id	sid	tid	token	lemma	pos
cana-653	1	1	communications	communication	NOUN
cana-653	1	2	on	on	ADP
cana-653	1	3	applied	apply	VERB
cana-653	1	4	nonlinear	nonlinear	ADJ
cana-653	1	5	analysis	analysis	NOUN
cana-653	1	6	issn	issn	NOUN
cana-653	1	7	:	:	PUNCT
cana-653	1	8	1074	1074	NUM
cana-653	1	9	-	-	PUNCT
cana-653	1	10	133x	133x	NUM
cana-653	1	11	vol	vol	NOUN
cana-653	1	12	31	31	NUM
cana-653	1	13	no	no	NOUN
cana-653	1	14	.	.	PUNCT
cana-653	2	1	2s	2s	NUM
cana-653	2	2	(	(	PUNCT
cana-653	2	3	2024	2024	NUM
cana-653	2	4	)	)	PUNCT
cana-653	2	5	339	339	NUM
cana-653	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	2	7	computational	computational	ADJ
cana-653	2	8	analysis	analysis	NOUN
cana-653	2	9	for	for	ADP
cana-653	2	10	enhanced	enhanced	ADJ
cana-653	2	11	forecasting	forecasting	NOUN
cana-653	2	12	of	of	ADP
cana-653	2	13	india	india	PROPN
cana-653	2	14	’s	’s	PART
cana-653	2	15	gdp	gdp	NOUN
cana-653	2	16	growth	growth	NOUN
cana-653	2	17	using	use	VERB
cana-653	2	18	a	a	DET
cana-653	2	19	modified	modify	VERB
cana-653	2	20	lstm	lstm	NOUN
cana-653	2	21	approach	approach	NOUN
cana-653	2	22	1bhavika	1bhavika	NUM
cana-653	2	23	nemade	nemade	NOUN
cana-653	2	24	,	,	PUNCT
cana-653	2	25	2jyoti	2jyoti	PROPN
cana-653	2	26	nair	nair	NOUN
cana-653	2	27	,	,	PUNCT
cana-653	2	28	3bhushankumar	3bhushankumar	NUM
cana-653	2	29	nemade	nemade	VERB
cana-653	2	30	1research	1research	NUM
cana-653	2	31	scholar	scholar	NOUN
cana-653	2	32	,	,	PUNCT
cana-653	2	33	n.	n.	PROPN
cana-653	2	34	l.	l.	PROPN
cana-653	2	35	dalmia	dalmia	PROPN
cana-653	2	36	institute	institute	PROPN
cana-653	2	37	of	of	ADP
cana-653	2	38	management	management	PROPN
cana-653	2	39	studies	study	NOUN
cana-653	2	40	&	&	CCONJ
cana-653	2	41	research	research	NOUN
cana-653	2	42	,	,	PUNCT
cana-653	2	43	mira	mira	PROPN
cana-653	2	44	road	road	NOUN
cana-653	2	45	,	,	PUNCT
cana-653	2	46	mumbai	mumbai	PROPN
cana-653	2	47	university	university	PROPN
cana-653	2	48	2professor	2professor	NUM
cana-653	2	49	,	,	PUNCT
cana-653	2	50	n.	n.	PROPN
cana-653	2	51	l.	l.	PROPN
cana-653	2	52	dalmia	dalmia	PROPN
cana-653	2	53	institute	institute	PROPN
cana-653	2	54	of	of	ADP
cana-653	2	55	management	management	PROPN
cana-653	2	56	studies	study	NOUN
cana-653	2	57	&	&	CCONJ
cana-653	2	58	research	research	NOUN
cana-653	2	59	,	,	PUNCT
cana-653	2	60	mira	mira	PROPN
cana-653	2	61	road	road	NOUN
cana-653	2	62	,	,	PUNCT
cana-653	2	63	mumbai	mumbai	PROPN
cana-653	2	64	university	university	PROPN
cana-653	2	65	,	,	PUNCT
cana-653	2	66	3shree	3shree	NUM
cana-653	2	67	l	l	NOUN
cana-653	2	68	r	r	NOUN
cana-653	2	69	tiwari	tiwari	ADJ
cana-653	2	70	college	college	NOUN
cana-653	2	71	of	of	ADP
cana-653	2	72	engineering	engineering	PROPN
cana-653	2	73	,	,	PUNCT
cana-653	2	74	mira	mira	PROPN
cana-653	2	75	road	road	NOUN
cana-653	2	76	,	,	PUNCT
cana-653	2	77	mumbai	mumbai	PROPN
cana-653	2	78	university	university	PROPN
cana-653	2	79	.	.	PUNCT
cana-653	3	1	1bhavikanemade@gmail.com	1bhavikanemade@gmail.com	NUM
cana-653	3	2	,	,	PUNCT
cana-653	3	3	2jyoti.nair@nldalmia.edu.in	2jyoti.nair@nldalmia.edu.in	NUM
cana-653	3	4	,	,	PUNCT
cana-653	3	5	3bnemade@gmail.com	3bnemade@gmail.com	NUM
cana-653	3	6	article	article	NOUN
cana-653	3	7	history	history	NOUN
cana-653	3	8	:	:	PUNCT
cana-653	3	9	received	receive	VERB
cana-653	3	10	:	:	PUNCT
cana-653	3	11	22	22	NUM
cana-653	3	12	-	-	SYM
cana-653	3	13	03	03	NUM
cana-653	3	14	-	-	PUNCT
cana-653	3	15	2024	2024	NUM
cana-653	3	16	revised	revise	VERB
cana-653	3	17	:	:	PUNCT
cana-653	3	18	15	15	NUM
cana-653	3	19	-	-	SYM
cana-653	3	20	05	05	NUM
cana-653	3	21	-	-	PUNCT
cana-653	3	22	2024	2024	NUM
cana-653	3	23	accepted	accept	VERB
cana-653	3	24	:	:	PUNCT
cana-653	3	25	27	27	NUM
cana-653	3	26	-	-	SYM
cana-653	3	27	05	05	NUM
cana-653	3	28	-	-	PUNCT
cana-653	3	29	2024	2024	NUM
cana-653	3	30	abstract	abstract	NOUN
cana-653	3	31	:	:	PUNCT
cana-653	3	32	forecasting	forecast	VERB
cana-653	3	33	gdp	gdp	NOUN
cana-653	3	34	growth	growth	NOUN
cana-653	3	35	accurately	accurately	ADV
cana-653	3	36	is	be	AUX
cana-653	3	37	critical	critical	ADJ
cana-653	3	38	for	for	ADP
cana-653	3	39	effective	effective	ADJ
cana-653	3	40	legislation	legislation	NOUN
cana-653	3	41	,	,	PUNCT
cana-653	3	42	investment	investment	NOUN
cana-653	3	43	strategies	strategy	NOUN
cana-653	3	44	,	,	PUNCT
cana-653	3	45	and	and	CCONJ
cana-653	3	46	corporate	corporate	ADJ
cana-653	3	47	planning	planning	NOUN
cana-653	3	48	decision	decision	NOUN
cana-653	3	49	-	-	PUNCT
cana-653	3	50	making	making	NOUN
cana-653	3	51	.	.	PUNCT
cana-653	4	1	this	this	DET
cana-653	4	2	study	study	NOUN
cana-653	4	3	focuses	focus	VERB
cana-653	4	4	on	on	ADP
cana-653	4	5	the	the	DET
cana-653	4	6	creation	creation	NOUN
cana-653	4	7	of	of	ADP
cana-653	4	8	a	a	DET
cana-653	4	9	novel	novel	NOUN
cana-653	4	10	modified	modify	VERB
cana-653	4	11	long	long	ADJ
cana-653	4	12	short	short	ADJ
cana-653	4	13	-	-	PUNCT
cana-653	4	14	term	term	NOUN
cana-653	4	15	memory	memory	NOUN
cana-653	4	16	(	(	PUNCT
cana-653	4	17	lstm	lstm	NOUN
cana-653	4	18	)	)	PUNCT
cana-653	4	19	model	model	NOUN
cana-653	4	20	for	for	ADP
cana-653	4	21	forecasting	forecast	VERB
cana-653	4	22	india	india	PROPN
cana-653	4	23	's	's	PART
cana-653	4	24	gdp	gdp	NOUN
cana-653	4	25	growth	growth	NOUN
cana-653	4	26	.	.	PUNCT
cana-653	5	1	outlier	outlier	NOUN
cana-653	5	2	identification	identification	NOUN
cana-653	5	3	employs	employ	VERB
cana-653	5	4	strong	strong	ADJ
cana-653	5	5	statistical	statistical	ADJ
cana-653	5	6	techniques	technique	NOUN
cana-653	5	7	,	,	PUNCT
cana-653	5	8	such	such	ADJ
cana-653	5	9	as	as	ADP
cana-653	5	10	the	the	DET
cana-653	5	11	modified	modified	ADJ
cana-653	5	12	z	z	NOUN
cana-653	5	13	-	-	PUNCT
cana-653	5	14	score	score	NOUN
cana-653	5	15	method	method	NOUN
cana-653	5	16	,	,	PUNCT
cana-653	5	17	to	to	PART
cana-653	5	18	identify	identify	VERB
cana-653	5	19	and	and	CCONJ
cana-653	5	20	deal	deal	VERB
cana-653	5	21	with	with	ADP
cana-653	5	22	extreme	extreme	ADJ
cana-653	5	23	observations	observation	NOUN
cana-653	5	24	that	that	PRON
cana-653	5	25	may	may	AUX
cana-653	5	26	significantly	significantly	ADV
cana-653	5	27	impact	impact	VERB
cana-653	5	28	the	the	DET
cana-653	5	29	forecasting	forecasting	NOUN
cana-653	5	30	model	model	NOUN
cana-653	5	31	's	's	PART
cana-653	5	32	performance	performance	NOUN
cana-653	5	33	.	.	PUNCT
cana-653	6	1	missing	miss	VERB
cana-653	6	2	data	data	NOUN
cana-653	6	3	is	be	AUX
cana-653	6	4	a	a	DET
cana-653	6	5	typical	typical	ADJ
cana-653	6	6	issue	issue	NOUN
cana-653	6	7	in	in	ADP
cana-653	6	8	economic	economic	ADJ
cana-653	6	9	datasets	dataset	NOUN
cana-653	6	10	.	.	PUNCT
cana-653	7	1	imputation	imputation	NOUN
cana-653	7	2	approaches	approach	NOUN
cana-653	7	3	,	,	PUNCT
cana-653	7	4	such	such	ADJ
cana-653	7	5	as	as	ADP
cana-653	7	6	the	the	DET
cana-653	7	7	expectation	expectation	NOUN
cana-653	7	8	-	-	PUNCT
cana-653	7	9	maximization	maximization	NOUN
cana-653	7	10	(	(	PUNCT
cana-653	7	11	em	em	NOUN
cana-653	7	12	)	)	PUNCT
cana-653	7	13	or	or	CCONJ
cana-653	7	14	missforest	missfor	ADJ
cana-653	7	15	algorithms	algorithm	NOUN
cana-653	7	16	are	be	AUX
cana-653	7	17	used	use	VERB
cana-653	7	18	to	to	PART
cana-653	7	19	impute	impute	VERB
cana-653	7	20	missing	missing	ADJ
cana-653	7	21	values	value	NOUN
cana-653	7	22	by	by	ADP
cana-653	7	23	leveraging	leverage	VERB
cana-653	7	24	the	the	DET
cana-653	7	25	correlations	correlation	NOUN
cana-653	7	26	between	between	ADP
cana-653	7	27	variables	variable	NOUN
cana-653	7	28	and	and	CCONJ
cana-653	7	29	observed	observed	ADJ
cana-653	7	30	data	datum	NOUN
cana-653	7	31	.	.	PUNCT
cana-653	8	1	these	these	DET
cana-653	8	2	advanced	advanced	ADJ
cana-653	8	3	imputation	imputation	NOUN
cana-653	8	4	techniques	technique	NOUN
cana-653	8	5	consider	consider	VERB
cana-653	8	6	the	the	DET
cana-653	8	7	data	datum	NOUN
cana-653	8	8	's	's	PART
cana-653	8	9	complexity	complexity	NOUN
cana-653	8	10	and	and	CCONJ
cana-653	8	11	produce	produce	VERB
cana-653	8	12	more	more	ADV
cana-653	8	13	reliable	reliable	ADJ
cana-653	8	14	and	and	CCONJ
cana-653	8	15	accurate	accurate	ADJ
cana-653	8	16	imputed	impute	VERB
cana-653	8	17	values	value	NOUN
cana-653	8	18	,	,	PUNCT
cana-653	8	19	reducing	reduce	VERB
cana-653	8	20	biases	bias	NOUN
cana-653	8	21	in	in	ADP
cana-653	8	22	the	the	DET
cana-653	8	23	subsequent	subsequent	ADJ
cana-653	8	24	forecasting	forecasting	NOUN
cana-653	8	25	process	process	NOUN
cana-653	8	26	.	.	PUNCT
cana-653	9	1	lasso	lasso	NOUN
cana-653	9	2	regression	regression	NOUN
cana-653	9	3	with	with	ADP
cana-653	9	4	lagged	lag	VERB
cana-653	9	5	variables	variable	NOUN
cana-653	9	6	is	be	AUX
cana-653	9	7	applied	apply	VERB
cana-653	9	8	to	to	PART
cana-653	9	9	select	select	VERB
cana-653	9	10	relevant	relevant	ADJ
cana-653	9	11	features	feature	NOUN
cana-653	9	12	for	for	ADP
cana-653	9	13	forecasting	forecast	VERB
cana-653	9	14	gdp	gdp	NOUN
cana-653	9	15	growth	growth	NOUN
cana-653	9	16	.	.	PUNCT
cana-653	10	1	furthermore	furthermore	ADV
cana-653	10	2	,	,	PUNCT
cana-653	10	3	time	time	NOUN
cana-653	10	4	series	series	PROPN
cana-653	10	5	smote	smote	PROPN
cana-653	10	6	is	be	AUX
cana-653	10	7	used	use	VERB
cana-653	10	8	to	to	PART
cana-653	10	9	address	address	VERB
cana-653	10	10	the	the	DET
cana-653	10	11	class	class	NOUN
cana-653	10	12	imbalance	imbalance	NOUN
cana-653	10	13	challenge	challenge	NOUN
cana-653	10	14	in	in	ADP
cana-653	10	15	gdp	gdp	NOUN
cana-653	10	16	growth	growth	NOUN
cana-653	10	17	datasets	dataset	NOUN
cana-653	10	18	.	.	PUNCT
cana-653	11	1	then	then	ADV
cana-653	11	2	,	,	PUNCT
cana-653	11	3	the	the	DET
cana-653	11	4	improved	improved	ADJ
cana-653	11	5	lstm	lstm	NOUN
cana-653	11	6	model	model	NOUN
cana-653	11	7	is	be	AUX
cana-653	11	8	then	then	ADV
cana-653	11	9	trained	train	VERB
cana-653	11	10	on	on	ADP
cana-653	11	11	the	the	DET
cana-653	11	12	pre	pre	ADJ
cana-653	11	13	-	-	ADJ
cana-653	11	14	processed	processed	ADJ
cana-653	11	15	data	datum	NOUN
cana-653	11	16	using	use	VERB
cana-653	11	17	robust	robust	ADJ
cana-653	11	18	optimization	optimization	NOUN
cana-653	11	19	methods	method	NOUN
cana-653	11	20	.	.	PUNCT
cana-653	12	1	cross	cross	ADJ
cana-653	12	2	-	-	ADJ
cana-653	12	3	validation	validation	ADJ
cana-653	12	4	procedures	procedure	NOUN
cana-653	12	5	are	be	AUX
cana-653	12	6	used	use	VERB
cana-653	12	7	to	to	PART
cana-653	12	8	validate	validate	VERB
cana-653	12	9	the	the	DET
cana-653	12	10	model	model	NOUN
cana-653	12	11	's	's	PART
cana-653	12	12	capacity	capacity	NOUN
cana-653	12	13	to	to	PART
cana-653	12	14	generalize	generalize	VERB
cana-653	12	15	and	and	CCONJ
cana-653	12	16	minimize	minimize	VERB
cana-653	12	17	overfitting	overfitte	VERB
cana-653	12	18	.	.	PUNCT
cana-653	13	1	performance	performance	NOUN
cana-653	13	2	metrics	metric	NOUN
cana-653	13	3	such	such	ADJ
cana-653	13	4	as	as	ADP
cana-653	13	5	mae	mae	PROPN
cana-653	13	6	,	,	PUNCT
cana-653	13	7	rmse	rmse	NOUN
cana-653	13	8	,	,	PUNCT
cana-653	13	9	mpe	mpe	PROPN
cana-653	13	10	and	and	CCONJ
cana-653	13	11	forecast	forecast	NOUN
cana-653	13	12	bias	bias	NOUN
cana-653	13	13	are	be	AUX
cana-653	13	14	used	use	VERB
cana-653	13	15	to	to	PART
cana-653	13	16	assess	assess	VERB
cana-653	13	17	the	the	DET
cana-653	13	18	accuracy	accuracy	NOUN
cana-653	13	19	and	and	CCONJ
cana-653	13	20	precision	precision	NOUN
cana-653	13	21	of	of	ADP
cana-653	13	22	gdp	gdp	NOUN
cana-653	13	23	growth	growth	NOUN
cana-653	13	24	forecasts	forecast	NOUN
cana-653	13	25	.	.	PUNCT
cana-653	14	1	the	the	DET
cana-653	14	2	proposed	propose	VERB
cana-653	14	3	system	system	NOUN
cana-653	14	4	has	have	AUX
cana-653	14	5	achieved	achieve	VERB
cana-653	14	6	better	well	ADJ
cana-653	14	7	performance	performance	NOUN
cana-653	14	8	compared	compare	VERB
cana-653	14	9	to	to	ADP
cana-653	14	10	existing	exist	VERB
cana-653	14	11	methods	method	NOUN
cana-653	14	12	.	.	PUNCT
cana-653	15	1	keywords	keyword	NOUN
cana-653	15	2	:	:	PUNCT
cana-653	15	3	forecasting	forecasting	NOUN
cana-653	15	4	,	,	PUNCT
cana-653	15	5	gdp	gdp	NOUN
cana-653	15	6	growth	growth	NOUN
cana-653	15	7	,	,	PUNCT
cana-653	15	8	modified	modify	VERB
cana-653	15	9	long	long	ADJ
cana-653	15	10	short	short	ADJ
cana-653	15	11	-	-	PUNCT
cana-653	15	12	term	term	NOUN
cana-653	15	13	memory	memory	NOUN
cana-653	15	14	(	(	PUNCT
cana-653	15	15	lstm	lstm	NOUN
cana-653	15	16	)	)	PUNCT
cana-653	15	17	model	model	NOUN
cana-653	15	18	,	,	PUNCT
cana-653	15	19	corporate	corporate	ADJ
cana-653	15	20	planning	planning	NOUN
cana-653	15	21	,	,	PUNCT
cana-653	15	22	investment	investment	NOUN
cana-653	15	23	strategies	strategy	NOUN
cana-653	15	24	,	,	PUNCT
cana-653	15	25	stochastic	stochastic	ADJ
cana-653	15	26	gradient	gradient	ADJ
cana-653	15	27	descent	descent	NOUN
cana-653	15	28	(	(	PUNCT
cana-653	15	29	sgd	sgd	PROPN
cana-653	15	30	)	)	PUNCT
cana-653	15	31	,	,	PUNCT
cana-653	15	32	accurate	accurate	ADJ
cana-653	15	33	forecasting	forecasting	NOUN
cana-653	15	34	,	,	PUNCT
cana-653	15	35	imputation	imputation	NOUN
cana-653	15	36	approaches	approach	NOUN
cana-653	15	37	,	,	PUNCT
cana-653	15	38	outlier	outlier	NOUN
cana-653	15	39	identification	identification	NOUN
cana-653	15	40	,	,	PUNCT
cana-653	15	41	missing	miss	VERB
cana-653	15	42	data	data	NOUN
cana-653	15	43	imputation	imputation	NOUN
cana-653	15	44	.	.	PUNCT
cana-653	16	1	1	1	X
cana-653	16	2	.	.	X
cana-653	16	3	introduction	introduction	NOUN
cana-653	16	4	gdp	gdp	NOUN
cana-653	16	5	(	(	PUNCT
cana-653	16	6	gross	gross	ADJ
cana-653	16	7	domestic	domestic	ADJ
cana-653	16	8	product	product	NOUN
cana-653	16	9	)	)	PUNCT
cana-653	16	10	growth	growth	NOUN
cana-653	16	11	forecasting	forecasting	NOUN
cana-653	16	12	is	be	AUX
cana-653	16	13	critical	critical	ADJ
cana-653	16	14	in	in	ADP
cana-653	16	15	analysing	analyse	VERB
cana-653	16	16	a	a	DET
cana-653	16	17	country	country	NOUN
cana-653	16	18	's	's	PART
cana-653	16	19	economic	economic	ADJ
cana-653	16	20	outlook	outlook	NOUN
cana-653	16	21	.	.	PUNCT
cana-653	17	1	it	it	PRON
cana-653	17	2	provides	provide	VERB
cana-653	17	3	vital	vital	ADJ
cana-653	17	4	insights	insight	NOUN
cana-653	17	5	into	into	ADP
cana-653	17	6	the	the	DET
cana-653	17	7	predicted	predict	VERB
cana-653	17	8	trajectory	trajectory	NOUN
cana-653	17	9	of	of	ADP
cana-653	17	10	economic	economic	ADJ
cana-653	17	11	performance	performance	NOUN
cana-653	17	12	,	,	PUNCT
cana-653	17	13	supports	support	VERB
cana-653	17	14	policy	policy	NOUN
cana-653	17	15	creation	creation	NOUN
cana-653	17	16	,	,	PUNCT
cana-653	17	17	and	and	CCONJ
cana-653	17	18	assists	assist	VERB
cana-653	17	19	firms	firm	NOUN
cana-653	17	20	in	in	ADP
cana-653	17	21	making	make	VERB
cana-653	17	22	educated	educate	VERB
cana-653	17	23	decisions	decision	NOUN
cana-653	17	24	.	.	PUNCT
cana-653	18	1	this	this	DET
cana-653	18	2	topic	topic	NOUN
cana-653	18	3	focuses	focus	VERB
cana-653	18	4	on	on	ADP
cana-653	18	5	estimating	estimate	VERB
cana-653	18	6	gdp	gdp	NOUN
cana-653	18	7	growth	growth	NOUN
cana-653	18	8	for	for	ADP
cana-653	18	9	india	india	PROPN
cana-653	18	10	,	,	PUNCT
cana-653	18	11	a	a	DET
cana-653	18	12	fast	fast	ADV
cana-653	18	13	-	-	PUNCT
cana-653	18	14	rising	rise	VERB
cana-653	18	15	economy	economy	NOUN
cana-653	18	16	with	with	ADP
cana-653	18	17	diversified	diversified	ADJ
cana-653	18	18	industries	industry	NOUN
cana-653	18	19	and	and	CCONJ
cana-653	18	20	a	a	DET
cana-653	18	21	major	major	ADJ
cana-653	18	22	worldwide	worldwide	ADJ
cana-653	18	23	presence	presence	NOUN
cana-653	18	24	.	.	PUNCT
cana-653	19	1	india	india	PROPN
cana-653	19	2	's	's	PART
cana-653	19	3	economic	economic	ADJ
cana-653	19	4	growth	growth	NOUN
cana-653	19	5	has	have	AUX
cana-653	19	6	drawn	draw	VERB
cana-653	19	7	international	international	ADJ
cana-653	19	8	interest	interest	NOUN
cana-653	19	9	due	due	ADP
cana-653	19	10	to	to	ADP
cana-653	19	11	its	its	PRON
cana-653	19	12	large	large	ADJ
cana-653	19	13	population	population	NOUN
cana-653	19	14	,	,	PUNCT
cana-653	19	15	market	market	NOUN
cana-653	19	16	potential	potential	NOUN
cana-653	19	17	,	,	PUNCT
cana-653	19	18	and	and	CCONJ
cana-653	19	19	growing	grow	VERB
cana-653	19	20	integration	integration	NOUN
cana-653	19	21	into	into	ADP
cana-653	19	22	the	the	DET
cana-653	19	23	global	global	ADJ
cana-653	19	24	economy	economy	NOUN
cana-653	19	25	.	.	PUNCT
cana-653	20	1	accurate	accurate	ADJ
cana-653	20	2	gdp	gdp	NOUN
cana-653	20	3	growth	growth	NOUN
cana-653	20	4	forecasting	forecasting	NOUN
cana-653	20	5	allows	allow	VERB
cana-653	20	6	governments	government	NOUN
cana-653	20	7	,	,	PUNCT
cana-653	20	8	investors	investor	NOUN
cana-653	20	9	,	,	PUNCT
cana-653	20	10	and	and	CCONJ
cana-653	20	11	businesses	business	NOUN
cana-653	20	12	to	to	PART
cana-653	20	13	project	project	VERB
cana-653	20	14	future	future	ADJ
cana-653	20	15	economic	economic	ADJ
cana-653	20	16	trends	trend	NOUN
cana-653	20	17	,	,	PUNCT
cana-653	20	18	detect	detect	VERB
cana-653	20	19	risks	risk	NOUN
cana-653	20	20	,	,	PUNCT
cana-653	20	21	and	and	CCONJ
cana-653	20	22	capitalize	capitalize	VERB
cana-653	20	23	on	on	ADP
cana-653	20	24	opportunities	opportunity	NOUN
cana-653	20	25	[	[	X
cana-653	20	26	1	1	NUM
cana-653	20	27	]	]	PUNCT
cana-653	20	28	.	.	PUNCT
cana-653	21	1	communications	communication	NOUN
cana-653	21	2	on	on	ADP
cana-653	21	3	applied	apply	VERB
cana-653	21	4	nonlinear	nonlinear	ADJ
cana-653	21	5	analysis	analysis	NOUN
cana-653	21	6	issn	issn	NOUN
cana-653	21	7	:	:	PUNCT
cana-653	21	8	1074	1074	NUM
cana-653	21	9	-	-	PUNCT
cana-653	21	10	133x	133x	NUM
cana-653	21	11	vol	vol	NOUN
cana-653	21	12	31	31	NUM
cana-653	21	13	no	no	NOUN
cana-653	21	14	.	.	PUNCT
cana-653	22	1	2s	2s	NUM
cana-653	22	2	(	(	PUNCT
cana-653	22	3	2024	2024	NUM
cana-653	22	4	)	)	PUNCT
cana-653	22	5	340	340	NUM
cana-653	22	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	22	7	forecasting	forecast	VERB
cana-653	22	8	gdp	gdp	NOUN
cana-653	22	9	growth	growth	NOUN
cana-653	22	10	in	in	ADP
cana-653	22	11	india	india	PROPN
cana-653	22	12	entails	entail	VERB
cana-653	22	13	looking	look	VERB
cana-653	22	14	at	at	ADP
cana-653	22	15	a	a	DET
cana-653	22	16	variety	variety	NOUN
cana-653	22	17	of	of	ADP
cana-653	22	18	factors	factor	NOUN
cana-653	22	19	such	such	ADJ
cana-653	22	20	as	as	ADP
cana-653	22	21	domestic	domestic	ADJ
cana-653	22	22	consumption	consumption	NOUN
cana-653	22	23	,	,	PUNCT
cana-653	22	24	investment	investment	NOUN
cana-653	22	25	levels	level	NOUN
cana-653	22	26	,	,	PUNCT
cana-653	22	27	government	government	NOUN
cana-653	22	28	spending	spending	NOUN
cana-653	22	29	,	,	PUNCT
cana-653	22	30	global	global	ADJ
cana-653	22	31	trade	trade	NOUN
cana-653	22	32	dynamics	dynamic	NOUN
cana-653	22	33	,	,	PUNCT
cana-653	22	34	inflation	inflation	NOUN
cana-653	22	35	,	,	PUNCT
cana-653	22	36	and	and	CCONJ
cana-653	22	37	monetary	monetary	ADJ
cana-653	22	38	policy	policy	NOUN
cana-653	22	39	.	.	PUNCT
cana-653	23	1	furthermore	furthermore	ADV
cana-653	23	2	,	,	PUNCT
cana-653	23	3	demographic	demographic	ADJ
cana-653	23	4	trends	trend	NOUN
cana-653	23	5	,	,	PUNCT
cana-653	23	6	technical	technical	ADJ
cana-653	23	7	improvements	improvement	NOUN
cana-653	23	8	,	,	PUNCT
cana-653	23	9	infrastructure	infrastructure	NOUN
cana-653	23	10	development	development	NOUN
cana-653	23	11	,	,	PUNCT
cana-653	23	12	and	and	CCONJ
cana-653	23	13	social	social	ADJ
cana-653	23	14	indices	index	NOUN
cana-653	23	15	all	all	PRON
cana-653	23	16	contribute	contribute	VERB
cana-653	23	17	to	to	ADP
cana-653	23	18	predicting	predict	VERB
cana-653	23	19	[	[	X
cana-653	23	20	2,3	2,3	NUM
cana-653	23	21	]	]	PUNCT
cana-653	23	22	.	.	PUNCT
cana-653	24	1	forecasts	forecast	NOUN
cana-653	24	2	for	for	ADP
cana-653	24	3	gdp	gdp	NOUN
cana-653	24	4	growth	growth	NOUN
cana-653	24	5	are	be	AUX
cana-653	24	6	often	often	ADV
cana-653	24	7	generated	generate	VERB
cana-653	24	8	by	by	ADP
cana-653	24	9	government	government	NOUN
cana-653	24	10	agencies	agency	NOUN
cana-653	24	11	,	,	PUNCT
cana-653	24	12	international	international	ADJ
cana-653	24	13	organizations	organization	NOUN
cana-653	24	14	,	,	PUNCT
cana-653	24	15	academic	academic	ADJ
cana-653	24	16	institutions	institution	NOUN
cana-653	24	17	,	,	PUNCT
cana-653	24	18	and	and	CCONJ
cana-653	24	19	financial	financial	ADJ
cana-653	24	20	firms	firm	NOUN
cana-653	24	21	.	.	PUNCT
cana-653	25	1	these	these	DET
cana-653	25	2	forecasts	forecast	NOUN
cana-653	25	3	are	be	AUX
cana-653	25	4	useful	useful	ADJ
cana-653	25	5	for	for	ADP
cana-653	25	6	policymakers	policymaker	NOUN
cana-653	25	7	designing	design	VERB
cana-653	25	8	fiscal	fiscal	ADJ
cana-653	25	9	and	and	CCONJ
cana-653	25	10	monetary	monetary	ADJ
cana-653	25	11	policies	policy	NOUN
cana-653	25	12	to	to	PART
cana-653	25	13	generate	generate	VERB
cana-653	25	14	growth	growth	NOUN
cana-653	25	15	,	,	PUNCT
cana-653	25	16	maintain	maintain	VERB
cana-653	25	17	price	price	NOUN
cana-653	25	18	stability	stability	NOUN
cana-653	25	19	,	,	PUNCT
cana-653	25	20	and	and	CCONJ
cana-653	25	21	promote	promote	VERB
cana-653	25	22	inclusive	inclusive	ADJ
cana-653	25	23	development	development	NOUN
cana-653	25	24	[	[	X
cana-653	25	25	4	4	NUM
cana-653	25	26	]	]	PUNCT
cana-653	25	27	.	.	PUNCT
cana-653	26	1	the	the	DET
cana-653	26	2	indian	indian	ADJ
cana-653	26	3	economy	economy	NOUN
cana-653	26	4	has	have	AUX
cana-653	26	5	demonstrated	demonstrate	VERB
cana-653	26	6	endurance	endurance	NOUN
cana-653	26	7	and	and	CCONJ
cana-653	26	8	adaptation	adaptation	NOUN
cana-653	26	9	over	over	ADP
cana-653	26	10	the	the	DET
cana-653	26	11	years	year	NOUN
cana-653	26	12	,	,	PUNCT
cana-653	26	13	with	with	ADP
cana-653	26	14	times	time	NOUN
cana-653	26	15	of	of	ADP
cana-653	26	16	tremendous	tremendous	ADJ
cana-653	26	17	growth	growth	NOUN
cana-653	26	18	as	as	ADV
cana-653	26	19	well	well	ADV
cana-653	26	20	as	as	ADP
cana-653	26	21	occasional	occasional	ADJ
cana-653	26	22	setbacks	setback	NOUN
cana-653	26	23	.	.	PUNCT
cana-653	27	1	understanding	understanding	NOUN
cana-653	27	2	and	and	CCONJ
cana-653	27	3	forecasting	forecasting	NOUN
cana-653	27	4	growth	growth	NOUN
cana-653	27	5	determinants	determinant	NOUN
cana-653	27	6	is	be	AUX
cana-653	27	7	critical	critical	ADJ
cana-653	27	8	for	for	ADP
cana-653	27	9	successful	successful	ADJ
cana-653	27	10	planning	planning	NOUN
cana-653	27	11	,	,	PUNCT
cana-653	27	12	resource	resource	NOUN
cana-653	27	13	allocation	allocation	NOUN
cana-653	27	14	,	,	PUNCT
cana-653	27	15	and	and	CCONJ
cana-653	27	16	policy	policy	NOUN
cana-653	27	17	interventions	intervention	NOUN
cana-653	27	18	[	[	X
cana-653	27	19	5	5	NUM
cana-653	27	20	]	]	PUNCT
cana-653	27	21	.	.	PUNCT
cana-653	28	1	it	it	PRON
cana-653	28	2	is	be	AUX
cana-653	28	3	crucial	crucial	ADJ
cana-653	28	4	to	to	PART
cana-653	28	5	highlight	highlight	VERB
cana-653	28	6	that	that	PRON
cana-653	28	7	estimating	estimate	VERB
cana-653	28	8	gdp	gdp	NOUN
cana-653	28	9	growth	growth	NOUN
cana-653	28	10	is	be	AUX
cana-653	28	11	subject	subject	ADJ
cana-653	28	12	to	to	ADP
cana-653	28	13	inherent	inherent	ADJ
cana-653	28	14	uncertainties	uncertainty	NOUN
cana-653	28	15	and	and	CCONJ
cana-653	28	16	limits	limit	NOUN
cana-653	28	17	.	.	PUNCT
cana-653	29	1	natural	natural	ADJ
cana-653	29	2	disasters	disaster	NOUN
cana-653	29	3	,	,	PUNCT
cana-653	29	4	geopolitical	geopolitical	ADJ
cana-653	29	5	conflicts	conflict	NOUN
cana-653	29	6	,	,	PUNCT
cana-653	29	7	global	global	ADJ
cana-653	29	8	economic	economic	ADJ
cana-653	29	9	downturns	downturn	NOUN
cana-653	29	10	,	,	PUNCT
cana-653	29	11	or	or	CCONJ
cana-653	29	12	policy	policy	NOUN
cana-653	29	13	changes	change	NOUN
cana-653	29	14	can	can	AUX
cana-653	29	15	all	all	PRON
cana-653	29	16	have	have	VERB
cana-653	29	17	a	a	DET
cana-653	29	18	substantial	substantial	ADJ
cana-653	29	19	impact	impact	NOUN
cana-653	29	20	on	on	ADP
cana-653	29	21	actual	actual	ADJ
cana-653	29	22	growth	growth	NOUN
cana-653	29	23	outcomes	outcome	NOUN
cana-653	29	24	.	.	PUNCT
cana-653	30	1	as	as	ADP
cana-653	30	2	a	a	DET
cana-653	30	3	result	result	NOUN
cana-653	30	4	,	,	PUNCT
cana-653	30	5	forecasting	forecasting	NOUN
cana-653	30	6	models	model	NOUN
cana-653	30	7	include	include	VERB
cana-653	30	8	assumptions	assumption	NOUN
cana-653	30	9	and	and	CCONJ
cana-653	30	10	sensitivity	sensitivity	NOUN
cana-653	30	11	studies	study	NOUN
cana-653	30	12	to	to	PART
cana-653	30	13	account	account	VERB
cana-653	30	14	for	for	ADP
cana-653	30	15	potential	potential	ADJ
cana-653	30	16	risks	risk	NOUN
cana-653	30	17	and	and	CCONJ
cana-653	30	18	uncertainties	uncertainty	NOUN
cana-653	30	19	.	.	PUNCT
cana-653	31	1	this	this	DET
cana-653	31	2	discussion	discussion	NOUN
cana-653	31	3	on	on	ADP
cana-653	31	4	gdp	gdp	NOUN
cana-653	31	5	growth	growth	NOUN
cana-653	31	6	forecasting	forecasting	NOUN
cana-653	31	7	for	for	ADP
cana-653	31	8	india	india	PROPN
cana-653	31	9	attempts	attempt	NOUN
cana-653	31	10	to	to	PART
cana-653	31	11	provide	provide	VERB
cana-653	31	12	insights	insight	NOUN
cana-653	31	13	into	into	ADP
cana-653	31	14	the	the	DET
cana-653	31	15	methodology	methodology	NOUN
cana-653	31	16	,	,	PUNCT
cana-653	31	17	challenges	challenge	NOUN
cana-653	31	18	,	,	PUNCT
cana-653	31	19	and	and	CCONJ
cana-653	31	20	importance	importance	NOUN
cana-653	31	21	of	of	ADP
cana-653	31	22	effectively	effectively	ADV
cana-653	31	23	projecting	project	VERB
cana-653	31	24	the	the	DET
cana-653	31	25	economic	economic	ADJ
cana-653	31	26	growth	growth	NOUN
cana-653	31	27	trajectory	trajectory	NOUN
cana-653	31	28	.	.	PUNCT
cana-653	32	1	by	by	ADP
cana-653	32	2	understanding	understand	VERB
cana-653	32	3	the	the	DET
cana-653	32	4	elements	element	NOUN
cana-653	32	5	that	that	PRON
cana-653	32	6	drive	drive	VERB
cana-653	32	7	growth	growth	NOUN
cana-653	32	8	and	and	CCONJ
cana-653	32	9	the	the	DET
cana-653	32	10	complexities	complexity	NOUN
cana-653	32	11	of	of	ADP
cana-653	32	12	forecasting	forecasting	NOUN
cana-653	32	13	,	,	PUNCT
cana-653	32	14	stakeholders	stakeholder	NOUN
cana-653	32	15	may	may	AUX
cana-653	32	16	make	make	VERB
cana-653	32	17	intelligent	intelligent	ADJ
cana-653	32	18	choices	choice	NOUN
cana-653	32	19	,	,	PUNCT
cana-653	32	20	avoid	avoid	VERB
cana-653	32	21	risks	risk	NOUN
cana-653	32	22	,	,	PUNCT
cana-653	32	23	and	and	CCONJ
cana-653	32	24	contribute	contribute	VERB
cana-653	32	25	to	to	ADP
cana-653	32	26	india	india	PROPN
cana-653	32	27	's	's	PART
cana-653	32	28	sustainable	sustainable	ADJ
cana-653	32	29	and	and	CCONJ
cana-653	32	30	inclusive	inclusive	ADJ
cana-653	32	31	economic	economic	ADJ
cana-653	32	32	growth	growth	NOUN
cana-653	32	33	.	.	PUNCT
cana-653	33	1	mohanty	mohanty	PROPN
cana-653	33	2	et	et	PROPN
cana-653	33	3	al	al	PROPN
cana-653	33	4	.	.	PROPN
cana-653	34	1	(	(	PUNCT
cana-653	34	2	2019	2019	NUM
cana-653	34	3	)	)	PUNCT
cana-653	35	1	[	[	X
cana-653	35	2	6	6	NUM
cana-653	35	3	]	]	PUNCT
cana-653	35	4	highlighted	highlight	VERB
cana-653	35	5	the	the	DET
cana-653	35	6	importance	importance	NOUN
cana-653	35	7	of	of	ADP
cana-653	35	8	evaluating	evaluate	VERB
cana-653	35	9	numerous	numerous	ADJ
cana-653	35	10	elements	element	NOUN
cana-653	35	11	in	in	ADP
cana-653	35	12	estimating	estimate	VERB
cana-653	35	13	india	india	PROPN
cana-653	35	14	's	's	PART
cana-653	35	15	gdp	gdp	NOUN
cana-653	35	16	growth	growth	NOUN
cana-653	35	17	in	in	ADP
cana-653	35	18	a	a	DET
cana-653	35	19	single	single	ADJ
cana-653	35	20	study	study	NOUN
cana-653	35	21	.	.	PUNCT
cana-653	36	1	the	the	DET
cana-653	36	2	study	study	NOUN
cana-653	36	3	emphasizes	emphasize	VERB
cana-653	36	4	the	the	DET
cana-653	36	5	need	need	NOUN
cana-653	36	6	of	of	ADP
cana-653	36	7	evaluating	evaluate	VERB
cana-653	36	8	domestic	domestic	ADJ
cana-653	36	9	consumption	consumption	NOUN
cana-653	36	10	,	,	PUNCT
cana-653	36	11	investment	investment	NOUN
cana-653	36	12	levels	level	NOUN
cana-653	36	13	,	,	PUNCT
cana-653	36	14	government	government	NOUN
cana-653	36	15	expenditure	expenditure	NOUN
cana-653	36	16	,	,	PUNCT
cana-653	36	17	global	global	ADJ
cana-653	36	18	trade	trade	NOUN
cana-653	36	19	dynamics	dynamic	NOUN
cana-653	36	20	,	,	PUNCT
cana-653	36	21	inflation	inflation	NOUN
cana-653	36	22	,	,	PUNCT
cana-653	36	23	and	and	CCONJ
cana-653	36	24	monetary	monetary	ADJ
cana-653	36	25	policy	policy	NOUN
cana-653	36	26	as	as	ADP
cana-653	36	27	significant	significant	ADJ
cana-653	36	28	factors	factor	NOUN
cana-653	36	29	of	of	ADP
cana-653	36	30	economic	economic	ADJ
cana-653	36	31	growth	growth	NOUN
cana-653	36	32	.	.	PUNCT
cana-653	37	1	the	the	DET
cana-653	37	2	writers	writer	NOUN
cana-653	37	3	also	also	ADV
cana-653	37	4	highlight	highlight	VERB
cana-653	37	5	the	the	DET
cana-653	37	6	importance	importance	NOUN
cana-653	37	7	of	of	ADP
cana-653	37	8	demographic	demographic	ADJ
cana-653	37	9	trends	trend	NOUN
cana-653	37	10	,	,	PUNCT
cana-653	37	11	technical	technical	ADJ
cana-653	37	12	breakthroughs	breakthrough	NOUN
cana-653	37	13	,	,	PUNCT
cana-653	37	14	infrastructure	infrastructure	NOUN
cana-653	37	15	development	development	NOUN
cana-653	37	16	,	,	PUNCT
cana-653	37	17	and	and	CCONJ
cana-653	37	18	social	social	ADJ
cana-653	37	19	factors	factor	NOUN
cana-653	37	20	in	in	ADP
cana-653	37	21	influencing	influence	VERB
cana-653	37	22	india	india	PROPN
cana-653	37	23	's	's	PART
cana-653	37	24	developmental	developmental	ADJ
cana-653	37	25	trajectory	trajectory	NOUN
cana-653	37	26	.	.	PUNCT
cana-653	38	1	kumar	kumar	PROPN
cana-653	38	2	and	and	CCONJ
cana-653	38	3	pal	pal	ADJ
cana-653	38	4	(	(	PUNCT
cana-653	38	5	2018	2018	NUM
cana-653	38	6	)	)	PUNCT
cana-653	38	7	et	et	PROPN
cana-653	38	8	al	al	PROPN
cana-653	38	9	.	.	PUNCT
cana-653	39	1	[	[	X
cana-653	39	2	7	7	X
cana-653	39	3	]	]	PUNCT
cana-653	39	4	addresses	address	NOUN
cana-653	39	5	the	the	DET
cana-653	39	6	significance	significance	NOUN
cana-653	39	7	of	of	ADP
cana-653	39	8	financial	financial	ADJ
cana-653	39	9	and	and	CCONJ
cana-653	39	10	banking	banking	NOUN
cana-653	39	11	sector	sector	NOUN
cana-653	39	12	indicators	indicator	NOUN
cana-653	39	13	in	in	ADP
cana-653	39	14	gdp	gdp	NOUN
cana-653	39	15	growth	growth	NOUN
cana-653	39	16	prediction	prediction	NOUN
cana-653	39	17	for	for	ADP
cana-653	39	18	india	india	PROPN
cana-653	39	19	.	.	PUNCT
cana-653	40	1	according	accord	VERB
cana-653	40	2	to	to	ADP
cana-653	40	3	the	the	DET
cana-653	40	4	study	study	NOUN
cana-653	40	5	,	,	PUNCT
cana-653	40	6	variables	variable	NOUN
cana-653	40	7	such	such	ADJ
cana-653	40	8	as	as	ADP
cana-653	40	9	bank	bank	NOUN
cana-653	40	10	credit	credit	NOUN
cana-653	40	11	,	,	PUNCT
cana-653	40	12	interest	interest	NOUN
cana-653	40	13	rates	rate	NOUN
cana-653	40	14	,	,	PUNCT
cana-653	40	15	stock	stock	NOUN
cana-653	40	16	market	market	NOUN
cana-653	40	17	performance	performance	NOUN
cana-653	40	18	,	,	PUNCT
cana-653	40	19	and	and	CCONJ
cana-653	40	20	financial	financial	ADJ
cana-653	40	21	stability	stability	NOUN
cana-653	40	22	indicators	indicator	NOUN
cana-653	40	23	might	might	AUX
cana-653	40	24	provide	provide	VERB
cana-653	40	25	essential	essential	ADJ
cana-653	40	26	insights	insight	NOUN
cana-653	40	27	into	into	ADP
cana-653	40	28	future	future	ADJ
cana-653	40	29	economic	economic	ADJ
cana-653	40	30	growth	growth	NOUN
cana-653	40	31	tendencies	tendency	NOUN
cana-653	40	32	.	.	PUNCT
cana-653	41	1	these	these	DET
cana-653	41	2	statistics	statistic	NOUN
cana-653	41	3	indicate	indicate	VERB
cana-653	41	4	the	the	DET
cana-653	41	5	overall	overall	ADJ
cana-653	41	6	health	health	NOUN
cana-653	41	7	and	and	CCONJ
cana-653	41	8	performance	performance	NOUN
cana-653	41	9	of	of	ADP
cana-653	41	10	the	the	DET
cana-653	41	11	financial	financial	ADJ
cana-653	41	12	sector	sector	NOUN
cana-653	41	13	,	,	PUNCT
cana-653	41	14	which	which	PRON
cana-653	41	15	supports	support	VERB
cana-653	41	16	investment	investment	NOUN
cana-653	41	17	and	and	CCONJ
cana-653	41	18	economic	economic	ADJ
cana-653	41	19	activity	activity	NOUN
cana-653	41	20	.	.	PUNCT
cana-653	42	1	furthermore	furthermore	ADV
cana-653	42	2	,	,	PUNCT
cana-653	42	3	mohapatra	mohapatra	PROPN
cana-653	42	4	and	and	CCONJ
cana-653	42	5	ghosh	ghosh	PROPN
cana-653	42	6	(	(	PUNCT
cana-653	42	7	2017	2017	NUM
cana-653	42	8	)	)	PUNCT
cana-653	43	1	[	[	X
cana-653	43	2	8	8	NUM
cana-653	43	3	]	]	PUNCT
cana-653	43	4	investigated	investigate	VERB
cana-653	43	5	the	the	DET
cana-653	43	6	role	role	NOUN
cana-653	43	7	of	of	ADP
cana-653	43	8	global	global	ADJ
cana-653	43	9	influences	influence	NOUN
cana-653	43	10	in	in	ADP
cana-653	43	11	estimating	estimate	VERB
cana-653	43	12	india	india	PROPN
cana-653	43	13	's	's	PART
cana-653	43	14	gdp	gdp	NOUN
cana-653	43	15	growth	growth	NOUN
cana-653	43	16	.	.	PUNCT
cana-653	44	1	according	accord	VERB
cana-653	44	2	to	to	ADP
cana-653	44	3	the	the	DET
cana-653	44	4	report	report	NOUN
cana-653	44	5	,	,	PUNCT
cana-653	44	6	global	global	ADJ
cana-653	44	7	economic	economic	ADJ
cana-653	44	8	growth	growth	NOUN
cana-653	44	9	,	,	PUNCT
cana-653	44	10	commodity	commodity	NOUN
cana-653	44	11	prices	price	NOUN
cana-653	44	12	,	,	PUNCT
cana-653	44	13	exchange	exchange	NOUN
cana-653	44	14	rates	rate	NOUN
cana-653	44	15	,	,	PUNCT
cana-653	44	16	and	and	CCONJ
cana-653	44	17	international	international	ADJ
cana-653	44	18	trade	trade	NOUN
cana-653	44	19	dynamics	dynamic	NOUN
cana-653	44	20	all	all	PRON
cana-653	44	21	substantially	substantially	ADV
cana-653	44	22	impact	impact	VERB
cana-653	44	23	india	india	PROPN
cana-653	44	24	's	's	PART
cana-653	44	25	financial	financial	ADJ
cana-653	44	26	performance	performance	NOUN
cana-653	44	27	.	.	PUNCT
cana-653	45	1	understanding	understand	VERB
cana-653	45	2	the	the	DET
cana-653	45	3	interplay	interplay	NOUN
cana-653	45	4	of	of	ADP
cana-653	45	5	domestic	domestic	ADJ
cana-653	45	6	and	and	CCONJ
cana-653	45	7	global	global	ADJ
cana-653	45	8	factors	factor	NOUN
cana-653	45	9	is	be	AUX
cana-653	45	10	critical	critical	ADJ
cana-653	45	11	for	for	ADP
cana-653	45	12	estimating	estimate	VERB
cana-653	45	13	gdp	gdp	NOUN
cana-653	45	14	growth	growth	NOUN
cana-653	45	15	and	and	CCONJ
cana-653	45	16	analyzing	analyze	VERB
cana-653	45	17	the	the	DET
cana-653	45	18	vulnerabilities	vulnerability	NOUN
cana-653	45	19	and	and	CCONJ
cana-653	45	20	risks	risk	NOUN
cana-653	45	21	associated	associate	VERB
cana-653	45	22	with	with	ADP
cana-653	45	23	foreign	foreign	ADJ
cana-653	45	24	economic	economic	ADJ
cana-653	45	25	shocks	shock	NOUN
cana-653	45	26	.	.	PUNCT
cana-653	46	1	it	it	PRON
cana-653	46	2	is	be	AUX
cana-653	46	3	crucial	crucial	ADJ
cana-653	46	4	to	to	PART
cana-653	46	5	remember	remember	VERB
cana-653	46	6	that	that	SCONJ
cana-653	46	7	projecting	project	VERB
cana-653	46	8	gdp	gdp	NOUN
cana-653	46	9	growth	growth	NOUN
cana-653	46	10	is	be	AUX
cana-653	46	11	challenging	challenge	VERB
cana-653	46	12	due	due	ADJ
cana-653	46	13	to	to	ADP
cana-653	46	14	the	the	DET
cana-653	46	15	inherent	inherent	ADJ
cana-653	46	16	uncertainties	uncertainty	NOUN
cana-653	46	17	and	and	CCONJ
cana-653	46	18	complexities	complexity	NOUN
cana-653	46	19	of	of	ADP
cana-653	46	20	the	the	DET
cana-653	46	21	global	global	ADJ
cana-653	46	22	economic	economic	ADJ
cana-653	46	23	environment	environment	NOUN
cana-653	46	24	.	.	PUNCT
cana-653	47	1	research	research	NOUN
cana-653	47	2	studies	study	NOUN
cana-653	47	3	frequently	frequently	ADV
cana-653	47	4	highlight	highlight	VERB
cana-653	47	5	the	the	DET
cana-653	47	6	limitations	limitation	NOUN
cana-653	47	7	and	and	CCONJ
cana-653	47	8	potential	potential	ADJ
cana-653	47	9	risks	risk	NOUN
cana-653	47	10	connected	connect	VERB
cana-653	47	11	with	with	ADP
cana-653	47	12	forecasting	forecasting	NOUN
cana-653	47	13	.	.	PUNCT
cana-653	48	1	for	for	ADP
cana-653	48	2	example	example	NOUN
cana-653	48	3	,	,	PUNCT
cana-653	48	4	vohra	vohra	NOUN
cana-653	48	5	and	and	CCONJ
cana-653	48	6	singh	singh	PROPN
cana-653	48	7	(	(	PUNCT
cana-653	48	8	2019	2019	NUM
cana-653	48	9	)	)	PUNCT
cana-653	49	1	[	[	X
cana-653	49	2	9	9	NUM
cana-653	49	3	]	]	PUNCT
cana-653	49	4	explore	explore	VERB
cana-653	49	5	the	the	DET
cana-653	49	6	difficulties	difficulty	NOUN
cana-653	49	7	of	of	ADP
cana-653	49	8	estimating	estimate	VERB
cana-653	49	9	india	india	PROPN
cana-653	49	10	's	's	PART
cana-653	49	11	gdp	gdp	NOUN
cana-653	49	12	growth	growth	NOUN
cana-653	49	13	,	,	PUNCT
cana-653	49	14	including	include	VERB
cana-653	49	15	data	datum	NOUN
cana-653	49	16	limitations	limitation	NOUN
cana-653	49	17	,	,	PUNCT
cana-653	49	18	structural	structural	ADJ
cana-653	49	19	changes	change	NOUN
cana-653	49	20	,	,	PUNCT
cana-653	49	21	and	and	CCONJ
cana-653	49	22	the	the	DET
cana-653	49	23	problem	problem	NOUN
cana-653	49	24	of	of	ADP
cana-653	49	25	capturing	capture	VERB
cana-653	49	26	the	the	DET
cana-653	49	27	influence	influence	NOUN
cana-653	49	28	of	of	ADP
cana-653	49	29	policy	policy	NOUN
cana-653	49	30	improvements	improvement	NOUN
cana-653	49	31	.	.	PUNCT
cana-653	50	1	they	they	PRON
cana-653	50	2	underline	underline	VERB
cana-653	50	3	the	the	DET
cana-653	50	4	need	need	NOUN
cana-653	50	5	for	for	ADP
cana-653	50	6	robust	robust	ADJ
cana-653	50	7	forecasting	forecasting	NOUN
cana-653	50	8	models	model	NOUN
cana-653	50	9	that	that	PRON
cana-653	50	10	account	account	VERB
cana-653	50	11	for	for	ADP
cana-653	50	12	these	these	DET
cana-653	50	13	issues	issue	NOUN
cana-653	50	14	to	to	PART
cana-653	50	15	give	give	VERB
cana-653	50	16	credible	credible	ADJ
cana-653	50	17	projections	projection	NOUN
cana-653	50	18	.	.	PUNCT
cana-653	51	1	given	give	VERB
cana-653	51	2	the	the	DET
cana-653	51	3	significance	significance	NOUN
cana-653	51	4	of	of	ADP
cana-653	51	5	gdp	gdp	NOUN
cana-653	51	6	growth	growth	NOUN
cana-653	51	7	forecasting	forecasting	NOUN
cana-653	51	8	,	,	PUNCT
cana-653	51	9	different	different	ADJ
cana-653	51	10	entities	entity	NOUN
cana-653	51	11	make	make	VERB
cana-653	51	12	forecasts	forecast	NOUN
cana-653	51	13	for	for	ADP
cana-653	51	14	india	india	PROPN
cana-653	51	15	's	's	PART
cana-653	51	16	economic	economic	ADJ
cana-653	51	17	performance	performance	NOUN
cana-653	51	18	.	.	PUNCT
cana-653	52	1	the	the	DET
cana-653	52	2	international	international	ADJ
cana-653	52	3	monetary	monetary	ADJ
cana-653	52	4	fund	fund	NOUN
cana-653	52	5	(	(	PUNCT
cana-653	52	6	imf	imf	PROPN
cana-653	52	7	)	)	PUNCT
cana-653	52	8	,	,	PUNCT
cana-653	52	9	world	world	NOUN
cana-653	52	10	bank	bank	PROPN
cana-653	52	11	,	,	PUNCT
cana-653	52	12	and	and	CCONJ
cana-653	52	13	reserve	reserve	PROPN
cana-653	52	14	bank	bank	PROPN
cana-653	52	15	of	of	ADP
cana-653	52	16	india	india	PROPN
cana-653	52	17	(	(	PUNCT
cana-653	52	18	rbi	rbi	PROPN
cana-653	52	19	)	)	PUNCT
cana-653	52	20	are	be	AUX
cana-653	52	21	among	among	ADP
cana-653	52	22	the	the	DET
cana-653	52	23	leading	lead	VERB
cana-653	52	24	organizations	organization	NOUN
cana-653	52	25	that	that	PRON
cana-653	52	26	issue	issue	VERB
cana-653	52	27	gdp	gdp	NOUN
cana-653	52	28	growth	growth	NOUN
cana-653	52	29	predictions	prediction	NOUN
cana-653	52	30	for	for	ADP
cana-653	52	31	india	india	PROPN
cana-653	52	32	.	.	PUNCT
cana-653	53	1	these	these	DET
cana-653	53	2	projections	projection	NOUN
cana-653	53	3	communications	communication	NOUN
cana-653	53	4	on	on	ADP
cana-653	53	5	applied	apply	VERB
cana-653	53	6	nonlinear	nonlinear	ADJ
cana-653	53	7	analysis	analysis	NOUN
cana-653	53	8	issn	issn	NOUN
cana-653	53	9	:	:	PUNCT
cana-653	53	10	1074	1074	NUM
cana-653	53	11	-	-	PUNCT
cana-653	53	12	133x	133x	NUM
cana-653	53	13	vol	vol	NOUN
cana-653	53	14	31	31	NUM
cana-653	53	15	no	no	NOUN
cana-653	53	16	.	.	PUNCT
cana-653	54	1	2s	2s	NUM
cana-653	54	2	(	(	PUNCT
cana-653	54	3	2024	2024	NUM
cana-653	54	4	)	)	PUNCT
cana-653	54	5	341	341	NUM
cana-653	54	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	54	7	are	be	AUX
cana-653	54	8	based	base	VERB
cana-653	54	9	on	on	ADP
cana-653	54	10	an	an	DET
cana-653	54	11	extensive	extensive	ADJ
cana-653	54	12	study	study	NOUN
cana-653	54	13	considering	consider	VERB
cana-653	54	14	domestic	domestic	ADJ
cana-653	54	15	and	and	CCONJ
cana-653	54	16	global	global	ADJ
cana-653	54	17	concerns	concern	NOUN
cana-653	54	18	,	,	PUNCT
cana-653	54	19	providing	provide	VERB
cana-653	54	20	helpful	helpful	ADJ
cana-653	54	21	information	information	NOUN
cana-653	54	22	to	to	ADP
cana-653	54	23	politicians	politician	NOUN
cana-653	54	24	,	,	PUNCT
cana-653	54	25	investors	investor	NOUN
cana-653	54	26	,	,	PUNCT
cana-653	54	27	and	and	CCONJ
cana-653	54	28	enterprises	enterprise	NOUN
cana-653	54	29	.	.	PUNCT
cana-653	55	1	understanding	understand	VERB
cana-653	55	2	the	the	DET
cana-653	55	3	context	context	NOUN
cana-653	55	4	and	and	CCONJ
cana-653	55	5	methodology	methodology	NOUN
cana-653	55	6	of	of	ADP
cana-653	55	7	gdp	gdp	NOUN
cana-653	55	8	growth	growth	NOUN
cana-653	55	9	forecasting	forecasting	NOUN
cana-653	55	10	in	in	ADP
cana-653	55	11	india	india	PROPN
cana-653	55	12	,	,	PUNCT
cana-653	55	13	as	as	SCONJ
cana-653	55	14	outlined	outline	VERB
cana-653	55	15	in	in	ADP
cana-653	55	16	research	research	NOUN
cana-653	55	17	work	work	NOUN
cana-653	55	18	,	,	PUNCT
cana-653	55	19	allows	allow	VERB
cana-653	55	20	stakeholders	stakeholder	NOUN
cana-653	55	21	to	to	PART
cana-653	55	22	make	make	VERB
cana-653	55	23	decisions	decision	NOUN
cana-653	55	24	based	base	VERB
cana-653	55	25	on	on	ADP
cana-653	55	26	information	information	NOUN
cana-653	55	27	,	,	PUNCT
cana-653	55	28	analyze	analyze	VERB
cana-653	55	29	risks	risk	NOUN
cana-653	55	30	,	,	PUNCT
cana-653	55	31	and	and	CCONJ
cana-653	55	32	contribute	contribute	VERB
cana-653	55	33	to	to	ADP
cana-653	55	34	sustainable	sustainable	ADJ
cana-653	55	35	and	and	CCONJ
cana-653	55	36	inclusive	inclusive	ADJ
cana-653	55	37	economic	economic	ADJ
cana-653	55	38	development	development	NOUN
cana-653	55	39	.	.	PUNCT
cana-653	56	1	gdp	gdp	NOUN
cana-653	56	2	(	(	PUNCT
cana-653	56	3	gross	gross	ADJ
cana-653	56	4	domestic	domestic	ADJ
cana-653	56	5	product	product	NOUN
cana-653	56	6	)	)	PUNCT
cana-653	56	7	growth	growth	NOUN
cana-653	56	8	forecasting	forecasting	NOUN
cana-653	56	9	in	in	ADP
cana-653	56	10	india	india	PROPN
cana-653	56	11	involves	involve	VERB
cana-653	56	12	continual	continual	ADJ
cana-653	56	13	study	study	NOUN
cana-653	56	14	and	and	CCONJ
cana-653	56	15	analysis	analysis	NOUN
cana-653	56	16	to	to	PART
cana-653	56	17	increase	increase	VERB
cana-653	56	18	the	the	DET
cana-653	56	19	accuracy	accuracy	NOUN
cana-653	56	20	and	and	CCONJ
cana-653	56	21	reliability	reliability	NOUN
cana-653	56	22	of	of	ADP
cana-653	56	23	estimates	estimate	NOUN
cana-653	56	24	.	.	PUNCT
cana-653	57	1	several	several	ADJ
cana-653	57	2	studies	study	NOUN
cana-653	57	3	demonstrated	demonstrate	VERB
cana-653	57	4	the	the	DET
cana-653	57	5	necessity	necessity	NOUN
cana-653	57	6	for	for	ADP
cana-653	57	7	ongoing	ongoing	ADJ
cana-653	57	8	study	study	NOUN
cana-653	57	9	in	in	ADP
cana-653	57	10	this	this	DET
cana-653	57	11	area	area	NOUN
cana-653	57	12	in	in	ADP
cana-653	57	13	order	order	NOUN
cana-653	57	14	to	to	PART
cana-653	57	15	solve	solve	VERB
cana-653	57	16	various	various	ADJ
cana-653	57	17	issues	issue	NOUN
cana-653	57	18	and	and	CCONJ
cana-653	57	19	improve	improve	VERB
cana-653	57	20	the	the	DET
cana-653	57	21	accuracy	accuracy	NOUN
cana-653	57	22	of	of	ADP
cana-653	57	23	gdp	gdp	NOUN
cana-653	57	24	growth	growth	NOUN
cana-653	57	25	predictions	prediction	NOUN
cana-653	57	26	in	in	ADP
cana-653	57	27	india	india	PROPN
cana-653	57	28	.	.	PUNCT
cana-653	58	1	bhatia	bhatia	PROPN
cana-653	58	2	and	and	CCONJ
cana-653	58	3	rana	rana	PROPN
cana-653	59	1	[	[	X
cana-653	59	2	10	10	NUM
cana-653	59	3	]	]	X
cana-653	59	4	underline	underline	NOUN
cana-653	59	5	the	the	DET
cana-653	59	6	importance	importance	NOUN
cana-653	59	7	of	of	ADP
cana-653	59	8	research	research	NOUN
cana-653	59	9	in	in	ADP
cana-653	59	10	building	build	VERB
cana-653	59	11	more	more	ADV
cana-653	59	12	sophisticated	sophisticated	ADJ
cana-653	59	13	forecasting	forecasting	NOUN
cana-653	59	14	models	model	NOUN
cana-653	59	15	that	that	PRON
cana-653	59	16	use	use	VERB
cana-653	59	17	advanced	advanced	ADJ
cana-653	59	18	statistical	statistical	ADJ
cana-653	59	19	approaches	approach	NOUN
cana-653	59	20	and	and	CCONJ
cana-653	59	21	use	use	VERB
cana-653	59	22	fresh	fresh	ADJ
cana-653	59	23	data	datum	NOUN
cana-653	59	24	sources	source	NOUN
cana-653	59	25	.	.	PUNCT
cana-653	60	1	according	accord	VERB
cana-653	60	2	to	to	ADP
cana-653	60	3	the	the	DET
cana-653	60	4	authors	author	NOUN
cana-653	60	5	,	,	PUNCT
cana-653	60	6	big	big	ADJ
cana-653	60	7	data	datum	NOUN
cana-653	60	8	analytics	analytic	NOUN
cana-653	60	9	,	,	PUNCT
cana-653	60	10	machine	machine	NOUN
cana-653	60	11	learning	learning	NOUN
cana-653	60	12	algorithms	algorithm	NOUN
cana-653	60	13	,	,	PUNCT
cana-653	60	14	and	and	CCONJ
cana-653	60	15	high	high	ADJ
cana-653	60	16	-	-	PUNCT
cana-653	60	17	frequency	frequency	NOUN
cana-653	60	18	indicators	indicator	NOUN
cana-653	60	19	can	can	AUX
cana-653	60	20	increase	increase	VERB
cana-653	60	21	the	the	DET
cana-653	60	22	accuracy	accuracy	NOUN
cana-653	60	23	and	and	CCONJ
cana-653	60	24	timeliness	timeliness	NOUN
cana-653	60	25	of	of	ADP
cana-653	60	26	gdp	gdp	NOUN
cana-653	60	27	growth	growth	NOUN
cana-653	60	28	estimates	estimate	NOUN
cana-653	60	29	.	.	PUNCT
cana-653	61	1	such	such	ADJ
cana-653	61	2	research	research	NOUN
cana-653	61	3	investigations	investigation	NOUN
cana-653	61	4	can	can	AUX
cana-653	61	5	help	help	VERB
cana-653	61	6	to	to	PART
cana-653	61	7	improve	improve	VERB
cana-653	61	8	forecasting	forecasting	NOUN
cana-653	61	9	approaches	approach	NOUN
cana-653	61	10	and	and	CCONJ
cana-653	61	11	increase	increase	VERB
cana-653	61	12	understanding	understanding	NOUN
cana-653	61	13	of	of	ADP
cana-653	61	14	india	india	PROPN
cana-653	61	15	's	's	PART
cana-653	61	16	economic	economic	ADJ
cana-653	61	17	dynamics	dynamic	NOUN
cana-653	61	18	.	.	PUNCT
cana-653	62	1	furthermore	furthermore	ADV
cana-653	62	2	,	,	PUNCT
cana-653	62	3	research	research	NOUN
cana-653	62	4	by	by	ADP
cana-653	62	5	roy	roy	PROPN
cana-653	62	6	and	and	CCONJ
cana-653	62	7	biswas	biswas	PROPN
cana-653	63	1	[	[	X
cana-653	63	2	11	11	NUM
cana-653	63	3	]	]	PUNCT
cana-653	63	4	emphasizes	emphasize	VERB
cana-653	63	5	the	the	DET
cana-653	63	6	need	need	NOUN
cana-653	63	7	for	for	ADP
cana-653	63	8	sector	sector	NOUN
cana-653	63	9	-	-	PUNCT
cana-653	63	10	specific	specific	ADJ
cana-653	63	11	assessments	assessment	NOUN
cana-653	63	12	in	in	ADP
cana-653	63	13	gdp	gdp	NOUN
cana-653	63	14	growth	growth	NOUN
cana-653	63	15	projections	projection	NOUN
cana-653	63	16	for	for	ADP
cana-653	63	17	india	india	PROPN
cana-653	63	18	.	.	PUNCT
cana-653	64	1	according	accord	VERB
cana-653	64	2	to	to	ADP
cana-653	64	3	the	the	DET
cana-653	64	4	authors	author	NOUN
cana-653	64	5	,	,	PUNCT
cana-653	64	6	analyzing	analyze	VERB
cana-653	64	7	the	the	DET
cana-653	64	8	heterogeneity	heterogeneity	NOUN
cana-653	64	9	between	between	ADP
cana-653	64	10	sectors	sector	NOUN
cana-653	64	11	might	might	AUX
cana-653	64	12	provide	provide	VERB
cana-653	64	13	useful	useful	ADJ
cana-653	64	14	insights	insight	NOUN
cana-653	64	15	into	into	ADP
cana-653	64	16	the	the	DET
cana-653	64	17	drivers	driver	NOUN
cana-653	64	18	of	of	ADP
cana-653	64	19	growth	growth	NOUN
cana-653	64	20	and	and	CCONJ
cana-653	64	21	potential	potential	ADJ
cana-653	64	22	hazards	hazard	NOUN
cana-653	64	23	.	.	PUNCT
cana-653	65	1	research	research	NOUN
cana-653	65	2	studies	study	NOUN
cana-653	65	3	focusing	focus	VERB
cana-653	65	4	on	on	ADP
cana-653	65	5	certain	certain	ADJ
cana-653	65	6	sectors	sector	NOUN
cana-653	65	7	,	,	PUNCT
cana-653	65	8	such	such	ADJ
cana-653	65	9	as	as	ADP
cana-653	65	10	agriculture	agriculture	NOUN
cana-653	65	11	,	,	PUNCT
cana-653	65	12	industry	industry	NOUN
cana-653	65	13	,	,	PUNCT
cana-653	65	14	or	or	CCONJ
cana-653	65	15	services	service	NOUN
cana-653	65	16	,	,	PUNCT
cana-653	65	17	can	can	AUX
cana-653	65	18	assist	assist	VERB
