4	this	this	DET
cana-1548	137	5	research	research	NOUN
cana-1548	137	6	did	do	AUX
cana-1548	137	7	not	not	PART
cana-1548	137	8	require	require	VERB
cana-1548	137	9	ethical	ethical	ADJ
cana-1548	137	10	approval	approval	NOUN
cana-1548	137	11	.	.	PUNCT
cana-1548	138	1	references	reference	NOUN
cana-1548	138	2	:	:	PUNCT
cana-1548	139	1	[	[	X
cana-1548	139	2	1	1	NUM
cana-1548	139	3	]	]	X
cana-1548	139	4	abu	abu	PROPN
cana-1548	139	5	-	-	PUNCT
cana-1548	139	6	mostafa	mostafa	PROPN
cana-1548	139	7	y.	y.	PROPN
cana-1548	139	8	s.	s.	PROPN
cana-1548	139	9	and	and	CCONJ
cana-1548	139	10	atiya	atiya	PROPN
cana-1548	139	11	a.f	a.f	PROPN
cana-1548	139	12	.	.	PROPN
cana-1548	139	13	,	,	PUNCT
cana-1548	139	14	“	"	PUNCT
cana-1548	139	15	introduction	introduction	NOUN
cana-1548	139	16	to	to	ADP
cana-1548	139	17	financial	financial	ADJ
cana-1548	139	18	forecasting	forecasting	NOUN
cana-1548	139	19	,	,	PUNCT
cana-1548	139	20	applied	apply	VERB
cana-1548	139	21	intelligence	intelligence	NOUN
cana-1548	139	22	.	.	PUNCT
cana-1548	139	23	”	"	PUNCT
cana-1548	140	1	6(3	6(3	NUM
cana-1548	140	2	)	)	PUNCT
cana-1548	140	3	(	(	PUNCT
cana-1548	140	4	1996	1996	NUM
cana-1548	140	5	):	):	PUNCT
cana-1548	140	6	205213	205213	NUM
cana-1548	140	7	.	.	PUNCT
cana-1548	141	1	[	[	X
cana-1548	141	2	2	2	NUM
cana-1548	141	3	]	]	X
cana-1548	141	4	bhusal	bhusal	ADJ
cana-1548	141	5	m.	m.	PROPN
cana-1548	141	6	k.	k.	PROPN
cana-1548	141	7	,	,	PUNCT
cana-1548	141	8	“	"	PUNCT
cana-1548	141	9	application	application	NOUN
cana-1548	141	10	of	of	ADP
cana-1548	141	11	markov	markov	NOUN
cana-1548	141	12	chain	chain	NOUN
cana-1548	141	13	model	model	NOUN
cana-1548	141	14	in	in	ADP
cana-1548	141	15	the	the	DET
cana-1548	141	16	stock	stock	NOUN
cana-1548	141	17	market	market	NOUN
cana-1548	141	18	trend	trend	NOUN
cana-1548	141	19	analysis	analysis	NOUN
cana-1548	141	20	of	of	ADP
cana-1548	141	21	nepal	nepal	NOUN
cana-1548	141	22	.	.	PUNCT
cana-1548	141	23	”	"	PUNCT
cana-1548	142	1	international	international	ADJ
cana-1548	142	2	journal	journal	NOUN
cana-1548	142	3	of	of	ADP
cana-1548	142	4	scientific	scientific	ADJ
cana-1548	142	5	and	and	CCONJ
cana-1548	142	6	engineering	engineering	NOUN
cana-1548	142	7	research	research	NOUN
cana-1548	142	8	,	,	PUNCT
cana-1548	142	9	8(10	8(10	NUM
cana-1548	142	10	)	)	PUNCT
cana-1548	142	11	(	(	PUNCT
cana-1548	142	12	2017	2017	NUM
cana-1548	142	13	)	)	PUNCT
cana-1548	142	14	.	.	PUNCT
cana-1548	143	1	[	[	X
cana-1548	143	2	3	3	X
cana-1548	143	3	]	]	X
cana-1548	143	4	doubleday	doubleday	PROPN
cana-1548	143	5	k.j	k.j	PROPN
cana-1548	143	6	.	.	PROPN
cana-1548	143	7	and	and	CCONJ
cana-1548	143	8	esunge	esunge	VERB
cana-1548	143	9	j.	j.	PROPN
cana-1548	143	10	n.	n.	PROPN
cana-1548	143	11	,	,	PUNCT
cana-1548	143	12	“	"	PUNCT
cana-1548	143	13	application	application	NOUN
cana-1548	143	14	of	of	ADP
cana-1548	143	15	markov	markov	NOUN
cana-1548	143	16	chains	chain	NOUN
cana-1548	143	17	to	to	ADP
cana-1548	143	18	stock	stock	NOUN
cana-1548	143	19	trends	trend	NOUN
cana-1548	143	20	,	,	PUNCT
cana-1548	143	21	journal	journal	NOUN
cana-1548	143	22	of	of	ADP
cana-1548	143	23	mathematics	mathematics	PROPN
cana-1548	143	24	statistics	statistic	NOUN
cana-1548	143	25	”	"	PUNCT
cana-1548	143	26	7(2	7(2	NUM
cana-1548	143	27	)	)	PUNCT
cana-1548	143	28	(	(	PUNCT
cana-1548	143	29	2011	2011	NUM
cana-1548	143	30	)	)	PUNCT
cana-1548	143	31	,	,	PUNCT
cana-1548	143	32	103	103	NUM
cana-1548	143	33	-	-	SYM
cana-1548	143	34	106	106	NUM
cana-1548	143	35	.	.	PUNCT
cana-1548	144	1	[	[	X
cana-1548	144	2	4	4	X
cana-1548	144	3	]	]	PUNCT
cana-1548	144	4	gulbadin	gulbadin	PROPN
cana-1548	144	5	farooq	farooq	PROPN
cana-1548	144	6	dar	dar	PROPN
cana-1548	144	7	,	,	PUNCT
cana-1548	144	8	tirupathi	tirupathi	NOUN
cana-1548	144	9	rao	rao	NOUN
cana-1548	144	10	padi	padi	PROPN
cana-1548	144	11	and	and	CCONJ
