id	sid	tid	token	lemma	pos
ajbmeb-1717	1	1	american	american	PROPN
ajbmeb-1717	1	2	journal	journal	PROPN
ajbmeb-1717	1	3	of	of	ADP
ajbmeb-1717	1	4	business	business	NOUN
ajbmeb-1717	1	5	management	management	NOUN
ajbmeb-1717	1	6	,	,	PUNCT
ajbmeb-1717	1	7	economics	economic	NOUN
ajbmeb-1717	1	8	and	and	CCONJ
ajbmeb-1717	1	9	banking	banking	NOUN
ajbmeb-1717	1	10	issn	issn	PROPN
ajbmeb-1717	1	11	(	(	PUNCT
ajbmeb-1717	1	12	e	e	NOUN
ajbmeb-1717	1	13	):	):	PUNCT
ajbmeb-1717	1	14	2832	2832	NUM
ajbmeb-1717	1	15	-	-	SYM
ajbmeb-1717	1	16	8078	8078	NUM
ajbmeb-1717	1	17	volume	volume	NOUN
ajbmeb-1717	1	18	20	20	NUM
ajbmeb-1717	1	19	,	,	PUNCT
ajbmeb-1717	1	20	|	|	ADV
ajbmeb-1717	1	21	january	january	PROPN
ajbmeb-1717	1	22	,	,	PUNCT
ajbmeb-1717	1	23	2024	2024	NUM
ajbmeb-1717	1	24	p	p	NOUN
ajbmeb-1717	1	25	a	a	DET
ajbmeb-1717	1	26	g	g	NOUN
ajbmeb-1717	1	27	e	e	NOUN
ajbmeb-1717	2	1	|	|	ADV
ajbmeb-1717	2	2	36	36	NUM
ajbmeb-1717	2	3	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-1717	2	4	use	use	NOUN
ajbmeb-1717	2	5	of	of	ADP
ajbmeb-1717	2	6	machine	machine	NOUN
ajbmeb-1717	2	7	learning	learning	NOUN
ajbmeb-1717	2	8	methods	method	NOUN
ajbmeb-1717	2	9	in	in	ADP
ajbmeb-1717	2	10	forecasting	forecasting	NOUN
ajbmeb-1717	2	11	indicators	indicator	NOUN
ajbmeb-1717	2	12	of	of	ADP
ajbmeb-1717	2	13	fiscal	fiscal	ADJ
ajbmeb-1717	2	14	and	and	CCONJ
ajbmeb-1717	2	15	monetary	monetary	ADJ
ajbmeb-1717	2	16	policy	policy	NOUN
ajbmeb-1717	2	17	coordination	coordination	NOUN
ajbmeb-1717	2	18	for	for	ADP
ajbmeb-1717	2	19	the	the	DET
ajbmeb-1717	2	20	economy	economy	NOUN
ajbmeb-1717	2	21	of	of	ADP
ajbmeb-1717	2	22	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	2	23	hakimov	hakimov	PROPN
ajbmeb-1717	2	24	hakimjon1	hakimjon1	PROPN
ajbmeb-1717	2	25	1researcher	1researcher	NUM
ajbmeb-1717	2	26	of	of	ADP
ajbmeb-1717	2	27	tashkent	tashkent	PROPN
ajbmeb-1717	2	28	state	state	PROPN
ajbmeb-1717	2	29	university	university	PROPN
ajbmeb-1717	2	30	of	of	ADP
ajbmeb-1717	2	31	economics	economic	NOUN
ajbmeb-1717	2	32	,	,	PUNCT
ajbmeb-1717	2	33	49	49	NUM
ajbmeb-1717	2	34	islam	islam	PROPN
ajbmeb-1717	2	35	karimov	karimov	PROPN
ajbmeb-1717	2	36	avenue	avenue	PROPN
ajbmeb-1717	2	37	,	,	PUNCT
ajbmeb-1717	2	38	tashkent	tashkent	PROPN
ajbmeb-1717	2	39	,	,	PUNCT
ajbmeb-1717	2	40	100066	100066	NUM
ajbmeb-1717	2	41	,	,	PUNCT
ajbmeb-1717	2	42	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	2	43	.	.	PUNCT
ajbmeb-1717	3	1	a	a	DET
ajbmeb-1717	3	2	b	b	PROPN
ajbmeb-1717	3	3	s	s	ADP
ajbmeb-1717	3	4	t	t	PROPN
ajbmeb-1717	3	5	r	r	NOUN
ajbmeb-1717	3	6	a	a	DET
ajbmeb-1717	3	7	c	c	NOUN
ajbmeb-1717	3	8	t	t	NOUN
ajbmeb-1717	3	9	k	k	X
ajbmeb-1717	3	10	e	e	PROPN
ajbmeb-1717	3	11	y	y	PROPN
ajbmeb-1717	3	12	w	w	NOUN
ajbmeb-1717	3	13	o	o	NOUN
ajbmeb-1717	3	14	r	r	NOUN
ajbmeb-1717	3	15	d	d	PROPN
ajbmeb-1717	3	16	s	s	VERB
ajbmeb-1717	3	17	this	this	DET
ajbmeb-1717	3	18	paper	paper	NOUN
ajbmeb-1717	3	19	proposes	propose	VERB
ajbmeb-1717	3	20	a	a	DET
ajbmeb-1717	3	21	new	new	ADJ
ajbmeb-1717	3	22	type	type	NOUN
ajbmeb-1717	3	23	of	of	ADP
ajbmeb-1717	3	24	solution	solution	NOUN
ajbmeb-1717	3	25	for	for	ADP
ajbmeb-1717	3	26	uzbekistan	uzbekistan	NOUN
ajbmeb-1717	3	27	economy	economy	NOUN
ajbmeb-1717	3	28	using	use	VERB
ajbmeb-1717	3	29	several	several	ADJ
ajbmeb-1717	3	30	machine	machine	NOUN
ajbmeb-1717	3	31	learning	learning	NOUN
ajbmeb-1717	3	32	methods	method	NOUN
ajbmeb-1717	3	33	:	:	PUNCT
ajbmeb-1717	3	34	lasso	lasso	NOUN
ajbmeb-1717	3	35	,	,	PUNCT
ajbmeb-1717	3	36	ridge	ridge	NOUN
ajbmeb-1717	3	37	,	,	PUNCT
ajbmeb-1717	3	38	random	random	ADJ
ajbmeb-1717	3	39	forest	forest	NOUN
ajbmeb-1717	3	40	,	,	PUNCT
ajbmeb-1717	3	41	gradient	gradient	NOUN
ajbmeb-1717	3	42	boosting	boosting	NOUN
ajbmeb-1717	3	43	and	and	CCONJ
ajbmeb-1717	3	44	artificial	artificial	ADJ
ajbmeb-1717	3	45	neural	neural	ADJ
ajbmeb-1717	3	46	networks	network	NOUN
ajbmeb-1717	3	47	.	.	PUNCT
ajbmeb-1717	4	1	this	this	DET
ajbmeb-1717	4	2	paper	paper	NOUN
ajbmeb-1717	4	3	is	be	AUX
ajbmeb-1717	4	4	one	one	NUM
ajbmeb-1717	4	5	of	of	ADP
ajbmeb-1717	4	6	the	the	DET
ajbmeb-1717	4	7	first	first	ADJ
ajbmeb-1717	4	8	attempts	attempt	NOUN
ajbmeb-1717	4	9	to	to	PART
ajbmeb-1717	4	10	apply	apply	VERB
ajbmeb-1717	4	11	machine	machine	NOUN
ajbmeb-1717	4	12	learning	learning	NOUN
ajbmeb-1717	4	13	methods	method	NOUN
ajbmeb-1717	4	14	to	to	ADP
ajbmeb-1717	4	15	the	the	DET
ajbmeb-1717	4	16	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	4	17	forecasting	forecasting	NOUN
ajbmeb-1717	4	18	in	in	ADP
ajbmeb-1717	4	19	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	4	20	.	.	PUNCT
ajbmeb-1717	5	1	the	the	DET
ajbmeb-1717	5	2	main	main	ADJ
ajbmeb-1717	5	3	result	result	NOUN
ajbmeb-1717	5	4	of	of	ADP
ajbmeb-1717	5	5	this	this	DET
ajbmeb-1717	5	6	paper	paper	NOUN
ajbmeb-1717	5	7	is	be	AUX
ajbmeb-1717	5	8	the	the	DET
ajbmeb-1717	5	9	confirmation	confirmation	NOUN
ajbmeb-1717	5	10	of	of	ADP
ajbmeb-1717	5	11	the	the	DET
ajbmeb-1717	5	12	possibility	possibility	NOUN
ajbmeb-1717	5	13	of	of	ADP
ajbmeb-1717	5	14	more	more	ADV
ajbmeb-1717	5	15	accurate	accurate	ADJ
ajbmeb-1717	5	16	forecasting	forecasting	NOUN
ajbmeb-1717	5	17	of	of	ADP
ajbmeb-1717	5	18	economic	economic	ADJ
ajbmeb-1717	5	19	indicators	indicator	NOUN
ajbmeb-1717	5	20	in	in	ADP
ajbmeb-1717	5	21	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	5	22	using	use	VERB
ajbmeb-1717	5	23	machine	machine	NOUN
ajbmeb-1717	5	24	learning	learning	NOUN
ajbmeb-1717	5	25	methods	method	NOUN
ajbmeb-1717	5	26	.	.	PUNCT
ajbmeb-1717	6	1	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	6	2	indicators	indicator	NOUN
ajbmeb-1717	6	3	,	,	PUNCT
ajbmeb-1717	6	4	arma	arma	PROPN
ajbmeb-1717	6	5	,	,	PUNCT
ajbmeb-1717	6	6	rmse	rmse	NOUN
ajbmeb-1717	6	7	,	,	PUNCT
ajbmeb-1717	6	8	lasso	lasso	NOUN
ajbmeb-1717	6	9	,	,	PUNCT
ajbmeb-1717	6	10	economic	economic	ADJ
ajbmeb-1717	6	11	activity	activity	NOUN
ajbmeb-1717	6	12	,	,	PUNCT
ajbmeb-1717	6	13	random	random	ADJ
ajbmeb-1717	6	14	forest	forest	NOUN
ajbmeb-1717	6	15	.	.	PUNCT
ajbmeb-1717	7	1	introduction	introduction	NOUN
ajbmeb-1717	7	2	this	this	PRON
ajbmeb-1717	7	3	can	can	AUX
ajbmeb-1717	7	4	be	be	AUX
ajbmeb-1717	7	5	explained	explain	VERB
ajbmeb-1717	7	6	by	by	ADP
ajbmeb-1717	7	7	the	the	DET
ajbmeb-1717	7	8	fact	fact	NOUN
ajbmeb-1717	7	9	that	that	SCONJ
ajbmeb-1717	7	10	there	there	PRON
ajbmeb-1717	7	11	is	be	VERB
ajbmeb-1717	7	12	a	a	DET
ajbmeb-1717	7	13	large	large	ADJ
ajbmeb-1717	7	14	number	number	NOUN
ajbmeb-1717	7	15	of	of	ADP
ajbmeb-1717	7	16	works	work	NOUN
ajbmeb-1717	7	17	on	on	ADP
ajbmeb-1717	7	18	forecasting	forecast	VERB
ajbmeb-1717	7	19	various	various	ADJ
ajbmeb-1717	7	20	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	7	21	indicators	indicator	NOUN
ajbmeb-1717	7	22	among	among	ADP
ajbmeb-1717	7	23	economists	economist	NOUN
ajbmeb-1717	7	24	.	.	PUNCT
ajbmeb-1717	8	1	econometrics	econometric	NOUN
ajbmeb-1717	8	2	,	,	PUNCT
ajbmeb-1717	8	3	a	a	DET
ajbmeb-1717	8	4	separate	separate	ADJ
ajbmeb-1717	8	5	branch	branch	NOUN
ajbmeb-1717	8	6	of	of	ADP
ajbmeb-1717	8	7	economics	economic	NOUN
ajbmeb-1717	8	8	that	that	PRON
ajbmeb-1717	8	9	deals	deal	VERB
ajbmeb-1717	8	10	with	with	ADP
ajbmeb-1717	8	11	such	such	ADJ
ajbmeb-1717	8	12	economic	economic	ADJ
ajbmeb-1717	8	13	forecasts	forecast	NOUN
ajbmeb-1717	8	14	,	,	PUNCT
ajbmeb-1717	8	15	has	have	AUX
ajbmeb-1717	8	16	developed	develop	VERB
ajbmeb-1717	8	17	its	its	PRON
ajbmeb-1717	8	18	own	own	ADJ
ajbmeb-1717	8	19	traditional	traditional	ADJ
ajbmeb-1717	8	20	methods	method	NOUN
ajbmeb-1717	8	21	for	for	ADP
ajbmeb-1717	8	22	the	the	DET
ajbmeb-1717	8	23	development	development	NOUN
ajbmeb-1717	8	24	of	of	ADP
ajbmeb-1717	8	25	these	these	DET
ajbmeb-1717	8	26	forecasts	forecast	NOUN
ajbmeb-1717	8	27	.	.	PUNCT
ajbmeb-1717	9	1	with	with	ADP
ajbmeb-1717	9	2	the	the	DET
ajbmeb-1717	9	3	help	help	NOUN
ajbmeb-1717	9	4	of	of	ADP
ajbmeb-1717	9	5	these	these	DET
ajbmeb-1717	9	6	methods	method	NOUN
ajbmeb-1717	9	7	,	,	PUNCT
ajbmeb-1717	9	8	various	various	ADJ
ajbmeb-1717	9	9	indicators	indicator	NOUN
ajbmeb-1717	9	10	of	of	ADP
ajbmeb-1717	9	11	the	the	DET
ajbmeb-1717	9	12	economy	economy	NOUN
ajbmeb-1717	9	13	can	can	AUX
ajbmeb-1717	9	14	be	be	AUX
ajbmeb-1717	9	15	efficiently	efficiently	ADV
ajbmeb-1717	9	16	and	and	CCONJ
ajbmeb-1717	9	17	accurately	accurately	ADV
ajbmeb-1717	9	18	forecasted	forecast	VERB
ajbmeb-1717	9	19	.	.	PUNCT
ajbmeb-1717	10	1	by	by	ADP
ajbmeb-1717	10	2	the	the	DET
ajbmeb-1717	10	3	beginning	beginning	NOUN
ajbmeb-1717	10	4	of	of	ADP
ajbmeb-1717	10	5	the	the	DET
ajbmeb-1717	10	6	21st	21st	ADJ
ajbmeb-1717	10	7	century	century	NOUN
ajbmeb-1717	10	8	,	,	PUNCT
ajbmeb-1717	10	9	in	in	ADP
ajbmeb-1717	10	10	economic	economic	ADJ
ajbmeb-1717	10	11	forecasting	forecasting	NOUN
ajbmeb-1717	10	12	,	,	PUNCT
ajbmeb-1717	10	13	together	together	ADV
ajbmeb-1717	10	14	with	with	ADP
ajbmeb-1717	10	15	econometric	econometric	ADJ
ajbmeb-1717	10	16	models	model	NOUN
ajbmeb-1717	10	17	,	,	PUNCT
ajbmeb-1717	10	18	the	the	DET
ajbmeb-1717	10	19	practice	practice	NOUN
ajbmeb-1717	10	20	of	of	ADP
ajbmeb-1717	10	21	forecasting	forecast	VERB
ajbmeb-1717	10	22	with	with	ADP
ajbmeb-1717	10	23	the	the	DET
ajbmeb-1717	10	24	help	help	NOUN
ajbmeb-1717	10	25	of	of	ADP
ajbmeb-1717	10	26	computer	computer	NOUN
ajbmeb-1717	10	27	artificial	artificial	ADJ
ajbmeb-1717	10	28	intelligence	intelligence	NOUN
ajbmeb-1717	10	29	began	begin	VERB
ajbmeb-1717	10	30	.	.	PUNCT
ajbmeb-1717	11	1	such	such	ADJ
ajbmeb-1717	11	2	methods	method	NOUN
ajbmeb-1717	11	3	of	of	ADP
ajbmeb-1717	11	4	forecasting	forecast	VERB
ajbmeb-1717	11	5	through	through	ADP
ajbmeb-1717	11	6	artificial	artificial	ADJ
ajbmeb-1717	11	7	intelligence	intelligence	NOUN
ajbmeb-1717	11	8	are	be	AUX
ajbmeb-1717	11	9	called	call	VERB
ajbmeb-1717	11	10	“	"	PUNCT
ajbmeb-1717	11	11	machine	machine	NOUN
ajbmeb-1717	11	12	learning	learning	NOUN
ajbmeb-1717	11	13	”	"	PUNCT
ajbmeb-1717	11	14	in	in	ADP
ajbmeb-1717	11	15	a	a	DET
ajbmeb-1717	11	16	broad	broad	ADJ
ajbmeb-1717	11	17	sense	sense	NOUN
ajbmeb-1717	11	18	.	.	PUNCT
ajbmeb-1717	12	1	“	"	PUNCT
ajbmeb-1717	12	2	machine	machine	NOUN
ajbmeb-1717	12	3	learning	learning	NOUN
ajbmeb-1717	12	4	”	"	PUNCT
ajbmeb-1717	12	5	is	be	AUX
ajbmeb-1717	12	6	one	one	NUM
ajbmeb-1717	12	7	of	of	ADP
ajbmeb-1717	12	8	the	the	DET
ajbmeb-1717	12	9	hottest	hot	ADJ
ajbmeb-1717	12	10	topics	topic	NOUN
ajbmeb-1717	12	11	today	today	NOUN
ajbmeb-1717	12	12	.	.	PUNCT
ajbmeb-1717	13	1	although	although	SCONJ
ajbmeb-1717	13	2	terms	term	NOUN
ajbmeb-1717	13	3	such	such	ADJ
ajbmeb-1717	13	4	as	as	ADP
ajbmeb-1717	13	5	“	"	PUNCT
ajbmeb-1717	13	6	artificial	artificial	ADJ
ajbmeb-1717	13	7	intelligence	intelligence	NOUN
ajbmeb-1717	13	8	”	"	PUNCT
ajbmeb-1717	13	9	(	(	PUNCT
ajbmeb-1717	13	10	ai	ai	NOUN
ajbmeb-1717	13	11	)	)	PUNCT
ajbmeb-1717	13	12	and	and	CCONJ
ajbmeb-1717	13	13	“	"	PUNCT
ajbmeb-1717	13	14	big	big	ADJ
ajbmeb-1717	13	15	data	datum	NOUN
ajbmeb-1717	13	16	”	"	PUNCT
ajbmeb-1717	13	17	,	,	PUNCT
ajbmeb-1717	13	18	which	which	PRON
ajbmeb-1717	13	19	are	be	AUX
ajbmeb-1717	13	20	constantly	constantly	ADV
ajbmeb-1717	13	21	heard	hear	VERB
ajbmeb-1717	13	22	in	in	ADP
ajbmeb-1717	13	23	various	various	ADJ
ajbmeb-1717	13	24	literature	literature	NOUN
ajbmeb-1717	13	25	and	and	CCONJ
ajbmeb-1717	13	26	news	news	NOUN
ajbmeb-1717	13	27	,	,	PUNCT
ajbmeb-1717	13	28	are	be	AUX
ajbmeb-1717	13	29	considered	consider	VERB
ajbmeb-1717	13	30	as	as	ADP
ajbmeb-1717	13	31	technologies	technology	NOUN
ajbmeb-1717	13	32	of	of	ADP
ajbmeb-1717	13	33	the	the	DET
ajbmeb-1717	13	34	distant	distant	ADJ
ajbmeb-1717	13	35	future	future	NOUN
ajbmeb-1717	13	36	,	,	PUNCT
ajbmeb-1717	13	37	their	their	PRON
ajbmeb-1717	13	38	true	true	ADJ
ajbmeb-1717	13	39	meaning	meaning	NOUN
ajbmeb-1717	13	40	is	be	AUX
ajbmeb-1717	13	41	much	much	ADV
ajbmeb-1717	13	42	closer	close	ADJ
ajbmeb-1717	13	43	to	to	ADP
ajbmeb-1717	13	44	everyday	everyday	ADJ
ajbmeb-1717	13	45	life	life	NOUN
ajbmeb-1717	13	46	.	.	PUNCT
ajbmeb-1717	14	1	currently	currently	ADV
ajbmeb-1717	14	2	,	,	PUNCT
ajbmeb-1717	14	3	machine	machine	NOUN
ajbmeb-1717	14	4	learning	learning	NOUN
ajbmeb-1717	14	5	is	be	AUX
ajbmeb-1717	14	6	used	use	VERB
ajbmeb-1717	14	7	in	in	ADP
ajbmeb-1717	14	8	various	various	ADJ
ajbmeb-1717	14	9	fields	field	NOUN
ajbmeb-1717	14	10	.	.	PUNCT
ajbmeb-1717	15	1	in	in	ADP
ajbmeb-1717	15	2	particular	particular	ADJ
ajbmeb-1717	15	3	,	,	PUNCT
ajbmeb-1717	15	4	it	it	PRON
ajbmeb-1717	15	5	is	be	AUX
ajbmeb-1717	15	6	used	use	VERB
ajbmeb-1717	15	7	to	to	PART
ajbmeb-1717	15	8	filter	filter	VERB
ajbmeb-1717	15	9	e	e	NOUN
ajbmeb-1717	15	10	-	-	NOUN
ajbmeb-1717	15	11	mail	mail	NOUN
ajbmeb-1717	15	12	as	as	ADP
ajbmeb-1717	15	13	spam	spam	NOUN
ajbmeb-1717	15	14	,	,	PUNCT
ajbmeb-1717	15	15	to	to	PART
ajbmeb-1717	15	16	recommend	recommend	VERB
ajbmeb-1717	15	17	the	the	DET
ajbmeb-1717	15	18	necessary	necessary	ADJ
ajbmeb-1717	15	19	services	service	NOUN
ajbmeb-1717	15	20	and	and	CCONJ
ajbmeb-1717	15	21	goods	good	NOUN
ajbmeb-1717	15	22	to	to	ADP
ajbmeb-1717	15	23	the	the	DET
ajbmeb-1717	15	24	user	user	NOUN
ajbmeb-1717	15	25	,	,	PUNCT
ajbmeb-1717	15	26	to	to	PART
ajbmeb-1717	15	27	forecast	forecast	VERB
ajbmeb-1717	15	28	future	future	ADJ
ajbmeb-1717	15	29	demand	demand	NOUN
ajbmeb-1717	15	30	,	,	PUNCT
ajbmeb-1717	15	31	and	and	CCONJ
ajbmeb-1717	15	32	even	even	ADV
ajbmeb-1717	15	33	in	in	ADP
ajbmeb-1717	15	34	autonomous	autonomous	ADJ
ajbmeb-1717	15	35	(	(	PUNCT
ajbmeb-1717	15	36	self	self	NOUN
ajbmeb-1717	15	37	-	-	PUNCT
ajbmeb-1717	15	38	driving	drive	VERB
ajbmeb-1717	15	39	)	)	PUNCT
ajbmeb-1717	15	40	cars	car	NOUN
ajbmeb-1717	15	41	.	.	PUNCT
ajbmeb-1717	16	1	in	in	ADP
ajbmeb-1717	16	2	a	a	DET
ajbmeb-1717	16	3	broad	broad	ADJ
ajbmeb-1717	16	4	sense	sense	NOUN
ajbmeb-1717	16	5	,	,	PUNCT
ajbmeb-1717	16	6	it	it	PRON
ajbmeb-1717	16	7	can	can	AUX
ajbmeb-1717	16	8	be	be	AUX
ajbmeb-1717	16	9	said	say	VERB
ajbmeb-1717	16	10	that	that	SCONJ
ajbmeb-1717	16	11	machine	machine	NOUN
ajbmeb-1717	16	12	learning	learning	NOUN
ajbmeb-1717	16	13	is	be	AUX
ajbmeb-1717	16	14	the	the	DET
ajbmeb-1717	16	15	determination	determination	NOUN
ajbmeb-1717	16	16	of	of	ADP
ajbmeb-1717	16	17	the	the	DET
ajbmeb-1717	16	18	computer	computer	NOUN
ajbmeb-1717	16	19	's	's	PART
ajbmeb-1717	16	20	future	future	ADJ
ajbmeb-1717	16	21	actions	action	NOUN
ajbmeb-1717	16	22	based	base	VERB
ajbmeb-1717	16	23	on	on	ADP
ajbmeb-1717	16	24	current	current	ADJ
ajbmeb-1717	16	25	data	datum	NOUN
ajbmeb-1717	16	26	without	without	ADP
ajbmeb-1717	16	27	specific	specific	ADJ
ajbmeb-1717	16	28	programs	program	NOUN
ajbmeb-1717	16	29	.	.	PUNCT
ajbmeb-1717	17	1	autonomous	autonomous	ADJ
ajbmeb-1717	17	2	machines	machine	NOUN
ajbmeb-1717	17	3	work	work	VERB
ajbmeb-1717	17	4	in	in	ADP
ajbmeb-1717	17	5	this	this	DET
ajbmeb-1717	17	6	way	way	NOUN
ajbmeb-1717	17	7	:	:	PUNCT
ajbmeb-1717	17	8	the	the	DET
ajbmeb-1717	17	9	machine	machine	NOUN
ajbmeb-1717	17	10	receives	receive	VERB
ajbmeb-1717	17	11	information	information	NOUN
ajbmeb-1717	17	12	from	from	ADP
ajbmeb-1717	17	13	its	its	PRON
ajbmeb-1717	17	14	surroundings	surrounding	NOUN
ajbmeb-1717	17	15	,	,	PUNCT
ajbmeb-1717	17	16	analyzes	analyze	VERB
ajbmeb-1717	17	17	them	they	PRON
ajbmeb-1717	17	18	and	and	CCONJ
ajbmeb-1717	17	19	makes	make	VERB
ajbmeb-1717	17	20	further	further	ADJ
ajbmeb-1717	17	21	decisions	decision	NOUN
ajbmeb-1717	17	22	based	base	VERB
ajbmeb-1717	17	23	on	on	ADP
ajbmeb-1717	17	24	this	this	DET
ajbmeb-1717	17	25	information	information	NOUN
ajbmeb-1717	17	26	.	.	PUNCT
ajbmeb-1717	18	1	there	there	PRON
ajbmeb-1717	18	2	are	be	VERB
ajbmeb-1717	18	3	many	many	ADJ
ajbmeb-1717	18	4	ml	ml	NOUN
ajbmeb-1717	18	5	algorithms	algorithm	NOUN
ajbmeb-1717	18	6	for	for	ADP
ajbmeb-1717	18	7	performing	perform	VERB
ajbmeb-1717	18	8	these	these	DET
ajbmeb-1717	18	9	tasks	task	NOUN
ajbmeb-1717	18	10	.	.	PUNCT
ajbmeb-1717	19	1	american	american	ADJ
ajbmeb-1717	19	2	journal	journal	PROPN
ajbmeb-1717	19	3	of	of	ADP
ajbmeb-1717	19	4	business	business	NOUN
ajbmeb-1717	19	5	management	management	NOUN
ajbmeb-1717	19	6	,	,	PUNCT
ajbmeb-1717	19	7	economics	economic	NOUN
ajbmeb-1717	19	8	and	and	CCONJ
ajbmeb-1717	19	9	banking	banking	NOUN
ajbmeb-1717	19	10	volume	volume	NOUN
ajbmeb-1717	19	11	20	20	NUM
ajbmeb-1717	19	12	january	january	PROPN
ajbmeb-1717	19	13	,	,	PUNCT
ajbmeb-1717	19	14	2024	2024	NUM
ajbmeb-1717	19	15	p	p	NOUN
ajbmeb-1717	19	16	a	a	DET
ajbmeb-1717	19	17	g	g	NOUN
ajbmeb-1717	19	18	e	e	NOUN
ajbmeb-1717	19	19	|	|	ADV
ajbmeb-1717	19	20	37	37	NUM
ajbmeb-1717	19	21	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-1717	19	22	currently	currently	ADV
ajbmeb-1717	19	23	,	,	PUNCT
ajbmeb-1717	19	24	the	the	DET
ajbmeb-1717	19	25	issue	issue	NOUN
ajbmeb-1717	19	26	of	of	ADP
ajbmeb-1717	19	27	correct	correct	ADJ
ajbmeb-1717	19	28	forecasting	forecasting	NOUN
ajbmeb-1717	19	29	of	of	ADP
ajbmeb-1717	19	30	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	19	31	indicators	indicator	NOUN
ajbmeb-1717	19	32	is	be	AUX
ajbmeb-1717	19	33	one	one	NUM
ajbmeb-1717	19	34	of	of	ADP
ajbmeb-1717	19	35	the	the	DET
ajbmeb-1717	19	36	problems	problem	NOUN
ajbmeb-1717	19	37	faced	face	VERB
ajbmeb-1717	19	38	by	by	ADP
ajbmeb-1717	19	39	economists	economist	NOUN
ajbmeb-1717	19	40	all	all	ADV
ajbmeb-1717	19	41	over	over	ADP
ajbmeb-1717	19	42	the	the	DET
ajbmeb-1717	19	43	world	world	NOUN
ajbmeb-1717	19	44	.	.	PUNCT
ajbmeb-1717	20	1	this	this	DET
ajbmeb-1717	20	2	problem	problem	NOUN
ajbmeb-1717	20	3	is	be	AUX
ajbmeb-1717	20	4	also	also	ADV
ajbmeb-1717	20	5	actual	actual	ADJ
ajbmeb-1717	20	6	for	for	ADP
ajbmeb-1717	20	7	the	the	DET
ajbmeb-1717	20	8	economy	economy	NOUN
ajbmeb-1717	20	9	of	of	ADP
ajbmeb-1717	20	10	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	20	11	,	,	PUNCT
ajbmeb-1717	20	12	and	and	CCONJ
ajbmeb-1717	20	13	great	great	ADJ
ajbmeb-1717	20	14	attention	attention	NOUN
ajbmeb-1717	20	15	is	be	AUX
ajbmeb-1717	20	16	being	be	AUX
ajbmeb-1717	20	17	paid	pay	VERB
ajbmeb-1717	20	18	to	to	ADP
ajbmeb-1717	20	19	forecasting	forecast	VERB
ajbmeb-1717	20	20	these	these	DET
ajbmeb-1717	20	21	indicators	indicator	NOUN
ajbmeb-1717	20	22	.	.	PUNCT
ajbmeb-1717	21	1	the	the	DET
ajbmeb-1717	21	2	use	use	NOUN
ajbmeb-1717	21	3	of	of	ADP
ajbmeb-1717	21	4	ml	ml	NOUN
ajbmeb-1717	21	5	(	(	PUNCT
ajbmeb-1717	21	6	machine	machine	NOUN
ajbmeb-1717	21	7	learning	learning	NOUN
ajbmeb-1717	21	8	)	)	PUNCT
ajbmeb-1717	21	9	methods	method	NOUN
ajbmeb-1717	21	10	in	in	ADP
ajbmeb-1717	21	11	forecasting	forecast	VERB
ajbmeb-1717	21	12	macro	macro	ADJ
ajbmeb-1717	21	13	indicators	indicator	NOUN
ajbmeb-1717	21	14	has	have	AUX