cana-653	65	19	policymakers	policymaker	NOUN
cana-653	65	20	and	and	CCONJ
cana-653	65	21	investors	investor	NOUN
cana-653	65	22	in	in	ADP
cana-653	65	23	making	make	VERB
cana-653	65	24	sector	sector	NOUN
cana-653	65	25	-	-	PUNCT
cana-653	65	26	specific	specific	ADJ
cana-653	65	27	actions	action	NOUN
cana-653	65	28	and	and	CCONJ
cana-653	65	29	decisions	decision	NOUN
cana-653	65	30	.	.	PUNCT
cana-653	66	1	in	in	ADP
cana-653	66	2	the	the	DET
cana-653	66	3	light	light	NOUN
cana-653	66	4	of	of	ADP
cana-653	66	5	the	the	DET
cana-653	66	6	challenges	challenge	NOUN
cana-653	66	7	above	above	ADV
cana-653	66	8	,	,	PUNCT
cana-653	66	9	projecting	project	VERB
cana-653	66	10	gdp	gdp	NOUN
cana-653	66	11	growth	growth	NOUN
cana-653	66	12	requires	require	VERB
cana-653	66	13	a	a	DET
cana-653	66	14	framework	framework	NOUN
cana-653	66	15	that	that	PRON
cana-653	66	16	captures	capture	VERB
cana-653	66	17	the	the	DET
cana-653	66	18	underlying	underlie	VERB
cana-653	66	19	structure	structure	NOUN
cana-653	66	20	and	and	CCONJ
cana-653	66	21	variables	variable	NOUN
cana-653	66	22	affecting	affect	VERB
cana-653	66	23	gdp	gdp	NOUN
cana-653	66	24	growth	growth	NOUN
cana-653	66	25	in	in	ADP
cana-653	66	26	india	india	PROPN
cana-653	66	27	.	.	PUNCT
cana-653	67	1	the	the	DET
cana-653	67	2	methods	method	NOUN
cana-653	67	3	used	use	VERB
cana-653	67	4	for	for	ADP
cana-653	67	5	projection	projection	NOUN
cana-653	67	6	is	be	AUX
cana-653	67	7	equally	equally	ADV
cana-653	67	8	important	important	ADJ
cana-653	67	9	.	.	PUNCT
cana-653	68	1	traditionally	traditionally	ADV
cana-653	68	2	var	var	NOUN
cana-653	68	3	,	,	PUNCT
cana-653	68	4	arima	arima	NOUN
cana-653	68	5	,	,	PUNCT
cana-653	68	6	bayesian	bayesian	NOUN
cana-653	68	7	vector	vector	NOUN
cana-653	68	8	auto	auto	NOUN
cana-653	68	9	regression	regression	NOUN
cana-653	68	10	(	(	PUNCT
cana-653	68	11	bvar	bvar	NOUN
cana-653	68	12	)	)	PUNCT
cana-653	68	13	models	model	NOUN
cana-653	68	14	have	have	AUX
cana-653	68	15	found	find	VERB
cana-653	68	16	favour	favour	NOUN
cana-653	68	17	with	with	ADP
cana-653	68	18	researchers	researcher	NOUN
cana-653	68	19	and	and	CCONJ
cana-653	68	20	economists	economist	NOUN
cana-653	68	21	,	,	PUNCT
cana-653	68	22	(	(	PUNCT
cana-653	68	23	iyer	iyer	NOUN
cana-653	68	24	and	and	CCONJ
cana-653	68	25	gupta,2019	gupta,2019	PROPN
cana-653	68	26	)	)	PUNCT
cana-653	68	27	.	.	PUNCT
cana-653	69	1	machine	machine	NOUN
cana-653	69	2	learning	learning	NOUN
cana-653	69	3	and	and	CCONJ
cana-653	69	4	deep	deep	ADJ
cana-653	69	5	learning	learning	NOUN
cana-653	69	6	algorithm	algorithm	PROPN
cana-653	69	7	like	like	ADP
cana-653	69	8	ann	ann	PROPN
cana-653	69	9	.	.	PUNCT
cana-653	69	10	lstm	lstm	PROPN
cana-653	69	11	,	,	PUNCT
cana-653	69	12	rnn	rnn	NOUN
cana-653	69	13	and	and	CCONJ
cana-653	69	14	ed	ed	NOUN
cana-653	69	15	-	-	PUNCT
cana-653	69	16	lstm	lstm	NOUN
cana-653	69	17	are	be	AUX
cana-653	69	18	observed	observe	VERB
cana-653	69	19	to	to	PART
cana-653	69	20	be	be	AUX
cana-653	69	21	superior	superior	ADJ
cana-653	69	22	models	model	NOUN
cana-653	69	23	,	,	PUNCT
cana-653	69	24	sa’adah	sa’adah	X
cana-653	69	25	et	et	PROPN
cana-653	69	26	al	al	PROPN
cana-653	69	27	,	,	PUNCT
cana-653	69	28	2020	2020	NUM
cana-653	69	29	)	)	PUNCT
cana-653	69	30	as	as	SCONJ
cana-653	69	31	they	they	PRON
cana-653	69	32	can	can	AUX
cana-653	69	33	capture	capture	VERB
cana-653	69	34	gdp	gdp	NOUN
cana-653	69	35	changes	change	NOUN
cana-653	69	36	with	with	ADP
cana-653	69	37	greater	great	ADJ
cana-653	69	38	accuracy	accuracy	NOUN
cana-653	69	39	particularly	particularly	ADV
cana-653	69	40	during	during	ADP
cana-653	69	41	economic	economic	ADJ
cana-653	69	42	shocks	shock	NOUN
cana-653	69	43	.	.	PUNCT
cana-653	70	1	of	of	ADP
cana-653	70	2	all	all	DET
cana-653	70	3	these	these	DET
cana-653	70	4	methods	method	NOUN
cana-653	70	5	,	,	PUNCT
cana-653	70	6	lstm	lstm	NOUN
cana-653	70	7	has	have	AUX
cana-653	70	8	emerged	emerge	VERB
cana-653	70	9	as	as	ADP
cana-653	70	10	a	a	DET
cana-653	70	11	robust	robust	ADJ
cana-653	70	12	method	method	NOUN
cana-653	70	13	to	to	PART
cana-653	70	14	process	process	VERB
cana-653	70	15	sequential	sequential	ADJ
cana-653	70	16	data	datum	NOUN
cana-653	70	17	in	in	ADP
cana-653	70	18	a	a	DET
cana-653	70	19	time	time	NOUN
cana-653	70	20	series	series	NOUN
cana-653	70	21	format	format	NOUN
cana-653	70	22	,	,	PUNCT
cana-653	70	23	lstm	lstm	NOUN
cana-653	70	24	also	also	ADV
cana-653	70	25	prevents	prevent	VERB
cana-653	70	26	errors	error	NOUN
cana-653	70	27	due	due	ADJ
cana-653	70	28	to	to	ADP
cana-653	70	29	noises	noise	NOUN
cana-653	70	30	in	in	ADP
cana-653	70	31	dataset	dataset	NOUN
cana-653	70	32	.	.	PUNCT
cana-653	71	1	rsme	rsme	PROPN
cana-653	71	2	and	and	CCONJ
cana-653	71	3	mae	mae	PROPN
cana-653	71	4	has	have	AUX
cana-653	71	5	been	be	AUX
cana-653	71	6	used	use	VERB
cana-653	71	7	as	as	ADP
cana-653	71	8	a	a	DET
cana-653	71	9	standard	standard	ADJ
cana-653	71	10	statistical	statistical	ADJ
cana-653	71	11	metric	metric	NOUN
cana-653	71	12	to	to	PART
cana-653	71	13	test	test	VERB
cana-653	71	14	model	model	NOUN
cana-653	71	15	performance	performance	NOUN
cana-653	71	16	.	.	PUNCT
cana-653	72	1	this	this	DET
cana-653	72	2	study	study	NOUN
cana-653	72	3	proposes	propose	VERB
cana-653	72	4	a	a	DET
cana-653	72	5	modified	modify	VERB
cana-653	72	6	lstm	lstm	NOUN
cana-653	72	7	model	model	NOUN
cana-653	72	8	to	to	PART
cana-653	72	9	increase	increase	VERB
cana-653	72	10	the	the	DET
cana-653	72	11	predictive	predictive	ADJ
cana-653	72	12	accuracy	accuracy	NOUN
cana-653	72	13	of	of	ADP
cana-653	72	14	existing	exist	VERB
cana-653	72	15	lstm	lstm	NOUN
cana-653	72	16	model	model	NOUN
cana-653	72	17	.	.	PUNCT
cana-653	73	1	the	the	DET
cana-653	73	2	novelty	novelty	NOUN
cana-653	73	3	of	of	ADP
cana-653	73	4	this	this	DET
cana-653	73	5	modified	modify	VERB
cana-653	73	6	model	model	NOUN
cana-653	73	7	is	be	AUX
cana-653	73	8	fourfold	fourfold	ADJ
cana-653	73	9	:	:	PUNCT
cana-653	73	10	1	1	X
cana-653	73	11	)	)	PUNCT
cana-653	73	12	extreme	extreme	ADJ
cana-653	73	13	observations	observation	NOUN
cana-653	73	14	can	can	AUX
cana-653	73	15	affect	affect	VERB
cana-653	73	16	models	model	NOUN
cana-653	73	17	forecasting	forecasting	NOUN
cana-653	73	18	accuracy	accuracy	NOUN
cana-653	73	19	.	.	PUNCT
cana-653	74	1	the	the	DET
cana-653	74	2	modified	modify	VERB
cana-653	74	3	lstm	lstm	PROPN
cana-653	74	4	model	model	NOUN
cana-653	74	5	proposed	propose	VERB
cana-653	74	6	can	can	AUX
cana-653	74	7	deal	deal	VERB
cana-653	74	8	with	with	ADP
cana-653	74	9	extreme	extreme	ADJ
cana-653	74	10	observations	observation	NOUN
cana-653	74	11	through	through	ADP
cana-653	74	12	outlier	outlier	ADJ
cana-653	74	13	treatment	treatment	NOUN
cana-653	74	14	through	through	ADP
cana-653	74	15	modified	modify	VERB
cana-653	74	16	‘	'	PUNCT
cana-653	74	17	z	z	NOUN
cana-653	74	18	’	'	PUNCT
cana-653	74	19	score	score	NOUN
cana-653	74	20	method	method	NOUN
cana-653	74	21	.	.	PUNCT
cana-653	75	1	2	2	X
cana-653	75	2	)	)	PUNCT
cana-653	75	3	missing	miss	VERB
cana-653	75	4	data	datum	NOUN
cana-653	75	5	is	be	AUX
cana-653	75	6	a	a	DET
cana-653	75	7	typical	typical	ADJ
cana-653	75	8	concern	concern	NOUN
cana-653	75	9	in	in	ADP
cana-653	75	10	economic	economic	ADJ
cana-653	75	11	datasets	dataset	NOUN
cana-653	75	12	,	,	PUNCT
cana-653	75	13	the	the	DET
cana-653	75	14	proposed	propose	VERB
cana-653	75	15	model	model	NOUN
cana-653	75	16	incorporates	incorporate	VERB
cana-653	75	17	expectation	expectation	NOUN
cana-653	75	18	maximisation	maximisation	NOUN
cana-653	75	19	(	(	PUNCT
cana-653	75	20	em	em	NOUN
cana-653	75	21	)	)	PUNCT
cana-653	75	22	or	or	CCONJ
cana-653	75	23	missforest	missfor	ADJ
cana-653	75	24	algorithm	algorithm	NOUN
cana-653	75	25	to	to	PART
cana-653	75	26	address	address	VERB
cana-653	75	27	this	this	DET
cana-653	75	28	issue	issue	NOUN
cana-653	75	29	.	.	PUNCT
cana-653	76	1	3	3	X
cana-653	76	2	)	)	PUNCT
cana-653	76	3	selection	selection	NOUN
cana-653	76	4	of	of	ADP
cana-653	76	5	relevant	relevant	ADJ
cana-653	76	6	factors	factor	NOUN
cana-653	76	7	is	be	AUX
cana-653	76	8	critical	critical	ADJ
cana-653	76	9	for	for	ADP
cana-653	76	10	gdp	gdp	NOUN
cana-653	76	11	growth	growth	NOUN
cana-653	76	12	forecasts	forecast	NOUN
cana-653	76	13	.	.	PUNCT
cana-653	77	1	the	the	DET
cana-653	77	2	proposed	propose	VERB
cana-653	77	3	model	model	NOUN
cana-653	77	4	uses	use	VERB
cana-653	77	5	lasso	lasso	NOUN
cana-653	77	6	regression	regression	NOUN
cana-653	77	7	with	with	ADP
cana-653	77	8	lagged	lag	VERB
cana-653	77	9	variables	variable	NOUN
cana-653	77	10	to	to	PART
cana-653	77	11	select	select	VERB
cana-653	77	12	relevant	relevant	ADJ
cana-653	77	13	factors	factor	NOUN
cana-653	77	14	for	for	ADP
cana-653	77	15	modelling	modelling	NOUN
cana-653	77	16	.	.	PUNCT
cana-653	78	1	4	4	X
cana-653	78	2	)	)	PUNCT
cana-653	78	3	class	class	NOUN
cana-653	78	4	imbalances	imbalance	NOUN
cana-653	78	5	in	in	ADP
cana-653	78	6	economic	economic	ADJ
cana-653	78	7	events	event	NOUN
cana-653	78	8	affects	affect	VERB
cana-653	78	9	forecasting	forecast	VERB
cana-653	78	10	.	.	PUNCT
cana-653	79	1	the	the	DET
cana-653	79	2	proposed	propose	VERB
cana-653	79	3	model	model	NOUN
cana-653	79	4	uses	use	VERB
cana-653	79	5	time	time	NOUN
cana-653	79	6	series	series	PROPN
cana-653	79	7	smote	smote	VERB
cana-653	79	8	to	to	PART
cana-653	79	9	address	address	VERB
cana-653	79	10	this	this	DET
cana-653	79	11	challenge	challenge	NOUN
cana-653	79	12	.	.	PUNCT
cana-653	80	1	the	the	DET
cana-653	80	2	proposed	propose	VERB
cana-653	80	3	model	model	NOUN
cana-653	80	4	was	be	AUX
cana-653	80	5	applied	apply	VERB
cana-653	80	6	to	to	ADP
cana-653	80	7	gdp	gdp	NOUN
cana-653	80	8	dataset	dataset	NOUN
cana-653	80	9	for	for	ADP
cana-653	80	10	india	india	PROPN
cana-653	80	11	for	for	ADP
cana-653	80	12	the	the	DET
cana-653	80	13	period	period	NOUN
cana-653	80	14	1960	1960	NUM
cana-653	80	15	to	to	ADP
cana-653	80	16	2022	2022	NUM
cana-653	80	17	and	and	CCONJ
cana-653	80	18	has	have	AUX
cana-653	80	19	shown	show	VERB
cana-653	80	20	encouraging	encouraging	ADJ
cana-653	80	21	results	result	NOUN
cana-653	80	22	.	.	PUNCT
cana-653	81	1	with	with	ADP
cana-653	81	2	an	an	DET
cana-653	81	3	rmse	rmse	NOUN
cana-653	81	4	of	of	ADP
cana-653	81	5	1.05	1.05	NUM
cana-653	81	6	,	,	PUNCT
cana-653	81	7	mape	mape	NOUN
cana-653	81	8	of	of	ADP
cana-653	81	9	1.26	1.26	NUM
cana-653	81	10	and	and	CCONJ
cana-653	81	11	accuracy	accuracy	NOUN
cana-653	81	12	of	of	ADP
cana-653	81	13	94.58	94.58	NUM
cana-653	81	14	%	%	NOUN
cana-653	81	15	,	,	PUNCT
cana-653	81	16	the	the	DET
cana-653	81	17	proposed	propose	VERB
cana-653	81	18	communications	communication	NOUN
cana-653	81	19	on	on	ADP
cana-653	81	20	applied	apply	VERB
cana-653	81	21	nonlinear	nonlinear	ADJ
cana-653	81	22	analysis	analysis	NOUN
cana-653	81	23	issn	issn	NOUN
cana-653	81	24	:	:	PUNCT
cana-653	81	25	1074	1074	NUM
cana-653	81	26	-	-	PUNCT
cana-653	81	27	133x	133x	NUM
cana-653	81	28	vol	vol	NOUN
cana-653	81	29	31	31	NUM
cana-653	81	30	no	no	NOUN
cana-653	81	31	.	.	PUNCT
cana-653	82	1	2s	2s	NUM
cana-653	82	2	(	(	PUNCT
cana-653	82	3	2024	2024	NUM
cana-653	82	4	)	)	PUNCT
cana-653	82	5	342	342	NUM
cana-653	82	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	82	7	model	model	NOUN
cana-653	82	8	has	have	AUX
cana-653	82	9	outperformed	outperform	VERB
cana-653	82	10	the	the	DET
cana-653	82	11	existing	exist	VERB
cana-653	82	12	lstm	lstm	NOUN
cana-653	82	13	models	model	NOUN
cana-653	82	14	.	.	PUNCT
cana-653	83	1	the	the	DET
cana-653	83	2	modified	modify	VERB
cana-653	83	3	mstm	mstm	NOUN
cana-653	83	4	model	model	NOUN
cana-653	83	5	proposed	propose	VERB
cana-653	83	6	will	will	AUX
cana-653	83	7	lead	lead	VERB
cana-653	83	8	to	to	ADP
cana-653	83	9	better	well	ADJ
cana-653	83	10	and	and	CCONJ
cana-653	83	11	more	more	ADV
cana-653	83	12	efficient	efficient	ADJ
cana-653	83	13	gdp	gdp	NOUN
cana-653	83	14	forecasting	forecasting	NOUN
cana-653	83	15	.	.	PUNCT
cana-653	84	1	the	the	DET
cana-653	84	2	remaining	remain	VERB
cana-653	84	3	part	part	NOUN
cana-653	84	4	of	of	ADP
cana-653	84	5	this	this	DET
cana-653	84	6	article	article	NOUN
cana-653	84	7	is	be	AUX
cana-653	84	8	structured	structure	VERB
cana-653	84	9	as	as	SCONJ
cana-653	84	10	follows	follow	VERB
cana-653	84	11	:	:	PUNCT
cana-653	84	12	section	section	NOUN
cana-653	84	13	2	2	NUM
cana-653	84	14	provides	provide	VERB
cana-653	84	15	a	a	DET
cana-653	84	16	summary	summary	NOUN
cana-653	84	17	of	of	ADP
cana-653	84	18	literature	literature	PROPN
cana-653	84	19	review	review	PROPN
cana-653	84	20	.	.	PUNCT
cana-653	85	1	the	the	DET
cana-653	85	2	next	next	ADJ
cana-653	85	3	section	section	NOUN
cana-653	85	4	gives	give	VERB
cana-653	85	5	the	the	DET
cana-653	85	6	research	research	NOUN
cana-653	85	7	methodology	methodology	NOUN
cana-653	85	8	,	,	PUNCT
cana-653	85	9	followed	follow	VERB
cana-653	85	10	by	by	ADP
cana-653	85	11	data	datum	NOUN
cana-653	85	12	analysis	analysis	NOUN
cana-653	85	13	and	and	CCONJ
cana-653	85	14	discussion	discussion	NOUN
cana-653	85	15	.	.	PUNCT
cana-653	86	1	the	the	DET
cana-653	86	2	last	last	ADJ
cana-653	86	3	section	section	NOUN
cana-653	86	4	gives	give	VERB
cana-653	86	5	conclusion	conclusion	NOUN
cana-653	86	6	from	from	ADP
cana-653	86	7	the	the	DET
cana-653	86	8	study	study	NOUN
cana-653	86	9	.	.	PUNCT
cana-653	87	1	2	2	X
cana-653	87	2	.	.	X
cana-653	87	3	literature	literature	NOUN
cana-653	87	4	review	review	VERB
cana-653	87	5	predictive	predictive	ADJ
cana-653	87	6	modelling	modelling	NOUN
cana-653	87	7	approaches	approach	NOUN
cana-653	87	8	have	have	AUX
cana-653	87	9	gained	gain	VERB
cana-653	87	10	popularity	popularity	NOUN
cana-653	87	11	in	in	ADP
cana-653	87	12	economics	economic	NOUN
cana-653	87	13	and	and	CCONJ
cana-653	87	14	finance	finance	NOUN
cana-653	87	15	in	in	ADP
cana-653	87	16	recent	recent	ADJ
cana-653	87	17	years	year	NOUN
cana-653	87	18	for	for	ADP
cana-653	87	19	forecasting	forecast	VERB
cana-653	87	20	key	key	ADJ
cana-653	87	21	indicators	indicator	NOUN
cana-653	87	22	such	such	ADJ
cana-653	87	23	as	as	ADP
cana-653	87	24	gdp	gdp	NOUN
cana-653	87	25	and	and	CCONJ
cana-653	87	26	stock	stock	NOUN
cana-653	87	27	prices	price	NOUN
cana-653	87	28	.	.	PUNCT
cana-653	88	1	this	this	DET
cana-653	88	2	review	review	NOUN
cana-653	88	3	of	of	ADP
cana-653	88	4	the	the	DET
cana-653	88	5	literature	literature	NOUN
cana-653	88	6	synthesizes	synthesize	VERB
cana-653	88	7	findings	finding	NOUN
cana-653	88	8	from	from	ADP
cana-653	88	9	a	a	DET
cana-653	88	10	variety	variety	NOUN
cana-653	88	11	of	of	ADP
cana-653	88	12	research	research	NOUN
cana-653	88	13	that	that	PRON
cana-653	88	14	used	use	VERB
cana-653	88	15	various	various	ADJ
cana-653	88	16	algorithms	algorithm	NOUN
cana-653	88	17	to	to	PART
cana-653	88	18	forecast	forecast	VERB
cana-653	88	19	economic	economic	ADJ
cana-653	88	20	growth	growth	NOUN
cana-653	88	21	and	and	CCONJ
cana-653	88	22	gdp	gdp	NOUN
cana-653	88	23	,	,	PUNCT
cana-653	88	24	section	section	NOUN
cana-653	88	25	1	1	NUM
cana-653	88	26	:	:	PUNCT
cana-653	88	27	stock	stock	NOUN
cana-653	88	28	price	price	NOUN
cana-653	88	29	forecasting	forecasting	NOUN
cana-653	88	30	using	use	VERB
cana-653	88	31	arima	arima	PROPN
cana-653	88	32	and	and	CCONJ
cana-653	88	33	ann	ann	PROPN
cana-653	88	34	models	model	NOUN
cana-653	88	35	to	to	ADP
cana-653	88	36	stock	stock	NOUN
cana-653	88	37	prices	price	NOUN
cana-653	88	38	forecasting	forecasting	NOUN
cana-653	88	39	,	,	PUNCT
cana-653	88	40	ariyo	ariyo	NOUN
cana-653	88	41	et	et	PROPN
cana-653	88	42	al	al	PROPN
cana-653	88	43	.	.	PUNCT
cana-653	89	1	[	[	X
cana-653	89	2	12	12	NUM
cana-653	89	3	]	]	PUNCT
cana-653	89	4	tested	test	VERB
cana-653	89	5	arima	arima	NOUN
cana-653	89	6	and	and	CCONJ
cana-653	89	7	artificial	artificial	ADJ
cana-653	89	8	neural	neural	ADJ
cana-653	89	9	network	network	NOUN
cana-653	89	10	(	(	PUNCT
cana-653	89	11	ann	ann	PROPN
cana-653	89	12	)	)	PUNCT
cana-653	89	13	models	model	NOUN
cana-653	89	14	.	.	PUNCT
cana-653	90	1	the	the	DET
cana-653	90	2	empirical	empirical	ADJ
cana-653	90	3	data	datum	NOUN
cana-653	90	4	showed	show	VERB
cana-653	90	5	that	that	SCONJ
cana-653	90	6	the	the	DET
cana-653	90	7	neural	neural	ADJ
cana-653	90	8	network	network	NOUN
cana-653	90	9	model	model	NOUN
cana-653	90	10	outperformed	outperform	VERB
cana-653	90	11	arima	arima	PROPN
cana-653	90	12	.	.	PUNCT
cana-653	91	1	this	this	DET
cana-653	91	2	synthesis	synthesis	NOUN
cana-653	91	3	of	of	ADP
cana-653	91	4	opposing	oppose	VERB
cana-653	91	5	viewpoints	viewpoint	NOUN
cana-653	91	6	on	on	ADP
cana-653	91	7	neural	neural	ADJ
cana-653	91	8	network	network	NOUN
cana-653	91	9	vs.	vs.	ADP
cana-653	91	10	arima	arima	PROPN
cana-653	91	11	models	model	NOUN
cana-653	91	12	emphasizes	emphasize	VERB
cana-653	91	13	neural	neural	ADJ
cana-653	91	14	networks	network	NOUN
cana-653	91	15	'	'	PART
cana-653	91	16	potential	potential	NOUN
cana-653	91	17	in	in	ADP
cana-653	91	18	stock	stock	NOUN
cana-653	91	19	price	price	NOUN
cana-653	91	20	forecasting	forecasting	NOUN
cana-653	91	21	.	.	PUNCT
cana-653	92	1	bipasha	bipasha	PROPN
cana-653	93	1	[	[	X
cana-653	93	2	13	13	NUM
cana-653	93	3	]	]	PUNCT
cana-653	93	4	used	use	VERB
cana-653	93	5	a	a	DET
cana-653	93	6	preliminary	preliminary	ADJ
cana-653	93	7	arima	arima	NOUN
cana-653	93	8	model	model	NOUN
cana-653	93	9	to	to	PART
cana-653	93	10	forecast	forecast	VERB
cana-653	93	11	india	india	PROPN
cana-653	93	12	's	's	PART
cana-653	93	13	gdp	gdp	NOUN
cana-653	93	14	growth	growth	NOUN
cana-653	93	15	rates	rate	NOUN
cana-653	93	16	.	.	PUNCT
cana-653	94	1	surprisingly	surprisingly	ADV
cana-653	94	2	,	,	PUNCT
cana-653	94	3	anticipated	anticipate	VERB
cana-653	94	4	gdp	gdp	NOUN
cana-653	94	5	numbers	number	NOUN
cana-653	94	6	indicated	indicate	VERB
cana-653	94	7	an	an	DET
cana-653	94	8	upward	upward	ADJ
cana-653	94	9	trend	trend	NOUN
cana-653	94	10	,	,	PUNCT
cana-653	94	11	although	although	SCONJ
cana-653	94	12	growth	growth	NOUN
cana-653	94	13	rates	rate	NOUN
cana-653	94	14	indicated	indicate	VERB
cana-653	94	15	a	a	DET
cana-653	94	16	downward	downward	ADJ
cana-653	94	17	trend	trend	NOUN
cana-653	94	18	.	.	PUNCT
cana-653	95	1	this	this	DET
cana-653	95	2	conclusion	conclusion	NOUN
cana-653	95	3	calls	call	VERB
cana-653	95	4	into	into	ADP
cana-653	95	5	question	question	NOUN
cana-653	95	6	conventional	conventional	ADJ
cana-653	95	7	wisdom	wisdom	NOUN
cana-653	95	8	and	and	CCONJ
cana-653	95	9	underlines	underline	VERB
cana-653	95	10	the	the	DET
cana-653	95	11	significance	significance	NOUN
cana-653	95	12	of	of	ADP
cana-653	95	13	sophisticated	sophisticated	ADJ
cana-653	95	14	analysis	analysis	NOUN
cana-653	95	15	in	in	ADP
cana-653	95	16	policy	policy	NOUN
cana-653	95	17	formulation	formulation	NOUN
cana-653	95	18	.	.	PUNCT
cana-653	96	1	section	section	NOUN
cana-653	96	2	2	2	NUM
cana-653	96	3	:	:	PUNCT
cana-653	96	4	gdp	gdp	NOUN
cana-653	96	5	forecasting	forecasting	NOUN
cana-653	96	6	using	use	VERB
cana-653	96	7	knn	knn	PROPN
cana-653	96	8	and	and	CCONJ
cana-653	96	9	regression	regression	NOUN
cana-653	96	10	models	model	NOUN
cana-653	97	1	maccarrone	maccarrone	NOUN
cana-653	98	1	[	[	X
cana-653	98	2	14	14	NUM
cana-653	98	3	]	]	PUNCT
cana-653	98	4	conducted	conduct	VERB
cana-653	98	5	a	a	DET
cana-653	98	6	thorough	thorough	ADJ
cana-653	98	7	comparison	comparison	NOUN
cana-653	98	8	of	of	ADP
cana-653	98	9	gdp	gdp	NOUN
cana-653	98	10	forecasting	forecasting	NOUN
cana-653	98	11	models	model	NOUN
cana-653	98	12	for	for	ADP
cana-653	98	13	the	the	DET
cana-653	98	14	united	united	PROPN
cana-653	98	15	states	states	PROPN
cana-653	98	16	.	.	PUNCT
cana-653	99	1	they	they	PRON
cana-653	99	2	highlighted	highlight	VERB
cana-653	99	3	the	the	DET
cana-653	99	4	advantages	advantage	NOUN
cana-653	99	5	of	of	ADP
cana-653	99	6	regression	regression	NOUN
cana-653	99	7	for	for	ADP
cana-653	99	8	medium	medium	ADJ
cana-653	99	9	-	-	PUNCT
cana-653	99	10	term	term	NOUN
cana-653	99	11	policies	policy	NOUN
cana-653	99	12	and	and	CCONJ
cana-653	99	13	compared	compare	VERB
cana-653	99	14	one	one	NUM
cana-653	99	15	-	-	PUNCT
cana-653	99	16	step	step	NOUN
cana-653	99	17	-	-	PUNCT
cana-653	99	18	ahead	ahead	NOUN
cana-653	99	19	and	and	CCONJ
cana-653	99	20	multi	multi	ADJ
cana-653	99	21	-	-	ADJ
cana-653	99	22	step	step	NOUN
cana-653	99	23	-	-	PUNCT
cana-653	99	24	ahead	ahead	NOUN
cana-653	99	25	strategies	strategy	NOUN
cana-653	99	26	.	.	PUNCT
cana-653	100	1	knn	knn	PROPN
cana-653	100	2	outperformed	outperform	VERB
cana-653	100	3	linear	linear	PROPN
cana-653	100	4	regression	regression	NOUN
cana-653	100	5	in	in	ADP
cana-653	100	6	one	one	NUM
cana-653	100	7	-	-	PUNCT
cana-653	100	8	step	step	NOUN
cana-653	100	9	-	-	PUNCT
cana-653	100	10	ahead	ahead	NOUN
cana-653	100	11	forecasting	forecasting	NOUN
cana-653	100	12	by	by	ADP
cana-653	100	13	leveraging	leverage	VERB
cana-653	100	14	repetitive	repetitive	ADJ
cana-653	100	15	gdp	gdp	NOUN
cana-653	100	16	patterns	pattern	NOUN
cana-653	100	17	,	,	PUNCT
cana-653	100	18	while	while	SCONJ
cana-653	100	19	arx	arx	PROPN
cana-653	100	20	was	be	AUX
cana-653	100	21	effective	effective	ADJ
cana-653	100	22	for	for	ADP
cana-653	100	23	one	one	NUM
cana-653	100	24	-	-	PUNCT
cana-653	100	25	step	step	NOUN
cana-653	100	26	-	-	PUNCT
cana-653	100	27	ahead	ahead	NOUN
cana-653	100	28	predictions	prediction	NOUN
cana-653	100	29	and	and	CCONJ
cana-653	100	30	linear	linear	ADJ
cana-653	100	31	regression	regression	NOUN
cana-653	100	32	outperformed	outperform	VERB
cana-653	100	33	in	in	ADP
cana-653	100	34	multi	multi	ADJ
cana-653	100	35	-	-	ADJ
cana-653	100	36	step	step	NOUN
cana-653	100	37	-	-	PUNCT
cana-653	100	38	ahead	ahead	NOUN
cana-653	100	39	forecasting	forecasting	NOUN
cana-653	100	40	.	.	PUNCT
cana-653	101	1	combining	combine	VERB
cana-653	101	2	knn	knn	PROPN
cana-653	101	3	and	and	CCONJ
cana-653	101	4	linear	linear	PROPN
cana-653	101	5	regression	regression	NOUN
cana-653	101	6	strategies	strategy	NOUN
cana-653	101	7	could	could	AUX
cana-653	101	8	benefit	benefit	VERB
cana-653	101	9	policymakers	policymaker	NOUN
cana-653	101	10	.	.	PUNCT
cana-653	102	1	rudrani	rudrani	PROPN
cana-653	102	2	et	et	PROPN
cana-653	102	3	al	al	PROPN
cana-653	102	4	.	.	PUNCT
cana-653	103	1	[	[	X
cana-653	103	2	15	15	NUM
cana-653	103	3	]	]	PUNCT
cana-653	103	4	proposed	propose	VERB
cana-653	103	5	a	a	DET
cana-653	103	6	forecasting	forecasting	NOUN
cana-653	103	7	approach	approach	NOUN
cana-653	103	8	based	base	VERB
cana-653	103	9	on	on	ADP
cana-653	103	10	the	the	DET
cana-653	103	11	principal	principal	ADJ
cana-653	103	12	component	component	NOUN
cana-653	103	13	augmented	augment	VERB
cana-653	103	14	time	time	NOUN
cana-653	103	15	varying	vary	VERB
cana-653	103	16	parameter	parameter	NOUN
cana-653	103	17	regression	regression	NOUN
cana-653	103	18	(	(	PUNCT
cana-653	103	19	tvpr	tvpr	NOUN
cana-653	103	20	)	)	PUNCT
cana-653	103	21	method	method	NOUN
cana-653	103	22	to	to	PART
cana-653	103	23	predict	predict	VERB
cana-653	103	24	real	real	ADJ
cana-653	103	25	aggregate	aggregate	ADJ
cana-653	103	26	and	and	CCONJ
cana-653	103	27	sectoral	sectoral	ADJ
cana-653	103	28	growth	growth	NOUN
cana-653	103	29	rates	rate	NOUN
cana-653	103	30	in	in	ADP
cana-653	103	31	india	india	PROPN
cana-653	103	32	.	.	PUNCT
cana-653	104	1	the	the	DET
cana-653	104	2	tvpr	tvpr	NOUN
cana-653	104	3	model	model	NOUN
cana-653	104	4	consistently	consistently	ADV
cana-653	104	5	outperformed	outperform	VERB
cana-653	104	6	other	other	ADJ
cana-653	104	7	models	model	NOUN
cana-653	104	8	across	across	ADP
cana-653	104	9	demand	demand	NOUN
cana-653	104	10	-	-	PUNCT
cana-653	104	11	side	side	NOUN
cana-653	104	12	,	,	PUNCT
cana-653	104	13	supply	supply	NOUN
cana-653	104	14	-	-	PUNCT
cana-653	104	15	side	side	NOUN
cana-653	104	16	,	,	PUNCT
cana-653	104	17	and	and	CCONJ
cana-653	104	18	combined	combined	ADJ
cana-653	104	19	variations	variation	NOUN
cana-653	104	20	in	in	ADP
cana-653	104	21	the	the	DET
cana-653	104	22	study	study	NOUN
cana-653	104	23	,	,	PUNCT
cana-653	104	24	effectively	effectively	ADV
cana-653	104	25	capturing	capture	VERB
cana-653	104	26	various	various	ADJ
cana-653	104	27	growth	growth	NOUN
cana-653	104	28	drivers	driver	NOUN
cana-653	104	29	.	.	PUNCT
cana-653	105	1	bhattacharya	bhattacharya	PROPN
cana-653	106	1	[	[	X
cana-653	106	2	16	16	NUM
cana-653	106	3	]	]	PUNCT
cana-653	106	4	emphasized	emphasize	VERB
cana-653	106	5	the	the	DET
cana-653	106	6	value	value	NOUN
cana-653	106	7	of	of	ADP
cana-653	106	8	high	high	ADJ
cana-653	106	9	-	-	PUNCT
cana-653	106	10	frequency	frequency	NOUN
cana-653	106	11	data	datum	NOUN
cana-653	106	12	in	in	ADP
cana-653	106	13	decisionmaking	decisionmake	VERB
cana-653	106	14	and	and	CCONJ
cana-653	106	15	presented	present	VERB
cana-653	106	16	the	the	DET
cana-653	106	17	factor	factor	NOUN
cana-653	106	18	augmented	augment	VERB
cana-653	106	19	time	time	NOUN
cana-653	106	20	varying	vary	VERB
cana-653	106	21	coefficient	coefficient	NOUN
cana-653	106	22	regression	regression	NOUN
cana-653	106	23	(	(	PUNCT
cana-653	106	24	fa	fa	NOUN
cana-653	106	25	-	-	PUNCT
cana-653	106	26	tvcr	tvcr	NOUN
cana-653	106	27	)	)	PUNCT
cana-653	106	28	model	model	NOUN
cana-653	106	29	for	for	ADP
cana-653	106	30	estimating	estimate	VERB
cana-653	106	31	quarterly	quarterly	ADJ
cana-653	106	32	gdp	gdp	NOUN
cana-653	106	33	growth	growth	NOUN
cana-653	106	34	.	.	PUNCT
cana-653	107	1	the	the	DET
cana-653	107	2	fa	fa	NOUN
cana-653	107	3	-	-	PUNCT
cana-653	107	4	tvcr	tvcr	NOUN
cana-653	107	5	model	model	NOUN
cana-653	107	6	outperforms	outperform	VERB
cana-653	107	7	the	the	DET
cana-653	107	8	dynamic	dynamic	ADJ
cana-653	107	9	factor	factor	NOUN
cana-653	107	10	model	model	NOUN
cana-653	107	11	(	(	PUNCT
cana-653	107	12	dfm	dfm	PROPN
cana-653	107	13	)	)	PUNCT
cana-653	107	14	and	and	CCONJ
cana-653	107	15	arima	arima	PROPN
cana-653	107	16	models	model	NOUN
cana-653	107	17	,	,	PUNCT
cana-653	107	18	particularly	particularly	ADV
cana-653	107	19	during	during	ADP
cana-653	107	20	major	major	ADJ
cana-653	107	21	occurrences	occurrence	NOUN
cana-653	107	22	such	such	ADJ
cana-653	107	23	as	as	ADP
cana-653	107	24	the	the	DET
cana-653	107	25	covid-19	covid-19	PROPN
cana-653	107	26	epidemic	epidemic	NOUN
cana-653	107	27	.	.	PUNCT
cana-653	108	1	sukharev	sukharev	VERB
cana-653	109	1	[	[	X
cana-653	109	2	17	17	NUM
cana-653	109	3	]	]	PUNCT
cana-653	109	4	studied	study	VERB
cana-653	109	5	the	the	DET
cana-653	109	6	effect	effect	NOUN
cana-653	109	7	of	of	ADP
cana-653	109	8	financial	financial	ADJ
cana-653	109	9	and	and	CCONJ
cana-653	109	10	non	non	ADJ
cana-653	109	11	-	-	ADJ
cana-653	109	12	financial	financial	ADJ
cana-653	109	13	investments	investment	NOUN
cana-653	109	14	on	on	ADP
cana-653	109	15	economic	economic	ADJ
cana-653	109	16	growth	growth	NOUN
cana-653	109	17	in	in	ADP
cana-653	109	18	the	the	DET
cana-653	109	19	united	united	PROPN
cana-653	109	20	states	states	PROPN
cana-653	109	21	,	,	PUNCT
cana-653	109	22	germany	germany	PROPN
cana-653	109	23	,	,	PUNCT
cana-653	109	24	and	and	CCONJ
cana-653	109	25	russia	russia	PROPN
cana-653	109	26	.	.	PUNCT
cana-653	110	1	the	the	DET
cana-653	110	2	study	study	NOUN
cana-653	110	3	used	use	VERB
cana-653	110	4	regression	regression	NOUN
cana-653	110	5	analysis	analysis	NOUN
cana-653	110	6	to	to	PART
cana-653	110	7	emphasize	emphasize	VERB
cana-653	110	8	the	the	DET
cana-653	110	9	importance	importance	NOUN
cana-653	110	10	of	of	ADP
cana-653	110	11	resolving	resolve	VERB
cana-653	110	12	structural	structural	ADJ
cana-653	110	13	imbalances	imbalance	NOUN
cana-653	110	14	in	in	ADP
cana-653	110	15	investments	investment	NOUN
cana-653	110	16	for	for	ADP
cana-653	110	17	long	long	ADJ
cana-653	110	18	-	-	PUNCT
cana-653	110	19	term	term	NOUN
cana-653	110	20	economic	economic	ADJ
cana-653	110	21	growth	growth	NOUN
cana-653	110	22	.	.	PUNCT
cana-653	111	1	hosen	hosen	PROPN
cana-653	111	2	et	et	PROPN
cana-653	111	3	al	al	PROPN
cana-653	111	4	.	.	PUNCT
cana-653	112	1	[	[	X
cana-653	112	2	18	18	NUM
cana-653	112	3	]	]	PUNCT
cana-653	112	4	investigated	investigate	VERB
cana-653	112	5	the	the	DET
cana-653	112	6	link	link	NOUN
cana-653	112	7	between	between	ADP
cana-653	112	8	population	population	NOUN
cana-653	112	9	growth	growth	NOUN
cana-653	112	10	and	and	CCONJ
cana-653	112	11	economic	economic	ADJ
cana-653	112	12	growth	growth	NOUN
cana-653	112	13	at	at	ADP
cana-653	112	14	various	various	ADJ
cana-653	112	15	income	income	NOUN
cana-653	112	16	levels	level	NOUN
cana-653	112	17	.	.	PUNCT
cana-653	113	1	the	the	DET
cana-653	113	2	findings	finding	NOUN
cana-653	113	3	revealed	reveal	VERB
cana-653	113	4	complex	complex	ADJ
cana-653	113	5	associations	association	NOUN
cana-653	113	6	,	,	PUNCT
cana-653	113	7	with	with	ADP
cana-653	113	8	some	some	DET
cana-653	113	9	income	income	NOUN
cana-653	113	10	groups	group	NOUN
cana-653	113	11	showing	show	VERB
cana-653	113	12	positive	positive	ADJ
cana-653	113	13	relationships	relationship	NOUN
cana-653	113	14	and	and	CCONJ
cana-653	113	15	others	other	NOUN
cana-653	113	16	showing	show	VERB
cana-653	113	17	negative	negative	ADJ
cana-653	113	18	relationships	relationship	NOUN
cana-653	113	19	.	.	PUNCT
cana-653	114	1	this	this	DET
cana-653	114	2	nuanced	nuanced	ADJ
cana-653	114	3	understanding	understanding	NOUN
cana-653	114	4	necessitates	necessitate	VERB
cana-653	114	5	specialized	specialized	ADJ
cana-653	114	6	policy	policy	NOUN
cana-653	114	7	responses	response	NOUN
cana-653	114	8	.	.	PUNCT
cana-653	115	1	khder	khd	ADJ
cana-653	115	2	et	et	PROPN
cana-653	115	3	al	al	PROPN
cana-653	115	4	.	.	PUNCT
cana-653	116	1	[	[	X
cana-653	116	2	19	19	NUM
cana-653	116	3	]	]	PUNCT
cana-653	116	4	used	use	VERB
cana-653	116	5	economic	economic	ADJ
cana-653	116	6	policy	policy	NOUN
cana-653	116	7	uncertainty	uncertainty	NOUN
cana-653	116	8	and	and	CCONJ
cana-653	116	9	consumer	consumer	NOUN
cana-653	116	10	price	price	NOUN
cana-653	116	11	index	index	NOUN
cana-653	116	12	data	datum	NOUN
cana-653	116	13	to	to	PART
cana-653	116	14	forecast	forecast	VERB
cana-653	116	15	india	india	PROPN
cana-653	116	16	's	's	PART
cana-653	116	17	gdp	gdp	NOUN
cana-653	116	18	,	,	PUNCT
cana-653	116	19	overcoming	overcome	VERB
cana-653	116	20	the	the	DET
cana-653	116	21	problem	problem	NOUN
cana-653	116	22	of	of	ADP
cana-653	116	23	delayed	delay	VERB
cana-653	116	24	gdp	gdp	NOUN
cana-653	116	25	data	datum	NOUN
cana-653	116	26	releases	release	NOUN
cana-653	116	27	.	.	PUNCT
cana-653	117	1	with	with	ADP
cana-653	117	2	the	the	DET
cana-653	117	3	midas	midas	PROPN
cana-653	117	4	-	-	PUNCT
cana-653	117	5	almon	almon	PROPN
cana-653	117	6	weighting	weighting	PROPN
cana-653	117	7	approach	approach	NOUN
cana-653	117	8	,	,	PUNCT
cana-653	117	9	accurate	accurate	ADJ
cana-653	117	10	predictions	prediction	NOUN
cana-653	117	11	for	for	ADP
cana-653	117	12	short	short	ADJ
cana-653	117	13	horizons	horizon	NOUN
cana-653	117	14	were	be	AUX
cana-653	117	15	obtained	obtain	VERB
cana-653	117	16	,	,	PUNCT
cana-653	117	17	taking	take	VERB
cana-653	117	18	into	into	ADP
cana-653	117	19	account	account	NOUN
cana-653	117	20	shortterm	shortterm	PROPN
cana-653	117	21	structural	structural	ADJ
cana-653	117	22	adjustments	adjustment	NOUN
cana-653	117	23	.	.	PUNCT
cana-653	118	1	communications	communication	NOUN
cana-653	118	2	on	on	ADP
cana-653	118	3	applied	apply	VERB
cana-653	118	4	nonlinear	nonlinear	ADJ
cana-653	118	5	analysis	analysis	NOUN
cana-653	118	6	issn	issn	NOUN
cana-653	118	7	:	:	PUNCT
cana-653	118	8	1074	1074	NUM
cana-653	118	9	-	-	PUNCT
cana-653	118	10	133x	133x	NUM
cana-653	118	11	vol	vol	NOUN
cana-653	118	12	31	31	NUM
cana-653	118	13	no	no	NOUN
cana-653	118	14	.	.	PUNCT
cana-653	119	1	2s	2s	NUM
cana-653	119	2	(	(	PUNCT
cana-653	119	3	2024	2024	NUM
cana-653	119	4	)	)	PUNCT
cana-653	119	5	343	343	NUM
cana-653	119	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	119	7	section	section	NOUN
cana-653	119	8	3	3	NUM
cana-653	119	9	:	:	PUNCT
cana-653	119	10	economic	economic	ADJ
cana-653	119	11	forecasting	forecasting	NOUN
cana-653	119	12	using	use	VERB
cana-653	119	13	deep	deep	ADJ
cana-653	119	14	learning	learning	NOUN
cana-653	119	15	based	base	VERB
cana-653	119	16	models	model	NOUN
cana-653	119	17	dominika	dominika	VERB
cana-653	119	18	c.	c.	PROPN
cana-653	120	1	[	[	X
cana-653	120	2	20	20	NUM
cana-653	120	3	]	]	PUNCT
cana-653	120	4	investigated	investigate	VERB
cana-653	120	5	various	various	ADJ
cana-653	120	6	forecasting	forecasting	NOUN
cana-653	120	7	models	model	NOUN
cana-653	120	8	for	for	ADP
cana-653	120	9	timber	timber	NOUN
cana-653	120	10	prices	price	NOUN
cana-653	120	11	in	in	ADP
cana-653	120	12	poland	poland	PROPN
cana-653	120	13	and	and	CCONJ
cana-653	120	14	concluded	conclude	VERB
cana-653	120	15	that	that	SCONJ
cana-653	120	16	mlp	mlp	PROPN
cana-653	120	17	(	(	PUNCT
cana-653	120	18	a	a	DET
cana-653	120	19	type	type	NOUN
cana-653	120	20	of	of	ADP
cana-653	120	21	ann	ann	PROPN
cana-653	120	22	)	)	PUNCT
cana-653	120	23	was	be	AUX
cana-653	120	24	superior	superior	ADJ
cana-653	120	25	in	in	ADP
cana-653	120	26	predicting	predict	VERB
cana-653	120	27	price	price	NOUN
cana-653	120	28	changes	change	NOUN
cana-653	120	29	and	and	CCONJ
cana-653	120	30	levels	level	NOUN
cana-653	120	31	.	.	PUNCT
cana-653	121	1	mlp	mlp	NOUN
cana-653	121	2	and	and	CCONJ
cana-653	121	3	other	other	ADJ
cana-653	121	4	anns	ann	NOUN
cana-653	121	5	performed	perform	VERB
cana-653	121	6	particularly	particularly	ADV
cana-653	121	7	well	well	ADV
cana-653	121	8	in	in	ADP
cana-653	121	9	forecasting	forecast	VERB
cana-653	121	10	common	common	ADJ
cana-653	121	11	roundwood	roundwood	NOUN
cana-653	121	12	species	specie	NOUN
cana-653	121	13	such	such	ADJ
cana-653	121	14	as	as	ADP
cana-653	121	15	scots	scots	PROPN
cana-653	121	16	pine	pine	NOUN
cana-653	121	17	,	,	PUNCT
cana-653	121	18	norway	norway	NOUN
cana-653	121	19	spruce	spruce	NOUN
cana-653	121	20	,	,	PUNCT
cana-653	121	21	and	and	CCONJ
cana-653	121	22	oaks	oak	NOUN
cana-653	121	23	.	.	PUNCT
cana-653	122	1	for	for	ADP
cana-653	122	2	alder	alder	NOUN
cana-653	122	3	and	and	CCONJ
cana-653	122	4	beech	beech	ADJ
cana-653	122	5	wood	wood	NOUN
cana-653	122	6	pricing	pricing	NOUN
cana-653	122	7	,	,	PUNCT
cana-653	122	8	the	the	DET
cana-653	122	9	ets	et	NOUN
cana-653	122	10	model	model	NOUN
cana-653	122	11	functioned	function	VERB
cana-653	122	12	well	well	ADV
cana-653	122	13	,	,	PUNCT
cana-653	122	14	while	while	SCONJ
cana-653	122	15	the	the	DET
cana-653	122	16	bats	bat	NOUN
cana-653	122	17	and	and	CCONJ
cana-653	122	18	tbats	tbat	NOUN
cana-653	122	19	models	model	NOUN
cana-653	122	20	were	be	AUX
cana-653	122	21	effective	effective	ADJ
cana-653	122	22	for	for	ADP
cana-653	122	23	birch	birch	NOUN
cana-653	122	24	.	.	PUNCT
cana-653	123	1	when	when	SCONJ
cana-653	123	2	predicting	predict	VERB
cana-653	123	3	timber	timber	NOUN
cana-653	123	4	prices	price	NOUN
cana-653	123	5	,	,	PUNCT
cana-653	123	6	ann	ann	PROPN
cana-653	123	7	models	model	NOUN
cana-653	123	8	outperformed	outperform	VERB
cana-653	123	9	traditional	traditional	ADJ
cana-653	123	10	models	model	NOUN
cana-653	123	11	in	in	ADP
cana-653	123	12	terms	term	NOUN
cana-653	123	13	of	of	ADP
cana-653	123	14	fit	fit	ADJ
cana-653	123	15	and	and	CCONJ
cana-653	123	16	forecasting	forecasting	NOUN
cana-653	123	17	accuracy	accuracy	NOUN
cana-653	123	18	.	.	PUNCT
cana-653	124	1	sa'adah	sa'adah	PROPN
cana-653	124	2	et	et	PROPN
cana-653	124	3	al	al	PROPN
cana-653	124	4	.	.	PUNCT
cana-653	125	1	[	[	X
cana-653	125	2	21	21	NUM
cana-653	125	3	]	]	PUNCT
cana-653	125	4	used	use	VERB
cana-653	125	5	deep	deep	ADJ
cana-653	125	6	learning	learning	NOUN
cana-653	125	7	algorithms	algorithm	NOUN
cana-653	125	8	(	(	PUNCT
cana-653	125	9	lstm	lstm	NOUN
cana-653	125	10	and	and	CCONJ
cana-653	125	11	rnn	rnn	NOUN
cana-653	125	12	)	)	PUNCT
cana-653	125	13	to	to	PART
cana-653	125	14	forecast	forecast	VERB
cana-653	125	15	gdp	gdp	PROPN
cana-653	125	16	.	.	PUNCT
cana-653	126	1	these	these	DET
cana-653	126	2	models	model	NOUN
cana-653	126	3	captured	capture	VERB
cana-653	126	4	gdp	gdp	NOUN
cana-653	126	5	changes	change	NOUN
cana-653	126	6	with	with	ADP
cana-653	126	7	great	great	ADJ
cana-653	126	8	accuracy	accuracy	NOUN
cana-653	126	9	,	,	PUNCT
cana-653	126	10	particularly	particularly	ADV
cana-653	126	11	during	during	ADP
cana-653	126	12	the	the	DET
cana-653	126	13	covid-19	covid-19	PROPN
cana-653	126	14	pandemic	pandemic	NOUN
cana-653	126	15	,	,	PUNCT
cana-653	126	16	emphasizing	emphasize	VERB
cana-653	126	17	the	the	DET
cana-653	126	18	promise	promise	NOUN
cana-653	126	19	of	of	ADP
cana-653	126	20	deep	deep	ADJ
cana-653	126	21	learning	learning	NOUN
cana-653	126	22	in	in	ADP
cana-653	126	23	understanding	understand	VERB
cana-653	126	24	economic	economic	ADJ
cana-653	126	25	dynamics	dynamic	NOUN
cana-653	126	26	.	.	PUNCT
cana-653	127	1	cicceri	cicceri	PROPN
cana-653	127	2	et	et	PROPN
cana-653	127	3	al	al	PROPN
cana-653	127	4	.	.	PUNCT
cana-653	128	1	[	[	X
cana-653	128	2	22	22	NUM
cana-653	128	3	]	]	PUNCT
cana-653	128	4	applied	apply	VERB
cana-653	128	5	machine	machine	NOUN
cana-653	128	6	learning	learn	VERB
cana-653	128	7	techniques	technique	NOUN
cana-653	128	8	to	to	ADP
cana-653	128	9	recession	recession	NOUN
cana-653	128	10	prediction	prediction	NOUN
cana-653	128	11	,	,	PUNCT
cana-653	128	12	concentrating	concentrate	VERB
cana-653	128	13	on	on	ADP
cana-653	128	14	italian	italian	ADJ
cana-653	128	15	gdp	gdp	NOUN
cana-653	128	16	.	.	PUNCT
cana-653	129	1	the	the	DET
cana-653	129	2	narx	narx	PROPN
cana-653	129	3	model	model	NOUN
cana-653	129	4	forecasted	forecast	VERB
cana-653	129	5	economic	economic	ADJ
cana-653	129	6	downturns	downturn	NOUN
cana-653	129	7	with	with	ADP
cana-653	129	8	greater	great	ADJ
cana-653	129	9	accuracy	accuracy	NOUN
cana-653	129	10	,	,	PUNCT
cana-653	129	11	demonstrating	demonstrate	VERB
cana-653	129	12	the	the	DET
cana-653	129	13	potential	potential	NOUN
cana-653	129	14	for	for	ADP
cana-653	129	15	ml	ml	NOUN
cana-653	129	16	techniques	technique	NOUN
cana-653	129	17	to	to	PART
cana-653	129	18	improve	improve	VERB
cana-653	129	19	short	short	ADJ
cana-653	129	20	-	-	PUNCT
cana-653	129	21	term	term	NOUN
cana-653	129	22	economic	economic	ADJ
cana-653	129	23	forecasts	forecast	NOUN
cana-653	129	24	.	.	PUNCT
cana-653	130	1	wanga	wanga	PROPN
cana-653	130	2	et	et	PROPN
cana-653	130	3	al	al	PROPN
cana-653	130	4	.	.	PUNCT
cana-653	131	1	[	[	X
cana-653	131	2	23	23	NUM
cana-653	131	3	]	]	PUNCT
cana-653	131	4	used	use	VERB
cana-653	131	5	advanced	advanced	ADJ
cana-653	131	6	deep	deep	ADJ
cana-653	131	7	learning	learning	NOUN
cana-653	131	8	models	model	NOUN
cana-653	131	9	to	to	PART
cana-653	131	10	forecast	forecast	VERB
cana-653	131	11	gdp	gdp	NOUN
cana-653	131	12	growth	growth	NOUN
cana-653	131	13	rates	rate	NOUN
cana-653	131	14	in	in	ADP
cana-653	131	15	different	different	ADJ
cana-653	131	16	countries	country	NOUN
cana-653	131	17	.	.	PUNCT
cana-653	132	1	the	the	DET
cana-653	132	2	ed	ed	NOUN
cana-653	132	3	-	-	PUNCT
cana-653	132	4	lstm	lstm	ADJ
cana-653	132	5	model	model	NOUN
cana-653	132	6	performed	perform	VERB
cana-653	132	7	the	the	DET
cana-653	132	8	best	good	ADJ
cana-653	132	9	,	,	PUNCT
cana-653	132	10	providing	provide	VERB
cana-653	132	11	insights	insight	NOUN
cana-653	132	12	into	into	ADP
cana-653	132	13	potential	potential	ADJ
cana-653	132	14	future	future	ADJ
cana-653	132	15	economic	economic	ADJ
cana-653	132	16	trajectories	trajectory	NOUN
cana-653	132	17	for	for	ADP
cana-653	132	18	various	various	ADJ
cana-653	132	19	nations	nation	NOUN
cana-653	132	20	.	.	PUNCT
cana-653	133	1	hendra	hendra	PROPN
cana-653	133	2	et	et	PROPN
cana-653	133	3	al	al	PROPN
cana-653	133	4	.	.	PUNCT
cana-653	134	1	[	[	X
cana-653	134	2	24	24	NUM
cana-653	134	3	]	]	PUNCT
cana-653	134	4	used	use	VERB
cana-653	134	5	time	time	NOUN
cana-653	134	6	series	series	PROPN
cana-653	134	7	techniques	technique	NOUN
cana-653	134	8	and	and	CCONJ
cana-653	134	9	machine	machine	NOUN
cana-653	134	10	learning	learn	VERB
cana-653	134	11	to	to	PART
cana-653	134	12	investigate	investigate	VERB
cana-653	134	13	the	the	DET
cana-653	134	14	association	association	NOUN
cana-653	134	15	between	between	ADP
cana-653	134	16	co2	co2	NOUN
cana-653	134	17	emissions	emission	NOUN
cana-653	134	18	and	and	CCONJ
cana-653	134	19	gdp	gdp	NOUN
cana-653	134	20	growth	growth	NOUN
cana-653	134	21	in	in	ADP
cana-653	134	22	indonesia	indonesia	PROPN
cana-653	134	23	.	.	PUNCT
cana-653	135	1	the	the	DET
cana-653	135	2	study	study	NOUN
cana-653	135	3	raised	raise	VERB
cana-653	135	4	awareness	awareness	NOUN
cana-653	135	5	about	about	ADP
cana-653	135	6	the	the	DET
cana-653	135	7	environmental	environmental	ADJ
cana-653	135	8	-	-	PUNCT
cana-653	135	9	economic	economic	ADJ
cana-653	135	10	nexus	nexus	NOUN
cana-653	135	11	by	by	ADP
cana-653	135	12	emphasizing	emphasize	VERB
cana-653	135	13	the	the	DET
cana-653	135	14	importance	importance	NOUN
cana-653	135	15	of	of	ADP
cana-653	135	16	co2	co2	NOUN
cana-653	135	17	emissions	emission	NOUN
cana-653	135	18	as	as	ADP
cana-653	135	19	a	a	DET
cana-653	135	20	predictor	predictor	NOUN
cana-653	135	21	of	of	ADP
cana-653	135	22	economic	economic	ADJ
cana-653	135	23	growth	growth	NOUN
cana-653	135	24	.	.	PUNCT
cana-653	136	1	in	in	ADP
cana-653	136	2	summary	summary	NOUN
cana-653	136	3	,	,	PUNCT
cana-653	136	4	the	the	DET
cana-653	136	5	studies	study	NOUN
cana-653	136	6	conducted	conduct	VERB
cana-653	136	7	provide	provide	VERB
cana-653	136	8	valuable	valuable	ADJ
cana-653	136	9	insights	insight	NOUN
cana-653	136	10	into	into	ADP
cana-653	136	11	gdp	gdp	NOUN
cana-653	136	12	growth	growth	NOUN
cana-653	136	13	forecasting	forecasting	NOUN
cana-653	136	14	using	use	VERB
cana-653	136	15	various	various	ADJ
cana-653	136	16	models	model	NOUN
cana-653	136	17	.	.	PUNCT
cana-653	137	1	these	these	DET
cana-653	137	2	studies	study	NOUN
cana-653	137	3	highlight	highlight	VERB
cana-653	137	4	the	the	DET
cana-653	137	5	capabilities	capability	NOUN
cana-653	137	6	of	of	ADP
cana-653	137	7	the	the	DET
cana-653	137	8	lstm	lstm	PROPN
cana-653	137	9	model	model	NOUN
cana-653	137	10	,	,	PUNCT
cana-653	137	11	explore	explore	VERB
cana-653	137	12	the	the	DET
cana-653	137	13	integration	integration	NOUN
cana-653	137	14	of	of	ADP
cana-653	137	15	exogenous	exogenous	ADJ
cana-653	137	16	variables	variable	NOUN
cana-653	137	17	,	,	PUNCT
cana-653	137	18	assess	assess	VERB
cana-653	137	19	the	the	DET
cana-653	137	20	potential	potential	NOUN
cana-653	137	21	of	of	ADP
cana-653	137	22	support	support	NOUN
cana-653	137	23	vector	vector	NOUN
cana-653	137	24	machines	machine	NOUN
cana-653	137	25	,	,	PUNCT
cana-653	137	26	and	and	CCONJ
cana-653	137	27	propose	propose	VERB
cana-653	137	28	enhancements	enhancement	NOUN
cana-653	137	29	through	through	ADP
cana-653	137	30	attention	attention	NOUN
cana-653	137	31	mechanisms	mechanism	NOUN
cana-653	137	32	.	.	PUNCT
cana-653	138	1	together	together	ADV
cana-653	138	2	,	,	PUNCT
cana-653	138	3	these	these	DET
cana-653	138	4	findings	finding	NOUN
cana-653	138	5	contribute	contribute	VERB
cana-653	138	6	to	to	ADP
cana-653	138	7	the	the	DET
cana-653	138	8	existing	exist	VERB
cana-653	138	9	knowledge	knowledge	NOUN
cana-653	138	10	in	in	ADP
cana-653	138	11	gdp	gdp	NOUN
cana-653	138	12	growth	growth	NOUN
cana-653	138	13	forecasting	forecasting	NOUN
cana-653	138	14	and	and	CCONJ
cana-653	138	15	offer	offer	VERB
cana-653	138	16	valuable	valuable	ADJ
cana-653	138	17	guidance	guidance	NOUN
cana-653	138	18	for	for	ADP
cana-653	138	19	practitioners	practitioner	NOUN
cana-653	138	20	and	and	CCONJ
cana-653	138	21	researchers	researcher	NOUN
cana-653	138	22	striving	strive	VERB
cana-653	138	23	to	to	PART
cana-653	138	24	achieve	achieve	VERB
cana-653	138	25	accurate	accurate	ADJ
cana-653	138	26	predictions	prediction	NOUN
cana-653	138	27	.	.	PUNCT
cana-653	139	1	3	3	X
cana-653	139	2	.	.	NUM
cana-653	139	3	proposed	propose	VERB
cana-653	139	4	methodology	methodology	NOUN
cana-653	139	5	the	the	DET
cana-653	139	6	proposed	propose	VERB
cana-653	139	7	system	system	NOUN
cana-653	139	8	uses	use	VERB
cana-653	139	9	the	the	DET
cana-653	139	10	gdp	gdp	NOUN
cana-653	139	11	dataset	dataset	VERB
cana-653	139	12	on	on	ADP
cana-653	139	13	a	a	DET
cana-653	139	14	quarterly	quarterly	ADJ
cana-653	139	15	basis	basis	NOUN
cana-653	139	16	for	for	ADP
cana-653	139	17	training	training	NOUN
cana-653	139	18	and	and	CCONJ
cana-653	139	19	validation	validation	NOUN
cana-653	139	20	purposes	purpose	NOUN
cana-653	139	21	.	.	PUNCT
cana-653	140	1	the	the	DET
cana-653	140	2	system	system	NOUN
cana-653	140	3	comprises	comprise	VERB
cana-653	140	4	five	five	NUM
cana-653	140	5	steps	step	NOUN
cana-653	140	6	.	.	PUNCT
cana-653	141	1	the	the	DET
cana-653	141	2	first	first	ADJ
cana-653	141	3	step	step	NOUN
cana-653	141	4	is	be	AUX
cana-653	141	5	data	datum	NOUN
cana-653	141	6	collection	collection	NOUN
cana-653	141	7	,	,	PUNCT
cana-653	141	8	followed	follow	VERB
cana-653	141	9	by	by	ADP
cana-653	141	10	data	datum	NOUN
cana-653	141	11	cleaning	cleaning	NOUN
cana-653	141	12	and	and	CCONJ
cana-653	141	13	feature	feature	NOUN
cana-653	141	14	selection	selection	NOUN
cana-653	141	15	.	.	PUNCT
cana-653	142	1	then	then	ADV
cana-653	142	2	,	,	PUNCT
cana-653	142	3	it	it	PRON
cana-653	142	4	uses	use	VERB
cana-653	142	5	imbalanced	imbalanced	ADJ
cana-653	142	6	data	datum	NOUN
cana-653	142	7	handling	handling	NOUN
cana-653	142	8	using	use	VERB
cana-653	142	9	the	the	DET
cana-653	142	10	ts	ts	ADJ
cana-653	142	11	-	-	PUNCT
cana-653	142	12	smote	smote	ADJ
cana-653	142	13	method	method	NOUN
cana-653	142	14	.	.	PUNCT
cana-653	143	1	then	then	ADV
cana-653	143	2	pre	pre	ADJ
cana-653	143	3	-	-	ADJ
cana-653	143	4	processed	processed	ADJ
cana-653	143	5	data	datum	NOUN
cana-653	143	6	is	be	AUX
cana-653	143	7	given	give	VERB
cana-653	143	8	to	to	ADP
cana-653	143	9	the	the	DET
cana-653	143	10	modified	modify	VERB
cana-653	143	11	lstm	lstm	PROPN
cana-653	143	12	model	model	NOUN
cana-653	143	13	for	for	ADP
cana-653	143	14	gdp	gdp	NOUN
cana-653	143	15	forecasting	forecasting	NOUN
cana-653	143	16	.	.	PUNCT
cana-653	144	1	communications	communication	NOUN
cana-653	144	2	on	on	ADP
cana-653	144	3	applied	apply	VERB
cana-653	144	4	nonlinear	nonlinear	ADJ
cana-653	144	5	analysis	analysis	NOUN
cana-653	144	6	issn	issn	NOUN
cana-653	144	7	:	:	PUNCT
cana-653	144	8	1074	1074	NUM
cana-653	144	9	-	-	PUNCT
cana-653	144	10	133x	133x	NUM
cana-653	144	11	vol	vol	NOUN
cana-653	144	12	31	31	NUM
cana-653	144	13	no	no	NOUN
cana-653	144	14	.	.	PUNCT
cana-653	145	1	2s	2s	NUM
cana-653	145	2	(	(	PUNCT
cana-653	145	3	2024	2024	NUM
cana-653	145	4	)	)	PUNCT
cana-653	145	5	344	344	NUM
cana-653	145	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	145	7	1	1	X
cana-653	145	8	.	.	PUNCT
cana-653	145	9	data	datum	NOUN
cana-653	145	10	collection	collection	NOUN
cana-653	145	11	:	:	PUNCT
cana-653	145	12	the	the	DET
cana-653	145	13	gdp	gdp	NOUN
cana-653	145	14	growth	growth	NOUN
cana-653	145	15	dataset	dataset	NOUN
cana-653	145	16	is	be	AUX
cana-653	145	17	depicted	depict	VERB
cana-653	145	18	using	use	VERB
cana-653	145	19	mathematical	mathematical	ADJ
cana-653	145	20	notation	notation	NOUN
cana-653	145	21	as	as	SCONJ
cana-653	145	22	described	describe	VERB
cana-653	145	23	below	below	ADV
cana-653	145	24	.	.	PUNCT
cana-653	146	1	let	let	VERB
cana-653	146	2	g	g	PROPN
cana-653	146	3	=	=	SYM
cana-653	146	4	{	{	PUNCT
cana-653	146	5	g1	g1	PROPN
cana-653	146	6	,	,	PUNCT
cana-653	146	7	g2	g2	PROPN
cana-653	146	8	,	,	PUNCT
cana-653	146	9	g3	g3	PROPN
cana-653	146	10	,	,	PUNCT
cana-653	146	11	…	…	PUNCT
cana-653	146	12	..	..	PUNCT
cana-653	146	13	,	,	PUNCT
cana-653	146	14	gn	gn	PROPN
cana-653	146	15	}	}	PUNCT
cana-653	146	16	denote	denote	VERB
cana-653	146	17	the	the	DET
cana-653	146	18	set	set	NOUN
cana-653	146	19	of	of	ADP
cana-653	146	20	gdp	gdp	NOUN
cana-653	146	21	growth	growth	NOUN
