id	sid	tid	token	lemma	pos
american_scientific_journal-11010	1	1	309	309	NUM
american_scientific_journal-11010	1	2	american	american	ADJ
american_scientific_journal-11010	1	3	academic	academic	ADJ
american_scientific_journal-11010	1	4	scientific	scientific	ADJ
american_scientific_journal-11010	1	5	research	research	NOUN
american_scientific_journal-11010	1	6	journal	journal	NOUN
american_scientific_journal-11010	1	7	for	for	ADP
american_scientific_journal-11010	1	8	engineering	engineering	NOUN
american_scientific_journal-11010	1	9	,	,	PUNCT
american_scientific_journal-11010	1	10	technology	technology	NOUN
american_scientific_journal-11010	1	11	,	,	PUNCT
american_scientific_journal-11010	1	12	and	and	CCONJ
american_scientific_journal-11010	1	13	sciences	sciences	PROPN
american_scientific_journal-11010	1	14	issn	issn	PROPN
american_scientific_journal-11010	1	15	(	(	PUNCT
american_scientific_journal-11010	1	16	print	print	NOUN
american_scientific_journal-11010	1	17	)	)	PUNCT
american_scientific_journal-11010	1	18	2313	2313	NUM
american_scientific_journal-11010	1	19	-	-	SYM
american_scientific_journal-11010	1	20	4410	4410	NUM
american_scientific_journal-11010	1	21	,	,	PUNCT
american_scientific_journal-11010	1	22	issn	issn	PROPN
american_scientific_journal-11010	1	23	(	(	PUNCT
american_scientific_journal-11010	1	24	online	online	ADJ
american_scientific_journal-11010	1	25	)	)	PUNCT
american_scientific_journal-11010	1	26	2313	2313	NUM
american_scientific_journal-11010	1	27	-	-	SYM
american_scientific_journal-11010	1	28	4402	4402	NUM
american_scientific_journal-11010	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11010	1	30	demand	demand	NOUN
american_scientific_journal-11010	1	31	forecasting	forecasting	NOUN
american_scientific_journal-11010	1	32	in	in	ADP
american_scientific_journal-11010	1	33	retail	retail	ADJ
american_scientific_journal-11010	1	34	business	business	NOUN
american_scientific_journal-11010	1	35	using	use	VERB
american_scientific_journal-11010	1	36	the	the	DET
american_scientific_journal-11010	1	37	ensemble	ensemble	ADJ
american_scientific_journal-11010	1	38	machine	machine	NOUN
american_scientific_journal-11010	1	39	learning	learning	NOUN
american_scientific_journal-11010	1	40	framework	framework	NOUN
american_scientific_journal-11010	1	41	a	a	DET
american_scientific_journal-11010	1	42	stacking	stack	VERB
american_scientific_journal-11010	1	43	approach	approach	NOUN
american_scientific_journal-11010	1	44	chukwuka	chukwuka	PROPN
american_scientific_journal-11010	1	45	izuchukwu	izuchukwu	PROPN
american_scientific_journal-11010	1	46	c.	c.	PROPN
american_scientific_journal-11010	1	47	obi	obi	PROPN
american_scientific_journal-11010	1	48	,	,	PUNCT
american_scientific_journal-11010	1	49	ph.d	ph.d	PROPN
american_scientific_journal-11010	1	50	*	*	PROPN
american_scientific_journal-11010	1	51	101	101	NUM
american_scientific_journal-11010	1	52	,	,	PUNCT
american_scientific_journal-11010	1	53	635	635	NUM
american_scientific_journal-11010	1	54	57	57	NUM
american_scientific_journal-11010	1	55	avenue	avenue	PROPN
american_scientific_journal-11010	1	56	,	,	PUNCT
american_scientific_journal-11010	1	57	sw	sw	PROPN
american_scientific_journal-11010	1	58	,	,	PUNCT
american_scientific_journal-11010	1	59	calgary	calgary	PROPN
american_scientific_journal-11010	1	60	.	.	PUNCT
american_scientific_journal-11010	2	1	alberta	alberta	PROPN
american_scientific_journal-11010	2	2	.	.	PUNCT
american_scientific_journal-11010	3	1	t2v0h5	t2v0h5	PROPN
american_scientific_journal-11010	3	2	.	.	PROPN
american_scientific_journal-11010	3	3	canada	canada	PROPN
american_scientific_journal-11010	3	4	email	email	NOUN
american_scientific_journal-11010	3	5	:	:	PUNCT
american_scientific_journal-11010	3	6	chukaobi231@gmail.com	chukaobi231@gmail.com	X
american_scientific_journal-11010	4	1	abstract	abstract	ADJ
american_scientific_journal-11010	4	2	demand	demand	NOUN
american_scientific_journal-11010	4	3	forecasting	forecasting	NOUN
american_scientific_journal-11010	4	4	is	be	AUX
american_scientific_journal-11010	4	5	an	an	DET
american_scientific_journal-11010	4	6	integral	integral	ADJ
american_scientific_journal-11010	4	7	component	component	NOUN
american_scientific_journal-11010	4	8	of	of	ADP
american_scientific_journal-11010	4	9	organizational	organizational	ADJ
american_scientific_journal-11010	4	10	and	and	CCONJ
american_scientific_journal-11010	4	11	supply	supply	NOUN
american_scientific_journal-11010	4	12	chain	chain	NOUN
american_scientific_journal-11010	4	13	operations	operation	NOUN
american_scientific_journal-11010	4	14	.	.	PUNCT
american_scientific_journal-11010	5	1	its	its	PRON
american_scientific_journal-11010	5	2	primary	primary	ADJ
american_scientific_journal-11010	5	3	objective	objective	NOUN
american_scientific_journal-11010	5	4	is	be	AUX
american_scientific_journal-11010	5	5	to	to	PART
american_scientific_journal-11010	5	6	anticipate	anticipate	VERB
american_scientific_journal-11010	5	7	the	the	DET
american_scientific_journal-11010	5	8	future	future	ADJ
american_scientific_journal-11010	5	9	demand	demand	NOUN
american_scientific_journal-11010	5	10	for	for	ADP
american_scientific_journal-11010	5	11	products	product	NOUN
american_scientific_journal-11010	5	12	,	,	PUNCT
american_scientific_journal-11010	5	13	thereby	thereby	ADV
american_scientific_journal-11010	5	14	informing	inform	VERB
american_scientific_journal-11010	5	15	and	and	CCONJ
american_scientific_journal-11010	5	16	refining	refine	VERB
american_scientific_journal-11010	5	17	strategic	strategic	ADJ
american_scientific_journal-11010	5	18	decisions	decision	NOUN
american_scientific_journal-11010	5	19	related	relate	VERB
american_scientific_journal-11010	5	20	to	to	ADP
american_scientific_journal-11010	5	21	inventory	inventory	NOUN
american_scientific_journal-11010	5	22	management	management	NOUN
american_scientific_journal-11010	5	23	.	.	PUNCT
american_scientific_journal-11010	6	1	despite	despite	SCONJ
american_scientific_journal-11010	6	2	the	the	DET
american_scientific_journal-11010	6	3	inherent	inherent	ADJ
american_scientific_journal-11010	6	4	complexities	complexity	NOUN
american_scientific_journal-11010	6	5	in	in	ADP
american_scientific_journal-11010	6	6	achieving	achieve	VERB
american_scientific_journal-11010	6	7	precise	precise	ADJ
american_scientific_journal-11010	6	8	demand	demand	NOUN
american_scientific_journal-11010	6	9	forecasts	forecast	NOUN
american_scientific_journal-11010	6	10	,	,	PUNCT
american_scientific_journal-11010	6	11	many	many	ADJ
american_scientific_journal-11010	6	12	methodologies	methodology	NOUN
american_scientific_journal-11010	6	13	have	have	AUX
american_scientific_journal-11010	6	14	been	be	AUX
american_scientific_journal-11010	6	15	proposed	propose	VERB
american_scientific_journal-11010	6	16	for	for	ADP
american_scientific_journal-11010	6	17	the	the	DET
american_scientific_journal-11010	6	18	establishment	establishment	NOUN
american_scientific_journal-11010	6	19	of	of	ADP
american_scientific_journal-11010	6	20	efficient	efficient	ADJ
american_scientific_journal-11010	6	21	forecasting	forecasting	NOUN
american_scientific_journal-11010	6	22	systems	system	NOUN
american_scientific_journal-11010	6	23	.	.	PUNCT
american_scientific_journal-11010	7	1	such	such	ADJ
american_scientific_journal-11010	7	2	methodologies	methodology	NOUN
american_scientific_journal-11010	7	3	encompass	encompass	VERB
american_scientific_journal-11010	7	4	traditional	traditional	ADJ
american_scientific_journal-11010	7	5	statistical	statistical	ADJ
american_scientific_journal-11010	7	6	approaches	approach	NOUN
american_scientific_journal-11010	7	7	,	,	PUNCT
american_scientific_journal-11010	7	8	hybrid	hybrid	ADJ
american_scientific_journal-11010	7	9	techniques	technique	NOUN
american_scientific_journal-11010	7	10	,	,	PUNCT
american_scientific_journal-11010	7	11	and	and	CCONJ
american_scientific_journal-11010	7	12	advanced	advanced	ADJ
american_scientific_journal-11010	7	13	methodologies	methodology	NOUN
american_scientific_journal-11010	7	14	rooted	root	VERB
american_scientific_journal-11010	7	15	in	in	ADP
american_scientific_journal-11010	7	16	machine	machine	NOUN
american_scientific_journal-11010	7	17	learning	learning	NOUN
american_scientific_journal-11010	7	18	and	and	CCONJ
american_scientific_journal-11010	7	19	deep	deep	ADJ
american_scientific_journal-11010	7	20	learning	learning	NOUN
american_scientific_journal-11010	7	21	.	.	PUNCT
american_scientific_journal-11010	8	1	scholarly	scholarly	ADJ
american_scientific_journal-11010	8	2	investigations	investigation	NOUN
american_scientific_journal-11010	8	3	within	within	ADP
american_scientific_journal-11010	8	4	demand	demand	NOUN
american_scientific_journal-11010	8	5	forecasting	forecasting	NOUN
american_scientific_journal-11010	8	6	indicate	indicate	VERB
american_scientific_journal-11010	8	7	a	a	DET
american_scientific_journal-11010	8	8	growing	grow	VERB
american_scientific_journal-11010	8	9	preference	preference	NOUN
american_scientific_journal-11010	8	10	for	for	ADP
american_scientific_journal-11010	8	11	deep	deep	ADJ
american_scientific_journal-11010	8	12	learning	learning	NOUN
american_scientific_journal-11010	8	13	paradigms	paradigm	NOUN
american_scientific_journal-11010	8	14	,	,	PUNCT
american_scientific_journal-11010	8	15	especially	especially	ADV
american_scientific_journal-11010	8	16	when	when	SCONJ
american_scientific_journal-11010	8	17	confronted	confront	VERB
american_scientific_journal-11010	8	18	with	with	ADP
american_scientific_journal-11010	8	19	data	datum	NOUN
american_scientific_journal-11010	8	20	characterized	characterize	VERB
american_scientific_journal-11010	8	21	by	by	ADP
american_scientific_journal-11010	8	22	multivariate	multivariate	NOUN
american_scientific_journal-11010	8	23	attributes	attribute	NOUN
american_scientific_journal-11010	8	24	,	,	PUNCT
american_scientific_journal-11010	8	25	high	high	ADJ
american_scientific_journal-11010	8	26	dimensionality	dimensionality	NOUN
american_scientific_journal-11010	8	27	,	,	PUNCT
american_scientific_journal-11010	8	28	and	and	CCONJ
american_scientific_journal-11010	8	29	unpredictable	unpredictable	ADJ
american_scientific_journal-11010	8	30	demand	demand	NOUN
american_scientific_journal-11010	8	31	fluctuations	fluctuation	NOUN
american_scientific_journal-11010	8	32	.	.	PUNCT
american_scientific_journal-11010	9	1	given	give	VERB
american_scientific_journal-11010	9	2	the	the	DET
american_scientific_journal-11010	9	3	research	research	NOUN
american_scientific_journal-11010	9	4	emphasis	emphasis	NOUN
american_scientific_journal-11010	9	5	on	on	ADP
american_scientific_journal-11010	9	6	the	the	DET
american_scientific_journal-11010	9	7	retail	retail	ADJ
american_scientific_journal-11010	9	8	domain	domain	NOUN
american_scientific_journal-11010	9	9	,	,	PUNCT
american_scientific_journal-11010	9	10	a	a	DET
american_scientific_journal-11010	9	11	sector	sector	NOUN
american_scientific_journal-11010	9	12	inherently	inherently	ADV
american_scientific_journal-11010	9	13	marked	mark	VERB
american_scientific_journal-11010	9	14	by	by	ADP
american_scientific_journal-11010	9	15	data	datum	NOUN
american_scientific_journal-11010	9	16	that	that	PRON
american_scientific_journal-11010	9	17	is	be	AUX
american_scientific_journal-11010	9	18	both	both	PRON
american_scientific_journal-11010	9	19	multivariate	multivariate	NOUN
american_scientific_journal-11010	9	20	and	and	CCONJ
american_scientific_journal-11010	9	21	possesses	possess	VERB
american_scientific_journal-11010	9	22	volatile	volatile	ADJ
american_scientific_journal-11010	9	23	demand	demand	NOUN
american_scientific_journal-11010	9	24	characteristics	characteristic	NOUN
american_scientific_journal-11010	9	25	,	,	PUNCT
american_scientific_journal-11010	9	26	this	this	DET
american_scientific_journal-11010	9	27	study	study	NOUN
american_scientific_journal-11010	9	28	devised	devise	VERB
american_scientific_journal-11010	9	29	a	a	DET
american_scientific_journal-11010	9	30	stacking	stack	VERB
american_scientific_journal-11010	9	31	ensemble	ensemble	ADJ
american_scientific_journal-11010	9	32	learner	learner	NOUN
american_scientific_journal-11010	9	33	.	.	PUNCT
american_scientific_journal-11010	10	1	a	a	DET
american_scientific_journal-11010	10	2	comparative	comparative	ADJ
american_scientific_journal-11010	10	3	assessment	assessment	NOUN
american_scientific_journal-11010	10	4	was	be	AUX
american_scientific_journal-11010	10	5	subsequently	subsequently	ADV
american_scientific_journal-11010	10	6	conducted	conduct	VERB
american_scientific_journal-11010	10	7	,	,	PUNCT
american_scientific_journal-11010	10	8	evaluating	evaluate	VERB
american_scientific_journal-11010	10	9	this	this	DET
american_scientific_journal-11010	10	10	ensemble	ensemble	ADJ
american_scientific_journal-11010	10	11	against	against	ADP
american_scientific_journal-11010	10	12	a	a	DET
american_scientific_journal-11010	10	13	trained	train	VERB
american_scientific_journal-11010	10	14	multilayer	multilayer	ADJ
american_scientific_journal-11010	10	15	perceptron	perceptron	NOUN
american_scientific_journal-11010	10	16	,	,	PUNCT
american_scientific_journal-11010	10	17	a	a	DET
american_scientific_journal-11010	10	18	deep	deep	ADJ
american_scientific_journal-11010	10	19	learning	learning	NOUN
american_scientific_journal-11010	10	20	archetype	archetype	NOUN
american_scientific_journal-11010	10	21	.	.	PUNCT
american_scientific_journal-11010	11	1	the	the	DET
american_scientific_journal-11010	11	2	evaluation	evaluation	NOUN
american_scientific_journal-11010	11	3	utilized	utilize	VERB
american_scientific_journal-11010	11	4	a	a	DET
american_scientific_journal-11010	11	5	historical	historical	ADJ
american_scientific_journal-11010	11	6	sales	sale	NOUN
american_scientific_journal-11010	11	7	dataset	dataset	NOUN
american_scientific_journal-11010	11	8	sourced	source	VERB
american_scientific_journal-11010	11	9	from	from	ADP
american_scientific_journal-11010	11	10	ten	ten	NUM
american_scientific_journal-11010	11	11	walmart	walmart	PROPN
american_scientific_journal-11010	11	12	outlets	outlet	NOUN
american_scientific_journal-11010	11	13	across	across	ADP
american_scientific_journal-11010	11	14	texas	texas	PROPN
american_scientific_journal-11010	11	15	,	,	PUNCT
american_scientific_journal-11010	11	16	california	california	PROPN
american_scientific_journal-11010	11	17	,	,	PUNCT
american_scientific_journal-11010	11	18	and	and	CCONJ
american_scientific_journal-11010	11	19	wisconsin	wisconsin	PROPN
american_scientific_journal-11010	11	20	.	.	PUNCT
american_scientific_journal-11010	12	1	evaluative	evaluative	ADJ
american_scientific_journal-11010	12	2	metrics	metric	NOUN
american_scientific_journal-11010	12	3	were	be	AUX
american_scientific_journal-11010	12	4	employed	employ	VERB
american_scientific_journal-11010	12	5	to	to	PART
american_scientific_journal-11010	12	6	discern	discern	VERB
american_scientific_journal-11010	12	7	the	the	DET
american_scientific_journal-11010	12	8	forecasting	forecasting	NOUN
american_scientific_journal-11010	12	9	proficiencies	proficiency	NOUN
american_scientific_journal-11010	12	10	of	of	ADP
american_scientific_journal-11010	12	11	the	the	DET
american_scientific_journal-11010	12	12	respective	respective	ADJ
american_scientific_journal-11010	12	13	frameworks	framework	NOUN
american_scientific_journal-11010	12	14	.	.	PUNCT
american_scientific_journal-11010	13	1	the	the	DET
american_scientific_journal-11010	13	2	evaluation	evaluation	NOUN
american_scientific_journal-11010	13	3	determined	determine	VERB
american_scientific_journal-11010	13	4	that	that	SCONJ
american_scientific_journal-11010	13	5	the	the	DET
american_scientific_journal-11010	13	6	stacking	stack	VERB
american_scientific_journal-11010	13	7	ensemble	ensemble	ADJ
american_scientific_journal-11010	13	8	model	model	NOUN
american_scientific_journal-11010	13	9	outperformed	outperform	VERB
american_scientific_journal-11010	13	10	the	the	DET
american_scientific_journal-11010	13	11	multilayer	multilayer	ADJ
american_scientific_journal-11010	13	12	perceptron	perceptron	NOUN
american_scientific_journal-11010	13	13	in	in	ADP
american_scientific_journal-11010	13	14	terms	term	NOUN
american_scientific_journal-11010	13	15	of	of	ADP
american_scientific_journal-11010	13	16	accurate	accurate	ADJ
american_scientific_journal-11010	13	17	predictions	prediction	NOUN
american_scientific_journal-11010	13	18	.	.	PUNCT
american_scientific_journal-11010	14	1	keywords	keyword	NOUN
american_scientific_journal-11010	14	2	:	:	PUNCT
american_scientific_journal-11010	14	3	stacking	stack	VERB
american_scientific_journal-11010	14	4	ensemble	ensemble	ADJ
american_scientific_journal-11010	14	5	;	;	PUNCT
american_scientific_journal-11010	14	6	multilayer	multilayer	ADJ
american_scientific_journal-11010	14	7	perceptron	perceptron	PROPN
american_scientific_journal-11010	14	8	;	;	PUNCT
american_scientific_journal-11010	14	9	demand	demand	NOUN
american_scientific_journal-11010	14	10	forecasting	forecasting	NOUN
american_scientific_journal-11010	14	11	.	.	PUNCT
american_scientific_journal-11010	15	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11010	15	2	received	receive	VERB
american_scientific_journal-11010	15	3	:	:	PUNCT
american_scientific_journal-11010	15	4	7/30/2024	7/30/2024	NUM
american_scientific_journal-11010	15	5	accepted	accept	VERB
american_scientific_journal-11010	15	6	:	:	PUNCT
american_scientific_journal-11010	15	7	9/30/2024	9/30/2024	NUM
american_scientific_journal-11010	15	8	published	publish	VERB
american_scientific_journal-11010	15	9	:	:	PUNCT
american_scientific_journal-11010	15	10	10/10/2024	10/10/2024	NUM
american_scientific_journal-11010	15	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11010	15	12	*	*	PUNCT
american_scientific_journal-11010	15	13	corresponding	correspond	VERB
american_scientific_journal-11010	15	14	author	author	NOUN
american_scientific_journal-11010	15	15	.	.	PUNCT
american_scientific_journal-11010	16	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11010	16	2	american	american	PROPN
american_scientific_journal-11010	16	3	academic	academic	PROPN
american_scientific_journal-11010	16	4	scientific	scientific	ADJ
american_scientific_journal-11010	16	5	research	research	NOUN
american_scientific_journal-11010	16	6	journal	journal	NOUN
american_scientific_journal-11010	16	7	for	for	ADP
american_scientific_journal-11010	16	8	engineering	engineering	NOUN
american_scientific_journal-11010	16	9	,	,	PUNCT
american_scientific_journal-11010	16	10	technology	technology	NOUN
american_scientific_journal-11010	16	11	,	,	PUNCT
american_scientific_journal-11010	16	12	and	and	CCONJ
american_scientific_journal-11010	16	13	sciences	science	NOUN
american_scientific_journal-11010	16	14	(	(	PUNCT
american_scientific_journal-11010	16	15	asrjets	asrjet	NOUN
american_scientific_journal-11010	16	16	)	)	PUNCT
american_scientific_journal-11010	16	17	volume	volume	NOUN
american_scientific_journal-11010	16	18	98	98	NUM
american_scientific_journal-11010	16	19	,	,	PUNCT
american_scientific_journal-11010	16	20	no	no	DET
american_scientific_journal-11010	16	21	1	1	NUM
american_scientific_journal-11010	16	22	,	,	PUNCT
american_scientific_journal-11010	16	23	pp	pp	ADV
american_scientific_journal-11010	16	24	309	309	NUM
american_scientific_journal-11010	16	25	-	-	SYM
american_scientific_journal-11010	16	26	329	329	NUM
american_scientific_journal-11010	16	27	310	310	NUM
american_scientific_journal-11010	16	28	1	1	NUM
american_scientific_journal-11010	16	29	.	.	PUNCT
american_scientific_journal-11010	17	1	introduction	introduction	NOUN
american_scientific_journal-11010	17	2	business	business	NOUN
american_scientific_journal-11010	17	3	advancement	advancement	NOUN
american_scientific_journal-11010	17	4	hinges	hinge	NOUN
american_scientific_journal-11010	17	5	on	on	ADP
american_scientific_journal-11010	17	6	understanding	understand	VERB
american_scientific_journal-11010	17	7	key	key	ADJ
american_scientific_journal-11010	17	8	elements	element	NOUN
american_scientific_journal-11010	17	9	that	that	PRON
american_scientific_journal-11010	17	10	critically	critically	ADV
american_scientific_journal-11010	17	11	influence	influence	VERB
american_scientific_journal-11010	17	12	inventory	inventory	NOUN
american_scientific_journal-11010	17	13	management	management	NOUN
american_scientific_journal-11010	17	14	.	.	PUNCT
american_scientific_journal-11010	18	1	businesses	business	NOUN
american_scientific_journal-11010	18	2	dealing	deal	VERB
american_scientific_journal-11010	18	3	with	with	ADP
american_scientific_journal-11010	18	4	product	product	NOUN
american_scientific_journal-11010	18	5	-	-	PUNCT
american_scientific_journal-11010	18	6	handling	handling	NOUN
american_scientific_journal-11010	18	7	must	must	AUX
american_scientific_journal-11010	18	8	be	be	AUX
american_scientific_journal-11010	18	9	cognizant	cognizant	ADJ
american_scientific_journal-11010	18	10	of	of	ADP
american_scientific_journal-11010	18	11	challenges	challenge	NOUN
american_scientific_journal-11010	18	12	in	in	ADP
american_scientific_journal-11010	18	13	this	this	DET
american_scientific_journal-11010	18	14	area	area	NOUN
american_scientific_journal-11010	18	15	,	,	PUNCT
american_scientific_journal-11010	18	16	such	such	ADJ
american_scientific_journal-11010	18	17	as	as	ADP
american_scientific_journal-11010	18	18	controlling	control	VERB
american_scientific_journal-11010	18	19	stock	stock	NOUN
american_scientific_journal-11010	18	20	volumes	volume	NOUN
american_scientific_journal-11010	18	21	,	,	PUNCT
american_scientific_journal-11010	18	22	optimizing	optimize	VERB
american_scientific_journal-11010	18	23	the	the	DET
american_scientific_journal-11010	18	24	utilization	utilization	NOUN
american_scientific_journal-11010	18	25	of	of	ADP
american_scientific_journal-11010	18	26	inventory	inventory	NOUN
american_scientific_journal-11010	18	27	space	space	NOUN
american_scientific_journal-11010	18	28	,	,	PUNCT
american_scientific_journal-11010	18	29	rectifying	rectify	VERB
american_scientific_journal-11010	18	30	imprecise	imprecise	ADV
american_scientific_journal-11010	18	31	forecasting	forecasting	NOUN
american_scientific_journal-11010	18	32	,	,	PUNCT
american_scientific_journal-11010	18	33	handling	handle	VERB
american_scientific_journal-11010	18	34	superfluous	superfluous	ADJ
american_scientific_journal-11010	18	35	and	and	CCONJ
american_scientific_journal-11010	18	36	idle	idle	ADJ
american_scientific_journal-11010	18	37	inventory	inventory	NOUN
american_scientific_journal-11010	18	38	,	,	PUNCT
american_scientific_journal-11010	18	39	and	and	CCONJ
american_scientific_journal-11010	18	40	ensuring	ensure	VERB
american_scientific_journal-11010	18	41	timely	timely	ADJ
american_scientific_journal-11010	18	42	customer	customer	NOUN
american_scientific_journal-11010	18	43	delivery	delivery	NOUN
american_scientific_journal-11010	18	44	.	.	PUNCT
american_scientific_journal-11010	19	1	[	[	X
american_scientific_journal-11010	19	2	1	1	X
american_scientific_journal-11010	19	3	]	]	PUNCT
american_scientific_journal-11010	19	4	hold	hold	VERB
american_scientific_journal-11010	19	5	the	the	DET
american_scientific_journal-11010	19	6	viewpoint	viewpoint	NOUN
american_scientific_journal-11010	19	7	that	that	SCONJ
american_scientific_journal-11010	19	8	retail	retail	ADJ
american_scientific_journal-11010	19	9	businesses	business	NOUN
american_scientific_journal-11010	19	10	incessantly	incessantly	ADV
american_scientific_journal-11010	19	11	strive	strive	VERB
american_scientific_journal-11010	19	12	for	for	SCONJ
american_scientific_journal-11010	19	13	more	more	ADV
american_scientific_journal-11010	19	14	precise	precise	ADJ
american_scientific_journal-11010	19	15	forecasts	forecast	NOUN
american_scientific_journal-11010	19	16	to	to	PART
american_scientific_journal-11010	19	17	augment	augment	VERB
american_scientific_journal-11010	19	18	the	the	DET
american_scientific_journal-11010	19	19	certainty	certainty	NOUN
american_scientific_journal-11010	19	20	of	of	ADP
american_scientific_journal-11010	19	21	their	their	PRON
american_scientific_journal-11010	19	22	decision	decision	NOUN
american_scientific_journal-11010	19	23	-	-	PUNCT
american_scientific_journal-11010	19	24	making	make	VERB
american_scientific_journal-11010	19	25	process	process	NOUN
american_scientific_journal-11010	19	26	.	.	PUNCT
american_scientific_journal-11010	20	1	success	success	NOUN
american_scientific_journal-11010	20	2	in	in	ADP
american_scientific_journal-11010	20	3	inventory	inventory	NOUN
american_scientific_journal-11010	20	4	management	management	NOUN
american_scientific_journal-11010	20	5	is	be	AUX
american_scientific_journal-11010	20	6	contingent	contingent	ADJ
american_scientific_journal-11010	20	7	upon	upon	SCONJ
american_scientific_journal-11010	20	8	accurate	accurate	ADJ
american_scientific_journal-11010	20	9	demand	demand	NOUN
american_scientific_journal-11010	20	10	forecasting	forecasting	NOUN
american_scientific_journal-11010	20	11	,	,	PUNCT
american_scientific_journal-11010	20	12	which	which	PRON
american_scientific_journal-11010	20	13	entails	entail	VERB
american_scientific_journal-11010	20	14	a	a	DET
american_scientific_journal-11010	20	15	precise	precise	ADJ
american_scientific_journal-11010	20	16	projection	projection	NOUN
american_scientific_journal-11010	20	17	of	of	ADP
american_scientific_journal-11010	20	18	future	future	ADJ
american_scientific_journal-11010	20	19	demand	demand	NOUN
american_scientific_journal-11010	20	20	for	for	ADP
american_scientific_journal-11010	20	21	a	a	DET
american_scientific_journal-11010	20	22	specific	specific	ADJ
american_scientific_journal-11010	20	23	time	time	NOUN
american_scientific_journal-11010	20	24	interval	interval	NOUN
american_scientific_journal-11010	20	25	[	[	X
american_scientific_journal-11010	20	26	2].demand	2].demand	NUM
american_scientific_journal-11010	20	27	forecasting	forecasting	NOUN
american_scientific_journal-11010	20	28	significantly	significantly	ADV
american_scientific_journal-11010	20	29	contributes	contribute	VERB
american_scientific_journal-11010	20	30	to	to	ADP
american_scientific_journal-11010	20	31	planning	planning	NOUN
american_scientific_journal-11010	20	32	,	,	PUNCT
american_scientific_journal-11010	20	33	capacity	capacity	NOUN
american_scientific_journal-11010	20	34	management	management	NOUN
american_scientific_journal-11010	20	35	,	,	PUNCT
american_scientific_journal-11010	20	36	procurement	procurement	NOUN
american_scientific_journal-11010	20	37	,	,	PUNCT
american_scientific_journal-11010	20	38	and	and	CCONJ
american_scientific_journal-11010	20	39	inventory	inventory	NOUN
american_scientific_journal-11010	20	40	management	management	NOUN
american_scientific_journal-11010	20	41	,	,	PUNCT
american_scientific_journal-11010	20	42	culminating	culminate	VERB
american_scientific_journal-11010	20	43	in	in	ADP
american_scientific_journal-11010	20	44	judicious	judicious	ADJ
american_scientific_journal-11010	20	45	decisions	decision	NOUN
american_scientific_journal-11010	20	46	.	.	PUNCT
american_scientific_journal-11010	21	1	accurate	accurate	ADJ
american_scientific_journal-11010	21	2	forecasting	forecasting	NOUN
american_scientific_journal-11010	21	3	boasts	boast	VERB
american_scientific_journal-11010	21	4	several	several	ADJ
american_scientific_journal-11010	21	5	benefits	benefit	NOUN
american_scientific_journal-11010	21	6	,	,	PUNCT
american_scientific_journal-11010	21	7	such	such	ADJ
american_scientific_journal-11010	21	8	as	as	ADP
american_scientific_journal-11010	21	9	reduced	reduce	VERB
american_scientific_journal-11010	21	10	inventory	inventory	NOUN
american_scientific_journal-11010	21	11	costs	cost	NOUN
american_scientific_journal-11010	21	12	,	,	PUNCT
american_scientific_journal-11010	21	13	diminished	diminish	VERB
american_scientific_journal-11010	21	14	overall	overall	ADJ
american_scientific_journal-11010	21	15	expenditures	expenditure	NOUN
american_scientific_journal-11010	21	16	,	,	PUNCT
american_scientific_journal-11010	21	17	fewer	few	ADJ
american_scientific_journal-11010	21	18	stock	stock	NOUN
american_scientific_journal-11010	21	19	-	-	PUNCT
american_scientific_journal-11010	21	20	outs	out	NOUN
american_scientific_journal-11010	21	21	,	,	PUNCT
american_scientific_journal-11010	21	22	and	and	CCONJ
american_scientific_journal-11010	21	23	increased	increase	VERB
american_scientific_journal-11010	21	24	customer	customer	NOUN
american_scientific_journal-11010	21	25	loyalty[4	loyalty[4	PROPN
american_scientific_journal-11010	21	26	,	,	PUNCT
american_scientific_journal-11010	21	27	5	5	NUM
american_scientific_journal-11010	21	28	]	]	PUNCT
american_scientific_journal-11010	21	29	.	.	PUNCT
american_scientific_journal-11010	22	1	conversely	conversely	ADV
american_scientific_journal-11010	22	2	,	,	PUNCT
american_scientific_journal-11010	22	3	imprecise	imprecise	ADV
american_scientific_journal-11010	22	4	forecasting	forecasting	NOUN
american_scientific_journal-11010	22	5	could	could	AUX
american_scientific_journal-11010	22	6	lead	lead	VERB
american_scientific_journal-11010	22	7	to	to	ADP
american_scientific_journal-11010	22	8	underestimation	underestimation	NOUN
american_scientific_journal-11010	22	9	or	or	CCONJ
american_scientific_journal-11010	22	10	overestimation	overestimation	NOUN
american_scientific_journal-11010	22	11	of	of	ADP
american_scientific_journal-11010	22	12	demand	demand	NOUN
american_scientific_journal-11010	22	13	and	and	CCONJ
american_scientific_journal-11010	22	14	stock	stock	NOUN
american_scientific_journal-11010	22	15	-	-	PUNCT
american_scientific_journal-11010	22	16	outs[3	outs[3	NUM
american_scientific_journal-11010	22	17	]	]	PUNCT
american_scientific_journal-11010	22	18	.	.	PUNCT
american_scientific_journal-11010	23	1	the	the	DET
american_scientific_journal-11010	23	2	challenge	challenge	NOUN
american_scientific_journal-11010	23	3	for	for	ADP
american_scientific_journal-11010	23	4	businesses	business	NOUN
american_scientific_journal-11010	23	5	lies	lie	VERB
american_scientific_journal-11010	23	6	in	in	ADP
american_scientific_journal-11010	23	7	developing	develop	VERB
american_scientific_journal-11010	23	8	a	a	DET
american_scientific_journal-11010	23	9	forecasting	forecasting	NOUN
american_scientific_journal-11010	23	10	method	method	NOUN
american_scientific_journal-11010	23	11	that	that	PRON
american_scientific_journal-11010	23	12	is	be	AUX
american_scientific_journal-11010	23	13	accurate	accurate	ADJ
american_scientific_journal-11010	23	14	,	,	PUNCT
american_scientific_journal-11010	23	15	transparent	transparent	ADJ
american_scientific_journal-11010	23	16	,	,	PUNCT
american_scientific_journal-11010	23	17	reliable	reliable	ADJ
american_scientific_journal-11010	23	18	,	,	PUNCT
american_scientific_journal-11010	23	19	and	and	CCONJ
american_scientific_journal-11010	23	20	can	can	AUX
american_scientific_journal-11010	23	21	account	account	VERB
american_scientific_journal-11010	23	22	for	for	ADP
american_scientific_journal-11010	23	23	external	external	ADJ
american_scientific_journal-11010	23	24	influences	influence	NOUN
american_scientific_journal-11010	23	25	and	and	CCONJ
american_scientific_journal-11010	23	26	unpredicted	unpredicted	ADJ
american_scientific_journal-11010	23	27	situations	situation	NOUN
american_scientific_journal-11010	23	28	.	.	PUNCT
american_scientific_journal-11010	24	1	fortunately	fortunately	ADV
american_scientific_journal-11010	24	2	,	,	PUNCT
american_scientific_journal-11010	24	3	the	the	DET
american_scientific_journal-11010	24	4	advent	advent	NOUN
american_scientific_journal-11010	24	5	of	of	ADP
american_scientific_journal-11010	24	6	technologies	technology	NOUN
american_scientific_journal-11010	24	7	like	like	ADP
american_scientific_journal-11010	24	8	machine	machine	NOUN
american_scientific_journal-11010	24	9	learning	learning	NOUN
american_scientific_journal-11010	24	10	can	can	AUX
american_scientific_journal-11010	24	11	mitigate	mitigate	VERB
american_scientific_journal-11010	24	12	the	the	DET
american_scientific_journal-11010	24	13	risk	risk	NOUN
american_scientific_journal-11010	24	14	of	of	ADP
american_scientific_journal-11010	24	15	ineffective	ineffective	ADJ
american_scientific_journal-11010	24	16	inventory	inventory	NOUN
american_scientific_journal-11010	24	17	management	management	NOUN
american_scientific_journal-11010	24	18	by	by	ADP
american_scientific_journal-11010	24	19	providing	provide	VERB
american_scientific_journal-11010	24	20	accurate	accurate	ADJ
american_scientific_journal-11010	24	21	forecasts	forecast	NOUN
american_scientific_journal-11010	24	22	of	of	ADP
american_scientific_journal-11010	24	23	product	product	NOUN
american_scientific_journal-11010	24	24	demand	demand	NOUN
american_scientific_journal-11010	24	25	,	,	PUNCT
american_scientific_journal-11010	24	26	allowing	allow	VERB
american_scientific_journal-11010	24	27	businesses	business	NOUN
american_scientific_journal-11010	24	28	to	to	PART
american_scientific_journal-11010	24	29	thrive	thrive	VERB
american_scientific_journal-11010	24	30	and	and	CCONJ
american_scientific_journal-11010	24	31	grow	grow	VERB
american_scientific_journal-11010	24	32	amidst	amidst	ADP
american_scientific_journal-11010	24	33	the	the	DET
american_scientific_journal-11010	24	34	trials	trial	NOUN
american_scientific_journal-11010	24	35	of	of	ADP
american_scientific_journal-11010	24	36	inventory	inventory	NOUN
american_scientific_journal-11010	24	37	management.a	management.a	NOUN
american_scientific_journal-11010	24	38	foremost	foremost	ADJ
american_scientific_journal-11010	24	39	goal	goal	NOUN
american_scientific_journal-11010	24	40	of	of	ADP
american_scientific_journal-11010	24	41	any	any	DET
american_scientific_journal-11010	24	42	organization	organization	NOUN
american_scientific_journal-11010	24	43	is	be	AUX
american_scientific_journal-11010	24	44	the	the	DET
american_scientific_journal-11010	24	45	formulation	formulation	NOUN
american_scientific_journal-11010	24	46	of	of	ADP
american_scientific_journal-11010	24	47	an	an	DET
american_scientific_journal-11010	24	48	accurate	accurate	ADJ
american_scientific_journal-11010	24	49	demand	demand	NOUN
american_scientific_journal-11010	24	50	forecast	forecast	NOUN