ajbmeb-1717	21	15	been	be	AUX
ajbmeb-1717	21	16	used	use	VERB
ajbmeb-1717	21	17	since	since	SCONJ
ajbmeb-1717	21	18	the	the	DET
ajbmeb-1717	21	19	beginning	beginning	NOUN
ajbmeb-1717	21	20	of	of	ADP
ajbmeb-1717	21	21	the	the	DET
ajbmeb-1717	21	22	21st	21st	ADJ
ajbmeb-1717	21	23	century	century	NOUN
ajbmeb-1717	21	24	,	,	PUNCT
ajbmeb-1717	21	25	and	and	CCONJ
ajbmeb-1717	21	26	these	these	DET
ajbmeb-1717	21	27	methods	method	NOUN
ajbmeb-1717	21	28	are	be	AUX
ajbmeb-1717	21	29	several	several	ADJ
ajbmeb-1717	21	30	times	time	NOUN
ajbmeb-1717	21	31	superior	superior	ADJ
ajbmeb-1717	21	32	to	to	ADP
ajbmeb-1717	21	33	traditional	traditional	ADJ
ajbmeb-1717	21	34	econometric	econometric	ADJ
ajbmeb-1717	21	35	models	model	NOUN
ajbmeb-1717	21	36	.	.	PUNCT
ajbmeb-1717	22	1	the	the	DET
ajbmeb-1717	22	2	purpose	purpose	NOUN
ajbmeb-1717	22	3	of	of	ADP
ajbmeb-1717	22	4	this	this	DET
ajbmeb-1717	22	5	work	work	NOUN
ajbmeb-1717	22	6	is	be	AUX
ajbmeb-1717	22	7	to	to	PART
ajbmeb-1717	22	8	apply	apply	VERB
ajbmeb-1717	22	9	the	the	DET
ajbmeb-1717	22	10	use	use	NOUN
ajbmeb-1717	22	11	of	of	ADP
ajbmeb-1717	22	12	ml	ml	NOUN
ajbmeb-1717	22	13	methods	method	NOUN
ajbmeb-1717	22	14	in	in	ADP
ajbmeb-1717	22	15	the	the	DET
ajbmeb-1717	22	16	forecasting	forecasting	NOUN
ajbmeb-1717	22	17	of	of	ADP
ajbmeb-1717	22	18	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	22	19	indicators	indicator	NOUN
ajbmeb-1717	22	20	for	for	ADP
ajbmeb-1717	22	21	the	the	DET
ajbmeb-1717	22	22	economy	economy	NOUN
ajbmeb-1717	22	23	of	of	ADP
ajbmeb-1717	22	24	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	22	25	.	.	PUNCT
ajbmeb-1717	23	1	despite	despite	SCONJ
ajbmeb-1717	23	2	the	the	DET
ajbmeb-1717	23	3	fact	fact	NOUN
ajbmeb-1717	23	4	that	that	SCONJ
ajbmeb-1717	23	5	these	these	DET
ajbmeb-1717	23	6	methods	method	NOUN
ajbmeb-1717	23	7	have	have	AUX
ajbmeb-1717	23	8	become	become	VERB
ajbmeb-1717	23	9	the	the	DET
ajbmeb-1717	23	10	subject	subject	NOUN
ajbmeb-1717	23	11	of	of	ADP
ajbmeb-1717	23	12	research	research	NOUN
ajbmeb-1717	23	13	for	for	ADP
ajbmeb-1717	23	14	economists	economist	NOUN
ajbmeb-1717	23	15	all	all	ADV
ajbmeb-1717	23	16	over	over	ADP
ajbmeb-1717	23	17	the	the	DET
ajbmeb-1717	23	18	world	world	NOUN
ajbmeb-1717	23	19	,	,	PUNCT
ajbmeb-1717	23	20	the	the	DET
ajbmeb-1717	23	21	author	author	NOUN
ajbmeb-1717	23	22	did	do	AUX
ajbmeb-1717	23	23	not	not	PART
ajbmeb-1717	23	24	find	find	VERB
ajbmeb-1717	23	25	any	any	DET
ajbmeb-1717	23	26	scientific	scientific	ADJ
ajbmeb-1717	23	27	works	work	NOUN
ajbmeb-1717	23	28	showing	show	VERB
ajbmeb-1717	23	29	their	their	PRON
ajbmeb-1717	23	30	application	application	NOUN
ajbmeb-1717	23	31	in	in	ADP
ajbmeb-1717	23	32	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	23	33	.	.	PUNCT
ajbmeb-1717	24	1	the	the	DET
ajbmeb-1717	24	2	scientific	scientific	ADJ
ajbmeb-1717	24	3	importance	importance	NOUN
ajbmeb-1717	24	4	of	of	ADP
ajbmeb-1717	24	5	this	this	DET
ajbmeb-1717	24	6	topic	topic	NOUN
ajbmeb-1717	24	7	is	be	AUX
ajbmeb-1717	24	8	based	base	VERB
ajbmeb-1717	24	9	not	not	PART
ajbmeb-1717	24	10	only	only	ADV
ajbmeb-1717	24	11	on	on	ADP
ajbmeb-1717	24	12	the	the	DET
ajbmeb-1717	24	13	fact	fact	NOUN
ajbmeb-1717	24	14	that	that	SCONJ
ajbmeb-1717	24	15	it	it	PRON
ajbmeb-1717	24	16	is	be	AUX
ajbmeb-1717	24	17	an	an	DET
ajbmeb-1717	24	18	absolutely	absolutely	ADV
ajbmeb-1717	24	19	new	new	ADJ
ajbmeb-1717	24	20	topic	topic	NOUN
ajbmeb-1717	24	21	for	for	ADP
ajbmeb-1717	24	22	the	the	DET
ajbmeb-1717	24	23	economy	economy	NOUN
ajbmeb-1717	24	24	of	of	ADP
ajbmeb-1717	24	25	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	24	26	,	,	PUNCT
ajbmeb-1717	24	27	but	but	CCONJ
ajbmeb-1717	24	28	also	also	ADV
ajbmeb-1717	24	29	on	on	ADP
ajbmeb-1717	24	30	the	the	DET
ajbmeb-1717	24	31	fact	fact	NOUN
ajbmeb-1717	24	32	that	that	SCONJ
ajbmeb-1717	24	33	the	the	DET
ajbmeb-1717	24	34	issue	issue	NOUN
ajbmeb-1717	24	35	of	of	ADP
ajbmeb-1717	24	36	using	use	VERB
ajbmeb-1717	24	37	ml	ml	NOUN
ajbmeb-1717	24	38	methods	method	NOUN
ajbmeb-1717	24	39	for	for	ADP
ajbmeb-1717	24	40	forecasting	forecasting	NOUN
ajbmeb-1717	24	41	time	time	NOUN
ajbmeb-1717	24	42	series	series	NOUN
ajbmeb-1717	24	43	in	in	ADP
ajbmeb-1717	24	44	the	the	DET
ajbmeb-1717	24	45	economy	economy	NOUN
ajbmeb-1717	24	46	is	be	AUX
ajbmeb-1717	24	47	one	one	NUM
ajbmeb-1717	24	48	of	of	ADP
ajbmeb-1717	24	49	the	the	DET
ajbmeb-1717	24	50	interesting	interesting	ADJ
ajbmeb-1717	24	51	topics	topic	NOUN
ajbmeb-1717	24	52	for	for	ADP
ajbmeb-1717	24	53	economists	economist	NOUN
ajbmeb-1717	24	54	all	all	ADV
ajbmeb-1717	24	55	over	over	ADP
ajbmeb-1717	24	56	the	the	DET
ajbmeb-1717	24	57	world	world	NOUN
ajbmeb-1717	24	58	.	.	PUNCT
ajbmeb-1717	25	1	in	in	ADP
ajbmeb-1717	25	2	general	general	ADJ
ajbmeb-1717	25	3	,	,	PUNCT
ajbmeb-1717	25	4	in	in	ADP
ajbmeb-1717	25	5	world	world	NOUN
ajbmeb-1717	25	6	practice	practice	NOUN
ajbmeb-1717	25	7	,	,	PUNCT
ajbmeb-1717	25	8	this	this	DET
ajbmeb-1717	25	9	topic	topic	NOUN
ajbmeb-1717	25	10	began	begin	VERB
ajbmeb-1717	25	11	to	to	PART
ajbmeb-1717	25	12	be	be	AUX
ajbmeb-1717	25	13	covered	cover	VERB
ajbmeb-1717	25	14	only	only	ADV
ajbmeb-1717	25	15	at	at	ADP
ajbmeb-1717	25	16	the	the	DET
ajbmeb-1717	25	17	beginning	beginning	NOUN
ajbmeb-1717	25	18	of	of	ADP
ajbmeb-1717	25	19	2000s	2000s	NUM
ajbmeb-1717	25	20	,	,	PUNCT
ajbmeb-1717	25	21	while	while	SCONJ
ajbmeb-1717	25	22	the	the	DET
ajbmeb-1717	25	23	period	period	NOUN
ajbmeb-1717	25	24	of	of	ADP
ajbmeb-1717	25	25	coverage	coverage	NOUN
ajbmeb-1717	25	26	of	of	ADP
ajbmeb-1717	25	27	some	some	DET
ajbmeb-1717	25	28	models	model	NOUN
ajbmeb-1717	25	29	covered	cover	VERB
ajbmeb-1717	25	30	in	in	ADP
ajbmeb-1717	25	31	the	the	DET
ajbmeb-1717	25	32	work	work	NOUN
ajbmeb-1717	25	33	goes	go	VERB
ajbmeb-1717	25	34	back	back	ADV
ajbmeb-1717	25	35	to	to	ADP
ajbmeb-1717	25	36	2010s	2010s	NUM
ajbmeb-1717	25	37	.	.	PUNCT
ajbmeb-1717	26	1	that	that	PRON
ajbmeb-1717	26	2	is	be	AUX
ajbmeb-1717	26	3	,	,	PUNCT
ajbmeb-1717	26	4	the	the	DET
ajbmeb-1717	26	5	history	history	NOUN
ajbmeb-1717	26	6	of	of	ADP
ajbmeb-1717	26	7	this	this	DET
ajbmeb-1717	26	8	topic	topic	NOUN
ajbmeb-1717	26	9	is	be	AUX
ajbmeb-1717	26	10	not	not	PART
ajbmeb-1717	26	11	so	so	ADV
ajbmeb-1717	26	12	long	long	ADJ
ajbmeb-1717	26	13	and	and	CCONJ
ajbmeb-1717	26	14	the	the	DET
ajbmeb-1717	26	15	topic	topic	NOUN
ajbmeb-1717	26	16	has	have	AUX
ajbmeb-1717	26	17	not	not	PART
ajbmeb-1717	26	18	been	be	AUX
ajbmeb-1717	26	19	studied	study	VERB
ajbmeb-1717	26	20	enough	enough	ADV
ajbmeb-1717	26	21	during	during	ADP
ajbmeb-1717	26	22	this	this	DET
ajbmeb-1717	26	23	period	period	NOUN
ajbmeb-1717	26	24	.	.	PUNCT
ajbmeb-1717	27	1	ii	ii	X
ajbmeb-1717	27	2	.	.	PUNCT
ajbmeb-1717	28	1	literature	literature	PROPN
ajbmeb-1717	28	2	review	review	VERB
ajbmeb-1717	28	3	many	many	ADJ
ajbmeb-1717	28	4	scientific	scientific	ADJ
ajbmeb-1717	28	5	works	work	NOUN
ajbmeb-1717	28	6	of	of	ADP
ajbmeb-1717	28	7	foreign	foreign	ADJ
ajbmeb-1717	28	8	researchers	researcher	NOUN
ajbmeb-1717	28	9	have	have	AUX
ajbmeb-1717	28	10	been	be	AUX
ajbmeb-1717	28	11	written	write	VERB
ajbmeb-1717	28	12	on	on	ADP
ajbmeb-1717	28	13	the	the	DET
ajbmeb-1717	28	14	topic	topic	NOUN
ajbmeb-1717	28	15	of	of	ADP
ajbmeb-1717	28	16	using	use	VERB
ajbmeb-1717	28	17	machine	machine	NOUN
ajbmeb-1717	28	18	learning	learning	NOUN
ajbmeb-1717	28	19	methods	method	NOUN
ajbmeb-1717	28	20	in	in	ADP
ajbmeb-1717	28	21	forecasting	forecast	VERB
ajbmeb-1717	28	22	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	28	23	indicators	indicator	NOUN
ajbmeb-1717	28	24	.	.	PUNCT
ajbmeb-1717	29	1	the	the	DET
ajbmeb-1717	29	2	research	research	NOUN
ajbmeb-1717	29	3	of	of	ADP
ajbmeb-1717	29	4	stock	stock	NOUN
ajbmeb-1717	29	5	and	and	CCONJ
ajbmeb-1717	29	6	watson	watson	PROPN
ajbmeb-1717	29	7	(	(	PUNCT
ajbmeb-1717	29	8	2008	2008	NUM
ajbmeb-1717	29	9	)	)	PUNCT
ajbmeb-1717	29	10	is	be	AUX
ajbmeb-1717	29	11	devoted	devote	VERB
ajbmeb-1717	29	12	to	to	ADP
ajbmeb-1717	29	13	inflation	inflation	NOUN
ajbmeb-1717	29	14	forecasting	forecasting	NOUN
ajbmeb-1717	29	15	,	,	PUNCT
ajbmeb-1717	29	16	and	and	CCONJ
ajbmeb-1717	29	17	stock	stock	NOUN
ajbmeb-1717	29	18	and	and	CCONJ
ajbmeb-1717	29	19	watson	watson	PROPN
ajbmeb-1717	29	20	(	(	PUNCT
ajbmeb-1717	29	21	2008	2008	NUM
ajbmeb-1717	29	22	)	)	PUNCT
ajbmeb-1717	29	23	divide	divide	NOUN
ajbmeb-1717	29	24	and	and	CCONJ
ajbmeb-1717	29	25	analyze	analyze	VERB
ajbmeb-1717	29	26	different	different	ADJ
ajbmeb-1717	29	27	models	model	NOUN
ajbmeb-1717	29	28	into	into	ADP
ajbmeb-1717	29	29	four	four	NUM
ajbmeb-1717	29	30	main	main	ADJ
ajbmeb-1717	29	31	groups	group	NOUN
ajbmeb-1717	29	32	[	[	X
ajbmeb-1717	29	33	1	1	NUM
ajbmeb-1717	29	34	]	]	PUNCT
ajbmeb-1717	29	35	.	.	PUNCT
ajbmeb-1717	30	1	the	the	DET
ajbmeb-1717	30	2	first	first	ADJ
ajbmeb-1717	30	3	group	group	NOUN
ajbmeb-1717	30	4	is	be	AUX
ajbmeb-1717	30	5	based	base	VERB
ajbmeb-1717	30	6	on	on	ADP
ajbmeb-1717	30	7	the	the	DET
ajbmeb-1717	30	8	use	use	NOUN
ajbmeb-1717	30	9	of	of	ADP
ajbmeb-1717	30	10	only	only	ADJ
ajbmeb-1717	30	11	inflation	inflation	NOUN
ajbmeb-1717	30	12	time	time	NOUN
ajbmeb-1717	30	13	series	series	PROPN
ajbmeb-1717	30	14	:	:	PUNCT
ajbmeb-1717	30	15	arma	arma	PROPN
ajbmeb-1717	30	16	,	,	PUNCT
ajbmeb-1717	30	17	rw	rw	NOUN
ajbmeb-1717	30	18	and	and	CCONJ
ajbmeb-1717	30	19	the	the	DET
ajbmeb-1717	30	20	authors	author	NOUN
ajbmeb-1717	30	21	'	'	PART
ajbmeb-1717	30	22	own	own	ADJ
ajbmeb-1717	30	23	unobserved	unobserved	ADJ
ajbmeb-1717	30	24	components	component	NOUN
ajbmeb-1717	30	25	and	and	CCONJ
ajbmeb-1717	30	26	stochastic	stochastic	ADJ
ajbmeb-1717	30	27	volatility	volatility	NOUN
ajbmeb-1717	30	28	model	model	NOUN
ajbmeb-1717	30	29	(	(	PUNCT
ajbmeb-1717	30	30	unobserved	unobserved	ADJ
ajbmeb-1717	30	31	components	component	NOUN
ajbmeb-1717	30	32	stochastic	stochastic	ADJ
ajbmeb-1717	30	33	volatility	volatility	NOUN
ajbmeb-1717	30	34	,	,	PUNCT
ajbmeb-1717	30	35	uc	uc	PROPN
ajbmeb-1717	30	36	-	-	PUNCT
ajbmeb-1717	30	37	sv	sv	NOUN
ajbmeb-1717	30	38	)	)	PUNCT
ajbmeb-1717	30	39	models	model	NOUN
ajbmeb-1717	30	40	are	be	AUX
ajbmeb-1717	30	41	included	include	VERB
ajbmeb-1717	30	42	.	.	PUNCT
ajbmeb-1717	31	1	the	the	DET
ajbmeb-1717	31	2	second	second	ADJ
ajbmeb-1717	31	3	group	group	NOUN
ajbmeb-1717	31	4	includes	include	VERB
ajbmeb-1717	31	5	models	model	NOUN
ajbmeb-1717	31	6	whose	whose	DET
ajbmeb-1717	31	7	variables	variable	NOUN
ajbmeb-1717	31	8	are	be	AUX
ajbmeb-1717	31	9	economic	economic	ADJ
ajbmeb-1717	31	10	activity	activity	NOUN
ajbmeb-1717	31	11	,	,	PUNCT
ajbmeb-1717	31	12	such	such	ADJ
ajbmeb-1717	31	13	as	as	ADP
ajbmeb-1717	31	14	unemployment	unemployment	NOUN
ajbmeb-1717	31	15	and	and	CCONJ
ajbmeb-1717	31	16	interruptions	interruption	NOUN
ajbmeb-1717	31	17	in	in	ADP
ajbmeb-1717	31	18	production	production	NOUN
ajbmeb-1717	31	19	.	.	PUNCT
ajbmeb-1717	32	1	the	the	DET
ajbmeb-1717	32	2	third	third	ADJ
ajbmeb-1717	32	3	models	model	NOUN
ajbmeb-1717	32	4	are	be	AUX
ajbmeb-1717	32	5	based	base	VERB
ajbmeb-1717	32	6	on	on	ADP
ajbmeb-1717	32	7	surveys	survey	NOUN
ajbmeb-1717	32	8	of	of	ADP
ajbmeb-1717	32	9	professional	professional	ADJ
ajbmeb-1717	32	10	forecasters	forecaster	NOUN
ajbmeb-1717	32	11	.	.	PUNCT
ajbmeb-1717	33	1	the	the	DET
ajbmeb-1717	33	2	fourth	fourth	ADJ
ajbmeb-1717	33	3	group	group	NOUN
ajbmeb-1717	33	4	includes	include	VERB
ajbmeb-1717	33	5	models	model	NOUN
ajbmeb-1717	33	6	that	that	PRON
ajbmeb-1717	33	7	do	do	AUX
ajbmeb-1717	33	8	not	not	PART
ajbmeb-1717	33	9	have	have	VERB
ajbmeb-1717	33	10	variables	variable	NOUN
ajbmeb-1717	33	11	not	not	PART
ajbmeb-1717	33	12	included	include	VERB
ajbmeb-1717	33	13	in	in	ADP
ajbmeb-1717	33	14	the	the	DET
ajbmeb-1717	33	15	second	second	ADJ
ajbmeb-1717	33	16	group	group	NOUN
ajbmeb-1717	33	17	.	.	PUNCT
ajbmeb-1717	34	1	the	the	DET
ajbmeb-1717	34	2	models	model	NOUN
ajbmeb-1717	34	3	make	make	VERB
ajbmeb-1717	34	4	pseudo	pseudo	NOUN
ajbmeb-1717	34	5	-	-	ADJ
ajbmeb-1717	34	6	real	real	ADJ
ajbmeb-1717	34	7	time	time	NOUN
ajbmeb-1717	34	8	forecasts	forecast	NOUN
ajbmeb-1717	34	9	for	for	ADP
ajbmeb-1717	34	10	a	a	DET
ajbmeb-1717	34	11	10	10	NUM
ajbmeb-1717	34	12	-	-	PUNCT
ajbmeb-1717	34	13	year	year	NOUN
ajbmeb-1717	34	14	period	period	NOUN
ajbmeb-1717	34	15	based	base	VERB
ajbmeb-1717	34	16	on	on	ADP
ajbmeb-1717	34	17	quarterly	quarterly	ADJ
ajbmeb-1717	34	18	data	datum	NOUN
ajbmeb-1717	34	19	.	.	PUNCT
ajbmeb-1717	35	1	root	root	NOUN
ajbmeb-1717	35	2	mean	mean	VERB
ajbmeb-1717	35	3	square	square	ADJ
ajbmeb-1717	35	4	error	error	NOUN
ajbmeb-1717	35	5	(	(	PUNCT
ajbmeb-1717	35	6	rmse	rmse	NOUN
ajbmeb-1717	35	7	)	)	PUNCT
ajbmeb-1717	35	8	is	be	AUX
ajbmeb-1717	35	9	used	use	VERB
ajbmeb-1717	35	10	to	to	PART
ajbmeb-1717	35	11	evaluate	evaluate	VERB
ajbmeb-1717	35	12	the	the	DET
ajbmeb-1717	35	13	model	model	NOUN
ajbmeb-1717	35	14	.	.	PUNCT
ajbmeb-1717	36	1	the	the	DET
ajbmeb-1717	36	2	conclusion	conclusion	NOUN
ajbmeb-1717	36	3	was	be	AUX
ajbmeb-1717	36	4	that	that	SCONJ
ajbmeb-1717	36	5	models	model	NOUN
ajbmeb-1717	36	6	using	use	VERB
ajbmeb-1717	36	7	only	only	ADJ
ajbmeb-1717	36	8	time	time	NOUN
ajbmeb-1717	36	9	series	series	NOUN
ajbmeb-1717	36	10	of	of	ADP
ajbmeb-1717	36	11	inflation	inflation	NOUN
ajbmeb-1717	36	12	do	do	AUX
ajbmeb-1717	36	13	not	not	PART
ajbmeb-1717	36	14	lag	lag	VERB
ajbmeb-1717	36	15	behind	behind	ADP
ajbmeb-1717	36	16	multivariable	multivariable	ADJ
ajbmeb-1717	36	17	models	model	NOUN
ajbmeb-1717	36	18	.	.	PUNCT
ajbmeb-1717	37	1	taking	take	VERB
ajbmeb-1717	37	2	into	into	ADP
ajbmeb-1717	37	3	account	account	NOUN
ajbmeb-1717	37	4	the	the	DET
ajbmeb-1717	37	5	difficulties	difficulty	NOUN
ajbmeb-1717	37	6	in	in	ADP
ajbmeb-1717	37	7	creating	create	VERB
ajbmeb-1717	37	8	multivariable	multivariable	ADJ
ajbmeb-1717	37	9	models	model	NOUN
ajbmeb-1717	37	10	,	,	PUNCT
ajbmeb-1717	37	11	the	the	DET
ajbmeb-1717	37	12	authors	author	NOUN
ajbmeb-1717	37	13	conclude	conclude	VERB
ajbmeb-1717	37	14	that	that	SCONJ
ajbmeb-1717	37	15	univariate	univariate	ADJ
ajbmeb-1717	37	16	models	model	NOUN
ajbmeb-1717	37	17	are	be	AUX
ajbmeb-1717	37	18	preferable	preferable	ADJ
ajbmeb-1717	37	19	.	.	PUNCT
ajbmeb-1717	38	1	the	the	DET
ajbmeb-1717	38	2	article	article	NOUN
ajbmeb-1717	38	3	by	by	ADP
ajbmeb-1717	38	4	faust	faust	PROPN
ajbmeb-1717	38	5	and	and	CCONJ
ajbmeb-1717	38	6	wright	wright	PROPN
ajbmeb-1717	38	7	(	(	PUNCT
ajbmeb-1717	38	8	2013	2013	NUM
ajbmeb-1717	38	9	)	)	PUNCT
ajbmeb-1717	38	10	is	be	AUX
ajbmeb-1717	38	11	also	also	ADV
ajbmeb-1717	38	12	devoted	devote	VERB
ajbmeb-1717	38	13	to	to	ADP
ajbmeb-1717	38	14	inflation	inflation	NOUN
ajbmeb-1717	38	15	forecasting	forecasting	NOUN
ajbmeb-1717	38	16	[	[	X
ajbmeb-1717	38	17	2	2	NUM
ajbmeb-1717	38	18	]	]	PUNCT
ajbmeb-1717	38	19	.	.	PUNCT
ajbmeb-1717	39	1	the	the	DET
ajbmeb-1717	39	2	authors	author	NOUN
ajbmeb-1717	39	3	compare	compare	VERB
ajbmeb-1717	39	4	17	17	NUM
ajbmeb-1717	39	5	different	different	ADJ
ajbmeb-1717	39	6	ml	ml	NOUN
ajbmeb-1717	39	7	models	model	NOUN
ajbmeb-1717	39	8	.	.	PUNCT
ajbmeb-1717	40	1	among	among	ADP
ajbmeb-1717	40	2	them	they	PRON
ajbmeb-1717	40	3	"	"	PUNCT
ajbmeb-1717	40	4	random	random	ADJ
ajbmeb-1717	40	5	walk	walk	NOUN
ajbmeb-1717	40	6	"	"	PUNCT
ajbmeb-1717	40	7	,	,	PUNCT
ajbmeb-1717	40	8	autoregression	autoregression	NOUN
ajbmeb-1717	40	9	methods	method	NOUN
ajbmeb-1717	40	10	(	(	PUNCT
ajbmeb-1717	40	11	ar	ar	NOUN
ajbmeb-1717	40	12	(	(	PUNCT
ajbmeb-1717	40	13	1	1	NUM
ajbmeb-1717	40	14	)	)	PUNCT
ajbmeb-1717	40	15	and	and	CCONJ
ajbmeb-1717	40	16	ar	ar	PROPN
ajbmeb-1717	40	17	(	(	PUNCT
ajbmeb-1717	40	18	p	p	NOUN
ajbmeb-1717	40	19	)	)	PUNCT
ajbmeb-1717	40	20	)	)	PUNCT
ajbmeb-1717	40	21	,	,	PUNCT
ajbmeb-1717	40	22	a	a	DET
ajbmeb-1717	40	23	model	model	NOUN
ajbmeb-1717	40	24	based	base	VERB
ajbmeb-1717	40	25	on	on	ADP
ajbmeb-1717	40	26	the	the	DET
ajbmeb-1717	40	27	phillips	phillip	NOUN
ajbmeb-1717	40	28	curve	curve	NOUN
ajbmeb-1717	40	29	,	,	PUNCT
ajbmeb-1717	40	30	structured	structure	VERB
ajbmeb-1717	40	31	vector	vector	NOUN
ajbmeb-1717	40	32	autoregression	autoregression	NOUN
ajbmeb-1717	40	33	(	(	PUNCT
ajbmeb-1717	40	34	svar	svar	NOUN
ajbmeb-1717	40	35	)	)	PUNCT
ajbmeb-1717	40	36	,	,	PUNCT
ajbmeb-1717	40	37	bayesian	bayesian	NOUN
ajbmeb-1717	40	38	averages	average	NOUN
ajbmeb-1717	40	39	model	model	NOUN
ajbmeb-1717	40	40	(	(	PUNCT
ajbmeb-1717	40	41	bma	bma	PROPN
ajbmeb-1717	40	42	)	)	PUNCT
ajbmeb-1717	40	43	)	)	PUNCT
ajbmeb-1717	40	44	,	,	PUNCT
ajbmeb-1717	40	45	there	there	PRON
ajbmeb-1717	40	46	is	be	VERB
ajbmeb-1717	40	47	a	a	DET
ajbmeb-1717	40	48	dynamic	dynamic	ADJ
ajbmeb-1717	40	49	stochastic	stochastic	ADJ
ajbmeb-1717	40	50	model	model	NOUN
ajbmeb-1717	40	51	of	of	ADP
ajbmeb-1717	40	52	general	general	ADJ
ajbmeb-1717	40	53	equilibrium	equilibrium	NOUN
ajbmeb-1717	40	54	(	(	PUNCT
ajbmeb-1717	40	55	dynamic	dynamic	ADJ
ajbmeb-1717	40	56	stochastic	stochastic	ADJ
ajbmeb-1717	40	57	general	general	ADJ
ajbmeb-1717	40	58	equilibrium	equilibrium	NOUN
ajbmeb-1717	40	59	,	,	PUNCT
ajbmeb-1717	40	60	dsge	dsge	NOUN
ajbmeb-1717	40	61	)	)	PUNCT
ajbmeb-1717	40	62	and	and	CCONJ
ajbmeb-1717	40	63	others	other	NOUN
ajbmeb-1717	40	64	.	.	PUNCT
ajbmeb-1717	41	1	the	the	DET
ajbmeb-1717	41	2	authors	author	NOUN
ajbmeb-1717	41	3	evaluate	evaluate	VERB
ajbmeb-1717	41	4	the	the	DET
ajbmeb-1717	41	5	models	model	NOUN
ajbmeb-1717	41	6	using	use	VERB
ajbmeb-1717	41	7	root	root	NOUN
ajbmeb-1717	41	8	mean	mean	ADJ
ajbmeb-1717	41	9	square	square	ADJ
ajbmeb-1717	41	10	deviation	deviation	NOUN
ajbmeb-1717	41	11	(	(	PUNCT
ajbmeb-1717	41	12	rmse	rmse	NOUN
ajbmeb-1717	41	13	)	)	PUNCT
ajbmeb-1717	41	14	.	.	PUNCT
ajbmeb-1717	42	1	in	in	ADP
ajbmeb-1717	42	2	this	this	DET
ajbmeb-1717	42	3	case	case	NOUN
ajbmeb-1717	42	4	,	,	PUNCT
ajbmeb-1717	42	5	the	the	DET
ajbmeb-1717	42	6	ar	ar	PROPN
ajbmeb-1717	42	7	(	(	PUNCT
ajbmeb-1717	42	8	1	1	NUM
ajbmeb-1717	42	9	)	)	PUNCT
ajbmeb-1717	42	10	model	model	NOUN
ajbmeb-1717	42	11	is	be	AUX
ajbmeb-1717	42	12	taken	take	VERB
ajbmeb-1717	42	13	as	as	ADP
ajbmeb-1717	42	14	a	a	DET
ajbmeb-1717	42	15	benchmark	benchmark	NOUN
ajbmeb-1717	42	16	,	,	PUNCT
ajbmeb-1717	42	17	and	and	CCONJ
ajbmeb-1717	42	18	all	all	DET
ajbmeb-1717	42	19	models	model	NOUN
ajbmeb-1717	42	20	are	be	AUX
ajbmeb-1717	42	21	evaluated	evaluate	VERB
ajbmeb-1717	42	22	against	against	ADP
ajbmeb-1717	42	23	this	this	DET
ajbmeb-1717	42	24	model	model	NOUN
ajbmeb-1717	42	25	.	.	PUNCT
ajbmeb-1717	43	1	the	the	DET
ajbmeb-1717	43	2	model	model	NOUN
ajbmeb-1717	43	3	based	base	VERB
ajbmeb-1717	43	4	on	on	ADP
ajbmeb-1717	43	5	the	the	DET
ajbmeb-1717	43	6	opinion	opinion	NOUN