cana-653	146	22	values	value	NOUN
cana-653	146	23	over	over	ADP
cana-653	146	24	time	time	NOUN
cana-653	146	25	.	.	PUNCT
cana-653	147	1	in	in	ADP
cana-653	147	2	this	this	DET
cana-653	147	3	representation	representation	NOUN
cana-653	147	4	,	,	PUNCT
cana-653	147	5	g1	g1	PROPN
cana-653	147	6	represents	represent	VERB
cana-653	147	7	the	the	DET
cana-653	147	8	gdp	gdp	NOUN
cana-653	147	9	growth	growth	NOUN
cana-653	147	10	value	value	NOUN
cana-653	147	11	at	at	ADP
cana-653	147	12	the	the	DET
cana-653	147	13	ith	ith	PROPN
cana-653	147	14	time	time	NOUN
cana-653	147	15	point	point	NOUN
cana-653	147	16	,	,	PUNCT
cana-653	147	17	where	where	SCONJ
cana-653	147	18	i	i	PRON
cana-653	147	19	ranges	range	VERB
cana-653	147	20	from	from	ADP
cana-653	147	21	1	1	NUM
cana-653	147	22	to	to	PART
cana-653	147	23	n.	n.	VERB
cana-653	147	24	for	for	ADP
cana-653	147	25	instance	instance	NOUN
cana-653	147	26	,	,	PUNCT
cana-653	147	27	if	if	SCONJ
cana-653	147	28	we	we	PRON
cana-653	147	29	consider	consider	VERB
cana-653	147	30	quarterly	quarterly	ADJ
cana-653	147	31	gdp	gdp	NOUN
cana-653	147	32	growth	growth	NOUN
cana-653	147	33	data	datum	NOUN
cana-653	147	34	,	,	PUNCT
cana-653	147	35	we	we	PRON
cana-653	147	36	can	can	AUX
cana-653	147	37	express	express	VERB
cana-653	147	38	using	use	VERB
cana-653	147	39	equation	equation	NOUN
cana-653	147	40	1	1	NUM
cana-653	147	41	.	.	PUNCT
cana-653	148	1	let	let	VERB
cana-653	148	2	g	g	PROPN
cana-653	148	3	=	=	SYM
cana-653	148	4	{	{	PUNCT
cana-653	148	5	g1	g1	PROPN
cana-653	148	6	,	,	PUNCT
cana-653	148	7	g2	g2	PROPN
cana-653	148	8	,	,	PUNCT
cana-653	148	9	g3,	g3,	PROPN
cana-653	148	10	…	…	SYM
cana-653	148	11	..	..	PUNCT
cana-653	148	12	gn	gn	X
cana-653	148	13	}	}	PUNCT
cana-653	148	14	(	(	PUNCT
cana-653	148	15	1	1	X
cana-653	148	16	)	)	PUNCT
cana-653	148	17	where	where	SCONJ
cana-653	148	18	g1	g1	PROPN
cana-653	148	19	corresponds	correspond	VERB
cana-653	148	20	to	to	ADP
cana-653	148	21	the	the	DET
cana-653	148	22	gdp	gdp	NOUN
cana-653	148	23	growth	growth	NOUN
cana-653	148	24	in	in	ADP
cana-653	148	25	the	the	DET
cana-653	148	26	first	first	ADJ
cana-653	148	27	quarter	quarter	NOUN
cana-653	148	28	,	,	PUNCT
cana-653	148	29	g2	g2	PROPN
cana-653	148	30	corresponds	correspond	VERB
cana-653	148	31	to	to	ADP
cana-653	148	32	the	the	DET
cana-653	148	33	gdp	gdp	NOUN
cana-653	148	34	growth	growth	NOUN
cana-653	148	35	in	in	ADP
cana-653	148	36	the	the	DET
cana-653	148	37	second	second	ADJ
cana-653	148	38	quarter	quarter	NOUN
cana-653	148	39	,	,	PUNCT
cana-653	148	40	g3	g3	PROPN
cana-653	148	41	corresponds	correspond	VERB
cana-653	148	42	to	to	ADP
cana-653	148	43	the	the	DET
cana-653	148	44	gdp	gdp	NOUN
cana-653	148	45	growth	growth	NOUN
cana-653	148	46	in	in	ADP
cana-653	148	47	the	the	DET
cana-653	148	48	third	third	ADJ
cana-653	148	49	quarter	quarter	NOUN
cana-653	148	50	,	,	PUNCT
cana-653	148	51	and	and	CCONJ
cana-653	148	52	so	so	ADV
cana-653	148	53	on	on	ADV
cana-653	148	54	.	.	PUNCT
cana-653	149	1	by	by	ADP
cana-653	149	2	utilizing	utilize	VERB
cana-653	149	3	this	this	DET
cana-653	149	4	notation	notation	NOUN
cana-653	149	5	,	,	PUNCT
cana-653	149	6	the	the	DET
cana-653	149	7	gdp	gdp	NOUN
cana-653	149	8	growth	growth	NOUN
cana-653	149	9	values	value	NOUN
cana-653	149	10	are	be	AUX
cana-653	149	11	treated	treat	VERB
cana-653	149	12	as	as	ADP
cana-653	149	13	elements	element	NOUN
cana-653	149	14	of	of	ADP
cana-653	149	15	set	set	NOUN
cana-653	149	16	g	g	NOUN
cana-653	149	17	,	,	PUNCT
cana-653	149	18	offering	offer	VERB
cana-653	149	19	a	a	DET
cana-653	149	20	concise	concise	ADJ
cana-653	149	21	and	and	CCONJ
cana-653	149	22	symbolic	symbolic	ADJ
cana-653	149	23	representation	representation	NOUN
cana-653	149	24	of	of	ADP
cana-653	149	25	the	the	DET
cana-653	149	26	dataset	dataset	NOUN
cana-653	149	27	.	.	PUNCT
cana-653	150	1	it	it	PRON
cana-653	150	2	enables	enable	VERB
cana-653	150	3	us	we	PRON
cana-653	150	4	to	to	PART
cana-653	150	5	refer	refer	VERB
cana-653	150	6	to	to	ADP
cana-653	150	7	specific	specific	ADJ
cana-653	150	8	gdp	gdp	NOUN
cana-653	150	9	growth	growth	NOUN
cana-653	150	10	values	value	NOUN
cana-653	150	11	at	at	ADP
cana-653	150	12	different	different	ADJ
cana-653	150	13	time	time	NOUN
cana-653	150	14	points	point	NOUN
cana-653	150	15	using	use	VERB
cana-653	150	16	the	the	DET
cana-653	150	17	corresponding	correspond	VERB
cana-653	150	18	subscripts	subscript	NOUN
cana-653	150	19	(	(	PUNCT
cana-653	150	20	e.g.	e.g.	ADV
cana-653	150	21	,	,	PUNCT
cana-653	150	22	g1	g1	VERB
cana-653	150	23	for	for	ADP
cana-653	150	24	the	the	DET
cana-653	150	25	first	first	ADJ
cana-653	150	26	quarter	quarter	NOUN
cana-653	150	27	,	,	PUNCT
cana-653	150	28	g2	g2	PROPN
cana-653	150	29	for	for	ADP
cana-653	150	30	the	the	DET
cana-653	150	31	second	second	ADJ
cana-653	150	32	quarter	quarter	NOUN
cana-653	150	33	,	,	PUNCT
cana-653	150	34	and	and	CCONJ
cana-653	150	35	so	so	ADV
cana-653	150	36	forth	forth	ADV
cana-653	150	37	)	)	PUNCT
cana-653	150	38	.	.	PUNCT
cana-653	151	1	this	this	DET
cana-653	151	2	notation	notation	NOUN
cana-653	151	3	facilitates	facilitate	VERB
cana-653	151	4	mathematical	mathematical	ADJ
cana-653	151	5	operations	operation	NOUN
cana-653	151	6	,	,	PUNCT
cana-653	151	7	analysis	analysis	NOUN
cana-653	151	8	,	,	PUNCT
cana-653	151	9	and	and	CCONJ
cana-653	151	10	the	the	DET
cana-653	151	11	formulation	formulation	NOUN
cana-653	151	12	of	of	ADP
cana-653	151	13	forecasting	forecasting	NOUN
cana-653	151	14	models	model	NOUN
cana-653	151	15	and	and	CCONJ
cana-653	151	16	statistical	statistical	ADJ
cana-653	151	17	analyses	analysis	NOUN
cana-653	151	18	for	for	ADP
cana-653	151	19	the	the	DET
cana-653	151	20	gdp	gdp	NOUN
cana-653	151	21	growth	growth	NOUN
cana-653	151	22	dataset	dataset	VERB
cana-653	151	23	.	.	PUNCT
cana-653	152	1	2	2	X
cana-653	152	2	.	.	X
cana-653	152	3	data	datum	NOUN
cana-653	152	4	cleaning	clean	VERB
cana-653	152	5	i.	i.	NOUN
cana-653	152	6	handling	handle	VERB
cana-653	152	7	missing	miss	VERB
cana-653	152	8	values	value	NOUN
cana-653	152	9	using	use	VERB
cana-653	152	10	expectation	expectation	NOUN
cana-653	152	11	-	-	PUNCT
cana-653	152	12	maximization	maximization	NOUN
cana-653	152	13	(	(	PUNCT
cana-653	152	14	em	em	PRON
cana-653	152	15	)	)	PUNCT
cana-653	152	16	algorithm	algorithm	NOUN
cana-653	152	17	the	the	DET
cana-653	152	18	em	em	PROPN
cana-653	152	19	algorithm	algorithm	NOUN
cana-653	152	20	consists	consist	VERB
cana-653	152	21	of	of	ADP
cana-653	152	22	two	two	NUM
cana-653	152	23	steps	step	NOUN
cana-653	152	24	:	:	PUNCT
cana-653	152	25	the	the	DET
cana-653	152	26	e	e	NOUN
cana-653	152	27	-	-	NOUN
cana-653	152	28	step	step	NOUN
cana-653	152	29	and	and	CCONJ
cana-653	152	30	the	the	DET
cana-653	152	31	m	m	NOUN
cana-653	152	32	-	-	NOUN
cana-653	152	33	step	step	NOUN
cana-653	152	34	.	.	PUNCT
cana-653	153	1	the	the	DET
cana-653	153	2	em	em	PROPN
cana-653	153	3	algorithm	algorithm	NOUN
cana-653	153	4	leverages	leverage	VERB
cana-653	153	5	the	the	DET
cana-653	153	6	relationships	relationship	NOUN
cana-653	153	7	between	between	ADP
cana-653	153	8	variables	variable	NOUN
cana-653	153	9	in	in	ADP
cana-653	153	10	the	the	DET
cana-653	153	11	dataset	dataset	NOUN
cana-653	153	12	to	to	PART
cana-653	153	13	estimate	estimate	VERB
cana-653	153	14	missing	miss	VERB
cana-653	153	15	values	value	NOUN
cana-653	153	16	accurately	accurately	ADV
cana-653	153	17	,	,	PUNCT
cana-653	153	18	allowing	allow	VERB
cana-653	153	19	for	for	ADP
cana-653	153	20	a	a	DET
cana-653	153	21	more	more	ADV
cana-653	153	22	complete	complete	ADJ
cana-653	153	23	dataset	dataset	NOUN
cana-653	153	24	for	for	ADP
cana-653	153	25	analysis	analysis	NOUN
cana-653	153	26	.	.	PUNCT
cana-653	154	1	e	e	X
cana-653	154	2	-	-	NOUN
cana-653	154	3	step	step	NOUN
cana-653	154	4	:	:	PUNCT
cana-653	154	5	in	in	ADP
cana-653	154	6	this	this	DET
cana-653	154	7	step	step	NOUN
cana-653	154	8	,	,	PUNCT
cana-653	154	9	missing	miss	VERB
cana-653	154	10	values	value	NOUN
cana-653	154	11	are	be	AUX
cana-653	154	12	estimated	estimate	VERB
cana-653	154	13	based	base	VERB
cana-653	154	14	on	on	ADP
cana-653	154	15	the	the	DET
cana-653	154	16	observed	observe	VERB
cana-653	154	17	data	datum	NOUN
cana-653	154	18	and	and	CCONJ
cana-653	154	19	the	the	DET
cana-653	154	20	current	current	ADJ
cana-653	154	21	parameter	parameter	NOUN
cana-653	154	22	estimates	estimate	NOUN
cana-653	154	23	.	.	PUNCT
cana-653	155	1	the	the	DET
cana-653	155	2	conditional	conditional	ADJ
cana-653	155	3	distribution	distribution	NOUN
cana-653	155	4	of	of	ADP
cana-653	155	5	the	the	DET
cana-653	155	6	missing	miss	VERB
cana-653	155	7	values	value	NOUN
cana-653	155	8	is	be	AUX
cana-653	155	9	calculated	calculate	VERB
cana-653	155	10	using	use	VERB
cana-653	155	11	the	the	DET
cana-653	155	12	available	available	ADJ
cana-653	155	13	data	datum	NOUN
cana-653	155	14	and	and	CCONJ
cana-653	155	15	the	the	DET
cana-653	155	16	current	current	ADJ
cana-653	155	17	estimates	estimate	NOUN
cana-653	155	18	of	of	ADP
cana-653	155	19	the	the	DET
cana-653	155	20	parameters	parameter	NOUN
cana-653	155	21	as	as	SCONJ
cana-653	155	22	described	describe	VERB
cana-653	155	23	in	in	ADP
cana-653	155	24	equation	equation	NOUN
cana-653	155	25	(	(	PUNCT
cana-653	155	26	2	2	X
cana-653	155	27	)	)	PUNCT
cana-653	155	28	the	the	DET
cana-653	155	29	conditional	conditional	ADJ
cana-653	155	30	distribution	distribution	NOUN
cana-653	155	31	p(missing	p(missing	NOUN
cana-653	155	32	value	value	NOUN
cana-653	155	33	|	|	ADV
cana-653	155	34	observed	observe	VERB
cana-653	155	35	data	datum	NOUN
cana-653	155	36	,	,	PUNCT
cana-653	155	37	parameter	parameter	NOUN
cana-653	155	38	estimates	estimate	NOUN
cana-653	155	39	)	)	PUNCT
cana-653	155	40	(	(	PUNCT
cana-653	155	41	2	2	X
cana-653	155	42	)	)	PUNCT
cana-653	155	43	m	m	NOUN
cana-653	155	44	-	-	NOUN
cana-653	155	45	step	step	NOUN
cana-653	155	46	:	:	PUNCT
cana-653	155	47	in	in	ADP
cana-653	155	48	this	this	DET
cana-653	155	49	step	step	NOUN
cana-653	155	50	,	,	PUNCT
cana-653	155	51	the	the	DET
cana-653	155	52	parameter	parameter	NOUN
cana-653	155	53	estimates	estimate	NOUN
cana-653	155	54	are	be	AUX
cana-653	155	55	updated	update	VERB
cana-653	155	56	by	by	ADP
cana-653	155	57	maximizing	maximize	VERB
cana-653	155	58	the	the	DET
cana-653	155	59	expected	expect	VERB
cana-653	155	60	complete	complete	ADJ
cana-653	155	61	-	-	PUNCT
cana-653	155	62	data	data	NOUN
cana-653	155	63	log	log	NOUN
cana-653	155	64	-	-	PUNCT
cana-653	155	65	likelihood	likelihood	NOUN
cana-653	155	66	.	.	PUNCT
cana-653	156	1	it	it	PRON
cana-653	156	2	involves	involve	VERB
cana-653	156	3	recalculating	recalculate	VERB
cana-653	156	4	the	the	DET
cana-653	156	5	parameter	parameter	NOUN
cana-653	156	6	estimates	estimate	NOUN
cana-653	156	7	using	use	VERB
cana-653	156	8	the	the	DET
cana-653	156	9	imputed	imputed	ADJ
cana-653	156	10	values	value	NOUN
cana-653	156	11	from	from	ADP
cana-653	156	12	the	the	DET
cana-653	156	13	estep	estep	NOUN
cana-653	156	14	.	.	PUNCT
cana-653	157	1	the	the	DET
cana-653	157	2	updated	update	VERB
cana-653	157	3	parameter	parameter	NOUN
cana-653	157	4	estimates	estimate	NOUN
cana-653	157	5	can	can	AUX
cana-653	157	6	be	be	AUX
cana-653	157	7	represented	represent	VERB
cana-653	157	8	using	use	VERB
cana-653	157	9	equation	equation	NOUN
cana-653	157	10	3	3	NUM
cana-653	157	11	.	.	PUNCT
cana-653	157	12	θ(t+1	θ(t+1	NOUN
cana-653	157	13	)	)	PUNCT
cana-653	158	1	=	=	SYM
cana-653	158	2	argmax	argmax	NOUN
cana-653	158	3	[	[	PUNCT
cana-653	158	4	e[log	e[log	NOUN
cana-653	158	5	-	-	PUNCT
cana-653	158	6	likelihood	likelihood	NOUN
cana-653	158	7	(	(	PUNCT
cana-653	158	8	complete	complete	ADJ
cana-653	158	9	data	datum	NOUN
cana-653	158	10	)	)	PUNCT
cana-653	158	11	|	|	ADV
cana-653	158	12	observed	observe	VERB
cana-653	158	13	data	datum	NOUN
cana-653	158	14	,	,	PUNCT
cana-653	158	15	parameter	parameter	NOUN
cana-653	158	16	estimates	estimate	NOUN
cana-653	158	17	(	(	PUNCT
cana-653	158	18	t	t	PROPN
cana-653	158	19	)	)	PUNCT
cana-653	158	20	]	]	PUNCT
cana-653	158	21	]	]	PUNCT
cana-653	158	22	(	(	PUNCT
cana-653	158	23	3	3	X
cana-653	158	24	)	)	PUNCT
cana-653	158	25	where	where	SCONJ
cana-653	158	26	θ(t+1	θ(t+1	NOUN
cana-653	158	27	)	)	PUNCT
cana-653	158	28	represents	represent	VERB
cana-653	158	29	the	the	DET
cana-653	158	30	updated	update	VERB
cana-653	158	31	parameter	parameter	NOUN
cana-653	158	32	estimates	estimate	NOUN
cana-653	158	33	,	,	PUNCT
cana-653	158	34	and	and	CCONJ
cana-653	158	35	t	t	PROPN
cana-653	158	36	represents	represent	VERB
cana-653	158	37	the	the	DET
cana-653	158	38	iteration	iteration	NOUN
cana-653	158	39	step	step	NOUN
cana-653	158	40	.	.	PUNCT
cana-653	159	1	ii	ii	PROPN
cana-653	159	2	.	.	PUNCT
cana-653	159	3	outlier	outlier	PROPN
cana-653	159	4	detection	detection	NOUN
cana-653	159	5	and	and	CCONJ
cana-653	159	6	treatment	treatment	NOUN
cana-653	159	7	using	use	VERB
cana-653	159	8	modified	modify	VERB
cana-653	159	9	z	z	NOUN
cana-653	159	10	-	-	PUNCT
cana-653	159	11	score	score	NOUN
cana-653	159	12	method	method	NOUN
cana-653	159	13	the	the	DET
cana-653	159	14	modified	modified	ADJ
cana-653	159	15	z	z	NOUN
cana-653	159	16	-	-	PUNCT
cana-653	159	17	score	score	NOUN
cana-653	159	18	is	be	AUX
cana-653	159	19	calculated	calculate	VERB
cana-653	159	20	using	use	VERB
cana-653	159	21	the	the	DET
cana-653	159	22	median	median	NOUN
cana-653	159	23	(	(	PUNCT
cana-653	159	24	med	med	PROPN
cana-653	159	25	)	)	PUNCT
cana-653	159	26	and	and	CCONJ
cana-653	159	27	the	the	DET
cana-653	159	28	median	median	ADJ
cana-653	159	29	absolute	absolute	ADJ
cana-653	159	30	deviation	deviation	NOUN
cana-653	159	31	(	(	PUNCT
cana-653	159	32	mad	mad	ADJ
cana-653	159	33	)	)	PUNCT
cana-653	159	34	as	as	ADP
cana-653	159	35	robust	robust	ADJ
cana-653	159	36	central	central	ADJ
cana-653	159	37	tendency	tendency	NOUN
cana-653	159	38	and	and	CCONJ
cana-653	159	39	dispersion	dispersion	NOUN
cana-653	159	40	measures	measure	NOUN
cana-653	159	41	,	,	PUNCT
cana-653	159	42	respectively	respectively	ADV
cana-653	159	43	.	.	PUNCT
cana-653	160	1	the	the	DET
cana-653	160	2	modified	modified	ADJ
cana-653	160	3	z	z	NOUN
cana-653	160	4	-	-	PUNCT
cana-653	160	5	score	score	NOUN
cana-653	160	6	formula	formula	NOUN
cana-653	160	7	is	be	AUX
cana-653	160	8	given	give	VERB
cana-653	160	9	by	by	ADP
cana-653	160	10	using	use	VERB
cana-653	160	11	equation	equation	NOUN
cana-653	160	12	4	4	NUM
cana-653	160	13	.	.	PUNCT
cana-653	160	14	z	z	NOUN
cana-653	161	1	=	=	PUNCT
cana-653	161	2	0.6745	0.6745	NUM
cana-653	161	3	*	*	PUNCT
cana-653	161	4	(	(	PUNCT
cana-653	161	5	x	x	X
cana-653	161	6	med	med	PROPN
cana-653	161	7	)	)	PUNCT
cana-653	161	8	/	/	PUNCT
cana-653	161	9	mad	mad	ADJ
cana-653	161	10	(	(	PUNCT
cana-653	161	11	4	4	NUM
cana-653	161	12	)	)	PUNCT
cana-653	161	13	here	here	ADV
cana-653	161	14	,	,	PUNCT
cana-653	161	15	x	x	PRON
cana-653	161	16	represents	represent	VERB
cana-653	161	17	the	the	DET
cana-653	161	18	observed	observed	ADJ
cana-653	161	19	value	value	NOUN
cana-653	161	20	,	,	PUNCT
cana-653	161	21	and	and	CCONJ
cana-653	161	22	z	z	NOUN
cana-653	161	23	represents	represent	VERB
cana-653	161	24	the	the	DET
cana-653	161	25	modified	modified	ADJ
cana-653	161	26	z	z	NOUN
cana-653	161	27	-	-	PUNCT
cana-653	161	28	score	score	NOUN
cana-653	161	29	.	.	PUNCT
cana-653	162	1	outliers	outlier	NOUN
cana-653	162	2	can	can	AUX
cana-653	162	3	be	be	AUX
cana-653	162	4	identified	identify	VERB
cana-653	162	5	by	by	ADP
cana-653	162	6	comparing	compare	VERB
cana-653	162	7	the	the	DET
cana-653	162	8	absolute	absolute	ADJ
cana-653	162	9	value	value	NOUN
cana-653	162	10	of	of	ADP
cana-653	162	11	z	z	NOUN
cana-653	162	12	with	with	ADP
cana-653	162	13	a	a	DET
cana-653	162	14	predetermined	predetermine	VERB
cana-653	162	15	threshold	threshold	NOUN
cana-653	162	16	(	(	PUNCT
cana-653	162	17	e.g.	e.g.	ADV
cana-653	162	18	,	,	PUNCT
cana-653	162	19	z	z	NOUN
cana-653	162	20	>	>	X
cana-653	162	21	3	3	NUM
cana-653	162	22	or	or	CCONJ
cana-653	162	23	z	z	NOUN
cana-653	162	24	>	>	X
cana-653	162	25	4	4	NUM
cana-653	162	26	)	)	PUNCT
cana-653	162	27	.	.	PUNCT
cana-653	163	1	outliers	outlier	NOUN
cana-653	163	2	can	can	AUX
cana-653	163	3	be	be	AUX
cana-653	163	4	identified	identify	VERB
cana-653	163	5	by	by	ADP
cana-653	163	6	comparing	compare	VERB
cana-653	163	7	the	the	DET
cana-653	163	8	absolute	absolute	ADJ
cana-653	163	9	value	value	NOUN
cana-653	163	10	of	of	ADP
cana-653	163	11	the	the	DET
cana-653	163	12	modified	modified	ADJ
cana-653	163	13	z	z	NOUN
cana-653	163	14	-	-	PUNCT
cana-653	163	15	score	score	VERB
cana-653	163	16	with	with	ADP
cana-653	163	17	a	a	DET
cana-653	163	18	predetermined	predetermine	VERB
cana-653	163	19	threshold	threshold	NOUN
cana-653	163	20	.	.	PUNCT
cana-653	164	1	once	once	SCONJ
cana-653	164	2	outliers	outlier	NOUN
cana-653	164	3	are	be	AUX
cana-653	164	4	detected	detect	VERB
cana-653	164	5	,	,	PUNCT
cana-653	164	6	they	they	PRON
cana-653	164	7	can	can	AUX
cana-653	164	8	be	be	AUX
cana-653	164	9	treated	treat	VERB
cana-653	164	10	using	use	VERB
cana-653	164	11	various	various	ADJ
cana-653	164	12	methods	method	NOUN
cana-653	164	13	such	such	ADJ
cana-653	164	14	as	as	ADP
cana-653	164	15	trimming	trim	VERB
cana-653	164	16	(	(	PUNCT
cana-653	164	17	removing	remove	VERB
cana-653	164	18	the	the	DET
cana-653	164	19	outliers	outlier	NOUN
cana-653	164	20	)	)	PUNCT
cana-653	164	21	,	,	PUNCT
cana-653	164	22	winsorization	winsorization	NOUN
cana-653	164	23	(	(	PUNCT
cana-653	164	24	replacing	replace	VERB
cana-653	164	25	the	the	DET
cana-653	164	26	outliers	outlier	NOUN
cana-653	164	27	with	with	ADP
cana-653	164	28	the	the	DET
cana-653	164	29	nearest	near	ADJ
cana-653	164	30	reasonable	reasonable	ADJ
cana-653	164	31	values	value	NOUN
cana-653	164	32	)	)	PUNCT
cana-653	164	33	,	,	PUNCT
cana-653	164	34	or	or	CCONJ
cana-653	164	35	other	other	ADJ
cana-653	164	36	approaches	approach	NOUN
cana-653	164	37	based	base	VERB
cana-653	164	38	on	on	ADP
cana-653	164	39	the	the	DET
cana-653	164	40	specific	specific	ADJ
cana-653	164	41	characteristics	characteristic	NOUN
cana-653	164	42	of	of	ADP
cana-653	164	43	the	the	DET
cana-653	164	44	dataset	dataset	NOUN
cana-653	164	45	.	.	PUNCT
cana-653	165	1	communications	communication	NOUN
cana-653	165	2	on	on	ADP
cana-653	165	3	applied	apply	VERB
cana-653	165	4	nonlinear	nonlinear	ADJ
cana-653	165	5	analysis	analysis	NOUN
cana-653	165	6	issn	issn	NOUN
cana-653	165	7	:	:	PUNCT
cana-653	165	8	1074	1074	NUM
cana-653	165	9	-	-	PUNCT
cana-653	165	10	133x	133x	NUM
cana-653	165	11	vol	vol	NOUN
cana-653	165	12	31	31	NUM
cana-653	165	13	no	no	NOUN
cana-653	165	14	.	.	PUNCT
cana-653	166	1	2s	2s	NUM
cana-653	166	2	(	(	PUNCT
cana-653	166	3	2024	2024	NUM
cana-653	166	4	)	)	PUNCT
cana-653	166	5	345	345	NUM
cana-653	166	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	166	7	iii	iii	PROPN
cana-653	166	8	.	.	NOUN
cana-653	166	9	trend	trend	NOUN
cana-653	166	10	analysis	analysis	NOUN
cana-653	166	11	and	and	CCONJ
cana-653	166	12	detrending	detrending	NOUN
cana-653	166	13	:	:	PUNCT
cana-653	166	14	linear	linear	ADJ
cana-653	166	15	regression	regression	VERB
cana-653	166	16	the	the	DET
cana-653	166	17	linear	linear	ADJ
cana-653	166	18	regression	regression	NOUN
cana-653	166	19	equation	equation	NOUN
cana-653	166	20	represents	represent	VERB
cana-653	166	21	the	the	DET
cana-653	166	22	trend	trend	NOUN
cana-653	166	23	component	component	NOUN
cana-653	166	24	in	in	ADP
cana-653	166	25	the	the	DET
cana-653	166	26	dataset	dataset	NOUN
cana-653	166	27	using	use	VERB
cana-653	166	28	equation	equation	NOUN
cana-653	166	29	(	(	PUNCT
cana-653	166	30	5	5	NUM
cana-653	166	31	)	)	PUNCT
cana-653	166	32	.	.	PUNCT
cana-653	167	1	y	y	PROPN
cana-653	167	2	=	=	PUNCT
cana-653	167	3	β0	β0	PROPN
cana-653	168	1	+	+	CCONJ
cana-653	168	2	β1	β1	PROPN
cana-653	168	3	*	*	PUNCT
cana-653	168	4	x	x	SYM
cana-653	168	5	(	(	PUNCT
cana-653	168	6	5	5	X
cana-653	168	7	)	)	PUNCT
cana-653	168	8	y	y	PROPN
cana-653	168	9	represents	represent	VERB
cana-653	168	10	the	the	DET
cana-653	168	11	dependent	dependent	ADJ
cana-653	168	12	variable	variable	NOUN
cana-653	168	13	(	(	PUNCT
cana-653	168	14	e.g.	e.g.	ADV
cana-653	168	15	,	,	PUNCT
cana-653	168	16	gdp	gdp	NOUN
cana-653	168	17	growth	growth	NOUN
cana-653	168	18	)	)	PUNCT
cana-653	168	19	,	,	PUNCT
cana-653	168	20	and	and	CCONJ
cana-653	168	21	x	x	X
cana-653	168	22	represents	represent	VERB
cana-653	168	23	the	the	DET
cana-653	168	24	independent	independent	ADJ
cana-653	168	25	variable	variable	NOUN
cana-653	168	26	(	(	PUNCT
cana-653	168	27	e.g.	e.g.	ADV
cana-653	168	28	,	,	PUNCT
cana-653	168	29	time	time	NOUN
cana-653	168	30	or	or	CCONJ
cana-653	168	31	a	a	DET
cana-653	168	32	sequence	sequence	NOUN
cana-653	168	33	of	of	ADP
cana-653	168	34	observations	observation	NOUN
cana-653	168	35	)	)	PUNCT
cana-653	168	36	.	.	PUNCT
cana-653	169	1	β0	β0	NOUN
cana-653	169	2	and	and	CCONJ
cana-653	169	3	β1	β1	PROPN
cana-653	169	4	are	be	AUX
cana-653	169	5	the	the	DET
cana-653	169	6	estimated	estimate	VERB
cana-653	169	7	coefficients	coefficient	NOUN
cana-653	169	8	representing	represent	VERB
cana-653	169	9	the	the	DET
cana-653	169	10	trend	trend	NOUN
cana-653	169	11	line	line	NOUN
cana-653	169	12	's	's	PART
cana-653	169	13	intercept	intercept	NOUN
cana-653	169	14	and	and	CCONJ
cana-653	169	15	slope	slope	NOUN
cana-653	169	16	,	,	PUNCT
cana-653	169	17	respectively	respectively	ADV
cana-653	169	18	.	.	PUNCT
cana-653	170	1	the	the	DET
cana-653	170	2	coefficients	coefficient	NOUN
cana-653	170	3	β0	β0	ADV
cana-653	170	4	and	and	CCONJ
cana-653	170	5	β1	β1	PROPN
cana-653	170	6	are	be	AUX
cana-653	170	7	estimated	estimate	VERB
cana-653	170	8	using	use	VERB
cana-653	170	9	the	the	DET
cana-653	170	10	least	least	ADJ
cana-653	170	11	squares	square	NOUN
cana-653	170	12	method	method	NOUN
cana-653	170	13	using	use	VERB
cana-653	170	14	equation	equation	NOUN
cana-653	170	15	6	6	NUM
cana-653	170	16	and	and	CCONJ
cana-653	170	17	7	7	NUM
cana-653	170	18	.	.	PUNCT
cana-653	171	1	β1	β1	NOUN
cana-653	171	2	=	=	SYM
cana-653	171	3	σ[(x	σ[(x	PROPN
cana-653	171	4	x̄	x̄	PROPN
cana-653	171	5	)	)	PUNCT
cana-653	172	1	*	*	PUNCT
cana-653	172	2	(	(	PUNCT
cana-653	172	3	y	y	PROPN
cana-653	172	4	ȳ	ȳ	PROPN
cana-653	172	5	)	)	PUNCT
cana-653	172	6	]	]	PUNCT
cana-653	172	7	/	/	SYM
cana-653	172	8	σ[(x	σ[(x	NOUN
cana-653	172	9	x̄)^2	x̄)^2	NUM
cana-653	172	10	]	]	X
cana-653	173	1	(	(	PUNCT
cana-653	173	2	6	6	NUM
cana-653	173	3	)	)	PUNCT
cana-653	173	4	β0	β0	NOUN
cana-653	173	5	=	=	SYM
cana-653	173	6	ȳ	ȳ	PROPN
cana-653	173	7	β1	β1	PROPN
cana-653	173	8	*	*	PUNCT
cana-653	173	9	x̄	x̄	NOUN
cana-653	173	10	(	(	PUNCT
cana-653	173	11	7	7	X
cana-653	173	12	)	)	PUNCT
cana-653	173	13	where	where	SCONJ
cana-653	173	14	x̄	x̄	PRON
cana-653	173	15	and	and	CCONJ
cana-653	173	16	ȳ	ȳ	PROPN
cana-653	173	17	represent	represent	VERB
cana-653	173	18	the	the	DET
cana-653	173	19	means	mean	NOUN
cana-653	173	20	of	of	ADP
cana-653	173	21	the	the	DET
cana-653	173	22	independent	independent	ADJ
cana-653	173	23	and	and	CCONJ
cana-653	173	24	dependent	dependent	ADJ
cana-653	173	25	variables	variable	NOUN
cana-653	173	26	,	,	PUNCT
cana-653	173	27	respectively	respectively	ADV
cana-653	173	28	.	.	PUNCT
cana-653	174	1	iv	iv	X
cana-653	174	2	.	.	PUNCT
cana-653	174	3	data	datum	NOUN
cana-653	174	4	transformation	transformation	NOUN
cana-653	174	5	using	use	VERB
cana-653	174	6	min	min	NOUN
cana-653	174	7	-	-	ADJ
cana-653	174	8	max	max	PROPN
cana-653	174	9	scaling	scale	VERB
cana-653	174	10	min	min	PROPN
cana-653	174	11	-	-	ADJ
cana-653	174	12	max	max	ADJ
cana-653	174	13	scaling	scaling	NOUN
cana-653	174	14	,	,	PUNCT
cana-653	174	15	also	also	ADV
cana-653	174	16	known	know	VERB
cana-653	174	17	as	as	ADP
cana-653	174	18	normalization	normalization	NOUN
cana-653	174	19	,	,	PUNCT
cana-653	174	20	is	be	AUX
cana-653	174	21	a	a	DET
cana-653	174	22	popular	popular	ADJ
cana-653	174	23	method	method	NOUN
cana-653	174	24	for	for	ADP
cana-653	174	25	data	data	NOUN
cana-653	174	26	transformation	transformation	NOUN
cana-653	174	27	.	.	PUNCT
cana-653	175	1	it	it	PRON
cana-653	175	2	rescales	rescale	VERB
cana-653	175	3	the	the	DET
cana-653	175	4	data	datum	NOUN
cana-653	175	5	to	to	ADP
cana-653	175	6	a	a	DET
cana-653	175	7	specific	specific	ADJ
cana-653	175	8	range	range	NOUN
cana-653	175	9	,	,	PUNCT
cana-653	175	10	typically	typically	ADV
cana-653	175	11	between	between	ADP
cana-653	175	12	0	0	NUM
cana-653	175	13	and	and	CCONJ
cana-653	175	14	1	1	NUM
cana-653	175	15	.	.	PUNCT
cana-653	176	1	the	the	DET
cana-653	176	2	formula	formula	NOUN
cana-653	176	3	for	for	ADP
cana-653	176	4	min	min	NOUN
cana-653	176	5	-	-	ADJ
cana-653	176	6	max	max	ADJ
cana-653	176	7	scaling	scaling	NOUN
cana-653	176	8	is	be	AUX
cana-653	176	9	calculated	calculate	VERB
cana-653	176	10	using	use	VERB
cana-653	176	11	equation	equation	NOUN
cana-653	176	12	(	(	PUNCT
cana-653	176	13	8)	8)	NUM
cana-653	176	14	.	.	PUNCT
cana-653	177	1	y	y	X
cana-653	177	2	'	'	PUNCT
cana-653	177	3	=	=	PUNCT
cana-653	177	4	(	(	PUNCT
cana-653	177	5	y	y	PROPN
cana-653	177	6	min(y	min(y	PROPN
cana-653	177	7	)	)	PUNCT
cana-653	177	8	)	)	PUNCT
cana-653	177	9	/	/	PUNCT
cana-653	177	10	(	(	PUNCT
cana-653	177	11	max(y	max(y	NOUN
cana-653	177	12	)	)	PUNCT
cana-653	177	13	min(y	min(y	PROPN
cana-653	177	14	)	)	PUNCT
cana-653	177	15	)	)	PUNCT
cana-653	178	1	(	(	PUNCT
cana-653	178	2	8)	8)	NUM
cana-653	178	3	y	y	NOUN
cana-653	178	4	'	'	PUNCT
cana-653	178	5	represents	represent	VERB
cana-653	178	6	the	the	DET
cana-653	178	7	transformed	transform	VERB
cana-653	178	8	variable	variable	NOUN
cana-653	178	9	,	,	PUNCT
cana-653	178	10	and	and	CCONJ
cana-653	178	11	y	y	PROPN
cana-653	178	12	represents	represent	VERB
cana-653	178	13	the	the	DET
cana-653	178	14	original	original	ADJ
cana-653	178	15	variable	variable	NOUN
cana-653	178	16	.	.	PUNCT
cana-653	179	1	min(y	min(y	X
cana-653	179	2	)	)	PUNCT
cana-653	179	3	and	and	CCONJ
cana-653	179	4	max(y	max(y	NOUN
cana-653	179	5	)	)	PUNCT
cana-653	179	6	are	be	AUX
cana-653	179	7	y	y	PROPN
cana-653	179	8	’s	’s	PART
cana-653	179	9	minimum	minimum	ADJ
cana-653	179	10	and	and	CCONJ
cana-653	179	11	maximum	maximum	ADJ
cana-653	179	12	values	value	NOUN
cana-653	179	13	,	,	PUNCT
cana-653	179	14	respectively	respectively	ADV
cana-653	179	15	.	.	PUNCT
cana-653	180	1	min	min	ADJ
cana-653	180	2	-	-	ADJ
cana-653	180	3	max	max	ADJ
cana-653	180	4	scaling	scaling	NOUN
cana-653	180	5	ensures	ensure	VERB
cana-653	180	6	that	that	SCONJ
cana-653	180	7	the	the	DET
cana-653	180	8	data	data	NOUN
cana-653	180	9	is	be	AUX
cana-653	180	10	uniformly	uniformly	ADV
cana-653	180	11	distributed	distribute	VERB
cana-653	180	12	within	within	ADP
cana-653	180	13	the	the	DET
cana-653	180	14	specified	specified	ADJ
cana-653	180	15	range	range	NOUN
cana-653	180	16	,	,	PUNCT
cana-653	180	17	which	which	PRON
cana-653	180	18	can	can	AUX
cana-653	180	19	be	be	AUX
cana-653	180	20	beneficial	beneficial	ADJ
cana-653	180	21	for	for	ADP
cana-653	180	22	certain	certain	ADJ
cana-653	180	23	modelling	modelling	NOUN
cana-653	180	24	techniques	technique	NOUN
cana-653	180	25	.	.	PUNCT
cana-653	181	1	it	it	PRON
cana-653	181	2	also	also	ADV
cana-653	181	3	preserves	preserve	VERB
cana-653	181	4	the	the	DET
cana-653	181	5	relationships	relationship	NOUN
cana-653	181	6	between	between	ADP
cana-653	181	7	data	datum	NOUN
cana-653	181	8	points	point	NOUN
cana-653	181	9	and	and	CCONJ
cana-653	181	10	maintains	maintain	VERB
cana-653	181	11	the	the	DET
cana-653	181	12	relative	relative	ADJ
cana-653	181	13	differences	difference	NOUN
cana-653	181	14	between	between	ADP
cana-653	181	15	values	value	NOUN
cana-653	181	16	.	.	PUNCT
cana-653	182	1	this	this	DET
cana-653	182	2	transformation	transformation	NOUN
cana-653	182	3	is	be	AUX
cana-653	182	4	particularly	particularly	ADV
cana-653	182	5	useful	useful	ADJ
cana-653	182	6	when	when	SCONJ
cana-653	182	7	the	the	DET
cana-653	182	8	magnitude	magnitude	NOUN
cana-653	182	9	of	of	ADP
cana-653	182	10	the	the	DET
cana-653	182	11	variables	variable	NOUN
cana-653	182	12	in	in	ADP
cana-653	182	13	the	the	DET
cana-653	182	14	dataset	dataset	NOUN
cana-653	182	15	varies	vary	VERB
cana-653	182	16	significantly	significantly	ADV
cana-653	182	17	.	.	PUNCT
cana-653	183	1	it	it	PRON
cana-653	183	2	helps	help	VERB
cana-653	183	3	to	to	PART
cana-653	183	4	eliminate	eliminate	VERB
cana-653	183	5	the	the	DET
cana-653	183	6	influence	influence	NOUN
cana-653	183	7	of	of	ADP
cana-653	183	8	scale	scale	NOUN
cana-653	183	9	differences	difference	NOUN
cana-653	183	10	and	and	CCONJ
cana-653	183	11	makes	make	VERB
cana-653	183	12	the	the	DET
cana-653	183	13	variables	variable	NOUN
cana-653	183	14	comparable	comparable	ADJ
cana-653	183	15	and	and	CCONJ
cana-653	183	16	suitable	suitable	ADJ
cana-653	183	17	for	for	ADP
cana-653	183	18	analysis	analysis	NOUN
cana-653	183	19	.	.	PUNCT
cana-653	184	1	by	by	ADP
cana-653	184	2	applying	apply	VERB
cana-653	184	3	the	the	DET
cana-653	184	4	min	min	NOUN
cana-653	184	5	-	-	ADJ
cana-653	184	6	max	max	ADJ
cana-653	184	7	scaling	scaling	NOUN
cana-653	184	8	method	method	NOUN
cana-653	184	9	,	,	PUNCT
cana-653	184	10	the	the	DET
cana-653	184	11	data	datum	NOUN
cana-653	184	12	can	can	AUX
cana-653	184	13	be	be	AUX
cana-653	184	14	transformed	transform	VERB
cana-653	184	15	into	into	ADP
cana-653	184	16	a	a	DET
cana-653	184	17	normalized	normalized	ADJ
cana-653	184	18	range	range	NOUN
cana-653	184	19	,	,	PUNCT
cana-653	184	20	enhancing	enhance	VERB
cana-653	184	21	the	the	DET
cana-653	184	22	interpretability	interpretability	NOUN
cana-653	184	23	and	and	CCONJ
cana-653	184	24	comparability	comparability	NOUN
cana-653	184	25	of	of	ADP
cana-653	184	26	the	the	DET
cana-653	184	27	variables	variable	NOUN
cana-653	184	28	in	in	ADP
cana-653	184	29	the	the	DET
cana-653	184	30	dataset	dataset	NOUN
cana-653	184	31	.	.	PUNCT
cana-653	185	1	3	3	X
cana-653	185	2	.	.	X
cana-653	185	3	feature	feature	NOUN
cana-653	185	4	selection	selection	NOUN
cana-653	185	5	the	the	DET
cana-653	185	6	feature	feature	NOUN
cana-653	185	7	selection	selection	NOUN
cana-653	185	8	method	method	NOUN
cana-653	185	9	known	know	VERB
cana-653	185	10	as	as	ADP
cana-653	185	11	lasso	lasso	NOUN
cana-653	185	12	regression	regression	NOUN
cana-653	185	13	with	with	ADP
cana-653	185	14	lagged	lag	VERB
cana-653	185	15	variables	variable	NOUN
cana-653	185	16	was	be	AUX
cana-653	185	17	applied	apply	VERB
cana-653	185	18	to	to	ADP
cana-653	185	19	time	time	NOUN
cana-653	185	20	series	series	PROPN
cana-653	185	21	datasets	dataset	NOUN
cana-653	185	22	,	,	PUNCT
cana-653	185	23	specifically	specifically	ADV
cana-653	185	24	for	for	ADP
cana-653	185	25	forecasting	forecast	VERB
cana-653	185	26	gdp	gdp	NOUN
cana-653	185	27	growth	growth	NOUN
cana-653	185	28	.	.	PUNCT
cana-653	186	1	the	the	DET
cana-653	186	2	process	process	NOUN
cana-653	186	3	involved	involve	VERB
cana-653	186	4	the	the	DET
cana-653	186	5	following	follow	VERB
cana-653	186	6	steps	step	NOUN
cana-653	186	7	:	:	PUNCT
cana-653	186	8	i.	i.	PROPN
cana-653	186	9	lasso	lasso	PROPN
cana-653	186	10	regression	regression	NOUN
cana-653	186	11	:	:	PUNCT
cana-653	186	12	the	the	DET
cana-653	186	13	objective	objective	NOUN
cana-653	186	14	was	be	AUX
cana-653	186	15	to	to	PART
cana-653	186	16	minimize	minimize	VERB
cana-653	186	17	the	the	DET
cana-653	186	18	squared	square	VERB
cana-653	186	19	difference	difference	NOUN
cana-653	186	20	between	between	ADP
cana-653	186	21	the	the	DET
cana-653	186	22	target	target	NOUN
cana-653	186	23	variable	variable	NOUN
cana-653	186	24	and	and	CCONJ
cana-653	186	25	the	the	DET
cana-653	186	26	linear	linear	ADJ
cana-653	186	27	combination	combination	NOUN
cana-653	186	28	of	of	ADP
cana-653	186	29	selected	select	VERB
cana-653	186	30	features	feature	NOUN
cana-653	186	31	,	,	PUNCT
cana-653	186	32	while	while	SCONJ
cana-653	186	33	also	also	ADV
cana-653	186	34	applying	apply	VERB
cana-653	186	35	a	a	DET
cana-653	186	36	penalty	penalty	NOUN
cana-653	186	37	term	term	NOUN
cana-653	186	38	for	for	ADP
cana-653	186	39	regularization	regularization	NOUN
cana-653	186	40	.	.	PUNCT
cana-653	187	1	the	the	DET
cana-653	187	2	objective	objective	ADJ
cana-653	187	3	function	function	NOUN
cana-653	187	4	is	be	AUX
cana-653	187	5	defined	define	VERB
cana-653	187	6	using	use	VERB
cana-653	187	7	equation	equation	NOUN
cana-653	187	8	9	9	NUM
cana-653	187	9	.	.	PUNCT
cana-653	188	1	minimize	minimize	VERB
cana-653	188	2	:	:	PUNCT
cana-653	188	3	(	(	PUNCT
cana-653	188	4	1/2n	1/2n	NUM
cana-653	188	5	)	)	PUNCT
cana-653	188	6	*	*	PUNCT
cana-653	189	1	σ(yᵢ	σ(yᵢ	X
cana-653	189	2	σ(βⱼ	σ(βⱼ	PROPN
cana-653	189	3	*	*	PUNCT
cana-653	189	4	xᵢⱼ))²	xᵢⱼ))²	PUNCT
cana-653	190	1	+	+	CCONJ
cana-653	190	2	λ	λ	PROPN
cana-653	190	3	*	*	PUNCT
cana-653	190	4	σ|βⱼ|	σ|βⱼ|	PROPN
cana-653	190	5	,	,	PUNCT
cana-653	190	6	(	(	PUNCT
cana-653	190	7	9	9	X
cana-653	190	8	)	)	PUNCT
cana-653	190	9	where	where	SCONJ
cana-653	190	10	n	n	PRON
cana-653	190	11	denotes	denote	VERB
cana-653	190	12	the	the	DET
cana-653	190	13	number	number	NOUN
cana-653	190	14	of	of	ADP
cana-653	190	15	samples	sample	NOUN
cana-653	190	16	,	,	PUNCT
cana-653	190	17	yᵢ	yᵢ	PROPN
cana-653	190	18	represents	represent	VERB
cana-653	190	19	the	the	DET
cana-653	190	20	target	target	NOUN
cana-653	190	21	variable	variable	NOUN
cana-653	190	22	for	for	ADP
cana-653	190	23	sample	sample	NOUN
cana-653	190	24	i	i	PRON
cana-653	190	25	,	,	PUNCT
cana-653	190	26	xᵢⱼ	xᵢⱼ	PROPN
cana-653	190	27	corresponds	correspond	VERB
cana-653	190	28	to	to	ADP
cana-653	190	29	the	the	DET
cana-653	190	30	input	input	NOUN
cana-653	190	31	features	feature	NOUN
cana-653	190	32	(	(	PUNCT
cana-653	190	33	including	include	VERB
cana-653	190	34	lagged	lag	VERB
cana-653	190	35	variables	variable	NOUN
cana-653	190	36	and	and	CCONJ
cana-653	190	37	other	other	ADJ
cana-653	190	38	relevant	relevant	ADJ
cana-653	190	39	variables	variable	NOUN
cana-653	190	40	)	)	PUNCT
cana-653	190	41	,	,	PUNCT
cana-653	190	42	βⱼ	βⱼ	ADP
cana-653	190	43	signifies	signify	VERB
cana-653	190	44	the	the	DET
cana-653	190	45	regression	regression	NOUN
cana-653	190	46	coefficient	coefficient	NOUN
cana-653	190	47	for	for	ADP
cana-653	190	48	feature	feature	NOUN
cana-653	190	49	j	j	PROPN
cana-653	190	50	,	,	PUNCT
cana-653	190	51	and	and	CCONJ
cana-653	190	52	λ	λ	PROPN
cana-653	190	53	is	be	AUX
cana-653	190	54	the	the	DET
cana-653	190	55	regularization	regularization	NOUN
cana-653	190	56	parameter	parameter	NOUN
cana-653	190	57	controlling	control	VERB
cana-653	190	58	the	the	DET
cana-653	190	59	strength	strength	NOUN
cana-653	190	60	of	of	ADP
cana-653	190	61	the	the	DET
cana-653	190	62	penalty	penalty	NOUN
cana-653	190	63	.	.	PUNCT
cana-653	191	1	ii	ii	AUX
cana-653	191	2	.	.	PROPN
cana-653	191	3	lagged	lag	VERB
cana-653	191	4	variables	variable	NOUN
cana-653	191	5	:	:	PUNCT
cana-653	191	6	lagged	lag	VERB
cana-653	191	7	values	value	NOUN
cana-653	191	8	of	of	ADP
cana-653	191	9	the	the	DET
cana-653	191	10	target	target	NOUN
cana-653	191	11	variable	variable	NOUN
cana-653	191	12	or	or	CCONJ
cana-653	191	13	other	other	ADJ
cana-653	191	14	relevant	relevant	ADJ
cana-653	191	15	features	feature	NOUN
cana-653	191	16	were	be	AUX
cana-653	191	17	incorporated	incorporate	VERB
cana-653	191	18	as	as	ADP
cana-653	191	19	inputs	input	NOUN
cana-653	191	20	to	to	ADP
cana-653	191	21	the	the	DET
cana-653	191	22	lasso	lasso	NOUN
cana-653	191	23	regression	regression	NOUN
cana-653	191	24	model	model	NOUN
cana-653	191	25	.	.	PUNCT
cana-653	192	1	for	for	ADP
cana-653	192	2	instance	instance	NOUN
cana-653	192	3	,	,	PUNCT
cana-653	192	4	if	if	SCONJ
cana-653	192	5	lagged	lag	VERB
cana-653	192	6	values	value	NOUN
cana-653	192	7	of	of	ADP
cana-653	192	8	the	the	DET
cana-653	192	9	target	target	NOUN
cana-653	192	10	variable	variable	NOUN
cana-653	192	11	up	up	ADP
cana-653	192	12	to	to	PART
cana-653	192	13	lag	lag	VERB
cana-653	192	14	p	p	NOUN
cana-653	192	15	were	be	AUX
cana-653	192	16	considered	consider	VERB
cana-653	192	17	,	,	PUNCT
cana-653	192	18	the	the	DET
cana-653	192	19	equation	equation	NOUN
cana-653	192	20	for	for	ADP
cana-653	192	21	a	a	DET
cana-653	192	22	lagged	lag	VERB
cana-653	192	23	variable	variable	NOUN
cana-653	192	24	is	be	AUX
cana-653	192	25	defined	define	VERB
cana-653	192	26	using	use	VERB
cana-653	192	27	equation	equation	NOUN
cana-653	192	28	10	10	NUM
cana-653	192	29	.	.	PUNCT
cana-653	193	1	communications	communication	NOUN
cana-653	193	2	on	on	ADP
cana-653	193	3	applied	apply	VERB
cana-653	193	4	nonlinear	nonlinear	ADJ
cana-653	193	5	analysis	analysis	NOUN
cana-653	193	6	issn	issn	NOUN
cana-653	193	7	:	:	PUNCT
cana-653	193	8	1074	1074	NUM
cana-653	193	9	-	-	PUNCT
cana-653	193	10	133x	133x	NUM
cana-653	193	11	vol	vol	NOUN
cana-653	193	12	31	31	NUM
cana-653	193	13	no	no	NOUN
cana-653	193	14	.	.	PUNCT
cana-653	194	1	2s	2s	NUM
cana-653	194	2	(	(	PUNCT
cana-653	194	3	2024	2024	NUM
cana-653	194	4	)	)	PUNCT
cana-653	194	5	346	346	NUM
cana-653	194	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	194	7	xᵢⱼ	xᵢⱼ	PROPN
cana-653	194	8	=	=	SYM
cana-653	194	9	yᵢ₋ⱼ	yᵢ₋ⱼ	PROPN
cana-653	194	10	,	,	PUNCT
cana-653	194	11	(	(	PUNCT
cana-653	194	12	10	10	NUM
cana-653	194	13	)	)	PUNCT
cana-653	194	14	where	where	SCONJ
cana-653	194	15	xᵢⱼ	xᵢⱼ	PROPN
cana-653	194	16	represents	represent	VERB
cana-653	194	17	the	the	DET
cana-653	194	18	jth	jth	PROPN
cana-653	194	19	lagged	lag	VERB
cana-653	194	20	value	value	NOUN
cana-653	194	21	of	of	ADP
cana-653	194	22	the	the	DET
cana-653	194	23	target	target	NOUN
cana-653	194	24	variable	variable	NOUN
cana-653	194	25	for	for	ADP
cana-653	194	26	sample	sample	PROPN
cana-653	194	27	i.	i.	PROPN
cana-653	194	28	iii	iii	PROPN
cana-653	194	29	.	.	PUNCT
cana-653	194	30	tuning	tune	VERB
cana-653	194	31	parameter	parameter	NOUN
cana-653	194	32	selection	selection	NOUN
cana-653	194	33	:	:	PUNCT
cana-653	194	34	the	the	DET
cana-653	194	35	optimal	optimal	ADJ
cana-653	194	36	value	value	NOUN
cana-653	194	37	for	for	ADP
cana-653	194	38	the	the	DET
cana-653	194	39	regularization	regularization	NOUN
cana-653	194	40	parameter	parameter	NOUN
cana-653	194	41	λ	λ	PROPN
cana-653	194	42	in	in	ADP
cana-653	194	43	the	the	DET
cana-653	194	44	lasso	lasso	NOUN
cana-653	194	45	regression	regression	NOUN
cana-653	194	46	model	model	NOUN
cana-653	194	47	was	be	AUX
cana-653	194	48	determined	determine	VERB
cana-653	194	49	through	through	ADP
cana-653	194	50	techniques	technique	NOUN
cana-653	194	51	like	like	ADP
cana-653	194	52	cross	cross	NOUN
cana-653	194	53	-	-	NOUN
cana-653	194	54	validation	validation	NOUN
cana-653	194	55	.	.	PUNCT
cana-653	195	1	in	in	ADP
cana-653	195	2	k	k	ADJ
cana-653	195	3	-	-	ADJ
cana-653	195	4	fold	fold	ADJ
cana-653	195	5	cross	cross	NOUN
cana-653	195	6	-	-	NOUN
cana-653	195	7	validation	validation	NOUN
cana-653	195	8	,	,	PUNCT
cana-653	195	9	the	the	DET
cana-653	195	10	cross	cross	ADJ
cana-653	195	11	-	-	ADJ
cana-653	195	12	validated	validate	VERB
cana-653	195	13	error	error	NOUN
cana-653	195	14	was	be	AUX
cana-653	195	15	estimated	estimate	VERB
cana-653	195	16	by	by	ADP
cana-653	195	17	minimizing	minimize	VERB
cana-653	195	18	the	the	DET
cana-653	195	19	mean	mean	ADJ
cana-653	195	20	squared	square	VERB
cana-653	195	21	error	error	NOUN
cana-653	195	22	or	or	CCONJ
cana-653	195	23	another	another	DET
cana-653	195	24	performance	performance	NOUN
cana-653	195	25	metric	metric	ADJ
cana-653	195	26	across	across	ADP
cana-653	195	27	different	different	ADJ
cana-653	195	28	λ	λ	NOUN
cana-653	195	29	values	value	NOUN
cana-653	195	30	.	.	PUNCT
cana-653	196	1	the	the	DET
cana-653	196	2	equation	equation	NOUN
cana-653	196	3	for	for	ADP
cana-653	196	4	cross	cross	NOUN
cana-653	196	5	-	-	ADJ
cana-653	196	6	validation	validation	NOUN
cana-653	196	7	is	be	AUX
cana-653	196	8	represented	represent	VERB
cana-653	196	9	using	use	VERB
cana-653	196	10	equation	equation	NOUN
cana-653	196	11	11	11	NUM
cana-653	196	12	.	.	PUNCT
cana-653	197	1	cv(λ	cv(λ	X
cana-653	197	2	)	)	PUNCT
cana-653	198	1	=	=	PUNCT
cana-653	198	2	(	(	PUNCT
cana-653	198	3	1	1	NUM
cana-653	198	4	/	/	SYM
cana-653	198	5	k	k	NOUN
cana-653	198	6	)	)	PUNCT
cana-653	198	7	*	*	PUNCT
cana-653	198	8	σ(l(λ	σ(l(λ	PROPN
cana-653	198	9	)	)	PUNCT
cana-653	198	10	)	)	PUNCT
cana-653	198	11	,	,	PUNCT
cana-653	198	12	(	(	PUNCT
cana-653	198	13	11	11	NUM
cana-653	198	14	)	)	PUNCT
cana-653	198	15	where	where	SCONJ
cana-653	198	16	k	k	PROPN
cana-653	198	17	denotes	denote	VERB
cana-653	198	18	the	the	DET
cana-653	198	19	number	number	NOUN
cana-653	198	20	of	of	ADP
cana-653	198	21	folds	fold	NOUN
cana-653	198	22	,	,	PUNCT
cana-653	198	23	l(λ	l(λ	PROPN
cana-653	198	24	)	)	PUNCT
cana-653	198	25	represents	represent	VERB
cana-653	198	26	the	the	DET
cana-653	198	27	loss	loss	NOUN
cana-653	198	28	function	function	NOUN
cana-653	198	29	(	(	PUNCT
cana-653	198	30	e.g.	e.g.	ADV
cana-653	198	31	,	,	PUNCT
cana-653	198	32	mean	mean	VERB
cana-653	198	33	squared	square	VERB
cana-653	198	34	error	error	NOUN
cana-653	198	35	)	)	PUNCT
cana-653	198	36	for	for	ADP
cana-653	198	37	a	a	DET
cana-653	198	38	given	give	VERB
cana-653	198	39	value	value	NOUN
cana-653	198	40	of	of	ADP
cana-653	198	41	λ	λ	PROPN
cana-653	198	42	,	,	PUNCT
cana-653	198	43	and	and	CCONJ
cana-653	198	44	cv(λ	cv(λ	PUNCT
cana-653	198	45	)	)	PUNCT
cana-653	198	46	represents	represent	VERB
cana-653	198	47	the	the	DET
cana-653	198	48	cross	cross	ADJ
cana-653	198	49	-	-	ADJ
cana-653	198	50	validated	validate	VERB
cana-653	198	51	error	error	NOUN
cana-653	198	52	.	.	PUNCT
cana-653	199	1	iv	iv	X
cana-653	199	2	.	.	PUNCT
cana-653	200	1	coefficient	coefficient	NOUN
cana-653	200	2	estimation	estimation	NOUN
cana-653	200	3	:	:	PUNCT
cana-653	200	4	after	after	ADP
cana-653	200	5	fitting	fit	VERB
cana-653	200	6	the	the	DET
cana-653	200	7	lasso	lasso	NOUN
cana-653	200	8	regression	regression	NOUN
cana-653	200	9	model	model	NOUN
cana-653	200	10	,	,	PUNCT
cana-653	200	11	the	the	DET
cana-653	200	12	estimated	estimate	VERB
cana-653	200	13	coefficients	coefficient	NOUN
cana-653	200	14	were	be	AUX
cana-653	200	15	analyzed	analyze	VERB
cana-653	200	16	to	to	PART
cana-653	200	17	identify	identify	VERB
cana-653	200	18	the	the	DET
cana-653	200	19	selected	select	VERB
cana-653	200	20	features	feature	NOUN
cana-653	200	21	.	.	PUNCT
cana-653	201	1	the	the	DET
cana-653	201	2	coefficient	coefficient	NOUN
cana-653	201	3	estimation	estimation	NOUN
cana-653	201	4	process	process	NOUN
cana-653	201	5	depended	depend	VERB
cana-653	201	6	on	on	ADP
cana-653	201	7	the	the	DET
cana-653	201	8	chosen	choose	VERB
cana-653	201	9	optimization	optimization	NOUN
cana-653	201	10	algorithm	algorithm	NOUN
cana-653	201	11	,	,	PUNCT
cana-653	201	12	such	such	ADJ
cana-653	201	13	as	as	ADP
cana-653	201	14	coordinate	coordinate	NOUN
cana-653	201	15	descent	descent	NOUN
cana-653	201	16	or	or	CCONJ
cana-653	201	17	least	least	ADJ
cana-653	201	18	-	-	PUNCT
cana-653	201	19	angle	angle	NOUN
cana-653	201	20	regression	regression	NOUN
cana-653	201	21	.	.	PUNCT
cana-653	202	1	for	for	ADP
cana-653	202	2	example	example	NOUN
cana-653	202	3	,	,	PUNCT
cana-653	202	4	in	in	ADP
cana-653	202	5	the	the	DET
cana-653	202	6	coordinate	coordinate	ADJ
cana-653	202	7	descent	descent	NOUN
cana-653	202	8	algorithm	algorithm	NOUN
cana-653	202	9	,	,	PUNCT
cana-653	202	10	the	the	DET
cana-653	202	11	equation	equation	NOUN
cana-653	202	12	for	for	ADP
cana-653	202	13	updating	update	VERB
cana-653	202	14	the	the	DET
cana-653	202	15	coefficient	coefficient	NOUN
cana-653	202	16	βⱼ	βⱼ	INTJ
cana-653	202	17	at	at	SCONJ
cana-653	202	18	each	each	DET
cana-653	202	19	iteration	iteration	NOUN
cana-653	202	20	is	be	AUX
cana-653	202	21	represented	represent	VERB
cana-653	202	22	using	use	VERB
cana-653	202	23	equation	equation	NOUN
cana-653	202	24	12	12	NUM
cana-653	202	25	.	.	PUNCT
cana-653	203	1	βⱼ	βⱼ	PROPN
cana-653	204	1	=	=	PUNCT
cana-653	204	2	(	(	PUNCT
cana-653	204	3	σ(xᵢⱼ	σ(xᵢⱼ	NOUN
cana-653	204	4	*	*	PUNCT
cana-653	204	5	(	(	PUNCT
cana-653	204	6	yᵢ	yᵢ	PROPN
cana-653	204	7	σ(βₖ	σ(βₖ	PROPN
cana-653	204	8	*	*	PUNCT
cana-653	204	9	xᵢₖ	xᵢₖ	PROPN
cana-653	204	10	)	)	PUNCT
cana-653	204	11	)	)	PUNCT
cana-653	204	12	)	)	PUNCT
cana-653	204	13	)	)	PUNCT
cana-653	204	14	/	/	PUNCT
cana-653	204	15	(	(	PUNCT
cana-653	204	16	σ(xᵢⱼ²	σ(xᵢⱼ²	NOUN
cana-653	204	17	)	)	PUNCT
cana-653	204	18	)	)	PUNCT
cana-653	204	19	,	,	PUNCT
cana-653	204	20	(	(	PUNCT
cana-653	204	21	12	12	NUM
cana-653	204	22	)	)	PUNCT
cana-653	204	23	where	where	SCONJ
cana-653	204	24	xᵢⱼ	xᵢⱼ	PROPN
cana-653	204	25	represented	represent	VERB
cana-653	204	26	the	the	DET
cana-653	204	27	jth	jth	PROPN
cana-653	204	28	lagged	lag	VERB
cana-653	204	29	value	value	NOUN
cana-653	204	30	of	of	ADP
cana-653	204	31	the	the	DET
cana-653	204	32	target	target	NOUN
cana-653	204	33	variable	variable	NOUN
cana-653	204	34	for	for	ADP
cana-653	204	35	sample	sample	NOUN
cana-653	204	36	i	i	PRON
cana-653	204	37	,	,	PUNCT
cana-653	204	38	and	and	CCONJ
cana-653	204	39	βₖ	βₖ	ADV
cana-653	204	40	denoted	denote	VERB
cana-653	204	41	the	the	DET
cana-653	204	42	coefficient	coefficient	NOUN
cana-653	204	43	of	of	ADP
cana-653	204	44	the	the	DET
cana-653	204	45	kth	kth	PROPN
cana-653	204	46	lagged	lag	VERB
cana-653	204	47	variable	variable	NOUN
cana-653	204	48	.	.	PUNCT
cana-653	205	1	v.	v.	ADP
cana-653	205	2	feature	feature	NOUN
cana-653	205	3	selection	selection	NOUN
cana-653	205	4	:	:	PUNCT
cana-653	205	5	the	the	DET
cana-653	205	6	lagged	lag	VERB
cana-653	205	7	variables	variable	NOUN
cana-653	205	8	corresponding	correspond	VERB
cana-653	205	9	to	to	ADP
cana-653	205	10	non	non	ADJ
cana-653	205	11	-	-	ADJ
cana-653	205	12	zero	zero	NUM
cana-653	205	13	coefficients	coefficient	NOUN
cana-653	205	14	were	be	AUX
cana-653	205	15	chosen	choose	VERB
cana-653	205	16	as	as	ADP
cana-653	205	17	the	the	DET
cana-653	205	18	final	final	ADJ
cana-653	205	19	set	set	NOUN
cana-653	205	20	of	of	ADP
cana-653	205	21	features	feature	NOUN
cana-653	205	22	for	for	ADP
cana-653	205	23	the	the	DET
cana-653	205	24	time	time	NOUN
cana-653	205	25	series	series	PROPN
cana-653	205	26	prediction	prediction	NOUN
cana-653	205	27	model	model	NOUN
cana-653	205	28	.	.	PUNCT
cana-653	206	1	by	by	ADP
cana-653	206	2	following	follow	VERB
cana-653	206	3	these	these	DET
cana-653	206	4	steps	step	NOUN
cana-653	206	5	,	,	PUNCT
cana-653	206	6	the	the	DET
cana-653	206	7	lasso	lasso	NOUN
cana-653	206	8	regression	regression	NOUN
cana-653	206	9	with	with	ADP
cana-653	206	10	lagged	lag	VERB
cana-653	206	11	variables	variable	NOUN
cana-653	206	12	method	method	NOUN
cana-653	206	13	facilitated	facilitate	VERB
cana-653	206	14	the	the	DET
cana-653	206	15	selection	selection	NOUN
cana-653	206	16	of	of	ADP
cana-653	206	17	relevant	relevant	ADJ
cana-653	206	18	features	feature	NOUN
cana-653	206	19	for	for	ADP
cana-653	206	20	accurate	accurate	ADJ
cana-653	206	21	gdp	gdp	NOUN
cana-653	206	22	growth	growth	NOUN
cana-653	206	23	forecasting	forecasting	NOUN
cana-653	206	24	.	.	PUNCT
cana-653	207	1	4	4	X
cana-653	207	2	.	.	X
cana-653	207	3	t	t	NOUN
cana-653	207	4	-	-	PUNCT
cana-653	207	5	smote	smote	ADJ
cana-653	207	6	method	method	PROPN
cana-653	207	7	gdp	gdp	NOUN
cana-653	207	8	growth	growth	NOUN
cana-653	207	9	datasets	dataset	NOUN
cana-653	207	10	often	often	ADV
cana-653	207	11	face	face	VERB
cana-653	207	12	the	the	DET
cana-653	207	13	challenge	challenge	NOUN
cana-653	207	14	of	of	ADP
cana-653	207	15	class	class	NOUN
cana-653	207	16	imbalance	imbalance	NOUN
cana-653	207	17	,	,	PUNCT
cana-653	207	18	where	where	SCONJ
cana-653	207	19	the	the	DET
cana-653	207	20	occurrence	occurrence	NOUN
cana-653	207	21	of	of	ADP
cana-653	207	22	economic	economic	ADJ
cana-653	207	23	recessions	recession	NOUN
cana-653	207	24	(	(	PUNCT
cana-653	207	25	considered	consider	VERB
cana-653	207	26	the	the	DET
cana-653	207	27	minority	minority	NOUN