american_scientific_journal-11010	24	51	.	.	PUNCT
american_scientific_journal-11010	25	1	demand	demand	NOUN
american_scientific_journal-11010	25	2	forecasting	forecasting	NOUN
american_scientific_journal-11010	25	3	could	could	AUX
american_scientific_journal-11010	25	4	be	be	AUX
american_scientific_journal-11010	25	5	short	short	ADJ
american_scientific_journal-11010	25	6	-	-	PUNCT
american_scientific_journal-11010	25	7	term	term	NOUN
american_scientific_journal-11010	25	8	or	or	CCONJ
american_scientific_journal-11010	25	9	long	long	ADJ
american_scientific_journal-11010	25	10	-	-	PUNCT
american_scientific_journal-11010	25	11	term	term	NOUN
american_scientific_journal-11010	25	12	(	(	PUNCT
american_scientific_journal-11010	25	13	i.e.	i.e.	X
american_scientific_journal-11010	25	14	extending	extend	VERB
american_scientific_journal-11010	25	15	the	the	DET
american_scientific_journal-11010	25	16	prediction	prediction	NOUN
american_scientific_journal-11010	25	17	beyond	beyond	ADP
american_scientific_journal-11010	25	18	a	a	DET
american_scientific_journal-11010	25	19	year	year	NOUN
american_scientific_journal-11010	25	20	)	)	PUNCT
american_scientific_journal-11010	25	21	based	base	VERB
american_scientific_journal-11010	25	22	on	on	ADP
american_scientific_journal-11010	25	23	the	the	DET
american_scientific_journal-11010	25	24	time	time	NOUN
american_scientific_journal-11010	25	25	frame	frame	NOUN
american_scientific_journal-11010	25	26	reference	reference	NOUN
american_scientific_journal-11010	25	27	[	[	X
american_scientific_journal-11010	25	28	3	3	NUM
american_scientific_journal-11010	25	29	]	]	PUNCT
american_scientific_journal-11010	25	30	.	.	PUNCT
american_scientific_journal-11010	26	1	two	two	NUM
american_scientific_journal-11010	26	2	main	main	ADJ
american_scientific_journal-11010	26	3	strategies	strategy	NOUN
american_scientific_journal-11010	26	4	for	for	ADP
american_scientific_journal-11010	26	5	demand	demand	NOUN
american_scientific_journal-11010	26	6	forecasting	forecasting	NOUN
american_scientific_journal-11010	26	7	are	be	AUX
american_scientific_journal-11010	26	8	qualitative	qualitative	ADJ
american_scientific_journal-11010	26	9	and	and	CCONJ
american_scientific_journal-11010	26	10	quantitative	quantitative	ADJ
american_scientific_journal-11010	26	11	methods	method	NOUN
american_scientific_journal-11010	26	12	,	,	PUNCT
american_scientific_journal-11010	26	13	with	with	ADP
american_scientific_journal-11010	26	14	quantitative	quantitative	ADJ
american_scientific_journal-11010	26	15	methods	method	NOUN
american_scientific_journal-11010	26	16	leveraging	leverage	VERB
american_scientific_journal-11010	26	17	mathematical	mathematical	ADJ
american_scientific_journal-11010	26	18	computations	computation	NOUN
american_scientific_journal-11010	26	19	to	to	PART
american_scientific_journal-11010	26	20	ensure	ensure	VERB
american_scientific_journal-11010	26	21	accuracy	accuracy	NOUN
american_scientific_journal-11010	26	22	,	,	PUNCT
american_scientific_journal-11010	26	23	transparency	transparency	NOUN
american_scientific_journal-11010	26	24	,	,	PUNCT
american_scientific_journal-11010	26	25	and	and	CCONJ
american_scientific_journal-11010	26	26	reliability	reliability	NOUN
american_scientific_journal-11010	26	27	reference	reference	NOUN
american_scientific_journal-11010	26	28	[	[	X
american_scientific_journal-11010	26	29	3].machine	3].machine	NUM
american_scientific_journal-11010	26	30	learning	learning	NOUN
american_scientific_journal-11010	26	31	,	,	PUNCT
american_scientific_journal-11010	26	32	a	a	DET
american_scientific_journal-11010	26	33	branch	branch	NOUN
american_scientific_journal-11010	26	34	of	of	ADP
american_scientific_journal-11010	26	35	artificial	artificial	ADJ
american_scientific_journal-11010	26	36	intelligence	intelligence	NOUN
american_scientific_journal-11010	26	37	,	,	PUNCT
american_scientific_journal-11010	26	38	involves	involve	VERB
american_scientific_journal-11010	26	39	the	the	DET
american_scientific_journal-11010	26	40	creation	creation	NOUN
american_scientific_journal-11010	26	41	of	of	ADP
american_scientific_journal-11010	26	42	algorithms	algorithm	NOUN
american_scientific_journal-11010	26	43	and	and	CCONJ
american_scientific_journal-11010	26	44	models	model	NOUN
american_scientific_journal-11010	26	45	that	that	PRON
american_scientific_journal-11010	26	46	empower	empower	VERB
american_scientific_journal-11010	26	47	computers	computer	NOUN
american_scientific_journal-11010	26	48	to	to	PART
american_scientific_journal-11010	26	49	learn	learn	VERB
american_scientific_journal-11010	26	50	,	,	PUNCT
american_scientific_journal-11010	26	51	predict	predict	VERB
american_scientific_journal-11010	26	52	,	,	PUNCT
american_scientific_journal-11010	26	53	or	or	CCONJ
american_scientific_journal-11010	26	54	make	make	VERB
american_scientific_journal-11010	26	55	decisions	decision	NOUN
american_scientific_journal-11010	26	56	based	base	VERB
american_scientific_journal-11010	26	57	on	on	ADP
american_scientific_journal-11010	26	58	data	datum	NOUN
american_scientific_journal-11010	26	59	inputs	input	NOUN
american_scientific_journal-11010	26	60	[	[	X
american_scientific_journal-11010	26	61	19	19	NUM
american_scientific_journal-11010	26	62	]	]	PUNCT
american_scientific_journal-11010	26	63	.	.	PUNCT
american_scientific_journal-11010	27	1	[	[	X
american_scientific_journal-11010	27	2	3	3	NUM
american_scientific_journal-11010	27	3	]	]	PUNCT
american_scientific_journal-11010	27	4	categorized	categorize	VERB
american_scientific_journal-11010	27	5	all	all	DET
american_scientific_journal-11010	27	6	machine	machine	NOUN
american_scientific_journal-11010	27	7	learning	learn	VERB
american_scientific_journal-11010	27	8	techniques	technique	NOUN
american_scientific_journal-11010	27	9	as	as	ADP
american_scientific_journal-11010	27	10	quantitative	quantitative	ADJ
american_scientific_journal-11010	27	11	methods	method	NOUN
american_scientific_journal-11010	27	12	.	.	PUNCT
american_scientific_journal-11010	28	1	machine	machine	NOUN
american_scientific_journal-11010	28	2	learning	learning	NOUN
american_scientific_journal-11010	28	3	can	can	AUX
american_scientific_journal-11010	28	4	unearth	unearth	VERB
american_scientific_journal-11010	28	5	concealed	conceal	VERB
american_scientific_journal-11010	28	6	patterns	pattern	NOUN
american_scientific_journal-11010	28	7	in	in	ADP
american_scientific_journal-11010	28	8	a	a	DET
american_scientific_journal-11010	28	9	dataset	dataset	NOUN
american_scientific_journal-11010	28	10	,	,	PUNCT
american_scientific_journal-11010	28	11	process	process	NOUN
american_scientific_journal-11010	28	12	colossal	colossal	ADJ
american_scientific_journal-11010	28	13	volumes	volume	NOUN
american_scientific_journal-11010	28	14	of	of	ADP
american_scientific_journal-11010	28	15	data	datum	NOUN
american_scientific_journal-11010	28	16	rapidly	rapidly	ADV
american_scientific_journal-11010	28	17	and	and	CCONJ
american_scientific_journal-11010	28	18	accurately	accurately	ADV
american_scientific_journal-11010	28	19	,	,	PUNCT
american_scientific_journal-11010	28	20	and	and	CCONJ
american_scientific_journal-11010	28	21	adjust	adjust	VERB
american_scientific_journal-11010	28	22	to	to	ADP
american_scientific_journal-11010	28	23	new	new	ADJ
american_scientific_journal-11010	28	24	information	information	NOUN
american_scientific_journal-11010	28	25	and	and	CCONJ
american_scientific_journal-11010	28	26	circumstances	circumstance	NOUN
american_scientific_journal-11010	28	27	while	while	SCONJ
american_scientific_journal-11010	28	28	preserving	preserve	VERB
american_scientific_journal-11010	28	29	transparency	transparency	NOUN
american_scientific_journal-11010	28	30	and	and	CCONJ
american_scientific_journal-11010	28	31	explainability	explainability	NOUN
american_scientific_journal-11010	28	32	[	[	X
american_scientific_journal-11010	28	33	3	3	NUM
american_scientific_journal-11010	28	34	]	]	PUNCT
american_scientific_journal-11010	28	35	.	.	PUNCT
american_scientific_journal-11010	29	1	its	its	PRON
american_scientific_journal-11010	29	2	aim	aim	NOUN
american_scientific_journal-11010	29	3	is	be	AUX
american_scientific_journal-11010	29	4	to	to	PART
american_scientific_journal-11010	29	5	create	create	VERB
american_scientific_journal-11010	29	6	systems	system	NOUN
american_scientific_journal-11010	29	7	capable	capable	ADJ
american_scientific_journal-11010	29	8	of	of	ADP
american_scientific_journal-11010	29	9	enhancing	enhance	VERB
american_scientific_journal-11010	29	10	their	their	PRON
american_scientific_journal-11010	29	11	performance	performance	NOUN
american_scientific_journal-11010	29	12	through	through	ADP
american_scientific_journal-11010	29	13	experience	experience	NOUN
american_scientific_journal-11010	29	14	without	without	ADP
american_scientific_journal-11010	29	15	the	the	DET
american_scientific_journal-11010	29	16	need	need	NOUN
american_scientific_journal-11010	29	17	for	for	ADP
american_scientific_journal-11010	29	18	explicit	explicit	ADJ
american_scientific_journal-11010	29	19	programming	programming	NOUN
american_scientific_journal-11010	29	20	.	.	PUNCT
american_scientific_journal-11010	30	1	researchers	researcher	NOUN
american_scientific_journal-11010	30	2	have	have	VERB
american_scientific_journal-11010	30	3	leveraged	leveraged	ADJ
american_scientific_journal-11010	30	4	machine	machine	NOUN
american_scientific_journal-11010	30	5	learning	learn	VERB
american_scientific_journal-11010	30	6	to	to	PART
american_scientific_journal-11010	30	7	devise	devise	VERB
american_scientific_journal-11010	30	8	data	data	NOUN
american_scientific_journal-11010	30	9	-	-	PUNCT
american_scientific_journal-11010	30	10	driven	drive	VERB
american_scientific_journal-11010	30	11	solutions	solution	NOUN
american_scientific_journal-11010	30	12	for	for	ADP
american_scientific_journal-11010	30	13	various	various	ADJ
american_scientific_journal-11010	30	14	issues	issue	NOUN
american_scientific_journal-11010	30	15	in	in	ADP
american_scientific_journal-11010	30	16	business	business	NOUN
american_scientific_journal-11010	30	17	operations	operation	NOUN
american_scientific_journal-11010	30	18	,	,	PUNCT
american_scientific_journal-11010	30	19	including	include	VERB
american_scientific_journal-11010	30	20	inventory	inventory	NOUN
american_scientific_journal-11010	30	21	management[8	management[8	NOUN
american_scientific_journal-11010	30	22	,	,	PUNCT
american_scientific_journal-11010	30	23	6	6	NUM
american_scientific_journal-11010	30	24	,	,	PUNCT
american_scientific_journal-11010	30	25	7	7	NUM
american_scientific_journal-11010	30	26	]	]	PUNCT
american_scientific_journal-11010	30	27	.	.	PUNCT
american_scientific_journal-11010	31	1	and	and	CCONJ
american_scientific_journal-11010	31	2	as	as	ADP
american_scientific_journal-11010	31	3	an	an	DET
american_scientific_journal-11010	31	4	integral	integral	ADJ
american_scientific_journal-11010	31	5	part	part	NOUN
american_scientific_journal-11010	31	6	of	of	ADP
american_scientific_journal-11010	31	7	inventory	inventory	NOUN
american_scientific_journal-11010	31	8	management	management	NOUN
american_scientific_journal-11010	31	9	,	,	PUNCT
american_scientific_journal-11010	31	10	numerous	numerous	ADJ
american_scientific_journal-11010	31	11	machine	machine	NOUN
american_scientific_journal-11010	31	12	learning	learning	NOUN
american_scientific_journal-11010	31	13	approaches	approach	NOUN
american_scientific_journal-11010	31	14	have	have	AUX
american_scientific_journal-11010	31	15	been	be	AUX
american_scientific_journal-11010	31	16	proposed	propose	VERB
american_scientific_journal-11010	31	17	by	by	ADP
american_scientific_journal-11010	31	18	researchers	researcher	NOUN
american_scientific_journal-11010	31	19	to	to	PART
american_scientific_journal-11010	31	20	tackle	tackle	VERB
american_scientific_journal-11010	31	21	this	this	PRON
american_scientific_journal-11010	31	22	issue[3	issue[3	NOUN
american_scientific_journal-11010	31	23	]	]	PUNCT
american_scientific_journal-11010	31	24	.	.	PUNCT
american_scientific_journal-11010	32	1	artificial	artificial	ADJ
american_scientific_journal-11010	32	2	neural	neural	ADJ
american_scientific_journal-11010	32	3	networks	network	NOUN
american_scientific_journal-11010	32	4	are	be	AUX
american_scientific_journal-11010	32	5	recognized	recognize	VERB
american_scientific_journal-11010	32	6	as	as	ADP
american_scientific_journal-11010	32	7	the	the	DET
american_scientific_journal-11010	32	8	most	most	ADV
american_scientific_journal-11010	32	9	potent	potent	ADJ
american_scientific_journal-11010	32	10	technique	technique	NOUN
american_scientific_journal-11010	32	11	for	for	ADP
american_scientific_journal-11010	32	12	demand	demand	NOUN
american_scientific_journal-11010	32	13	forecasting[10	forecasting[10	NOUN
american_scientific_journal-11010	32	14	,	,	PUNCT
american_scientific_journal-11010	32	15	11	11	NUM
american_scientific_journal-11010	32	16	,	,	PUNCT
american_scientific_journal-11010	32	17	9].to	9].to	NUM
american_scientific_journal-11010	32	18	evaluate	evaluate	VERB
american_scientific_journal-11010	32	19	the	the	DET
american_scientific_journal-11010	32	20	effectiveness	effectiveness	NOUN
american_scientific_journal-11010	32	21	of	of	ADP
american_scientific_journal-11010	32	22	advanced	advanced	ADJ
american_scientific_journal-11010	32	23	computational	computational	ADJ
american_scientific_journal-11010	32	24	models	model	NOUN
american_scientific_journal-11010	32	25	in	in	ADP
american_scientific_journal-11010	32	26	achieving	achieve	VERB
american_scientific_journal-11010	32	27	high	high	ADJ
american_scientific_journal-11010	32	28	accuracy	accuracy	NOUN
american_scientific_journal-11010	32	29	and	and	CCONJ
american_scientific_journal-11010	32	30	reliability	reliability	NOUN
american_scientific_journal-11010	32	31	in	in	ADP
american_scientific_journal-11010	32	32	predictive	predictive	ADJ
american_scientific_journal-11010	32	33	tasks	task	NOUN
american_scientific_journal-11010	32	34	,	,	PUNCT
american_scientific_journal-11010	32	35	this	this	DET
american_scientific_journal-11010	32	36	study	study	NOUN
american_scientific_journal-11010	32	37	drew	draw	VERB
american_scientific_journal-11010	32	38	a	a	DET
american_scientific_journal-11010	32	39	comparison	comparison	NOUN
american_scientific_journal-11010	32	40	between	between	ADP
american_scientific_journal-11010	32	41	the	the	DET
american_scientific_journal-11010	32	42	performance	performance	NOUN
american_scientific_journal-11010	32	43	of	of	ADP
american_scientific_journal-11010	32	44	a	a	DET
american_scientific_journal-11010	32	45	stacking	stack	VERB
american_scientific_journal-11010	32	46	ensemble	ensemble	ADJ
american_scientific_journal-11010	32	47	machine	machine	NOUN
american_scientific_journal-11010	32	48	learning	learn	VERB
american_scientific_journal-11010	32	49	framework	framework	NOUN
american_scientific_journal-11010	32	50	and	and	CCONJ
american_scientific_journal-11010	32	51	a	a	DET
american_scientific_journal-11010	32	52	multi	multi	ADJ
american_scientific_journal-11010	32	53	-	-	ADJ
american_scientific_journal-11010	32	54	layer	layer	ADJ
american_scientific_journal-11010	32	55	perceptron	perceptron	PROPN
american_scientific_journal-11010	32	56	neural	neural	ADJ
american_scientific_journal-11010	32	57	network	network	NOUN
american_scientific_journal-11010	32	58	application	application	NOUN
american_scientific_journal-11010	32	59	.	.	PUNCT
american_scientific_journal-11010	33	1	statistical	statistical	ADJ
american_scientific_journal-11010	33	2	metrics	metric	NOUN
american_scientific_journal-11010	33	3	were	be	AUX
american_scientific_journal-11010	33	4	employed	employ	VERB
american_scientific_journal-11010	33	5	to	to	PART
american_scientific_journal-11010	33	6	identify	identify	VERB
american_scientific_journal-11010	33	7	the	the	DET
american_scientific_journal-11010	33	8	method	method	NOUN
american_scientific_journal-11010	33	9	with	with	ADP
american_scientific_journal-11010	33	10	the	the	DET
american_scientific_journal-11010	33	11	superior	superior	ADJ
american_scientific_journal-11010	33	12	performance	performance	NOUN
american_scientific_journal-11010	33	13	.	.	PUNCT
american_scientific_journal-11010	34	1	2	2	X
american_scientific_journal-11010	34	2	.	.	X
american_scientific_journal-11010	34	3	literature	literature	NOUN
american_scientific_journal-11010	34	4	review	review	VERB
american_scientific_journal-11010	34	5	this	this	DET
american_scientific_journal-11010	34	6	segment	segment	NOUN
american_scientific_journal-11010	34	7	presents	present	VERB
american_scientific_journal-11010	34	8	the	the	DET
american_scientific_journal-11010	34	9	literature	literature	NOUN
american_scientific_journal-11010	34	10	review	review	NOUN
american_scientific_journal-11010	34	11	for	for	ADP
american_scientific_journal-11010	34	12	this	this	DET
american_scientific_journal-11010	34	13	study	study	NOUN
american_scientific_journal-11010	34	14	on	on	ADP
american_scientific_journal-11010	34	15	demand	demand	NOUN
american_scientific_journal-11010	34	16	forecasting	forecasting	NOUN
american_scientific_journal-11010	34	17	in	in	ADP
american_scientific_journal-11010	34	18	retail	retail	ADJ
american_scientific_journal-11010	34	19	business	business	NOUN
american_scientific_journal-11010	34	20	.	.	PUNCT
american_scientific_journal-11010	35	1	traditionally	traditionally	ADV
american_scientific_journal-11010	35	2	,	,	PUNCT
american_scientific_journal-11010	35	3	retailers	retailer	NOUN
american_scientific_journal-11010	35	4	have	have	AUX
american_scientific_journal-11010	35	5	employed	employ	VERB
american_scientific_journal-11010	35	6	an	an	DET
american_scientific_journal-11010	35	7	array	array	NOUN
american_scientific_journal-11010	35	8	of	of	ADP
american_scientific_journal-11010	35	9	forecasting	forecasting	NOUN
american_scientific_journal-11010	35	10	strategies	strategy	NOUN
american_scientific_journal-11010	35	11	to	to	PART
american_scientific_journal-11010	35	12	project	project	VERB
american_scientific_journal-11010	35	13	production	production	NOUN
american_scientific_journal-11010	35	14	and	and	CCONJ
american_scientific_journal-11010	35	15	product	product	NOUN
american_scientific_journal-11010	35	16	demand	demand	NOUN
american_scientific_journal-11010	35	17	,	,	PUNCT
american_scientific_journal-11010	35	18	with	with	ADP
american_scientific_journal-11010	35	19	numerous	numerous	ADJ
american_scientific_journal-11010	35	20	technologies	technology	NOUN
american_scientific_journal-11010	35	21	existing	exist	VERB
american_scientific_journal-11010	35	22	to	to	PART
american_scientific_journal-11010	35	23	anticipate	anticipate	VERB
american_scientific_journal-11010	35	24	consumer	consumer	NOUN
american_scientific_journal-11010	35	25	demand	demand	NOUN
american_scientific_journal-11010	35	26	.	.	PUNCT
american_scientific_journal-11010	36	1	this	this	DET
american_scientific_journal-11010	36	2	literature	literature	NOUN
american_scientific_journal-11010	36	3	review	review	NOUN
american_scientific_journal-11010	36	4	emphasizes	emphasize	VERB
american_scientific_journal-11010	36	5	on	on	ADP
american_scientific_journal-11010	36	6	the	the	DET
american_scientific_journal-11010	36	7	prevailing	prevail	VERB
american_scientific_journal-11010	36	8	methodologies	methodology	NOUN
american_scientific_journal-11010	36	9	for	for	ADP
american_scientific_journal-11010	36	10	demand	demand	NOUN
american_scientific_journal-11010	36	11	forecasting	forecasting	NOUN
american_scientific_journal-11010	36	12	,	,	PUNCT
american_scientific_journal-11010	36	13	their	their	PRON
american_scientific_journal-11010	36	14	practical	practical	ADJ
american_scientific_journal-11010	36	15	applications	application	NOUN
american_scientific_journal-11010	36	16	,	,	PUNCT
american_scientific_journal-11010	36	17	and	and	CCONJ
american_scientific_journal-11010	36	18	their	their	PRON
american_scientific_journal-11010	36	19	intrinsic	intrinsic	ADJ
american_scientific_journal-11010	36	20	limitations	limitation	NOUN
american_scientific_journal-11010	36	21	.	.	PUNCT
american_scientific_journal-11010	37	1	it	it	PRON
american_scientific_journal-11010	37	2	scrutinizes	scrutinize	VERB
american_scientific_journal-11010	37	3	the	the	DET
american_scientific_journal-11010	37	4	extant	extant	ADJ
american_scientific_journal-11010	37	5	comprehension	comprehension	NOUN
american_scientific_journal-11010	37	6	of	of	ADP
american_scientific_journal-11010	37	7	the	the	DET
american_scientific_journal-11010	37	8	literature	literature	NOUN
american_scientific_journal-11010	37	9	concerning	concern	VERB
american_scientific_journal-11010	37	10	demand	demand	NOUN
american_scientific_journal-11010	37	11	forecasting	forecasting	NOUN
american_scientific_journal-11010	37	12	techniques	technique	NOUN
american_scientific_journal-11010	37	13	,	,	PUNCT
american_scientific_journal-11010	37	14	particularly	particularly	ADV
american_scientific_journal-11010	37	15	american	american	ADJ
american_scientific_journal-11010	37	16	academic	academic	ADJ
american_scientific_journal-11010	37	17	scientific	scientific	ADJ
american_scientific_journal-11010	37	18	research	research	NOUN
american_scientific_journal-11010	37	19	journal	journal	NOUN
american_scientific_journal-11010	37	20	for	for	ADP
american_scientific_journal-11010	37	21	engineering	engineering	NOUN
american_scientific_journal-11010	37	22	,	,	PUNCT
american_scientific_journal-11010	37	23	technology	technology	NOUN
american_scientific_journal-11010	37	24	,	,	PUNCT
american_scientific_journal-11010	37	25	and	and	CCONJ
american_scientific_journal-11010	37	26	sciences	science	NOUN
american_scientific_journal-11010	37	27	(	(	PUNCT
american_scientific_journal-11010	37	28	asrjets	asrjet	NOUN
american_scientific_journal-11010	37	29	)	)	PUNCT
american_scientific_journal-11010	37	30	volume	volume	NOUN
american_scientific_journal-11010	37	31	98	98	NUM
american_scientific_journal-11010	37	32	,	,	PUNCT
american_scientific_journal-11010	37	33	no	no	DET
american_scientific_journal-11010	37	34	1	1	NUM
american_scientific_journal-11010	37	35	,	,	PUNCT
american_scientific_journal-11010	37	36	pp	pp	ADV
american_scientific_journal-11010	37	37	309	309	NUM
american_scientific_journal-11010	37	38	-	-	SYM
american_scientific_journal-11010	37	39	329	329	NUM
american_scientific_journal-11010	37	40	311	311	NUM
american_scientific_journal-11010	37	41	within	within	ADP
american_scientific_journal-11010	37	42	the	the	DET
american_scientific_journal-11010	37	43	retail	retail	ADJ
american_scientific_journal-11010	37	44	sector	sector	NOUN
american_scientific_journal-11010	37	45	.	.	PUNCT
american_scientific_journal-11010	38	1	the	the	DET
american_scientific_journal-11010	38	2	objective	objective	NOUN
american_scientific_journal-11010	38	3	is	be	AUX
american_scientific_journal-11010	38	4	to	to	PART
american_scientific_journal-11010	38	5	construct	construct	VERB
american_scientific_journal-11010	38	6	a	a	DET
american_scientific_journal-11010	38	7	robust	robust	ADJ
american_scientific_journal-11010	38	8	understanding	understanding	NOUN
american_scientific_journal-11010	38	9	of	of	ADP
american_scientific_journal-11010	38	10	existing	exist	VERB
american_scientific_journal-11010	38	11	methodologies	methodology	NOUN
american_scientific_journal-11010	38	12	and	and	CCONJ
american_scientific_journal-11010	38	13	to	to	PART
american_scientific_journal-11010	38	14	illustrate	illustrate	VERB
american_scientific_journal-11010	38	15	how	how	SCONJ
american_scientific_journal-11010	38	16	the	the	DET
american_scientific_journal-11010	38	17	study	study	NOUN
american_scientific_journal-11010	38	18	’s	’s	PART
american_scientific_journal-11010	38	19	proposed	propose	VERB
american_scientific_journal-11010	38	20	methodology	methodology	NOUN
american_scientific_journal-11010	38	21	contributes	contribute	VERB
american_scientific_journal-11010	38	22	to	to	ADP
american_scientific_journal-11010	38	23	the	the	DET
american_scientific_journal-11010	38	24	body	body	NOUN
american_scientific_journal-11010	38	25	of	of	ADP
american_scientific_journal-11010	38	26	knowledge	knowledge	NOUN
american_scientific_journal-11010	38	27	pertaining	pertain	VERB
american_scientific_journal-11010	38	28	to	to	PART
american_scientific_journal-11010	38	29	demand	demand	VERB
american_scientific_journal-11010	38	30	forecasting	forecasting	NOUN
american_scientific_journal-11010	38	31	.	.	PUNCT
american_scientific_journal-11010	39	1	enterprises	enterprise	NOUN
american_scientific_journal-11010	39	2	are	be	AUX
american_scientific_journal-11010	39	3	necessitated	necessitate	VERB
american_scientific_journal-11010	39	4	to	to	PART
american_scientific_journal-11010	39	5	anticipate	anticipate	VERB
american_scientific_journal-11010	39	6	demand	demand	NOUN
american_scientific_journal-11010	39	7	,	,	PUNCT
american_scientific_journal-11010	39	8	thereby	thereby	ADV
american_scientific_journal-11010	39	9	facilitating	facilitate	VERB
american_scientific_journal-11010	39	10	projections	projection	NOUN
american_scientific_journal-11010	39	11	for	for	ADP
american_scientific_journal-11010	39	12	future	future	ADJ
american_scientific_journal-11010	39	13	necessities	necessity	NOUN
american_scientific_journal-11010	39	14	of	of	ADP
american_scientific_journal-11010	39	15	their	their	PRON
american_scientific_journal-11010	39	16	products	product	NOUN
american_scientific_journal-11010	39	17	or	or	CCONJ
american_scientific_journal-11010	39	18	services	service	NOUN
american_scientific_journal-11010	39	19	.	.	PUNCT
american_scientific_journal-11010	40	1	this	this	DET
american_scientific_journal-11010	40	2	foundational	foundational	ADJ
american_scientific_journal-11010	40	3	foresight	foresight	NOUN
american_scientific_journal-11010	40	4	underpins	underpin	VERB
american_scientific_journal-11010	40	5	informed	informed	ADJ
american_scientific_journal-11010	40	6	decision	decision	NOUN
american_scientific_journal-11010	40	7	-	-	PUNCT
american_scientific_journal-11010	40	8	making	making	NOUN
american_scientific_journal-11010	40	9	pertaining	pertain	VERB
american_scientific_journal-11010	40	10	to	to	ADP
american_scientific_journal-11010	40	11	production	production	NOUN
american_scientific_journal-11010	40	12	planning	planning	NOUN
american_scientific_journal-11010	40	13	,	,	PUNCT
american_scientific_journal-11010	40	14	inventory	inventory	NOUN
american_scientific_journal-11010	40	15	control	control	NOUN
american_scientific_journal-11010	40	16	,	,	PUNCT
american_scientific_journal-11010	40	17	and	and	CCONJ
american_scientific_journal-11010	40	18	pricing	pricing	NOUN
american_scientific_journal-11010	40	19	strategies	strategy	NOUN
american_scientific_journal-11010	40	20	,	,	PUNCT
american_scientific_journal-11010	40	21	with	with	ADP
american_scientific_journal-11010	40	22	the	the	DET
american_scientific_journal-11010	40	23	potential	potential	NOUN
american_scientific_journal-11010	40	24	for	for	ADP
american_scientific_journal-11010	40	25	minimizing	minimize	VERB
american_scientific_journal-11010	40	26	costs	cost	NOUN
american_scientific_journal-11010	40	27	and	and	CCONJ
american_scientific_journal-11010	40	28	maximizing	maximize	VERB
american_scientific_journal-11010	40	29	profits[4	profits[4	ADV
american_scientific_journal-11010	40	30	]	]	PUNCT
american_scientific_journal-11010	40	31	.	.	PUNCT
american_scientific_journal-11010	41	1	to	to	PART
american_scientific_journal-11010	41	2	gain	gain	VERB
american_scientific_journal-11010	41	3	a	a	DET
american_scientific_journal-11010	41	4	competitive	competitive	ADJ
american_scientific_journal-11010	41	5	edge	edge	NOUN
american_scientific_journal-11010	41	6	in	in	ADP
american_scientific_journal-11010	41	7	the	the	DET
american_scientific_journal-11010	41	8	dynamic	dynamic	ADJ
american_scientific_journal-11010	41	9	landscape	landscape	NOUN
american_scientific_journal-11010	41	10	of	of	ADP
american_scientific_journal-11010	41	11	the	the	DET
american_scientific_journal-11010	41	12	retail	retail	ADJ
american_scientific_journal-11010	41	13	industry	industry	NOUN
american_scientific_journal-11010	41	14	,	,	PUNCT
american_scientific_journal-11010	41	15	corporations	corporation	NOUN
american_scientific_journal-11010	41	16	leverage	leverage	VERB
american_scientific_journal-11010	41	17	cutting	cutting	NOUN
american_scientific_journal-11010	41	18	-	-	PUNCT
american_scientific_journal-11010	41	19	edge	edge	NOUN
american_scientific_journal-11010	41	20	technologies	technology	NOUN
american_scientific_journal-11010	41	21	to	to	PART
american_scientific_journal-11010	41	22	project	project	VERB
american_scientific_journal-11010	41	23	customer	customer	NOUN
american_scientific_journal-11010	41	24	demand	demand	NOUN
american_scientific_journal-11010	41	25	.	.	PUNCT
american_scientific_journal-11010	42	1	the	the	DET
american_scientific_journal-11010	42	2	objective	objective	NOUN
american_scientific_journal-11010	42	3	is	be	AUX
american_scientific_journal-11010	42	4	to	to	PART
american_scientific_journal-11010	42	5	maintain	maintain	VERB
american_scientific_journal-11010	42	6	a	a	DET
american_scientific_journal-11010	42	7	lean	lean	ADJ
american_scientific_journal-11010	42	8	inventory	inventory	NOUN
american_scientific_journal-11010	42	9	while	while	SCONJ
american_scientific_journal-11010	42	10	ensuring	ensure	VERB
american_scientific_journal-11010	42	11	customer	customer	NOUN
american_scientific_journal-11010	42	12	satisfaction	satisfaction	NOUN
american_scientific_journal-11010	42	13	,	,	PUNCT
american_scientific_journal-11010	42	14	thereby	thereby	ADV
american_scientific_journal-11010	42	15	curbing	curb	VERB
american_scientific_journal-11010	42	16	expenses	expense	NOUN
american_scientific_journal-11010	42	17	related	relate	VERB
american_scientific_journal-11010	42	18	to	to	ADP
american_scientific_journal-11010	42	19	distribution	distribution	NOUN
american_scientific_journal-11010	42	20	and	and	CCONJ
american_scientific_journal-11010	42	21	storage[12	storage[12	NOUN
american_scientific_journal-11010	42	22	]	]	PUNCT
american_scientific_journal-11010	42	23	.	.	PUNCT
american_scientific_journal-11010	43	1	accurate	accurate	ADJ
american_scientific_journal-11010	43	2	demand	demand	NOUN
american_scientific_journal-11010	43	3	projections	projection	NOUN
american_scientific_journal-11010	43	4	are	be	AUX
american_scientific_journal-11010	43	5	instrumental	instrumental	ADJ
american_scientific_journal-11010	43	6	in	in	ADP
american_scientific_journal-11010	43	7	planning	plan	VERB
american_scientific_journal-11010	43	8	for	for	ADP
american_scientific_journal-11010	43	9	capacity	capacity	NOUN
american_scientific_journal-11010	43	10	expansion	expansion	NOUN
american_scientific_journal-11010	43	11	and	and	CCONJ
american_scientific_journal-11010	43	12	efficient	efficient	ADJ
american_scientific_journal-11010	43	13	resource	resource	NOUN
american_scientific_journal-11010	43	14	distribution[4	distribution[4	NOUN
american_scientific_journal-11010	43	15	]	]	PUNCT
american_scientific_journal-11010	43	16	.	.	PUNCT
american_scientific_journal-11010	44	1	present	present	ADJ
american_scientific_journal-11010	44	2	demand	demand	NOUN
american_scientific_journal-11010	44	3	forecasting	forecasting	NOUN
american_scientific_journal-11010	44	4	methodologies	methodology	NOUN
american_scientific_journal-11010	44	5	have	have	AUX
american_scientific_journal-11010	44	6	catalyzed	catalyze	VERB
american_scientific_journal-11010	44	7	the	the	DET
american_scientific_journal-11010	44	8	conception	conception	NOUN
american_scientific_journal-11010	44	9	of	of	ADP
american_scientific_journal-11010	44	10	a	a	DET
american_scientific_journal-11010	44	11	plethora	plethora	NOUN
american_scientific_journal-11010	44	12	of	of	ADP
american_scientific_journal-11010	44	13	frameworks	framework	NOUN
american_scientific_journal-11010	44	14	for	for	ADP
american_scientific_journal-11010	44	15	anticipating	anticipate	VERB
american_scientific_journal-11010	44	16	future	future	ADJ
american_scientific_journal-11010	44	17	market	market	NOUN
american_scientific_journal-11010	44	18	needs	need	NOUN
american_scientific_journal-11010	44	19	,	,	PUNCT
american_scientific_journal-11010	44	20	facilitating	facilitate	VERB
american_scientific_journal-11010	44	21	the	the	DET
american_scientific_journal-11010	44	22	formulation	formulation	NOUN
american_scientific_journal-11010	44	23	of	of	ADP
american_scientific_journal-11010	44	24	suitable	suitable	ADJ
american_scientific_journal-11010	44	25	design	design	NOUN
american_scientific_journal-11010	44	26	and	and	CCONJ
american_scientific_journal-11010	44	27	operational	operational	ADJ
american_scientific_journal-11010	44	28	strategies[4	strategies[4	PROPN
american_scientific_journal-11010	44	29	]	]	PUNCT
american_scientific_journal-11010	44	30	.	.	PUNCT
american_scientific_journal-11010	45	1	given	give	VERB
american_scientific_journal-11010	45	2	the	the	DET
american_scientific_journal-11010	45	3	strides	stride	NOUN
american_scientific_journal-11010	45	4	in	in	ADP
american_scientific_journal-11010	45	5	technology	technology	NOUN
american_scientific_journal-11010	45	6	and	and	CCONJ
american_scientific_journal-11010	45	7	data	datum	NOUN
american_scientific_journal-11010	45	8	analysis	analysis	NOUN
american_scientific_journal-11010	45	9	,	,	PUNCT
american_scientific_journal-11010	45	10	increasingly	increasingly	ADV
american_scientific_journal-11010	45	11	sophisticated	sophisticated	ADJ
american_scientific_journal-11010	45	12	methodologies	methodology	NOUN
american_scientific_journal-11010	45	13	,	,	PUNCT
american_scientific_journal-11010	45	14	including	include	VERB
american_scientific_journal-11010	45	15	artificial	artificial	ADJ
american_scientific_journal-11010	45	16	intelligence	intelligence	NOUN
american_scientific_journal-11010	45	17	,	,	PUNCT
american_scientific_journal-11010	45	18	can	can	AUX
american_scientific_journal-11010	45	19	be	be	AUX
american_scientific_journal-11010	45	20	utilized	utilize	VERB
american_scientific_journal-11010	45	21	to	to	PART
american_scientific_journal-11010	45	22	yield	yield	VERB
american_scientific_journal-11010	45	23	more	more	ADV
american_scientific_journal-11010	45	24	accurate	accurate	ADJ
american_scientific_journal-11010	45	25	forecasts	forecast	NOUN
american_scientific_journal-11010	45	26	by	by	ADP
