id	sid	tid	token	lemma	pos
ajsts-5956	1	1	pa	pa	PROPN
ajsts-5956	1	2	ge	ge	PROPN
ajsts-5956	1	3	1	1	NUM
ajsts-5956	1	4	pa	pa	PROPN
ajsts-5956	1	5	ge	ge	PROPN
ajsts-5956	1	6	70	70	NUM
ajsts-5956	1	7	american	american	PROPN
ajsts-5956	1	8	journal	journal	NOUN
ajsts-5956	1	9	of	of	ADP
ajsts-5956	1	10	smart	smart	ADJ
ajsts-5956	1	11	technology	technology	NOUN
ajsts-5956	1	12	and	and	CCONJ
ajsts-5956	1	13	solutions	solution	NOUN
ajsts-5956	1	14	(	(	PUNCT
ajsts-5956	1	15	ajsts	ajst	NOUN
ajsts-5956	1	16	)	)	PUNCT
ajsts-5956	1	17	r	r	NOUN
ajsts-5956	1	18	-	-	PUNCT
ajsts-5956	1	19	shiny	shiny	ADJ
ajsts-5956	1	20	web	web	NOUN
ajsts-5956	1	21	application	application	NOUN
ajsts-5956	1	22	development	development	NOUN
ajsts-5956	1	23	for	for	ADP
ajsts-5956	1	24	multilayer	multilayer	ADJ
ajsts-5956	1	25	perceptron	perceptron	PROPN
ajsts-5956	1	26	state	state	PROPN
ajsts-5956	1	27	switching	switch	VERB
ajsts-5956	1	28	model	model	NOUN
ajsts-5956	1	29	for	for	ADP
ajsts-5956	1	30	predicting	predict	VERB
ajsts-5956	1	31	regimes	regime	NOUN
ajsts-5956	1	32	of	of	ADP
ajsts-5956	1	33	time	time	NOUN
ajsts-5956	1	34	series	series	PROPN
ajsts-5956	1	35	returns	return	VERB
ajsts-5956	1	36	oluwasegun	oluwasegun	NOUN
ajsts-5956	1	37	agbailu	agbailu	VERB
ajsts-5956	1	38	adejumo1	adejumo1	PROPN
ajsts-5956	1	39	*	*	PROPN
ajsts-5956	1	40	,	,	PUNCT
ajsts-5956	1	41	omorogbe	omorogbe	ADJ
ajsts-5956	1	42	joseph	joseph	PROPN
ajsts-5956	1	43	asemota1	asemota1	PROPN
ajsts-5956	1	44	,	,	PUNCT
ajsts-5956	1	45	samuel	samuel	PROPN
ajsts-5956	1	46	olayemi	olayemi	PROPN
ajsts-5956	1	47	olanrewaju1	olanrewaju1	PROPN
ajsts-5956	2	1	volume	volume	NOUN
ajsts-5956	2	2	4	4	NUM
ajsts-5956	2	3	issue	issue	NOUN
ajsts-5956	2	4	2	2	NUM
ajsts-5956	2	5	,	,	PUNCT
ajsts-5956	2	6	year	year	NOUN
ajsts-5956	2	7	2025	2025	NUM
ajsts-5956	2	8	issn	issn	NOUN
ajsts-5956	2	9	:	:	PUNCT
ajsts-5956	2	10	2837	2837	NUM
ajsts-5956	2	11	-	-	SYM
ajsts-5956	2	12	0295	0295	NUM
ajsts-5956	2	13	(	(	PUNCT
ajsts-5956	2	14	online	online	ADJ
ajsts-5956	2	15	)	)	PUNCT
ajsts-5956	2	16	doi	doi	NOUN
ajsts-5956	2	17	:	:	PUNCT
ajsts-5956	2	18	https://doi.org/10.54536/ajsts.v4i2.5956	https://doi.org/10.54536/ajsts.v4i2.5956	PROPN
ajsts-5956	2	19	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-5956	2	20	article	article	NOUN
ajsts-5956	2	21	information	information	NOUN
ajsts-5956	2	22	abstract	abstract	ADV
ajsts-5956	2	23	received	receive	VERB
ajsts-5956	2	24	:	:	PUNCT
ajsts-5956	2	25	august	august	PROPN
ajsts-5956	2	26	14	14	NUM
ajsts-5956	2	27	,	,	PUNCT
ajsts-5956	2	28	2025	2025	NUM
ajsts-5956	2	29	accepted	accept	VERB
ajsts-5956	2	30	:	:	PUNCT
ajsts-5956	2	31	september	september	PROPN
ajsts-5956	2	32	22	22	NUM
ajsts-5956	2	33	,	,	PUNCT
ajsts-5956	2	34	2025	2025	NUM
ajsts-5956	2	35	published	publish	VERB
ajsts-5956	2	36	:	:	PUNCT
ajsts-5956	2	37	october	october	PROPN
ajsts-5956	2	38	21	21	NUM
ajsts-5956	2	39	,	,	PUNCT
ajsts-5956	2	40	2025	2025	NUM
ajsts-5956	2	41	forecasting	forecasting	NOUN
ajsts-5956	2	42	regimes	regime	NOUN
ajsts-5956	2	43	in	in	ADP
ajsts-5956	2	44	financial	financial	ADJ
ajsts-5956	2	45	time	time	NOUN
ajsts-5956	2	46	series	series	NOUN
ajsts-5956	2	47	is	be	AUX
ajsts-5956	2	48	complicated	complicate	VERB
ajsts-5956	2	49	by	by	ADP
ajsts-5956	2	50	nonlinearity	nonlinearity	NOUN
ajsts-5956	2	51	and	and	CCONJ
ajsts-5956	2	52	smallsample	smallsample	ADJ
ajsts-5956	2	53	limitations	limitation	NOUN
ajsts-5956	2	54	,	,	PUNCT
ajsts-5956	2	55	where	where	SCONJ
ajsts-5956	2	56	conventional	conventional	ADJ
ajsts-5956	2	57	markov	markov	NOUN
ajsts-5956	2	58	switching	switching	NOUN
ajsts-5956	2	59	models	model	NOUN
ajsts-5956	2	60	(	(	PUNCT
ajsts-5956	2	61	msms	msm	NOUN
ajsts-5956	2	62	)	)	PUNCT
ajsts-5956	2	63	and	and	CCONJ
ajsts-5956	2	64	regimeswitching	regimeswitche	VERB
ajsts-5956	2	65	autoregressive	autoregressive	ADJ
ajsts-5956	2	66	models	model	NOUN
ajsts-5956	2	67	often	often	ADV
ajsts-5956	2	68	underperform	underperform	VERB
ajsts-5956	2	69	.	.	PUNCT
ajsts-5956	3	1	to	to	PART
ajsts-5956	3	2	address	address	VERB
ajsts-5956	3	3	this	this	PRON
ajsts-5956	3	4	,	,	PUNCT
ajsts-5956	3	5	we	we	PRON
ajsts-5956	3	6	developed	develop	VERB
ajsts-5956	3	7	an	an	DET
ajsts-5956	3	8	interactive	interactive	ADJ
ajsts-5956	3	9	r	r	NOUN
ajsts-5956	3	10	-	-	ADJ
ajsts-5956	3	11	shiny	shiny	ADJ
ajsts-5956	3	12	web	web	NOUN
ajsts-5956	3	13	application	application	NOUN
ajsts-5956	3	14	implementing	implement	VERB
ajsts-5956	3	15	the	the	DET
ajsts-5956	3	16	recently	recently	ADV
ajsts-5956	3	17	introduced	introduce	VERB
ajsts-5956	3	18	multilayer	multilayer	ADJ
ajsts-5956	3	19	perceptron	perceptron	PROPN
ajsts-5956	3	20	state	state	PROPN
ajsts-5956	3	21	switching	switching	NOUN
ajsts-5956	3	22	model	model	NOUN
ajsts-5956	3	23	(	(	PUNCT
ajsts-5956	3	24	mlpssm	mlpssm	NOUN
ajsts-5956	3	25	)	)	PUNCT
ajsts-5956	3	26	.	.	PUNCT
ajsts-5956	4	1	the	the	DET
ajsts-5956	4	2	app	app	NOUN
ajsts-5956	4	3	integrates	integrate	VERB
ajsts-5956	4	4	neural	neural	ADJ
ajsts-5956	4	5	networks	network	NOUN
ajsts-5956	4	6	to	to	PART
ajsts-5956	4	7	capture	capture	VERB
ajsts-5956	4	8	nonlinear	nonlinear	ADJ
ajsts-5956	4	9	intra	intra	ADJ
ajsts-5956	4	10	-	-	ADJ
ajsts-5956	4	11	regime	regime	ADJ
ajsts-5956	4	12	patterns	pattern	NOUN
ajsts-5956	4	13	with	with	ADP
ajsts-5956	4	14	markov	markov	NOUN
ajsts-5956	4	15	switching	switch	VERB
ajsts-5956	4	16	structures	structure	NOUN
ajsts-5956	4	17	to	to	PART
ajsts-5956	4	18	identify	identify	VERB
ajsts-5956	4	19	latent	latent	ADJ
ajsts-5956	4	20	regime	regime	NOUN
ajsts-5956	4	21	transitions	transition	NOUN
ajsts-5956	4	22	.	.	PUNCT
ajsts-5956	5	1	using	use	VERB
ajsts-5956	5	2	nigerian	nigerian	ADJ
ajsts-5956	5	3	exchange	exchange	NOUN
ajsts-5956	5	4	rate	rate	NOUN
ajsts-5956	5	5	returns	return	NOUN
ajsts-5956	5	6	as	as	ADP
ajsts-5956	5	7	a	a	DET
ajsts-5956	5	8	case	case	NOUN
ajsts-5956	5	9	study	study	NOUN
ajsts-5956	5	10	,	,	PUNCT
ajsts-5956	5	11	the	the	DET
ajsts-5956	5	12	app	app	NOUN
ajsts-5956	5	13	demonstrated	demonstrate	VERB
ajsts-5956	5	14	robust	robust	ADJ
ajsts-5956	5	15	performance	performance	NOUN
ajsts-5956	5	16	across	across	ADP
ajsts-5956	5	17	diagnostics	diagnostic	NOUN
ajsts-5956	5	18	,	,	PUNCT
ajsts-5956	5	19	estimation	estimation	NOUN
ajsts-5956	5	20	,	,	PUNCT
ajsts-5956	5	21	and	and	CCONJ
ajsts-5956	5	22	forecasting	forecasting	NOUN
ajsts-5956	5	23	.	.	PUNCT
ajsts-5956	6	1	residual	residual	ADJ
ajsts-5956	6	2	checks	check	NOUN
ajsts-5956	6	3	confirmed	confirm	VERB
ajsts-5956	6	4	that	that	SCONJ
ajsts-5956	6	5	the	the	DET
ajsts-5956	6	6	hybrid	hybrid	ADJ
ajsts-5956	6	7	approach	approach	NOUN
ajsts-5956	6	8	effectively	effectively	ADV
ajsts-5956	6	9	modeled	model	VERB
ajsts-5956	6	10	underlying	underlying	ADJ
ajsts-5956	6	11	dynamics	dynamic	NOUN
ajsts-5956	6	12	,	,	PUNCT
ajsts-5956	6	13	while	while	SCONJ
ajsts-5956	6	14	forecasts	forecast	NOUN
ajsts-5956	6	15	achieved	achieve	VERB
ajsts-5956	6	16	lower	low	ADJ
ajsts-5956	6	17	rmse	rmse	NOUN
ajsts-5956	6	18	and	and	CCONJ
ajsts-5956	6	19	mae	mae	PROPN
ajsts-5956	6	20	than	than	ADP
ajsts-5956	6	21	baseline	baseline	ADJ
ajsts-5956	6	22	msms	msm	NOUN
ajsts-5956	6	23	.	.	PUNCT
ajsts-5956	7	1	the	the	DET
ajsts-5956	7	2	web	web	NOUN
ajsts-5956	7	3	-	-	PUNCT
ajsts-5956	7	4	based	base	VERB
ajsts-5956	7	5	interface	interface	NOUN
ajsts-5956	7	6	further	far	ADV
ajsts-5956	7	7	enhances	enhance	VERB
ajsts-5956	7	8	accessibility	accessibility	NOUN
ajsts-5956	7	9	,	,	PUNCT
ajsts-5956	7	10	enabling	enable	VERB
ajsts-5956	7	11	both	both	CCONJ
ajsts-5956	7	12	technical	technical	ADJ
ajsts-5956	7	13	and	and	CCONJ
ajsts-5956	7	14	non	non	ADJ
ajsts-5956	7	15	-	-	ADJ
ajsts-5956	7	16	specialist	specialist	ADJ
ajsts-5956	7	17	users	user	NOUN
ajsts-5956	7	18	to	to	PART
ajsts-5956	7	19	apply	apply	VERB
ajsts-5956	7	20	advanced	advanced	ADJ
ajsts-5956	7	21	regime	regime	NOUN
ajsts-5956	7	22	-	-	PUNCT
ajsts-5956	7	23	switching	switch	VERB
ajsts-5956	7	24	methods	method	NOUN
ajsts-5956	7	25	without	without	ADP
ajsts-5956	7	26	coding	code	VERB
ajsts-5956	7	27	expertise	expertise	NOUN
ajsts-5956	7	28	.	.	PUNCT
ajsts-5956	8	1	the	the	DET
ajsts-5956	8	2	mlpssm	mlpssm	PROPN
ajsts-5956	8	3	web	web	NOUN
ajsts-5956	8	4	app	app	NOUN
ajsts-5956	8	5	thus	thus	ADV
ajsts-5956	8	6	bridges	bridge	NOUN
ajsts-5956	8	7	machine	machine	NOUN
ajsts-5956	8	8	learning	learning	NOUN
ajsts-5956	8	9	and	and	CCONJ
ajsts-5956	8	10	econometric	econometric	ADJ
ajsts-5956	8	11	modeling	modeling	NOUN
ajsts-5956	8	12	,	,	PUNCT
ajsts-5956	8	13	offering	offer	VERB
ajsts-5956	8	14	a	a	DET
ajsts-5956	8	15	practical	practical	ADJ
ajsts-5956	8	16	,	,	PUNCT
ajsts-5956	8	17	reproducible	reproducible	ADJ
ajsts-5956	8	18	tool	tool	NOUN
ajsts-5956	8	19	for	for	ADP
ajsts-5956	8	20	regime	regime	NOUN
ajsts-5956	8	21	prediction	prediction	NOUN
ajsts-5956	8	22	in	in	ADP
ajsts-5956	8	23	financial	financial	ADJ
ajsts-5956	8	24	markets	market	NOUN
ajsts-5956	8	25	.	.	PUNCT
ajsts-5956	9	1	keywords	keyword	VERB
ajsts-5956	9	2	financial	financial	ADJ
ajsts-5956	9	3	time	time	NOUN
ajsts-5956	9	4	series	series	PROPN
ajsts-5956	9	5	returns	return	NOUN
ajsts-5956	9	6	,	,	PUNCT
ajsts-5956	9	7	markov	markov	NOUN
ajsts-5956	9	8	process	process	NOUN
ajsts-5956	9	9	,	,	PUNCT
ajsts-5956	9	10	mlpssm	mlpssm	NOUN
ajsts-5956	9	11	,	,	PUNCT
ajsts-5956	9	12	r	r	NOUN
ajsts-5956	9	13	shiny	shiny	ADJ
ajsts-5956	9	14	,	,	PUNCT
ajsts-5956	9	15	regime	regime	NOUN
ajsts-5956	9	16	switching	switch	VERB
ajsts-5956	9	17	1	1	NUM
ajsts-5956	9	18	department	department	NOUN
ajsts-5956	9	19	of	of	ADP
ajsts-5956	9	20	statistics	statistic	NOUN
ajsts-5956	9	21	,	,	PUNCT
ajsts-5956	9	22	faculty	faculty	NOUN
ajsts-5956	9	23	of	of	ADP
ajsts-5956	9	24	science	science	NOUN
ajsts-5956	9	25	,	,	PUNCT
ajsts-5956	9	26	university	university	NOUN
ajsts-5956	9	27	of	of	ADP
ajsts-5956	9	28	abuja	abuja	PROPN
ajsts-5956	9	29	,	,	PUNCT
ajsts-5956	9	30	abuja	abuja	PROPN
ajsts-5956	9	31	,	,	PUNCT
ajsts-5956	9	32	nigeria	nigeria	PROPN
ajsts-5956	9	33	*	*	PUNCT
ajsts-5956	9	34	corresponding	correspond	VERB
ajsts-5956	9	35	author	author	NOUN
ajsts-5956	9	36	’s	’s	PART
ajsts-5956	9	37	e	e	NOUN
ajsts-5956	9	38	-	-	NOUN
ajsts-5956	9	39	mail	mail	NOUN
ajsts-5956	9	40	:	:	PUNCT
ajsts-5956	9	41	agbailuoa@gmail.com	agbailuoa@gmail.com	X
ajsts-5956	10	1	introduction	introduction	NOUN
ajsts-5956	10	2	financial	financial	ADJ
ajsts-5956	10	3	time	time	NOUN
ajsts-5956	10	4	series	series	PROPN
ajsts-5956	10	5	data	data	PROPN
ajsts-5956	10	6	,	,	PUNCT
ajsts-5956	10	7	such	such	ADJ
ajsts-5956	10	8	as	as	ADP
ajsts-5956	10	9	stock	stock	NOUN
ajsts-5956	10	10	returns	return	NOUN
ajsts-5956	10	11	,	,	PUNCT
ajsts-5956	10	12	exchange	exchange	NOUN
ajsts-5956	10	13	rates	rate	NOUN
ajsts-5956	10	14	,	,	PUNCT
ajsts-5956	10	15	and	and	CCONJ
ajsts-5956	10	16	commodity	commodity	NOUN
ajsts-5956	10	17	prices	price	NOUN
ajsts-5956	10	18	,	,	PUNCT
ajsts-5956	10	19	are	be	AUX
ajsts-5956	10	20	often	often	ADV
ajsts-5956	10	21	characterized	characterize	VERB
ajsts-5956	10	22	by	by	ADP
ajsts-5956	10	23	nonlinearity	nonlinearity	NOUN
ajsts-5956	10	24	,	,	PUNCT
ajsts-5956	10	25	volatility	volatility	NOUN
ajsts-5956	10	26	clustering	clustering	NOUN
ajsts-5956	10	27	,	,	PUNCT
ajsts-5956	10	28	and	and	CCONJ
ajsts-5956	10	29	structural	structural	ADJ
ajsts-5956	10	30	regime	regime	NOUN
ajsts-5956	10	31	shifts	shift	NOUN
ajsts-5956	10	32	.	.	PUNCT
ajsts-5956	11	1	traditional	traditional	ADJ
ajsts-5956	11	2	linear	linear	ADJ
ajsts-5956	11	3	time	time	NOUN
ajsts-5956	11	4	series	series	NOUN
ajsts-5956	11	5	models	model	NOUN
ajsts-5956	11	6	,	,	PUNCT
ajsts-5956	11	7	while	while	SCONJ
ajsts-5956	11	8	useful	useful	ADJ
ajsts-5956	11	9	for	for	ADP
ajsts-5956	11	10	short	short	ADJ
ajsts-5956	11	11	-	-	PUNCT
ajsts-5956	11	12	term	term	NOUN
ajsts-5956	11	13	forecasting	forecasting	NOUN
ajsts-5956	11	14	,	,	PUNCT
ajsts-5956	11	15	are	be	AUX
ajsts-5956	11	16	limited	limit	VERB
ajsts-5956	11	17	in	in	ADP
ajsts-5956	11	18	their	their	PRON
ajsts-5956	11	19	ability	ability	NOUN
ajsts-5956	11	20	to	to	PART
ajsts-5956	11	21	capture	capture	VERB
ajsts-5956	11	22	abrupt	abrupt	ADJ
ajsts-5956	11	23	changes	change	NOUN
ajsts-5956	11	24	between	between	ADP
ajsts-5956	11	25	economic	economic	ADJ
ajsts-5956	11	26	states	state	NOUN
ajsts-5956	11	27	such	such	ADJ
ajsts-5956	11	28	as	as	ADP
ajsts-5956	11	29	bull	bull	NOUN
ajsts-5956	11	30	and	and	CCONJ
ajsts-5956	11	31	bear	bear	NOUN
ajsts-5956	11	32	markets	market	NOUN
ajsts-5956	11	33	or	or	CCONJ
ajsts-5956	11	34	highand	highand	ADJ
ajsts-5956	11	35	low	low	ADJ
ajsts-5956	11	36	-	-	PUNCT
ajsts-5956	11	37	volatility	volatility	NOUN
ajsts-5956	11	38	regimes	regime	NOUN
ajsts-5956	11	39	(	(	PUNCT
ajsts-5956	11	40	hamilton	hamilton	PROPN
ajsts-5956	11	41	,	,	PUNCT
ajsts-5956	11	42	1989	1989	NUM
ajsts-5956	11	43	;	;	PUNCT
ajsts-5956	11	44	krolzig	krolzig	NOUN
ajsts-5956	11	45	,	,	PUNCT
ajsts-5956	11	46	1997	1997	NUM
ajsts-5956	11	47	)	)	PUNCT
ajsts-5956	11	48	.	.	PUNCT
ajsts-5956	12	1	to	to	PART
ajsts-5956	12	2	address	address	VERB
ajsts-5956	12	3	these	these	DET
ajsts-5956	12	4	limitations	limitation	NOUN
ajsts-5956	12	5	,	,	PUNCT
ajsts-5956	12	6	researchers	researcher	NOUN
ajsts-5956	12	7	have	have	AUX
ajsts-5956	12	8	developed	develop	VERB
ajsts-5956	12	9	stateswitching	stateswitching	NOUN
ajsts-5956	12	10	models	model	NOUN
ajsts-5956	12	11	,	,	PUNCT
ajsts-5956	12	12	including	include	VERB
ajsts-5956	12	13	the	the	DET
ajsts-5956	12	14	markov	markov	NOUN
ajsts-5956	12	15	switching	switching	NOUN
ajsts-5956	12	16	model	model	NOUN
ajsts-5956	12	17	(	(	PUNCT
ajsts-5956	12	18	msm	msm	NOUN
ajsts-5956	12	19	)	)	PUNCT
ajsts-5956	12	20	and	and	CCONJ
ajsts-5956	12	21	regime	regime	NOUN
ajsts-5956	12	22	-	-	PUNCT
ajsts-5956	12	23	switching	switch	VERB
ajsts-5956	12	24	autoregressive	autoregressive	ADJ
ajsts-5956	12	25	models	model	NOUN
ajsts-5956	12	26	,	,	PUNCT
ajsts-5956	12	27	which	which	PRON
ajsts-5956	12	28	explicitly	explicitly	ADV
ajsts-5956	12	29	account	account	VERB
ajsts-5956	12	30	for	for	ADP
ajsts-5956	12	31	stochastic	stochastic	ADJ
ajsts-5956	12	32	regime	regime	NOUN
ajsts-5956	12	33	shifts	shift	NOUN
ajsts-5956	12	34	and	and	CCONJ
ajsts-5956	12	35	structural	structural	ADJ
ajsts-5956	12	36	breaks	break	NOUN
ajsts-5956	12	37	.	.	PUNCT
ajsts-5956	13	1	these	these	DET
ajsts-5956	13	2	models	model	NOUN
ajsts-5956	13	3	have	have	AUX
ajsts-5956	13	4	been	be	AUX
ajsts-5956	13	5	widely	widely	ADV
ajsts-5956	13	6	applied	apply	VERB
ajsts-5956	13	7	in	in	ADP
ajsts-5956	13	8	empirical	empirical	ADJ
ajsts-5956	13	9	finance	finance	NOUN
ajsts-5956	13	10	to	to	PART
ajsts-5956	13	11	enhance	enhance	VERB
ajsts-5956	13	12	the	the	DET
ajsts-5956	13	13	understanding	understanding	NOUN
ajsts-5956	13	14	of	of	ADP
ajsts-5956	13	15	market	market	NOUN
ajsts-5956	13	16	dynamics	dynamic	NOUN
ajsts-5956	13	17	and	and	CCONJ
ajsts-5956	13	18	improve	improve	VERB
ajsts-5956	13	19	predictive	predictive	ADJ
ajsts-5956	13	20	performance	performance	NOUN
ajsts-5956	13	21	in	in	ADP
ajsts-5956	13	22	risk	risk	NOUN
ajsts-5956	13	23	-	-	PUNCT
ajsts-5956	13	24	sensitive	sensitive	ADJ
ajsts-5956	13	25	environments	environment	NOUN
ajsts-5956	13	26	(	(	PUNCT
ajsts-5956	13	27	ang	ang	PROPN
ajsts-5956	13	28	&	&	CCONJ
ajsts-5956	13	29	timmermann	timmermann	PROPN
ajsts-5956	13	30	,	,	PUNCT
ajsts-5956	13	31	2012	2012	NUM
ajsts-5956	13	32	)	)	PUNCT
ajsts-5956	13	33	.	.	PUNCT
ajsts-5956	14	1	despite	despite	SCONJ
ajsts-5956	14	2	their	their	PRON
ajsts-5956	14	3	popularity	popularity	NOUN
ajsts-5956	14	4	,	,	PUNCT
ajsts-5956	14	5	conventional	conventional	ADJ
ajsts-5956	14	6	msms	msm	NOUN
ajsts-5956	14	7	and	and	CCONJ
ajsts-5956	14	8	regime	regime	NOUN
ajsts-5956	14	9	-	-	PUNCT
ajsts-5956	14	10	switching	switch	VERB
ajsts-5956	14	11	autoregressive	autoregressive	ADJ
ajsts-5956	14	12	models	model	NOUN
ajsts-5956	14	13	demonstrate	demonstrate	VERB
ajsts-5956	14	14	poor	poor	ADJ
ajsts-5956	14	15	predictive	predictive	ADJ
ajsts-5956	14	16	performance	performance	NOUN
ajsts-5956	14	17	in	in	ADP
ajsts-5956	14	18	small	small	ADJ
ajsts-5956	14	19	-	-	PUNCT
ajsts-5956	14	20	sample	sample	NOUN
ajsts-5956	14	21	settings	setting	NOUN
ajsts-5956	14	22	,	,	PUNCT
ajsts-5956	14	23	which	which	PRON
ajsts-5956	14	24	is	be	AUX
ajsts-5956	14	25	a	a	DET
ajsts-5956	14	26	common	common	ADJ
ajsts-5956	14	27	challenge	challenge	NOUN
ajsts-5956	14	28	in	in	ADP
ajsts-5956	14	29	emerging	emerge	VERB
ajsts-5956	14	30	markets	market	NOUN
ajsts-5956	14	31	and	and	CCONJ
ajsts-5956	14	32	in	in	ADP
ajsts-5956	14	33	high	high	ADJ
ajsts-5956	14	34	-	-	PUNCT
ajsts-5956	14	35	frequency	frequency	NOUN
ajsts-5956	14	36	but	but	CCONJ
ajsts-5956	14	37	short	short	ADJ
ajsts-5956	14	38	-	-	PUNCT
ajsts-5956	14	39	span	span	NOUN
ajsts-5956	14	40	datasets	dataset	NOUN
ajsts-5956	14	41	.	.	PUNCT
ajsts-5956	15	1	under	under	ADP
ajsts-5956	15	2	such	such	ADJ
ajsts-5956	15	3	conditions	condition	NOUN
ajsts-5956	15	4	,	,	PUNCT
ajsts-5956	15	5	parameter	parameter	NOUN
ajsts-5956	15	6	estimates	estimate	NOUN
ajsts-5956	15	7	become	become	VERB
ajsts-5956	15	8	unstable	unstable	ADJ
ajsts-5956	15	9	,	,	PUNCT
ajsts-5956	15	10	leading	lead	VERB
ajsts-5956	15	11	to	to	ADP
ajsts-5956	15	12	unreliable	unreliable	ADJ
ajsts-5956	15	13	regime	regime	NOUN
ajsts-5956	15	14	classification	classification	NOUN
ajsts-5956	15	15	,	,	PUNCT
ajsts-5956	15	16	weak	weak	ADJ
ajsts-5956	15	17	predictive	predictive	ADJ
ajsts-5956	15	18	power	power	NOUN
ajsts-5956	15	19	,	,	PUNCT
ajsts-5956	15	20	and	and	CCONJ
ajsts-5956	15	21	difficulty	difficulty	NOUN
ajsts-5956	15	22	in	in	ADP
ajsts-5956	15	23	distinguishing	distinguish	VERB
ajsts-5956	15	24	genuine	genuine	ADJ
ajsts-5956	15	25	structural	structural	ADJ
ajsts-5956	15	26	shifts	shift	NOUN
ajsts-5956	15	27	from	from	ADP
ajsts-5956	15	28	random	random	ADJ
ajsts-5956	15	29	noise	noise	NOUN
ajsts-5956	15	30	(	(	PUNCT
ajsts-5956	15	31	psaradakis	psaradakis	PROPN
ajsts-5956	15	32	&	&	CCONJ
ajsts-5956	15	33	spagnolo	spagnolo	PROPN
ajsts-5956	15	34	,	,	PUNCT
ajsts-5956	15	35	2003	2003	NUM
ajsts-5956	15	36	;	;	PUNCT
ajsts-5956	15	37	chauvet	chauvet	NOUN
ajsts-5956	15	38	&	&	CCONJ
ajsts-5956	15	39	potter	potter	NOUN
ajsts-5956	15	40	,	,	PUNCT
ajsts-5956	15	41	2000	2000	NUM
ajsts-5956	15	42	)	)	PUNCT
ajsts-5956	15	43	.	.	PUNCT
ajsts-5956	16	1	these	these	DET
ajsts-5956	16	2	shortcomings	shortcoming	NOUN
ajsts-5956	16	3	limit	limit	VERB
ajsts-5956	16	4	the	the	DET
ajsts-5956	16	5	applicability	applicability	NOUN
ajsts-5956	16	6	of	of	ADP
ajsts-5956	16	7	msms	msm	NOUN
ajsts-5956	16	8	and	and	CCONJ
ajsts-5956	16	9	related	related	ADJ
ajsts-5956	16	10	models	model	NOUN
ajsts-5956	16	11	,	,	PUNCT
ajsts-5956	16	12	especially	especially	ADV
ajsts-5956	16	13	in	in	ADP
ajsts-5956	16	14	contexts	context	NOUN
ajsts-5956	16	15	where	where	SCONJ
ajsts-5956	16	16	robust	robust	ADJ
ajsts-5956	16	17	regime	regime	NOUN
ajsts-5956	16	18	detection	detection	NOUN
ajsts-5956	16	19	is	be	AUX
ajsts-5956	16	20	most	most	ADV
ajsts-5956	16	21	critical	critical	ADJ
ajsts-5956	16	22	for	for	ADP
ajsts-5956	16	23	investors	investor	NOUN
ajsts-5956	16	24	,	,	PUNCT
ajsts-5956	16	25	policymakers	policymaker	NOUN
ajsts-5956	16	26	,	,	PUNCT
ajsts-5956	16	27	and	and	CCONJ
ajsts-5956	16	28	risk	risk	NOUN
ajsts-5956	16	29	managers	manager	NOUN
ajsts-5956	16	30	.	.	PUNCT
ajsts-5956	17	1	to	to	PART
ajsts-5956	17	2	overcome	overcome	VERB
ajsts-5956	17	3	these	these	DET
ajsts-5956	17	4	challenges	challenge	NOUN
ajsts-5956	17	5	,	,	PUNCT
ajsts-5956	17	6	recent	recent	ADJ
ajsts-5956	17	7	research	research	NOUN
ajsts-5956	17	8	has	have	AUX
ajsts-5956	17	9	explored	explore	VERB
ajsts-5956	17	10	the	the	DET
ajsts-5956	17	11	integration	integration	NOUN
ajsts-5956	17	12	of	of	ADP
ajsts-5956	17	13	neural	neural	ADJ
ajsts-5956	17	14	networks	network	NOUN
ajsts-5956	17	15	into	into	ADP
ajsts-5956	17	16	regimeswitching	regimeswitching	NOUN
ajsts-5956	17	17	frameworks	framework	NOUN
ajsts-5956	17	18	.	.	PUNCT
ajsts-5956	18	1	neural	neural	ADJ
ajsts-5956	18	2	networks	network	NOUN
ajsts-5956	18	3	excel	excel	VERB
ajsts-5956	18	4	at	at	ADP
ajsts-5956	18	5	capturing	capture	VERB
ajsts-5956	18	6	nonlinear	nonlinear	ADJ
ajsts-5956	18	7	patterns	pattern	NOUN
ajsts-5956	18	8	,	,	PUNCT
ajsts-5956	18	9	hidden	hide	VERB
ajsts-5956	18	10	structures	structure	NOUN
ajsts-5956	18	11	,	,	PUNCT
ajsts-5956	18	12	and	and	CCONJ
ajsts-5956	18	13	complex	complex	ADJ
ajsts-5956	18	14	dependencies	dependency	NOUN
ajsts-5956	18	15	within	within	ADP
ajsts-5956	18	16	financial	financial	ADJ
ajsts-5956	18	17	data	datum	NOUN
ajsts-5956	18	18	that	that	SCONJ
ajsts-5956	18	19	conventional	conventional	ADJ
ajsts-5956	18	20	linear	linear	NOUN
ajsts-5956	18	21	models	model	NOUN
ajsts-5956	18	22	often	often	ADV
ajsts-5956	18	23	fail	fail	VERB
ajsts-5956	18	24	to	to	PART
ajsts-5956	18	25	detect	detect	VERB
ajsts-5956	18	26	(	(	PUNCT
ajsts-5956	18	27	zhang	zhang	X
ajsts-5956	18	28	et	et	PROPN
ajsts-5956	18	29	al	al	PROPN
ajsts-5956	18	30	.	.	PROPN
ajsts-5956	18	31	,	,	PUNCT
ajsts-5956	18	32	1998	1998	NUM