cana-1548	144	12	sarode	sarode	PROPN
cana-1548	144	13	rekha	rekha	PROPN
cana-1548	144	14	.	.	PUNCT
cana-1548	144	15	,	,	PUNCT
cana-1548	144	16	“	"	PUNCT
cana-1548	144	17	stock	stock	NOUN
cana-1548	144	18	price	price	NOUN
cana-1548	144	19	prediction	prediction	NOUN
cana-1548	144	20	using	use	VERB
cana-1548	144	21	a	a	DET
cana-1548	144	22	markov	markov	NOUN
cana-1548	144	23	chain	chain	NOUN
cana-1548	144	24	model	model	NOUN
cana-1548	144	25	:	:	PUNCT
cana-1548	144	26	a	a	DET
cana-1548	144	27	study	study	NOUN
cana-1548	144	28	for	for	ADP
cana-1548	144	29	tcs	tcs	NOUN
cana-1548	144	30	share	share	NOUN
cana-1548	144	31	values	value	NOUN
cana-1548	144	32	.	.	PUNCT
cana-1548	144	33	”	"	PUNCT
cana-1548	145	1	advances	advance	NOUN
cana-1548	145	2	and	and	CCONJ
cana-1548	145	3	applications	application	NOUN
cana-1548	145	4	in	in	ADP
cana-1548	145	5	statistics	statistic	NOUN
cana-1548	145	6	,	,	PUNCT
cana-1548	145	7	80	80	NUM
cana-1548	145	8	(	(	PUNCT
cana-1548	145	9	2022	2022	NUM
cana-1548	145	10	):	):	PUNCT
cana-1548	145	11	98	98	NUM
cana-1548	145	12	-	-	SYM
cana-1548	145	13	10	10	NUM
cana-1548	145	14	.	.	PUNCT
cana-1548	146	1	[	[	X
cana-1548	146	2	5	5	NUM
cana-1548	146	3	]	]	PUNCT
cana-1548	146	4	indrakala	indrakala	NOUN
cana-1548	146	5	s	s	PROPN
cana-1548	146	6	,	,	PUNCT
cana-1548	146	7	“	"	PUNCT
cana-1548	146	8	applied	apply	VERB
cana-1548	146	9	hybrid	hybrid	ADJ
cana-1548	146	10	grey	grey	ADJ
cana-1548	146	11	-	-	PUNCT
cana-1548	146	12	markov	markov	NOUN
cana-1548	146	13	model	model	NOUN
cana-1548	146	14	forecasting	forecasting	NOUN
cana-1548	146	15	interest	interest	NOUN
cana-1548	146	16	rate	rate	NOUN
cana-1548	146	17	of	of	ADP
cana-1548	146	18	reserve	reserve	PROPN
cana-1548	146	19	bank	bank	PROPN
cana-1548	146	20	of	of	ADP
cana-1548	146	21	india	india	PROPN
cana-1548	146	22	.	.	PUNCT
cana-1548	146	23	”	"	PUNCT
cana-1548	147	1	ijrar	ijrar	PROPN
cana-1548	147	2	,	,	PUNCT
cana-1548	147	3	6	6	NUM
cana-1548	147	4	(	(	PUNCT
cana-1548	147	5	2019	2019	NUM
cana-1548	147	6	)	)	PUNCT
cana-1548	147	7	.	.	PUNCT
cana-1548	148	1	[	[	X
cana-1548	148	2	6	6	NUM
cana-1548	148	3	]	]	X
cana-1548	148	4	ismail	ismail	PROPN
cana-1548	148	5	z	z	PROPN
cana-1548	148	6	,	,	PUNCT
cana-1548	148	7	jamaluddin	jamaluddin	ADV
cana-1548	148	8	f	f	X
cana-1548	148	9	,	,	PUNCT
cana-1548	148	10	jamaluddin	jamaluddin	PROPN
cana-1548	148	11	f.	f.	PROPN
cana-1548	148	12	time	time	PROPN
cana-1548	148	13	series	series	PROPN
cana-1548	148	14	regression	regression	PROPN
cana-1548	148	15	model	model	NOUN
cana-1548	148	16	for	for	ADP
cana-1548	148	17	forecasting	forecast	VERB
cana-1548	148	18	malaysian	malaysian	ADJ
cana-1548	148	19	electricity	electricity	NOUN
cana-1548	148	20	load	load	NOUN
cana-1548	148	21	demand	demand	NOUN
cana-1548	148	22	.	.	PUNCT
cana-1548	149	1	asian	asian	ADJ
cana-1548	149	2	journal	journal	PROPN
cana-1548	149	3	of	of	ADP
cana-1548	149	4	mathematics	mathematics	PROPN
cana-1548	149	5	&	&	CCONJ
cana-1548	149	6	statistics	statistic	NOUN
cana-1548	149	7	.	.	PUNCT
cana-1548	150	1	2008	2008	NUM
cana-1548	150	2	;	;	PUNCT
cana-1548	150	3	1(3	1(3	NUM
cana-1548	150	4	):	):	PUNCT
cana-1548	150	5	139	139	NUM
cana-1548	150	6	-	-	SYM
cana-1548	150	7	149	149	NUM
cana-1548	150	8	.	.	PUNCT
cana-1548	151	1	[	[	X
cana-1548	151	2	7	7	NUM
cana-1548	151	3	]	]	X
cana-1548	151	4	kung	kung	PROPN
cana-1548	151	5	cy	cy	PROPN
cana-1548	151	6	.	.	PROPN
cana-1548	151	7	scheduling	schedule	VERB
cana-1548	151	8	the	the	DET
cana-1548	151	9	criteria	criterion	NOUN
cana-1548	151	10	for	for	ADP
cana-1548	151	11	outsourcing	outsourcing	NOUN
cana-1548	151	12	performances	performance	NOUN
cana-1548	151	13	by	by	ADP
cana-1548	151	14	grey	grey	ADJ
cana-1548	151	15	decision	decision	NOUN
cana-1548	151	16	-	-	PUNCT
cana-1548	151	17	making	making	NOUN
cana-1548	151	18	method	method	NOUN
cana-1548	151	19	:	:	PUNCT