american_scientific_journal-11010	45	27	considering	consider	VERB
american_scientific_journal-11010	45	28	a	a	DET
american_scientific_journal-11010	45	29	wider	wide	ADJ
american_scientific_journal-11010	45	30	spectrum	spectrum	NOUN
american_scientific_journal-11010	45	31	of	of	ADP
american_scientific_journal-11010	45	32	variables	variable	NOUN
american_scientific_journal-11010	45	33	.	.	PUNCT
american_scientific_journal-11010	46	1	the	the	DET
american_scientific_journal-11010	46	2	existing	exist	VERB
american_scientific_journal-11010	46	3	demand	demand	NOUN
american_scientific_journal-11010	46	4	forecasting	forecasting	NOUN
american_scientific_journal-11010	46	5	methodologies	methodology	NOUN
american_scientific_journal-11010	46	6	that	that	PRON
american_scientific_journal-11010	46	7	have	have	AUX
american_scientific_journal-11010	46	8	been	be	AUX
american_scientific_journal-11010	46	9	comprehensively	comprehensively	ADV
american_scientific_journal-11010	46	10	researched	research	VERB
american_scientific_journal-11010	46	11	can	can	AUX
american_scientific_journal-11010	46	12	be	be	AUX
american_scientific_journal-11010	46	13	classified	classify	VERB
american_scientific_journal-11010	46	14	into	into	ADP
american_scientific_journal-11010	46	15	four	four	NUM
american_scientific_journal-11010	46	16	primary	primary	ADJ
american_scientific_journal-11010	46	17	categories	category	NOUN
american_scientific_journal-11010	46	18	.	.	PUNCT
american_scientific_journal-11010	47	1	2.1.traditional	2.1.traditional	NUM
american_scientific_journal-11010	47	2	statistical	statistical	ADJ
american_scientific_journal-11010	47	3	methods	method	NOUN
american_scientific_journal-11010	47	4	traditional	traditional	ADJ
american_scientific_journal-11010	47	5	statistical	statistical	ADJ
american_scientific_journal-11010	47	6	methodologies	methodology	NOUN
american_scientific_journal-11010	47	7	employ	employ	VERB
american_scientific_journal-11010	47	8	historical	historical	ADJ
american_scientific_journal-11010	47	9	sales	sale	NOUN
american_scientific_journal-11010	47	10	data	datum	NOUN
american_scientific_journal-11010	47	11	to	to	PART
american_scientific_journal-11010	47	12	predict	predict	VERB
american_scientific_journal-11010	47	13	future	future	ADJ
american_scientific_journal-11010	47	14	product	product	NOUN
american_scientific_journal-11010	47	15	demand	demand	NOUN
american_scientific_journal-11010	47	16	[	[	X
american_scientific_journal-11010	47	17	4	4	NUM
american_scientific_journal-11010	47	18	]	]	PUNCT
american_scientific_journal-11010	47	19	.	.	PUNCT
american_scientific_journal-11010	48	1	two	two	NUM
american_scientific_journal-11010	48	2	of	of	ADP
american_scientific_journal-11010	48	3	the	the	DET
american_scientific_journal-11010	48	4	widely	widely	ADV
american_scientific_journal-11010	48	5	recognized	recognize	VERB
american_scientific_journal-11010	48	6	traditional	traditional	ADJ
american_scientific_journal-11010	48	7	approaches	approach	NOUN
american_scientific_journal-11010	48	8	are	be	AUX
american_scientific_journal-11010	48	9	the	the	DET
american_scientific_journal-11010	48	10	arima	arima	PROPN
american_scientific_journal-11010	48	11	model	model	NOUN
american_scientific_journal-11010	48	12	and	and	CCONJ
american_scientific_journal-11010	48	13	the	the	DET
american_scientific_journal-11010	48	14	various	various	ADJ
american_scientific_journal-11010	48	15	forms	form	NOUN
american_scientific_journal-11010	48	16	of	of	ADP
american_scientific_journal-11010	48	17	holt	holt	PROPN
american_scientific_journal-11010	48	18	-	-	PUNCT
american_scientific_journal-11010	48	19	winters	winter	NOUN
american_scientific_journal-11010	48	20	exponential	exponential	ADJ
american_scientific_journal-11010	48	21	smoothing	smoothing	NOUN
american_scientific_journal-11010	48	22	.	.	PUNCT
american_scientific_journal-11010	49	1	both	both	PRON
american_scientific_journal-11010	49	2	are	be	AUX
american_scientific_journal-11010	49	3	explored	explore	VERB
american_scientific_journal-11010	49	4	in	in	ADP
american_scientific_journal-11010	49	5	depth	depth	NOUN
american_scientific_journal-11010	49	6	to	to	PART
american_scientific_journal-11010	49	7	show	show	VERB
american_scientific_journal-11010	49	8	the	the	DET
american_scientific_journal-11010	49	9	advantages	advantage	NOUN
american_scientific_journal-11010	49	10	and	and	CCONJ
american_scientific_journal-11010	49	11	disadvantages	disadvantage	NOUN
american_scientific_journal-11010	49	12	associated	associate	VERB
american_scientific_journal-11010	49	13	with	with	ADP
american_scientific_journal-11010	49	14	inventory	inventory	NOUN
american_scientific_journal-11010	49	15	forecasting	forecasting	NOUN
american_scientific_journal-11010	49	16	using	use	VERB
american_scientific_journal-11010	49	17	traditional	traditional	ADJ
american_scientific_journal-11010	49	18	statistical	statistical	ADJ
american_scientific_journal-11010	49	19	approaches	approach	NOUN
american_scientific_journal-11010	49	20	.	.	PUNCT
american_scientific_journal-11010	50	1	2.1.1.arima	2.1.1.arima	NUM
american_scientific_journal-11010	50	2	model	model	NOUN
american_scientific_journal-11010	50	3	the	the	DET
american_scientific_journal-11010	50	4	arima	arima	PROPN
american_scientific_journal-11010	50	5	(	(	PUNCT
american_scientific_journal-11010	50	6	autoregressive	autoregressive	ADJ
american_scientific_journal-11010	50	7	integrated	integrated	ADJ
american_scientific_journal-11010	50	8	moving	move	VERB
american_scientific_journal-11010	50	9	average	average	ADJ
american_scientific_journal-11010	50	10	)	)	PUNCT
american_scientific_journal-11010	50	11	model	model	NOUN
american_scientific_journal-11010	50	12	,	,	PUNCT
american_scientific_journal-11010	50	13	alternatively	alternatively	ADV
american_scientific_journal-11010	50	14	known	know	VERB
american_scientific_journal-11010	50	15	as	as	ADP
american_scientific_journal-11010	50	16	the	the	DET
american_scientific_journal-11010	50	17	box	box	PROPN
american_scientific_journal-11010	50	18	-	-	PUNCT
american_scientific_journal-11010	50	19	jenkins	jenkin	NOUN
american_scientific_journal-11010	50	20	method	method	NOUN
american_scientific_journal-11010	50	21	,	,	PUNCT
american_scientific_journal-11010	50	22	was	be	AUX
american_scientific_journal-11010	50	23	developed	develop	VERB
american_scientific_journal-11010	50	24	by	by	ADP
american_scientific_journal-11010	50	25	box	box	PROPN
american_scientific_journal-11010	50	26	and	and	CCONJ
american_scientific_journal-11010	50	27	jenkins	jenkin	NOUN
american_scientific_journal-11010	50	28	in	in	ADP
american_scientific_journal-11010	50	29	1970	1970	NUM
american_scientific_journal-11010	51	1	[	[	X
american_scientific_journal-11010	51	2	40	40	NUM
american_scientific_journal-11010	51	3	]	]	PUNCT
american_scientific_journal-11010	51	4	.	.	PUNCT
american_scientific_journal-11010	52	1	this	this	DET
american_scientific_journal-11010	52	2	assortment	assortment	NOUN
american_scientific_journal-11010	52	3	of	of	ADP
american_scientific_journal-11010	52	4	time	time	NOUN
american_scientific_journal-11010	52	5	-	-	PUNCT
american_scientific_journal-11010	52	6	domain	domain	NOUN
american_scientific_journal-11010	52	7	models	model	NOUN
american_scientific_journal-11010	52	8	is	be	AUX
american_scientific_journal-11010	52	9	routinely	routinely	ADV
american_scientific_journal-11010	52	10	employed	employ	VERB
american_scientific_journal-11010	52	11	for	for	ADP
american_scientific_journal-11010	52	12	estimating	estimate	VERB
american_scientific_journal-11010	52	13	and	and	CCONJ
american_scientific_journal-11010	52	14	forecasting	forecasting	NOUN
american_scientific_journal-11010	52	15	time	time	NOUN
american_scientific_journal-11010	52	16	series	series	PROPN
american_scientific_journal-11010	52	17	exhibiting	exhibit	VERB
american_scientific_journal-11010	52	18	temporal	temporal	ADJ
american_scientific_journal-11010	52	19	correlation	correlation	NOUN
american_scientific_journal-11010	52	20	[	[	X
american_scientific_journal-11010	52	21	40	40	NUM
american_scientific_journal-11010	52	22	]	]	PUNCT
american_scientific_journal-11010	52	23	.	.	PUNCT
american_scientific_journal-11010	53	1	as	as	SCONJ
american_scientific_journal-11010	53	2	noted	note	VERB
american_scientific_journal-11010	53	3	by	by	ADP
american_scientific_journal-11010	53	4	[	[	X
american_scientific_journal-11010	53	5	4	4	NUM
american_scientific_journal-11010	53	6	]	]	PUNCT
american_scientific_journal-11010	53	7	,	,	PUNCT
american_scientific_journal-11010	53	8	the	the	DET
american_scientific_journal-11010	53	9	model	model	NOUN
american_scientific_journal-11010	53	10	is	be	AUX
american_scientific_journal-11010	53	11	typically	typically	ADV
american_scientific_journal-11010	53	12	applied	apply	VERB
american_scientific_journal-11010	53	13	to	to	ADP
american_scientific_journal-11010	53	14	non	non	ADJ
american_scientific_journal-11010	53	15	-	-	ADJ
american_scientific_journal-11010	53	16	stationary	stationary	ADJ
american_scientific_journal-11010	53	17	data	datum	NOUN
american_scientific_journal-11010	53	18	wherein	wherein	SCONJ
american_scientific_journal-11010	53	19	the	the	DET
american_scientific_journal-11010	53	20	summary	summary	NOUN
american_scientific_journal-11010	53	21	statistics	statistic	NOUN
american_scientific_journal-11010	53	22	fluctuate	fluctuate	NOUN
american_scientific_journal-11010	53	23	over	over	ADP
american_scientific_journal-11010	53	24	time	time	NOUN
american_scientific_journal-11010	53	25	.	.	PUNCT
american_scientific_journal-11010	54	1	arima	arima	NOUN
american_scientific_journal-11010	54	2	models	model	NOUN
american_scientific_journal-11010	54	3	are	be	AUX
american_scientific_journal-11010	54	4	defined	define	VERB
american_scientific_journal-11010	54	5	by	by	ADP
american_scientific_journal-11010	54	6	the	the	DET
american_scientific_journal-11010	54	7	term	term	NOUN
american_scientific_journal-11010	54	8	arima	arima	PROPN
american_scientific_journal-11010	54	9	(	(	PUNCT
american_scientific_journal-11010	54	10	𝑝	𝑝	PROPN
american_scientific_journal-11010	54	11	,	,	PUNCT
american_scientific_journal-11010	54	12	𝑑	𝑑	PROPN
american_scientific_journal-11010	54	13	,	,	PUNCT
american_scientific_journal-11010	54	14	𝑞	𝑞	X
american_scientific_journal-11010	54	15	)	)	PUNCT
american_scientific_journal-11010	54	16	encapsulating	encapsulate	VERB
american_scientific_journal-11010	54	17	three	three	NUM
american_scientific_journal-11010	54	18	elements	element	NOUN
american_scientific_journal-11010	54	19	:	:	PUNCT
american_scientific_journal-11010	54	20	autoregressive	autoregressive	ADJ
american_scientific_journal-11010	54	21	(	(	PUNCT
american_scientific_journal-11010	54	22	ar	ar	NOUN
american_scientific_journal-11010	54	23	)	)	PUNCT
american_scientific_journal-11010	54	24	,	,	PUNCT
american_scientific_journal-11010	54	25	integrated	integrate	VERB
american_scientific_journal-11010	54	26	or	or	CCONJ
american_scientific_journal-11010	54	27	differencing	difference	VERB
american_scientific_journal-11010	54	28	(	(	PUNCT
american_scientific_journal-11010	54	29	i	i	NOUN
american_scientific_journal-11010	54	30	)	)	PUNCT
american_scientific_journal-11010	54	31	,	,	PUNCT
american_scientific_journal-11010	54	32	and	and	CCONJ
american_scientific_journal-11010	54	33	moving	move	VERB
american_scientific_journal-11010	54	34	average	average	ADJ
american_scientific_journal-11010	54	35	(	(	PUNCT
american_scientific_journal-11010	54	36	ma	ma	PROPN
american_scientific_journal-11010	54	37	)	)	PUNCT
american_scientific_journal-11010	54	38	,	,	PUNCT
american_scientific_journal-11010	54	39	corresponding	correspond	VERB
american_scientific_journal-11010	54	40	to	to	ADP
american_scientific_journal-11010	54	41	the	the	DET
american_scientific_journal-11010	54	42	order	order	NOUN
american_scientific_journal-11010	54	43	p	p	X
american_scientific_journal-11010	54	44	,	,	PUNCT
american_scientific_journal-11010	54	45	d	d	NOUN
american_scientific_journal-11010	54	46	,	,	PUNCT
american_scientific_journal-11010	54	47	and	and	CCONJ
american_scientific_journal-11010	54	48	q	q	NOUN
american_scientific_journal-11010	54	49	,	,	PUNCT
american_scientific_journal-11010	54	50	respectively[40	respectively[40	NOUN
american_scientific_journal-11010	54	51	]	]	PUNCT
american_scientific_journal-11010	54	52	.	.	PUNCT
american_scientific_journal-11010	55	1	the	the	DET
american_scientific_journal-11010	55	2	autoregressive	autoregressive	ADJ
american_scientific_journal-11010	55	3	(	(	PUNCT
american_scientific_journal-11010	55	4	ar	ar	NOUN
american_scientific_journal-11010	55	5	)	)	PUNCT
american_scientific_journal-11010	55	6	model	model	NOUN
american_scientific_journal-11010	55	7	,	,	PUNCT
american_scientific_journal-11010	55	8	as	as	SCONJ
american_scientific_journal-11010	55	9	posited	posit	VERB
american_scientific_journal-11010	55	10	by	by	ADP
american_scientific_journal-11010	55	11	[	[	X
american_scientific_journal-11010	55	12	21	21	NUM
american_scientific_journal-11010	55	13	]	]	PUNCT
american_scientific_journal-11010	55	14	,	,	PUNCT
american_scientific_journal-11010	55	15	utilizes	utilize	VERB
american_scientific_journal-11010	55	16	a	a	DET
american_scientific_journal-11010	55	17	linear	linear	ADJ
american_scientific_journal-11010	55	18	relationship	relationship	NOUN
american_scientific_journal-11010	55	19	between	between	ADP
american_scientific_journal-11010	55	20	the	the	DET
american_scientific_journal-11010	55	21	output	output	NOUN
american_scientific_journal-11010	55	22	variable	variable	NOUN
american_scientific_journal-11010	55	23	and	and	CCONJ
american_scientific_journal-11010	55	24	its	its	PRON
american_scientific_journal-11010	55	25	historical	historical	ADJ
american_scientific_journal-11010	55	26	values	value	NOUN
american_scientific_journal-11010	55	27	,	,	PUNCT
american_scientific_journal-11010	55	28	employing	employ	VERB
american_scientific_journal-11010	55	29	past	past	ADJ
american_scientific_journal-11010	55	30	values	value	NOUN
american_scientific_journal-11010	55	31	of	of	ADP
american_scientific_journal-11010	55	32	the	the	DET
american_scientific_journal-11010	55	33	time	time	NOUN
american_scientific_journal-11010	55	34	series	series	NOUN
american_scientific_journal-11010	55	35	to	to	PART
american_scientific_journal-11010	55	36	project	project	VERB
american_scientific_journal-11010	55	37	future	future	ADJ
american_scientific_journal-11010	55	38	values	value	NOUN
american_scientific_journal-11010	55	39	.	.	PUNCT
american_scientific_journal-11010	56	1	the	the	DET
american_scientific_journal-11010	56	2	formula	formula	NOUN
american_scientific_journal-11010	56	3	representing	represent	VERB
american_scientific_journal-11010	56	4	the	the	DET
american_scientific_journal-11010	56	5	ar	ar	NOUN
american_scientific_journal-11010	56	6	model	model	NOUN
american_scientific_journal-11010	56	7	is	be	AUX
american_scientific_journal-11010	56	8	presented	present	VERB
american_scientific_journal-11010	56	9	in	in	ADP
american_scientific_journal-11010	56	10	(	(	PUNCT
american_scientific_journal-11010	56	11	1	1	X
american_scientific_journal-11010	56	12	)	)	PUNCT
american_scientific_journal-11010	56	13	where	where	SCONJ
american_scientific_journal-11010	56	14	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	56	15	]	]	PUNCT
american_scientific_journal-11010	56	16	represents	represent	VERB
american_scientific_journal-11010	56	17	the	the	DET
american_scientific_journal-11010	56	18	value	value	NOUN
american_scientific_journal-11010	56	19	of	of	ADP
american_scientific_journal-11010	56	20	the	the	DET
american_scientific_journal-11010	56	21	time	time	NOUN
american_scientific_journal-11010	56	22	series	series	NOUN
american_scientific_journal-11010	56	23	at	at	ADP
american_scientific_journal-11010	56	24	time	time	NOUN
american_scientific_journal-11010	56	25	t	t	PROPN
american_scientific_journal-11010	56	26	,	,	PUNCT
american_scientific_journal-11010	56	27	𝑐	𝑐	PROPN
american_scientific_journal-11010	56	28	denotes	denote	VERB
american_scientific_journal-11010	56	29	a	a	DET
american_scientific_journal-11010	56	30	constant	constant	ADJ
american_scientific_journal-11010	56	31	,	,	PUNCT
american_scientific_journal-11010	56	32	𝛷[𝑖	𝛷[𝑖	PROPN
american_scientific_journal-11010	56	33	]	]	PUNCT
american_scientific_journal-11010	56	34	signifies	signify	VERB
american_scientific_journal-11010	56	35	the	the	DET
american_scientific_journal-11010	56	36	coefficient	coefficient	NOUN
american_scientific_journal-11010	56	37	for	for	ADP
american_scientific_journal-11010	56	38	the	the	DET
american_scientific_journal-11010	56	39	ith	ith	PROPN
american_scientific_journal-11010	56	40	autoregressive	autoregressive	ADJ
american_scientific_journal-11010	56	41	term	term	NOUN
american_scientific_journal-11010	56	42	,	,	PUNCT
american_scientific_journal-11010	56	43	𝜀[𝑡	𝜀[𝑡	NOUN
american_scientific_journal-11010	56	44	]	]	PUNCT
american_scientific_journal-11010	56	45	indicates	indicate	VERB
american_scientific_journal-11010	56	46	the	the	DET
american_scientific_journal-11010	56	47	residual	residual	ADJ
american_scientific_journal-11010	56	48	or	or	CCONJ
american_scientific_journal-11010	56	49	white	white	ADJ
american_scientific_journal-11010	56	50	noise	noise	NOUN
american_scientific_journal-11010	56	51	at	at	ADP
american_scientific_journal-11010	56	52	time	time	NOUN
american_scientific_journal-11010	56	53	t	t	PROPN
american_scientific_journal-11010	56	54	,	,	PUNCT
american_scientific_journal-11010	56	55	and	and	CCONJ
american_scientific_journal-11010	56	56	𝑝	𝑝	NOUN
american_scientific_journal-11010	56	57	represents	represent	VERB
american_scientific_journal-11010	56	58	the	the	DET
american_scientific_journal-11010	56	59	order	order	NOUN
american_scientific_journal-11010	56	60	of	of	ADP
american_scientific_journal-11010	56	61	the	the	DET
american_scientific_journal-11010	56	62	autoregression	autoregression	NOUN
american_scientific_journal-11010	56	63	determining	determine	VERB
american_scientific_journal-11010	56	64	the	the	DET
american_scientific_journal-11010	56	65	number	number	NOUN
american_scientific_journal-11010	56	66	of	of	ADP
american_scientific_journal-11010	56	67	lagged	lag	VERB
american_scientific_journal-11010	56	68	values	value	NOUN
american_scientific_journal-11010	56	69	used	use	VERB
american_scientific_journal-11010	56	70	in	in	ADP
american_scientific_journal-11010	56	71	data	datum	NOUN
american_scientific_journal-11010	56	72	modelling	modelling	NOUN
american_scientific_journal-11010	56	73	.	.	PUNCT
american_scientific_journal-11010	57	1	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	57	2	]	]	X
american_scientific_journal-11010	57	3	=	=	PUNCT
american_scientific_journal-11010	57	4	𝑐	𝑐	PROPN
american_scientific_journal-11010	57	5	+	+	NUM
american_scientific_journal-11010	57	6	𝛷[1	𝛷[1	NOUN
american_scientific_journal-11010	57	7	]	]	X
american_scientific_journal-11010	57	8	∗	∗	NOUN
american_scientific_journal-11010	57	9	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	57	10	−	−	NOUN
american_scientific_journal-11010	57	11	1	1	NUM
american_scientific_journal-11010	57	12	]	]	PUNCT
american_scientific_journal-11010	57	13	+	+	CCONJ
american_scientific_journal-11010	57	14	𝛷[2	𝛷[2	PROPN
american_scientific_journal-11010	57	15	]	]	PUNCT
american_scientific_journal-11010	57	16	∗	∗	NOUN
american_scientific_journal-11010	57	17	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	57	18	−	−	PROPN
american_scientific_journal-11010	57	19	2	2	NUM
american_scientific_journal-11010	57	20	]	]	PUNCT
american_scientific_journal-11010	57	21	+	+	CCONJ
american_scientific_journal-11010	57	22	…	…	PUNCT
american_scientific_journal-11010	57	23	+	+	CCONJ
american_scientific_journal-11010	57	24	𝛷[𝑝	𝛷[𝑝	ADV
american_scientific_journal-11010	57	25	]	]	X
american_scientific_journal-11010	57	26	∗	∗	NOUN
american_scientific_journal-11010	57	27	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	58	1	−	−	PROPN
american_scientific_journal-11010	58	2	𝑝	𝑝	NOUN
american_scientific_journal-11010	58	3	]	]	PUNCT
american_scientific_journal-11010	59	1	+	+	X
american_scientific_journal-11010	59	2	𝜀[𝑡	𝜀[𝑡	NOUN
american_scientific_journal-11010	59	3	]	]	X
american_scientific_journal-11010	59	4	(	(	PUNCT
american_scientific_journal-11010	59	5	1	1	X
american_scientific_journal-11010	59	6	)	)	PUNCT
american_scientific_journal-11010	59	7	american	american	ADJ
american_scientific_journal-11010	59	8	academic	academic	ADJ
american_scientific_journal-11010	59	9	scientific	scientific	ADJ
american_scientific_journal-11010	59	10	research	research	NOUN
american_scientific_journal-11010	59	11	journal	journal	NOUN
american_scientific_journal-11010	59	12	for	for	ADP
american_scientific_journal-11010	59	13	engineering	engineering	NOUN
american_scientific_journal-11010	59	14	,	,	PUNCT
american_scientific_journal-11010	59	15	technology	technology	NOUN
american_scientific_journal-11010	59	16	,	,	PUNCT
american_scientific_journal-11010	59	17	and	and	CCONJ
american_scientific_journal-11010	59	18	sciences	science	NOUN
american_scientific_journal-11010	59	19	(	(	PUNCT
american_scientific_journal-11010	59	20	asrjets	asrjet	NOUN
american_scientific_journal-11010	59	21	)	)	PUNCT
american_scientific_journal-11010	59	22	volume	volume	NOUN
american_scientific_journal-11010	59	23	98	98	NUM
american_scientific_journal-11010	59	24	,	,	PUNCT
american_scientific_journal-11010	59	25	no	no	DET
american_scientific_journal-11010	59	26	1	1	NUM
american_scientific_journal-11010	59	27	,	,	PUNCT
american_scientific_journal-11010	59	28	pp	pp	ADV
american_scientific_journal-11010	59	29	309	309	NUM
american_scientific_journal-11010	59	30	-	-	SYM
american_scientific_journal-11010	59	31	329	329	NUM
american_scientific_journal-11010	59	32	312	312	NUM
american_scientific_journal-11010	59	33	to	to	PART
american_scientific_journal-11010	59	34	attain	attain	VERB
american_scientific_journal-11010	59	35	stationarity	stationarity	NOUN
american_scientific_journal-11010	59	36	in	in	ADP
american_scientific_journal-11010	59	37	a	a	DET
american_scientific_journal-11010	59	38	dataset	dataset	NOUN
american_scientific_journal-11010	59	39	,	,	PUNCT
american_scientific_journal-11010	59	40	some	some	DET
american_scientific_journal-11010	59	41	degree	degree	NOUN
american_scientific_journal-11010	59	42	of	of	ADP
american_scientific_journal-11010	59	43	differencing	difference	VERB
american_scientific_journal-11010	59	44	operation	operation	NOUN
american_scientific_journal-11010	59	45	is	be	AUX
american_scientific_journal-11010	59	46	necessitated	necessitate	VERB
american_scientific_journal-11010	59	47	[	[	X
american_scientific_journal-11010	59	48	21	21	NUM
american_scientific_journal-11010	59	49	]	]	PUNCT
american_scientific_journal-11010	59	50	.	.	PUNCT
american_scientific_journal-11010	60	1	differencing	differencing	NOUN
american_scientific_journal-11010	60	2	serves	serve	VERB
american_scientific_journal-11010	60	3	to	to	PART
american_scientific_journal-11010	60	4	eliminate	eliminate	VERB
american_scientific_journal-11010	60	5	or	or	CCONJ
american_scientific_journal-11010	60	6	reduce	reduce	VERB
american_scientific_journal-11010	60	7	trends	trend	NOUN
american_scientific_journal-11010	60	8	and	and	CCONJ
american_scientific_journal-11010	60	9	seasonality	seasonality	NOUN
american_scientific_journal-11010	60	10	by	by	ADP
american_scientific_journal-11010	60	11	removing	remove	VERB
american_scientific_journal-11010	60	12	variations	variation	NOUN
american_scientific_journal-11010	60	13	in	in	ADP
american_scientific_journal-11010	60	14	the	the	DET
american_scientific_journal-11010	60	15	level	level	NOUN
american_scientific_journal-11010	60	16	of	of	ADP
american_scientific_journal-11010	60	17	a	a	DET
american_scientific_journal-11010	60	18	time	time	NOUN
american_scientific_journal-11010	60	19	series	series	NOUN
american_scientific_journal-11010	60	20	,	,	PUNCT
american_scientific_journal-11010	60	21	and	and	CCONJ
american_scientific_journal-11010	60	22	it	it	PRON
american_scientific_journal-11010	60	23	can	can	AUX
american_scientific_journal-11010	60	24	also	also	ADV
american_scientific_journal-11010	60	25	help	help	VERB
american_scientific_journal-11010	60	26	stabilize	stabilize	VERB
american_scientific_journal-11010	60	27	the	the	DET
american_scientific_journal-11010	60	28	variance	variance	NOUN
american_scientific_journal-11010	60	29	of	of	ADP
american_scientific_journal-11010	60	30	a	a	DET
american_scientific_journal-11010	60	31	time	time	NOUN
american_scientific_journal-11010	60	32	series	series	NOUN
american_scientific_journal-11010	60	33	[	[	X
american_scientific_journal-11010	60	34	22	22	NUM
american_scientific_journal-11010	60	35	]	]	PUNCT
american_scientific_journal-11010	60	36	.	.	PUNCT
american_scientific_journal-11010	61	1	the	the	DET
american_scientific_journal-11010	61	2	moving	move	VERB
american_scientific_journal-11010	61	3	average	average	ADJ
american_scientific_journal-11010	61	4	(	(	PUNCT
american_scientific_journal-11010	61	5	ma	ma	PROPN
american_scientific_journal-11010	61	6	)	)	PUNCT
american_scientific_journal-11010	61	7	model	model	NOUN
american_scientific_journal-11010	61	8	incorporates	incorporate	VERB
american_scientific_journal-11010	61	9	past	past	ADP
american_scientific_journal-11010	61	10	forecast	forecast	NOUN
american_scientific_journal-11010	61	11	errors	error	NOUN
american_scientific_journal-11010	61	12	to	to	PART
american_scientific_journal-11010	61	13	enhance	enhance	VERB
american_scientific_journal-11010	61	14	future	future	ADJ
american_scientific_journal-11010	61	15	projections[21	projections[21	NOUN
american_scientific_journal-11010	61	16	]	]	PUNCT
american_scientific_journal-11010	61	17	.	.	PUNCT
american_scientific_journal-11010	62	1	the	the	DET
american_scientific_journal-11010	62	2	ma	ma	PROPN
american_scientific_journal-11010	62	3	model	model	NOUN
american_scientific_journal-11010	62	4	is	be	AUX
american_scientific_journal-11010	62	5	presented	present	VERB
american_scientific_journal-11010	62	6	in	in	ADP
american_scientific_journal-11010	62	7	(	(	PUNCT
american_scientific_journal-11010	62	8	2	2	NUM
american_scientific_journal-11010	62	9	)	)	PUNCT
american_scientific_journal-11010	62	10	.	.	PUNCT
american_scientific_journal-11010	63	1	here	here	ADV
american_scientific_journal-11010	63	2	y[t	y[t	PROPN
american_scientific_journal-11010	63	3	]	]	PUNCT
american_scientific_journal-11010	63	4	is	be	AUX
american_scientific_journal-11010	63	5	the	the	DET
american_scientific_journal-11010	63	6	value	value	NOUN
american_scientific_journal-11010	63	7	of	of	ADP
american_scientific_journal-11010	63	8	the	the	DET
american_scientific_journal-11010	63	9	time	time	NOUN
american_scientific_journal-11010	63	10	series	series	NOUN
american_scientific_journal-11010	63	11	at	at	ADP
american_scientific_journal-11010	63	12	time	time	NOUN
american_scientific_journal-11010	63	13	t	t	PROPN
american_scientific_journal-11010	63	14	,	,	PUNCT
american_scientific_journal-11010	63	15	μ	μ	PROPN
american_scientific_journal-11010	63	16	denotes	denote	VERB
american_scientific_journal-11010	63	17	the	the	DET
american_scientific_journal-11010	63	18	mean	mean	NOUN
american_scientific_journal-11010	63	19	of	of	ADP
american_scientific_journal-11010	63	20	the	the	DET
american_scientific_journal-11010	63	21	series	series	NOUN
american_scientific_journal-11010	63	22	,	,	PUNCT
american_scientific_journal-11010	63	23	ε[t	ε[t	PROPN
american_scientific_journal-11010	63	24	]	]	PUNCT
american_scientific_journal-11010	63	25	represents	represent	VERB
american_scientific_journal-11010	63	26	the	the	DET
american_scientific_journal-11010	63	27	residual	residual	ADJ
american_scientific_journal-11010	63	28	or	or	CCONJ
american_scientific_journal-11010	63	29	white	white	ADJ
american_scientific_journal-11010	63	30	noise	noise	NOUN
american_scientific_journal-11010	63	31	at	at	ADP
american_scientific_journal-11010	63	32	time	time	NOUN
american_scientific_journal-11010	63	33	t	t	PROPN
american_scientific_journal-11010	63	34	,	,	PUNCT
american_scientific_journal-11010	63	35	and	and	CCONJ
american_scientific_journal-11010	63	36	θ[i	θ[i	PROPN
american_scientific_journal-11010	63	37	]	]	X
american_scientific_journal-11010	63	38	indicates	indicate	VERB
american_scientific_journal-11010	63	39	the	the	DET
american_scientific_journal-11010	63	40	coefficient	coefficient	NOUN
american_scientific_journal-11010	63	41	for	for	ADP
american_scientific_journal-11010	63	42	the	the	DET
american_scientific_journal-11010	63	43	ith	ith	NOUN
american_scientific_journal-11010	63	44	moving	move	VERB
american_scientific_journal-11010	63	45	average	average	ADJ
american_scientific_journal-11010	63	46	term	term	NOUN
american_scientific_journal-11010	63	47	.	.	PUNCT
american_scientific_journal-11010	64	1	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	64	2	]	]	X
american_scientific_journal-11010	64	3	=	=	PUNCT
american_scientific_journal-11010	65	1	𝜇	𝜇	X
american_scientific_journal-11010	65	2	+	+	X
american_scientific_journal-11010	65	3	𝜀[𝑡	𝜀[𝑡	X
american_scientific_journal-11010	65	4	]	]	X
american_scientific_journal-11010	66	1	+	+	CCONJ
american_scientific_journal-11010	66	2	𝛩[1	𝛩[1	PROPN
american_scientific_journal-11010	66	3	]	]	X
american_scientific_journal-11010	66	4	∗	∗	NOUN
american_scientific_journal-11010	66	5	𝜀[𝑡	𝜀[𝑡	VERB
american_scientific_journal-11010	67	1	−	−	PROPN
american_scientific_journal-11010	67	2	1	1	NUM
american_scientific_journal-11010	67	3	]	]	PUNCT
american_scientific_journal-11010	67	4	+	+	CCONJ
american_scientific_journal-11010	67	5	𝛩[2	𝛩[2	PROPN
american_scientific_journal-11010	67	6	]	]	X
american_scientific_journal-11010	67	7	∗	∗	NOUN
american_scientific_journal-11010	67	8	𝜀[𝑡	𝜀[𝑡	NOUN
american_scientific_journal-11010	67	9	−	−	PROPN
american_scientific_journal-11010	67	10	2	2	X
american_scientific_journal-11010	67	11	]	]	PUNCT
american_scientific_journal-11010	67	12	+	+	CCONJ
american_scientific_journal-11010	67	13	…	…	PUNCT
american_scientific_journal-11010	68	1	+	+	NUM
american_scientific_journal-11010	68	2	𝛩[𝑞	𝛩[𝑞	NOUN
american_scientific_journal-11010	68	3	]	]	PUNCT
american_scientific_journal-11010	68	4	∗	∗	NOUN
american_scientific_journal-11010	68	5	𝜀[𝑡	𝜀[𝑡	PART
american_scientific_journal-11010	68	6	−	−	NOUN
american_scientific_journal-11010	69	1	𝑞	𝑞	X
american_scientific_journal-11010	69	2	]	]	X
american_scientific_journal-11010	69	3	(	(	PUNCT
american_scientific_journal-11010	69	4	2	2	NUM
american_scientific_journal-11010	69	5	)	)	PUNCT
american_scientific_journal-11010	69	6	by	by	ADP
american_scientific_journal-11010	69	7	amalgamating	amalgamate	VERB
american_scientific_journal-11010	69	8	differencing	differencing	NOUN
american_scientific_journal-11010	69	9	with	with	ADP
american_scientific_journal-11010	69	10	autoregression	autoregression	NOUN
american_scientific_journal-11010	69	11	and	and	CCONJ
american_scientific_journal-11010	69	12	moving	move	VERB
american_scientific_journal-11010	69	13	average	average	ADJ
american_scientific_journal-11010	69	14	modeling	modeling	NOUN
american_scientific_journal-11010	69	15	,	,	PUNCT
american_scientific_journal-11010	69	16	a	a	DET
american_scientific_journal-11010	69	17	non	non	ADJ
american_scientific_journal-11010	69	18	-	-	ADJ
american_scientific_journal-11010	69	19	seasonal	seasonal	ADJ
american_scientific_journal-11010	69	20	arima	arima	NOUN
american_scientific_journal-11010	69	21	model	model	NOUN
american_scientific_journal-11010	69	22	emerges[22	emerges[22	NOUN
american_scientific_journal-11010	69	23	]	]	PUNCT
american_scientific_journal-11010	69	24	.	.	PUNCT
american_scientific_journal-11010	70	1	the	the	DET
american_scientific_journal-11010	70	2	complete	complete	ADJ
american_scientific_journal-11010	70	3	model	model	NOUN
american_scientific_journal-11010	70	4	can	can	AUX
american_scientific_journal-11010	70	5	be	be	AUX
american_scientific_journal-11010	70	6	depicted	depict	VERB
american_scientific_journal-11010	70	7	in	in	ADP
american_scientific_journal-11010	70	8	(	(	PUNCT
american_scientific_journal-11010	70	9	3	3	NUM
american_scientific_journal-11010	70	10	):	):	PUNCT
american_scientific_journal-11010	70	11	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	70	12	]	]	X
american_scientific_journal-11010	70	13	=	=	PUNCT
american_scientific_journal-11010	70	14	𝜇	𝜇	X
american_scientific_journal-11010	70	15	+	+	X
american_scientific_journal-11010	70	16	𝜙[1	𝜙[1	NOUN
american_scientific_journal-11010	70	17	]	]	X
american_scientific_journal-11010	70	18	∗	∗	NOUN
american_scientific_journal-11010	70	19	(	(	PUNCT
american_scientific_journal-11010	70	20	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	70	21	−	−	PROPN
american_scientific_journal-11010	70	22	1	1	NUM
american_scientific_journal-11010	70	23	]	]	SYM
american_scientific_journal-11010	70	24	−	−	NOUN
american_scientific_journal-11010	70	25	𝜇	𝜇	NOUN
american_scientific_journal-11010	70	26	)	)	PUNCT
american_scientific_journal-11010	70	27	+	+	CCONJ
american_scientific_journal-11010	70	28	𝜙[2	𝜙[2	X
american_scientific_journal-11010	70	29	]	]	X
american_scientific_journal-11010	70	30	∗	∗	NOUN
american_scientific_journal-11010	70	31	(	(	PUNCT
american_scientific_journal-11010	70	32	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	70	33	−	−	PROPN
american_scientific_journal-11010	70	34	2	2	NUM
american_scientific_journal-11010	70	35	]	]	SYM
american_scientific_journal-11010	70	36	−	−	NOUN
american_scientific_journal-11010	70	37	𝜇	𝜇	X
american_scientific_journal-11010	70	38	)	)	PUNCT
american_scientific_journal-11010	70	39	+	+	CCONJ
american_scientific_journal-11010	70	40	…	…	PUNCT
american_scientific_journal-11010	70	41	+	+	NUM
american_scientific_journal-11010	70	42	𝜙[𝑝	𝜙[𝑝	NOUN
american_scientific_journal-11010	70	43	]	]	X
american_scientific_journal-11010	70	44	∗	∗	NOUN
american_scientific_journal-11010	70	45	(	(	PUNCT
american_scientific_journal-11010	70	46	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	70	47	−	−	PROPN
american_scientific_journal-11010	70	48	𝑝	𝑝	NOUN
american_scientific_journal-11010	70	49	]	]	PUNCT
american_scientific_journal-11010	70	50	−	−	NOUN
american_scientific_journal-11010	70	51	𝜇	𝜇	NOUN
american_scientific_journal-11010	70	52	)	)	PUNCT
american_scientific_journal-11010	70	53	+	+	CCONJ