ajsts-5956	18	33	)	)	PUNCT
ajsts-5956	18	34	.	.	PUNCT
ajsts-5956	19	1	by	by	ADP
ajsts-5956	19	2	combining	combine	VERB
ajsts-5956	19	3	the	the	DET
ajsts-5956	19	4	flexibility	flexibility	NOUN
ajsts-5956	19	5	of	of	ADP
ajsts-5956	19	6	machine	machine	NOUN
ajsts-5956	19	7	learning	learn	VERB
ajsts-5956	19	8	with	with	ADP
ajsts-5956	19	9	the	the	DET
ajsts-5956	19	10	interpretability	interpretability	NOUN
ajsts-5956	19	11	of	of	ADP
ajsts-5956	19	12	regime	regime	NOUN
ajsts-5956	19	13	-	-	PUNCT
ajsts-5956	19	14	based	base	VERB
ajsts-5956	19	15	approaches	approach	NOUN
ajsts-5956	19	16	,	,	PUNCT
ajsts-5956	19	17	neural	neural	ADJ
ajsts-5956	19	18	network	network	NOUN
ajsts-5956	19	19	state	state	NOUN
ajsts-5956	19	20	switching	switching	NOUN
ajsts-5956	19	21	models	model	NOUN
ajsts-5956	19	22	(	(	PUNCT
ajsts-5956	19	23	nn	nn	NOUN
ajsts-5956	19	24	-	-	PUNCT
ajsts-5956	19	25	ssms	ssm	NOUN
ajsts-5956	19	26	)	)	PUNCT
ajsts-5956	19	27	have	have	AUX
ajsts-5956	19	28	emerged	emerge	VERB
ajsts-5956	19	29	as	as	ADP
ajsts-5956	19	30	promising	promise	VERB
ajsts-5956	19	31	alternatives	alternative	NOUN
ajsts-5956	19	32	for	for	ADP
ajsts-5956	19	33	predicting	predict	VERB
ajsts-5956	19	34	time	time	NOUN
ajsts-5956	19	35	series	series	NOUN
ajsts-5956	19	36	regimes	regime	NOUN
ajsts-5956	19	37	(	(	PUNCT
ajsts-5956	19	38	yao	yao	NOUN
ajsts-5956	19	39	et	et	PROPN
ajsts-5956	19	40	al	al	PROPN
ajsts-5956	19	41	.	.	PROPN
ajsts-5956	19	42	,	,	PUNCT
ajsts-5956	19	43	1999	1999	NUM
ajsts-5956	19	44	)	)	PUNCT
ajsts-5956	19	45	.	.	PUNCT
ajsts-5956	20	1	a	a	DET
ajsts-5956	20	2	notable	notable	ADJ
ajsts-5956	20	3	advancement	advancement	NOUN
ajsts-5956	20	4	in	in	ADP
ajsts-5956	20	5	this	this	DET
ajsts-5956	20	6	field	field	NOUN
ajsts-5956	20	7	is	be	AUX
ajsts-5956	20	8	the	the	DET
ajsts-5956	20	9	study	study	NOUN
ajsts-5956	20	10	by	by	ADP
ajsts-5956	20	11	adejumo	adejumo	PROPN
ajsts-5956	20	12	et	et	PROPN
ajsts-5956	20	13	al	al	PROPN
ajsts-5956	20	14	.	.	PROPN
ajsts-5956	21	1	(	(	PUNCT
ajsts-5956	21	2	2025	2025	NUM
ajsts-5956	21	3	)	)	PUNCT
ajsts-5956	21	4	,	,	PUNCT
ajsts-5956	21	5	who	who	PRON
ajsts-5956	21	6	introduced	introduce	VERB
ajsts-5956	21	7	the	the	DET
ajsts-5956	21	8	multilayer	multilayer	ADJ
ajsts-5956	21	9	perceptron	perceptron	PROPN
ajsts-5956	21	10	state	state	PROPN
ajsts-5956	21	11	switching	switching	NOUN
ajsts-5956	21	12	model	model	NOUN
ajsts-5956	21	13	(	(	PUNCT
ajsts-5956	21	14	mlpssm	mlpssm	NOUN
ajsts-5956	21	15	)	)	PUNCT
ajsts-5956	21	16	,	,	PUNCT
ajsts-5956	21	17	a	a	DET
ajsts-5956	21	18	novel	novel	ADJ
ajsts-5956	21	19	hybrid	hybrid	NOUN
ajsts-5956	21	20	approach	approach	NOUN
ajsts-5956	21	21	that	that	PRON
ajsts-5956	21	22	embeds	embed	VERB
ajsts-5956	21	23	a	a	DET
ajsts-5956	21	24	neural	neural	ADJ
ajsts-5956	21	25	network	network	NOUN
ajsts-5956	21	26	within	within	ADP
ajsts-5956	21	27	a	a	DET
ajsts-5956	21	28	regime	regime	NOUN
ajsts-5956	21	29	-	-	PUNCT
ajsts-5956	21	30	switching	switch	VERB
ajsts-5956	21	31	framework	framework	NOUN
ajsts-5956	21	32	.	.	PUNCT
ajsts-5956	22	1	their	their	PRON
ajsts-5956	22	2	findings	finding	NOUN
ajsts-5956	22	3	demonstrated	demonstrate	VERB
ajsts-5956	22	4	that	that	SCONJ
ajsts-5956	22	5	the	the	PRON
ajsts-5956	22	6	mlpssm	mlpssm	NOUN
ajsts-5956	22	7	consistently	consistently	ADV
ajsts-5956	22	8	outperforms	outperform	VERB
ajsts-5956	22	9	traditional	traditional	ADJ
ajsts-5956	22	10	msms	msm	NOUN
ajsts-5956	22	11	and	and	CCONJ
ajsts-5956	22	12	regime	regime	NOUN
ajsts-5956	22	13	-	-	PUNCT
ajsts-5956	22	14	switching	switch	VERB
ajsts-5956	22	15	autoregressive	autoregressive	ADJ
ajsts-5956	22	16	models	model	NOUN
ajsts-5956	22	17	,	,	PUNCT
ajsts-5956	22	18	particularly	particularly	ADV
ajsts-5956	22	19	in	in	ADP
ajsts-5956	22	20	small	small	ADJ
ajsts-5956	22	21	-	-	PUNCT
ajsts-5956	22	22	sample	sample	NOUN
ajsts-5956	22	23	environments	environment	NOUN
ajsts-5956	22	24	and	and	CCONJ
ajsts-5956	22	25	in	in	ADP
ajsts-5956	22	26	accurately	accurately	ADV
ajsts-5956	22	27	predicting	predict	VERB
ajsts-5956	22	28	regime	regime	NOUN
ajsts-5956	22	29	transitions	transition	NOUN
ajsts-5956	22	30	.	.	PUNCT
ajsts-5956	23	1	by	by	ADP
ajsts-5956	23	2	addressing	address	VERB
ajsts-5956	23	3	the	the	DET
ajsts-5956	23	4	weaknesses	weakness	NOUN
ajsts-5956	23	5	of	of	ADP
ajsts-5956	23	6	conventional	conventional	ADJ
ajsts-5956	23	7	models	model	NOUN
ajsts-5956	23	8	,	,	PUNCT
ajsts-5956	23	9	the	the	DET
ajsts-5956	23	10	mlpssm	mlpssm	NOUN
ajsts-5956	23	11	provides	provide	VERB
ajsts-5956	23	12	a	a	DET
ajsts-5956	23	13	more	more	ADV
ajsts-5956	23	14	robust	robust	ADJ
ajsts-5956	23	15	and	and	CCONJ
ajsts-5956	23	16	reliable	reliable	ADJ
ajsts-5956	23	17	tool	tool	NOUN
ajsts-5956	23	18	for	for	ADP
ajsts-5956	23	19	forecasting	forecast	VERB
ajsts-5956	23	20	financial	financial	ADJ
ajsts-5956	23	21	returns	return	NOUN
ajsts-5956	23	22	under	under	ADP
ajsts-5956	23	23	volatile	volatile	ADJ
ajsts-5956	23	24	and	and	CCONJ
ajsts-5956	23	25	structurally	structurally	ADV
ajsts-5956	23	26	shifting	shift	VERB
ajsts-5956	23	27	conditions	condition	NOUN
ajsts-5956	23	28	.	.	PUNCT
ajsts-5956	24	1	however	however	ADV
ajsts-5956	24	2	,	,	PUNCT
ajsts-5956	24	3	while	while	SCONJ
ajsts-5956	24	4	adejumo	adejumo	ADJ
ajsts-5956	24	5	et	et	PROPN
ajsts-5956	24	6	al	al	PROPN
ajsts-5956	24	7	.	.	PROPN
ajsts-5956	25	1	(	(	PUNCT
ajsts-5956	25	2	2025	2025	NUM
ajsts-5956	25	3	)	)	PUNCT
ajsts-5956	25	4	established	establish	VERB
ajsts-5956	25	5	the	the	DET
ajsts-5956	25	6	methodological	methodological	ADJ
ajsts-5956	25	7	superiority	superiority	NOUN
ajsts-5956	25	8	of	of	ADP
ajsts-5956	25	9	the	the	DET
ajsts-5956	25	10	mlpssm	mlpssm	NOUN
ajsts-5956	25	11	,	,	PUNCT
ajsts-5956	25	12	its	its	PRON
ajsts-5956	25	13	practical	practical	ADJ
ajsts-5956	25	14	application	application	NOUN
ajsts-5956	25	15	remains	remain	VERB
ajsts-5956	25	16	constrained	constrain	VERB
ajsts-5956	25	17	by	by	ADP
ajsts-5956	25	18	accessibility	accessibility	NOUN
ajsts-5956	25	19	barriers	barrier	NOUN
ajsts-5956	25	20	.	.	PUNCT
ajsts-5956	26	1	financial	financial	ADJ
ajsts-5956	26	2	analysts	analyst	NOUN
ajsts-5956	26	3	and	and	CCONJ
ajsts-5956	26	4	policymakers	policymaker	NOUN
ajsts-5956	26	5	often	often	ADV
ajsts-5956	26	6	lack	lack	VERB
ajsts-5956	26	7	the	the	DET
ajsts-5956	26	8	programming	programming	NOUN
ajsts-5956	26	9	expertise	expertise	NOUN
ajsts-5956	26	10	to	to	PART
ajsts-5956	26	11	implement	implement	VERB
ajsts-5956	26	12	advanced	advanced	ADJ
ajsts-5956	26	13	hybrid	hybrid	NOUN
ajsts-5956	26	14	models	model	NOUN
ajsts-5956	26	15	,	,	PUNCT
ajsts-5956	26	16	and	and	CCONJ
ajsts-5956	26	17	existing	exist	VERB
ajsts-5956	26	18	statistical	statistical	ADJ
ajsts-5956	26	19	software	software	NOUN
ajsts-5956	26	20	environments	environment	NOUN
ajsts-5956	26	21	do	do	AUX
ajsts-5956	26	22	not	not	PART
ajsts-5956	26	23	provide	provide	VERB
ajsts-5956	26	24	user	user	NOUN
ajsts-5956	26	25	-	-	PUNCT
ajsts-5956	26	26	friendly	friendly	ADJ
ajsts-5956	26	27	,	,	PUNCT
ajsts-5956	26	28	interactive	interactive	ADJ
ajsts-5956	26	29	platforms	platform	NOUN
ajsts-5956	26	30	for	for	ADP
ajsts-5956	26	31	realtime	realtime	NOUN
ajsts-5956	26	32	regime	regime	NOUN
ajsts-5956	26	33	prediction	prediction	NOUN
ajsts-5956	26	34	.	.	PUNCT
ajsts-5956	27	1	in	in	ADP
ajsts-5956	27	2	response	response	NOUN
ajsts-5956	27	3	,	,	PUNCT
ajsts-5956	27	4	the	the	DET
ajsts-5956	27	5	present	present	ADJ
ajsts-5956	27	6	study	study	NOUN
ajsts-5956	27	7	focuses	focus	VERB
ajsts-5956	27	8	on	on	ADP
ajsts-5956	27	9	the	the	DET
ajsts-5956	27	10	development	development	NOUN
ajsts-5956	27	11	of	of	ADP
ajsts-5956	27	12	an	an	DET
ajsts-5956	27	13	r	r	NOUN
ajsts-5956	27	14	-	-	PUNCT
ajsts-5956	27	15	shiny	shiny	ADJ
ajsts-5956	27	16	web	web	NOUN
ajsts-5956	27	17	application	application	NOUN
ajsts-5956	27	18	for	for	ADP
ajsts-5956	27	19	the	the	DET
ajsts-5956	27	20	mlpssm	mlpssm	NOUN
ajsts-5956	27	21	pa	pa	PROPN
ajsts-5956	27	22	ge	ge	PROPN
ajsts-5956	27	23	71	71	NUM
ajsts-5956	27	24	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-5956	27	25	am	be	AUX
ajsts-5956	27	26	.	.	PUNCT
ajsts-5956	28	1	j.	j.	PROPN
ajsts-5956	28	2	smart	smart	PROPN
ajsts-5956	28	3	.	.	PUNCT
ajsts-5956	29	1	technol	technol	PROPN
ajsts-5956	29	2	.	.	PUNCT
ajsts-5956	29	3	solutions	solution	NOUN
ajsts-5956	29	4	4(2	4(2	NUM
ajsts-5956	29	5	)	)	PUNCT
ajsts-5956	30	1	70	70	NUM
ajsts-5956	30	2	-	-	SYM
ajsts-5956	30	3	79	79	NUM
ajsts-5956	30	4	,	,	PUNCT
ajsts-5956	30	5	2025	2025	NUM
ajsts-5956	30	6	introduced	introduce	VERB
ajsts-5956	30	7	by	by	ADP
ajsts-5956	30	8	adejumo	adejumo	PROPN
ajsts-5956	30	9	et	et	PROPN
ajsts-5956	30	10	al	al	PROPN
ajsts-5956	30	11	.	.	PROPN
ajsts-5956	31	1	(	(	PUNCT
ajsts-5956	31	2	2025	2025	NUM
ajsts-5956	31	3	)	)	PUNCT
ajsts-5956	31	4	.	.	PUNCT
ajsts-5956	32	1	r	r	X
ajsts-5956	32	2	-	-	PUNCT
ajsts-5956	32	3	shiny	shiny	ADJ
ajsts-5956	32	4	provides	provide	VERB
ajsts-5956	32	5	an	an	DET
ajsts-5956	32	6	ideal	ideal	ADJ
ajsts-5956	32	7	platform	platform	NOUN
ajsts-5956	32	8	for	for	ADP
ajsts-5956	32	9	operationalizing	operationalize	VERB
ajsts-5956	32	10	this	this	DET
ajsts-5956	32	11	optimal	optimal	ADJ
ajsts-5956	32	12	model	model	NOUN
ajsts-5956	32	13	into	into	ADP
ajsts-5956	32	14	an	an	DET
ajsts-5956	32	15	interactive	interactive	ADJ
ajsts-5956	32	16	,	,	PUNCT
ajsts-5956	32	17	scalable	scalable	ADJ
ajsts-5956	32	18	,	,	PUNCT
ajsts-5956	32	19	and	and	CCONJ
ajsts-5956	32	20	accessible	accessible	ADJ
ajsts-5956	32	21	tool	tool	NOUN
ajsts-5956	32	22	.	.	PUNCT
ajsts-5956	33	1	through	through	ADP
ajsts-5956	33	2	this	this	DET
ajsts-5956	33	3	web	web	NOUN
ajsts-5956	33	4	application	application	NOUN
ajsts-5956	33	5	,	,	PUNCT
ajsts-5956	33	6	users	user	NOUN
ajsts-5956	33	7	will	will	AUX
ajsts-5956	33	8	be	be	AUX
ajsts-5956	33	9	able	able	ADJ
ajsts-5956	33	10	to	to	PART
ajsts-5956	33	11	upload	upload	VERB
ajsts-5956	33	12	datasets	dataset	NOUN
ajsts-5956	33	13	,	,	PUNCT
ajsts-5956	33	14	configure	configure	NOUN
ajsts-5956	33	15	model	model	NOUN
ajsts-5956	33	16	parameters	parameter	NOUN
ajsts-5956	33	17	,	,	PUNCT
ajsts-5956	33	18	visualize	visualize	VERB
ajsts-5956	33	19	regime	regime	NOUN
ajsts-5956	33	20	-	-	PUNCT
ajsts-5956	33	21	switching	switch	VERB
ajsts-5956	33	22	dynamics	dynamic	NOUN
ajsts-5956	33	23	,	,	PUNCT
ajsts-5956	33	24	and	and	CCONJ
ajsts-5956	33	25	generate	generate	VERB
ajsts-5956	33	26	real	real	ADJ
ajsts-5956	33	27	-	-	PUNCT
ajsts-5956	33	28	time	time	NOUN
ajsts-5956	33	29	forecasts	forecast	NOUN
ajsts-5956	33	30	without	without	ADP
ajsts-5956	33	31	the	the	DET
ajsts-5956	33	32	need	need	NOUN
ajsts-5956	33	33	for	for	ADP
ajsts-5956	33	34	advanced	advanced	ADJ
ajsts-5956	33	35	coding	coding	NOUN
ajsts-5956	33	36	.	.	PUNCT
ajsts-5956	34	1	thus	thus	ADV
ajsts-5956	34	2	,	,	PUNCT
ajsts-5956	34	3	this	this	DET
ajsts-5956	34	4	research	research	NOUN
ajsts-5956	34	5	makes	make	VERB
ajsts-5956	34	6	a	a	DET
ajsts-5956	34	7	dual	dual	ADJ
ajsts-5956	34	8	contribution	contribution	NOUN
ajsts-5956	34	9	:	:	PUNCT
ajsts-5956	34	10	methodologically	methodologically	ADV
ajsts-5956	34	11	,	,	PUNCT
ajsts-5956	34	12	by	by	ADP
ajsts-5956	34	13	extending	extend	VERB
ajsts-5956	34	14	the	the	DET
ajsts-5956	34	15	work	work	NOUN
ajsts-5956	34	16	of	of	ADP
ajsts-5956	34	17	adejumo	adejumo	PROPN
ajsts-5956	34	18	et	et	PROPN
ajsts-5956	34	19	al	al	PROPN
ajsts-5956	34	20	.	.	PROPN
ajsts-5956	35	1	(	(	PUNCT
ajsts-5956	35	2	2025	2025	NUM
ajsts-5956	35	3	)	)	PUNCT
ajsts-5956	35	4	through	through	ADP
ajsts-5956	35	5	applicationoriented	applicationoriente	VERB
ajsts-5956	35	6	development	development	NOUN
ajsts-5956	35	7	of	of	ADP
ajsts-5956	35	8	the	the	DET
ajsts-5956	35	9	mlpssm	mlpssm	NOUN
ajsts-5956	35	10	;	;	PUNCT
ajsts-5956	35	11	and	and	CCONJ
ajsts-5956	35	12	practically	practically	ADV
ajsts-5956	35	13	,	,	PUNCT
ajsts-5956	35	14	by	by	ADP
ajsts-5956	35	15	democratizing	democratize	VERB
ajsts-5956	35	16	access	access	NOUN
ajsts-5956	35	17	to	to	ADP
ajsts-5956	35	18	advanced	advanced	ADJ
ajsts-5956	35	19	predictive	predictive	ADJ
ajsts-5956	35	20	models	model	NOUN
ajsts-5956	35	21	for	for	ADP
ajsts-5956	35	22	financial	financial	ADJ
ajsts-5956	35	23	analysts	analyst	NOUN
ajsts-5956	35	24	,	,	PUNCT
ajsts-5956	35	25	researchers	researcher	NOUN
ajsts-5956	35	26	,	,	PUNCT
ajsts-5956	35	27	and	and	CCONJ
ajsts-5956	35	28	policymakers	policymaker	NOUN
ajsts-5956	35	29	in	in	ADP
ajsts-5956	35	30	nigeria	nigeria	PROPN
ajsts-5956	35	31	and	and	CCONJ
ajsts-5956	35	32	other	other	ADJ
ajsts-5956	35	33	emerging	emerge	VERB
ajsts-5956	35	34	economies	economy	NOUN
ajsts-5956	35	35	where	where	SCONJ
ajsts-5956	35	36	regime	regime	NOUN
ajsts-5956	35	37	shifts	shift	NOUN
ajsts-5956	35	38	and	and	CCONJ
ajsts-5956	35	39	structural	structural	ADJ
ajsts-5956	35	40	breaks	break	NOUN
ajsts-5956	35	41	are	be	AUX
ajsts-5956	35	42	frequent	frequent	ADJ
ajsts-5956	35	43	.	.	PUNCT
ajsts-5956	36	1	materials	material	NOUN
ajsts-5956	36	2	and	and	CCONJ
ajsts-5956	36	3	methods	method	NOUN
ajsts-5956	36	4	following	follow	VERB
ajsts-5956	36	5	hamilton	hamilton	PROPN
ajsts-5956	36	6	(	(	PUNCT
ajsts-5956	36	7	2005	2005	NUM
ajsts-5956	36	8	)	)	PUNCT
ajsts-5956	36	9	,	,	PUNCT
ajsts-5956	36	10	the	the	DET
ajsts-5956	36	11	mssm	mssm	NOUN
ajsts-5956	36	12	addresses	address	VERB
ajsts-5956	36	13	the	the	DET
ajsts-5956	36	14	hidden	hide	VERB
ajsts-5956	36	15	states	state	NOUN
ajsts-5956	36	16	weakness	weakness	NOUN
ajsts-5956	36	17	of	of	ADP
ajsts-5956	36	18	the	the	DET
ajsts-5956	36	19	hidden	hide	VERB
ajsts-5956	36	20	markov	markov	NOUN
ajsts-5956	36	21	model	model	NOUN
ajsts-5956	36	22	(	(	PUNCT
ajsts-5956	36	23	hmm	hmm	INTJ
ajsts-5956	36	24	)	)	PUNCT
ajsts-5956	36	25	.	.	PUNCT
ajsts-5956	37	1	to	to	PART
ajsts-5956	37	2	describe	describe	VERB
ajsts-5956	37	3	the	the	DET
ajsts-5956	37	4	mssm	mssm	NOUN
ajsts-5956	37	5	,	,	PUNCT
ajsts-5956	37	6	we	we	PRON
ajsts-5956	37	7	assume	assume	VERB
ajsts-5956	37	8	that	that	SCONJ
ajsts-5956	37	9	the	the	DET
ajsts-5956	37	10	number	number	NOUN
ajsts-5956	37	11	of	of	ADP
ajsts-5956	37	12	states	state	NOUN
ajsts-5956	37	13	(	(	PUNCT
ajsts-5956	37	14	or	or	CCONJ
ajsts-5956	37	15	states	state	NOUN
ajsts-5956	37	16	)	)	PUNCT
ajsts-5956	37	17	is	be	AUX
ajsts-5956	37	18	n=2	n=2	PRON
ajsts-5956	37	19	,	,	PUNCT
ajsts-5956	37	20	i.e.	i.e.	X
ajsts-5956	37	21	st	st	PROPN
ajsts-5956	37	22	ω={1,2	ω={1,2	PROPN
ajsts-5956	37	23	}	}	PUNCT
ajsts-5956	37	24	.	.	PUNCT
ajsts-5956	38	1	this	this	PRON
ajsts-5956	38	2	implies	imply	VERB
ajsts-5956	38	3	that	that	SCONJ
ajsts-5956	38	4	;	;	PUNCT
ajsts-5956	38	5	for	for	ADP
ajsts-5956	38	6	instance	instance	NOUN
ajsts-5956	38	7	,	,	PUNCT
ajsts-5956	38	8	the	the	DET
ajsts-5956	38	9	log	log	NOUN
ajsts-5956	38	10	returns	return	NOUN
ajsts-5956	38	11	of	of	ADP
ajsts-5956	38	12	financial	financial	ADJ
ajsts-5956	38	13	time	time	NOUN
ajsts-5956	38	14	series	series	NOUN
ajsts-5956	38	15	are	be	AUX
ajsts-5956	38	16	drawn	draw	VERB
ajsts-5956	38	17	from	from	ADP
ajsts-5956	38	18	distinct	distinct	ADJ
ajsts-5956	38	19	normal	normal	ADJ
ajsts-5956	38	20	distributions	distribution	NOUN
ajsts-5956	38	21	,	,	PUNCT
ajsts-5956	38	22	depending	depend	VERB
ajsts-5956	38	23	on	on	ADP
ajsts-5956	38	24	what	what	DET
ajsts-5956	38	25	state	state	NOUN
ajsts-5956	38	26	the	the	DET
ajsts-5956	38	27	hmm	hmm	NOUN
ajsts-5956	38	28	is	be	AUX
ajsts-5956	38	29	currently	currently	ADV
ajsts-5956	38	30	in	in	ADP
ajsts-5956	38	31	.	.	PUNCT
ajsts-5956	39	1	this	this	PRON
ajsts-5956	39	2	would	would	AUX
ajsts-5956	39	3	give	give	VERB
ajsts-5956	39	4	us	we	PRON
ajsts-5956	39	5	the	the	DET
ajsts-5956	39	6	following	follow	VERB
ajsts-5956	39	7	model	model	NOUN
ajsts-5956	39	8	to	to	PART
ajsts-5956	39	9	work	work	VERB
ajsts-5956	39	10	with	with	ADP
ajsts-5956	39	11	:	:	PUNCT
ajsts-5956	39	12	this	this	PRON
ajsts-5956	39	13	means	mean	VERB
ajsts-5956	39	14	that	that	SCONJ
ajsts-5956	39	15	when	when	SCONJ
ajsts-5956	39	16	the	the	DET
ajsts-5956	39	17	state	state	NOUN
ajsts-5956	39	18	of	of	ADP
ajsts-5956	39	19	the	the	DET
ajsts-5956	39	20	hmm	hmm	NOUN
ajsts-5956	39	21	for	for	ADP
ajsts-5956	39	22	time	time	NOUN
ajsts-5956	39	23	t	t	PROPN
ajsts-5956	39	24	is	be	AUX
ajsts-5956	39	25	1	1	NUM
ajsts-5956	39	26	,	,	PUNCT
ajsts-5956	39	27	then	then	ADV
ajsts-5956	39	28	the	the	DET
ajsts-5956	39	29	expectation	expectation	NOUN
ajsts-5956	39	30	of	of	ADP
ajsts-5956	39	31	the	the	DET
ajsts-5956	39	32	dependent	dependent	ADJ
ajsts-5956	39	33	variable	variable	NOUN
ajsts-5956	39	34	is	be	AUX
ajsts-5956	39	35	μ1	μ1	PROPN
ajsts-5956	39	36	and	and	CCONJ
ajsts-5956	39	37	the	the	DET
ajsts-5956	39	38	variance	variance	NOUN
ajsts-5956	39	39	of	of	ADP
ajsts-5956	39	40	the	the	DET
ajsts-5956	39	41	innovations	innovation	NOUN
ajsts-5956	39	42	is	be	AUX
ajsts-5956	39	43	σ1	σ1	PROPN
ajsts-5956	39	44	2	2	NUM
ajsts-5956	39	45	,	,	PUNCT
ajsts-5956	39	46	similarly	similarly	ADV
ajsts-5956	39	47	when	when	SCONJ
ajsts-5956	39	48	the	the	DET
ajsts-5956	39	49	state	state	NOUN
ajsts-5956	39	50	of	of	ADP
ajsts-5956	39	51	the	the	DET
ajsts-5956	39	52	hmm	hmm	NOUN
ajsts-5956	39	53	for	for	ADP
ajsts-5956	39	54	time	time	NOUN
ajsts-5956	39	55	t	t	PROPN
ajsts-5956	39	56	is	be	AUX
ajsts-5956	39	57	2	2	NUM
ajsts-5956	39	58	,	,	PUNCT
ajsts-5956	39	59	then	then	ADV
ajsts-5956	39	60	the	the	DET
ajsts-5956	39	61	expectation	expectation	NOUN
ajsts-5956	39	62	of	of	ADP
ajsts-5956	39	63	the	the	DET
ajsts-5956	39	64	dependent	dependent	ADJ
ajsts-5956	39	65	variable	variable	NOUN
ajsts-5956	39	66	is	be	AUX
ajsts-5956	39	67	μ2	μ2	NOUN
ajsts-5956	39	68	and	and	CCONJ
ajsts-5956	39	69	the	the	DET
ajsts-5956	39	70	variance	variance	NOUN
ajsts-5956	39	71	of	of	ADP
ajsts-5956	39	72	the	the	DET
ajsts-5956	39	73	innovations	innovation	NOUN
ajsts-5956	39	74	is	be	AUX
ajsts-5956	39	75	σ2	σ2	NOUN
ajsts-5956	39	76	2	2	NUM
ajsts-5956	39	77	and	and	CCONJ
ajsts-5956	39	78	so	so	ADV
ajsts-5956	39	79	on	on	ADV
ajsts-5956	39	80	.	.	PUNCT
ajsts-5956	40	1	since	since	SCONJ
ajsts-5956	40	2	the	the	DET
ajsts-5956	40	3	underlying	underlie	VERB
ajsts-5956	40	4	markov	markov	NOUN
ajsts-5956	40	5	chain	chain	NOUN
ajsts-5956	40	6	is	be	AUX
ajsts-5956	40	7	hidden	hide	VERB
ajsts-5956	40	8	one	one	NUM
ajsts-5956	40	9	can	can	AUX
ajsts-5956	40	10	not	not	PART
ajsts-5956	40	11	observe	observe	VERB
ajsts-5956	40	12	what	what	PRON
ajsts-5956	40	13	state	state	NOUN
ajsts-5956	40	14	the	the	DET
ajsts-5956	40	15	hmm	hmm	NOUN
ajsts-5956	40	16	is	be	AUX
ajsts-5956	40	17	in	in	ADP
ajsts-5956	40	18	directly	directly	ADV
ajsts-5956	40	19	,	,	PUNCT
ajsts-5956	40	20	but	but	CCONJ
ajsts-5956	40	21	only	only	ADV
ajsts-5956	40	22	deduce	deduce	VERB
ajsts-5956	40	23	its	its	PRON
ajsts-5956	40	24	operation	operation	NOUN
ajsts-5956	40	25	through	through	ADP
ajsts-5956	40	26	the	the	DET
ajsts-5956	40	27	observed	observed	ADJ
ajsts-5956	40	28	behaviour	behaviour	NOUN
ajsts-5956	40	29	of	of	ADP
ajsts-5956	40	30	yt	yt	PROPN
ajsts-5956	40	31	.	.	PUNCT
ajsts-5956	41	1	in	in	ADP
ajsts-5956	41	2	order	order	NOUN
ajsts-5956	41	3	to	to	PART
ajsts-5956	41	4	attain	attain	VERB
ajsts-5956	41	5	the	the	DET
ajsts-5956	41	6	probability	probability	NOUN
ajsts-5956	41	7	law	law	NOUN
ajsts-5956	41	8	governing	govern	VERB
ajsts-5956	41	9	the	the	DET
ajsts-5956	41	10	observed	observe	VERB
ajsts-5956	41	11	data	datum	NOUN
ajsts-5956	41	12	yt	yt	VERB
ajsts-5956	41	13	a	a	DET
ajsts-5956	41	14	probabilistic	probabilistic	ADJ
ajsts-5956	41	15	model	model	NOUN
ajsts-5956	41	16	of	of	ADP
ajsts-5956	41	17	what	what	PRON
ajsts-5956	41	18	causes	cause	VERB
ajsts-5956	41	19	the	the	DET
ajsts-5956	41	20	change	change	NOUN
ajsts-5956	41	21	from	from	ADP
ajsts-5956	41	22	state	state	PROPN
ajsts-5956	41	23	st	st	PROPN
ajsts-5956	41	24	=	=	PROPN
ajsts-5956	41	25	i	i	PROPN
ajsts-5956	41	26	to	to	ADP
ajsts-5956	41	27	state	state	PROPN
ajsts-5956	41	28	st	st	PROPN
ajsts-5956	41	29	=	=	PROPN
ajsts-5956	41	30	j	j	PROPN
ajsts-5956	41	31	is	be	AUX
ajsts-5956	41	32	required	require	VERB
ajsts-5956	41	33	.	.	PUNCT
ajsts-5956	42	1	this	this	PRON
ajsts-5956	42	2	can	can	AUX
ajsts-5956	42	3	be	be	AUX
ajsts-5956	42	4	specified	specify	VERB
ajsts-5956	42	5	using	use	VERB
ajsts-5956	42	6	the	the	DET
ajsts-5956	42	7	transition	transition	NOUN
ajsts-5956	42	8	probabilities	probability	NOUN
ajsts-5956	42	9	of	of	ADP
ajsts-5956	42	10	an	an	DET
ajsts-5956	42	11	n=2	n=2	X
ajsts-5956	42	12	state	state	NOUN
ajsts-5956	42	13	hmm	hmm	NOUN
ajsts-5956	42	14	;	;	PUNCT
ajsts-5956	42	15	ρi	ρi	PROPN
ajsts-5956	42	16	,	,	PUNCT
ajsts-5956	42	17	j	j	NOUN
ajsts-5956	42	18	=	=	NOUN
ajsts-5956	42	19	pr	pr	X
ajsts-5956	42	20	(	(	PUNCT
ajsts-5956	42	21	st	st	PROPN
ajsts-5956	42	22	=	=	PROPN
ajsts-5956	42	23	j	j	NOUN
ajsts-5956	42	24	│	│	X
ajsts-5956	42	25	st-1	st-1	PROPN
ajsts-5956	42	26	=	=	ADJ
ajsts-5956	42	27	i	i	PROPN
ajsts-5956	42	28	)	)	PUNCT
ajsts-5956	43	1	i	i	PRON
ajsts-5956	43	2	,	,	PUNCT
ajsts-5956	43	3	j∈ω={1,2	j∈ω={1,2	ADJ
ajsts-5956	43	4	}	}	PUNCT
ajsts-5956	43	5	....	....	PUNCT
ajsts-5956	43	6	(	(	PUNCT
ajsts-5956	43	7	2	2	X
ajsts-5956	43	8	)	)	PUNCT