cana-1548	151	20	a	a	DET
cana-1548	151	21	case	case	NOUN
cana-1548	151	22	study	study	NOUN
cana-1548	151	23	of	of	ADP
cana-1548	151	24	electronic	electronic	ADJ
cana-1548	151	25	industry	industry	NOUN
cana-1548	151	26	in	in	ADP
cana-1548	151	27	taiwan	taiwan	PROPN
cana-1548	151	28	.	.	PUNCT
cana-1548	152	1	j.	j.	PROPN
cana-1548	152	2	applied	apply	VERB
cana-1548	152	3	sci	sci	PROPN
cana-1548	152	4	.	.	PROPN
cana-1548	152	5	2005	2005	NUM
cana-1548	152	6	;	;	PUNCT
cana-1548	152	7	5	5	NUM
cana-1548	152	8	:	:	SYM
cana-1548	152	9	1022	1022	NUM
cana-1548	152	10	-	-	SYM
cana-1548	152	11	1026	1026	NUM
cana-1548	152	12	.	.	PUNCT
cana-1548	153	1	[	[	X
cana-1548	153	2	8	8	NUM
cana-1548	153	3	]	]	SYM
cana-1548	153	4	li	li	PROPN
cana-1548	153	5	g	g	PROPN
cana-1548	153	6	,	,	PUNCT
cana-1548	153	7	wang	wang	PROPN
cana-1548	153	8	t.	t.	PROPN
cana-1548	153	9	a	a	DET
cana-1548	153	10	new	new	ADJ
cana-1548	153	11	model	model	NOUN
cana-1548	153	12	for	for	ADP
cana-1548	153	13	information	information	NOUN
cana-1548	153	14	fusion	fusion	NOUN
cana-1548	153	15	based	base	VERB
cana-1548	153	16	on	on	ADP
cana-1548	153	17	grey	grey	PROPN
cana-1548	153	18	theory	theory	NOUN
cana-1548	153	19	.	.	PUNCT
cana-1548	154	1	information	information	NOUN
cana-1548	154	2	technology	technology	PROPN
cana-1548	154	3	journal	journal	NOUN
cana-1548	154	4	.	.	PUNCT
cana-1548	155	1	2011	2011	NUM
cana-1548	155	2	;	;	PUNCT
cana-1548	155	3	10	10	NUM
cana-1548	155	4	:	:	SYM
cana-1548	155	5	189	189	NUM
cana-1548	155	6	-	-	SYM
cana-1548	155	7	194	194	NUM
cana-1548	155	8	.	.	PUNCT
cana-1548	156	1	[	[	X
cana-1548	156	2	9	9	NUM
cana-1548	156	3	]	]	SYM
cana-1548	156	4	li	li	PROPN
cana-1548	156	5	gd	gd	PROPN
cana-1548	156	6	,	,	PUNCT
cana-1548	156	7	yamaguchi	yamaguchi	PROPN
cana-1548	156	8	d	d	PROPN
cana-1548	156	9	,	,	PUNCT
cana-1548	156	10	nagai	nagai	PROPN
cana-1548	156	11	m.	m.	PROPN
cana-1548	156	12	a	a	DET
cana-1548	156	13	grey	grey	NOUN
cana-1548	156	14	-	-	PUNCT
cana-1548	156	15	based	base	VERB
cana-1548	156	16	approach	approach	NOUN
cana-1548	156	17	to	to	ADP
cana-1548	156	18	supplier	supplier	NOUN
cana-1548	156	19	’s	’s	PART
cana-1548	156	20	selection	selection	NOUN
cana-1548	156	21	problem	problem	NOUN
cana-1548	156	22	.	.	PUNCT
cana-1548	157	1	proceedings	proceeding	NOUN
cana-1548	157	2	of	of	ADP
cana-1548	157	3	the	the	DET
cana-1548	157	4	international	international	ADJ
cana-1548	157	5	conference	conference	NOUN
cana-1548	157	6	on	on	ADP
cana-1548	157	7	parallel	parallel	ADJ
cana-1548	157	8	and	and	CCONJ
cana-1548	157	9	distributed	distribute	VERB
cana-1548	157	10	processing	processing	NOUN
cana-1548	157	11	techniques	technique	NOUN
cana-1548	157	12	and	and	CCONJ
cana-1548	157	13	applications	application	NOUN
cana-1548	157	14	&	&	CCONJ
cana-1548	157	15	conference	conference	NOUN
cana-1548	157	16	on	on	ADP
cana-1548	157	17	realtime	realtime	ADJ
cana-1548	157	18	computing	computing	NOUN
cana-1548	157	19	systems	system	NOUN
cana-1548	157	20	and	and	CCONJ
cana-1548	157	21	applications	application	NOUN
cana-1548	157	22	.	.	PUNCT
cana-1548	158	1	pdpta	pdpta	PROPN
cana-1548	158	2	2006	2006	NUM
cana-1548	158	3	,	,	PUNCT
cana-1548	158	4	las	las	PROPN
cana-1548	158	5	vegas	vegas	PROPN
cana-1548	158	6	,	,	PUNCT
cana-1548	158	7	nevada	nevada	PROPN
cana-1548	158	8	,	,	PUNCT
cana-1548	158	9	usa	usa	PROPN
cana-1548	158	10	;	;	PUNCT
cana-1548	158	11	2006	2006	NUM
cana-1548	158	12	.	.	PUNCT
cana-1548	159	1	[	[	X
cana-1548	159	2	10	10	NUM
cana-1548	159	3	]	]	X
cana-1548	159	4	li	li	PROPN
cana-1548	159	5	gd	gd	PROPN
cana-1548	159	6	,	,	PUNCT
cana-1548	159	7	yamaguchi	yamaguchi	PROPN
cana-1548	159	8	d	d	PROPN
cana-1548	159	9	,	,	PUNCT
cana-1548	159	10	nagai	nagai	PROPN
cana-1548	159	11	m.	m.	PROPN
cana-1548	159	12	a	a	DET
cana-1548	159	13	grey	grey	NOUN
cana-1548	159	14	-	-	PUNCT
cana-1548	159	15	based	base	VERB