american_scientific_journal-11010	70	54	𝛩[1	𝛩[1	PROPN
american_scientific_journal-11010	70	55	]	]	X
american_scientific_journal-11010	70	56	∗	∗	NOUN
american_scientific_journal-11010	70	57	𝜀[𝑡	𝜀[𝑡	VERB
american_scientific_journal-11010	70	58	−	−	PROPN
american_scientific_journal-11010	70	59	1	1	NUM
american_scientific_journal-11010	70	60	]	]	PUNCT
american_scientific_journal-11010	70	61	+	+	CCONJ
american_scientific_journal-11010	70	62	𝛩[2	𝛩[2	PROPN
american_scientific_journal-11010	70	63	]	]	X
american_scientific_journal-11010	70	64	∗	∗	NOUN
american_scientific_journal-11010	70	65	𝜀[𝑡	𝜀[𝑡	NOUN
american_scientific_journal-11010	70	66	−	−	PROPN
american_scientific_journal-11010	70	67	2	2	X
american_scientific_journal-11010	70	68	]	]	PUNCT
american_scientific_journal-11010	70	69	+	+	CCONJ
american_scientific_journal-11010	70	70	…	…	PUNCT
american_scientific_journal-11010	70	71	+	+	NUM
american_scientific_journal-11010	70	72	𝛩[𝑞	𝛩[𝑞	NOUN
american_scientific_journal-11010	70	73	]	]	PUNCT
american_scientific_journal-11010	70	74	∗	∗	NOUN
american_scientific_journal-11010	70	75	𝜀[𝑡	𝜀[𝑡	PART
american_scientific_journal-11010	70	76	−	−	NOUN
american_scientific_journal-11010	71	1	𝑞	𝑞	X
american_scientific_journal-11010	71	2	]	]	X
american_scientific_journal-11010	71	3	+	+	X
american_scientific_journal-11010	71	4	𝜀[𝑡	𝜀[𝑡	NOUN
american_scientific_journal-11010	71	5	]	]	X
american_scientific_journal-11010	71	6	(	(	PUNCT
american_scientific_journal-11010	71	7	3	3	X
american_scientific_journal-11010	71	8	)	)	PUNCT
american_scientific_journal-11010	71	9	this	this	PRON
american_scientific_journal-11010	71	10	is	be	AUX
american_scientific_journal-11010	71	11	referred	refer	VERB
american_scientific_journal-11010	71	12	to	to	ADP
american_scientific_journal-11010	71	13	as	as	ADP
american_scientific_journal-11010	71	14	an	an	DET
american_scientific_journal-11010	71	15	arima	arima	NOUN
american_scientific_journal-11010	71	16	(	(	PUNCT
american_scientific_journal-11010	71	17	𝑝	𝑝	PROPN
american_scientific_journal-11010	71	18	,	,	PUNCT
american_scientific_journal-11010	71	19	𝑑	𝑑	PROPN
american_scientific_journal-11010	71	20	,	,	PUNCT
american_scientific_journal-11010	71	21	𝑞	𝑞	NOUN
american_scientific_journal-11010	71	22	)	)	PUNCT
american_scientific_journal-11010	71	23	model	model	NOUN
american_scientific_journal-11010	71	24	wherein	wherein	SCONJ
american_scientific_journal-11010	71	25	p	p	PROPN
american_scientific_journal-11010	71	26	is	be	AUX
american_scientific_journal-11010	71	27	the	the	DET
american_scientific_journal-11010	71	28	order	order	NOUN
american_scientific_journal-11010	71	29	of	of	ADP
american_scientific_journal-11010	71	30	autoregression	autoregression	NOUN
american_scientific_journal-11010	71	31	,	,	PUNCT
american_scientific_journal-11010	71	32	d	d	PROPN
american_scientific_journal-11010	71	33	is	be	AUX
american_scientific_journal-11010	71	34	the	the	DET
american_scientific_journal-11010	71	35	degree	degree	NOUN
american_scientific_journal-11010	71	36	of	of	ADP
american_scientific_journal-11010	71	37	the	the	DET
american_scientific_journal-11010	71	38	differencing	difference	VERB
american_scientific_journal-11010	71	39	component	component	NOUN
american_scientific_journal-11010	71	40	,	,	PUNCT
american_scientific_journal-11010	71	41	and	and	CCONJ
american_scientific_journal-11010	71	42	q	q	NOUN
american_scientific_journal-11010	71	43	is	be	AUX
american_scientific_journal-11010	71	44	the	the	DET
american_scientific_journal-11010	71	45	order	order	NOUN
american_scientific_journal-11010	71	46	of	of	ADP
american_scientific_journal-11010	71	47	the	the	DET
american_scientific_journal-11010	71	48	moving	move	VERB
american_scientific_journal-11010	71	49	average	average	NOUN
american_scientific_journal-11010	71	50	.	.	PUNCT
american_scientific_journal-11010	72	1	the	the	DET
american_scientific_journal-11010	72	2	coefficients	coefficient	NOUN
american_scientific_journal-11010	72	3	𝜙[𝑖	𝜙[𝑖	ADJ
american_scientific_journal-11010	72	4	]	]	PUNCT
american_scientific_journal-11010	72	5	and	and	CCONJ
american_scientific_journal-11010	72	6	𝛩[𝑖	𝛩[𝑖	PROPN
american_scientific_journal-11010	72	7	]	]	PUNCT
american_scientific_journal-11010	72	8	are	be	AUX
american_scientific_journal-11010	72	9	estimated	estimate	VERB
american_scientific_journal-11010	72	10	from	from	ADP
american_scientific_journal-11010	72	11	the	the	DET
american_scientific_journal-11010	72	12	data	datum	NOUN
american_scientific_journal-11010	72	13	,	,	PUNCT
american_scientific_journal-11010	72	14	and	and	CCONJ
american_scientific_journal-11010	72	15	the	the	DET
american_scientific_journal-11010	72	16	residuals	residual	NOUN
american_scientific_journal-11010	72	17	ε[t	ε[t	PROPN
american_scientific_journal-11010	72	18	]	]	PUNCT
american_scientific_journal-11010	72	19	are	be	AUX
american_scientific_journal-11010	72	20	utilized	utilize	VERB
american_scientific_journal-11010	72	21	to	to	PART
american_scientific_journal-11010	72	22	identify	identify	VERB
american_scientific_journal-11010	72	23	any	any	DET
american_scientific_journal-11010	72	24	residual	residual	ADJ
american_scientific_journal-11010	72	25	patterns	pattern	NOUN
american_scientific_journal-11010	72	26	in	in	ADP
american_scientific_journal-11010	72	27	the	the	DET
american_scientific_journal-11010	72	28	data	datum	NOUN
american_scientific_journal-11010	72	29	that	that	PRON
american_scientific_journal-11010	72	30	remain	remain	VERB
american_scientific_journal-11010	72	31	unaccounted	unaccounted	ADJ
american_scientific_journal-11010	72	32	for	for	ADP
american_scientific_journal-11010	72	33	.	.	PUNCT
american_scientific_journal-11010	73	1	the	the	DET
american_scientific_journal-11010	73	2	differencing	difference	VERB
american_scientific_journal-11010	73	3	component	component	NOUN
american_scientific_journal-11010	73	4	is	be	AUX
american_scientific_journal-11010	73	5	used	use	VERB
american_scientific_journal-11010	73	6	on	on	ADP
american_scientific_journal-11010	73	7	the	the	DET
american_scientific_journal-11010	73	8	time	time	NOUN
american_scientific_journal-11010	73	9	series	series	NOUN
american_scientific_journal-11010	73	10	to	to	PART
american_scientific_journal-11010	73	11	mitigate	mitigate	VERB
american_scientific_journal-11010	73	12	non	non	ADJ
american_scientific_journal-11010	73	13	-	-	NOUN
american_scientific_journal-11010	73	14	stationarity	stationarity	NOUN
american_scientific_journal-11010	73	15	,	,	PUNCT
american_scientific_journal-11010	73	16	whereas	whereas	SCONJ
american_scientific_journal-11010	73	17	the	the	DET
american_scientific_journal-11010	73	18	autoregression	autoregression	NOUN
american_scientific_journal-11010	73	19	and	and	CCONJ
american_scientific_journal-11010	73	20	moving	move	VERB
american_scientific_journal-11010	73	21	average	average	ADJ
american_scientific_journal-11010	73	22	components	component	NOUN
american_scientific_journal-11010	73	23	are	be	AUX
american_scientific_journal-11010	73	24	deployed	deploy	VERB
american_scientific_journal-11010	73	25	to	to	PART
american_scientific_journal-11010	73	26	model	model	VERB
american_scientific_journal-11010	73	27	the	the	DET
american_scientific_journal-11010	73	28	relationships	relationship	NOUN
american_scientific_journal-11010	73	29	within	within	ADP
american_scientific_journal-11010	73	30	the	the	DET
american_scientific_journal-11010	73	31	stationary	stationary	ADJ
american_scientific_journal-11010	73	32	data	datum	NOUN
american_scientific_journal-11010	73	33	.	.	PUNCT
american_scientific_journal-11010	74	1	2.2	2.2	NUM
american_scientific_journal-11010	74	2	.	.	PUNCT
american_scientific_journal-11010	74	3	holt	holt	PROPN
american_scientific_journal-11010	74	4	-	-	PUNCT
american_scientific_journal-11010	74	5	winters	winter	NOUN
american_scientific_journal-11010	74	6	exponential	exponential	NOUN
american_scientific_journal-11010	74	7	smoothing	smoothing	NOUN
american_scientific_journal-11010	74	8	as	as	ADP
american_scientific_journal-11010	74	9	per	per	ADP
american_scientific_journal-11010	74	10	[	[	X
american_scientific_journal-11010	74	11	22	22	NUM
american_scientific_journal-11010	74	12	]	]	PUNCT
american_scientific_journal-11010	74	13	,	,	PUNCT
american_scientific_journal-11010	74	14	the	the	DET
american_scientific_journal-11010	74	15	concept	concept	NOUN
american_scientific_journal-11010	74	16	of	of	ADP
american_scientific_journal-11010	74	17	exponential	exponential	ADJ
american_scientific_journal-11010	74	18	smoothing	smoothing	NOUN
american_scientific_journal-11010	74	19	,	,	PUNCT
american_scientific_journal-11010	74	20	initially	initially	ADV
american_scientific_journal-11010	74	21	proposed	propose	VERB
american_scientific_journal-11010	74	22	in	in	ADP
american_scientific_journal-11010	74	23	the	the	DET
american_scientific_journal-11010	74	24	late	late	ADJ
american_scientific_journal-11010	74	25	1950s	1950s	NUM
american_scientific_journal-11010	74	26	,	,	PUNCT
american_scientific_journal-11010	74	27	has	have	AUX
american_scientific_journal-11010	74	28	underpinned	underpin	VERB
american_scientific_journal-11010	74	29	several	several	ADJ
american_scientific_journal-11010	74	30	of	of	ADP
american_scientific_journal-11010	74	31	the	the	DET
american_scientific_journal-11010	74	32	most	most	ADV
american_scientific_journal-11010	74	33	successful	successful	ADJ
american_scientific_journal-11010	74	34	forecasting	forecasting	NOUN
american_scientific_journal-11010	74	35	methodologies	methodology	NOUN
american_scientific_journal-11010	74	36	.	.	PUNCT
american_scientific_journal-11010	75	1	[	[	X
american_scientific_journal-11010	75	2	20	20	NUM
american_scientific_journal-11010	75	3	]	]	PUNCT
american_scientific_journal-11010	75	4	contended	contend	VERB
american_scientific_journal-11010	75	5	that	that	SCONJ
american_scientific_journal-11010	75	6	the	the	DET
american_scientific_journal-11010	75	7	holt	holt	PROPN
american_scientific_journal-11010	75	8	-	-	PUNCT
american_scientific_journal-11010	75	9	winters	winter	NOUN
american_scientific_journal-11010	75	10	exponential	exponential	ADJ
american_scientific_journal-11010	75	11	smoothing	smoothing	NOUN
american_scientific_journal-11010	75	12	technique	technique	NOUN
american_scientific_journal-11010	75	13	is	be	AUX
american_scientific_journal-11010	75	14	employed	employ	VERB
american_scientific_journal-11010	75	15	for	for	ADP
american_scientific_journal-11010	75	16	time	time	NOUN
american_scientific_journal-11010	75	17	series	series	PROPN
american_scientific_journal-11010	75	18	data	datum	NOUN
american_scientific_journal-11010	75	19	displaying	display	VERB
american_scientific_journal-11010	75	20	both	both	DET
american_scientific_journal-11010	75	21	trends	trend	NOUN
american_scientific_journal-11010	75	22	and	and	CCONJ
american_scientific_journal-11010	75	23	seasonal	seasonal	ADJ
american_scientific_journal-11010	75	24	variations	variation	NOUN
american_scientific_journal-11010	75	25	.	.	PUNCT
american_scientific_journal-11010	76	1	the	the	DET
american_scientific_journal-11010	76	2	approach	approach	NOUN
american_scientific_journal-11010	76	3	encompasses	encompass	VERB
american_scientific_journal-11010	76	4	the	the	DET
american_scientific_journal-11010	76	5	four	four	NUM
american_scientific_journal-11010	76	6	forecasting	forecasting	NOUN
american_scientific_journal-11010	76	7	methodologies	methodology	NOUN
american_scientific_journal-11010	76	8	.	.	PUNCT
american_scientific_journal-11010	77	1	2.2.1	2.2.1	NUM
american_scientific_journal-11010	77	2	.	.	PUNCT
american_scientific_journal-11010	77	3	weighted	weight	VERB
american_scientific_journal-11010	77	4	average	average	ADJ
american_scientific_journal-11010	77	5	reference	reference	NOUN
american_scientific_journal-11010	77	6	[	[	X
american_scientific_journal-11010	77	7	20	20	NUM
american_scientific_journal-11010	77	8	]	]	PUNCT
american_scientific_journal-11010	77	9	elucidated	elucidate	VERB
american_scientific_journal-11010	77	10	that	that	SCONJ
american_scientific_journal-11010	77	11	a	a	DET
american_scientific_journal-11010	77	12	weighted	weighted	ADJ
american_scientific_journal-11010	77	13	average	average	NOUN
american_scientific_journal-11010	77	14	is	be	AUX
american_scientific_journal-11010	77	15	computed	compute	VERB
american_scientific_journal-11010	77	16	by	by	ADP
american_scientific_journal-11010	77	17	summing	sum	VERB
american_scientific_journal-11010	77	18	up	up	ADP
american_scientific_journal-11010	77	19	n	n	DET
american_scientific_journal-11010	77	20	numbers	number	NOUN
american_scientific_journal-11010	77	21	,	,	PUNCT
american_scientific_journal-11010	77	22	each	each	PRON
american_scientific_journal-11010	77	23	possessing	possess	VERB
american_scientific_journal-11010	77	24	a	a	DET
american_scientific_journal-11010	77	25	specific	specific	ADJ
american_scientific_journal-11010	77	26	weight	weight	NOUN
american_scientific_journal-11010	77	27	assigned	assign	VERB
american_scientific_journal-11010	77	28	by	by	ADP
american_scientific_journal-11010	77	29	a	a	DET
american_scientific_journal-11010	77	30	weight	weight	NOUN
american_scientific_journal-11010	77	31	function	function	NOUN
american_scientific_journal-11010	77	32	.	.	PUNCT
american_scientific_journal-11010	78	1	the	the	DET
american_scientific_journal-11010	78	2	divisor	divisor	NOUN
american_scientific_journal-11010	78	3	in	in	ADP
american_scientific_journal-11010	78	4	this	this	DET
american_scientific_journal-11010	78	5	computation	computation	NOUN
american_scientific_journal-11010	78	6	is	be	AUX
american_scientific_journal-11010	78	7	the	the	DET
american_scientific_journal-11010	78	8	aggregate	aggregate	NOUN
american_scientific_journal-11010	78	9	of	of	ADP
american_scientific_journal-11010	78	10	the	the	DET
american_scientific_journal-11010	78	11	n	n	NUM
american_scientific_journal-11010	78	12	weights	weight	NOUN
american_scientific_journal-11010	78	13	.	.	PUNCT
american_scientific_journal-11010	79	1	a	a	DET
american_scientific_journal-11010	79	2	diverse	diverse	ADJ
american_scientific_journal-11010	79	3	range	range	NOUN
american_scientific_journal-11010	79	4	of	of	ADP
american_scientific_journal-11010	79	5	weight	weight	NOUN
american_scientific_journal-11010	79	6	functions	function	NOUN
american_scientific_journal-11010	79	7	such	such	ADJ
american_scientific_journal-11010	79	8	as	as	ADP
american_scientific_journal-11010	79	9	linear	linear	ADJ
american_scientific_journal-11010	79	10	,	,	PUNCT
american_scientific_journal-11010	79	11	quadratic	quadratic	ADJ
american_scientific_journal-11010	79	12	,	,	PUNCT
american_scientific_journal-11010	79	13	cubic	cubic	ADJ
american_scientific_journal-11010	79	14	,	,	PUNCT
american_scientific_journal-11010	79	15	logarithmic	logarithmic	ADJ
american_scientific_journal-11010	79	16	,	,	PUNCT
american_scientific_journal-11010	79	17	and	and	CCONJ
american_scientific_journal-11010	79	18	exponential	exponential	NOUN
american_scientific_journal-11010	79	19	may	may	AUX
american_scientific_journal-11010	79	20	be	be	AUX
american_scientific_journal-11010	79	21	utilized	utilize	VERB
american_scientific_journal-11010	79	22	in	in	ADP
american_scientific_journal-11010	79	23	the	the	DET
american_scientific_journal-11010	79	24	process	process	NOUN
american_scientific_journal-11010	79	25	.	.	PUNCT
american_scientific_journal-11010	80	1	this	this	DET
american_scientific_journal-11010	80	2	methodology	methodology	NOUN
american_scientific_journal-11010	80	3	proves	prove	VERB
american_scientific_journal-11010	80	4	beneficial	beneficial	ADJ
american_scientific_journal-11010	80	5	for	for	ADP
american_scientific_journal-11010	80	6	time	time	NOUN
american_scientific_journal-11010	80	7	series	series	PROPN
american_scientific_journal-11010	80	8	forecasting	forecasting	NOUN
american_scientific_journal-11010	80	9	as	as	SCONJ
american_scientific_journal-11010	80	10	it	it	PRON
american_scientific_journal-11010	80	11	allows	allow	VERB
american_scientific_journal-11010	80	12	for	for	ADP
american_scientific_journal-11010	80	13	equalization	equalization	NOUN
american_scientific_journal-11010	80	14	of	of	ADP
american_scientific_journal-11010	80	15	oscillations	oscillation	NOUN
american_scientific_journal-11010	80	16	in	in	ADP
american_scientific_journal-11010	80	17	the	the	DET
american_scientific_journal-11010	80	18	historical	historical	ADJ
american_scientific_journal-11010	80	19	data	datum	NOUN
american_scientific_journal-11010	80	20	during	during	ADP
american_scientific_journal-11010	80	21	prediction	prediction	NOUN
american_scientific_journal-11010	80	22	phases	phase	NOUN
american_scientific_journal-11010	80	23	.	.	PUNCT
american_scientific_journal-11010	81	1	2.2.2	2.2.2	X
american_scientific_journal-11010	81	2	.	.	PUNCT
american_scientific_journal-11010	81	3	exponential	exponential	ADJ
american_scientific_journal-11010	81	4	smoothing	smoothing	NOUN
american_scientific_journal-11010	81	5	reference	reference	NOUN
american_scientific_journal-11010	81	6	[	[	X
american_scientific_journal-11010	81	7	20	20	NUM
american_scientific_journal-11010	81	8	]	]	PUNCT
american_scientific_journal-11010	81	9	discussed	discuss	VERB
american_scientific_journal-11010	81	10	the	the	DET
american_scientific_journal-11010	81	11	exponential	exponential	ADJ
american_scientific_journal-11010	81	12	smoothing	smoothing	NOUN
american_scientific_journal-11010	81	13	(	(	PUNCT
american_scientific_journal-11010	81	14	es	es	NOUN
american_scientific_journal-11010	81	15	)	)	PUNCT
american_scientific_journal-11010	81	16	method	method	NOUN
american_scientific_journal-11010	81	17	for	for	ADP
american_scientific_journal-11010	81	18	predicting	predict	VERB
american_scientific_journal-11010	81	19	future	future	ADJ
american_scientific_journal-11010	81	20	values	value	NOUN
american_scientific_journal-11010	81	21	of	of	ADP
american_scientific_journal-11010	81	22	a	a	DET
american_scientific_journal-11010	81	23	time	time	NOUN
american_scientific_journal-11010	81	24	series	series	NOUN
american_scientific_journal-11010	81	25	,	,	PUNCT
american_scientific_journal-11010	81	26	achieved	achieve	VERB
american_scientific_journal-11010	81	27	by	by	ADP
american_scientific_journal-11010	81	28	computing	compute	VERB
american_scientific_journal-11010	81	29	a	a	DET
american_scientific_journal-11010	81	30	weighted	weighted	ADJ
american_scientific_journal-11010	81	31	average	average	NOUN
american_scientific_journal-11010	81	32	of	of	ADP
american_scientific_journal-11010	81	33	all	all	DET
american_scientific_journal-11010	81	34	preceding	precede	VERB
american_scientific_journal-11010	81	35	values	value	NOUN
american_scientific_journal-11010	81	36	with	with	ADP
american_scientific_journal-11010	81	37	diminishing	diminish	VERB
american_scientific_journal-11010	81	38	weights	weight	NOUN
american_scientific_journal-11010	81	39	from	from	ADP
american_scientific_journal-11010	81	40	the	the	DET
american_scientific_journal-11010	81	41	most	most	ADV
american_scientific_journal-11010	81	42	recent	recent	ADJ
american_scientific_journal-11010	81	43	american	american	ADJ
american_scientific_journal-11010	81	44	academic	academic	ADJ
american_scientific_journal-11010	81	45	scientific	scientific	ADJ
american_scientific_journal-11010	81	46	research	research	NOUN
american_scientific_journal-11010	81	47	journal	journal	NOUN
american_scientific_journal-11010	81	48	for	for	ADP
american_scientific_journal-11010	81	49	engineering	engineering	NOUN
american_scientific_journal-11010	81	50	,	,	PUNCT
american_scientific_journal-11010	81	51	technology	technology	NOUN
american_scientific_journal-11010	81	52	,	,	PUNCT
american_scientific_journal-11010	81	53	and	and	CCONJ
american_scientific_journal-11010	81	54	sciences	science	NOUN
american_scientific_journal-11010	81	55	(	(	PUNCT
american_scientific_journal-11010	81	56	asrjets	asrjet	NOUN
american_scientific_journal-11010	81	57	)	)	PUNCT
american_scientific_journal-11010	81	58	volume	volume	NOUN
american_scientific_journal-11010	81	59	98	98	NUM
american_scientific_journal-11010	81	60	,	,	PUNCT
american_scientific_journal-11010	81	61	no	no	DET
american_scientific_journal-11010	81	62	1	1	NUM
american_scientific_journal-11010	81	63	,	,	PUNCT
american_scientific_journal-11010	81	64	pp	pp	ADV
american_scientific_journal-11010	81	65	309	309	NUM
american_scientific_journal-11010	81	66	-	-	SYM
american_scientific_journal-11010	81	67	329	329	NUM
american_scientific_journal-11010	81	68	313	313	NUM
american_scientific_journal-11010	81	69	to	to	ADP
american_scientific_journal-11010	81	70	the	the	DET
american_scientific_journal-11010	81	71	earliest	early	ADJ
american_scientific_journal-11010	81	72	.	.	PUNCT
american_scientific_journal-11010	82	1	a	a	DET
american_scientific_journal-11010	82	2	critical	critical	ADJ
american_scientific_journal-11010	82	3	supposition	supposition	NOUN
american_scientific_journal-11010	82	4	when	when	SCONJ
american_scientific_journal-11010	82	5	using	use	VERB
american_scientific_journal-11010	82	6	es	es	NOUN
american_scientific_journal-11010	82	7	is	be	AUX
american_scientific_journal-11010	82	8	that	that	SCONJ
american_scientific_journal-11010	82	9	more	more	ADV
american_scientific_journal-11010	82	10	recent	recent	ADJ
american_scientific_journal-11010	82	11	time	time	NOUN
american_scientific_journal-11010	82	12	series	series	PROPN
american_scientific_journal-11010	82	13	values	value	NOUN
american_scientific_journal-11010	82	14	bear	bear	VERB
american_scientific_journal-11010	82	15	more	more	ADJ
american_scientific_journal-11010	82	16	significance	significance	NOUN
american_scientific_journal-11010	82	17	than	than	ADP
american_scientific_journal-11010	82	18	earlier	early	ADJ
american_scientific_journal-11010	82	19	ones	one	NOUN
american_scientific_journal-11010	82	20	.	.	PUNCT
american_scientific_journal-11010	83	1	however	however	ADV
american_scientific_journal-11010	83	2	,	,	PUNCT
american_scientific_journal-11010	83	3	[	[	X
american_scientific_journal-11010	83	4	20	20	NUM
american_scientific_journal-11010	83	5	]	]	PUNCT
american_scientific_journal-11010	83	6	noted	note	VERB
american_scientific_journal-11010	83	7	a	a	DET
american_scientific_journal-11010	83	8	significant	significant	ADJ
american_scientific_journal-11010	83	9	limitation	limitation	NOUN
american_scientific_journal-11010	83	10	of	of	ADP
american_scientific_journal-11010	83	11	es	es	NOUN
american_scientific_journal-11010	83	12	forecasting	forecasting	NOUN
american_scientific_journal-11010	83	13	methods	method	NOUN
american_scientific_journal-11010	83	14	,	,	PUNCT
american_scientific_journal-11010	83	15	which	which	PRON
american_scientific_journal-11010	83	16	is	be	AUX
american_scientific_journal-11010	83	17	their	their	PRON
american_scientific_journal-11010	83	18	ineffectiveness	ineffectiveness	NOUN
american_scientific_journal-11010	83	19	when	when	SCONJ
american_scientific_journal-11010	83	20	a	a	DET
american_scientific_journal-11010	83	21	time	time	NOUN
american_scientific_journal-11010	83	22	series	series	NOUN
american_scientific_journal-11010	83	23	displays	display	VERB
american_scientific_journal-11010	83	24	both	both	DET
american_scientific_journal-11010	83	25	trend	trend	NOUN
american_scientific_journal-11010	83	26	and	and	CCONJ
american_scientific_journal-11010	83	27	seasonal	seasonal	ADJ
american_scientific_journal-11010	83	28	variations	variation	NOUN
american_scientific_journal-11010	83	29	.	.	PUNCT
american_scientific_journal-11010	84	1	the	the	DET
american_scientific_journal-11010	84	2	mathematical	mathematical	ADJ
american_scientific_journal-11010	84	3	representation	representation	NOUN
american_scientific_journal-11010	84	4	for	for	ADP
american_scientific_journal-11010	84	5	exponential	exponential	ADJ
american_scientific_journal-11010	84	6	smoothing	smoothing	NOUN
american_scientific_journal-11010	84	7	is	be	AUX
american_scientific_journal-11010	84	8	(	(	PUNCT
american_scientific_journal-11010	84	9	4	4	NUM
american_scientific_journal-11010	84	10	)	)	PUNCT
american_scientific_journal-11010	84	11	,	,	PUNCT
american_scientific_journal-11010	84	12	where	where	SCONJ
american_scientific_journal-11010	84	13	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	84	14	]	]	PUNCT
american_scientific_journal-11010	84	15	is	be	AUX
american_scientific_journal-11010	84	16	the	the	DET
american_scientific_journal-11010	84	17	level	level	NOUN
american_scientific_journal-11010	84	18	estimation	estimation	NOUN
american_scientific_journal-11010	84	19	smoothed	smooth	VERB
american_scientific_journal-11010	84	20	at	at	ADP
american_scientific_journal-11010	84	21	time	time	NOUN
american_scientific_journal-11010	84	22	t	t	PROPN
american_scientific_journal-11010	84	23	,	,	PUNCT
american_scientific_journal-11010	84	24	𝑌[𝑡	𝑌[𝑡	PROPN
american_scientific_journal-11010	84	25	]	]	PUNCT
american_scientific_journal-11010	84	26	is	be	AUX
american_scientific_journal-11010	84	27	the	the	DET
american_scientific_journal-11010	84	28	observed	observe	VERB
american_scientific_journal-11010	84	29	value	value	NOUN
american_scientific_journal-11010	84	30	at	at	ADP
american_scientific_journal-11010	84	31	time	time	NOUN
american_scientific_journal-11010	84	32	t	t	PROPN
american_scientific_journal-11010	84	33	,	,	PUNCT
american_scientific_journal-11010	84	34	and	and	CCONJ
american_scientific_journal-11010	84	35	𝛼	𝛼	PRON
american_scientific_journal-11010	84	36	denotes	denote	VERB
american_scientific_journal-11010	84	37	the	the	DET
american_scientific_journal-11010	84	38	smoothing	smooth	VERB
american_scientific_journal-11010	84	39	parameter	parameter	NOUN
american_scientific_journal-11010	84	40	ranging	range	VERB
american_scientific_journal-11010	84	41	between	between	ADP
american_scientific_journal-11010	84	42	0	0	NUM
american_scientific_journal-11010	84	43	and	and	CCONJ
american_scientific_journal-11010	84	44	1	1	NUM
american_scientific_journal-11010	84	45	.	.	X
american_scientific_journal-11010	84	46	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	84	47	]	]	PUNCT
american_scientific_journal-11010	84	48	=	=	SYM
american_scientific_journal-11010	84	49	𝛼	𝛼	NOUN
american_scientific_journal-11010	84	50	∗	∗	NOUN
american_scientific_journal-11010	84	51	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	84	52	]	]	X
american_scientific_journal-11010	85	1	+	+	CCONJ
american_scientific_journal-11010	85	2	(	(	PUNCT
american_scientific_journal-11010	85	3	1	1	NUM
american_scientific_journal-11010	85	4	−	−	NOUN
american_scientific_journal-11010	85	5	𝛼	𝛼	NOUN
american_scientific_journal-11010	85	6	)	)	PUNCT
american_scientific_journal-11010	85	7	∗	∗	NOUN
american_scientific_journal-11010	85	8	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	85	9	−	−	PROPN
american_scientific_journal-11010	85	10	1	1	NUM
american_scientific_journal-11010	85	11	]	]	PUNCT
american_scientific_journal-11010	85	12	(	(	PUNCT
american_scientific_journal-11010	85	13	4	4	X
american_scientific_journal-11010	85	14	)	)	PUNCT
american_scientific_journal-11010	85	15	2.2.3.holt	2.2.3.holt	NUM
american_scientific_journal-11010	85	16	exponential	exponential	NOUN
american_scientific_journal-11010	85	17	smoothing	smoothing	NOUN
american_scientific_journal-11010	85	18	as	as	ADP
american_scientific_journal-11010	85	19	per	per	ADP
american_scientific_journal-11010	85	20	[	[	X
american_scientific_journal-11010	85	21	22	22	NUM
american_scientific_journal-11010	85	22	]	]	PUNCT
american_scientific_journal-11010	85	23	,	,	PUNCT
american_scientific_journal-11010	85	24	in	in	ADP
american_scientific_journal-11010	85	25	1957	1957	NUM
american_scientific_journal-11010	85	26	,	,	PUNCT
american_scientific_journal-11010	85	27	holt	holt	PROPN
american_scientific_journal-11010	85	28	expanded	expand	VERB
american_scientific_journal-11010	85	29	simple	simple	ADJ
american_scientific_journal-11010	85	30	exponential	exponential	NOUN
american_scientific_journal-11010	85	31	smoothing	smoothing	NOUN
american_scientific_journal-11010	85	32	to	to	PART
american_scientific_journal-11010	85	33	accommodate	accommodate	VERB
american_scientific_journal-11010	85	34	the	the	DET
american_scientific_journal-11010	85	35	forecasting	forecasting	NOUN
american_scientific_journal-11010	85	36	of	of	ADP
american_scientific_journal-11010	85	37	data	datum	NOUN
american_scientific_journal-11010	85	38	with	with	ADP
american_scientific_journal-11010	85	39	a	a	DET
american_scientific_journal-11010	85	40	trend	trend	NOUN
american_scientific_journal-11010	85	41	.	.	PUNCT
american_scientific_journal-11010	86	1	this	this	DET
american_scientific_journal-11010	86	2	variant	variant	NOUN
american_scientific_journal-11010	86	3	of	of	ADP
american_scientific_journal-11010	86	4	exponential	exponential	ADJ
american_scientific_journal-11010	86	5	smoothing	smoothing	NOUN
american_scientific_journal-11010	86	6	incorporates	incorporate	VERB
american_scientific_journal-11010	86	7	both	both	PRON
american_scientific_journal-11010	86	8	trend	trend	NOUN
american_scientific_journal-11010	86	9	and	and	CCONJ
american_scientific_journal-11010	86	10	level	level	NOUN
american_scientific_journal-11010	86	11	components	component	NOUN
american_scientific_journal-11010	86	12	.	.	PUNCT
american_scientific_journal-11010	87	1	according	accord	VERB
american_scientific_journal-11010	87	2	to	to	ADP
american_scientific_journal-11010	87	3	[	[	X
american_scientific_journal-11010	87	4	20	20	NUM
american_scientific_journal-11010	87	5	]	]	PUNCT
american_scientific_journal-11010	87	6	,	,	PUNCT
american_scientific_journal-11010	87	7	the	the	DET
american_scientific_journal-11010	87	8	method	method	NOUN
american_scientific_journal-11010	87	9	is	be	AUX
american_scientific_journal-11010	87	10	applicable	applicable	ADJ
american_scientific_journal-11010	87	11	for	for	ADP
american_scientific_journal-11010	87	12	forecasting	forecasting	NOUN
american_scientific_journal-11010	87	13	time	time	NOUN
american_scientific_journal-11010	87	14	series	series	PROPN
american_scientific_journal-11010	87	15	data	datum	NOUN
american_scientific_journal-11010	87	16	exhibiting	exhibit	VERB
american_scientific_journal-11010	87	17	a	a	DET
american_scientific_journal-11010	87	18	trend	trend	NOUN
american_scientific_journal-11010	87	19	but	but	CCONJ
american_scientific_journal-11010	87	20	fails	fail	VERB
american_scientific_journal-11010	87	21	to	to	PART
american_scientific_journal-11010	87	22	be	be	AUX
american_scientific_journal-11010	87	23	effective	effective	ADJ
american_scientific_journal-11010	87	24	when	when	SCONJ
american_scientific_journal-11010	87	25	the	the	DET
american_scientific_journal-11010	87	26	time	time	NOUN
american_scientific_journal-11010	87	27	series	series	PROPN
american_scientific_journal-11010	87	28	shows	show	VERB
american_scientific_journal-11010	87	29	seasonal	seasonal	ADJ
american_scientific_journal-11010	87	30	variations	variation	NOUN
american_scientific_journal-11010	87	31	.	.	PUNCT
american_scientific_journal-11010	88	1	the	the	DET
american_scientific_journal-11010	88	2	mathematical	mathematical	ADJ
american_scientific_journal-11010	88	3	formula	formula	NOUN
american_scientific_journal-11010	88	4	for	for	ADP
american_scientific_journal-11010	88	5	holt	holt	PROPN
american_scientific_journal-11010	88	6	exponential	exponential	ADJ
american_scientific_journal-11010	88	7	smoothing	smoothing	NOUN
american_scientific_journal-11010	88	8	is	be	AUX
american_scientific_journal-11010	88	9	presented	present	VERB
american_scientific_journal-11010	88	10	in	in	ADP
american_scientific_journal-11010	88	11	(	(	PUNCT
american_scientific_journal-11010	88	12	5	5	NUM
american_scientific_journal-11010	88	13	)	)	PUNCT
american_scientific_journal-11010	88	14	and	and	CCONJ
american_scientific_journal-11010	88	15	(	(	PUNCT
american_scientific_journal-11010	88	16	6	6	NUM
american_scientific_journal-11010	88	17	)	)	PUNCT
american_scientific_journal-11010	88	18	,	,	PUNCT
american_scientific_journal-11010	88	19	where	where	SCONJ
american_scientific_journal-11010	88	20	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	88	21	]	]	PUNCT
american_scientific_journal-11010	88	22	is	be	AUX
american_scientific_journal-11010	88	23	the	the	DET
american_scientific_journal-11010	88	24	level	level	NOUN
american_scientific_journal-11010	88	25	estimation	estimation	NOUN
american_scientific_journal-11010	88	26	smoothed	smooth	VERB
american_scientific_journal-11010	88	27	at	at	ADP
american_scientific_journal-11010	88	28	time	time	NOUN
american_scientific_journal-11010	88	29	t	t	PROPN
american_scientific_journal-11010	88	30	,	,	PUNCT
american_scientific_journal-11010	88	31	𝑇𝑡[𝑡	𝑇𝑡[𝑡	PROPN
american_scientific_journal-11010	88	32	]	]	X
american_scientific_journal-11010	88	33	is	be	AUX
american_scientific_journal-11010	88	34	the	the	DET
american_scientific_journal-11010	88	35	trend	trend	NOUN
american_scientific_journal-11010	88	36	estimation	estimation	NOUN
american_scientific_journal-11010	88	37	smoothed	smooth	VERB
american_scientific_journal-11010	88	38	at	at	ADP
american_scientific_journal-11010	88	39	time	time	NOUN
american_scientific_journal-11010	88	40	t	t	PROPN
american_scientific_journal-11010	88	41	,	,	PUNCT
american_scientific_journal-11010	88	42	𝑌[𝑡	𝑌[𝑡	PROPN
american_scientific_journal-11010	88	43	]	]	PUNCT
american_scientific_journal-11010	88	44	is	be	AUX
american_scientific_journal-11010	88	45	the	the	DET
american_scientific_journal-11010	88	46	observed	observe	VERB
american_scientific_journal-11010	88	47	value	value	NOUN
american_scientific_journal-11010	88	48	at	at	ADP
american_scientific_journal-11010	88	49	time	time	NOUN
american_scientific_journal-11010	88	50	t	t	PROPN
american_scientific_journal-11010	88	51	,	,	PUNCT
american_scientific_journal-11010	88	52	and	and	CCONJ
american_scientific_journal-11010	88	53	𝛼	𝛼	X
american_scientific_journal-11010	88	54	and	and	CCONJ
american_scientific_journal-11010	88	55	𝛽	𝛽	NOUN
american_scientific_journal-11010	88	56	are	be	AUX
american_scientific_journal-11010	88	57	the	the	DET
american_scientific_journal-11010	88	58	smoothing	smooth	VERB
american_scientific_journal-11010	88	59	parameters	parameter	NOUN
american_scientific_journal-11010	88	60	for	for	ADP
american_scientific_journal-11010	88	61	level	level	NOUN
american_scientific_journal-11010	88	62	and	and	CCONJ
american_scientific_journal-11010	88	63	trend	trend	NOUN
american_scientific_journal-11010	88	64	components	component	NOUN