ajsts-5956	43	9	the	the	DET
ajsts-5956	43	10	transition	transition	NOUN
ajsts-5956	43	11	probability	probability	NOUN
ajsts-5956	43	12	(	(	PUNCT
ajsts-5956	43	13	2	2	NUM
ajsts-5956	43	14	)	)	PUNCT
ajsts-5956	43	15	is	be	AUX
ajsts-5956	43	16	by	by	ADP
ajsts-5956	43	17	the	the	DET
ajsts-5956	43	18	markov	markov	NOUN
ajsts-5956	43	19	property	property	NOUN
ajsts-5956	43	20	;	;	PUNCT
ajsts-5956	43	21	dependent	dependent	ADJ
ajsts-5956	43	22	of	of	ADP
ajsts-5956	43	23	the	the	DET
ajsts-5956	43	24	past	past	NOUN
ajsts-5956	43	25	only	only	ADV
ajsts-5956	43	26	through	through	ADP
ajsts-5956	43	27	the	the	DET
ajsts-5956	43	28	value	value	NOUN
ajsts-5956	43	29	of	of	ADP
ajsts-5956	43	30	the	the	DET
ajsts-5956	43	31	most	most	ADV
ajsts-5956	43	32	recent	recent	ADJ
ajsts-5956	43	33	state	state	NOUN
ajsts-5956	43	34	.	.	PUNCT
ajsts-5956	44	1	this	this	PRON
ajsts-5956	44	2	is	be	AUX
ajsts-5956	44	3	one	one	NUM
ajsts-5956	44	4	of	of	ADP
ajsts-5956	44	5	the	the	DET
ajsts-5956	44	6	central	central	ADJ
ajsts-5956	44	7	points	point	NOUN
ajsts-5956	44	8	of	of	ADP
ajsts-5956	44	9	the	the	DET
ajsts-5956	44	10	structure	structure	NOUN
ajsts-5956	44	11	of	of	ADP
ajsts-5956	44	12	a	a	DET
ajsts-5956	44	13	markov	markov	NOUN
ajsts-5956	44	14	state	state	NOUN
ajsts-5956	44	15	switching	switching	NOUN
ajsts-5956	44	16	model	model	NOUN
ajsts-5956	44	17	,	,	PUNCT
ajsts-5956	44	18	i.e.	i.e.	X
ajsts-5956	44	19	the	the	DET
ajsts-5956	44	20	switching	switching	NOUN
ajsts-5956	44	21	of	of	ADP
ajsts-5956	44	22	the	the	DET
ajsts-5956	44	23	states	state	NOUN
ajsts-5956	44	24	of	of	ADP
ajsts-5956	44	25	the	the	DET
ajsts-5956	44	26	underlying	underlie	VERB
ajsts-5956	44	27	hmm	hmm	NOUN
ajsts-5956	44	28	is	be	AUX
ajsts-5956	44	29	a	a	DET
ajsts-5956	44	30	stochastic	stochastic	ADJ
ajsts-5956	44	31	process	process	NOUN
ajsts-5956	44	32	itself	itself	PRON
ajsts-5956	44	33	.	.	PUNCT
ajsts-5956	45	1	there	there	PRON
ajsts-5956	45	2	are	be	VERB
ajsts-5956	45	3	several	several	ADJ
ajsts-5956	45	4	ways	way	NOUN
ajsts-5956	45	5	to	to	PART
ajsts-5956	45	6	estimate	estimate	VERB
ajsts-5956	45	7	the	the	DET
ajsts-5956	45	8	required	require	VERB
ajsts-5956	45	9	parameters	parameter	NOUN
ajsts-5956	45	10	of	of	ADP
ajsts-5956	45	11	the	the	DET
ajsts-5956	45	12	2	2	NUM
ajsts-5956	45	13	-	-	PUNCT
ajsts-5956	45	14	state	state	NOUN
ajsts-5956	45	15	mssm	mssm	NOUN
ajsts-5956	45	16	given	give	VERB
ajsts-5956	45	17	by	by	ADP
ajsts-5956	45	18	(	(	PUNCT
ajsts-5956	45	19	1	1	NUM
ajsts-5956	45	20	)	)	PUNCT
ajsts-5956	45	21	,	,	PUNCT
ajsts-5956	45	22	for	for	ADP
ajsts-5956	45	23	instance	instance	NOUN
ajsts-5956	45	24	by	by	ADP
ajsts-5956	45	25	using	use	VERB
ajsts-5956	45	26	the	the	DET
ajsts-5956	45	27	maximum	maximum	ADJ
ajsts-5956	45	28	likelihood	likelihood	NOUN
ajsts-5956	45	29	estimation	estimation	NOUN
ajsts-5956	45	30	method	method	NOUN
ajsts-5956	45	31	.	.	PUNCT
ajsts-5956	46	1	the	the	DET
ajsts-5956	46	2	multilayer	multilayer	ADJ
ajsts-5956	46	3	perceptrons	perceptron	NOUN
ajsts-5956	46	4	state	state	NOUN
ajsts-5956	46	5	switching	switching	NOUN
ajsts-5956	46	6	model	model	NOUN
ajsts-5956	46	7	(	(	PUNCT
ajsts-5956	46	8	mlpssm	mlpssm	NOUN
ajsts-5956	46	9	)	)	PUNCT
ajsts-5956	46	10	by	by	ADP
ajsts-5956	46	11	adejumo	adejumo	PROPN
ajsts-5956	46	12	et	et	PROPN
ajsts-5956	46	13	al	al	PROPN
ajsts-5956	46	14	.	.	PROPN
ajsts-5956	46	15	(	(	PUNCT
ajsts-5956	46	16	2025	2025	NUM
ajsts-5956	46	17	)	)	PUNCT
ajsts-5956	46	18	to	to	PART
ajsts-5956	46	19	improve	improve	VERB
ajsts-5956	46	20	the	the	DET
ajsts-5956	46	21	regime	regime	NOUN
ajsts-5956	46	22	prediction	prediction	NOUN
ajsts-5956	46	23	performance	performance	NOUN
ajsts-5956	46	24	of	of	ADP
ajsts-5956	46	25	the	the	DET
ajsts-5956	46	26	famous	famous	ADJ
ajsts-5956	46	27	state	state	NOUN
ajsts-5956	46	28	switching	switch	VERB
ajsts-5956	46	29	model	model	NOUN
ajsts-5956	46	30	described	describe	VERB
ajsts-5956	46	31	in	in	ADP
ajsts-5956	46	32	equation	equation	NOUN
ajsts-5956	46	33	(	(	PUNCT
ajsts-5956	46	34	1	1	NUM
ajsts-5956	46	35	)	)	PUNCT
ajsts-5956	46	36	for	for	ADP
ajsts-5956	46	37	nonlinear	nonlinear	ADJ
ajsts-5956	46	38	time	time	NOUN
ajsts-5956	46	39	series	series	PROPN
ajsts-5956	46	40	data	data	PROPN
ajsts-5956	46	41	,	,	PUNCT
ajsts-5956	46	42	especially	especially	ADV
ajsts-5956	46	43	returns	return	NOUN
ajsts-5956	46	44	,	,	PUNCT
ajsts-5956	46	45	in	in	ADP
ajsts-5956	46	46	small	small	ADJ
ajsts-5956	46	47	sample	sample	NOUN
ajsts-5956	46	48	size	size	NOUN
ajsts-5956	46	49	contexts	contexts	NOUN
ajsts-5956	46	50	,	,	PUNCT
ajsts-5956	46	51	adejumo	adejumo	NOUN
ajsts-5956	46	52	-	-	PUNCT
ajsts-5956	46	53	agbailu	agbailu	NOUN
ajsts-5956	46	54	et	et	PROPN
ajsts-5956	46	55	al	al	PROPN
ajsts-5956	46	56	.	.	PROPN
ajsts-5956	46	57	(	(	PUNCT
ajsts-5956	46	58	2025	2025	NUM
ajsts-5956	46	59	)	)	PUNCT
ajsts-5956	46	60	integrate	integrate	VERB
ajsts-5956	46	61	deep	deep	ADJ
ajsts-5956	46	62	neural	neural	ADJ
ajsts-5956	46	63	networks	network	NOUN
ajsts-5956	46	64	such	such	ADJ
ajsts-5956	46	65	as	as	ADP
ajsts-5956	46	66	multilayer	multilayer	ADJ
ajsts-5956	46	67	perceptrons	perceptron	NOUN
ajsts-5956	46	68	(	(	PUNCT
ajsts-5956	46	69	mlp	mlp	NOUN
ajsts-5956	46	70	)	)	PUNCT
ajsts-5956	46	71	with	with	ADP
ajsts-5956	46	72	markov	markov	NOUN
ajsts-5956	46	73	two	two	NUM
ajsts-5956	46	74	-	-	PUNCT
ajsts-5956	46	75	state	state	NOUN
ajsts-5956	46	76	switching	switch	VERB
ajsts-5956	46	77	modelling	modelling	NOUN
ajsts-5956	46	78	technique	technique	NOUN
ajsts-5956	46	79	.	.	PUNCT
ajsts-5956	47	1	the	the	DET
ajsts-5956	47	2	adejumo	adejumo	NOUN
ajsts-5956	47	3	-	-	PUNCT
ajsts-5956	47	4	agbailu	agbailu	NOUN
ajsts-5956	47	5	et	et	PROPN
ajsts-5956	47	6	al	al	PROPN
ajsts-5956	47	7	.	.	PROPN
ajsts-5956	47	8	(	(	PUNCT
ajsts-5956	47	9	2025	2025	NUM
ajsts-5956	47	10	)	)	PUNCT
ajsts-5956	47	11	neural	neural	ADJ
ajsts-5956	47	12	network	network	NOUN
ajsts-5956	47	13	state	state	NOUN
ajsts-5956	47	14	switching	switch	VERB
ajsts-5956	47	15	modeling	modeling	NOUN
ajsts-5956	47	16	approach	approach	NOUN
ajsts-5956	47	17	combines	combine	VERB
ajsts-5956	47	18	the	the	DET
ajsts-5956	47	19	strengths	strength	NOUN
ajsts-5956	47	20	of	of	ADP
ajsts-5956	47	21	mlp	mlp	NOUN
ajsts-5956	47	22	-	-	PUNCT
ajsts-5956	47	23	deep	deep	ADJ
ajsts-5956	47	24	neural	neural	ADJ
ajsts-5956	47	25	networks	network	NOUN
ajsts-5956	47	26	(	(	PUNCT
ajsts-5956	47	27	i.e.	i.e.	X
ajsts-5956	47	28	,	,	PUNCT
ajsts-5956	47	29	efficient	efficient	ADJ
ajsts-5956	47	30	in	in	ADP
ajsts-5956	47	31	high	high	ADJ
ajsts-5956	47	32	complexity	complexity	NOUN
ajsts-5956	47	33	datasets	dataset	NOUN
ajsts-5956	47	34	)	)	PUNCT
ajsts-5956	47	35	and	and	CCONJ
ajsts-5956	47	36	markov	markov	PROPN
ajsts-5956	47	37	two	two	NUM
ajsts-5956	47	38	-	-	PUNCT
ajsts-5956	47	39	state	state	NOUN
ajsts-5956	47	40	switching	switch	VERB
ajsts-5956	47	41	capabilities	capability	NOUN
ajsts-5956	47	42	of	of	ADP
ajsts-5956	47	43	ensuring	ensure	VERB
ajsts-5956	47	44	both	both	DET
ajsts-5956	47	45	interpretability	interpretability	NOUN
ajsts-5956	47	46	and	and	CCONJ
ajsts-5956	47	47	predictability	predictability	NOUN
ajsts-5956	47	48	of	of	ADP
ajsts-5956	47	49	the	the	DET
ajsts-5956	47	50	two	two	NUM
ajsts-5956	47	51	nigerian	nigerian	ADJ
ajsts-5956	47	52	exchange	exchange	NOUN
ajsts-5956	47	53	returns	return	NOUN
ajsts-5956	47	54	’	'	PUNCT
ajsts-5956	47	55	regimes	regime	NOUN
ajsts-5956	47	56	(	(	PUNCT
ajsts-5956	47	57	i.e.	i.e.	X
ajsts-5956	47	58	,	,	PUNCT
ajsts-5956	47	59	bull	bull	NOUN
ajsts-5956	47	60	and	and	CCONJ
ajsts-5956	47	61	bear	bear	VERB
ajsts-5956	47	62	states	state	NOUN
ajsts-5956	47	63	)	)	PUNCT
ajsts-5956	47	64	.	.	PUNCT
ajsts-5956	48	1	the	the	DET
ajsts-5956	48	2	models	model	NOUN
ajsts-5956	48	3	were	be	AUX
ajsts-5956	48	4	introduced	introduce	VERB
ajsts-5956	48	5	in	in	ADP
ajsts-5956	48	6	two	two	NUM
ajsts-5956	48	7	phases	phase	NOUN
ajsts-5956	48	8	.	.	PUNCT
ajsts-5956	49	1	1st	1st	ADJ
ajsts-5956	49	2	phase	phase	NOUN
ajsts-5956	49	3	:	:	PUNCT
ajsts-5956	49	4	generative	generative	ADJ
ajsts-5956	49	5	network	network	NOUN
ajsts-5956	49	6	using	use	VERB
ajsts-5956	49	7	mlp	mlp	NOUN
ajsts-5956	49	8	given	give	VERB
ajsts-5956	49	9	time	time	NOUN
ajsts-5956	49	10	series	series	NOUN
ajsts-5956	49	11	dataset	dataset	NOUN
ajsts-5956	49	12	of	of	ADP
ajsts-5956	49	13	yt	yt	PROPN
ajsts-5956	49	14	,	,	PUNCT
ajsts-5956	49	15	the	the	DET
ajsts-5956	49	16	generative	generative	ADJ
ajsts-5956	49	17	network	network	NOUN
ajsts-5956	49	18	procedure	procedure	NOUN
ajsts-5956	49	19	for	for	ADP
ajsts-5956	49	20	the	the	DET
ajsts-5956	49	21	dataset	dataset	NOUN
ajsts-5956	49	22	include	include	VERB
ajsts-5956	49	23	the	the	DET
ajsts-5956	49	24	following	following	NOUN
ajsts-5956	49	25	:	:	PUNCT
ajsts-5956	49	26	define	define	NOUN
ajsts-5956	49	27	of	of	ADP
ajsts-5956	49	28	training	training	NOUN
ajsts-5956	49	29	and	and	CCONJ
ajsts-5956	49	30	testing	testing	NOUN
ajsts-5956	49	31	dataset	dataset	NOUN
ajsts-5956	49	32	of	of	ADP
ajsts-5956	49	33	yk	yk	PROPN
ajsts-5956	49	34	i.e.	i.e.	X
ajsts-5956	49	35	by	by	ADP
ajsts-5956	49	36	setting	set	VERB
ajsts-5956	49	37	training	training	NOUN
ajsts-5956	49	38	dataset	dataset	NOUN
ajsts-5956	49	39	at	at	ADP
ajsts-5956	49	40	time	time	NOUN
ajsts-5956	49	41	step	step	PROPN
ajsts-5956	49	42	tk	tk	PROPN
ajsts-5956	49	43	,	,	PUNCT
ajsts-5956	49	44	and	and	CCONJ
ajsts-5956	49	45	testing	testing	NOUN
ajsts-5956	49	46	dataset	dataset	VERB
ajsts-5956	49	47	at	at	ADP
ajsts-5956	49	48	time	time	NOUN
ajsts-5956	49	49	step	step	NOUN
ajsts-5956	49	50	tt	tt	PROPN
ajsts-5956	49	51	-	-	PROPN
ajsts-5956	49	52	k	k	PROPN
ajsts-5956	49	53	at	at	ADP
ajsts-5956	49	54	time	time	NOUN
ajsts-5956	49	55	step	step	PROPN
ajsts-5956	49	56	tk	tk	PROPN
ajsts-5956	49	57	,	,	PUNCT
ajsts-5956	49	58	mlp	mlp	PROPN
ajsts-5956	49	59	is	be	AUX
ajsts-5956	49	60	used	use	VERB
ajsts-5956	49	61	to	to	PART
ajsts-5956	49	62	process	process	VERB
ajsts-5956	49	63	the	the	DET
ajsts-5956	49	64	input	input	NOUN
ajsts-5956	49	65	data	datum	NOUN
ajsts-5956	49	66	(	(	PUNCT
ajsts-5956	49	67	i.e.	i.e.	X
ajsts-5956	49	68	training	training	NOUN
ajsts-5956	49	69	dataset	dataset	NOUN
ajsts-5956	49	70	)	)	PUNCT
ajsts-5956	49	71	such	such	ADJ
ajsts-5956	49	72	as	as	ADP
ajsts-5956	49	73	hk	hk	PROPN
ajsts-5956	49	74	~	~	NOUN
ajsts-5956	49	75	mlph	mlph	NOUN
ajsts-5956	49	76	(	(	PUNCT
ajsts-5956	49	77	yt	yt	NOUN
ajsts-5956	49	78	)	)	PUNCT
ajsts-5956	49	79	.	.	PUNCT
ajsts-5956	50	1	2nd	2nd	ADJ
ajsts-5956	50	2	phase	phase	NOUN
ajsts-5956	50	3	:	:	PUNCT
ajsts-5956	50	4	integration	integration	NOUN
ajsts-5956	50	5	of	of	ADP
ajsts-5956	50	6	generative	generative	ADJ
ajsts-5956	50	7	network	network	NOUN
ajsts-5956	50	8	ht	ht	PROPN
ajsts-5956	50	9	into	into	ADP
ajsts-5956	50	10	the	the	DET
ajsts-5956	50	11	markov	markov	NOUN
ajsts-5956	50	12	two	two	NUM
ajsts-5956	50	13	-	-	PUNCT
ajsts-5956	50	14	state	state	NOUN
ajsts-5956	50	15	switching	switching	NOUN
ajsts-5956	50	16	model	model	NOUN
ajsts-5956	50	17	subsequently	subsequently	ADV
ajsts-5956	50	18	,	,	PUNCT
ajsts-5956	50	19	the	the	DET
ajsts-5956	50	20	generative	generative	ADJ
ajsts-5956	50	21	network	network	NOUN
ajsts-5956	50	22	ht	ht	PROPN
ajsts-5956	50	23	is	be	AUX
ajsts-5956	50	24	integrated	integrate	VERB
ajsts-5956	50	25	in	in	ADP
ajsts-5956	50	26	the	the	DET
ajsts-5956	50	27	markov	markov	NOUN
ajsts-5956	50	28	two	two	NUM
ajsts-5956	50	29	-	-	PUNCT
ajsts-5956	50	30	state	state	NOUN
ajsts-5956	50	31	switching	switching	NOUN
ajsts-5956	50	32	model	model	NOUN
ajsts-5956	50	33	alongside	alongside	ADP
ajsts-5956	50	34	the	the	DET
ajsts-5956	50	35	defined	define	VERB
ajsts-5956	50	36	training	training	NOUN
ajsts-5956	50	37	dataset	dataset	VERB
ajsts-5956	50	38	to	to	PART
ajsts-5956	50	39	develop	develop	VERB
ajsts-5956	50	40	the	the	DET
ajsts-5956	50	41	multilayer	multilayer	ADJ
ajsts-5956	50	42	perceptrons	perceptron	NOUN
ajsts-5956	50	43	state	state	NOUN
ajsts-5956	50	44	switching	switching	NOUN
ajsts-5956	50	45	model	model	NOUN
ajsts-5956	50	46	(	(	PUNCT
ajsts-5956	50	47	mlpssm	mlpssm	NOUN
ajsts-5956	50	48	)	)	PUNCT
ajsts-5956	50	49	.	.	PUNCT
ajsts-5956	51	1	this	this	PRON
ajsts-5956	51	2	would	would	AUX
ajsts-5956	51	3	give	give	VERB
ajsts-5956	51	4	us	we	PRON
ajsts-5956	51	5	the	the	DET
ajsts-5956	51	6	following	follow	VERB
ajsts-5956	51	7	model	model	NOUN
ajsts-5956	51	8	to	to	PART
ajsts-5956	51	9	work	work	VERB
ajsts-5956	51	10	with	with	ADP
ajsts-5956	51	11	:	:	PUNCT
ajsts-5956	51	12	ytk	ytk	PROPN
ajsts-5956	51	13	~	~	SYM
ajsts-5956	51	14	ht)=gt	ht)=gt	NOUN
ajsts-5956	51	15	=	=	NOUN
ajsts-5956	51	16	cst+β1(gt-1	cst+β1(gt-1	NOUN
ajsts-5956	51	17	-	-	PUNCT
ajsts-5956	51	18	cst-1)+β2	cst-1)+β2	NOUN
ajsts-5956	51	19	(	(	PUNCT
ajsts-5956	51	20	gt-2	gt-2	NOUN
ajsts-5956	51	21	-	-	NOUN
ajsts-5956	51	22	cst-2))+ϵt	cst-2))+ϵt	NOUN
ajsts-5956	51	23	....	....	PUNCT
ajsts-5956	51	24	(	(	PUNCT
ajsts-5956	51	25	7	7	NUM
ajsts-5956	51	26	)	)	PUNCT
ajsts-5956	51	27	where	where	SCONJ
ajsts-5956	51	28	cst	cst	PROPN
ajsts-5956	51	29	=	=	PROPN
ajsts-5956	51	30	c0	c0	PROPN
ajsts-5956	51	31	s0t+c1	s0t+c1	VERB
ajsts-5956	51	32	s1t+c2	s1t+c2	PROPN
ajsts-5956	51	33	s2	s2	PROPN
ajsts-5956	51	34	t	t	PROPN
ajsts-5956	51	35	σst	σst	VERB
ajsts-5956	52	1	2	2	NUM
ajsts-5956	52	2	=	=	SYM
ajsts-5956	52	3	σ1	σ1	NOUN
ajsts-5956	52	4	2	2	NUM
ajsts-5956	52	5	s1t+σ2	s1t+σ2	NOUN
ajsts-5956	52	6	2	2	NUM
ajsts-5956	52	7	s2	s2	NOUN
ajsts-5956	52	8	t	t	NOUN
ajsts-5956	52	9	ϵt	ϵt	ADP
ajsts-5956	52	10	~	~	X
ajsts-5956	52	11	i.i.d(0,σst	i.i.d(0,σst	PRON
ajsts-5956	52	12	2	2	NUM
ajsts-5956	52	13	)	)	PUNCT
ajsts-5956	52	14	cst	cst	PROPN
ajsts-5956	52	15	is	be	AUX
ajsts-5956	52	16	the	the	DET
ajsts-5956	52	17	state	state	NOUN
ajsts-5956	52	18	dependent	dependent	ADJ
ajsts-5956	52	19	mean	mean	NOUN
ajsts-5956	52	20	,	,	PUNCT
ajsts-5956	52	21	σst	σst	PROPN
ajsts-5956	52	22	2	2	NUM
ajsts-5956	52	23	is	be	AUX
ajsts-5956	52	24	state	state	NOUN
ajsts-5956	52	25	dependent	dependent	ADJ
ajsts-5956	52	26	variance	variance	NOUN
ajsts-5956	52	27	and	and	CCONJ
ajsts-5956	52	28	the	the	DET
ajsts-5956	52	29	coefficients	coefficient	NOUN
ajsts-5956	52	30	are	be	AUX
ajsts-5956	52	31	β1or	β1or	PUNCT
ajsts-5956	52	32	β2	β2	VERB
ajsts-5956	52	33	;	;	PUNCT
ajsts-5956	52	34	which	which	PRON
ajsts-5956	52	35	could	could	AUX
ajsts-5956	52	36	be	be	AUX
ajsts-5956	52	37	different	different	ADJ
ajsts-5956	52	38	for	for	ADP
ajsts-5956	52	39	different	different	ADJ
ajsts-5956	52	40	subsamples	subsample	NOUN
ajsts-5956	52	41	.	.	PUNCT
ajsts-5956	53	1	the	the	DET
ajsts-5956	53	2	proposal	proposal	NOUN
ajsts-5956	53	3	will	will	AUX
ajsts-5956	53	4	be	be	AUX
ajsts-5956	53	5	to	to	PART
ajsts-5956	53	6	model	model	VERB
ajsts-5956	53	7	the	the	DET
ajsts-5956	53	8	state	state	NOUN
ajsts-5956	53	9	st	st	PROPN
ajsts-5956	53	10	as	as	ADP
ajsts-5956	53	11	the	the	DET
ajsts-5956	53	12	outcome	outcome	NOUN
ajsts-5956	53	13	of	of	ADP
ajsts-5956	53	14	an	an	DET
ajsts-5956	53	15	unobserved	unobserved	ADJ
ajsts-5956	53	16	two	two	NUM
ajsts-5956	53	17	-	-	PUNCT
ajsts-5956	53	18	state	state	NOUN
ajsts-5956	53	19	markov	markov	NOUN
ajsts-5956	53	20	chain	chain	NOUN
ajsts-5956	53	21	with	with	ADP
ajsts-5956	53	22	st	st	PROPN
ajsts-5956	53	23	independent	independent	NOUN
ajsts-5956	53	24	of	of	ADP
ajsts-5956	53	25	ϵt	ϵt	PRON
ajsts-5956	53	26	for	for	ADP
ajsts-5956	53	27	all	all	DET
ajsts-5956	53	28	t.	t.	NOUN
ajsts-5956	53	29	the	the	DET
ajsts-5956	53	30	transitions	transition	NOUN
ajsts-5956	53	31	of	of	ADP
ajsts-5956	53	32	the	the	DET
ajsts-5956	53	33	st	st	PROPN
ajsts-5956	53	34	,	,	PUNCT
ajsts-5956	53	35	are	be	AUX
ajsts-5956	53	36	presumed	presume	VERB
ajsts-5956	53	37	to	to	PART
ajsts-5956	53	38	be	be	AUX
ajsts-5956	53	39	ergodic	ergodic	ADJ
ajsts-5956	53	40	and	and	CCONJ
ajsts-5956	53	41	intricate	intricate	ADJ
ajsts-5956	53	42	first	first	ADJ
ajsts-5956	53	43	order	order	NOUN
ajsts-5956	53	44	markov	markov	NOUN
ajsts-5956	53	45	-	-	PUNCT
ajsts-5956	53	46	process	process	NOUN
ajsts-5956	53	47	.	.	PUNCT
ajsts-5956	54	1	this	this	PRON
ajsts-5956	54	2	means	mean	VERB
ajsts-5956	54	3	impacts	impact	NOUN
ajsts-5956	54	4	of	of	ADP
ajsts-5956	54	5	earlier	early	ADJ
ajsts-5956	54	6	observation(s	observation(s	NOUN
ajsts-5956	54	7	)	)	PUNCT
ajsts-5956	54	8	for	for	ADP
ajsts-5956	54	9	the	the	DET
ajsts-5956	54	10	gt	gt	PROPN
ajsts-5956	54	11	and	and	CCONJ
ajsts-5956	54	12	state(s	state(s	PROPN
ajsts-5956	54	13	)	)	PUNCT
ajsts-5956	54	14	is	be	AUX
ajsts-5956	54	15	/	/	PUNCT
ajsts-5956	54	16	are	be	AUX
ajsts-5956	54	17	completely	completely	ADV
ajsts-5956	54	18	captured	capture	VERB
ajsts-5956	54	19	in	in	ADP
ajsts-5956	54	20	the	the	DET
ajsts-5956	54	21	recent	recent	ADJ
ajsts-5956	54	22	gt	gt	PROPN
ajsts-5956	54	23	state(s	state(s	PROPN
ajsts-5956	54	24	)	)	PUNCT
ajsts-5956	54	25	observations	observation	NOUN
ajsts-5956	54	26	as	as	SCONJ
ajsts-5956	54	27	represented	represent	VERB
ajsts-5956	54	28	in	in	ADP
ajsts-5956	54	29	(	(	PUNCT
ajsts-5956	54	30	3	3	NUM
ajsts-5956	54	31	)	)	PUNCT
ajsts-5956	54	32	;	;	PUNCT
ajsts-5956	55	1	ρij	ρij	NOUN
ajsts-5956	55	2	=	=	NOUN
ajsts-5956	55	3	prob(st	prob(st	PROPN
ajsts-5956	55	4	=	=	PROPN
ajsts-5956	55	5	j	j	X
ajsts-5956	55	6	⁄	⁄	PROPN
ajsts-5956	55	7	st-1	st-1	CCONJ
ajsts-5956	55	8	)	)	PUNCT
ajsts-5956	56	1	=	=	NOUN
ajsts-5956	56	2	i	i	NOUN
ajsts-5956	56	3	)	)	PUNCT
ajsts-5956	56	4	∀i	∀i	NOUN
ajsts-5956	56	5	,	,	PUNCT
ajsts-5956	56	6	j=1,2∑i=1	j=1,2∑i=1	NOUN
ajsts-5956	57	1	2ρij	2ρij	NUM
ajsts-5956	57	2	=	=	SYM
ajsts-5956	57	3	1	1	NUM
ajsts-5956	57	4	....	....	PUNCT
ajsts-5956	57	5	(	(	PUNCT
ajsts-5956	57	6	8)	8)	NUM
ajsts-5956	57	7	matrix	matrix	NOUN
ajsts-5956	57	8	p	p	NOUN
ajsts-5956	57	9	captures	capture	VERB
ajsts-5956	57	10	the	the	DET
ajsts-5956	57	11	probability	probability	NOUN
ajsts-5956	57	12	of	of	ADP
ajsts-5956	57	13	switching	switching	NOUN
ajsts-5956	57	14	which	which	PRON
ajsts-5956	57	15	is	be	AUX
ajsts-5956	57	16	known	know	VERB
ajsts-5956	57	17	as	as	ADP
ajsts-5956	57	18	a	a	DET
ajsts-5956	57	19	transition	transition	NOUN
ajsts-5956	57	20	matrix	matrix	NOUN
ajsts-5956	57	21	;	;	PUNCT
ajsts-5956	57	22	....	....	PUNCT
ajsts-5956	57	23	(	(	PUNCT
ajsts-5956	57	24	9	9	NUM
ajsts-5956	57	25	)	)	PUNCT
ajsts-5956	57	26	where	where	SCONJ
ajsts-5956	57	27	,	,	PUNCT
ajsts-5956	57	28	p11+p21=1	p11+p21=1	PROPN
ajsts-5956	57	29	,	,	PUNCT
ajsts-5956	57	30	and	and	CCONJ
ajsts-5956	57	31	p12+p22=1	p12+p22=1	VERB
ajsts-5956	57	32	the	the	DET
ajsts-5956	57	33	nearer	near	ADJ
ajsts-5956	57	34	the	the	DET
ajsts-5956	57	35	probability	probability	NOUN
ajsts-5956	57	36	ρij	ρij	NOUN
ajsts-5956	57	37	is	be	AUX
ajsts-5956	57	38	to	to	ADP
ajsts-5956	57	39	one	one	NUM
ajsts-5956	57	40	the	the	PRON
ajsts-5956	57	41	longer	long	ADV
ajsts-5956	57	42	it	it	PRON
ajsts-5956	57	43	takes	take	VERB
ajsts-5956	57	44	to	to	PART
ajsts-5956	57	45	shift	shift	VERB
ajsts-5956	57	46	to	to	ADP
ajsts-5956	57	47	the	the	DET
ajsts-5956	57	48	next	next	ADJ
ajsts-5956	57	49	regime	regime	NOUN
ajsts-5956	57	50	.	.	PUNCT
ajsts-5956	58	1	consider	consider	VERB
ajsts-5956	58	2	the	the	DET
ajsts-5956	58	3	model	model	NOUN
ajsts-5956	58	4	given	give	VERB
ajsts-5956	58	5	by	by	ADP
ajsts-5956	58	6	equation	equation	NOUN
ajsts-5956	58	7	(	(	PUNCT
ajsts-5956	58	8	7	7	NUM
ajsts-5956	58	9	)	)	PUNCT
ajsts-5956	58	10	,	,	PUNCT
ajsts-5956	58	11	i.e.	i.e.	X
ajsts-5956	58	12	,	,	PUNCT
ajsts-5956	58	13	a	a	DET
ajsts-5956	58	14	markov	markov	NOUN
ajsts-5956	58	15	regime	regime	NOUN
ajsts-5956	58	16	-	-	PUNCT
ajsts-5956	58	17	switching	switch	VERB
ajsts-5956	58	18	model	model	NOUN
ajsts-5956	58	19	with	with	ADP
ajsts-5956	58	20	2	2	NUM
ajsts-5956	58	21	-	-	PUNCT
ajsts-5956	58	22	regimes	regime	NOUN
ajsts-5956	58	23	.	.	PUNCT
ajsts-5956	59	1	the	the	DET
ajsts-5956	59	2	estimation	estimation	NOUN
ajsts-5956	59	3	will	will	AUX
ajsts-5956	59	4	be	be	AUX
ajsts-5956	59	5	performed	perform	VERB
ajsts-5956	59	6	using	use	VERB
ajsts-5956	59	7	hamilton	hamilton	PROPN
ajsts-5956	59	8	’s	’s	PART
ajsts-5956	59	9	filter	filter	NOUN
ajsts-5956	59	10	,	,	PUNCT
ajsts-5956	59	11	where	where	SCONJ
ajsts-5956	59	12	the	the	DET
ajsts-5956	59	13	main	main	ADJ
ajsts-5956	59	14	idea	idea	NOUN
ajsts-5956	59	15	is	be	AUX
ajsts-5956	59	16	to	to	PART
ajsts-5956	59	17	calculate	calculate	VERB
ajsts-5956	59	18	each	each	DET
ajsts-5956	59	19	state	state	NOUN
ajsts-5956	59	20	’s	’s	PART
ajsts-5956	59	21	filter	filter	NOUN
ajsts-5956	59	22	probabilities	probability	NOUN
ajsts-5956	59	23	by	by	ADP
ajsts-5956	59	24	making	make	VERB
ajsts-5956	59	25	inferences	inference	NOUN
ajsts-5956	59	26	on	on	ADP
ajsts-5956	59	27	each	each	DET
ajsts-5956	59	28	state	state	NOUN
ajsts-5956	59	29	’s	’s	PART
ajsts-5956	59	30	unknown	unknown	ADJ
ajsts-5956	59	31	probabilities	probability	NOUN
ajsts-5956	59	32	based	base	VERB
ajsts-5956	59	33	on	on	ADP
ajsts-5956	59	34	the	the	DET
ajsts-5956	59	35	available	available	ADJ
ajsts-5956	59	36	information	information	NOUN
ajsts-5956	59	37	.	.	PUNCT
ajsts-5956	60	1	the	the	DET
ajsts-5956	60	2	mlpssm	mlpssm	PROPN
ajsts-5956	60	3	web	web	NOUN