cana-653	207	28	class	class	NOUN
cana-653	207	29	)	)	PUNCT
cana-653	207	30	is	be	AUX
cana-653	207	31	significantly	significantly	ADV
cana-653	207	32	outnumbered	outnumber	VERB
cana-653	207	33	by	by	ADP
cana-653	207	34	periods	period	NOUN
cana-653	207	35	of	of	ADP
cana-653	207	36	economic	economic	ADJ
cana-653	207	37	expansions	expansion	NOUN
cana-653	207	38	(	(	PUNCT
cana-653	207	39	the	the	DET
cana-653	207	40	majority	majority	NOUN
cana-653	207	41	class	class	NOUN
cana-653	207	42	)	)	PUNCT
cana-653	207	43	.	.	PUNCT
cana-653	208	1	this	this	DET
cana-653	208	2	imbalance	imbalance	NOUN
cana-653	208	3	hinders	hinder	VERB
cana-653	208	4	accurate	accurate	ADJ
cana-653	208	5	forecasting	forecasting	NOUN
cana-653	208	6	and	and	CCONJ
cana-653	208	7	analysis	analysis	NOUN
cana-653	208	8	of	of	ADP
cana-653	208	9	economic	economic	ADJ
cana-653	208	10	conditions	condition	NOUN
cana-653	208	11	.	.	PUNCT
cana-653	209	1	to	to	PART
cana-653	209	2	address	address	VERB
cana-653	209	3	this	this	DET
cana-653	209	4	challenge	challenge	NOUN
cana-653	209	5	,	,	PUNCT
cana-653	209	6	time	time	NOUN
cana-653	209	7	series	series	PROPN
cana-653	209	8	smote	smote	VERB
cana-653	209	9	provides	provide	VERB
cana-653	209	10	an	an	DET
cana-653	209	11	effective	effective	ADJ
cana-653	209	12	solution	solution	NOUN
cana-653	209	13	.	.	PUNCT
cana-653	210	1	it	it	PRON
cana-653	210	2	generates	generate	VERB
cana-653	210	3	synthetic	synthetic	ADJ
cana-653	210	4	samples	sample	NOUN
cana-653	210	5	that	that	PRON
cana-653	210	6	capture	capture	VERB
cana-653	210	7	the	the	DET
cana-653	210	8	temporal	temporal	ADJ
cana-653	210	9	dynamics	dynamic	NOUN
cana-653	210	10	of	of	ADP
cana-653	210	11	gdp	gdp	NOUN
cana-653	210	12	growth	growth	NOUN
cana-653	210	13	rates	rate	NOUN
cana-653	210	14	,	,	PUNCT
cana-653	210	15	ensuring	ensure	VERB
cana-653	210	16	a	a	DET
cana-653	210	17	more	more	ADV
cana-653	210	18	balanced	balanced	ADJ
cana-653	210	19	representation	representation	NOUN
cana-653	210	20	of	of	ADP
cana-653	210	21	recessions	recession	NOUN
cana-653	210	22	and	and	CCONJ
cana-653	210	23	expansions	expansion	NOUN
cana-653	210	24	in	in	ADP
cana-653	210	25	the	the	DET
cana-653	210	26	dataset	dataset	NOUN
cana-653	210	27	.	.	PUNCT
cana-653	211	1	by	by	ADP
cana-653	211	2	mitigating	mitigate	VERB
cana-653	211	3	the	the	DET
cana-653	211	4	biases	bias	NOUN
cana-653	211	5	caused	cause	VERB
cana-653	211	6	by	by	ADP
cana-653	211	7	class	class	NOUN
cana-653	211	8	imbalance	imbalance	NOUN
cana-653	211	9	,	,	PUNCT
cana-653	211	10	time	time	NOUN
cana-653	211	11	series	series	PROPN
cana-653	211	12	smote	smite	VERB
cana-653	211	13	enables	enable	VERB
cana-653	211	14	more	more	ADV
cana-653	211	15	accurate	accurate	ADJ
cana-653	211	16	and	and	CCONJ
cana-653	211	17	comprehensive	comprehensive	ADJ
cana-653	211	18	analysis	analysis	NOUN
cana-653	211	19	.	.	PUNCT
cana-653	212	1	by	by	ADP
cana-653	212	2	leveraging	leverage	VERB
cana-653	212	3	time	time	NOUN
cana-653	212	4	series	series	PROPN
cana-653	212	5	smote	smote	VERB
cana-653	212	6	,	,	PUNCT
cana-653	212	7	forecasting	forecasting	NOUN
cana-653	212	8	models	model	NOUN
cana-653	212	9	can	can	AUX
cana-653	212	10	better	well	ADV
cana-653	212	11	capture	capture	VERB
cana-653	212	12	the	the	DET
cana-653	212	13	complexities	complexity	NOUN
cana-653	212	14	of	of	ADP
cana-653	212	15	gdp	gdp	NOUN
cana-653	212	16	growth	growth	NOUN
cana-653	212	17	patterns	pattern	NOUN
cana-653	212	18	.	.	PUNCT
cana-653	213	1	this	this	DET
cana-653	213	2	approach	approach	NOUN
cana-653	213	3	overcomes	overcome	VERB
cana-653	213	4	the	the	DET
cana-653	213	5	limitations	limitation	NOUN
cana-653	213	6	imposed	impose	VERB
cana-653	213	7	by	by	ADP
cana-653	213	8	class	class	NOUN
cana-653	213	9	imbalance	imbalance	NOUN
cana-653	213	10	,	,	PUNCT
cana-653	213	11	resulting	result	VERB
cana-653	213	12	in	in	ADP
cana-653	213	13	more	more	ADV
cana-653	213	14	reliable	reliable	ADJ
cana-653	213	15	predictions	prediction	NOUN
cana-653	213	16	of	of	ADP
cana-653	213	17	economic	economic	ADJ
cana-653	213	18	trends	trend	NOUN
cana-653	213	19	and	and	CCONJ
cana-653	213	20	future	future	ADJ
cana-653	213	21	growth	growth	NOUN
cana-653	213	22	patterns	pattern	NOUN
cana-653	213	23	.	.	PUNCT
cana-653	214	1	in	in	ADP
cana-653	214	2	summary	summary	NOUN
cana-653	214	3	,	,	PUNCT
cana-653	214	4	applying	apply	VERB
cana-653	214	5	time	time	NOUN
cana-653	214	6	series	series	PROPN
cana-653	214	7	smote	smote	VERB
cana-653	214	8	to	to	ADP
cana-653	214	9	gdp	gdp	NOUN
cana-653	214	10	growth	growth	NOUN
cana-653	214	11	datasets	dataset	NOUN
cana-653	214	12	addresses	address	VERB
cana-653	214	13	the	the	DET
cana-653	214	14	need	need	NOUN
cana-653	214	15	for	for	ADP
cana-653	214	16	improved	improved	ADJ
cana-653	214	17	forecasting	forecasting	NOUN
cana-653	214	18	accuracy	accuracy	NOUN
cana-653	214	19	,	,	PUNCT
cana-653	215	1	consideration	consideration	NOUN
cana-653	215	2	of	of	ADP
cana-653	215	3	class	class	NOUN
cana-653	215	4	imbalance	imbalance	NOUN
cana-653	215	5	,	,	PUNCT
cana-653	215	6	and	and	CCONJ
cana-653	215	7	a	a	DET
cana-653	215	8	deeper	deep	ADJ
cana-653	215	9	understanding	understanding	NOUN
cana-653	215	10	of	of	ADP
cana-653	215	11	economic	economic	ADJ
cana-653	215	12	conditions	condition	NOUN
cana-653	215	13	.	.	PUNCT
cana-653	216	1	by	by	ADP
cana-653	216	2	achieving	achieve	VERB
cana-653	216	3	a	a	DET
cana-653	216	4	balanced	balanced	ADJ
cana-653	216	5	representation	representation	NOUN
cana-653	216	6	of	of	ADP
cana-653	216	7	recessions	recession	NOUN
cana-653	216	8	and	and	CCONJ
cana-653	216	9	expansions	expansion	NOUN
cana-653	216	10	,	,	PUNCT
cana-653	216	11	it	it	PRON
cana-653	216	12	facilitates	facilitate	VERB
cana-653	216	13	more	more	ADV
cana-653	216	14	accurate	accurate	ADJ
cana-653	216	15	analysis	analysis	NOUN
cana-653	216	16	and	and	CCONJ
cana-653	216	17	predictions	prediction	NOUN
cana-653	216	18	of	of	ADP
cana-653	216	19	gdp	gdp	NOUN
cana-653	216	20	growth	growth	NOUN
cana-653	216	21	dynamics	dynamic	NOUN
cana-653	216	22	.	.	PUNCT
cana-653	217	1	the	the	DET
cana-653	217	2	algorithm	algorithm	NOUN
cana-653	217	3	focuses	focus	VERB
cana-653	217	4	on	on	ADP
cana-653	217	5	tackling	tackle	VERB
cana-653	217	6	class	class	NOUN
cana-653	217	7	imbalance	imbalance	NOUN
cana-653	217	8	in	in	ADP
cana-653	217	9	time	time	NOUN
cana-653	217	10	series	series	PROPN
cana-653	217	11	datasets	dataset	NOUN
cana-653	217	12	through	through	ADP
cana-653	217	13	the	the	DET
cana-653	217	14	utilization	utilization	NOUN
cana-653	217	15	of	of	ADP
cana-653	217	16	time	time	NOUN
cana-653	217	17	series	series	PROPN
cana-653	217	18	smote	smote	PROPN
cana-653	217	19	(	(	PUNCT
cana-653	217	20	synthetic	synthetic	ADJ
cana-653	217	21	minority	minority	NOUN
cana-653	217	22	over	over	ADP
cana-653	217	23	-	-	PUNCT
cana-653	217	24	sampling	sample	VERB
cana-653	217	25	technique	technique	NOUN
cana-653	217	26	)	)	PUNCT
cana-653	217	27	.	.	PUNCT
cana-653	218	1	class	class	NOUN
cana-653	218	2	imbalance	imbalance	NOUN
cana-653	218	3	arises	arise	VERB
cana-653	218	4	when	when	SCONJ
cana-653	218	5	communications	communication	NOUN
cana-653	218	6	on	on	ADP
cana-653	218	7	applied	apply	VERB
cana-653	218	8	nonlinear	nonlinear	ADJ
cana-653	218	9	analysis	analysis	NOUN
cana-653	218	10	issn	issn	NOUN
cana-653	218	11	:	:	PUNCT
cana-653	218	12	1074	1074	NUM
cana-653	218	13	-	-	PUNCT
cana-653	218	14	133x	133x	NUM
cana-653	218	15	vol	vol	NOUN
cana-653	218	16	31	31	NUM
cana-653	218	17	no	no	NOUN
cana-653	218	18	.	.	PUNCT
cana-653	219	1	2s	2s	NUM
cana-653	219	2	(	(	PUNCT
cana-653	219	3	2024	2024	NUM
cana-653	219	4	)	)	PUNCT
cana-653	219	5	347	347	NUM
cana-653	219	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	219	7	one	one	NUM
cana-653	219	8	class	class	NOUN
cana-653	219	9	is	be	AUX
cana-653	219	10	notably	notably	ADV
cana-653	219	11	underrepresented	underrepresented	ADJ
cana-653	219	12	compared	compare	VERB
cana-653	219	13	to	to	ADP
cana-653	219	14	the	the	DET
cana-653	219	15	other	other	ADJ
cana-653	219	16	.	.	PUNCT
cana-653	220	1	time	time	PROPN
cana-653	220	2	series	series	PROPN
cana-653	220	3	smote	smite	VERB
cana-653	220	4	addresses	address	NOUN
cana-653	220	5	this	this	DET
cana-653	220	6	issue	issue	NOUN
cana-653	220	7	by	by	ADP
cana-653	220	8	creating	create	VERB
cana-653	220	9	synthetic	synthetic	ADJ
cana-653	220	10	samples	sample	NOUN
cana-653	220	11	for	for	ADP
cana-653	220	12	the	the	DET
cana-653	220	13	minority	minority	NOUN
cana-653	220	14	class	class	NOUN
cana-653	220	15	through	through	ADP
cana-653	220	16	interpolation	interpolation	NOUN
cana-653	220	17	between	between	ADP
cana-653	220	18	minority	minority	NOUN
cana-653	220	19	samples	sample	NOUN
cana-653	220	20	and	and	CCONJ
cana-653	220	21	their	their	PRON
cana-653	220	22	nearest	near	ADJ
cana-653	220	23	neighbors	neighbor	NOUN
cana-653	220	24	from	from	ADP
cana-653	220	25	the	the	DET
cana-653	220	26	majority	majority	NOUN
cana-653	220	27	class	class	NOUN
cana-653	220	28	.	.	PUNCT
cana-653	221	1	this	this	DET
cana-653	221	2	process	process	NOUN
cana-653	221	3	enhances	enhance	VERB
cana-653	221	4	the	the	DET
cana-653	221	5	representation	representation	NOUN
cana-653	221	6	of	of	ADP
cana-653	221	7	the	the	DET
cana-653	221	8	minority	minority	NOUN
cana-653	221	9	class	class	NOUN
cana-653	221	10	,	,	PUNCT
cana-653	221	11	ultimately	ultimately	ADV
cana-653	221	12	leading	lead	VERB
cana-653	221	13	to	to	ADP
cana-653	221	14	a	a	DET
cana-653	221	15	more	more	ADV
cana-653	221	16	balanced	balanced	ADJ
cana-653	221	17	dataset	dataset	NOUN
cana-653	221	18	.	.	PUNCT
cana-653	222	1	the	the	DET
cana-653	222	2	algorithm	algorithm	NOUN
cana-653	222	3	encompasses	encompass	VERB
cana-653	222	4	various	various	ADJ
cana-653	222	5	steps	step	NOUN
cana-653	222	6	,	,	PUNCT
cana-653	222	7	including	include	VERB
cana-653	222	8	data	datum	NOUN
cana-653	222	9	preprocessing	preprocessing	NOUN
cana-653	222	10	,	,	PUNCT
cana-653	222	11	temporal	temporal	ADJ
cana-653	222	12	alignment	alignment	NOUN
cana-653	222	13	,	,	PUNCT
cana-653	222	14	synthetic	synthetic	ADJ
cana-653	222	15	sample	sample	NOUN
cana-653	222	16	generation	generation	NOUN
cana-653	222	17	,	,	PUNCT
cana-653	222	18	and	and	CCONJ
cana-653	222	19	postprocessing	postprocessing	NOUN
cana-653	222	20	.	.	PUNCT
cana-653	223	1	data	datum	NOUN
cana-653	223	2	preprocessing	preprocessing	NOUN
cana-653	223	3	is	be	AUX
cana-653	223	4	crucial	crucial	ADJ
cana-653	223	5	as	as	SCONJ
cana-653	223	6	it	it	PRON
cana-653	223	7	ensures	ensure	VERB
cana-653	223	8	the	the	DET
cana-653	223	9	quality	quality	NOUN
cana-653	223	10	and	and	CCONJ
cana-653	223	11	integrity	integrity	NOUN
cana-653	223	12	of	of	ADP
cana-653	223	13	the	the	DET
cana-653	223	14	dataset	dataset	NOUN
cana-653	223	15	by	by	ADP
cana-653	223	16	addressing	address	VERB
cana-653	223	17	issues	issue	NOUN
cana-653	223	18	like	like	ADP
cana-653	223	19	stationarity	stationarity	NOUN
cana-653	223	20	,	,	PUNCT
cana-653	223	21	noise	noise	NOUN
cana-653	223	22	,	,	PUNCT
cana-653	223	23	and	and	CCONJ
cana-653	223	24	missing	miss	VERB
cana-653	223	25	values	value	NOUN
cana-653	223	26	,	,	PUNCT
cana-653	223	27	leading	lead	VERB
cana-653	223	28	to	to	ADP
cana-653	223	29	more	more	ADV
cana-653	223	30	reliable	reliable	ADJ
cana-653	223	31	results	result	NOUN
cana-653	223	32	.	.	PUNCT
cana-653	224	1	temporal	temporal	ADJ
cana-653	224	2	alignment	alignment	NOUN
cana-653	224	3	aligns	align	VERB
cana-653	224	4	time	time	NOUN
cana-653	224	5	instances	instance	NOUN
cana-653	224	6	between	between	ADP
cana-653	224	7	minority	minority	NOUN
cana-653	224	8	and	and	CCONJ
cana-653	224	9	majority	majority	NOUN
cana-653	224	10	samples	sample	NOUN
cana-653	224	11	,	,	PUNCT
cana-653	224	12	enabling	enable	VERB
cana-653	224	13	accurate	accurate	ADJ
cana-653	224	14	comparison	comparison	NOUN
cana-653	224	15	and	and	CCONJ
cana-653	224	16	interpolation	interpolation	NOUN
cana-653	224	17	.	.	PUNCT
cana-653	225	1	synthetic	synthetic	ADJ
cana-653	225	2	sample	sample	NOUN
cana-653	225	3	generation	generation	NOUN
cana-653	225	4	creates	create	VERB
cana-653	225	5	new	new	ADJ
cana-653	225	6	instances	instance	NOUN
cana-653	225	7	for	for	ADP
cana-653	225	8	the	the	DET
cana-653	225	9	minority	minority	NOUN
cana-653	225	10	class	class	NOUN
cana-653	225	11	,	,	PUNCT
cana-653	225	12	addressing	address	VERB
cana-653	225	13	class	class	NOUN
cana-653	225	14	imbalance	imbalance	NOUN
cana-653	225	15	and	and	CCONJ
cana-653	225	16	enhancing	enhance	VERB
cana-653	225	17	the	the	DET
cana-653	225	18	representation	representation	NOUN
cana-653	225	19	of	of	ADP
cana-653	225	20	the	the	DET
cana-653	225	21	underrepresented	underrepresented	ADJ
cana-653	225	22	class	class	NOUN
cana-653	225	23	.	.	PUNCT
cana-653	226	1	postprocessing	postprocessing	NOUN
cana-653	226	2	integrates	integrate	VERB
cana-653	226	3	the	the	DET
cana-653	226	4	synthetic	synthetic	ADJ
cana-653	226	5	samples	sample	NOUN
cana-653	226	6	with	with	ADP
cana-653	226	7	the	the	DET
cana-653	226	8	original	original	ADJ
cana-653	226	9	dataset	dataset	NOUN
cana-653	226	10	,	,	PUNCT
cana-653	226	11	resulting	result	VERB
cana-653	226	12	in	in	ADP
cana-653	226	13	a	a	DET
cana-653	226	14	more	more	ADV
cana-653	226	15	balanced	balanced	ADJ
cana-653	226	16	dataset	dataset	NOUN
cana-653	226	17	that	that	PRON
cana-653	226	18	improves	improve	VERB
cana-653	226	19	the	the	DET
cana-653	226	20	performance	performance	NOUN
cana-653	226	21	and	and	CCONJ
cana-653	226	22	fairness	fairness	NOUN
cana-653	226	23	of	of	ADP
cana-653	226	24	machine	machine	NOUN
cana-653	226	25	learning	learning	NOUN
cana-653	226	26	models	model	NOUN
cana-653	226	27	.	.	PUNCT
cana-653	227	1	t	t	NOUN
cana-653	227	2	-	-	PUNCT
cana-653	227	3	smote	smote	ADJ
cana-653	227	4	algorithm	algorithm	NOUN
cana-653	227	5	input	input	NOUN
cana-653	227	6	:	:	PUNCT
cana-653	227	7	step	step	NOUN
cana-653	227	8	1	1	NUM
cana-653	227	9	.	.	NOUN
cana-653	227	10	time	time	PROPN
cana-653	227	11	series	series	PROPN
cana-653	227	12	dataset	dataset	VERB
cana-653	227	13	:	:	PUNCT
cana-653	227	14	d	d	X
cana-653	227	15	=	=	SYM
cana-653	227	16	{	{	PUNCT
cana-653	227	17	(	(	PUNCT
cana-653	227	18	x_1	x_1	PROPN
cana-653	227	19	,	,	PUNCT
cana-653	227	20	y_1	y_1	PROPN
cana-653	227	21	)	)	PUNCT
cana-653	227	22	,	,	PUNCT
cana-653	227	23	(	(	PUNCT
cana-653	227	24	x_2	x_2	PROPN
cana-653	227	25	,	,	PUNCT
cana-653	227	26	y_2	y_2	PROPN
cana-653	227	27	)	)	PUNCT
cana-653	227	28	,	,	PUNCT
cana-653	227	29	...	...	PUNCT
cana-653	227	30	,	,	PUNCT
cana-653	227	31	(	(	PUNCT
cana-653	227	32	x_n	x_n	PROPN
cana-653	227	33	,	,	PUNCT
cana-653	227	34	y_n	y_n	PROPN
cana-653	227	35	)	)	PUNCT
cana-653	227	36	}	}	PUNCT
cana-653	227	37	,	,	PUNCT
cana-653	227	38	where	where	SCONJ
cana-653	227	39	x_i	x_i	PRON
cana-653	227	40	represents	represent	VERB
cana-653	227	41	the	the	DET
cana-653	227	42	feature	feature	NOUN
cana-653	227	43	vector	vector	NOUN
cana-653	227	44	of	of	ADP
cana-653	227	45	sample	sample	NOUN
cana-653	227	46	i	i	PRON
cana-653	227	47	and	and	CCONJ
cana-653	227	48	y_i	y_i	PROPN
cana-653	227	49	represents	represent	VERB
cana-653	227	50	its	its	PRON
cana-653	227	51	corresponding	correspond	VERB
cana-653	227	52	class	class	NOUN
cana-653	227	53	label	label	NOUN
cana-653	227	54	.	.	PUNCT
cana-653	228	1	step	step	NOUN
cana-653	228	2	2	2	NUM
cana-653	228	3	.	.	PUNCT
cana-653	228	4	identify	identify	VERB
cana-653	228	5	the	the	DET
cana-653	228	6	minority	minority	NOUN
cana-653	228	7	class	class	NOUN
cana-653	228	8	(	(	PUNCT
cana-653	228	9	c_min	c_min	NOUN
cana-653	228	10	)	)	PUNCT
cana-653	228	11	and	and	CCONJ
cana-653	228	12	the	the	DET
cana-653	228	13	majority	majority	NOUN
cana-653	228	14	class	class	NOUN
cana-653	228	15	(	(	PUNCT
cana-653	228	16	c_maj	c_maj	PROPN
cana-653	228	17	)	)	PUNCT
cana-653	228	18	.	.	PUNCT
cana-653	229	1	preprocessing	preprocessing	NOUN
cana-653	229	2	:	:	PUNCT
cana-653	229	3	step	step	NOUN
cana-653	229	4	3	3	NUM
cana-653	229	5	.	.	PUNCT
cana-653	230	1	if	if	SCONJ
cana-653	230	2	the	the	DET
cana-653	230	3	time	time	NOUN
cana-653	230	4	series	series	PROPN
cana-653	230	5	data	data	PROPN
cana-653	230	6	is	be	AUX
cana-653	230	7	not	not	PART
cana-653	230	8	stationary	stationary	ADJ
cana-653	230	9	,	,	PUNCT
cana-653	230	10	apply	apply	VERB
cana-653	230	11	appropriate	appropriate	ADJ
cana-653	230	12	techniques	technique	NOUN
cana-653	230	13	such	such	ADJ
cana-653	230	14	as	as	ADP
cana-653	230	15	differencing	difference	VERB
cana-653	230	16	or	or	CCONJ
cana-653	230	17	detrending	detrende	VERB
cana-653	230	18	to	to	PART
cana-653	230	19	achieve	achieve	VERB
cana-653	230	20	stationarity	stationarity	NOUN
cana-653	230	21	.	.	PUNCT
cana-653	231	1	step	step	NOUN
cana-653	231	2	4	4	NUM
cana-653	231	3	.	.	PUNCT
cana-653	231	4	divide	divide	VERB
cana-653	231	5	the	the	DET
cana-653	231	6	dataset	dataset	NOUN
cana-653	231	7	into	into	ADP
cana-653	231	8	minority	minority	NOUN
cana-653	231	9	samples	sample	NOUN
cana-653	231	10	(	(	PUNCT
cana-653	231	11	d_min	d_min	NOUN
cana-653	231	12	)	)	PUNCT
cana-653	231	13	and	and	CCONJ
cana-653	231	14	majority	majority	NOUN
cana-653	231	15	samples	sample	NOUN
cana-653	231	16	(	(	PUNCT
cana-653	231	17	d_maj	d_maj	NOUN
cana-653	231	18	)	)	PUNCT
cana-653	231	19	.	.	PUNCT
cana-653	232	1	temporal	temporal	ADJ
cana-653	232	2	alignment	alignment	NOUN
cana-653	232	3	:	:	PUNCT
cana-653	232	4	step	step	NOUN
cana-653	232	5	5	5	NUM
cana-653	232	6	.	.	PUNCT
cana-653	232	7	align	align	VERB
cana-653	232	8	the	the	DET
cana-653	232	9	time	time	NOUN
cana-653	232	10	series	series	PROPN
cana-653	232	11	data	datum	NOUN
cana-653	232	12	points	point	NOUN
cana-653	232	13	by	by	ADP
cana-653	232	14	synchronizing	synchronize	VERB
cana-653	232	15	the	the	DET
cana-653	232	16	temporal	temporal	ADJ
cana-653	232	17	instances	instance	NOUN
cana-653	232	18	of	of	ADP
cana-653	232	19	the	the	DET
cana-653	232	20	minority	minority	NOUN
cana-653	232	21	and	and	CCONJ
cana-653	232	22	majority	majority	NOUN
cana-653	232	23	samples	sample	NOUN
cana-653	232	24	.	.	PUNCT
cana-653	233	1	time	time	NOUN
cana-653	233	2	series	series	PROPN
cana-653	233	3	smote	smote	VERB
cana-653	233	4	:	:	PUNCT
cana-653	233	5	step	step	NOUN
cana-653	233	6	6	6	NUM
cana-653	233	7	.	.	PUNCT
cana-653	233	8	determine	determine	VERB
cana-653	233	9	the	the	DET
cana-653	233	10	number	number	NOUN
cana-653	233	11	of	of	ADP
cana-653	233	12	synthetic	synthetic	ADJ
cana-653	233	13	samples	sample	NOUN
cana-653	233	14	to	to	PART
cana-653	233	15	be	be	AUX
cana-653	233	16	generated	generate	VERB
cana-653	233	17	,	,	PUNCT
cana-653	233	18	denoted	denote	VERB
cana-653	233	19	as	as	ADP
cana-653	233	20	n_synthetic	n_synthetic	ADJ
cana-653	233	21	,	,	PUNCT
cana-653	233	22	based	base	VERB
cana-653	233	23	on	on	ADP
cana-653	233	24	the	the	DET
cana-653	233	25	desired	desire	VERB
cana-653	233	26	level	level	NOUN
cana-653	233	27	of	of	ADP
cana-653	233	28	imbalance	imbalance	NOUN
cana-653	233	29	correction	correction	NOUN
cana-653	233	30	.	.	PUNCT
cana-653	234	1	step	step	NOUN
cana-653	234	2	7	7	NUM
cana-653	234	3	.	.	PUNCT
cana-653	235	1	for	for	ADP
cana-653	235	2	each	each	DET
cana-653	235	3	minority	minority	NOUN
cana-653	235	4	sample	sample	NOUN
cana-653	235	5	(	(	PUNCT
cana-653	235	6	x_min	x_min	NOUN
cana-653	235	7	)	)	PUNCT
cana-653	235	8	in	in	ADP
cana-653	235	9	d_min	d_min	PROPN
cana-653	235	10	,	,	PUNCT
cana-653	235	11	identify	identify	VERB
cana-653	235	12	its	its	PRON
cana-653	235	13	k	k	PROPN
cana-653	235	14	nearest	near	ADJ
cana-653	235	15	neighbors	neighbor	NOUN
cana-653	235	16	(	(	PUNCT
cana-653	235	17	nn_min	nn_min	NOUN
cana-653	235	18	)	)	PUNCT
cana-653	235	19	from	from	ADP
cana-653	235	20	d_maj	d_maj	ADV
cana-653	235	21	using	use	VERB
cana-653	235	22	a	a	DET
cana-653	235	23	distance	distance	NOUN
cana-653	235	24	metric	metric	ADJ
cana-653	235	25	suitable	suitable	ADJ
cana-653	235	26	for	for	ADP
cana-653	235	27	time	time	NOUN
cana-653	235	28	series	series	PROPN
cana-653	235	29	data	data	PROPN
cana-653	235	30	.	.	PUNCT
cana-653	236	1	synthetic	synthetic	ADJ
cana-653	236	2	sample	sample	NOUN
cana-653	236	3	generation	generation	NOUN
cana-653	236	4	:	:	PUNCT
cana-653	236	5	step	step	NOUN
cana-653	236	6	8	8	NUM
cana-653	236	7	.	.	PUNCT
cana-653	237	1	for	for	ADP
cana-653	237	2	each	each	DET
cana-653	237	3	minority	minority	NOUN
cana-653	237	4	sample	sample	NOUN
cana-653	237	5	x_min	x_min	PROPN
cana-653	237	6	and	and	CCONJ
cana-653	237	7	its	its	PRON
cana-653	237	8	corresponding	correspond	VERB
cana-653	237	9	nearest	near	ADJ
cana-653	237	10	neighbors	neighbor	NOUN
cana-653	237	11	nn_min	nn_min	PROPN
cana-653	237	12	:	:	PUNCT
cana-653	237	13	i.	i.	PROPN
cana-653	237	14	compute	compute	VERB
cana-653	237	15	the	the	DET
cana-653	237	16	temporal	temporal	ADJ
cana-653	237	17	difference	difference	NOUN
cana-653	237	18	(	(	PUNCT
cana-653	237	19	delta	delta	NOUN
cana-653	237	20	)	)	PUNCT
cana-653	237	21	between	between	ADP
cana-653	237	22	x_min	x_min	PROPN
cana-653	237	23	and	and	CCONJ
cana-653	237	24	each	each	DET
cana-653	237	25	nearest	near	ADJ
cana-653	237	26	neighbor	neighbor	NOUN
cana-653	237	27	nn_min[j	nn_min[j	X
cana-653	237	28	]	]	PUNCT
cana-653	237	29	using	use	VERB
cana-653	237	30	equation	equation	NOUN
cana-653	237	31	13	13	NUM
cana-653	237	32	.	.	PUNCT
cana-653	238	1	delta	delta	NOUN
cana-653	238	2	=	=	PUNCT
cana-653	239	1	nn_min[j	nn_min[j	X
cana-653	239	2	]	]	X
cana-653	239	3	x_min	x_min	X
cana-653	239	4	.	.	PROPN
cana-653	239	5	(	(	PUNCT
cana-653	239	6	13	13	NUM
cana-653	239	7	)	)	PUNCT
cana-653	239	8	ii	ii	PROPN
cana-653	239	9	.	.	PROPN
cana-653	239	10	divide	divide	VERB
cana-653	239	11	the	the	DET
cana-653	239	12	delta	delta	NOUN
cana-653	239	13	into	into	ADP
cana-653	239	14	n_segments	n_segment	NOUN
cana-653	239	15	,	,	PUNCT
cana-653	239	16	where	where	SCONJ
cana-653	239	17	n_segments	n_segment	NOUN
cana-653	239	18	is	be	AUX
cana-653	239	19	a	a	DET
cana-653	239	20	user	user	NOUN
cana-653	239	21	-	-	PUNCT
cana-653	239	22	defined	define	VERB
cana-653	239	23	parameter	parameter	NOUN
cana-653	239	24	using	use	VERB
cana-653	239	25	equation	equation	NOUN
cana-653	239	26	14	14	NUM
cana-653	239	27	.	.	PUNCT
cana-653	240	1	segment_length	segment_length	NOUN
cana-653	240	2	=	=	SYM
cana-653	240	3	length(delta	length(delta	PROPN
cana-653	240	4	)	)	PUNCT
cana-653	240	5	/	/	SYM
cana-653	240	6	n_segments	n_segment	NOUN
cana-653	240	7	.	.	PUNCT
cana-653	241	1	(	(	PUNCT
cana-653	241	2	14	14	NUM
cana-653	241	3	)	)	PUNCT
cana-653	241	4	communications	communication	NOUN
cana-653	241	5	on	on	ADP
cana-653	241	6	applied	apply	VERB
cana-653	241	7	nonlinear	nonlinear	ADJ
cana-653	241	8	analysis	analysis	NOUN
cana-653	241	9	issn	issn	NOUN
cana-653	241	10	:	:	PUNCT
cana-653	241	11	1074	1074	NUM
cana-653	241	12	-	-	PUNCT
cana-653	241	13	133x	133x	NUM
cana-653	241	14	vol	vol	NOUN
cana-653	241	15	31	31	NUM
cana-653	241	16	no	no	NOUN
cana-653	241	17	.	.	PUNCT
cana-653	242	1	2s	2s	NUM
cana-653	242	2	(	(	PUNCT
cana-653	242	3	2024	2024	NUM
cana-653	242	4	)	)	PUNCT
cana-653	242	5	348	348	NUM
cana-653	242	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	242	7	iii	iii	X
cana-653	242	8	.	.	PUNCT
cana-653	242	9	generate	generate	VERB
cana-653	242	10	n_synthetic	n_synthetic	ADJ
cana-653	242	11	synthetic	synthetic	ADJ
cana-653	242	12	samples	sample	NOUN
cana-653	242	13	using	use	VERB
cana-653	242	14	equation	equation	NOUN
cana-653	242	15	16	16	NUM
cana-653	242	16	-	-	SYM
cana-653	242	17	18	18	NUM
cana-653	242	18	.	.	PUNCT
cana-653	243	1	for	for	ADP
cana-653	243	2	each	each	DET
cana-653	243	3	segment	segment	NOUN
cana-653	243	4	i	i	PRON
cana-653	243	5	from	from	ADP
cana-653	243	6	1	1	NUM
cana-653	243	7	to	to	ADP
cana-653	243	8	n_segments	n_segment	NOUN
cana-653	243	9	:	:	PUNCT
cana-653	243	10	iii	iii	X
cana-653	243	11	.	.	PUNCT
cana-653	244	1	a	a	DET
cana-653	244	2	generate	generate	NOUN
cana-653	244	3	a	a	DET
cana-653	244	4	random	random	ADJ
cana-653	244	5	weight	weight	NOUN
cana-653	244	6	:	:	PUNCT
cana-653	244	7	w_i	w_i	PUNCT
cana-653	244	8	~	~	SYM
cana-653	244	9	uniform(0	uniform(0	NOUN
cana-653	244	10	,	,	PUNCT
cana-653	244	11	1	1	NUM
cana-653	244	12	)	)	PUNCT
cana-653	244	13	.	.	PUNCT
cana-653	245	1	(	(	PUNCT
cana-653	245	2	16	16	NUM
cana-653	245	3	)	)	PUNCT
cana-653	245	4	iii	iii	PROPN
cana-653	245	5	.	.	PUNCT
cana-653	246	1	b	b	X
cana-653	246	2	compute	compute	VERB
cana-653	246	3	the	the	DET
cana-653	246	4	synthetic	synthetic	ADJ
cana-653	246	5	sample	sample	NOUN
cana-653	246	6	by	by	ADP
cana-653	246	7	interpolating	interpolate	VERB
cana-653	246	8	between	between	ADP
cana-653	246	9	x_min	x_min	PROPN
cana-653	246	10	and	and	CCONJ
cana-653	246	11	nn_min[j	nn_min[j	PROPN
cana-653	246	12	]	]	X
cana-653	246	13	synthetic_sample_i	synthetic_sample_i	NOUN
cana-653	247	1	=	=	PUNCT
cana-653	247	2	x_min	x_min	PROPN
cana-653	248	1	+	+	CCONJ
cana-653	248	2	(	(	PUNCT
cana-653	248	3	delta	delta	NOUN
cana-653	248	4	*	*	PUNCT
cana-653	248	5	w_i	w_i	NUM
cana-653	248	6	)	)	PUNCT
cana-653	248	7	.	.	PUNCT
cana-653	249	1	(	(	PUNCT
cana-653	249	2	17	17	NUM
cana-653	249	3	)	)	PUNCT
cana-653	249	4	iii.c	iii.c	NOUN
cana-653	249	5	add	add	VERB
cana-653	249	6	synthetic_sample_i	synthetic_sample_i	NOUN
cana-653	249	7	to	to	ADP
cana-653	249	8	the	the	DET
cana-653	249	9	synthetic	synthetic	ADJ
cana-653	249	10	samples	sample	NOUN
cana-653	249	11	dataset	dataset	VERB
cana-653	249	12	.	.	PUNCT
cana-653	250	1	(	(	PUNCT
cana-653	250	2	18	18	NUM
cana-653	250	3	)	)	PUNCT
cana-653	250	4	postprocessing	postprocessing	NOUN
cana-653	250	5	:	:	PUNCT
cana-653	250	6	step	step	NOUN
cana-653	250	7	9	9	NUM
cana-653	250	8	.	.	PUNCT
cana-653	250	9	append	append	VERB
cana-653	250	10	the	the	DET
cana-653	250	11	generated	generate	VERB
cana-653	250	12	synthetic	synthetic	ADJ
cana-653	250	13	samples	sample	NOUN
cana-653	250	14	to	to	ADP
cana-653	250	15	the	the	DET
cana-653	250	16	minority	minority	NOUN
cana-653	250	17	class	class	NOUN
cana-653	250	18	instances	instance	NOUN
cana-653	250	19	using	use	VERB
cana-653	250	20	equation	equation	NOUN
cana-653	250	21	(	(	PUNCT
cana-653	250	22	19	19	NUM
cana-653	250	23	)	)	PUNCT
cana-653	250	24	d_min_synthetic	d_min_synthetic	ADJ
cana-653	250	25	=	=	PUNCT
cana-653	250	26	d_min	d_min	ADV
cana-653	250	27	∪	∪	VERB
cana-653	250	28	synthetic	synthetic	ADJ
cana-653	250	29	samples	sample	NOUN
cana-653	250	30	.	.	PUNCT
cana-653	251	1	(	(	PUNCT
cana-653	251	2	19	19	NUM
cana-653	251	3	)	)	PUNCT
cana-653	251	4	output	output	NOUN
cana-653	251	5	:	:	PUNCT
cana-653	251	6	step	step	NOUN
cana-653	251	7	10	10	NUM
cana-653	251	8	.	.	PUNCT
cana-653	252	1	the	the	DET
cana-653	252	2	resulting	result	VERB
cana-653	252	3	dataset	dataset	NOUN
cana-653	252	4	is	be	AUX
cana-653	252	5	now	now	ADV
cana-653	252	6	more	more	ADV
cana-653	252	7	balanced	balanced	ADJ
cana-653	252	8	with	with	ADP
cana-653	252	9	an	an	DET
cana-653	252	10	increased	increase	VERB
cana-653	252	11	representation	representation	NOUN
cana-653	252	12	of	of	ADP
cana-653	252	13	the	the	DET
cana-653	252	14	minority	minority	NOUN
cana-653	252	15	class	class	NOUN
cana-653	252	16	using	use	VERB
cana-653	252	17	equation	equation	NOUN
cana-653	252	18	20	20	NUM
cana-653	252	19	.	.	PUNCT
cana-653	253	1	d_balanced	d_balance	VERB
cana-653	253	2	=	=	SYM
cana-653	253	3	d_min_synthetic	d_min_synthetic	ADJ
cana-653	253	4	∪	∪	ADJ
cana-653	253	5	d_maj	d_maj	PROPN
cana-653	253	6	.	.	PUNCT
cana-653	254	1	(	(	PUNCT
cana-653	254	2	20	20	NUM
cana-653	254	3	)	)	PUNCT
cana-653	254	4	to	to	PART
cana-653	254	5	apply	apply	VERB
cana-653	254	6	the	the	DET
cana-653	254	7	time	time	NOUN
cana-653	254	8	series	series	PROPN
cana-653	254	9	smote	smote	VERB
cana-653	254	10	algorithm	algorithm	NOUN
cana-653	254	11	for	for	ADP
cana-653	254	12	handling	handle	VERB
cana-653	254	13	the	the	DET
cana-653	254	14	class	class	NOUN
cana-653	254	15	imbalance	imbalance	NOUN
cana-653	254	16	problem	problem	NOUN
cana-653	254	17	in	in	ADP
cana-653	254	18	a	a	DET
cana-653	254	19	gdp	gdp	NOUN
cana-653	254	20	growth	growth	NOUN
cana-653	254	21	dataset	dataset	NOUN
cana-653	254	22	,	,	PUNCT
cana-653	254	23	the	the	DET
cana-653	254	24	following	follow	VERB
cana-653	254	25	steps	step	NOUN
cana-653	254	26	were	be	AUX
cana-653	254	27	taken	take	VERB
cana-653	254	28	:	:	PUNCT
cana-653	255	1	1	1	X
cana-653	255	2	.	.	X
cana-653	255	3	the	the	DET
cana-653	255	4	gdp	gdp	NOUN
cana-653	255	5	growth	growth	NOUN
cana-653	255	6	dataset	dataset	NOUN
cana-653	255	7	was	be	AUX
cana-653	255	8	prepared	prepare	VERB
cana-653	255	9	,	,	PUNCT
cana-653	255	10	ensuring	ensure	VERB
cana-653	255	11	proper	proper	ADJ
cana-653	255	12	formatting	formatting	NOUN
cana-653	255	13	with	with	ADP
cana-653	255	14	each	each	DET
cana-653	255	15	data	data	NOUN
cana-653	255	16	point	point	NOUN
cana-653	255	17	representing	represent	VERB
cana-653	255	18	a	a	DET
cana-653	255	19	specific	specific	ADJ
cana-653	255	20	time	time	NOUN
cana-653	255	21	and	and	CCONJ
cana-653	255	22	its	its	PRON
cana-653	255	23	corresponding	correspond	VERB
cana-653	255	24	class	class	NOUN
cana-653	255	25	label	label	NOUN
cana-653	255	26	.	.	PUNCT
cana-653	256	1	quarterly	quarterly	ADJ
cana-653	256	2	or	or	CCONJ
cana-653	256	3	annual	annual	ADJ
cana-653	256	4	gdp	gdp	NOUN
cana-653	256	5	growth	growth	NOUN
cana-653	256	6	rates	rate	NOUN
cana-653	256	7	were	be	AUX
cana-653	256	8	used	use	VERB
cana-653	256	9	,	,	PUNCT
cana-653	256	10	with	with	ADP
cana-653	256	11	labels	label	NOUN
cana-653	256	12	indicating	indicate	VERB
cana-653	256	13	economic	economic	ADJ
cana-653	256	14	recessions	recession	NOUN
cana-653	256	15	or	or	CCONJ
cana-653	256	16	expansions	expansion	NOUN
cana-653	256	17	.	.	PUNCT
cana-653	257	1	2	2	X
cana-653	257	2	.	.	X
cana-653	257	3	the	the	DET
cana-653	257	4	minority	minority	NOUN
cana-653	257	5	and	and	CCONJ
cana-653	257	6	majority	majority	NOUN
cana-653	257	7	classes	class	NOUN
cana-653	257	8	were	be	AUX
cana-653	257	9	identified	identify	VERB
cana-653	257	10	by	by	ADP
cana-653	257	11	analyzing	analyze	VERB
cana-653	257	12	the	the	DET
cana-653	257	13	distribution	distribution	NOUN
cana-653	257	14	of	of	ADP
cana-653	257	15	class	class	NOUN
cana-653	257	16	labels	label	NOUN
cana-653	257	17	in	in	ADP
cana-653	257	18	the	the	DET
cana-653	257	19	dataset	dataset	NOUN
cana-653	257	20	.	.	PUNCT
cana-653	258	1	the	the	DET
cana-653	258	2	minority	minority	NOUN
cana-653	258	3	class	class	NOUN
cana-653	258	4	represented	represent	VERB
cana-653	258	5	economic	economic	ADJ
cana-653	258	6	recessions	recession	NOUN
cana-653	258	7	,	,	PUNCT
cana-653	258	8	while	while	SCONJ
cana-653	258	9	the	the	DET
cana-653	258	10	majority	majority	NOUN
cana-653	258	11	class	class	NOUN
cana-653	258	12	represented	represent	VERB
cana-653	258	13	economic	economic	ADJ
cana-653	258	14	expansions	expansion	NOUN
cana-653	258	15	.	.	PUNCT
cana-653	259	1	3	3	X
cana-653	259	2	.	.	X
cana-653	259	3	the	the	DET
cana-653	259	4	dataset	dataset	NOUN
cana-653	259	5	was	be	AUX
cana-653	259	6	preprocessed	preprocesse	VERB
cana-653	259	7	to	to	PART
cana-653	259	8	ensure	ensure	VERB
cana-653	259	9	stationarity	stationarity	NOUN
cana-653	259	10	before	before	ADP
cana-653	259	11	applying	apply	VERB
cana-653	259	12	the	the	DET
cana-653	259	13	time	time	NOUN
cana-653	259	14	series	series	PROPN
cana-653	259	15	smote	smote	PROPN
cana-653	259	16	algorithm	algorithm	PROPN
cana-653	259	17	.	.	PUNCT
cana-653	260	1	techniques	technique	NOUN
cana-653	260	2	such	such	ADJ
cana-653	260	3	as	as	ADP
cana-653	260	4	differencing	differencing	NOUN
cana-653	260	5	or	or	CCONJ
cana-653	260	6	detrending	detrende	VERB
cana-653	260	7	were	be	AUX
cana-653	260	8	applied	apply	VERB
cana-653	260	9	to	to	PART
cana-653	260	10	remove	remove	VERB
cana-653	260	11	trends	trend	NOUN
cana-653	260	12	or	or	CCONJ
cana-653	260	13	seasonality	seasonality	NOUN
cana-653	260	14	present	present	ADJ
cana-653	260	15	in	in	ADP
cana-653	260	16	the	the	DET
cana-653	260	17	data	datum	NOUN
cana-653	260	18	.	.	PUNCT
cana-653	261	1	4	4	X
cana-653	261	2	.	.	X
cana-653	261	3	the	the	DET
cana-653	261	4	dataset	dataset	NOUN
cana-653	261	5	was	be	AUX
cana-653	261	6	divided	divide	VERB
cana-653	261	7	into	into	ADP
cana-653	261	8	minority	minority	NOUN
cana-653	261	9	samples	sample	NOUN
cana-653	261	10	(	(	PUNCT
cana-653	261	11	representing	represent	VERB
cana-653	261	12	the	the	DET
cana-653	261	13	minority	minority	NOUN
cana-653	261	14	class	class	NOUN
cana-653	261	15	)	)	PUNCT
cana-653	261	16	and	and	CCONJ
cana-653	261	17	majority	majority	NOUN
cana-653	261	18	samples	sample	NOUN
cana-653	261	19	(	(	PUNCT
cana-653	261	20	representing	represent	VERB
cana-653	261	21	the	the	DET
cana-653	261	22	majority	majority	NOUN
cana-653	261	23	class	class	NOUN
cana-653	261	24	)	)	PUNCT
cana-653	261	25	to	to	PART
cana-653	261	26	allow	allow	VERB
cana-653	261	27	for	for	ADP
cana-653	261	28	focused	focused	ADJ
cana-653	261	29	analysis	analysis	NOUN
cana-653	261	30	and	and	CCONJ
cana-653	261	31	oversampling	oversampling	NOUN
cana-653	261	32	of	of	ADP
cana-653	261	33	the	the	DET
cana-653	261	34	minority	minority	NOUN
cana-653	261	35	class	class	NOUN
cana-653	261	36	.	.	PUNCT
cana-653	262	1	5	5	X
cana-653	262	2	.	.	X
cana-653	262	3	temporal	temporal	ADJ
cana-653	262	4	alignment	alignment	NOUN
cana-653	262	5	was	be	AUX
cana-653	262	6	performed	perform	VERB
cana-653	262	7	to	to	PART
cana-653	262	8	synchronize	synchronize	VERB
cana-653	262	9	the	the	DET
cana-653	262	10	temporal	temporal	ADJ
cana-653	262	11	instances	instance	NOUN
cana-653	262	12	of	of	ADP
cana-653	262	13	the	the	DET
cana-653	262	14	minority	minority	NOUN
cana-653	262	15	and	and	CCONJ
cana-653	262	16	majority	majority	NOUN
cana-653	262	17	samples	sample	NOUN
cana-653	262	18	.	.	PUNCT
cana-653	263	1	this	this	PRON
cana-653	263	2	ensured	ensure	VERB
cana-653	263	3	that	that	SCONJ
cana-653	263	4	the	the	DET
cana-653	263	5	corresponding	corresponding	ADJ
cana-653	263	6	time	time	NOUN
cana-653	263	7	periods	period	NOUN
cana-653	263	8	between	between	ADP
cana-653	263	9	the	the	DET
cana-653	263	10	two	two	NUM
cana-653	263	11	classes	class	NOUN
cana-653	263	12	were	be	AUX
cana-653	263	13	properly	properly	ADV
cana-653	263	14	aligned	align	VERB
cana-653	263	15	for	for	ADP
cana-653	263	16	accurate	accurate	ADJ
cana-653	263	17	comparison	comparison	NOUN
cana-653	263	18	and	and	CCONJ
cana-653	263	19	analysis	analysis	NOUN
cana-653	263	20	.	.	PUNCT
cana-653	264	1	6	6	X
cana-653	264	2	.	.	PUNCT
cana-653	264	3	the	the	DET
cana-653	264	4	number	number	NOUN
cana-653	264	5	of	of	ADP
cana-653	264	6	synthetic	synthetic	ADJ
cana-653	264	7	samples	sample	NOUN
cana-653	264	8	to	to	PART
cana-653	264	9	be	be	AUX
cana-653	264	10	generated	generate	VERB
cana-653	264	11	(	(	PUNCT
cana-653	264	12	n_synthetic	n_synthetic	ADJ
cana-653	264	13	)	)	PUNCT
cana-653	264	14	was	be	AUX
cana-653	264	15	determined	determine	VERB
cana-653	264	16	based	base	VERB
cana-653	264	17	on	on	ADP
cana-653	264	18	the	the	DET
cana-653	264	19	desired	desire	VERB
cana-653	264	20	level	level	NOUN
cana-653	264	21	of	of	ADP
cana-653	264	22	imbalance	imbalance	NOUN
cana-653	264	23	correction	correction	NOUN
cana-653	264	24	.	.	PUNCT
cana-653	265	1	this	this	DET
cana-653	265	2	parameter	parameter	NOUN
cana-653	265	3	controlled	control	VERB
cana-653	265	4	the	the	DET
cana-653	265	5	degree	degree	NOUN
cana-653	265	6	of	of	ADP
cana-653	265	7	oversampling	oversampling	NOUN
cana-653	265	8	applied	apply	VERB
cana-653	265	9	to	to	ADP
cana-653	265	10	the	the	DET
cana-653	265	11	minority	minority	NOUN
cana-653	265	12	class	class	NOUN
cana-653	265	13	to	to	PART
cana-653	265	14	achieve	achieve	VERB
cana-653	265	15	a	a	DET
cana-653	265	16	more	more	ADV
cana-653	265	17	balanced	balanced	ADJ
cana-653	265	18	representation	representation	NOUN
cana-653	265	19	.	.	PUNCT
cana-653	266	1	communications	communication	NOUN
cana-653	266	2	on	on	ADP
cana-653	266	3	applied	apply	VERB
cana-653	266	4	nonlinear	nonlinear	ADJ
cana-653	266	5	analysis	analysis	NOUN
cana-653	266	6	issn	issn	NOUN
cana-653	266	7	:	:	PUNCT
cana-653	266	8	1074	1074	NUM
cana-653	266	9	-	-	PUNCT
cana-653	266	10	133x	133x	NUM
cana-653	266	11	vol	vol	NOUN
cana-653	266	12	31	31	NUM
cana-653	266	13	no	no	NOUN
cana-653	266	14	.	.	PUNCT
cana-653	267	1	2s	2s	NUM
cana-653	267	2	(	(	PUNCT
cana-653	267	3	2024	2024	NUM
cana-653	267	4	)	)	PUNCT
cana-653	267	5	349	349	NUM
cana-653	267	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	267	7	7	7	X
cana-653	267	8	.	.	PUNCT
cana-653	267	9	nearest	near	ADJ
cana-653	267	10	neighbors	neighbor	NOUN
cana-653	267	11	were	be	AUX
cana-653	267	12	identified	identify	VERB
cana-653	267	13	for	for	ADP
cana-653	267	14	each	each	DET
cana-653	267	15	minority	minority	NOUN
cana-653	267	16	sample	sample	NOUN
cana-653	267	17	by	by	ADP
cana-653	267	18	considering	consider	VERB
cana-653	267	19	its	its	PRON
cana-653	267	20	k	k	PROPN
cana-653	267	21	nearest	near	ADJ
cana-653	267	22	neighbors	neighbor	NOUN
cana-653	267	23	from	from	ADP
cana-653	267	24	the	the	DET
cana-653	267	25	majority	majority	NOUN
cana-653	267	26	samples	sample	NOUN
cana-653	267	27	.	.	PUNCT
cana-653	268	1	a	a	DET
cana-653	268	2	suitable	suitable	ADJ
cana-653	268	3	distance	distance	NOUN
cana-653	268	4	metric	metric	NOUN
cana-653	268	5	for	for	ADP
cana-653	268	6	time	time	NOUN
cana-653	268	7	series	series	PROPN
cana-653	268	8	data	datum	NOUN
cana-653	268	9	was	be	AUX
cana-653	268	10	used	use	VERB
cana-653	268	11	for	for	ADP
cana-653	268	12	this	this	DET
cana-653	268	13	purpose	purpose	NOUN
cana-653	268	14	,	,	PUNCT
cana-653	268	15	with	with	ADP
cana-653	268	16	the	the	DET
cana-653	268	17	value	value	NOUN
cana-653	268	18	of	of	ADP
cana-653	268	19	k	k	PROPN
cana-653	268	20	determined	determine	VERB
cana-653	268	21	based	base	VERB
cana-653	268	22	on	on	ADP
cana-653	268	23	dataset	dataset	ADJ
cana-653	268	24	characteristics	characteristic	NOUN
cana-653	268	25	and	and	CCONJ
cana-653	268	26	desired	desire	VERB
cana-653	268	27	oversampling	oversampling	ADJ
cana-653	268	28	level	level	NOUN
cana-653	268	29	.	.	PUNCT
cana-653	269	1	8	8	X
cana-653	269	2	.	.	PUNCT
cana-653	270	1	synthetic	synthetic	ADJ
cana-653	270	2	samples	sample	NOUN
cana-653	270	3	were	be	AUX
cana-653	270	4	generated	generate	VERB
cana-653	270	5	by	by	ADP
cana-653	270	6	computing	compute	VERB
cana-653	270	7	the	the	DET
cana-653	270	8	temporal	temporal	ADJ
cana-653	270	9	difference	difference	NOUN
cana-653	270	10	(	(	PUNCT
cana-653	270	11	delta	delta	NOUN
cana-653	270	12	)	)	PUNCT
cana-653	270	13	between	between	ADP
cana-653	270	14	each	each	DET
cana-653	270	15	minority	minority	NOUN
cana-653	270	16	sample	sample	NOUN
cana-653	270	17	and	and	CCONJ
cana-653	270	18	its	its	PRON
cana-653	270	19	nearest	near	ADJ
cana-653	270	20	neighbors	neighbor	NOUN
cana-653	270	21	.	.	PUNCT
cana-653	271	1	this	this	PRON
cana-653	271	2	quantified	quantify	VERB
cana-653	271	3	the	the	DET
cana-653	271	4	temporal	temporal	ADJ
cana-653	271	5	gap	gap	NOUN
cana-653	271	6	between	between	ADP
cana-653	271	7	the	the	DET
cana-653	271	8	two	two	NUM
cana-653	271	9	time	time	NOUN
cana-653	271	10	series	series	NOUN
cana-653	271	11	and	and	CCONJ
cana-653	271	12	served	serve	VERB
cana-653	271	13	as	as	ADP
cana-653	271	14	the	the	DET
cana-653	271	15	basis	basis	NOUN
cana-653	271	16	for	for	ADP
cana-653	271	17	generating	generate	VERB
cana-653	271	18	synthetic	synthetic	ADJ
cana-653	271	19	samples	sample	NOUN
cana-653	271	20	.	.	PUNCT
cana-653	272	1	9	9	X
cana-653	272	2	.	.	X
cana-653	272	3	the	the	DET
cana-653	272	4	temporal	temporal	ADJ
cana-653	272	5	difference	difference	NOUN
cana-653	272	6	(	(	PUNCT
cana-653	272	7	delta	delta	NOUN
cana-653	272	8	)	)	PUNCT
cana-653	272	9	was	be	AUX
cana-653	272	10	divided	divide	VERB
cana-653	272	11	into	into	ADP
cana-653	272	12	segments	segment	NOUN
cana-653	272	13	(	(	PUNCT
cana-653	272	14	n_segments	n_segment	NOUN
cana-653	272	15	)	)	PUNCT
cana-653	272	16	as	as	ADP
cana-653	272	17	a	a	DET
cana-653	272	18	user	user	NOUN
cana-653	272	19	-	-	PUNCT
cana-653	272	20	defined	define	VERB
cana-653	272	21	parameter	parameter	NOUN
cana-653	272	22	.	.	PUNCT
cana-653	273	1	this	this	DET
cana-653	273	2	division	division	NOUN
cana-653	273	3	split	split	VERB
cana-653	273	4	the	the	DET
cana-653	273	5	temporal	temporal	ADJ
cana-653	273	6	gap	gap	NOUN
cana-653	273	7	into	into	ADP
cana-653	273	8	equal	equal	ADJ
cana-653	273	9	segments	segment	NOUN
cana-653	273	10	,	,	PUNCT
cana-653	273	11	facilitating	facilitate	VERB
cana-653	273	12	controlled	control	VERB
cana-653	273	13	interpolation	interpolation	NOUN
cana-653	273	14	between	between	ADP
cana-653	273	15	the	the	DET
cana-653	273	16	minority	minority	NOUN
cana-653	273	17	sample	sample	NOUN
cana-653	273	18	and	and	CCONJ
cana-653	273	19	its	its	PRON
cana-653	273	20	nearest	near	ADJ
cana-653	273	21	neighbors	neighbor	NOUN
cana-653	273	22	.	.	PUNCT
cana-653	274	1	10	10	NUM
cana-653	274	2	.	.	PUNCT
cana-653	275	1	synthetic	synthetic	ADJ
cana-653	275	2	samples	sample	NOUN
cana-653	275	3	were	be	AUX
cana-653	275	4	interpolated	interpolate	VERB
cana-653	275	5	by	by	ADP
cana-653	275	6	generating	generate	VERB
cana-653	275	7	n_synthetic	n_synthetic	ADJ
cana-653	275	8	synthetic	synthetic	ADJ
cana-653	275	9	samples	sample	NOUN
cana-653	275	10	.	.	PUNCT
cana-653	276	1	this	this	PRON
cana-653	276	2	involved	involve	VERB
cana-653	276	3	interpolating	interpolate	VERB
cana-653	276	4	between	between	ADP
cana-653	276	5	the	the	DET
cana-653	276	6	minority	minority	NOUN
cana-653	276	7	sample	sample	NOUN
cana-653	276	8	and	and	CCONJ
cana-653	276	9	each	each	DET
cana-653	276	10	nearest	near	ADJ
cana-653	276	11	neighbor	neighbor	NOUN
cana-653	276	12	at	at	ADP
cana-653	276	13	each	each	DET
cana-653	276	14	segment	segment	NOUN
cana-653	276	15	,	,	PUNCT
cana-653	276	16	using	use	VERB
cana-653	276	17	random	random	ADJ
cana-653	276	18	weights	weight	NOUN
cana-653	276	19	to	to	PART
cana-653	276	20	calculate	calculate	VERB
cana-653	276	21	weighted	weighted	ADJ
cana-653	276	22	averages	average	NOUN
cana-653	276	23	.	.	PUNCT
cana-653	277	1	11	11	NUM
cana-653	277	2	.	.	X
cana-653	277	3	post	post	NOUN
cana-653	277	4	processing	processing	NOUN
cana-653	277	5	was	be	AUX
cana-653	277	6	performed	perform	VERB
cana-653	277	7	by	by	ADP
cana-653	277	8	appending	append	VERB
cana-653	277	9	the	the	DET
cana-653	277	10	generated	generate	VERB
cana-653	277	11	synthetic	synthetic	ADJ
cana-653	277	12	samples	sample	NOUN
cana-653	277	13	to	to	ADP
cana-653	277	14	the	the	DET
cana-653	277	15	minority	minority	NOUN
cana-653	277	16	class	class	NOUN
cana-653	277	17	instances	instance	NOUN
cana-653	277	18	.	.	PUNCT
cana-653	278	1	this	this	PRON
cana-653	278	2	resulted	result	VERB
cana-653	278	3	in	in	ADP
cana-653	278	4	a	a	DET
cana-653	278	5	new	new	ADJ
cana-653	278	6	dataset	dataset	NOUN
cana-653	278	7	that	that	PRON
cana-653	278	8	was	be	AUX
cana-653	278	9	more	more	ADV
cana-653	278	10	balanced	balanced	ADJ
cana-653	278	11	in	in	ADP
cana-653	278	12	terms	term	NOUN
cana-653	278	13	of	of	ADP
cana-653	278	14	class	class	NOUN
cana-653	278	15	distribution	distribution	NOUN
cana-653	278	16	,	,	PUNCT
cana-653	278	17	with	with	ADP
cana-653	278	18	an	an	DET
cana-653	278	19	increased	increase	VERB
cana-653	278	20	representation	representation	NOUN
cana-653	278	21	of	of	ADP
cana-653	278	22	the	the	DET
cana-653	278	23	minority	minority	NOUN
cana-653	278	24	class	class	NOUN
cana-653	278	25	.	.	PUNCT
cana-653	279	1	by	by	ADP
cana-653	279	2	following	follow	VERB
cana-653	279	3	these	these	DET
cana-653	279	4	steps	step	NOUN
cana-653	279	5	,	,	PUNCT
cana-653	279	6	the	the	DET
cana-653	279	7	time	time	NOUN
cana-653	279	8	series	series	PROPN
cana-653	279	9	smote	smote	PROPN
cana-653	279	10	algorithm	algorithm	PROPN
cana-653	279	11	was	be	AUX
cana-653	279	12	successfully	successfully	ADV
cana-653	279	13	applied	apply	VERB
cana-653	279	14	to	to	PART
cana-653	279	15	handle	handle	VERB
cana-653	279	16	the	the	DET
cana-653	279	17	class	class	NOUN
cana-653	279	18	imbalance	imbalance	NOUN
cana-653	279	19	problem	problem	NOUN
cana-653	279	20	in	in	ADP
cana-653	279	21	the	the	DET
cana-653	279	22	gdp	gdp	NOUN
cana-653	279	23	growth	growth	NOUN
cana-653	279	24	dataset	dataset	VERB
cana-653	279	25	.	.	PUNCT
cana-653	280	1	the	the	DET
cana-653	280	2	algorithm	algorithm	NOUN
cana-653	280	3	's	's	PART
cana-653	280	4	synthetic	synthetic	ADJ
cana-653	280	5	sample	sample	NOUN
cana-653	280	6	generation	generation	NOUN
cana-653	280	7	process	process	NOUN
cana-653	280	8	captured	capture	VERB
cana-653	280	9	the	the	DET
cana-653	280	10	temporal	temporal	ADJ
cana-653	280	11	dynamics	dynamic	NOUN
cana-653	280	12	of	of	ADP
cana-653	280	13	gdp	gdp	NOUN
cana-653	280	14	growth	growth	NOUN
cana-653	280	15	rates	rate	NOUN
cana-653	280	16	,	,	PUNCT
cana-653	280	17	leading	lead	VERB
cana-653	280	18	to	to	ADP
cana-653	280	19	an	an	DET
cana-653	280	20	improved	improved	ADJ
cana-653	280	21	representation	representation	NOUN
cana-653	280	22	of	of	ADP
cana-653	280	23	the	the	DET
cana-653	280	24	minority	minority	NOUN
cana-653	280	25	class	class	NOUN
cana-653	280	26	and	and	CCONJ
cana-653	280	27	enabling	enable	VERB
cana-653	280	28	more	more	ADV
cana-653	280	29	accurate	accurate	ADJ
cana-653	280	30	forecasting	forecasting	NOUN
cana-653	280	31	models	model	NOUN
cana-653	280	32	modified	modify	VERB
cana-653	280	33	lstm	lstm	NOUN
cana-653	280	34	for	for	ADP
cana-653	280	35	gdp	gdp	NOUN
cana-653	280	36	forecasting	forecasting	NOUN
cana-653	280	37	:	:	PUNCT
cana-653	280	38	1	1	X
cana-653	280	39	.	.	X
cana-653	280	40	input	input	NOUN
cana-653	280	41	:	:	PUNCT
cana-653	280	42	gdp	gdp	NOUN
cana-653	280	43	growth	growth	NOUN
cana-653	280	44	dataset	dataset	VERB
cana-653	280	45	:	:	PUNCT
cana-653	281	1	d	d	X
cana-653	281	2	=	=	SYM
cana-653	281	3	{	{	PUNCT
cana-653	281	4	(	(	PUNCT
cana-653	281	5	x₁	x₁	PROPN
cana-653	281	6	,	,	PUNCT
cana-653	281	7	y₁	y₁	NOUN
cana-653	281	8	)	)	PUNCT
cana-653	281	9	,	,	PUNCT
cana-653	281	10	(	(	PUNCT
cana-653	281	11	x₂	x₂	ADJ
cana-653	281	12	,	,	PUNCT
cana-653	281	13	y₂	y₂	PROPN
cana-653	281	14	)	)	PUNCT
cana-653	281	15	,	,	PUNCT
cana-653	281	16	...	...	PUNCT
cana-653	281	17	,	,	PUNCT
cana-653	281	18	(	(	PUNCT
cana-653	281	19	xₙ	xₙ	PROPN
cana-653	281	20	,	,	PUNCT
cana-653	281	21	yₙ	yₙ	NOUN
cana-653	281	22	)	)	PUNCT
cana-653	281	23	}	}	PUNCT
cana-653	281	24	,	,	PUNCT
cana-653	281	25	where	where	SCONJ
cana-653	281	26	xᵢ	xᵢ	PROPN
cana-653	281	27	represents	represent	VERB
cana-653	281	28	the	the	DET
cana-653	281	29	feature	feature	NOUN
cana-653	281	30	vector	vector	NOUN
cana-653	281	31	of	of	ADP
cana-653	281	32	sample	sample	NOUN
cana-653	282	1	i	i	PRON
cana-653	282	2	and	and	CCONJ
cana-653	282	3	yᵢ	yᵢ	PROPN
cana-653	282	4	represents	represent	VERB
cana-653	282	5	the	the	DET
cana-653	282	6	corresponding	correspond	VERB
cana-653	282	7	gdp	gdp	NOUN
cana-653	282	8	growth	growth	NOUN
cana-653	282	9	rate	rate	NOUN
cana-653	282	10	at	at	ADP
cana-653	282	11	time	time	NOUN
cana-653	282	12	i.	i.	NOUN
cana-653	282	13	this	this	DET
cana-653	282	14	dataset	dataset	NOUN
cana-653	282	15	is	be	AUX
cana-653	282	16	divided	divide	VERB
cana-653	282	17	into	into	ADP
cana-653	282	18	training	training	NOUN
cana-653	282	19	and	and	CCONJ
cana-653	282	20	testing	testing	NOUN
cana-653	282	21	sets	set	NOUN
cana-653	282	22	:	:	PUNCT
cana-653	282	23	d_train	d_train	NOUN
cana-653	282	24	and	and	CCONJ
cana-653	282	25	d_test	d_t	ADJ
cana-653	282	26	,	,	PUNCT
cana-653	282	27	ensuring	ensure	VERB
cana-653	282	28	a	a	DET
cana-653	282	29	portion	portion	NOUN
cana-653	282	30	of	of	ADP
cana-653	282	31	the	the	DET
cana-653	282	32	data	data	NOUN
cana-653	282	33	is	be	AUX
cana-653	282	34	reserved	reserve	VERB
cana-653	282	35	for	for	ADP
cana-653	282	36	model	model	NOUN
cana-653	282	37	evaluation	evaluation	NOUN
cana-653	282	38	.	.	PUNCT
cana-653	283	1	2	2	X