american_scientific_journal-11010	88	65	respectively	respectively	ADV
american_scientific_journal-11010	88	66	,	,	PUNCT
american_scientific_journal-11010	88	67	ranging	range	VERB
american_scientific_journal-11010	88	68	between	between	ADP
american_scientific_journal-11010	88	69	0	0	NUM
american_scientific_journal-11010	88	70	and	and	CCONJ
american_scientific_journal-11010	88	71	1	1	NUM
american_scientific_journal-11010	88	72	.	.	X
american_scientific_journal-11010	88	73	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	88	74	]	]	PUNCT
american_scientific_journal-11010	88	75	=	=	SYM
american_scientific_journal-11010	88	76	𝛼	𝛼	NOUN
american_scientific_journal-11010	88	77	∗	∗	NOUN
american_scientific_journal-11010	88	78	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	88	79	]	]	X
american_scientific_journal-11010	89	1	+	+	CCONJ
american_scientific_journal-11010	89	2	(	(	PUNCT
american_scientific_journal-11010	89	3	1	1	NUM
american_scientific_journal-11010	89	4	−	−	NOUN
american_scientific_journal-11010	89	5	𝛼	𝛼	NOUN
american_scientific_journal-11010	89	6	)	)	PUNCT
american_scientific_journal-11010	89	7	∗	∗	NOUN
american_scientific_journal-11010	89	8	(	(	PUNCT
american_scientific_journal-11010	89	9	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	89	10	−	−	NOUN
american_scientific_journal-11010	89	11	1	1	NUM
american_scientific_journal-11010	89	12	]	]	PUNCT
american_scientific_journal-11010	89	13	+	+	CCONJ
american_scientific_journal-11010	89	14	𝑇𝑡[𝑡	𝑇𝑡[𝑡	NOUN
american_scientific_journal-11010	89	15	−	−	NOUN
american_scientific_journal-11010	89	16	1	1	NUM
american_scientific_journal-11010	89	17	]	]	PUNCT
american_scientific_journal-11010	89	18	)	)	PUNCT
american_scientific_journal-11010	89	19	(	(	PUNCT
american_scientific_journal-11010	89	20	5	5	X
american_scientific_journal-11010	89	21	)	)	PUNCT
american_scientific_journal-11010	89	22	𝑇𝑡[𝑡	𝑇𝑡[𝑡	NOUN
american_scientific_journal-11010	89	23	]	]	X
american_scientific_journal-11010	89	24	=	=	SYM
american_scientific_journal-11010	89	25	𝛽	𝛽	NOUN
american_scientific_journal-11010	89	26	∗	∗	NOUN
american_scientific_journal-11010	89	27	(	(	PUNCT
american_scientific_journal-11010	89	28	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	89	29	]	]	PUNCT
american_scientific_journal-11010	89	30	−	−	ADP
american_scientific_journal-11010	89	31	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	89	32	−	−	NOUN
american_scientific_journal-11010	89	33	1	1	NUM
american_scientific_journal-11010	89	34	]	]	PUNCT
american_scientific_journal-11010	89	35	)	)	PUNCT
american_scientific_journal-11010	90	1	+	+	CCONJ
american_scientific_journal-11010	90	2	(	(	PUNCT
american_scientific_journal-11010	90	3	1	1	NUM
american_scientific_journal-11010	90	4	−	−	PROPN
american_scientific_journal-11010	90	5	𝛽	𝛽	NOUN
american_scientific_journal-11010	90	6	)	)	PUNCT
american_scientific_journal-11010	90	7	∗	∗	NOUN
american_scientific_journal-11010	90	8	𝑇𝑡[𝑡	𝑇𝑡[𝑡	NOUN
american_scientific_journal-11010	90	9	−	−	NOUN
american_scientific_journal-11010	90	10	1	1	NUM
american_scientific_journal-11010	90	11	]	]	PUNCT
american_scientific_journal-11010	90	12	the	the	DET
american_scientific_journal-11010	90	13	optimal	optimal	ADJ
american_scientific_journal-11010	90	14	values	value	NOUN
american_scientific_journal-11010	90	15	for	for	ADP
american_scientific_journal-11010	90	16	𝛼	𝛼	PRON
american_scientific_journal-11010	90	17	and	and	CCONJ
american_scientific_journal-11010	90	18	𝛽	𝛽	PROPN
american_scientific_journal-11010	90	19	,	,	PUNCT
american_scientific_journal-11010	90	20	which	which	PRON
american_scientific_journal-11010	90	21	minimize	minimize	VERB
american_scientific_journal-11010	90	22	the	the	DET
american_scientific_journal-11010	90	23	sum	sum	NOUN
american_scientific_journal-11010	90	24	of	of	ADP
american_scientific_journal-11010	90	25	squared	square	VERB
american_scientific_journal-11010	90	26	errors	error	NOUN
american_scientific_journal-11010	90	27	between	between	ADP
american_scientific_journal-11010	90	28	observed	observed	ADJ
american_scientific_journal-11010	90	29	and	and	CCONJ
american_scientific_journal-11010	90	30	smoothed	smoothed	ADJ
american_scientific_journal-11010	90	31	estimates	estimate	NOUN
american_scientific_journal-11010	90	32	,	,	PUNCT
american_scientific_journal-11010	90	33	can	can	AUX
american_scientific_journal-11010	90	34	be	be	AUX
american_scientific_journal-11010	90	35	determined	determine	VERB
american_scientific_journal-11010	90	36	through	through	ADP
american_scientific_journal-11010	90	37	trial	trial	NOUN
american_scientific_journal-11010	90	38	and	and	CCONJ
american_scientific_journal-11010	90	39	error	error	NOUN
american_scientific_journal-11010	90	40	,	,	PUNCT
american_scientific_journal-11010	90	41	grid	grid	NOUN
american_scientific_journal-11010	90	42	search	search	NOUN
american_scientific_journal-11010	90	43	,	,	PUNCT
american_scientific_journal-11010	90	44	or	or	CCONJ
american_scientific_journal-11010	90	45	other	other	ADJ
american_scientific_journal-11010	90	46	advanced	advanced	ADJ
american_scientific_journal-11010	90	47	optimization	optimization	NOUN
american_scientific_journal-11010	90	48	techniques	technique	NOUN
american_scientific_journal-11010	90	49	.	.	PUNCT
american_scientific_journal-11010	91	1	2.2.4.holt	2.2.4.holt	NUM
american_scientific_journal-11010	91	2	-	-	ADJ
american_scientific_journal-11010	91	3	winters	winter	NOUN
american_scientific_journal-11010	91	4	exponential	exponential	NOUN
american_scientific_journal-11010	91	5	smoothing	smoothing	NOUN
american_scientific_journal-11010	91	6	holt	holt	PROPN
american_scientific_journal-11010	91	7	and	and	CCONJ
american_scientific_journal-11010	91	8	winters	winter	NOUN
american_scientific_journal-11010	91	9	further	far	ADV
american_scientific_journal-11010	91	10	extended	extend	VERB
american_scientific_journal-11010	91	11	the	the	DET
american_scientific_journal-11010	91	12	holt	holt	PROPN
american_scientific_journal-11010	91	13	exponential	exponential	ADJ
american_scientific_journal-11010	91	14	smoothing	smoothing	NOUN
american_scientific_journal-11010	91	15	method	method	NOUN
american_scientific_journal-11010	91	16	to	to	PART
american_scientific_journal-11010	91	17	encompass	encompass	VERB
american_scientific_journal-11010	91	18	seasonality	seasonality	NOUN
american_scientific_journal-11010	91	19	,	,	PUNCT
american_scientific_journal-11010	91	20	as	as	SCONJ
american_scientific_journal-11010	91	21	pointed	point	VERB
american_scientific_journal-11010	91	22	out	out	ADP
american_scientific_journal-11010	91	23	by	by	ADP
american_scientific_journal-11010	91	24	[	[	X
american_scientific_journal-11010	91	25	22	22	NUM
american_scientific_journal-11010	91	26	]	]	PUNCT
american_scientific_journal-11010	91	27	.	.	PUNCT
american_scientific_journal-11010	92	1	this	this	DET
american_scientific_journal-11010	92	2	method	method	NOUN
american_scientific_journal-11010	92	3	,	,	PUNCT
american_scientific_journal-11010	92	4	requiring	require	VERB
american_scientific_journal-11010	92	5	three	three	NUM
american_scientific_journal-11010	92	6	smoothing	smooth	VERB
american_scientific_journal-11010	92	7	parameters	parameter	NOUN
american_scientific_journal-11010	92	8	α	α	NOUN
american_scientific_journal-11010	92	9	,	,	PUNCT
american_scientific_journal-11010	92	10	β	β	NOUN
american_scientific_journal-11010	92	11	,	,	PUNCT
american_scientific_journal-11010	92	12	and	and	CCONJ
american_scientific_journal-11010	92	13	γ	γ	NOUN
american_scientific_journal-11010	92	14	,	,	PUNCT
american_scientific_journal-11010	92	15	is	be	AUX
american_scientific_journal-11010	92	16	suitable	suitable	ADJ
american_scientific_journal-11010	92	17	for	for	ADP
american_scientific_journal-11010	92	18	forecasting	forecasting	NOUN
american_scientific_journal-11010	92	19	time	time	NOUN
american_scientific_journal-11010	92	20	series	series	PROPN
american_scientific_journal-11010	92	21	data	datum	NOUN
american_scientific_journal-11010	92	22	demonstrating	demonstrate	VERB
american_scientific_journal-11010	92	23	seasonal	seasonal	ADJ
american_scientific_journal-11010	92	24	variations[22	variations[22	NOUN
american_scientific_journal-11010	92	25	]	]	X
american_scientific_journal-11010	92	26	.	.	PUNCT
american_scientific_journal-11010	93	1	[	[	X
american_scientific_journal-11010	93	2	4	4	NUM
american_scientific_journal-11010	93	3	]	]	SYM
american_scientific_journal-11010	93	4	defined	define	VERB
american_scientific_journal-11010	93	5	seasonality	seasonality	NOUN
american_scientific_journal-11010	93	6	as	as	ADP
american_scientific_journal-11010	93	7	repeating	repeat	VERB
american_scientific_journal-11010	93	8	patterns	pattern	NOUN
american_scientific_journal-11010	93	9	in	in	ADP
american_scientific_journal-11010	93	10	time	time	NOUN
american_scientific_journal-11010	93	11	series	series	NOUN
american_scientific_journal-11010	93	12	that	that	PRON
american_scientific_journal-11010	93	13	occur	occur	VERB
american_scientific_journal-11010	93	14	at	at	ADP
american_scientific_journal-11010	93	15	regular	regular	ADJ
american_scientific_journal-11010	93	16	intervals	interval	NOUN
american_scientific_journal-11010	93	17	.	.	PUNCT
american_scientific_journal-11010	94	1	depending	depend	VERB
american_scientific_journal-11010	94	2	on	on	ADP
american_scientific_journal-11010	94	3	the	the	DET
american_scientific_journal-11010	94	4	seasonality	seasonality	NOUN
american_scientific_journal-11010	94	5	characteristics	characteristic	NOUN
american_scientific_journal-11010	94	6	,	,	PUNCT
american_scientific_journal-11010	94	7	either	either	CCONJ
american_scientific_journal-11010	94	8	the	the	DET
american_scientific_journal-11010	94	9	additive	additive	ADJ
american_scientific_journal-11010	94	10	method	method	NOUN
american_scientific_journal-11010	94	11	(	(	PUNCT
american_scientific_journal-11010	94	12	for	for	ADP
american_scientific_journal-11010	94	13	time	time	NOUN
american_scientific_journal-11010	94	14	series	series	NOUN
american_scientific_journal-11010	94	15	with	with	ADP
american_scientific_journal-11010	94	16	constant	constant	ADJ
american_scientific_journal-11010	94	17	seasonal	seasonal	ADJ
american_scientific_journal-11010	94	18	variations	variation	NOUN
american_scientific_journal-11010	94	19	)	)	PUNCT
american_scientific_journal-11010	94	20	or	or	CCONJ
american_scientific_journal-11010	94	21	the	the	DET
american_scientific_journal-11010	94	22	multiplicative	multiplicative	ADJ
american_scientific_journal-11010	94	23	method	method	NOUN
american_scientific_journal-11010	94	24	(	(	PUNCT
american_scientific_journal-11010	94	25	for	for	ADP
american_scientific_journal-11010	94	26	time	time	NOUN
american_scientific_journal-11010	94	27	series	series	NOUN
american_scientific_journal-11010	94	28	where	where	SCONJ
american_scientific_journal-11010	94	29	seasonal	seasonal	ADJ
american_scientific_journal-11010	94	30	variations	variation	NOUN
american_scientific_journal-11010	94	31	alter	alter	VERB
american_scientific_journal-11010	94	32	in	in	ADP
american_scientific_journal-11010	94	33	proportion	proportion	NOUN
american_scientific_journal-11010	94	34	to	to	ADP
american_scientific_journal-11010	94	35	the	the	DET
american_scientific_journal-11010	94	36	series	series	NOUN
american_scientific_journal-11010	94	37	level	level	NOUN
american_scientific_journal-11010	94	38	)	)	PUNCT
american_scientific_journal-11010	94	39	is	be	AUX
american_scientific_journal-11010	94	40	employed	employ	VERB
american_scientific_journal-11010	94	41	[	[	X
american_scientific_journal-11010	94	42	22	22	NUM
american_scientific_journal-11010	94	43	]	]	PUNCT
american_scientific_journal-11010	94	44	.	.	PUNCT
american_scientific_journal-11010	95	1	for	for	ADP
american_scientific_journal-11010	95	2	time	time	NOUN
american_scientific_journal-11010	95	3	series	series	PROPN
american_scientific_journal-11010	95	4	data	data	PROPN
american_scientific_journal-11010	95	5	,	,	PUNCT
american_scientific_journal-11010	95	6	holt	holt	PROPN
american_scientific_journal-11010	95	7	-	-	PUNCT
american_scientific_journal-11010	95	8	winters	winter	NOUN
american_scientific_journal-11010	95	9	exponential	exponential	ADJ
american_scientific_journal-11010	95	10	smoothing	smoothing	NOUN
american_scientific_journal-11010	95	11	can	can	AUX
american_scientific_journal-11010	95	12	be	be	AUX
american_scientific_journal-11010	95	13	mathematically	mathematically	ADV
american_scientific_journal-11010	95	14	represented	represent	VERB
american_scientific_journal-11010	95	15	in	in	ADP
american_scientific_journal-11010	95	16	(	(	PUNCT
american_scientific_journal-11010	95	17	7	7	NUM
american_scientific_journal-11010	95	18	)	)	PUNCT
american_scientific_journal-11010	95	19	,	,	PUNCT
american_scientific_journal-11010	95	20	(	(	PUNCT
american_scientific_journal-11010	95	21	8)	8)	NUM
american_scientific_journal-11010	95	22	,	,	PUNCT
american_scientific_journal-11010	95	23	and	and	CCONJ
american_scientific_journal-11010	95	24	(	(	PUNCT
american_scientific_journal-11010	95	25	9	9	X
american_scientific_journal-11010	95	26	)	)	PUNCT
american_scientific_journal-11010	95	27	where	where	SCONJ
american_scientific_journal-11010	95	28	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	95	29	]	]	PUNCT
american_scientific_journal-11010	95	30	is	be	AUX
american_scientific_journal-11010	95	31	the	the	DET
american_scientific_journal-11010	95	32	level	level	NOUN
american_scientific_journal-11010	95	33	estimation	estimation	NOUN
american_scientific_journal-11010	95	34	smoothed	smooth	VERB
american_scientific_journal-11010	95	35	at	at	ADP
american_scientific_journal-11010	95	36	time	time	NOUN
american_scientific_journal-11010	95	37	t	t	PROPN
american_scientific_journal-11010	95	38	,	,	PUNCT
american_scientific_journal-11010	95	39	𝑇𝑡[𝑡	𝑇𝑡[𝑡	PROPN
american_scientific_journal-11010	95	40	]	]	X
american_scientific_journal-11010	95	41	is	be	AUX
american_scientific_journal-11010	95	42	the	the	DET
american_scientific_journal-11010	95	43	trend	trend	NOUN
american_scientific_journal-11010	95	44	estimation	estimation	NOUN
american_scientific_journal-11010	95	45	smoothed	smooth	VERB
american_scientific_journal-11010	95	46	at	at	ADP
american_scientific_journal-11010	95	47	time	time	NOUN
american_scientific_journal-11010	95	48	t	t	PROPN
american_scientific_journal-11010	95	49	,	,	PUNCT
american_scientific_journal-11010	95	50	𝑌[𝑡	𝑌[𝑡	PROPN
american_scientific_journal-11010	95	51	]	]	PUNCT
american_scientific_journal-11010	95	52	is	be	AUX
american_scientific_journal-11010	95	53	the	the	DET
american_scientific_journal-11010	95	54	observed	observe	VERB
american_scientific_journal-11010	95	55	value	value	NOUN
american_scientific_journal-11010	95	56	at	at	ADP
american_scientific_journal-11010	95	57	time	time	NOUN
american_scientific_journal-11010	95	58	t	t	PROPN
american_scientific_journal-11010	95	59	,	,	PUNCT
american_scientific_journal-11010	95	60	𝑚	𝑚	PROPN
american_scientific_journal-11010	95	61	represents	represent	VERB
american_scientific_journal-11010	95	62	the	the	DET
american_scientific_journal-11010	95	63	number	number	NOUN
american_scientific_journal-11010	95	64	of	of	ADP
american_scientific_journal-11010	95	65	seasons	season	NOUN
american_scientific_journal-11010	95	66	,	,	PUNCT
american_scientific_journal-11010	95	67	and	and	CCONJ
american_scientific_journal-11010	95	68	𝛼	𝛼	X
american_scientific_journal-11010	95	69	,	,	PUNCT
american_scientific_journal-11010	95	70	𝛽	𝛽	PROPN
american_scientific_journal-11010	95	71	,	,	PUNCT
american_scientific_journal-11010	95	72	γ	γ	NOUN
american_scientific_journal-11010	95	73	are	be	AUX
american_scientific_journal-11010	95	74	the	the	DET
american_scientific_journal-11010	95	75	smoothing	smooth	VERB
american_scientific_journal-11010	95	76	parameters	parameter	NOUN
american_scientific_journal-11010	95	77	for	for	ADP
american_scientific_journal-11010	95	78	level	level	NOUN
american_scientific_journal-11010	95	79	and	and	CCONJ
american_scientific_journal-11010	95	80	trend	trend	NOUN
american_scientific_journal-11010	95	81	components	component	NOUN
american_scientific_journal-11010	95	82	respectively	respectively	ADV
american_scientific_journal-11010	95	83	,	,	PUNCT
american_scientific_journal-11010	95	84	both	both	PRON
american_scientific_journal-11010	95	85	ranging	range	VERB
american_scientific_journal-11010	95	86	between	between	ADP
american_scientific_journal-11010	95	87	0	0	NUM
american_scientific_journal-11010	95	88	and	and	CCONJ
american_scientific_journal-11010	95	89	1	1	NUM
american_scientific_journal-11010	95	90	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	95	91	]	]	PUNCT
american_scientific_journal-11010	95	92	=	=	SYM
american_scientific_journal-11010	95	93	𝛼	𝛼	NOUN
american_scientific_journal-11010	95	94	∗	∗	NOUN
american_scientific_journal-11010	95	95	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	95	96	]	]	X
american_scientific_journal-11010	96	1	+	+	CCONJ
american_scientific_journal-11010	96	2	(	(	PUNCT
american_scientific_journal-11010	96	3	1	1	NUM
american_scientific_journal-11010	96	4	−	−	NOUN
american_scientific_journal-11010	96	5	𝛼	𝛼	NOUN
american_scientific_journal-11010	96	6	)	)	PUNCT
american_scientific_journal-11010	96	7	∗	∗	NOUN
american_scientific_journal-11010	96	8	(	(	PUNCT
american_scientific_journal-11010	96	9	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	96	10	−	−	NOUN
american_scientific_journal-11010	96	11	1	1	NUM
american_scientific_journal-11010	96	12	]	]	PUNCT
american_scientific_journal-11010	96	13	+	+	CCONJ
american_scientific_journal-11010	96	14	𝑇𝑡[𝑡	𝑇𝑡[𝑡	NOUN
american_scientific_journal-11010	96	15	−	−	NOUN
american_scientific_journal-11010	96	16	1	1	NUM
american_scientific_journal-11010	96	17	]	]	PUNCT
american_scientific_journal-11010	96	18	)	)	PUNCT
american_scientific_journal-11010	96	19	.	.	PUNCT
american_scientific_journal-11010	97	1	(	(	PUNCT
american_scientific_journal-11010	97	2	7	7	X
american_scientific_journal-11010	97	3	)	)	PUNCT
american_scientific_journal-11010	97	4	𝑇𝑡[𝑡	𝑇𝑡[𝑡	NOUN
american_scientific_journal-11010	97	5	]	]	X
american_scientific_journal-11010	97	6	=	=	SYM
american_scientific_journal-11010	97	7	𝛽	𝛽	NOUN
american_scientific_journal-11010	97	8	∗	∗	NOUN
american_scientific_journal-11010	97	9	(	(	PUNCT
american_scientific_journal-11010	97	10	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	97	11	]	]	PUNCT
american_scientific_journal-11010	97	12	−	−	ADP
american_scientific_journal-11010	97	13	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	97	14	−	−	NOUN
american_scientific_journal-11010	97	15	1	1	NUM
american_scientific_journal-11010	97	16	]	]	PUNCT
american_scientific_journal-11010	97	17	)	)	PUNCT
american_scientific_journal-11010	98	1	+	+	CCONJ
american_scientific_journal-11010	98	2	(	(	PUNCT
american_scientific_journal-11010	98	3	1	1	NUM
american_scientific_journal-11010	98	4	−	−	PROPN
american_scientific_journal-11010	98	5	𝛽	𝛽	NOUN
american_scientific_journal-11010	98	6	)	)	PUNCT
american_scientific_journal-11010	98	7	∗	∗	NOUN
american_scientific_journal-11010	98	8	𝑇𝑡[𝑡	𝑇𝑡[𝑡	NOUN
american_scientific_journal-11010	98	9	−	−	PROPN
american_scientific_journal-11010	98	10	1	1	NUM
american_scientific_journal-11010	98	11	]	]	PUNCT
american_scientific_journal-11010	98	12	(	(	PUNCT
american_scientific_journal-11010	98	13	6	6	NUM
american_scientific_journal-11010	98	14	)	)	PUNCT
american_scientific_journal-11010	98	15	(	(	PUNCT
american_scientific_journal-11010	98	16	7	7	X
american_scientific_journal-11010	98	17	)	)	PUNCT
american_scientific_journal-11010	98	18	american	american	ADJ
american_scientific_journal-11010	98	19	academic	academic	ADJ
american_scientific_journal-11010	98	20	scientific	scientific	ADJ
american_scientific_journal-11010	98	21	research	research	NOUN
american_scientific_journal-11010	98	22	journal	journal	NOUN
american_scientific_journal-11010	98	23	for	for	ADP
american_scientific_journal-11010	98	24	engineering	engineering	NOUN
american_scientific_journal-11010	98	25	,	,	PUNCT
american_scientific_journal-11010	98	26	technology	technology	NOUN
american_scientific_journal-11010	98	27	,	,	PUNCT
american_scientific_journal-11010	98	28	and	and	CCONJ
american_scientific_journal-11010	98	29	sciences	science	NOUN
american_scientific_journal-11010	98	30	(	(	PUNCT
american_scientific_journal-11010	98	31	asrjets	asrjet	NOUN
american_scientific_journal-11010	98	32	)	)	PUNCT
american_scientific_journal-11010	98	33	volume	volume	NOUN
american_scientific_journal-11010	98	34	98	98	NUM
american_scientific_journal-11010	98	35	,	,	PUNCT
american_scientific_journal-11010	98	36	no	no	DET
american_scientific_journal-11010	98	37	1	1	NUM
american_scientific_journal-11010	98	38	,	,	PUNCT
american_scientific_journal-11010	98	39	pp	pp	ADV
american_scientific_journal-11010	98	40	309	309	NUM
american_scientific_journal-11010	98	41	-	-	SYM
american_scientific_journal-11010	98	42	329	329	NUM
american_scientific_journal-11010	98	43	314	314	NUM
american_scientific_journal-11010	98	44	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	98	45	]	]	PUNCT
american_scientific_journal-11010	98	46	=	=	SYM
american_scientific_journal-11010	98	47	𝛾	𝛾	NOUN
american_scientific_journal-11010	98	48	∗	∗	NOUN
american_scientific_journal-11010	98	49	𝑌[𝑡	𝑌[𝑡	NOUN
american_scientific_journal-11010	98	50	]	]	PUNCT
american_scientific_journal-11010	98	51	𝑆[𝑡	𝑆[𝑡	VERB
american_scientific_journal-11010	98	52	−	−	PROPN
american_scientific_journal-11010	98	53	𝑚	𝑚	X
american_scientific_journal-11010	98	54	]	]	X
american_scientific_journal-11010	98	55	+	+	CCONJ
american_scientific_journal-11010	98	56	(	(	PUNCT
american_scientific_journal-11010	98	57	1	1	NUM
american_scientific_journal-11010	98	58	−	−	PROPN
american_scientific_journal-11010	98	59	𝛾	𝛾	NOUN
american_scientific_journal-11010	98	60	)	)	PUNCT
american_scientific_journal-11010	98	61	∗	∗	NOUN
american_scientific_journal-11010	98	62	(	(	PUNCT
american_scientific_journal-11010	98	63	𝑆𝑡[𝑡	𝑆𝑡[𝑡	NOUN
american_scientific_journal-11010	98	64	]	]	PUNCT
american_scientific_journal-11010	98	65	+	+	CCONJ
american_scientific_journal-11010	98	66	𝑇𝑡[𝑡	𝑇𝑡[𝑡	NOUN
american_scientific_journal-11010	98	67	−	−	NOUN
american_scientific_journal-11010	98	68	1	1	NUM
american_scientific_journal-11010	98	69	]	]	PUNCT
american_scientific_journal-11010	98	70	)	)	PUNCT
american_scientific_journal-11010	98	71	as	as	ADP
american_scientific_journal-11010	98	72	with	with	ADP
american_scientific_journal-11010	98	73	holt	holt	PROPN
american_scientific_journal-11010	98	74	's	's	PART
american_scientific_journal-11010	98	75	method	method	NOUN
american_scientific_journal-11010	98	76	,	,	PUNCT
american_scientific_journal-11010	98	77	the	the	DET
american_scientific_journal-11010	98	78	choice	choice	NOUN
american_scientific_journal-11010	98	79	of	of	ADP
american_scientific_journal-11010	98	80	smoothing	smooth	VERB
american_scientific_journal-11010	98	81	parameters	parameter	NOUN
american_scientific_journal-11010	98	82	'	'	PART
american_scientific_journal-11010	98	83	values	value	NOUN
american_scientific_journal-11010	98	84	is	be	AUX
american_scientific_journal-11010	98	85	vital	vital	ADJ
american_scientific_journal-11010	98	86	,	,	PUNCT
american_scientific_journal-11010	98	87	and	and	CCONJ
american_scientific_journal-11010	98	88	can	can	AUX
american_scientific_journal-11010	98	89	be	be	AUX
american_scientific_journal-11010	98	90	selected	select	VERB
american_scientific_journal-11010	98	91	through	through	ADP
american_scientific_journal-11010	98	92	trial	trial	NOUN
american_scientific_journal-11010	98	93	and	and	CCONJ
american_scientific_journal-11010	98	94	error	error	NOUN
american_scientific_journal-11010	98	95	,	,	PUNCT
american_scientific_journal-11010	98	96	grid	grid	NOUN
american_scientific_journal-11010	98	97	search	search	NOUN
american_scientific_journal-11010	98	98	,	,	PUNCT
american_scientific_journal-11010	98	99	or	or	CCONJ
american_scientific_journal-11010	98	100	more	more	ADV
american_scientific_journal-11010	98	101	sophisticated	sophisticated	ADJ
american_scientific_journal-11010	98	102	optimization	optimization	NOUN
american_scientific_journal-11010	98	103	techniques	technique	NOUN
american_scientific_journal-11010	98	104	.	.	PUNCT
american_scientific_journal-11010	99	1	according	accord	VERB
american_scientific_journal-11010	99	2	to	to	ADP
american_scientific_journal-11010	99	3	research	research	NOUN
american_scientific_journal-11010	99	4	,	,	PUNCT
american_scientific_journal-11010	99	5	the	the	DET
american_scientific_journal-11010	99	6	holt	holt	PROPN
american_scientific_journal-11010	99	7	-	-	PUNCT
american_scientific_journal-11010	99	8	winters	winter	NOUN
american_scientific_journal-11010	99	9	method	method	NOUN
american_scientific_journal-11010	99	10	has	have	AUX
american_scientific_journal-11010	99	11	proven	prove	VERB
american_scientific_journal-11010	99	12	to	to	PART
american_scientific_journal-11010	99	13	be	be	AUX
american_scientific_journal-11010	99	14	a	a	DET
american_scientific_journal-11010	99	15	reliable	reliable	ADJ
american_scientific_journal-11010	99	16	forecasting	forecasting	NOUN
american_scientific_journal-11010	99	17	tool	tool	NOUN
american_scientific_journal-11010	99	18	for	for	ADP
american_scientific_journal-11010	99	19	predicting	predict	VERB
american_scientific_journal-11010	99	20	food	food	NOUN
american_scientific_journal-11010	99	21	product	product	NOUN
american_scientific_journal-11010	99	22	demand	demand	NOUN
american_scientific_journal-11010	99	23	,	,	PUNCT
american_scientific_journal-11010	99	24	delivering	deliver	VERB
american_scientific_journal-11010	99	25	accurate	accurate	ADJ
american_scientific_journal-11010	99	26	results	result	NOUN
american_scientific_journal-11010	99	27	on	on	ADP
american_scientific_journal-11010	99	28	par	par	NOUN
american_scientific_journal-11010	99	29	with	with	ADP
american_scientific_journal-11010	99	30	more	more	ADV
american_scientific_journal-11010	99	31	intricate	intricate	ADJ
american_scientific_journal-11010	99	32	forecasting	forecasting	NOUN
american_scientific_journal-11010	99	33	models	model	NOUN
american_scientific_journal-11010	99	34	,	,	PUNCT
american_scientific_journal-11010	99	35	thereby	thereby	ADV
american_scientific_journal-11010	99	36	demonstrating	demonstrate	VERB
american_scientific_journal-11010	99	37	its	its	PRON
american_scientific_journal-11010	99	38	suitability	suitability	NOUN
american_scientific_journal-11010	99	39	for	for	ADP
american_scientific_journal-11010	99	40	practical	practical	ADJ
american_scientific_journal-11010	99	41	use[4	use[4	NOUN
american_scientific_journal-11010	99	42	]	]	PUNCT
american_scientific_journal-11010	99	43	.	.	PUNCT
american_scientific_journal-11010	100	1	traditional	traditional	ADJ
american_scientific_journal-11010	100	2	statistical	statistical	ADJ
american_scientific_journal-11010	100	3	methods	method	NOUN
american_scientific_journal-11010	100	4	demonstrate	demonstrate	VERB
american_scientific_journal-11010	100	5	efficacy	efficacy	NOUN
american_scientific_journal-11010	100	6	when	when	SCONJ
american_scientific_journal-11010	100	7	applied	apply	VERB
american_scientific_journal-11010	100	8	to	to	PART
american_scientific_journal-11010	100	9	univariate	univariate	VERB
american_scientific_journal-11010	100	10	,	,	PUNCT
american_scientific_journal-11010	100	11	stable	stable	ADJ
american_scientific_journal-11010	100	12	data	datum	NOUN
american_scientific_journal-11010	100	13	with	with	ADP
american_scientific_journal-11010	100	14	a	a	DET
american_scientific_journal-11010	100	15	non	non	ADJ
american_scientific_journal-11010	100	16	-	-	ADJ
american_scientific_journal-11010	100	17	volatile	volatile	ADJ
american_scientific_journal-11010	100	18	demand	demand	NOUN
american_scientific_journal-11010	100	19	pattern	pattern	NOUN
american_scientific_journal-11010	100	20	,	,	PUNCT
american_scientific_journal-11010	100	21	as	as	SCONJ
american_scientific_journal-11010	100	22	corroborated	corroborate	VERB
american_scientific_journal-11010	100	23	by	by	ADP
american_scientific_journal-11010	100	24	numerous	numerous	ADJ
american_scientific_journal-11010	100	25	studies[13	studies[13	NOUN
american_scientific_journal-11010	100	26	,	,	PUNCT
american_scientific_journal-11010	100	27	15	15	NUM
american_scientific_journal-11010	100	28	,	,	PUNCT
american_scientific_journal-11010	100	29	14	14	NUM
american_scientific_journal-11010	100	30	,	,	PUNCT
american_scientific_journal-11010	100	31	12	12	NUM
american_scientific_journal-11010	100	32	]	]	PUNCT
american_scientific_journal-11010	100	33	.	.	PUNCT
american_scientific_journal-11010	101	1	2.3	2.3	NUM
american_scientific_journal-11010	101	2	.	.	PUNCT
american_scientific_journal-11010	101	3	machine	machine	NOUN
american_scientific_journal-11010	101	4	learning	learning	NOUN
american_scientific_journal-11010	101	5	methods	method	NOUN
american_scientific_journal-11010	101	6	machine	machine	NOUN
american_scientific_journal-11010	101	7	learning	learning	NOUN
american_scientific_journal-11010	101	8	(	(	PUNCT
american_scientific_journal-11010	101	9	ml	ml	NOUN
american_scientific_journal-11010	101	10	)	)	PUNCT
american_scientific_journal-11010	101	11	,	,	PUNCT
american_scientific_journal-11010	101	12	as	as	SCONJ
american_scientific_journal-11010	101	13	delineated	delineate	VERB
american_scientific_journal-11010	101	14	by	by	ADP
american_scientific_journal-11010	101	15	[	[	X
american_scientific_journal-11010	101	16	23	23	NUM
american_scientific_journal-11010	101	17	]	]	PUNCT
american_scientific_journal-11010	101	18	,	,	PUNCT
american_scientific_journal-11010	101	19	represents	represent	VERB
american_scientific_journal-11010	101	20	a	a	DET
american_scientific_journal-11010	101	21	multidisciplinary	multidisciplinary	ADJ
american_scientific_journal-11010	101	22	field	field	NOUN
american_scientific_journal-11010	101	23	of	of	ADP
american_scientific_journal-11010	101	24	study	study	NOUN
american_scientific_journal-11010	101	25	dedicated	dedicate	VERB
american_scientific_journal-11010	101	26	to	to	ADP
american_scientific_journal-11010	101	27	empowering	empower	VERB
american_scientific_journal-11010	101	28	computational	computational	ADJ
american_scientific_journal-11010	101	29	systems	system	NOUN
american_scientific_journal-11010	101	30	with	with	ADP
american_scientific_journal-11010	101	31	the	the	DET
american_scientific_journal-11010	101	32	ability	ability	NOUN
american_scientific_journal-11010	101	33	to	to	PART
american_scientific_journal-11010	101	34	self	self	NOUN
american_scientific_journal-11010	101	35	-	-	PUNCT
american_scientific_journal-11010	101	36	learn	learn	VERB
american_scientific_journal-11010	101	37	without	without	ADP
american_scientific_journal-11010	101	38	explicit	explicit	ADJ
american_scientific_journal-11010	101	39	programming	programming	NOUN
american_scientific_journal-11010	101	40	.	.	PUNCT
american_scientific_journal-11010	102	1	the	the	DET
american_scientific_journal-11010	102	2	focus	focus	NOUN
american_scientific_journal-11010	102	3	of	of	ADP
american_scientific_journal-11010	102	4	ml	ml	NOUN
american_scientific_journal-11010	102	5	lies	lie	VERB
american_scientific_journal-11010	102	6	heavily	heavily	ADV
american_scientific_journal-11010	102	7	on	on	ADP
american_scientific_journal-11010	102	8	the	the	DET
american_scientific_journal-11010	102	9	utilization	utilization	NOUN
american_scientific_journal-11010	102	10	of	of	ADP
american_scientific_journal-11010	102	11	algorithms	algorithm	NOUN
american_scientific_journal-11010	102	12	that	that	PRON
american_scientific_journal-11010	102	13	,	,	PUNCT
american_scientific_journal-11010	102	14	over	over	ADP
american_scientific_journal-11010	102	15	time	time	NOUN
american_scientific_journal-11010	102	16	,	,	PUNCT
american_scientific_journal-11010	102	17	are	be	AUX
american_scientific_journal-11010	102	18	capable	capable	ADJ
american_scientific_journal-11010	102	19	of	of	ADP
american_scientific_journal-11010	102	20	autonomously	autonomously	ADV
american_scientific_journal-11010	102	21	evolving	evolve	VERB
american_scientific_journal-11010	102	22	and	and	CCONJ
american_scientific_journal-11010	102	23	learning	learn	VERB
american_scientific_journal-11010	102	24	from	from	ADP
american_scientific_journal-11010	102	25	data[4	data[4	NOUN
american_scientific_journal-11010	102	26	]	]	PUNCT
american_scientific_journal-11010	102	27	.	.	PUNCT
american_scientific_journal-11010	103	1	this	this	DET
american_scientific_journal-11010	103	2	objective	objective	ADJ
american_scientific_journal-11010	103	3	endeavors	endeavor	NOUN
american_scientific_journal-11010	103	4	to	to	PART
american_scientific_journal-11010	103	5	facilitate	facilitate	VERB
american_scientific_journal-11010	103	6	computer	computer	NOUN
american_scientific_journal-11010	103	7	systems	system	NOUN
american_scientific_journal-11010	103	8	in	in	ADP
american_scientific_journal-11010	103	9	executing	execute	VERB
american_scientific_journal-11010	103	10	independent	independent	ADJ
american_scientific_journal-11010	103	11	actions	action	NOUN
american_scientific_journal-11010	103	12	and	and	CCONJ
american_scientific_journal-11010	103	13	learning	learning	NOUN
american_scientific_journal-11010	103	14	,	,	PUNCT
american_scientific_journal-11010	103	15	eliminating	eliminate	VERB
american_scientific_journal-11010	103	16	the	the	DET
american_scientific_journal-11010	103	17	need	need	NOUN
american_scientific_journal-11010	103	18	for	for	ADP
american_scientific_journal-11010	103	19	human	human	ADJ
american_scientific_journal-11010	103	20	intervention[23	intervention[23	PROPN
american_scientific_journal-11010	103	21	]	]	PUNCT
american_scientific_journal-11010	103	22	.	.	PUNCT
american_scientific_journal-11010	104	1	throughout	throughout	ADP
american_scientific_journal-11010	104	2	the	the	DET
american_scientific_journal-11010	104	3	learning	learning	NOUN
american_scientific_journal-11010	104	4	process	process	NOUN
american_scientific_journal-11010	104	5	,	,	PUNCT
american_scientific_journal-11010	104	6	the	the	DET
american_scientific_journal-11010	104	7	ml	ml	PROPN
american_scientific_journal-11010	104	8	model	model	NOUN
american_scientific_journal-11010	104	9	is	be	AUX
american_scientific_journal-11010	104	10	nurtured	nurture	VERB
american_scientific_journal-11010	104	11	with	with	ADP