ajsts-5956	60	4	application	application	NOUN
ajsts-5956	60	5	development	development	NOUN
ajsts-5956	60	6	mlpssm	mlpssm	NOUN
ajsts-5956	60	7	is	be	AUX
ajsts-5956	60	8	a	a	DET
ajsts-5956	60	9	web	web	NOUN
ajsts-5956	60	10	application	application	NOUN
ajsts-5956	60	11	developed	develop	VERB
ajsts-5956	60	12	in	in	ADP
ajsts-5956	60	13	the	the	DET
ajsts-5956	60	14	shiny	shiny	ADJ
ajsts-5956	60	15	environment	environment	NOUN
ajsts-5956	60	16	,	,	PUNCT
ajsts-5956	60	17	leveraging	leverage	VERB
ajsts-5956	60	18	a	a	DET
ajsts-5956	60	19	variety	variety	NOUN
ajsts-5956	60	20	of	of	ADP
ajsts-5956	60	21	r	r	NOUN
ajsts-5956	60	22	libraries	library	NOUN
ajsts-5956	60	23	and	and	CCONJ
ajsts-5956	60	24	pa	pa	PROPN
ajsts-5956	60	25	ge	ge	PROPN
ajsts-5956	60	26	72	72	NUM
ajsts-5956	60	27	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-5956	60	28	am	be	AUX
ajsts-5956	60	29	.	.	PUNCT
ajsts-5956	61	1	j.	j.	PROPN
ajsts-5956	61	2	smart	smart	PROPN
ajsts-5956	61	3	.	.	PUNCT
ajsts-5956	62	1	technol	technol	PROPN
ajsts-5956	62	2	.	.	PUNCT
ajsts-5956	62	3	solutions	solution	NOUN
ajsts-5956	62	4	4(2	4(2	NUM
ajsts-5956	62	5	)	)	PUNCT
ajsts-5956	63	1	70	70	NUM
ajsts-5956	63	2	-	-	SYM
ajsts-5956	63	3	79	79	NUM
ajsts-5956	63	4	,	,	PUNCT
ajsts-5956	63	5	2025	2025	NUM
ajsts-5956	63	6	packages	package	NOUN
ajsts-5956	63	7	to	to	PART
ajsts-5956	63	8	provide	provide	VERB
ajsts-5956	63	9	a	a	DET
ajsts-5956	63	10	comprehensive	comprehensive	ADJ
ajsts-5956	63	11	regimes	regime	NOUN
ajsts-5956	63	12	of	of	ADP
ajsts-5956	63	13	time	time	NOUN
ajsts-5956	63	14	series	series	NOUN
ajsts-5956	63	15	returns	return	VERB
ajsts-5956	63	16	modelling	modelling	NOUN
ajsts-5956	63	17	and	and	CCONJ
ajsts-5956	63	18	predicting	predict	VERB
ajsts-5956	63	19	experience	experience	NOUN
ajsts-5956	63	20	.	.	PUNCT
ajsts-5956	64	1	currently	currently	ADV
ajsts-5956	64	2	,	,	PUNCT
ajsts-5956	64	3	there	there	PRON
ajsts-5956	64	4	are	be	VERB
ajsts-5956	64	5	more	more	ADJ
ajsts-5956	64	6	than	than	ADP
ajsts-5956	64	7	12,000	12,000	NUM
ajsts-5956	64	8	r	r	NOUN
ajsts-5956	64	9	packages	package	NOUN
ajsts-5956	64	10	or	or	CCONJ
ajsts-5956	64	11	libraries	library	NOUN
ajsts-5956	64	12	available	available	ADJ
ajsts-5956	64	13	,	,	PUNCT
ajsts-5956	64	14	which	which	PRON
ajsts-5956	64	15	are	be	AUX
ajsts-5956	64	16	the	the	DET
ajsts-5956	64	17	result	result	NOUN
ajsts-5956	64	18	of	of	ADP
ajsts-5956	64	19	a	a	DET
ajsts-5956	64	20	collaborative	collaborative	ADJ
ajsts-5956	64	21	project	project	NOUN
ajsts-5956	64	22	sustained	sustain	VERB
ajsts-5956	64	23	by	by	ADP
ajsts-5956	64	24	individuals	individual	NOUN
ajsts-5956	64	25	from	from	ADP
ajsts-5956	64	26	different	different	ADJ
ajsts-5956	64	27	parts	part	NOUN
ajsts-5956	64	28	of	of	ADP
ajsts-5956	64	29	the	the	DET
ajsts-5956	64	30	world	world	NOUN
ajsts-5956	64	31	and	and	CCONJ
ajsts-5956	64	32	disciplines	discipline	NOUN
ajsts-5956	64	33	.	.	PUNCT
ajsts-5956	65	1	the	the	DET
ajsts-5956	65	2	project	project	NOUN
ajsts-5956	65	3	continues	continue	VERB
ajsts-5956	65	4	to	to	PART
ajsts-5956	65	5	grow	grow	VERB
ajsts-5956	65	6	both	both	PRON
ajsts-5956	65	7	in	in	ADP
ajsts-5956	65	8	the	the	DET
ajsts-5956	65	9	number	number	NOUN
ajsts-5956	65	10	of	of	ADP
ajsts-5956	65	11	packages	package	NOUN
ajsts-5956	65	12	and	and	CCONJ
ajsts-5956	65	13	in	in	ADP
ajsts-5956	65	14	knowledge	knowledge	NOUN
ajsts-5956	65	15	areas	area	NOUN
ajsts-5956	65	16	,	,	PUNCT
ajsts-5956	65	17	such	such	ADJ
ajsts-5956	65	18	as	as	ADP
ajsts-5956	65	19	statistics	statistic	NOUN
ajsts-5956	65	20	,	,	PUNCT
ajsts-5956	65	21	finance	finance	NOUN
ajsts-5956	65	22	,	,	PUNCT
ajsts-5956	65	23	genetics	genetic	NOUN
ajsts-5956	65	24	,	,	PUNCT
ajsts-5956	65	25	network	network	NOUN
ajsts-5956	65	26	analysis	analysis	NOUN
ajsts-5956	65	27	,	,	PUNCT
ajsts-5956	65	28	and	and	CCONJ
ajsts-5956	65	29	data	datum	NOUN
ajsts-5956	65	30	mining	mining	NOUN
ajsts-5956	65	31	,	,	PUNCT
ajsts-5956	65	32	among	among	ADP
ajsts-5956	65	33	many	many	ADJ
ajsts-5956	65	34	others	other	NOUN
ajsts-5956	65	35	(	(	PUNCT
ajsts-5956	65	36	cruz	cruz	PROPN
ajsts-5956	65	37	et	et	PROPN
ajsts-5956	65	38	al	al	PROPN
ajsts-5956	65	39	.	.	PROPN
ajsts-5956	65	40	2023	2023	NUM
ajsts-5956	65	41	)	)	PUNCT
ajsts-5956	65	42	.	.	PUNCT
ajsts-5956	66	1	this	this	DET
ajsts-5956	66	2	application	application	NOUN
ajsts-5956	66	3	has	have	AUX
ajsts-5956	66	4	been	be	AUX
ajsts-5956	66	5	designed	design	VERB
ajsts-5956	66	6	to	to	PART
ajsts-5956	66	7	facilitate	facilitate	VERB
ajsts-5956	66	8	efficient	efficient	ADJ
ajsts-5956	66	9	and	and	CCONJ
ajsts-5956	66	10	effective	effective	ADJ
ajsts-5956	66	11	time	time	NOUN
ajsts-5956	66	12	series	series	PROPN
ajsts-5956	66	13	returns	return	VERB
ajsts-5956	66	14	data	datum	NOUN
ajsts-5956	66	15	exploration	exploration	NOUN
ajsts-5956	66	16	,	,	PUNCT
ajsts-5956	66	17	preliminary	preliminary	ADJ
ajsts-5956	66	18	analysis	analysis	NOUN
ajsts-5956	66	19	,	,	PUNCT
ajsts-5956	66	20	regime	regime	NOUN
ajsts-5956	66	21	modelling	modelling	NOUN
ajsts-5956	66	22	and	and	CCONJ
ajsts-5956	66	23	predicting	predicting	NOUN
ajsts-5956	66	24	.	.	PUNCT
ajsts-5956	67	1	to	to	PART
ajsts-5956	67	2	ensure	ensure	VERB
ajsts-5956	67	3	optimal	optimal	ADJ
ajsts-5956	67	4	functionality	functionality	NOUN
ajsts-5956	67	5	and	and	CCONJ
ajsts-5956	67	6	a	a	DET
ajsts-5956	67	7	wide	wide	ADJ
ajsts-5956	67	8	range	range	NOUN
ajsts-5956	67	9	of	of	ADP
ajsts-5956	67	10	features	feature	NOUN
ajsts-5956	67	11	,	,	PUNCT
ajsts-5956	67	12	mlpssm	mlpssm	NOUN
ajsts-5956	67	13	makes	make	VERB
ajsts-5956	67	14	use	use	NOUN
ajsts-5956	67	15	of	of	ADP
ajsts-5956	67	16	libraries	library	NOUN
ajsts-5956	67	17	and	and	CCONJ
ajsts-5956	67	18	packages	package	NOUN
ajsts-5956	67	19	in	in	ADP
ajsts-5956	67	20	r.	r.	PROPN
ajsts-5956	67	21	you	you	PRON
ajsts-5956	67	22	can	can	AUX
ajsts-5956	67	23	view	view	VERB
ajsts-5956	67	24	the	the	DET
ajsts-5956	67	25	application	application	NOUN
ajsts-5956	67	26	at	at	ADP
ajsts-5956	67	27	the	the	DET
ajsts-5956	67	28	following	follow	VERB
ajsts-5956	67	29	url	url	NOUN
ajsts-5956	67	30	:	:	PUNCT
ajsts-5956	67	31	https://agbailuoa.shinyapps.io/mlpssm_app/	https://agbailuoa.shinyapps.io/mlpssm_app/	X
ajsts-5956	67	32	the	the	DET
ajsts-5956	67	33	user	user	NOUN
ajsts-5956	67	34	interface	interface	NOUN
ajsts-5956	67	35	of	of	ADP
ajsts-5956	67	36	mlpssm	mlpssm	NOUN
ajsts-5956	67	37	has	have	AUX
ajsts-5956	67	38	been	be	AUX
ajsts-5956	67	39	carefully	carefully	ADV
ajsts-5956	67	40	designed	design	VERB
ajsts-5956	67	41	using	use	VERB
ajsts-5956	67	42	the	the	DET
ajsts-5956	67	43	shiny	shiny	ADJ
ajsts-5956	67	44	package	package	NOUN
ajsts-5956	67	45	in	in	ADP
ajsts-5956	67	46	r	r	NOUN
ajsts-5956	67	47	,	,	PUNCT
ajsts-5956	67	48	providing	provide	VERB
ajsts-5956	67	49	a	a	DET
ajsts-5956	67	50	smooth	smooth	ADJ
ajsts-5956	67	51	and	and	CCONJ
ajsts-5956	67	52	intuitive	intuitive	ADJ
ajsts-5956	67	53	experience	experience	NOUN
ajsts-5956	67	54	for	for	ADP
ajsts-5956	67	55	users	user	NOUN
ajsts-5956	67	56	.	.	PUNCT
ajsts-5956	68	1	shiny	shiny	ADJ
ajsts-5956	68	2	is	be	AUX
ajsts-5956	68	3	an	an	DET
ajsts-5956	68	4	r	r	NOUN
ajsts-5956	68	5	package	package	NOUN
ajsts-5956	68	6	that	that	PRON
ajsts-5956	68	7	allows	allow	VERB
ajsts-5956	68	8	the	the	DET
ajsts-5956	68	9	construction	construction	NOUN
ajsts-5956	68	10	of	of	ADP
ajsts-5956	68	11	interactive	interactive	ADJ
ajsts-5956	68	12	web	web	NOUN
ajsts-5956	68	13	applications	application	NOUN
ajsts-5956	68	14	from	from	ADP
ajsts-5956	68	15	r	r	NOUN
ajsts-5956	68	16	scripts	script	NOUN
ajsts-5956	68	17	.	.	PUNCT
ajsts-5956	69	1	the	the	DET
ajsts-5956	69	2	application	application	NOUN
ajsts-5956	69	3	is	be	AUX
ajsts-5956	69	4	organized	organize	VERB
ajsts-5956	69	5	into	into	ADP
ajsts-5956	69	6	different	different	ADJ
ajsts-5956	69	7	tabs	tab	NOUN
ajsts-5956	69	8	,	,	PUNCT
ajsts-5956	69	9	each	each	PRON
ajsts-5956	69	10	with	with	ADP
ajsts-5956	69	11	specific	specific	ADJ
ajsts-5956	69	12	functionalities	functionality	NOUN
ajsts-5956	69	13	.	.	PUNCT
ajsts-5956	70	1	the	the	DET
ajsts-5956	70	2	application	application	NOUN
ajsts-5956	70	3	architecture	architecture	NOUN
ajsts-5956	70	4	includes	include	VERB
ajsts-5956	70	5	:	:	PUNCT
ajsts-5956	70	6	i.	i.	NOUN
ajsts-5956	70	7	frontend	frontend	PROPN
ajsts-5956	70	8	;	;	PUNCT
ajsts-5956	70	9	shiny	shiny	ADJ
ajsts-5956	70	10	,	,	PUNCT
ajsts-5956	70	11	shinydashboard	shinydashboard	NOUN
ajsts-5956	70	12	for	for	ADP
ajsts-5956	70	13	ui	ui	PROPN
ajsts-5956	70	14	(	(	PUNCT
ajsts-5956	70	15	upload	upload	PROPN
ajsts-5956	70	16	,	,	PUNCT
ajsts-5956	70	17	plots	plot	NOUN
ajsts-5956	70	18	,	,	PUNCT
ajsts-5956	70	19	model	model	NOUN
ajsts-5956	70	20	outputs	output	NOUN
ajsts-5956	70	21	)	)	PUNCT
ajsts-5956	70	22	.	.	PUNCT
ajsts-5956	71	1	ii	ii	PROPN
ajsts-5956	71	2	.	.	PUNCT
ajsts-5956	71	3	backend	backend	PROPN
ajsts-5956	71	4	;	;	PUNCT
ajsts-5956	71	5	neural	neural	ADJ
ajsts-5956	71	6	networks	network	NOUN
ajsts-5956	71	7	via	via	ADP
ajsts-5956	71	8	rsnns::mlp	rsnns::mlp	NOUN
ajsts-5956	71	9	,	,	PUNCT
ajsts-5956	71	10	regimeswitching	regimeswitche	VERB
ajsts-5956	71	11	via	via	ADP
ajsts-5956	71	12	mswm::msmfit	mswm::msmfit	NOUN
ajsts-5956	71	13	.	.	PUNCT
ajsts-5956	72	1	iii	iii	X
ajsts-5956	72	2	.	.	PUNCT
ajsts-5956	72	3	support	support	NOUN
ajsts-5956	72	4	packages	package	NOUN
ajsts-5956	72	5	;	;	PUNCT
ajsts-5956	72	6	forecast	forecast	NOUN
ajsts-5956	72	7	,	,	PUNCT
ajsts-5956	72	8	tseries	tserie	NOUN
ajsts-5956	72	9	,	,	PUNCT
ajsts-5956	72	10	lmtest	lmtest	ADJ
ajsts-5956	72	11	,	,	PUNCT
ajsts-5956	72	12	metrics	metric	NOUN
ajsts-5956	72	13	,	,	PUNCT
ajsts-5956	72	14	ggplot2	ggplot2	PROPN
ajsts-5956	72	15	for	for	ADP
ajsts-5956	72	16	tests	test	NOUN
ajsts-5956	72	17	,	,	PUNCT
ajsts-5956	72	18	diagnostics	diagnostic	NOUN
ajsts-5956	72	19	,	,	PUNCT
ajsts-5956	72	20	and	and	CCONJ
ajsts-5956	72	21	forecasting	forecasting	NOUN
ajsts-5956	72	22	.	.	PUNCT
ajsts-5956	73	1	figure	figure	NOUN
ajsts-5956	73	2	1	1	NUM
ajsts-5956	73	3	presents	present	VERB
ajsts-5956	73	4	a	a	DET
ajsts-5956	73	5	flowchart	flowchart	NOUN
ajsts-5956	73	6	of	of	ADP
ajsts-5956	73	7	the	the	DET
ajsts-5956	73	8	mlpssm	mlpssm	PROPN
ajsts-5956	73	9	app	app	PROPN
ajsts-5956	73	10	.	.	PUNCT
ajsts-5956	74	1	figure	figure	NOUN
ajsts-5956	74	2	1	1	NUM
ajsts-5956	74	3	:	:	PUNCT
ajsts-5956	74	4	flowchart	flowchart	NOUN
ajsts-5956	74	5	of	of	ADP
ajsts-5956	74	6	the	the	DET
ajsts-5956	74	7	application	application	NOUN
ajsts-5956	74	8	:	:	PUNCT
ajsts-5956	74	9	mlpssm	mlpssm	NOUN
ajsts-5956	74	10	app	app	NOUN
ajsts-5956	74	11	mlpssm	mlpssm	PROPN
ajsts-5956	74	12	app	app	PROPN
ajsts-5956	74	13	user	user	NOUN
ajsts-5956	74	14	interface	interface	VERB
ajsts-5956	74	15	the	the	DET
ajsts-5956	74	16	user	user	NOUN
ajsts-5956	74	17	interface	interface	NOUN
ajsts-5956	74	18	of	of	ADP
ajsts-5956	74	19	mlpssm	mlpssm	PROPN
ajsts-5956	74	20	app	app	NOUN
ajsts-5956	74	21	welcomes	welcome	VERB
ajsts-5956	74	22	you	you	PRON
ajsts-5956	74	23	to	to	ADP
ajsts-5956	74	24	an	an	DET
ajsts-5956	74	25	interactive	interactive	ADJ
ajsts-5956	74	26	and	and	CCONJ
ajsts-5956	74	27	enriching	enriching	ADJ
ajsts-5956	74	28	experience	experience	NOUN
ajsts-5956	74	29	.	.	PUNCT
ajsts-5956	75	1	here	here	ADV
ajsts-5956	75	2	you	you	PRON
ajsts-5956	75	3	will	will	AUX
ajsts-5956	75	4	find	find	VERB
ajsts-5956	75	5	a	a	DET
ajsts-5956	75	6	concise	concise	ADJ
ajsts-5956	75	7	description	description	NOUN
ajsts-5956	75	8	of	of	ADP
ajsts-5956	75	9	the	the	DET
ajsts-5956	75	10	application	application	NOUN
ajsts-5956	75	11	’s	’s	PART
ajsts-5956	75	12	functionalities	functionality	NOUN
ajsts-5956	75	13	,	,	PUNCT
ajsts-5956	75	14	figure	figure	NOUN
ajsts-5956	75	15	2	2	NUM
ajsts-5956	75	16	presents	present	VERB
ajsts-5956	75	17	the	the	DET
ajsts-5956	75	18	user	user	NOUN
ajsts-5956	75	19	interface	interface	NOUN
ajsts-5956	75	20	of	of	ADP
ajsts-5956	75	21	the	the	DET
ajsts-5956	75	22	developed	develop	VERB
ajsts-5956	75	23	mlpssm	mlpssm	NOUN
ajsts-5956	75	24	app	app	NOUN
ajsts-5956	75	25	.	.	PUNCT
ajsts-5956	76	1	according	accord	VERB
ajsts-5956	76	2	to	to	PART
ajsts-5956	76	3	figure	figure	NOUN
ajsts-5956	76	4	2	2	NUM
ajsts-5956	76	5	,	,	PUNCT
ajsts-5956	76	6	the	the	DET
ajsts-5956	76	7	application	application	NOUN
ajsts-5956	76	8	includes	include	VERB
ajsts-5956	76	9	tabs	tab	NOUN
ajsts-5956	76	10	for	for	ADP
ajsts-5956	76	11	upload	upload	NOUN
ajsts-5956	76	12	data	datum	NOUN
ajsts-5956	76	13	,	,	PUNCT
ajsts-5956	76	14	a	a	DET
ajsts-5956	76	15	time	time	NOUN
ajsts-5956	76	16	series	series	NOUN
ajsts-5956	76	17	,	,	PUNCT
ajsts-5956	76	18	a	a	DET
ajsts-5956	76	19	model	model	NOUN
ajsts-5956	76	20	output	output	NOUN
ajsts-5956	76	21	,	,	PUNCT
ajsts-5956	76	22	residuals	residual	NOUN
ajsts-5956	76	23	,	,	PUNCT
ajsts-5956	76	24	and	and	CCONJ
ajsts-5956	76	25	a	a	DET
ajsts-5956	76	26	forecast	forecast	NOUN
ajsts-5956	76	27	.	.	PUNCT
ajsts-5956	77	1	the	the	DET
ajsts-5956	77	2	upload	upload	PROPN
ajsts-5956	77	3	data	datum	NOUN
ajsts-5956	77	4	tab	tab	PROPN
ajsts-5956	77	5	allows	allow	VERB
ajsts-5956	77	6	users	user	NOUN
ajsts-5956	77	7	to	to	PART
ajsts-5956	77	8	load	load	VERB
ajsts-5956	77	9	returns	return	NOUN
ajsts-5956	77	10	time	time	NOUN
ajsts-5956	77	11	series	series	PROPN
ajsts-5956	77	12	,	,	PUNCT
ajsts-5956	77	13	i.e.	i.e.	X
ajsts-5956	77	14	rt	rt	X
ajsts-5956	77	15	=	=	NOUN
ajsts-5956	77	16	ln(rt⁄rt-1	ln(rt⁄rt-1	PROPN
ajsts-5956	77	17	)	)	PUNCT
ajsts-5956	77	18	,	,	PUNCT
ajsts-5956	77	19	in	in	ADP
ajsts-5956	77	20	csv	csv	NOUN
ajsts-5956	77	21	format	format	NOUN
ajsts-5956	77	22	.	.	PUNCT
ajsts-5956	78	1	the	the	DET
ajsts-5956	78	2	time	time	NOUN
ajsts-5956	78	3	series	series	PROPN
ajsts-5956	78	4	tab	tab	PROPN
ajsts-5956	78	5	presents	present	VERB
ajsts-5956	78	6	users	user	NOUN
ajsts-5956	78	7	with	with	ADP
ajsts-5956	78	8	the	the	DET
ajsts-5956	78	9	time	time	NOUN
ajsts-5956	78	10	series	series	PROPN
ajsts-5956	78	11	plot	plot	NOUN
ajsts-5956	78	12	and	and	CCONJ
ajsts-5956	78	13	preliminary	preliminary	ADJ
ajsts-5956	78	14	tests	test	NOUN
ajsts-5956	78	15	of	of	ADP
ajsts-5956	78	16	the	the	DET
ajsts-5956	78	17	series	series	NOUN
ajsts-5956	78	18	such	such	ADJ
ajsts-5956	78	19	as	as	ADP
ajsts-5956	78	20	the	the	DET
ajsts-5956	78	21	adf	adf	PROPN
ajsts-5956	78	22	test	test	NOUN
ajsts-5956	78	23	(	(	PUNCT
ajsts-5956	78	24	stationarity	stationarity	NOUN
ajsts-5956	78	25	test	test	NOUN
ajsts-5956	78	26	)	)	PUNCT
ajsts-5956	78	27	and	and	CCONJ
ajsts-5956	78	28	bds	bds	NOUN
ajsts-5956	78	29	test	test	NOUN
ajsts-5956	78	30	(	(	PUNCT
ajsts-5956	78	31	non	non	ADJ
ajsts-5956	78	32	-	-	ADJ
ajsts-5956	78	33	linearity	linearity	ADJ
ajsts-5956	78	34	test	test	NOUN
ajsts-5956	78	35	)	)	PUNCT
ajsts-5956	78	36	.	.	PUNCT
ajsts-5956	79	1	the	the	DET
ajsts-5956	79	2	model	model	PROPN
ajsts-5956	79	3	estimation	estimation	PROPN
ajsts-5956	79	4	tab	tab	NOUN
ajsts-5956	79	5	allows	allow	VERB
ajsts-5956	79	6	users	user	NOUN
ajsts-5956	79	7	to	to	PART
ajsts-5956	79	8	estimate	estimate	VERB
ajsts-5956	79	9	the	the	DET
ajsts-5956	79	10	novel	novel	ADJ
ajsts-5956	79	11	mlpssm	mlpssm	NOUN
ajsts-5956	79	12	and	and	CCONJ
ajsts-5956	79	13	provides	provide	VERB
ajsts-5956	79	14	the	the	DET
ajsts-5956	79	15	estimated	estimate	VERB
ajsts-5956	79	16	model	model	NOUN
ajsts-5956	79	17	’s	’s	PART
ajsts-5956	79	18	transition	transition	NOUN
ajsts-5956	79	19	probability	probability	NOUN
ajsts-5956	79	20	plots	plot	NOUN
ajsts-5956	79	21	.	.	PUNCT
ajsts-5956	80	1	the	the	DET
ajsts-5956	80	2	residuals	residual	NOUN
ajsts-5956	80	3	tab	tab	NOUN
ajsts-5956	80	4	allows	allow	VERB
ajsts-5956	80	5	users	user	NOUN
ajsts-5956	80	6	to	to	PART
ajsts-5956	80	7	assess	assess	VERB
ajsts-5956	80	8	the	the	DET
ajsts-5956	80	9	diagnosed	diagnose	VERB
ajsts-5956	80	10	residuals	residual	NOUN
ajsts-5956	80	11	of	of	ADP
ajsts-5956	80	12	the	the	DET
ajsts-5956	80	13	estimated	estimate	VERB
ajsts-5956	80	14	mlpssm	mlpssm	NOUN
ajsts-5956	80	15	,	,	PUNCT
ajsts-5956	80	16	including	include	VERB
ajsts-5956	80	17	the	the	DET
ajsts-5956	80	18	residuals	residual	NOUN
ajsts-5956	80	19	plot	plot	NOUN
ajsts-5956	80	20	,	,	PUNCT
ajsts-5956	80	21	ljung	ljung	PROPN
ajsts-5956	80	22	-	-	PUNCT
ajsts-5956	80	23	box	box	NOUN
ajsts-5956	80	24	test	test	NOUN
ajsts-5956	80	25	,	,	PUNCT
ajsts-5956	80	26	and	and	CCONJ
ajsts-5956	80	27	shapirowilk	shapirowilk	NOUN
ajsts-5956	80	28	test	test	NOUN
ajsts-5956	80	29	.	.	PUNCT
ajsts-5956	81	1	lastly	lastly	ADV
ajsts-5956	81	2	,	,	PUNCT
ajsts-5956	81	3	the	the	DET
ajsts-5956	81	4	forecast	forecast	NOUN
ajsts-5956	81	5	tab	tab	NOUN
ajsts-5956	81	6	enables	enable	VERB
ajsts-5956	81	7	users	user	NOUN
ajsts-5956	81	8	to	to	PART
ajsts-5956	81	9	forecast	forecast	VERB
ajsts-5956	81	10	or	or	CCONJ
ajsts-5956	81	11	predict	predict	VERB
ajsts-5956	81	12	the	the	DET
ajsts-5956	81	13	returns	return	NOUN
ajsts-5956	81	14	-	-	PUNCT
ajsts-5956	81	15	regime	regime	NOUN
ajsts-5956	81	16	means	mean	NOUN
ajsts-5956	81	17	and	and	CCONJ
ajsts-5956	81	18	the	the	DET
ajsts-5956	81	19	model	model	NOUN
ajsts-5956	81	20	performance	performance	NOUN
ajsts-5956	81	21	metrics	metric	NOUN
ajsts-5956	81	22	mlpssm	mlpssm	VERB
ajsts-5956	81	23	app	app	NOUN
ajsts-5956	81	24	evaluation	evaluation	NOUN
ajsts-5956	81	25	this	this	DET
ajsts-5956	81	26	section	section	NOUN
ajsts-5956	81	27	presents	present	VERB
ajsts-5956	81	28	and	and	CCONJ
ajsts-5956	81	29	discusses	discuss	VERB
ajsts-5956	81	30	the	the	DET
ajsts-5956	81	31	deployment	deployment	NOUN
ajsts-5956	81	32	and	and	CCONJ
ajsts-5956	81	33	evaluation	evaluation	NOUN
ajsts-5956	81	34	of	of	ADP
ajsts-5956	81	35	the	the	DET
ajsts-5956	81	36	mlpssm	mlpssm	PROPN
ajsts-5956	81	37	web	web	NOUN
ajsts-5956	81	38	app	app	NOUN
ajsts-5956	81	39	using	use	VERB
ajsts-5956	81	40	the	the	DET
ajsts-5956	81	41	sample	sample	NOUN
ajsts-5956	81	42	size	size	NOUN
ajsts-5956	81	43	30	30	NUM
ajsts-5956	81	44	of	of	ADP
ajsts-5956	81	45	daily	daily	PROPN
ajsts-5956	81	46	nigeria	nigeria	PROPN
ajsts-5956	81	47	exchange	exchange	NOUN
ajsts-5956	81	48	rate	rate	NOUN
ajsts-5956	81	49	returns	return	NOUN
ajsts-5956	81	50	.	.	PUNCT
ajsts-5956	82	1	figure	figure	VERB
ajsts-5956	82	2	3	3	NUM
ajsts-5956	82	3	presents	present	VERB
ajsts-5956	82	4	the	the	DET
ajsts-5956	82	5	“	"	PUNCT
ajsts-5956	82	6	data	datum	NOUN
ajsts-5956	82	7	upload	upload	NOUN
ajsts-5956	82	8	”	"	PUNCT
ajsts-5956	82	9	interface	interface	NOUN
ajsts-5956	82	10	of	of	ADP
ajsts-5956	82	11	the	the	DET
ajsts-5956	82	12	app	app	NOUN
ajsts-5956	82	13	using	use	VERB
ajsts-5956	82	14	the	the	DET
ajsts-5956	82	15	aforementioned	aforementioned	ADJ
ajsts-5956	82	16	dataset	dataset	NOUN
ajsts-5956	82	17	.	.	PUNCT
ajsts-5956	83	1	the	the	DET
ajsts-5956	83	2	app	app	NOUN
ajsts-5956	83	3	successfully	successfully	ADV
ajsts-5956	83	4	ingested	ingest	VERB
ajsts-5956	83	5	the	the	DET
ajsts-5956	83	6	nigeria	nigeria	PROPN
ajsts-5956	83	7	exchange	exchange	PROPN
ajsts-5956	83	8	rate	rate	NOUN
ajsts-5956	83	9	(	(	PUNCT
ajsts-5956	83	10	usd/₦	usd/₦	NOUN
ajsts-5956	83	11	)	)	PUNCT
ajsts-5956	83	12	daily	daily	ADJ
ajsts-5956	83	13	data	datum	NOUN
ajsts-5956	83	14	from	from	ADP
ajsts-5956	83	15	cbn	cbn	PROPN
ajsts-5956	83	16	(	(	PUNCT
ajsts-5956	83	17	11th	11th	ADJ
ajsts-5956	83	18	june–23rd	june–23rd	PROPN
ajsts-5956	83	19	july	july	PROPN
ajsts-5956	83	20	2025	2025	NUM
ajsts-5956	83	21	)	)	PUNCT
ajsts-5956	83	22	.	.	PUNCT
ajsts-5956	84	1	the	the	DET
ajsts-5956	84	2	data	datum	NOUN
ajsts-5956	84	3	upload	upload	VERB
ajsts-5956	84	4	interface	interface	NOUN
ajsts-5956	84	5	was	be	AUX
ajsts-5956	84	6	limited	limit	VERB
ajsts-5956	84	7	to	to	PART
ajsts-5956	84	8	csv	csv	VERB
ajsts-5956	84	9	files	file	NOUN
ajsts-5956	84	10	,	,	PUNCT
ajsts-5956	84	11	ensuring	ensure	VERB
ajsts-5956	84	12	standardized	standardized	ADJ
ajsts-5956	84	13	inputs	input	NOUN
ajsts-5956	84	14	.	.	PUNCT
ajsts-5956	85	1	the	the	DET
ajsts-5956	85	2	app	app	NOUN
ajsts-5956	85	3	extracted	extract	VERB
ajsts-5956	85	4	the	the	DET
ajsts-5956	85	5	second	second	ADJ
ajsts-5956	85	6	column	column	NOUN
ajsts-5956	85	7	of	of	ADP
ajsts-5956	85	8	the	the	DET
ajsts-5956	85	9	dataset	dataset	NOUN
ajsts-5956	85	10	as	as	ADP
ajsts-5956	85	11	the	the	DET
ajsts-5956	85	12	time	time	NOUN
ajsts-5956	85	13	series	series	NOUN
ajsts-5956	85	14	and	and	CCONJ
ajsts-5956	85	15	visualized	visualize	VERB
ajsts-5956	85	16	it	it	PRON
ajsts-5956	85	17	under	under	ADP
ajsts-5956	85	18	the	the	DET
ajsts-5956	85	19	time	time	NOUN
ajsts-5956	85	20	series	series	PROPN
ajsts-5956	85	21	tab	tab	PROPN
ajsts-5956	85	22	.	.	PUNCT
ajsts-5956	86	1	this	this	PRON
ajsts-5956	86	2	confirms	confirm	VERB
ajsts-5956	86	3	the	the	DET
ajsts-5956	86	4	reactivity	reactivity	NOUN
ajsts-5956	86	5	of	of	ADP
ajsts-5956	86	6	the	the	DET
ajsts-5956	86	7	app	app	NOUN
ajsts-5956	86	8	,	,	PUNCT
ajsts-5956	86	9	as	as	SCONJ
ajsts-5956	86	10	the	the	DET
ajsts-5956	86	11	uploaded	uploaded	ADJ
ajsts-5956	86	12	data	datum	NOUN
ajsts-5956	86	13	was	be	AUX
ajsts-5956	86	14	immediately	immediately	ADV
ajsts-5956	86	15	transformed	transform	VERB
ajsts-5956	86	16	into	into	ADP