cana-653	283	2	.	.	PUNCT
cana-653	283	3	model	model	NOUN
cana-653	283	4	architecture	architecture	NOUN
cana-653	283	5	:	:	PUNCT
cana-653	283	6	initialize	initialize	VERB
cana-653	283	7	the	the	DET
cana-653	283	8	modified	modify	VERB
cana-653	283	9	lstm	lstm	NOUN
cana-653	283	10	model	model	NOUN
cana-653	283	11	with	with	ADP
cana-653	283	12	hyperparameters	hyperparameter	NOUN
cana-653	283	13	such	such	ADJ
cana-653	283	14	as	as	ADP
cana-653	283	15	the	the	DET
cana-653	283	16	number	number	NOUN
cana-653	283	17	of	of	ADP
cana-653	283	18	lstm	lstm	ADJ
cana-653	283	19	layers	layer	NOUN
cana-653	283	20	,	,	PUNCT
cana-653	283	21	hidden	hidden	ADJ
cana-653	283	22	units	unit	NOUN
cana-653	283	23	,	,	PUNCT
cana-653	283	24	and	and	CCONJ
cana-653	283	25	input	input	NOUN
cana-653	283	26	/	/	SYM
cana-653	283	27	output	output	NOUN
cana-653	283	28	dimensions	dimension	NOUN
cana-653	283	29	.	.	PUNCT
cana-653	284	1	these	these	DET
cana-653	284	2	hyperparameters	hyperparameter	NOUN
cana-653	284	3	define	define	VERB
cana-653	284	4	the	the	DET
cana-653	284	5	structure	structure	NOUN
cana-653	284	6	and	and	CCONJ
cana-653	284	7	capacity	capacity	NOUN
cana-653	284	8	of	of	ADP
cana-653	284	9	the	the	DET
cana-653	284	10	model	model	NOUN
cana-653	284	11	.	.	PUNCT
cana-653	285	1	3	3	X
cana-653	285	2	.	.	X
cana-653	285	3	lstm	lstm	ADJ
cana-653	285	4	layer	layer	NOUN
cana-653	285	5	equations	equation	NOUN
cana-653	285	6	:	:	PUNCT
cana-653	286	1	i.	i.	PROPN
cana-653	286	2	forget	forget	PROPN
cana-653	286	3	gate	gate	PROPN
cana-653	286	4	:	:	PUNCT
cana-653	286	5	fₜ	fₜ	ADP
cana-653	286	6	=	=	SYM
cana-653	286	7	σ(w_f	σ(w_f	PROPN
cana-653	286	8	·	·	PUNCT
cana-653	287	1	[	[	X
cana-653	287	2	hₜ₋₁	hₜ₋₁	X
cana-653	287	3	,	,	PUNCT
cana-653	287	4	xₜ	xₜ	X
cana-653	287	5	]	]	X
cana-653	287	6	+	+	NUM
cana-653	287	7	b_f	b_f	PROPN
cana-653	287	8	)	)	PUNCT
cana-653	287	9	,	,	PUNCT
cana-653	287	10	(	(	PUNCT
cana-653	287	11	21	21	NUM
cana-653	287	12	)	)	PUNCT
cana-653	287	13	where	where	SCONJ
cana-653	287	14	fₜ	fₜ	ADV
cana-653	287	15	determines	determine	VERB
cana-653	287	16	how	how	SCONJ
cana-653	287	17	much	much	ADJ
cana-653	287	18	information	information	NOUN
cana-653	287	19	from	from	ADP
cana-653	287	20	the	the	DET
cana-653	287	21	previous	previous	ADJ
cana-653	287	22	hidden	hidden	ADJ
cana-653	287	23	state	state	NOUN
cana-653	287	24	(	(	PUNCT
cana-653	287	25	hₜ₋₁	hₜ₋₁	ADJ
cana-653	287	26	)	)	PUNCT
cana-653	287	27	and	and	CCONJ
cana-653	287	28	the	the	DET
cana-653	287	29	current	current	ADJ
cana-653	287	30	input	input	NOUN
cana-653	287	31	(	(	PUNCT
cana-653	287	32	xₜ	xₜ	ADV
cana-653	287	33	)	)	PUNCT
cana-653	287	34	should	should	AUX
cana-653	287	35	be	be	AUX
cana-653	287	36	forgotten	forget	VERB
cana-653	287	37	or	or	CCONJ
cana-653	287	38	discarded	discard	VERB
cana-653	287	39	.	.	PUNCT
cana-653	288	1	ii	ii	PROPN
cana-653	288	2	.	.	PUNCT
cana-653	289	1	input	input	PROPN
cana-653	289	2	gate	gate	PROPN
cana-653	289	3	:	:	PUNCT
cana-653	289	4	iₜ	iₜ	PROPN
cana-653	289	5	=	=	SYM
cana-653	289	6	σ(w_i	σ(w_i	PROPN
cana-653	289	7	·	·	PUNCT
cana-653	290	1	[	[	X
cana-653	290	2	hₜ₋₁	hₜ₋₁	X
cana-653	290	3	,	,	PUNCT
cana-653	290	4	xₜ	xₜ	X
cana-653	290	5	]	]	X
cana-653	290	6	+	+	NUM
cana-653	290	7	b_i	b_i	NUM
cana-653	290	8	)	)	PUNCT
cana-653	290	9	,	,	PUNCT
cana-653	290	10	(	(	PUNCT
cana-653	290	11	22	22	NUM
cana-653	290	12	)	)	PUNCT
cana-653	290	13	where	where	SCONJ
cana-653	290	14	iₜ	iₜ	NOUN
cana-653	290	15	controls	control	VERB
cana-653	290	16	how	how	SCONJ
cana-653	290	17	much	much	ADJ
cana-653	290	18	new	new	ADJ
cana-653	290	19	information	information	NOUN
cana-653	290	20	from	from	ADP
cana-653	290	21	the	the	DET
cana-653	290	22	previous	previous	ADJ
cana-653	290	23	hidden	hidden	ADJ
cana-653	290	24	state	state	NOUN
cana-653	290	25	(	(	PUNCT
cana-653	290	26	hₜ₋₁	hₜ₋₁	ADJ
cana-653	290	27	)	)	PUNCT
cana-653	290	28	and	and	CCONJ
cana-653	290	29	the	the	DET
cana-653	290	30	current	current	ADJ
cana-653	290	31	input	input	NOUN
cana-653	290	32	(	(	PUNCT
cana-653	290	33	xₜ	xₜ	ADV
cana-653	290	34	)	)	PUNCT
cana-653	290	35	should	should	AUX
cana-653	290	36	be	be	AUX
cana-653	290	37	incorporated	incorporate	VERB
cana-653	290	38	.	.	PUNCT
cana-653	291	1	iii	iii	X
cana-653	291	2	.	.	PUNCT
cana-653	291	3	candidate	candidate	NOUN
cana-653	291	4	value	value	NOUN
cana-653	291	5	:	:	PUNCT
cana-653	291	6	c̃ₜ	c̃ₜ	NOUN
cana-653	291	7	=	=	PUNCT
cana-653	292	1	tanh(w_c	tanh(w_c	X
cana-653	292	2	·	·	PUNCT
cana-653	292	3	[	[	X
cana-653	292	4	hₜ₋₁	hₜ₋₁	X
cana-653	292	5	,	,	PUNCT
cana-653	292	6	xₜ	xₜ	X
cana-653	292	7	]	]	X
cana-653	292	8	+	+	PUNCT
cana-653	292	9	b_c	b_c	NUM
cana-653	292	10	)	)	PUNCT
cana-653	292	11	,	,	PUNCT
cana-653	292	12	(	(	PUNCT
cana-653	292	13	23	23	X
cana-653	292	14	)	)	PUNCT
cana-653	292	15	equation	equation	NOUN
cana-653	292	16	23	23	NUM
cana-653	292	17	representing	represent	VERB
cana-653	292	18	the	the	DET
cana-653	292	19	new	new	ADJ
cana-653	292	20	information	information	NOUN
cana-653	292	21	that	that	PRON
cana-653	292	22	could	could	AUX
cana-653	292	23	be	be	AUX
cana-653	292	24	stored	store	VERB
cana-653	292	25	in	in	ADP
cana-653	292	26	the	the	DET
cana-653	292	27	memory	memory	NOUN
cana-653	292	28	cell	cell	NOUN
cana-653	292	29	.	.	PUNCT
cana-653	293	1	communications	communication	NOUN
cana-653	293	2	on	on	ADP
cana-653	293	3	applied	apply	VERB
cana-653	293	4	nonlinear	nonlinear	ADJ
cana-653	293	5	analysis	analysis	NOUN
cana-653	293	6	issn	issn	NOUN
cana-653	293	7	:	:	PUNCT
cana-653	293	8	1074	1074	NUM
cana-653	293	9	-	-	PUNCT
cana-653	293	10	133x	133x	NUM
cana-653	293	11	vol	vol	NOUN
cana-653	293	12	31	31	NUM
cana-653	293	13	no	no	NOUN
cana-653	293	14	.	.	PUNCT
cana-653	294	1	2s	2s	NUM
cana-653	294	2	(	(	PUNCT
cana-653	294	3	2024	2024	NUM
cana-653	294	4	)	)	PUNCT
cana-653	294	5	350	350	NUM
cana-653	294	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-653	294	7	iv	iv	SYM
cana-653	294	8	.	.	PUNCT
cana-653	294	9	memory	memory	NOUN
cana-653	294	10	cell	cell	NOUN
cana-653	294	11	:	:	PUNCT
cana-653	294	12	cₜ	cₜ	PROPN
cana-653	294	13	=	=	X
cana-653	294	14	fₜ	fₜ	X
cana-653	294	15	⊙	⊙	X
cana-653	294	16	cₜ₋₁	cₜ₋₁	NOUN
cana-653	295	1	+	+	CCONJ
cana-653	295	2	iₜ	iₜ	PROPN
cana-653	295	3	⊙	⊙	PROPN
cana-653	295	4	c̃ₜ	c̃ₜ	PROPN
cana-653	295	5	,	,	PUNCT
cana-653	295	6	(	(	PUNCT
cana-653	295	7	24	24	NUM
cana-653	295	8	)	)	PUNCT
cana-653	295	9	where	where	SCONJ
cana-653	295	10	cₜ	cₜ	PROPN
cana-653	295	11	retains	retain	VERB
cana-653	295	12	information	information	NOUN
cana-653	295	13	over	over	ADP
cana-653	295	14	time	time	NOUN
cana-653	295	15	by	by	ADP
cana-653	295	16	selectively	selectively	ADV
cana-653	295	17	updating	update	VERB
cana-653	295	18	and	and	CCONJ
cana-653	295	19	forgetting	forget	VERB
cana-653	295	20	information	information	NOUN
cana-653	295	21	based	base	VERB
cana-653	295	22	on	on	ADP
cana-653	295	23	the	the	DET
cana-653	295	24	forget	forget	NOUN
cana-653	295	25	and	and	CCONJ
cana-653	295	26	input	input	NOUN
cana-653	295	27	gates	gate	NOUN
cana-653	295	28	.	.	PUNCT
cana-653	296	1	v.	v.	ADP
cana-653	296	2	output	output	PROPN
cana-653	296	3	gate	gate	NOUN
cana-653	296	4	:	:	PUNCT
cana-653	296	5	oₜ	oₜ	X
cana-653	296	6	=	=	PUNCT
cana-653	296	7	σ(w_o	σ(w_o	PROPN
cana-653	296	8	·	·	PUNCT
cana-653	297	1	[	[	X
cana-653	297	2	hₜ₋₁	hₜ₋₁	X
cana-653	297	3	,	,	PUNCT
cana-653	297	4	xₜ	xₜ	X
cana-653	297	5	]	]	PUNCT
cana-653	297	6	+	+	CCONJ
cana-653	297	7	b_o	b_o	NOUN
cana-653	297	8	)	)	PUNCT
cana-653	297	9	,	,	PUNCT
cana-653	297	10	(	(	PUNCT
cana-653	297	11	25	25	NUM
cana-653	297	12	)	)	PUNCT
cana-653	297	13	controlling	control	VERB
cana-653	297	14	how	how	SCONJ
cana-653	297	15	much	much	ADJ
cana-653	297	16	information	information	NOUN
cana-653	297	17	from	from	ADP
cana-653	297	18	the	the	DET
cana-653	297	19	memory	memory	NOUN
cana-653	297	20	cell	cell	NOUN
cana-653	297	21	(	(	PUNCT
cana-653	297	22	cₜ	cₜ	NOUN
cana-653	297	23	)	)	PUNCT
cana-653	297	24	should	should	AUX
cana-653	297	25	be	be	AUX
cana-653	297	26	revealed	reveal	VERB
cana-653	297	27	in	in	ADP
cana-653	297	28	the	the	DET
cana-653	297	29	current	current	ADJ
cana-653	297	30	hidden	hide	VERB
cana-653	297	31	state	state	NOUN
cana-653	297	32	(	(	PUNCT
cana-653	297	33	hₜ	hₜ	PROPN
cana-653	297	34	)	)	PUNCT
cana-653	297	35	.	.	PUNCT
cana-653	298	1	vi	vi	X
cana-653	298	2	.	.	PUNCT
cana-653	298	3	hidden	hide	VERB
cana-653	298	4	state	state	NOUN
cana-653	298	5	:	:	PUNCT
cana-653	298	6	hₜ	hₜ	X
cana-653	298	7	=	=	PUNCT
cana-653	298	8	oₜ	oₜ	PROPN
cana-653	298	9	⊙	⊙	PROPN
cana-653	298	10	tanh(cₜ	tanh(cₜ	PROPN
cana-653	298	11	)	)	PUNCT
cana-653	298	12	,	,	PUNCT
cana-653	298	13	(	(	PUNCT
cana-653	298	14	26	26	NUM
cana-653	298	15	)	)	PUNCT
cana-653	298	16	representing	represent	VERB
cana-653	298	17	the	the	DET
cana-653	298	18	output	output	NOUN
cana-653	298	19	of	of	ADP
cana-653	298	20	the	the	DET
cana-653	298	21	lstm	lstm	NOUN
cana-653	298	22	layer	layer	NOUN
cana-653	298	23	that	that	PRON
cana-653	298	24	carries	carry	VERB
cana-653	298	25	information	information	NOUN
cana-653	298	26	to	to	ADP
cana-653	298	27	the	the	DET
cana-653	298	28	next	next	ADJ
cana-653	298	29	time	time	NOUN
cana-653	298	30	step	step	NOUN
cana-653	298	31	while	while	SCONJ
cana-653	298	32	considering	consider	VERB
cana-653	298	33	the	the	DET
cana-653	298	34	memory	memory	NOUN
cana-653	298	35	cell	cell	NOUN
cana-653	298	36	and	and	CCONJ
cana-653	298	37	the	the	DET
cana-653	298	38	output	output	NOUN
cana-653	298	39	gate	gate	NOUN
cana-653	298	40	.	.	PUNCT
cana-653	299	1	4	4	X
cana-653	299	2	.	.	X
cana-653	299	3	forward	forward	ADJ
cana-653	299	4	propagation	propagation	NOUN
cana-653	299	5	:	:	PUNCT
cana-653	299	6	iterate	iterate	NOUN
cana-653	299	7	over	over	ADP
cana-653	299	8	each	each	DET
cana-653	299	9	time	time	NOUN
cana-653	299	10	step	step	NOUN
cana-653	299	11	(	(	PUNCT
cana-653	299	12	t	t	NOUN
cana-653	299	13	)	)	PUNCT
cana-653	299	14	from	from	ADP
cana-653	299	15	1	1	NUM
cana-653	299	16	to	to	ADP
cana-653	299	17	t	t	PROPN
cana-653	299	18	,	,	PUNCT
cana-653	299	19	where	where	SCONJ
cana-653	299	20	t	t	PROPN
cana-653	299	21	is	be	AUX
cana-653	299	22	the	the	DET
cana-653	299	23	total	total	ADJ
cana-653	299	24	number	number	NOUN
cana-653	299	25	of	of	ADP
cana-653	299	26	time	time	NOUN
cana-653	299	27	steps	step	NOUN
cana-653	299	28	in	in	ADP
cana-653	299	29	the	the	DET
cana-653	299	30	input	input	NOUN
cana-653	299	31	sequence	sequence	NOUN
cana-653	299	32	.	.	PUNCT
cana-653	300	1	compute	compute	VERB
cana-653	300	2	the	the	DET
cana-653	300	3	lstm	lstm	PROPN
cana-653	300	4	layer	layer	NOUN
cana-653	300	5	equations	equation	NOUN
cana-653	300	6	(	(	PUNCT
cana-653	300	7	1)-(6	1)-(6	NUM
cana-653	300	8	)	)	PUNCT
cana-653	300	9	to	to	PART
cana-653	300	10	obtain	obtain	VERB
cana-653	300	11	the	the	DET
cana-653	300	12	hidden	hidden	ADJ
cana-653	300	13	state	state	NOUN
cana-653	300	14	(	(	PUNCT
cana-653	300	15	hₜ	hₜ	NOUN
cana-653	300	16	)	)	PUNCT
cana-653	300	17	at	at	ADP
cana-653	300	18	each	each	DET
cana-653	300	19	time	time	NOUN
cana-653	300	20	step	step	NOUN
cana-653	300	21	.	.	PUNCT
cana-653	301	1	at	at	ADP
cana-653	301	2	the	the	DET
cana-653	301	3	first	first	ADJ
cana-653	301	4	time	time	NOUN
cana-653	301	5	step	step	NOUN
cana-653	301	6	(	(	PUNCT
cana-653	301	7	t=1	t=1	PROPN
cana-653	301	8	)	)	PUNCT
cana-653	301	9	,	,	PUNCT
cana-653	301	10	the	the	DET
cana-653	301	11	initial	initial	ADJ
cana-653	301	12	hidden	hide	VERB
cana-653	301	13	state	state	NOUN
cana-653	301	14	(	(	PUNCT
cana-653	301	15	h₀	h₀	NOUN
cana-653	301	16	)	)	PUNCT
cana-653	301	17	is	be	AUX
cana-653	301	18	typically	typically	ADV
cana-653	301	19	set	set	VERB
cana-653	301	20	to	to	ADP
cana-653	301	21	zero	zero	NUM
cana-653	301	22	.	.	PUNCT
cana-653	302	1	propagate	propagate	VERB
cana-653	302	2	the	the	DET
cana-653	302	3	hidden	hidden	ADJ
cana-653	302	4	state	state	NOUN
cana-653	302	5	(	(	PUNCT
cana-653	302	6	hₜ	hₜ	PROPN
cana-653	302	7	)	)	PUNCT
cana-653	302	8	from	from	ADP
cana-653	302	9	one	one	NUM
cana-653	302	10	time	time	NOUN
cana-653	302	11	step	step	NOUN
cana-653	302	12	to	to	ADP
cana-653	302	13	the	the	DET
cana-653	302	14	next	next	ADJ
cana-653	302	15	,	,	PUNCT
cana-653	302	16	incorporating	incorporate	VERB
cana-653	302	17	the	the	DET
cana-653	302	18	input	input	NOUN
cana-653	302	19	(	(	PUNCT
cana-653	302	20	xₜ	xₜ	ADV
cana-653	302	21	)	)	PUNCT
cana-653	302	22	and	and	CCONJ
cana-653	302	23	the	the	DET
cana-653	302	24	previous	previous	ADJ
cana-653	302	25	hidden	hidden	ADJ
cana-653	302	26	state	state	NOUN
cana-653	302	27	(	(	PUNCT
cana-653	302	28	hₜ₋₁	hₜ₋₁	X
cana-653	302	29	)	)	PUNCT
cana-653	302	30	to	to	PART
cana-653	302	31	capture	capture	VERB
cana-653	302	32	temporal	temporal	ADJ
cana-653	302	33	dependencies	dependency	NOUN
cana-653	302	34	.	.	PUNCT
cana-653	303	1	5	5	X
cana-653	303	2	.	.	X
cana-653	303	3	output	output	NOUN
cana-653	303	4	layer	layer	NOUN
cana-653	303	5	:	:	PUNCT
cana-653	303	6	apply	apply	VERB
cana-653	303	7	a	a	DET
cana-653	303	8	linear	linear	ADJ
cana-653	303	9	transformation	transformation	NOUN
cana-653	303	10	to	to	ADP
cana-653	303	11	the	the	DET
cana-653	303	12	final	final	ADJ
cana-653	303	13	hidden	hidden	ADJ
cana-653	303	14	state	state	NOUN
cana-653	303	15	(	(	PUNCT
cana-653	303	16	hₜ	hₜ	NOUN
cana-653	303	17	)	)	PUNCT
cana-653	303	18	to	to	PART
cana-653	303	19	obtain	obtain	VERB
cana-653	303	20	the	the	DET
cana-653	303	21	predicted	predict	VERB
cana-653	303	22	gdp	gdp	NOUN
cana-653	303	23	growth	growth	NOUN
cana-653	303	24	rate	rate	NOUN
cana-653	303	25	(	(	PUNCT
cana-653	303	26	ŷₜ	ŷₜ	NOUN
cana-653	303	27	)	)	PUNCT
cana-653	303	28	(	(	PUNCT
cana-653	303	29	equation	equation	NOUN
cana-653	303	30	7	7	NUM
cana-653	303	31	):	):	PUNCT
cana-653	303	32	ŷₜ	ŷₜ	ADJ
cana-653	303	33	=	=	PUNCT
cana-653	303	34	w_out	w_out	ADP
cana-653	303	35	·	·	PUNCT
cana-653	303	36	hₜ	hₜ	X
cana-653	304	1	+	+	CCONJ
cana-653	304	2	b_out	b_out	NOUN
cana-653	304	3	.	.	PUNCT
cana-653	305	1	the	the	DET
cana-653	305	2	weights	weight	NOUN
cana-653	305	3	(	(	PUNCT
cana-653	305	4	w_out	w_out	NOUN
cana-653	305	5	)	)	PUNCT
cana-653	305	6	and	and	CCONJ
cana-653	305	7	biases	bias	NOUN
cana-653	305	8	(	(	PUNCT
cana-653	305	9	b_out	b_out	NOUN
cana-653	305	10	)	)	PUNCT
cana-653	305	11	are	be	AUX
cana-653	305	12	learned	learn	VERB
cana-653	305	13	parameters	parameter	NOUN
cana-653	305	14	specific	specific	ADJ
cana-653	305	15	to	to	ADP
cana-653	305	16	the	the	DET
cana-653	305	17	output	output	NOUN
cana-653	305	18	layer	layer	NOUN
cana-653	305	19	.	.	PUNCT
cana-653	306	1	6	6	X
cana-653	306	2	.	.	X
cana-653	306	3	training	training	NOUN
cana-653	306	4	:	:	PUNCT
cana-653	306	5	define	define	VERB
cana-653	306	6	a	a	DET
cana-653	306	7	loss	loss	NOUN
cana-653	306	8	function	function	NOUN
cana-653	306	9	,	,	PUNCT
cana-653	306	10	such	such	ADJ
cana-653	306	11	as	as	ADP
cana-653	306	12	mean	mean	NOUN
cana-653	306	13	squared	square	VERB
cana-653	306	14	error	error	NOUN
cana-653	306	15	(	(	PUNCT
cana-653	306	16	mse	mse	NOUN
cana-653	306	17	)	)	PUNCT
cana-653	306	18	,	,	PUNCT
cana-653	306	19	to	to	PART
cana-653	306	20	measure	measure	VERB
cana-653	306	21	the	the	DET
cana-653	306	22	discrepancy	discrepancy	NOUN
cana-653	306	23	between	between	ADP
cana-653	306	24	the	the	DET
cana-653	306	25	predicted	predict	VERB
cana-653	306	26	gdp	gdp	NOUN
cana-653	306	27	growth	growth	NOUN
cana-653	306	28	rate	rate	NOUN
cana-653	306	29	(	(	PUNCT
cana-653	306	30	ŷₜ	ŷₜ	NOUN
cana-653	306	31	)	)	PUNCT
cana-653	306	32	and	and	CCONJ
cana-653	306	33	the	the	DET
cana-653	306	34	actual	actual	ADJ
cana-653	306	35	gdp	gdp	NOUN
cana-653	306	36	growth	growth	NOUN
cana-653	306	37	rate	rate	NOUN
cana-653	306	38	(	(	PUNCT
cana-653	306	39	yₜ	yₜ	NOUN
cana-653	306	40	)	)	PUNCT
cana-653	306	41	at	at	ADP
cana-653	306	42	the	the	DET
cana-653	306	43	last	last	ADJ
cana-653	306	44	time	time	NOUN
cana-653	306	45	step	step	NOUN
cana-653	306	46	.	.	PUNCT
cana-653	307	1	utilize	utilize	VERB
cana-653	307	2	backpropagation	backpropagation	NOUN
cana-653	307	3	through	through	ADP
cana-653	307	4	time	time	NOUN
cana-653	307	5	(	(	PUNCT
cana-653	307	6	bptt	bptt	NOUN
cana-653	307	7	)	)	PUNCT
cana-653	307	8	to	to	PART
cana-653	307	9	compute	compute	VERB
cana-653	307	10	the	the	DET
cana-653	307	11	gradients	gradient	NOUN
cana-653	307	12	of	of	ADP
cana-653	307	13	the	the	DET
cana-653	307	14	loss	loss	NOUN
cana-653	307	15	function	function	NOUN
cana-653	307	16	with	with	ADP
cana-653	307	17	respect	respect	NOUN
cana-653	307	18	to	to	ADP
cana-653	307	19	the	the	DET
cana-653	307	20	model	model	NOUN
cana-653	307	21	parameters	parameter	NOUN
cana-653	307	22	,	,	PUNCT
cana-653	307	23	allowing	allow	VERB
cana-653	307	24	gradients	gradient	NOUN
cana-653	307	25	to	to	PART
cana-653	307	26	flow	flow	VERB
cana-653	307	27	through	through	ADP
cana-653	307	28	the	the	DET
cana-653	307	29	entire	entire	ADJ
cana-653	307	30	sequence	sequence	NOUN
cana-653	307	31	of	of	ADP
cana-653	307	32	time	time	NOUN
cana-653	307	33	steps	step	NOUN
cana-653	307	34	.	.	PUNCT
cana-653	308	1	update	update	VERB
cana-653	308	2	the	the	DET
cana-653	308	3	model	model	NOUN
cana-653	308	4	parameters	parameter	NOUN
cana-653	308	5	using	use	VERB
cana-653	308	6	an	an	DET
cana-653	308	7	optimization	optimization	NOUN
cana-653	308	8	algorithm	algorithm	NOUN
cana-653	308	9	,	,	PUNCT
cana-653	308	10	such	such	ADJ
cana-653	308	11	as	as	ADP
cana-653	308	12	stochastic	stochastic	ADJ
cana-653	308	13	gradient	gradient	ADJ
cana-653	308	14	descent	descent	NOUN
cana-653	308	15	(	(	PUNCT
cana-653	308	16	sgd	sgd	PROPN
cana-653	308	17	)	)	PUNCT
cana-653	308	18	,	,	PUNCT
cana-653	308	19	to	to	PART
cana-653	308	20	minimize	minimize	VERB
cana-653	308	21	the	the	DET
cana-653	308	22	loss	loss	NOUN
cana-653	308	23	and	and	CCONJ
cana-653	308	24	improve	improve	VERB
cana-653	308	25	the	the	DET
cana-653	308	26	model	model	NOUN
cana-653	308	27	's	's	PART
cana-653	308	28	predictive	predictive	ADJ
cana-653	308	29	performance	performance	NOUN
cana-653	308	30	.	.	PUNCT
cana-653	309	1	7	7	X
cana-653	309	2	.	.	X
cana-653	309	3	forecasting	forecasting	NOUN
cana-653	309	4	:	:	PUNCT
cana-653	309	5	given	give	VERB
cana-653	309	6	a	a	DET
cana-653	309	7	new	new	ADJ
cana-653	309	8	input	input	NOUN
cana-653	309	9	sequence	sequence	NOUN
cana-653	309	10	of	of	ADP
cana-653	309	11	length	length	NOUN
cana-653	309	12	t	t	PROPN
cana-653	309	13	,	,	PUNCT
cana-653	309	14	feed	feed	VERB
cana-653	309	15	it	it	PRON
cana-653	309	16	through	through	ADP
cana-653	309	17	the	the	DET
cana-653	309	18	modified	modify	VERB
cana-653	309	19	lstm	lstm	PROPN
cana-653	309	20	model	model	NOUN
cana-653	309	21	to	to	PART
cana-653	309	22	obtain	obtain	VERB
cana-653	309	23	the	the	DET
cana-653	309	24	predicted	predict	VERB
cana-653	309	25	gdp	gdp	NOUN
cana-653	309	26	growth	growth	NOUN
cana-653	309	27	rate	rate	NOUN
cana-653	309	28	(	(	PUNCT
cana-653	309	29	ŷₜ	ŷₜ	NOUN
cana-653	309	30	)	)	PUNCT
cana-653	309	31	at	at	ADP
cana-653	309	32	the	the	DET
cana-653	309	33	last	last	ADJ
cana-653	309	34	time	time	NOUN
cana-653	309	35	step	step	NOUN
cana-653	309	36	.	.	PUNCT
cana-653	310	1	evaluate	evaluate	VERB
cana-653	310	2	the	the	DET
cana-653	310	3	model	model	NOUN
cana-653	310	4	's	's	PART
cana-653	310	5	forecasting	forecasting	NOUN
cana-653	310	6	accuracy	accuracy	NOUN
cana-653	310	7	by	by	ADP
cana-653	310	8	comparing	compare	VERB
cana-653	310	9	the	the	DET
cana-653	310	10	predicted	predict	VERB
cana-653	310	11	gdp	gdp	NOUN
cana-653	310	12	growth	growth	NOUN
cana-653	310	13	rate	rate	NOUN
cana-653	310	14	(	(	PUNCT
cana-653	310	15	ŷₜ	ŷₜ	NOUN
cana-653	310	16	)	)	PUNCT
cana-653	310	17	with	with	ADP
cana-653	310	18	the	the	DET
cana-653	310	19	true	true	ADJ
cana-653	310	20	gdp	gdp	NOUN
cana-653	310	21	growth	growth	NOUN
cana-653	310	22	rate	rate	NOUN
cana-653	310	23	(	(	PUNCT
cana-653	310	24	yₜ	yₜ	NOUN
cana-653	310	25	)	)	PUNCT
cana-653	310	26	.	.	PUNCT
cana-653	311	1	by	by	ADP
cana-653	311	2	following	follow	VERB
cana-653	311	3	these	these	DET
cana-653	311	4	steps	step	NOUN
cana-653	311	5	with	with	ADP
cana-653	311	6	the	the	DET
cana-653	311	7	corresponding	corresponding	ADJ
cana-653	311	8	equations	equation	NOUN
cana-653	311	9	,	,	PUNCT
cana-653	311	10	the	the	DET
cana-653	311	11	modified	modify	VERB
cana-653	311	12	lstm	lstm	NOUN
cana-653	311	13	model	model	NOUN
cana-653	311	14	can	can	AUX
cana-653	311	15	effectively	effectively	ADV
cana-653	311	16	capture	capture	VERB
cana-653	311	17	the	the	DET
cana-653	311	18	temporal	temporal	ADJ
cana-653	311	19	dynamics	dynamic	NOUN
cana-653	311	20	and	and	CCONJ
cana-653	311	21	dependencies	dependency	NOUN
cana-653	311	22	present	present	ADJ
cana-653	311	23	in	in	ADP
cana-653	311	24	gdp	gdp	PROPN
cana-653	311	25	time	time	PROPN
cana-653	311	26	series	series	PROPN
cana-653	311	27	data	data	PROPN
cana-653	311	28	,	,	PUNCT
cana-653	311	29	enabling	enable	VERB
cana-653	311	30	accurate	accurate	ADJ
cana-653	311	31	and	and	CCONJ
cana-653	311	32	reliable	reliable	ADJ
cana-653	311	33	gdp	gdp	NOUN
cana-653	311	34	growth	growth	NOUN
cana-653	311	35	rate	rate	NOUN
cana-653	311	36	forecasts	forecast	NOUN
cana-653	311	37	.	.	PUNCT
cana-653	312	1	1	1	X
cana-653	312	2	.	.	PUNCT
cana-653	312	3	model	model	NOUN
cana-653	312	4	training	training	NOUN
cana-653	312	5	:	:	PUNCT
cana-653	312	6	the	the	DET
cana-653	312	7	modified	modify	VERB
cana-653	312	8	lstm	lstm	PROPN
cana-653	312	9	model	model	NOUN
cana-653	312	10	was	be	AUX
cana-653	312	11	trained	train	VERB
cana-653	312	12	using	use	VERB
cana-653	312	13	historical	historical	ADJ
cana-653	312	14	gdp	gdp	NOUN
cana-653	312	15	growth	growth	NOUN
cana-653	312	16	data	datum	NOUN
cana-653	312	17	.	.	PUNCT
cana-653	313	1	the	the	DET
cana-653	313	2	training	training	NOUN
cana-653	313	3	process	process	NOUN
cana-653	313	4	involved	involve	VERB
cana-653	313	5	optimizing	optimize	VERB
cana-653	313	6	the	the	DET
cana-653	313	7	model	model	NOUN
cana-653	313	8	's	's	PART
cana-653	313	9	parameters	parameter	NOUN
cana-653	313	10	,	,	PUNCT
cana-653	313	11	including	include	VERB
cana-653	313	12	weights	weight	NOUN
cana-653	313	13	and	and	CCONJ
cana-653	313	14	biases	bias	NOUN
cana-653	313	15	,	,	PUNCT
cana-653	313	16	using	use	VERB
cana-653	313	17	the	the	DET
cana-653	313	18	adam	adam	PROPN
cana-653	313	19	optimizer	optimizer	NOUN
cana-653	313	20	with	with	ADP
cana-653	313	21	a	a	DET
cana-653	313	22	learning	learn	VERB
cana-653	313	23	rate	rate	NOUN
cana-653	313	24	of	of	ADP
cana-653	313	25	0.001	0.001	NUM
cana-653	313	26	.	.	PUNCT
cana-653	314	1	the	the	DET
cana-653	314	2	model	model	NOUN
cana-653	314	3	was	be	AUX
cana-653	314	4	trained	train	VERB
cana-653	314	5	for	for	ADP
cana-653	314	6	100	100	NUM
cana-653	314	7	epochs	epoch	NOUN
cana-653	314	8	with	with	ADP
cana-653	314	9	a	a	DET
cana-653	314	10	batch	batch	NOUN
cana-653	314	11	size	size	NOUN
cana-653	314	12	of	of	ADP
cana-653	314	13	32	32	NUM
cana-653	314	14	.	.	PUNCT
cana-653	315	1	2	2	X
cana-653	315	2	.	.	PUNCT
cana-653	315	3	model	model	NOUN
cana-653	315	4	validation	validation	NOUN
cana-653	315	5	:	:	PUNCT
cana-653	315	6	after	after	ADP
cana-653	315	7	training	training	NOUN
cana-653	315	8	,	,	PUNCT
cana-653	315	9	the	the	DET
cana-653	315	10	performance	performance	NOUN
cana-653	315	11	of	of	ADP
cana-653	315	12	the	the	DET
cana-653	315	13	trained	train	VERB
cana-653	315	14	modified	modify	VERB
cana-653	315	15	lstm	lstm	NOUN
cana-653	315	16	model	model	NOUN
cana-653	315	17	was	be	AUX
cana-653	315	18	evaluated	evaluate	VERB
cana-653	315	19	using	use	VERB
cana-653	315	20	a	a	DET
cana-653	315	21	separate	separate	ADJ
cana-653	315	22	validation	validation	NOUN
cana-653	315	23	dataset	dataset	NOUN
cana-653	315	24	.	.	PUNCT
cana-653	316	1	this	this	DET
cana-653	316	2	dataset	dataset	NOUN
cana-653	316	3	contained	contain	VERB
cana-653	316	4	gdp	gdp	NOUN
cana-653	316	5	growth	growth	NOUN
cana-653	316	6	data	datum	NOUN
cana-653	316	7	that	that	PRON
cana-653	316	8	the	the	DET
cana-653	316	9	model	model	NOUN
cana-653	316	10	had	have	AUX
cana-653	316	11	n't	not	PART
cana-653	316	12	seen	see	VERB
cana-653	316	13	during	during	ADP
cana-653	316	14	training	training	NOUN
cana-653	316	15	.	.	PUNCT
cana-653	317	1	the	the	DET
cana-653	317	2	model	model	NOUN
cana-653	317	3	's	's	PART
cana-653	317	4	predictions	prediction	NOUN
cana-653	317	5	on	on	ADP
cana-653	317	6	this	this	DET
cana-653	317	7	dataset	dataset	NOUN
cana-653	317	8	were	be	AUX
cana-653	317	9	compared	compare	VERB
cana-653	317	10	to	to	ADP
cana-653	317	11	communications	communication	NOUN
cana-653	317	12	on	on	ADP
cana-653	317	13	applied	apply	VERB
cana-653	317	14	nonlinear	nonlinear	ADJ
cana-653	317	15	analysis	analysis	NOUN
cana-653	317	16	issn	issn	NOUN
cana-653	317	17	:	:	PUNCT
cana-653	317	18	1074	1074	NUM
cana-653	317	19	-	-	PUNCT
cana-653	317	20	133x	133x	NUM
cana-653	317	21	vol	vol	NOUN
cana-653	317	22	31	31	NUM
cana-653	317	23	no	no	NOUN
cana-653	317	24	.	.	PUNCT
cana-653	318	1	2s	2s	NUM
cana-653	318	2	(	(	PUNCT
cana-653	318	3	2024	2024	NUM
cana-653	318	4	)	)	PUNCT
cana-653	318	5	351	351	NUM
cana-653	318	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	318	7	the	the	DET
cana-653	318	8	actual	actual	ADJ
cana-653	318	9	values	value	NOUN
cana-653	318	10	.	.	PUNCT
cana-653	319	1	evaluation	evaluation	NOUN
cana-653	319	2	metrics	metric	NOUN
cana-653	319	3	such	such	ADJ
cana-653	319	4	as	as	ADP
cana-653	319	5	mean	mean	NOUN
cana-653	319	6	squared	square	VERB
cana-653	319	7	error	error	NOUN
cana-653	319	8	(	(	PUNCT
cana-653	319	9	mse	mse	NOUN
cana-653	319	10	)	)	PUNCT
cana-653	319	11	and	and	CCONJ
cana-653	319	12	mean	mean	VERB
cana-653	319	13	absolute	absolute	ADJ
cana-653	319	14	error	error	NOUN
cana-653	319	15	(	(	PUNCT
cana-653	319	16	mae	mae	PROPN
cana-653	319	17	)	)	PUNCT
cana-653	319	18	were	be	AUX
cana-653	319	19	used	use	VERB
cana-653	319	20	to	to	PART
cana-653	319	21	assess	assess	VERB
cana-653	319	22	the	the	DET
cana-653	319	23	model	model	NOUN
cana-653	319	24	's	's	PART
cana-653	319	25	performance	performance	NOUN
cana-653	319	26	.	.	PUNCT
cana-653	320	1	the	the	DET
cana-653	320	2	model	model	NOUN
cana-653	320	3	accuracy	accuracy	NOUN
cana-653	320	4	an	an	DET
cana-653	320	5	mse	mse	NOUN
cana-653	320	6	of	of	ADP
cana-653	320	7	0.015	0.015	NUM
cana-653	320	8	and	and	CCONJ
cana-653	320	9	an	an	DET
cana-653	320	10	mae	mae	PROPN
cana-653	320	11	of	of	ADP
cana-653	320	12	0.094	0.094	NUM
cana-653	320	13	on	on	ADP
cana-653	320	14	the	the	DET
cana-653	320	15	validation	validation	NOUN
cana-653	320	16	dataset	dataset	NOUN
cana-653	320	17	,	,	PUNCT
cana-653	320	18	indicating	indicate	VERB
cana-653	320	19	its	its	PRON
cana-653	320	20	ability	ability	NOUN
cana-653	320	21	to	to	PART
cana-653	320	22	capture	capture	VERB
cana-653	320	23	the	the	DET
cana-653	320	24	underlying	underlie	VERB
cana-653	320	25	patterns	pattern	NOUN
cana-653	320	26	in	in	ADP
cana-653	320	27	gdp	gdp	NOUN
cana-653	320	28	growth	growth	NOUN
cana-653	320	29	.	.	PUNCT
cana-653	321	1	3	3	X
cana-653	321	2	.	.	X
cana-653	321	3	model	model	NOUN
cana-653	321	4	testing	testing	NOUN
cana-653	321	5	:	:	PUNCT
cana-653	321	6	to	to	PART
cana-653	321	7	ensure	ensure	VERB
cana-653	321	8	an	an	DET
cana-653	321	9	unbiased	unbiased	ADJ
cana-653	321	10	evaluation	evaluation	NOUN
cana-653	321	11	,	,	PUNCT
cana-653	321	12	the	the	DET
cana-653	321	13	trained	train	VERB
cana-653	321	14	and	and	CCONJ
cana-653	321	15	validated	validate	VERB
cana-653	321	16	modified	modify	VERB
cana-653	321	17	lstm	lstm	NOUN
cana-653	321	18	model	model	NOUN
cana-653	321	19	was	be	AUX
cana-653	321	20	tested	test	VERB
cana-653	321	21	using	use	VERB
cana-653	321	22	a	a	DET
cana-653	321	23	separate	separate	ADJ
cana-653	321	24	testing	testing	NOUN
cana-653	321	25	dataset	dataset	NOUN
cana-653	321	26	.	.	PUNCT
cana-653	322	1	this	this	DET
cana-653	322	2	dataset	dataset	NOUN
cana-653	322	3	consisted	consist	VERB
cana-653	322	4	of	of	ADP
cana-653	322	5	unseen	unseen	ADJ
cana-653	322	6	gdp	gdp	NOUN
cana-653	322	7	growth	growth	NOUN
cana-653	322	8	data	datum	NOUN
cana-653	322	9	.	.	PUNCT
cana-653	323	1	the	the	DET
cana-653	323	2	model	model	NOUN
cana-653	323	3	's	's	PART
cana-653	323	4	predictions	prediction	NOUN
cana-653	323	5	were	be	AUX
cana-653	323	6	compared	compare	VERB
cana-653	323	7	with	with	ADP
cana-653	323	8	the	the	DET
cana-653	323	9	actual	actual	ADJ
cana-653	323	10	gdp	gdp	NOUN
cana-653	323	11	growth	growth	NOUN
cana-653	323	12	rates	rate	NOUN
cana-653	323	13	in	in	ADP
cana-653	323	14	the	the	DET
cana-653	323	15	testing	testing	NOUN
cana-653	323	16	dataset	dataset	NOUN
cana-653	323	17	.	.	PUNCT
cana-653	324	1	the	the	DET
cana-653	324	2	testing	testing	NOUN
cana-653	324	3	results	result	NOUN
cana-653	324	4	showed	show	VERB
cana-653	324	5	an	an	DET
cana-653	324	6	mse	mse	NOUN
cana-653	324	7	of	of	ADP
cana-653	324	8	0.018	0.018	NUM
cana-653	324	9	and	and	CCONJ
cana-653	324	10	an	an	DET
cana-653	324	11	mae	mae	PROPN
cana-653	324	12	of	of	ADP
cana-653	324	13	0.101	0.101	NUM
cana-653	324	14	,	,	PUNCT
cana-653	324	15	indicating	indicate	VERB
cana-653	324	16	the	the	DET
cana-653	324	17	model	model	NOUN
cana-653	324	18	's	's	PART
cana-653	324	19	ability	ability	NOUN
cana-653	324	20	to	to	PART
cana-653	324	21	generalize	generalize	VERB
cana-653	324	22	well	well	ADV
cana-653	324	23	and	and	CCONJ
cana-653	324	24	make	make	VERB
cana-653	324	25	accurate	accurate	ADJ
cana-653	324	26	predictions	prediction	NOUN
cana-653	324	27	.	.	PUNCT
cana-653	325	1	4	4	X
cana-653	325	2	.	.	X
cana-653	325	3	hyperparameter	hyperparameter	NOUN
cana-653	325	4	tuning	tuning	NOUN
cana-653	325	5	:	:	PUNCT
cana-653	325	6	throughout	throughout	ADP
cana-653	325	7	the	the	DET
cana-653	325	8	training	training	NOUN
cana-653	325	9	and	and	CCONJ
cana-653	325	10	validation	validation	NOUN
cana-653	325	11	stages	stage	NOUN
cana-653	325	12	,	,	PUNCT
cana-653	325	13	the	the	DET
cana-653	325	14	model	model	NOUN
cana-653	325	15	's	's	PART
cana-653	325	16	hyperparameters	hyperparameter	NOUN
cana-653	325	17	were	be	AUX
cana-653	325	18	fine	fine	ADV
cana-653	325	19	-	-	PUNCT
cana-653	325	20	tuned	tune	VERB
cana-653	325	21	to	to	PART
cana-653	325	22	optimize	optimize	VERB
cana-653	325	23	its	its	PRON
cana-653	325	24	performance	performance	NOUN
cana-653	325	25	.	.	PUNCT
cana-653	326	1	parameters	parameter	NOUN
cana-653	326	2	such	such	ADJ
cana-653	326	3	as	as	ADP
cana-653	326	4	the	the	DET
cana-653	326	5	number	number	NOUN
cana-653	326	6	of	of	ADP
cana-653	326	7	lstm	lstm	ADJ
cana-653	326	8	layers	layer	NOUN
cana-653	326	9	,	,	PUNCT
cana-653	326	10	hidden	hidden	ADJ
cana-653	326	11	units	unit	NOUN
cana-653	326	12	,	,	PUNCT
cana-653	326	13	learning	learn	VERB
cana-653	326	14	rate	rate	NOUN
cana-653	326	15	,	,	PUNCT
cana-653	326	16	batch	batch	NOUN
cana-653	326	17	size	size	NOUN
cana-653	326	18	,	,	PUNCT
cana-653	326	19	and	and	CCONJ
cana-653	326	20	epochs	epoch	NOUN
cana-653	326	21	were	be	AUX
cana-653	326	22	carefully	carefully	ADV
cana-653	326	23	experimented	experiment	VERB
cana-653	326	24	with	with	ADP
cana-653	326	25	to	to	PART
cana-653	326	26	find	find	VERB
cana-653	326	27	the	the	DET
cana-653	326	28	best	well	ADV
cana-653	326	29	-	-	PUNCT
cana-653	326	30	performing	perform	VERB
cana-653	326	31	configuration	configuration	NOUN
cana-653	326	32	.	.	PUNCT
cana-653	327	1	after	after	ADP
cana-653	327	2	tuning	tune	VERB
cana-653	327	3	,	,	PUNCT
cana-653	327	4	the	the	DET
cana-653	327	5	final	final	ADJ
cana-653	327	6	configuration	configuration	NOUN
cana-653	327	7	was	be	AUX
cana-653	327	8	determined	determine	VERB
cana-653	327	9	,	,	PUNCT
cana-653	327	10	which	which	PRON
cana-653	327	11	included	include	VERB
cana-653	327	12	2	2	NUM
cana-653	327	13	lstm	lstm	NOUN
cana-653	327	14	layers	layer	NOUN
cana-653	327	15	with	with	ADP
cana-653	327	16	128	128	NUM
cana-653	327	17	hidden	hide	VERB
cana-653	327	18	units	unit	NOUN
cana-653	327	19	,	,	PUNCT
cana-653	327	20	a	a	DET
cana-653	327	21	learning	learning	NOUN
cana-653	327	22	rate	rate	NOUN
cana-653	327	23	of	of	ADP
cana-653	327	24	0.001	0.001	NUM
cana-653	327	25	,	,	PUNCT
cana-653	327	26	a	a	DET
cana-653	327	27	batch	batch	NOUN
cana-653	327	28	size	size	NOUN
cana-653	327	29	of	of	ADP
cana-653	327	30	32	32	NUM
cana-653	327	31	,	,	PUNCT
cana-653	327	32	and	and	CCONJ
cana-653	327	33	training	training	NOUN
cana-653	327	34	for	for	ADP
cana-653	327	35	100	100	NUM
cana-653	327	36	epochs	epoch	NOUN
cana-653	327	37	.	.	PUNCT
cana-653	328	1	5	5	X
cana-653	328	2	.	.	PUNCT
cana-653	328	3	model	model	NOUN
cana-653	328	4	utilization	utilization	NOUN
cana-653	328	5	for	for	ADP
cana-653	328	6	forecasting	forecasting	NOUN
cana-653	328	7	:	:	PUNCT
cana-653	328	8	with	with	ADP
cana-653	328	9	the	the	DET
cana-653	328	10	completion	completion	NOUN
cana-653	328	11	of	of	ADP
cana-653	328	12	training	training	NOUN
cana-653	328	13	,	,	PUNCT
cana-653	328	14	validation	validation	NOUN
cana-653	328	15	,	,	PUNCT
cana-653	328	16	testing	testing	NOUN
cana-653	328	17	,	,	PUNCT
cana-653	328	18	and	and	CCONJ
cana-653	328	19	hyperparameter	hyperparameter	NOUN
cana-653	328	20	tuning	tuning	NOUN
cana-653	328	21	,	,	PUNCT
cana-653	328	22	the	the	DET
cana-653	328	23	modified	modify	VERB
cana-653	328	24	lstm	lstm	NOUN
cana-653	328	25	model	model	NOUN
cana-653	328	26	was	be	AUX
cana-653	328	27	ready	ready	ADJ
cana-653	328	28	to	to	PART
cana-653	328	29	be	be	AUX
cana-653	328	30	used	use	VERB
cana-653	328	31	for	for	ADP
cana-653	328	32	gdp	gdp	NOUN
cana-653	328	33	growth	growth	NOUN
cana-653	328	34	rate	rate	NOUN
cana-653	328	35	forecasting	forecasting	NOUN
cana-653	328	36	.	.	PUNCT
cana-653	329	1	it	it	PRON
cana-653	329	2	could	could	AUX
cana-653	329	3	generate	generate	VERB
cana-653	329	4	predictions	prediction	NOUN
cana-653	329	5	for	for	ADP
cana-653	329	6	future	future	ADJ
cana-653	329	7	gdp	gdp	NOUN
cana-653	329	8	growth	growth	NOUN
cana-653	329	9	rates	rate	NOUN
cana-653	329	10	given	give	VERB
cana-653	329	11	new	new	ADJ
cana-653	329	12	input	input	NOUN
cana-653	329	13	sequences	sequence	NOUN
cana-653	329	14	.	.	PUNCT
cana-653	330	1	leveraging	leverage	VERB
cana-653	330	2	its	its	PRON
cana-653	330	3	learned	learn	VERB
cana-653	330	4	patterns	pattern	NOUN
cana-653	330	5	and	and	CCONJ
cana-653	330	6	temporal	temporal	ADJ
cana-653	330	7	dependencies	dependency	NOUN
cana-653	330	8	from	from	ADP
cana-653	330	9	the	the	DET
cana-653	330	10	training	training	NOUN
cana-653	330	11	data	datum	NOUN
cana-653	330	12	,	,	PUNCT
cana-653	330	13	the	the	DET
cana-653	330	14	model	model	NOUN
cana-653	330	15	provided	provide	VERB
cana-653	330	16	valuable	valuable	ADJ
cana-653	330	17	insights	insight	NOUN
cana-653	330	18	into	into	ADP
cana-653	330	19	potential	potential	ADJ
cana-653	330	20	future	future	ADJ
cana-653	330	21	trends	trend	NOUN
cana-653	330	22	and	and	CCONJ
cana-653	330	23	fluctuations	fluctuation	NOUN
cana-653	330	24	in	in	ADP
cana-653	330	25	gdp	gdp	NOUN
cana-653	330	26	growth	growth	NOUN
cana-653	330	27	.	.	PUNCT
cana-653	331	1	these	these	DET
cana-653	331	2	forecasts	forecast	NOUN
cana-653	331	3	could	could	AUX
cana-653	331	4	assist	assist	VERB
cana-653	331	5	in	in	ADP
cana-653	331	6	decision	decision	NOUN
cana-653	331	7	-	-	PUNCT
cana-653	331	8	making	making	NOUN
cana-653	331	9	and	and	CCONJ
cana-653	331	10	strategic	strategic	ADJ
cana-653	331	11	planning	planning	NOUN
cana-653	331	12	.	.	PUNCT
cana-653	332	1	by	by	ADP
cana-653	332	2	following	follow	VERB
cana-653	332	3	these	these	DET
cana-653	332	4	steps	step	NOUN
cana-653	332	5	,	,	PUNCT
cana-653	332	6	including	include	VERB
cana-653	332	7	specific	specific	ADJ
cana-653	332	8	parameter	parameter	NOUN
cana-653	332	9	values	value	NOUN
cana-653	332	10	for	for	ADP
cana-653	332	11	training	training	NOUN
cana-653	332	12	,	,	PUNCT
cana-653	332	13	validation	validation	NOUN
cana-653	332	14	,	,	PUNCT
cana-653	332	15	testing	testing	NOUN
cana-653	332	16	,	,	PUNCT
cana-653	332	17	and	and	CCONJ
cana-653	332	18	hyperparameter	hyperparameter	NOUN
cana-653	332	19	tuning	tuning	NOUN
cana-653	332	20	,	,	PUNCT
cana-653	332	21	the	the	DET
cana-653	332	22	modified	modify	VERB
cana-653	332	23	lstm	lstm	PROPN
cana-653	332	24	model	model	NOUN
cana-653	332	25	underwent	undergo	VERB
cana-653	332	26	a	a	DET
cana-653	332	27	comprehensive	comprehensive	ADJ
cana-653	332	28	training	training	NOUN
cana-653	332	29	and	and	CCONJ
cana-653	332	30	evaluation	evaluation	NOUN
cana-653	332	31	process	process	NOUN
cana-653	332	32	.	.	PUNCT
cana-653	333	1	this	this	DET
cana-653	333	2	process	process	NOUN
cana-653	333	3	ensured	ensure	VERB
cana-653	333	4	its	its	PRON
cana-653	333	5	accuracy	accuracy	NOUN
cana-653	333	6	and	and	CCONJ
cana-653	333	7	reliability	reliability	NOUN
cana-653	333	8	for	for	ADP
cana-653	333	9	gdp	gdp	NOUN
cana-653	333	10	growth	growth	NOUN
cana-653	333	11	rate	rate	NOUN
cana-653	333	12	forecasting	forecasting	NOUN
cana-653	333	13	.	.	PUNCT
cana-653	334	1	4	4	X
cana-653	334	2	.	.	X
cana-653	334	3	results	result	VERB
cana-653	334	4	the	the	DET
cana-653	334	5	performance	performance	NOUN
cana-653	334	6	of	of	ADP
cana-653	334	7	the	the	DET
cana-653	334	8	implemented	implement	VERB
cana-653	334	9	gdp	gdp	NOUN
cana-653	334	10	growth	growth	NOUN
cana-653	334	11	forecasting	forecasting	NOUN
cana-653	334	12	model	model	NOUN
cana-653	334	13	was	be	AUX
cana-653	334	14	evaluated	evaluate	VERB
cana-653	334	15	using	use	VERB
cana-653	334	16	a	a	DET
cana-653	334	17	comprehensive	comprehensive	ADJ
cana-653	334	18	set	set	NOUN
cana-653	334	19	of	of	ADP
cana-653	334	20	metrics	metric	NOUN
cana-653	334	21	to	to	PART
cana-653	334	22	assess	assess	VERB
cana-653	334	23	its	its	PRON
cana-653	334	24	accuracy	accuracy	NOUN
cana-653	334	25	and	and	CCONJ
cana-653	334	26	effectiveness	effectiveness	NOUN
cana-653	334	27	.	.	PUNCT
cana-653	335	1	the	the	DET
cana-653	335	2	model	model	NOUN
cana-653	335	3	was	be	AUX
cana-653	335	4	trained	train	VERB
cana-653	335	5	on	on	ADP
cana-653	335	6	a	a	DET
cana-653	335	7	large	large	ADJ
cana-653	335	8	dataset	dataset	NOUN
cana-653	335	9	consisting	consisting	NOUN
cana-653	335	10	of	of	ADP
cana-653	335	11	quarterly	quarterly	ADJ
cana-653	335	12	gdp	gdp	NOUN
cana-653	335	13	values	value	NOUN
cana-653	335	14	and	and	CCONJ
cana-653	335	15	evaluated	evaluate	VERB
cana-653	335	16	on	on	ADP
cana-653	335	17	a	a	DET
cana-653	335	18	separate	separate	ADJ
cana-653	335	19	validation	validation	NOUN
cana-653	335	20	dataset	dataset	NOUN
cana-653	335	21	.	.	PUNCT
cana-653	336	1	the	the	DET
cana-653	336	2	following	follow	VERB
cana-653	336	3	results	result	NOUN
cana-653	336	4	were	be	AUX
cana-653	336	5	obtained	obtain	VERB
cana-653	336	6	:	:	PUNCT
cana-653	336	7	1	1	X
cana-653	336	8	.	.	X
cana-653	336	9	accuracy	accuracy	NOUN
cana-653	336	10	:	:	PUNCT
cana-653	336	11	accuracy	accuracy	NOUN
cana-653	336	12	measures	measure	VERB
cana-653	336	13	the	the	DET
cana-653	336	14	percentage	percentage	NOUN
cana-653	336	15	of	of	ADP
cana-653	336	16	correct	correct	ADJ
cana-653	336	17	predictions	prediction	NOUN
cana-653	336	18	made	make	VERB
cana-653	336	19	by	by	ADP
cana-653	336	20	the	the	DET
cana-653	336	21	model	model	NOUN
cana-653	336	22	compared	compare	VERB
cana-653	336	23	to	to	ADP
cana-653	336	24	the	the	DET
cana-653	336	25	total	total	ADJ
cana-653	336	26	number	number	NOUN
cana-653	336	27	of	of	ADP
cana-653	336	28	predictions	prediction	NOUN
cana-653	336	29	and	and	CCONJ
cana-653	336	30	is	be	AUX
cana-653	336	31	described	describe	VERB
cana-653	336	32	using	use	VERB
cana-653	336	33	equation	equation	NOUN
cana-653	336	34	27	27	NUM
cana-653	336	35	.	.	PUNCT
cana-653	337	1	in	in	ADP
cana-653	337	2	our	our	PRON
cana-653	337	3	case	case	NOUN
cana-653	337	4	,	,	PUNCT
cana-653	337	5	the	the	DET
cana-653	337	6	model	model	NOUN
cana-653	337	7	achieved	achieve	VERB
cana-653	337	8	an	an	DET
cana-653	337	9	accuracy	accuracy	NOUN
cana-653	337	10	of	of	ADP
cana-653	337	11	94.58	94.58	NUM
cana-653	337	12	%	%	NOUN
cana-653	337	13	,	,	PUNCT
cana-653	337	14	indicating	indicate	VERB
cana-653	337	15	that	that	SCONJ
cana-653	337	16	94.58	94.58	NUM
cana-653	337	17	%	%	NOUN
cana-653	337	18	of	of	ADP
cana-653	337	19	the	the	DET
cana-653	337	20	predicted	predict	VERB
cana-653	337	21	quarterly	quarterly	ADJ
cana-653	337	22	gdp	gdp	NOUN
cana-653	337	23	growth	growth	NOUN
cana-653	337	24	values	value	NOUN
cana-653	337	25	matched	match	VERB
cana-653	337	26	the	the	DET
cana-653	337	27	actual	actual	ADJ
cana-653	337	28	values	value	NOUN
cana-653	337	29	.	.	PUNCT
cana-653	338	1	this	this	DET
cana-653	338	2	high	high	ADJ
cana-653	338	3	accuracy	accuracy	NOUN
cana-653	338	4	demonstrates	demonstrate	VERB
cana-653	338	5	the	the	DET
cana-653	338	6	model	model	NOUN
cana-653	338	7	's	's	PART
cana-653	338	8	ability	ability	NOUN
cana-653	338	9	to	to	PART
cana-653	338	10	effectively	effectively	ADV
cana-653	338	11	capture	capture	VERB
cana-653	338	12	the	the	DET
cana-653	338	13	underlying	underlie	VERB
cana-653	338	14	patterns	pattern	NOUN
cana-653	338	15	and	and	CCONJ
cana-653	338	16	fluctuations	fluctuation	NOUN
cana-653	338	17	in	in	ADP
cana-653	338	18	quarterly	quarterly	ADJ
cana-653	338	19	gdp	gdp	NOUN
cana-653	338	20	data	datum	NOUN
cana-653	338	21	.	.	PUNCT
cana-653	339	1	accuracy	accuracy	NOUN
cana-653	340	1	=	=	NOUN
cana-653	340	2	(	(	PUNCT
cana-653	340	3	number	number	NOUN
cana-653	340	4	of	of	ADP
cana-653	340	5	correct	correct	ADJ
cana-653	340	6	predictions	prediction	NOUN
cana-653	340	7	/	/	SYM
cana-653	340	8	total	total	ADJ
cana-653	340	9	number	number	NOUN
cana-653	340	10	of	of	ADP
cana-653	340	11	predictions	prediction	NOUN
cana-653	340	12	)	)	PUNCT
cana-653	340	13	*	*	PUNCT
cana-653	340	14	100	100	NUM
cana-653	340	15	(	(	PUNCT
cana-653	340	16	27	27	NUM
cana-653	340	17	)	)	PUNCT
cana-653	340	18	2	2	NUM
cana-653	340	19	.	.	PUNCT
cana-653	340	20	mean	mean	VERB
cana-653	340	21	absolute	absolute	ADJ
cana-653	340	22	percentage	percentage	NOUN
cana-653	340	23	error	error	NOUN
cana-653	340	24	(	(	PUNCT
cana-653	340	25	mape	mape	NOUN
cana-653	340	26	):	):	PUNCT
cana-653	340	27	mape	mape	NOUN
cana-653	340	28	is	be	AUX
cana-653	340	29	a	a	DET
cana-653	340	30	commonly	commonly	ADV
cana-653	340	31	used	use	VERB
cana-653	340	32	metric	metric	NOUN
cana-653	340	33	for	for	ADP
cana-653	340	34	assessing	assess	VERB
cana-653	340	35	the	the	DET
cana-653	340	36	average	average	ADJ
cana-653	340	37	percentage	percentage	NOUN
cana-653	340	38	difference	difference	NOUN
cana-653	340	39	between	between	ADP
cana-653	340	40	the	the	DET
cana-653	340	41	predicted	predict	VERB
cana-653	340	42	and	and	CCONJ
cana-653	340	43	actual	actual	ADJ
cana-653	340	44	gdp	gdp	NOUN
cana-653	340	45	growth	growth	NOUN
cana-653	340	46	values	value	NOUN
cana-653	340	47	and	and	CCONJ
cana-653	340	48	is	be	AUX
cana-653	340	49	described	describe	VERB
cana-653	340	50	using	use	VERB
cana-653	340	51	equation	equation	NOUN
cana-653	340	52	28	28	NUM
cana-653	340	53	.	.	PUNCT
cana-653	341	1	it	it	PRON
cana-653	341	2	provides	provide	VERB
cana-653	341	3	insights	insight	NOUN
cana-653	341	4	into	into	ADP
cana-653	341	5	the	the	DET
cana-653	341	6	overall	overall	ADJ
cana-653	341	7	accuracy	accuracy	NOUN
cana-653	341	8	of	of	ADP
cana-653	341	9	the	the	DET
cana-653	341	10	model	model	NOUN
cana-653	341	11	's	's	PART
cana-653	341	12	predictions	prediction	NOUN
cana-653	341	13	.	.	PUNCT
cana-653	342	1	the	the	DET
cana-653	342	2	mape	mape	NOUN
cana-653	342	3	is	be	AUX
cana-653	342	4	calculated	calculate	VERB
cana-653	342	5	as	as	ADP
cana-653	342	6	the	the	DET
cana-653	342	7	average	average	NOUN
cana-653	342	8	of	of	ADP
cana-653	342	9	the	the	DET
cana-653	342	10	absolute	absolute	ADJ
cana-653	342	11	differences	difference	NOUN
cana-653	342	12	between	between	ADP
cana-653	342	13	each	each	DET
cana-653	342	14	predicted	predict	VERB
cana-653	342	15	and	and	CCONJ
cana-653	342	16	actual	actual	ADJ
cana-653	342	17	value	value	NOUN
cana-653	342	18	,	,	PUNCT
cana-653	342	19	divided	divide	VERB
cana-653	342	20	by	by	ADP
cana-653	342	21	the	the	DET
cana-653	342	22	actual	actual	ADJ
cana-653	342	23	value	value	NOUN
cana-653	342	24	,	,	PUNCT
cana-653	342	25	and	and	CCONJ
cana-653	342	26	multiplied	multiply	VERB
cana-653	342	27	by	by	ADP
cana-653	342	28	100	100	NUM
cana-653	342	29	.	.	PUNCT
cana-653	343	1	communications	communication	NOUN
cana-653	343	2	on	on	ADP
cana-653	343	3	applied	apply	VERB
cana-653	343	4	nonlinear	nonlinear	ADJ
cana-653	343	5	analysis	analysis	NOUN
cana-653	343	6	issn	issn	NOUN
cana-653	343	7	:	:	PUNCT
cana-653	343	8	1074	1074	NUM
cana-653	343	9	-	-	PUNCT
cana-653	343	10	133x	133x	NUM
cana-653	343	11	vol	vol	NOUN
cana-653	343	12	31	31	NUM
cana-653	343	13	no	no	NOUN
cana-653	343	14	.	.	PUNCT
cana-653	344	1	2s	2s	NUM
cana-653	344	2	(	(	PUNCT
cana-653	344	3	2024	2024	NUM
cana-653	344	4	)	)	PUNCT
cana-653	344	5	352	352	NUM
cana-653	344	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	344	7	mape	mape	NOUN
cana-653	344	8	=	=	SYM
cana-653	344	9	(	(	PUNCT
cana-653	344	10	1	1	NUM
cana-653	344	11	/	/	SYM
cana-653	344	12	n	n	CCONJ
cana-653	344	13	)	)	PUNCT
cana-653	344	14	*	*	PUNCT
cana-653	344	15	σ(|(actual	σ(|(actual	PROPN
cana-653	344	16	predicted	predict	VERB
cana-653	344	17	)	)	PUNCT
cana-653	344	18	/	/	SYM
cana-653	345	1	actual|	actual|	NOUN
cana-653	345	2	)	)	PUNCT
cana-653	345	3	*	*	PUNCT
cana-653	345	4	100	100	NUM
cana-653	345	5	(	(	PUNCT
cana-653	345	6	28	28	NUM
cana-653	345	7	)	)	PUNCT
cana-653	346	1	where	where	SCONJ
cana-653	346	2	:	:	PUNCT
cana-653	346	3	•	•	NUM
cana-653	346	4	n	n	PRON
cana-653	346	5	is	be	AUX
cana-653	346	6	the	the	DET
cana-653	346	7	total	total	ADJ
cana-653	346	8	number	number	NOUN
cana-653	346	9	of	of	ADP
cana-653	346	10	quarterly	quarterly	ADJ
cana-653	346	11	data	datum	NOUN
cana-653	346	12	points	point	NOUN
cana-653	346	13	used	use	VERB
cana-653	346	14	for	for	ADP
cana-653	346	15	evaluation	evaluation	NOUN
cana-653	346	16	.	.	PUNCT
cana-653	347	1	•	•	NUM
cana-653	347	2	|x|	|x|	PROPN
cana-653	347	3	denotes	denote	VERB
cana-653	347	4	the	the	DET
cana-653	347	5	absolute	absolute	ADJ
cana-653	347	6	value	value	NOUN
cana-653	347	7	of	of	ADP
cana-653	347	8	x.	x.	NOUN
cana-653	347	9	•	•	PROPN
cana-653	347	10	actual	actual	ADJ
cana-653	347	11	represents	represent	VERB
cana-653	347	12	the	the	DET
cana-653	347	13	actual	actual	ADJ
cana-653	347	14	quarterly	quarterly	ADJ
cana-653	347	15	gdp	gdp	NOUN
cana-653	347	16	growth	growth	NOUN
cana-653	347	17	value	value	NOUN
cana-653	347	18	.	.	PUNCT
cana-653	348	1	•	•	NUM
cana-653	348	2	predicted	predict	VERB
cana-653	348	3	represents	represent	VERB
cana-653	348	4	the	the	DET
cana-653	348	5	predicted	predict	VERB
cana-653	348	6	quarterly	quarterly	ADJ
cana-653	348	7	gdp	gdp	NOUN
cana-653	348	8	growth	growth	NOUN
cana-653	348	9	value	value	NOUN
cana-653	348	10	.	.	PUNCT
cana-653	349	1	3	3	X
cana-653	349	2	.	.	X
cana-653	349	3	training	training	NOUN
cana-653	349	4	loss	loss	NOUN
cana-653	349	5	:	:	PUNCT
cana-653	349	6	the	the	DET
cana-653	349	7	training	training	NOUN
cana-653	349	8	loss	loss	NOUN
cana-653	349	9	represents	represent	VERB
cana-653	349	10	the	the	DET
cana-653	349	11	error	error	NOUN
cana-653	349	12	or	or	CCONJ
cana-653	349	13	discrepancy	discrepancy	NOUN
cana-653	349	14	between	between	ADP
cana-653	349	15	the	the	DET
cana-653	349	16	predicted	predict	VERB
cana-653	349	17	and	and	CCONJ
cana-653	349	18	actual	actual	ADJ
cana-653	349	19	gdp	gdp	NOUN
cana-653	349	20	growth	growth	NOUN
cana-653	349	21	values	value	NOUN
cana-653	349	22	during	during	ADP
cana-653	349	23	the	the	DET
cana-653	349	24	training	training	NOUN
cana-653	349	25	phase	phase	NOUN
cana-653	349	26	of	of	ADP
cana-653	349	27	the	the	DET
cana-653	349	28	model	model	NOUN
cana-653	349	29	.	.	PUNCT
cana-653	350	1	it	it	PRON
cana-653	350	2	quantifies	quantify	VERB
cana-653	350	3	how	how	SCONJ
cana-653	350	4	well	well	ADV
cana-653	350	5	the	the	DET
cana-653	350	6	model	model	NOUN
cana-653	350	7	has	have	AUX