american_scientific_journal-11010	104	12	historical	historical	ADJ
american_scientific_journal-11010	104	13	data	datum	NOUN
american_scientific_journal-11010	104	14	,	,	PUNCT
american_scientific_journal-11010	104	15	thus	thus	ADV
american_scientific_journal-11010	104	16	allowing	allow	VERB
american_scientific_journal-11010	104	17	it	it	PRON
american_scientific_journal-11010	104	18	to	to	PART
american_scientific_journal-11010	104	19	anticipate	anticipate	VERB
american_scientific_journal-11010	104	20	outcomes	outcome	NOUN
american_scientific_journal-11010	104	21	and	and	CCONJ
american_scientific_journal-11010	104	22	extract	extract	VERB
american_scientific_journal-11010	104	23	insights	insight	NOUN
american_scientific_journal-11010	104	24	from	from	ADP
american_scientific_journal-11010	104	25	unseen	unseen	ADJ
american_scientific_journal-11010	104	26	data	datum	NOUN
american_scientific_journal-11010	104	27	.	.	PUNCT
american_scientific_journal-11010	105	1	as	as	SCONJ
american_scientific_journal-11010	105	2	indicated	indicate	VERB
american_scientific_journal-11010	105	3	by	by	ADP
american_scientific_journal-11010	105	4	[	[	X
american_scientific_journal-11010	105	5	4	4	NUM
american_scientific_journal-11010	105	6	]	]	PUNCT
american_scientific_journal-11010	105	7	,	,	PUNCT
american_scientific_journal-11010	105	8	the	the	DET
american_scientific_journal-11010	105	9	application	application	NOUN
american_scientific_journal-11010	105	10	of	of	ADP
american_scientific_journal-11010	105	11	ml	ml	PROPN
american_scientific_journal-11010	105	12	methodologies	methodology	NOUN
american_scientific_journal-11010	105	13	offers	offer	VERB
american_scientific_journal-11010	105	14	a	a	DET
american_scientific_journal-11010	105	15	notable	notable	ADJ
american_scientific_journal-11010	105	16	advantage	advantage	NOUN
american_scientific_journal-11010	105	17	in	in	ADP
american_scientific_journal-11010	105	18	precision	precision	NOUN
american_scientific_journal-11010	105	19	,	,	PUNCT
american_scientific_journal-11010	105	20	adaptability	adaptability	NOUN
american_scientific_journal-11010	105	21	,	,	PUNCT
american_scientific_journal-11010	105	22	and	and	CCONJ
american_scientific_journal-11010	105	23	resilience	resilience	NOUN
american_scientific_journal-11010	105	24	when	when	SCONJ
american_scientific_journal-11010	105	25	compared	compare	VERB
american_scientific_journal-11010	105	26	to	to	ADP
american_scientific_journal-11010	105	27	traditional	traditional	ADJ
american_scientific_journal-11010	105	28	statistical	statistical	ADJ
american_scientific_journal-11010	105	29	approaches	approach	NOUN
american_scientific_journal-11010	105	30	.	.	PUNCT
american_scientific_journal-11010	106	1	in	in	ADP
american_scientific_journal-11010	106	2	the	the	DET
american_scientific_journal-11010	106	3	field	field	NOUN
american_scientific_journal-11010	106	4	of	of	ADP
american_scientific_journal-11010	106	5	demand	demand	NOUN
american_scientific_journal-11010	106	6	forecasting	forecasting	NOUN
american_scientific_journal-11010	106	7	,	,	PUNCT
american_scientific_journal-11010	106	8	prelabeled	prelabele	VERB
american_scientific_journal-11010	106	9	historical	historical	ADJ
american_scientific_journal-11010	106	10	data	datum	NOUN
american_scientific_journal-11010	106	11	is	be	AUX
american_scientific_journal-11010	106	12	harnessed	harness	VERB
american_scientific_journal-11010	106	13	to	to	PART
american_scientific_journal-11010	106	14	construct	construct	VERB
american_scientific_journal-11010	106	15	regression	regression	NOUN
american_scientific_journal-11010	106	16	models	model	NOUN
american_scientific_journal-11010	106	17	via	via	ADP
american_scientific_journal-11010	106	18	supervised	supervised	ADJ
american_scientific_journal-11010	106	19	learning	learn	VERB
american_scientific_journal-11010	106	20	to	to	PART
american_scientific_journal-11010	106	21	prognosticate	prognosticate	VERB
american_scientific_journal-11010	106	22	the	the	DET
american_scientific_journal-11010	106	23	quantity	quantity	NOUN
american_scientific_journal-11010	106	24	of	of	ADP
american_scientific_journal-11010	106	25	products	product	NOUN
american_scientific_journal-11010	106	26	that	that	PRON
american_scientific_journal-11010	106	27	consumers	consumer	NOUN
american_scientific_journal-11010	106	28	will	will	AUX
american_scientific_journal-11010	106	29	purchase	purchase	VERB
american_scientific_journal-11010	106	30	in	in	ADP
american_scientific_journal-11010	106	31	the	the	DET
american_scientific_journal-11010	106	32	future	future	NOUN
american_scientific_journal-11010	106	33	.	.	PUNCT
american_scientific_journal-11010	107	1	regression	regression	NOUN
american_scientific_journal-11010	107	2	models	model	NOUN
american_scientific_journal-11010	107	3	create	create	VERB
american_scientific_journal-11010	107	4	a	a	DET
american_scientific_journal-11010	107	5	relationship	relationship	NOUN
american_scientific_journal-11010	107	6	between	between	ADP
american_scientific_journal-11010	107	7	predictor	predictor	NOUN
american_scientific_journal-11010	107	8	and	and	CCONJ
american_scientific_journal-11010	107	9	outcome	outcome	NOUN
american_scientific_journal-11010	107	10	variables	variable	NOUN
american_scientific_journal-11010	107	11	to	to	PART
american_scientific_journal-11010	107	12	forecast	forecast	VERB
american_scientific_journal-11010	107	13	new	new	ADJ
american_scientific_journal-11010	107	14	data	datum	NOUN
american_scientific_journal-11010	107	15	points[4	points[4	PRON
american_scientific_journal-11010	107	16	]	]	PUNCT
american_scientific_journal-11010	107	17	.	.	PUNCT
american_scientific_journal-11010	108	1	most	most	ADJ
american_scientific_journal-11010	108	2	of	of	ADP
american_scientific_journal-11010	108	3	the	the	DET
american_scientific_journal-11010	108	4	renowned	renowned	ADJ
american_scientific_journal-11010	108	5	supervised	supervise	VERB
american_scientific_journal-11010	108	6	ml	ml	NOUN
american_scientific_journal-11010	108	7	algorithms	algorithm	NOUN
american_scientific_journal-11010	108	8	that	that	PRON
american_scientific_journal-11010	108	9	are	be	AUX
american_scientific_journal-11010	108	10	utilized	utilize	VERB
american_scientific_journal-11010	108	11	to	to	PART
american_scientific_journal-11010	108	12	construct	construct	VERB
american_scientific_journal-11010	108	13	regression	regression	NOUN
american_scientific_journal-11010	108	14	models	model	NOUN
american_scientific_journal-11010	108	15	are	be	AUX
american_scientific_journal-11010	108	16	discussed	discuss	VERB
american_scientific_journal-11010	108	17	below	below	ADV
american_scientific_journal-11010	108	18	.	.	PUNCT
american_scientific_journal-11010	109	1	2.3.1	2.3.1	NUM
american_scientific_journal-11010	109	2	.	.	PUNCT
american_scientific_journal-11010	110	1	linear	linear	PROPN
american_scientific_journal-11010	110	2	regression	regression	PROPN
american_scientific_journal-11010	110	3	linear	linear	PROPN
american_scientific_journal-11010	110	4	regression	regression	NOUN
american_scientific_journal-11010	110	5	,	,	PUNCT
american_scientific_journal-11010	110	6	recognized	recognize	VERB
american_scientific_journal-11010	110	7	as	as	ADP
american_scientific_journal-11010	110	8	the	the	DET
american_scientific_journal-11010	110	9	most	most	ADV
american_scientific_journal-11010	110	10	fundamental	fundamental	ADJ
american_scientific_journal-11010	110	11	form	form	NOUN
american_scientific_journal-11010	110	12	of	of	ADP
american_scientific_journal-11010	110	13	regression	regression	NOUN
american_scientific_journal-11010	110	14	analysis	analysis	NOUN
american_scientific_journal-11010	110	15	,	,	PUNCT
american_scientific_journal-11010	110	16	endeavors	endeavor	NOUN
american_scientific_journal-11010	110	17	to	to	PART
american_scientific_journal-11010	110	18	ascertain	ascertain	VERB
american_scientific_journal-11010	110	19	a	a	DET
american_scientific_journal-11010	110	20	linear	linear	PROPN
american_scientific_journal-11010	110	21	association	association	NOUN
american_scientific_journal-11010	110	22	between	between	ADP
american_scientific_journal-11010	110	23	the	the	DET
american_scientific_journal-11010	110	24	dependent	dependent	ADJ
american_scientific_journal-11010	110	25	and	and	CCONJ
american_scientific_journal-11010	110	26	independent	independent	ADJ
american_scientific_journal-11010	110	27	variables	variable	NOUN
american_scientific_journal-11010	110	28	by	by	ADP
american_scientific_journal-11010	110	29	fitting	fit	VERB
american_scientific_journal-11010	110	30	a	a	DET
american_scientific_journal-11010	110	31	straight	straight	ADJ
american_scientific_journal-11010	110	32	line	line	NOUN
american_scientific_journal-11010	110	33	to	to	ADP
american_scientific_journal-11010	110	34	the	the	DET
american_scientific_journal-11010	110	35	observed	observed	ADJ
american_scientific_journal-11010	110	36	data[24	data[24	NOUN
american_scientific_journal-11010	110	37	]	]	PUNCT
american_scientific_journal-11010	110	38	.	.	PUNCT
american_scientific_journal-11010	111	1	this	this	DET
american_scientific_journal-11010	111	2	methodology	methodology	NOUN
american_scientific_journal-11010	111	3	is	be	AUX
american_scientific_journal-11010	111	4	categorized	categorize	VERB
american_scientific_journal-11010	111	5	under	under	ADP
american_scientific_journal-11010	111	6	the	the	DET
american_scientific_journal-11010	111	7	umbrella	umbrella	NOUN
american_scientific_journal-11010	111	8	of	of	ADP
american_scientific_journal-11010	111	9	supervised	supervised	ADJ
american_scientific_journal-11010	111	10	learning	learning	NOUN
american_scientific_journal-11010	111	11	and	and	CCONJ
american_scientific_journal-11010	111	12	is	be	AUX
american_scientific_journal-11010	111	13	deployed	deploy	VERB
american_scientific_journal-11010	111	14	to	to	PART
american_scientific_journal-11010	111	15	model	model	VERB
american_scientific_journal-11010	111	16	and	and	CCONJ
american_scientific_journal-11010	111	17	predict	predict	VERB
american_scientific_journal-11010	111	18	variables	variable	NOUN
american_scientific_journal-11010	111	19	of	of	ADP
american_scientific_journal-11010	111	20	a	a	DET
american_scientific_journal-11010	111	21	continuous	continuous	ADJ
american_scientific_journal-11010	111	22	nature	nature	NOUN
american_scientific_journal-11010	111	23	.	.	PUNCT
american_scientific_journal-11010	112	1	linear	linear	ADJ
american_scientific_journal-11010	112	2	regression	regression	NOUN
american_scientific_journal-11010	112	3	is	be	AUX
american_scientific_journal-11010	112	4	classified	classify	VERB
american_scientific_journal-11010	112	5	into	into	ADP
american_scientific_journal-11010	112	6	the	the	DET
american_scientific_journal-11010	112	7	following	follow	VERB
american_scientific_journal-11010	112	8	sub	sub	NOUN
american_scientific_journal-11010	112	9	-	-	NOUN
american_scientific_journal-11010	112	10	categories	category	NOUN
american_scientific_journal-11010	112	11	.	.	PUNCT
american_scientific_journal-11010	113	1	2.3.1.1.simple	2.3.1.1.simple	NUM
american_scientific_journal-11010	113	2	linear	linear	ADJ
american_scientific_journal-11010	113	3	regression	regression	NOUN
american_scientific_journal-11010	113	4	simple	simple	ADJ
american_scientific_journal-11010	113	5	linear	linear	ADJ
american_scientific_journal-11010	113	6	regression	regression	NOUN
american_scientific_journal-11010	113	7	illustrates	illustrate	VERB
american_scientific_journal-11010	113	8	the	the	DET
american_scientific_journal-11010	113	9	relationship	relationship	NOUN
american_scientific_journal-11010	113	10	between	between	ADP
american_scientific_journal-11010	113	11	the	the	DET
american_scientific_journal-11010	113	12	independent	independent	ADJ
american_scientific_journal-11010	113	13	variable	variable	NOUN
american_scientific_journal-11010	113	14	(	(	PUNCT
american_scientific_journal-11010	113	15	𝑥	𝑥	NOUN
american_scientific_journal-11010	113	16	)	)	PUNCT
american_scientific_journal-11010	113	17	and	and	CCONJ
american_scientific_journal-11010	113	18	dependent	dependent	ADJ
american_scientific_journal-11010	113	19	variable	variable	NOUN
american_scientific_journal-11010	113	20	(	(	PUNCT
american_scientific_journal-11010	113	21	𝑦	𝑦	NOUN
american_scientific_journal-11010	113	22	)	)	PUNCT
american_scientific_journal-11010	113	23	via	via	ADP
american_scientific_journal-11010	113	24	a	a	DET
american_scientific_journal-11010	113	25	linear	linear	ADJ
american_scientific_journal-11010	113	26	equation	equation	NOUN
american_scientific_journal-11010	113	27	that	that	PRON
american_scientific_journal-11010	113	28	adheres	adhere	VERB
american_scientific_journal-11010	113	29	to	to	ADP
american_scientific_journal-11010	113	30	the	the	DET
american_scientific_journal-11010	113	31	structure	structure	NOUN
american_scientific_journal-11010	113	32	,	,	PUNCT
american_scientific_journal-11010	113	33	as	as	SCONJ
american_scientific_journal-11010	113	34	shown	show	VERB
american_scientific_journal-11010	113	35	in	in	ADP
american_scientific_journal-11010	113	36	(	(	PUNCT
american_scientific_journal-11010	113	37	10	10	NUM
american_scientific_journal-11010	113	38	)	)	PUNCT
american_scientific_journal-11010	113	39	.	.	PUNCT
american_scientific_journal-11010	114	1	𝑦	𝑦	X
american_scientific_journal-11010	114	2	=	=	SYM
american_scientific_journal-11010	114	3	𝛽0	𝛽0	PROPN
american_scientific_journal-11010	114	4	+	+	CCONJ
american_scientific_journal-11010	114	5	𝛽1	𝛽1	NOUN
american_scientific_journal-11010	114	6	∗	∗	NOUN
american_scientific_journal-11010	114	7	𝑥	𝑥	NOUN
american_scientific_journal-11010	114	8	in	in	ADP
american_scientific_journal-11010	114	9	this	this	DET
american_scientific_journal-11010	114	10	equation	equation	NOUN
american_scientific_journal-11010	114	11	,	,	PUNCT
american_scientific_journal-11010	114	12	𝛽0	𝛽0	PROPN
american_scientific_journal-11010	114	13	signifies	signify	VERB
american_scientific_journal-11010	114	14	the	the	DET
american_scientific_journal-11010	114	15	intercept	intercept	NOUN
american_scientific_journal-11010	114	16	of	of	ADP
american_scientific_journal-11010	114	17	the	the	DET
american_scientific_journal-11010	114	18	regression	regression	NOUN
american_scientific_journal-11010	114	19	line	line	NOUN
american_scientific_journal-11010	114	20	,	,	PUNCT
american_scientific_journal-11010	114	21	whereas	whereas	SCONJ
american_scientific_journal-11010	114	22	𝛽1	𝛽1	NOUN
american_scientific_journal-11010	114	23	corresponds	correspond	VERB
american_scientific_journal-11010	114	24	to	to	ADP
american_scientific_journal-11010	114	25	its	its	PRON
american_scientific_journal-11010	114	26	slope[25	slope[25	NOUN
american_scientific_journal-11010	114	27	]	]	PUNCT
american_scientific_journal-11010	114	28	.	.	PUNCT
american_scientific_journal-11010	115	1	(	(	PUNCT
american_scientific_journal-11010	115	2	8)	8)	NUM
american_scientific_journal-11010	115	3	(	(	PUNCT
american_scientific_journal-11010	115	4	9	9	NUM
american_scientific_journal-11010	115	5	)	)	PUNCT
american_scientific_journal-11010	115	6	(	(	PUNCT
american_scientific_journal-11010	115	7	10	10	NUM
american_scientific_journal-11010	115	8	)	)	PUNCT
american_scientific_journal-11010	115	9	american	american	ADJ
american_scientific_journal-11010	115	10	academic	academic	ADJ
american_scientific_journal-11010	115	11	scientific	scientific	ADJ
american_scientific_journal-11010	115	12	research	research	NOUN
american_scientific_journal-11010	115	13	journal	journal	NOUN
american_scientific_journal-11010	115	14	for	for	ADP
american_scientific_journal-11010	115	15	engineering	engineering	NOUN
american_scientific_journal-11010	115	16	,	,	PUNCT
american_scientific_journal-11010	115	17	technology	technology	NOUN
american_scientific_journal-11010	115	18	,	,	PUNCT
american_scientific_journal-11010	115	19	and	and	CCONJ
american_scientific_journal-11010	115	20	sciences	science	NOUN
american_scientific_journal-11010	115	21	(	(	PUNCT
american_scientific_journal-11010	115	22	asrjets	asrjet	NOUN
american_scientific_journal-11010	115	23	)	)	PUNCT
american_scientific_journal-11010	115	24	volume	volume	NOUN
american_scientific_journal-11010	115	25	98	98	NUM
american_scientific_journal-11010	115	26	,	,	PUNCT
american_scientific_journal-11010	115	27	no	no	DET
american_scientific_journal-11010	115	28	1	1	NUM
american_scientific_journal-11010	115	29	,	,	PUNCT
american_scientific_journal-11010	115	30	pp	pp	ADV
american_scientific_journal-11010	115	31	309	309	NUM
american_scientific_journal-11010	115	32	-	-	SYM
american_scientific_journal-11010	115	33	329	329	NUM
american_scientific_journal-11010	115	34	315	315	NUM
american_scientific_journal-11010	115	35	2.3.1.2.multivariate	2.3.1.2.multivariate	PROPN
american_scientific_journal-11010	115	36	linear	linear	ADJ
american_scientific_journal-11010	115	37	regression	regression	NOUN
american_scientific_journal-11010	115	38	originating	originate	VERB
american_scientific_journal-11010	115	39	from	from	ADP
american_scientific_journal-11010	115	40	the	the	DET
american_scientific_journal-11010	115	41	field	field	NOUN
american_scientific_journal-11010	115	42	of	of	ADP
american_scientific_journal-11010	115	43	statistics	statistic	NOUN
american_scientific_journal-11010	115	44	,	,	PUNCT
american_scientific_journal-11010	115	45	the	the	DET
american_scientific_journal-11010	115	46	multivariate	multivariate	NOUN
american_scientific_journal-11010	115	47	linear	linear	PROPN
american_scientific_journal-11010	115	48	regression	regression	NOUN
american_scientific_journal-11010	115	49	technique	technique	NOUN
american_scientific_journal-11010	115	50	functions	function	NOUN
american_scientific_journal-11010	115	51	to	to	PART
american_scientific_journal-11010	115	52	conceptualize	conceptualize	VERB
american_scientific_journal-11010	115	53	the	the	DET
american_scientific_journal-11010	115	54	nexus	nexus	NOUN
american_scientific_journal-11010	115	55	between	between	ADP
american_scientific_journal-11010	115	56	multiple	multiple	ADJ
american_scientific_journal-11010	115	57	independent	independent	ADJ
american_scientific_journal-11010	115	58	variables	variable	NOUN
american_scientific_journal-11010	115	59	and	and	CCONJ
american_scientific_journal-11010	115	60	a	a	DET
american_scientific_journal-11010	115	61	dependent	dependent	ADJ
american_scientific_journal-11010	115	62	variable[25	variable[25	NOUN
american_scientific_journal-11010	115	63	]	]	X
american_scientific_journal-11010	115	64	.	.	PUNCT
american_scientific_journal-11010	116	1	the	the	DET
american_scientific_journal-11010	116	2	general	general	ADJ
american_scientific_journal-11010	116	3	form	form	NOUN
american_scientific_journal-11010	116	4	of	of	ADP
american_scientific_journal-11010	116	5	the	the	DET
american_scientific_journal-11010	116	6	multivariate	multivariate	NOUN
american_scientific_journal-11010	116	7	linear	linear	PROPN
american_scientific_journal-11010	116	8	regression	regression	NOUN
american_scientific_journal-11010	116	9	model	model	NOUN
american_scientific_journal-11010	116	10	encompassing	encompass	VERB
american_scientific_journal-11010	116	11	'	'	PUNCT
american_scientific_journal-11010	116	12	p	p	X
american_scientific_journal-11010	116	13	'	'	PUNCT
american_scientific_journal-11010	116	14	independent	independent	ADJ
american_scientific_journal-11010	116	15	factors	factor	NOUN
american_scientific_journal-11010	116	16	is	be	AUX
american_scientific_journal-11010	116	17	:	:	PUNCT
american_scientific_journal-11010	116	18	𝑌	𝑌	PROPN
american_scientific_journal-11010	116	19	=	=	SYM
american_scientific_journal-11010	116	20	𝛽[0	𝛽[0	PROPN
american_scientific_journal-11010	116	21	]	]	X
american_scientific_journal-11010	117	1	+	+	X
american_scientific_journal-11010	117	2	𝛽[1	𝛽[1	PROPN
american_scientific_journal-11010	117	3	]	]	X
american_scientific_journal-11010	117	4	∗	∗	X
american_scientific_journal-11010	117	5	𝑋[1	𝑋[1	PROPN
american_scientific_journal-11010	117	6	]	]	PUNCT
american_scientific_journal-11010	117	7	+	+	CCONJ
american_scientific_journal-11010	117	8	𝛽[2	𝛽[2	NOUN
american_scientific_journal-11010	117	9	]	]	PUNCT
american_scientific_journal-11010	117	10	∗	∗	X
american_scientific_journal-11010	117	11	𝑋[2	𝑋[2	PROPN
american_scientific_journal-11010	117	12	]	]	PUNCT
american_scientific_journal-11010	118	1	+	+	CCONJ
american_scientific_journal-11010	118	2	…	…	PUNCT
american_scientific_journal-11010	118	3	+	+	CCONJ
american_scientific_journal-11010	118	4	𝛽[𝑝	𝛽[𝑝	NOUN
american_scientific_journal-11010	118	5	]	]	X
american_scientific_journal-11010	118	6	∗	∗	X
american_scientific_journal-11010	118	7	𝑋[𝑝	𝑋[𝑝	PROPN
american_scientific_journal-11010	118	8	]	]	X
american_scientific_journal-11010	118	9	+	+	NUM
american_scientific_journal-11010	118	10	𝜀	𝜀	X
american_scientific_journal-11010	118	11	(	(	PUNCT
american_scientific_journal-11010	118	12	11	11	NUM
american_scientific_journal-11010	118	13	)	)	PUNCT
american_scientific_journal-11010	118	14	here	here	ADV
american_scientific_journal-11010	118	15	,	,	PUNCT
american_scientific_journal-11010	118	16	𝑌	𝑌	PROPN
american_scientific_journal-11010	118	17	symbolizes	symbolize	VERB
american_scientific_journal-11010	118	18	the	the	DET
american_scientific_journal-11010	118	19	dependent	dependent	ADJ
american_scientific_journal-11010	118	20	variable	variable	NOUN
american_scientific_journal-11010	118	21	,	,	PUNCT
american_scientific_journal-11010	118	22	𝑋[𝑖	𝑋[𝑖	PROPN
american_scientific_journal-11010	118	23	]	]	PUNCT
american_scientific_journal-11010	118	24	corresponds	correspond	VERB
american_scientific_journal-11010	118	25	to	to	ADP
american_scientific_journal-11010	118	26	the	the	DET
american_scientific_journal-11010	118	27	'	'	PUNCT
american_scientific_journal-11010	118	28	i'th	i'th	ADJ
american_scientific_journal-11010	118	29	independent	independent	ADJ
american_scientific_journal-11010	118	30	variable	variable	NOUN
american_scientific_journal-11010	118	31	,	,	PUNCT
american_scientific_journal-11010	118	32	𝛽[𝑖	𝛽[𝑖	PROPN
american_scientific_journal-11010	118	33	]	]	PUNCT
american_scientific_journal-11010	118	34	signifies	signify	VERB
american_scientific_journal-11010	118	35	the	the	DET
american_scientific_journal-11010	118	36	coefficient	coefficient	NOUN
american_scientific_journal-11010	118	37	for	for	ADP
american_scientific_journal-11010	118	38	the	the	DET
american_scientific_journal-11010	118	39	'	'	PUNCT
american_scientific_journal-11010	118	40	i'th	i'th	ADJ
american_scientific_journal-11010	118	41	independent	independent	ADJ
american_scientific_journal-11010	118	42	variable	variable	NOUN
american_scientific_journal-11010	118	43	,	,	PUNCT
american_scientific_journal-11010	118	44	and	and	CCONJ
american_scientific_journal-11010	118	45	𝜀	𝜀	PROPN
american_scientific_journal-11010	118	46	is	be	AUX
american_scientific_journal-11010	118	47	the	the	DET
american_scientific_journal-11010	118	48	residual	residual	ADJ
american_scientific_journal-11010	118	49	or	or	CCONJ
american_scientific_journal-11010	118	50	the	the	DET
american_scientific_journal-11010	118	51	error	error	NOUN
american_scientific_journal-11010	118	52	term	term	NOUN
american_scientific_journal-11010	118	53	.	.	PUNCT
american_scientific_journal-11010	119	1	the	the	DET
american_scientific_journal-11010	119	2	coefficients	coefficient	NOUN
american_scientific_journal-11010	119	3	𝛽[𝑖	𝛽[𝑖	PROPN
american_scientific_journal-11010	119	4	]	]	PUNCT
american_scientific_journal-11010	119	5	are	be	AUX
american_scientific_journal-11010	119	6	calculated	calculate	VERB
american_scientific_journal-11010	119	7	from	from	ADP
american_scientific_journal-11010	119	8	the	the	DET
american_scientific_journal-11010	119	9	collected	collect	VERB
american_scientific_journal-11010	119	10	data	datum	NOUN
american_scientific_journal-11010	119	11	through	through	ADP
american_scientific_journal-11010	119	12	processes	process	NOUN
american_scientific_journal-11010	119	13	like	like	ADP
american_scientific_journal-11010	119	14	least	least	ADJ
american_scientific_journal-11010	119	15	squares	square	NOUN
american_scientific_journal-11010	119	16	,	,	PUNCT
american_scientific_journal-11010	119	17	and	and	CCONJ
american_scientific_journal-11010	119	18	the	the	DET
american_scientific_journal-11010	119	19	residuals	residual	NOUN
american_scientific_journal-11010	119	20	assist	assist	VERB
american_scientific_journal-11010	119	21	in	in	ADP
american_scientific_journal-11010	119	22	pinpointing	pinpoint	VERB
american_scientific_journal-11010	119	23	unresolved	unresolved	ADJ
american_scientific_journal-11010	119	24	patterns	pattern	NOUN
american_scientific_journal-11010	119	25	in	in	ADP
american_scientific_journal-11010	119	26	the	the	DET
american_scientific_journal-11010	119	27	data	datum	NOUN
american_scientific_journal-11010	119	28	that	that	PRON
american_scientific_journal-11010	119	29	warrant	warrant	VERB
american_scientific_journal-11010	119	30	further	further	ADJ
american_scientific_journal-11010	119	31	exploration	exploration	NOUN
american_scientific_journal-11010	119	32	.	.	PUNCT
american_scientific_journal-11010	120	1	the	the	DET
american_scientific_journal-11010	120	2	primary	primary	ADJ
american_scientific_journal-11010	120	3	objective	objective	NOUN
american_scientific_journal-11010	120	4	of	of	ADP
american_scientific_journal-11010	120	5	multivariate	multivariate	NOUN
american_scientific_journal-11010	120	6	linear	linear	PROPN
american_scientific_journal-11010	120	7	regression	regression	NOUN
american_scientific_journal-11010	120	8	is	be	AUX
american_scientific_journal-11010	120	9	to	to	PART
american_scientific_journal-11010	120	10	discern	discern	VERB
american_scientific_journal-11010	120	11	the	the	DET
american_scientific_journal-11010	120	12	𝛽[𝑖	𝛽[𝑖	NOUN
american_scientific_journal-11010	120	13	]	]	PUNCT
american_scientific_journal-11010	120	14	values	value	NOUN
american_scientific_journal-11010	120	15	that	that	PRON
american_scientific_journal-11010	120	16	optimally	optimally	ADV
american_scientific_journal-11010	120	17	elucidate	elucidate	VERB
american_scientific_journal-11010	120	18	the	the	DET
american_scientific_journal-11010	120	19	correlation	correlation	NOUN
american_scientific_journal-11010	120	20	between	between	ADP
american_scientific_journal-11010	120	21	the	the	DET
american_scientific_journal-11010	120	22	independent	independent	ADJ
american_scientific_journal-11010	120	23	variables	variable	NOUN
american_scientific_journal-11010	120	24	and	and	CCONJ
american_scientific_journal-11010	120	25	the	the	DET
american_scientific_journal-11010	120	26	dependent	dependent	ADJ
american_scientific_journal-11010	120	27	variable[25	variable[25	PROPN
american_scientific_journal-11010	120	28	]	]	PUNCT
american_scientific_journal-11010	120	29	.	.	PUNCT
american_scientific_journal-11010	121	1	research	research	NOUN
american_scientific_journal-11010	121	2	indicates	indicate	VERB
american_scientific_journal-11010	121	3	the	the	DET
american_scientific_journal-11010	121	4	applicability	applicability	NOUN
american_scientific_journal-11010	121	5	of	of	ADP
american_scientific_journal-11010	121	6	multivariate	multivariate	NOUN
american_scientific_journal-11010	121	7	linear	linear	PROPN
american_scientific_journal-11010	121	8	regression	regression	NOUN
american_scientific_journal-11010	121	9	in	in	ADP
american_scientific_journal-11010	121	10	forecasting	forecast	VERB
american_scientific_journal-11010	121	11	the	the	DET
american_scientific_journal-11010	121	12	demand	demand	NOUN
american_scientific_journal-11010	121	13	for	for	ADP
american_scientific_journal-11010	121	14	restaurants	restaurant	NOUN
american_scientific_journal-11010	121	15	and	and	CCONJ
american_scientific_journal-11010	121	16	restaurant	restaurant	NOUN
american_scientific_journal-11010	121	17	chains[4	chains[4	PROPN
american_scientific_journal-11010	121	18	]	]	X
american_scientific_journal-11010	121	19	.	.	PUNCT
american_scientific_journal-11010	122	1	2.3.2	2.3.2	NUM
american_scientific_journal-11010	122	2	lasso	lasso	NOUN
american_scientific_journal-11010	122	3	regression	regression	NOUN
american_scientific_journal-11010	122	4	lasso	lasso	NOUN
american_scientific_journal-11010	122	5	regression	regression	NOUN
american_scientific_journal-11010	122	6	,	,	PUNCT
american_scientific_journal-11010	122	7	a	a	DET
american_scientific_journal-11010	122	8	variant	variant	NOUN
american_scientific_journal-11010	122	9	of	of	ADP
american_scientific_journal-11010	122	10	regularized	regularize	VERB
american_scientific_journal-11010	122	11	linear	linear	PROPN
american_scientific_journal-11010	122	12	regression	regression	NOUN
american_scientific_journal-11010	122	13	,	,	PUNCT
american_scientific_journal-11010	122	14	utilizes	utilize	VERB
american_scientific_journal-11010	122	15	the	the	DET
american_scientific_journal-11010	122	16	l1	l1	PROPN
american_scientific_journal-11010	122	17	penalty	penalty	NOUN
american_scientific_journal-11010	122	18	to	to	PART
american_scientific_journal-11010	122	19	diminish	diminish	VERB
american_scientific_journal-11010	122	20	the	the	DET
american_scientific_journal-11010	122	21	size	size	NOUN
american_scientific_journal-11010	122	22	of	of	ADP
american_scientific_journal-11010	122	23	the	the	DET
american_scientific_journal-11010	122	24	coefficients	coefficient	NOUN
american_scientific_journal-11010	122	25	and	and	CCONJ
american_scientific_journal-11010	122	26	execute	execute	VERB
american_scientific_journal-11010	122	27	proficient	proficient	ADJ
american_scientific_journal-11010	122	28	feature	feature	NOUN
american_scientific_journal-11010	122	29	selection[26	selection[26	NOUN
american_scientific_journal-11010	122	30	]	]	PUNCT
american_scientific_journal-11010	122	31	.	.	PUNCT
american_scientific_journal-11010	123	1	it	it	PRON
american_scientific_journal-11010	123	2	is	be	AUX
american_scientific_journal-11010	123	3	a	a	DET
american_scientific_journal-11010	123	4	form	form	NOUN
american_scientific_journal-11010	123	5	of	of	ADP
american_scientific_journal-11010	123	6	linear	linear	ADJ
american_scientific_journal-11010	123	7	regression	regression	NOUN
american_scientific_journal-11010	123	8	that	that	PRON
american_scientific_journal-11010	123	9	employs	employ	VERB
american_scientific_journal-11010	123	10	shrinkage	shrinkage	NOUN
american_scientific_journal-11010	123	11	,	,	PUNCT
american_scientific_journal-11010	123	12	which	which	PRON
american_scientific_journal-11010	123	13	compacts	compact	VERB
american_scientific_journal-11010	123	14	data	data	NOUN
american_scientific_journal-11010	123	15	values	value	NOUN
american_scientific_journal-11010	123	16	towards	towards	ADP
american_scientific_journal-11010	123	17	a	a	DET
american_scientific_journal-11010	123	18	central	central	ADJ
american_scientific_journal-11010	123	19	datum	datum	NOUN
american_scientific_journal-11010	123	20	such	such	ADJ
american_scientific_journal-11010	123	21	as	as	ADP
american_scientific_journal-11010	123	22	the	the	DET
american_scientific_journal-11010	123	23	mean[26	mean[26	NOUN
american_scientific_journal-11010	123	24	]	]	X
american_scientific_journal-11010	123	25	.	.	PUNCT
american_scientific_journal-11010	124	1	lasso	lasso	NOUN
american_scientific_journal-11010	124	2	regression	regression	NOUN
american_scientific_journal-11010	124	3	is	be	AUX
american_scientific_journal-11010	124	4	especially	especially	ADV
american_scientific_journal-11010	124	5	advantageous	advantageous	ADJ
american_scientific_journal-11010	124	6	in	in	ADP
american_scientific_journal-11010	124	7	dealing	deal	VERB
american_scientific_journal-11010	124	8	with	with	ADP
american_scientific_journal-11010	124	9	models	model	NOUN
american_scientific_journal-11010	124	10	that	that	PRON
american_scientific_journal-11010	124	11	exhibit	exhibit	VERB
american_scientific_journal-11010	124	12	substantial	substantial	ADJ
american_scientific_journal-11010	124	13	multicollinearity	multicollinearity	NOUN
american_scientific_journal-11010	124	14	.	.	PUNCT
american_scientific_journal-11010	125	1	the	the	DET
american_scientific_journal-11010	125	2	formulation	formulation	NOUN
american_scientific_journal-11010	125	3	of	of	ADP
american_scientific_journal-11010	125	4	lasso	lasso	NOUN
american_scientific_journal-11010	125	5	regression	regression	NOUN
american_scientific_journal-11010	125	6	mirrors	mirror	NOUN
american_scientific_journal-11010	125	7	that	that	SCONJ
american_scientific_journal-11010	125	8	of	of	ADP
american_scientific_journal-11010	125	9	uncomplicated	uncomplicated	ADJ
american_scientific_journal-11010	125	10	linear	linear	PROPN
american_scientific_journal-11010	125	11	regression	regression	NOUN
american_scientific_journal-11010	125	12	,	,	PUNCT
american_scientific_journal-11010	125	13	albeit	albeit	SCONJ
american_scientific_journal-11010	125	14	with	with	ADP
american_scientific_journal-11010	125	15	the	the	DET
american_scientific_journal-11010	125	16	inclusion	inclusion	NOUN
american_scientific_journal-11010	125	17	of	of	ADP
american_scientific_journal-11010	125	18	a	a	DET
american_scientific_journal-11010	125	19	penalty	penalty	NOUN
american_scientific_journal-11010	125	20	term	term	NOUN
american_scientific_journal-11010	125	21	𝜆	𝜆	ADP
american_scientific_journal-11010	125	22	that	that	SCONJ
american_scientific_journal-11010	125	23	modulates	modulate	VERB
american_scientific_journal-11010	125	24	the	the	DET
american_scientific_journal-11010	125	25	size	size	NOUN
american_scientific_journal-11010	125	26	of	of	ADP
american_scientific_journal-11010	125	27	the	the	DET
american_scientific_journal-11010	125	28	coefficients	coefficient	NOUN
american_scientific_journal-11010	125	29	:	:	PUNCT
american_scientific_journal-11010	125	30	𝑌	𝑌	PROPN
american_scientific_journal-11010	125	31	=	=	SYM
american_scientific_journal-11010	125	32	𝛽[0	𝛽[0	PROPN
american_scientific_journal-11010	125	33	]	]	X
american_scientific_journal-11010	125	34	+	+	X
american_scientific_journal-11010	125	35	𝛽[1	𝛽[1	PROPN
american_scientific_journal-11010	125	36	]	]	X
american_scientific_journal-11010	125	37	∗	∗	X
american_scientific_journal-11010	125	38	𝑋[1	𝑋[1	PROPN
american_scientific_journal-11010	125	39	]	]	PUNCT
american_scientific_journal-11010	125	40	+	+	CCONJ
american_scientific_journal-11010	125	41	𝛽[2	𝛽[2	NOUN
american_scientific_journal-11010	125	42	]	]	PUNCT
american_scientific_journal-11010	125	43	∗	∗	X
american_scientific_journal-11010	125	44	𝑋[2	𝑋[2	PROPN