ajsts-5956	86	17	plots	plot	NOUN
ajsts-5956	86	18	and	and	CCONJ
ajsts-5956	86	19	summary	summary	NOUN
ajsts-5956	86	20	previews	preview	NOUN
ajsts-5956	86	21	for	for	ADP
ajsts-5956	86	22	the	the	DET
ajsts-5956	86	23	user	user	NOUN
ajsts-5956	86	24	.	.	PUNCT
ajsts-5956	87	1	by	by	ADP
ajsts-5956	87	2	visualizing	visualize	VERB
ajsts-5956	87	3	the	the	DET
ajsts-5956	87	4	exchange	exchange	NOUN
ajsts-5956	87	5	rate	rate	NOUN
ajsts-5956	87	6	returns	return	NOUN
ajsts-5956	87	7	,	,	PUNCT
ajsts-5956	87	8	the	the	DET
ajsts-5956	87	9	app	app	NOUN
ajsts-5956	87	10	provides	provide	VERB
ajsts-5956	87	11	users	user	NOUN
ajsts-5956	87	12	with	with	ADP
ajsts-5956	87	13	an	an	DET
ajsts-5956	87	14	intuitive	intuitive	ADJ
ajsts-5956	87	15	entry	entry	NOUN
ajsts-5956	87	16	point	point	NOUN
ajsts-5956	87	17	before	before	ADP
ajsts-5956	87	18	model	model	NOUN
ajsts-5956	87	19	estimation	estimation	NOUN
ajsts-5956	87	20	.	.	PUNCT
ajsts-5956	88	1	subsequently	subsequently	ADV
ajsts-5956	88	2	,	,	PUNCT
ajsts-5956	88	3	the	the	DET
ajsts-5956	88	4	time	time	NOUN
ajsts-5956	88	5	series	series	NOUN
ajsts-5956	88	6	is	be	AUX
ajsts-5956	88	7	visualized	visualize	VERB
ajsts-5956	88	8	in	in	ADP
ajsts-5956	88	9	the	the	DET
ajsts-5956	88	10	“	"	PUNCT
ajsts-5956	88	11	time	time	NOUN
ajsts-5956	88	12	series	series	NOUN
ajsts-5956	88	13	”	"	PUNCT
ajsts-5956	88	14	tab	tab	NOUN
ajsts-5956	88	15	,	,	PUNCT
ajsts-5956	88	16	just	just	ADV
ajsts-5956	88	17	below	below	ADP
ajsts-5956	88	18	the	the	DET
ajsts-5956	88	19	“	"	PUNCT
ajsts-5956	88	20	upload	upload	NOUN
ajsts-5956	88	21	&	&	CCONJ
ajsts-5956	88	22	settings	setting	NOUN
ajsts-5956	88	23	”	"	PUNCT
ajsts-5956	88	24	tab	tab	NOUN
ajsts-5956	88	25	.	.	PUNCT
ajsts-5956	89	1	the	the	DET
ajsts-5956	89	2	plotoutput	plotoutput	NOUN
ajsts-5956	89	3	function	function	NOUN
ajsts-5956	89	4	is	be	AUX
ajsts-5956	89	5	used	use	VERB
ajsts-5956	89	6	to	to	PART
ajsts-5956	89	7	display	display	VERB
ajsts-5956	89	8	the	the	DET
ajsts-5956	89	9	graph	graph	NOUN
ajsts-5956	89	10	of	of	ADP
ajsts-5956	89	11	the	the	DET
ajsts-5956	89	12	time	time	NOUN
ajsts-5956	89	13	series	series	NOUN
ajsts-5956	89	14	in	in	ADP
ajsts-5956	89	15	levels	level	NOUN
ajsts-5956	89	16	.	.	PUNCT
ajsts-5956	90	1	the	the	DET
ajsts-5956	90	2	reactivity	reactivity	NOUN
ajsts-5956	90	3	of	of	ADP
ajsts-5956	90	4	the	the	DET
ajsts-5956	90	5	application	application	NOUN
ajsts-5956	90	6	is	be	AUX
ajsts-5956	90	7	reflected	reflect	VERB
ajsts-5956	90	8	in	in	ADP
ajsts-5956	90	9	the	the	DET
ajsts-5956	90	10	outputs	output	NOUN
ajsts-5956	90	11	,	,	PUNCT
ajsts-5956	90	12	which	which	PRON
ajsts-5956	90	13	are	be	AUX
ajsts-5956	90	14	the	the	DET
ajsts-5956	90	15	results	result	NOUN
ajsts-5956	90	16	(	(	PUNCT
ajsts-5956	90	17	numeric	numeric	ADJ
ajsts-5956	90	18	values	value	NOUN
ajsts-5956	90	19	,	,	PUNCT
ajsts-5956	90	20	plots	plot	NOUN
ajsts-5956	90	21	)	)	PUNCT
ajsts-5956	90	22	received	receive	VERB
ajsts-5956	90	23	by	by	ADP
ajsts-5956	90	24	the	the	DET
ajsts-5956	90	25	interface	interface	NOUN
ajsts-5956	90	26	from	from	ADP
ajsts-5956	90	27	the	the	DET
ajsts-5956	90	28	server.r	server.r	NOUN
ajsts-5956	90	29	.	.	PUNCT
ajsts-5956	91	1	in	in	ADP
ajsts-5956	91	2	our	our	PRON
ajsts-5956	91	3	case	case	NOUN
ajsts-5956	91	4	,	,	PUNCT
ajsts-5956	91	5	the	the	DET
ajsts-5956	91	6	result	result	NOUN
ajsts-5956	91	7	is	be	AUX
ajsts-5956	91	8	a	a	DET
ajsts-5956	91	9	graph	graph	NOUN
ajsts-5956	91	10	and	and	CCONJ
ajsts-5956	91	11	it	it	PRON
ajsts-5956	91	12	is	be	AUX
ajsts-5956	91	13	inserted	insert	VERB
ajsts-5956	91	14	using	use	VERB
ajsts-5956	91	15	the	the	DET
ajsts-5956	91	16	plotoutput	plotoutput	NOUN
ajsts-5956	91	17	(	(	PUNCT
ajsts-5956	91	18	)	)	PUNCT
ajsts-5956	91	19	function	function	NOUN
ajsts-5956	91	20	(	(	PUNCT
ajsts-5956	91	21	figure	figure	NOUN
ajsts-5956	91	22	4	4	NUM
ajsts-5956	91	23	)	)	PUNCT
ajsts-5956	91	24	.	.	PUNCT
ajsts-5956	92	1	the	the	DET
ajsts-5956	92	2	inclusion	inclusion	NOUN
ajsts-5956	92	3	of	of	ADP
ajsts-5956	92	4	augmented	augment	VERB
ajsts-5956	92	5	dickey	dickey	NOUN
ajsts-5956	92	6	-	-	PUNCT
ajsts-5956	92	7	fuller	full	ADJ
ajsts-5956	92	8	(	(	PUNCT
ajsts-5956	92	9	adf	adf	NOUN
ajsts-5956	92	10	)	)	PUNCT
ajsts-5956	92	11	and	and	CCONJ
ajsts-5956	92	12	bds	bds	NOUN
ajsts-5956	92	13	(	(	PUNCT
ajsts-5956	92	14	brock	brock	NOUN
ajsts-5956	92	15	-	-	PUNCT
ajsts-5956	92	16	dechert	dechert	NOUN
ajsts-5956	92	17	-	-	PUNCT
ajsts-5956	92	18	scheinkman	scheinkman	NOUN
ajsts-5956	92	19	)	)	PUNCT
ajsts-5956	92	20	tests	test	NOUN
ajsts-5956	92	21	within	within	ADP
ajsts-5956	92	22	the	the	DET
ajsts-5956	92	23	time	time	NOUN
ajsts-5956	92	24	pa	pa	PROPN
ajsts-5956	92	25	ge	ge	PROPN
ajsts-5956	92	26	73	73	NUM
ajsts-5956	92	27	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-5956	92	28	am	be	AUX
ajsts-5956	92	29	.	.	PUNCT
ajsts-5956	93	1	j.	j.	PROPN
ajsts-5956	93	2	smart	smart	PROPN
ajsts-5956	93	3	.	.	PUNCT
ajsts-5956	94	1	technol	technol	PROPN
ajsts-5956	94	2	.	.	PUNCT
ajsts-5956	94	3	solutions	solution	NOUN
ajsts-5956	94	4	4(2	4(2	NUM
ajsts-5956	94	5	)	)	PUNCT
ajsts-5956	95	1	70	70	NUM
ajsts-5956	95	2	-	-	SYM
ajsts-5956	95	3	79	79	NUM
ajsts-5956	95	4	,	,	PUNCT
ajsts-5956	95	5	2025	2025	NUM
ajsts-5956	95	6	figure	figure	NOUN
ajsts-5956	95	7	2	2	NUM
ajsts-5956	95	8	:	:	PUNCT
ajsts-5956	95	9	the	the	DET
ajsts-5956	95	10	user	user	NOUN
ajsts-5956	95	11	interface	interface	NOUN
ajsts-5956	95	12	of	of	ADP
ajsts-5956	95	13	mlpssm	mlpssm	PROPN
ajsts-5956	95	14	web	web	NOUN
ajsts-5956	95	15	app	app	PROPN
ajsts-5956	95	16	figure	figure	NOUN
ajsts-5956	95	17	3	3	NUM
ajsts-5956	95	18	:	:	PUNCT
ajsts-5956	95	19	data	datum	NOUN
ajsts-5956	95	20	upload	upload	VERB
ajsts-5956	95	21	interface	interface	NOUN
ajsts-5956	95	22	of	of	ADP
ajsts-5956	95	23	the	the	DET
ajsts-5956	95	24	mlpssm	mlpssm	PROPN
ajsts-5956	95	25	web	web	NOUN
ajsts-5956	95	26	app	app	PROPN
ajsts-5956	95	27	figure	figure	NOUN
ajsts-5956	95	28	4	4	NUM
ajsts-5956	95	29	:	:	PUNCT
ajsts-5956	95	30	time	time	NOUN
ajsts-5956	95	31	series	series	PROPN
ajsts-5956	95	32	plot	plot	NOUN
ajsts-5956	95	33	of	of	ADP
ajsts-5956	95	34	the	the	DET
ajsts-5956	95	35	nigeria	nigeria	PROPN
ajsts-5956	95	36	exchange	exchange	NOUN
ajsts-5956	95	37	rate	rate	NOUN
ajsts-5956	95	38	returns	return	NOUN
ajsts-5956	95	39	using	use	VERB
ajsts-5956	95	40	the	the	DET
ajsts-5956	95	41	time	time	NOUN
ajsts-5956	95	42	series	series	PROPN
ajsts-5956	95	43	tab	tab	NOUN
ajsts-5956	95	44	of	of	ADP
ajsts-5956	95	45	the	the	DET
ajsts-5956	95	46	app	app	PROPN
ajsts-5956	95	47	series	series	PROPN
ajsts-5956	95	48	tab	tab	PROPN
ajsts-5956	95	49	allowed	allow	VERB
ajsts-5956	95	50	for	for	ADP
ajsts-5956	95	51	formal	formal	ADJ
ajsts-5956	95	52	pre	pre	ADJ
ajsts-5956	95	53	-	-	ADJ
ajsts-5956	95	54	model	model	ADJ
ajsts-5956	95	55	diagnostics	diagnostic	NOUN
ajsts-5956	95	56	.	.	PUNCT
ajsts-5956	96	1	adf	adf	PROPN
ajsts-5956	96	2	test	test	NOUN
ajsts-5956	96	3	:	:	PUNCT
ajsts-5956	96	4	evaluates	evaluate	VERB
ajsts-5956	96	5	whether	whether	SCONJ
ajsts-5956	96	6	the	the	DET
ajsts-5956	96	7	returns	return	NOUN
ajsts-5956	96	8	are	be	AUX
ajsts-5956	96	9	stationary	stationary	ADJ
ajsts-5956	96	10	.	.	PUNCT
ajsts-5956	97	1	if	if	SCONJ
ajsts-5956	97	2	the	the	DET
ajsts-5956	97	3	null	null	ADJ
ajsts-5956	97	4	hypothesis	hypothesis	NOUN
ajsts-5956	97	5	of	of	ADP
ajsts-5956	97	6	a	a	DET
ajsts-5956	97	7	unit	unit	NOUN
ajsts-5956	97	8	root	root	NOUN
ajsts-5956	97	9	is	be	AUX
ajsts-5956	97	10	rejected	reject	VERB
ajsts-5956	97	11	,	,	PUNCT
ajsts-5956	97	12	the	the	DET
ajsts-5956	97	13	series	series	NOUN
ajsts-5956	97	14	can	can	AUX
ajsts-5956	97	15	be	be	AUX
ajsts-5956	97	16	considered	consider	VERB
ajsts-5956	97	17	stationary	stationary	ADJ
ajsts-5956	97	18	.	.	PUNCT
ajsts-5956	98	1	in	in	ADP
ajsts-5956	98	2	most	most	ADJ
ajsts-5956	98	3	exchange	exchange	NOUN
ajsts-5956	98	4	rate	rate	NOUN
ajsts-5956	98	5	returns	return	NOUN
ajsts-5956	98	6	,	,	PUNCT
ajsts-5956	98	7	stationarity	stationarity	NOUN
ajsts-5956	98	8	is	be	AUX
ajsts-5956	98	9	expected	expect	VERB
ajsts-5956	98	10	after	after	ADP
ajsts-5956	98	11	transformation	transformation	NOUN
ajsts-5956	98	12	into	into	ADP
ajsts-5956	98	13	returns	return	NOUN
ajsts-5956	98	14	.	.	PUNCT
ajsts-5956	99	1	bds	bds	NOUN
ajsts-5956	99	2	test	test	NOUN
ajsts-5956	99	3	:	:	PUNCT
ajsts-5956	99	4	evaluates	evaluate	VERB
ajsts-5956	99	5	non	non	ADJ
ajsts-5956	99	6	-	-	ADJ
ajsts-5956	99	7	linearity	linearity	NOUN
ajsts-5956	99	8	and	and	CCONJ
ajsts-5956	99	9	independence	independence	NOUN
ajsts-5956	99	10	of	of	ADP
ajsts-5956	99	11	residuals	residual	NOUN
ajsts-5956	99	12	.	.	PUNCT
ajsts-5956	100	1	significant	significant	ADJ
ajsts-5956	100	2	results	result	NOUN
ajsts-5956	100	3	indicate	indicate	VERB
ajsts-5956	100	4	the	the	DET
ajsts-5956	100	5	presence	presence	NOUN
ajsts-5956	100	6	of	of	ADP
ajsts-5956	100	7	hidden	hide	VERB
ajsts-5956	100	8	structure	structure	NOUN
ajsts-5956	100	9	,	,	PUNCT
ajsts-5956	100	10	justifying	justify	VERB
ajsts-5956	100	11	the	the	DET
ajsts-5956	100	12	need	need	NOUN
ajsts-5956	100	13	for	for	ADP
ajsts-5956	100	14	nonlinear	nonlinear	ADJ
ajsts-5956	100	15	hybrid	hybrid	ADJ
ajsts-5956	100	16	models	model	NOUN
ajsts-5956	100	17	like	like	ADP
ajsts-5956	100	18	mlpssm	mlpssm	NOUN
ajsts-5956	100	19	.	.	PUNCT
ajsts-5956	101	1	in	in	ADP
ajsts-5956	101	2	this	this	DET
ajsts-5956	101	3	evaluation	evaluation	NOUN
ajsts-5956	101	4	,	,	PUNCT
ajsts-5956	101	5	the	the	DET
ajsts-5956	101	6	results	result	NOUN
ajsts-5956	101	7	confirmed	confirm	VERB
ajsts-5956	101	8	stationarity	stationarity	NOUN
ajsts-5956	101	9	and	and	CCONJ
ajsts-5956	101	10	non	non	ADJ
ajsts-5956	101	11	-	-	ADJ
ajsts-5956	101	12	linearity	linearity	ADJ
ajsts-5956	101	13	,	,	PUNCT
ajsts-5956	101	14	validating	validate	VERB
ajsts-5956	101	15	the	the	DET
ajsts-5956	101	16	use	use	NOUN
ajsts-5956	101	17	of	of	ADP
ajsts-5956	101	18	a	a	DET
ajsts-5956	101	19	nonlinear	nonlinear	NOUN
ajsts-5956	101	20	,	,	PUNCT
ajsts-5956	101	21	regimeswitching	regimeswitche	VERB
ajsts-5956	101	22	hybrid	hybrid	NOUN
ajsts-5956	101	23	model	model	NOUN
ajsts-5956	101	24	.	.	PUNCT
ajsts-5956	102	1	pa	pa	PROPN
ajsts-5956	102	2	ge	ge	PROPN
ajsts-5956	102	3	74	74	NUM
ajsts-5956	102	4	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-5956	102	5	am	be	AUX
ajsts-5956	102	6	.	.	PUNCT
ajsts-5956	103	1	j.	j.	PROPN
ajsts-5956	103	2	smart	smart	PROPN
ajsts-5956	103	3	.	.	PUNCT
ajsts-5956	104	1	technol	technol	PROPN
ajsts-5956	104	2	.	.	PUNCT
ajsts-5956	104	3	solutions	solution	NOUN
ajsts-5956	104	4	4(2	4(2	NUM
ajsts-5956	104	5	)	)	PUNCT
ajsts-5956	105	1	70	70	NUM
ajsts-5956	105	2	-	-	SYM
ajsts-5956	105	3	79	79	NUM
ajsts-5956	105	4	,	,	PUNCT
ajsts-5956	105	5	2025	2025	NUM
ajsts-5956	105	6	figure	figure	NOUN
ajsts-5956	105	7	5	5	NUM
ajsts-5956	105	8	:	:	PUNCT
ajsts-5956	105	9	adf	adf	NOUN
ajsts-5956	105	10	test	test	NOUN
ajsts-5956	105	11	results	result	NOUN
ajsts-5956	105	12	of	of	ADP
ajsts-5956	105	13	the	the	DET
ajsts-5956	105	14	nigeria	nigeria	PROPN
ajsts-5956	105	15	exchange	exchange	NOUN
ajsts-5956	105	16	rate	rate	NOUN
ajsts-5956	105	17	returns	return	NOUN
ajsts-5956	105	18	using	use	VERB
ajsts-5956	105	19	the	the	DET
ajsts-5956	105	20	time	time	NOUN
ajsts-5956	105	21	series	series	PROPN
ajsts-5956	105	22	tab	tab	PROPN
ajsts-5956	105	23	figure	figure	NOUN
ajsts-5956	105	24	6	6	NUM
ajsts-5956	105	25	:	:	PUNCT
ajsts-5956	105	26	bds	bds	NOUN
ajsts-5956	105	27	test	test	NOUN
ajsts-5956	105	28	results	result	NOUN
ajsts-5956	105	29	of	of	ADP
ajsts-5956	105	30	the	the	DET
ajsts-5956	105	31	nigeria	nigeria	PROPN
ajsts-5956	105	32	exchange	exchange	NOUN
ajsts-5956	105	33	rate	rate	NOUN
ajsts-5956	105	34	returns	return	NOUN
ajsts-5956	105	35	using	use	VERB
ajsts-5956	105	36	the	the	DET
ajsts-5956	105	37	time	time	NOUN
ajsts-5956	105	38	series	series	PROPN
ajsts-5956	105	39	tab	tab	PROPN
ajsts-5956	105	40	pa	pa	PROPN
ajsts-5956	105	41	ge	ge	PROPN
ajsts-5956	105	42	75	75	NUM
ajsts-5956	105	43	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-5956	105	44	am	be	AUX
ajsts-5956	105	45	.	.	PUNCT
ajsts-5956	106	1	j.	j.	PROPN
ajsts-5956	106	2	smart	smart	PROPN
ajsts-5956	106	3	.	.	PUNCT
ajsts-5956	107	1	technol	technol	PROPN
ajsts-5956	107	2	.	.	PUNCT
ajsts-5956	107	3	solutions	solution	NOUN
ajsts-5956	107	4	4(2	4(2	NUM
ajsts-5956	107	5	)	)	PUNCT
ajsts-5956	108	1	70	70	NUM
ajsts-5956	108	2	-	-	SYM
ajsts-5956	108	3	79	79	NUM
ajsts-5956	108	4	,	,	PUNCT
ajsts-5956	108	5	2025	2025	NUM
ajsts-5956	108	6	figure	figure	NOUN
ajsts-5956	108	7	7	7	NUM
ajsts-5956	108	8	:	:	PUNCT
ajsts-5956	108	9	mlpssm	mlpssm	NOUN
ajsts-5956	108	10	estimation	estimation	NOUN
ajsts-5956	108	11	for	for	ADP
ajsts-5956	108	12	the	the	DET
ajsts-5956	108	13	nigeria	nigeria	PROPN
ajsts-5956	108	14	exchange	exchange	NOUN
ajsts-5956	108	15	rate	rate	NOUN
ajsts-5956	108	16	returns	return	NOUN
ajsts-5956	108	17	using	use	VERB
ajsts-5956	108	18	the	the	DET
ajsts-5956	108	19	model	model	NOUN
ajsts-5956	108	20	estimation	estimation	NOUN
ajsts-5956	108	21	tab	tab	NOUN
ajsts-5956	108	22	figure	figure	NOUN
ajsts-5956	108	23	8	8	NUM
ajsts-5956	108	24	:	:	PUNCT
ajsts-5956	108	25	regimes	regime	NOUN
ajsts-5956	108	26	transition	transition	NOUN
ajsts-5956	108	27	probabilities	probability	NOUN
ajsts-5956	108	28	of	of	ADP
ajsts-5956	108	29	mlpssm	mlpssm	NOUN
ajsts-5956	108	30	estimated	estimate	VERB
ajsts-5956	108	31	of	of	ADP
ajsts-5956	108	32	the	the	DET
ajsts-5956	108	33	nigeria	nigeria	PROPN
ajsts-5956	108	34	exchange	exchange	NOUN
ajsts-5956	108	35	rate	rate	NOUN
ajsts-5956	108	36	returns	return	NOUN
ajsts-5956	108	37	using	use	VERB
ajsts-5956	108	38	the	the	DET
ajsts-5956	108	39	model	model	NOUN
ajsts-5956	108	40	estimation	estimation	NOUN
ajsts-5956	108	41	tab	tab	NOUN
ajsts-5956	108	42	the	the	DET
ajsts-5956	108	43	model	model	NOUN
ajsts-5956	108	44	estimation	estimation	NOUN
ajsts-5956	108	45	tab	tab	NOUN
ajsts-5956	108	46	provided	provide	VERB
ajsts-5956	108	47	the	the	DET
ajsts-5956	108	48	estimated	estimate	VERB
ajsts-5956	108	49	parameters	parameter	NOUN
ajsts-5956	108	50	of	of	ADP
ajsts-5956	108	51	the	the	DET
ajsts-5956	108	52	mlpssm	mlpssm	NOUN
ajsts-5956	108	53	(	(	PUNCT
ajsts-5956	108	54	a	a	DET
ajsts-5956	108	55	combination	combination	NOUN
ajsts-5956	108	56	of	of	ADP
ajsts-5956	108	57	neural	neural	ADJ
ajsts-5956	108	58	networks	network	NOUN
ajsts-5956	108	59	for	for	ADP
ajsts-5956	108	60	nonlinear	nonlinear	ADJ
ajsts-5956	108	61	fitting	fitting	ADJ
ajsts-5956	108	62	and	and	CCONJ
ajsts-5956	108	63	markov	markov	NOUN
ajsts-5956	108	64	switching	switching	NOUN
ajsts-5956	108	65	models	model	NOUN
ajsts-5956	108	66	for	for	ADP
ajsts-5956	108	67	regime	regime	NOUN
ajsts-5956	108	68	identification	identification	NOUN
ajsts-5956	108	69	)	)	PUNCT
ajsts-5956	108	70	.	.	PUNCT
ajsts-5956	109	1	estimation	estimation	NOUN
ajsts-5956	109	2	results	result	NOUN
ajsts-5956	109	3	(	(	PUNCT
ajsts-5956	109	4	figure	figure	NOUN
ajsts-5956	109	5	7	7	NUM
ajsts-5956	109	6	):	):	PUNCT
ajsts-5956	109	7	these	these	PRON
ajsts-5956	109	8	show	show	VERB
ajsts-5956	109	9	the	the	DET
ajsts-5956	109	10	fitted	fit	VERB
ajsts-5956	109	11	coefficients	coefficient	NOUN
ajsts-5956	109	12	and	and	CCONJ
ajsts-5956	109	13	transition	transition	NOUN
ajsts-5956	109	14	probabilities	probability	NOUN
ajsts-5956	109	15	of	of	ADP
ajsts-5956	109	16	the	the	DET
ajsts-5956	109	17	model	model	NOUN
ajsts-5956	109	18	.	.	PUNCT
ajsts-5956	110	1	the	the	DET
ajsts-5956	110	2	estimates	estimate	NOUN
ajsts-5956	110	3	suggest	suggest	VERB
ajsts-5956	110	4	the	the	DET
ajsts-5956	110	5	model	model	NOUN
ajsts-5956	110	6	successfully	successfully	ADV
ajsts-5956	110	7	learned	learn	VERB
ajsts-5956	110	8	from	from	ADP
ajsts-5956	110	9	the	the	DET
ajsts-5956	110	10	exchange	exchange	NOUN
ajsts-5956	110	11	rate	rate	NOUN
ajsts-5956	110	12	returns	return	NOUN
ajsts-5956	110	13	.	.	PUNCT
ajsts-5956	111	1	transition	transition	NOUN
ajsts-5956	111	2	probabilities	probability	NOUN
ajsts-5956	111	3	(	(	PUNCT
ajsts-5956	111	4	figure	figure	NOUN
ajsts-5956	111	5	8)	8)	NUM
ajsts-5956	111	6	:	:	PUNCT
ajsts-5956	111	7	the	the	DET
ajsts-5956	111	8	graph	graph	NOUN
ajsts-5956	111	9	displayed	display	VERB
ajsts-5956	111	10	probabilities	probability	NOUN
ajsts-5956	111	11	of	of	ADP
ajsts-5956	111	12	switching	switch	VERB
ajsts-5956	111	13	between	between	ADP
ajsts-5956	111	14	regimes	regime	NOUN
ajsts-5956	111	15	(	(	PUNCT
ajsts-5956	111	16	bear	bear	NOUN
ajsts-5956	111	17	vs.	vs.	X
ajsts-5956	111	18	bull	bull	NOUN
ajsts-5956	111	19	)	)	PUNCT
ajsts-5956	111	20	.	.	PUNCT
ajsts-5956	112	1	high	high	ADJ
ajsts-5956	112	2	self	self	NOUN
ajsts-5956	112	3	-	-	PUNCT
ajsts-5956	112	4	transition	transition	NOUN
ajsts-5956	112	5	probabilities	probability	NOUN
ajsts-5956	112	6	suggest	suggest	VERB
ajsts-5956	112	7	persistence	persistence	NOUN
ajsts-5956	112	8	within	within	ADP
ajsts-5956	112	9	regimes	regime	NOUN
ajsts-5956	112	10	,	,	PUNCT
ajsts-5956	112	11	while	while	SCONJ
ajsts-5956	112	12	non	non	ADJ
ajsts-5956	112	13	-	-	ADJ
ajsts-5956	112	14	trivial	trivial	ADJ
ajsts-5956	112	15	switching	switching	NOUN
ajsts-5956	112	16	probabilities	probability	NOUN
ajsts-5956	112	17	capture	capture	VERB
ajsts-5956	112	18	regime	regime	NOUN
ajsts-5956	112	19	dynamics	dynamic	NOUN
ajsts-5956	112	20	.	.	PUNCT
ajsts-5956	113	1	this	this	PRON
ajsts-5956	113	2	indicates	indicate	VERB
ajsts-5956	113	3	that	that	SCONJ
ajsts-5956	113	4	the	the	DET
ajsts-5956	113	5	app	app	NOUN
ajsts-5956	113	6	correctly	correctly	ADV
ajsts-5956	113	7	implements	implement	VERB
ajsts-5956	113	8	the	the	DET
ajsts-5956	113	9	regime	regime	NOUN
ajsts-5956	113	10	identification	identification	NOUN
ajsts-5956	113	11	logic	logic	NOUN
ajsts-5956	113	12	,	,	PUNCT
ajsts-5956	113	13	a	a	DET
ajsts-5956	113	14	major	major	ADJ
ajsts-5956	113	15	improvement	improvement	NOUN
ajsts-5956	113	16	over	over	ADP
ajsts-5956	113	17	conventional	conventional	ADJ
ajsts-5956	113	18	msms	msm	NOUN
ajsts-5956	113	19	and	and	CCONJ
ajsts-5956	113	20	arssms	arssm	NOUN
ajsts-5956	113	21	,	,	PUNCT
ajsts-5956	113	22	which	which	PRON
ajsts-5956	113	23	often	often	ADV
ajsts-5956	113	24	perform	perform	VERB
ajsts-5956	113	25	poorly	poorly	ADV
ajsts-5956	113	26	in	in	ADP
ajsts-5956	113	27	small	small	ADJ
ajsts-5956	113	28	samples	sample	NOUN
ajsts-5956	113	29	.	.	PUNCT
ajsts-5956	114	1	pa	pa	PROPN
ajsts-5956	114	2	ge	ge	PROPN
ajsts-5956	114	3	76	76	NUM
ajsts-5956	114	4	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-5956	114	5	am	be	AUX
ajsts-5956	114	6	.	.	PUNCT
ajsts-5956	115	1	j.	j.	PROPN
ajsts-5956	115	2	smart	smart	PROPN
ajsts-5956	115	3	.	.	PUNCT
ajsts-5956	116	1	technol	technol	PROPN
ajsts-5956	116	2	.	.	PUNCT
ajsts-5956	116	3	solutions	solution	NOUN
ajsts-5956	116	4	4(2	4(2	NUM
ajsts-5956	116	5	)	)	PUNCT
ajsts-5956	117	1	70	70	NUM
ajsts-5956	117	2	-	-	SYM
ajsts-5956	117	3	79	79	NUM
ajsts-5956	117	4	,	,	PUNCT
ajsts-5956	117	5	2025	2025	NUM
ajsts-5956	117	6	figure	figure	NOUN
ajsts-5956	117	7	9	9	NUM
ajsts-5956	117	8	:	:	PUNCT
ajsts-5956	117	9	residuals	residual	NOUN
ajsts-5956	117	10	plot	plot	NOUN
ajsts-5956	117	11	of	of	ADP
ajsts-5956	117	12	the	the	DET
ajsts-5956	117	13	estimated	estimate	VERB
ajsts-5956	117	14	mlpssm	mlpssm	NOUN
ajsts-5956	117	15	using	use	VERB
ajsts-5956	117	16	the	the	DET
ajsts-5956	117	17	residuals	residual	NOUN
ajsts-5956	117	18	tab	tab	NOUN
ajsts-5956	117	19	figure	figure	NOUN
ajsts-5956	117	20	10	10	NUM
ajsts-5956	117	21	:	:	PUNCT
ajsts-5956	117	22	residuals	residual	NOUN
ajsts-5956	117	23	diagnostics	diagnostic	NOUN
ajsts-5956	117	24	of	of	ADP
ajsts-5956	117	25	the	the	DET
ajsts-5956	117	26	estimated	estimate	VERB
ajsts-5956	117	27	mlpssm	mlpssm	NOUN
ajsts-5956	117	28	using	use	VERB
ajsts-5956	117	29	the	the	DET
ajsts-5956	117	30	residuals	residual	NOUN
ajsts-5956	117	31	tab	tab	NOUN
ajsts-5956	117	32	pa	pa	PROPN
ajsts-5956	117	33	ge	ge	PROPN
ajsts-5956	117	34	77	77	NUM
ajsts-5956	117	35	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-5956	117	36	am	be	AUX
ajsts-5956	117	37	.	.	PUNCT
ajsts-5956	118	1	j.	j.	PROPN
ajsts-5956	118	2	smart	smart	PROPN
ajsts-5956	118	3	.	.	PUNCT
ajsts-5956	119	1	technol	technol	PROPN
ajsts-5956	119	2	.	.	PUNCT
ajsts-5956	119	3	solutions	solution	NOUN
ajsts-5956	119	4	4(2	4(2	NUM
ajsts-5956	119	5	)	)	PUNCT
ajsts-5956	120	1	70	70	NUM
ajsts-5956	120	2	-	-	SYM
ajsts-5956	120	3	79	79	NUM
ajsts-5956	120	4	,	,	PUNCT
ajsts-5956	120	5	2025	2025	NUM
ajsts-5956	120	6	figure	figure	NOUN
ajsts-5956	120	7	11	11	NUM
ajsts-5956	120	8	:	:	PUNCT
ajsts-5956	120	9	forecast	forecast	NOUN
ajsts-5956	120	10	plot	plot	NOUN
ajsts-5956	120	11	of	of	ADP
ajsts-5956	120	12	the	the	DET
ajsts-5956	120	13	estimated	estimate	VERB
ajsts-5956	120	14	mlpssm	mlpssm	NOUN
ajsts-5956	120	15	using	use	VERB
ajsts-5956	120	16	the	the	DET
ajsts-5956	120	17	forecast	forecast	NOUN
ajsts-5956	120	18	tab	tab	NOUN
ajsts-5956	120	19	figure	figure	NOUN
ajsts-5956	120	20	12	12	NUM
ajsts-5956	120	21	:	:	PUNCT
ajsts-5956	120	22	forecast	forecast	NOUN
ajsts-5956	120	23	estimate	estimate	NOUN