cana-1548	159	16	decision	decision	NOUN
cana-1548	159	17	-	-	PUNCT
cana-1548	159	18	making	make	VERB
cana-1548	159	19	approach	approach	NOUN
cana-1548	159	20	to	to	ADP
cana-1548	159	21	the	the	DET
cana-1548	159	22	supplier	supplier	NOUN
cana-1548	159	23	selection	selection	NOUN
cana-1548	159	24	problem	problem	NOUN
cana-1548	159	25	.	.	PUNCT
cana-1548	160	1	mathematical	mathematical	ADJ
cana-1548	160	2	and	and	CCONJ
cana-1548	160	3	computer	computer	NOUN
cana-1548	160	4	modelling	modelling	NOUN
cana-1548	160	5	.	.	PUNCT
cana-1548	161	1	2007	2007	NUM
cana-1548	161	2	;	;	PUNCT
cana-1548	161	3	46(3	46(3	NOUN
cana-1548	161	4	-	-	SYM
cana-1548	161	5	4	4	NUM
cana-1548	161	6	):	):	PUNCT
cana-1548	161	7	573	573	NUM
cana-1548	161	8	-	-	SYM
cana-1548	161	9	581	581	NUM
cana-1548	161	10	.	.	PUNCT
cana-1548	162	1	available	available	ADJ
cana-1548	162	2	from	from	ADP
cana-1548	162	3	:	:	PUNCT
cana-1548	162	4	https://doi.org/10.1016/	https://doi.org/10.1016/	PROPN
cana-1548	162	5	j.mcm.2006.11.021	j.mcm.2006.11.021	NOUN
cana-1548	162	6	.	.	PUNCT
cana-1548	163	1	[	[	X
cana-1548	163	2	11	11	NUM
cana-1548	163	3	]	]	PUNCT
cana-1548	163	4	lakshmi	lakshmi	NOUN
cana-1548	163	5	g	g	PROPN
cana-1548	163	6	and	and	CCONJ
cana-1548	163	7	manoj	manoj	PROPN
cana-1548	163	8	j.	j.	PROPN
cana-1548	163	9	,	,	PUNCT
cana-1548	163	10	“	"	PUNCT
cana-1548	163	11	application	application	NOUN
cana-1548	163	12	of	of	ADP
cana-1548	163	13	markov	markov	NOUN
cana-1548	163	14	process	process	NOUN
cana-1548	163	15	for	for	ADP
cana-1548	163	16	prediction	prediction	NOUN
cana-1548	163	17	of	of	ADP
cana-1548	163	18	stock	stock	NOUN
cana-1548	163	19	market	market	NOUN
cana-1548	163	20	performance	performance	NOUN
cana-1548	163	21	.	.	PUNCT
cana-1548	163	22	”	"	PUNCT
cana-1548	164	1	international	international	ADJ
cana-1548	164	2	journal	journal	NOUN
cana-1548	164	3	of	of	ADP
cana-1548	164	4	recent	recent	ADJ
cana-1548	164	5	technology	technology	NOUN
cana-1548	164	6	and	and	CCONJ
cana-1548	164	7	engineering	engineering	NOUN
cana-1548	164	8	,	,	PUNCT
cana-1548	164	9	8(6	8(6	NUM
cana-1548	164	10	)	)	PUNCT
cana-1548	164	11	(	(	PUNCT
cana-1548	164	12	2020	2020	NUM
cana-1548	164	13	)	)	PUNCT
cana-1548	164	14	,	,	PUNCT
cana-1548	164	15	1516	1516	NUM
cana-1548	164	16	-	-	SYM
cana-1548	164	17	1519	1519	NUM
cana-1548	164	18	.	.	PUNCT
cana-1548	165	1	[	[	X
cana-1548	165	2	12	12	NUM
cana-1548	165	3	]	]	X
cana-1548	165	4	lo	lo	PROPN
cana-1548	165	5	,	,	PUNCT
cana-1548	165	6	andrew	andrew	PROPN
cana-1548	165	7	w.	w.	PROPN
cana-1548	165	8	,craig	,craig	PUNCT
cana-1548	165	9	mackinlay	mackinlay	PROPN
cana-1548	165	10	a.	a.	PROPN
cana-1548	165	11	,	,	PUNCT
cana-1548	165	12	“	"	PUNCT
cana-1548	165	13	a	a	DET
cana-1548	165	14	non	non	ADJ
cana-1548	165	15	-	-	ADJ
cana-1548	165	16	random	random	ADJ
cana-1548	165	17	walk	walk	NOUN
cana-1548	165	18	.	.	PUNCT
cana-1548	165	19	”	"	PUNCT
cana-1548	165	20	down	down	ADP
cana-1548	165	21	wall	wall	PROPN
cana-1548	165	22	street	street	PROPN
cana-1548	165	23	,	,	PUNCT
cana-1548	165	24	princeton	princeton	PROPN
cana-1548	165	25	:	:	PUNCT
cana-1548	165	26	princeton	princeton	PROPN
cana-1548	165	27	university	university	PROPN
cana-1548	165	28	press	press	NOUN
cana-1548	165	29	,	,	PUNCT
cana-1548	165	30	1999	1999	NUM
cana-1548	165	31	.	.	PUNCT
cana-1548	166	1	[	[	X
cana-1548	166	2	13	13	NUM
cana-1548	166	3	]	]	PUNCT
cana-1548	166	4	medhi	medhi	PROPN
cana-1548	166	5	j	j	PROPN
cana-1548	166	6	,	,	PUNCT
cana-1548	166	7	“	"	PUNCT
cana-1548	166	8	stochastic	stochastic	ADJ
cana-1548	166	9	processes	process	NOUN
cana-1548	166	10	”	"	PUNCT
cana-1548	166	11	,	,	PUNCT
cana-1548	166	12	new	new	ADJ
cana-1548	166	13	age	age	NOUN
cana-1548	166	14	international	international	ADJ
cana-1548	166	15	publishers	publisher	NOUN
cana-1548	166	16	,	,	PUNCT
cana-1548	166	17	new	new	ADJ