ajbmeb-1717	43	7	of	of	ADP
ajbmeb-1717	43	8	professional	professional	ADJ
ajbmeb-1717	43	9	forecasters	forecaster	NOUN
ajbmeb-1717	43	10	wins	win	VERB
ajbmeb-1717	43	11	as	as	ADP
ajbmeb-1717	43	12	the	the	DET
ajbmeb-1717	43	13	best	good	ADJ
ajbmeb-1717	43	14	model	model	NOUN
ajbmeb-1717	43	15	.	.	PUNCT
ajbmeb-1717	44	1	however	however	ADV
ajbmeb-1717	44	2	,	,	PUNCT
ajbmeb-1717	44	3	this	this	DET
ajbmeb-1717	44	4	study	study	NOUN
ajbmeb-1717	44	5	also	also	ADV
ajbmeb-1717	44	6	proved	prove	VERB
ajbmeb-1717	44	7	that	that	SCONJ
ajbmeb-1717	44	8	the	the	DET
ajbmeb-1717	44	9	best	good	ADJ
ajbmeb-1717	44	10	multi	multi	ADJ
ajbmeb-1717	44	11	-	-	ADJ
ajbmeb-1717	44	12	factor	factor	NOUN
ajbmeb-1717	44	13	models	model	NOUN
ajbmeb-1717	44	14	of	of	ADP
ajbmeb-1717	44	15	the	the	DET
ajbmeb-1717	44	16	above	above	ADJ
ajbmeb-1717	44	17	study	study	NOUN
ajbmeb-1717	44	18	do	do	AUX
ajbmeb-1717	44	19	not	not	PART
ajbmeb-1717	44	20	outperform	outperform	VERB
ajbmeb-1717	44	21	the	the	DET
ajbmeb-1717	44	22	best	good	ADJ
ajbmeb-1717	44	23	one	one	NUM
ajbmeb-1717	44	24	-	-	PUNCT
ajbmeb-1717	44	25	factor	factor	NOUN
ajbmeb-1717	44	26	models	model	NOUN
ajbmeb-1717	44	27	.	.	PUNCT
ajbmeb-1717	45	1	russian	russian	ADJ
ajbmeb-1717	45	2	researchers	researcher	NOUN
ajbmeb-1717	45	3	fokin	fokin	NOUN
ajbmeb-1717	45	4	and	and	CCONJ
ajbmeb-1717	45	5	polbin	polbin	NOUN
ajbmeb-1717	45	6	(	(	PUNCT
ajbmeb-1717	45	7	2019	2019	NUM
ajbmeb-1717	45	8	)	)	PUNCT
ajbmeb-1717	45	9	use	use	VERB
ajbmeb-1717	45	10	the	the	DET
ajbmeb-1717	45	11	var	var	NOUN
ajbmeb-1717	45	12	-	-	PUNCT
ajbmeb-1717	45	13	lasso	lasso	NOUN
ajbmeb-1717	45	14	model	model	NOUN
ajbmeb-1717	45	15	in	in	ADP
ajbmeb-1717	45	16	the	the	DET
ajbmeb-1717	45	17	forecast	forecast	NOUN
ajbmeb-1717	45	18	of	of	ADP
ajbmeb-1717	45	19	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	45	20	indicators	indicator	NOUN
ajbmeb-1717	45	21	and	and	CCONJ
ajbmeb-1717	45	22	make	make	VERB
ajbmeb-1717	45	23	forecasts	forecast	NOUN
ajbmeb-1717	45	24	for	for	ADP
ajbmeb-1717	45	25	the	the	DET
ajbmeb-1717	45	26	russian	russian	ADJ
ajbmeb-1717	45	27	economy	economy	NOUN
ajbmeb-1717	45	28	for	for	ADP
ajbmeb-1717	45	29	2019	2019	NUM
ajbmeb-1717	45	30	-	-	SYM
ajbmeb-1717	45	31	2024	2024	NUM
ajbmeb-1717	45	32	[	[	X
ajbmeb-1717	45	33	3	3	NUM
ajbmeb-1717	45	34	]	]	PUNCT
ajbmeb-1717	45	35	.	.	PUNCT
ajbmeb-1717	46	1	they	they	PRON
ajbmeb-1717	46	2	compare	compare	VERB
ajbmeb-1717	46	3	var	var	NOUN
ajbmeb-1717	46	4	-	-	PUNCT
ajbmeb-1717	46	5	lasso	lasso	NOUN
ajbmeb-1717	46	6	model	model	NOUN
ajbmeb-1717	46	7	with	with	ADP
ajbmeb-1717	46	8	bvar	bvar	NOUN
ajbmeb-1717	46	9	(	(	PUNCT
ajbmeb-1717	46	10	bayesian	bayesian	NOUN
ajbmeb-1717	46	11	vector	vector	NOUN
ajbmeb-1717	46	12	autoregression	autoregression	NOUN
ajbmeb-1717	46	13	)	)	PUNCT
ajbmeb-1717	46	14	,	,	PUNCT
ajbmeb-1717	46	15	var	var	NOUN
ajbmeb-1717	46	16	,	,	PUNCT
ajbmeb-1717	46	17	arima	arima	PROPN
ajbmeb-1717	46	18	american	american	PROPN
ajbmeb-1717	46	19	journal	journal	PROPN
ajbmeb-1717	46	20	of	of	ADP
ajbmeb-1717	46	21	business	business	NOUN
ajbmeb-1717	46	22	management	management	NOUN
ajbmeb-1717	46	23	,	,	PUNCT
ajbmeb-1717	46	24	economics	economic	NOUN
ajbmeb-1717	46	25	and	and	CCONJ
ajbmeb-1717	46	26	banking	banking	NOUN
ajbmeb-1717	46	27	volume	volume	NOUN
ajbmeb-1717	46	28	20	20	NUM
ajbmeb-1717	46	29	january	january	PROPN
ajbmeb-1717	46	30	,	,	PUNCT
ajbmeb-1717	46	31	2024	2024	NUM
ajbmeb-1717	46	32	p	p	NOUN
ajbmeb-1717	46	33	a	a	DET
ajbmeb-1717	46	34	g	g	NOUN
ajbmeb-1717	46	35	e	e	NOUN
ajbmeb-1717	46	36	|	|	ADV
ajbmeb-1717	46	37	38	38	NUM
ajbmeb-1717	46	38	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-1717	46	39	methods	method	NOUN
ajbmeb-1717	46	40	and	and	CCONJ
ajbmeb-1717	46	41	show	show	VERB
ajbmeb-1717	46	42	the	the	DET
ajbmeb-1717	46	43	superiority	superiority	NOUN
ajbmeb-1717	46	44	of	of	ADP
ajbmeb-1717	46	45	their	their	PRON
ajbmeb-1717	46	46	model	model	NOUN
ajbmeb-1717	46	47	.	.	PUNCT
ajbmeb-1717	47	1	their	their	PRON
ajbmeb-1717	47	2	pseudo	pseudo	NOUN
ajbmeb-1717	47	3	-	-	ADJ
ajbmeb-1717	47	4	real	real	ADJ
ajbmeb-1717	47	5	-	-	PUNCT
ajbmeb-1717	47	6	time	time	NOUN
ajbmeb-1717	47	7	forecasts	forecast	NOUN
ajbmeb-1717	47	8	for	for	ADP
ajbmeb-1717	47	9	2016	2016	NUM
ajbmeb-1717	47	10	-	-	SYM
ajbmeb-1717	47	11	2018	2018	NUM
ajbmeb-1717	47	12	use	use	VERB
ajbmeb-1717	47	13	the	the	DET
ajbmeb-1717	47	14	rmse	rmse	NOUN
ajbmeb-1717	47	15	(	(	PUNCT
ajbmeb-1717	47	16	root	root	NOUN
ajbmeb-1717	47	17	mean	mean	VERB
ajbmeb-1717	47	18	square	square	ADJ
ajbmeb-1717	47	19	deviation	deviation	NOUN
ajbmeb-1717	47	20	)	)	PUNCT
ajbmeb-1717	47	21	indicator	indicator	NOUN
ajbmeb-1717	47	22	in	in	ADP
ajbmeb-1717	47	23	comparison	comparison	NOUN
ajbmeb-1717	47	24	with	with	ADP
ajbmeb-1717	47	25	the	the	DET
ajbmeb-1717	47	26	forecasts	forecast	NOUN
ajbmeb-1717	47	27	of	of	ADP
ajbmeb-1717	47	28	the	the	DET
ajbmeb-1717	47	29	russian	russian	PROPN
ajbmeb-1717	47	30	ministry	ministry	PROPN
ajbmeb-1717	47	31	of	of	ADP
ajbmeb-1717	47	32	economic	economic	PROPN
ajbmeb-1717	47	33	development	development	NOUN
ajbmeb-1717	47	34	and	and	CCONJ
ajbmeb-1717	47	35	the	the	DET
ajbmeb-1717	47	36	international	international	ADJ
ajbmeb-1717	47	37	monetary	monetary	ADJ
ajbmeb-1717	47	38	fund	fund	NOUN
ajbmeb-1717	47	39	.	.	PUNCT
ajbmeb-1717	48	1	the	the	DET
ajbmeb-1717	48	2	peculiarity	peculiarity	NOUN
ajbmeb-1717	48	3	of	of	ADP
ajbmeb-1717	48	4	this	this	DET
ajbmeb-1717	48	5	work	work	NOUN
ajbmeb-1717	48	6	is	be	AUX
ajbmeb-1717	48	7	that	that	SCONJ
ajbmeb-1717	48	8	they	they	PRON
ajbmeb-1717	48	9	can	can	AUX
ajbmeb-1717	48	10	add	add	VERB
ajbmeb-1717	48	11	the	the	DET
ajbmeb-1717	48	12	slowdown	slowdown	NOUN
ajbmeb-1717	48	13	of	of	ADP
ajbmeb-1717	48	14	the	the	DET
ajbmeb-1717	48	15	russian	russian	ADJ
ajbmeb-1717	48	16	economy	economy	NOUN
ajbmeb-1717	48	17	to	to	ADP
ajbmeb-1717	48	18	the	the	DET
ajbmeb-1717	48	19	model	model	NOUN
ajbmeb-1717	48	20	as	as	ADP
ajbmeb-1717	48	21	a	a	DET
ajbmeb-1717	48	22	structural	structural	ADJ
ajbmeb-1717	48	23	change	change	NOUN
ajbmeb-1717	48	24	,	,	PUNCT
ajbmeb-1717	48	25	thereby	thereby	ADV
ajbmeb-1717	48	26	increasing	increase	VERB
ajbmeb-1717	48	27	the	the	DET
ajbmeb-1717	48	28	accuracy	accuracy	NOUN
ajbmeb-1717	48	29	of	of	ADP
ajbmeb-1717	48	30	the	the	DET
ajbmeb-1717	48	31	model	model	NOUN
ajbmeb-1717	48	32	.	.	PUNCT
ajbmeb-1717	49	1	generally	generally	ADV
ajbmeb-1717	49	2	speaking	speak	VERB
ajbmeb-1717	49	3	,	,	PUNCT
ajbmeb-1717	49	4	the	the	DET
ajbmeb-1717	49	5	use	use	NOUN
ajbmeb-1717	49	6	of	of	ADP
ajbmeb-1717	49	7	machine	machine	NOUN
ajbmeb-1717	49	8	learning	learning	NOUN
ajbmeb-1717	49	9	methods	method	NOUN
ajbmeb-1717	49	10	in	in	ADP
ajbmeb-1717	49	11	forecasting	forecast	VERB
ajbmeb-1717	49	12	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	49	13	indicators	indicator	NOUN
ajbmeb-1717	49	14	is	be	AUX
ajbmeb-1717	49	15	an	an	DET
ajbmeb-1717	49	16	urgent	urgent	ADJ
ajbmeb-1717	49	17	issue	issue	NOUN
ajbmeb-1717	49	18	not	not	PART
ajbmeb-1717	49	19	only	only	ADV
ajbmeb-1717	49	20	for	for	ADP
ajbmeb-1717	49	21	the	the	DET
ajbmeb-1717	49	22	economy	economy	NOUN
ajbmeb-1717	49	23	of	of	ADP
ajbmeb-1717	49	24	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	49	25	,	,	PUNCT
ajbmeb-1717	49	26	but	but	CCONJ
ajbmeb-1717	49	27	also	also	ADV
ajbmeb-1717	49	28	for	for	ADP
ajbmeb-1717	49	29	the	the	DET
ajbmeb-1717	49	30	economy	economy	NOUN
ajbmeb-1717	49	31	of	of	ADP
ajbmeb-1717	49	32	developed	develop	VERB
ajbmeb-1717	49	33	countries	country	NOUN
ajbmeb-1717	49	34	.	.	PUNCT
ajbmeb-1717	50	1	due	due	ADP
ajbmeb-1717	50	2	to	to	ADP
ajbmeb-1717	50	3	this	this	PRON
ajbmeb-1717	50	4	,	,	PUNCT
ajbmeb-1717	50	5	the	the	DET
ajbmeb-1717	50	6	number	number	NOUN
ajbmeb-1717	50	7	of	of	ADP
ajbmeb-1717	50	8	scientific	scientific	ADJ
ajbmeb-1717	50	9	articles	article	NOUN
ajbmeb-1717	50	10	on	on	ADP
ajbmeb-1717	50	11	this	this	DET
ajbmeb-1717	50	12	topic	topic	NOUN
ajbmeb-1717	50	13	is	be	AUX
ajbmeb-1717	50	14	increasing	increase	VERB
ajbmeb-1717	50	15	rapidly	rapidly	ADV
ajbmeb-1717	50	16	.	.	PUNCT
ajbmeb-1717	51	1	iii	iii	X
ajbmeb-1717	51	2	.	.	PUNCT
ajbmeb-1717	51	3	data	datum	NOUN
ajbmeb-1717	51	4	and	and	CCONJ
ajbmeb-1717	51	5	methodology	methodology	NOUN
ajbmeb-1717	51	6	.	.	PUNCT
ajbmeb-1717	52	1	1	1	X
ajbmeb-1717	52	2	.	.	X
ajbmeb-1717	52	3	regularization	regularization	NOUN
ajbmeb-1717	52	4	models	model	NOUN
ajbmeb-1717	52	5	we	we	PRON
ajbmeb-1717	52	6	have	have	AUX
ajbmeb-1717	52	7	discussed	discuss	VERB
ajbmeb-1717	52	8	above	above	ADP
ajbmeb-1717	52	9	what	what	PRON
ajbmeb-1717	52	10	is	be	AUX
ajbmeb-1717	52	11	the	the	DET
ajbmeb-1717	52	12	biggest	big	ADJ
ajbmeb-1717	52	13	problem	problem	NOUN
ajbmeb-1717	52	14	of	of	ADP
ajbmeb-1717	52	15	the	the	DET
ajbmeb-1717	52	16	models	model	NOUN
ajbmeb-1717	52	17	created	create	VERB
ajbmeb-1717	52	18	for	for	ADP
ajbmeb-1717	52	19	forecasting	forecasting	NOUN
ajbmeb-1717	52	20	although	although	SCONJ
ajbmeb-1717	52	21	the	the	DET
ajbmeb-1717	52	22	model	model	NOUN
ajbmeb-1717	52	23	shows	show	VERB
ajbmeb-1717	52	24	a	a	DET
ajbmeb-1717	52	25	low	low	ADJ
ajbmeb-1717	52	26	error	error	NOUN
ajbmeb-1717	52	27	result	result	NOUN
ajbmeb-1717	52	28	within	within	ADP
ajbmeb-1717	52	29	the	the	DET
ajbmeb-1717	52	30	sample	sample	NOUN
ajbmeb-1717	52	31	,	,	PUNCT
ajbmeb-1717	52	32	it	it	PRON
ajbmeb-1717	52	33	is	be	AUX
ajbmeb-1717	52	34	not	not	PART
ajbmeb-1717	52	35	suitable	suitable	ADJ
ajbmeb-1717	52	36	for	for	ADP
ajbmeb-1717	52	37	forecasting	forecast	VERB
ajbmeb-1717	52	38	outside	outside	ADP
ajbmeb-1717	52	39	the	the	DET
ajbmeb-1717	52	40	sample	sample	NOUN
ajbmeb-1717	52	41	.	.	PUNCT
ajbmeb-1717	53	1	this	this	DET
ajbmeb-1717	53	2	problem	problem	NOUN
ajbmeb-1717	53	3	is	be	AUX
ajbmeb-1717	53	4	called	call	VERB
ajbmeb-1717	53	5	"	"	PUNCT
ajbmeb-1717	53	6	overfitting	overfitte	VERB
ajbmeb-1717	53	7	"	"	PUNCT
ajbmeb-1717	53	8	.	.	PUNCT
ajbmeb-1717	54	1	that	that	PRON
ajbmeb-1717	54	2	is	be	AUX
ajbmeb-1717	54	3	,	,	PUNCT
ajbmeb-1717	54	4	the	the	DET
ajbmeb-1717	54	5	model	model	NOUN
ajbmeb-1717	54	6	excessively	excessively	ADV
ajbmeb-1717	54	7	“	"	PUNCT
ajbmeb-1717	54	8	reads	read	NOUN
ajbmeb-1717	54	9	”	"	PUNCT
ajbmeb-1717	54	10	on	on	ADP
ajbmeb-1717	54	11	the	the	DET
ajbmeb-1717	54	12	basis	basis	NOUN
ajbmeb-1717	54	13	of	of	ADP
ajbmeb-1717	54	14	assimilation	assimilation	NOUN
ajbmeb-1717	54	15	of	of	ADP
ajbmeb-1717	54	16	information	information	NOUN
ajbmeb-1717	54	17	that	that	PRON
ajbmeb-1717	54	18	is	be	AUX
ajbmeb-1717	54	19	specific	specific	ADJ
ajbmeb-1717	54	20	to	to	ADP
ajbmeb-1717	54	21	the	the	DET
ajbmeb-1717	54	22	data	datum	NOUN
ajbmeb-1717	54	23	it	it	PRON
ajbmeb-1717	54	24	sees	see	VERB
ajbmeb-1717	54	25	in	in	ADP
ajbmeb-1717	54	26	the	the	DET
ajbmeb-1717	54	27	sample	sample	NOUN
ajbmeb-1717	54	28	,	,	PUNCT
ajbmeb-1717	54	29	but	but	CCONJ
ajbmeb-1717	54	30	is	be	AUX
ajbmeb-1717	54	31	not	not	PART
ajbmeb-1717	54	32	available	available	ADJ
ajbmeb-1717	54	33	in	in	ADP
ajbmeb-1717	54	34	general	general	ADJ
ajbmeb-1717	54	35	economic	economic	ADJ
ajbmeb-1717	54	36	processes	process	NOUN
ajbmeb-1717	54	37	.	.	PUNCT
ajbmeb-1717	55	1	theoretically	theoretically	ADV
ajbmeb-1717	55	2	,	,	PUNCT
ajbmeb-1717	55	3	it	it	PRON
ajbmeb-1717	55	4	is	be	AUX
ajbmeb-1717	55	5	possible	possible	ADJ
ajbmeb-1717	55	6	to	to	PART
ajbmeb-1717	55	7	create	create	VERB
ajbmeb-1717	55	8	a	a	DET
ajbmeb-1717	55	9	model	model	NOUN
ajbmeb-1717	55	10	that	that	PRON
ajbmeb-1717	55	11	reduces	reduce	VERB
ajbmeb-1717	55	12	the	the	DET
ajbmeb-1717	55	13	sampling	sampling	NOUN
ajbmeb-1717	55	14	error	error	NOUN
ajbmeb-1717	55	15	to	to	ADP
ajbmeb-1717	55	16	less	less	ADJ
ajbmeb-1717	55	17	than	than	ADP
ajbmeb-1717	55	18	1	1	NUM
ajbmeb-1717	55	19	%	%	NOUN
ajbmeb-1717	55	20	,	,	PUNCT
ajbmeb-1717	55	21	but	but	CCONJ
ajbmeb-1717	55	22	the	the	DET
ajbmeb-1717	55	23	question	question	NOUN
ajbmeb-1717	55	24	of	of	ADP
ajbmeb-1717	55	25	using	use	VERB
ajbmeb-1717	55	26	this	this	DET
ajbmeb-1717	55	27	model	model	NOUN
ajbmeb-1717	55	28	in	in	ADP
ajbmeb-1717	55	29	forecasting	forecasting	NOUN
ajbmeb-1717	55	30	remains	remain	VERB
ajbmeb-1717	55	31	open	open	ADJ
ajbmeb-1717	55	32	.	.	PUNCT
ajbmeb-1717	56	1	to	to	PART
ajbmeb-1717	56	2	solve	solve	VERB
ajbmeb-1717	56	3	this	this	DET
ajbmeb-1717	56	4	problem	problem	NOUN
ajbmeb-1717	56	5	,	,	PUNCT
ajbmeb-1717	56	6	a	a	DET
ajbmeb-1717	56	7	regularizer	regularizer	NOUN
ajbmeb-1717	56	8	is	be	AUX
ajbmeb-1717	56	9	added	add	VERB
ajbmeb-1717	56	10	to	to	ADP
ajbmeb-1717	56	11	the	the	DET
ajbmeb-1717	56	12	simple	simple	ADJ
ajbmeb-1717	56	13	linear	linear	ADJ
ajbmeb-1717	56	14	regression	regression	NOUN
ajbmeb-1717	56	15	equation	equation	NOUN
ajbmeb-1717	56	16	,	,	PUNCT
ajbmeb-1717	56	17	which	which	PRON
ajbmeb-1717	56	18	regulates	regulate	VERB
ajbmeb-1717	56	19	the	the	DET
ajbmeb-1717	56	20	excessive	excessive	ADJ
ajbmeb-1717	56	21	“	"	PUNCT
ajbmeb-1717	56	22	learning	learning	NOUN
ajbmeb-1717	56	23	”	"	PUNCT
ajbmeb-1717	56	24	of	of	ADP
ajbmeb-1717	56	25	the	the	DET
ajbmeb-1717	56	26	model	model	NOUN
ajbmeb-1717	56	27	.	.	PUNCT
ajbmeb-1717	57	1	in	in	ADP
ajbmeb-1717	57	2	a	a	DET
ajbmeb-1717	57	3	general	general	ADJ
ajbmeb-1717	57	4	sense	sense	NOUN
ajbmeb-1717	57	5	,	,	PUNCT
ajbmeb-1717	57	6	this	this	DET
ajbmeb-1717	57	7	regularizer	regularizer	NOUN
ajbmeb-1717	57	8	has	have	VERB
ajbmeb-1717	57	9	the	the	DET
ajbmeb-1717	57	10	following	follow	VERB
ajbmeb-1717	57	11	formula	formula	NOUN
ajbmeb-1717	57	12	[	[	X
ajbmeb-1717	57	13	4	4	NUM
ajbmeb-1717	57	14	]	]	PUNCT
ajbmeb-1717	57	15	:	:	PUNCT
ajbmeb-1717	57	16	𝑅(𝑥	𝑅(𝑥	NUM
ajbmeb-1717	57	17	)	)	PUNCT
ajbmeb-1717	57	18	=	=	PUNCT
ajbmeb-1717	57	19	𝛾	𝛾	AUX
ajbmeb-1717	57	20	∑	∑	PUNCT
ajbmeb-1717	57	21	|𝑥𝑖|	|𝑥𝑖|	VERB
ajbmeb-1717	57	22	𝑞	𝑞	X
ajbmeb-1717	57	23	𝑖=1	𝑖=1	PROPN
ajbmeb-1717	58	1	+	+	CCONJ
ajbmeb-1717	58	2	(	(	PUNCT
ajbmeb-1717	58	3	1	1	NUM
ajbmeb-1717	58	4	−	−	PROPN
ajbmeb-1717	58	5	𝛾	𝛾	NOUN
ajbmeb-1717	58	6	)	)	PUNCT
ajbmeb-1717	58	7	∑	∑	ADP
ajbmeb-1717	58	8	𝑥𝑖	𝑥𝑖	NUM
ajbmeb-1717	58	9	2𝑞	2𝑞	NUM
ajbmeb-1717	58	10	𝑖=1	𝑖=1	PUNCT
ajbmeb-1717	58	11	(	(	PUNCT
ajbmeb-1717	58	12	1	1	NUM
ajbmeb-1717	58	13	)	)	PUNCT
ajbmeb-1717	58	14	where	where	SCONJ
ajbmeb-1717	58	15	,	,	PUNCT
ajbmeb-1717	58	16	r(x	r(x	PROPN
ajbmeb-1717	58	17	)	)	PUNCT
ajbmeb-1717	58	18	is	be	AUX
ajbmeb-1717	58	19	a	a	DET
ajbmeb-1717	58	20	linear	linear	ADJ
ajbmeb-1717	58	21	regression	regression	NOUN
ajbmeb-1717	58	22	equation	equation	NOUN
ajbmeb-1717	58	23	,	,	PUNCT
ajbmeb-1717	58	24	𝛾	𝛾	PROPN
ajbmeb-1717	58	25	∈	∈	PROPN
ajbmeb-1717	59	1	[	[	X
ajbmeb-1717	59	2	0	0	NUM
ajbmeb-1717	59	3	;	;	PUNCT
ajbmeb-1717	59	4	1	1	NUM
ajbmeb-1717	59	5	]	]	PUNCT
ajbmeb-1717	59	6	,	,	PUNCT
ajbmeb-1717	59	7	q	q	X
ajbmeb-1717	59	8	is	be	AUX
ajbmeb-1717	59	9	the	the	DET
ajbmeb-1717	59	10	number	number	NOUN
ajbmeb-1717	59	11	of	of	ADP
ajbmeb-1717	59	12	x	x	NOUN
ajbmeb-1717	59	13	parameters	parameter	NOUN
ajbmeb-1717	59	14	.	.	PUNCT
ajbmeb-1717	60	1	when	when	SCONJ
ajbmeb-1717	60	2	𝛾	𝛾	AUX
ajbmeb-1717	60	3	∈	∈	PROPN
ajbmeb-1717	60	4	(	(	PUNCT
ajbmeb-1717	60	5	0	0	NUM
ajbmeb-1717	60	6	;	;	PUNCT
ajbmeb-1717	60	7	1	1	NUM
ajbmeb-1717	60	8	)	)	PUNCT
ajbmeb-1717	60	9	is	be	AUX
ajbmeb-1717	60	10	in	in	ADP
ajbmeb-1717	60	11	the	the	DET
ajbmeb-1717	60	12	above	above	ADJ
ajbmeb-1717	60	13	regularizer	regularizer	NOUN
ajbmeb-1717	60	14	,	,	PUNCT
ajbmeb-1717	60	15	this	this	DET
ajbmeb-1717	60	16	model	model	NOUN
ajbmeb-1717	60	17	is	be	AUX
ajbmeb-1717	60	18	called	call	VERB
ajbmeb-1717	60	19	elastic	elastic	ADJ
ajbmeb-1717	60	20	net	net	NOUN
ajbmeb-1717	60	21	.	.	PUNCT
ajbmeb-1717	61	1	in	in	ADP
ajbmeb-1717	61	2	case	case	NOUN
ajbmeb-1717	61	3	𝛾	𝛾	ADP
ajbmeb-1717	61	4	=	=	SYM
ajbmeb-1717	61	5	1	1	NUM
ajbmeb-1717	61	6	,	,	PUNCT
ajbmeb-1717	61	7	this	this	DET
ajbmeb-1717	61	8	model	model	NOUN
ajbmeb-1717	61	9	is	be	AUX
ajbmeb-1717	61	10	called	call	VERB
ajbmeb-1717	61	11	lasso	lasso	NOUN
ajbmeb-1717	61	12	(	(	PUNCT
ajbmeb-1717	61	13	least	least	ADJ
ajbmeb-1717	61	14	absolute	absolute	ADJ
ajbmeb-1717	61	15	shrinkage	shrinkage	NOUN
ajbmeb-1717	61	16	and	and	CCONJ
ajbmeb-1717	61	17	selection	selection	NOUN
ajbmeb-1717	61	18	operator	operator	NOUN
ajbmeb-1717	61	19	)	)	PUNCT
ajbmeb-1717	61	20	.	.	PUNCT
ajbmeb-1717	62	1	the	the	DET
ajbmeb-1717	62	2	case	case	NOUN
ajbmeb-1717	62	3	where	where	SCONJ
ajbmeb-1717	62	4	𝛾	𝛾	NOUN
ajbmeb-1717	62	5	=	=	SYM
ajbmeb-1717	62	6	0	0	NUM
ajbmeb-1717	62	7	is	be	AUX
ajbmeb-1717	62	8	called	call	VERB
ajbmeb-1717	62	9	ridge	ridge	NOUN
ajbmeb-1717	62	10	regression	regression	NOUN
ajbmeb-1717	62	11	.	.	PUNCT
ajbmeb-1717	63	1	their	their	PRON
ajbmeb-1717	63	2	equations	equation	NOUN
ajbmeb-1717	63	3	can	can	AUX
ajbmeb-1717	63	4	be	be	AUX
ajbmeb-1717	63	5	shown	show	VERB
ajbmeb-1717	63	6	as	as	SCONJ
ajbmeb-1717	63	7	follows	follow	VERB
ajbmeb-1717	63	8	[	[	X
ajbmeb-1717	63	9	5	5	NUM
ajbmeb-1717	63	10	]	]	SYM
ajbmeb-1717	63	11	:	:	PUNCT
ajbmeb-1717	63	12	𝑦(	𝑦(	NUM
ajbmeb-1717	63	13	�	�	PROPN
ajbmeb-1717	63	14	̂	̂	NUM
ajbmeb-1717	63	15	�	�	NOUN
ajbmeb-1717	63	16	)	)	PUNCT
ajbmeb-1717	63	17	=	=	PUNCT
ajbmeb-1717	64	1	∑	∑	PUNCT
ajbmeb-1717	64	2	(	(	PUNCT
ajbmeb-1717	64	3	𝑌	𝑌	PROPN
ajbmeb-1717	64	4	−	−	PROPN
ajbmeb-1717	64	5	𝑋	𝑋	PROPN
ajbmeb-1717	64	6	�	�	PROPN
ajbmeb-1717	64	7	̂	̂	NOUN
ajbmeb-1717	64	8	�	�	NOUN
ajbmeb-1717	64	9	)	)	PUNCT
ajbmeb-1717	64	10	2	2	NUM
ajbmeb-1717	65	1	+	+	CCONJ
ajbmeb-1717	65	2	𝜆	𝜆	ADP
ajbmeb-1717	65	3	∑	∑	ADV
ajbmeb-1717	65	4	|𝛽	|𝛽	PROPN
ajbmeb-1717	65	5	�	�	PROPN
ajbmeb-1717	65	6	̂	̂	NOUN
ajbmeb-1717	65	7	�	�	NOUN
ajbmeb-1717	65	8	|𝑝	|𝑝	NOUN
ajbmeb-1717	65	9	𝑗=1	𝑗=1	NOUN
ajbmeb-1717	65	10	𝑛	𝑛	PROPN
ajbmeb-1717	65	11	𝑖=1	𝑖=1	PROPN
ajbmeb-1717	65	12	→	→	SYM
ajbmeb-1717	65	13	𝑚𝑖𝑛	𝑚𝑖𝑛	NOUN
ajbmeb-1717	65	14	(	(	PUNCT
ajbmeb-1717	65	15	2	2	NUM
ajbmeb-1717	65	16	)	)	PUNCT
ajbmeb-1717	65	17	the	the	DET
ajbmeb-1717	65	18	above	above	ADJ
ajbmeb-1717	65	19	formula	formula	NOUN
ajbmeb-1717	65	20	is	be	AUX
ajbmeb-1717	65	21	the	the	DET
ajbmeb-1717	65	22	formula	formula	NOUN
ajbmeb-1717	65	23	for	for	ADP
ajbmeb-1717	65	24	lasso	lasso	NOUN
ajbmeb-1717	65	25	regression	regression	NOUN
ajbmeb-1717	65	26	.	.	PUNCT
ajbmeb-1717	66	1	although	although	SCONJ
ajbmeb-1717	66	2	ridge	ridge	NOUN
ajbmeb-1717	66	3	regression	regression	NOUN
ajbmeb-1717	66	4	is	be	AUX
ajbmeb-1717	66	5	similar	similar	ADJ
ajbmeb-1717	66	6	to	to	ADP
ajbmeb-1717	66	7	lasso	lasso	NOUN
ajbmeb-1717	66	8	,	,	PUNCT
ajbmeb-1717	66	9	it	it	PRON
ajbmeb-1717	66	10	is	be	AUX
ajbmeb-1717	66	11	slightly	slightly	ADV
ajbmeb-1717	66	12	different	different	ADJ
ajbmeb-1717	66	13	from	from	ADP