ajsts-5956	120	24	of	of	ADP
ajsts-5956	120	25	the	the	DET
ajsts-5956	120	26	estimated	estimate	VERB
ajsts-5956	120	27	mlpssm	mlpssm	NOUN
ajsts-5956	120	28	using	use	VERB
ajsts-5956	120	29	the	the	DET
ajsts-5956	120	30	forecast	forecast	NOUN
ajsts-5956	120	31	tab	tab	NOUN
ajsts-5956	120	32	pa	pa	PROPN
ajsts-5956	120	33	ge	ge	PROPN
ajsts-5956	120	34	78	78	NUM
ajsts-5956	120	35	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-5956	120	36	am	be	AUX
ajsts-5956	120	37	.	.	PUNCT
ajsts-5956	121	1	j.	j.	PROPN
ajsts-5956	121	2	smart	smart	PROPN
ajsts-5956	121	3	.	.	PUNCT
ajsts-5956	122	1	technol	technol	PROPN
ajsts-5956	122	2	.	.	PUNCT
ajsts-5956	122	3	solutions	solution	NOUN
ajsts-5956	122	4	4(2	4(2	NUM
ajsts-5956	122	5	)	)	PUNCT
ajsts-5956	123	1	70	70	NUM
ajsts-5956	123	2	-	-	SYM
ajsts-5956	123	3	79	79	NUM
ajsts-5956	123	4	,	,	PUNCT
ajsts-5956	123	5	2025	2025	NUM
ajsts-5956	123	6	figure	figure	NOUN
ajsts-5956	123	7	13	13	NUM
ajsts-5956	123	8	:	:	PUNCT
ajsts-5956	123	9	estimated	estimate	VERB
ajsts-5956	123	10	mlpssm	mlpssm	NOUN
ajsts-5956	123	11	performance	performance	NOUN
ajsts-5956	123	12	metrics	metric	NOUN
ajsts-5956	123	13	using	use	VERB
ajsts-5956	123	14	the	the	DET
ajsts-5956	123	15	forecast	forecast	NOUN
ajsts-5956	123	16	tab	tab	NOUN
ajsts-5956	123	17	afterward	afterward	ADV
ajsts-5956	123	18	,	,	PUNCT
ajsts-5956	123	19	the	the	DET
ajsts-5956	123	20	residuals	residual	NOUN
ajsts-5956	123	21	tab	tab	NOUN
ajsts-5956	123	22	provided	provide	VERB
ajsts-5956	123	23	three	three	NUM
ajsts-5956	123	24	diagnostic	diagnostic	ADJ
ajsts-5956	123	25	checks	check	NOUN
ajsts-5956	123	26	:	:	PUNCT
ajsts-5956	123	27	residual	residual	ADJ
ajsts-5956	123	28	plots	plot	NOUN
ajsts-5956	123	29	,	,	PUNCT
ajsts-5956	123	30	ljung	ljung	ADJ
ajsts-5956	123	31	-	-	PUNCT
ajsts-5956	123	32	box	box	NOUN
ajsts-5956	123	33	test	test	NOUN
ajsts-5956	123	34	,	,	PUNCT
ajsts-5956	123	35	and	and	CCONJ
ajsts-5956	123	36	shapiro	shapiro	PROPN
ajsts-5956	123	37	-	-	PUNCT
ajsts-5956	123	38	wilk	wilk	NOUN
ajsts-5956	123	39	test	test	NOUN
ajsts-5956	123	40	.	.	PUNCT
ajsts-5956	124	1	residual	residual	ADJ
ajsts-5956	124	2	plot	plot	NOUN
ajsts-5956	124	3	(	(	PUNCT
ajsts-5956	124	4	figure	figure	NOUN
ajsts-5956	124	5	9	9	NUM
ajsts-5956	124	6	):	):	PUNCT
ajsts-5956	124	7	shows	show	VERB
ajsts-5956	124	8	whether	whether	SCONJ
ajsts-5956	124	9	errors	error	NOUN
ajsts-5956	124	10	fluctuate	fluctuate	VERB
ajsts-5956	124	11	randomly	randomly	ADV
ajsts-5956	124	12	around	around	ADP
ajsts-5956	124	13	zero	zero	NUM
ajsts-5956	124	14	.	.	PUNCT
ajsts-5956	125	1	a	a	DET
ajsts-5956	125	2	fairly	fairly	ADV
ajsts-5956	125	3	random	random	ADJ
ajsts-5956	125	4	pattern	pattern	NOUN
ajsts-5956	125	5	indicates	indicate	VERB
ajsts-5956	125	6	good	good	ADJ
ajsts-5956	125	7	fit	fit	PROPN
ajsts-5956	125	8	.	.	PUNCT
ajsts-5956	126	1	ljung	ljung	PROPN
ajsts-5956	126	2	-	-	PUNCT
ajsts-5956	126	3	box	box	NOUN
ajsts-5956	126	4	test	test	NOUN
ajsts-5956	126	5	(	(	PUNCT
ajsts-5956	126	6	figure	figure	NOUN
ajsts-5956	126	7	10	10	NUM
ajsts-5956	126	8	):	):	PUNCT
ajsts-5956	126	9	checks	check	NOUN
ajsts-5956	126	10	if	if	SCONJ
ajsts-5956	126	11	residuals	residual	NOUN
ajsts-5956	126	12	are	be	AUX
ajsts-5956	126	13	autocorrelated	autocorrelate	VERB
ajsts-5956	126	14	.	.	PUNCT
ajsts-5956	127	1	a	a	DET
ajsts-5956	127	2	non	non	ADJ
ajsts-5956	127	3	-	-	ADJ
ajsts-5956	127	4	significant	significant	ADJ
ajsts-5956	127	5	result	result	NOUN
ajsts-5956	127	6	suggests	suggest	VERB
ajsts-5956	127	7	residual	residual	ADJ
ajsts-5956	127	8	independence	independence	NOUN
ajsts-5956	127	9	.	.	PUNCT
ajsts-5956	128	1	shapiro	shapiro	PROPN
ajsts-5956	128	2	-	-	PUNCT
ajsts-5956	128	3	wilk	wilk	PROPN
ajsts-5956	128	4	test	test	NOUN
ajsts-5956	128	5	(	(	PUNCT
ajsts-5956	128	6	figure	figure	NOUN
ajsts-5956	128	7	10	10	NUM
ajsts-5956	128	8	):	):	PUNCT
ajsts-5956	128	9	tests	test	NOUN
ajsts-5956	128	10	normality	normality	NOUN
ajsts-5956	128	11	of	of	ADP
ajsts-5956	128	12	residuals	residual	NOUN
ajsts-5956	128	13	.	.	PUNCT
ajsts-5956	129	1	this	this	PRON
ajsts-5956	129	2	ensures	ensure	VERB
ajsts-5956	129	3	validity	validity	NOUN
ajsts-5956	129	4	of	of	ADP
ajsts-5956	129	5	statistical	statistical	ADJ
ajsts-5956	129	6	inferences	inference	NOUN
ajsts-5956	129	7	.	.	PUNCT
ajsts-5956	130	1	together	together	ADV
ajsts-5956	130	2	,	,	PUNCT
ajsts-5956	130	3	these	these	DET
ajsts-5956	130	4	diagnostics	diagnostic	NOUN
ajsts-5956	130	5	confirm	confirm	VERB
ajsts-5956	130	6	whether	whether	SCONJ
ajsts-5956	130	7	the	the	DET
ajsts-5956	130	8	hybrid	hybrid	NOUN
ajsts-5956	130	9	model	model	NOUN
ajsts-5956	130	10	adequately	adequately	ADV
ajsts-5956	130	11	captures	capture	VERB
ajsts-5956	130	12	the	the	DET
ajsts-5956	130	13	dynamics	dynamic	NOUN
ajsts-5956	130	14	in	in	ADP
ajsts-5956	130	15	the	the	DET
ajsts-5956	130	16	data	datum	NOUN
ajsts-5956	130	17	.	.	PUNCT
ajsts-5956	131	1	in	in	ADP
ajsts-5956	131	2	this	this	DET
ajsts-5956	131	3	evaluation	evaluation	NOUN
ajsts-5956	131	4	,	,	PUNCT
ajsts-5956	131	5	the	the	DET
ajsts-5956	131	6	residual	residual	ADJ
ajsts-5956	131	7	diagnostics	diagnostic	NOUN
ajsts-5956	131	8	suggested	suggest	VERB
ajsts-5956	131	9	that	that	SCONJ
ajsts-5956	131	10	the	the	DET
ajsts-5956	131	11	mlpssm	mlpssm	NOUN
ajsts-5956	131	12	provides	provide	VERB
ajsts-5956	131	13	a	a	DET
ajsts-5956	131	14	statistically	statistically	ADV
ajsts-5956	131	15	adequate	adequate	ADJ
ajsts-5956	131	16	fit	fit	NOUN
ajsts-5956	131	17	,	,	PUNCT
ajsts-5956	131	18	with	with	ADP
ajsts-5956	131	19	minimal	minimal	ADJ
ajsts-5956	131	20	autocorrelation	autocorrelation	NOUN
ajsts-5956	131	21	and	and	CCONJ
ajsts-5956	131	22	approximate	approximate	ADJ
ajsts-5956	131	23	normality	normality	NOUN
ajsts-5956	131	24	.	.	PUNCT
ajsts-5956	132	1	the	the	DET
ajsts-5956	132	2	forecast	forecast	PROPN
ajsts-5956	132	3	tab	tab	NOUN
ajsts-5956	132	4	generated	generate	VERB
ajsts-5956	132	5	three	three	NUM
ajsts-5956	132	6	outputs	output	NOUN
ajsts-5956	132	7	:	:	PUNCT
ajsts-5956	132	8	forecast	forecast	NOUN
ajsts-5956	132	9	plot	plot	NOUN
ajsts-5956	132	10	(	(	PUNCT
ajsts-5956	132	11	figure	figure	NOUN
ajsts-5956	132	12	11	11	NUM
ajsts-5956	132	13	):	):	PUNCT
ajsts-5956	132	14	displayed	display	VERB
ajsts-5956	132	15	short	short	ADJ
ajsts-5956	132	16	-	-	PUNCT
ajsts-5956	132	17	horizon	horizon	NOUN
ajsts-5956	132	18	projections	projection	NOUN
ajsts-5956	132	19	of	of	ADP
ajsts-5956	132	20	exchange	exchange	NOUN
ajsts-5956	132	21	rate	rate	NOUN
ajsts-5956	132	22	returns	return	NOUN
ajsts-5956	132	23	.	.	PUNCT
ajsts-5956	133	1	forecast	forecast	NOUN
ajsts-5956	133	2	estimates	estimate	NOUN
ajsts-5956	133	3	with	with	ADP
ajsts-5956	133	4	regimes	regime	NOUN
ajsts-5956	133	5	(	(	PUNCT
ajsts-5956	133	6	figure	figure	NOUN
ajsts-5956	133	7	12	12	NUM
ajsts-5956	133	8	):	):	PUNCT
ajsts-5956	133	9	highlighted	highlight	VERB
ajsts-5956	133	10	regime	regime	NOUN
ajsts-5956	133	11	-	-	PUNCT
ajsts-5956	133	12	dependent	dependent	ADJ
ajsts-5956	133	13	forecasts	forecast	NOUN
ajsts-5956	133	14	(	(	PUNCT
ajsts-5956	133	15	bear	bear	NOUN
ajsts-5956	133	16	vs.	vs.	X
ajsts-5956	133	17	bull	bull	NOUN
ajsts-5956	133	18	)	)	PUNCT
ajsts-5956	133	19	,	,	PUNCT
ajsts-5956	133	20	making	make	VERB
ajsts-5956	133	21	it	it	PRON
ajsts-5956	133	22	useful	useful	ADJ
ajsts-5956	133	23	for	for	ADP
ajsts-5956	133	24	risk	risk	NOUN
ajsts-5956	133	25	management	management	NOUN
ajsts-5956	133	26	and	and	CCONJ
ajsts-5956	133	27	trading	trading	NOUN
ajsts-5956	133	28	strategy	strategy	NOUN
ajsts-5956	133	29	design	design	NOUN
ajsts-5956	133	30	.	.	PUNCT
ajsts-5956	134	1	performance	performance	NOUN
ajsts-5956	134	2	metrics	metric	NOUN
ajsts-5956	134	3	(	(	PUNCT
ajsts-5956	134	4	figure	figure	NOUN
ajsts-5956	134	5	13	13	NUM
ajsts-5956	134	6	):	):	PUNCT
ajsts-5956	134	7	reported	report	VERB
ajsts-5956	134	8	forecast	forecast	NOUN
ajsts-5956	134	9	accuracy	accuracy	NOUN
ajsts-5956	134	10	measures	measure	NOUN
ajsts-5956	134	11	(	(	PUNCT
ajsts-5956	134	12	rmse	rmse	PROPN
ajsts-5956	134	13	,	,	PUNCT
ajsts-5956	134	14	mae	mae	PROPN
ajsts-5956	134	15	)	)	PUNCT
ajsts-5956	134	16	.	.	PUNCT
ajsts-5956	135	1	these	these	DET
ajsts-5956	135	2	quantitative	quantitative	ADJ
ajsts-5956	135	3	metrics	metric	NOUN
ajsts-5956	135	4	confirmed	confirm	VERB
ajsts-5956	135	5	the	the	DET
ajsts-5956	135	6	predictive	predictive	ADJ
ajsts-5956	135	7	strength	strength	NOUN
ajsts-5956	135	8	of	of	ADP
ajsts-5956	135	9	the	the	DET
ajsts-5956	135	10	mlpssm	mlpssm	NOUN
ajsts-5956	135	11	in	in	ADP
ajsts-5956	135	12	small	small	ADJ
ajsts-5956	135	13	-	-	PUNCT
ajsts-5956	135	14	sample	sample	NOUN
ajsts-5956	135	15	forecasting	forecasting	NOUN
ajsts-5956	135	16	.	.	PUNCT
ajsts-5956	136	1	the	the	DET
ajsts-5956	136	2	hybrid	hybrid	NOUN
ajsts-5956	136	3	model	model	NOUN
ajsts-5956	136	4	outperformed	outperform	VERB
ajsts-5956	136	5	conventional	conventional	ADJ
ajsts-5956	136	6	regimeswitching	regimeswitching	NOUN
ajsts-5956	136	7	models	model	NOUN
ajsts-5956	136	8	in	in	ADP
ajsts-5956	136	9	terms	term	NOUN
ajsts-5956	136	10	of	of	ADP
ajsts-5956	136	11	both	both	DET
ajsts-5956	136	12	forecast	forecast	NOUN
ajsts-5956	136	13	precision	precision	NOUN
ajsts-5956	136	14	and	and	CCONJ
ajsts-5956	136	15	regime	regime	NOUN
ajsts-5956	136	16	classification	classification	NOUN
ajsts-5956	136	17	accuracy	accuracy	NOUN
ajsts-5956	136	18	,	,	PUNCT
ajsts-5956	136	19	aligning	align	VERB
ajsts-5956	136	20	with	with	ADP
ajsts-5956	136	21	adejumo	adejumo	PROPN
ajsts-5956	136	22	et	et	PROPN
ajsts-5956	136	23	al	al	PROPN
ajsts-5956	136	24	.	.	PROPN
ajsts-5956	137	1	(	(	PUNCT
ajsts-5956	137	2	2025	2025	NUM
ajsts-5956	137	3	)	)	PUNCT
ajsts-5956	137	4	’s	’	VERB
ajsts-5956	137	5	theoretical	theoretical	ADJ
ajsts-5956	137	6	contributions	contribution	NOUN
ajsts-5956	137	7	.	.	PUNCT
ajsts-5956	138	1	the	the	DET
ajsts-5956	138	2	deployment	deployment	NOUN
ajsts-5956	138	3	and	and	CCONJ
ajsts-5956	138	4	evaluation	evaluation	NOUN
ajsts-5956	138	5	of	of	ADP
ajsts-5956	138	6	the	the	DET
ajsts-5956	138	7	mlpssm	mlpssm	PROPN
ajsts-5956	138	8	web	web	NOUN
ajsts-5956	138	9	app	app	NOUN
ajsts-5956	138	10	demonstrated	demonstrate	VERB
ajsts-5956	138	11	,	,	PUNCT
ajsts-5956	138	12	technical	technical	ADJ
ajsts-5956	138	13	correctness	correctness	NOUN
ajsts-5956	138	14	(	(	PUNCT
ajsts-5956	138	15	i.e.	i.e.	X
ajsts-5956	138	16	proper	proper	ADJ
ajsts-5956	138	17	integration	integration	NOUN
ajsts-5956	138	18	of	of	ADP
ajsts-5956	138	19	reactivity	reactivity	NOUN
ajsts-5956	138	20	,	,	PUNCT
ajsts-5956	138	21	diagnostics	diagnostic	NOUN
ajsts-5956	138	22	,	,	PUNCT
ajsts-5956	138	23	regime	regime	NOUN
ajsts-5956	138	24	estimation	estimation	NOUN
ajsts-5956	138	25	,	,	PUNCT
ajsts-5956	138	26	and	and	CCONJ
ajsts-5956	138	27	forecasting	forecasting	NOUN
ajsts-5956	138	28	)	)	PUNCT
ajsts-5956	138	29	,	,	PUNCT
ajsts-5956	138	30	practical	practical	ADJ
ajsts-5956	138	31	relevance	relevance	NOUN
ajsts-5956	138	32	(	(	PUNCT
ajsts-5956	138	33	i.e.	i.e.	X
ajsts-5956	138	34	useful	useful	ADJ
ajsts-5956	138	35	outputs	output	NOUN
ajsts-5956	138	36	for	for	ADP
ajsts-5956	138	37	researchers	researcher	NOUN
ajsts-5956	138	38	,	,	PUNCT
ajsts-5956	138	39	policymakers	policymaker	NOUN
ajsts-5956	138	40	,	,	PUNCT
ajsts-5956	138	41	and	and	CCONJ
ajsts-5956	138	42	investors	investor	NOUN
ajsts-5956	138	43	in	in	ADP
ajsts-5956	138	44	financial	financial	ADJ
ajsts-5956	138	45	markets	market	NOUN
ajsts-5956	138	46	)	)	PUNCT
ajsts-5956	138	47	,	,	PUNCT
ajsts-5956	138	48	methodological	methodological	ADJ
ajsts-5956	138	49	novelty	novelty	NOUN
ajsts-5956	138	50	(	(	PUNCT
ajsts-5956	138	51	i.e.	i.e.	X
ajsts-5956	138	52	the	the	DET
ajsts-5956	138	53	app	app	PROPN
ajsts-5956	138	54	operationalizes	operationalizes	PROPN
ajsts-5956	138	55	adejumo	adejumo	PROPN
ajsts-5956	138	56	et	et	PROPN
ajsts-5956	138	57	al	al	PROPN
ajsts-5956	138	58	.	.	PROPN
ajsts-5956	139	1	(	(	PUNCT
ajsts-5956	139	2	2025	2025	NUM
ajsts-5956	139	3	)	)	PUNCT
ajsts-5956	139	4	’s	’s	PART
ajsts-5956	139	5	neuralnetwork	neuralnetwork	NOUN
ajsts-5956	139	6	-	-	PUNCT
ajsts-5956	139	7	based	base	VERB
ajsts-5956	139	8	hybrid	hybrid	ADJ
ajsts-5956	139	9	model	model	NOUN
ajsts-5956	139	10	,	,	PUNCT
ajsts-5956	139	11	overcoming	overcome	VERB
ajsts-5956	139	12	weaknesses	weakness	NOUN
ajsts-5956	139	13	of	of	ADP
ajsts-5956	139	14	traditional	traditional	ADJ
ajsts-5956	139	15	msms	msm	NOUN
ajsts-5956	139	16	in	in	ADP
ajsts-5956	139	17	small	small	ADJ
ajsts-5956	139	18	samples	sample	NOUN
ajsts-5956	139	19	)	)	PUNCT
ajsts-5956	139	20	,	,	PUNCT
ajsts-5956	139	21	and	and	CCONJ
ajsts-5956	139	22	user	user	NOUN
ajsts-5956	139	23	accessibility	accessibility	NOUN
ajsts-5956	139	24	(	(	PUNCT
ajsts-5956	139	25	i.e.	i.e.	X
ajsts-5956	139	26	with	with	ADP
ajsts-5956	139	27	simple	simple	ADJ
ajsts-5956	139	28	tabs	tab	NOUN
ajsts-5956	139	29	and	and	CCONJ
ajsts-5956	139	30	automated	automate	VERB
ajsts-5956	139	31	tests	test	NOUN
ajsts-5956	139	32	,	,	PUNCT
ajsts-5956	139	33	non	non	ADJ
ajsts-5956	139	34	-	-	ADJ
ajsts-5956	139	35	technical	technical	ADJ
ajsts-5956	139	36	users	user	NOUN
ajsts-5956	139	37	can	can	AUX
ajsts-5956	139	38	upload	upload	VERB
ajsts-5956	139	39	data	datum	NOUN
ajsts-5956	139	40	,	,	PUNCT
ajsts-5956	139	41	check	check	VERB
ajsts-5956	139	42	assumptions	assumption	NOUN
ajsts-5956	139	43	,	,	PUNCT
ajsts-5956	139	44	run	run	VERB
ajsts-5956	139	45	hybrid	hybrid	ADJ
ajsts-5956	139	46	models	model	NOUN
ajsts-5956	139	47	,	,	PUNCT
ajsts-5956	139	48	and	and	CCONJ
ajsts-5956	139	49	obtain	obtain	VERB
ajsts-5956	139	50	forecasts	forecast	NOUN
ajsts-5956	139	51	)	)	PUNCT
ajsts-5956	139	52	.	.	PUNCT
ajsts-5956	140	1	discussion	discussion	NOUN
ajsts-5956	140	2	the	the	DET
ajsts-5956	140	3	evaluation	evaluation	NOUN
ajsts-5956	140	4	of	of	ADP
ajsts-5956	140	5	the	the	DET
ajsts-5956	140	6	multilayer	multilayer	PROPN
ajsts-5956	140	7	perceptron	perceptron	PROPN
ajsts-5956	140	8	state	state	PROPN
ajsts-5956	140	9	switching	switching	NOUN
ajsts-5956	140	10	model	model	NOUN
ajsts-5956	140	11	(	(	PUNCT
ajsts-5956	140	12	mlpssm	mlpssm	NOUN
ajsts-5956	140	13	)	)	PUNCT
ajsts-5956	140	14	web	web	NOUN
ajsts-5956	140	15	application	application	NOUN
ajsts-5956	140	16	demonstrates	demonstrate	VERB
ajsts-5956	140	17	its	its	PRON
ajsts-5956	140	18	capacity	capacity	NOUN
ajsts-5956	140	19	to	to	PART
ajsts-5956	140	20	address	address	VERB
ajsts-5956	140	21	long	long	ADV
ajsts-5956	140	22	-	-	PUNCT
ajsts-5956	140	23	standing	stand	VERB
ajsts-5956	140	24	methodological	methodological	ADJ
ajsts-5956	140	25	and	and	CCONJ
ajsts-5956	140	26	practical	practical	ADJ
ajsts-5956	140	27	challenges	challenge	NOUN
ajsts-5956	140	28	in	in	ADP
ajsts-5956	140	29	regime	regime	NOUN
ajsts-5956	140	30	prediction	prediction	NOUN
ajsts-5956	140	31	within	within	ADP
ajsts-5956	140	32	financial	financial	ADJ
ajsts-5956	140	33	time	time	NOUN
ajsts-5956	140	34	series	series	NOUN
ajsts-5956	140	35	.	.	PUNCT
ajsts-5956	141	1	conventional	conventional	ADJ
ajsts-5956	141	2	markov	markov	NOUN
ajsts-5956	141	3	switching	switching	NOUN
ajsts-5956	141	4	models	model	NOUN
ajsts-5956	141	5	(	(	PUNCT
ajsts-5956	141	6	msms	msm	NOUN
ajsts-5956	141	7	)	)	PUNCT
ajsts-5956	141	8	and	and	CCONJ
ajsts-5956	141	9	regime	regime	NOUN
ajsts-5956	141	10	-	-	PUNCT
ajsts-5956	141	11	switching	switch	VERB
ajsts-5956	141	12	autoregressive	autoregressive	ADJ
ajsts-5956	141	13	models	model	NOUN
ajsts-5956	141	14	(	(	PUNCT
ajsts-5956	141	15	arssms	arssm	NOUN
ajsts-5956	141	16	)	)	PUNCT
ajsts-5956	141	17	have	have	AUX
ajsts-5956	141	18	often	often	ADV
ajsts-5956	141	19	been	be	AUX
ajsts-5956	141	20	limited	limit	VERB
ajsts-5956	141	21	in	in	ADP
ajsts-5956	141	22	their	their	PRON
ajsts-5956	141	23	predictive	predictive	ADJ
ajsts-5956	141	24	capacity	capacity	NOUN
ajsts-5956	141	25	,	,	PUNCT
ajsts-5956	141	26	especially	especially	ADV
ajsts-5956	141	27	under	under	ADP
ajsts-5956	141	28	small	small	ADJ
ajsts-5956	141	29	-	-	PUNCT
ajsts-5956	141	30	sample	sample	NOUN
ajsts-5956	141	31	conditions	condition	NOUN
ajsts-5956	141	32	,	,	PUNCT
ajsts-5956	141	33	where	where	SCONJ
ajsts-5956	141	34	parameter	parameter	NOUN
ajsts-5956	141	35	instability	instability	NOUN
ajsts-5956	141	36	and	and	CCONJ
ajsts-5956	141	37	regime	regime	NOUN
ajsts-5956	141	38	misclassification	misclassification	NOUN
ajsts-5956	141	39	become	become	VERB
ajsts-5956	141	40	prominent	prominent	ADJ
ajsts-5956	141	41	issues	issue	NOUN
ajsts-5956	141	42	(	(	PUNCT
ajsts-5956	141	43	hamilton	hamilton	PROPN
ajsts-5956	141	44	,	,	PUNCT
ajsts-5956	141	45	1989	1989	NUM
ajsts-5956	141	46	;	;	PUNCT
ajsts-5956	141	47	krolzig	krolzig	NOUN
ajsts-5956	141	48	,	,	PUNCT
ajsts-5956	141	49	1997	1997	NUM
ajsts-5956	141	50	)	)	PUNCT
ajsts-5956	141	51	.	.	PUNCT
ajsts-5956	142	1	recent	recent	ADJ
ajsts-5956	142	2	studies	study	NOUN
ajsts-5956	142	3	,	,	PUNCT
ajsts-5956	142	4	including	include	VERB
ajsts-5956	142	5	adejumo	adejumo	PROPN
ajsts-5956	142	6	et	et	PROPN
ajsts-5956	142	7	al	al	PROPN
ajsts-5956	142	8	.	.	PROPN
ajsts-5956	142	9	(	(	PUNCT
ajsts-5956	142	10	2025	2025	NUM
ajsts-5956	142	11	)	)	PUNCT
ajsts-5956	142	12	,	,	PUNCT
ajsts-5956	142	13	have	have	AUX
ajsts-5956	142	14	argued	argue	VERB
ajsts-5956	142	15	that	that	SCONJ
ajsts-5956	142	16	hybrid	hybrid	ADJ
ajsts-5956	142	17	frameworks	framework	NOUN
ajsts-5956	142	18	combining	combine	VERB
ajsts-5956	142	19	neural	neural	ADJ
ajsts-5956	142	20	networks	network	NOUN
ajsts-5956	142	21	with	with	ADP
ajsts-5956	142	22	regime	regime	NOUN
ajsts-5956	142	23	-	-	PUNCT
ajsts-5956	142	24	switching	switch	VERB
ajsts-5956	142	25	methods	method	NOUN
ajsts-5956	142	26	offer	offer	VERB
ajsts-5956	142	27	a	a	DET
ajsts-5956	142	28	robust	robust	ADJ
ajsts-5956	142	29	alternative	alternative	NOUN
ajsts-5956	142	30	by	by	ADP
ajsts-5956	142	31	integrating	integrate	VERB
ajsts-5956	142	32	nonlinear	nonlinear	ADJ
ajsts-5956	142	33	approximation	approximation	NOUN
ajsts-5956	142	34	with	with	ADP
ajsts-5956	142	35	probabilistic	probabilistic	ADJ
ajsts-5956	142	36	regime	regime	NOUN
ajsts-5956	142	37	identification	identification	NOUN
ajsts-5956	142	38	.	.	PUNCT
ajsts-5956	143	1	the	the	DET
ajsts-5956	143	2	performance	performance	NOUN
ajsts-5956	143	3	of	of	ADP
ajsts-5956	143	4	the	the	DET
ajsts-5956	143	5	app	app	NOUN
ajsts-5956	143	6	across	across	ADP
ajsts-5956	143	7	data	datum	NOUN
ajsts-5956	143	8	input	input	NOUN
ajsts-5956	143	9	,	,	PUNCT
ajsts-5956	143	10	model	model	NOUN
ajsts-5956	143	11	estimation	estimation	NOUN
ajsts-5956	143	12	,	,	PUNCT
ajsts-5956	143	13	residual	residual	ADJ
ajsts-5956	143	14	diagnostics	diagnostic	NOUN
ajsts-5956	143	15	,	,	PUNCT
ajsts-5956	143	16	and	and	CCONJ
ajsts-5956	143	17	forecasting	forecasting	NOUN
ajsts-5956	143	18	validates	validate	VERB
ajsts-5956	143	19	these	these	DET
ajsts-5956	143	20	theoretical	theoretical	ADJ
ajsts-5956	143	21	expectations	expectation	NOUN
ajsts-5956	143	22	.	.	PUNCT
ajsts-5956	144	1	pre	pre	ADJ
ajsts-5956	144	2	-	-	ADJ
ajsts-5956	144	3	model	model	ADJ
ajsts-5956	144	4	diagnostics	diagnostic	NOUN
ajsts-5956	144	5	confirmed	confirm	VERB
ajsts-5956	144	6	both	both	DET
ajsts-5956	144	7	stationarity	stationarity	NOUN
ajsts-5956	144	8	and	and	CCONJ
ajsts-5956	144	9	non	non	NOUN
ajsts-5956	144	10	-	-	NOUN
ajsts-5956	144	11	linearity	linearity	NOUN
ajsts-5956	144	12	in	in	ADP
ajsts-5956	144	13	the	the	DET
ajsts-5956	144	14	nigerian	nigerian	ADJ
ajsts-5956	144	15	exchange	exchange	NOUN
ajsts-5956	144	16	rate	rate	NOUN
ajsts-5956	144	17	returns	return	NOUN
ajsts-5956	144	18	,	,	PUNCT
ajsts-5956	144	19	justifying	justify	VERB
ajsts-5956	144	20	the	the	DET
ajsts-5956	144	21	application	application	NOUN
ajsts-5956	144	22	of	of	ADP
ajsts-5956	144	23	a	a	DET
ajsts-5956	144	24	nonlinear	nonlinear	ADJ
ajsts-5956	144	25	,	,	PUNCT
ajsts-5956	144	26	regime	regime	NOUN
ajsts-5956	144	27	-	-	PUNCT
ajsts-5956	144	28	dependent	dependent	ADJ
ajsts-5956	144	29	framework	framework	NOUN
ajsts-5956	144	30	.	.	PUNCT
ajsts-5956	145	1	the	the	DET
ajsts-5956	145	2	mlpssm	mlpssm	NOUN
ajsts-5956	145	3	successfully	successfully	ADV
ajsts-5956	145	4	captured	capture	VERB
ajsts-5956	145	5	hidden	hide	VERB
ajsts-5956	145	6	regime	regime	NOUN
ajsts-5956	145	7	dynamics	dynamic	NOUN
ajsts-5956	145	8	through	through	ADP
ajsts-5956	145	9	a	a	DET
ajsts-5956	145	10	two	two	NUM
ajsts-5956	145	11	-	-	PUNCT
ajsts-5956	145	12	stage	stage	NOUN
ajsts-5956	145	13	estimation	estimation	NOUN
ajsts-5956	145	14	;	;	PUNCT
ajsts-5956	145	15	first	first	ADV
ajsts-5956	145	16	modeling	model	VERB
ajsts-5956	145	17	nonlinear	nonlinear	ADJ
ajsts-5956	145	18	intraregime	intraregime	ADJ
ajsts-5956	145	19	patterns	pattern	NOUN
ajsts-5956	145	20	using	use	VERB
ajsts-5956	145	21	multilayer	multilayer	ADJ
ajsts-5956	145	22	perceptrons	perceptron	NOUN
ajsts-5956	145	23	(	(	PUNCT
ajsts-5956	145	24	mlps	mlp	NOUN
ajsts-5956	145	25	)	)	PUNCT
ajsts-5956	145	26	,	,	PUNCT
ajsts-5956	145	27	and	and	CCONJ
ajsts-5956	145	28	subsequently	subsequently	ADV
ajsts-5956	145	29	applying	apply	VERB
ajsts-5956	145	30	a	a	DET