cana-1548	166	18	delhi	delhi	PROPN
cana-1548	166	19	,	,	PUNCT
cana-1548	166	20	india	india	PROPN
cana-1548	166	21	,	,	PUNCT
cana-1548	166	22	2009	2009	NUM
cana-1548	166	23	.	.	PUNCT
cana-1548	167	1	[	[	X
cana-1548	167	2	14	14	NUM
cana-1548	167	3	]	]	SYM
cana-1548	167	4	mehrara	mehrara	NOUN
cana-1548	167	5	m.	m.	NOUN
cana-1548	167	6	,	,	PUNCT
cana-1548	167	7	moeini	moeini	NOUN
cana-1548	167	8	a.	a.	NOUN
cana-1548	167	9	,	,	PUNCT
cana-1548	167	10	and	and	CCONJ
cana-1548	167	11	ahrarim	ahrarim	ADJ
cana-1548	167	12	m.	m.	NOUN
cana-1548	167	13	,	,	PUNCT
cana-1548	167	14	“	"	PUNCT
cana-1548	167	15	using	use	VERB
cana-1548	167	16	technical	technical	ADJ
cana-1548	167	17	analysis	analysis	NOUN
cana-1548	167	18	with	with	ADP
cana-1548	167	19	neural	neural	ADJ
cana-1548	167	20	network	network	NOUN
cana-1548	167	21	for	for	ADP
cana-1548	167	22	forecasting	forecast	VERB
cana-1548	167	23	stock	stock	NOUN
cana-1548	167	24	price	price	NOUN
cana-1548	167	25	index	index	NOUN
cana-1548	167	26	in	in	ADP
cana-1548	167	27	tehran	tehran	PROPN
cana-1548	167	28	stock	stock	PROPN
cana-1548	167	29	exchange	exchange	PROPN
cana-1548	167	30	.	.	PUNCT
cana-1548	167	31	”	"	PUNCT
cana-1548	168	1	middle	middle	ADJ
cana-1548	168	2	eastern	eastern	ADJ
cana-1548	168	3	finance	finance	NOUN
cana-1548	168	4	and	and	CCONJ
cana-1548	168	5	economics	economic	NOUN
cana-1548	168	6	,	,	PUNCT
cana-1548	168	7	(	(	PUNCT
cana-1548	168	8	2010	2010	NUM
cana-1548	168	9	):	):	PUNCT
cana-1548	168	10	50	50	NUM
cana-1548	168	11	-	-	SYM
cana-1548	168	12	61	61	NUM
cana-1548	168	13	.	.	PUNCT
cana-1548	169	1	[	[	X
cana-1548	169	2	15	15	NUM
cana-1548	169	3	]	]	X
cana-1548	169	4	pinches	pinche	NOUN
cana-1548	169	5	,	,	PUNCT
cana-1548	169	6	g.e	g.e	PROPN
cana-1548	169	7	.	.	PROPN
cana-1548	169	8	,	,	PUNCT
cana-1548	169	9	“	"	PUNCT
cana-1548	169	10	the	the	DET
cana-1548	169	11	random	random	ADJ
cana-1548	169	12	walk	walk	NOUN
cana-1548	169	13	hypothesis	hypothesis	NOUN
cana-1548	169	14	and	and	CCONJ
cana-1548	169	15	technical	technical	ADJ
cana-1548	169	16	analysis	analysis	NOUN
cana-1548	169	17	.	.	PUNCT
cana-1548	169	18	”	"	PUNCT
cana-1548	169	19	financial	financial	ADJ
cana-1548	169	20	analysis	analysis	NOUN
cana-1548	169	21	journal	journal	NOUN
cana-1548	169	22	,	,	PUNCT
cana-1548	169	23	(	(	PUNCT
cana-1548	169	24	1970	1970	NUM
cana-1548	169	25	):	):	PUNCT
cana-1548	169	26	104110	104110	NUM
cana-1548	169	27	.	.	PUNCT
cana-1548	170	1	[	[	X
cana-1548	170	2	16	16	NUM
cana-1548	170	3	]	]	X
cana-1548	170	4	a.	a.	NOUN
cana-1548	170	5	manickam	manickam	PROPN
cana-1548	170	6	,	,	PUNCT
cana-1548	170	7	s.	s.	PROPN
cana-1548	170	8	indrakala	indrakala	PROPN
cana-1548	170	9	and	and	CCONJ
cana-1548	170	10	pushpendra	pushpendra	NOUN
cana-1548	170	11	kumar	kumar	PROPN
cana-1548	170	12	.	.	PUNCT
cana-1548	171	1	a	a	DET
cana-1548	171	2	novel	novel	ADJ
cana-1548	171	3	mathematical	mathematical	ADJ
cana-1548	171	4	study	study	NOUN
cana-1548	171	5	on	on	ADP
cana-1548	171	6	the	the	DET
cana-1548	171	7	predictions	prediction	NOUN
cana-1548	171	8	of	of	ADP
cana-1548	171	9	volatile	volatile	ADJ
cana-1548	171	10	price	price	NOUN
cana-1548	171	11	of	of	ADP
cana-1548	171	12	gold	gold	NOUN
cana-1548	171	13	using	use	VERB
cana-1548	171	14	grey	grey	ADJ
cana-1548	171	15	models	model	NOUN
cana-1548	171	16	.	.	PUNCT
cana-1548	172	1	page	page	NOUN
cana-1548	172	2	no:270	no:270	NUM
cana-1548	172	3	-	-	SYM
cana-1548	172	4	285	285	NUM
cana-1548	172	5	vol-4,issue-2	vol-4,issue-2	PUNCT
cana-1548	172	6	(	(	PUNCT
cana-1548	172	7	2023	2023	NUM
cana-1548	172	8	)	)	PUNCT
cana-1548	172	9	contemporary	contemporary	ADJ
cana-1548	172	10	mathematics	mathematics	PROPN
cana-1548	172	11	issn	issn	PROPN
cana-1548	172	12	:	:	PUNCT
cana-1548	172	13	2705	2705	NUM
cana-1548	172	14	-	-	SYM
cana-1548	172	15	1064	1064	NUM
cana-1548	172	16	.	.	PUNCT