cana-653	350	8	learned	learn	VERB
cana-653	350	9	from	from	ADP
cana-653	350	10	the	the	DET
cana-653	350	11	training	training	NOUN
cana-653	350	12	data	datum	NOUN
cana-653	350	13	and	and	CCONJ
cana-653	350	14	is	be	AUX
cana-653	350	15	described	describe	VERB
cana-653	350	16	using	use	VERB
cana-653	350	17	equation	equation	NOUN
cana-653	350	18	29	29	NUM
cana-653	350	19	.	.	PUNCT
cana-653	351	1	the	the	DET
cana-653	351	2	specific	specific	ADJ
cana-653	351	3	loss	loss	NOUN
cana-653	351	4	function	function	NOUN
cana-653	351	5	used	use	VERB
cana-653	351	6	,	,	PUNCT
cana-653	351	7	such	such	ADJ
cana-653	351	8	as	as	ADP
cana-653	351	9	mean	mean	NOUN
cana-653	351	10	squared	square	VERB
cana-653	351	11	error	error	NOUN
cana-653	351	12	(	(	PUNCT
cana-653	351	13	mse	mse	NOUN
cana-653	351	14	)	)	PUNCT
cana-653	351	15	or	or	CCONJ
cana-653	351	16	mean	mean	VERB
cana-653	351	17	absolute	absolute	ADJ
cana-653	351	18	error	error	NOUN
cana-653	351	19	(	(	PUNCT
cana-653	351	20	mae	mae	PROPN
cana-653	351	21	)	)	PUNCT
cana-653	351	22	,	,	PUNCT
cana-653	351	23	determines	determine	VERB
cana-653	351	24	the	the	DET
cana-653	351	25	calculation	calculation	NOUN
cana-653	351	26	of	of	ADP
cana-653	351	27	the	the	DET
cana-653	351	28	training	training	NOUN
cana-653	351	29	loss	loss	NOUN
cana-653	351	30	.	.	PUNCT
cana-653	352	1	the	the	DET
cana-653	352	2	model	model	NOUN
cana-653	352	3	exhibited	exhibit	VERB
cana-653	352	4	a	a	DET
cana-653	352	5	low	low	ADJ
cana-653	352	6	training	training	NOUN
cana-653	352	7	loss	loss	NOUN
cana-653	352	8	of	of	ADP
cana-653	352	9	0.0125	0.0125	NUM
cana-653	352	10	,	,	PUNCT
cana-653	352	11	indicating	indicate	VERB
cana-653	352	12	that	that	SCONJ
cana-653	352	13	during	during	ADP
cana-653	352	14	the	the	DET
cana-653	352	15	training	training	NOUN
cana-653	352	16	phase	phase	NOUN
cana-653	352	17	,	,	PUNCT
cana-653	352	18	the	the	DET
cana-653	352	19	predicted	predict	VERB
cana-653	352	20	gdp	gdp	NOUN
cana-653	352	21	growth	growth	NOUN
cana-653	352	22	values	value	NOUN
cana-653	352	23	were	be	AUX
cana-653	352	24	close	close	ADJ
cana-653	352	25	to	to	ADP
cana-653	352	26	the	the	DET
cana-653	352	27	actual	actual	ADJ
cana-653	352	28	values	value	NOUN
cana-653	352	29	.	.	PUNCT
cana-653	353	1	this	this	DET
cana-653	353	2	low	low	ADJ
cana-653	353	3	training	training	NOUN
cana-653	353	4	loss	loss	NOUN
cana-653	353	5	highlights	highlight	NOUN
cana-653	353	6	the	the	DET
cana-653	353	7	model	model	NOUN
cana-653	353	8	's	's	PART
cana-653	353	9	ability	ability	NOUN
cana-653	353	10	to	to	PART
cana-653	353	11	learn	learn	VERB
cana-653	353	12	from	from	ADP
cana-653	353	13	the	the	DET
cana-653	353	14	training	training	NOUN
cana-653	353	15	data	datum	NOUN
cana-653	353	16	and	and	CCONJ
cana-653	353	17	capture	capture	VERB
cana-653	353	18	the	the	DET
cana-653	353	19	underlying	underlie	VERB
cana-653	353	20	patterns	pattern	NOUN
cana-653	353	21	effectively	effectively	ADV
cana-653	353	22	.	.	PUNCT
cana-653	354	1	training	training	NOUN
cana-653	354	2	loss	loss	NOUN
cana-653	354	3	=	=	SYM
cana-653	354	4	loss	loss	NOUN
cana-653	354	5	function(predicted	function(predicte	VERB
cana-653	354	6	,	,	PUNCT
cana-653	354	7	actual	actual	ADJ
cana-653	354	8	)	)	PUNCT
cana-653	354	9	(	(	PUNCT
cana-653	354	10	29	29	NUM
cana-653	354	11	)	)	SYM
cana-653	354	12	4	4	NUM
cana-653	354	13	.	.	PUNCT
cana-653	354	14	validation	validation	NOUN
cana-653	354	15	loss	loss	NOUN
cana-653	354	16	:	:	PUNCT
cana-653	354	17	the	the	DET
cana-653	354	18	validation	validation	NOUN
cana-653	354	19	loss	loss	NOUN
cana-653	354	20	measures	measure	VERB
cana-653	354	21	the	the	DET
cana-653	354	22	error	error	NOUN
cana-653	354	23	or	or	CCONJ
cana-653	354	24	discrepancy	discrepancy	NOUN
cana-653	354	25	between	between	ADP
cana-653	354	26	the	the	DET
cana-653	354	27	predicted	predict	VERB
cana-653	354	28	and	and	CCONJ
cana-653	354	29	actual	actual	ADJ
cana-653	354	30	gdp	gdp	NOUN
cana-653	354	31	growth	growth	NOUN
cana-653	354	32	values	value	NOUN
cana-653	354	33	on	on	ADP
cana-653	354	34	a	a	DET
cana-653	354	35	separate	separate	ADJ
cana-653	354	36	validation	validation	NOUN
cana-653	354	37	dataset	dataset	NOUN
cana-653	354	38	and	and	CCONJ
cana-653	354	39	is	be	AUX
cana-653	354	40	described	describe	VERB
cana-653	354	41	using	use	VERB
cana-653	354	42	equation	equation	NOUN
cana-653	354	43	30	30	NUM
cana-653	354	44	.	.	PUNCT
cana-653	355	1	it	it	PRON
cana-653	355	2	serves	serve	VERB
cana-653	355	3	as	as	ADP
cana-653	355	4	an	an	DET
cana-653	355	5	indicator	indicator	NOUN
cana-653	355	6	of	of	ADP
cana-653	355	7	how	how	SCONJ
cana-653	355	8	well	well	ADV
cana-653	355	9	the	the	DET
cana-653	355	10	model	model	NOUN
cana-653	355	11	generalizes	generalize	VERB
cana-653	355	12	to	to	ADP
cana-653	355	13	unseen	unseen	ADJ
cana-653	355	14	quarterly	quarterly	ADJ
cana-653	355	15	gdp	gdp	NOUN
cana-653	355	16	data	datum	NOUN
cana-653	355	17	and	and	CCONJ
cana-653	355	18	helps	helps	AUX
cana-653	355	19	identify	identify	VERB
cana-653	355	20	overfitting	overfitte	VERB
cana-653	355	21	or	or	CCONJ
cana-653	355	22	underfitting	underfitting	NOUN
cana-653	355	23	issues	issue	NOUN
cana-653	355	24	.	.	PUNCT
cana-653	356	1	the	the	DET
cana-653	356	2	validation	validation	NOUN
cana-653	356	3	loss	loss	NOUN
cana-653	356	4	is	be	AUX
cana-653	356	5	calculated	calculate	VERB
cana-653	356	6	using	use	VERB
cana-653	356	7	the	the	DET
cana-653	356	8	same	same	ADJ
cana-653	356	9	loss	loss	NOUN
cana-653	356	10	function	function	NOUN
cana-653	356	11	as	as	ADP
cana-653	356	12	the	the	DET
cana-653	356	13	training	training	NOUN
cana-653	356	14	loss	loss	NOUN
cana-653	356	15	.	.	PUNCT
cana-653	357	1	the	the	DET
cana-653	357	2	model	model	NOUN
cana-653	357	3	also	also	ADV
cana-653	357	4	demonstrated	demonstrate	VERB
cana-653	357	5	a	a	DET
cana-653	357	6	low	low	ADJ
cana-653	357	7	validation	validation	NOUN
cana-653	357	8	loss	loss	NOUN
cana-653	357	9	of	of	ADP
cana-653	357	10	0.0152	0.0152	NUM
cana-653	357	11	on	on	ADP
cana-653	357	12	a	a	DET
cana-653	357	13	separate	separate	ADJ
cana-653	357	14	validation	validation	NOUN
cana-653	357	15	dataset	dataset	NOUN
cana-653	357	16	.	.	PUNCT
cana-653	358	1	this	this	PRON
cana-653	358	2	indicates	indicate	VERB
cana-653	358	3	that	that	SCONJ
cana-653	358	4	the	the	DET
cana-653	358	5	model	model	NOUN
cana-653	358	6	generalizes	generalize	VERB
cana-653	358	7	well	well	ADV
cana-653	358	8	to	to	ADP
cana-653	358	9	unseen	unseen	ADJ
cana-653	358	10	quarterly	quarterly	ADJ
cana-653	358	11	gdp	gdp	NOUN
cana-653	358	12	data	datum	NOUN
cana-653	358	13	and	and	CCONJ
cana-653	358	14	avoids	avoid	VERB
cana-653	358	15	overfitting	overfitte	VERB
cana-653	358	16	or	or	CCONJ
cana-653	358	17	underfitting	underfitting	NOUN
cana-653	358	18	issues	issue	NOUN
cana-653	358	19	.	.	PUNCT
cana-653	359	1	validation	validation	NOUN
cana-653	359	2	loss	loss	NOUN
cana-653	359	3	=	=	SYM
cana-653	359	4	loss	loss	NOUN
cana-653	359	5	function(predicted	function(predicte	VERB
cana-653	359	6	,	,	PUNCT
cana-653	359	7	actual	actual	ADJ
cana-653	359	8	)	)	PUNCT
cana-653	359	9	(	(	PUNCT
cana-653	359	10	30	30	NUM
cana-653	359	11	)	)	PUNCT
cana-653	359	12	5	5	NUM
cana-653	359	13	.	.	X
cana-653	360	1	root	root	NOUN
cana-653	360	2	mean	mean	VERB
cana-653	360	3	squared	square	VERB
cana-653	360	4	error	error	NOUN
cana-653	360	5	(	(	PUNCT
cana-653	360	6	rmse	rmse	NOUN
cana-653	360	7	):	):	PUNCT
cana-653	360	8	rmse	rmse	PROPN
cana-653	360	9	is	be	AUX
cana-653	360	10	a	a	DET
cana-653	360	11	commonly	commonly	ADV
cana-653	360	12	used	use	VERB
cana-653	360	13	metric	metric	ADJ
cana-653	360	14	that	that	PRON
cana-653	360	15	quantifies	quantify	VERB
cana-653	360	16	the	the	DET
cana-653	360	17	square	square	ADJ
cana-653	360	18	root	root	NOUN
cana-653	360	19	of	of	ADP
cana-653	360	20	the	the	DET
cana-653	360	21	average	average	ADJ
cana-653	360	22	squared	square	VERB
cana-653	360	23	difference	difference	NOUN
cana-653	360	24	between	between	ADP
cana-653	360	25	the	the	DET
cana-653	360	26	predicted	predict	VERB
cana-653	360	27	and	and	CCONJ
cana-653	360	28	actual	actual	ADJ
cana-653	360	29	gdp	gdp	NOUN
cana-653	360	30	growth	growth	NOUN
cana-653	360	31	values	value	NOUN
cana-653	360	32	and	and	CCONJ
cana-653	360	33	is	be	AUX
cana-653	360	34	described	describe	VERB
cana-653	360	35	using	use	VERB
cana-653	360	36	equation	equation	NOUN
cana-653	360	37	31	31	NUM
cana-653	360	38	.	.	PUNCT
cana-653	361	1	it	it	PRON
cana-653	361	2	provides	provide	VERB
cana-653	361	3	an	an	DET
cana-653	361	4	overall	overall	ADJ
cana-653	361	5	measure	measure	NOUN
cana-653	361	6	of	of	ADP
cana-653	361	7	the	the	DET
cana-653	361	8	model	model	NOUN
cana-653	361	9	's	's	PART
cana-653	361	10	prediction	prediction	NOUN
cana-653	361	11	error	error	NOUN
cana-653	361	12	,	,	PUNCT
cana-653	361	13	taking	take	VERB
cana-653	361	14	into	into	ADP
cana-653	361	15	account	account	NOUN
cana-653	361	16	both	both	CCONJ
cana-653	361	17	the	the	DET
cana-653	361	18	magnitude	magnitude	NOUN
cana-653	361	19	and	and	CCONJ
cana-653	361	20	direction	direction	NOUN
cana-653	361	21	of	of	ADP
cana-653	361	22	the	the	DET
cana-653	361	23	errors	error	NOUN
cana-653	361	24	.	.	PUNCT
cana-653	362	1	rmse	rmse	NOUN
cana-653	363	1	=	=	SYM
cana-653	363	2	√((1	√((1	PROPN
cana-653	363	3	/	/	SYM
cana-653	363	4	n	n	CCONJ
cana-653	363	5	)	)	PUNCT
cana-653	363	6	*	*	PUNCT
cana-653	363	7	σ((actual	σ((actual	PROPN
cana-653	363	8	predicted)^2	predicted)^2	PROPN
cana-653	363	9	)	)	PUNCT
cana-653	363	10	)	)	PUNCT
cana-653	363	11	(	(	PUNCT
cana-653	363	12	31	31	NUM
cana-653	363	13	)	)	PUNCT
cana-653	364	1	where	where	SCONJ
cana-653	364	2	:	:	PUNCT
cana-653	364	3	•	•	NUM
cana-653	364	4	n	n	PRON
cana-653	364	5	is	be	AUX
cana-653	364	6	the	the	DET
cana-653	364	7	total	total	ADJ
cana-653	364	8	number	number	NOUN
cana-653	364	9	of	of	ADP
cana-653	364	10	quarterly	quarterly	ADJ
cana-653	364	11	data	datum	NOUN
cana-653	364	12	points	point	NOUN
cana-653	364	13	used	use	VERB
cana-653	364	14	for	for	ADP
cana-653	364	15	evaluation	evaluation	NOUN
cana-653	364	16	.	.	PUNCT
cana-653	365	1	•	•	NUM
cana-653	365	2	actual	actual	ADJ
cana-653	365	3	represents	represent	VERB
cana-653	365	4	the	the	DET
cana-653	365	5	actual	actual	ADJ
cana-653	365	6	quarterly	quarterly	ADJ
cana-653	365	7	gdp	gdp	NOUN
cana-653	365	8	growth	growth	NOUN
cana-653	365	9	value	value	NOUN
cana-653	365	10	.	.	PUNCT
cana-653	366	1	•	•	NUM
cana-653	366	2	predicted	predict	VERB
cana-653	366	3	represents	represent	VERB
cana-653	366	4	the	the	DET
cana-653	366	5	predicted	predict	VERB
cana-653	366	6	quarterly	quarterly	ADJ
cana-653	366	7	gdp	gdp	NOUN
cana-653	366	8	growth	growth	NOUN
cana-653	366	9	value	value	NOUN
cana-653	366	10	.	.	PUNCT
cana-653	367	1	the	the	DET
cana-653	367	2	model	model	NOUN
cana-653	367	3	achieved	achieve	VERB
cana-653	367	4	a	a	DET
cana-653	367	5	low	low	ADJ
cana-653	367	6	rmse	rmse	NOUN
cana-653	367	7	of	of	ADP
cana-653	367	8	1.05	1.05	NUM
cana-653	367	9	,	,	PUNCT
cana-653	367	10	which	which	PRON
cana-653	367	11	quantifies	quantify	VERB
cana-653	367	12	the	the	DET
cana-653	367	13	square	square	ADJ
cana-653	367	14	root	root	NOUN
cana-653	367	15	of	of	ADP
cana-653	367	16	the	the	DET
cana-653	367	17	average	average	ADJ
cana-653	367	18	squared	square	VERB
cana-653	367	19	difference	difference	NOUN
cana-653	367	20	between	between	ADP
cana-653	367	21	the	the	DET
cana-653	367	22	predicted	predict	VERB
cana-653	367	23	and	and	CCONJ
cana-653	367	24	actual	actual	ADJ
cana-653	367	25	gdp	gdp	NOUN
cana-653	367	26	growth	growth	NOUN
cana-653	367	27	values	value	NOUN
cana-653	367	28	.	.	PUNCT
cana-653	368	1	this	this	DET
cana-653	368	2	low	low	ADJ
cana-653	368	3	rmse	rmse	NOUN
cana-653	368	4	suggests	suggest	VERB
cana-653	368	5	that	that	SCONJ
cana-653	368	6	the	the	DET
cana-653	368	7	model	model	NOUN
cana-653	368	8	's	's	PART
cana-653	368	9	prediction	prediction	NOUN
cana-653	368	10	errors	error	NOUN
cana-653	368	11	,	,	PUNCT
cana-653	368	12	considering	consider	VERB
cana-653	368	13	both	both	DET
cana-653	368	14	magnitude	magnitude	NOUN
cana-653	368	15	and	and	CCONJ
cana-653	368	16	direction	direction	NOUN
cana-653	368	17	,	,	PUNCT
cana-653	368	18	were	be	AUX
cana-653	368	19	minimal	minimal	ADJ
cana-653	368	20	.	.	PUNCT
cana-653	369	1	communications	communication	NOUN
cana-653	369	2	on	on	ADP
cana-653	369	3	applied	apply	VERB
cana-653	369	4	nonlinear	nonlinear	ADJ
cana-653	369	5	analysis	analysis	NOUN
cana-653	369	6	issn	issn	NOUN
cana-653	369	7	:	:	PUNCT
cana-653	369	8	1074	1074	NUM
cana-653	369	9	-	-	PUNCT
cana-653	369	10	133x	133x	NUM
cana-653	369	11	vol	vol	NOUN
cana-653	369	12	31	31	NUM
cana-653	369	13	no	no	NOUN
cana-653	369	14	.	.	PUNCT
cana-653	370	1	2s	2s	NUM
cana-653	370	2	(	(	PUNCT
cana-653	370	3	2024	2024	NUM
cana-653	370	4	)	)	PUNCT
cana-653	370	5	353	353	NUM
cana-653	370	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	370	7	6	6	NUM
cana-653	370	8	.	.	PUNCT
cana-653	370	9	mean	mean	VERB
cana-653	370	10	absolute	absolute	ADJ
cana-653	370	11	error	error	NOUN
cana-653	370	12	(	(	PUNCT
cana-653	370	13	mae	mae	PROPN
cana-653	370	14	):	):	PUNCT
cana-653	370	15	mae	mae	PROPN
cana-653	370	16	represents	represent	VERB
cana-653	370	17	the	the	DET
cana-653	370	18	average	average	ADJ
cana-653	370	19	absolute	absolute	ADJ
cana-653	370	20	difference	difference	NOUN
cana-653	370	21	between	between	ADP
cana-653	370	22	the	the	DET
cana-653	370	23	predicted	predict	VERB
cana-653	370	24	and	and	CCONJ
cana-653	370	25	actual	actual	ADJ
cana-653	370	26	gdp	gdp	NOUN
cana-653	370	27	growth	growth	NOUN
cana-653	370	28	values	value	NOUN
cana-653	370	29	and	and	CCONJ
cana-653	370	30	is	be	AUX
cana-653	370	31	described	describe	VERB
cana-653	370	32	using	use	VERB
cana-653	370	33	equation	equation	NOUN
cana-653	370	34	32	32	NUM
cana-653	370	35	.	.	PUNCT
cana-653	371	1	it	it	PRON
cana-653	371	2	provides	provide	VERB
cana-653	371	3	a	a	DET
cana-653	371	4	measure	measure	NOUN
cana-653	371	5	of	of	ADP
cana-653	371	6	the	the	DET
cana-653	371	7	model	model	NOUN
cana-653	371	8	's	's	PART
cana-653	371	9	average	average	ADJ
cana-653	371	10	prediction	prediction	NOUN
cana-653	371	11	error	error	NOUN
cana-653	371	12	without	without	ADP
cana-653	371	13	considering	consider	VERB
cana-653	371	14	the	the	DET
cana-653	371	15	direction	direction	NOUN
cana-653	371	16	of	of	ADP
cana-653	371	17	the	the	DET
cana-653	371	18	errors	error	NOUN
cana-653	371	19	.	.	PUNCT
cana-653	372	1	mae	mae	PROPN
cana-653	372	2	is	be	AUX
cana-653	372	3	calculated	calculate	VERB
cana-653	372	4	as	as	ADP
cana-653	372	5	the	the	DET
cana-653	372	6	average	average	NOUN
cana-653	372	7	of	of	ADP
cana-653	372	8	the	the	DET
cana-653	372	9	absolute	absolute	ADJ
cana-653	372	10	differences	difference	NOUN
cana-653	372	11	between	between	ADP
cana-653	372	12	each	each	DET
cana-653	372	13	predicted	predict	VERB
cana-653	372	14	and	and	CCONJ
cana-653	372	15	actual	actual	ADJ
cana-653	372	16	value	value	NOUN
cana-653	372	17	.	.	PUNCT
cana-653	373	1	mae	mae	PROPN
cana-653	373	2	=	=	PRON
cana-653	373	3	(	(	PUNCT
cana-653	373	4	1	1	NUM
cana-653	373	5	/	/	SYM
cana-653	373	6	n	n	CCONJ
cana-653	373	7	)	)	PUNCT
cana-653	373	8	*	*	PUNCT
cana-653	373	9	σ(|actual	σ(|actual	PROPN
cana-653	373	10	predicted|	predicted|	X
cana-653	373	11	)	)	PUNCT
cana-653	373	12	(	(	PUNCT
cana-653	373	13	32	32	NUM
cana-653	373	14	)	)	PUNCT
cana-653	374	1	where	where	SCONJ
cana-653	374	2	:	:	PUNCT
cana-653	374	3	•	•	NUM
cana-653	374	4	n	n	PRON
cana-653	374	5	is	be	AUX
cana-653	374	6	the	the	DET
cana-653	374	7	total	total	ADJ
cana-653	374	8	number	number	NOUN
cana-653	374	9	of	of	ADP
cana-653	374	10	quarterly	quarterly	ADJ
cana-653	374	11	data	datum	NOUN
cana-653	374	12	points	point	NOUN
cana-653	374	13	used	use	VERB
cana-653	374	14	for	for	ADP
cana-653	374	15	evaluation	evaluation	NOUN
cana-653	374	16	.	.	PUNCT
cana-653	375	1	•	•	NUM
cana-653	375	2	|x|	|x|	PROPN
cana-653	375	3	denotes	denote	VERB
cana-653	375	4	the	the	DET
cana-653	375	5	absolute	absolute	ADJ
cana-653	375	6	value	value	NOUN
cana-653	375	7	of	of	ADP
cana-653	375	8	x.	x.	NOUN
cana-653	375	9	•	•	PROPN
cana-653	375	10	actual	actual	ADJ
cana-653	375	11	represents	represent	VERB
cana-653	375	12	the	the	DET
cana-653	375	13	actual	actual	ADJ
cana-653	375	14	quarterly	quarterly	ADJ
cana-653	375	15	gdp	gdp	NOUN
cana-653	375	16	growth	growth	NOUN
cana-653	375	17	value	value	NOUN
cana-653	375	18	.	.	PUNCT
cana-653	376	1	•	•	NUM
cana-653	376	2	predicted	predict	VERB
cana-653	376	3	represents	represent	VERB
cana-653	376	4	the	the	DET
cana-653	376	5	predicted	predict	VERB
cana-653	376	6	quarterly	quarterly	ADJ
cana-653	376	7	gdp	gdp	NOUN
cana-653	376	8	growth	growth	NOUN
cana-653	376	9	value	value	NOUN
cana-653	376	10	.	.	PUNCT
cana-653	377	1	the	the	DET
cana-653	377	2	proposed	propose	VERB
cana-653	377	3	system	system	NOUN
cana-653	377	4	results	result	NOUN
cana-653	377	5	are	be	AUX
cana-653	377	6	compared	compare	VERB
cana-653	377	7	with	with	ADP
cana-653	377	8	existing	exist	VERB
cana-653	377	9	methods	method	NOUN
cana-653	377	10	as	as	SCONJ
cana-653	377	11	described	describe	VERB
cana-653	377	12	in	in	ADP
cana-653	377	13	table	table	NOUN
cana-653	377	14	1	1	NUM
cana-653	377	15	.	.	PUNCT
cana-653	378	1	the	the	DET
cana-653	378	2	model	model	NOUN
cana-653	378	3	achieved	achieve	VERB
cana-653	378	4	a	a	DET
cana-653	378	5	low	low	ADJ
cana-653	378	6	mape	mape	NOUN
cana-653	378	7	of	of	ADP
cana-653	378	8	1.2	1.2	NUM
cana-653	378	9	%	%	NOUN
cana-653	378	10	,	,	PUNCT
cana-653	378	11	which	which	PRON
cana-653	378	12	represents	represent	VERB
cana-653	378	13	the	the	DET
cana-653	378	14	average	average	ADJ
cana-653	378	15	percentage	percentage	NOUN
cana-653	378	16	difference	difference	NOUN
cana-653	378	17	between	between	ADP
cana-653	378	18	the	the	DET
cana-653	378	19	predicted	predict	VERB
cana-653	378	20	and	and	CCONJ
cana-653	378	21	actual	actual	ADJ
cana-653	378	22	gdp	gdp	NOUN
cana-653	378	23	growth	growth	NOUN
cana-653	378	24	values	value	NOUN
cana-653	378	25	.	.	PUNCT
cana-653	379	1	this	this	DET
cana-653	379	2	low	low	ADJ
cana-653	379	3	mape	mape	NOUN
cana-653	379	4	indicates	indicate	VERB
cana-653	379	5	that	that	SCONJ
cana-653	379	6	,	,	PUNCT
cana-653	379	7	on	on	ADP
cana-653	379	8	average	average	ADJ
cana-653	379	9	,	,	PUNCT
cana-653	379	10	the	the	DET
cana-653	379	11	model	model	NOUN
cana-653	379	12	's	's	PART
cana-653	379	13	predictions	prediction	NOUN
cana-653	379	14	were	be	AUX
cana-653	379	15	close	close	ADJ
cana-653	379	16	to	to	ADP
cana-653	379	17	the	the	DET
cana-653	379	18	actual	actual	ADJ
cana-653	379	19	gdp	gdp	NOUN
cana-653	379	20	growth	growth	NOUN
cana-653	379	21	values	value	NOUN
cana-653	379	22	.	.	PUNCT
cana-653	380	1	overall	overall	ADV
cana-653	380	2	,	,	PUNCT
cana-653	380	3	the	the	DET
cana-653	380	4	implemented	implement	VERB
cana-653	380	5	gdp	gdp	NOUN
cana-653	380	6	growth	growth	NOUN
cana-653	380	7	forecasting	forecasting	NOUN
cana-653	380	8	model	model	NOUN
cana-653	380	9	exhibited	exhibit	VERB
cana-653	380	10	remarkable	remarkable	ADJ
cana-653	380	11	performance	performance	NOUN
cana-653	380	12	with	with	ADP
cana-653	380	13	an	an	DET
cana-653	380	14	accuracy	accuracy	NOUN
cana-653	380	15	of	of	ADP
cana-653	380	16	94.58	94.58	NUM
cana-653	380	17	%	%	NOUN
cana-653	380	18	.	.	PUNCT
cana-653	381	1	it	it	PRON
cana-653	381	2	achieved	achieve	VERB
cana-653	381	3	low	low	ADJ
cana-653	381	4	mape	mape	NOUN
cana-653	381	5	,	,	PUNCT
cana-653	381	6	rmse	rmse	NOUN
cana-653	381	7	,	,	PUNCT
cana-653	381	8	training	training	NOUN
cana-653	381	9	loss	loss	NOUN
cana-653	381	10	(	(	PUNCT
cana-653	381	11	0.0125	0.0125	NUM
cana-653	381	12	)	)	PUNCT
cana-653	381	13	,	,	PUNCT
cana-653	381	14	and	and	CCONJ
cana-653	381	15	validation	validation	NOUN
cana-653	381	16	loss	loss	NOUN
cana-653	381	17	(	(	PUNCT
cana-653	381	18	0.0152	0.0152	NUM
cana-653	381	19	)	)	PUNCT
cana-653	381	20	values	value	NOUN
cana-653	381	21	,	,	PUNCT
cana-653	381	22	signifying	signify	VERB
cana-653	381	23	its	its	PRON
cana-653	381	24	accuracy	accuracy	NOUN
cana-653	381	25	and	and	CCONJ
cana-653	381	26	effectiveness	effectiveness	NOUN
cana-653	381	27	in	in	ADP
cana-653	381	28	predicting	predict	VERB
cana-653	381	29	quarterly	quarterly	ADJ
cana-653	381	30	gdp	gdp	NOUN
cana-653	381	31	growth	growth	NOUN
cana-653	381	32	values	value	NOUN
cana-653	381	33	.	.	PUNCT
cana-653	382	1	these	these	DET
cana-653	382	2	results	result	NOUN
cana-653	382	3	validate	validate	VERB
cana-653	382	4	the	the	DET
cana-653	382	5	model	model	NOUN
cana-653	382	6	's	's	PART
cana-653	382	7	reliability	reliability	NOUN
cana-653	382	8	and	and	CCONJ
cana-653	382	9	make	make	VERB
cana-653	382	10	it	it	PRON
cana-653	382	11	a	a	DET
cana-653	382	12	valuable	valuable	ADJ
cana-653	382	13	tool	tool	NOUN
cana-653	382	14	for	for	ADP
cana-653	382	15	policymakers	policymaker	NOUN
cana-653	382	16	,	,	PUNCT
cana-653	382	17	economists	economist	NOUN
cana-653	382	18	,	,	PUNCT
cana-653	382	19	and	and	CCONJ
cana-653	382	20	financial	financial	ADJ
cana-653	382	21	analysts	analyst	NOUN
cana-653	382	22	in	in	ADP
cana-653	382	23	forecasting	forecasting	NOUN
cana-653	382	24	and	and	CCONJ
cana-653	382	25	decision	decision	NOUN
cana-653	382	26	-	-	PUNCT
cana-653	382	27	making	make	VERB
cana-653	382	28	processes	process	NOUN
cana-653	382	29	in	in	ADP
cana-653	382	30	this	this	DET
cana-653	382	31	comparative	comparative	ADJ
cana-653	382	32	analysis	analysis	NOUN
cana-653	382	33	shown	show	VERB
cana-653	382	34	in	in	ADP
cana-653	382	35	table	table	NOUN
cana-653	382	36	1	1	NUM
cana-653	382	37	,	,	PUNCT
cana-653	382	38	we	we	PRON
cana-653	382	39	evaluated	evaluate	VERB
cana-653	382	40	the	the	DET
cana-653	382	41	performance	performance	NOUN
cana-653	382	42	of	of	ADP
cana-653	382	43	the	the	DET
cana-653	382	44	proposed	propose	VERB
cana-653	382	45	gdp	gdp	NOUN
cana-653	382	46	growth	growth	NOUN
cana-653	382	47	forecasting	forecasting	NOUN
cana-653	382	48	system	system	NOUN
cana-653	382	49	and	and	CCONJ
cana-653	382	50	compared	compare	VERB
cana-653	382	51	it	it	PRON
cana-653	382	52	with	with	ADP
cana-653	382	53	the	the	DET
cana-653	382	54	results	result	NOUN
cana-653	382	55	obtained	obtain	VERB
cana-653	382	56	from	from	ADP
cana-653	382	57	the	the	DET
cana-653	382	58	studies	study	NOUN
cana-653	382	59	conducted	conduct	VERB
cana-653	382	60	by	by	ADP
cana-653	382	61	s.	s.	PROPN
cana-653	382	62	sa'adah	sa'adah	PROPN
cana-653	382	63	al	al	PROPN
cana-653	382	64	.	.	PUNCT
cana-653	383	1	[	[	X
cana-653	383	2	21	21	NUM
cana-653	383	3	]	]	PUNCT
cana-653	383	4	,	,	PUNCT
cana-653	383	5	t.	t.	PROPN
cana-653	383	6	wanga	wanga	PROPN
cana-653	383	7	et	et	PROPN
cana-653	383	8	al	al	PROPN
cana-653	383	9	.	.	PUNCT
cana-653	384	1	[	[	X
cana-653	384	2	23	23	NUM
cana-653	384	3	]	]	PUNCT
cana-653	384	4	and	and	CCONJ
cana-653	384	5	h.	h.	PROPN
cana-653	384	6	bunyamin	bunyamin	PROPN
cana-653	384	7	[	[	X
cana-653	384	8	24	24	NUM
cana-653	384	9	]	]	SYM
cana-653	384	10	table	table	NOUN
cana-653	384	11	1	1	NUM
cana-653	384	12	performance	performance	NOUN
cana-653	384	13	of	of	ADP
cana-653	384	14	the	the	DET
cana-653	384	15	proposed	propose	VERB
cana-653	384	16	gdp	gdp	NOUN
cana-653	384	17	growth	growth	NOUN
cana-653	384	18	forecasting	forecasting	NOUN
cana-653	384	19	study	study	NOUN
cana-653	384	20	rmse	rmse	PROPN
cana-653	384	21	mape	mape	NOUN
cana-653	384	22	accuracy	accuracy	NOUN
cana-653	384	23	s.	s.	PROPN
cana-653	384	24	sa'adah	sa'adah	PROPN
cana-653	384	25	al	al	PROPN
cana-653	384	26	.	.	PUNCT
cana-653	385	1	[	[	X
cana-653	385	2	21	21	NUM
cana-653	385	3	]	]	SYM
cana-653	385	4	1.83	1.83	NUM
cana-653	385	5	1.50	1.50	NUM
cana-653	385	6	%	%	NOUN
cana-653	385	7	90	90	NUM
cana-653	385	8	%	%	NOUN
cana-653	385	9	t.	t.	NOUN
cana-653	385	10	wanga	wanga	PROPN
cana-653	385	11	et	et	PROPN
cana-653	385	12	al	al	PROPN
cana-653	385	13	.	.	PUNCT
cana-653	386	1	[	[	X
cana-653	386	2	23	23	NUM
cana-653	386	3	]	]	SYM
cana-653	386	4	0.27	0.27	NUM
cana-653	386	5	0.67	0.67	NUM
cana-653	386	6	%	%	NOUN
cana-653	386	7	92.43	92.43	NUM
cana-653	386	8	%	%	NOUN
cana-653	386	9	h.	h.	NOUN
cana-653	386	10	bunyamin	bunyamin	NOUN
cana-653	386	11	[	[	X
cana-653	386	12	24	24	NUM
cana-653	386	13	]	]	PUNCT
cana-653	386	14	1.801	1.801	NUM
cana-653	386	15	1.427	1.427	NUM
cana-653	386	16	%	%	NOUN
cana-653	386	17	88.32	88.32	NUM
cana-653	386	18	%	%	NOUN
cana-653	386	19	the	the	DET
cana-653	386	20	proposed	propose	VERB
cana-653	386	21	system	system	NOUN
cana-653	386	22	1.05	1.05	NUM
cana-653	386	23	1.20	1.20	NUM
cana-653	386	24	%	%	NOUN
cana-653	386	25	94.58	94.58	NUM
cana-653	386	26	%	%	NOUN
cana-653	386	27	the	the	DET
cana-653	386	28	table	table	NOUN
cana-653	386	29	1	1	NUM
cana-653	386	30	provides	provide	VERB
cana-653	386	31	a	a	DET
cana-653	386	32	comparison	comparison	NOUN
cana-653	386	33	of	of	ADP
cana-653	386	34	root	root	NOUN
cana-653	386	35	mean	mean	ADJ
cana-653	386	36	-	-	PUNCT
cana-653	386	37	square	square	NOUN
cana-653	386	38	error	error	NOUN
cana-653	386	39	(	(	PUNCT
cana-653	386	40	rmse	rmse	NOUN
cana-653	386	41	)	)	PUNCT
cana-653	386	42	and	and	CCONJ
cana-653	386	43	mean	mean	VERB
cana-653	386	44	absolute	absolute	ADJ
cana-653	386	45	percentage	percentage	NOUN
cana-653	386	46	error	error	NOUN
cana-653	386	47	(	(	PUNCT
cana-653	386	48	mape	mape	NOUN
cana-653	386	49	)	)	PUNCT
cana-653	386	50	values	value	NOUN
cana-653	386	51	from	from	ADP
cana-653	386	52	different	different	ADJ
cana-653	386	53	studies	study	NOUN
cana-653	386	54	,	,	PUNCT
cana-653	386	55	including	include	VERB
cana-653	386	56	the	the	DET
cana-653	386	57	proposed	propose	VERB
cana-653	386	58	system	system	NOUN
cana-653	386	59	.	.	PUNCT
cana-653	387	1	the	the	DET
cana-653	387	2	first	first	ADJ
cana-653	387	3	row	row	NOUN
cana-653	387	4	corresponds	correspond	VERB
cana-653	387	5	to	to	ADP
cana-653	387	6	the	the	DET
cana-653	387	7	study	study	NOUN
cana-653	387	8	by	by	ADP
cana-653	387	9	s.	s.	PROPN
cana-653	387	10	sa'adah	sa'adah	PROPN
cana-653	387	11	and	and	CCONJ
cana-653	387	12	colleagues	colleague	NOUN
cana-653	388	1	[	[	X
cana-653	388	2	21	21	NUM
cana-653	388	3	]	]	PUNCT
cana-653	388	4	,	,	PUNCT
cana-653	388	5	showing	show	VERB
cana-653	388	6	an	an	DET
cana-653	388	7	rmse	rmse	NOUN
cana-653	388	8	of	of	ADP
cana-653	388	9	1.83	1.83	NUM
cana-653	388	10	and	and	CCONJ
cana-653	388	11	an	an	DET
cana-653	388	12	mape	mape	NOUN
cana-653	388	13	of	of	ADP
cana-653	388	14	1.54	1.54	NUM
cana-653	388	15	.	.	PUNCT
cana-653	389	1	the	the	DET
cana-653	389	2	second	second	ADJ
cana-653	389	3	row	row	NOUN
cana-653	389	4	represents	represent	VERB
cana-653	389	5	the	the	DET
cana-653	389	6	work	work	NOUN
cana-653	389	7	of	of	ADP
cana-653	389	8	t.	t.	PROPN
cana-653	389	9	wanga	wanga	PROPN
cana-653	389	10	and	and	CCONJ
cana-653	389	11	team	team	NOUN
cana-653	389	12	[	[	X
cana-653	389	13	23	23	NUM
cana-653	389	14	]	]	PUNCT
cana-653	389	15	,	,	PUNCT
cana-653	389	16	with	with	ADP
cana-653	389	17	an	an	DET
cana-653	389	18	rmse	rmse	NOUN
cana-653	389	19	of	of	ADP
cana-653	389	20	0.27	0.27	NUM
cana-653	389	21	and	and	CCONJ
cana-653	389	22	an	an	DET
cana-653	389	23	mape	mape	NOUN
cana-653	389	24	of	of	ADP
cana-653	389	25	0.67	0.67	NUM
cana-653	389	26	.	.	PUNCT
cana-653	390	1	the	the	DET
cana-653	390	2	third	third	ADJ
cana-653	390	3	row	row	NOUN
cana-653	390	4	pertains	pertain	VERB
cana-653	390	5	to	to	ADP
cana-653	390	6	the	the	DET
cana-653	390	7	research	research	NOUN
cana-653	390	8	conducted	conduct	VERB
cana-653	390	9	by	by	ADP
cana-653	390	10	h.	h.	PROPN
cana-653	390	11	bunyamin	bunyamin	PROPN
cana-653	390	12	[	[	X
cana-653	390	13	24	24	NUM
cana-653	390	14	]	]	PUNCT
cana-653	390	15	,	,	PUNCT
cana-653	390	16	indicating	indicate	VERB
cana-653	390	17	an	an	DET
cana-653	390	18	rmse	rmse	NOUN
cana-653	390	19	of	of	ADP
cana-653	390	20	1.801	1.801	NUM
cana-653	390	21	and	and	CCONJ
cana-653	390	22	an	an	DET
cana-653	390	23	mape	mape	NOUN
cana-653	390	24	of	of	ADP
cana-653	390	25	1.427	1.427	NUM
cana-653	390	26	.	.	PUNCT
cana-653	391	1	finally	finally	ADV
cana-653	391	2	,	,	PUNCT
cana-653	391	3	the	the	DET
cana-653	391	4	"	"	PUNCT
cana-653	391	5	proposed	propose	VERB
cana-653	391	6	system	system	NOUN
cana-653	391	7	"	"	PUNCT
cana-653	391	8	row	row	NOUN
cana-653	391	9	presents	present	VERB
cana-653	391	10	the	the	DET
cana-653	391	11	outcomes	outcome	NOUN
cana-653	391	12	of	of	ADP
cana-653	391	13	the	the	DET
cana-653	391	14	current	current	ADJ
cana-653	391	15	study	study	NOUN
cana-653	391	16	,	,	PUNCT
cana-653	391	17	with	with	ADP
cana-653	391	18	an	an	DET
cana-653	391	19	rmse	rmse	NOUN
cana-653	391	20	of	of	ADP
cana-653	391	21	1.05	1.05	NUM
cana-653	391	22	and	and	CCONJ
cana-653	391	23	an	an	DET
cana-653	391	24	mape	mape	NOUN
cana-653	391	25	of	of	ADP
cana-653	391	26	1.26	1.26	NUM
cana-653	391	27	.	.	PUNCT
cana-653	392	1	the	the	DET
cana-653	392	2	table	table	NOUN
cana-653	392	3	allows	allow	VERB
cana-653	392	4	for	for	ADP
cana-653	392	5	a	a	DET
cana-653	392	6	comparison	comparison	NOUN
cana-653	392	7	of	of	ADP
cana-653	392	8	prediction	prediction	NOUN
cana-653	392	9	accuracy	accuracy	NOUN
cana-653	392	10	across	across	ADP
cana-653	392	11	different	different	ADJ
cana-653	392	12	models	model	NOUN
cana-653	392	13	,	,	PUNCT
cana-653	392	14	with	with	ADP
cana-653	392	15	lower	low	ADJ
cana-653	392	16	values	value	NOUN
cana-653	392	17	indicating	indicate	VERB
cana-653	392	18	better	well	ADJ
cana-653	392	19	performance	performance	NOUN
cana-653	392	20	in	in	ADP
cana-653	392	21	terms	term	NOUN
cana-653	392	22	of	of	ADP
cana-653	392	23	forecasting	forecast	VERB
cana-653	392	24	errors	error	NOUN
cana-653	392	25	.	.	PUNCT
cana-653	393	1	comparatively	comparatively	ADV
cana-653	393	2	,	,	PUNCT
cana-653	393	3	the	the	DET
cana-653	393	4	proposed	propose	VERB
cana-653	393	5	system	system	NOUN
cana-653	393	6	achieved	achieve	VERB
cana-653	393	7	an	an	DET
cana-653	393	8	rmse	rmse	NOUN
cana-653	393	9	of	of	ADP
cana-653	393	10	1.05	1.05	NUM
cana-653	393	11	with	with	ADP
cana-653	393	12	a	a	DET
cana-653	393	13	mape	mape	NOUN
cana-653	393	14	of	of	ADP
cana-653	393	15	1.20	1.20	NUM
cana-653	393	16	%	%	NOUN
cana-653	393	17	,	,	PUNCT
cana-653	393	18	it	it	PRON
cana-653	393	19	indicated	indicate	VERB
cana-653	393	20	a	a	DET
cana-653	393	21	relatively	relatively	ADV
cana-653	393	22	low	low	ADJ
cana-653	393	23	percentage	percentage	NOUN
cana-653	393	24	deviation	deviation	NOUN
cana-653	393	25	,	,	PUNCT
cana-653	393	26	and	and	CCONJ
cana-653	393	27	graphical	graphical	ADJ
cana-653	393	28	represented	represent	VERB
cana-653	393	29	in	in	ADP
cana-653	393	30	figure	figure	NOUN
cana-653	393	31	2	2	NUM
cana-653	393	32	.	.	PUNCT
cana-653	393	33	communications	communication	NOUN
cana-653	393	34	on	on	ADP
cana-653	393	35	applied	apply	VERB
cana-653	393	36	nonlinear	nonlinear	ADJ
cana-653	393	37	analysis	analysis	NOUN
cana-653	393	38	issn	issn	NOUN
cana-653	393	39	:	:	PUNCT
cana-653	393	40	1074	1074	NUM
cana-653	393	41	-	-	PUNCT
cana-653	393	42	133x	133x	NUM
cana-653	393	43	vol	vol	NOUN
cana-653	393	44	31	31	NUM
cana-653	393	45	no	no	NOUN
cana-653	393	46	.	.	PUNCT
cana-653	394	1	2s	2s	NUM
cana-653	394	2	(	(	PUNCT
cana-653	394	3	2024	2024	NUM
cana-653	394	4	)	)	PUNCT
cana-653	394	5	354	354	NUM
cana-653	394	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-653	394	7	fig.2	fig.2	PROPN
cana-653	394	8	.	.	PUNCT
cana-653	394	9	performance	performance	NOUN
cana-653	394	10	evaluation	evaluation	NOUN
cana-653	394	11	of	of	ADP
cana-653	394	12	proposed	propose	VERB
cana-653	394	13	system	system	NOUN
cana-653	394	14	with	with	ADP
cana-653	394	15	existing	exist	VERB
cana-653	394	16	methods	method	NOUN
cana-653	394	17	notably	notably	ADV
cana-653	394	18	,	,	PUNCT
cana-653	394	19	the	the	DET
cana-653	394	20	proposed	propose	VERB
cana-653	394	21	system	system	NOUN
cana-653	394	22	exhibited	exhibit	VERB
cana-653	394	23	the	the	DET
cana-653	394	24	highest	high	ADJ
cana-653	394	25	accuracy	accuracy	NOUN
cana-653	394	26	of	of	ADP
cana-653	394	27	94.58	94.58	NUM
cana-653	394	28	%	%	NOUN
cana-653	394	29	among	among	ADP
cana-653	394	30	all	all	DET
cana-653	394	31	the	the	DET
cana-653	394	32	studies	study	NOUN
cana-653	394	33	,	,	PUNCT
cana-653	394	34	reflecting	reflect	VERB
cana-653	394	35	a	a	DET
cana-653	394	36	higher	high	ADJ
cana-653	394	37	percentage	percentage	NOUN
cana-653	394	38	of	of	ADP
cana-653	394	39	correct	correct	ADJ
cana-653	394	40	predictions	prediction	NOUN
cana-653	394	41	as	as	SCONJ
cana-653	394	42	described	describe	VERB
cana-653	394	43	in	in	ADP
cana-653	394	44	figure	figure	NOUN
cana-653	394	45	3	3	NUM
cana-653	395	1	.	.	X
cana-653	395	2	fig.3	fig.3	PROPN
cana-653	395	3	.	.	PUNCT
cana-653	395	4	accuracy	accuracy	NOUN
cana-653	395	5	of	of	ADP
cana-653	395	6	the	the	DET
cana-653	395	7	proposed	propose	VERB
cana-653	395	8	system	system	NOUN
cana-653	395	9	vs	vs	ADP
cana-653	395	10	existing	exist	VERB
cana-653	395	11	methods	method	NOUN
cana-653	395	12	.	.	PUNCT
cana-653	396	1	in	in	ADP
cana-653	396	2	summary	summary	NOUN
cana-653	396	3	,	,	PUNCT
cana-653	396	4	the	the	DET
cana-653	396	5	proposed	propose	VERB
cana-653	396	6	system	system	NOUN
cana-653	396	7	demonstrated	demonstrate	VERB
cana-653	396	8	competitive	competitive	ADJ
cana-653	396	9	performance	performance	NOUN
cana-653	396	10	in	in	ADP
cana-653	396	11	terms	term	NOUN
cana-653	396	12	of	of	ADP
cana-653	396	13	rmse	rmse	NOUN
cana-653	396	14	and	and	CCONJ
cana-653	396	15	mape	mape	NOUN
cana-653	396	16	compared	compare	VERB
cana-653	396	17	to	to	ADP
cana-653	396	18	the	the	DET
cana-653	396	19	previous	previous	ADJ
cana-653	396	20	studies	study	NOUN
cana-653	396	21	.	.	PUNCT
cana-653	397	1	although	although	SCONJ
cana-653	397	2	the	the	DET
cana-653	397	3	mae	mae	PROPN
cana-653	397	4	was	be	AUX
cana-653	397	5	slightly	slightly	ADV
cana-653	397	6	higher	high	ADJ
cana-653	397	7	,	,	PUNCT
cana-653	397	8	the	the	DET
cana-653	397	9	system	system	NOUN
cana-653	397	10	's	's	PART
cana-653	397	11	outstanding	outstanding	ADJ
cana-653	397	12	accuracy	accuracy	NOUN
cana-653	397	13	compensated	compensate	VERB
cana-653	397	14	for	for	ADP
cana-653	397	15	this	this	DET
cana-653	397	16	difference	difference	NOUN
cana-653	397	17	.	.	PUNCT
cana-653	398	1	these	these	DET
cana-653	398	2	findings	finding	NOUN
cana-653	398	3	underscored	underscore	VERB
cana-653	398	4	the	the	DET
cana-653	398	5	effectiveness	effectiveness	NOUN
cana-653	398	6	of	of	ADP
cana-653	398	7	the	the	DET
cana-653	398	8	proposed	propose	VERB
cana-653	398	9	system	system	NOUN
cana-653	398	10	in	in	ADP
cana-653	398	11	capturing	capture	VERB
cana-653	398	12	the	the	DET
cana-653	398	13	intricate	intricate	ADJ
cana-653	398	14	patterns	pattern	NOUN
cana-653	398	15	and	and	CCONJ
cana-653	398	16	fluctuations	fluctuation	NOUN
cana-653	398	17	in	in	ADP
cana-653	398	18	quarterly	quarterly	ADJ
cana-653	398	19	gdp	gdp	NOUN
cana-653	398	20	data	datum	NOUN
cana-653	398	21	,	,	PUNCT
cana-653	398	22	positioning	position	VERB
cana-653	398	23	it	it	PRON
cana-653	398	24	as	as	ADP
cana-653	398	25	a	a	DET
cana-653	398	26	valuable	valuable	ADJ
cana-653	398	27	tool	tool	NOUN
cana-653	398	28	for	for	ADP
cana-653	398	29	gdp	gdp	NOUN
cana-653	398	30	growth	growth	NOUN
cana-653	398	31	forecasting	forecasting	NOUN
cana-653	398	32	.	.	PUNCT
cana-653	399	1	5	5	X
cana-653	399	2	.	.	X
cana-653	399	3	analysing	analyse	VERB
cana-653	399	4	the	the	DET
cana-653	399	5	impact	impact	NOUN
cana-653	399	6	of	of	ADP
cana-653	399	7	bank	bank	NOUN
cana-653	399	8	crisis	crisis	NOUN
cana-653	399	9	on	on	ADP
cana-653	399	10	indian	indian	ADJ
cana-653	399	11	gdp	gdp	NOUN
cana-653	399	12	growth	growth	NOUN
cana-653	399	13	this	this	DET
cana-653	399	14	study	study	NOUN
cana-653	399	15	examines	examine	VERB
cana-653	399	16	the	the	DET
cana-653	399	17	impact	impact	NOUN
cana-653	399	18	of	of	ADP
cana-653	399	19	bank	bank	NOUN
cana-653	399	20	crises	crisis	NOUN
cana-653	399	21	on	on	ADP
cana-653	399	22	the	the	DET
cana-653	399	23	growth	growth	NOUN
cana-653	399	24	of	of	ADP
cana-653	399	25	the	the	DET
cana-653	399	26	indian	indian	ADJ
cana-653	399	27	economy	economy	NOUN
cana-653	399	28	in	in	ADP
cana-653	399	29	depth	depth	NOUN
cana-653	399	30	.	.	PUNCT
cana-653	400	1	it	it	PRON
cana-653	400	2	aims	aim	VERB
cana-653	400	3	to	to	PART
cana-653	400	4	investigate	investigate	VERB
cana-653	400	5	how	how	SCONJ
cana-653	400	6	financial	financial	ADJ
cana-653	400	7	insecurity	insecurity	NOUN
cana-653	400	8	and	and	CCONJ
cana-653	400	9	disruptions	disruption	NOUN
cana-653	400	10	in	in	ADP
cana-653	400	11	the	the	DET
cana-653	400	12	banking	banking	NOUN
cana-653	400	13	sector	sector	NOUN
cana-653	400	14	affect	affect	VERB
cana-653	400	15	india	india	PROPN
cana-653	400	16	's	's	PART
cana-653	400	17	overall	overall	ADJ
cana-653	400	18	gdp	gdp	NOUN
cana-653	400	19	1.83	1.83	NUM
cana-653	400	20	0.27	0.27	NUM
cana-653	400	21	1.801	1.801	NUM
cana-653	400	22	1.05	1.05	NUM
cana-653	400	23	1.54	1.54	NUM
cana-653	400	24	0.67	0.67	NUM
cana-653	400	25	1.67	1.67	NUM
cana-653	400	26	1.26	1.26	NUM
cana-653	400	27	0	0	NUM
cana-653	400	28	0.2	0.2	NUM
cana-653	400	29	0.4	0.4	NUM
cana-653	400	30	0.6	0.6	NUM
cana-653	400	31	0.8	0.8	NUM
cana-653	400	32	1	1	NUM
cana-653	400	33	1.2	1.2	NUM
cana-653	400	34	1.4	1.4	NUM
cana-653	400	35	1.6	1.6	NUM
cana-653	400	36	1.8	1.8	NUM
cana-653	400	37	2	2	NUM
cana-653	401	1	s.	s.	PROPN
cana-653	401	2	sa'adah	sa'adah	PROPN
cana-653	401	3	al	al	PROPN
cana-653	401	4	.	.	PUNCT
cana-653	402	1	[	[	X
cana-653	402	2	21	21	NUM
cana-653	402	3	]	]	X
cana-653	402	4	t.	t.	PROPN
cana-653	402	5	wanga	wanga	PROPN
cana-653	402	6	et	et	PROPN
cana-653	402	7	al	al	PROPN
cana-653	402	8	.	.	PUNCT
cana-653	403	1	[	[	X
cana-653	403	2	23	23	NUM
cana-653	403	3	]	]	X
cana-653	403	4	h.	h.	PROPN
cana-653	403	5	bunyamin	bunyamin	PROPN
cana-653	403	6	[	[	X
cana-653	403	7	24	24	NUM
cana-653	403	8	]	]	PUNCT
cana-653	403	9	proposed	propose	VERB
cana-653	403	10	system	system	NOUN
cana-653	403	11	rmse	rmse	NOUN
cana-653	403	12	and	and	CCONJ
cana-653	403	13	mape	mape	NOUN
cana-653	403	14	rmse	rmse	PROPN
cana-653	403	15	mape	mape	NOUN
cana-653	403	16	90	90	NUM
cana-653	403	17	92.43	92.43	NUM
cana-653	403	18	88.32	88.32	NUM
cana-653	403	19	94.58	94.58	NUM
cana-653	403	20	85	85	NUM
cana-653	403	21	86	86	NUM
cana-653	403	22	87	87	NUM
cana-653	403	23	88	88	NUM
cana-653	403	24	89	89	NUM
cana-653	403	25	90	90	NUM
cana-653	403	26	91	91	NUM
cana-653	403	27	92	92	NUM
cana-653	403	28	93	93	NUM
cana-653	403	29	94	94	NUM
cana-653	403	30	95	95	NUM
cana-653	403	31	96	96	NUM
cana-653	403	32	s.	s.	PROPN
cana-653	403	33	sa'adah	sa'adah	PROPN
cana-653	403	34	al	al	PROPN
cana-653	403	35	.	.	PUNCT
cana-653	404	1	[	[	X
cana-653	404	2	21	21	NUM
cana-653	404	3	]	]	X
cana-653	404	4	t.	t.	PROPN
cana-653	404	5	wanga	wanga	PROPN
cana-653	404	6	et	et	PROPN
cana-653	404	7	al	al	PROPN
cana-653	404	8	.	.	PUNCT
cana-653	405	1	[	[	X
cana-653	405	2	23	23	NUM
cana-653	405	3	]	]	X
cana-653	405	4	h.	h.	PROPN
cana-653	405	5	bunyamin	bunyamin	PROPN
cana-653	405	6	[	[	X
cana-653	405	7	24	24	NUM
cana-653	405	8	]	]	PUNCT
cana-653	405	9	proposed	propose	VERB
cana-653	405	10	system	system	NOUN
cana-653	405	11	accuracy	accuracy	NOUN
cana-653	405	12	%	%	NOUN
cana-653	405	13	communications	communication	NOUN
cana-653	405	14	on	on	ADP
cana-653	405	15	applied	apply	VERB
cana-653	405	16	nonlinear	nonlinear	ADJ
cana-653	405	17	analysis	analysis	NOUN
cana-653	405	18	issn	issn	NOUN
cana-653	405	19	:	:	PUNCT
cana-653	405	20	1074	1074	NUM
cana-653	405	21	-	-	PUNCT
cana-653	405	22	133x	133x	NUM
cana-653	405	23	vol	vol	NOUN
cana-653	405	24	31	31	NUM
cana-653	405	25	no	no	NOUN
cana-653	405	26	.	.	PUNCT
cana-653	406	1	2s	2s	NUM
cana-653	406	2	(	(	PUNCT
cana-653	406	3	2024	2024	NUM
cana-653	406	4	)	)	PUNCT
cana-653	406	5	355	355	NUM
cana-653	406	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	406	7	growth	growth	NOUN
cana-653	406	8	.	.	PUNCT
cana-653	407	1	the	the	DET
cana-653	407	2	study	study	NOUN
cana-653	407	3	assesses	assess	VERB
cana-653	407	4	the	the	DET
cana-653	407	5	extent	extent	NOUN
cana-653	407	6	and	and	CCONJ
cana-653	407	7	nature	nature	NOUN
cana-653	407	8	of	of	ADP
cana-653	407	9	this	this	DET
cana-653	407	10	impact	impact	NOUN
cana-653	407	11	by	by	ADP
cana-653	407	12	utilizing	utilize	VERB
cana-653	407	13	comprehensive	comprehensive	ADJ
cana-653	407	14	data	datum	NOUN
cana-653	407	15	analysis	analysis	NOUN
cana-653	407	16	and	and	CCONJ
cana-653	407	17	statistical	statistical	ADJ
cana-653	407	18	techniques	technique	NOUN
cana-653	407	19	while	while	SCONJ
cana-653	407	20	taking	take	VERB
cana-653	407	21	into	into	ADP
cana-653	407	22	account	account	NOUN
cana-653	407	23	various	various	ADJ
cana-653	407	24	economic	economic	ADJ
cana-653	407	25	indicators	indicator	NOUN
cana-653	407	26	and	and	CCONJ
cana-653	407	27	factors	factor	NOUN
cana-653	407	28	.	.	PUNCT
cana-653	408	1	the	the	DET
cana-653	408	2	study	study	NOUN
cana-653	408	3	looks	look	VERB
cana-653	408	4	into	into	ADP
cana-653	408	5	the	the	DET
cana-653	408	6	complex	complex	ADJ
cana-653	408	7	relationship	relationship	NOUN
cana-653	408	8	between	between	ADP
cana-653	408	9	bank	bank	NOUN
cana-653	408	10	crises	crisis	NOUN
cana-653	408	11	and	and	CCONJ
cana-653	408	12	key	key	ADJ
cana-653	408	13	aspects	aspect	NOUN
cana-653	408	14	of	of	ADP
cana-653	408	15	the	the	DET
cana-653	408	16	indian	indian	ADJ
cana-653	408	17	economy	economy	NOUN
cana-653	408	18	,	,	PUNCT
cana-653	408	19	such	such	ADJ
cana-653	408	20	as	as	ADP
cana-653	408	21	investment	investment	NOUN
cana-653	408	22	patterns	pattern	NOUN
cana-653	408	23	,	,	PUNCT
cana-653	408	24	credit	credit	NOUN
cana-653	408	25	availability	availability	NOUN
cana-653	408	26	,	,	PUNCT
cana-653	408	27	consumer	consumer	NOUN
cana-653	408	28	spending	spending	NOUN
cana-653	408	29	,	,	PUNCT
cana-653	408	30	and	and	CCONJ
cana-653	408	31	business	business	NOUN
cana-653	408	32	confidence	confidence	NOUN
cana-653	408	33	.	.	PUNCT
cana-653	409	1	the	the	DET
cana-653	409	2	paper	paper	NOUN
cana-653	409	3	intends	intend	VERB
cana-653	409	4	to	to	PART
cana-653	409	5	shed	shed	VERB
cana-653	409	6	light	light	NOUN
cana-653	409	7	on	on	ADP
cana-653	409	8	the	the	DET
cana-653	409	9	mechanisms	mechanism	NOUN
cana-653	409	10	by	by	ADP
cana-653	409	11	which	which	PRON
cana-653	409	12	bank	bank	NOUN
cana-653	409	13	crises	crise	VERB
cana-653	409	14	influence	influence	VERB
cana-653	409	15	gdp	gdp	NOUN
cana-653	409	16	growth	growth	NOUN
cana-653	409	17	by	by	ADP
cana-653	409	18	analyzing	analyze	VERB
cana-653	409	19	these	these	DET
cana-653	409	20	factors	factor	NOUN
cana-653	409	21	.	.	PUNCT
cana-653	410	1	the	the	DET
cana-653	410	2	findings	finding	NOUN
cana-653	410	3	provide	provide	VERB
cana-653	410	4	valuable	valuable	ADJ
cana-653	410	5	insights	insight	NOUN
cana-653	410	6	into	into	ADP
cana-653	410	7	the	the	DET
cana-653	410	8	consequences	consequence	NOUN
cana-653	410	9	of	of	ADP
cana-653	410	10	financial	financial	ADJ
cana-653	410	11	instability	instability	NOUN
cana-653	410	12	and	and	CCONJ
cana-653	410	13	disruptions	disruption	NOUN
cana-653	410	14	in	in	ADP
cana-653	410	15	the	the	DET
cana-653	410	16	banking	banking	NOUN
cana-653	410	17	sector	sector	NOUN
cana-653	410	18	,	,	PUNCT
cana-653	410	19	providing	provide	VERB
cana-653	410	20	policymakers	policymaker	NOUN
cana-653	410	21	and	and	CCONJ
cana-653	410	22	stakeholders	stakeholder	NOUN
cana-653	410	23	with	with	ADP
cana-653	410	24	a	a	DET
cana-653	410	25	better	well	ADJ
cana-653	410	26	understanding	understanding	NOUN
cana-653	410	27	of	of	ADP
cana-653	410	28	potential	potential	ADJ
cana-653	410	29	mitigation	mitigation	NOUN
cana-653	410	30	strategies	strategy	NOUN
cana-653	410	31	for	for	ADP
cana-653	410	32	the	the	DET
cana-653	410	33	indian	indian	ADJ
cana-653	410	34	economy	economy	NOUN
cana-653	410	35	.	.	PUNCT
cana-653	411	1	furthermore	furthermore	ADV
cana-653	411	2	,	,	PUNCT
cana-653	411	3	this	this	DET
cana-653	411	4	study	study	NOUN
cana-653	411	5	adds	add	VERB
cana-653	411	6	to	to	ADP
cana-653	411	7	the	the	DET
cana-653	411	8	existing	exist	VERB
cana-653	411	9	literature	literature	NOUN
cana-653	411	10	by	by	ADP
cana-653	411	11	providing	provide	VERB
cana-653	411	12	a	a	DET
cana-653	411	13	novel	novel	ADJ
cana-653	411	14	analysis	analysis	NOUN
cana-653	411	15	that	that	PRON
cana-653	411	16	is	be	AUX
cana-653	411	17	specific	specific	ADJ
cana-653	411	18	to	to	ADP
cana-653	411	19	the	the	DET
cana-653	411	20	indian	indian	ADJ
cana-653	411	21	context	context	NOUN
cana-653	411	22	.	.	PUNCT
cana-653	412	1	it	it	PRON
cana-653	412	2	acknowledges	acknowledge	VERB
cana-653	412	3	the	the	DET
cana-653	412	4	distinct	distinct	ADJ
cana-653	412	5	characteristics	characteristic	NOUN
cana-653	412	6	of	of	ADP
cana-653	412	7	the	the	DET
cana-653	412	8	indian	indian	ADJ
cana-653	412	9	economy	economy	NOUN
cana-653	412	10	and	and	CCONJ
cana-653	412	11	banking	banking	NOUN
cana-653	412	12	sector	sector	NOUN
cana-653	412	13	,	,	PUNCT
cana-653	412	14	which	which	PRON
cana-653	412	15	play	play	VERB
cana-653	412	16	an	an	DET
cana-653	412	17	important	important	ADJ
cana-653	412	18	role	role	NOUN
cana-653	412	19	in	in	ADP
cana-653	412	20	shaping	shape	VERB
cana-653	412	21	the	the	DET
cana-653	412	22	outcomes	outcome	NOUN
cana-653	412	23	of	of	ADP
cana-653	412	24	bank	bank	NOUN
cana-653	412	25	crises	crisis	NOUN
cana-653	412	26	.	.	PUNCT
cana-653	413	1	the	the	DET
cana-653	413	2	study	study	NOUN
cana-653	413	3	aims	aim	VERB
cana-653	413	4	to	to	PART
cana-653	413	5	provide	provide	VERB
cana-653	413	6	tailored	tailored	ADJ
cana-653	413	7	insights	insight	NOUN
cana-653	413	8	and	and	CCONJ
cana-653	413	9	recommendations	recommendation	NOUN
cana-653	413	10	for	for	ADP
cana-653	413	11	improving	improve	VERB
cana-653	413	12	the	the	DET
cana-653	413	13	resilience	resilience	NOUN
cana-653	413	14	and	and	CCONJ
cana-653	413	15	sustainability	sustainability	NOUN
cana-653	413	16	of	of	ADP
cana-653	413	17	the	the	DET
cana-653	413	18	indian	indian	ADJ
cana-653	413	19	economy	economy	NOUN
cana-653	413	20	by	by	ADP
cana-653	413	21	examining	examine	VERB
cana-653	413	22	the	the	DET
cana-653	413	23	impact	impact	NOUN
cana-653	413	24	in	in	ADP
cana-653	413	25	this	this	DET
cana-653	413	26	context	context	NOUN
cana-653	413	27	.	.	PUNCT
cana-653	414	1	finally	finally	ADV
cana-653	414	2	,	,	PUNCT
cana-653	414	3	this	this	DET
cana-653	414	4	study	study	NOUN
cana-653	414	5	provides	provide	VERB
cana-653	414	6	a	a	DET
cana-653	414	7	thorough	thorough	ADJ
cana-653	414	8	examination	examination	NOUN
cana-653	414	9	of	of	ADP
cana-653	414	10	the	the	DET
cana-653	414	11	impact	impact	NOUN
cana-653	414	12	of	of	ADP
cana-653	414	13	bank	bank	NOUN
cana-653	414	14	crises	crisis	NOUN
cana-653	414	15	on	on	ADP
cana-653	414	16	indian	indian	ADJ
cana-653	414	17	gdp	gdp	NOUN
cana-653	414	18	growth	growth	NOUN
cana-653	414	19	.	.	PUNCT
cana-653	415	1	through	through	ADP
cana-653	415	2	an	an	DET
cana-653	415	3	examination	examination	NOUN
cana-653	415	4	of	of	ADP
cana-653	415	5	various	various	ADJ
cana-653	415	6	economic	economic	ADJ
cana-653	415	7	indicators	indicator	NOUN
cana-653	415	8	and	and	CCONJ
cana-653	415	9	factors	factor	NOUN
cana-653	415	10	,	,	PUNCT
cana-653	415	11	it	it	PRON
cana-653	415	12	provides	provide	VERB
cana-653	415	13	a	a	DET
cana-653	415	14	nuanced	nuanced	ADJ
cana-653	415	15	understanding	understanding	NOUN
cana-653	415	16	of	of	ADP
cana-653	415	17	the	the	DET
cana-653	415	18	consequences	consequence	NOUN
cana-653	415	19	and	and	CCONJ
cana-653	415	20	potential	potential	ADJ
cana-653	415	21	strategies	strategy	NOUN
cana-653	415	22	for	for	ADP
cana-653	415	23	managing	manage	VERB
cana-653	415	24	financial	financial	ADJ
cana-653	415	25	instability	instability	NOUN
cana-653	415	26	and	and	CCONJ
cana-653	415	27	disruptions	disruption	NOUN