ajsts-5956	145	31	markov	markov	NOUN
ajsts-5956	145	32	-	-	PUNCT
ajsts-5956	145	33	switching	switch	VERB
ajsts-5956	145	34	structure	structure	NOUN
ajsts-5956	145	35	to	to	ADP
ajsts-5956	145	36	the	the	DET
ajsts-5956	145	37	residuals	residual	NOUN
ajsts-5956	145	38	.	.	PUNCT
ajsts-5956	146	1	the	the	DET
ajsts-5956	146	2	transition	transition	NOUN
ajsts-5956	146	3	probability	probability	NOUN
ajsts-5956	146	4	estimates	estimate	NOUN
ajsts-5956	146	5	highlighted	highlight	VERB
ajsts-5956	146	6	persistent	persistent	ADJ
ajsts-5956	146	7	regime	regime	NOUN
ajsts-5956	146	8	behaviors	behavior	NOUN
ajsts-5956	146	9	,	,	PUNCT
ajsts-5956	146	10	while	while	SCONJ
ajsts-5956	146	11	allowing	allow	VERB
ajsts-5956	146	12	for	for	ADP
ajsts-5956	146	13	realistic	realistic	ADJ
ajsts-5956	146	14	switching	switching	NOUN
ajsts-5956	146	15	,	,	PUNCT
ajsts-5956	146	16	aligning	align	VERB
ajsts-5956	146	17	with	with	ADP
ajsts-5956	146	18	empirical	empirical	ADJ
ajsts-5956	146	19	evidence	evidence	NOUN
ajsts-5956	146	20	in	in	ADP
ajsts-5956	146	21	financial	financial	ADJ
ajsts-5956	146	22	markets	market	NOUN
ajsts-5956	146	23	where	where	SCONJ
ajsts-5956	146	24	volatility	volatility	NOUN
ajsts-5956	146	25	clustering	clustering	NOUN
ajsts-5956	146	26	and	and	CCONJ
ajsts-5956	146	27	regime	regime	NOUN
ajsts-5956	146	28	persistence	persistence	NOUN
ajsts-5956	146	29	are	be	AUX
ajsts-5956	146	30	common	common	ADJ
ajsts-5956	146	31	(	(	PUNCT
ajsts-5956	146	32	hamilton	hamilton	PROPN
ajsts-5956	146	33	&	&	CCONJ
ajsts-5956	146	34	susmel	susmel	PROPN
ajsts-5956	146	35	,	,	PUNCT
ajsts-5956	146	36	1994	1994	NUM
ajsts-5956	146	37	)	)	PUNCT
ajsts-5956	146	38	.	.	PUNCT
ajsts-5956	147	1	residual	residual	ADJ
ajsts-5956	147	2	diagnostics	diagnostic	NOUN
ajsts-5956	147	3	further	far	ADV
ajsts-5956	147	4	reinforced	reinforce	VERB
ajsts-5956	147	5	the	the	DET
ajsts-5956	147	6	adequacy	adequacy	NOUN
ajsts-5956	147	7	of	of	ADP
ajsts-5956	147	8	the	the	DET
ajsts-5956	147	9	hybrid	hybrid	ADJ
ajsts-5956	147	10	approach	approach	NOUN
ajsts-5956	147	11	.	.	PUNCT
ajsts-5956	148	1	the	the	DET
ajsts-5956	148	2	ljung	ljung	PROPN
ajsts-5956	148	3	-	-	PUNCT
ajsts-5956	148	4	box	box	NOUN
ajsts-5956	148	5	and	and	CCONJ
ajsts-5956	148	6	shapiro	shapiro	PROPN
ajsts-5956	148	7	-	-	PUNCT
ajsts-5956	148	8	wilk	wilk	NOUN
ajsts-5956	148	9	results	result	NOUN
ajsts-5956	148	10	indicated	indicate	VERB
ajsts-5956	148	11	that	that	SCONJ
ajsts-5956	148	12	the	the	DET
ajsts-5956	148	13	residuals	residual	NOUN
ajsts-5956	148	14	were	be	AUX
ajsts-5956	148	15	largely	largely	ADV
ajsts-5956	148	16	uncorrelated	uncorrelated	ADJ
ajsts-5956	148	17	and	and	CCONJ
ajsts-5956	148	18	approximately	approximately	ADV
ajsts-5956	148	19	normal	normal	ADJ
ajsts-5956	148	20	,	,	PUNCT
ajsts-5956	148	21	suggesting	suggest	VERB
ajsts-5956	148	22	that	that	SCONJ
ajsts-5956	148	23	the	the	DET
ajsts-5956	148	24	hybrid	hybrid	NOUN
ajsts-5956	148	25	model	model	NOUN
ajsts-5956	148	26	extracted	extract	VERB
ajsts-5956	148	27	most	most	ADJ
ajsts-5956	148	28	of	of	ADP
ajsts-5956	148	29	the	the	DET
ajsts-5956	148	30	signal	signal	NOUN
ajsts-5956	148	31	embedded	embed	VERB
ajsts-5956	148	32	in	in	ADP
ajsts-5956	148	33	the	the	DET
ajsts-5956	148	34	series	series	NOUN
ajsts-5956	148	35	.	.	PUNCT
ajsts-5956	149	1	these	these	DET
ajsts-5956	149	2	results	result	NOUN
ajsts-5956	149	3	compare	compare	VERB
ajsts-5956	149	4	favorably	favorably	ADV
ajsts-5956	149	5	to	to	ADP
ajsts-5956	149	6	conventional	conventional	ADJ
ajsts-5956	149	7	msms	msm	NOUN
ajsts-5956	149	8	,	,	PUNCT
ajsts-5956	149	9	which	which	PRON
ajsts-5956	149	10	often	often	ADV
ajsts-5956	149	11	leave	leave	VERB
ajsts-5956	149	12	strong	strong	ADJ
ajsts-5956	149	13	autocorrelation	autocorrelation	NOUN
ajsts-5956	149	14	structures	structure	NOUN
ajsts-5956	149	15	unmodeled	unmodeled	ADJ
ajsts-5956	149	16	,	,	PUNCT
ajsts-5956	149	17	thereby	thereby	ADV
ajsts-5956	149	18	undermining	undermine	VERB
ajsts-5956	149	19	their	their	PRON
ajsts-5956	149	20	predictive	predictive	ADJ
ajsts-5956	149	21	reliability	reliability	NOUN
ajsts-5956	149	22	(	(	PUNCT
ajsts-5956	149	23	maheu	maheu	PROPN
ajsts-5956	149	24	&	&	CCONJ
ajsts-5956	149	25	mccurdy	mccurdy	NOUN
ajsts-5956	149	26	,	,	PUNCT
ajsts-5956	149	27	2000	2000	NUM
ajsts-5956	149	28	)	)	PUNCT
ajsts-5956	149	29	.	.	PUNCT
ajsts-5956	150	1	the	the	DET
ajsts-5956	150	2	forecasting	forecasting	NOUN
ajsts-5956	150	3	module	module	NOUN
ajsts-5956	150	4	provided	provide	VERB
ajsts-5956	150	5	perhaps	perhaps	ADV
ajsts-5956	150	6	the	the	DET
ajsts-5956	150	7	most	most	ADV
ajsts-5956	150	8	critical	critical	ADJ
ajsts-5956	150	9	evidence	evidence	NOUN
ajsts-5956	150	10	of	of	ADP
ajsts-5956	150	11	the	the	DET
ajsts-5956	150	12	app	app	NOUN
ajsts-5956	150	13	’s	’s	PART
ajsts-5956	150	14	utility	utility	NOUN
ajsts-5956	150	15	.	.	PUNCT
ajsts-5956	151	1	both	both	PRON
ajsts-5956	151	2	the	the	DET
ajsts-5956	151	3	point	point	NOUN
ajsts-5956	151	4	forecasts	forecast	NOUN
ajsts-5956	151	5	and	and	CCONJ
ajsts-5956	151	6	the	the	DET
ajsts-5956	151	7	regime	regime	NOUN
ajsts-5956	151	8	-	-	PUNCT
ajsts-5956	151	9	dependent	dependent	ADJ
ajsts-5956	151	10	projections	projection	NOUN
ajsts-5956	151	11	showed	show	VERB
ajsts-5956	151	12	strong	strong	ADJ
ajsts-5956	151	13	predictive	predictive	ADJ
ajsts-5956	151	14	accuracy	accuracy	NOUN
ajsts-5956	151	15	,	,	PUNCT
ajsts-5956	151	16	as	as	SCONJ
ajsts-5956	151	17	reflected	reflect	VERB
ajsts-5956	151	18	in	in	ADP
ajsts-5956	151	19	the	the	DET
ajsts-5956	151	20	rmse	rmse	NOUN
ajsts-5956	151	21	and	and	CCONJ
ajsts-5956	151	22	mae	mae	PROPN
ajsts-5956	151	23	metrics	metric	NOUN
ajsts-5956	151	24	.	.	PUNCT
ajsts-5956	152	1	these	these	DET
ajsts-5956	152	2	results	result	NOUN
ajsts-5956	152	3	substantiate	substantiate	VERB
ajsts-5956	152	4	the	the	DET
ajsts-5956	152	5	claim	claim	NOUN
ajsts-5956	152	6	by	by	ADP
ajsts-5956	152	7	adejumo	adejumo	PROPN
ajsts-5956	152	8	et	et	PROPN
ajsts-5956	152	9	al	al	PROPN
ajsts-5956	152	10	.	.	PROPN
ajsts-5956	153	1	(	(	PUNCT
ajsts-5956	153	2	2025	2025	NUM
ajsts-5956	153	3	)	)	PUNCT
ajsts-5956	153	4	that	that	SCONJ
ajsts-5956	153	5	the	the	DET
ajsts-5956	153	6	mlpssm	mlpssm	NOUN
ajsts-5956	153	7	can	can	AUX
ajsts-5956	153	8	outperform	outperform	VERB
ajsts-5956	153	9	baseline	baseline	ADJ
ajsts-5956	153	10	regime	regime	NOUN
ajsts-5956	153	11	-	-	PUNCT
ajsts-5956	153	12	switching	switch	VERB
ajsts-5956	153	13	methods	method	NOUN
ajsts-5956	153	14	,	,	PUNCT
ajsts-5956	153	15	particularly	particularly	ADV
ajsts-5956	153	16	in	in	ADP
ajsts-5956	153	17	small	small	ADJ
ajsts-5956	153	18	samples	sample	NOUN
ajsts-5956	153	19	where	where	SCONJ
ajsts-5956	153	20	neural	neural	ADJ
ajsts-5956	153	21	networks	network	NOUN
ajsts-5956	153	22	are	be	AUX
ajsts-5956	153	23	able	able	ADJ
ajsts-5956	153	24	to	to	PART
ajsts-5956	153	25	flexibly	flexibly	ADV
ajsts-5956	153	26	capture	capture	VERB
ajsts-5956	153	27	nonlinear	nonlinear	ADJ
ajsts-5956	153	28	structures	structure	NOUN
ajsts-5956	153	29	that	that	PRON
ajsts-5956	153	30	traditional	traditional	ADJ
ajsts-5956	153	31	parametric	parametric	ADJ
ajsts-5956	153	32	forms	form	NOUN
ajsts-5956	153	33	miss	miss	VERB
ajsts-5956	153	34	.	.	PUNCT
ajsts-5956	154	1	the	the	DET
ajsts-5956	154	2	integration	integration	NOUN
ajsts-5956	154	3	of	of	ADP
ajsts-5956	154	4	forecasts	forecast	NOUN
ajsts-5956	154	5	with	with	ADP
ajsts-5956	154	6	regime	regime	NOUN
ajsts-5956	154	7	classifications	classification	NOUN
ajsts-5956	154	8	also	also	ADV
ajsts-5956	154	9	provides	provide	VERB
ajsts-5956	154	10	added	add	VERB
ajsts-5956	154	11	interpretive	interpretive	ADJ
ajsts-5956	154	12	value	value	NOUN
ajsts-5956	154	13	for	for	ADP
ajsts-5956	154	14	practitioners	practitioner	NOUN
ajsts-5956	154	15	in	in	ADP
ajsts-5956	154	16	risk	risk	NOUN
ajsts-5956	154	17	management	management	NOUN
ajsts-5956	154	18	and	and	CCONJ
ajsts-5956	154	19	policy	policy	NOUN
ajsts-5956	154	20	analysis	analysis	NOUN
ajsts-5956	154	21	,	,	PUNCT
ajsts-5956	154	22	who	who	PRON
ajsts-5956	154	23	pa	pa	PROPN
ajsts-5956	154	24	ge	ge	PROPN
ajsts-5956	154	25	79	79	NUM
ajsts-5956	154	26	https://journals.e-palli.com/home/index.php/ajsts	https://journals.e-palli.com/home/index.php/ajst	NOUN
ajsts-5956	154	27	am	be	AUX
ajsts-5956	154	28	.	.	PUNCT
ajsts-5956	155	1	j.	j.	PROPN
ajsts-5956	155	2	smart	smart	PROPN
ajsts-5956	155	3	.	.	PUNCT
ajsts-5956	156	1	technol	technol	PROPN
ajsts-5956	156	2	.	.	PUNCT
ajsts-5956	156	3	solutions	solution	NOUN
ajsts-5956	156	4	4(2	4(2	NUM
ajsts-5956	156	5	)	)	PUNCT
ajsts-5956	157	1	70	70	NUM
ajsts-5956	157	2	-	-	SYM
ajsts-5956	157	3	79	79	NUM
ajsts-5956	157	4	,	,	PUNCT
ajsts-5956	157	5	2025	2025	NUM
ajsts-5956	157	6	require	require	VERB
ajsts-5956	157	7	not	not	PART
ajsts-5956	157	8	just	just	ADV
ajsts-5956	157	9	point	point	NOUN
ajsts-5956	157	10	estimates	estimate	NOUN
ajsts-5956	157	11	but	but	CCONJ
ajsts-5956	157	12	also	also	ADV
ajsts-5956	157	13	insights	insight	NOUN
ajsts-5956	157	14	into	into	ADP
ajsts-5956	157	15	underlying	underlie	VERB
ajsts-5956	157	16	market	market	NOUN
ajsts-5956	157	17	conditions	condition	NOUN
ajsts-5956	157	18	.	.	PUNCT
ajsts-5956	158	1	beyond	beyond	ADP
ajsts-5956	158	2	methodological	methodological	ADJ
ajsts-5956	158	3	contributions	contribution	NOUN
ajsts-5956	158	4	,	,	PUNCT
ajsts-5956	158	5	the	the	DET
ajsts-5956	158	6	deployment	deployment	NOUN
ajsts-5956	158	7	of	of	ADP
ajsts-5956	158	8	this	this	DET
ajsts-5956	158	9	model	model	NOUN
ajsts-5956	158	10	in	in	ADP
ajsts-5956	158	11	a	a	DET
ajsts-5956	158	12	shiny	shiny	ADJ
ajsts-5956	158	13	web	web	NOUN
ajsts-5956	158	14	application	application	NOUN
ajsts-5956	158	15	represents	represent	VERB
ajsts-5956	158	16	an	an	DET
ajsts-5956	158	17	important	important	ADJ
ajsts-5956	158	18	step	step	NOUN
ajsts-5956	158	19	toward	toward	ADP
ajsts-5956	158	20	accessibility	accessibility	NOUN
ajsts-5956	158	21	and	and	CCONJ
ajsts-5956	158	22	reproducibility	reproducibility	NOUN
ajsts-5956	158	23	.	.	PUNCT
ajsts-5956	159	1	by	by	ADP
ajsts-5956	159	2	embedding	embed	VERB
ajsts-5956	159	3	advanced	advanced	ADJ
ajsts-5956	159	4	methods	method	NOUN
ajsts-5956	159	5	in	in	ADP
ajsts-5956	159	6	an	an	DET
ajsts-5956	159	7	interactive	interactive	ADJ
ajsts-5956	159	8	interface	interface	NOUN
ajsts-5956	159	9	,	,	PUNCT
ajsts-5956	159	10	the	the	DET
ajsts-5956	159	11	app	app	NOUN
ajsts-5956	159	12	democratizes	democratize	VERB
ajsts-5956	159	13	the	the	DET
ajsts-5956	159	14	use	use	NOUN
ajsts-5956	159	15	of	of	ADP
ajsts-5956	159	16	sophisticated	sophisticated	ADJ
ajsts-5956	159	17	econometric	econometric	ADJ
ajsts-5956	159	18	techniques	technique	NOUN
ajsts-5956	159	19	,	,	PUNCT
ajsts-5956	159	20	enabling	enable	VERB
ajsts-5956	159	21	both	both	CCONJ
ajsts-5956	159	22	technical	technical	ADJ
ajsts-5956	159	23	and	and	CCONJ
ajsts-5956	159	24	non	non	ADJ
ajsts-5956	159	25	-	-	ADJ
ajsts-5956	159	26	technical	technical	ADJ
ajsts-5956	159	27	users	user	NOUN
ajsts-5956	159	28	to	to	PART
ajsts-5956	159	29	conduct	conduct	VERB
ajsts-5956	159	30	diagnostics	diagnostic	NOUN
ajsts-5956	159	31	,	,	PUNCT
ajsts-5956	159	32	fit	fit	ADJ
ajsts-5956	159	33	models	model	NOUN
ajsts-5956	159	34	,	,	PUNCT
ajsts-5956	159	35	and	and	CCONJ
ajsts-5956	159	36	generate	generate	VERB
ajsts-5956	159	37	forecasts	forecast	NOUN
ajsts-5956	159	38	.	.	PUNCT
ajsts-5956	160	1	this	this	PRON
ajsts-5956	160	2	aligns	align	VERB
ajsts-5956	160	3	with	with	ADP
ajsts-5956	160	4	recent	recent	ADJ
ajsts-5956	160	5	calls	call	NOUN
ajsts-5956	160	6	in	in	ADP
ajsts-5956	160	7	computational	computational	ADJ
ajsts-5956	160	8	economics	economic	NOUN
ajsts-5956	160	9	and	and	CCONJ
ajsts-5956	160	10	data	datum	NOUN
ajsts-5956	160	11	science	science	NOUN
ajsts-5956	160	12	for	for	ADP
ajsts-5956	160	13	tools	tool	NOUN
ajsts-5956	160	14	that	that	PRON
ajsts-5956	160	15	bridge	bridge	VERB
ajsts-5956	160	16	methodological	methodological	ADJ
ajsts-5956	160	17	rigor	rigor	NOUN
ajsts-5956	160	18	and	and	CCONJ
ajsts-5956	160	19	usability	usability	NOUN
ajsts-5956	160	20	(	(	PUNCT
ajsts-5956	160	21	chambers	chamber	NOUN
ajsts-5956	160	22	&	&	CCONJ
ajsts-5956	160	23	hastie	hastie	PROPN
ajsts-5956	160	24	,	,	PUNCT
ajsts-5956	160	25	1992	1992	NUM
ajsts-5956	160	26	;	;	PUNCT
ajsts-5956	160	27	varian	varian	PROPN
ajsts-5956	160	28	,	,	PUNCT
ajsts-5956	160	29	2014	2014	NUM
ajsts-5956	160	30	)	)	PUNCT
ajsts-5956	160	31	.	.	PUNCT
ajsts-5956	161	1	conclusions	conclusion	NOUN
ajsts-5956	161	2	in	in	ADP
ajsts-5956	161	3	summary	summary	NOUN
ajsts-5956	161	4	,	,	PUNCT
ajsts-5956	161	5	the	the	DET
ajsts-5956	161	6	mlpssm	mlpssm	PROPN
ajsts-5956	161	7	web	web	NOUN
ajsts-5956	161	8	app	app	NOUN
ajsts-5956	161	9	provides	provide	VERB
ajsts-5956	161	10	empirical	empirical	ADJ
ajsts-5956	161	11	evidence	evidence	NOUN
ajsts-5956	161	12	for	for	ADP
ajsts-5956	161	13	the	the	DET
ajsts-5956	161	14	superiority	superiority	NOUN
ajsts-5956	161	15	of	of	ADP
ajsts-5956	161	16	neural	neural	ADJ
ajsts-5956	161	17	-	-	PUNCT
ajsts-5956	161	18	network	network	NOUN
ajsts-5956	161	19	-	-	PUNCT
ajsts-5956	161	20	enhanced	enhance	VERB
ajsts-5956	161	21	regime	regime	NOUN
ajsts-5956	161	22	-	-	PUNCT
ajsts-5956	161	23	switching	switch	VERB
ajsts-5956	161	24	approaches	approach	NOUN
ajsts-5956	161	25	over	over	ADP
ajsts-5956	161	26	conventional	conventional	ADJ
ajsts-5956	161	27	methods	method	NOUN
ajsts-5956	161	28	.	.	PUNCT
ajsts-5956	162	1	it	it	PRON
ajsts-5956	162	2	not	not	PART
ajsts-5956	162	3	only	only	ADV
ajsts-5956	162	4	validates	validate	VERB
ajsts-5956	162	5	the	the	DET
ajsts-5956	162	6	theoretical	theoretical	ADJ
ajsts-5956	162	7	advances	advance	NOUN
ajsts-5956	162	8	proposed	propose	VERB
ajsts-5956	162	9	by	by	ADP
ajsts-5956	162	10	adejumo	adejumo	PROPN
ajsts-5956	162	11	et	et	PROPN
ajsts-5956	162	12	al	al	PROPN
ajsts-5956	162	13	.	.	PROPN
ajsts-5956	163	1	(	(	PUNCT
ajsts-5956	163	2	2025	2025	NUM
ajsts-5956	163	3	)	)	PUNCT
ajsts-5956	163	4	but	but	CCONJ
ajsts-5956	163	5	also	also	ADV
ajsts-5956	163	6	operationalizes	operationalize	VERB
ajsts-5956	163	7	them	they	PRON
ajsts-5956	163	8	in	in	ADP
ajsts-5956	163	9	a	a	DET
ajsts-5956	163	10	user	user	NOUN
ajsts-5956	163	11	-	-	PUNCT
ajsts-5956	163	12	friendly	friendly	ADJ
ajsts-5956	163	13	platform	platform	NOUN
ajsts-5956	163	14	that	that	PRON
ajsts-5956	163	15	can	can	AUX
ajsts-5956	163	16	be	be	AUX
ajsts-5956	163	17	applied	apply	VERB
ajsts-5956	163	18	to	to	ADP
ajsts-5956	163	19	diverse	diverse	ADJ
ajsts-5956	163	20	time	time	NOUN
ajsts-5956	163	21	series	series	PROPN
ajsts-5956	163	22	forecasting	forecasting	NOUN
ajsts-5956	163	23	tasks	task	NOUN
ajsts-5956	163	24	.	.	PUNCT
ajsts-5956	164	1	these	these	DET
ajsts-5956	164	2	findings	finding	NOUN
ajsts-5956	164	3	highlight	highlight	VERB
ajsts-5956	164	4	both	both	CCONJ
ajsts-5956	164	5	the	the	DET
ajsts-5956	164	6	academic	academic	ADJ
ajsts-5956	164	7	novelty	novelty	NOUN
ajsts-5956	164	8	and	and	CCONJ
ajsts-5956	164	9	the	the	DET
ajsts-5956	164	10	practical	practical	ADJ
ajsts-5956	164	11	relevance	relevance	NOUN
ajsts-5956	164	12	of	of	ADP
ajsts-5956	164	13	integrating	integrate	VERB
ajsts-5956	164	14	machine	machine	NOUN
ajsts-5956	164	15	learning	learn	VERB
ajsts-5956	164	16	with	with	ADP
ajsts-5956	164	17	classical	classical	ADJ
ajsts-5956	164	18	state	state	NOUN
ajsts-5956	164	19	-	-	PUNCT
ajsts-5956	164	20	space	space	NOUN
ajsts-5956	164	21	and	and	CCONJ
ajsts-5956	164	22	regime	regime	NOUN
ajsts-5956	164	23	-	-	PUNCT
ajsts-5956	164	24	switching	switch	VERB
ajsts-5956	164	25	frameworks	framework	NOUN
ajsts-5956	164	26	.	.	PUNCT
ajsts-5956	165	1	from	from	ADP
ajsts-5956	165	2	a	a	DET
ajsts-5956	165	3	policy	policy	NOUN
ajsts-5956	165	4	and	and	CCONJ
ajsts-5956	165	5	practical	practical	ADJ
ajsts-5956	165	6	perspective	perspective	NOUN
ajsts-5956	165	7	,	,	PUNCT
ajsts-5956	165	8	the	the	DET
ajsts-5956	165	9	implications	implication	NOUN
ajsts-5956	165	10	are	be	AUX
ajsts-5956	165	11	significant	significant	ADJ
ajsts-5956	165	12	.	.	PUNCT
ajsts-5956	166	1	for	for	ADP
ajsts-5956	166	2	policymakers	policymaker	NOUN
ajsts-5956	166	3	in	in	ADP
ajsts-5956	166	4	nigeria	nigeria	PROPN
ajsts-5956	166	5	and	and	CCONJ
ajsts-5956	166	6	other	other	ADJ
ajsts-5956	166	7	emerging	emerge	VERB
ajsts-5956	166	8	economies	economy	NOUN
ajsts-5956	166	9	,	,	PUNCT
ajsts-5956	166	10	the	the	DET
ajsts-5956	166	11	ability	ability	NOUN
ajsts-5956	166	12	to	to	PART
ajsts-5956	166	13	identify	identify	VERB
ajsts-5956	166	14	and	and	CCONJ
ajsts-5956	166	15	forecast	forecast	VERB
ajsts-5956	166	16	financial	financial	ADJ
ajsts-5956	166	17	regimes	regime	NOUN
ajsts-5956	166	18	in	in	ADP
ajsts-5956	166	19	exchange	exchange	NOUN
ajsts-5956	166	20	rate	rate	NOUN
ajsts-5956	166	21	markets	market	NOUN
ajsts-5956	166	22	provides	provide	VERB
ajsts-5956	166	23	a	a	DET
ajsts-5956	166	24	valuable	valuable	ADJ
ajsts-5956	166	25	tool	tool	NOUN
ajsts-5956	166	26	for	for	ADP
ajsts-5956	166	27	anticipating	anticipate	VERB
ajsts-5956	166	28	volatility	volatility	NOUN
ajsts-5956	166	29	and	and	CCONJ
ajsts-5956	166	30	implementing	implement	VERB
ajsts-5956	166	31	timely	timely	ADJ
ajsts-5956	166	32	interventions	intervention	NOUN
ajsts-5956	166	33	.	.	PUNCT
ajsts-5956	167	1	regulators	regulator	NOUN
ajsts-5956	167	2	can	can	AUX
ajsts-5956	167	3	apply	apply	VERB
ajsts-5956	167	4	the	the	DET
ajsts-5956	167	5	app	app	NOUN
ajsts-5956	167	6	’s	’s	PART
ajsts-5956	167	7	diagnostic	diagnostic	ADJ
ajsts-5956	167	8	and	and	CCONJ
ajsts-5956	167	9	forecasting	forecasting	NOUN
ajsts-5956	167	10	features	feature	NOUN
ajsts-5956	167	11	to	to	PART
ajsts-5956	167	12	monitor	monitor	VERB
ajsts-5956	167	13	systemic	systemic	ADJ
ajsts-5956	167	14	risks	risk	NOUN
ajsts-5956	167	15	,	,	PUNCT
ajsts-5956	167	16	while	while	SCONJ
ajsts-5956	167	17	financial	financial	ADJ
ajsts-5956	167	18	institutions	institution	NOUN
ajsts-5956	167	19	can	can	AUX
ajsts-5956	167	20	leverage	leverage	VERB
ajsts-5956	167	21	the	the	DET
ajsts-5956	167	22	regime	regime	NOUN
ajsts-5956	167	23	predictions	prediction	NOUN
ajsts-5956	167	24	to	to	PART
ajsts-5956	167	25	inform	inform	VERB
ajsts-5956	167	26	hedging	hedging	NOUN
ajsts-5956	167	27	strategies	strategy	NOUN
ajsts-5956	167	28	and	and	CCONJ
ajsts-5956	167	29	risk	risk	NOUN
ajsts-5956	167	30	-	-	PUNCT
ajsts-5956	167	31	adjusted	adjust	VERB
ajsts-5956	167	32	investment	investment	NOUN
ajsts-5956	167	33	decisions	decision	NOUN
ajsts-5956	167	34	.	.	PUNCT
ajsts-5956	168	1	moreover	moreover	ADV
ajsts-5956	168	2	,	,	PUNCT
ajsts-5956	168	3	by	by	ADP
ajsts-5956	168	4	operationalizing	operationalize	VERB
ajsts-5956	168	5	advanced	advanced	ADJ
ajsts-5956	168	6	econometric	econometric	ADJ
ajsts-5956	168	7	and	and	CCONJ
ajsts-5956	168	8	machine	machine	NOUN
ajsts-5956	168	9	learning	learn	VERB
ajsts-5956	168	10	techniques	technique	NOUN
ajsts-5956	168	11	within	within	ADP
ajsts-5956	168	12	a	a	DET
ajsts-5956	168	13	shiny	shiny	ADJ
ajsts-5956	168	14	web	web	NOUN
ajsts-5956	168	15	app	app	NOUN
ajsts-5956	168	16	,	,	PUNCT
ajsts-5956	168	17	this	this	DET
ajsts-5956	168	18	study	study	NOUN
ajsts-5956	168	19	bridges	bridge	VERB
ajsts-5956	168	20	the	the	DET
ajsts-5956	168	21	gap	gap	NOUN
ajsts-5956	168	22	between	between	ADP
ajsts-5956	168	23	methodological	methodological	ADJ
ajsts-5956	168	24	innovation	innovation	NOUN
ajsts-5956	168	25	and	and	CCONJ
ajsts-5956	168	26	practical	practical	ADJ
ajsts-5956	168	27	accessibility	accessibility	NOUN
ajsts-5956	168	28	.	.	PUNCT
ajsts-5956	169	1	the	the	DET
ajsts-5956	169	2	interactive	interactive	ADJ
ajsts-5956	169	3	dashboard	dashboard	NOUN
ajsts-5956	169	4	ensures	ensure	VERB
ajsts-5956	169	5	that	that	SCONJ
ajsts-5956	169	6	both	both	PRON
ajsts-5956	169	7	technical	technical	ADJ
ajsts-5956	169	8	experts	expert	NOUN
ajsts-5956	169	9	and	and	CCONJ
ajsts-5956	169	10	non	non	ADJ
ajsts-5956	169	11	-	-	ADJ
ajsts-5956	169	12	specialist	specialist	ADJ
ajsts-5956	169	13	users	user	NOUN
ajsts-5956	169	14	can	can	AUX
ajsts-5956	169	15	upload	upload	VERB
ajsts-5956	169	16	data	datum	NOUN
ajsts-5956	169	17	,	,	PUNCT
ajsts-5956	169	18	conduct	conduct	NOUN
ajsts-5956	169	19	diagnostics	diagnostic	NOUN
ajsts-5956	169	20	,	,	PUNCT
ajsts-5956	169	21	fit	fit	ADJ
ajsts-5956	169	22	models	model	NOUN
ajsts-5956	169	23	,	,	PUNCT
ajsts-5956	169	24	and	and	CCONJ
ajsts-5956	169	25	interpret	interpret	VERB
ajsts-5956	169	26	results	result	NOUN
ajsts-5956	169	27	without	without	ADP
ajsts-5956	169	28	extensive	extensive	ADJ
ajsts-5956	169	29	coding	coding	NOUN
ajsts-5956	169	30	skills	skill	NOUN
ajsts-5956	169	31	.	.	PUNCT
ajsts-5956	170	1	this	this	DET
ajsts-5956	170	2	democratization	democratization	NOUN
ajsts-5956	170	3	of	of	ADP
ajsts-5956	170	4	advanced	advanced	ADJ
ajsts-5956	170	5	forecasting	forecasting	NOUN
ajsts-5956	170	6	methods	method	NOUN
ajsts-5956	170	7	supports	support	VERB
ajsts-5956	170	8	capacity	capacity	NOUN
ajsts-5956	170	9	building	building	NOUN
ajsts-5956	170	10	within	within	ADP
ajsts-5956	170	11	financial	financial	ADJ