cana-1548	173	1	[	[	X
cana-1548	173	2	17	17	NUM
cana-1548	173	3	]	]	X
cana-1548	173	4	uysal	uysal	ADJ
cana-1548	173	5	m.	m.	PROPN
cana-1548	173	6	comparison	comparison	NOUN
cana-1548	173	7	of	of	ADP
cana-1548	173	8	arima	arima	PROPN
cana-1548	173	9	and	and	CCONJ
cana-1548	173	10	rbfn	rbfn	NOUN
cana-1548	173	11	models	model	NOUN
cana-1548	173	12	to	to	PART
cana-1548	173	13	predict	predict	VERB
cana-1548	173	14	the	the	DET
cana-1548	173	15	bank	bank	NOUN
cana-1548	173	16	transactions	transaction	NOUN
cana-1548	173	17	.	.	PUNCT
cana-1548	174	1	information	information	NOUN
cana-1548	174	2	technology	technology	PROPN
cana-1548	174	3	journal	journal	PROPN
cana-1548	174	4	.	.	PUNCT
cana-1548	175	1	2007	2007	NUM
cana-1548	175	2	;	;	PUNCT
cana-1548	175	3	6	6	NUM
cana-1548	175	4	:	:	SYM
cana-1548	175	5	475	475	NUM
cana-1548	175	6	-	-	SYM
cana-1548	175	7	477	477	NUM
cana-1548	175	8	.	.	PUNCT
cana-1548	176	1	communications	communication	NOUN
cana-1548	176	2	on	on	ADP
cana-1548	176	3	applied	apply	VERB
cana-1548	176	4	nonlinear	nonlinear	ADJ
cana-1548	176	5	analysis	analysis	NOUN
cana-1548	176	6	issn	issn	NOUN
cana-1548	176	7	:	:	PUNCT
cana-1548	176	8	1074	1074	NUM
cana-1548	176	9	-	-	PUNCT
cana-1548	176	10	133x	133x	NUM
cana-1548	176	11	vol	vol	NOUN
cana-1548	176	12	31	31	NUM
cana-1548	176	13	no	no	NOUN
cana-1548	176	14	.	.	PUNCT
cana-1548	177	1	8s	8s	PROPN
cana-1548	177	2	(	(	PUNCT
cana-1548	177	3	2024	2024	NUM
cana-1548	177	4	)	)	PUNCT
cana-1548	177	5	564	564	NUM
cana-1548	177	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1548	178	1	[	[	X
cana-1548	178	2	18	18	NUM
cana-1548	178	3	]	]	X
cana-1548	178	4	gabriel	gabriel	PROPN
cana-1548	178	5	kallah	kallah	PROPN
cana-1548	178	6	-	-	PUNCT
cana-1548	178	7	dagadu	dagadu	PROPN
cana-1548	178	8	,	,	PUNCT
cana-1548	178	9	victor	victor	PROPN
cana-1548	178	10	apatu	apatu	PROPN
cana-1548	178	11	,	,	PUNCT
cana-1548	178	12	felix	felix	ADJ
cana-1548	178	13	okoe	okoe	PROPN
cana-1548	178	14	mettle	mettle	NOUN
cana-1548	178	15	,	,	PUNCT
cana-1548	178	16	dennis	dennis	PROPN
cana-1548	178	17	arku	arku	PROPN
cana-1548	178	18	and	and	CCONJ
cana-1548	178	19	godwin	godwin	PROPN
cana-1548	178	20	debrah	debrah	PROPN
cana-1548	178	21	,	,	PUNCT
cana-1548	178	22	“	"	PUNCT
cana-1548	178	23	application	application	NOUN
cana-1548	178	24	of	of	ADP
cana-1548	178	25	markov	markov	NOUN
cana-1548	178	26	chain	chain	NOUN
cana-1548	178	27	techniques	technique	NOUN
cana-1548	178	28	for	for	ADP
cana-1548	178	29	selecting	select	VERB
cana-1548	178	30	efficient	efficient	ADJ
cana-1548	178	31	financial	financial	ADJ
cana-1548	178	32	stocks	stock	NOUN
cana-1548	178	33	for	for	ADP
cana-1548	178	34	investment	investment	NOUN
cana-1548	178	35	portfolio	portfolio	NOUN
cana-1548	178	36	construction	construction	NOUN
cana-1548	178	37	”	"	PUNCT
cana-1548	178	38	,	,	PUNCT
cana-1548	178	39	journal	journal	NOUN
cana-1548	178	40	of	of	ADP
cana-1548	178	41	applied	apply	VERB
cana-1548	178	42	mathematics	mathematic	NOUN
cana-1548	178	43	,	,	PUNCT
cana-1548	178	44	volume	volume	NOUN
cana-1548	178	45	2022	2022	NUM
cana-1548	178	46	.	.	PUNCT
cana-1548	179	1	[	[	X
cana-1548	179	2	19	19	NUM
cana-1548	179	3	]	]	SYM
cana-1548	179	4	ayo	ayo	PROPN
cana-1548	179	5	,	,	PUNCT
cana-1548	179	6	adekunle	adekunle	PROPN
cana-1548	179	7	s.	s.	PROPN
cana-1548	179	8	;	;	PUNCT
cana-1548	179	9	uwabor	uwabor	NOUN
cana-1548	179	10	,	,	PUNCT
cana-1548	179	11	eboigbe	eboigbe	PROPN
cana-1548	179	12	s.	s.	PROPN
cana-1548	179	13	,	,	PUNCT
cana-1548	179	14	“	"	PUNCT
cana-1548	179	15	markovian	markovian	ADJ
cana-1548	179	16	approach	approach	NOUN
cana-1548	179	17	to	to	ADP
cana-1548	179	18	stock	stock	NOUN
cana-1548	179	19	price	price	NOUN
cana-1548	179	20	modelling	modelling	NOUN
cana-1548	179	21	in	in	ADP
cana-1548	179	22	the	the	DET
cana-1548	179	23	nigerian	nigerian	ADJ