ajbmeb-1717	66	14	it	it	PRON
ajbmeb-1717	66	15	[	[	X
ajbmeb-1717	66	16	6	6	NUM
ajbmeb-1717	66	17	]	]	PUNCT
ajbmeb-1717	66	18	.	.	PUNCT
ajbmeb-1717	67	1	�	�	PROPN
ajbmeb-1717	67	2	̂	̂	VERB
ajbmeb-1717	67	3	�	�	NOUN
ajbmeb-1717	67	4	=	=	SYM
ajbmeb-1717	67	5	∑	∑	PUNCT
ajbmeb-1717	67	6	(	(	PUNCT
ajbmeb-1717	67	7	𝑌	𝑌	PROPN
ajbmeb-1717	67	8	−	−	PROPN
ajbmeb-1717	67	9	𝑋	𝑋	PROPN
ajbmeb-1717	67	10	�	�	PROPN
ajbmeb-1717	67	11	̂	̂	NOUN
ajbmeb-1717	67	12	�	�	NOUN
ajbmeb-1717	67	13	)	)	PUNCT
ajbmeb-1717	67	14	2	2	NUM
ajbmeb-1717	68	1	+	+	CCONJ
ajbmeb-1717	68	2	𝜆	𝜆	ADP
ajbmeb-1717	68	3	∑	∑	PROPN
ajbmeb-1717	68	4	(	(	PUNCT
ajbmeb-1717	68	5	𝛽	𝛽	NOUN
ajbmeb-1717	68	6	�	�	PROPN
ajbmeb-1717	68	7	̂	̂	SYM
ajbmeb-1717	68	8	�	�	NOUN
ajbmeb-1717	68	9	)2𝑝	)2𝑝	PUNCT
ajbmeb-1717	68	10	𝑗=1	𝑗=1	NOUN
ajbmeb-1717	68	11	𝑛	𝑛	PRON
ajbmeb-1717	68	12	𝑖=1	𝑖=1	PROPN
ajbmeb-1717	68	13	→	→	SYM
ajbmeb-1717	68	14	𝑚𝑖𝑛	𝑚𝑖𝑛	NOUN
ajbmeb-1717	68	15	(	(	PUNCT
ajbmeb-1717	68	16	3	3	NUM
ajbmeb-1717	68	17	)	)	PUNCT
ajbmeb-1717	68	18	the	the	DET
ajbmeb-1717	68	19	elastic	elastic	ADJ
ajbmeb-1717	68	20	net	net	ADJ
ajbmeb-1717	68	21	model	model	NOUN
ajbmeb-1717	68	22	is	be	AUX
ajbmeb-1717	68	23	created	create	VERB
ajbmeb-1717	68	24	by	by	ADP
ajbmeb-1717	68	25	adding	add	VERB
ajbmeb-1717	68	26	the	the	DET
ajbmeb-1717	68	27	above	above	ADJ
ajbmeb-1717	68	28	two	two	NUM
ajbmeb-1717	68	29	models	model	NOUN
ajbmeb-1717	68	30	[	[	X
ajbmeb-1717	68	31	7	7	NUM
ajbmeb-1717	68	32	]	]	SYM
ajbmeb-1717	68	33	:	:	PUNCT
ajbmeb-1717	68	34	�	�	PROPN
ajbmeb-1717	68	35	̂	̂	SYM
ajbmeb-1717	68	36	�	�	NOUN
ajbmeb-1717	68	37	=	=	SYM
ajbmeb-1717	68	38	∑	∑	PUNCT
ajbmeb-1717	68	39	(	(	PUNCT
ajbmeb-1717	68	40	𝑌	𝑌	PROPN
ajbmeb-1717	68	41	−	−	PROPN
ajbmeb-1717	68	42	𝑋	𝑋	PROPN
ajbmeb-1717	68	43	�	�	PROPN
ajbmeb-1717	68	44	̂	̂	NOUN
ajbmeb-1717	68	45	�	�	NOUN
ajbmeb-1717	68	46	)	)	PUNCT
ajbmeb-1717	68	47	2	2	NUM
ajbmeb-1717	69	1	+	+	CCONJ
ajbmeb-1717	69	2	𝜆	𝜆	ADP
ajbmeb-1717	69	3	∑	∑	PROPN
ajbmeb-1717	69	4	[	[	X
ajbmeb-1717	69	5	(	(	PUNCT
ajbmeb-1717	69	6	1	1	NUM
ajbmeb-1717	69	7	−	−	PRON
ajbmeb-1717	69	8	𝛼)(𝛽	𝛼)(𝛽	NUM
ajbmeb-1717	69	9	�	�	PROPN
ajbmeb-1717	69	10	̂	̂	NOUN
ajbmeb-1717	69	11	�	�	NOUN
ajbmeb-1717	69	12	)	)	PUNCT
ajbmeb-1717	69	13	2	2	NUM
ajbmeb-1717	69	14	+	+	SYM
ajbmeb-1717	69	15	𝛼|𝛽	𝛼|𝛽	NOUN
ajbmeb-1717	69	16	�	�	PROPN
ajbmeb-1717	69	17	̂	̂	VERB
ajbmeb-1717	69	18	�	�	NOUN
ajbmeb-1717	69	19	|]𝑝	|]𝑝	ADJ
ajbmeb-1717	69	20	𝑗=1	𝑗=1	NOUN
ajbmeb-1717	69	21	𝑛	𝑛	PRON
ajbmeb-1717	69	22	𝑖=1	𝑖=1	PROPN
ajbmeb-1717	69	23	→	→	SYM
ajbmeb-1717	69	24	𝑚𝑖𝑛	𝑚𝑖𝑛	NOUN
ajbmeb-1717	69	25	(	(	PUNCT
ajbmeb-1717	69	26	10	10	NUM
ajbmeb-1717	69	27	)	)	PUNCT
ajbmeb-1717	69	28	through	through	ADP
ajbmeb-1717	69	29	the	the	DET
ajbmeb-1717	69	30	regularizer	regularizer	NOUN
ajbmeb-1717	69	31	𝜆	𝜆	ADP
ajbmeb-1717	69	32	in	in	ADP
ajbmeb-1717	69	33	the	the	DET
ajbmeb-1717	69	34	equation	equation	NOUN
ajbmeb-1717	69	35	,	,	PUNCT
ajbmeb-1717	69	36	a	a	DET
ajbmeb-1717	69	37	special	special	ADJ
ajbmeb-1717	69	38	“	"	PUNCT
ajbmeb-1717	69	39	penalty	penalty	NOUN
ajbmeb-1717	69	40	”	"	PUNCT
ajbmeb-1717	69	41	is	be	AUX
ajbmeb-1717	69	42	applied	apply	VERB
ajbmeb-1717	69	43	when	when	SCONJ
ajbmeb-1717	69	44	the	the	DET
ajbmeb-1717	69	45	model	model	NOUN
ajbmeb-1717	69	46	deviates	deviate	VERB
ajbmeb-1717	69	47	from	from	ADP
ajbmeb-1717	69	48	the	the	DET
ajbmeb-1717	69	49	general	general	ADJ
ajbmeb-1717	69	50	laws	law	NOUN
ajbmeb-1717	69	51	and	and	CCONJ
ajbmeb-1717	69	52	adapts	adapt	VERB
ajbmeb-1717	69	53	to	to	ADP
ajbmeb-1717	69	54	the	the	DET
ajbmeb-1717	69	55	selection	selection	NOUN
ajbmeb-1717	69	56	.	.	PUNCT
ajbmeb-1717	70	1	there	there	PRON
ajbmeb-1717	70	2	are	be	VERB
ajbmeb-1717	70	3	several	several	ADJ
ajbmeb-1717	70	4	methods	method	NOUN
ajbmeb-1717	70	5	of	of	ADP
ajbmeb-1717	70	6	choosing	choose	VERB
ajbmeb-1717	70	7	this	this	DET
ajbmeb-1717	70	8	penalty	penalty	NOUN
ajbmeb-1717	70	9	factor	factor	NOUN
ajbmeb-1717	70	10	.	.	PUNCT
ajbmeb-1717	71	1	first	first	ADV
ajbmeb-1717	71	2	,	,	PUNCT
ajbmeb-1717	71	3	akaike	akaike	ADJ
ajbmeb-1717	71	4	and	and	CCONJ
ajbmeb-1717	71	5	bayesian	bayesian	ADJ
ajbmeb-1717	71	6	information	information	NOUN
ajbmeb-1717	71	7	criteria	criterion	NOUN
ajbmeb-1717	71	8	(	(	PUNCT
ajbmeb-1717	71	9	aic	aic	PROPN
ajbmeb-1717	71	10	and	and	CCONJ
ajbmeb-1717	71	11	bic	bic	PROPN
ajbmeb-1717	71	12	)	)	PUNCT
ajbmeb-1717	71	13	or	or	CCONJ
ajbmeb-1717	71	14	cross	cross	NOUN
ajbmeb-1717	71	15	-	-	NOUN
ajbmeb-1717	71	16	validation	validation	ADJ
ajbmeb-1717	71	17	,	,	PUNCT
ajbmeb-1717	71	18	widely	widely	ADV
ajbmeb-1717	71	19	used	use	VERB
ajbmeb-1717	71	20	in	in	ADP
ajbmeb-1717	71	21	ml	ml	NOUN
ajbmeb-1717	71	22	,	,	PUNCT
ajbmeb-1717	71	23	are	be	AUX
ajbmeb-1717	71	24	used	use	VERB
ajbmeb-1717	71	25	.	.	PUNCT
ajbmeb-1717	72	1	american	american	ADJ
ajbmeb-1717	72	2	journal	journal	PROPN
ajbmeb-1717	72	3	of	of	ADP
ajbmeb-1717	72	4	business	business	NOUN
ajbmeb-1717	72	5	management	management	NOUN
ajbmeb-1717	72	6	,	,	PUNCT
ajbmeb-1717	72	7	economics	economic	NOUN
ajbmeb-1717	72	8	and	and	CCONJ
ajbmeb-1717	72	9	banking	banking	NOUN
ajbmeb-1717	72	10	volume	volume	NOUN
ajbmeb-1717	72	11	20	20	NUM
ajbmeb-1717	72	12	january	january	PROPN
ajbmeb-1717	72	13	,	,	PUNCT
ajbmeb-1717	72	14	2024	2024	NUM
ajbmeb-1717	72	15	p	p	NOUN
ajbmeb-1717	72	16	a	a	DET
ajbmeb-1717	72	17	g	g	NOUN
ajbmeb-1717	72	18	e	e	NOUN
ajbmeb-1717	72	19	|	|	ADV
ajbmeb-1717	72	20	39	39	NUM
ajbmeb-1717	72	21	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-1717	72	22	the	the	DET
ajbmeb-1717	72	23	main	main	ADJ
ajbmeb-1717	72	24	difference	difference	NOUN
ajbmeb-1717	72	25	between	between	ADP
ajbmeb-1717	72	26	lasso	lasso	NOUN
ajbmeb-1717	72	27	and	and	CCONJ
ajbmeb-1717	72	28	ridge	ridge	NOUN
ajbmeb-1717	72	29	regression	regression	NOUN
ajbmeb-1717	72	30	is	be	AUX
ajbmeb-1717	72	31	based	base	VERB
ajbmeb-1717	72	32	on	on	ADP
ajbmeb-1717	72	33	the	the	DET
ajbmeb-1717	72	34	fact	fact	NOUN
ajbmeb-1717	72	35	that	that	SCONJ
ajbmeb-1717	72	36	the	the	DET
ajbmeb-1717	72	37	possibility	possibility	NOUN
ajbmeb-1717	72	38	of	of	ADP
ajbmeb-1717	72	39	“	"	PUNCT
ajbmeb-1717	72	40	penalizing	penalize	VERB
ajbmeb-1717	72	41	”	"	PUNCT
ajbmeb-1717	72	42	the	the	DET
ajbmeb-1717	72	43	parameters	parameter	NOUN
ajbmeb-1717	72	44	of	of	ADP
ajbmeb-1717	72	45	the	the	DET
ajbmeb-1717	72	46	equation	equation	NOUN
ajbmeb-1717	72	47	is	be	AUX
ajbmeb-1717	72	48	different	different	ADJ
ajbmeb-1717	72	49	.	.	PUNCT
ajbmeb-1717	73	1	in	in	ADP
ajbmeb-1717	73	2	lasso	lasso	NOUN
ajbmeb-1717	73	3	regression	regression	NOUN
ajbmeb-1717	73	4	,	,	PUNCT
ajbmeb-1717	73	5	indicators	indicator	NOUN
ajbmeb-1717	73	6	with	with	ADP
ajbmeb-1717	73	7	a	a	DET
ajbmeb-1717	73	8	low	low	ADJ
ajbmeb-1717	73	9	level	level	NOUN
ajbmeb-1717	73	10	of	of	ADP
ajbmeb-1717	73	11	statistical	statistical	ADJ
ajbmeb-1717	73	12	significance	significance	NOUN
ajbmeb-1717	73	13	can	can	AUX
ajbmeb-1717	73	14	be	be	AUX
ajbmeb-1717	73	15	completely	completely	ADV
ajbmeb-1717	73	16	excluded	exclude	VERB
ajbmeb-1717	73	17	from	from	ADP
ajbmeb-1717	73	18	the	the	DET
ajbmeb-1717	73	19	model	model	NOUN
ajbmeb-1717	73	20	,	,	PUNCT
ajbmeb-1717	73	21	and	and	CCONJ
ajbmeb-1717	73	22	in	in	ADP
ajbmeb-1717	73	23	ridge	ridge	NOUN
ajbmeb-1717	73	24	,	,	PUNCT
ajbmeb-1717	73	25	even	even	ADV
ajbmeb-1717	73	26	if	if	SCONJ
ajbmeb-1717	73	27	their	their	PRON
ajbmeb-1717	73	28	parameters	parameter	NOUN
ajbmeb-1717	73	29	are	be	AUX
ajbmeb-1717	73	30	reduced	reduce	VERB
ajbmeb-1717	73	31	,	,	PUNCT
ajbmeb-1717	73	32	they	they	PRON
ajbmeb-1717	73	33	will	will	AUX
ajbmeb-1717	73	34	never	never	ADV
ajbmeb-1717	73	35	be	be	AUX
ajbmeb-1717	73	36	equal	equal	ADJ
ajbmeb-1717	73	37	to	to	ADP
ajbmeb-1717	73	38	zero	zero	NUM
ajbmeb-1717	73	39	.	.	PUNCT
ajbmeb-1717	74	1	2	2	X
ajbmeb-1717	74	2	.	.	X
ajbmeb-1717	74	3	machine	machine	NOUN
ajbmeb-1717	74	4	learning	learning	NOUN
ajbmeb-1717	74	5	methods	method	VERB
ajbmeb-1717	74	6	the	the	DET
ajbmeb-1717	74	7	decision	decision	NOUN
ajbmeb-1717	74	8	tree	tree	NOUN
ajbmeb-1717	74	9	method1	method1	PROPN
ajbmeb-1717	74	10	,	,	PUNCT
ajbmeb-1717	74	11	which	which	PRON
ajbmeb-1717	74	12	is	be	AUX
ajbmeb-1717	74	13	considered	consider	VERB
ajbmeb-1717	74	14	one	one	NUM
ajbmeb-1717	74	15	of	of	ADP
ajbmeb-1717	74	16	the	the	DET
ajbmeb-1717	74	17	pure	pure	ADJ
ajbmeb-1717	74	18	ml	ml	NOUN
ajbmeb-1717	74	19	methods	method	NOUN
ajbmeb-1717	74	20	,	,	PUNCT
ajbmeb-1717	74	21	is	be	AUX
ajbmeb-1717	74	22	mainly	mainly	ADV
ajbmeb-1717	74	23	used	use	VERB
ajbmeb-1717	74	24	in	in	ADP
ajbmeb-1717	74	25	classification	classification	NOUN
ajbmeb-1717	74	26	problems	problem	NOUN
ajbmeb-1717	74	27	(	(	PUNCT
ajbmeb-1717	74	28	that	that	PRON
ajbmeb-1717	74	29	is	is	ADV
ajbmeb-1717	74	30	,	,	PUNCT
ajbmeb-1717	74	31	grouping	group	VERB
ajbmeb-1717	74	32	different	different	ADJ
ajbmeb-1717	74	33	indicators	indicator	NOUN
ajbmeb-1717	74	34	according	accord	VERB
ajbmeb-1717	74	35	to	to	ADP
ajbmeb-1717	74	36	their	their	PRON
ajbmeb-1717	74	37	sign	sign	NOUN
ajbmeb-1717	74	38	)	)	PUNCT
ajbmeb-1717	74	39	,	,	PUNCT
ajbmeb-1717	74	40	but	but	CCONJ
ajbmeb-1717	74	41	the	the	DET
ajbmeb-1717	74	42	method	method	NOUN
ajbmeb-1717	74	43	is	be	AUX
ajbmeb-1717	74	44	also	also	ADV
ajbmeb-1717	74	45	used	use	VERB
ajbmeb-1717	74	46	for	for	ADP
ajbmeb-1717	74	47	regression	regression	NOUN
ajbmeb-1717	74	48	.	.	PUNCT
ajbmeb-1717	75	1	based	base	VERB
ajbmeb-1717	75	2	on	on	ADP
ajbmeb-1717	75	3	the	the	DET
ajbmeb-1717	75	4	elements	element	NOUN
ajbmeb-1717	75	5	of	of	ADP
ajbmeb-1717	75	6	graph	graph	NOUN
ajbmeb-1717	75	7	theory	theory	NOUN
ajbmeb-1717	75	8	,	,	PUNCT
ajbmeb-1717	75	9	the	the	DET
ajbmeb-1717	75	10	decision	decision	NOUN
ajbmeb-1717	75	11	tree	tree	NOUN
ajbmeb-1717	75	12	divides	divide	VERB
ajbmeb-1717	75	13	the	the	DET
ajbmeb-1717	75	14	selection	selection	NOUN
ajbmeb-1717	75	15	into	into	ADP
ajbmeb-1717	75	16	two	two	NUM
ajbmeb-1717	75	17	or	or	CCONJ
ajbmeb-1717	75	18	more	more	ADJ
ajbmeb-1717	75	19	parts	part	NOUN
ajbmeb-1717	75	20	at	at	ADP
ajbmeb-1717	75	21	each	each	DET
ajbmeb-1717	75	22	stage	stage	NOUN
ajbmeb-1717	75	23	based	base	VERB
ajbmeb-1717	75	24	on	on	ADP
ajbmeb-1717	75	25	certain	certain	ADJ
ajbmeb-1717	75	26	criteria	criterion	NOUN
ajbmeb-1717	75	27	.	.	PUNCT
ajbmeb-1717	76	1	decision	decision	NOUN
ajbmeb-1717	76	2	trees	tree	NOUN
ajbmeb-1717	76	3	have	have	VERB
ajbmeb-1717	76	4	several	several	ADJ
ajbmeb-1717	76	5	serious	serious	ADJ
ajbmeb-1717	76	6	drawbacks	drawback	NOUN
ajbmeb-1717	76	7	,	,	PUNCT
ajbmeb-1717	76	8	including	include	VERB
ajbmeb-1717	76	9	the	the	DET
ajbmeb-1717	76	10	above	above	ADV
ajbmeb-1717	76	11	-	-	PUNCT
ajbmeb-1717	76	12	mentioned	mention	VERB
ajbmeb-1717	76	13	“	"	PUNCT
ajbmeb-1717	76	14	overfitting	overfitte	VERB
ajbmeb-1717	76	15	”	"	PUNCT
ajbmeb-1717	76	16	problem	problem	NOUN
ajbmeb-1717	76	17	of	of	ADP
ajbmeb-1717	76	18	the	the	DET
ajbmeb-1717	76	19	model	model	NOUN
ajbmeb-1717	76	20	.	.	PUNCT
ajbmeb-1717	77	1	theoretically	theoretically	ADV
ajbmeb-1717	77	2	,	,	PUNCT
ajbmeb-1717	77	3	it	it	PRON
ajbmeb-1717	77	4	is	be	AUX
ajbmeb-1717	77	5	possible	possible	ADJ
ajbmeb-1717	77	6	to	to	PART
ajbmeb-1717	77	7	build	build	VERB
ajbmeb-1717	77	8	a	a	DET
ajbmeb-1717	77	9	decision	decision	NOUN
ajbmeb-1717	77	10	tree	tree	NOUN
ajbmeb-1717	77	11	in	in	ADP
ajbmeb-1717	77	12	such	such	DET
ajbmeb-1717	77	13	a	a	DET
ajbmeb-1717	77	14	way	way	NOUN
ajbmeb-1717	77	15	that	that	SCONJ
ajbmeb-1717	77	16	there	there	PRON
ajbmeb-1717	77	17	is	be	VERB
ajbmeb-1717	77	18	no	no	DET
ajbmeb-1717	77	19	error	error	NOUN
ajbmeb-1717	77	20	at	at	ADV
ajbmeb-1717	77	21	all	all	ADV
ajbmeb-1717	77	22	in	in	ADP
ajbmeb-1717	77	23	the	the	DET
ajbmeb-1717	77	24	sample	sample	NOUN
ajbmeb-1717	77	25	data	datum	NOUN
ajbmeb-1717	77	26	.	.	PUNCT
ajbmeb-1717	78	1	to	to	PART
ajbmeb-1717	78	2	prevent	prevent	VERB
ajbmeb-1717	78	3	this	this	DET
ajbmeb-1717	78	4	problem	problem	NOUN
ajbmeb-1717	78	5	,	,	PUNCT
ajbmeb-1717	78	6	the	the	DET
ajbmeb-1717	78	7	depth	depth	NOUN
ajbmeb-1717	78	8	of	of	ADP
ajbmeb-1717	78	9	the	the	DET
ajbmeb-1717	78	10	tree	tree	NOUN
ajbmeb-1717	78	11	,	,	PUNCT
ajbmeb-1717	78	12	that	that	ADV
ajbmeb-1717	78	13	is	is	ADV
ajbmeb-1717	78	14	,	,	PUNCT
ajbmeb-1717	78	15	the	the	DET
ajbmeb-1717	78	16	maximum	maximum	ADJ
ajbmeb-1717	78	17	number	number	NOUN
ajbmeb-1717	78	18	of	of	ADP
ajbmeb-1717	78	19	its	its	PRON
ajbmeb-1717	78	20	“	"	PUNCT
ajbmeb-1717	78	21	branches	branch	NOUN
ajbmeb-1717	78	22	”	"	PUNCT
ajbmeb-1717	78	23	,	,	PUNCT
ajbmeb-1717	78	24	is	be	AUX
ajbmeb-1717	78	25	determined	determine	VERB
ajbmeb-1717	78	26	.	.	PUNCT
ajbmeb-1717	79	1	the	the	DET
ajbmeb-1717	79	2	second	second	ADJ
ajbmeb-1717	79	3	way	way	NOUN
ajbmeb-1717	79	4	to	to	PART
ajbmeb-1717	79	5	deal	deal	VERB
ajbmeb-1717	79	6	with	with	ADP
ajbmeb-1717	79	7	overfitting	overfitting	NOUN
ajbmeb-1717	79	8	is	be	AUX
ajbmeb-1717	79	9	to	to	PART
ajbmeb-1717	79	10	create	create	VERB
ajbmeb-1717	79	11	an	an	DET
ajbmeb-1717	79	12	“	"	PUNCT
ajbmeb-1717	79	13	ensemble	ensemble	NOUN
ajbmeb-1717	79	14	”	"	PUNCT
ajbmeb-1717	79	15	from	from	ADP
ajbmeb-1717	79	16	several	several	ADJ
ajbmeb-1717	79	17	decision	decision	NOUN
ajbmeb-1717	79	18	trees	tree	NOUN
ajbmeb-1717	79	19	.	.	PUNCT
ajbmeb-1717	80	1	ensemble	ensemble	ADJ
ajbmeb-1717	80	2	methods	method	NOUN
ajbmeb-1717	80	3	are	be	AUX
ajbmeb-1717	80	4	one	one	NUM
ajbmeb-1717	80	5	of	of	ADP
ajbmeb-1717	80	6	the	the	DET
ajbmeb-1717	80	7	most	most	ADV
ajbmeb-1717	80	8	important	important	ADJ
ajbmeb-1717	80	9	parts	part	NOUN
ajbmeb-1717	80	10	of	of	ADP
ajbmeb-1717	80	11	ml	ml	NOUN
ajbmeb-1717	80	12	.	.	PUNCT
ajbmeb-1717	81	1	usually	usually	ADV
ajbmeb-1717	81	2	,	,	PUNCT
ajbmeb-1717	81	3	ensemble	ensemble	ADJ
ajbmeb-1717	81	4	methods	method	NOUN
ajbmeb-1717	81	5	are	be	AUX
ajbmeb-1717	81	6	weighted	weight	VERB
ajbmeb-1717	81	7	according	accord	VERB
ajbmeb-1717	81	8	to	to	ADP
ajbmeb-1717	81	9	the	the	DET
ajbmeb-1717	81	10	accuracy	accuracy	NOUN
ajbmeb-1717	81	11	of	of	ADP
ajbmeb-1717	81	12	other	other	ADJ
ajbmeb-1717	81	13	methods	method	NOUN
ajbmeb-1717	81	14	and	and	CCONJ
ajbmeb-1717	81	15	determine	determine	VERB
ajbmeb-1717	81	16	their	their	PRON
ajbmeb-1717	81	17	average	average	NOUN
ajbmeb-1717	81	18	.	.	PUNCT
ajbmeb-1717	82	1	this	this	PRON
ajbmeb-1717	82	2	eliminates	eliminate	VERB
ajbmeb-1717	82	3	the	the	DET
ajbmeb-1717	82	4	problem	problem	NOUN
ajbmeb-1717	82	5	of	of	ADP
ajbmeb-1717	82	6	overfitting	overfitte	VERB
ajbmeb-1717	82	7	and	and	CCONJ
ajbmeb-1717	82	8	allows	allow	VERB
ajbmeb-1717	82	9	to	to	PART
ajbmeb-1717	82	10	increase	increase	VERB
ajbmeb-1717	82	11	the	the	DET
ajbmeb-1717	82	12	level	level	NOUN
ajbmeb-1717	82	13	of	of	ADP
ajbmeb-1717	82	14	accuracy	accuracy	NOUN
ajbmeb-1717	82	15	of	of	ADP
ajbmeb-1717	82	16	the	the	DET
ajbmeb-1717	82	17	model	model	NOUN
ajbmeb-1717	82	18	.	.	PUNCT
ajbmeb-1717	83	1	random	random	ADJ
ajbmeb-1717	83	2	forest	forest	NOUN
ajbmeb-1717	83	3	(	(	PUNCT
ajbmeb-1717	83	4	rf	rf	NOUN
ajbmeb-1717	83	5	)	)	PUNCT
ajbmeb-1717	83	6	allows	allow	VERB
ajbmeb-1717	83	7	you	you	PRON
ajbmeb-1717	83	8	to	to	PART
ajbmeb-1717	83	9	create	create	VERB
ajbmeb-1717	83	10	an	an	DET
ajbmeb-1717	83	11	ensemble	ensemble	ADJ
ajbmeb-1717	83	12	from	from	ADP
ajbmeb-1717	83	13	different	different	ADJ
ajbmeb-1717	83	14	decision	decision	NOUN
ajbmeb-1717	83	15	trees	tree	NOUN
ajbmeb-1717	83	16	[	[	X
ajbmeb-1717	83	17	8	8	NUM
ajbmeb-1717	83	18	]	]	PUNCT
ajbmeb-1717	83	19	.	.	PUNCT
ajbmeb-1717	84	1	the	the	DET
ajbmeb-1717	84	2	rf	rf	NOUN
ajbmeb-1717	84	3	model	model	NOUN
ajbmeb-1717	84	4	builds	build	VERB
ajbmeb-1717	84	5	decision	decision	NOUN
ajbmeb-1717	84	6	trees	tree	NOUN
ajbmeb-1717	84	7	based	base	VERB
ajbmeb-1717	84	8	on	on	ADP
ajbmeb-1717	84	9	data	datum	NOUN
ajbmeb-1717	84	10	randomly	randomly	ADV
ajbmeb-1717	84	11	selected	select	VERB
ajbmeb-1717	84	12	from	from	ADP
ajbmeb-1717	84	13	the	the	DET
ajbmeb-1717	84	14	sample	sample	NOUN
ajbmeb-1717	84	15	.	.	PUNCT
ajbmeb-1717	85	1	the	the	DET
ajbmeb-1717	85	2	number	number	NOUN
ajbmeb-1717	85	3	of	of	ADP
ajbmeb-1717	85	4	decision	decision	NOUN
ajbmeb-1717	85	5	trees	tree	NOUN
ajbmeb-1717	85	6	in	in	ADP
ajbmeb-1717	85	7	rf	rf	NOUN
ajbmeb-1717	85	8	can	can	AUX
ajbmeb-1717	85	9	be	be	AUX
ajbmeb-1717	85	10	unlimited	unlimited	ADJ
ajbmeb-1717	85	11	.	.	PUNCT
ajbmeb-1717	86	1	although	although	SCONJ
ajbmeb-1717	86	2	the	the	DET
ajbmeb-1717	86	3	increase	increase	NOUN
ajbmeb-1717	86	4	in	in	ADP
ajbmeb-1717	86	5	their	their	PRON
ajbmeb-1717	86	6	number	number	NOUN
ajbmeb-1717	86	7	increases	increase	VERB
ajbmeb-1717	86	8	the	the	DET
ajbmeb-1717	86	9	accuracy	accuracy	NOUN
ajbmeb-1717	86	10	of	of	ADP
ajbmeb-1717	86	11	the	the	DET
ajbmeb-1717	86	12	model	model	NOUN
ajbmeb-1717	86	13	,	,	PUNCT
ajbmeb-1717	86	14	it	it	PRON
ajbmeb-1717	86	15	also	also	ADV
ajbmeb-1717	86	16	increases	increase	VERB
ajbmeb-1717	86	17	the	the	DET
ajbmeb-1717	86	18	time	time	NOUN
ajbmeb-1717	86	19	for	for	ADP
ajbmeb-1717	86	20	calculation	calculation	NOUN
ajbmeb-1717	86	21	.	.	PUNCT
ajbmeb-1717	87	1	each	each	DET
ajbmeb-1717	87	2	decision	decision	NOUN
ajbmeb-1717	87	3	tree	tree	NOUN
ajbmeb-1717	87	4	is	be	AUX
ajbmeb-1717	87	5	checked	check	VERB
ajbmeb-1717	87	6	for	for	ADP
ajbmeb-1717	87	7	accuracy	accuracy	NOUN
ajbmeb-1717	87	8	on	on	ADP
ajbmeb-1717	87	9	data	datum	NOUN
ajbmeb-1717	87	10	outside	outside	ADP
ajbmeb-1717	87	11	of	of	ADP
ajbmeb-1717	87	12	the	the	DET
ajbmeb-1717	87	13	random	random	ADJ
ajbmeb-1717	87	14	sample	sample	NOUN
ajbmeb-1717	87	15	.	.	PUNCT
ajbmeb-1717	88	1	more	more	ADJ
ajbmeb-1717	88	2	specific	specific	ADJ
ajbmeb-1717	88	3	trees	tree	NOUN
ajbmeb-1717	88	4	are	be	AUX
ajbmeb-1717	88	5	given	give	VERB
ajbmeb-1717	88	6	greater	great	ADJ
ajbmeb-1717	88	7	weight	weight	NOUN
ajbmeb-1717	88	8	and	and	CCONJ
ajbmeb-1717	88	9	average	average	ADJ
ajbmeb-1717	88	10	values	value	NOUN
ajbmeb-1717	88	11	from	from	ADP
ajbmeb-1717	88	12	all	all	PRON
ajbmeb-1717	88	13	of	of	ADP
ajbmeb-1717	88	14	them	they	PRON
ajbmeb-1717	88	15	are	be	AUX
ajbmeb-1717	88	16	considered	consider	VERB
ajbmeb-1717	88	17	correct	correct	ADJ
ajbmeb-1717	88	18	.	.	PUNCT
ajbmeb-1717	89	1	boosting	boost	VERB
ajbmeb-1717	89	2	is	be	AUX
ajbmeb-1717	89	3	another	another	DET
ajbmeb-1717	89	4	ensemble	ensemble	ADJ
ajbmeb-1717	89	5	method	method	NOUN
ajbmeb-1717	89	6	,	,	PUNCT
ajbmeb-1717	89	7	although	although	SCONJ
ajbmeb-1717	89	8	it	it	PRON
ajbmeb-1717	89	9	can	can	AUX
ajbmeb-1717	89	10	be	be	AUX
ajbmeb-1717	89	11	built	build	VERB
ajbmeb-1717	89	12	from	from	ADP
ajbmeb-1717	89	13	any	any	DET
ajbmeb-1717	89	14	family	family	NOUN
ajbmeb-1717	89	15	of	of	ADP