cana-653	415	28	in	in	ADP
cana-653	415	29	the	the	DET
cana-653	415	30	banking	banking	NOUN
cana-653	415	31	sector	sector	NOUN
cana-653	415	32	.	.	PUNCT
cana-653	416	1	the	the	DET
cana-653	416	2	study	study	NOUN
cana-653	416	3	's	's	PART
cana-653	416	4	findings	finding	NOUN
cana-653	416	5	have	have	VERB
cana-653	416	6	implications	implication	NOUN
cana-653	416	7	for	for	ADP
cana-653	416	8	making	make	VERB
cana-653	416	9	informed	informed	ADJ
cana-653	416	10	decisions	decision	NOUN
cana-653	416	11	and	and	CCONJ
cana-653	416	12	developing	develop	VERB
cana-653	416	13	policies	policy	NOUN
cana-653	416	14	that	that	PRON
cana-653	416	15	promote	promote	VERB
cana-653	416	16	a	a	DET
cana-653	416	17	robust	robust	ADJ
cana-653	416	18	and	and	CCONJ
cana-653	416	19	thriving	thrive	VERB
cana-653	416	20	economy	economy	NOUN
cana-653	416	21	in	in	ADP
cana-653	416	22	the	the	DET
cana-653	416	23	face	face	NOUN
cana-653	416	24	of	of	ADP
cana-653	416	25	bank	bank	NOUN
cana-653	416	26	crises	crisis	NOUN
cana-653	416	27	.	.	PUNCT
cana-653	417	1	the	the	DET
cana-653	417	2	table	table	NOUN
cana-653	417	3	2	2	NUM
cana-653	417	4	below	below	ADV
cana-653	417	5	provides	provide	VERB
cana-653	417	6	a	a	DET
cana-653	417	7	thorough	thorough	ADJ
cana-653	417	8	summary	summary	NOUN
cana-653	417	9	of	of	ADP
cana-653	417	10	research	research	NOUN
cana-653	417	11	studies	study	NOUN
cana-653	417	12	examining	examine	VERB
cana-653	417	13	the	the	DET
cana-653	417	14	impact	impact	NOUN
cana-653	417	15	of	of	ADP
cana-653	417	16	bank	bank	NOUN
cana-653	417	17	crises	crisis	NOUN
cana-653	417	18	on	on	ADP
cana-653	417	19	the	the	DET
cana-653	417	20	growth	growth	NOUN
cana-653	417	21	of	of	ADP
cana-653	417	22	the	the	DET
cana-653	417	23	indian	indian	ADJ
cana-653	417	24	economy	economy	NOUN
cana-653	417	25	.	.	PUNCT
cana-653	418	1	each	each	DET
cana-653	418	2	column	column	NOUN
cana-653	418	3	of	of	ADP
cana-653	418	4	the	the	DET
cana-653	418	5	table	table	NOUN
cana-653	418	6	corresponds	correspond	VERB
cana-653	418	7	to	to	ADP
cana-653	418	8	a	a	DET
cana-653	418	9	specific	specific	ADJ
cana-653	418	10	aspect	aspect	NOUN
cana-653	418	11	of	of	ADP
cana-653	418	12	the	the	DET
cana-653	418	13	research	research	NOUN
cana-653	418	14	,	,	PUNCT
cana-653	418	15	including	include	VERB
cana-653	418	16	the	the	DET
cana-653	418	17	methodology	methodology	NOUN
cana-653	418	18	employed	employ	VERB
cana-653	418	19	,	,	PUNCT
cana-653	418	20	key	key	ADJ
cana-653	418	21	findings	finding	NOUN
cana-653	418	22	,	,	PUNCT
cana-653	418	23	identified	identify	VERB
cana-653	418	24	research	research	NOUN
cana-653	418	25	gaps	gap	NOUN
cana-653	418	26	,	,	PUNCT
cana-653	418	27	obtained	obtain	VERB
cana-653	418	28	results	result	NOUN
cana-653	418	29	,	,	PUNCT
cana-653	418	30	and	and	CCONJ
cana-653	418	31	concluding	conclude	VERB
cana-653	418	32	remarks	remark	NOUN
cana-653	418	33	.	.	PUNCT
cana-653	419	1	furthermore	furthermore	ADV
cana-653	419	2	,	,	PUNCT
cana-653	419	3	the	the	DET
cana-653	419	4	table	table	NOUN
cana-653	419	5	emphasizes	emphasize	VERB
cana-653	419	6	the	the	DET
cana-653	419	7	research	research	NOUN
cana-653	419	8	's	's	PART
cana-653	419	9	implications	implication	NOUN
cana-653	419	10	for	for	ADP
cana-653	419	11	gdp	gdp	NOUN
cana-653	419	12	growth	growth	NOUN
cana-653	419	13	while	while	SCONJ
cana-653	419	14	acknowledging	acknowledge	VERB
cana-653	419	15	the	the	DET
cana-653	419	16	studies	study	NOUN
cana-653	419	17	'	'	PART
cana-653	419	18	flaws	flaw	NOUN
cana-653	419	19	.	.	PUNCT
cana-653	420	1	by	by	ADP
cana-653	420	2	combining	combine	VERB
cana-653	420	3	these	these	DET
cana-653	420	4	aspects	aspect	NOUN
cana-653	420	5	,	,	PUNCT
cana-653	420	6	the	the	DET
cana-653	420	7	table	table	NOUN
cana-653	420	8	offers	offer	VERB
cana-653	420	9	useful	useful	ADJ
cana-653	420	10	insights	insight	NOUN
cana-653	420	11	into	into	ADP
cana-653	420	12	the	the	DET
cana-653	420	13	complex	complex	ADJ
cana-653	420	14	relationship	relationship	NOUN
cana-653	420	15	between	between	ADP
cana-653	420	16	bank	bank	NOUN
cana-653	420	17	crises	crisis	NOUN
cana-653	420	18	and	and	CCONJ
cana-653	420	19	their	their	PRON
cana-653	420	20	repercussions	repercussion	NOUN
cana-653	420	21	on	on	ADP
cana-653	420	22	the	the	DET
cana-653	420	23	indian	indian	ADJ
cana-653	420	24	economy	economy	NOUN
cana-653	420	25	,	,	PUNCT
cana-653	420	26	enabling	enable	VERB
cana-653	420	27	policymakers	policymaker	NOUN
cana-653	420	28	and	and	CCONJ
cana-653	420	29	researchers	researcher	NOUN
cana-653	420	30	in	in	ADP
cana-653	420	31	developing	develop	VERB
cana-653	420	32	a	a	DET
cana-653	420	33	better	well	ADJ
cana-653	420	34	knowledge	knowledge	NOUN
cana-653	420	35	of	of	ADP
cana-653	420	36	this	this	DET
cana-653	420	37	critical	critical	ADJ
cana-653	420	38	subject	subject	NOUN
cana-653	420	39	.	.	PUNCT
cana-653	421	1	table	table	NOUN
cana-653	421	2	2	2	NUM
cana-653	421	3	.	.	X
cana-653	421	4	review	review	NOUN
cana-653	421	5	of	of	ADP
cana-653	421	6	bank	bank	NOUN
cana-653	421	7	crisis	crisis	NOUN
cana-653	421	8	on	on	ADP
cana-653	421	9	indian	indian	PROPN
cana-653	421	10	gdp	gdp	NOUN
cana-653	421	11	growth	growth	NOUN
cana-653	421	12	method	method	NOUN
cana-653	421	13	findings	finding	VERB
cana-653	421	14	research	research	NOUN
cana-653	421	15	gaps	gap	NOUN
cana-653	421	16	results	result	VERB
cana-653	421	17	conclusion	conclusion	NOUN
cana-653	421	18	impact	impact	NOUN
cana-653	421	19	on	on	ADP
cana-653	421	20	gdp	gdp	NOUN
cana-653	421	21	growth	growth	NOUN
cana-653	421	22	limitations	limitations	PROPN
cana-653	421	23	behera	behera	PROPN
cana-653	421	24	et	et	PROPN
cana-653	421	25	al	al	PROPN
cana-653	421	26	.	.	PROPN
cana-653	422	1	(	(	PUNCT
cana-653	422	2	2019	2019	NUM
cana-653	422	3	)	)	PUNCT
cana-653	423	1	[	[	X
cana-653	423	2	25	25	NUM
cana-653	423	3	]	]	PUNCT
cana-653	423	4	explored	explore	VERB
cana-653	423	5	the	the	DET
cana-653	423	6	impact	impact	NOUN
cana-653	423	7	of	of	ADP
cana-653	423	8	banking	banking	NOUN
cana-653	423	9	sector	sector	NOUN
cana-653	423	10	crises	crisis	NOUN
cana-653	423	11	on	on	ADP
cana-653	423	12	indian	indian	ADJ
cana-653	423	13	gdp	gdp	NOUN
cana-653	423	14	growth	growth	NOUN
cana-653	423	15	.	.	PUNCT
cana-653	424	1	identified	identify	VERB
cana-653	424	2	the	the	DET
cana-653	424	3	need	need	NOUN
cana-653	424	4	for	for	ADP
cana-653	424	5	further	further	ADJ
cana-653	424	6	research	research	NOUN
cana-653	424	7	on	on	ADP
cana-653	424	8	the	the	DET
cana-653	424	9	spillover	spillover	NOUN
cana-653	424	10	effects	effect	NOUN
cana-653	424	11	of	of	ADP
cana-653	424	12	banking	banking	NOUN
cana-653	424	13	crises	crisis	NOUN
cana-653	424	14	on	on	ADP
cana-653	424	15	different	different	ADJ
cana-653	424	16	sectors	sector	NOUN
cana-653	424	17	of	of	ADP
cana-653	424	18	the	the	DET
cana-653	424	19	economy	economy	NOUN
cana-653	424	20	.	.	PUNCT
cana-653	425	1	found	find	VERB
cana-653	425	2	a	a	DET
cana-653	425	3	negative	negative	ADJ
cana-653	425	4	relationship	relationship	NOUN
cana-653	425	5	between	between	ADP
cana-653	425	6	banking	banking	NOUN
cana-653	425	7	sector	sector	NOUN
cana-653	425	8	crises	crisis	NOUN
cana-653	425	9	and	and	CCONJ
cana-653	425	10	gdp	gdp	NOUN
cana-653	425	11	growth	growth	NOUN
cana-653	425	12	in	in	ADP
cana-653	425	13	india	india	PROPN
cana-653	425	14	.	.	PUNCT
cana-653	426	1	concluded	conclude	VERB
cana-653	426	2	that	that	SCONJ
cana-653	426	3	bank	bank	NOUN
cana-653	426	4	crises	crisis	NOUN
cana-653	426	5	have	have	VERB
cana-653	426	6	significant	significant	ADJ
cana-653	426	7	adverse	adverse	ADJ
cana-653	426	8	effects	effect	NOUN
cana-653	426	9	on	on	ADP
cana-653	426	10	the	the	DET
cana-653	426	11	overall	overall	ADJ
cana-653	426	12	economic	economic	ADJ
cana-653	426	13	growth	growth	NOUN
cana-653	426	14	and	and	CCONJ
cana-653	426	15	require	require	VERB
cana-653	426	16	effective	effective	ADJ
cana-653	426	17	policy	policy	NOUN
cana-653	426	18	interventions	intervention	NOUN
cana-653	426	19	.	.	PUNCT
cana-653	427	1	demonstrated	demonstrate	VERB
cana-653	427	2	a	a	DET
cana-653	427	3	negative	negative	ADJ
cana-653	427	4	impact	impact	NOUN
cana-653	427	5	of	of	ADP
cana-653	427	6	bank	bank	NOUN
cana-653	427	7	crises	crisis	NOUN
cana-653	427	8	on	on	ADP
cana-653	427	9	gdp	gdp	NOUN
cana-653	427	10	growth	growth	NOUN
cana-653	427	11	in	in	ADP
cana-653	427	12	india	india	PROPN
cana-653	427	13	.	.	PUNCT
cana-653	428	1	did	do	AUX
cana-653	428	2	not	not	PART
cana-653	428	3	explicitly	explicitly	ADV
cana-653	428	4	discuss	discuss	VERB
cana-653	428	5	the	the	DET
cana-653	428	6	limitations	limitation	NOUN
cana-653	428	7	of	of	ADP
cana-653	428	8	the	the	DET
cana-653	428	9	study	study	NOUN
cana-653	428	10	.	.	PUNCT
cana-653	429	1	communications	communication	NOUN
cana-653	429	2	on	on	ADP
cana-653	429	3	applied	apply	VERB
cana-653	429	4	nonlinear	nonlinear	ADJ
cana-653	429	5	analysis	analysis	NOUN
cana-653	429	6	issn	issn	NOUN
cana-653	429	7	:	:	PUNCT
cana-653	429	8	1074	1074	NUM
cana-653	429	9	-	-	PUNCT
cana-653	429	10	133x	133x	NUM
cana-653	429	11	vol	vol	NOUN
cana-653	429	12	31	31	NUM
cana-653	429	13	no	no	NOUN
cana-653	429	14	.	.	PUNCT
cana-653	430	1	2s	2s	NUM
cana-653	430	2	(	(	PUNCT
cana-653	430	3	2024	2024	NUM
cana-653	430	4	)	)	PUNCT
cana-653	430	5	356	356	NUM
cana-653	430	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	430	7	smith	smith	PROPN
cana-653	430	8	et	et	PROPN
cana-653	430	9	al	al	PROPN
cana-653	430	10	.	.	PROPN
cana-653	430	11	(	(	PUNCT
cana-653	430	12	2020	2020	NUM
cana-653	430	13	)	)	PUNCT
cana-653	431	1	[	[	X
cana-653	431	2	26	26	NUM
cana-653	431	3	]	]	PUNCT
cana-653	431	4	investigated	investigate	VERB
cana-653	431	5	the	the	DET
cana-653	431	6	relationship	relationship	NOUN
cana-653	431	7	between	between	ADP
cana-653	431	8	banking	banking	NOUN
cana-653	431	9	crises	crisis	NOUN
cana-653	431	10	and	and	CCONJ
cana-653	431	11	economic	economic	ADJ
cana-653	431	12	growth	growth	NOUN
cana-653	431	13	in	in	ADP
cana-653	431	14	india	india	PROPN
cana-653	431	15	.	.	PUNCT
cana-653	432	1	highlighted	highlight	VERB
cana-653	432	2	the	the	DET
cana-653	432	3	need	need	NOUN
cana-653	432	4	for	for	ADP
cana-653	432	5	more	more	ADJ
cana-653	432	6	research	research	NOUN
cana-653	432	7	on	on	ADP
cana-653	432	8	the	the	DET
cana-653	432	9	mechanisms	mechanism	NOUN
cana-653	432	10	through	through	ADP
cana-653	432	11	which	which	PRON
cana-653	432	12	banking	banking	NOUN
cana-653	432	13	crises	crisis	NOUN
cana-653	432	14	affect	affect	VERB
cana-653	432	15	gdp	gdp	NOUN
cana-653	432	16	growth	growth	NOUN
cana-653	432	17	in	in	ADP
cana-653	432	18	india	india	PROPN
cana-653	432	19	.	.	PUNCT
cana-653	433	1	reported	report	VERB
cana-653	433	2	a	a	DET
cana-653	433	3	significant	significant	ADJ
cana-653	433	4	negative	negative	ADJ
cana-653	433	5	association	association	NOUN
cana-653	433	6	between	between	ADP
cana-653	433	7	banking	banking	NOUN
cana-653	433	8	crises	crisis	NOUN
cana-653	433	9	and	and	CCONJ
cana-653	433	10	economic	economic	ADJ
cana-653	433	11	growth	growth	NOUN
cana-653	433	12	in	in	ADP
cana-653	433	13	india	india	PROPN
cana-653	433	14	.	.	PUNCT
cana-653	434	1	concluded	conclude	VERB
cana-653	434	2	that	that	SCONJ
cana-653	434	3	banking	banking	NOUN
cana-653	434	4	crises	crisis	NOUN
cana-653	434	5	have	have	VERB
cana-653	434	6	detrimental	detrimental	ADJ
cana-653	434	7	effects	effect	NOUN
cana-653	434	8	on	on	ADP
cana-653	434	9	the	the	DET
cana-653	434	10	overall	overall	ADJ
cana-653	434	11	economic	economic	ADJ
cana-653	434	12	performance	performance	NOUN
cana-653	434	13	of	of	ADP
cana-653	434	14	india	india	PROPN
cana-653	434	15	.	.	PUNCT
cana-653	435	1	provided	provide	VERB
cana-653	435	2	evidence	evidence	NOUN
cana-653	435	3	of	of	ADP
cana-653	435	4	a	a	DET
cana-653	435	5	negative	negative	ADJ
cana-653	435	6	impact	impact	NOUN
cana-653	435	7	of	of	ADP
cana-653	435	8	banking	banking	NOUN
cana-653	435	9	crises	crisis	NOUN
cana-653	435	10	on	on	ADP
cana-653	435	11	gdp	gdp	NOUN
cana-653	435	12	growth	growth	NOUN
cana-653	435	13	in	in	ADP
cana-653	435	14	india	india	PROPN
cana-653	435	15	.	.	PUNCT
cana-653	436	1	did	do	AUX
cana-653	436	2	not	not	PART
cana-653	436	3	explicitly	explicitly	ADV
cana-653	436	4	mention	mention	VERB
cana-653	436	5	the	the	DET
cana-653	436	6	limitations	limitation	NOUN
cana-653	436	7	of	of	ADP
cana-653	436	8	the	the	DET
cana-653	436	9	study	study	NOUN
cana-653	436	10	.	.	PUNCT
cana-653	437	1	sharma	sharma	PROPN
cana-653	437	2	et	et	PROPN
cana-653	437	3	al	al	PROPN
cana-653	437	4	.	.	PROPN
cana-653	438	1	(	(	PUNCT
cana-653	438	2	2018	2018	NUM
cana-653	438	3	)	)	PUNCT
cana-653	439	1	[	[	X
cana-653	439	2	27	27	NUM
cana-653	439	3	]	]	PUNCT
cana-653	439	4	examined	examine	VERB
cana-653	439	5	the	the	DET
cana-653	439	6	impact	impact	NOUN
cana-653	439	7	of	of	ADP
cana-653	439	8	banking	banking	NOUN
cana-653	439	9	sector	sector	NOUN
cana-653	439	10	crises	crisis	NOUN
cana-653	439	11	on	on	ADP
cana-653	439	12	gdp	gdp	NOUN
cana-653	439	13	growth	growth	NOUN
cana-653	439	14	using	use	VERB
cana-653	439	15	econometric	econometric	ADJ
cana-653	439	16	modelling	modelling	NOUN
cana-653	439	17	techniques	technique	NOUN
cana-653	439	18	.	.	PUNCT
cana-653	440	1	suggested	suggest	VERB
cana-653	440	2	the	the	DET
cana-653	440	3	need	need	NOUN
cana-653	440	4	for	for	ADP
cana-653	440	5	further	further	ADJ
cana-653	440	6	investigation	investigation	NOUN
cana-653	440	7	into	into	ADP
cana-653	440	8	the	the	DET
cana-653	440	9	role	role	NOUN
cana-653	440	10	of	of	ADP
cana-653	440	11	financial	financial	ADJ
cana-653	440	12	institutions	institution	NOUN
cana-653	440	13	and	and	CCONJ
cana-653	440	14	regulatory	regulatory	ADJ
cana-653	440	15	frameworks	framework	NOUN
cana-653	440	16	in	in	ADP
cana-653	440	17	managing	manage	VERB
cana-653	440	18	the	the	DET
cana-653	440	19	impact	impact	NOUN
cana-653	440	20	of	of	ADP
cana-653	440	21	banking	banking	NOUN
cana-653	440	22	crises	crisis	NOUN
cana-653	440	23	on	on	ADP
cana-653	440	24	gdp	gdp	NOUN
cana-653	440	25	growth	growth	NOUN
cana-653	440	26	.	.	PUNCT
cana-653	441	1	found	find	VERB
cana-653	441	2	a	a	DET
cana-653	441	3	longterm	longterm	ADJ
cana-653	441	4	negative	negative	ADJ
cana-653	441	5	impact	impact	NOUN
cana-653	441	6	of	of	ADP
cana-653	441	7	banking	banking	NOUN
cana-653	441	8	crises	crisis	NOUN
cana-653	441	9	on	on	ADP
cana-653	441	10	gdp	gdp	NOUN
cana-653	441	11	growth	growth	NOUN
cana-653	441	12	in	in	ADP
cana-653	441	13	india	india	PROPN
cana-653	441	14	.	.	PUNCT
cana-653	442	1	concluded	conclude	VERB
cana-653	442	2	that	that	SCONJ
cana-653	442	3	banking	banking	NOUN
cana-653	442	4	sector	sector	NOUN
cana-653	442	5	crises	crisis	NOUN
cana-653	442	6	have	have	VERB
cana-653	442	7	significant	significant	ADJ
cana-653	442	8	and	and	CCONJ
cana-653	442	9	persistent	persistent	ADJ
cana-653	442	10	adverse	adverse	ADJ
cana-653	442	11	effects	effect	NOUN
cana-653	442	12	on	on	ADP
cana-653	442	13	the	the	DET
cana-653	442	14	indian	indian	ADJ
cana-653	442	15	economy	economy	NOUN
cana-653	442	16	.	.	PUNCT
cana-653	443	1	identified	identify	VERB
cana-653	443	2	a	a	DET
cana-653	443	3	negative	negative	ADJ
cana-653	443	4	impact	impact	NOUN
cana-653	443	5	of	of	ADP
cana-653	443	6	banking	banking	NOUN
cana-653	443	7	sector	sector	NOUN
cana-653	443	8	crises	crisis	NOUN
cana-653	443	9	on	on	ADP
cana-653	443	10	gdp	gdp	NOUN
cana-653	443	11	growth	growth	NOUN
cana-653	443	12	in	in	ADP
cana-653	443	13	india	india	PROPN
cana-653	443	14	.	.	PUNCT
cana-653	444	1	did	do	AUX
cana-653	444	2	not	not	PART
cana-653	444	3	explicitly	explicitly	ADV
cana-653	444	4	address	address	VERB
cana-653	444	5	the	the	DET
cana-653	444	6	limitations	limitation	NOUN
cana-653	444	7	of	of	ADP
cana-653	444	8	the	the	DET
cana-653	444	9	study	study	NOUN
cana-653	444	10	.	.	PUNCT
cana-653	445	1	roy	roy	PROPN
cana-653	445	2	et	et	PROPN
cana-653	445	3	al	al	PROPN
cana-653	445	4	.	.	PROPN
cana-653	446	1	(	(	PUNCT
cana-653	446	2	2021	2021	NUM
cana-653	446	3	)	)	PUNCT
cana-653	447	1	[	[	X
cana-653	447	2	28	28	NUM
cana-653	447	3	]	]	PUNCT
cana-653	447	4	analysed	analyse	VERB
cana-653	447	5	the	the	DET
cana-653	447	6	sectoral	sectoral	ADJ
cana-653	447	7	impact	impact	NOUN
cana-653	447	8	of	of	ADP
cana-653	447	9	banking	banking	NOUN
cana-653	447	10	sector	sector	NOUN
cana-653	447	11	crises	crisis	NOUN
cana-653	447	12	on	on	ADP
cana-653	447	13	the	the	DET
cana-653	447	14	indian	indian	ADJ
cana-653	447	15	economy	economy	NOUN
cana-653	447	16	.	.	PUNCT
cana-653	448	1	called	call	VERB
cana-653	448	2	for	for	ADP
cana-653	448	3	more	more	ADJ
cana-653	448	4	research	research	NOUN
cana-653	448	5	on	on	ADP
cana-653	448	6	the	the	DET
cana-653	448	7	interplay	interplay	NOUN
cana-653	448	8	between	between	ADP
cana-653	448	9	banking	banking	NOUN
cana-653	448	10	crises	crisis	NOUN
cana-653	448	11	and	and	CCONJ
cana-653	448	12	specific	specific	ADJ
cana-653	448	13	industries	industry	NOUN
cana-653	448	14	or	or	CCONJ
cana-653	448	15	sectors	sector	NOUN
cana-653	448	16	in	in	ADP
cana-653	448	17	india	india	PROPN
cana-653	448	18	.	.	PUNCT
cana-653	449	1	identified	identify	VERB
cana-653	449	2	varying	vary	VERB
cana-653	449	3	degrees	degree	NOUN
cana-653	449	4	of	of	ADP
cana-653	449	5	impact	impact	NOUN
cana-653	449	6	on	on	ADP
cana-653	449	7	different	different	ADJ
cana-653	449	8	sectors	sector	NOUN
cana-653	449	9	,	,	PUNCT
cana-653	449	10	with	with	ADP
cana-653	449	11	industries	industry	NOUN
cana-653	449	12	like	like	ADP
cana-653	449	13	manufacturing	manufacturing	NOUN
cana-653	449	14	and	and	CCONJ
cana-653	449	15	construction	construction	NOUN
cana-653	449	16	being	be	AUX
cana-653	449	17	more	more	ADV
cana-653	449	18	vulnerable	vulnerable	ADJ
cana-653	449	19	to	to	ADP
cana-653	449	20	banking	banking	NOUN
cana-653	449	21	crises	crisis	NOUN
cana-653	449	22	.	.	PUNCT
cana-653	450	1	concluded	conclude	VERB
cana-653	450	2	that	that	SCONJ
cana-653	450	3	bank	bank	NOUN
cana-653	450	4	crises	crisis	NOUN
cana-653	450	5	have	have	VERB
cana-653	450	6	sector	sector	NOUN
cana-653	450	7	-	-	PUNCT
cana-653	450	8	specific	specific	ADJ
cana-653	450	9	implications	implication	NOUN
cana-653	450	10	and	and	CCONJ
cana-653	450	11	emphasized	emphasize	VERB
cana-653	450	12	the	the	DET
cana-653	450	13	importance	importance	NOUN
cana-653	450	14	of	of	ADP
cana-653	450	15	targeted	target	VERB
cana-653	450	16	policy	policy	NOUN
cana-653	450	17	interventions	intervention	NOUN
cana-653	450	18	.	.	PUNCT
cana-653	451	1	explored	explore	VERB
cana-653	451	2	the	the	DET
cana-653	451	3	differential	differential	ADJ
cana-653	451	4	impact	impact	NOUN
cana-653	451	5	of	of	ADP
cana-653	451	6	banking	banking	NOUN
cana-653	451	7	crises	crisis	NOUN
cana-653	451	8	on	on	ADP
cana-653	451	9	gdp	gdp	NOUN
cana-653	451	10	growth	growth	NOUN
cana-653	451	11	across	across	ADP
cana-653	451	12	sectors	sector	NOUN
cana-653	451	13	in	in	ADP
cana-653	451	14	india	india	PROPN
cana-653	451	15	.	.	PUNCT
cana-653	452	1	did	do	AUX
cana-653	452	2	not	not	PART
cana-653	452	3	explicitly	explicitly	ADV
cana-653	452	4	mention	mention	VERB
cana-653	452	5	the	the	DET
cana-653	452	6	limitations	limitation	NOUN
cana-653	452	7	of	of	ADP
cana-653	452	8	the	the	DET
cana-653	452	9	study	study	NOUN
cana-653	452	10	.	.	PUNCT
cana-653	453	1	kapoor	kapoor	PROPN
cana-653	453	2	et	et	PROPN
cana-653	453	3	al	al	PROPN
cana-653	453	4	.	.	PROPN
cana-653	454	1	(	(	PUNCT
cana-653	454	2	2017	2017	NUM
cana-653	454	3	)	)	PUNCT
cana-653	455	1	[	[	X
cana-653	455	2	29	29	NUM
cana-653	455	3	]	]	PUNCT
cana-653	455	4	investigated	investigate	VERB
cana-653	455	5	the	the	DET
cana-653	455	6	impact	impact	NOUN
cana-653	455	7	of	of	ADP
cana-653	455	8	banking	banking	NOUN
cana-653	455	9	crises	crisis	NOUN
cana-653	455	10	on	on	ADP
cana-653	455	11	investment	investment	NOUN
cana-653	455	12	and	and	CCONJ
cana-653	455	13	credit	credit	NOUN
cana-653	455	14	availability	availability	NOUN
cana-653	455	15	in	in	ADP
cana-653	455	16	india	india	PROPN
cana-653	455	17	.	.	PUNCT
cana-653	456	1	highlighted	highlight	VERB
cana-653	456	2	the	the	DET
cana-653	456	3	need	need	NOUN
cana-653	456	4	for	for	ADP
cana-653	456	5	research	research	NOUN
cana-653	456	6	on	on	ADP
cana-653	456	7	the	the	DET
cana-653	456	8	role	role	NOUN
cana-653	456	9	of	of	ADP
cana-653	456	10	regulatory	regulatory	ADJ
cana-653	456	11	frameworks	framework	NOUN
cana-653	456	12	and	and	CCONJ
cana-653	456	13	institutional	institutional	ADJ
cana-653	456	14	factors	factor	NOUN
cana-653	456	15	in	in	ADP
cana-653	456	16	managing	manage	VERB
cana-653	456	17	the	the	DET
cana-653	456	18	impact	impact	NOUN
cana-653	456	19	of	of	ADP
cana-653	456	20	banking	banking	NOUN
cana-653	456	21	crises	crisis	NOUN
cana-653	456	22	on	on	ADP
cana-653	456	23	investment	investment	NOUN
cana-653	456	24	and	and	CCONJ
cana-653	456	25	credit	credit	NOUN
cana-653	456	26	markets	market	NOUN
cana-653	456	27	.	.	PUNCT
cana-653	457	1	found	find	VERB
cana-653	457	2	a	a	DET
cana-653	457	3	significant	significant	ADJ
cana-653	457	4	decline	decline	NOUN
cana-653	457	5	in	in	ADP
cana-653	457	6	investment	investment	NOUN
cana-653	457	7	and	and	CCONJ
cana-653	457	8	credit	credit	NOUN
cana-653	457	9	availability	availability	NOUN
cana-653	457	10	during	during	ADP
cana-653	457	11	banking	banking	NOUN
cana-653	457	12	crises	crisis	NOUN
cana-653	457	13	.	.	PUNCT
cana-653	458	1	concluded	conclude	VERB
cana-653	458	2	that	that	SCONJ
cana-653	458	3	banking	banking	NOUN
cana-653	458	4	crises	crisis	NOUN
cana-653	458	5	hinder	hinder	VERB
cana-653	458	6	investment	investment	NOUN
cana-653	458	7	and	and	CCONJ
cana-653	458	8	credit	credit	NOUN
cana-653	458	9	growth	growth	NOUN
cana-653	458	10	,	,	PUNCT
cana-653	458	11	thereby	thereby	ADV
cana-653	458	12	negatively	negatively	ADV
cana-653	458	13	affecting	affect	VERB
cana-653	458	14	overall	overall	ADJ
cana-653	458	15	gdp	gdp	NOUN
cana-653	458	16	growth	growth	NOUN
cana-653	458	17	.	.	PUNCT
cana-653	459	1	explored	explore	VERB
cana-653	459	2	the	the	DET
cana-653	459	3	impact	impact	NOUN
cana-653	459	4	of	of	ADP
cana-653	459	5	banking	banking	NOUN
cana-653	459	6	crises	crisis	NOUN
cana-653	459	7	on	on	ADP
cana-653	459	8	investment	investment	NOUN
cana-653	459	9	and	and	CCONJ
cana-653	459	10	credit	credit	NOUN
cana-653	459	11	markets	market	NOUN
cana-653	459	12	and	and	CCONJ
cana-653	459	13	their	their	PRON
cana-653	459	14	subsequent	subsequent	ADJ
cana-653	459	15	implications	implication	NOUN
cana-653	459	16	for	for	ADP
cana-653	459	17	gdp	gdp	NOUN
cana-653	459	18	growth	growth	NOUN
cana-653	459	19	.	.	PUNCT
cana-653	460	1	did	do	AUX
cana-653	460	2	not	not	PART
cana-653	460	3	explicitly	explicitly	ADV
cana-653	460	4	address	address	VERB
cana-653	460	5	the	the	DET
cana-653	460	6	limitations	limitation	NOUN
cana-653	460	7	of	of	ADP
cana-653	460	8	the	the	DET
cana-653	460	9	study	study	NOUN
cana-653	460	10	.	.	PUNCT
cana-653	461	1	communications	communication	NOUN
cana-653	461	2	on	on	ADP
cana-653	461	3	applied	apply	VERB
cana-653	461	4	nonlinear	nonlinear	ADJ
cana-653	461	5	analysis	analysis	NOUN
cana-653	461	6	issn	issn	NOUN
cana-653	461	7	:	:	PUNCT
cana-653	461	8	1074	1074	NUM
cana-653	461	9	-	-	PUNCT
cana-653	461	10	133x	133x	NUM
cana-653	461	11	vol	vol	NOUN
cana-653	461	12	31	31	NUM
cana-653	461	13	no	no	NOUN
cana-653	461	14	.	.	PUNCT
cana-653	462	1	2s	2s	NUM
cana-653	462	2	(	(	PUNCT
cana-653	462	3	2024	2024	NUM
cana-653	462	4	)	)	PUNCT
cana-653	462	5	357	357	NUM
cana-653	462	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	462	7	experiment	experiment	NOUN
cana-653	462	8	outcomes	outcome	NOUN
cana-653	462	9	:	:	PUNCT
cana-653	462	10	impact	impact	NOUN
cana-653	462	11	assessment	assessment	NOUN
cana-653	462	12	:	:	PUNCT
cana-653	462	13	the	the	DET
cana-653	462	14	lstm	lstm	PROPN
cana-653	462	15	model	model	NOUN
cana-653	462	16	was	be	AUX
cana-653	462	17	used	use	VERB
cana-653	462	18	to	to	PART
cana-653	462	19	predict	predict	VERB
cana-653	462	20	gdp	gdp	NOUN
cana-653	462	21	growth	growth	NOUN
cana-653	462	22	in	in	ADP
cana-653	462	23	various	various	ADJ
cana-653	462	24	bank	bank	NOUN
cana-653	462	25	crisis	crisis	NOUN
cana-653	462	26	scenarios	scenario	NOUN
cana-653	462	27	.	.	PUNCT
cana-653	463	1	the	the	DET
cana-653	463	2	impact	impact	NOUN
cana-653	463	3	of	of	ADP
cana-653	463	4	bank	bank	NOUN
cana-653	463	5	crises	crisis	NOUN
cana-653	463	6	on	on	ADP
cana-653	463	7	gdp	gdp	NOUN
cana-653	463	8	growth	growth	NOUN
cana-653	463	9	was	be	AUX
cana-653	463	10	calculated	calculate	VERB
cana-653	463	11	using	use	VERB
cana-653	463	12	the	the	DET
cana-653	463	13	following	follow	VERB
cana-653	463	14	equation	equation	NOUN
cana-653	463	15	:	:	PUNCT
cana-653	463	16	gdp	gdp	NOUN
cana-653	463	17	=	=	NOUN
cana-653	463	18	0.2	0.2	NUM
cana-653	463	19	*	*	PUNCT
cana-653	463	20	bc	bc	PROPN
cana-653	463	21	minus	minus	CCONJ
cana-653	463	22	0.1	0.1	NUM
cana-653	463	23	*	*	PUNCT
cana-653	463	24	ei	ei	INTJ
cana-653	463	25	where	where	SCONJ
cana-653	463	26	gdp	gdp	NOUN
cana-653	463	27	denotes	denote	VERB
cana-653	463	28	the	the	DET
cana-653	463	29	change	change	NOUN
cana-653	463	30	in	in	ADP
cana-653	463	31	gdp	gdp	NOUN
cana-653	463	32	growth	growth	NOUN
cana-653	463	33	rate	rate	NOUN
cana-653	463	34	,	,	PUNCT
cana-653	463	35	bc	bc	PROPN
cana-653	463	36	denotes	denote	VERB
cana-653	463	37	the	the	DET
cana-653	463	38	severity	severity	NOUN
cana-653	463	39	of	of	ADP
cana-653	463	40	the	the	DET
cana-653	463	41	banking	banking	NOUN
cana-653	463	42	crisis	crisis	NOUN
cana-653	463	43	,	,	PUNCT
cana-653	463	44	and	and	CCONJ
cana-653	463	45	ei	ei	NOUN
cana-653	463	46	denotes	denote	NOUN
cana-653	463	47	economic	economic	ADJ
cana-653	463	48	indicators	indicator	NOUN
cana-653	463	49	.	.	PUNCT
cana-653	464	1	a	a	DET
cana-653	464	2	regression	regression	NOUN
cana-653	464	3	model	model	NOUN
cana-653	464	4	was	be	AUX
cana-653	464	5	used	use	VERB
cana-653	464	6	to	to	PART
cana-653	464	7	estimate	estimate	VERB
cana-653	464	8	the	the	DET
cana-653	464	9	coefficients	coefficient	NOUN
cana-653	464	10	,	,	PUNCT
cana-653	464	11	which	which	PRON
cana-653	464	12	were	be	AUX
cana-653	464	13	=	=	NUM
cana-653	464	14	0.2	0.2	NUM
cana-653	464	15	and	and	CCONJ
cana-653	464	16	=	=	SYM
cana-653	464	17	-0.1	-0.1	PROPN
cana-653	464	18	.	.	PUNCT
cana-653	465	1	statistical	statistical	ADJ
cana-653	465	2	analysis	analysis	NOUN
cana-653	465	3	was	be	AUX
cana-653	465	4	performed	perform	VERB
cana-653	465	5	to	to	PART
cana-653	465	6	determine	determine	VERB
cana-653	465	7	the	the	DET
cana-653	465	8	statistical	statistical	ADJ
cana-653	465	9	significance	significance	NOUN
cana-653	465	10	of	of	ADP
cana-653	465	11	the	the	DET
cana-653	465	12	association	association	NOUN
cana-653	465	13	between	between	ADP
cana-653	465	14	bank	bank	NOUN
cana-653	465	15	crises	crisis	NOUN
cana-653	465	16	and	and	CCONJ
cana-653	465	17	gdp	gdp	NOUN
cana-653	465	18	growth	growth	NOUN
cana-653	465	19	.	.	PUNCT
cana-653	466	1	the	the	DET
cana-653	466	2	null	null	ADJ
cana-653	466	3	hypothesis	hypothesis	NOUN
cana-653	466	4	h0	h0	NOUN
cana-653	466	5	:	:	PUNCT
cana-653	466	6	=	=	SYM
cana-653	466	7	0	0	NUM
cana-653	466	8	was	be	AUX
cana-653	466	9	evaluated	evaluate	VERB
cana-653	466	10	using	use	VERB
cana-653	466	11	a	a	DET
cana-653	466	12	t	t	NOUN
cana-653	466	13	-	-	PUNCT
cana-653	466	14	test	test	NOUN
cana-653	466	15	against	against	ADP
cana-653	466	16	the	the	DET
cana-653	466	17	alternative	alternative	ADJ
cana-653	466	18	hypothesis	hypothesis	NOUN
cana-653	466	19	h1	h1	NOUN
cana-653	466	20	:	:	PUNCT
cana-653	466	21	0	0	X
cana-653	466	22	.	.	PUNCT
cana-653	467	1	the	the	DET
cana-653	467	2	results	result	NOUN
cana-653	467	3	revealed	reveal	VERB
cana-653	467	4	a	a	DET
cana-653	467	5	statistically	statistically	ADV
cana-653	467	6	significant	significant	ADJ
cana-653	467	7	negative	negative	ADJ
cana-653	467	8	coefficient	coefficient	NOUN
cana-653	467	9	(	(	PUNCT
cana-653	467	10	p	p	NOUN
cana-653	467	11	0.01	0.01	NUM
cana-653	467	12	)	)	PUNCT
cana-653	467	13	,	,	PUNCT
cana-653	467	14	demonstrating	demonstrate	VERB
cana-653	467	15	the	the	DET
cana-653	467	16	influence	influence	NOUN
cana-653	467	17	of	of	ADP
cana-653	467	18	bank	bank	NOUN
cana-653	467	19	crises	crisis	NOUN
cana-653	467	20	on	on	ADP
cana-653	467	21	gdp	gdp	NOUN
cana-653	467	22	growth	growth	NOUN
cana-653	467	23	.	.	PUNCT
cana-653	468	1	sensitivity	sensitivity	NOUN
cana-653	468	2	analysis	analysis	NOUN
cana-653	468	3	:	:	PUNCT
cana-653	468	4	sensitivity	sensitivity	NOUN
cana-653	468	5	analysis	analysis	NOUN
cana-653	468	6	was	be	AUX
cana-653	468	7	used	use	VERB
cana-653	468	8	to	to	PART
cana-653	468	9	assess	assess	VERB
cana-653	468	10	the	the	DET
cana-653	468	11	robustness	robustness	NOUN
cana-653	468	12	of	of	ADP
cana-653	468	13	the	the	DET
cana-653	468	14	results	result	NOUN
cana-653	468	15	.	.	PUNCT
cana-653	469	1	the	the	DET
cana-653	469	2	lstm	lstm	PROPN
cana-653	469	3	model	model	NOUN
cana-653	469	4	was	be	AUX
cana-653	469	5	rerun	rerun	VERB
cana-653	469	6	with	with	ADP
cana-653	469	7	different	different	ADJ
cana-653	469	8	values	value	NOUN
cana-653	469	9	of	of	ADP
cana-653	469	10	bc	bc	PROPN
cana-653	469	11	and	and	CCONJ
cana-653	469	12	ei	ei	X
cana-653	469	13	to	to	PART
cana-653	469	14	investigate	investigate	VERB
cana-653	469	15	changes	change	NOUN
cana-653	469	16	in	in	ADP
cana-653	469	17	gdp	gdp	NOUN
cana-653	469	18	growth	growth	NOUN
cana-653	469	19	.	.	PUNCT
cana-653	470	1	the	the	DET
cana-653	470	2	sensitivity	sensitivity	NOUN
cana-653	470	3	analysis	analysis	NOUN
cana-653	470	4	equation	equation	NOUN
cana-653	470	5	was	be	AUX
cana-653	470	6	as	as	SCONJ
cana-653	470	7	follows	follow	VERB
cana-653	470	8	:	:	PUNCT
cana-653	470	9	gdp_sensitivity	gdp_sensitivity	NOUN
cana-653	470	10	equals	equal	VERB
cana-653	470	11	0.15	0.15	NUM
cana-653	470	12	*	*	PUNCT
cana-653	470	13	bc_sensitivity	bc_sensitivity	NOUN
cana-653	470	14	0.08	0.08	NUM
cana-653	470	15	*	*	PUNCT
cana-653	470	16	ei_sensitivity	ei_sensitivity	NOUN
cana-653	470	17	where	where	SCONJ
cana-653	470	18	the	the	DET
cana-653	470	19	sensitivity	sensitivity	NOUN
cana-653	470	20	coefficients	coefficient	NOUN
cana-653	470	21	were	be	AUX
cana-653	470	22	0.15	0.15	NUM
cana-653	470	23	and	and	CCONJ
cana-653	470	24	-0.08	-0.08	NUM
cana-653	470	25	,	,	PUNCT
cana-653	470	26	respectively	respectively	ADV
cana-653	470	27	.	.	PUNCT
cana-653	471	1	impact	impact	NOUN
cana-653	471	2	analysis	analysis	NOUN
cana-653	471	3	:	:	PUNCT
cana-653	471	4	based	base	VERB
cana-653	471	5	on	on	ADP
cana-653	471	6	the	the	DET
cana-653	471	7	findings	finding	NOUN
cana-653	471	8	,	,	PUNCT
cana-653	471	9	it	it	PRON
cana-653	471	10	was	be	AUX
cana-653	471	11	discovered	discover	VERB
cana-653	471	12	that	that	SCONJ
cana-653	471	13	a	a	DET
cana-653	471	14	severe	severe	ADJ
cana-653	471	15	bank	bank	NOUN
cana-653	471	16	crisis	crisis	NOUN
cana-653	471	17	(	(	PUNCT
cana-653	471	18	bc	bc	PROPN
cana-653	471	19	=	=	SYM
cana-653	471	20	0.5	0.5	NUM
cana-653	471	21	)	)	PUNCT
cana-653	471	22	combined	combine	VERB
cana-653	471	23	with	with	ADP
cana-653	471	24	deteriorating	deteriorate	VERB
cana-653	471	25	economic	economic	ADJ
cana-653	471	26	indicators	indicator	NOUN
cana-653	471	27	(	(	PUNCT
cana-653	471	28	ei	ei	NOUN
cana-653	471	29	=	=	SYM
cana-653	471	30	0.2	0.2	NUM
cana-653	471	31	)	)	PUNCT
cana-653	471	32	resulted	result	VERB
cana-653	471	33	in	in	ADP
cana-653	471	34	a	a	DET
cana-653	471	35	0.1	0.1	NUM
cana-653	471	36	point	point	NOUN
cana-653	471	37	decline	decline	NOUN
cana-653	471	38	in	in	ADP
cana-653	471	39	gdp	gdp	NOUN
cana-653	471	40	growth	growth	NOUN
cana-653	471	41	.	.	PUNCT
cana-653	472	1	a	a	DET
cana-653	472	2	less	less	ADV
cana-653	472	3	severe	severe	ADJ
cana-653	472	4	bank	bank	NOUN
cana-653	472	5	crisis	crisis	NOUN
cana-653	472	6	(	(	PUNCT
cana-653	472	7	bc	bc	PROPN
cana-653	472	8	=	=	SYM
cana-653	472	9	0.3	0.3	NUM
cana-653	472	10	)	)	PUNCT
cana-653	472	11	and	and	CCONJ
cana-653	472	12	improving	improve	VERB
cana-653	472	13	economic	economic	ADJ
cana-653	472	14	indicators	indicator	NOUN
cana-653	472	15	(	(	PUNCT
cana-653	472	16	ei	ei	NOUN
cana-653	472	17	=	=	SYM
cana-653	472	18	0.4	0.4	NUM
cana-653	472	19	)	)	PUNCT
cana-653	472	20	resulted	result	VERB
cana-653	472	21	in	in	ADP
cana-653	472	22	a	a	DET
cana-653	472	23	0.03	0.03	NUM
cana-653	472	24	percentage	percentage	NOUN
cana-653	472	25	point	point	NOUN
cana-653	472	26	decrease	decrease	NOUN
cana-653	472	27	in	in	ADP
cana-653	472	28	gdp	gdp	NOUN
cana-653	472	29	growth	growth	NOUN
cana-653	472	30	.	.	PUNCT
cana-653	473	1	these	these	DET
cana-653	473	2	numerical	numerical	ADJ
cana-653	473	3	values	value	NOUN
cana-653	473	4	indicate	indicate	VERB
cana-653	473	5	the	the	DET
cana-653	473	6	influence	influence	NOUN
cana-653	473	7	of	of	ADP
cana-653	473	8	bank	bank	NOUN
cana-653	473	9	crises	crisis	NOUN
cana-653	473	10	on	on	ADP
cana-653	473	11	indian	indian	ADJ
cana-653	473	12	economic	economic	ADJ
cana-653	473	13	growth	growth	NOUN
cana-653	473	14	.	.	PUNCT
cana-653	474	1	discussion	discussion	NOUN
cana-653	474	2	and	and	CCONJ
cana-653	474	3	interpretation	interpretation	NOUN
cana-653	474	4	:	:	PUNCT
cana-653	474	5	the	the	DET
cana-653	474	6	findings	finding	NOUN
cana-653	474	7	point	point	VERB
cana-653	474	8	out	out	ADP
cana-653	474	9	the	the	DET
cana-653	474	10	need	need	NOUN
cana-653	474	11	of	of	ADP
cana-653	474	12	preserving	preserve	VERB
cana-653	474	13	financial	financial	ADJ
cana-653	474	14	stability	stability	NOUN
cana-653	474	15	and	and	CCONJ
cana-653	474	16	mitigating	mitigate	VERB
cana-653	474	17	banking	banking	NOUN
cana-653	474	18	sector	sector	NOUN
cana-653	474	19	disruptions	disruption	NOUN
cana-653	474	20	in	in	ADP
cana-653	474	21	order	order	NOUN
cana-653	474	22	to	to	PART
cana-653	474	23	encourage	encourage	VERB
cana-653	474	24	long	long	ADJ
cana-653	474	25	-	-	PUNCT
cana-653	474	26	term	term	NOUN
cana-653	474	27	gdp	gdp	NOUN
cana-653	474	28	development	development	NOUN
cana-653	474	29	.	.	PUNCT
cana-653	475	1	effective	effective	ADJ
cana-653	475	2	tactics	tactic	NOUN
cana-653	475	3	and	and	CCONJ
cana-653	475	4	policies	policy	NOUN
cana-653	475	5	are	be	AUX
cana-653	475	6	required	require	VERB
cana-653	475	7	to	to	PART
cana-653	475	8	mitigate	mitigate	VERB
cana-653	475	9	the	the	DET
cana-653	475	10	detrimental	detrimental	ADJ
cana-653	475	11	effects	effect	NOUN
cana-653	475	12	of	of	ADP
cana-653	475	13	bank	bank	NOUN
cana-653	475	14	crises	crisis	NOUN
cana-653	475	15	and	and	CCONJ
cana-653	475	16	assure	assure	VERB
cana-653	475	17	the	the	DET
cana-653	475	18	indian	indian	ADJ
cana-653	475	19	economy	economy	NOUN
cana-653	475	20	's	's	PART
cana-653	475	21	resilience	resilience	NOUN
cana-653	475	22	.	.	PUNCT
cana-653	476	1	the	the	DET
cana-653	476	2	findings	finding	NOUN
cana-653	476	3	give	give	VERB
cana-653	476	4	useful	useful	ADJ
cana-653	476	5	information	information	NOUN
cana-653	476	6	for	for	ADP
cana-653	476	7	policymakers	policymaker	NOUN
cana-653	476	8	and	and	CCONJ
cana-653	476	9	stakeholders	stakeholder	NOUN
cana-653	476	10	to	to	PART
cana-653	476	11	make	make	VERB
cana-653	476	12	informed	informed	ADJ
cana-653	476	13	decisions	decision	NOUN
cana-653	476	14	and	and	CCONJ
cana-653	476	15	put	put	VERB
cana-653	476	16	in	in	ADP
cana-653	476	17	place	place	NOUN
cana-653	476	18	measures	measure	NOUN
cana-653	476	19	to	to	PART
cana-653	476	20	protect	protect	VERB
cana-653	476	21	the	the	DET
cana-653	476	22	economy	economy	NOUN
cana-653	476	23	from	from	ADP
cana-653	476	24	the	the	DET
cana-653	476	25	adverse	adverse	ADJ
cana-653	476	26	impacts	impact	NOUN
cana-653	476	27	of	of	ADP
cana-653	476	28	bank	bank	NOUN
cana-653	476	29	crises	crisis	NOUN
cana-653	476	30	.	.	PUNCT
cana-653	477	1	6	6	X
cana-653	477	2	.	.	X
cana-653	477	3	conclusion	conclusion	NOUN
cana-653	477	4	the	the	DET
cana-653	477	5	proposed	propose	VERB
cana-653	477	6	system	system	NOUN
cana-653	477	7	successfully	successfully	ADV
cana-653	477	8	employed	employ	VERB
cana-653	477	9	a	a	DET
cana-653	477	10	modified	modified	ADJ
cana-653	477	11	lstm	lstm	NOUN
cana-653	477	12	(	(	PUNCT
cana-653	477	13	long	long	ADJ
cana-653	477	14	short	short	ADJ
cana-653	477	15	-	-	PUNCT
cana-653	477	16	term	term	NOUN
cana-653	477	17	memory	memory	NOUN
cana-653	477	18	)	)	PUNCT
cana-653	477	19	model	model	NOUN
cana-653	477	20	to	to	PART
cana-653	477	21	capture	capture	VERB
cana-653	477	22	intricate	intricate	ADJ
cana-653	477	23	patterns	pattern	NOUN
cana-653	477	24	and	and	CCONJ
cana-653	477	25	relationships	relationship	NOUN
cana-653	477	26	within	within	ADP
cana-653	477	27	gdp	gdp	PROPN
cana-653	477	28	time	time	PROPN
cana-653	477	29	series	series	PROPN
cana-653	477	30	data	data	PROPN
cana-653	477	31	.	.	PUNCT
cana-653	478	1	through	through	ADP
cana-653	478	2	modifications	modification	NOUN
cana-653	478	3	to	to	ADP
cana-653	478	4	the	the	DET
cana-653	478	5	traditional	traditional	ADJ
cana-653	478	6	lstm	lstm	NOUN
cana-653	478	7	architecture	architecture	NOUN
cana-653	478	8	,	,	PUNCT
cana-653	478	9	the	the	DET
cana-653	478	10	model	model	NOUN
cana-653	478	11	's	's	PART
cana-653	478	12	predictive	predictive	ADJ
cana-653	478	13	capabilities	capability	NOUN
cana-653	478	14	for	for	ADP
cana-653	478	15	gdp	gdp	NOUN
cana-653	478	16	growth	growth	NOUN
cana-653	478	17	forecasting	forecasting	NOUN
cana-653	478	18	were	be	AUX
cana-653	478	19	significantly	significantly	ADV
cana-653	478	20	enhanced	enhance	VERB
cana-653	478	21	.	.	PUNCT
cana-653	479	1	the	the	DET
cana-653	479	2	introduction	introduction	NOUN
cana-653	479	3	of	of	ADP
cana-653	479	4	additional	additional	ADJ
cana-653	479	5	layers	layer	NOUN
cana-653	479	6	and	and	CCONJ
cana-653	479	7	attention	attention	NOUN
cana-653	479	8	mechanisms	mechanism	NOUN
cana-653	479	9	in	in	ADP
cana-653	479	10	the	the	DET
cana-653	479	11	modified	modify	VERB
cana-653	479	12	lstm	lstm	NOUN
cana-653	479	13	architecture	architecture	NOUN
cana-653	479	14	enabled	enable	VERB
cana-653	479	15	the	the	DET
cana-653	479	16	model	model	NOUN
cana-653	479	17	to	to	PART
cana-653	479	18	focus	focus	VERB
cana-653	479	19	on	on	ADP
cana-653	479	20	informative	informative	ADJ
cana-653	479	21	time	time	NOUN
cana-653	479	22	steps	step	NOUN
cana-653	479	23	and	and	CCONJ
cana-653	479	24	important	important	ADJ
cana-653	479	25	features	feature	NOUN
cana-653	479	26	within	within	ADP
cana-653	479	27	the	the	DET
cana-653	479	28	input	input	NOUN
cana-653	479	29	data	datum	NOUN
cana-653	479	30	.	.	PUNCT
cana-653	480	1	this	this	DET
cana-653	480	2	modification	modification	NOUN
cana-653	480	3	was	be	AUX
cana-653	480	4	aimed	aim	VERB
cana-653	480	5	at	at	ADP
cana-653	480	6	improving	improve	VERB
cana-653	480	7	the	the	DET
cana-653	480	8	model	model	NOUN
cana-653	480	9	's	's	PART
cana-653	480	10	ability	ability	NOUN
cana-653	480	11	to	to	PART
cana-653	480	12	capture	capture	VERB
cana-653	480	13	the	the	DET
cana-653	480	14	underlying	underlie	VERB
cana-653	480	15	patterns	pattern	NOUN
cana-653	480	16	and	and	CCONJ
cana-653	480	17	fluctuations	fluctuation	NOUN
cana-653	480	18	in	in	ADP
cana-653	480	19	quarterly	quarterly	ADJ
cana-653	480	20	gdp	gdp	NOUN
cana-653	480	21	data	datum	NOUN
cana-653	480	22	.	.	PUNCT
cana-653	481	1	during	during	ADP
cana-653	481	2	the	the	DET
cana-653	481	3	training	training	NOUN
cana-653	481	4	process	process	NOUN
cana-653	481	5	,	,	PUNCT
cana-653	481	6	a	a	DET
cana-653	481	7	large	large	ADJ
cana-653	481	8	dataset	dataset	NOUN
cana-653	481	9	consisting	consisting	NOUN
cana-653	481	10	of	of	ADP
cana-653	481	11	quarterly	quarterly	ADJ
cana-653	481	12	gdp	gdp	NOUN
cana-653	481	13	values	value	NOUN
cana-653	481	14	was	be	AUX
cana-653	481	15	utilized	utilize	VERB
cana-653	481	16	to	to	PART
cana-653	481	17	train	train	VERB
cana-653	481	18	the	the	DET
cana-653	481	19	modified	modify	VERB
cana-653	481	20	lstm	lstm	PROPN
cana-653	481	21	model	model	NOUN
cana-653	481	22	.	.	PUNCT
cana-653	482	1	the	the	DET
cana-653	482	2	model	model	NOUN
cana-653	482	3	was	be	AUX
cana-653	482	4	trained	train	VERB
cana-653	482	5	to	to	PART
cana-653	482	6	learn	learn	VERB
cana-653	482	7	the	the	DET
cana-653	482	8	intricate	intricate	ADJ
cana-653	482	9	relationships	relationship	NOUN
cana-653	482	10	between	between	ADP
cana-653	482	11	input	input	NOUN
cana-653	482	12	features	feature	NOUN
cana-653	482	13	and	and	CCONJ
cana-653	482	14	the	the	DET
cana-653	482	15	corresponding	correspond	VERB
cana-653	482	16	gdp	gdp	NOUN
cana-653	482	17	growth	growth	NOUN
cana-653	482	18	values	value	NOUN
cana-653	482	19	.	.	PUNCT
cana-653	483	1	the	the	DET
cana-653	483	2	training	training	NOUN
cana-653	483	3	process	process	NOUN
cana-653	483	4	aimed	aim	VERB
cana-653	483	5	to	to	PART
cana-653	483	6	minimize	minimize	VERB
cana-653	483	7	prediction	prediction	NOUN
cana-653	483	8	errors	error	NOUN
cana-653	483	9	and	and	CCONJ
cana-653	483	10	optimize	optimize	VERB
cana-653	483	11	the	the	DET
cana-653	483	12	model	model	NOUN
cana-653	483	13	's	's	PART
cana-653	483	14	performance	performance	NOUN
cana-653	483	15	.	.	PUNCT
cana-653	484	1	to	to	PART
cana-653	484	2	assess	assess	VERB
cana-653	484	3	the	the	DET
cana-653	484	4	effectiveness	effectiveness	NOUN
cana-653	484	5	of	of	ADP
cana-653	484	6	the	the	DET
cana-653	484	7	proposed	propose	VERB
cana-653	484	8	system	system	NOUN
cana-653	484	9	,	,	PUNCT
cana-653	484	10	a	a	DET
cana-653	484	11	separate	separate	ADJ
cana-653	484	12	validation	validation	NOUN
cana-653	484	13	dataset	dataset	NOUN
cana-653	484	14	containing	contain	VERB
cana-653	484	15	unseen	unseen	ADJ
cana-653	484	16	quarterly	quarterly	ADJ
cana-653	484	17	gdp	gdp	NOUN
cana-653	484	18	communications	communication	NOUN
cana-653	484	19	on	on	ADP
cana-653	484	20	applied	apply	VERB
cana-653	484	21	nonlinear	nonlinear	ADJ
cana-653	484	22	analysis	analysis	NOUN
cana-653	484	23	issn	issn	NOUN
cana-653	484	24	:	:	PUNCT
cana-653	484	25	1074	1074	NUM
cana-653	484	26	-	-	PUNCT
cana-653	484	27	133x	133x	NUM
cana-653	484	28	vol	vol	NOUN
cana-653	484	29	31	31	NUM
cana-653	484	30	no	no	NOUN
cana-653	484	31	.	.	PUNCT
cana-653	485	1	2s	2s	NUM
cana-653	485	2	(	(	PUNCT
cana-653	485	3	2024	2024	NUM
cana-653	485	4	)	)	PUNCT
cana-653	485	5	358	358	NUM
cana-653	485	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	485	7	data	datum	NOUN
cana-653	485	8	was	be	AUX
cana-653	485	9	employed	employ	VERB
cana-653	485	10	.	.	PUNCT
cana-653	486	1	this	this	DET
cana-653	486	2	dataset	dataset	NOUN
cana-653	486	3	served	serve	VERB
cana-653	486	4	as	as	ADP
cana-653	486	5	a	a	DET
cana-653	486	6	reliable	reliable	ADJ
cana-653	486	7	benchmark	benchmark	NOUN
cana-653	486	8	to	to	PART
cana-653	486	9	evaluate	evaluate	VERB
cana-653	486	10	the	the	DET
cana-653	486	11	model	model	NOUN
cana-653	486	12	's	's	PART
cana-653	486	13	generalization	generalization	NOUN
cana-653	486	14	ability	ability	NOUN
cana-653	486	15	and	and	CCONJ
cana-653	486	16	its	its	PRON
cana-653	486	17	capacity	capacity	NOUN
cana-653	486	18	to	to	PART
cana-653	486	19	generate	generate	VERB
cana-653	486	20	accurate	accurate	ADJ
cana-653	486	21	predictions	prediction	NOUN
cana-653	486	22	on	on	ADP
cana-653	486	23	new	new	ADJ
cana-653	486	24	data	datum	NOUN
cana-653	486	25	.	.	PUNCT
cana-653	487	1	the	the	DET
cana-653	487	2	results	result	NOUN
cana-653	487	3	obtained	obtain	VERB
cana-653	487	4	from	from	ADP
cana-653	487	5	the	the	DET
cana-653	487	6	proposed	propose	VERB
cana-653	487	7	system	system	NOUN
cana-653	487	8	demonstrated	demonstrate	VERB
cana-653	487	9	notable	notable	ADJ
cana-653	487	10	performance	performance	NOUN
cana-653	487	11	.	.	PUNCT
cana-653	488	1	the	the	DET
cana-653	488	2	achieved	achieve	VERB
cana-653	488	3	rmse	rmse	NOUN
cana-653	488	4	(	(	PUNCT
cana-653	488	5	root	root	NOUN
cana-653	488	6	mean	mean	VERB
cana-653	488	7	squared	square	VERB
cana-653	488	8	error	error	NOUN
cana-653	488	9	)	)	PUNCT
cana-653	488	10	value	value	NOUN
cana-653	488	11	of	of	ADP
cana-653	488	12	1.05	1.05	NUM
cana-653	488	13	indicated	indicate	VERB
cana-653	488	14	a	a	DET
cana-653	488	15	low	low	ADJ
cana-653	488	16	average	average	ADJ
cana-653	488	17	prediction	prediction	NOUN
cana-653	488	18	error	error	NOUN
cana-653	488	19	in	in	ADP
cana-653	488	20	capturing	capture	VERB
cana-653	488	21	the	the	DET
cana-653	488	22	magnitude	magnitude	NOUN
cana-653	488	23	of	of	ADP
cana-653	488	24	gdp	gdp	NOUN
cana-653	488	25	growth	growth	NOUN
cana-653	488	26	.	.	PUNCT
cana-653	489	1	furthermore	furthermore	ADV
cana-653	489	2	,	,	PUNCT
cana-653	489	3	the	the	DET
cana-653	489	4	mae	mae	PROPN
cana-653	489	5	(	(	PUNCT
cana-653	489	6	mean	mean	ADJ
cana-653	489	7	absolute	absolute	ADJ
cana-653	489	8	error	error	NOUN
cana-653	489	9	)	)	PUNCT
cana-653	489	10	value	value	NOUN
cana-653	489	11	of	of	ADP
cana-653	489	12	1.2	1.2	NUM
cana-653	489	13	confirmed	confirm	VERB
cana-653	489	14	the	the	DET
cana-653	489	15	model	model	NOUN
cana-653	489	16	's	's	PART
cana-653	489	17	ability	ability	NOUN
cana-653	489	18	to	to	PART
cana-653	489	19	make	make	VERB
cana-653	489	20	accurate	accurate	ADJ
cana-653	489	21	predictions	prediction	NOUN
cana-653	489	22	on	on	ADP
cana-653	489	23	average	average	ADJ
cana-653	489	24	,	,	PUNCT
cana-653	489	25	regardless	regardless	ADV
cana-653	489	26	of	of	ADP
cana-653	489	27	the	the	DET
cana-653	489	28	direction	direction	NOUN
cana-653	489	29	of	of	ADP
cana-653	489	30	errors	error	NOUN
cana-653	489	31	.	.	PUNCT
cana-653	490	1	with	with	ADP
cana-653	490	2	a	a	DET
cana-653	490	3	mape	mape	NOUN
cana-653	490	4	(	(	PUNCT
cana-653	490	5	mean	mean	VERB
cana-653	490	6	absolute	absolute	ADJ
cana-653	490	7	percentage	percentage	NOUN
cana-653	490	8	error	error	NOUN
cana-653	490	9	)	)	PUNCT
cana-653	490	10	value	value	NOUN
cana-653	490	11	of	of	ADP
cana-653	490	12	1.20	1.20	NUM
cana-653	490	13	%	%	NOUN
cana-653	490	14	,	,	PUNCT
cana-653	490	15	the	the	DET
cana-653	490	16	proposed	propose	VERB
cana-653	490	17	system	system	NOUN
cana-653	490	18	exhibited	exhibit	VERB
cana-653	490	19	a	a	DET
cana-653	490	20	small	small	ADJ
cana-653	490	21	average	average	ADJ
cana-653	490	22	percentage	percentage	NOUN
cana-653	490	23	difference	difference	NOUN
cana-653	490	24	between	between	ADP
cana-653	490	25	the	the	DET
cana-653	490	26	predicted	predict	VERB
cana-653	490	27	and	and	CCONJ
cana-653	490	28	actual	actual	ADJ
cana-653	490	29	gdp	gdp	NOUN
cana-653	490	30	growth	growth	NOUN
cana-653	490	31	values	value	NOUN
cana-653	490	32	,	,	PUNCT
cana-653	490	33	demonstrating	demonstrate	VERB
cana-653	490	34	its	its	PRON
cana-653	490	35	ability	ability	NOUN
cana-653	490	36	to	to	PART
cana-653	490	37	closely	closely	ADV
cana-653	490	38	approximate	approximate	VERB
cana-653	490	39	the	the	DET
cana-653	490	40	true	true	ADJ
cana-653	490	41	values	value	NOUN
cana-653	490	42	.	.	PUNCT
cana-653	491	1	additionally	additionally	ADV
cana-653	491	2	,	,	PUNCT
cana-653	491	3	the	the	DET
cana-653	491	4	system	system	NOUN
cana-653	491	5	demonstrated	demonstrate	VERB
cana-653	491	6	an	an	DET
cana-653	491	7	impressive	impressive	ADJ
cana-653	491	8	accuracy	accuracy	NOUN
cana-653	491	9	rate	rate	NOUN
cana-653	491	10	of	of	ADP
cana-653	491	11	94.58	94.58	NUM
cana-653	491	12	%	%	NOUN
cana-653	491	13	,	,	PUNCT
cana-653	491	14	indicating	indicate	VERB
cana-653	491	15	a	a	DET
cana-653	491	16	high	high	ADJ
cana-653	491	17	percentage	percentage	NOUN
cana-653	491	18	of	of	ADP
cana-653	491	19	correct	correct	ADJ
cana-653	491	20	predictions	prediction	NOUN
cana-653	491	21	compared	compare	VERB
cana-653	491	22	to	to	ADP
cana-653	491	23	the	the	DET
cana-653	491	24	total	total	ADJ
cana-653	491	25	number	number	NOUN
cana-653	491	26	of	of	ADP
cana-653	491	27	predictions	prediction	NOUN
cana-653	491	28	made	make	VERB
cana-653	491	29	.	.	PUNCT
cana-653	492	1	the	the	DET
cana-653	492	2	implementation	implementation	NOUN
cana-653	492	3	of	of	ADP
cana-653	492	4	the	the	DET
cana-653	492	5	modified	modify	VERB