cana-1548	179	24	oil	oil	NOUN
cana-1548	179	25	and	and	CCONJ
cana-1548	179	26	gas	gas	NOUN
cana-1548	179	27	sector	sector	NOUN
cana-1548	179	28	”	"	PUNCT
cana-1548	179	29	,	,	PUNCT
cana-1548	179	30	cbn	cbn	PROPN
cana-1548	179	31	journal	journal	NOUN
cana-1548	179	32	of	of	ADP
cana-1548	179	33	applied	apply	VERB
cana-1548	179	34	statistics	statistic	NOUN
cana-1548	179	35	vol	vol	NOUN
cana-1548	179	36	.	.	PROPN
cana-1548	180	1	12	12	NUM
cana-1548	180	2	no	no	NOUN
cana-1548	180	3	.	.	NOUN
cana-1548	180	4	1	1	NUM
cana-1548	180	5	(	(	PUNCT
cana-1548	180	6	june	june	PROPN
cana-1548	180	7	2021	2021	NUM
cana-1548	180	8	)	)	PUNCT
cana-1548	180	9	23	23	NUM
cana-1548	180	10	-	-	SYM
cana-1548	180	11	43	43	NUM
cana-1548	180	12	.	.	PUNCT
cana-1548	181	1	[	[	X
cana-1548	181	2	20	20	NUM
cana-1548	181	3	]	]	PUNCT
cana-1548	181	4	ruiqing	ruiqe	VERB
cana-1548	181	5	xu	xu	NUM
cana-1548	181	6	,	,	PUNCT
cana-1548	181	7	“	"	PUNCT
cana-1548	181	8	forecast	forecast	VERB
cana-1548	181	9	stock	stock	NOUN
cana-1548	181	10	prices	price	NOUN
cana-1548	181	11	with	with	ADP
cana-1548	181	12	markov	markov	NOUN
cana-1548	181	13	model	model	NOUN
cana-1548	181	14	”	"	PUNCT
cana-1548	181	15	,	,	PUNCT
cana-1548	181	16	3rd	3rd	ADJ
cana-1548	181	17	international	international	ADJ
cana-1548	181	18	conference	conference	NOUN
cana-1548	181	19	on	on	ADP
cana-1548	181	20	economic	economic	ADJ
cana-1548	181	21	management	management	NOUN
cana-1548	181	22	and	and	CCONJ
cana-1548	181	23	green	green	ADJ
cana-1548	181	24	development	development	NOUN
cana-1548	181	25	(	(	PUNCT
cana-1548	181	26	icemgd	icemgd	PROPN
cana-1548	181	27	2020	2020	NUM
cana-1548	181	28	)	)	PUNCT
cana-1548	181	29	.	.	PUNCT
cana-1548	182	1	[	[	X
cana-1548	182	2	21	21	NUM
cana-1548	182	3	]	]	X
cana-1548	182	4	bright	bright	ADJ
cana-1548	182	5	o.	o.	PROPN
cana-1548	182	6	osu	osu	PROPN
cana-1548	182	7	,	,	PUNCT
cana-1548	182	8	sandra	sandra	PROPN
cana-1548	182	9	c.	c.	PROPN
cana-1548	182	10	emenyonu	emenyonu	PROPN
cana-1548	182	11	,	,	PUNCT
cana-1548	182	12	chisara	chisara	PROPN
cana-1548	182	13	p.	p.	NOUN
cana-1548	182	14	ogbogbo	ogbogbo	NOUN
cana-1548	182	15	and	and	CCONJ
cana-1548	182	16	chidinma	chidinma	PROPN
cana-1548	182	17	olunkwa	olunkwa	PROPN
cana-1548	182	18	,	,	PUNCT
cana-1548	182	19	“	"	PUNCT
cana-1548	182	20	markov	markov	NOUN
cana-1548	182	21	models	model	NOUN
cana-1548	182	22	on	on	ADP
cana-1548	182	23	share	share	NOUN
cana-1548	182	24	price	price	NOUN
cana-1548	182	25	movements	movement	NOUN
cana-1548	182	26	in	in	ADP
cana-1548	182	27	nigeria	nigeria	PROPN
cana-1548	182	28	stock	stock	NOUN
cana-1548	182	29	market	market	NOUN
cana-1548	182	30	capitalization	capitalization	NOUN
cana-1548	182	31	”	"	PUNCT
cana-1548	182	32	,	,	PUNCT
cana-1548	182	33	an	an	DET
cana-1548	182	34	international	international	ADJ
cana-1548	182	35	journal	journal	NOUN
cana-1548	182	36	of	of	ADP
cana-1548	182	37	applied	apply	VERB
cana-1548	182	38	mathematics	mathematics	PROPN
cana-1548	182	39	&	&	CCONJ
cana-1548	182	40	information	information	NOUN
cana-1548	182	41	sciences	sciences	PROPN
cana-1548	182	42	,	,	PUNCT
cana-1548	182	43	volume	volume	NOUN
cana-1548	182	44	13	13	NUM
cana-1548	182	45	,	,	PUNCT
cana-1548	182	46	no	no	INTJ
cana-1548	182	47	.	.	NOUN
cana-1548	182	48	1	1	NUM
cana-1548	182	49	,	,	PUNCT
cana-1548	182	50	357	357	NUM
cana-1548	182	51	-	-	SYM
cana-1548	182	52	368	368	NUM
cana-1548	182	53	(	(	PUNCT
cana-1548	182	54	2024	2024	NUM
cana-1548	182	55	)	)	PUNCT
cana-1548	182	56	.	.	PUNCT
cana-1548	183	1	[	[	X
cana-1548	183	2	22	22	NUM
cana-1548	183	3	]	]	PUNCT
cana-1548	183	4	gulbadin	gulbadin	PROPN
cana-1548	183	5	faroooq	faroooq	PROPN
cana-1548	183	6	dar	dar	PROPN
cana-1548	183	7	,	,	PUNCT
cana-1548	183	8	tirupathi	tirupathi	PROPN
cana-1548	183	9	rao	rao	PROPN
cana-1548	183	10	padi	padi	PROPN
cana-1548	183	11	andrekha	andrekha	PROPN