ajbmeb-1717	89	16	models	model	NOUN
ajbmeb-1717	89	17	,	,	PUNCT
ajbmeb-1717	89	18	in	in	ADP
ajbmeb-1717	89	19	this	this	DET
ajbmeb-1717	89	20	work	work	NOUN
ajbmeb-1717	89	21	,	,	PUNCT
ajbmeb-1717	89	22	busting	bust	VERB
ajbmeb-1717	89	23	is	be	AUX
ajbmeb-1717	89	24	built	build	VERB
ajbmeb-1717	89	25	from	from	ADP
ajbmeb-1717	89	26	decision	decision	NOUN
ajbmeb-1717	89	27	trees	tree	NOUN
ajbmeb-1717	89	28	[	[	X
ajbmeb-1717	89	29	9	9	NUM
ajbmeb-1717	89	30	]	]	PUNCT
ajbmeb-1717	89	31	.	.	PUNCT
ajbmeb-1717	90	1	the	the	DET
ajbmeb-1717	90	2	difference	difference	NOUN
ajbmeb-1717	90	3	between	between	ADP
ajbmeb-1717	90	4	the	the	DET
ajbmeb-1717	90	5	busting	busting	NOUN
ajbmeb-1717	90	6	method	method	NOUN
ajbmeb-1717	90	7	and	and	CCONJ
ajbmeb-1717	90	8	the	the	DET
ajbmeb-1717	90	9	random	random	ADJ
ajbmeb-1717	90	10	forest	forest	NOUN
ajbmeb-1717	90	11	is	be	AUX
ajbmeb-1717	90	12	that	that	SCONJ
ajbmeb-1717	90	13	the	the	DET
ajbmeb-1717	90	14	decision	decision	NOUN
ajbmeb-1717	90	15	trees	tree	NOUN
ajbmeb-1717	90	16	are	be	AUX
ajbmeb-1717	90	17	not	not	PART
ajbmeb-1717	90	18	built	build	VERB
ajbmeb-1717	90	19	independently	independently	ADV
ajbmeb-1717	90	20	of	of	ADP
ajbmeb-1717	90	21	each	each	DET
ajbmeb-1717	90	22	other	other	ADJ
ajbmeb-1717	90	23	,	,	PUNCT
ajbmeb-1717	90	24	instead	instead	ADV
ajbmeb-1717	90	25	,	,	PUNCT
ajbmeb-1717	90	26	each	each	DET
ajbmeb-1717	90	27	decision	decision	NOUN
ajbmeb-1717	90	28	tree	tree	NOUN
ajbmeb-1717	90	29	is	be	AUX
ajbmeb-1717	90	30	built	build	VERB
ajbmeb-1717	90	31	taking	take	VERB
ajbmeb-1717	90	32	into	into	ADP
ajbmeb-1717	90	33	account	account	NOUN
ajbmeb-1717	90	34	the	the	DET
ajbmeb-1717	90	35	errors	error	NOUN
ajbmeb-1717	90	36	of	of	ADP
ajbmeb-1717	90	37	the	the	DET
ajbmeb-1717	90	38	previous	previous	ADJ
ajbmeb-1717	90	39	model	model	NOUN
ajbmeb-1717	90	40	.	.	PUNCT
ajbmeb-1717	91	1	the	the	DET
ajbmeb-1717	91	2	structure	structure	NOUN
ajbmeb-1717	91	3	of	of	ADP
ajbmeb-1717	91	4	boosting	boost	VERB
ajbmeb-1717	91	5	is	be	AUX
ajbmeb-1717	91	6	as	as	SCONJ
ajbmeb-1717	91	7	follows	follow	VERB
ajbmeb-1717	91	8	[	[	X
ajbmeb-1717	91	9	10	10	NUM
ajbmeb-1717	91	10	]	]	SYM
ajbmeb-1717	91	11	:	:	PUNCT
ajbmeb-1717	91	12	1	1	X
ajbmeb-1717	91	13	.	.	X
ajbmeb-1717	91	14	an	an	DET
ajbmeb-1717	91	15	initial	initial	ADJ
ajbmeb-1717	91	16	decision	decision	NOUN
ajbmeb-1717	91	17	tree	tree	NOUN
ajbmeb-1717	91	18	is	be	AUX
ajbmeb-1717	91	19	constructed	construct	VERB
ajbmeb-1717	91	20	over	over	ADP
ajbmeb-1717	91	21	the	the	DET
ajbmeb-1717	91	22	entire	entire	ADJ
ajbmeb-1717	91	23	sample	sample	NOUN
ajbmeb-1717	91	24	.	.	PUNCT
ajbmeb-1717	92	1	its	its	PRON
ajbmeb-1717	92	2	main	main	ADJ
ajbmeb-1717	92	3	task	task	NOUN
ajbmeb-1717	92	4	is	be	AUX
ajbmeb-1717	92	5	to	to	PART
ajbmeb-1717	92	6	reduce	reduce	VERB
ajbmeb-1717	92	7	the	the	DET
ajbmeb-1717	92	8	difference	difference	NOUN
ajbmeb-1717	92	9	between	between	ADP
ajbmeb-1717	92	10	the	the	DET
ajbmeb-1717	92	11	constructed	construct	VERB
ajbmeb-1717	92	12	model	model	NOUN
ajbmeb-1717	92	13	and	and	CCONJ
ajbmeb-1717	92	14	real	real	ADJ
ajbmeb-1717	92	15	indicators	indicator	NOUN
ajbmeb-1717	92	16	.	.	PUNCT
ajbmeb-1717	93	1	𝑏1(𝑥	𝑏1(𝑥	X
ajbmeb-1717	93	2	)	)	PUNCT
ajbmeb-1717	93	3	=	=	PUNCT
ajbmeb-1717	93	4	∑	∑	PUNCT
ajbmeb-1717	93	5	(	(	PUNCT
ajbmeb-1717	93	6	𝑦𝑖	𝑦𝑖	INTJ
ajbmeb-1717	93	7	−	−	PROPN
ajbmeb-1717	93	8	𝑏(𝑥	𝑏(𝑥	NOUN
ajbmeb-1717	93	9	)	)	PUNCT
ajbmeb-1717	93	10	)	)	PUNCT
ajbmeb-1717	94	1	2𝑚	2𝑚	NOUN
ajbmeb-1717	94	2	𝑖=1	𝑖=1	PUNCT
ajbmeb-1717	94	3	→	→	SYM
ajbmeb-1717	94	4	𝑚𝑖𝑛	𝑚𝑖𝑛	NOUN
ajbmeb-1717	94	5	(	(	PUNCT
ajbmeb-1717	94	6	4	4	NUM
ajbmeb-1717	94	7	)	)	PUNCT
ajbmeb-1717	94	8	2	2	NUM
ajbmeb-1717	94	9	.	.	PUNCT
ajbmeb-1717	95	1	the	the	DET
ajbmeb-1717	95	2	result	result	NOUN
ajbmeb-1717	95	3	of	of	ADP
ajbmeb-1717	95	4	the	the	DET
ajbmeb-1717	95	5	first	first	ADJ
ajbmeb-1717	95	6	step	step	NOUN
ajbmeb-1717	95	7	is	be	AUX
ajbmeb-1717	95	8	taken	take	VERB
ajbmeb-1717	95	9	as	as	ADP
ajbmeb-1717	95	10	a	a	DET
ajbmeb-1717	95	11	base	base	NOUN
ajbmeb-1717	95	12	model	model	NOUN
ajbmeb-1717	95	13	:	:	PUNCT
ajbmeb-1717	95	14	𝐵1(𝑥	𝐵1(𝑥	NUM
ajbmeb-1717	95	15	)	)	PUNCT
ajbmeb-1717	95	16	=	=	SYM
ajbmeb-1717	96	1	𝑏1(𝑥	𝑏1(𝑥	NOUN
ajbmeb-1717	96	2	)	)	PUNCT
ajbmeb-1717	96	3	(	(	PUNCT
ajbmeb-1717	96	4	5	5	NUM
ajbmeb-1717	96	5	)	)	PUNCT
ajbmeb-1717	96	6	3	3	NUM
ajbmeb-1717	96	7	.	.	PUNCT
ajbmeb-1717	96	8	based	base	VERB
ajbmeb-1717	96	9	on	on	ADP
ajbmeb-1717	96	10	the	the	DET
ajbmeb-1717	96	11	basic	basic	ADJ
ajbmeb-1717	96	12	model	model	NOUN
ajbmeb-1717	96	13	,	,	PUNCT
ajbmeb-1717	96	14	errors	error	NOUN
ajbmeb-1717	96	15	are	be	AUX
ajbmeb-1717	96	16	calculated	calculate	VERB
ajbmeb-1717	96	17	:	:	PUNCT
ajbmeb-1717	96	18	𝑒𝑖	𝑒𝑖	ADP
ajbmeb-1717	96	19	1	1	NUM
ajbmeb-1717	96	20	=	=	SYM
ajbmeb-1717	96	21	𝑦𝑖	𝑦𝑖	NUM
ajbmeb-1717	96	22	−	−	NOUN
ajbmeb-1717	96	23	𝐵1(𝑥	𝐵1(𝑥	NUM
ajbmeb-1717	96	24	)	)	PUNCT
ajbmeb-1717	96	25	(	(	PUNCT
ajbmeb-1717	96	26	6	6	NUM
ajbmeb-1717	96	27	)	)	PUNCT
ajbmeb-1717	96	28	4	4	NUM
ajbmeb-1717	96	29	.	.	PUNCT
ajbmeb-1717	97	1	the	the	DET
ajbmeb-1717	97	2	second	second	ADJ
ajbmeb-1717	97	3	model	model	NOUN
ajbmeb-1717	97	4	is	be	AUX
ajbmeb-1717	97	5	created	create	VERB
ajbmeb-1717	97	6	taking	take	VERB
ajbmeb-1717	97	7	into	into	ADP
ajbmeb-1717	97	8	account	account	NOUN
ajbmeb-1717	97	9	these	these	DET
ajbmeb-1717	97	10	errors	error	NOUN
ajbmeb-1717	97	11	:	:	PUNCT
ajbmeb-1717	97	12	𝑏2(𝑥	𝑏2(𝑥	X
ajbmeb-1717	97	13	)	)	PUNCT
ajbmeb-1717	97	14	=	=	SYM
ajbmeb-1717	97	15	∑	∑	PUNCT
ajbmeb-1717	97	16	(	(	PUNCT
ajbmeb-1717	97	17	𝑏(𝑥𝑖	𝑏(𝑥𝑖	PROPN
ajbmeb-1717	97	18	)	)	PUNCT
ajbmeb-1717	97	19	−	−	NOUN
ajbmeb-1717	97	20	𝑒𝑖	𝑒𝑖	ADP
ajbmeb-1717	97	21	1)2	1)2	NUM
ajbmeb-1717	97	22	→	→	SYM
ajbmeb-1717	97	23	𝑚𝑖𝑛𝑚	𝑚𝑖𝑛𝑚	ADJ
ajbmeb-1717	97	24	𝑖=1	𝑖=1	PROPN
ajbmeb-1717	97	25	(	(	PUNCT
ajbmeb-1717	97	26	7	7	NUM
ajbmeb-1717	97	27	)	)	PUNCT
ajbmeb-1717	97	28	5	5	NUM
ajbmeb-1717	97	29	.	.	PUNCT
ajbmeb-1717	98	1	the	the	DET
ajbmeb-1717	98	2	new	new	ADJ
ajbmeb-1717	98	3	result	result	NOUN
ajbmeb-1717	98	4	is	be	AUX
ajbmeb-1717	98	5	added	add	VERB
ajbmeb-1717	98	6	to	to	ADP
ajbmeb-1717	98	7	the	the	DET
ajbmeb-1717	98	8	previously	previously	ADV
ajbmeb-1717	98	9	obtained	obtain	VERB
ajbmeb-1717	98	10	base	base	NOUN
ajbmeb-1717	98	11	model	model	NOUN
ajbmeb-1717	98	12	with	with	ADP
ajbmeb-1717	98	13	a	a	DET
ajbmeb-1717	98	14	certain	certain	ADJ
ajbmeb-1717	98	15	coefficient	coefficient	NOUN
ajbmeb-1717	98	16	𝛾	𝛾	ADP
ajbmeb-1717	98	17	∈	∈	PROPN
ajbmeb-1717	98	18	(	(	PUNCT
ajbmeb-1717	98	19	0	0	NUM
ajbmeb-1717	98	20	;	;	PUNCT
ajbmeb-1717	98	21	1	1	NUM
ajbmeb-1717	98	22	]	]	PUNCT
ajbmeb-1717	98	23	.	.	PUNCT
ajbmeb-1717	99	1	in	in	ADP
ajbmeb-1717	99	2	this	this	DET
ajbmeb-1717	99	3	work	work	NOUN
ajbmeb-1717	99	4	,	,	PUNCT
ajbmeb-1717	99	5	the	the	DET
ajbmeb-1717	99	6	value	value	NOUN
ajbmeb-1717	99	7	𝛾	𝛾	ADP
ajbmeb-1717	99	8	=	=	SYM
ajbmeb-1717	99	9	0,2	0,2	NUM
ajbmeb-1717	99	10	was	be	AUX
ajbmeb-1717	99	11	obtained	obtain	VERB
ajbmeb-1717	99	12	.	.	PUNCT
ajbmeb-1717	100	1	it	it	PRON
ajbmeb-1717	100	2	is	be	AUX
ajbmeb-1717	100	3	important	important	ADJ
ajbmeb-1717	100	4	to	to	PART
ajbmeb-1717	100	5	choose	choose	VERB
ajbmeb-1717	100	6	its	its	PRON
ajbmeb-1717	100	7	value	value	NOUN
ajbmeb-1717	100	8	correctly	correctly	ADV
ajbmeb-1717	100	9	.	.	PUNCT
ajbmeb-1717	101	1	the	the	DET
ajbmeb-1717	101	2	new	new	ADJ
ajbmeb-1717	101	3	model	model	NOUN
ajbmeb-1717	101	4	looks	look	VERB
ajbmeb-1717	101	5	like	like	SCONJ
ajbmeb-1717	101	6	this	this	PRON
ajbmeb-1717	101	7	will	will	AUX
ajbmeb-1717	101	8	have	have	VERB
ajbmeb-1717	101	9	:	:	PUNCT
ajbmeb-1717	101	10	1	1	NUM
ajbmeb-1717	101	11	note	note	NOUN
ajbmeb-1717	101	12	:	:	PUNCT
ajbmeb-1717	101	13	in	in	ADP
ajbmeb-1717	101	14	some	some	DET
ajbmeb-1717	101	15	sources	source	NOUN
ajbmeb-1717	101	16	it	it	PRON
ajbmeb-1717	101	17	is	be	AUX
ajbmeb-1717	101	18	also	also	ADV
ajbmeb-1717	101	19	translated	translate	VERB
ajbmeb-1717	101	20	as	as	ADP
ajbmeb-1717	101	21	“	"	PUNCT
ajbmeb-1717	101	22	solution	solution	NOUN
ajbmeb-1717	101	23	tree	tree	NOUN
ajbmeb-1717	101	24	”	"	PUNCT
ajbmeb-1717	101	25	.	.	PUNCT
ajbmeb-1717	102	1	american	american	PROPN
ajbmeb-1717	102	2	journal	journal	PROPN
ajbmeb-1717	102	3	of	of	ADP
ajbmeb-1717	102	4	business	business	NOUN
ajbmeb-1717	102	5	management	management	NOUN
ajbmeb-1717	102	6	,	,	PUNCT
ajbmeb-1717	102	7	economics	economic	NOUN
ajbmeb-1717	102	8	and	and	CCONJ
ajbmeb-1717	102	9	banking	banking	NOUN
ajbmeb-1717	102	10	volume	volume	NOUN
ajbmeb-1717	102	11	20	20	NUM
ajbmeb-1717	102	12	january	january	PROPN
ajbmeb-1717	102	13	,	,	PUNCT
ajbmeb-1717	102	14	2024	2024	NUM
ajbmeb-1717	102	15	p	p	NOUN
ajbmeb-1717	102	16	a	a	DET
ajbmeb-1717	102	17	g	g	NOUN
ajbmeb-1717	102	18	e	e	NOUN
ajbmeb-1717	102	19	|	|	ADV
ajbmeb-1717	102	20	40	40	NUM
ajbmeb-1717	102	21	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-1717	102	22	𝐵2(𝑥	𝐵2(𝑥	NUM
ajbmeb-1717	102	23	)	)	PUNCT
ajbmeb-1717	102	24	=	=	SYM
ajbmeb-1717	102	25	𝐵1(𝑥	𝐵1(𝑥	NUM
ajbmeb-1717	102	26	)	)	PUNCT
ajbmeb-1717	102	27	+	+	CCONJ
ajbmeb-1717	102	28	𝛾𝑏2(𝑥	𝛾𝑏2(𝑥	NOUN
ajbmeb-1717	102	29	)	)	PUNCT
ajbmeb-1717	102	30	(	(	PUNCT
ajbmeb-1717	102	31	8)	8)	NUM
ajbmeb-1717	102	32	6	6	NUM
ajbmeb-1717	102	33	.	.	PUNCT
ajbmeb-1717	103	1	this	this	DET
ajbmeb-1717	103	2	sequence	sequence	NOUN
ajbmeb-1717	103	3	of	of	ADP
ajbmeb-1717	103	4	operations	operation	NOUN
ajbmeb-1717	103	5	is	be	AUX
ajbmeb-1717	103	6	repeated	repeat	VERB
ajbmeb-1717	103	7	up	up	ADP
ajbmeb-1717	103	8	to	to	ADP
ajbmeb-1717	103	9	a	a	DET
ajbmeb-1717	103	10	predetermined	predetermine	VERB
ajbmeb-1717	103	11	n	n	PRON
ajbmeb-1717	103	12	value	value	NOUN
ajbmeb-1717	103	13	,	,	PUNCT
ajbmeb-1717	103	14	and	and	CCONJ
ajbmeb-1717	103	15	the	the	DET
ajbmeb-1717	103	16	final	final	ADJ
ajbmeb-1717	103	17	model	model	NOUN
ajbmeb-1717	103	18	will	will	AUX
ajbmeb-1717	103	19	look	look	VERB
ajbmeb-1717	103	20	like	like	ADP
ajbmeb-1717	103	21	this	this	PRON
ajbmeb-1717	103	22	:	:	PUNCT
ajbmeb-1717	103	23	𝐵𝑛(𝑥	𝐵𝑛(𝑥	NOUN
ajbmeb-1717	103	24	)	)	PUNCT
ajbmeb-1717	103	25	=	=	PUNCT
ajbmeb-1717	104	1	∑	∑	PUNCT
ajbmeb-1717	104	2	𝛾𝑖−1𝑏𝑖(𝑥)𝑛	𝛾𝑖−1𝑏𝑖(𝑥)𝑛	PROPN
ajbmeb-1717	104	3	𝑖=1	𝑖=1	PROPN
ajbmeb-1717	104	4	(	(	PUNCT
ajbmeb-1717	104	5	9	9	X
ajbmeb-1717	104	6	)	)	PUNCT
ajbmeb-1717	104	7	the	the	PRON
ajbmeb-1717	104	8	higher	high	ADJ
ajbmeb-1717	104	9	the	the	DET
ajbmeb-1717	104	10	number	number	NOUN
ajbmeb-1717	104	11	of	of	ADP
ajbmeb-1717	104	12	iterations	iteration	NOUN
ajbmeb-1717	104	13	n	n	CCONJ
ajbmeb-1717	104	14	in	in	ADP
ajbmeb-1717	104	15	the	the	DET
ajbmeb-1717	104	16	busting	busting	NOUN
ajbmeb-1717	104	17	model	model	NOUN
ajbmeb-1717	104	18	,	,	PUNCT
ajbmeb-1717	104	19	the	the	PRON
ajbmeb-1717	104	20	higher	high	ADJ
ajbmeb-1717	104	21	the	the	DET
ajbmeb-1717	104	22	accuracy	accuracy	NOUN
ajbmeb-1717	104	23	of	of	ADP
ajbmeb-1717	104	24	the	the	DET
ajbmeb-1717	104	25	model	model	NOUN
ajbmeb-1717	104	26	.	.	PUNCT
ajbmeb-1717	105	1	artificial	artificial	ADJ
ajbmeb-1717	105	2	neural	neural	ADJ
ajbmeb-1717	105	3	networks	network	NOUN
ajbmeb-1717	105	4	are	be	AUX
ajbmeb-1717	105	5	considered	consider	VERB
ajbmeb-1717	105	6	one	one	NUM
ajbmeb-1717	105	7	of	of	ADP
ajbmeb-1717	105	8	the	the	DET
ajbmeb-1717	105	9	first	first	ADJ
ajbmeb-1717	105	10	ml	ml	NOUN
ajbmeb-1717	105	11	methods	method	NOUN
ajbmeb-1717	105	12	and	and	CCONJ
ajbmeb-1717	105	13	try	try	VERB
ajbmeb-1717	105	14	to	to	PART
ajbmeb-1717	105	15	replicate	replicate	VERB
ajbmeb-1717	105	16	the	the	DET
ajbmeb-1717	105	17	learning	learning	NOUN
ajbmeb-1717	105	18	of	of	ADP
ajbmeb-1717	105	19	the	the	DET
ajbmeb-1717	105	20	human	human	ADJ
ajbmeb-1717	105	21	brain	brain	NOUN
ajbmeb-1717	105	22	.	.	PUNCT
ajbmeb-1717	106	1	in	in	ADP
ajbmeb-1717	106	2	its	its	PRON
ajbmeb-1717	106	3	simplified	simplified	ADJ
ajbmeb-1717	106	4	version	version	NOUN
ajbmeb-1717	106	5	,	,	PUNCT
ajbmeb-1717	106	6	the	the	DET
ajbmeb-1717	106	7	given	give	VERB
ajbmeb-1717	106	8	information	information	NOUN
ajbmeb-1717	106	9	is	be	AUX
ajbmeb-1717	106	10	transmitted	transmit	VERB
ajbmeb-1717	106	11	through	through	ADP
ajbmeb-1717	106	12	neurons	neuron	NOUN
ajbmeb-1717	106	13	and	and	CCONJ
ajbmeb-1717	106	14	is	be	AUX
ajbmeb-1717	106	15	based	base	VERB
ajbmeb-1717	106	16	on	on	ADP
ajbmeb-1717	106	17	achieving	achieve	VERB
ajbmeb-1717	106	18	the	the	DET
ajbmeb-1717	106	19	final	final	ADJ
ajbmeb-1717	106	20	result	result	NOUN
ajbmeb-1717	107	1	[	[	X
ajbmeb-1717	107	2	11	11	NUM
ajbmeb-1717	107	3	]	]	PUNCT
ajbmeb-1717	107	4	.	.	PUNCT
ajbmeb-1717	108	1	the	the	DET
ajbmeb-1717	108	2	transfer	transfer	NOUN
ajbmeb-1717	108	3	of	of	ADP
ajbmeb-1717	108	4	𝑥1	𝑥1	NOUN
ajbmeb-1717	108	5	,	,	PUNCT
ajbmeb-1717	108	6	𝑥2	𝑥2	NOUN
ajbmeb-1717	108	7	and	and	CCONJ
ajbmeb-1717	108	8	𝑥3	𝑥3	NOUN
ajbmeb-1717	108	9	in	in	ADP
ajbmeb-1717	108	10	the	the	DET
ajbmeb-1717	108	11	simplest	simple	ADJ
ajbmeb-1717	108	12	form	form	NOUN
ajbmeb-1717	108	13	through	through	ADP
ajbmeb-1717	108	14	neural	neural	ADJ
ajbmeb-1717	108	15	networks	network	NOUN
ajbmeb-1717	108	16	can	can	AUX
ajbmeb-1717	108	17	be	be	AUX
ajbmeb-1717	108	18	seen	see	VERB
ajbmeb-1717	108	19	in	in	ADP
ajbmeb-1717	108	20	the	the	DET
ajbmeb-1717	108	21	picture	picture	NOUN
ajbmeb-1717	108	22	below	below	ADV
ajbmeb-1717	108	23	.	.	PUNCT
ajbmeb-1717	109	1	in	in	ADP
ajbmeb-1717	109	2	this	this	DET
ajbmeb-1717	109	3	case	case	NOUN
ajbmeb-1717	109	4	,	,	PUNCT
ajbmeb-1717	109	5	the	the	DET
ajbmeb-1717	109	6	vertices	vertex	NOUN
ajbmeb-1717	109	7	of	of	ADP
ajbmeb-1717	109	8	the	the	DET
ajbmeb-1717	109	9	graph	graph	NOUN
ajbmeb-1717	109	10	are	be	AUX
ajbmeb-1717	109	11	called	call	VERB
ajbmeb-1717	109	12	"	"	PUNCT
ajbmeb-1717	109	13	neurons	neuron	NOUN
ajbmeb-1717	109	14	"	"	PUNCT
ajbmeb-1717	109	15	.	.	PUNCT
ajbmeb-1717	110	1	these	these	DET
ajbmeb-1717	110	2	neurons	neuron	NOUN
ajbmeb-1717	110	3	work	work	VERB
ajbmeb-1717	110	4	like	like	ADP
ajbmeb-1717	110	5	neurons	neuron	NOUN
ajbmeb-1717	110	6	in	in	ADP
ajbmeb-1717	110	7	the	the	DET
ajbmeb-1717	110	8	human	human	ADJ
ajbmeb-1717	110	9	brain	brain	NOUN
ajbmeb-1717	110	10	information	information	NOUN
ajbmeb-1717	110	11	is	be	AUX
ajbmeb-1717	110	12	transmitted	transmit	VERB
ajbmeb-1717	110	13	between	between	ADP
ajbmeb-1717	110	14	them	they	PRON
ajbmeb-1717	110	15	.	.	PUNCT
ajbmeb-1717	111	1	unlike	unlike	ADP
ajbmeb-1717	111	2	simple	simple	ADJ
ajbmeb-1717	111	3	econometric	econometric	ADJ
ajbmeb-1717	111	4	models	model	NOUN
ajbmeb-1717	111	5	,	,	PUNCT
ajbmeb-1717	111	6	neural	neural	ADJ
ajbmeb-1717	111	7	networks	network	NOUN
ajbmeb-1717	111	8	do	do	AUX
ajbmeb-1717	111	9	not	not	PART
ajbmeb-1717	111	10	depend	depend	VERB
ajbmeb-1717	111	11	on	on	ADP
ajbmeb-1717	111	12	predetermined	predetermine	VERB
ajbmeb-1717	111	13	patterns	pattern	NOUN
ajbmeb-1717	111	14	.	.	PUNCT
ajbmeb-1717	112	1	on	on	ADP
ajbmeb-1717	112	2	the	the	DET
ajbmeb-1717	112	3	contrary	contrary	NOUN
ajbmeb-1717	112	4	,	,	PUNCT
ajbmeb-1717	112	5	artificial	artificial	ADJ
ajbmeb-1717	112	6	neural	neural	ADJ
ajbmeb-1717	112	7	networks	network	NOUN
ajbmeb-1717	112	8	can	can	AUX
ajbmeb-1717	112	9	be	be	AUX
ajbmeb-1717	112	10	compared	compare	VERB
ajbmeb-1717	112	11	to	to	ADP
ajbmeb-1717	112	12	a	a	DET
ajbmeb-1717	112	13	small	small	ADJ
ajbmeb-1717	112	14	child	child	NOUN
ajbmeb-1717	112	15	the	the	DET
ajbmeb-1717	112	16	model	model	NOUN
ajbmeb-1717	112	17	also	also	ADV
ajbmeb-1717	112	18	learns	learn	VERB
ajbmeb-1717	112	19	step	step	NOUN
ajbmeb-1717	112	20	by	by	ADP
ajbmeb-1717	112	21	step	step	NOUN
ajbmeb-1717	112	22	.	.	PUNCT
ajbmeb-1717	113	1	for	for	ADP
ajbmeb-1717	113	2	this	this	PRON
ajbmeb-1717	113	3	,	,	PUNCT
ajbmeb-1717	113	4	one	one	NUM
ajbmeb-1717	113	5	indicator	indicator	NOUN
ajbmeb-1717	113	6	is	be	AUX
ajbmeb-1717	113	7	taken	take	VERB
ajbmeb-1717	113	8	as	as	ADP
ajbmeb-1717	113	9	the	the	DET
ajbmeb-1717	113	10	main	main	ADJ
ajbmeb-1717	113	11	benchmark	benchmark	NOUN
ajbmeb-1717	113	12	.	.	PUNCT
ajbmeb-1717	114	1	in	in	ADP
ajbmeb-1717	114	2	our	our	PRON
ajbmeb-1717	114	3	model	model	NOUN
ajbmeb-1717	114	4	,	,	PUNCT
ajbmeb-1717	114	5	the	the	DET
ajbmeb-1717	114	6	mean	mean	ADJ
ajbmeb-1717	114	7	square	square	ADJ
ajbmeb-1717	114	8	deviation	deviation	NOUN
ajbmeb-1717	114	9	is	be	AUX
ajbmeb-1717	114	10	the	the	DET
ajbmeb-1717	114	11	basis	basis	NOUN
ajbmeb-1717	114	12	for	for	ADP
ajbmeb-1717	114	13	learning	learn	VERB
ajbmeb-1717	114	14	the	the	DET
ajbmeb-1717	114	15	model	model	NOUN
ajbmeb-1717	114	16	.	.	PUNCT
ajbmeb-1717	115	1	that	that	PRON
ajbmeb-1717	115	2	is	is	ADV
ajbmeb-1717	115	3	,	,	PUNCT
ajbmeb-1717	115	4	the	the	DET
ajbmeb-1717	115	5	model	model	NOUN
ajbmeb-1717	115	6	tries	try	VERB
ajbmeb-1717	115	7	to	to	PART
ajbmeb-1717	115	8	reduce	reduce	VERB
ajbmeb-1717	115	9	the	the	DET
ajbmeb-1717	115	10	degree	degree	NOUN
ajbmeb-1717	115	11	of	of	ADP
ajbmeb-1717	115	12	deviation	deviation	NOUN
ajbmeb-1717	115	13	by	by	ADP
ajbmeb-1717	115	14	transferring	transfer	VERB
ajbmeb-1717	115	15	different	different	ADJ
ajbmeb-1717	115	16	quantities	quantity	NOUN
ajbmeb-1717	115	17	from	from	ADP
ajbmeb-1717	115	18	the	the	DET
ajbmeb-1717	115	19	neurons	neuron	NOUN
ajbmeb-1717	115	20	.	.	PUNCT
ajbmeb-1717	116	1	the	the	DET
ajbmeb-1717	116	2	parts	part	NOUN
ajbmeb-1717	116	3	of	of	ADP
ajbmeb-1717	116	4	neural	neural	ADJ
ajbmeb-1717	116	5	networks	network	NOUN
ajbmeb-1717	116	6	between	between	ADP
ajbmeb-1717	116	7	the	the	DET
ajbmeb-1717	116	8	input	input	NOUN
ajbmeb-1717	116	9	point	point	NOUN
ajbmeb-1717	116	10	and	and	CCONJ
ajbmeb-1717	116	11	the	the	DET
ajbmeb-1717	116	12	final	final	ADJ
ajbmeb-1717	116	13	output	output	NOUN
ajbmeb-1717	116	14	are	be	AUX
ajbmeb-1717	116	15	called	call	VERB
ajbmeb-1717	116	16	“	"	PUNCT
ajbmeb-1717	116	17	layers	layer	NOUN
ajbmeb-1717	116	18	”	"	PUNCT
ajbmeb-1717	116	19	.	.	PUNCT
ajbmeb-1717	117	1	the	the	PRON
ajbmeb-1717	117	2	higher	high	ADJ
ajbmeb-1717	117	3	the	the	DET
ajbmeb-1717	117	4	number	number	NOUN
ajbmeb-1717	117	5	of	of	ADP
ajbmeb-1717	117	6	these	these	DET
ajbmeb-1717	117	7	layers	layer	NOUN
ajbmeb-1717	117	8	,	,	PUNCT
ajbmeb-1717	117	9	the	the	PRON
ajbmeb-1717	117	10	higher	high	ADJ
ajbmeb-1717	117	11	the	the	DET
ajbmeb-1717	117	12	level	level	NOUN
ajbmeb-1717	117	13	of	of	ADP
ajbmeb-1717	117	14	accuracy	accuracy	NOUN
ajbmeb-1717	117	15	.	.	PUNCT
ajbmeb-1717	118	1	but	but	CCONJ
ajbmeb-1717	118	2	this	this	PRON
ajbmeb-1717	118	3	complicates	complicate	VERB
ajbmeb-1717	118	4	the	the	DET
ajbmeb-1717	118	5	calculation	calculation	NOUN
ajbmeb-1717	118	6	process	process	NOUN
ajbmeb-1717	118	7	.	.	PUNCT
ajbmeb-1717	119	1	iv	iv	X
ajbmeb-1717	119	2	.	.	PUNCT