cana-653	492	6	lstm	lstm	NOUN
cana-653	492	7	model	model	NOUN
cana-653	492	8	in	in	ADP
cana-653	492	9	the	the	DET
cana-653	492	10	proposed	propose	VERB
cana-653	492	11	system	system	NOUN
cana-653	492	12	showcased	showcase	VERB
cana-653	492	13	its	its	PRON
cana-653	492	14	effectiveness	effectiveness	NOUN
cana-653	492	15	in	in	ADP
cana-653	492	16	capturing	capture	VERB
cana-653	492	17	the	the	DET
cana-653	492	18	complex	complex	ADJ
cana-653	492	19	dynamics	dynamic	NOUN
cana-653	492	20	of	of	ADP
cana-653	492	21	gdp	gdp	NOUN
cana-653	492	22	growth	growth	NOUN
cana-653	492	23	and	and	CCONJ
cana-653	492	24	generating	generate	VERB
cana-653	492	25	accurate	accurate	ADJ
cana-653	492	26	forecasts	forecast	NOUN
cana-653	492	27	.	.	PUNCT
cana-653	493	1	these	these	DET
cana-653	493	2	results	result	NOUN
cana-653	493	3	contribute	contribute	VERB
cana-653	493	4	significantly	significantly	ADV
cana-653	493	5	to	to	ADP
cana-653	493	6	the	the	DET
cana-653	493	7	field	field	NOUN
cana-653	493	8	of	of	ADP
cana-653	493	9	gdp	gdp	NOUN
cana-653	493	10	growth	growth	NOUN
cana-653	493	11	forecasting	forecasting	NOUN
cana-653	493	12	and	and	CCONJ
cana-653	493	13	highlight	highlight	VERB
cana-653	493	14	the	the	DET
cana-653	493	15	potential	potential	NOUN
cana-653	493	16	of	of	ADP
cana-653	493	17	modified	modify	VERB
cana-653	493	18	lstm	lstm	NOUN
cana-653	493	19	models	model	NOUN
cana-653	493	20	for	for	ADP
cana-653	493	21	delivering	deliver	VERB
cana-653	493	22	accurate	accurate	ADJ
cana-653	493	23	and	and	CCONJ
cana-653	493	24	reliable	reliable	ADJ
cana-653	493	25	predictions	prediction	NOUN
cana-653	493	26	.	.	PUNCT
cana-653	494	1	further	further	ADJ
cana-653	494	2	research	research	NOUN
cana-653	494	3	and	and	CCONJ
cana-653	494	4	refinements	refinement	NOUN
cana-653	494	5	to	to	ADP
cana-653	494	6	the	the	DET
cana-653	494	7	proposed	propose	VERB
cana-653	494	8	system	system	NOUN
cana-653	494	9	can	can	AUX
cana-653	494	10	enhance	enhance	VERB
cana-653	494	11	its	its	PRON
cana-653	494	12	performance	performance	NOUN
cana-653	494	13	,	,	PUNCT
cana-653	494	14	making	make	VERB
cana-653	494	15	it	it	PRON
cana-653	494	16	an	an	DET
cana-653	494	17	invaluable	invaluable	ADJ
cana-653	494	18	tool	tool	NOUN
cana-653	494	19	for	for	ADP
cana-653	494	20	policymakers	policymaker	NOUN
cana-653	494	21	,	,	PUNCT
cana-653	494	22	economists	economist	NOUN
cana-653	494	23	,	,	PUNCT
cana-653	494	24	and	and	CCONJ
cana-653	494	25	financial	financial	ADJ
cana-653	494	26	analysts	analyst	NOUN
cana-653	494	27	in	in	ADP
cana-653	494	28	their	their	PRON
cana-653	494	29	decision	decision	NOUN
cana-653	494	30	-	-	PUNCT
cana-653	494	31	making	make	VERB
cana-653	494	32	processes	process	NOUN
cana-653	494	33	.	.	PUNCT
cana-653	495	1	references	reference	NOUN
cana-653	495	2	[	[	X
cana-653	495	3	1	1	NUM
cana-653	495	4	]	]	PUNCT
cana-653	495	5	m.	m.	NOUN
cana-653	495	6	mclennan	mclennan	PROPN
cana-653	495	7	,	,	PUNCT
cana-653	495	8	"	"	PUNCT
cana-653	495	9	the	the	DET
cana-653	495	10	global	global	ADJ
cana-653	495	11	risks	risk	NOUN
cana-653	495	12	report	report	VERB
cana-653	495	13	2022	2022	NUM
cana-653	495	14	world	world	NOUN
cana-653	495	15	economic	economic	PROPN
cana-653	495	16	forum	forum	PROPN
cana-653	495	17	,	,	PUNCT
cana-653	495	18	the	the	DET
cana-653	495	19	global	global	ADJ
cana-653	495	20	risks	risk	NOUN
cana-653	495	21	report	report	VERB
cana-653	495	22	2022	2022	NUM
cana-653	495	23	17th	17th	NOUN
cana-653	495	24	edition	edition	NOUN
cana-653	495	25	,	,	PUNCT
cana-653	495	26	"	"	PUNCT
cana-653	495	27	available	available	ADJ
cana-653	495	28	:	:	PUNCT
cana-653	495	29	https://www3.weforum.org/docs/wef_the_global_risks_report_2022.pdf	https://www3.weforum.org/docs/wef_the_global_risks_report_2022.pdf	PROPN
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cana-653	495	31	2022	2022	NUM
cana-653	495	32	.	.	PUNCT
cana-653	496	1	[	[	X
cana-653	496	2	2	2	NUM
cana-653	496	3	]	]	X
cana-653	496	4	reserve	reserve	PROPN
cana-653	496	5	bank	bank	PROPN
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cana-653	496	8	.	.	PUNCT
cana-653	496	9	available	available	ADJ
cana-653	496	10	at	at	ADP
cana-653	496	11	:	:	PUNCT
cana-653	496	12	https://rbidocs.rbi.org.in/rdocs/publications/pdfs/rbia1934170510.pdf	https://rbidocs.rbi.org.in/rdocs/publications/pdfs/rbia1934170510.pdf	NOUN
cana-653	496	13	(	(	PUNCT
cana-653	496	14	accessed	access	VERB
cana-653	496	15	:	:	PUNCT
cana-653	496	16	05	05	NUM
cana-653	496	17	august	august	PROPN
cana-653	496	18	2023	2023	NUM
cana-653	496	19	)	)	PUNCT
cana-653	496	20	.	.	PUNCT
cana-653	497	1	[	[	X
cana-653	497	2	3	3	X
cana-653	497	3	]	]	X
cana-653	497	4	y.	y.	PROPN
cana-653	497	5	k.	k.	PROPN
cana-653	497	6	dwivedi	dwivedi	PROPN
cana-653	497	7	,	,	PUNCT
cana-653	497	8	l.	l.	PROPN
cana-653	497	9	hughes	hughes	PROPN
cana-653	497	10	,	,	PUNCT
cana-653	497	11	a.	a.	PROPN
cana-653	497	12	m.	m.	PROPN
cana-653	497	13	baabdullah	baabdullah	PROPN
cana-653	497	14	,	,	PUNCT
cana-653	497	15	"	"	PUNCT
cana-653	497	16	metaverse	metaverse	NOUN
cana-653	497	17	beyond	beyond	ADP
cana-653	497	18	the	the	DET
cana-653	497	19	hype	hype	NOUN
cana-653	497	20	:	:	PUNCT
cana-653	497	21	multidisciplinary	multidisciplinary	ADJ
cana-653	497	22	perspectives	perspective	NOUN
cana-653	497	23	on	on	ADP
cana-653	497	24	emerging	emerge	VERB
cana-653	497	25	challenges	challenge	NOUN
cana-653	497	26	,	,	PUNCT
cana-653	497	27	opportunities	opportunity	NOUN
cana-653	497	28	,	,	PUNCT
cana-653	497	29	and	and	CCONJ
cana-653	497	30	agenda	agenda	NOUN
cana-653	497	31	for	for	ADP
cana-653	497	32	research	research	NOUN
cana-653	497	33	,	,	PUNCT
cana-653	497	34	practice	practice	NOUN
cana-653	497	35	and	and	CCONJ
cana-653	497	36	policy	policy	NOUN
cana-653	497	37	,	,	PUNCT
cana-653	497	38	"	"	PUNCT
cana-653	497	39	international	international	ADJ
cana-653	497	40	journal	journal	NOUN
cana-653	497	41	of	of	ADP
cana-653	497	42	information	information	NOUN
cana-653	497	43	management	management	NOUN
cana-653	497	44	,	,	PUNCT
cana-653	497	45	vol	vol	NOUN
cana-653	497	46	.	.	PROPN
cana-653	497	47	66	66	NUM
cana-653	497	48	,	,	PUNCT
cana-653	497	49	p.	p.	NOUN
cana-653	497	50	102542	102542	NUM
cana-653	497	51	,	,	PUNCT
cana-653	497	52	2022	2022	NUM
cana-653	497	53	.	.	PUNCT
cana-653	498	1	[	[	X
cana-653	498	2	online	online	X
cana-653	498	3	]	]	X
cana-653	498	4	.	.	PUNCT
cana-653	499	1	available	available	ADJ
cana-653	499	2	:	:	PUNCT
cana-653	500	1	https://doi.org/10.1016/j.ijinfomgt.2022.102542	https://doi.org/10.1016/j.ijinfomgt.2022.102542	ADJ
cana-653	500	2	.	.	PUNCT
cana-653	501	1	[	[	X
cana-653	501	2	4	4	NUM
cana-653	501	3	]	]	X
cana-653	501	4	international	international	ADJ
cana-653	501	5	monetary	monetary	ADJ
cana-653	501	6	fund	fund	NOUN
cana-653	501	7	,	,	PUNCT
cana-653	501	8	"	"	PUNCT
cana-653	501	9	world	world	NOUN
cana-653	501	10	economic	economic	ADJ
cana-653	501	11	outlook	outlook	NOUN
cana-653	501	12	database	database	NOUN
cana-653	501	13	,	,	PUNCT
cana-653	501	14	october	october	PROPN
cana-653	501	15	2021	2021	NUM
cana-653	501	16	edition	edition	NOUN
cana-653	501	17	,	,	PUNCT
cana-653	501	18	"	"	PUNCT
cana-653	501	19	source	source	NOUN
cana-653	501	20	https://www.imf.org/en/publications/weo/weo-database/2021/october	https://www.imf.org/en/publications/weo/weo-database/2021/october	PROPN
cana-653	501	21	,	,	PUNCT
cana-653	501	22	2021	2021	NUM
cana-653	501	23	.	.	PUNCT
cana-653	502	1	[	[	X
cana-653	502	2	5	5	X
cana-653	502	3	]	]	PUNCT
cana-653	502	4	the	the	DET
cana-653	502	5	editors	editor	NOUN
cana-653	502	6	of	of	ADP
cana-653	502	7	encyclopaedia	encyclopaedia	PROPN
cana-653	502	8	britannica	britannica	PROPN
cana-653	502	9	,	,	PUNCT
cana-653	502	10	"	"	PUNCT
cana-653	502	11	planning	planning	NOUN
cana-653	502	12	commission	commission	NOUN
cana-653	502	13	,	,	PUNCT
cana-653	502	14	"	"	PUNCT
cana-653	502	15	encyclopedia	encyclopedia	NOUN
cana-653	502	16	britannica	britannica	PROPN
cana-653	502	17	,	,	PUNCT
cana-653	502	18	february	february	PROPN
cana-653	502	19	10	10	NUM
cana-653	502	20	,	,	PUNCT
cana-653	502	21	2023	2023	NUM
cana-653	502	22	.	.	PUNCT
cana-653	503	1	[	[	X
cana-653	503	2	online	online	X
cana-653	503	3	]	]	X
cana-653	503	4	.	.	PUNCT
cana-653	504	1	available	available	ADJ
cana-653	504	2	:	:	PUNCT
cana-653	505	1	https://www.britannica.com/topic/planning-commission	https://www.britannica.com/topic/planning-commission	X
cana-653	505	2	.	.	PUNCT
cana-653	506	1	[	[	X
cana-653	506	2	6	6	NUM
cana-653	506	3	]	]	PUNCT
cana-653	506	4	r.	r.	PROPN
cana-653	506	5	bhattacharya	bhattacharya	PROPN
cana-653	506	6	,	,	PUNCT
cana-653	506	7	p.	p.	PROPN
cana-653	506	8	chakravartti	chakravartti	PROPN
cana-653	506	9	,	,	PUNCT
cana-653	506	10	and	and	CCONJ
cana-653	506	11	s.	s.	PROPN
cana-653	506	12	mundle	mundle	PROPN
cana-653	506	13	,	,	PUNCT
cana-653	506	14	"	"	PUNCT
cana-653	506	15	forecasting	forecast	VERB
cana-653	506	16	india	india	PROPN
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cana-653	506	18	economic	economic	ADJ
cana-653	506	19	growth	growth	NOUN
cana-653	506	20	:	:	PUNCT
cana-653	506	21	a	a	DET
cana-653	506	22	time	time	NOUN
cana-653	506	23	-	-	PUNCT
cana-653	506	24	varying	vary	VERB
cana-653	506	25	parameter	parameter	NOUN
cana-653	506	26	regression	regression	NOUN
cana-653	506	27	approach	approach	NOUN
cana-653	506	28	,	,	PUNCT
cana-653	506	29	"	"	PUNCT
cana-653	506	30	available	available	ADJ
cana-653	506	31	at	at	ADP
cana-653	506	32	:	:	PUNCT
cana-653	506	33	https://nipfp.org.in/media/medialibrary/2018/09/wp_238_.pdf	https://nipfp.org.in/media/medialibrary/2018/09/wp_238_.pdf	X
cana-653	506	34	(	(	PUNCT
cana-653	506	35	accessed	access	VERB
cana-653	506	36	:	:	PUNCT
cana-653	506	37	05	05	NUM
cana-653	506	38	august	august	PROPN
cana-653	506	39	2023	2023	NUM
cana-653	506	40	)	)	PUNCT
cana-653	506	41	.	.	PUNCT
cana-653	507	1	[	[	X
cana-653	507	2	7	7	X
cana-653	507	3	]	]	PUNCT
cana-653	507	4	s.	s.	PROPN
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cana-653	507	6	,	,	PUNCT
cana-653	507	7	"	"	PUNCT
cana-653	507	8	financial	financial	ADJ
cana-653	507	9	sector	sector	NOUN
cana-653	507	10	development	development	NOUN
cana-653	507	11	and	and	CCONJ
cana-653	507	12	economic	economic	ADJ
cana-653	507	13	growth	growth	NOUN
cana-653	507	14	in	in	ADP
cana-653	507	15	india	india	PROPN
cana-653	507	16	:	:	PUNCT
cana-653	507	17	some	some	DET
cana-653	507	18	reflections	reflection	NOUN
cana-653	507	19	,	,	PUNCT
cana-653	507	20	"	"	PUNCT
cana-653	507	21	online	online	ADV
cana-653	507	22	at	at	ADP
cana-653	507	23	https://mpra.ub.uni-muenchen.de/81201/	https://mpra.ub.uni-muenchen.de/81201/	NOUN
cana-653	507	24	,	,	PUNCT
cana-653	507	25	mpra	mpra	PROPN
cana-653	507	26	paper	paper	PROPN
cana-653	507	27	no	no	PROPN
cana-653	507	28	.	.	PROPN
cana-653	507	29	81201	81201	NUM
cana-653	507	30	,	,	PUNCT
cana-653	507	31	posted	post	VERB
cana-653	507	32	07	07	NUM
cana-653	507	33	sep	sep	PROPN
cana-653	507	34	2017	2017	NUM
cana-653	507	35	08:44	08:44	NUM
cana-653	507	36	utc	utc	X
cana-653	507	37	.	.	PUNCT
cana-653	508	1	[	[	X
cana-653	508	2	8	8	NUM
cana-653	508	3	]	]	X
cana-653	508	4	g.	g.	PROPN
cana-653	508	5	ha	ha	PROPN
cana-653	508	6	,	,	PUNCT
cana-653	508	7	s.	s.	PROPN
cana-653	508	8	kumar	kumar	PROPN
cana-653	508	9	,	,	PUNCT
cana-653	508	10	s.	s.	PROPN
cana-653	508	11	a.	a.	PROPN
cana-653	508	12	jyothirani	jyothirani	PROPN
cana-653	508	13	,	,	PUNCT
cana-653	508	14	and	and	CCONJ
cana-653	508	15	h.	h.	PROPN
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cana-653	508	17	,	,	PUNCT
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cana-653	508	19	forecasting	forecast	VERB
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cana-653	508	22	arima	arima	PROPN
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cana-653	508	26	networks	network	NOUN
cana-653	508	27	models	model	NOUN
cana-653	508	28	under	under	ADP
cana-653	508	29	indian	indian	ADJ
cana-653	508	30	environment	environment	NOUN
cana-653	508	31	,	,	PUNCT
cana-653	508	32	"	"	PUNCT
cana-653	508	33	international	international	ADJ
cana-653	508	34	journal	journal	NOUN
cana-653	508	35	of	of	ADP
cana-653	508	36	mathematics	mathematics	NOUN
cana-653	508	37	trends	trend	NOUN
cana-653	508	38	and	and	CCONJ
cana-653	508	39	technology	technology	NOUN
cana-653	508	40	,	,	PUNCT
cana-653	508	41	vol	vol	NOUN
cana-653	508	42	.	.	PROPN
cana-653	508	43	56	56	NUM
cana-653	508	44	,	,	PUNCT
cana-653	508	45	pp	pp	ADJ
cana-653	508	46	.	.	PUNCT
cana-653	508	47	6070	6070	NUM
cana-653	508	48	,	,	PUNCT
cana-653	508	49	2018	2018	NUM
cana-653	508	50	.	.	PUNCT
cana-653	509	1	[	[	X
cana-653	509	2	online	online	X
cana-653	509	3	]	]	X
cana-653	509	4	.	.	PUNCT
cana-653	510	1	available	available	ADJ
cana-653	510	2	:	:	PUNCT
cana-653	510	3	10.14445/22315373	10.14445/22315373	NUM
cana-653	510	4	/	/	SYM
cana-653	510	5	ijmtt	ijmtt	NOUN
cana-653	510	6	-	-	PUNCT
cana-653	510	7	v56p508	v56p508	PROPN
cana-653	510	8	.	.	PUNCT
cana-653	511	1	[	[	X
cana-653	511	2	9	9	NUM
cana-653	511	3	]	]	PUNCT
cana-653	511	4	m.	m.	NOUN
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cana-653	511	7	m.	m.	PROPN
cana-653	511	8	h.	h.	PROPN
cana-653	511	9	minai	minai	PROPN
cana-653	511	10	,	,	PUNCT
cana-653	511	11	"	"	PUNCT
cana-653	511	12	an	an	DET
cana-653	511	13	empirical	empirical	ADJ
cana-653	511	14	analysis	analysis	NOUN
cana-653	511	15	of	of	ADP
cana-653	511	16	forecast	forecast	NOUN
cana-653	511	17	performance	performance	NOUN
cana-653	511	18	of	of	ADP
cana-653	511	19	the	the	DET
cana-653	511	20	gdp	gdp	NOUN
cana-653	511	21	growth	growth	NOUN
cana-653	511	22	in	in	ADP
cana-653	511	23	india	india	PROPN
cana-653	511	24	,	,	PUNCT
cana-653	511	25	"	"	PUNCT
cana-653	511	26	global	global	ADJ
cana-653	511	27	business	business	NOUN
cana-653	511	28	review	review	PROPN
cana-653	511	29	,	,	PUNCT
cana-653	511	30	vol	vol	NOUN
cana-653	511	31	.	.	PROPN
cana-653	511	32	20	20	NUM
cana-653	511	33	,	,	PUNCT
cana-653	511	34	no	no	INTJ
cana-653	511	35	.	.	NOUN
cana-653	511	36	2	2	NUM
cana-653	511	37	,	,	PUNCT
cana-653	511	38	pp	pp	ADJ
cana-653	511	39	.	.	PUNCT
cana-653	512	1	368–386	368–386	NUM
cana-653	512	2	,	,	PUNCT
cana-653	512	3	2019	2019	NUM
cana-653	512	4	.	.	PUNCT
cana-653	513	1	[	[	X
cana-653	513	2	online	online	X
cana-653	513	3	]	]	X
cana-653	513	4	.	.	PUNCT
cana-653	514	1	available	available	ADJ
cana-653	514	2	:	:	PUNCT
cana-653	514	3	https://doi.org/10.1177/0972150918825207	https://doi.org/10.1177/0972150918825207	NOUN
cana-653	514	4	.	.	PUNCT
cana-653	515	1	[	[	X
cana-653	515	2	10	10	NUM
cana-653	515	3	]	]	X
cana-653	515	4	r.	r.	PROPN
cana-653	515	5	bhattacharya	bhattacharya	PROPN
cana-653	515	6	,	,	PUNCT
cana-653	515	7	p.	p.	PROPN
cana-653	515	8	chakravartti	chakravartti	PROPN
cana-653	515	9	,	,	PUNCT
cana-653	515	10	and	and	CCONJ
cana-653	515	11	s.	s.	PROPN
cana-653	515	12	mundle	mundle	PROPN
cana-653	515	13	,	,	PUNCT
cana-653	515	14	"	"	PUNCT
cana-653	515	15	forecasting	forecast	VERB
cana-653	515	16	india	india	PROPN
cana-653	515	17	’s	’s	PART
cana-653	515	18	economic	economic	ADJ
cana-653	515	19	growth	growth	NOUN
cana-653	515	20	:	:	PUNCT
cana-653	515	21	a	a	DET
cana-653	515	22	time	time	NOUN
cana-653	515	23	-	-	PUNCT
cana-653	515	24	varying	vary	VERB
cana-653	515	25	parameter	parameter	NOUN
cana-653	515	26	regression	regression	NOUN
cana-653	515	27	approach	approach	NOUN
cana-653	515	28	,	,	PUNCT
cana-653	515	29	"	"	PUNCT
cana-653	515	30	macroeconomics	macroeconomic	NOUN
cana-653	515	31	and	and	CCONJ
cana-653	515	32	finance	finance	NOUN
cana-653	515	33	in	in	ADP
cana-653	515	34	emerging	emerge	VERB
cana-653	515	35	market	market	NOUN
cana-653	515	36	economies	economy	NOUN
cana-653	515	37	,	,	PUNCT
cana-653	515	38	vol	vol	NOUN
cana-653	515	39	.	.	PROPN
cana-653	515	40	12	12	NUM
cana-653	515	41	,	,	PUNCT
cana-653	515	42	pp	pp	ADJ
cana-653	515	43	.	.	PUNCT
cana-653	516	1	1	1	NUM
cana-653	516	2	-	-	SYM
cana-653	516	3	24	24	NUM
cana-653	516	4	,	,	PUNCT
cana-653	516	5	2019	2019	NUM
cana-653	516	6	.	.	PUNCT
cana-653	517	1	[	[	X
cana-653	517	2	online	online	X
cana-653	517	3	]	]	X
cana-653	517	4	.	.	PUNCT
cana-653	518	1	available	available	ADJ
cana-653	518	2	:	:	PUNCT
cana-653	518	3	https://doi.org/10.1080/17520843.2019.1603169	https://doi.org/10.1080/17520843.2019.1603169	X
cana-653	518	4	.	.	PUNCT
cana-653	519	1	[	[	X
cana-653	519	2	11	11	NUM
cana-653	519	3	]	]	PUNCT
cana-653	519	4	s.	s.	PROPN
cana-653	519	5	solanki	solanki	PROPN
cana-653	519	6	,	,	PUNCT
cana-653	519	7	k.	k.	PROPN
cana-653	519	8	inumula	inumula	PROPN
cana-653	519	9	,	,	PUNCT
cana-653	519	10	and	and	CCONJ
cana-653	519	11	a.	a.	NOUN
cana-653	519	12	chitnis	chitnis	PROPN
cana-653	519	13	,	,	PUNCT
cana-653	519	14	"	"	PUNCT
cana-653	519	15	sectoral	sectoral	ADJ
cana-653	519	16	contribution	contribution	NOUN
cana-653	519	17	to	to	ADP
cana-653	519	18	economic	economic	ADJ
cana-653	519	19	development	development	NOUN
cana-653	519	20	in	in	ADP
cana-653	519	21	india	india	PROPN
cana-653	519	22	:	:	PUNCT
cana-653	519	23	a	a	DET
cana-653	519	24	time	time	NOUN
cana-653	519	25	-	-	PUNCT
cana-653	519	26	series	series	NOUN
cana-653	519	27	co	co	NOUN
cana-653	519	28	-	-	NOUN
cana-653	519	29	integration	integration	NOUN
cana-653	519	30	analysis	analysis	NOUN
cana-653	519	31	,	,	PUNCT
cana-653	519	32	"	"	PUNCT
cana-653	519	33	the	the	DET
cana-653	519	34	journal	journal	NOUN
cana-653	519	35	of	of	ADP
cana-653	519	36	asian	asian	ADJ
cana-653	519	37	finance	finance	NOUN
cana-653	519	38	,	,	PUNCT
cana-653	519	39	economics	economic	NOUN
cana-653	519	40	and	and	CCONJ
cana-653	519	41	business	business	NOUN
cana-653	519	42	,	,	PUNCT
cana-653	519	43	vol	vol	NOUN
cana-653	519	44	.	.	PROPN
cana-653	519	45	7	7	NUM
cana-653	519	46	,	,	PUNCT
cana-653	519	47	pp	pp	ADJ
cana-653	519	48	.	.	PUNCT
cana-653	520	1	191	191	NUM
cana-653	520	2	-	-	SYM
cana-653	520	3	200	200	NUM
cana-653	520	4	,	,	PUNCT
cana-653	520	5	2020	2020	NUM
cana-653	520	6	.	.	PUNCT
cana-653	521	1	[	[	X
cana-653	521	2	online	online	X
cana-653	521	3	]	]	X
cana-653	521	4	.	.	PUNCT
cana-653	522	1	available	available	ADJ
cana-653	522	2	:	:	PUNCT
cana-653	522	3	https://doi.org/10.13106/jafeb.2020.vol7.no9.191	https://doi.org/10.13106/jafeb.2020.vol7.no9.191	NOUN
cana-653	522	4	.	.	PUNCT
cana-653	523	1	[	[	X
cana-653	523	2	12	12	NUM
cana-653	523	3	]	]	PUNCT
cana-653	523	4	a.	a.	NOUN
cana-653	523	5	a.	a.	NOUN
cana-653	523	6	adebiyi	adebiyi	PROPN
cana-653	523	7	,	,	PUNCT
cana-653	523	8	a.	a.	PROPN
cana-653	523	9	o.	o.	PROPN
cana-653	523	10	adewumi	adewumi	PROPN
cana-653	523	11	,	,	PUNCT
cana-653	523	12	c.	c.	PROPN
cana-653	523	13	k.	k.	PROPN
cana-653	523	14	ayo	ayo	PROPN
cana-653	523	15	,	,	PUNCT
cana-653	523	16	"	"	PUNCT
cana-653	523	17	comparison	comparison	NOUN
cana-653	523	18	of	of	ADP
cana-653	523	19	arima	arima	PROPN
cana-653	523	20	and	and	CCONJ
cana-653	523	21	artificial	artificial	ADJ
cana-653	523	22	neural	neural	ADJ
cana-653	523	23	networks	network	NOUN
cana-653	523	24	models	model	NOUN
cana-653	523	25	for	for	ADP
cana-653	523	26	stock	stock	NOUN
cana-653	523	27	price	price	NOUN
cana-653	523	28	prediction	prediction	NOUN
cana-653	523	29	,	,	PUNCT
cana-653	523	30	"	"	PUNCT
cana-653	523	31	journal	journal	NOUN
cana-653	523	32	of	of	ADP
cana-653	523	33	applied	apply	VERB
cana-653	523	34	mathematics	mathematic	NOUN
cana-653	523	35	,	,	PUNCT
cana-653	523	36	vol	vol	NOUN
cana-653	523	37	.	.	PROPN
cana-653	523	38	2014	2014	NUM
cana-653	523	39	,	,	PUNCT
cana-653	523	40	article	article	NOUN
cana-653	523	41	i	i	PROPN
cana-653	523	42	d	d	PROPN
cana-653	523	43	614342	614342	NUM
cana-653	523	44	,	,	PUNCT
cana-653	523	45	7	7	NUM
cana-653	523	46	pages	page	NOUN
cana-653	523	47	,	,	PUNCT
cana-653	523	48	2014	2014	NUM
cana-653	523	49	.	.	PUNCT
cana-653	524	1	[	[	X
cana-653	524	2	online	online	X
cana-653	524	3	]	]	X
cana-653	524	4	.	.	PUNCT
cana-653	525	1	available	available	ADJ
cana-653	525	2	:	:	PUNCT
cana-653	526	1	https://doi.org/10.1155/2014/61434	https://doi.org/10.1155/2014/61434	PROPN
cana-653	526	2	.	.	PUNCT
cana-653	527	1	[	[	X
cana-653	527	2	13	13	NUM
cana-653	527	3	]	]	X
cana-653	527	4	g.	g.	PROPN
cana-653	527	5	maccarrone	maccarrone	PROPN
cana-653	527	6	,	,	PUNCT
cana-653	527	7	g.	g.	PROPN
cana-653	527	8	morelli	morelli	PROPN
cana-653	527	9	,	,	PUNCT
cana-653	527	10	and	and	CCONJ
cana-653	527	11	s.	s.	PROPN
cana-653	527	12	spadaccini	spadaccini	PROPN
cana-653	527	13	,	,	PUNCT
cana-653	527	14	"	"	PUNCT
cana-653	527	15	gdp	gdp	NOUN
cana-653	527	16	forecasting	forecasting	NOUN
cana-653	527	17	:	:	PUNCT
cana-653	527	18	machine	machine	NOUN
cana-653	527	19	learning	learning	NOUN
cana-653	527	20	,	,	PUNCT
cana-653	527	21	linear	linear	ADJ
cana-653	527	22	or	or	CCONJ
cana-653	527	23	autoregression	autoregression	NOUN
cana-653	527	24	?	?	PUNCT
cana-653	527	25	,	,	PUNCT
cana-653	527	26	"	"	PUNCT
cana-653	527	27	front	front	NOUN
cana-653	527	28	.	.	PUNCT
cana-653	528	1	artif	artif	INTJ
cana-653	528	2	.	.	PUNCT
cana-653	529	1	intell	intell	PROPN
cana-653	529	2	.	.	PUNCT
cana-653	529	3	,	,	PUNCT
cana-653	529	4	vol	vol	NOUN
cana-653	529	5	.	.	PROPN
cana-653	529	6	4	4	NUM
cana-653	529	7	,	,	PUNCT
cana-653	529	8	757864	757864	NUM
cana-653	529	9	,	,	PUNCT
cana-653	529	10	2021	2021	NUM
cana-653	529	11	.	.	PUNCT
cana-653	530	1	[	[	X
cana-653	530	2	online	online	X
cana-653	530	3	]	]	X
cana-653	530	4	.	.	PUNCT
cana-653	531	1	available	available	ADJ
cana-653	531	2	:	:	PUNCT
cana-653	532	1	https://doi.org/10.3389/frai.2021.757864	https://doi.org/10.3389/frai.2021.757864	PROPN
cana-653	532	2	.	.	PUNCT
cana-653	533	1	communications	communication	NOUN
cana-653	533	2	on	on	ADP
cana-653	533	3	applied	apply	VERB
cana-653	533	4	nonlinear	nonlinear	ADJ
cana-653	533	5	analysis	analysis	NOUN
cana-653	533	6	issn	issn	NOUN
cana-653	533	7	:	:	PUNCT
cana-653	533	8	1074	1074	NUM
cana-653	533	9	-	-	PUNCT
cana-653	533	10	133x	133x	NUM
cana-653	533	11	vol	vol	NOUN
cana-653	533	12	31	31	NUM
cana-653	533	13	no	no	NOUN
cana-653	533	14	.	.	PUNCT
cana-653	534	1	2s	2s	NUM
cana-653	534	2	(	(	PUNCT
cana-653	534	3	2024	2024	NUM
cana-653	534	4	)	)	PUNCT
cana-653	534	5	359	359	NUM
cana-653	534	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-653	535	1	[	[	X
cana-653	535	2	14	14	NUM
cana-653	535	3	]	]	X
cana-653	535	4	r.	r.	PROPN
cana-653	535	5	bhattacharya	bhattacharya	PROPN
cana-653	535	6	,	,	PUNCT
cana-653	535	7	p.	p.	PROPN
cana-653	535	8	chakravartti	chakravartti	PROPN
cana-653	535	9	,	,	PUNCT
cana-653	535	10	and	and	CCONJ
cana-653	535	11	s.	s.	PROPN
cana-653	535	12	mundle	mundle	PROPN
cana-653	535	13	,	,	PUNCT
cana-653	535	14	"	"	PUNCT
cana-653	535	15	forecasting	forecast	VERB
cana-653	535	16	india	india	PROPN
cana-653	535	17	’s	’s	PART
cana-653	535	18	economic	economic	ADJ
cana-653	535	19	growth	growth	NOUN
cana-653	535	20	:	:	PUNCT
cana-653	535	21	a	a	DET
cana-653	535	22	time	time	NOUN
cana-653	535	23	-	-	PUNCT
cana-653	535	24	varying	vary	VERB
cana-653	535	25	parameter	parameter	NOUN
cana-653	535	26	regression	regression	NOUN
cana-653	535	27	approach	approach	NOUN
cana-653	535	28	,	,	PUNCT
cana-653	535	29	"	"	PUNCT
cana-653	535	30	macroeconomics	macroeconomic	NOUN
cana-653	535	31	and	and	CCONJ
cana-653	535	32	finance	finance	NOUN
cana-653	535	33	in	in	ADP
cana-653	535	34	emerging	emerge	VERB
cana-653	535	35	market	market	NOUN
cana-653	535	36	economies	economy	NOUN
cana-653	535	37	,	,	PUNCT
cana-653	535	38	vol	vol	NOUN
cana-653	535	39	.	.	PROPN
cana-653	535	40	12	12	NUM
cana-653	535	41	,	,	PUNCT
cana-653	535	42	no	no	INTJ
cana-653	535	43	.	.	NOUN
cana-653	535	44	3	3	NUM
cana-653	535	45	,	,	PUNCT
cana-653	535	46	pp	pp	ADJ
cana-653	535	47	.	.	PUNCT
cana-653	535	48	205	205	NUM
cana-653	535	49	-	-	SYM
cana-653	535	50	228	228	NUM
cana-653	535	51	,	,	PUNCT
cana-653	535	52	2019	2019	NUM
cana-653	535	53	.	.	PUNCT
cana-653	536	1	[	[	X
cana-653	536	2	online	online	X
cana-653	536	3	]	]	X
cana-653	536	4	.	.	PUNCT
cana-653	537	1	available	available	ADJ
cana-653	537	2	:	:	PUNCT
cana-653	537	3	https://doi.org/10.1080/17520843.2019.1603169	https://doi.org/10.1080/17520843.2019.1603169	X
cana-653	537	4	.	.	PUNCT
cana-653	538	1	[	[	X
cana-653	538	2	15	15	NUM
cana-653	538	3	]	]	X
cana-653	538	4	b.	b.	PROPN
cana-653	538	5	maity	maity	PROPN
cana-653	538	6	and	and	CCONJ
cana-653	538	7	b.	b.	PROPN
cana-653	538	8	chatterjee	chatterjee	PROPN
cana-653	538	9	,	,	PUNCT
cana-653	538	10	"	"	PUNCT
cana-653	538	11	forecasting	forecast	VERB
cana-653	538	12	gdp	gdp	NOUN
cana-653	538	13	growth	growth	NOUN
cana-653	538	14	rates	rate	NOUN
cana-653	538	15	of	of	ADP
cana-653	538	16	india	india	PROPN
cana-653	538	17	:	:	PUNCT
cana-653	538	18	an	an	DET
cana-653	538	19	empirical	empirical	ADJ
cana-653	538	20	study	study	NOUN
cana-653	538	21	,	,	PUNCT
cana-653	538	22	"	"	PUNCT
cana-653	538	23	international	international	ADJ
cana-653	538	24	journal	journal	NOUN
cana-653	538	25	of	of	ADP
cana-653	538	26	economics	economic	NOUN
cana-653	538	27	and	and	CCONJ
cana-653	538	28	management	management	NOUN
cana-653	538	29	sciences	science	NOUN
cana-653	538	30	,	,	PUNCT
cana-653	538	31	vol	vol	NOUN
cana-653	538	32	.	.	PROPN
cana-653	538	33	1	1	NUM
cana-653	538	34	,	,	PUNCT
cana-653	538	35	no	no	INTJ
cana-653	538	36	.	.	NOUN
cana-653	538	37	9	9	NUM
cana-653	538	38	,	,	PUNCT
cana-653	538	39	pp	pp	ADJ
cana-653	538	40	.	.	PUNCT
cana-653	539	1	52	52	NUM
cana-653	539	2	-	-	SYM
cana-653	539	3	58	58	NUM
cana-653	539	4	,	,	PUNCT
cana-653	539	5	2012	2012	NUM
cana-653	539	6	.	.	PUNCT
cana-653	540	1	[	[	X
cana-653	540	2	16	16	NUM
cana-653	540	3	]	]	X
cana-653	540	4	o.	o.	PROPN
cana-653	540	5	sukharev	sukharev	VERB
cana-653	540	6	and	and	CCONJ
cana-653	540	7	e.	e.	PROPN
cana-653	540	8	voronchikhina	voronchikhina	PROPN
cana-653	540	9	,	,	PUNCT
cana-653	540	10	"	"	PUNCT
cana-653	540	11	financial	financial	ADJ
cana-653	540	12	and	and	CCONJ
cana-653	540	13	non	non	ADJ
cana-653	540	14	-	-	ADJ
cana-653	540	15	financial	financial	ADJ
cana-653	540	16	investments	investment	NOUN
cana-653	540	17	:	:	PUNCT
cana-653	540	18	comparative	comparative	ADJ
cana-653	540	19	econometric	econometric	ADJ
cana-653	540	20	analysis	analysis	NOUN
cana-653	540	21	of	of	ADP
cana-653	540	22	the	the	DET
cana-653	540	23	impact	impact	NOUN
cana-653	540	24	on	on	ADP
cana-653	540	25	economic	economic	ADJ
cana-653	540	26	dynamics	dynamic	NOUN
cana-653	540	27	,	,	PUNCT
cana-653	540	28	"	"	PUNCT
cana-653	540	29	quantitative	quantitative	ADJ
cana-653	540	30	finance	finance	NOUN
cana-653	540	31	and	and	CCONJ
cana-653	540	32	economics	economic	NOUN
cana-653	540	33	(	(	PUNCT
cana-653	540	34	qfe	qfe	NOUN
cana-653	540	35	)	)	PUNCT
cana-653	540	36	,	,	PUNCT
cana-653	540	37	doi	doi	NOUN
cana-653	540	38	:	:	PUNCT
cana-653	540	39	10.3934	10.3934	NUM
cana-653	540	40	/	/	SYM
cana-653	540	41	qfe.2020018	qfe.2020018	PROPN
cana-653	540	42	.	.	PUNCT
cana-653	541	1	[	[	X
cana-653	541	2	17	17	NUM
cana-653	541	3	]	]	PUNCT
cana-653	541	4	a.	a.	NOUN
cana-653	541	5	kożuch	kożuch	PROPN
cana-653	541	6	,	,	PUNCT
cana-653	541	7	d.	d.	PROPN
cana-653	541	8	cywicka	cywicka	PROPN
cana-653	541	9	,	,	PUNCT
cana-653	541	10	and	and	CCONJ
cana-653	541	11	k.	k.	PROPN
cana-653	541	12	adamowicz	adamowicz	PROPN
cana-653	541	13	,	,	PUNCT
cana-653	541	14	"	"	PUNCT
cana-653	541	15	a	a	DET
cana-653	541	16	comparison	comparison	NOUN
cana-653	541	17	of	of	ADP
cana-653	541	18	artificial	artificial	ADJ
cana-653	541	19	neural	neural	ADJ
cana-653	541	20	network	network	NOUN
cana-653	541	21	and	and	CCONJ
cana-653	541	22	time	time	NOUN
cana-653	541	23	series	series	NOUN
cana-653	541	24	models	model	NOUN
cana-653	541	25	for	for	ADP
cana-653	541	26	timber	timber	NOUN
cana-653	541	27	price	price	NOUN
cana-653	541	28	forecasting	forecasting	NOUN
cana-653	541	29	,	,	PUNCT
cana-653	541	30	"	"	PUNCT
cana-653	541	31	forests	forest	NOUN
cana-653	541	32	,	,	PUNCT
cana-653	541	33	vol	vol	NOUN
cana-653	541	34	.	.	PROPN
cana-653	541	35	14	14	NUM
cana-653	541	36	,	,	PUNCT
cana-653	541	37	no	no	INTJ
cana-653	541	38	.	.	NOUN
cana-653	541	39	2	2	NUM
cana-653	541	40	,	,	PUNCT
cana-653	541	41	p.	p.	NOUN
cana-653	541	42	177	177	NUM
cana-653	541	43	,	,	PUNCT
cana-653	541	44	2023	2023	NUM
cana-653	541	45	.	.	PUNCT
cana-653	542	1	[	[	X
cana-653	542	2	online	online	X
cana-653	542	3	]	]	X
cana-653	542	4	.	.	PUNCT
cana-653	543	1	available	available	ADJ
cana-653	543	2	:	:	PUNCT
cana-653	544	1	https://doi.org/10.3390/f14020177	https://doi.org/10.3390/f14020177	NUM
cana-653	544	2	.	.	PUNCT
cana-653	545	1	[	[	X
cana-653	545	2	18	18	NUM
cana-653	545	3	]	]	X
cana-653	545	4	r.	r.	PROPN
cana-653	545	5	bhattacharya	bhattacharya	PROPN
cana-653	545	6	,	,	PUNCT
cana-653	545	7	b.	b.	PROPN
cana-653	545	8	bhandari	bhandari	PROPN
cana-653	545	9	,	,	PUNCT
cana-653	545	10	and	and	CCONJ
cana-653	545	11	s.	s.	PROPN
cana-653	545	12	mundle	mundle	PROPN
cana-653	545	13	,	,	PUNCT
cana-653	545	14	"	"	PUNCT
cana-653	545	15	nowcasting	nowcaste	VERB
cana-653	545	16	india	india	PROPN
cana-653	545	17	’s	’s	PART
cana-653	545	18	quarterly	quarterly	ADJ
cana-653	545	19	gdp	gdp	NOUN
cana-653	545	20	growth	growth	NOUN
cana-653	545	21	:	:	PUNCT
cana-653	545	22	a	a	DET
cana-653	545	23	factor	factor	NOUN
cana-653	545	24	-	-	PUNCT
cana-653	545	25	augmented	augment	VERB
cana-653	545	26	time	time	NOUN
cana-653	545	27	-	-	PUNCT
cana-653	545	28	varying	vary	VERB
cana-653	545	29	coefficient	coefficient	NOUN
cana-653	545	30	regression	regression	NOUN
cana-653	545	31	model	model	NOUN
cana-653	545	32	(	(	PUNCT
cana-653	545	33	fa	fa	NOUN
cana-653	545	34	-	-	NOUN
cana-653	545	35	tvcrm	tvcrm	NOUN
cana-653	545	36	)	)	PUNCT
cana-653	545	37	,	,	PUNCT
cana-653	545	38	"	"	PUNCT
cana-653	545	39	j.	j.	PROPN
cana-653	545	40	quant	quant	PROPN
cana-653	545	41	.	.	PUNCT
cana-653	546	1	econ	econ	PROPN
cana-653	546	2	.	.	PROPN
cana-653	546	3	,	,	PUNCT
cana-653	546	4	vol	vol	NOUN
cana-653	546	5	.	.	PROPN
cana-653	546	6	21	21	NUM
cana-653	546	7	,	,	PUNCT
cana-653	546	8	pp	pp	ADJ
cana-653	546	9	.	.	PUNCT
cana-653	547	1	213–234	213–234	NUM
cana-653	547	2	,	,	PUNCT
cana-653	547	3	2023	2023	NUM
cana-653	547	4	.	.	PUNCT
cana-653	548	1	[	[	X
cana-653	548	2	online	online	X
cana-653	548	3	]	]	X
cana-653	548	4	.	.	PUNCT
cana-653	549	1	available	available	ADJ
cana-653	549	2	:	:	PUNCT
cana-653	549	3	https://doi.org/10.1007/s40953-022-00335-6	https://doi.org/10.1007/s40953-022-00335-6	X
cana-653	549	4	.	.	PUNCT
cana-653	550	1	[	[	X
cana-653	550	2	19	19	NUM
cana-653	550	3	]	]	PUNCT
cana-653	550	4	a.	a.	NOUN
cana-653	550	5	hosen	hosen	PROPN
cana-653	550	6	,	,	PUNCT
cana-653	550	7	"	"	PUNCT
cana-653	550	8	the	the	DET
cana-653	550	9	stability	stability	NOUN
cana-653	550	10	of	of	ADP
cana-653	550	11	population	population	NOUN
cana-653	550	12	and	and	CCONJ
cana-653	550	13	gdp	gdp	NOUN
cana-653	550	14	growth	growth	NOUN
cana-653	550	15	:	:	PUNCT
cana-653	550	16	a	a	DET
cana-653	550	17	comparative	comparative	ADJ
cana-653	550	18	analysis	analysis	NOUN
cana-653	550	19	among	among	ADP
cana-653	550	20	different	different	ADJ
cana-653	550	21	nations	nation	NOUN
cana-653	550	22	in	in	ADP
cana-653	550	23	the	the	DET
cana-653	550	24	world	world	NOUN
cana-653	550	25	,	,	PUNCT
cana-653	550	26	"	"	PUNCT
cana-653	550	27	international	international	ADJ
cana-653	550	28	journal	journal	NOUN
cana-653	550	29	of	of	ADP
cana-653	550	30	business	business	NOUN
cana-653	550	31	and	and	CCONJ
cana-653	550	32	economics	economic	NOUN
cana-653	550	33	research	research	NOUN
cana-653	550	34	,	,	PUNCT
cana-653	550	35	vol	vol	NOUN
cana-653	550	36	.	.	PROPN
cana-653	550	37	8	8	NUM
cana-653	550	38	,	,	PUNCT
cana-653	550	39	no	no	INTJ
cana-653	550	40	.	.	NOUN
cana-653	550	41	4	4	NUM
cana-653	550	42	,	,	PUNCT
cana-653	550	43	pp	pp	ADJ
cana-653	550	44	.	.	PUNCT
cana-653	551	1	180	180	NUM
cana-653	551	2	-	-	SYM
cana-653	551	3	191	191	NUM
cana-653	551	4	,	,	PUNCT
cana-653	551	5	2019	2019	NUM
cana-653	551	6	.	.	PUNCT
cana-653	552	1	[	[	X
cana-653	552	2	online	online	X
cana-653	552	3	]	]	X
cana-653	552	4	.	.	PUNCT
cana-653	553	1	available	available	ADJ
cana-653	553	2	:	:	PUNCT
cana-653	553	3	doi	doi	NOUN
cana-653	553	4	:	:	PUNCT
cana-653	553	5	10.11648	10.11648	NUM
cana-653	553	6	/	/	SYM
cana-653	553	7	j.ijber.20190804.13	j.ijber.20190804.13	PROPN
cana-653	553	8	.	.	PUNCT
cana-653	554	1	[	[	X
cana-653	554	2	20	20	NUM
cana-653	554	3	]	]	PUNCT
cana-653	554	4	p.	p.	PROPN
cana-653	554	5	mishra	mishra	PROPN
cana-653	554	6	et	et	PROPN
cana-653	554	7	al	al	PROPN
cana-653	554	8	.	.	PROPN
cana-653	554	9	,	,	PUNCT
cana-653	554	10	"	"	PUNCT
cana-653	554	11	nowcasting	nowcaste	VERB
cana-653	554	12	india	india	PROPN
cana-653	554	13	economic	economic	ADJ
cana-653	554	14	growth	growth	NOUN
cana-653	554	15	using	use	VERB
cana-653	554	16	a	a	DET
cana-653	554	17	mixed	mixed	ADJ
cana-653	554	18	-	-	PUNCT
cana-653	554	19	data	data	NOUN
cana-653	554	20	sampling	sampling	NOUN
cana-653	554	21	(	(	PUNCT
cana-653	554	22	midas	midas	PROPN
cana-653	554	23	)	)	PUNCT
cana-653	554	24	model	model	NOUN
cana-653	554	25	(	(	PUNCT
cana-653	554	26	empirical	empirical	ADJ
cana-653	554	27	study	study	NOUN
cana-653	554	28	with	with	ADP
cana-653	554	29	economic	economic	ADJ
cana-653	554	30	policy	policy	NOUN
cana-653	554	31	uncertainty	uncertainty	NOUN
cana-653	554	32	–	–	PUNCT
cana-653	554	33	consumer	consumer	NOUN
cana-653	554	34	prices	price	NOUN
cana-653	554	35	index	index	NOUN
cana-653	554	36	)	)	PUNCT
cana-653	554	37	,	,	PUNCT
cana-653	554	38	"	"	PUNCT
cana-653	554	39	data	datum	NOUN
cana-653	554	40	,	,	PUNCT
cana-653	554	41	vol	vol	NOUN
cana-653	554	42	.	.	PROPN
cana-653	554	43	6	6	NUM
cana-653	554	44	,	,	PUNCT
cana-653	554	45	no	no	INTJ
cana-653	554	46	.	.	NOUN
cana-653	554	47	11	11	NUM
cana-653	554	48	,	,	PUNCT
cana-653	554	49	p.	p.	NOUN
cana-653	554	50	113	113	NUM
cana-653	554	51	,	,	PUNCT
cana-653	554	52	2021	2021	NUM
cana-653	554	53	.	.	PUNCT
cana-653	555	1	[	[	X
cana-653	555	2	online	online	X
cana-653	555	3	]	]	X
cana-653	555	4	.	.	PUNCT
cana-653	556	1	available	available	ADJ
cana-653	556	2	:	:	PUNCT
cana-653	556	3	https://doi.org/10.3390/data6110113	https://doi.org/10.3390/data6110113	PROPN
cana-653	556	4	.	.	PUNCT
cana-653	557	1	[	[	X
cana-653	557	2	21	21	NUM
cana-653	557	3	]	]	X
cana-653	557	4	s.	s.	PROPN
cana-653	557	5	sa'adah	sa'adah	PROPN
cana-653	557	6	and	and	CCONJ
cana-653	557	7	m.	m.	PROPN
cana-653	557	8	s.	s.	PROPN
cana-653	557	9	wibowo	wibowo	PROPN
cana-653	557	10	,	,	PUNCT
cana-653	557	11	"	"	PUNCT
cana-653	557	12	prediction	prediction	NOUN
cana-653	557	13	of	of	ADP
cana-653	557	14	gross	gross	ADJ
cana-653	557	15	domestic	domestic	ADJ
cana-653	557	16	product	product	NOUN
cana-653	557	17	(	(	PUNCT
cana-653	557	18	gdp	gdp	NOUN
cana-653	557	19	)	)	PUNCT
cana-653	557	20	in	in	ADP
cana-653	557	21	indonesia	indonesia	PROPN
cana-653	557	22	using	use	VERB
cana-653	557	23	deep	deep	ADJ
cana-653	557	24	learning	learning	NOUN
cana-653	557	25	algorithm	algorithm	NOUN
cana-653	557	26	,	,	PUNCT
cana-653	557	27	"	"	PUNCT
cana-653	557	28	in	in	ADP
cana-653	557	29	2020	2020	NUM
cana-653	557	30	3rd	3rd	ADJ
cana-653	557	31	international	international	ADJ
cana-653	557	32	seminar	seminar	NOUN
cana-653	557	33	on	on	ADP
cana-653	557	34	research	research	NOUN
cana-653	557	35	of	of	ADP
cana-653	557	36	information	information	NOUN
cana-653	557	37	technology	technology	NOUN
cana-653	557	38	and	and	CCONJ
cana-653	557	39	intelligent	intelligent	ADJ
cana-653	557	40	systems	system	NOUN
cana-653	557	41	(	(	PUNCT
cana-653	557	42	isriti	isriti	ADJ
cana-653	557	43	)	)	PUNCT
cana-653	557	44	,	,	PUNCT
cana-653	557	45	yogyakarta	yogyakarta	PROPN
cana-653	557	46	,	,	PUNCT
cana-653	557	47	indonesia	indonesia	PROPN
cana-653	557	48	,	,	PUNCT
cana-653	557	49	2020	2020	NUM
cana-653	557	50	,	,	PUNCT
cana-653	557	51	pp	pp	ADV
cana-653	557	52	.	.	PUNCT
cana-653	558	1	32	32	NUM
cana-653	558	2	-	-	SYM
cana-653	558	3	36	36	NUM
cana-653	558	4	,	,	PUNCT
cana-653	558	5	doi	doi	NOUN
cana-653	558	6	:	:	PUNCT
cana-653	558	7	10.1109	10.1109	NUM
cana-653	558	8	/	/	SYM
cana-653	558	9	isriti51436.2020.9315519	isriti51436.2020.9315519	NUM
cana-653	558	10	.	.	PUNCT
cana-653	559	1	[	[	X
cana-653	559	2	22	22	NUM
cana-653	559	3	]	]	X
cana-653	559	4	g.	g.	PROPN
cana-653	559	5	cicceri	cicceri	PROPN
cana-653	559	6	,	,	PUNCT
cana-653	559	7	g.	g.	PROPN
cana-653	559	8	inserra	inserra	PROPN
cana-653	559	9	,	,	PUNCT
cana-653	559	10	and	and	CCONJ
cana-653	559	11	m.	m.	NOUN
cana-653	559	12	limosani	limosani	NOUN
cana-653	559	13	,	,	PUNCT
cana-653	559	14	"	"	PUNCT
cana-653	559	15	a	a	DET
cana-653	559	16	machine	machine	NOUN
cana-653	559	17	learning	learn	VERB
cana-653	559	18	approach	approach	NOUN
cana-653	559	19	to	to	PART
cana-653	559	20	forecast	forecast	VERB
cana-653	559	21	economic	economic	ADJ
cana-653	559	22	recessions	recession	NOUN
cana-653	559	23	—	—	PUNCT
cana-653	559	24	an	an	DET
cana-653	559	25	italian	italian	ADJ
cana-653	559	26	case	case	NOUN
cana-653	559	27	study	study	NOUN
cana-653	559	28	,	,	PUNCT
cana-653	559	29	"	"	PUNCT
cana-653	559	30	mathematics	mathematic	NOUN
cana-653	559	31	,	,	PUNCT
cana-653	559	32	vol	vol	NOUN
cana-653	559	33	.	.	PROPN
cana-653	559	34	8	8	NUM
cana-653	559	35	,	,	PUNCT
cana-653	559	36	no	no	INTJ
cana-653	559	37	.	.	NOUN
cana-653	559	38	2	2	NUM
cana-653	559	39	,	,	PUNCT
cana-653	559	40	p.	p.	NOUN
cana-653	559	41	241	241	NUM
cana-653	559	42	,	,	PUNCT
cana-653	559	43	2020	2020	NUM
cana-653	559	44	.	.	PUNCT
cana-653	560	1	[	[	X
cana-653	560	2	online	online	X
cana-653	560	3	]	]	X
cana-653	560	4	.	.	PUNCT
cana-653	561	1	available	available	ADJ
cana-653	561	2	:	:	PUNCT
cana-653	561	3	https://doi.org/10.3390/math8020241	https://doi.org/10.3390/math8020241	X
cana-653	561	4	.	.	PUNCT
cana-653	562	1	[	[	X
cana-653	562	2	23	23	NUM
cana-653	562	3	]	]	PUNCT
cana-653	562	4	t.	t.	NOUN
cana-653	562	5	wanga	wanga	PROPN
cana-653	562	6	,	,	PUNCT
cana-653	562	7	r.	r.	PROPN
cana-653	562	8	beard	beard	PROPN
cana-653	562	9	,	,	PUNCT
cana-653	562	10	j.	j.	PROPN
cana-653	562	11	hawkins	hawkins	PROPN
cana-653	562	12	,	,	PUNCT
cana-653	562	13	and	and	CCONJ
cana-653	562	14	r.	r.	PROPN
cana-653	562	15	chandra	chandra	PROPN
cana-653	562	16	,	,	PUNCT
cana-653	562	17	"	"	PUNCT
cana-653	562	18	recursive	recursive	ADJ
cana-653	562	19	deep	deep	ADJ
cana-653	562	20	learning	learning	NOUN
cana-653	562	21	framework	framework	NOUN
cana-653	562	22	for	for	ADP
cana-653	562	23	forecasting	forecast	VERB
cana-653	562	24	the	the	DET
cana-653	562	25	decadal	decadal	NOUN
cana-653	562	26	world	world	NOUN
cana-653	562	27	economic	economic	ADJ
cana-653	562	28	outlook	outlook	NOUN
cana-653	562	29	,	,	PUNCT
cana-653	562	30	"	"	PUNCT
cana-653	562	31	arxiv:2301.10874v1	arxiv:2301.10874v1	NOUN
cana-653	562	32	[	[	X
cana-653	562	33	cs.lg	cs.lg	PROPN
cana-653	562	34	]	]	PUNCT
cana-653	562	35	,	,	PUNCT
cana-653	562	36	25	25	NUM
cana-653	562	37	jan	jan	PROPN
cana-653	562	38	2023	2023	NUM
cana-653	562	39	.	.	PUNCT
cana-653	563	1	[	[	X
cana-653	563	2	24	24	NUM
cana-653	563	3	]	]	X
cana-653	563	4	h.	h.	PROPN
cana-653	563	5	bunyamin	bunyamin	PROPN
cana-653	563	6	,	,	PUNCT
cana-653	563	7	m.	m.	PROPN
cana-653	563	8	meyliana	meyliana	PROPN
cana-653	563	9	,	,	PUNCT
cana-653	563	10	"	"	PUNCT
cana-653	563	11	classical	classical	ADJ
cana-653	563	12	and	and	CCONJ
cana-653	563	13	deep	deep	ADJ
cana-653	563	14	learning	learning	NOUN
cana-653	563	15	time	time	NOUN
cana-653	563	16	series	series	PROPN
cana-653	563	17	prediction	prediction	NOUN
cana-653	563	18	techniques	technique	NOUN
cana-653	563	19	in	in	ADP
cana-653	563	20	the	the	DET
cana-653	563	21	case	case	NOUN
cana-653	563	22	of	of	ADP
cana-653	563	23	indonesian	indonesian	ADJ
cana-653	563	24	economic	economic	ADJ
cana-653	563	25	growth	growth	NOUN
cana-653	563	26	,	,	PUNCT
cana-653	563	27	"	"	PUNCT
cana-653	563	28	iop	iop	PROPN
cana-653	563	29	conference	conference	NOUN
cana-653	563	30	series	series	NOUN
cana-653	563	31	.	.	PUNCT
cana-653	564	1	materials	material	NOUN
cana-653	564	2	science	science	NOUN
cana-653	564	3	and	and	CCONJ
cana-653	564	4	engineering	engineering	NOUN
cana-653	564	5	,	,	PUNCT
cana-653	564	6	vol	vol	NOUN
cana-653	564	7	.	.	PROPN
cana-653	564	8	1077	1077	NUM
cana-653	564	9	,	,	PUNCT
cana-653	564	10	no	no	INTJ
cana-653	564	11	.	.	NOUN
cana-653	564	12	1	1	NUM
cana-653	564	13	,	,	PUNCT
cana-653	564	14	feb	feb	NOUN
cana-653	564	15	2021	2021	NUM
cana-653	564	16	.	.	PUNCT
cana-653	565	1	doi:10.1088/1757	doi:10.1088/1757	NOUN
cana-653	565	2	-	-	PUNCT
cana-653	565	3	899x/1077/1/012014	899x/1077/1/012014	NUM
cana-653	565	4	.	.	PUNCT
cana-653	566	1	[	[	X
cana-653	566	2	25	25	NUM
cana-653	566	3	]	]	X
cana-653	566	4	s.	s.	PROPN
cana-653	566	5	r.	r.	PROPN
cana-653	566	6	behera	behera	PROPN
cana-653	566	7	,	,	PUNCT
cana-653	566	8	b.	b.	PROPN
cana-653	566	9	mishra	mishra	PROPN
cana-653	566	10	,	,	PUNCT
cana-653	566	11	and	and	CCONJ
cana-653	566	12	b.	b.	PROPN
cana-653	566	13	bhaskar	bhaskar	NOUN
cana-653	566	14	,	,	PUNCT
cana-653	566	15	"	"	PUNCT
cana-653	566	16	impact	impact	NOUN
cana-653	566	17	of	of	ADP
cana-653	566	18	banking	banking	NOUN
cana-653	566	19	crises	crisis	NOUN
cana-653	566	20	on	on	ADP
cana-653	566	21	economic	economic	ADJ
cana-653	566	22	growth	growth	NOUN
cana-653	566	23	in	in	ADP
cana-653	566	24	india	india	PROPN
cana-653	566	25	:	:	PUNCT
cana-653	566	26	a	a	DET
cana-653	566	27	time	time	NOUN
cana-653	566	28	series	series	NOUN
cana-653	566	29	analysis	analysis	NOUN
cana-653	566	30	,	,	PUNCT
cana-653	566	31	"	"	PUNCT
cana-653	566	32	journal	journal	NOUN
cana-653	566	33	of	of	ADP
cana-653	566	34	economic	economic	ADJ
cana-653	566	35	structures	structure	NOUN
cana-653	566	36	,	,	PUNCT
cana-653	566	37	vol	vol	NOUN
cana-653	566	38	.	.	PROPN
cana-653	566	39	8	8	NUM
cana-653	566	40	,	,	PUNCT
cana-653	566	41	no	no	INTJ
cana-653	566	42	.	.	NOUN
cana-653	566	43	1	1	NUM
cana-653	566	44	,	,	PUNCT
cana-653	566	45	pp	pp	ADJ
cana-653	566	46	.	.	PUNCT
cana-653	567	1	1	1	NUM
cana-653	567	2	-	-	SYM
cana-653	567	3	18	18	NUM
cana-653	567	4	,	,	PUNCT
cana-653	567	5	2019	2019	NUM
cana-653	567	6	.	.	PUNCT
cana-653	568	1	[	[	X
cana-653	568	2	26	26	NUM
cana-653	568	3	]	]	PUNCT
cana-653	568	4	j.	j.	PROPN
cana-653	568	5	smith	smith	PROPN
cana-653	568	6	,	,	PUNCT
cana-653	568	7	k.	k.	PROPN
cana-653	568	8	kumar	kumar	PROPN
cana-653	568	9	,	,	PUNCT
cana-653	568	10	and	and	CCONJ
cana-653	568	11	r.	r.	PROPN
cana-653	568	12	gupta	gupta	PROPN
cana-653	568	13	,	,	PUNCT
cana-653	568	14	"	"	PUNCT
cana-653	568	15	banking	banking	NOUN
cana-653	568	16	crises	crisis	NOUN
cana-653	568	17	and	and	CCONJ
cana-653	568	18	economic	economic	ADJ
cana-653	568	19	growth	growth	NOUN
cana-653	568	20	in	in	ADP
cana-653	568	21	india	india	PROPN
cana-653	568	22	:	:	PUNCT
cana-653	568	23	a	a	DET
cana-653	568	24	panel	panel	NOUN
cana-653	568	25	data	data	VERB
cana-653	568	26	analysis	analysis	NOUN
cana-653	568	27	,	,	PUNCT
cana-653	568	28	"	"	PUNCT
cana-653	568	29	journal	journal	NOUN
cana-653	568	30	of	of	ADP
cana-653	568	31	quantitative	quantitative	ADJ
cana-653	568	32	economics	economic	NOUN
cana-653	568	33	,	,	PUNCT
cana-653	568	34	vol	vol	NOUN
cana-653	568	35	.	.	PROPN
cana-653	568	36	18	18	NUM
cana-653	568	37	,	,	PUNCT
cana-653	568	38	no	no	INTJ
cana-653	568	39	.	.	NOUN
cana-653	568	40	3	3	NUM
cana-653	568	41	,	,	PUNCT
cana-653	568	42	pp	pp	ADJ
cana-653	568	43	.	.	PUNCT
cana-653	569	1	659	659	NUM
cana-653	569	2	-	-	SYM
cana-653	569	3	686	686	NUM
cana-653	569	4	,	,	PUNCT
cana-653	569	5	2020	2020	NUM
cana-653	569	6	.	.	PUNCT
cana-653	570	1	[	[	X
cana-653	570	2	27	27	NUM
cana-653	570	3	]	]	PUNCT
cana-653	570	4	s.	s.	PROPN
cana-653	570	5	k.	k.	PROPN
cana-653	570	6	sharma	sharma	PROPN
cana-653	570	7	,	,	PUNCT
cana-653	570	8	n.	n.	PROPN
cana-653	570	9	srinivasan	srinivasan	NOUN
cana-653	570	10	,	,	PUNCT
cana-653	570	11	and	and	CCONJ
cana-653	570	12	s.	s.	PROPN
cana-653	570	13	santra	santra	PROPN
cana-653	570	14	,	,	PUNCT
cana-653	570	15	"	"	PUNCT
cana-653	570	16	impact	impact	NOUN
cana-653	570	17	of	of	ADP
cana-653	570	18	banking	banking	NOUN
cana-653	570	19	sector	sector	NOUN
cana-653	570	20	crises	crisis	NOUN
cana-653	570	21	on	on	ADP
cana-653	570	22	economic	economic	ADJ
cana-653	570	23	growth	growth	NOUN
cana-653	570	24	:	:	PUNCT
cana-653	570	25	evidence	evidence	NOUN
cana-653	570	26	from	from	ADP
cana-653	570	27	india	india	PROPN
cana-653	570	28	,	,	PUNCT
cana-653	570	29	"	"	PUNCT
cana-653	570	30	journal	journal	NOUN
cana-653	570	31	of	of	ADP
cana-653	570	32	policy	policy	NOUN
cana-653	570	33	modeling	modeling	NOUN
cana-653	570	34	,	,	PUNCT
cana-653	570	35	vol	vol	NOUN
cana-653	570	36	.	.	PROPN
cana-653	570	37	40	40	NUM
cana-653	570	38	,	,	PUNCT
cana-653	570	39	no	no	INTJ
cana-653	570	40	.	.	NOUN
cana-653	570	41	5	5	NUM
cana-653	570	42	,	,	PUNCT
cana-653	570	43	pp	pp	ADJ
cana-653	570	44	.	.	PUNCT
cana-653	571	1	905	905	NUM
cana-653	571	2	-	-	SYM
cana-653	571	3	919	919	NUM
cana-653	571	4	,	,	PUNCT
cana-653	571	5	2018	2018	NUM
cana-653	571	6	.	.	PUNCT
cana-653	572	1	[	[	X
cana-653	572	2	28	28	NUM
cana-653	572	3	]	]	X
cana-653	572	4	a.	a.	PROPN
cana-653	572	5	roy	roy	PROPN
cana-653	572	6	,	,	PUNCT
cana-653	572	7	d.	d.	PROPN
cana-653	572	8	sarkar	sarkar	PROPN
cana-653	572	9	,	,	PUNCT
cana-653	572	10	and	and	CCONJ
cana-653	572	11	r.	r.	PROPN
cana-653	572	12	das	das	PROPN
cana-653	572	13	,	,	PUNCT
cana-653	572	14	"	"	PUNCT
cana-653	572	15	sectoral	sectoral	ADJ
cana-653	572	16	impact	impact	NOUN
cana-653	572	17	of	of	ADP
cana-653	572	18	banking	banking	NOUN
cana-653	572	19	crises	crisis	NOUN
cana-653	572	20	on	on	ADP
cana-653	572	21	indian	indian	ADJ
cana-653	572	22	economy	economy	NOUN
cana-653	572	23	,	,	PUNCT
cana-653	572	24	"	"	PUNCT
cana-653	572	25	international	international	ADJ
cana-653	572	26	journal	journal	NOUN
cana-653	572	27	of	of	ADP
cana-653	572	28	economics	economic	NOUN
cana-653	572	29	,	,	PUNCT
cana-653	572	30	commerce	commerce	NOUN
cana-653	572	31	and	and	CCONJ
cana-653	572	32	management	management	NOUN
cana-653	572	33	,	,	PUNCT
cana-653	572	34	vol	vol	NOUN
cana-653	572	35	.	.	PROPN
cana-653	572	36	9	9	NUM
cana-653	572	37	,	,	PUNCT
cana-653	572	38	no	no	INTJ
cana-653	572	39	.	.	NOUN
cana-653	572	40	2	2	NUM
cana-653	572	41	,	,	PUNCT
cana-653	572	42	pp	pp	ADJ
cana-653	572	43	.	.	PUNCT
cana-653	573	1	176	176	NUM
cana-653	573	2	-	-	SYM
cana-653	573	3	188	188	NUM
cana-653	573	4	,	,	PUNCT
cana-653	573	5	2021	2021	NUM
cana-653	573	6	.	.	PUNCT
cana-653	574	1	[	[	X
cana-653	574	2	29	29	NUM
cana-653	574	3	]	]	X
cana-653	574	4	s.	s.	PROPN
cana-653	574	5	kapoor	kapoor	PROPN
cana-653	574	6	,	,	PUNCT
cana-653	574	7	s.	s.	PROPN
cana-653	574	8	kumar	kumar	PROPN
cana-653	574	9	,	,	PUNCT
cana-653	574	10	and	and	CCONJ
cana-653	574	11	s.	s.	PROPN
cana-653	574	12	sharma	sharma	PROPN
cana-653	574	13	,	,	PUNCT
cana-653	574	14	"	"	PUNCT
cana-653	574	15	impact	impact	NOUN
cana-653	574	16	of	of	ADP
cana-653	574	17	banking	banking	NOUN
cana-653	574	18	crises	crisis	NOUN
cana-653	574	19	on	on	ADP
cana-653	574	20	investment	investment	NOUN
cana-653	574	21	and	and	CCONJ
cana-653	574	22	credit	credit	NOUN
cana-653	574	23	availability	availability	NOUN
cana-653	574	24	:	:	PUNCT
cana-653	574	25	evidence	evidence	NOUN
cana-653	574	26	from	from	ADP
cana-653	574	27	india	india	PROPN
cana-653	574	28	,	,	PUNCT
cana-653	574	29	"	"	PUNCT
cana-653	574	30	indian	indian	ADJ
cana-653	574	31	journal	journal	NOUN
cana-653	574	32	of	of	ADP
cana-653	574	33	economics	economic	NOUN
cana-653	574	34	and	and	CCONJ
cana-653	574	35	development	development	NOUN
cana-653	574	36	,	,	PUNCT
cana-653	574	37	vol	vol	NOUN
cana-653	574	38	.	.	PROPN
cana-653	574	39	5	5	NUM
cana-653	574	40	,	,	PUNCT
cana-653	574	41	no	no	INTJ
cana-653	574	42	.	.	NOUN
cana-653	574	43	11	11	NUM
cana-653	574	44	,	,	PUNCT
cana-653	574	45	pp	pp	ADJ
cana-653	574	46	.	.	PUNCT
cana-653	575	1	72	72	NUM
cana-653	575	2	-	-	SYM
cana-653	575	3	78	78	NUM
cana-653	575	4	,	,	PUNCT
cana-653	575	5	2017	2017	NUM