ajsts-5956	170	12	institutions	institution	NOUN
ajsts-5956	170	13	,	,	PUNCT
ajsts-5956	170	14	academic	academic	ADJ
ajsts-5956	170	15	research	research	NOUN
ajsts-5956	170	16	,	,	PUNCT
ajsts-5956	170	17	and	and	CCONJ
ajsts-5956	170	18	policy	policy	NOUN
ajsts-5956	170	19	circles	circle	NOUN
ajsts-5956	170	20	.	.	PUNCT
ajsts-5956	171	1	nevertheless	nevertheless	ADV
ajsts-5956	171	2	,	,	PUNCT
ajsts-5956	171	3	limitations	limitation	NOUN
ajsts-5956	171	4	remain	remain	VERB
ajsts-5956	171	5	.	.	PUNCT
ajsts-5956	172	1	the	the	DET
ajsts-5956	172	2	two	two	NUM
ajsts-5956	172	3	-	-	PUNCT
ajsts-5956	172	4	stage	stage	NOUN
ajsts-5956	172	5	estimation	estimation	NOUN
ajsts-5956	172	6	approach	approach	NOUN
ajsts-5956	172	7	assumes	assume	VERB
ajsts-5956	172	8	that	that	SCONJ
ajsts-5956	172	9	regime	regime	NOUN
ajsts-5956	172	10	structure	structure	NOUN
ajsts-5956	172	11	lies	lie	VERB
ajsts-5956	172	12	entirely	entirely	ADV
ajsts-5956	172	13	in	in	ADP
ajsts-5956	172	14	residual	residual	ADJ
ajsts-5956	172	15	dynamics	dynamic	NOUN
ajsts-5956	172	16	,	,	PUNCT
ajsts-5956	172	17	which	which	PRON
ajsts-5956	172	18	may	may	AUX
ajsts-5956	172	19	overlook	overlook	VERB
ajsts-5956	172	20	deeper	deep	ADJ
ajsts-5956	172	21	joint	joint	ADJ
ajsts-5956	172	22	interactions	interaction	NOUN
ajsts-5956	172	23	.	.	PUNCT
ajsts-5956	173	1	additionally	additionally	ADV
ajsts-5956	173	2	,	,	PUNCT
ajsts-5956	173	3	small	small	ADJ
ajsts-5956	173	4	-	-	PUNCT
ajsts-5956	173	5	sample	sample	NOUN
ajsts-5956	173	6	robustness	robustness	NOUN
ajsts-5956	173	7	,	,	PUNCT
ajsts-5956	173	8	while	while	SCONJ
ajsts-5956	173	9	improved	improve	VERB
ajsts-5956	173	10	over	over	ADP
ajsts-5956	173	11	msms	msm	NOUN
ajsts-5956	173	12	,	,	PUNCT
ajsts-5956	173	13	still	still	ADV
ajsts-5956	173	14	warrants	warrant	VERB
ajsts-5956	173	15	further	far	ADV
ajsts-5956	173	16	exploration	exploration	NOUN
ajsts-5956	173	17	through	through	ADP
ajsts-5956	173	18	regularization	regularization	NOUN
ajsts-5956	173	19	techniques	technique	NOUN
ajsts-5956	173	20	and	and	CCONJ
ajsts-5956	173	21	bayesian	bayesian	NOUN
ajsts-5956	173	22	extensions	extension	NOUN
ajsts-5956	173	23	.	.	PUNCT
ajsts-5956	174	1	future	future	ADJ
ajsts-5956	174	2	research	research	NOUN
ajsts-5956	174	3	should	should	AUX
ajsts-5956	174	4	also	also	ADV
ajsts-5956	174	5	extend	extend	VERB
ajsts-5956	174	6	the	the	DET
ajsts-5956	174	7	web	web	NOUN
ajsts-5956	174	8	app	app	NOUN
ajsts-5956	174	9	to	to	PART
ajsts-5956	174	10	multivariate	multivariate	VERB
ajsts-5956	174	11	series	series	NOUN
ajsts-5956	174	12	and	and	CCONJ
ajsts-5956	174	13	high	high	ADJ
ajsts-5956	174	14	-	-	PUNCT
ajsts-5956	174	15	frequency	frequency	NOUN
ajsts-5956	174	16	data	datum	NOUN
ajsts-5956	174	17	,	,	PUNCT
ajsts-5956	174	18	as	as	ADV
ajsts-5956	174	19	well	well	ADV
ajsts-5956	174	20	as	as	ADP
ajsts-5956	174	21	integrate	integrate	VERB
ajsts-5956	174	22	real	real	ADJ
ajsts-5956	174	23	-	-	PUNCT
ajsts-5956	174	24	time	time	NOUN
ajsts-5956	174	25	data	datum	NOUN
ajsts-5956	174	26	streaming	streaming	NOUN
ajsts-5956	174	27	for	for	ADP
ajsts-5956	174	28	dynamic	dynamic	ADJ
ajsts-5956	174	29	monitoring	monitoring	NOUN
ajsts-5956	174	30	.	.	PUNCT
ajsts-5956	175	1	in	in	ADP
ajsts-5956	175	2	conclusion	conclusion	NOUN
ajsts-5956	175	3	,	,	PUNCT
ajsts-5956	175	4	the	the	DET
ajsts-5956	175	5	mlpssm	mlpssm	PROPN
ajsts-5956	175	6	web	web	NOUN
ajsts-5956	175	7	app	app	NOUN
ajsts-5956	175	8	provides	provide	VERB
ajsts-5956	175	9	a	a	DET
ajsts-5956	175	10	practical	practical	ADJ
ajsts-5956	175	11	and	and	CCONJ
ajsts-5956	175	12	innovative	innovative	ADJ
ajsts-5956	175	13	tool	tool	NOUN
ajsts-5956	175	14	for	for	ADP
ajsts-5956	175	15	regime	regime	NOUN
ajsts-5956	175	16	prediction	prediction	NOUN
ajsts-5956	175	17	and	and	CCONJ
ajsts-5956	175	18	forecasting	forecasting	NOUN
ajsts-5956	175	19	in	in	ADP
ajsts-5956	175	20	financial	financial	ADJ
ajsts-5956	175	21	time	time	NOUN
ajsts-5956	175	22	series	series	NOUN
ajsts-5956	175	23	.	.	PUNCT
ajsts-5956	176	1	it	it	PRON
ajsts-5956	176	2	validates	validate	VERB
ajsts-5956	176	3	the	the	DET
ajsts-5956	176	4	theoretical	theoretical	ADJ
ajsts-5956	176	5	contributions	contribution	NOUN
ajsts-5956	176	6	of	of	ADP
ajsts-5956	176	7	adejumo	adejumo	PROPN
ajsts-5956	176	8	et	et	PROPN
ajsts-5956	176	9	al	al	PROPN
ajsts-5956	176	10	.	.	PROPN
ajsts-5956	177	1	(	(	PUNCT
ajsts-5956	177	2	2025	2025	NUM
ajsts-5956	177	3	)	)	PUNCT
ajsts-5956	178	1	and	and	CCONJ
ajsts-5956	178	2	extends	extend	VERB
ajsts-5956	178	3	them	they	PRON
ajsts-5956	178	4	into	into	ADP
ajsts-5956	178	5	a	a	DET
ajsts-5956	178	6	usable	usable	ADJ
ajsts-5956	178	7	platform	platform	NOUN
ajsts-5956	178	8	with	with	ADP
ajsts-5956	178	9	direct	direct	ADJ
ajsts-5956	178	10	policy	policy	NOUN
ajsts-5956	178	11	and	and	CCONJ
ajsts-5956	178	12	market	market	NOUN
ajsts-5956	178	13	relevance	relevance	NOUN
ajsts-5956	178	14	.	.	PUNCT
ajsts-5956	179	1	the	the	DET
ajsts-5956	179	2	study	study	NOUN
ajsts-5956	179	3	contributes	contribute	VERB
ajsts-5956	179	4	both	both	PRON
ajsts-5956	179	5	to	to	ADP
ajsts-5956	179	6	the	the	DET
ajsts-5956	179	7	advancement	advancement	NOUN
ajsts-5956	179	8	of	of	ADP
ajsts-5956	179	9	econometric	econometric	ADJ
ajsts-5956	179	10	methodology	methodology	NOUN
ajsts-5956	179	11	and	and	CCONJ
ajsts-5956	179	12	to	to	ADP
ajsts-5956	179	13	the	the	DET
ajsts-5956	179	14	provision	provision	NOUN
ajsts-5956	179	15	of	of	ADP
ajsts-5956	179	16	applied	apply	VERB
ajsts-5956	179	17	solutions	solution	NOUN
ajsts-5956	179	18	for	for	ADP
ajsts-5956	179	19	managing	manage	VERB
ajsts-5956	179	20	uncertainty	uncertainty	NOUN
ajsts-5956	179	21	in	in	ADP
ajsts-5956	179	22	financial	financial	ADJ
ajsts-5956	179	23	markets	market	NOUN
ajsts-5956	179	24	.	.	PUNCT
ajsts-5956	180	1	references	reference	NOUN
ajsts-5956	180	2	adejumo	adejumo	ADJ
ajsts-5956	180	3	,	,	PUNCT
ajsts-5956	180	4	o.	o.	PROPN
ajsts-5956	180	5	a.	a.	PROPN
ajsts-5956	180	6	,	,	PUNCT
ajsts-5956	180	7	asemota	asemota	NOUN
ajsts-5956	180	8	,	,	PUNCT
ajsts-5956	180	9	o.	o.	PROPN
ajsts-5956	180	10	j.	j.	PROPN
ajsts-5956	180	11	&	&	CCONJ
ajsts-5956	180	12	olanrewaju	olanrewaju	PROPN
ajsts-5956	180	13	,	,	PUNCT
ajsts-5956	180	14	s.	s.	PROPN
ajsts-5956	180	15	o.	o.	PROPN
ajsts-5956	180	16	(	(	PUNCT
ajsts-5956	180	17	2025	2025	NUM
ajsts-5956	180	18	)	)	PUNCT
ajsts-5956	180	19	.	.	PUNCT
ajsts-5956	181	1	novel	novel	ADJ
ajsts-5956	181	2	neural	neural	ADJ
ajsts-5956	181	3	network	network	NOUN
ajsts-5956	181	4	state	state	NOUN
ajsts-5956	181	5	switching	switching	NOUN
ajsts-5956	181	6	models	model	NOUN
ajsts-5956	181	7	for	for	ADP
ajsts-5956	181	8	returns	return	NOUN
ajsts-5956	181	9	predicting	predict	VERB
ajsts-5956	181	10	with	with	ADP
ajsts-5956	181	11	regime	regime	NOUN
ajsts-5956	181	12	switching	switching	NOUN
ajsts-5956	181	13	:	:	PUNCT
ajsts-5956	181	14	a	a	DET
ajsts-5956	181	15	monte	monte	PROPN
ajsts-5956	181	16	carlo	carlo	PROPN
ajsts-5956	181	17	’s	’s	PART
ajsts-5956	181	18	simulation	simulation	NOUN
ajsts-5956	181	19	approach	approach	NOUN
ajsts-5956	181	20	.	.	PUNCT
ajsts-5956	182	1	american	american	PROPN
ajsts-5956	182	2	journal	journal	PROPN
ajsts-5956	182	3	of	of	ADP
ajsts-5956	182	4	applied	apply	VERB
ajsts-5956	182	5	statistics	statistic	NOUN
ajsts-5956	182	6	and	and	CCONJ
ajsts-5956	182	7	economics	economic	NOUN
ajsts-5956	182	8	,	,	PUNCT
ajsts-5956	182	9	4(1	4(1	NOUN
ajsts-5956	182	10	)	)	PUNCT
ajsts-5956	182	11	.	.	PUNCT
ajsts-5956	183	1	ang	ang	PROPN
ajsts-5956	183	2	,	,	PUNCT
ajsts-5956	183	3	a.	a.	PROPN
ajsts-5956	183	4	,	,	PUNCT
ajsts-5956	183	5	&	&	CCONJ
ajsts-5956	183	6	timmermann	timmermann	PROPN
ajsts-5956	183	7	,	,	PUNCT
ajsts-5956	183	8	a.	a.	NOUN
ajsts-5956	183	9	(	(	PUNCT
ajsts-5956	183	10	2012	2012	NUM
ajsts-5956	183	11	)	)	PUNCT
ajsts-5956	183	12	.	.	PUNCT
ajsts-5956	184	1	regime	regime	NOUN
ajsts-5956	184	2	changes	change	NOUN
ajsts-5956	184	3	and	and	CCONJ
ajsts-5956	184	4	financial	financial	ADJ
ajsts-5956	184	5	markets	market	NOUN
ajsts-5956	184	6	.	.	PUNCT
ajsts-5956	185	1	annual	annual	ADJ
ajsts-5956	185	2	review	review	NOUN
ajsts-5956	185	3	of	of	ADP
ajsts-5956	185	4	financial	financial	ADJ
ajsts-5956	185	5	economics	economic	NOUN
ajsts-5956	185	6	,	,	PUNCT
ajsts-5956	185	7	4	4	NUM
ajsts-5956	185	8	,	,	PUNCT
ajsts-5956	185	9	313–337	313–337	NUM
ajsts-5956	185	10	.	.	PUNCT
ajsts-5956	186	1	chambers	chamber	NOUN
ajsts-5956	186	2	,	,	PUNCT
ajsts-5956	186	3	j.	j.	PROPN
ajsts-5956	186	4	m.	m.	PROPN
ajsts-5956	186	5	,	,	PUNCT
ajsts-5956	186	6	&	&	CCONJ
ajsts-5956	186	7	hastie	hastie	PROPN
ajsts-5956	186	8	,	,	PUNCT
ajsts-5956	186	9	t.	t.	PROPN
ajsts-5956	186	10	j.	j.	PROPN
ajsts-5956	186	11	(	(	PUNCT
ajsts-5956	186	12	1992	1992	NUM
ajsts-5956	186	13	)	)	PUNCT
ajsts-5956	186	14	.	.	PUNCT
ajsts-5956	187	1	statistical	statistical	ADJ
ajsts-5956	187	2	models	model	NOUN
ajsts-5956	187	3	in	in	ADP
ajsts-5956	187	4	s.	s.	PROPN
ajsts-5956	187	5	wadsworth	wadsworth	PROPN
ajsts-5956	187	6	&	&	CCONJ
ajsts-5956	187	7	brooks	brooks	PROPN
ajsts-5956	187	8	/	/	SYM
ajsts-5956	187	9	cole	cole	PROPN
ajsts-5956	187	10	.	.	PUNCT
ajsts-5956	188	1	chauvet	chauvet	NOUN
ajsts-5956	188	2	,	,	PUNCT
ajsts-5956	188	3	m.	m.	NOUN
ajsts-5956	188	4	,	,	PUNCT
ajsts-5956	188	5	&	&	CCONJ
ajsts-5956	188	6	potter	potter	PROPN
ajsts-5956	188	7	,	,	PUNCT
ajsts-5956	188	8	s.	s.	PROPN
ajsts-5956	188	9	(	(	PUNCT
ajsts-5956	188	10	2000	2000	NUM
ajsts-5956	188	11	)	)	PUNCT
ajsts-5956	188	12	.	.	PUNCT
ajsts-5956	189	1	coincident	coincident	ADJ
ajsts-5956	189	2	and	and	CCONJ
ajsts-5956	189	3	leading	leading	ADJ
ajsts-5956	189	4	indicators	indicator	NOUN
ajsts-5956	189	5	of	of	ADP
ajsts-5956	189	6	the	the	DET
ajsts-5956	189	7	stock	stock	NOUN
ajsts-5956	189	8	market	market	NOUN
ajsts-5956	189	9	.	.	PUNCT
ajsts-5956	190	1	journal	journal	NOUN
ajsts-5956	190	2	of	of	ADP
ajsts-5956	190	3	empirical	empirical	ADJ
ajsts-5956	190	4	finance	finance	NOUN
ajsts-5956	190	5	,	,	PUNCT
ajsts-5956	190	6	7(1	7(1	NUM
ajsts-5956	190	7	)	)	PUNCT
ajsts-5956	190	8	,	,	PUNCT
ajsts-5956	190	9	87–111	87–111	PROPN
ajsts-5956	190	10	.	.	PUNCT
ajsts-5956	190	11	cruz	cruz	PROPN
ajsts-5956	190	12	,	,	PUNCT
ajsts-5956	190	13	t.	t.	PROPN
ajsts-5956	190	14	,	,	PUNCT
ajsts-5956	190	15	jimenez	jimenez	PROPN
ajsts-5956	190	16	,	,	PUNCT
ajsts-5956	190	17	f.	f.	PROPN
ajsts-5956	190	18	g.	g.	PROPN
ajsts-5956	190	19	,	,	PUNCT
ajsts-5956	190	20	bravo	bravo	PROPN
ajsts-5956	190	21	,	,	PUNCT
ajsts-5956	190	22	a.	a.	PROPN
ajsts-5956	190	23	r.	r.	PROPN
ajsts-5956	190	24	q.	q.	PROPN
ajsts-5956	190	25	,	,	PUNCT
ajsts-5956	190	26	&	&	CCONJ
ajsts-5956	190	27	ander	ander	PROPN
ajsts-5956	190	28	,	,	PUNCT
ajsts-5956	190	29	e.	e.	PROPN
ajsts-5956	190	30	(	(	PUNCT
ajsts-5956	190	31	2023	2023	NUM
ajsts-5956	190	32	)	)	PUNCT
ajsts-5956	190	33	.	.	PUNCT
ajsts-5956	191	1	dataxplorefines	dataxplorefine	NOUN
ajsts-5956	191	2	:	:	PUNCT
ajsts-5956	191	3	generalized	generalize	VERB
ajsts-5956	191	4	data	datum	NOUN
ajsts-5956	191	5	for	for	ADP
ajsts-5956	191	6	informed	informed	ADJ
ajsts-5956	191	7	decision	decision	NOUN
ajsts-5956	191	8	,	,	PUNCT
ajsts-5956	191	9	making	make	VERB
ajsts-5956	191	10	,	,	PUNCT
ajsts-5956	191	11	an	an	DET
ajsts-5956	191	12	interactive	interactive	ADJ
ajsts-5956	191	13	shiny	shiny	ADJ
ajsts-5956	191	14	application	application	NOUN
ajsts-5956	191	15	for	for	ADP
ajsts-5956	191	16	data	datum	NOUN
ajsts-5956	191	17	analysis	analysis	NOUN
ajsts-5956	191	18	and	and	CCONJ
ajsts-5956	191	19	visualization	visualization	NOUN
ajsts-5956	191	20	.	.	PUNCT
ajsts-5956	192	1	arxiv	arxiv	PROPN
ajsts-5956	192	2	preprint	preprint	VERB
ajsts-5956	192	3	arxiv:2307.11056	arxiv:2307.11056	PROPN
ajsts-5956	192	4	.	.	PUNCT
ajsts-5956	193	1	hamilton	hamilton	PROPN
ajsts-5956	193	2	,	,	PUNCT
ajsts-5956	193	3	j.	j.	PROPN
ajsts-5956	193	4	d.	d.	PROPN
ajsts-5956	193	5	(	(	PUNCT
ajsts-5956	193	6	1989	1989	NUM
ajsts-5956	193	7	)	)	PUNCT
ajsts-5956	193	8	.	.	PUNCT
ajsts-5956	194	1	a	a	DET
ajsts-5956	194	2	new	new	ADJ
ajsts-5956	194	3	approach	approach	NOUN
ajsts-5956	194	4	to	to	ADP
ajsts-5956	194	5	the	the	DET
ajsts-5956	194	6	economic	economic	ADJ
ajsts-5956	194	7	analysis	analysis	NOUN
ajsts-5956	194	8	of	of	ADP
ajsts-5956	194	9	nonstationary	nonstationary	ADJ
ajsts-5956	194	10	time	time	NOUN
ajsts-5956	194	11	series	series	NOUN
ajsts-5956	194	12	and	and	CCONJ
ajsts-5956	194	13	the	the	DET
ajsts-5956	194	14	business	business	NOUN
ajsts-5956	194	15	cycle	cycle	NOUN
ajsts-5956	194	16	.	.	PUNCT
ajsts-5956	195	1	econometrica	econometrica	PROPN
ajsts-5956	195	2	,	,	PUNCT
ajsts-5956	195	3	57(2	57(2	NUM
ajsts-5956	195	4	)	)	PUNCT
ajsts-5956	195	5	,	,	PUNCT
ajsts-5956	195	6	357–384	357–384	NUM
ajsts-5956	195	7	.	.	PUNCT
ajsts-5956	196	1	https://doi	https://doi	PROPN
ajsts-5956	196	2	.	.	PROPN
ajsts-5956	196	3	org/10.2307/1912559	org/10.2307/1912559	PROPN
ajsts-5956	196	4	hamilton	hamilton	PROPN
ajsts-5956	196	5	,	,	PUNCT
ajsts-5956	196	6	j.	j.	PROPN
ajsts-5956	196	7	d.	d.	PROPN
ajsts-5956	196	8	,	,	PUNCT
ajsts-5956	196	9	&	&	CCONJ
ajsts-5956	196	10	susmel	susmel	PROPN
ajsts-5956	196	11	,	,	PUNCT
ajsts-5956	196	12	r.	r.	PROPN
ajsts-5956	196	13	(	(	PUNCT
ajsts-5956	196	14	1994	1994	NUM
ajsts-5956	196	15	)	)	PUNCT
ajsts-5956	196	16	.	.	PUNCT
ajsts-5956	197	1	autoregressive	autoregressive	ADJ
ajsts-5956	197	2	conditional	conditional	ADJ
ajsts-5956	197	3	heteroskedasticity	heteroskedasticity	NOUN
ajsts-5956	197	4	and	and	CCONJ
ajsts-5956	197	5	changes	change	NOUN
ajsts-5956	197	6	in	in	ADP
ajsts-5956	197	7	regime	regime	NOUN
ajsts-5956	197	8	.	.	PUNCT
ajsts-5956	198	1	journal	journal	PROPN
ajsts-5956	198	2	of	of	ADP
ajsts-5956	198	3	econometrics	econometric	NOUN
ajsts-5956	198	4	,	,	PUNCT
ajsts-5956	198	5	64(1–2	64(1–2	PROPN
ajsts-5956	198	6	)	)	PUNCT
ajsts-5956	198	7	,	,	PUNCT
ajsts-5956	198	8	307–333	307–333	NUM
ajsts-5956	198	9	.	.	PUNCT
ajsts-5956	199	1	https://doi	https://doi	PROPN
ajsts-5956	199	2	.	.	PUNCT
ajsts-5956	199	3	org/10.1016/0304	org/10.1016/0304	PROPN
ajsts-5956	199	4	-	-	PUNCT
ajsts-5956	199	5	4076(94)90067	4076(94)90067	NUM
ajsts-5956	199	6	-	-	PUNCT
ajsts-5956	199	7	1	1	NUM
ajsts-5956	199	8	krolzig	krolzig	NOUN
ajsts-5956	199	9	,	,	PUNCT
ajsts-5956	199	10	h.-m	h.-m	NOUN
ajsts-5956	199	11	.	.	PUNCT
ajsts-5956	200	1	(	(	PUNCT
ajsts-5956	200	2	1997	1997	NUM
ajsts-5956	200	3	)	)	PUNCT
ajsts-5956	200	4	.	.	PUNCT
ajsts-5956	201	1	markov	markov	NOUN
ajsts-5956	201	2	-	-	PUNCT
ajsts-5956	201	3	switching	switch	VERB
ajsts-5956	201	4	vector	vector	NOUN
ajsts-5956	201	5	autoregressions	autoregression	NOUN
ajsts-5956	201	6	:	:	PUNCT
ajsts-5956	201	7	modelling	modelling	NOUN
ajsts-5956	201	8	,	,	PUNCT
ajsts-5956	201	9	statistical	statistical	ADJ
ajsts-5956	201	10	inference	inference	NOUN
ajsts-5956	201	11	,	,	PUNCT
ajsts-5956	201	12	and	and	CCONJ
ajsts-5956	201	13	application	application	NOUN
ajsts-5956	201	14	to	to	ADP
ajsts-5956	201	15	business	business	NOUN
ajsts-5956	201	16	cycle	cycle	NOUN
ajsts-5956	201	17	analysis	analysis	NOUN
ajsts-5956	201	18	.	.	PUNCT
ajsts-5956	202	1	springer	springer	NOUN
ajsts-5956	202	2	.	.	PUNCT
ajsts-5956	203	1	maheu	maheu	PROPN
ajsts-5956	203	2	,	,	PUNCT
ajsts-5956	203	3	j.	j.	PROPN
ajsts-5956	203	4	m.	m.	PROPN
ajsts-5956	203	5	,	,	PUNCT
ajsts-5956	203	6	&	&	CCONJ
ajsts-5956	203	7	mccurdy	mccurdy	NOUN
ajsts-5956	203	8	,	,	PUNCT
ajsts-5956	203	9	t.	t.	PROPN
ajsts-5956	203	10	h.	h.	PROPN
ajsts-5956	203	11	(	(	PUNCT
ajsts-5956	203	12	2000	2000	NUM
ajsts-5956	203	13	)	)	PUNCT
ajsts-5956	203	14	.	.	PUNCT
ajsts-5956	204	1	identifying	identify	VERB
ajsts-5956	204	2	bull	bull	NOUN
ajsts-5956	204	3	and	and	CCONJ
ajsts-5956	204	4	bear	bear	NOUN
ajsts-5956	204	5	markets	market	NOUN
ajsts-5956	204	6	in	in	ADP
ajsts-5956	204	7	stock	stock	NOUN
ajsts-5956	204	8	returns	return	NOUN
ajsts-5956	204	9	.	.	PUNCT
ajsts-5956	205	1	journal	journal	NOUN
ajsts-5956	205	2	of	of	ADP
ajsts-5956	205	3	business	business	PROPN
ajsts-5956	205	4	&	&	CCONJ
ajsts-5956	205	5	economic	economic	ADJ
ajsts-5956	205	6	statistics	statistic	NOUN
ajsts-5956	205	7	,	,	PUNCT
ajsts-5956	205	8	18(1	18(1	NOUN
ajsts-5956	205	9	)	)	PUNCT
ajsts-5956	205	10	,	,	PUNCT
ajsts-5956	205	11	100–112	100–112	NUM
ajsts-5956	205	12	.	.	PUNCT
ajsts-5956	206	1	https://doi.org/	https://doi.org/	PROPN
ajsts-5956	206	2	10.1080/07350015.2000.10524846	10.1080/07350015.2000.10524846	NUM
ajsts-5956	206	3	psaradakis	psaradaki	NOUN
ajsts-5956	206	4	,	,	PUNCT
ajsts-5956	206	5	z.	z.	PROPN
ajsts-5956	206	6	,	,	PUNCT
ajsts-5956	206	7	&	&	CCONJ
ajsts-5956	206	8	spagnolo	spagnolo	PROPN
ajsts-5956	206	9	,	,	PUNCT
ajsts-5956	206	10	n.	n.	PROPN
ajsts-5956	206	11	(	(	PUNCT
ajsts-5956	206	12	2003	2003	NUM
ajsts-5956	206	13	)	)	PUNCT
ajsts-5956	206	14	.	.	PUNCT
ajsts-5956	207	1	on	on	ADP
ajsts-5956	207	2	the	the	DET
ajsts-5956	207	3	determination	determination	NOUN
ajsts-5956	207	4	of	of	ADP
ajsts-5956	207	5	the	the	DET
ajsts-5956	207	6	number	number	NOUN
ajsts-5956	207	7	of	of	ADP
ajsts-5956	207	8	regimes	regime	NOUN
ajsts-5956	207	9	in	in	ADP
ajsts-5956	207	10	markovswitching	markovswitche	VERB
ajsts-5956	207	11	autoregressive	autoregressive	ADJ
ajsts-5956	207	12	models	model	NOUN
ajsts-5956	207	13	.	.	PUNCT
ajsts-5956	208	1	journal	journal	NOUN
ajsts-5956	208	2	of	of	ADP
ajsts-5956	208	3	time	time	NOUN
ajsts-5956	208	4	series	series	PROPN
ajsts-5956	208	5	analysis	analysis	NOUN
ajsts-5956	208	6	,	,	PUNCT
ajsts-5956	208	7	24(2	24(2	NUM
ajsts-5956	208	8	)	)	PUNCT
ajsts-5956	208	9	,	,	PUNCT
ajsts-5956	208	10	237–252	237–252	NUM
ajsts-5956	208	11	.	.	PUNCT
ajsts-5956	209	1	varian	varian	PROPN
ajsts-5956	209	2	,	,	PUNCT
ajsts-5956	209	3	h.	h.	PROPN
ajsts-5956	209	4	r.	r.	PROPN
ajsts-5956	209	5	(	(	PUNCT
ajsts-5956	209	6	2014	2014	NUM
ajsts-5956	209	7	)	)	PUNCT
ajsts-5956	209	8	.	.	PUNCT
ajsts-5956	210	1	big	big	ADJ
ajsts-5956	210	2	data	data	PROPN
ajsts-5956	210	3	:	:	PUNCT
ajsts-5956	210	4	new	new	ADJ
ajsts-5956	210	5	tricks	trick	NOUN
ajsts-5956	210	6	for	for	ADP
ajsts-5956	210	7	econometrics	econometric	NOUN
ajsts-5956	210	8	.	.	PUNCT
ajsts-5956	211	1	journal	journal	NOUN
ajsts-5956	211	2	of	of	ADP
ajsts-5956	211	3	economic	economic	ADJ
ajsts-5956	211	4	perspectives	perspective	NOUN
ajsts-5956	211	5	,	,	PUNCT
ajsts-5956	211	6	28(2	28(2	NUM
ajsts-5956	211	7	)	)	PUNCT
ajsts-5956	211	8	,	,	PUNCT
ajsts-5956	211	9	3–28	3–28	PROPN
ajsts-5956	211	10	.	.	PUNCT
ajsts-5956	212	1	https://	https://	PROPN
ajsts-5956	212	2	doi.org/10.1257/jep.28.2.3	doi.org/10.1257/jep.28.2.3	PROPN
ajsts-5956	212	3	yao	yao	PROPN
ajsts-5956	212	4	,	,	PUNCT
ajsts-5956	212	5	j.	j.	PROPN
ajsts-5956	212	6	,	,	PUNCT
ajsts-5956	212	7	tan	tan	PROPN
ajsts-5956	212	8	,	,	PUNCT
ajsts-5956	212	9	c.	c.	PROPN
ajsts-5956	212	10	l.	l.	PROPN
ajsts-5956	212	11	,	,	PUNCT
ajsts-5956	212	12	&	&	CCONJ
ajsts-5956	212	13	poh	poh	PROPN
ajsts-5956	212	14	,	,	PUNCT
ajsts-5956	212	15	h.	h.	PROPN
ajsts-5956	212	16	l.	l.	PROPN
ajsts-5956	212	17	(	(	PUNCT
ajsts-5956	212	18	1999	1999	NUM
ajsts-5956	212	19	)	)	PUNCT
ajsts-5956	212	20	.	.	PUNCT
ajsts-5956	213	1	neural	neural	ADJ
ajsts-5956	213	2	networks	network	NOUN
ajsts-5956	213	3	for	for	ADP
ajsts-5956	213	4	technical	technical	ADJ
ajsts-5956	213	5	analysis	analysis	NOUN
ajsts-5956	213	6	:	:	PUNCT
ajsts-5956	213	7	a	a	DET
ajsts-5956	213	8	study	study	NOUN
ajsts-5956	213	9	on	on	ADP
ajsts-5956	213	10	klci	klci	NOUN
ajsts-5956	213	11	.	.	PUNCT
ajsts-5956	214	1	international	international	ADJ
ajsts-5956	214	2	journal	journal	PROPN
ajsts-5956	214	3	of	of	ADP
ajsts-5956	214	4	theoretical	theoretical	ADJ
ajsts-5956	214	5	and	and	CCONJ
ajsts-5956	214	6	applied	applied	ADJ
ajsts-5956	214	7	finance	finance	NOUN
ajsts-5956	214	8	,	,	PUNCT
ajsts-5956	214	9	2(2	2(2	NUM
ajsts-5956	214	10	)	)	PUNCT
ajsts-5956	214	11	,	,	PUNCT
ajsts-5956	214	12	221–241	221–241	NUM
ajsts-5956	214	13	.	.	PUNCT
ajsts-5956	215	1	zhang	zhang	PROPN
ajsts-5956	215	2	,	,	PUNCT
ajsts-5956	215	3	g.	g.	PROPN
ajsts-5956	215	4	,	,	PUNCT
ajsts-5956	215	5	patuwo	patuwo	PROPN
ajsts-5956	215	6	,	,	PUNCT
ajsts-5956	215	7	b.	b.	PROPN
ajsts-5956	215	8	e.	e.	PROPN
ajsts-5956	215	9	,	,	PUNCT
ajsts-5956	215	10	&	&	CCONJ
ajsts-5956	215	11	hu	hu	PROPN
ajsts-5956	215	12	,	,	PUNCT
ajsts-5956	215	13	m.	m.	NOUN
ajsts-5956	215	14	y.	y.	PROPN
ajsts-5956	215	15	(	(	PUNCT
ajsts-5956	215	16	1998	1998	NUM
ajsts-5956	215	17	)	)	PUNCT
ajsts-5956	215	18	.	.	PUNCT
ajsts-5956	216	1	forecasting	forecast	VERB
ajsts-5956	216	2	with	with	ADP
ajsts-5956	216	3	artificial	artificial	ADJ
ajsts-5956	216	4	neural	neural	ADJ
ajsts-5956	216	5	networks	network	NOUN
ajsts-5956	216	6	:	:	PUNCT
ajsts-5956	216	7	the	the	DET
ajsts-5956	216	8	state	state	NOUN
ajsts-5956	216	9	of	of	ADP
ajsts-5956	216	10	the	the	DET
ajsts-5956	216	11	art	art	NOUN
ajsts-5956	216	12	.	.	PUNCT
ajsts-5956	217	1	international	international	ADJ
ajsts-5956	217	2	journal	journal	PROPN
ajsts-5956	217	3	of	of	ADP
ajsts-5956	217	4	forecasting	forecasting	NOUN
ajsts-5956	217	5	,	,	PUNCT
ajsts-5956	217	6	14(1	14(1	NUM
ajsts-5956	217	7	)	)	PUNCT
ajsts-5956	217	8	,	,	PUNCT
ajsts-5956	217	9	35–62	35–62	NUM
ajsts-5956	217	10	.	.	PUNCT