ajbmeb-1717	119	3	analysis	analysis	NOUN
ajbmeb-1717	119	4	and	and	CCONJ
ajbmeb-1717	119	5	results	result	VERB
ajbmeb-1717	119	6	the	the	DET
ajbmeb-1717	119	7	necessary	necessary	ADJ
ajbmeb-1717	119	8	information	information	NOUN
ajbmeb-1717	119	9	for	for	ADP
ajbmeb-1717	119	10	forecasting	forecast	VERB
ajbmeb-1717	119	11	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	119	12	indicators	indicator	NOUN
ajbmeb-1717	119	13	has	have	VERB
ajbmeb-1717	119	14	a	a	DET
ajbmeb-1717	119	15	monthly	monthly	ADJ
ajbmeb-1717	119	16	,	,	PUNCT
ajbmeb-1717	119	17	quarterly	quarterly	ADJ
ajbmeb-1717	119	18	and	and	CCONJ
ajbmeb-1717	119	19	annual	annual	ADJ
ajbmeb-1717	119	20	frequency	frequency	NOUN
ajbmeb-1717	119	21	.	.	PUNCT
ajbmeb-1717	120	1	in	in	ADP
ajbmeb-1717	120	2	this	this	DET
ajbmeb-1717	120	3	case	case	NOUN
ajbmeb-1717	120	4	,	,	PUNCT
ajbmeb-1717	120	5	if	if	SCONJ
ajbmeb-1717	120	6	the	the	DET
ajbmeb-1717	120	7	inflation	inflation	NOUN
ajbmeb-1717	120	8	calculated	calculate	VERB
ajbmeb-1717	120	9	by	by	ADP
ajbmeb-1717	120	10	the	the	DET
ajbmeb-1717	120	11	consumer	consumer	NOUN
ajbmeb-1717	120	12	price	price	NOUN
ajbmeb-1717	120	13	index	index	NOUN
ajbmeb-1717	120	14	and	and	CCONJ
ajbmeb-1717	120	15	the	the	DET
ajbmeb-1717	120	16	exchange	exchange	NOUN
ajbmeb-1717	120	17	rate	rate	NOUN
ajbmeb-1717	120	18	of	of	ADP
ajbmeb-1717	120	19	the	the	DET
ajbmeb-1717	120	20	uzs	uzs	NOUN
ajbmeb-1717	120	21	against	against	ADP
ajbmeb-1717	120	22	the	the	DET
ajbmeb-1717	120	23	us	us	PROPN
ajbmeb-1717	120	24	dollar	dollar	NOUN
ajbmeb-1717	120	25	consists	consist	VERB
ajbmeb-1717	120	26	of	of	ADP
ajbmeb-1717	120	27	monthly	monthly	ADJ
ajbmeb-1717	120	28	data	datum	NOUN
ajbmeb-1717	120	29	from	from	ADP
ajbmeb-1717	120	30	january	january	PROPN
ajbmeb-1717	120	31	2000	2000	NUM
ajbmeb-1717	120	32	to	to	ADP
ajbmeb-1717	120	33	december	december	PROPN
ajbmeb-1717	120	34	2019	2019	NUM
ajbmeb-1717	120	35	,	,	PUNCT
ajbmeb-1717	120	36	gdp	gdp	NOUN
ajbmeb-1717	120	37	,	,	PUNCT
ajbmeb-1717	120	38	unemployment	unemployment	NOUN
ajbmeb-1717	120	39	rate	rate	NOUN
ajbmeb-1717	120	40	,	,	PUNCT
ajbmeb-1717	120	41	central	central	ADJ
ajbmeb-1717	120	42	bank	bank	NOUN
ajbmeb-1717	120	43	refinancing	refinancing	NOUN
ajbmeb-1717	120	44	rate	rate	NOUN
ajbmeb-1717	120	45	,	,	PUNCT
ajbmeb-1717	120	46	in	in	ADP
ajbmeb-1717	120	47	a	a	DET
ajbmeb-1717	120	48	broad	broad	ADJ
ajbmeb-1717	120	49	sense	sense	NOUN
ajbmeb-1717	120	50	,	,	PUNCT
ajbmeb-1717	120	51	the	the	DET
ajbmeb-1717	120	52	money	money	NOUN
ajbmeb-1717	120	53	supply	supply	NOUN
ajbmeb-1717	120	54	,	,	PUNCT
ajbmeb-1717	120	55	the	the	DET
ajbmeb-1717	120	56	real	real	ADJ
ajbmeb-1717	120	57	interest	interest	NOUN
ajbmeb-1717	120	58	rate	rate	NOUN
ajbmeb-1717	120	59	consists	consist	VERB
ajbmeb-1717	120	60	of	of	ADP
ajbmeb-1717	120	61	data	datum	NOUN
ajbmeb-1717	120	62	collected	collect	VERB
ajbmeb-1717	120	63	at	at	ADP
ajbmeb-1717	120	64	annual	annual	ADJ
ajbmeb-1717	120	65	and	and	CCONJ
ajbmeb-1717	120	66	quarterly	quarterly	ADJ
ajbmeb-1717	120	67	intervals	interval	NOUN
ajbmeb-1717	120	68	.	.	PUNCT
ajbmeb-1717	121	1	table	table	NOUN
ajbmeb-1717	121	2	1	1	NUM
ajbmeb-1717	121	3	data	datum	NOUN
ajbmeb-1717	121	4	used	use	VERB
ajbmeb-1717	121	5	in	in	ADP
ajbmeb-1717	121	6	the	the	DET
ajbmeb-1717	121	7	model2	model2	PROPN
ajbmeb-1717	121	8	variable	variable	ADJ
ajbmeb-1717	121	9	unit	unit	NOUN
ajbmeb-1717	121	10	of	of	ADP
ajbmeb-1717	121	11	measure	measure	NOUN
ajbmeb-1717	121	12	designation	designation	NOUN
ajbmeb-1717	121	13	source	source	NOUN
ajbmeb-1717	121	14	gross	gross	ADJ
ajbmeb-1717	121	15	domestic	domestic	ADJ
ajbmeb-1717	121	16	product	product	NOUN
ajbmeb-1717	121	17	(	(	PUNCT
ajbmeb-1717	121	18	at	at	ADP
ajbmeb-1717	121	19	current	current	ADJ
ajbmeb-1717	121	20	prices	price	NOUN
ajbmeb-1717	121	21	)	)	PUNCT
ajbmeb-1717	121	22	billion	billion	NUM
ajbmeb-1717	121	23	soums	soum	NOUN
ajbmeb-1717	121	24	gdp	gdp	PROPN
ajbmeb-1717	121	25	state	state	PROPN
ajbmeb-1717	121	26	statistics	statistics	PROPN
ajbmeb-1717	121	27	committee	committee	PROPN
ajbmeb-1717	121	28	consumer	consumer	NOUN
ajbmeb-1717	121	29	price	price	NOUN
ajbmeb-1717	121	30	index	index	NOUN
ajbmeb-1717	121	31	%	%	NOUN
ajbmeb-1717	121	32	cpi	cpi	PROPN
ajbmeb-1717	121	33	state	state	PROPN
ajbmeb-1717	121	34	statistics	statistics	PROPN
ajbmeb-1717	121	35	committee	committee	PROPN
ajbmeb-1717	121	36	unemployment	unemployment	NOUN
ajbmeb-1717	121	37	%	%	NOUN
ajbmeb-1717	121	38	unemployment	unemployment	NOUN
ajbmeb-1717	121	39	2009	2009	NUM
ajbmeb-1717	121	40	-	-	SYM
ajbmeb-1717	121	41	2019	2019	NUM
ajbmeb-1717	121	42	:	:	PUNCT
ajbmeb-1717	121	43	dsq	dsq	NOUN
ajbmeb-1717	121	44	,	,	PUNCT
ajbmeb-1717	121	45	2000	2000	NUM
ajbmeb-1717	121	46	-	-	SYM
ajbmeb-1717	121	47	2009	2009	NUM
ajbmeb-1717	121	48	:	:	PUNCT
ajbmeb-1717	121	49	tradingeconomics.com	tradingeconomics.com	X
ajbmeb-1717	121	50	gdp	gdp	NOUN
ajbmeb-1717	121	51	deflator	deflator	NOUN
ajbmeb-1717	121	52	%	%	PROPN
ajbmeb-1717	121	53	deflator	deflator	NOUN
ajbmeb-1717	121	54	asian	asian	PROPN
ajbmeb-1717	121	55	development	development	PROPN
ajbmeb-1717	121	56	bank	bank	PROPN
ajbmeb-1717	121	57	money	money	NOUN
ajbmeb-1717	121	58	supply	supply	NOUN
ajbmeb-1717	121	59	billion	billion	NUM
ajbmeb-1717	121	60	soum	soum	NOUN
ajbmeb-1717	121	61	m2	m2	PROPN
ajbmeb-1717	121	62	asian	asian	PROPN
ajbmeb-1717	121	63	development	development	PROPN
ajbmeb-1717	121	64	bank	bank	PROPN
ajbmeb-1717	121	65	foreign	foreign	ADJ
ajbmeb-1717	121	66	trade	trade	NOUN
ajbmeb-1717	121	67	balance	balance	NOUN
ajbmeb-1717	121	68	million	million	NUM
ajbmeb-1717	121	69	dollars	dollar	NOUN
ajbmeb-1717	121	70	fortrade	fortrade	VERB
ajbmeb-1717	121	71	2000	2000	NUM
ajbmeb-1717	121	72	-	-	SYM
ajbmeb-1717	121	73	2015	2015	NUM
ajbmeb-1717	121	74	:	:	PUNCT
ajbmeb-1717	122	1	otb	otb	PROPN
ajbmeb-1717	122	2	,	,	PUNCT
ajbmeb-1717	122	3	2016	2016	NUM
ajbmeb-1717	122	4	-	-	SYM
ajbmeb-1717	122	5	2019	2019	NUM
ajbmeb-1717	122	6	:	:	PUNCT
ajbmeb-1717	122	7	dsq	dsq	VERB
ajbmeb-1717	122	8	the	the	DET
ajbmeb-1717	122	9	exchange	exchange	NOUN
ajbmeb-1717	122	10	rate	rate	NOUN
ajbmeb-1717	122	11	of	of	ADP
ajbmeb-1717	122	12	the	the	DET
ajbmeb-1717	122	13	us	us	PROPN
ajbmeb-1717	122	14	dollar	dollar	NOUN
ajbmeb-1717	122	15	against	against	ADP
ajbmeb-1717	122	16	the	the	DET
ajbmeb-1717	122	17	soum3	soum3	PROPN
ajbmeb-1717	122	18	soum	soum	NOUN
ajbmeb-1717	122	19	usd	usd	PROPN
ajbmeb-1717	122	20	norma.uz	norma.uz	NUM
ajbmeb-1717	122	21	average	average	ADJ
ajbmeb-1717	122	22	salary	salary	NOUN
ajbmeb-1717	122	23	soum	soum	NOUN
ajbmeb-1717	122	24	wage	wage	PROPN
ajbmeb-1717	122	25	state	state	PROPN
ajbmeb-1717	122	26	statistics	statistics	PROPN
ajbmeb-1717	122	27	committee	committee	PROPN
ajbmeb-1717	122	28	2	2	NUM
ajbmeb-1717	122	29	note	note	NOUN
ajbmeb-1717	122	30	:	:	PUNCT
ajbmeb-1717	122	31	these	these	DET
ajbmeb-1717	122	32	indicators	indicator	NOUN
ajbmeb-1717	122	33	were	be	AUX
ajbmeb-1717	122	34	used	use	VERB
ajbmeb-1717	122	35	in	in	ADP
ajbmeb-1717	122	36	the	the	DET
ajbmeb-1717	122	37	model	model	NOUN
ajbmeb-1717	122	38	in	in	ADP
ajbmeb-1717	122	39	logarithmic	logarithmic	ADJ
ajbmeb-1717	122	40	form	form	NOUN
ajbmeb-1717	122	41	3	3	NUM
ajbmeb-1717	122	42	note	note	NOUN
ajbmeb-1717	122	43	:	:	PUNCT
ajbmeb-1717	122	44	to	to	PART
ajbmeb-1717	122	45	eliminate	eliminate	VERB
ajbmeb-1717	122	46	the	the	DET
ajbmeb-1717	122	47	effect	effect	NOUN
ajbmeb-1717	122	48	of	of	ADP
ajbmeb-1717	122	49	devaluation	devaluation	NOUN
ajbmeb-1717	122	50	,	,	PUNCT
ajbmeb-1717	122	51	the	the	DET
ajbmeb-1717	122	52	data	datum	NOUN
ajbmeb-1717	122	53	until	until	ADP
ajbmeb-1717	122	54	september	september	PROPN
ajbmeb-1717	122	55	2017	2017	NUM
ajbmeb-1717	122	56	was	be	AUX
ajbmeb-1717	122	57	doubled	double	VERB
ajbmeb-1717	122	58	.	.	PUNCT
ajbmeb-1717	123	1	this	this	DET
ajbmeb-1717	123	2	soum	soum	NOUN
ajbmeb-1717	123	3	was	be	AUX
ajbmeb-1717	123	4	considered	consider	VERB
ajbmeb-1717	123	5	close	close	ADJ
ajbmeb-1717	123	6	to	to	ADP
ajbmeb-1717	123	7	the	the	DET
ajbmeb-1717	123	8	market	market	NOUN
ajbmeb-1717	123	9	rate	rate	NOUN
ajbmeb-1717	123	10	at	at	ADP
ajbmeb-1717	123	11	that	that	DET
ajbmeb-1717	123	12	time	time	NOUN
ajbmeb-1717	123	13	american	american	PROPN
ajbmeb-1717	123	14	journal	journal	PROPN
ajbmeb-1717	123	15	of	of	ADP
ajbmeb-1717	123	16	business	business	NOUN
ajbmeb-1717	123	17	management	management	NOUN
ajbmeb-1717	123	18	,	,	PUNCT
ajbmeb-1717	123	19	economics	economic	NOUN
ajbmeb-1717	123	20	and	and	CCONJ
ajbmeb-1717	123	21	banking	banking	NOUN
ajbmeb-1717	123	22	volume	volume	NOUN
ajbmeb-1717	123	23	20	20	NUM
ajbmeb-1717	123	24	january	january	PROPN
ajbmeb-1717	123	25	,	,	PUNCT
ajbmeb-1717	123	26	2024	2024	NUM
ajbmeb-1717	123	27	p	p	NOUN
ajbmeb-1717	123	28	a	a	DET
ajbmeb-1717	123	29	g	g	NOUN
ajbmeb-1717	123	30	e	e	NOUN
ajbmeb-1717	123	31	|	|	ADV
ajbmeb-1717	123	32	41	41	NUM
ajbmeb-1717	123	33	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-1717	123	34	these	these	DET
ajbmeb-1717	123	35	data	datum	NOUN
ajbmeb-1717	123	36	were	be	AUX
ajbmeb-1717	123	37	used	use	VERB
ajbmeb-1717	123	38	to	to	PART
ajbmeb-1717	123	39	construct	construct	VERB
ajbmeb-1717	123	40	multivariable	multivariable	ADJ
ajbmeb-1717	123	41	models	model	NOUN
ajbmeb-1717	123	42	,	,	PUNCT
ajbmeb-1717	123	43	including	include	VERB
ajbmeb-1717	123	44	ml	ml	ADP
ajbmeb-1717	123	45	methods	method	NOUN
ajbmeb-1717	123	46	.	.	PUNCT
ajbmeb-1717	124	1	the	the	DET
ajbmeb-1717	124	2	data	datum	NOUN
ajbmeb-1717	124	3	in	in	ADP
ajbmeb-1717	124	4	table	table	NOUN
ajbmeb-1717	124	5	1	1	NUM
ajbmeb-1717	124	6	were	be	AUX
ajbmeb-1717	124	7	selected	select	VERB
ajbmeb-1717	124	8	for	for	ADP
ajbmeb-1717	124	9	their	their	PRON
ajbmeb-1717	124	10	high	high	ADJ
ajbmeb-1717	124	11	importance	importance	NOUN
ajbmeb-1717	124	12	in	in	ADP
ajbmeb-1717	124	13	the	the	DET
ajbmeb-1717	124	14	model	model	NOUN
ajbmeb-1717	124	15	.	.	PUNCT
ajbmeb-1717	125	1	data	datum	NOUN
ajbmeb-1717	125	2	processing	processing	NOUN
ajbmeb-1717	125	3	is	be	AUX
ajbmeb-1717	125	4	one	one	NUM
ajbmeb-1717	125	5	of	of	ADP
ajbmeb-1717	125	6	the	the	DET
ajbmeb-1717	125	7	most	most	ADV
ajbmeb-1717	125	8	important	important	ADJ
ajbmeb-1717	125	9	issues	issue	NOUN
ajbmeb-1717	125	10	in	in	ADP
ajbmeb-1717	125	11	improving	improve	VERB
ajbmeb-1717	125	12	the	the	DET
ajbmeb-1717	125	13	accuracy	accuracy	NOUN
ajbmeb-1717	125	14	of	of	ADP
ajbmeb-1717	125	15	the	the	DET
ajbmeb-1717	125	16	model	model	NOUN
ajbmeb-1717	125	17	.	.	PUNCT
ajbmeb-1717	126	1	in	in	ADP
ajbmeb-1717	126	2	this	this	DET
ajbmeb-1717	126	3	case	case	NOUN
ajbmeb-1717	126	4	,	,	PUNCT
ajbmeb-1717	126	5	the	the	DET
ajbmeb-1717	126	6	main	main	ADJ
ajbmeb-1717	126	7	method	method	NOUN
ajbmeb-1717	126	8	is	be	AUX
ajbmeb-1717	126	9	to	to	PART
ajbmeb-1717	126	10	bring	bring	VERB
ajbmeb-1717	126	11	non	non	ADJ
ajbmeb-1717	126	12	-	-	ADJ
ajbmeb-1717	126	13	stationary	stationary	ADJ
ajbmeb-1717	126	14	(	(	PUNCT
ajbmeb-1717	126	15	non	non	ADJ
ajbmeb-1717	126	16	-	-	ADJ
ajbmeb-1717	126	17	permanent	permanent	ADJ
ajbmeb-1717	126	18	)	)	PUNCT
ajbmeb-1717	126	19	data	datum	NOUN
ajbmeb-1717	126	20	into	into	ADP
ajbmeb-1717	126	21	a	a	DET
ajbmeb-1717	126	22	stationary	stationary	ADJ
ajbmeb-1717	126	23	(	(	PUNCT
ajbmeb-1717	126	24	permanent	permanent	ADJ
ajbmeb-1717	126	25	)	)	PUNCT
ajbmeb-1717	126	26	form	form	NOUN
ajbmeb-1717	126	27	.	.	PUNCT
ajbmeb-1717	127	1	the	the	DET
ajbmeb-1717	127	2	fact	fact	NOUN
ajbmeb-1717	127	3	that	that	SCONJ
ajbmeb-1717	127	4	economic	economic	ADJ
ajbmeb-1717	127	5	processes	process	NOUN
ajbmeb-1717	127	6	do	do	AUX
ajbmeb-1717	127	7	not	not	PART
ajbmeb-1717	127	8	change	change	VERB
ajbmeb-1717	127	9	their	their	PRON
ajbmeb-1717	127	10	characteristics	characteristic	NOUN
ajbmeb-1717	127	11	over	over	ADP
ajbmeb-1717	127	12	time	time	NOUN
ajbmeb-1717	127	13	is	be	AUX
ajbmeb-1717	127	14	classified	classify	VERB
ajbmeb-1717	127	15	as	as	ADP
ajbmeb-1717	127	16	a	a	DET
ajbmeb-1717	127	17	state	state	NOUN
ajbmeb-1717	127	18	of	of	ADP
ajbmeb-1717	127	19	stationarity	stationarity	NOUN
ajbmeb-1717	127	20	.	.	PUNCT
ajbmeb-1717	128	1	in	in	ADP
ajbmeb-1717	128	2	econometrics	econometric	NOUN
ajbmeb-1717	128	3	,	,	PUNCT
ajbmeb-1717	128	4	data	datum	NOUN
ajbmeb-1717	128	5	stationarity	stationarity	NOUN
ajbmeb-1717	128	6	means	mean	VERB
ajbmeb-1717	128	7	that	that	SCONJ
ajbmeb-1717	128	8	their	their	PRON
ajbmeb-1717	128	9	average	average	ADJ
ajbmeb-1717	128	10	and	and	CCONJ
ajbmeb-1717	128	11	dispersion	dispersion	NOUN
ajbmeb-1717	128	12	indicators	indicator	NOUN
ajbmeb-1717	128	13	do	do	AUX
ajbmeb-1717	128	14	not	not	PART
ajbmeb-1717	128	15	change	change	VERB
ajbmeb-1717	128	16	.	.	PUNCT
ajbmeb-1717	129	1	figure	figure	NOUN
ajbmeb-1717	129	2	1	1	NUM
ajbmeb-1717	129	3	.	.	PUNCT
ajbmeb-1717	130	1	dynamics	dynamic	NOUN
ajbmeb-1717	130	2	of	of	ADP
ajbmeb-1717	130	3	change	change	NOUN
ajbmeb-1717	130	4	of	of	ADP
ajbmeb-1717	130	5	the	the	DET
ajbmeb-1717	130	6	main	main	ADJ
ajbmeb-1717	130	7	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	130	8	indicators4	indicators4	PROPN
ajbmeb-1717	130	9	.	.	PUNCT
ajbmeb-1717	131	1	figure	figure	NOUN
ajbmeb-1717	131	2	1	1	NUM
ajbmeb-1717	131	3	shows	show	VERB
ajbmeb-1717	131	4	the	the	DET
ajbmeb-1717	131	5	dynamics	dynamic	NOUN
ajbmeb-1717	131	6	of	of	ADP
ajbmeb-1717	131	7	the	the	DET
ajbmeb-1717	131	8	main	main	ADJ
ajbmeb-1717	131	9	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	131	10	indicators	indicator	NOUN
ajbmeb-1717	131	11	.	.	PUNCT
ajbmeb-1717	132	1	their	their	PRON
ajbmeb-1717	132	2	dynamics	dynamic	NOUN
ajbmeb-1717	132	3	will	will	AUX
ajbmeb-1717	132	4	change	change	VERB
ajbmeb-1717	132	5	until	until	SCONJ
ajbmeb-1717	132	6	these	these	DET
ajbmeb-1717	132	7	data	datum	NOUN
ajbmeb-1717	132	8	are	be	AUX
ajbmeb-1717	132	9	brought	bring	VERB
ajbmeb-1717	132	10	to	to	ADP
ajbmeb-1717	132	11	a	a	DET
ajbmeb-1717	132	12	stationary	stationary	ADJ
ajbmeb-1717	132	13	state	state	NOUN
ajbmeb-1717	132	14	for	for	ADP
ajbmeb-1717	132	15	the	the	DET
ajbmeb-1717	132	16	purpose	purpose	NOUN
ajbmeb-1717	132	17	of	of	ADP
ajbmeb-1717	132	18	forecasting	forecasting	NOUN
ajbmeb-1717	132	19	.	.	PUNCT
ajbmeb-1717	133	1	the	the	DET
ajbmeb-1717	133	2	ols	ol	NOUN
ajbmeb-1717	133	3	(	(	PUNCT
ajbmeb-1717	133	4	method	method	NOUN
ajbmeb-1717	133	5	of	of	ADP
ajbmeb-1717	133	6	least	least	ADJ
ajbmeb-1717	133	7	squares	square	NOUN
ajbmeb-1717	133	8	)	)	PUNCT
ajbmeb-1717	133	9	model	model	NOUN
ajbmeb-1717	133	10	was	be	AUX
ajbmeb-1717	133	11	chosen	choose	VERB
ajbmeb-1717	133	12	as	as	ADP
ajbmeb-1717	133	13	a	a	DET
ajbmeb-1717	133	14	benchmark	benchmark	NOUN
ajbmeb-1717	133	15	model	model	NOUN
ajbmeb-1717	133	16	among	among	ADP
ajbmeb-1717	133	17	econometric	econometric	ADJ
ajbmeb-1717	133	18	models	model	NOUN
ajbmeb-1717	133	19	for	for	ADP
ajbmeb-1717	133	20	forecasting	forecast	VERB
ajbmeb-1717	133	21	the	the	DET
ajbmeb-1717	133	22	gdp	gdp	NOUN
ajbmeb-1717	133	23	growth	growth	NOUN
ajbmeb-1717	133	24	rate	rate	NOUN
ajbmeb-1717	133	25	,	,	PUNCT
ajbmeb-1717	133	26	that	that	ADV
ajbmeb-1717	133	27	is	is	ADV
ajbmeb-1717	133	28	,	,	PUNCT
ajbmeb-1717	133	29	a	a	DET
ajbmeb-1717	133	30	model	model	NOUN
ajbmeb-1717	133	31	used	use	VERB
ajbmeb-1717	133	32	to	to	PART
ajbmeb-1717	133	33	compare	compare	VERB
ajbmeb-1717	133	34	the	the	DET
ajbmeb-1717	133	35	accuracy	accuracy	NOUN
ajbmeb-1717	133	36	of	of	ADP
ajbmeb-1717	133	37	other	other	ADJ
ajbmeb-1717	133	38	models	model	NOUN
ajbmeb-1717	133	39	.	.	PUNCT
ajbmeb-1717	134	1	table	table	NOUN
ajbmeb-1717	134	2	2	2	NUM
ajbmeb-1717	134	3	evaluation	evaluation	NOUN
ajbmeb-1717	134	4	of	of	ADP
ajbmeb-1717	134	5	gdp	gdp	NOUN
ajbmeb-1717	134	6	growth	growth	NOUN
ajbmeb-1717	134	7	rate	rate	NOUN
ajbmeb-1717	134	8	forecasting	forecast	VERB
ajbmeb-1717	134	9	models5	models5	NOUN
ajbmeb-1717	134	10	indicator	indicator	NOUN
ajbmeb-1717	134	11	boosting	boost	VERB
ajbmeb-1717	134	12	random	random	ADJ
ajbmeb-1717	134	13	forest	forest	NOUN
ajbmeb-1717	134	14	lasso	lasso	PROPN
ajbmeb-1717	134	15	ridge	ridge	PROPN
ajbmeb-1717	134	16	var	var	PROPN
ajbmeb-1717	134	17	ols	ols	PROPN
ajbmeb-1717	134	18	mae	mae	PROPN
ajbmeb-1717	134	19	0.5	0.5	NUM
ajbmeb-1717	134	20	1.41	1.41	NUM
ajbmeb-1717	134	21	1.61	1.61	NUM
ajbmeb-1717	134	22	1.79	1.79	NUM
ajbmeb-1717	134	23	2.38	2.38	NUM
ajbmeb-1717	134	24	3.64	3.64	NUM
ajbmeb-1717	134	25	mse	mse	NOUN
ajbmeb-1717	134	26	0.367	0.367	NUM
ajbmeb-1717	134	27	2.16	2.16	NUM
ajbmeb-1717	134	28	4.427	4.427	NUM
ajbmeb-1717	134	29	3.825	3.825	NUM
ajbmeb-1717	134	30	6.073	6.073	NUM
ajbmeb-1717	134	31	17.168	17.168	NUM
ajbmeb-1717	134	32	accuracy%	accuracy%	NUM
ajbmeb-1717	134	33	91.10	91.10	NUM
ajbmeb-1717	134	34	%	%	NOUN
ajbmeb-1717	134	35	72.92	72.92	NUM
ajbmeb-1717	134	36	%	%	NOUN
ajbmeb-1717	134	37	71.12	71.12	NUM
ajbmeb-1717	134	38	%	%	NOUN
ajbmeb-1717	134	39	67.61	67.61	NUM
ajbmeb-1717	134	40	%	%	NOUN
ajbmeb-1717	134	41	56.40	56.40	NUM
ajbmeb-1717	134	42	%	%	NOUN
ajbmeb-1717	134	43	32.40	32.40	NUM
ajbmeb-1717	134	44	%	%	NOUN
ajbmeb-1717	134	45	4	4	NUM
ajbmeb-1717	134	46	author	author	NOUN
ajbmeb-1717	134	47	development	development	NOUN
ajbmeb-1717	134	48	5	5	NUM
ajbmeb-1717	134	49	formed	form	VERB
ajbmeb-1717	134	50	by	by	ADP
ajbmeb-1717	134	51	the	the	DET
ajbmeb-1717	134	52	author	author	NOUN
ajbmeb-1717	134	53	american	american	PROPN
ajbmeb-1717	134	54	journal	journal	PROPN
ajbmeb-1717	134	55	of	of	ADP
ajbmeb-1717	134	56	business	business	NOUN
ajbmeb-1717	134	57	management	management	NOUN
ajbmeb-1717	134	58	,	,	PUNCT
ajbmeb-1717	134	59	economics	economic	NOUN
ajbmeb-1717	134	60	and	and	CCONJ
ajbmeb-1717	134	61	banking	banking	NOUN
ajbmeb-1717	134	62	volume	volume	NOUN
ajbmeb-1717	134	63	20	20	NUM
ajbmeb-1717	134	64	january	january	PROPN
ajbmeb-1717	134	65	,	,	PUNCT
ajbmeb-1717	134	66	2024	2024	NUM
ajbmeb-1717	134	67	p	p	NOUN
ajbmeb-1717	134	68	a	a	DET
ajbmeb-1717	134	69	g	g	NOUN
ajbmeb-1717	134	70	e	e	NOUN
ajbmeb-1717	134	71	|	|	NOUN
ajbmeb-1717	134	72	42	42	NUM
ajbmeb-1717	134	73	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-1717	134	74	in	in	ADP
ajbmeb-1717	134	75	assessing	assess	VERB
ajbmeb-1717	134	76	the	the	DET
ajbmeb-1717	134	77	accuracy	accuracy	NOUN
ajbmeb-1717	134	78	of	of	ADP
ajbmeb-1717	134	79	gdp	gdp	NOUN
ajbmeb-1717	134	80	growth	growth	NOUN
ajbmeb-1717	134	81	rate	rate	NOUN
ajbmeb-1717	134	82	forecasting	forecasting	NOUN
ajbmeb-1717	134	83	models	model	NOUN
ajbmeb-1717	134	84	,	,	PUNCT
ajbmeb-1717	134	85	the	the	DET
ajbmeb-1717	134	86	indicators	indicator	NOUN
ajbmeb-1717	134	87	of	of	ADP
ajbmeb-1717	134	88	the	the	DET
ajbmeb-1717	134	89	last	last	ADJ