american_scientific_journal-11010	125	45	]	]	PUNCT
american_scientific_journal-11010	125	46	+	+	CCONJ
american_scientific_journal-11010	125	47	…	…	PUNCT
american_scientific_journal-11010	125	48	+	+	CCONJ
american_scientific_journal-11010	125	49	𝛽[𝑝	𝛽[𝑝	NOUN
american_scientific_journal-11010	125	50	]	]	X
american_scientific_journal-11010	125	51	∗	∗	X
american_scientific_journal-11010	125	52	𝑋[𝑝	𝑋[𝑝	PROPN
american_scientific_journal-11010	125	53	]	]	X
american_scientific_journal-11010	125	54	+	+	NUM
american_scientific_journal-11010	125	55	𝜀	𝜀	X
american_scientific_journal-11010	125	56	(	(	PUNCT
american_scientific_journal-11010	125	57	12	12	NUM
american_scientific_journal-11010	125	58	)	)	PUNCT
american_scientific_journal-11010	125	59	in	in	ADP
american_scientific_journal-11010	125	60	this	this	DET
american_scientific_journal-11010	125	61	representation	representation	NOUN
american_scientific_journal-11010	125	62	,	,	PUNCT
american_scientific_journal-11010	125	63	𝑌	𝑌	PROPN
american_scientific_journal-11010	125	64	stands	stand	VERB
american_scientific_journal-11010	125	65	for	for	ADP
american_scientific_journal-11010	125	66	the	the	DET
american_scientific_journal-11010	125	67	dependent	dependent	ADJ
american_scientific_journal-11010	125	68	variable	variable	NOUN
american_scientific_journal-11010	125	69	,	,	PUNCT
american_scientific_journal-11010	125	70	𝑋[𝑖	𝑋[𝑖	PROPN
american_scientific_journal-11010	125	71	]	]	PUNCT
american_scientific_journal-11010	125	72	represents	represent	VERB
american_scientific_journal-11010	125	73	the	the	DET
american_scientific_journal-11010	125	74	'	'	PUNCT
american_scientific_journal-11010	125	75	i'th	i'th	ADJ
american_scientific_journal-11010	125	76	independent	independent	ADJ
american_scientific_journal-11010	125	77	variable	variable	NOUN
american_scientific_journal-11010	125	78	,	,	PUNCT
american_scientific_journal-11010	125	79	𝛽[𝑖	𝛽[𝑖	PROPN
american_scientific_journal-11010	125	80	]	]	PUNCT
american_scientific_journal-11010	125	81	signifies	signify	VERB
american_scientific_journal-11010	125	82	the	the	DET
american_scientific_journal-11010	125	83	coefficient	coefficient	NOUN
american_scientific_journal-11010	125	84	for	for	ADP
american_scientific_journal-11010	125	85	the	the	DET
american_scientific_journal-11010	125	86	'	'	PUNCT
american_scientific_journal-11010	125	87	i'th	i'th	ADJ
american_scientific_journal-11010	125	88	independent	independent	ADJ
american_scientific_journal-11010	125	89	variable	variable	NOUN
american_scientific_journal-11010	125	90	,	,	PUNCT
american_scientific_journal-11010	125	91	and	and	CCONJ
american_scientific_journal-11010	125	92	𝜀	𝜀	PROPN
american_scientific_journal-11010	125	93	is	be	AUX
american_scientific_journal-11010	125	94	the	the	DET
american_scientific_journal-11010	125	95	residual	residual	ADJ
american_scientific_journal-11010	125	96	or	or	CCONJ
american_scientific_journal-11010	125	97	error	error	NOUN
american_scientific_journal-11010	125	98	term	term	NOUN
american_scientific_journal-11010	125	99	.	.	PUNCT
american_scientific_journal-11010	126	1	the	the	DET
american_scientific_journal-11010	126	2	penalty	penalty	NOUN
american_scientific_journal-11010	126	3	term	term	NOUN
american_scientific_journal-11010	126	4	in	in	ADP
american_scientific_journal-11010	126	5	lasso	lasso	NOUN
american_scientific_journal-11010	126	6	regression	regression	NOUN
american_scientific_journal-11010	126	7	is	be	AUX
american_scientific_journal-11010	126	8	defined	define	VERB
american_scientific_journal-11010	126	9	as	as	SCONJ
american_scientific_journal-11010	126	10	follows	follow	VERB
american_scientific_journal-11010	126	11	:	:	PUNCT
american_scientific_journal-11010	126	12	𝑃𝑒𝑛𝑎𝑙𝑡𝑦	𝑃𝑒𝑛𝑎𝑙𝑡𝑦	PROPN
american_scientific_journal-11010	126	13	=	=	PUNCT
american_scientific_journal-11010	126	14	𝜆	𝜆	PRON
american_scientific_journal-11010	126	15	∗	∗	NOUN
american_scientific_journal-11010	126	16	∑|	∑|	VERB
american_scientific_journal-11010	127	1	𝛽[𝑖]|	𝛽[𝑖]|	PROPN
american_scientific_journal-11010	127	2	(	(	PUNCT
american_scientific_journal-11010	127	3	13	13	NUM
american_scientific_journal-11010	127	4	)	)	PUNCT
american_scientific_journal-11010	127	5	in	in	ADP
american_scientific_journal-11010	127	6	this	this	DET
american_scientific_journal-11010	127	7	equation	equation	NOUN
american_scientific_journal-11010	127	8	,	,	PUNCT
american_scientific_journal-11010	127	9	𝜆	𝜆	PRON
american_scientific_journal-11010	127	10	is	be	AUX
american_scientific_journal-11010	127	11	a	a	DET
american_scientific_journal-11010	127	12	scalar	scalar	NOUN
american_scientific_journal-11010	127	13	that	that	PRON
american_scientific_journal-11010	127	14	influences	influence	VERB
american_scientific_journal-11010	127	15	the	the	DET
american_scientific_journal-11010	127	16	intensity	intensity	NOUN
american_scientific_journal-11010	127	17	of	of	ADP
american_scientific_journal-11010	127	18	the	the	DET
american_scientific_journal-11010	127	19	penalty	penalty	NOUN
american_scientific_journal-11010	127	20	(	(	PUNCT
american_scientific_journal-11010	127	21	glen	glen	PROPN
american_scientific_journal-11010	127	22	,	,	PUNCT
american_scientific_journal-11010	127	23	2021	2021	NUM
american_scientific_journal-11010	127	24	)	)	PUNCT
american_scientific_journal-11010	127	25	.	.	PUNCT
american_scientific_journal-11010	128	1	the	the	DET
american_scientific_journal-11010	128	2	more	more	ADV
american_scientific_journal-11010	128	3	substantial	substantial	ADJ
american_scientific_journal-11010	128	4	the	the	DET
american_scientific_journal-11010	128	5	value	value	NOUN
american_scientific_journal-11010	128	6	of	of	ADP
american_scientific_journal-11010	128	7	𝜆	𝜆	ADP
american_scientific_journal-11010	128	8	,	,	PUNCT
american_scientific_journal-11010	128	9	the	the	PRON
american_scientific_journal-11010	128	10	more	more	ADV
american_scientific_journal-11010	128	11	the	the	DET
american_scientific_journal-11010	128	12	coefficients	coefficient	NOUN
american_scientific_journal-11010	128	13	are	be	AUX
american_scientific_journal-11010	128	14	diminished	diminish	VERB
american_scientific_journal-11010	128	15	,	,	PUNCT
american_scientific_journal-11010	128	16	leading	lead	VERB
american_scientific_journal-11010	128	17	to	to	ADP
american_scientific_journal-11010	128	18	a	a	DET
american_scientific_journal-11010	128	19	lesser	less	ADJ
american_scientific_journal-11010	128	20	number	number	NOUN
american_scientific_journal-11010	128	21	of	of	ADP
american_scientific_journal-11010	128	22	predictor	predictor	NOUN
american_scientific_journal-11010	128	23	variables	variable	NOUN
american_scientific_journal-11010	128	24	being	be	AUX
american_scientific_journal-11010	128	25	incorporated	incorporate	VERB
american_scientific_journal-11010	128	26	in	in	ADP
american_scientific_journal-11010	128	27	the	the	DET
american_scientific_journal-11010	128	28	final	final	ADJ
american_scientific_journal-11010	128	29	model[26	model[26	NOUN
american_scientific_journal-11010	128	30	]	]	PUNCT
american_scientific_journal-11010	128	31	.	.	PUNCT
american_scientific_journal-11010	129	1	therefore	therefore	ADV
american_scientific_journal-11010	129	2	,	,	PUNCT
american_scientific_journal-11010	129	3	lasso	lasso	NOUN
american_scientific_journal-11010	129	4	regression	regression	NOUN
american_scientific_journal-11010	129	5	serves	serve	VERB
american_scientific_journal-11010	129	6	as	as	ADP
american_scientific_journal-11010	129	7	a	a	DET
american_scientific_journal-11010	129	8	straightforward	straightforward	ADJ
american_scientific_journal-11010	129	9	and	and	CCONJ
american_scientific_journal-11010	129	10	effective	effective	ADJ
american_scientific_journal-11010	129	11	mechanism	mechanism	NOUN
american_scientific_journal-11010	129	12	for	for	ADP
american_scientific_journal-11010	129	13	feature	feature	NOUN
american_scientific_journal-11010	129	14	selection	selection	NOUN
american_scientific_journal-11010	129	15	and	and	CCONJ
american_scientific_journal-11010	129	16	enhancing	enhance	VERB
american_scientific_journal-11010	129	17	the	the	DET
american_scientific_journal-11010	129	18	interpretability	interpretability	NOUN
american_scientific_journal-11010	129	19	of	of	ADP
american_scientific_journal-11010	129	20	the	the	DET
american_scientific_journal-11010	129	21	model	model	NOUN
american_scientific_journal-11010	129	22	.	.	PUNCT
american_scientific_journal-11010	130	1	in	in	ADP
american_scientific_journal-11010	130	2	a	a	DET
american_scientific_journal-11010	130	3	study	study	NOUN
american_scientific_journal-11010	130	4	centered	center	VERB
american_scientific_journal-11010	130	5	on	on	ADP
american_scientific_journal-11010	130	6	demand	demand	NOUN
american_scientific_journal-11010	130	7	forecasting	forecasting	NOUN
american_scientific_journal-11010	130	8	for	for	ADP
american_scientific_journal-11010	130	9	high	high	ADJ
american_scientific_journal-11010	130	10	-	-	PUNCT
american_scientific_journal-11010	130	11	dimensional	dimensional	ADJ
american_scientific_journal-11010	130	12	retail	retail	ADJ
american_scientific_journal-11010	130	13	products	product	NOUN
american_scientific_journal-11010	130	14	,	,	PUNCT
american_scientific_journal-11010	130	15	multistage	multistage	NOUN
american_scientific_journal-11010	130	16	lasso	lasso	NOUN
american_scientific_journal-11010	130	17	regression	regression	NOUN
american_scientific_journal-11010	130	18	emerged	emerge	VERB
american_scientific_journal-11010	130	19	as	as	ADP
american_scientific_journal-11010	130	20	an	an	DET
american_scientific_journal-11010	130	21	instrumental	instrumental	ADJ
american_scientific_journal-11010	130	22	tool	tool	NOUN
american_scientific_journal-11010	130	23	for	for	ADP
american_scientific_journal-11010	130	24	feature	feature	NOUN
american_scientific_journal-11010	130	25	selection	selection	NOUN
american_scientific_journal-11010	130	26	and	and	CCONJ
american_scientific_journal-11010	130	27	model	model	NOUN
american_scientific_journal-11010	130	28	estimation[4	estimation[4	ADP
american_scientific_journal-11010	130	29	]	]	PUNCT
american_scientific_journal-11010	130	30	.	.	PUNCT
american_scientific_journal-11010	131	1	during	during	ADP
american_scientific_journal-11010	131	2	the	the	DET
american_scientific_journal-11010	131	3	development	development	NOUN
american_scientific_journal-11010	131	4	of	of	ADP
american_scientific_journal-11010	131	5	a	a	DET
american_scientific_journal-11010	131	6	forecasting	forecasting	NOUN
american_scientific_journal-11010	131	7	model	model	NOUN
american_scientific_journal-11010	131	8	at	at	ADP
american_scientific_journal-11010	131	9	the	the	DET
american_scientific_journal-11010	131	10	granular	granular	ADJ
american_scientific_journal-11010	131	11	level	level	NOUN
american_scientific_journal-11010	131	12	of	of	ADP
american_scientific_journal-11010	131	13	stock	stock	NOUN
american_scientific_journal-11010	131	14	keeping	keep	VERB
american_scientific_journal-11010	131	15	units	unit	NOUN
american_scientific_journal-11010	131	16	(	(	PUNCT
american_scientific_journal-11010	131	17	skus	skus	PROPN
american_scientific_journal-11010	131	18	)	)	PUNCT
american_scientific_journal-11010	131	19	,	,	PUNCT
american_scientific_journal-11010	131	20	pivotal	pivotal	ADJ
american_scientific_journal-11010	131	21	variables	variable	NOUN
american_scientific_journal-11010	131	22	may	may	AUX
american_scientific_journal-11010	131	23	exhibit	exhibit	VERB
american_scientific_journal-11010	131	24	strong	strong	ADJ
american_scientific_journal-11010	131	25	correlation	correlation	NOUN
american_scientific_journal-11010	131	26	with	with	ADP
american_scientific_journal-11010	131	27	nonessential	nonessential	ADJ
american_scientific_journal-11010	131	28	variables	variable	NOUN
american_scientific_journal-11010	131	29	,	,	PUNCT
american_scientific_journal-11010	131	30	thereby	thereby	ADV
american_scientific_journal-11010	131	31	giving	give	VERB
american_scientific_journal-11010	131	32	rise	rise	NOUN
american_scientific_journal-11010	131	33	to	to	ADP
american_scientific_journal-11010	131	34	issues	issue	NOUN
american_scientific_journal-11010	131	35	of	of	ADP
american_scientific_journal-11010	131	36	multicollinearity	multicollinearity	NOUN
american_scientific_journal-11010	131	37	.	.	PUNCT
american_scientific_journal-11010	132	1	lasso	lasso	NOUN
american_scientific_journal-11010	132	2	regression	regression	NOUN
american_scientific_journal-11010	132	3	can	can	AUX
american_scientific_journal-11010	132	4	(	(	PUNCT
american_scientific_journal-11010	132	5	13	13	NUM
american_scientific_journal-11010	132	6	)	)	PUNCT
american_scientific_journal-11010	132	7	american	american	ADJ
american_scientific_journal-11010	132	8	academic	academic	ADJ
american_scientific_journal-11010	132	9	scientific	scientific	ADJ
american_scientific_journal-11010	132	10	research	research	NOUN
american_scientific_journal-11010	132	11	journal	journal	NOUN
american_scientific_journal-11010	132	12	for	for	ADP
american_scientific_journal-11010	132	13	engineering	engineering	NOUN
american_scientific_journal-11010	132	14	,	,	PUNCT
american_scientific_journal-11010	132	15	technology	technology	NOUN
american_scientific_journal-11010	132	16	,	,	PUNCT
american_scientific_journal-11010	132	17	and	and	CCONJ
american_scientific_journal-11010	132	18	sciences	science	NOUN
american_scientific_journal-11010	132	19	(	(	PUNCT
american_scientific_journal-11010	132	20	asrjets	asrjet	NOUN
american_scientific_journal-11010	132	21	)	)	PUNCT
american_scientific_journal-11010	132	22	volume	volume	NOUN
american_scientific_journal-11010	132	23	98	98	NUM
american_scientific_journal-11010	132	24	,	,	PUNCT
american_scientific_journal-11010	132	25	no	no	DET
american_scientific_journal-11010	132	26	1	1	NUM
american_scientific_journal-11010	132	27	,	,	PUNCT
american_scientific_journal-11010	132	28	pp	pp	ADV
american_scientific_journal-11010	132	29	309	309	NUM
american_scientific_journal-11010	132	30	-	-	SYM
american_scientific_journal-11010	132	31	329	329	NUM
american_scientific_journal-11010	132	32	316	316	NUM
american_scientific_journal-11010	132	33	mitigate	mitigate	NOUN
american_scientific_journal-11010	132	34	this	this	DET
american_scientific_journal-11010	132	35	problem	problem	NOUN
american_scientific_journal-11010	132	36	by	by	ADP
american_scientific_journal-11010	132	37	isolating	isolate	VERB
american_scientific_journal-11010	132	38	a	a	DET
american_scientific_journal-11010	132	39	solitary	solitary	ADJ
american_scientific_journal-11010	132	40	variable	variable	NOUN
american_scientific_journal-11010	132	41	from	from	ADP
american_scientific_journal-11010	132	42	an	an	DET
american_scientific_journal-11010	132	43	aggregation	aggregation	NOUN
american_scientific_journal-11010	132	44	of	of	ADP
american_scientific_journal-11010	132	45	highly	highly	ADV
american_scientific_journal-11010	132	46	interrelated	interrelated	ADJ
american_scientific_journal-11010	132	47	variables[4	variables[4	NOUN
american_scientific_journal-11010	132	48	]	]	PUNCT
american_scientific_journal-11010	132	49	.	.	PUNCT
american_scientific_journal-11010	133	1	as	as	ADP
american_scientific_journal-11010	133	2	a	a	DET
american_scientific_journal-11010	133	3	result	result	NOUN
american_scientific_journal-11010	133	4	,	,	PUNCT
american_scientific_journal-11010	133	5	lasso	lasso	NOUN
american_scientific_journal-11010	133	6	regression	regression	NOUN
american_scientific_journal-11010	133	7	demonstrates	demonstrate	VERB
american_scientific_journal-11010	133	8	effective	effective	ADJ
american_scientific_journal-11010	133	9	management	management	NOUN
american_scientific_journal-11010	133	10	of	of	ADP
american_scientific_journal-11010	133	11	multivariate	multivariate	NOUN
american_scientific_journal-11010	133	12	and	and	CCONJ
american_scientific_journal-11010	133	13	high	high	ADV
american_scientific_journal-11010	133	14	-	-	PUNCT
american_scientific_journal-11010	133	15	dimensional	dimensional	ADJ
american_scientific_journal-11010	133	16	retail	retail	ADJ
american_scientific_journal-11010	133	17	data	datum	NOUN
american_scientific_journal-11010	133	18	.	.	PUNCT
american_scientific_journal-11010	134	1	2.3.3	2.3.3	X
american_scientific_journal-11010	134	2	.	.	X
american_scientific_journal-11010	134	3	random	random	ADJ
american_scientific_journal-11010	134	4	forest	forest	NOUN
american_scientific_journal-11010	134	5	random	random	ADJ
american_scientific_journal-11010	134	6	forest	forest	NOUN
american_scientific_journal-11010	134	7	is	be	AUX
american_scientific_journal-11010	134	8	an	an	DET
american_scientific_journal-11010	134	9	ensemble	ensemble	ADJ
american_scientific_journal-11010	134	10	learning	learning	NOUN
american_scientific_journal-11010	134	11	method	method	NOUN
american_scientific_journal-11010	134	12	utilized	utilize	VERB
american_scientific_journal-11010	134	13	for	for	ADP
american_scientific_journal-11010	134	14	classification	classification	NOUN
american_scientific_journal-11010	134	15	and	and	CCONJ
american_scientific_journal-11010	134	16	regression	regression	NOUN
american_scientific_journal-11010	134	17	tasks	task	NOUN
american_scientific_journal-11010	134	18	,	,	PUNCT
american_scientific_journal-11010	134	19	which	which	PRON
american_scientific_journal-11010	134	20	amalgamates	amalgamate	VERB
american_scientific_journal-11010	134	21	the	the	DET
american_scientific_journal-11010	134	22	predictions	prediction	NOUN
american_scientific_journal-11010	134	23	rendered	render	VERB
american_scientific_journal-11010	134	24	by	by	ADP
american_scientific_journal-11010	134	25	multiple	multiple	ADJ
american_scientific_journal-11010	134	26	decision	decision	NOUN
american_scientific_journal-11010	134	27	trees[27	trees[27	NOUN
american_scientific_journal-11010	134	28	]	]	PUNCT
american_scientific_journal-11010	134	29	.	.	PUNCT
american_scientific_journal-11010	135	1	this	this	DET
american_scientific_journal-11010	135	2	algorithm	algorithm	NOUN
american_scientific_journal-11010	135	3	was	be	AUX
american_scientific_journal-11010	135	4	first	first	ADV
american_scientific_journal-11010	135	5	presented	present	VERB
american_scientific_journal-11010	135	6	in	in	ADP
american_scientific_journal-11010	135	7	2001	2001	NUM
american_scientific_journal-11010	135	8	by	by	ADP
american_scientific_journal-11010	135	9	breiman	breiman	NOUN
american_scientific_journal-11010	135	10	and	and	CCONJ
american_scientific_journal-11010	135	11	colleagues	colleague	NOUN
american_scientific_journal-11010	135	12	.	.	PUNCT
american_scientific_journal-11010	136	1	it	it	PRON
american_scientific_journal-11010	136	2	is	be	AUX
american_scientific_journal-11010	136	3	predicated	predicate	VERB
american_scientific_journal-11010	136	4	on	on	ADP
american_scientific_journal-11010	136	5	the	the	DET
american_scientific_journal-11010	136	6	principles	principle	NOUN
american_scientific_journal-11010	136	7	of	of	ADP
american_scientific_journal-11010	136	8	bootstrapped	bootstrappe	VERB
american_scientific_journal-11010	136	9	aggregation	aggregation	NOUN
american_scientific_journal-11010	136	10	(	(	PUNCT
american_scientific_journal-11010	136	11	often	often	ADV
american_scientific_journal-11010	136	12	referred	refer	VERB
american_scientific_journal-11010	136	13	to	to	ADP
american_scientific_journal-11010	136	14	as	as	ADP
american_scientific_journal-11010	136	15	bagging	bagging	NOUN
american_scientific_journal-11010	136	16	)	)	PUNCT
american_scientific_journal-11010	136	17	and	and	CCONJ
american_scientific_journal-11010	136	18	decision	decision	NOUN
american_scientific_journal-11010	136	19	trees[27	trees[27	NOUN
american_scientific_journal-11010	136	20	]	]	PUNCT
american_scientific_journal-11010	136	21	.	.	PUNCT
american_scientific_journal-11010	137	1	within	within	ADP
american_scientific_journal-11010	137	2	a	a	DET
american_scientific_journal-11010	137	3	random	random	ADJ
american_scientific_journal-11010	137	4	forest	forest	NOUN
american_scientific_journal-11010	137	5	,	,	PUNCT
american_scientific_journal-11010	137	6	each	each	DET
american_scientific_journal-11010	137	7	tree	tree	NOUN
american_scientific_journal-11010	137	8	is	be	AUX
american_scientific_journal-11010	137	9	constructed	construct	VERB
american_scientific_journal-11010	137	10	from	from	ADP
american_scientific_journal-11010	137	11	a	a	DET
american_scientific_journal-11010	137	12	bootstrapped	bootstrapped	ADJ
american_scientific_journal-11010	137	13	sample	sample	NOUN
american_scientific_journal-11010	137	14	of	of	ADP
american_scientific_journal-11010	137	15	the	the	DET
american_scientific_journal-11010	137	16	data	datum	NOUN
american_scientific_journal-11010	137	17	.	.	PUNCT
american_scientific_journal-11010	138	1	furthermore	furthermore	ADV
american_scientific_journal-11010	138	2	,	,	PUNCT
american_scientific_journal-11010	138	3	during	during	ADP
american_scientific_journal-11010	138	4	each	each	DET
american_scientific_journal-11010	138	5	tree	tree	NOUN
american_scientific_journal-11010	138	6	split	split	NOUN
american_scientific_journal-11010	138	7	,	,	PUNCT
american_scientific_journal-11010	138	8	a	a	DET
american_scientific_journal-11010	138	9	random	random	ADJ
american_scientific_journal-11010	138	10	subset	subset	NOUN
american_scientific_journal-11010	138	11	of	of	ADP
american_scientific_journal-11010	138	12	the	the	DET
american_scientific_journal-11010	138	13	features	feature	NOUN
american_scientific_journal-11010	138	14	is	be	AUX
american_scientific_journal-11010	138	15	selected	select	VERB
american_scientific_journal-11010	138	16	as	as	ADP
american_scientific_journal-11010	138	17	splitting	split	VERB
american_scientific_journal-11010	138	18	candidates	candidate	NOUN
american_scientific_journal-11010	138	19	.	.	PUNCT
american_scientific_journal-11010	139	1	this	this	DET
american_scientific_journal-11010	139	2	strategy	strategy	NOUN
american_scientific_journal-11010	139	3	effectively	effectively	ADV
american_scientific_journal-11010	139	4	mitigates	mitigate	VERB
american_scientific_journal-11010	139	5	the	the	DET
american_scientific_journal-11010	139	6	issue	issue	NOUN
american_scientific_journal-11010	139	7	of	of	ADP
american_scientific_journal-11010	139	8	overfitting	overfitte	VERB
american_scientific_journal-11010	139	9	,	,	PUNCT
american_scientific_journal-11010	139	10	a	a	DET
american_scientific_journal-11010	139	11	common	common	ADJ
american_scientific_journal-11010	139	12	challenge	challenge	NOUN
american_scientific_journal-11010	139	13	inherent	inherent	ADJ
american_scientific_journal-11010	139	14	to	to	PART
american_scientific_journal-11010	139	15	decision	decision	VERB
american_scientific_journal-11010	139	16	tree	tree	NOUN
american_scientific_journal-11010	139	17	algorithms[27	algorithms[27	PROPN
american_scientific_journal-11010	139	18	]	]	PUNCT
american_scientific_journal-11010	139	19	.	.	PUNCT
american_scientific_journal-11010	140	1	owing	owe	VERB
american_scientific_journal-11010	140	2	to	to	ADP
american_scientific_journal-11010	140	3	its	its	PRON
american_scientific_journal-11010	140	4	high	high	ADJ
american_scientific_journal-11010	140	5	precision	precision	NOUN
american_scientific_journal-11010	140	6	,	,	PUNCT
american_scientific_journal-11010	140	7	resilience	resilience	NOUN
american_scientific_journal-11010	140	8	to	to	ADP
american_scientific_journal-11010	140	9	outliers	outlier	NOUN
american_scientific_journal-11010	140	10	and	and	CCONJ
american_scientific_journal-11010	140	11	noisy	noisy	ADJ
american_scientific_journal-11010	140	12	data	datum	NOUN
american_scientific_journal-11010	140	13	,	,	PUNCT
american_scientific_journal-11010	140	14	along	along	ADP
american_scientific_journal-11010	140	15	with	with	ADP
american_scientific_journal-11010	140	16	its	its	PRON
american_scientific_journal-11010	140	17	proficiency	proficiency	NOUN
american_scientific_journal-11010	140	18	in	in	ADP
american_scientific_journal-11010	140	19	managing	manage	VERB
american_scientific_journal-11010	140	20	non	non	ADJ
american_scientific_journal-11010	140	21	-	-	ADJ
american_scientific_journal-11010	140	22	linear	linear	ADJ
american_scientific_journal-11010	140	23	relationships	relationship	NOUN
american_scientific_journal-11010	140	24	between	between	ADP
american_scientific_journal-11010	140	25	features	feature	NOUN
american_scientific_journal-11010	140	26	and	and	CCONJ
american_scientific_journal-11010	140	27	target	target	NOUN
american_scientific_journal-11010	140	28	variables	variable	NOUN
american_scientific_journal-11010	140	29	,	,	PUNCT
american_scientific_journal-11010	140	30	random	random	ADJ
american_scientific_journal-11010	140	31	forest	forest	NOUN
american_scientific_journal-11010	140	32	has	have	AUX
american_scientific_journal-11010	140	33	exhibited	exhibit	VERB
american_scientific_journal-11010	140	34	commendable	commendable	ADJ
american_scientific_journal-11010	140	35	performance	performance	NOUN
american_scientific_journal-11010	140	36	across	across	ADP
american_scientific_journal-11010	140	37	a	a	DET
american_scientific_journal-11010	140	38	variety	variety	NOUN
american_scientific_journal-11010	140	39	of	of	ADP
american_scientific_journal-11010	140	40	application	application	NOUN
american_scientific_journal-11010	140	41	domains[37	domains[37	NOUN
american_scientific_journal-11010	140	42	]	]	PUNCT
american_scientific_journal-11010	140	43	.	.	PUNCT
american_scientific_journal-11010	141	1	given	give	VERB
american_scientific_journal-11010	141	2	that	that	SCONJ
american_scientific_journal-11010	141	3	the	the	DET
american_scientific_journal-11010	141	4	relationship	relationship	NOUN
american_scientific_journal-11010	141	5	between	between	ADP
american_scientific_journal-11010	141	6	input	input	NOUN
american_scientific_journal-11010	141	7	features	feature	NOUN
american_scientific_journal-11010	141	8	and	and	CCONJ
american_scientific_journal-11010	141	9	the	the	DET
american_scientific_journal-11010	141	10	target	target	NOUN
american_scientific_journal-11010	141	11	is	be	AUX
american_scientific_journal-11010	141	12	encapsulated	encapsulate	VERB
american_scientific_journal-11010	141	13	by	by	ADP
american_scientific_journal-11010	141	14	an	an	DET
american_scientific_journal-11010	141	15	ensemble	ensemble	NOUN
american_scientific_journal-11010	141	16	of	of	ADP
american_scientific_journal-11010	141	17	trees	tree	NOUN
american_scientific_journal-11010	141	18	,	,	PUNCT
american_scientific_journal-11010	141	19	the	the	DET
american_scientific_journal-11010	141	20	algorithm	algorithm	NOUN
american_scientific_journal-11010	141	21	carries	carry	VERB
american_scientific_journal-11010	141	22	a	a	DET
american_scientific_journal-11010	141	23	higher	high	ADJ
american_scientific_journal-11010	141	24	computational	computational	ADJ
american_scientific_journal-11010	141	25	expense	expense	NOUN
american_scientific_journal-11010	141	26	in	in	ADP
american_scientific_journal-11010	141	27	comparison	comparison	NOUN
american_scientific_journal-11010	141	28	to	to	ADP
american_scientific_journal-11010	141	29	singular	singular	ADJ
american_scientific_journal-11010	141	30	decision	decision	NOUN
american_scientific_journal-11010	141	31	trees	tree	NOUN
american_scientific_journal-11010	141	32	and	and	CCONJ
american_scientific_journal-11010	141	33	can	can	AUX
american_scientific_journal-11010	141	34	pose	pose	VERB
american_scientific_journal-11010	141	35	challenges	challenge	NOUN
american_scientific_journal-11010	141	36	in	in	ADP
american_scientific_journal-11010	141	37	terms	term	NOUN
american_scientific_journal-11010	141	38	of	of	ADP
american_scientific_journal-11010	141	39	interpretation	interpretation	NOUN
american_scientific_journal-11010	141	40	.	.	PUNCT
american_scientific_journal-11010	142	1	notwithstanding	notwithstanding	ADP
american_scientific_journal-11010	142	2	these	these	DET
american_scientific_journal-11010	142	3	constraints	constraint	NOUN
american_scientific_journal-11010	142	4	,	,	PUNCT
american_scientific_journal-11010	142	5	random	random	ADJ
american_scientific_journal-11010	142	6	forest	forest	NOUN
american_scientific_journal-11010	142	7	continues	continue	VERB
american_scientific_journal-11010	142	8	to	to	PART
american_scientific_journal-11010	142	9	be	be	AUX
american_scientific_journal-11010	142	10	a	a	DET
american_scientific_journal-11010	142	11	prevalent	prevalent	ADJ
american_scientific_journal-11010	142	12	algorithm	algorithm	NOUN
american_scientific_journal-11010	142	13	within	within	ADP
american_scientific_journal-11010	142	14	the	the	DET
american_scientific_journal-11010	142	15	realm	realm	NOUN
american_scientific_journal-11010	142	16	of	of	ADP
american_scientific_journal-11010	142	17	machine	machine	NOUN
american_scientific_journal-11010	142	18	learning	learning	NOUN
american_scientific_journal-11010	142	19	,	,	PUNCT
american_scientific_journal-11010	142	20	and	and	CCONJ
american_scientific_journal-11010	142	21	ongoing	ongoing	ADJ
american_scientific_journal-11010	142	22	research	research	NOUN
american_scientific_journal-11010	142	23	endeavors	endeavor	NOUN
american_scientific_journal-11010	142	24	are	be	AUX
american_scientific_journal-11010	142	25	being	be	AUX
american_scientific_journal-11010	142	26	pursued	pursue	VERB
american_scientific_journal-11010	142	27	to	to	PART
american_scientific_journal-11010	142	28	augment	augment	VERB
american_scientific_journal-11010	142	29	its	its	PRON
american_scientific_journal-11010	142	30	performance	performance	NOUN
american_scientific_journal-11010	142	31	and	and	CCONJ
american_scientific_journal-11010	142	32	interpretability	interpretability	NOUN
american_scientific_journal-11010	142	33	.	.	PUNCT
american_scientific_journal-11010	143	1	in	in	ADP
american_scientific_journal-11010	143	2	an	an	DET
american_scientific_journal-11010	143	3	empirical	empirical	ADJ
american_scientific_journal-11010	143	4	study	study	NOUN
american_scientific_journal-11010	143	5	undertaken	undertake	VERB
american_scientific_journal-11010	143	6	on	on	ADP
american_scientific_journal-11010	143	7	a	a	DET
american_scientific_journal-11010	143	8	company	company	NOUN
american_scientific_journal-11010	143	9	's	's	PART
american_scientific_journal-11010	143	10	supply	supply	NOUN
american_scientific_journal-11010	143	11	chain	chain	NOUN
american_scientific_journal-11010	143	12	management	management	NOUN
american_scientific_journal-11010	143	13	platform	platform	NOUN
american_scientific_journal-11010	143	14	with	with	ADP
american_scientific_journal-11010	143	15	the	the	DET
american_scientific_journal-11010	143	16	objective	objective	NOUN
american_scientific_journal-11010	143	17	of	of	ADP
american_scientific_journal-11010	143	18	predicting	predict	VERB
american_scientific_journal-11010	143	19	customer	customer	NOUN
american_scientific_journal-11010	143	20	demand	demand	NOUN
american_scientific_journal-11010	143	21	for	for	ADP
american_scientific_journal-11010	143	22	food	food	NOUN
american_scientific_journal-11010	143	23	products	product	NOUN
american_scientific_journal-11010	143	24	,	,	PUNCT
american_scientific_journal-11010	143	25	random	random	ADJ
american_scientific_journal-11010	143	26	forest	forest	NOUN
american_scientific_journal-11010	143	27	models	model	NOUN
american_scientific_journal-11010	143	28	outperformed	outperform	VERB
american_scientific_journal-11010	143	29	alternate	alternate	ADJ
american_scientific_journal-11010	143	30	methods[28	methods[28	PROPN
american_scientific_journal-11010	143	31	]	]	X
american_scientific_journal-11010	143	32	.	.	PUNCT
american_scientific_journal-11010	144	1	2.3.4	2.3.4	NUM
american_scientific_journal-11010	144	2	extreme	extreme	ADJ
american_scientific_journal-11010	144	3	gradient	gradient	NOUN
american_scientific_journal-11010	144	4	boosting	boost	VERB
american_scientific_journal-11010	144	5	extreme	extreme	ADJ
american_scientific_journal-11010	144	6	gradient	gradient	NOUN
american_scientific_journal-11010	144	7	boosting	boost	VERB
american_scientific_journal-11010	144	8	(	(	PUNCT
american_scientific_journal-11010	144	9	xgboost	xgboost	X
american_scientific_journal-11010	144	10	)	)	PUNCT
american_scientific_journal-11010	144	11	is	be	AUX
american_scientific_journal-11010	144	12	an	an	DET
american_scientific_journal-11010	144	13	ensemble	ensemble	ADJ
american_scientific_journal-11010	144	14	learning	learning	NOUN
american_scientific_journal-11010	144	15	algorithm	algorithm	NOUN
american_scientific_journal-11010	144	16	that	that	PRON
american_scientific_journal-11010	144	17	utilizes	utilize	VERB
american_scientific_journal-11010	144	18	gradient	gradient	NOUN
american_scientific_journal-11010	144	19	-	-	PUNCT
american_scientific_journal-11010	144	20	boosted	boost	VERB
american_scientific_journal-11010	144	21	decision	decision	NOUN
american_scientific_journal-11010	144	22	trees	tree	NOUN
american_scientific_journal-11010	144	23	,	,	PUNCT
american_scientific_journal-11010	144	24	gaining	gain	VERB
american_scientific_journal-11010	144	25	considerable	considerable	ADJ
american_scientific_journal-11010	144	26	recognition	recognition	NOUN
american_scientific_journal-11010	144	27	within	within	ADP
american_scientific_journal-11010	144	28	the	the	DET
american_scientific_journal-11010	144	29	machine	machine	NOUN
american_scientific_journal-11010	144	30	learning	learn	VERB
american_scientific_journal-11010	144	31	domain	domain	NOUN
american_scientific_journal-11010	144	32	due	due	ADP
american_scientific_journal-11010	144	33	to	to	ADP
american_scientific_journal-11010	144	34	its	its	PRON
american_scientific_journal-11010	144	35	exceptional	exceptional	ADJ
american_scientific_journal-11010	144	36	efficiency	efficiency	NOUN
american_scientific_journal-11010	144	37	and	and	CCONJ
american_scientific_journal-11010	144	38	adaptability[4	adaptability[4	NOUN
american_scientific_journal-11010	144	39	]	]	X
american_scientific_journal-11010	144	40	.	.	PUNCT
american_scientific_journal-11010	145	1	the	the	DET
american_scientific_journal-11010	145	2	underlying	underlying	ADJ
american_scientific_journal-11010	145	3	principle	principle	NOUN
american_scientific_journal-11010	145	4	of	of	ADP
american_scientific_journal-11010	145	5	xgboost	xgboost	ADV
american_scientific_journal-11010	145	6	is	be	AUX
american_scientific_journal-11010	145	7	the	the	DET
american_scientific_journal-11010	145	8	iterative	iterative	NOUN
american_scientific_journal-11010	145	9	fitting	fitting	NOUN