cana-1548	183	12	sarode	sarode	PROPN
cana-1548	183	13	,	,	PUNCT
cana-1548	183	14	“	"	PUNCT
cana-1548	183	15	stock	stock	NOUN
cana-1548	183	16	price	price	NOUN
cana-1548	183	17	prediction	prediction	NOUN
cana-1548	183	18	using	use	VERB
cana-1548	183	19	a	a	DET
cana-1548	183	20	markove	markove	NOUN
cana-1548	183	21	chain	chain	NOUN
cana-1548	183	22	model	model	NOUN
cana-1548	183	23	a	a	DET
cana-1548	183	24	study	study	NOUN
cana-1548	183	25	or	or	CCONJ
cana-1548	183	26	tcs	tcs	NOUN
cana-1548	183	27	share	share	NOUN
cana-1548	183	28	values	value	NOUN
cana-1548	183	29	”	"	PUNCT
cana-1548	183	30	,	,	PUNCT
cana-1548	183	31	advance	advance	NOUN
cana-1548	183	32	and	and	CCONJ
cana-1548	183	33	application	application	NOUN
cana-1548	183	34	in	in	ADP
cana-1548	183	35	statistics	statistic	NOUN
cana-1548	183	36	august	august	PROPN
cana-1548	183	37	2022	2022	NUM
cana-1548	183	38	.	.	PUNCT
cana-1548	184	1	[	[	X
cana-1548	184	2	23	23	NUM
cana-1548	184	3	]	]	PUNCT
cana-1548	184	4	t.	t.	PROPN
cana-1548	184	5	rao	rao	PROPN
cana-1548	184	6	padi	padi	PROPN
cana-1548	184	7	,	,	PUNCT
cana-1548	184	8	g.	g.	PROPN
cana-1548	184	9	farooq	farooq	PROPN
cana-1548	184	10	dar	dar	PROPN
cana-1548	184	11	and	and	CCONJ
cana-1548	184	12	s.	s.	PROPN
cana-1548	184	13	rekha	rekha	PROPN
cana-1548	184	14	,	,	PUNCT
cana-1548	184	15	stock	stock	NOUN
cana-1548	184	16	market	market	NOUN
cana-1548	184	17	trend	trend	NOUN
cana-1548	184	18	analysis	analysis	NOUN
cana-1548	184	19	and	and	CCONJ
cana-1548	184	20	prediction	prediction	NOUN
cana-1548	184	21	using	use	VERB
cana-1548	184	22	markov	markov	NOUN
cana-1548	184	23	chain	chain	NOUN
cana-1548	184	24	approach	approach	NOUN
cana-1548	184	25	in	in	ADP
cana-1548	184	26	the	the	DET
cana-1548	184	27	context	context	NOUN
cana-1548	184	28	of	of	ADP
cana-1548	184	29	indian	indian	ADJ
cana-1548	184	30	stock	stock	NOUN
cana-1548	184	31	market	market	NOUN
cana-1548	184	32	,	,	PUNCT
cana-1548	184	33	iosr	iosr	ADJ
cana-1548	184	34	journal	journal	NOUN
cana-1548	184	35	of	of	ADP
cana-1548	184	36	mathematics	mathematics	PROPN
cana-1548	184	37	18(4	18(4	NUM
cana-1548	184	38	)	)	PUNCT
cana-1548	184	39	(	(	PUNCT
cana-1548	184	40	2022	2022	NUM
cana-1548	184	41	)	)	PUNCT
cana-1548	184	42	,	,	PUNCT
cana-1548	184	43	40	40	NUM
cana-1548	184	44	-	-	SYM
cana-1548	184	45	48	48	NUM
cana-1548	184	46	.	.	PUNCT
cana-1548	185	1	[	[	X
cana-1548	185	2	24	24	NUM
cana-1548	185	3	]	]	PUNCT
cana-1548	185	4	d.	d.	PROPN
cana-1548	185	5	n.	n.	PROPN
cana-1548	185	6	choji	choji	PROPN
cana-1548	185	7	,	,	PUNCT
cana-1548	185	8	s.	s.	PROPN
cana-1548	185	9	n.	n.	PROPN
cana-1548	185	10	eduno	eduno	PROPN
cana-1548	185	11	,	,	PUNCT
cana-1548	185	12	and	and	CCONJ
cana-1548	185	13	g.	g.	PROPN
cana-1548	185	14	t.	t.	PROPN
cana-1548	185	15	kassem	kassem	PROPN
cana-1548	185	16	,	,	PUNCT
cana-1548	185	17	“	"	PUNCT
cana-1548	185	18	markov	markov	PROPN
cana-1548	185	19	chain	chain	NOUN
cana-1548	185	20	model	model	NOUN
cana-1548	185	21	application	application	NOUN
cana-1548	185	22	on	on	ADP
cana-1548	185	23	share	share	NOUN
cana-1548	185	24	price	price	NOUN
cana-1548	185	25	movement	movement	NOUN
cana-1548	185	26	in	in	ADP
cana-1548	185	27	stock	stock	NOUN
cana-1548	185	28	market	market	NOUN
cana-1548	185	29	,	,	PUNCT
cana-1548	185	30	”	"	PUNCT
cana-1548	185	31	journal	journal	NOUN
cana-1548	185	32	of	of	ADP
cana-1548	185	33	computer	computer	NOUN
cana-1548	185	34	engineering	engineering	NOUN
cana-1548	185	35	and	and	CCONJ
cana-1548	185	36	intelligent	intelligent	ADJ
cana-1548	185	37	systems	system	NOUN
cana-1548	185	38	,	,	PUNCT
cana-1548	185	39	vol	vol	NOUN
cana-1548	185	40	.	.	PROPN
cana-1548	186	1	4	4	NUM
cana-1548	186	2	,	,	PUNCT
cana-1548	186	3	no	no	INTJ
cana-1548	186	4	.	.	NOUN
cana-1548	186	5	10	10	NUM
cana-1548	186	6	,	,	PUNCT
cana-1548	186	7	2013	2013	NUM
cana-1548	186	8	.	.	PUNCT