ajbmeb-1717	134	90	four	four	NUM
ajbmeb-1717	134	91	years	year	NOUN
ajbmeb-1717	134	92	(	(	PUNCT
ajbmeb-1717	134	93	2016	2016	NUM
ajbmeb-1717	134	94	-	-	SYM
ajbmeb-1717	134	95	2019	2019	NUM
ajbmeb-1717	134	96	)	)	PUNCT
ajbmeb-1717	134	97	were	be	AUX
ajbmeb-1717	134	98	evaluated	evaluate	VERB
ajbmeb-1717	134	99	.	.	PUNCT
ajbmeb-1717	135	1	ml	ml	NOUN
ajbmeb-1717	135	2	models	model	NOUN
ajbmeb-1717	135	3	boosting	boost	VERB
ajbmeb-1717	135	4	and	and	CCONJ
ajbmeb-1717	135	5	random	random	ADJ
ajbmeb-1717	135	6	forest	forest	NOUN
ajbmeb-1717	135	7	outperform	outperform	NOUN
ajbmeb-1717	135	8	traditional	traditional	ADJ
ajbmeb-1717	135	9	econometric	econometric	ADJ
ajbmeb-1717	135	10	models	model	NOUN
ajbmeb-1717	135	11	by	by	ADP
ajbmeb-1717	135	12	all	all	DET
ajbmeb-1717	135	13	indicators	indicator	NOUN
ajbmeb-1717	135	14	of	of	ADP
ajbmeb-1717	135	15	accuracy	accuracy	NOUN
ajbmeb-1717	135	16	assessment	assessment	NOUN
ajbmeb-1717	135	17	.	.	PUNCT
ajbmeb-1717	136	1	among	among	ADP
ajbmeb-1717	136	2	the	the	DET
ajbmeb-1717	136	3	linear	linear	NOUN
ajbmeb-1717	136	4	models	model	NOUN
ajbmeb-1717	136	5	,	,	PUNCT
ajbmeb-1717	136	6	the	the	DET
ajbmeb-1717	136	7	lasso	lasso	NOUN
ajbmeb-1717	136	8	model	model	NOUN
ajbmeb-1717	136	9	shows	show	VERB
ajbmeb-1717	136	10	higher	high	ADJ
ajbmeb-1717	136	11	accuracy	accuracy	NOUN
ajbmeb-1717	136	12	than	than	ADP
ajbmeb-1717	136	13	ordinary	ordinary	ADJ
ajbmeb-1717	136	14	least	least	ADJ
ajbmeb-1717	136	15	squares	square	NOUN
ajbmeb-1717	136	16	and	and	CCONJ
ajbmeb-1717	136	17	ridge	ridge	NOUN
ajbmeb-1717	136	18	regression	regression	PROPN
ajbmeb-1717	136	19	.	.	PUNCT
ajbmeb-1717	137	1	ridge	ridge	NOUN
ajbmeb-1717	137	2	regression	regression	PROPN
ajbmeb-1717	137	3	outperforms	outperform	VERB
ajbmeb-1717	137	4	lasso	lasso	NOUN
ajbmeb-1717	137	5	only	only	ADV
ajbmeb-1717	137	6	in	in	ADP
ajbmeb-1717	137	7	terms	term	NOUN
ajbmeb-1717	137	8	of	of	ADP
ajbmeb-1717	137	9	mse	mse	NOUN
ajbmeb-1717	137	10	.	.	PUNCT
ajbmeb-1717	138	1	given	give	VERB
ajbmeb-1717	138	2	the	the	DET
ajbmeb-1717	138	3	larger	large	ADJ
ajbmeb-1717	138	4	“	"	PUNCT
ajbmeb-1717	138	5	penalty	penalty	NOUN
ajbmeb-1717	138	6	”	"	PUNCT
ajbmeb-1717	138	7	of	of	ADP
ajbmeb-1717	138	8	mse	mse	NOUN
ajbmeb-1717	138	9	for	for	ADP
ajbmeb-1717	138	10	larger	large	ADJ
ajbmeb-1717	138	11	errors	error	NOUN
ajbmeb-1717	138	12	,	,	PUNCT
ajbmeb-1717	138	13	lasso	lasso	NOUN
ajbmeb-1717	138	14	has	have	VERB
ajbmeb-1717	138	15	difficulty	difficulty	NOUN
ajbmeb-1717	138	16	estimating	estimate	VERB
ajbmeb-1717	138	17	unexpected	unexpected	ADJ
ajbmeb-1717	138	18	changes	change	NOUN
ajbmeb-1717	138	19	.	.	PUNCT
ajbmeb-1717	139	1	another	another	DET
ajbmeb-1717	139	2	peculiarity	peculiarity	NOUN
ajbmeb-1717	139	3	of	of	ADP
ajbmeb-1717	139	4	lasso	lasso	NOUN
ajbmeb-1717	139	5	the	the	DET
ajbmeb-1717	139	6	ability	ability	NOUN
ajbmeb-1717	139	7	to	to	PART
ajbmeb-1717	139	8	select	select	VERB
ajbmeb-1717	139	9	variables	variable	NOUN
ajbmeb-1717	139	10	was	be	AUX
ajbmeb-1717	139	11	achieved	achieve	VERB
ajbmeb-1717	139	12	in	in	ADP
ajbmeb-1717	139	13	this	this	DET
ajbmeb-1717	139	14	process	process	NOUN
ajbmeb-1717	139	15	.	.	PUNCT
ajbmeb-1717	140	1	lasso	lasso	NOUN
ajbmeb-1717	140	2	chose	choose	VERB
ajbmeb-1717	140	3	to	to	PART
ajbmeb-1717	140	4	leave	leave	VERB
ajbmeb-1717	140	5	only	only	ADV
ajbmeb-1717	140	6	6	6	NUM
ajbmeb-1717	140	7	out	out	ADP
ajbmeb-1717	140	8	of	of	ADP
ajbmeb-1717	140	9	8	8	NUM
ajbmeb-1717	140	10	variables	variable	NOUN
ajbmeb-1717	140	11	in	in	ADP
ajbmeb-1717	140	12	the	the	DET
ajbmeb-1717	140	13	model	model	NOUN
ajbmeb-1717	140	14	.	.	PUNCT
ajbmeb-1717	141	1	figure	figure	NOUN
ajbmeb-1717	141	2	2	2	NUM
ajbmeb-1717	141	3	.	.	PUNCT
ajbmeb-1717	141	4	comparison	comparison	NOUN
ajbmeb-1717	141	5	of	of	ADP
ajbmeb-1717	141	6	boosting	boost	VERB
ajbmeb-1717	141	7	and	and	CCONJ
ajbmeb-1717	141	8	random	random	ADJ
ajbmeb-1717	141	9	forest	forest	NOUN
ajbmeb-1717	141	10	model	model	NOUN
ajbmeb-1717	141	11	forecasts	forecast	NOUN
ajbmeb-1717	141	12	with	with	ADP
ajbmeb-1717	141	13	real	real	ADJ
ajbmeb-1717	141	14	indicators6	indicators6	NOUN
ajbmeb-1717	141	15	the	the	DET
ajbmeb-1717	141	16	boosting	boost	VERB
ajbmeb-1717	141	17	and	and	CCONJ
ajbmeb-1717	141	18	rf	rf	NOUN
ajbmeb-1717	141	19	models	model	NOUN
ajbmeb-1717	141	20	generally	generally	ADV
ajbmeb-1717	141	21	put	put	VERB
ajbmeb-1717	141	22	their	their	PRON
ajbmeb-1717	141	23	predictions	prediction	NOUN
ajbmeb-1717	141	24	slightly	slightly	ADV
ajbmeb-1717	141	25	higher	high	ADJ
ajbmeb-1717	141	26	than	than	ADP
ajbmeb-1717	141	27	the	the	DET
ajbmeb-1717	141	28	actual	actual	ADJ
ajbmeb-1717	141	29	figures	figure	NOUN
ajbmeb-1717	141	30	.	.	PUNCT
ajbmeb-1717	142	1	the	the	DET
ajbmeb-1717	142	2	average	average	ADJ
ajbmeb-1717	142	3	boosting	boost	VERB
ajbmeb-1717	142	4	model	model	NOUN
ajbmeb-1717	142	5	is	be	AUX
ajbmeb-1717	142	6	wrong	wrong	ADJ
ajbmeb-1717	142	7	by	by	ADP
ajbmeb-1717	142	8	0.5	0.5	NUM
ajbmeb-1717	142	9	percentage	percentage	NOUN
ajbmeb-1717	142	10	points	point	NOUN
ajbmeb-1717	142	11	(	(	PUNCT
ajbmeb-1717	142	12	mae=0.5	mae=0.5	NOUN
ajbmeb-1717	142	13	)	)	PUNCT
ajbmeb-1717	142	14	.	.	PUNCT
ajbmeb-1717	143	1	it	it	PRON
ajbmeb-1717	143	2	is	be	AUX
ajbmeb-1717	143	3	worth	worth	ADJ
ajbmeb-1717	143	4	noting	note	VERB
ajbmeb-1717	143	5	that	that	SCONJ
ajbmeb-1717	143	6	the	the	DET
ajbmeb-1717	143	7	forecasts	forecast	NOUN
ajbmeb-1717	143	8	for	for	ADP
ajbmeb-1717	143	9	2019	2019	NUM
ajbmeb-1717	143	10	are	be	AUX
ajbmeb-1717	143	11	equal	equal	ADJ
ajbmeb-1717	143	12	to	to	ADP
ajbmeb-1717	143	13	the	the	DET
ajbmeb-1717	143	14	actual	actual	ADJ
ajbmeb-1717	143	15	indicators	indicator	NOUN
ajbmeb-1717	143	16	.	.	PUNCT
ajbmeb-1717	144	1	figure	figure	VERB
ajbmeb-1717	144	2	3	3	NUM
ajbmeb-1717	144	3	.	.	NOUN
ajbmeb-1717	144	4	comparison	comparison	NOUN
ajbmeb-1717	144	5	of	of	ADP
ajbmeb-1717	144	6	lasso	lasso	NOUN
ajbmeb-1717	144	7	and	and	CCONJ
ajbmeb-1717	144	8	ridge	ridge	NOUN
ajbmeb-1717	144	9	regression	regression	NOUN
ajbmeb-1717	144	10	forecasts	forecast	NOUN
ajbmeb-1717	144	11	to	to	ADP
ajbmeb-1717	144	12	actual	actual	ADJ
ajbmeb-1717	144	13	indicators7	indicators7	NOUN
ajbmeb-1717	144	14	6	6	NUM
ajbmeb-1717	144	15	formed	form	VERB
ajbmeb-1717	144	16	by	by	ADP
ajbmeb-1717	144	17	the	the	DET
ajbmeb-1717	144	18	author	author	NOUN
ajbmeb-1717	144	19	7	7	NUM
ajbmeb-1717	144	20	formed	form	VERB
ajbmeb-1717	144	21	by	by	ADP
ajbmeb-1717	144	22	the	the	DET
ajbmeb-1717	144	23	author	author	NOUN
ajbmeb-1717	144	24	american	american	PROPN
ajbmeb-1717	144	25	journal	journal	PROPN
ajbmeb-1717	144	26	of	of	ADP
ajbmeb-1717	144	27	business	business	NOUN
ajbmeb-1717	144	28	management	management	NOUN
ajbmeb-1717	144	29	,	,	PUNCT
ajbmeb-1717	144	30	economics	economic	NOUN
ajbmeb-1717	144	31	and	and	CCONJ
ajbmeb-1717	144	32	banking	banking	NOUN
ajbmeb-1717	144	33	volume	volume	NOUN
ajbmeb-1717	144	34	20	20	NUM
ajbmeb-1717	144	35	january	january	PROPN
ajbmeb-1717	144	36	,	,	PUNCT
ajbmeb-1717	144	37	2024	2024	NUM
ajbmeb-1717	144	38	p	p	NOUN
ajbmeb-1717	144	39	a	a	DET
ajbmeb-1717	144	40	g	g	NOUN
ajbmeb-1717	144	41	e	e	NOUN
ajbmeb-1717	144	42	|	|	NOUN
ajbmeb-1717	144	43	43	43	NUM
ajbmeb-1717	144	44	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-1717	144	45	comparing	compare	VERB
ajbmeb-1717	144	46	the	the	DET
ajbmeb-1717	144	47	lasso	lasso	NOUN
ajbmeb-1717	144	48	and	and	CCONJ
ajbmeb-1717	144	49	ridge	ridge	NOUN
ajbmeb-1717	144	50	regression	regression	NOUN
ajbmeb-1717	144	51	forecasts	forecast	NOUN
ajbmeb-1717	144	52	with	with	ADP
ajbmeb-1717	144	53	the	the	DET
ajbmeb-1717	144	54	actual	actual	ADJ
ajbmeb-1717	144	55	figures	figure	NOUN
ajbmeb-1717	144	56	,	,	PUNCT
ajbmeb-1717	144	57	it	it	PRON
ajbmeb-1717	144	58	can	can	AUX
ajbmeb-1717	144	59	be	be	AUX
ajbmeb-1717	144	60	seen	see	VERB
ajbmeb-1717	144	61	that	that	SCONJ
ajbmeb-1717	144	62	the	the	DET
ajbmeb-1717	144	63	models	model	NOUN
ajbmeb-1717	144	64	are	be	AUX
ajbmeb-1717	144	65	on	on	ADP
ajbmeb-1717	144	66	average	average	ADJ
ajbmeb-1717	144	67	1.61	1.61	NUM
ajbmeb-1717	144	68	and	and	CCONJ
ajbmeb-1717	144	69	1.79	1.79	NUM
ajbmeb-1717	144	70	percentage	percentage	NOUN
ajbmeb-1717	144	71	points	point	NOUN
ajbmeb-1717	144	72	wrong	wrong	ADJ
ajbmeb-1717	144	73	each	each	DET
ajbmeb-1717	144	74	year	year	NOUN
ajbmeb-1717	144	75	,	,	PUNCT
ajbmeb-1717	144	76	respectively	respectively	ADV
ajbmeb-1717	144	77	.	.	PUNCT
ajbmeb-1717	145	1	one	one	NUM
ajbmeb-1717	145	2	of	of	ADP
ajbmeb-1717	145	3	the	the	DET
ajbmeb-1717	145	4	reasons	reason	NOUN
ajbmeb-1717	145	5	for	for	ADP
ajbmeb-1717	145	6	recording	record	VERB
ajbmeb-1717	145	7	such	such	DET
ajbmeb-1717	145	8	an	an	DET
ajbmeb-1717	145	9	indicator	indicator	NOUN
ajbmeb-1717	145	10	is	be	AUX
ajbmeb-1717	145	11	that	that	SCONJ
ajbmeb-1717	145	12	in	in	ADP
ajbmeb-1717	145	13	2019	2019	NUM
ajbmeb-1717	145	14	,	,	PUNCT
ajbmeb-1717	145	15	both	both	DET
ajbmeb-1717	145	16	models	model	NOUN
ajbmeb-1717	145	17	abnormally	abnormally	ADV
ajbmeb-1717	145	18	predicted	predict	VERB
ajbmeb-1717	145	19	the	the	DET
ajbmeb-1717	145	20	economic	economic	ADJ
ajbmeb-1717	145	21	growth	growth	NOUN
ajbmeb-1717	145	22	indicator	indicator	NOUN
ajbmeb-1717	145	23	at	at	ADP
ajbmeb-1717	145	24	a	a	DET
ajbmeb-1717	145	25	much	much	ADV
ajbmeb-1717	145	26	lower	low	ADJ
ajbmeb-1717	145	27	level	level	NOUN
ajbmeb-1717	145	28	than	than	ADP
ajbmeb-1717	145	29	the	the	DET
ajbmeb-1717	145	30	actual	actual	ADJ
ajbmeb-1717	145	31	one	one	NOUN
ajbmeb-1717	145	32	.	.	PUNCT
ajbmeb-1717	146	1	because	because	SCONJ
ajbmeb-1717	146	2	of	of	ADP
ajbmeb-1717	146	3	this	this	PRON
ajbmeb-1717	146	4	,	,	PUNCT
ajbmeb-1717	146	5	it	it	PRON
ajbmeb-1717	146	6	negatively	negatively	ADV
ajbmeb-1717	146	7	affected	affect	VERB
ajbmeb-1717	146	8	the	the	DET
ajbmeb-1717	146	9	accuracy	accuracy	NOUN
ajbmeb-1717	146	10	of	of	ADP
ajbmeb-1717	146	11	the	the	DET
ajbmeb-1717	146	12	models	model	NOUN
ajbmeb-1717	146	13	.	.	PUNCT
ajbmeb-1717	147	1	when	when	SCONJ
ajbmeb-1717	147	2	creating	create	VERB
ajbmeb-1717	147	3	the	the	DET
ajbmeb-1717	147	4	var	var	NOUN
ajbmeb-1717	147	5	model	model	NOUN
ajbmeb-1717	147	6	,	,	PUNCT
ajbmeb-1717	147	7	lags	lag	NOUN
ajbmeb-1717	147	8	of	of	ADP
ajbmeb-1717	147	9	indicators	indicator	NOUN
ajbmeb-1717	147	10	1	1	NUM
ajbmeb-1717	147	11	year	year	NOUN
ajbmeb-1717	147	12	ago	ago	ADV
ajbmeb-1717	147	13	were	be	AUX
ajbmeb-1717	147	14	taken	take	VERB
ajbmeb-1717	147	15	into	into	ADP
ajbmeb-1717	147	16	account	account	NOUN
ajbmeb-1717	147	17	.	.	PUNCT
ajbmeb-1717	148	1	in	in	ADP
ajbmeb-1717	148	2	this	this	DET
ajbmeb-1717	148	3	case	case	NOUN
ajbmeb-1717	148	4	,	,	PUNCT
ajbmeb-1717	148	5	the	the	DET
ajbmeb-1717	148	6	main	main	ADJ
ajbmeb-1717	148	7	reason	reason	NOUN
ajbmeb-1717	148	8	is	be	AUX
ajbmeb-1717	148	9	that	that	SCONJ
ajbmeb-1717	148	10	economic	economic	ADJ
ajbmeb-1717	148	11	indicators	indicator	NOUN
ajbmeb-1717	148	12	do	do	AUX
ajbmeb-1717	148	13	not	not	PART
ajbmeb-1717	148	14	immediately	immediately	ADV
ajbmeb-1717	148	15	affect	affect	VERB
ajbmeb-1717	148	16	the	the	DET
ajbmeb-1717	148	17	gdp	gdp	NOUN
ajbmeb-1717	148	18	growth	growth	NOUN
ajbmeb-1717	148	19	rate	rate	NOUN
ajbmeb-1717	148	20	.	.	PUNCT
ajbmeb-1717	149	1	the	the	DET
ajbmeb-1717	149	2	fact	fact	NOUN
ajbmeb-1717	149	3	that	that	SCONJ
ajbmeb-1717	149	4	the	the	DET
ajbmeb-1717	149	5	var	var	NOUN
ajbmeb-1717	149	6	(	(	PUNCT
ajbmeb-1717	149	7	1	1	NUM
ajbmeb-1717	149	8	)	)	PUNCT
ajbmeb-1717	149	9	model	model	NOUN
ajbmeb-1717	149	10	did	do	AUX
ajbmeb-1717	149	11	not	not	PART
ajbmeb-1717	149	12	show	show	VERB
ajbmeb-1717	149	13	such	such	DET
ajbmeb-1717	149	14	a	a	DET
ajbmeb-1717	149	15	good	good	ADJ
ajbmeb-1717	149	16	result	result	NOUN
ajbmeb-1717	149	17	is	be	AUX
ajbmeb-1717	149	18	explained	explain	VERB
ajbmeb-1717	149	19	by	by	ADP
ajbmeb-1717	149	20	the	the	DET
ajbmeb-1717	149	21	extreme	extreme	ADJ
ajbmeb-1717	149	22	sensitivity	sensitivity	NOUN
ajbmeb-1717	149	23	of	of	ADP
ajbmeb-1717	149	24	this	this	DET
ajbmeb-1717	149	25	model	model	NOUN
ajbmeb-1717	149	26	to	to	ADP
ajbmeb-1717	149	27	the	the	DET
ajbmeb-1717	149	28	quality	quality	NOUN
ajbmeb-1717	149	29	of	of	ADP
ajbmeb-1717	149	30	data	datum	NOUN
ajbmeb-1717	149	31	.	.	PUNCT
ajbmeb-1717	150	1	some	some	DET
ajbmeb-1717	150	2	deficiencies	deficiency	NOUN
ajbmeb-1717	150	3	in	in	ADP
ajbmeb-1717	150	4	the	the	DET
ajbmeb-1717	150	5	quality	quality	NOUN
ajbmeb-1717	150	6	of	of	ADP
ajbmeb-1717	150	7	data	datum	NOUN
ajbmeb-1717	150	8	generated	generate	VERB
ajbmeb-1717	150	9	for	for	ADP
ajbmeb-1717	150	10	the	the	DET
ajbmeb-1717	150	11	economy	economy	NOUN
ajbmeb-1717	150	12	of	of	ADP
ajbmeb-1717	150	13	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	150	14	directly	directly	ADV
ajbmeb-1717	150	15	affected	affect	VERB
ajbmeb-1717	150	16	the	the	DET
ajbmeb-1717	150	17	quality	quality	NOUN
ajbmeb-1717	150	18	of	of	ADP
ajbmeb-1717	150	19	the	the	DET
ajbmeb-1717	150	20	model	model	NOUN
ajbmeb-1717	150	21	.	.	PUNCT
ajbmeb-1717	151	1	v.	v.	ADP
ajbmeb-1717	151	2	conclusions	conclusion	NOUN
ajbmeb-1717	151	3	and	and	CCONJ
ajbmeb-1717	151	4	suggestions	suggestion	NOUN
ajbmeb-1717	151	5	machine	machine	NOUN
ajbmeb-1717	151	6	learning	learning	NOUN
ajbmeb-1717	151	7	methods	method	NOUN
ajbmeb-1717	151	8	,	,	PUNCT
ajbmeb-1717	151	9	which	which	PRON
ajbmeb-1717	151	10	are	be	AUX
ajbmeb-1717	151	11	now	now	ADV
ajbmeb-1717	151	12	popular	popular	ADJ
ajbmeb-1717	151	13	all	all	ADV
ajbmeb-1717	151	14	over	over	ADP
ajbmeb-1717	151	15	the	the	DET
ajbmeb-1717	151	16	world	world	NOUN
ajbmeb-1717	151	17	,	,	PUNCT
ajbmeb-1717	151	18	are	be	AUX
ajbmeb-1717	151	19	showing	show	VERB
ajbmeb-1717	151	20	themselves	themselves	PRON
ajbmeb-1717	151	21	in	in	ADP
ajbmeb-1717	151	22	a	a	DET
ajbmeb-1717	151	23	positive	positive	ADJ
ajbmeb-1717	151	24	way	way	NOUN
ajbmeb-1717	151	25	in	in	ADP
ajbmeb-1717	151	26	forecasting	forecast	VERB
ajbmeb-1717	151	27	the	the	DET
ajbmeb-1717	151	28	indicators	indicator	NOUN
ajbmeb-1717	151	29	of	of	ADP
ajbmeb-1717	151	30	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	151	31	's	's	PART
ajbmeb-1717	151	32	economy	economy	NOUN
ajbmeb-1717	151	33	.	.	PUNCT
ajbmeb-1717	152	1	the	the	DET
ajbmeb-1717	152	2	following	follow	VERB
ajbmeb-1717	152	3	conclusions	conclusion	NOUN
ajbmeb-1717	152	4	are	be	AUX
ajbmeb-1717	152	5	drawn	draw	VERB
ajbmeb-1717	152	6	from	from	ADP
ajbmeb-1717	152	7	this	this	DET
ajbmeb-1717	152	8	work	work	NOUN
ajbmeb-1717	152	9	:	:	PUNCT
ajbmeb-1717	152	10	1	1	X
ajbmeb-1717	152	11	.	.	X
ajbmeb-1717	152	12	random	random	ADJ
ajbmeb-1717	152	13	forest	forest	NOUN
ajbmeb-1717	152	14	and	and	CCONJ
ajbmeb-1717	152	15	boosting	boost	VERB
ajbmeb-1717	152	16	methods	method	NOUN
ajbmeb-1717	152	17	demonstrate	demonstrate	VERB
ajbmeb-1717	152	18	the	the	DET
ajbmeb-1717	152	19	extent	extent	NOUN
ajbmeb-1717	152	20	to	to	PART
ajbmeb-1717	152	21	which	which	PRON
ajbmeb-1717	152	22	machine	machine	NOUN
ajbmeb-1717	152	23	learning	learning	NOUN
ajbmeb-1717	152	24	can	can	AUX
ajbmeb-1717	152	25	be	be	AUX
ajbmeb-1717	152	26	used	use	VERB
ajbmeb-1717	152	27	in	in	ADP
ajbmeb-1717	152	28	economic	economic	ADJ
ajbmeb-1717	152	29	sectors	sector	NOUN
ajbmeb-1717	152	30	today	today	NOUN
ajbmeb-1717	152	31	.	.	PUNCT
ajbmeb-1717	153	1	although	although	SCONJ
ajbmeb-1717	153	2	these	these	DET
ajbmeb-1717	153	3	models	model	NOUN
ajbmeb-1717	153	4	were	be	AUX
ajbmeb-1717	153	5	not	not	PART
ajbmeb-1717	153	6	originally	originally	ADV
ajbmeb-1717	153	7	created	create	VERB
ajbmeb-1717	153	8	for	for	ADP
ajbmeb-1717	153	9	modeling	modeling	NOUN
ajbmeb-1717	153	10	time	time	NOUN
ajbmeb-1717	153	11	series	series	NOUN
ajbmeb-1717	153	12	,	,	PUNCT
ajbmeb-1717	153	13	their	their	PRON
ajbmeb-1717	153	14	flexibility	flexibility	NOUN
ajbmeb-1717	153	15	,	,	PUNCT
ajbmeb-1717	153	16	i.e.	i.e.	X
ajbmeb-1717	153	17	universality	universality	NOUN
ajbmeb-1717	153	18	,	,	PUNCT
ajbmeb-1717	153	19	for	for	SCONJ
ajbmeb-1717	153	20	every	every	DET
ajbmeb-1717	153	21	field	field	NOUN
ajbmeb-1717	153	22	shows	show	VERB
ajbmeb-1717	153	23	that	that	SCONJ
ajbmeb-1717	153	24	they	they	PRON
ajbmeb-1717	153	25	can	can	AUX
ajbmeb-1717	153	26	be	be	AUX
ajbmeb-1717	153	27	used	use	VERB
ajbmeb-1717	153	28	in	in	ADP
ajbmeb-1717	153	29	the	the	DET
ajbmeb-1717	153	30	forecast	forecast	NOUN
ajbmeb-1717	153	31	of	of	ADP
ajbmeb-1717	153	32	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	153	33	indicators	indicator	NOUN
ajbmeb-1717	153	34	.	.	PUNCT
ajbmeb-1717	154	1	2	2	X
ajbmeb-1717	154	2	.	.	X
ajbmeb-1717	154	3	even	even	ADV
ajbmeb-1717	154	4	if	if	SCONJ
ajbmeb-1717	154	5	the	the	DET
ajbmeb-1717	154	6	application	application	NOUN
ajbmeb-1717	154	7	of	of	ADP
ajbmeb-1717	154	8	neural	neural	ADJ
ajbmeb-1717	154	9	networks	network	NOUN
ajbmeb-1717	154	10	did	do	AUX
ajbmeb-1717	154	11	not	not	PART
ajbmeb-1717	154	12	give	give	VERB
ajbmeb-1717	154	13	a	a	DET
ajbmeb-1717	154	14	satisfactory	satisfactory	ADJ
ajbmeb-1717	154	15	result	result	NOUN
ajbmeb-1717	154	16	in	in	ADP
ajbmeb-1717	154	17	the	the	DET
ajbmeb-1717	154	18	forecast	forecast	NOUN
ajbmeb-1717	154	19	of	of	ADP
ajbmeb-1717	154	20	the	the	DET
ajbmeb-1717	154	21	level	level	NOUN
ajbmeb-1717	154	22	of	of	ADP
ajbmeb-1717	154	23	inflation	inflation	NOUN
ajbmeb-1717	154	24	in	in	ADP
ajbmeb-1717	154	25	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	154	26	,	,	PUNCT
ajbmeb-1717	154	27	the	the	DET
ajbmeb-1717	154	28	potential	potential	NOUN
ajbmeb-1717	154	29	of	of	ADP
ajbmeb-1717	154	30	this	this	DET
ajbmeb-1717	154	31	model	model	NOUN
ajbmeb-1717	154	32	is	be	AUX
ajbmeb-1717	154	33	great	great	ADJ
ajbmeb-1717	154	34	.	.	PUNCT
ajbmeb-1717	155	1	taking	take	VERB
ajbmeb-1717	155	2	into	into	ADP
ajbmeb-1717	155	3	account	account	NOUN
ajbmeb-1717	155	4	the	the	DET
ajbmeb-1717	155	5	fact	fact	NOUN
ajbmeb-1717	155	6	that	that	SCONJ
ajbmeb-1717	155	7	thousands	thousand	NOUN
ajbmeb-1717	155	8	of	of	ADP
ajbmeb-1717	155	9	articles	article	NOUN
ajbmeb-1717	155	10	in	in	ADP
ajbmeb-1717	155	11	various	various	ADJ
ajbmeb-1717	155	12	publications	publication	NOUN
ajbmeb-1717	155	13	are	be	AUX
ajbmeb-1717	155	14	devoted	devote	VERB
ajbmeb-1717	155	15	to	to	ADP
ajbmeb-1717	155	16	this	this	DET
ajbmeb-1717	155	17	topic	topic	NOUN
ajbmeb-1717	155	18	every	every	DET
ajbmeb-1717	155	19	year	year	NOUN
ajbmeb-1717	155	20	in	in	ADP
ajbmeb-1717	155	21	the	the	DET
ajbmeb-1717	155	22	international	international	ADJ
ajbmeb-1717	155	23	scientific	scientific	ADJ
ajbmeb-1717	155	24	community	community	NOUN
ajbmeb-1717	155	25	,	,	PUNCT
ajbmeb-1717	155	26	the	the	DET
ajbmeb-1717	155	27	implementation	implementation	NOUN
ajbmeb-1717	155	28	of	of	ADP
ajbmeb-1717	155	29	neural	neural	ADJ
ajbmeb-1717	155	30	networks	network	NOUN
ajbmeb-1717	155	31	and	and	CCONJ
ajbmeb-1717	155	32	,	,	PUNCT
ajbmeb-1717	155	33	in	in	ADP
ajbmeb-1717	155	34	a	a	DET
ajbmeb-1717	155	35	broad	broad	ADJ
ajbmeb-1717	155	36	sense	sense	NOUN
ajbmeb-1717	155	37	,	,	PUNCT
ajbmeb-1717	155	38	“	"	PUNCT
ajbmeb-1717	155	39	deep	deep	ADJ
ajbmeb-1717	155	40	learning	learning	NOUN
ajbmeb-1717	155	41	”	"	PUNCT
ajbmeb-1717	155	42	algorithms	algorithm	NOUN
ajbmeb-1717	155	43	becomes	become	VERB
ajbmeb-1717	155	44	one	one	NUM
ajbmeb-1717	155	45	of	of	ADP
ajbmeb-1717	155	46	the	the	DET
ajbmeb-1717	155	47	most	most	ADV
ajbmeb-1717	155	48	urgent	urgent	ADJ
ajbmeb-1717	155	49	issues	issue	NOUN
ajbmeb-1717	155	50	.	.	PUNCT
ajbmeb-1717	156	1	the	the	DET
ajbmeb-1717	156	2	current	current	ADJ
ajbmeb-1717	156	3	unsatisfactory	unsatisfactory	ADJ
ajbmeb-1717	156	4	results	result	NOUN
ajbmeb-1717	156	5	are	be	AUX
ajbmeb-1717	156	6	explained	explain	VERB
ajbmeb-1717	156	7	by	by	ADP
ajbmeb-1717	156	8	the	the	DET
ajbmeb-1717	156	9	insufficient	insufficient	ADJ
ajbmeb-1717	156	10	number	number	NOUN
ajbmeb-1717	156	11	of	of	ADP
ajbmeb-1717	156	12	observations	observation	NOUN
ajbmeb-1717	156	13	for	for	ADP
ajbmeb-1717	156	14	the	the	DET
ajbmeb-1717	156	15	algorithm	algorithm	NOUN
ajbmeb-1717	156	16	,	,	PUNCT
ajbmeb-1717	156	17	the	the	DET
ajbmeb-1717	156	18	author	author	NOUN
ajbmeb-1717	156	19	's	's	PART
ajbmeb-1717	156	20	insufficient	insufficient	ADJ
ajbmeb-1717	156	21	knowledge	knowledge	NOUN
ajbmeb-1717	156	22	and	and	CCONJ
ajbmeb-1717	156	23	experience	experience	NOUN
ajbmeb-1717	156	24	in	in	ADP
ajbmeb-1717	156	25	the	the	DET
ajbmeb-1717	156	26	field	field	NOUN
ajbmeb-1717	156	27	,	,	PUNCT
ajbmeb-1717	156	28	and	and	CCONJ
ajbmeb-1717	156	29	the	the	DET
ajbmeb-1717	156	30	unavailability	unavailability	NOUN
ajbmeb-1717	156	31	of	of	ADP
ajbmeb-1717	156	32	calculation	calculation	NOUN
ajbmeb-1717	156	33	capabilities	capability	NOUN
ajbmeb-1717	156	34	.	.	PUNCT
ajbmeb-1717	157	1	generally	generally	ADV
ajbmeb-1717	157	2	speaking	speak	VERB
ajbmeb-1717	157	3	,	,	PUNCT
ajbmeb-1717	157	4	the	the	DET
ajbmeb-1717	157	5	application	application	NOUN
ajbmeb-1717	157	6	of	of	ADP
ajbmeb-1717	157	7	machine	machine	NOUN
ajbmeb-1717	157	8	learning	learn	VERB
ajbmeb-1717	157	9	in	in	ADP
ajbmeb-1717	157	10	various	various	ADJ
ajbmeb-1717	157	11	areas	area	NOUN
ajbmeb-1717	157	12	of	of	ADP
ajbmeb-1717	157	13	the	the	DET
ajbmeb-1717	157	14	economy	economy	NOUN
ajbmeb-1717	157	15	is	be	AUX
ajbmeb-1717	157	16	one	one	NUM
ajbmeb-1717	157	17	of	of	ADP
ajbmeb-1717	157	18	the	the	DET
ajbmeb-1717	157	19	important	important	ADJ
ajbmeb-1717	157	20	parts	part	NOUN
ajbmeb-1717	157	21	of	of	ADP
ajbmeb-1717	157	22	the	the	DET
ajbmeb-1717	157	23	fourth	fourth	ADJ
ajbmeb-1717	157	24	industrial	industrial	ADJ
ajbmeb-1717	157	25	revolution	revolution	NOUN
ajbmeb-1717	157	26	,	,	PUNCT
ajbmeb-1717	157	27	the	the	DET
ajbmeb-1717	157	28	“	"	PUNCT
ajbmeb-1717	157	29	digital	digital	ADJ
ajbmeb-1717	157	30	economy	economy	NOUN
ajbmeb-1717	157	31	”	"	PUNCT
ajbmeb-1717	157	32	,	,	PUNCT
ajbmeb-1717	157	33	which	which	PRON
ajbmeb-1717	157	34	are	be	AUX
ajbmeb-1717	157	35	currently	currently	ADV
ajbmeb-1717	157	36	current	current	ADJ
ajbmeb-1717	157	37	topics	topic	NOUN
ajbmeb-1717	157	38	.	.	PUNCT
ajbmeb-1717	158	1	researching	research	VERB
ajbmeb-1717	158	2	the	the	DET
ajbmeb-1717	158	3	issues	issue	NOUN
ajbmeb-1717	158	4	of	of	ADP
ajbmeb-1717	158	5	applying	apply	VERB
ajbmeb-1717	158	6	these	these	DET
ajbmeb-1717	158	7	methods	method	NOUN
ajbmeb-1717	158	8	for	for	ADP
ajbmeb-1717	158	9	the	the	DET
ajbmeb-1717	158	10	economy	economy	NOUN
ajbmeb-1717	158	11	of	of	ADP
ajbmeb-1717	158	12	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	158	13	will	will	AUX
ajbmeb-1717	158	14	help	help	VERB
ajbmeb-1717	158	15	to	to	PART
ajbmeb-1717	158	16	increase	increase	VERB
ajbmeb-1717	158	17	the	the	DET
ajbmeb-1717	158	18	competitiveness	competitiveness	NOUN
ajbmeb-1717	158	19	of	of	ADP
ajbmeb-1717	158	20	the	the	DET
ajbmeb-1717	158	21	country	country	NOUN
ajbmeb-1717	158	22	's	's	PART
ajbmeb-1717	158	23	economy	economy	NOUN
ajbmeb-1717	158	24	,	,	PUNCT
ajbmeb-1717	158	25	to	to	PART
ajbmeb-1717	158	26	adapt	adapt	VERB
ajbmeb-1717	158	27	to	to	ADP
ajbmeb-1717	158	28	the	the	DET
ajbmeb-1717	158	29	changes	change	NOUN
ajbmeb-1717	158	30	of	of	ADP
ajbmeb-1717	158	31	the	the	DET
ajbmeb-1717	158	32	new	new	ADJ
ajbmeb-1717	158	33	era	era	NOUN
ajbmeb-1717	158	34	more	more	ADV
ajbmeb-1717	158	35	quickly	quickly	ADV
ajbmeb-1717	158	36	,	,	PUNCT
ajbmeb-1717	158	37	and	and	CCONJ
ajbmeb-1717	158	38	to	to	PART
ajbmeb-1717	158	39	increase	increase	VERB
ajbmeb-1717	158	40	the	the	DET
ajbmeb-1717	158	41	accuracy	accuracy	NOUN
ajbmeb-1717	158	42	of	of	ADP
ajbmeb-1717	158	43	future	future	ADJ
ajbmeb-1717	158	44	forecasts	forecast	NOUN
ajbmeb-1717	158	45	.	.	PUNCT
ajbmeb-1717	159	1	based	base	VERB
ajbmeb-1717	159	2	on	on	ADP
ajbmeb-1717	159	3	these	these	DET
ajbmeb-1717	159	4	results	result	NOUN
ajbmeb-1717	159	5	,	,	PUNCT
ajbmeb-1717	159	6	the	the	DET
ajbmeb-1717	159	7	following	follow	VERB
ajbmeb-1717	159	8	conclusions	conclusion	NOUN
ajbmeb-1717	159	9	are	be	AUX
ajbmeb-1717	159	10	drawn	draw	VERB
ajbmeb-1717	159	11	regarding	regard	VERB
ajbmeb-1717	159	12	the	the	DET
ajbmeb-1717	159	13	improvement	improvement	NOUN
ajbmeb-1717	159	14	of	of	ADP
ajbmeb-1717	159	15	the	the	DET
ajbmeb-1717	159	16	forecasting	forecasting	NOUN
ajbmeb-1717	159	17	accuracy	accuracy	NOUN
ajbmeb-1717	159	18	of	of	ADP
ajbmeb-1717	159	19	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	159	20	indicators	indicator	NOUN
ajbmeb-1717	159	21	,	,	PUNCT
ajbmeb-1717	159	22	in	in	ADP
ajbmeb-1717	159	23	particular	particular	ADJ
ajbmeb-1717	159	24	,	,	PUNCT
ajbmeb-1717	159	25	inflation	inflation	NOUN
ajbmeb-1717	159	26	rates	rate	NOUN
ajbmeb-1717	159	27	calculated	calculate	VERB
ajbmeb-1717	159	28	through	through	ADP
ajbmeb-1717	159	29	the	the	DET
ajbmeb-1717	159	30	consumer	consumer	NOUN
ajbmeb-1717	159	31	price	price	NOUN
ajbmeb-1717	159	32	index	index	NOUN
ajbmeb-1717	159	33	in	in	ADP
ajbmeb-1717	159	34	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	159	35	:	:	PUNCT
ajbmeb-1717	159	36	•	•	ADP
ajbmeb-1717	159	37	consider	consider	VERB
ajbmeb-1717	159	38	the	the	DET
ajbmeb-1717	159	39	issue	issue	NOUN
ajbmeb-1717	159	40	of	of	ADP
ajbmeb-1717	159	41	using	use	VERB
ajbmeb-1717	159	42	machine	machine	NOUN
ajbmeb-1717	159	43	learning	learning	NOUN
ajbmeb-1717	159	44	methods	method	NOUN
ajbmeb-1717	159	45	in	in	ADP
ajbmeb-1717	159	46	forecasting	forecasting	NOUN
ajbmeb-1717	159	47	;	;	PUNCT
ajbmeb-1717	159	48	•	•	NUM
ajbmeb-1717	159	49	implementation	implementation	NOUN
ajbmeb-1717	159	50	of	of	ADP
ajbmeb-1717	159	51	foreign	foreign	ADJ
ajbmeb-1717	159	52	experience	experience	NOUN
ajbmeb-1717	159	53	in	in	ADP
ajbmeb-1717	159	54	the	the	DET
ajbmeb-1717	159	55	use	use	NOUN
ajbmeb-1717	159	56	of	of	ADP
ajbmeb-1717	159	57	artificial	artificial	ADJ
ajbmeb-1717	159	58	neural	neural	ADJ
ajbmeb-1717	159	59	network	network	NOUN
ajbmeb-1717	159	60	methods	method	NOUN
ajbmeb-1717	159	61	in	in	ADP
ajbmeb-1717	159	62	the	the	DET
ajbmeb-1717	159	63	economy	economy	NOUN
ajbmeb-1717	159	64	of	of	ADP
ajbmeb-1717	159	65	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	159	66	;	;	PUNCT
ajbmeb-1717	159	67	by	by	ADP
ajbmeb-1717	159	68	applying	apply	VERB
ajbmeb-1717	159	69	these	these	DET
ajbmeb-1717	159	70	recommendations	recommendation	NOUN
ajbmeb-1717	159	71	,	,	PUNCT
ajbmeb-1717	159	72	uzbekistan	uzbekistan	PROPN
ajbmeb-1717	159	73	will	will	AUX
ajbmeb-1717	159	74	have	have	VERB
ajbmeb-1717	159	75	the	the	DET
ajbmeb-1717	159	76	opportunity	opportunity	NOUN
ajbmeb-1717	159	77	to	to	PART
ajbmeb-1717	159	78	increase	increase	VERB
ajbmeb-1717	159	79	the	the	DET
ajbmeb-1717	159	80	accuracy	accuracy	NOUN
ajbmeb-1717	159	81	of	of	ADP
ajbmeb-1717	159	82	forecasting	forecast	VERB
ajbmeb-1717	159	83	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	159	84	indicators	indicator	NOUN
ajbmeb-1717	159	85	and	and	CCONJ
ajbmeb-1717	159	86	quickly	quickly	ADV
ajbmeb-1717	159	87	respond	respond	VERB
ajbmeb-1717	159	88	to	to	ADP
ajbmeb-1717	159	89	various	various	ADJ
ajbmeb-1717	159	90	economic	economic	ADJ
ajbmeb-1717	159	91	processes	process	NOUN
ajbmeb-1717	159	92	.	.	PUNCT
ajbmeb-1717	160	1	american	american	ADJ
ajbmeb-1717	160	2	journal	journal	PROPN
ajbmeb-1717	160	3	of	of	ADP
ajbmeb-1717	160	4	business	business	NOUN
ajbmeb-1717	160	5	management	management	NOUN
ajbmeb-1717	160	6	,	,	PUNCT
ajbmeb-1717	160	7	economics	economic	NOUN
ajbmeb-1717	160	8	and	and	CCONJ
ajbmeb-1717	160	9	banking	banking	NOUN
ajbmeb-1717	160	10	volume	volume	NOUN
ajbmeb-1717	160	11	20	20	NUM
ajbmeb-1717	160	12	january	january	PROPN
ajbmeb-1717	160	13	,	,	PUNCT
ajbmeb-1717	160	14	2024	2024	NUM
ajbmeb-1717	160	15	p	p	NOUN
ajbmeb-1717	160	16	a	a	DET
ajbmeb-1717	160	17	g	g	NOUN
ajbmeb-1717	160	18	e	e	NOUN
ajbmeb-1717	160	19	|	|	ADV
ajbmeb-1717	160	20	44	44	NUM
ajbmeb-1717	160	21	www.americanjournal.org	www.americanjournal.org	PROPN
ajbmeb-1717	160	22	references	reference	NOUN
ajbmeb-1717	160	23	1	1	NUM
ajbmeb-1717	160	24	.	.	PUNCT
ajbmeb-1717	161	1	phillips	phillip	NOUN
ajbmeb-1717	161	2	curve	curve	VERB
ajbmeb-1717	161	3	inflation	inflation	NOUN
ajbmeb-1717	161	4	forecasts	forecast	VERB
ajbmeb-1717	161	5	james	james	PROPN
ajbmeb-1717	161	6	h.	h.	PROPN
ajbmeb-1717	161	7	stock	stock	PROPN
ajbmeb-1717	161	8	,	,	PUNCT
ajbmeb-1717	161	9	mark	mark	PROPN
ajbmeb-1717	161	10	w.	w.	PROPN
ajbmeb-1717	161	11	watson	watson	PROPN
ajbmeb-1717	161	12	nber	nber	PROPN
ajbmeb-1717	161	13	working	working	PROPN
ajbmeb-1717	161	14	paper	paper	PROPN
ajbmeb-1717	161	15	no	no	INTJ
ajbmeb-1717	161	16	.	.	PROPN
ajbmeb-1717	162	1	14322	14322	NUM
ajbmeb-1717	162	2	september	september	PROPN
ajbmeb-1717	162	3	2008	2008	NUM
ajbmeb-1717	162	4	2	2	NUM
ajbmeb-1717	162	5	.	.	PUNCT
ajbmeb-1717	163	1	inflation	inflation	NOUN
ajbmeb-1717	163	2	forecasting	forecasting	NOUN
ajbmeb-1717	163	3	;	;	PUNCT
ajbmeb-1717	163	4	faust	faust	PROPN
ajbmeb-1717	163	5	,	,	PUNCT
ajbmeb-1717	163	6	jon	jon	PROPN
ajbmeb-1717	163	7	;	;	PUNCT
ajbmeb-1717	163	8	jonathan	jonathan	PROPN
ajbmeb-1717	163	9	h.	h.	PROPN
ajbmeb-1717	163	10	wright	wright	PROPN
ajbmeb-1717	163	11	;	;	PUNCT
ajbmeb-1717	163	12	handbook	handbook	NOUN
ajbmeb-1717	163	13	of	of	ADP
ajbmeb-1717	163	14	forecasting	forecasting	NOUN
ajbmeb-1717	163	15	,	,	PUNCT
ajbmeb-1717	163	16	2	2	NUM
ajbmeb-1717	163	17	:	:	PUNCT
ajbmeb-1717	163	18	a	a	PRON
ajbmeb-1717	163	19	,	,	PUNCT
ajbmeb-1717	163	20	2013	2013	NUM
ajbmeb-1717	163	21	,	,	PUNCT
ajbmeb-1717	163	22	g.	g.	PROPN
ajbmeb-1717	163	23	elliott	elliott	PROPN
ajbmeb-1717	163	24	and	and	CCONJ
ajbmeb-1717	163	25	a.	a.	NOUN
ajbmeb-1717	163	26	timmermann	timmermann	PROPN
ajbmeb-1717	163	27	eds	eds	PROPN
ajbmeb-1717	163	28	.	.	PROPN
ajbmeb-1717	163	29	,	,	PUNCT
ajbmeb-1717	163	30	2013	2013	NUM
ajbmeb-1717	163	31	,	,	PUNCT
ajbmeb-1717	163	32	2	2	NUM
ajbmeb-1717	163	33	-	-	SYM
ajbmeb-1717	163	34	56	56	NUM
ajbmeb-1717	163	35	..	..	PUNCT
ajbmeb-1717	163	36	)	)	PUNCT
ajbmeb-1717	164	1	3	3	X
ajbmeb-1717	164	2	.	.	X
ajbmeb-1717	164	3	fokin	fokin	PROPN
ajbmeb-1717	164	4	,	,	PUNCT
ajbmeb-1717	164	5	n.	n.	NOUN
ajbmeb-1717	164	6	and	and	CCONJ
ajbmeb-1717	164	7	polbin	polbin	NOUN
ajbmeb-1717	164	8	,	,	PUNCT
ajbmeb-1717	164	9	a.	a.	NOUN
ajbmeb-1717	164	10	(	(	PUNCT
ajbmeb-1717	164	11	2019	2019	NUM
ajbmeb-1717	164	12	)	)	PUNCT
ajbmeb-1717	164	13	.	.	PUNCT
ajbmeb-1717	165	1	forecasting	forecast	VERB
ajbmeb-1717	165	2	russia	russia	PROPN
ajbmeb-1717	165	3	's	's	PART
ajbmeb-1717	165	4	key	key	ADJ
ajbmeb-1717	165	5	macroeconomic	macroeconomic	ADJ
ajbmeb-1717	165	6	indicators	indicator	NOUN
ajbmeb-1717	165	7	with	with	ADP
ajbmeb-1717	165	8	the	the	DET
ajbmeb-1717	165	9	var	var	NOUN
ajbmeb-1717	165	10	-	-	PUNCT
ajbmeb-1717	165	11	lasso	lasso	NOUN
ajbmeb-1717	165	12	model	model	NOUN
ajbmeb-1717	165	13	.	.	PUNCT
ajbmeb-1717	166	1	russian	russian	ADJ
ajbmeb-1717	166	2	journal	journal	PROPN
ajbmeb-1717	166	3	of	of	ADP
ajbmeb-1717	166	4	money	money	NOUN
ajbmeb-1717	166	5	and	and	CCONJ
ajbmeb-1717	166	6	finance	finance	NOUN
ajbmeb-1717	166	7	,	,	PUNCT
ajbmeb-1717	166	8	78(2	78(2	PROPN
ajbmeb-1717	166	9	)	)	PUNCT
ajbmeb-1717	166	10	,	,	PUNCT
ajbmeb-1717	166	11	pp	pp	ADP
ajbmeb-1717	166	12	.	.	PUNCT
ajbmeb-1717	167	1	67–93	67–93	X
ajbmeb-1717	167	2	.	.	PUNCT
ajbmeb-1717	168	1	4	4	X
ajbmeb-1717	168	2	.	.	X
ajbmeb-1717	168	3	baybuza	baybuza	PROPN
ajbmeb-1717	168	4	,	,	PUNCT
ajbmeb-1717	168	5	i.	i.	NOUN
ajbmeb-1717	168	6	(	(	PUNCT
ajbmeb-1717	168	7	2018	2018	NUM
ajbmeb-1717	168	8	)	)	PUNCT
ajbmeb-1717	168	9	.	.	PUNCT
ajbmeb-1717	169	1	infation	infation	NOUN
ajbmeb-1717	169	2	forecasting	forecasting	NOUN
ajbmeb-1717	169	3	using	use	VERB
ajbmeb-1717	169	4	machine	machine	NOUN
ajbmeb-1717	169	5	learning	learning	NOUN
ajbmeb-1717	169	6	methods	method	NOUN
ajbmeb-1717	169	7	.	.	PUNCT
ajbmeb-1717	170	1	russian	russian	ADJ
ajbmeb-1717	170	2	journal	journal	PROPN
ajbmeb-1717	170	3	of	of	ADP
ajbmeb-1717	170	4	money	money	NOUN
ajbmeb-1717	170	5	and	and	CCONJ
ajbmeb-1717	170	6	finance	finance	NOUN
ajbmeb-1717	170	7	,	,	PUNCT
ajbmeb-1717	170	8	77(4	77(4	NUM
ajbmeb-1717	170	9	)	)	PUNCT
ajbmeb-1717	170	10	,	,	PUNCT
ajbmeb-1717	170	11	pp	pp	PROPN
ajbmeb-1717	170	12	.	.	PUNCT
ajbmeb-1717	171	1	42–59	42–59	NOUN
ajbmeb-1717	171	2	.	.	PUNCT
ajbmeb-1717	172	1	5	5	NUM
ajbmeb-1717	172	2	.	.	X
ajbmeb-1717	173	1	tibshirani	tibshirani	PROPN
ajbmeb-1717	173	2	,	,	PUNCT
ajbmeb-1717	173	3	robert	robert	PROPN
ajbmeb-1717	173	4	(	(	PUNCT
ajbmeb-1717	173	5	1996	1996	NUM
ajbmeb-1717	173	6	)	)	PUNCT
ajbmeb-1717	173	7	.	.	PUNCT
ajbmeb-1717	174	1	“	"	PUNCT
ajbmeb-1717	174	2	regression	regression	NOUN
ajbmeb-1717	174	3	shrinkage	shrinkage	NOUN
ajbmeb-1717	174	4	and	and	CCONJ
ajbmeb-1717	174	5	selection	selection	NOUN
ajbmeb-1717	174	6	via	via	ADP
ajbmeb-1717	174	7	the	the	DET
ajbmeb-1717	174	8	lasso	lasso	NOUN
ajbmeb-1717	174	9	”	"	PUNCT
ajbmeb-1717	174	10	.	.	PUNCT
ajbmeb-1717	175	1	journal	journal	NOUN
ajbmeb-1717	175	2	of	of	ADP
ajbmeb-1717	175	3	the	the	DET
ajbmeb-1717	175	4	royal	royal	ADJ
ajbmeb-1717	175	5	statistical	statistical	ADJ
ajbmeb-1717	175	6	society	society	NOUN
ajbmeb-1717	175	7	.	.	PUNCT
ajbmeb-1717	176	1	series	series	PROPN
ajbmeb-1717	176	2	b	b	PROPN
ajbmeb-1717	176	3	(	(	PUNCT
ajbmeb-1717	176	4	methodological	methodological	ADJ
ajbmeb-1717	176	5	)	)	PUNCT
ajbmeb-1717	176	6	.	.	PUNCT
ajbmeb-1717	177	1	wiley	wiley	PROPN
ajbmeb-1717	177	2	.	.	PUNCT
ajbmeb-1717	178	1	58	58	NUM
ajbmeb-1717	178	2	(	(	PUNCT
ajbmeb-1717	178	3	1	1	NUM
ajbmeb-1717	178	4	):	):	PUNCT
ajbmeb-1717	178	5	267–88	267–88	NUM
ajbmeb-1717	178	6	.	.	PUNCT
ajbmeb-1717	179	1	6	6	NUM
ajbmeb-1717	179	2	.	.	X
ajbmeb-1717	180	1	http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.ridge.html	http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.ridge.html	PROPN
ajbmeb-1717	180	2	(	(	PUNCT
ajbmeb-1717	180	3	25/01/2020	25/01/2020	NUM
ajbmeb-1717	180	4	)	)	PUNCT
ajbmeb-1717	180	5	7	7	NUM
ajbmeb-1717	180	6	.	.	X
ajbmeb-1717	180	7	https://scikit-learn.org/stable/modules/linear_model.html	https://scikit-learn.org/stable/modules/linear_model.html	PRON
ajbmeb-1717	180	8	(	(	PUNCT
ajbmeb-1717	180	9	25/01/2020	25/01/2020	NUM
ajbmeb-1717	180	10	)	)	PUNCT
ajbmeb-1717	180	11	8	8	NUM
ajbmeb-1717	180	12	.	.	X
ajbmeb-1717	180	13	breiman	breiman	NOUN
ajbmeb-1717	180	14	,	,	PUNCT
ajbmeb-1717	180	15	l.	l.	PROPN
ajbmeb-1717	180	16	(	(	PUNCT
ajbmeb-1717	180	17	2001	2001	NUM
ajbmeb-1717	180	18	)	)	PUNCT
ajbmeb-1717	180	19	.	.	PUNCT
ajbmeb-1717	181	1	random	random	ADJ
ajbmeb-1717	181	2	forests	forest	NOUN
ajbmeb-1717	181	3	.	.	PUNCT
ajbmeb-1717	182	1	machine	machine	NOUN
ajbmeb-1717	182	2	learning	learning	PROPN
ajbmeb-1717	182	3	,	,	PUNCT
ajbmeb-1717	182	4	45(1	45(1	NOUN
ajbmeb-1717	182	5	)	)	PUNCT
ajbmeb-1717	182	6	,	,	PUNCT
ajbmeb-1717	182	7	pp	pp	ADP
ajbmeb-1717	182	8	.	.	PUNCT
ajbmeb-1717	183	1	5–32	5–32	NOUN
ajbmeb-1717	183	2	.	.	PUNCT
ajbmeb-1717	184	1	9	9	X
ajbmeb-1717	184	2	.	.	X
ajbmeb-1717	184	3	friedman	friedman	PROPN
ajbmeb-1717	184	4	,	,	PUNCT
ajbmeb-1717	184	5	j.	j.	PROPN
ajbmeb-1717	184	6	h.	h.	PROPN
ajbmeb-1717	184	7	(	(	PUNCT
ajbmeb-1717	184	8	2000	2000	NUM
ajbmeb-1717	184	9	)	)	PUNCT
ajbmeb-1717	184	10	.	.	PUNCT
ajbmeb-1717	185	1	greedy	greedy	ADJ
ajbmeb-1717	185	2	function	function	NOUN
ajbmeb-1717	185	3	approximation	approximation	NOUN
ajbmeb-1717	185	4	:	:	PUNCT
ajbmeb-1717	185	5	a	a	DET
ajbmeb-1717	185	6	gradient	gradient	ADJ
ajbmeb-1717	185	7	boosting	boost	VERB
ajbmeb-1717	185	8	machine	machine	NOUN
ajbmeb-1717	185	9	.	.	PUNCT
ajbmeb-1717	186	1	te	te	ADP
ajbmeb-1717	186	2	annals	annal	NOUN
ajbmeb-1717	186	3	of	of	ADP
ajbmeb-1717	186	4	statistics	statistic	NOUN
ajbmeb-1717	186	5	,	,	PUNCT
ajbmeb-1717	186	6	29(5	29(5	NUM
ajbmeb-1717	186	7	)	)	PUNCT
ajbmeb-1717	186	8	,	,	PUNCT
ajbmeb-1717	186	9	pp	pp	ADJ
ajbmeb-1717	186	10	.	.	PUNCT
ajbmeb-1717	187	1	1189–1232	1189–1232	NUM
ajbmeb-1717	187	2	.	.	PUNCT
ajbmeb-1717	187	3	10	10	NUM
ajbmeb-1717	187	4	.	.	PUNCT
ajbmeb-1717	187	5	baybuza	baybuza	PROPN
ajbmeb-1717	187	6	,	,	PUNCT
ajbmeb-1717	187	7	i.	i.	NOUN
ajbmeb-1717	187	8	(	(	PUNCT
ajbmeb-1717	187	9	2018	2018	NUM
ajbmeb-1717	187	10	)	)	PUNCT
ajbmeb-1717	187	11	.	.	PUNCT
ajbmeb-1717	188	1	infation	infation	NOUN
ajbmeb-1717	188	2	forecasting	forecasting	NOUN
ajbmeb-1717	188	3	using	use	VERB
ajbmeb-1717	188	4	machine	machine	NOUN
ajbmeb-1717	188	5	learning	learning	NOUN
ajbmeb-1717	188	6	methods	method	NOUN
ajbmeb-1717	188	7	.	.	PUNCT
ajbmeb-1717	189	1	russian	russian	ADJ
ajbmeb-1717	189	2	journal	journal	PROPN
ajbmeb-1717	189	3	of	of	ADP
ajbmeb-1717	189	4	money	money	NOUN
ajbmeb-1717	189	5	and	and	CCONJ
ajbmeb-1717	189	6	finance	finance	NOUN
ajbmeb-1717	189	7	,	,	PUNCT
ajbmeb-1717	189	8	77(4	77(4	NUM
ajbmeb-1717	189	9	)	)	PUNCT
ajbmeb-1717	189	10	,	,	PUNCT
ajbmeb-1717	189	11	pp	pp	PROPN
ajbmeb-1717	189	12	.	.	PUNCT
ajbmeb-1717	190	1	42–59	42–59	NOUN
ajbmeb-1717	190	2	.	.	PUNCT
ajbmeb-1717	191	1	11	11	NUM
ajbmeb-1717	191	2	.	.	PUNCT
ajbmeb-1717	192	1	https://www.digitaltrends.com/cool-tech/what-is-an-artificial-neural-network/	https://www.digitaltrends.com/cool-tech/what-is-an-artificial-neural-network/	NOUN
ajbmeb-1717	192	2	.	.	PUNCT
ajbmeb-1717	193	1	https://www.digitaltrends.com/cool-tech/what-is-an-artificial-neural-network/	https://www.digitaltrends.com/cool-tech/what-is-an-artificial-neural-network/	NOUN