american_scientific_journal-11010	145	10	of	of	ADP
american_scientific_journal-11010	145	11	an	an	DET
american_scientific_journal-11010	145	12	ensemble	ensemble	NOUN
american_scientific_journal-11010	145	13	of	of	ADP
american_scientific_journal-11010	145	14	rudimentary	rudimentary	ADJ
american_scientific_journal-11010	145	15	models	model	NOUN
american_scientific_journal-11010	145	16	,	,	PUNCT
american_scientific_journal-11010	145	17	such	such	ADJ
american_scientific_journal-11010	145	18	as	as	ADP
american_scientific_journal-11010	145	19	decision	decision	NOUN
american_scientific_journal-11010	145	20	trees	tree	NOUN
american_scientific_journal-11010	145	21	,	,	PUNCT
american_scientific_journal-11010	145	22	to	to	PART
american_scientific_journal-11010	145	23	enhance	enhance	VERB
american_scientific_journal-11010	145	24	the	the	DET
american_scientific_journal-11010	145	25	overarching	overarching	ADJ
american_scientific_journal-11010	145	26	prediction[27	prediction[27	NOUN
american_scientific_journal-11010	145	27	]	]	PUNCT
american_scientific_journal-11010	145	28	.	.	PUNCT
american_scientific_journal-11010	146	1	the	the	DET
american_scientific_journal-11010	146	2	algorithm	algorithm	NOUN
american_scientific_journal-11010	146	3	constructs	construct	VERB
american_scientific_journal-11010	146	4	trees	tree	NOUN
american_scientific_journal-11010	146	5	in	in	ADP
american_scientific_journal-11010	146	6	a	a	DET
american_scientific_journal-11010	146	7	greedy	greedy	ADJ
american_scientific_journal-11010	146	8	fashion	fashion	NOUN
american_scientific_journal-11010	146	9	,	,	PUNCT
american_scientific_journal-11010	146	10	sequentially	sequentially	ADV
american_scientific_journal-11010	146	11	adding	add	VERB
american_scientific_journal-11010	146	12	trees	tree	NOUN
american_scientific_journal-11010	146	13	that	that	PRON
american_scientific_journal-11010	146	14	yield	yield	VERB
american_scientific_journal-11010	146	15	the	the	DET
american_scientific_journal-11010	146	16	most	most	ADV
american_scientific_journal-11010	146	17	significant	significant	ADJ
american_scientific_journal-11010	146	18	reduction	reduction	NOUN
american_scientific_journal-11010	146	19	in	in	ADP
american_scientific_journal-11010	146	20	loss[27	loss[27	NOUN
american_scientific_journal-11010	146	21	]	]	PUNCT
american_scientific_journal-11010	146	22	.	.	PUNCT
american_scientific_journal-11010	147	1	xgboost	xgboost	X
american_scientific_journal-11010	147	2	,	,	PUNCT
american_scientific_journal-11010	147	3	like	like	ADP
american_scientific_journal-11010	147	4	any	any	DET
american_scientific_journal-11010	147	5	other	other	ADJ
american_scientific_journal-11010	147	6	machine	machine	NOUN
american_scientific_journal-11010	147	7	learning	learning	NOUN
american_scientific_journal-11010	147	8	algorithm	algorithm	NOUN
american_scientific_journal-11010	147	9	,	,	PUNCT
american_scientific_journal-11010	147	10	presents	present	VERB
american_scientific_journal-11010	147	11	certain	certain	ADJ
american_scientific_journal-11010	147	12	limitations	limitation	NOUN
american_scientific_journal-11010	147	13	.	.	PUNCT
american_scientific_journal-11010	148	1	it	it	PRON
american_scientific_journal-11010	148	2	can	can	AUX
american_scientific_journal-11010	148	3	be	be	AUX
american_scientific_journal-11010	148	4	computationally	computationally	ADV
american_scientific_journal-11010	148	5	intensive	intensive	ADJ
american_scientific_journal-11010	148	6	,	,	PUNCT
american_scientific_journal-11010	148	7	particularly	particularly	ADV
american_scientific_journal-11010	148	8	when	when	SCONJ
american_scientific_journal-11010	148	9	dealing	deal	VERB
american_scientific_journal-11010	148	10	with	with	ADP
american_scientific_journal-11010	148	11	extensive	extensive	ADJ
american_scientific_journal-11010	148	12	datasets	dataset	NOUN
american_scientific_journal-11010	148	13	.	.	PUNCT
american_scientific_journal-11010	149	1	this	this	PRON
american_scientific_journal-11010	149	2	necessitates	necessitate	VERB
american_scientific_journal-11010	149	3	a	a	DET
american_scientific_journal-11010	149	4	substantial	substantial	ADJ
american_scientific_journal-11010	149	5	allocation	allocation	NOUN
american_scientific_journal-11010	149	6	of	of	ADP
american_scientific_journal-11010	149	7	memory	memory	NOUN
american_scientific_journal-11010	149	8	and	and	CCONJ
american_scientific_journal-11010	149	9	processing	processing	NOUN
american_scientific_journal-11010	149	10	capability	capability	NOUN
american_scientific_journal-11010	149	11	,	,	PUNCT
american_scientific_journal-11010	149	12	which	which	PRON
american_scientific_journal-11010	149	13	may	may	AUX
american_scientific_journal-11010	149	14	pose	pose	VERB
american_scientific_journal-11010	149	15	a	a	DET
american_scientific_journal-11010	149	16	constraint	constraint	NOUN
american_scientific_journal-11010	149	17	for	for	ADP
american_scientific_journal-11010	149	18	certain	certain	ADJ
american_scientific_journal-11010	149	19	applications	application	NOUN
american_scientific_journal-11010	149	20	.	.	PUNCT
american_scientific_journal-11010	150	1	identifying	identify	VERB
american_scientific_journal-11010	150	2	the	the	DET
american_scientific_journal-11010	150	3	optimal	optimal	ADJ
american_scientific_journal-11010	150	4	set	set	NOUN
american_scientific_journal-11010	150	5	of	of	ADP
american_scientific_journal-11010	150	6	hyperparameters	hyperparameter	NOUN
american_scientific_journal-11010	150	7	for	for	ADP
american_scientific_journal-11010	150	8	xgboost	xgboost	NOUN
american_scientific_journal-11010	150	9	can	can	AUX
american_scientific_journal-11010	150	10	be	be	AUX
american_scientific_journal-11010	150	11	time	time	NOUN
american_scientific_journal-11010	150	12	-	-	PUNCT
american_scientific_journal-11010	150	13	consuming	consume	VERB
american_scientific_journal-11010	150	14	and	and	CCONJ
american_scientific_journal-11010	150	15	necessitates	necessitate	VERB
american_scientific_journal-11010	150	16	a	a	DET
american_scientific_journal-11010	150	17	comprehensive	comprehensive	ADJ
american_scientific_journal-11010	150	18	understanding	understanding	NOUN
american_scientific_journal-11010	150	19	of	of	ADP
american_scientific_journal-11010	150	20	the	the	DET
american_scientific_journal-11010	150	21	algorithm	algorithm	NOUN
american_scientific_journal-11010	150	22	.	.	PUNCT
american_scientific_journal-11010	151	1	xgboost	xgboost	PROPN
american_scientific_journal-11010	151	2	incorporates	incorporate	VERB
american_scientific_journal-11010	151	3	a	a	DET
american_scientific_journal-11010	151	4	multitude	multitude	NOUN
american_scientific_journal-11010	151	5	of	of	ADP
american_scientific_journal-11010	151	6	hyperparameters	hyperparameter	NOUN
american_scientific_journal-11010	151	7	that	that	PRON
american_scientific_journal-11010	151	8	must	must	AUX
american_scientific_journal-11010	151	9	be	be	AUX
american_scientific_journal-11010	151	10	meticulously	meticulously	ADV
american_scientific_journal-11010	151	11	tuned	tune	VERB
american_scientific_journal-11010	151	12	to	to	PART
american_scientific_journal-11010	151	13	optimize	optimize	VERB
american_scientific_journal-11010	151	14	performance	performance	NOUN
american_scientific_journal-11010	151	15	.	.	PUNCT
american_scientific_journal-11010	152	1	empirical	empirical	ADJ
american_scientific_journal-11010	152	2	evidence	evidence	NOUN
american_scientific_journal-11010	152	3	from	from	ADP
american_scientific_journal-11010	152	4	numerous	numerous	ADJ
american_scientific_journal-11010	152	5	studies	study	NOUN
american_scientific_journal-11010	152	6	attests	attest	VERB
american_scientific_journal-11010	152	7	to	to	ADP
american_scientific_journal-11010	152	8	the	the	DET
american_scientific_journal-11010	152	9	efficacy	efficacy	NOUN
american_scientific_journal-11010	152	10	of	of	ADP
american_scientific_journal-11010	152	11	xgboost	xgboost	PROPN
american_scientific_journal-11010	152	12	in	in	ADP
american_scientific_journal-11010	152	13	a	a	DET
american_scientific_journal-11010	152	14	variety	variety	NOUN
american_scientific_journal-11010	152	15	of	of	ADP
american_scientific_journal-11010	152	16	real	real	ADJ
american_scientific_journal-11010	152	17	-	-	PUNCT
american_scientific_journal-11010	152	18	world	world	NOUN
american_scientific_journal-11010	152	19	applications	application	NOUN
american_scientific_journal-11010	152	20	,	,	PUNCT
american_scientific_journal-11010	152	21	including	include	VERB
american_scientific_journal-11010	152	22	demand	demand	NOUN
american_scientific_journal-11010	152	23	forecasting	forecasting	NOUN
american_scientific_journal-11010	152	24	.	.	PUNCT
american_scientific_journal-11010	153	1	for	for	ADP
american_scientific_journal-11010	153	2	instance	instance	NOUN
american_scientific_journal-11010	153	3	,	,	PUNCT
american_scientific_journal-11010	153	4	research	research	NOUN
american_scientific_journal-11010	153	5	conducted	conduct	VERB
american_scientific_journal-11010	153	6	by	by	ADP
american_scientific_journal-11010	153	7	[	[	X
american_scientific_journal-11010	153	8	30	30	NUM
american_scientific_journal-11010	153	9	]	]	PUNCT
american_scientific_journal-11010	153	10	illustrated	illustrate	VERB
american_scientific_journal-11010	153	11	the	the	DET
american_scientific_journal-11010	153	12	proficiency	proficiency	NOUN
american_scientific_journal-11010	153	13	of	of	ADP
american_scientific_journal-11010	153	14	xgboost	xgboost	PROPN
american_scientific_journal-11010	153	15	in	in	ADP
american_scientific_journal-11010	153	16	time	time	NOUN
american_scientific_journal-11010	153	17	series	series	PROPN
american_scientific_journal-11010	153	18	prediction	prediction	NOUN
american_scientific_journal-11010	153	19	pertinent	pertinent	ADJ
american_scientific_journal-11010	153	20	to	to	ADP
american_scientific_journal-11010	153	21	electricity	electricity	NOUN
american_scientific_journal-11010	153	22	load	load	NOUN
american_scientific_journal-11010	153	23	forecasting	forecasting	NOUN
american_scientific_journal-11010	153	24	,	,	PUNCT
american_scientific_journal-11010	153	25	underscored	underscore	VERB
american_scientific_journal-11010	153	26	by	by	ADP
american_scientific_journal-11010	153	27	efficient	efficient	ADJ
american_scientific_journal-11010	153	28	utilization	utilization	NOUN
american_scientific_journal-11010	153	29	of	of	ADP
american_scientific_journal-11010	153	30	memory	memory	NOUN
american_scientific_journal-11010	153	31	resources	resource	NOUN
american_scientific_journal-11010	153	32	and	and	CCONJ
american_scientific_journal-11010	153	33	computational	computational	ADJ
american_scientific_journal-11010	153	34	time	time	NOUN
american_scientific_journal-11010	153	35	.	.	PUNCT
american_scientific_journal-11010	154	1	further	far	ADV
american_scientific_journal-11010	154	2	,	,	PUNCT
american_scientific_journal-11010	154	3	in	in	ADP
american_scientific_journal-11010	154	4	an	an	DET
american_scientific_journal-11010	154	5	investigation	investigation	NOUN
american_scientific_journal-11010	154	6	aimed	aim	VERB
american_scientific_journal-11010	154	7	at	at	ADP
american_scientific_journal-11010	154	8	forecasting	forecast	VERB
american_scientific_journal-11010	154	9	sales	sale	NOUN
american_scientific_journal-11010	154	10	for	for	ADP
american_scientific_journal-11010	154	11	big	big	ADJ
american_scientific_journal-11010	154	12	mart	mart	PROPN
american_scientific_journal-11010	154	13	,	,	PUNCT
american_scientific_journal-11010	154	14	xgboost	xgboost	PROPN
american_scientific_journal-11010	154	15	exhibited	exhibit	VERB
american_scientific_journal-11010	154	16	superior	superior	ADJ
american_scientific_journal-11010	154	17	performance	performance	NOUN
american_scientific_journal-11010	154	18	compared	compare	VERB
american_scientific_journal-11010	154	19	to	to	ADP
american_scientific_journal-11010	154	20	other	other	ADJ
american_scientific_journal-11010	154	21	machine	machine	NOUN
american_scientific_journal-11010	154	22	learning	learn	VERB
american_scientific_journal-11010	154	23	algorithms[29	algorithms[29	NOUN
american_scientific_journal-11010	154	24	]	]	PUNCT
american_scientific_journal-11010	154	25	.	.	PUNCT
american_scientific_journal-11010	155	1	american	american	ADJ
american_scientific_journal-11010	155	2	academic	academic	ADJ
american_scientific_journal-11010	155	3	scientific	scientific	ADJ
american_scientific_journal-11010	155	4	research	research	NOUN
american_scientific_journal-11010	155	5	journal	journal	NOUN
american_scientific_journal-11010	155	6	for	for	ADP
american_scientific_journal-11010	155	7	engineering	engineering	NOUN
american_scientific_journal-11010	155	8	,	,	PUNCT
american_scientific_journal-11010	155	9	technology	technology	NOUN
american_scientific_journal-11010	155	10	,	,	PUNCT
american_scientific_journal-11010	155	11	and	and	CCONJ
american_scientific_journal-11010	155	12	sciences	science	NOUN
american_scientific_journal-11010	155	13	(	(	PUNCT
american_scientific_journal-11010	155	14	asrjets	asrjet	NOUN
american_scientific_journal-11010	155	15	)	)	PUNCT
american_scientific_journal-11010	155	16	volume	volume	NOUN
american_scientific_journal-11010	155	17	98	98	NUM
american_scientific_journal-11010	155	18	,	,	PUNCT
american_scientific_journal-11010	155	19	no	no	DET
american_scientific_journal-11010	155	20	1	1	NUM
american_scientific_journal-11010	155	21	,	,	PUNCT
american_scientific_journal-11010	155	22	pp	pp	ADV
american_scientific_journal-11010	155	23	309	309	NUM
american_scientific_journal-11010	155	24	-	-	SYM
american_scientific_journal-11010	155	25	329	329	NUM
american_scientific_journal-11010	155	26	317	317	NUM
american_scientific_journal-11010	155	27	2.3.5	2.3.5	NUM
american_scientific_journal-11010	155	28	light	light	NOUN
american_scientific_journal-11010	155	29	gradient	gradient	NOUN
american_scientific_journal-11010	155	30	boosting	boost	VERB
american_scientific_journal-11010	155	31	machine	machine	NOUN
american_scientific_journal-11010	155	32	light	light	NOUN
american_scientific_journal-11010	155	33	gradient	gradient	NOUN
american_scientific_journal-11010	155	34	boosting	boost	VERB
american_scientific_journal-11010	155	35	machine	machine	NOUN
american_scientific_journal-11010	155	36	(	(	PUNCT
american_scientific_journal-11010	155	37	lightgbm	lightgbm	ADJ
american_scientific_journal-11010	155	38	)	)	PUNCT
american_scientific_journal-11010	155	39	,	,	PUNCT
american_scientific_journal-11010	155	40	an	an	DET
american_scientific_journal-11010	155	41	effective	effective	ADJ
american_scientific_journal-11010	155	42	and	and	CCONJ
american_scientific_journal-11010	155	43	scalable	scalable	ADJ
american_scientific_journal-11010	155	44	gradient	gradient	NOUN
american_scientific_journal-11010	155	45	boosting	boost	VERB
american_scientific_journal-11010	155	46	framework	framework	NOUN
american_scientific_journal-11010	155	47	based	base	VERB
american_scientific_journal-11010	155	48	on	on	ADP
american_scientific_journal-11010	155	49	decision	decision	NOUN
american_scientific_journal-11010	155	50	trees	tree	NOUN
american_scientific_journal-11010	155	51	,	,	PUNCT
american_scientific_journal-11010	155	52	was	be	AUX
american_scientific_journal-11010	155	53	developed	develop	VERB
american_scientific_journal-11010	155	54	by	by	ADP
american_scientific_journal-11010	155	55	microsoft	microsoft	PROPN
american_scientific_journal-11010	155	56	and	and	CCONJ
american_scientific_journal-11010	155	57	is	be	AUX
american_scientific_journal-11010	155	58	openly	openly	ADV
american_scientific_journal-11010	155	59	accessible[31	accessible[31	ADJ
american_scientific_journal-11010	155	60	]	]	X
american_scientific_journal-11010	155	61	.	.	PUNCT
american_scientific_journal-11010	156	1	according	accord	VERB
american_scientific_journal-11010	156	2	to	to	ADP
american_scientific_journal-11010	156	3	existing	exist	VERB
american_scientific_journal-11010	156	4	literature	literature	NOUN
american_scientific_journal-11010	156	5	,	,	PUNCT
american_scientific_journal-11010	156	6	lightgbm	lightgbm	VERB
american_scientific_journal-11010	156	7	serves	serve	VERB
american_scientific_journal-11010	156	8	as	as	ADP
american_scientific_journal-11010	156	9	a	a	DET
american_scientific_journal-11010	156	10	more	more	ADV
american_scientific_journal-11010	156	11	expeditious	expeditious	ADJ
american_scientific_journal-11010	156	12	alternative	alternative	NOUN
american_scientific_journal-11010	156	13	to	to	ADP
american_scientific_journal-11010	156	14	other	other	ADJ
american_scientific_journal-11010	156	15	well	well	ADV
american_scientific_journal-11010	156	16	-	-	PUNCT
american_scientific_journal-11010	156	17	established	establish	VERB
american_scientific_journal-11010	156	18	gradient	gradient	NOUN
american_scientific_journal-11010	156	19	boosting	boost	VERB
american_scientific_journal-11010	156	20	frameworks	framework	NOUN
american_scientific_journal-11010	156	21	,	,	PUNCT
american_scientific_journal-11010	156	22	while	while	SCONJ
american_scientific_journal-11010	156	23	simultaneously	simultaneously	ADV
american_scientific_journal-11010	156	24	preserving	preserve	VERB
american_scientific_journal-11010	156	25	or	or	CCONJ
american_scientific_journal-11010	156	26	even	even	ADV
american_scientific_journal-11010	156	27	augmenting	augment	VERB
american_scientific_journal-11010	156	28	prediction	prediction	NOUN
american_scientific_journal-11010	156	29	accuracy[31	accuracy[31	NOUN
american_scientific_journal-11010	156	30	]	]	X
american_scientific_journal-11010	156	31	.	.	PUNCT
american_scientific_journal-11010	157	1	the	the	DET
american_scientific_journal-11010	157	2	algorithm	algorithm	NOUN
american_scientific_journal-11010	157	3	operates	operate	VERB
american_scientific_journal-11010	157	4	by	by	ADP
american_scientific_journal-11010	157	5	successively	successively	ADV
american_scientific_journal-11010	157	6	integrating	integrate	VERB
american_scientific_journal-11010	157	7	decision	decision	NOUN
american_scientific_journal-11010	157	8	trees	tree	NOUN
american_scientific_journal-11010	157	9	into	into	ADP
american_scientific_journal-11010	157	10	the	the	DET
american_scientific_journal-11010	157	11	model	model	NOUN
american_scientific_journal-11010	157	12	,	,	PUNCT
american_scientific_journal-11010	157	13	each	each	DET
american_scientific_journal-11010	157	14	tree	tree	NOUN
american_scientific_journal-11010	157	15	engineered	engineer	VERB
american_scientific_journal-11010	157	16	to	to	PART
american_scientific_journal-11010	157	17	correct	correct	VERB
american_scientific_journal-11010	157	18	the	the	DET
american_scientific_journal-11010	157	19	predecessors	predecessor	NOUN
american_scientific_journal-11010	157	20	'	'	PART
american_scientific_journal-11010	157	21	inaccuracies[31	inaccuracies[31	NOUN
american_scientific_journal-11010	157	22	]	]	PUNCT
american_scientific_journal-11010	157	23	.	.	PUNCT
american_scientific_journal-11010	158	1	the	the	DET
american_scientific_journal-11010	158	2	comprehensive	comprehensive	ADJ
american_scientific_journal-11010	158	3	model	model	NOUN
american_scientific_journal-11010	158	4	is	be	AUX
american_scientific_journal-11010	158	5	acquired	acquire	VERB
american_scientific_journal-11010	158	6	by	by	ADP
american_scientific_journal-11010	158	7	amalgamating	amalgamate	VERB
american_scientific_journal-11010	158	8	the	the	DET
american_scientific_journal-11010	158	9	weighted	weight	VERB
american_scientific_journal-11010	158	10	predictions	prediction	NOUN
american_scientific_journal-11010	158	11	of	of	ADP
american_scientific_journal-11010	158	12	each	each	DET
american_scientific_journal-11010	158	13	tree	tree	NOUN
american_scientific_journal-11010	158	14	.	.	PUNCT
american_scientific_journal-11010	159	1	lightgbm	lightgbm	PROPN
american_scientific_journal-11010	159	2	’s	’s	PART
american_scientific_journal-11010	159	3	primary	primary	ADJ
american_scientific_journal-11010	159	4	innovation	innovation	NOUN
american_scientific_journal-11010	159	5	is	be	AUX
american_scientific_journal-11010	159	6	the	the	DET
american_scientific_journal-11010	159	7	incorporation	incorporation	NOUN
american_scientific_journal-11010	159	8	of	of	ADP
american_scientific_journal-11010	159	9	gradient	gradient	NOUN
american_scientific_journal-11010	159	10	-	-	PUNCT
american_scientific_journal-11010	159	11	based	base	VERB
american_scientific_journal-11010	159	12	one	one	NUM
american_scientific_journal-11010	159	13	-	-	PUNCT
american_scientific_journal-11010	159	14	side	side	NOUN
american_scientific_journal-11010	159	15	sampling	sampling	NOUN
american_scientific_journal-11010	159	16	(	(	PUNCT
american_scientific_journal-11010	159	17	goss	goss	PROPN
american_scientific_journal-11010	159	18	)	)	PUNCT
american_scientific_journal-11010	159	19	,	,	PUNCT
american_scientific_journal-11010	159	20	which	which	PRON
american_scientific_journal-11010	159	21	escalates	escalate	VERB
american_scientific_journal-11010	159	22	training	training	NOUN
american_scientific_journal-11010	159	23	efficiency	efficiency	NOUN
american_scientific_journal-11010	159	24	.	.	PUNCT
american_scientific_journal-11010	160	1	goss	goss	PROPN
american_scientific_journal-11010	160	2	selectively	selectively	ADV
american_scientific_journal-11010	160	3	gives	give	VERB
american_scientific_journal-11010	160	4	priority	priority	NOUN
american_scientific_journal-11010	160	5	to	to	ADP
american_scientific_journal-11010	160	6	instances	instance	NOUN
american_scientific_journal-11010	160	7	with	with	ADP
american_scientific_journal-11010	160	8	larger	large	ADJ
american_scientific_journal-11010	160	9	gradients	gradient	NOUN
american_scientific_journal-11010	160	10	,	,	PUNCT
american_scientific_journal-11010	160	11	concurrently	concurrently	ADV
american_scientific_journal-11010	160	12	discarding	discard	VERB
american_scientific_journal-11010	160	13	instances	instance	NOUN
american_scientific_journal-11010	160	14	with	with	ADP
american_scientific_journal-11010	160	15	small	small	ADJ
american_scientific_journal-11010	160	16	gradients	gradient	NOUN
american_scientific_journal-11010	160	17	during	during	ADP
american_scientific_journal-11010	160	18	the	the	DET
american_scientific_journal-11010	160	19	tree	tree	NOUN
american_scientific_journal-11010	160	20	-	-	PUNCT
american_scientific_journal-11010	160	21	building	building	NOUN
american_scientific_journal-11010	160	22	process[35	process[35	NOUN
american_scientific_journal-11010	160	23	]	]	PUNCT
american_scientific_journal-11010	160	24	.	.	PUNCT
american_scientific_journal-11010	161	1	this	this	DET
american_scientific_journal-11010	161	2	strategy	strategy	NOUN
american_scientific_journal-11010	161	3	curtails	curtail	VERB
american_scientific_journal-11010	161	4	the	the	DET
american_scientific_journal-11010	161	5	number	number	NOUN
american_scientific_journal-11010	161	6	of	of	ADP
american_scientific_journal-11010	161	7	instances	instance	NOUN
american_scientific_journal-11010	161	8	requiring	require	VERB
american_scientific_journal-11010	161	9	evaluation	evaluation	NOUN
american_scientific_journal-11010	161	10	during	during	ADP
american_scientific_journal-11010	161	11	model	model	NOUN
american_scientific_journal-11010	161	12	training	training	NOUN
american_scientific_journal-11010	161	13	without	without	ADP
american_scientific_journal-11010	161	14	forfeiting	forfeit	VERB
american_scientific_journal-11010	161	15	its	its	PRON
american_scientific_journal-11010	161	16	precision	precision	NOUN
american_scientific_journal-11010	161	17	.	.	PUNCT
american_scientific_journal-11010	162	1	lightgbm	lightgbm	PROPN
american_scientific_journal-11010	162	2	also	also	ADV
american_scientific_journal-11010	162	3	deploys	deploy	VERB
american_scientific_journal-11010	162	4	additional	additional	ADJ
american_scientific_journal-11010	162	5	techniques	technique	NOUN
american_scientific_journal-11010	162	6	to	to	PART
american_scientific_journal-11010	162	7	enhance	enhance	VERB
american_scientific_journal-11010	162	8	training	training	NOUN
american_scientific_journal-11010	162	9	speed	speed	NOUN
american_scientific_journal-11010	162	10	,	,	PUNCT
american_scientific_journal-11010	162	11	including	include	VERB
american_scientific_journal-11010	162	12	histogram	histogram	NOUN
american_scientific_journal-11010	162	13	-	-	PUNCT
american_scientific_journal-11010	162	14	based	base	VERB
american_scientific_journal-11010	162	15	binning	binning	NOUN
american_scientific_journal-11010	162	16	and	and	CCONJ
american_scientific_journal-11010	162	17	feature	feature	NOUN
american_scientific_journal-11010	162	18	parallelism	parallelism	NOUN
american_scientific_journal-11010	162	19	.	.	PUNCT
american_scientific_journal-11010	163	1	feature	feature	NOUN
american_scientific_journal-11010	163	2	parallelism	parallelism	NOUN
american_scientific_journal-11010	163	3	facilitates	facilitate	VERB
american_scientific_journal-11010	163	4	the	the	DET
american_scientific_journal-11010	163	5	distribution	distribution	NOUN
american_scientific_journal-11010	163	6	of	of	ADP
american_scientific_journal-11010	163	7	computation	computation	NOUN
american_scientific_journal-11010	163	8	across	across	ADP
american_scientific_journal-11010	163	9	several	several	ADJ
american_scientific_journal-11010	163	10	cores	core	NOUN
american_scientific_journal-11010	163	11	,	,	PUNCT
american_scientific_journal-11010	163	12	while	while	SCONJ
american_scientific_journal-11010	163	13	histogram	histogram	NOUN
american_scientific_journal-11010	163	14	-	-	PUNCT
american_scientific_journal-11010	163	15	based	base	VERB
american_scientific_journal-11010	163	16	binning	binning	NOUN
american_scientific_journal-11010	163	17	diminishes	diminish	VERB
american_scientific_journal-11010	163	18	the	the	DET
american_scientific_journal-11010	163	19	count	count	NOUN
american_scientific_journal-11010	163	20	of	of	ADP
american_scientific_journal-11010	163	21	discrete	discrete	ADJ
american_scientific_journal-11010	163	22	values	value	NOUN
american_scientific_journal-11010	163	23	that	that	PRON
american_scientific_journal-11010	163	24	need	need	VERB
american_scientific_journal-11010	163	25	to	to	PART
american_scientific_journal-11010	163	26	be	be	AUX
american_scientific_journal-11010	163	27	contemplated	contemplate	VERB
american_scientific_journal-11010	163	28	for	for	ADP
american_scientific_journal-11010	163	29	each	each	DET
american_scientific_journal-11010	163	30	feature	feature	NOUN
american_scientific_journal-11010	163	31	.	.	PUNCT
american_scientific_journal-11010	164	1	however	however	ADV
american_scientific_journal-11010	164	2	,	,	PUNCT
american_scientific_journal-11010	164	3	lightgbm	lightgbm	NOUN
american_scientific_journal-11010	164	4	also	also	ADV
american_scientific_journal-11010	164	5	comes	come	VERB
american_scientific_journal-11010	164	6	with	with	ADP
american_scientific_journal-11010	164	7	certain	certain	ADJ
american_scientific_journal-11010	164	8	limitations	limitation	NOUN
american_scientific_journal-11010	164	9	.	.	PUNCT
american_scientific_journal-11010	165	1	there	there	PRON
american_scientific_journal-11010	165	2	is	be	VERB
american_scientific_journal-11010	165	3	a	a	DET
american_scientific_journal-11010	165	4	profusion	profusion	NOUN
american_scientific_journal-11010	165	5	of	of	ADP
american_scientific_journal-11010	165	6	hyperparameters	hyperparameter	NOUN
american_scientific_journal-11010	165	7	in	in	ADP
american_scientific_journal-11010	165	8	lightgbm	lightgbm	NOUN
american_scientific_journal-11010	165	9	that	that	DET
american_scientific_journal-11010	165	10	necessitate	necessitate	ADJ
american_scientific_journal-11010	165	11	meticulous	meticulous	ADJ
american_scientific_journal-11010	165	12	tuning	tuning	NOUN
american_scientific_journal-11010	165	13	for	for	ADP
american_scientific_journal-11010	165	14	the	the	DET
american_scientific_journal-11010	165	15	attainment	attainment	NOUN
american_scientific_journal-11010	165	16	of	of	ADP
american_scientific_journal-11010	165	17	optimal	optimal	ADJ
american_scientific_journal-11010	165	18	performance	performance	NOUN
american_scientific_journal-11010	165	19	.	.	PUNCT
american_scientific_journal-11010	166	1	the	the	DET
american_scientific_journal-11010	166	2	algorithm	algorithm	NOUN
american_scientific_journal-11010	166	3	’s	’s	PART
american_scientific_journal-11010	166	4	extreme	extreme	ADJ
american_scientific_journal-11010	166	5	sensitivity	sensitivity	NOUN
american_scientific_journal-11010	166	6	to	to	PART
american_scientific_journal-11010	166	7	hyperparameter	hyperparameter	NOUN
american_scientific_journal-11010	166	8	selections	selection	NOUN
american_scientific_journal-11010	166	9	can	can	AUX
american_scientific_journal-11010	166	10	complicate	complicate	VERB
american_scientific_journal-11010	166	11	the	the	DET
american_scientific_journal-11010	166	12	process	process	NOUN
american_scientific_journal-11010	166	13	of	of	ADP
american_scientific_journal-11010	166	14	determining	determine	VERB
american_scientific_journal-11010	166	15	the	the	DET
american_scientific_journal-11010	166	16	ideal	ideal	ADJ
american_scientific_journal-11010	166	17	hyperparameter	hyperparameter	NOUN
american_scientific_journal-11010	166	18	values	value	NOUN
american_scientific_journal-11010	166	19	.	.	PUNCT
american_scientific_journal-11010	167	1	as	as	ADP
american_scientific_journal-11010	167	2	per	per	ADP
american_scientific_journal-11010	167	3	a	a	DET
american_scientific_journal-11010	167	4	comparative	comparative	ADJ
american_scientific_journal-11010	167	5	study	study	NOUN
american_scientific_journal-11010	167	6	conducted	conduct	VERB
american_scientific_journal-11010	167	7	within	within	ADP
american_scientific_journal-11010	167	8	the	the	DET
american_scientific_journal-11010	167	9	context	context	NOUN
american_scientific_journal-11010	167	10	of	of	ADP
american_scientific_journal-11010	167	11	a	a	DET
american_scientific_journal-11010	167	12	multinational	multinational	ADJ
american_scientific_journal-11010	167	13	retail	retail	ADJ
american_scientific_journal-11010	167	14	corporation	corporation	NOUN
american_scientific_journal-11010	167	15	,	,	PUNCT
american_scientific_journal-11010	167	16	lightgbm	lightgbm	VERB
american_scientific_journal-11010	167	17	outperformed	outperform	VERB
american_scientific_journal-11010	167	18	long	long	ADJ
american_scientific_journal-11010	167	19	-	-	PUNCT
american_scientific_journal-11010	167	20	short	short	ADJ
american_scientific_journal-11010	167	21	term	term	NOUN
american_scientific_journal-11010	167	22	memory	memory	NOUN
american_scientific_journal-11010	167	23	(	(	PUNCT
american_scientific_journal-11010	167	24	lstm	lstm	NOUN
american_scientific_journal-11010	167	25	)	)	PUNCT
american_scientific_journal-11010	167	26	in	in	ADP
american_scientific_journal-11010	167	27	terms	term	NOUN
american_scientific_journal-11010	167	28	of	of	ADP
american_scientific_journal-11010	167	29	statistical	statistical	ADJ
american_scientific_journal-11010	167	30	efficacy	efficacy	NOUN
american_scientific_journal-11010	167	31	in	in	ADP
american_scientific_journal-11010	167	32	demand	demand	NOUN
american_scientific_journal-11010	167	33	forecasting[31	forecasting[31	PROPN
american_scientific_journal-11010	167	34	]	]	PUNCT
american_scientific_journal-11010	167	35	.	.	PUNCT
american_scientific_journal-11010	168	1	broadly	broadly	ADV
american_scientific_journal-11010	168	2	speaking	speak	VERB
american_scientific_journal-11010	168	3	,	,	PUNCT
american_scientific_journal-11010	168	4	it	it	PRON
american_scientific_journal-11010	168	5	has	have	AUX
american_scientific_journal-11010	168	6	been	be	AUX
american_scientific_journal-11010	168	7	substantiated	substantiate	VERB
american_scientific_journal-11010	168	8	through	through	ADP
american_scientific_journal-11010	168	9	multiple	multiple	ADJ
american_scientific_journal-11010	168	10	studies	study	NOUN
american_scientific_journal-11010	168	11	that	that	SCONJ
american_scientific_journal-11010	168	12	machine	machine	NOUN
american_scientific_journal-11010	168	13	learning	learning	NOUN
american_scientific_journal-11010	168	14	methodologies	methodology	NOUN
american_scientific_journal-11010	168	15	are	be	AUX
american_scientific_journal-11010	168	16	apt	apt	ADJ
american_scientific_journal-11010	168	17	for	for	ADP
american_scientific_journal-11010	168	18	dealing	deal	VERB
american_scientific_journal-11010	168	19	with	with	ADP
american_scientific_journal-11010	168	20	unstable	unstable	ADJ
american_scientific_journal-11010	168	21	and	and	CCONJ
american_scientific_journal-11010	168	22	high	high	ADV
american_scientific_journal-11010	168	23	-	-	PUNCT
american_scientific_journal-11010	168	24	dimensional	dimensional	ADJ
american_scientific_journal-11010	168	25	datasets	dataset	NOUN
american_scientific_journal-11010	168	26	and	and	CCONJ
american_scientific_journal-11010	168	27	are	be	AUX
american_scientific_journal-11010	168	28	particularly	particularly	ADV
american_scientific_journal-11010	168	29	potent	potent	ADJ
american_scientific_journal-11010	168	30	in	in	ADP
american_scientific_journal-11010	168	31	volatile	volatile	ADJ
american_scientific_journal-11010	168	32	demand	demand	NOUN
american_scientific_journal-11010	168	33	circumstances[16	circumstances[16	PRON
american_scientific_journal-11010	168	34	,	,	PUNCT
american_scientific_journal-11010	168	35	5	5	NUM
american_scientific_journal-11010	168	36	,	,	PUNCT
american_scientific_journal-11010	168	37	18,17	18,17	NOUN
american_scientific_journal-11010	168	38	]	]	PUNCT
american_scientific_journal-11010	168	39	.	.	PUNCT
american_scientific_journal-11010	169	1	2.4	2.4	NUM
american_scientific_journal-11010	169	2	.	.	PUNCT
american_scientific_journal-11010	170	1	deep	deep	ADJ
american_scientific_journal-11010	170	2	learning	learning	NOUN
american_scientific_journal-11010	170	3	methods	method	NOUN
american_scientific_journal-11010	170	4	deep	deep	ADJ
american_scientific_journal-11010	170	5	learning	learning	NOUN
american_scientific_journal-11010	170	6	,	,	PUNCT
american_scientific_journal-11010	170	7	a	a	DET
american_scientific_journal-11010	170	8	sub	sub	NOUN
american_scientific_journal-11010	170	9	-	-	ADJ
american_scientific_journal-11010	170	10	branch	branch	NOUN
american_scientific_journal-11010	170	11	of	of	ADP
american_scientific_journal-11010	170	12	machine	machine	NOUN
american_scientific_journal-11010	170	13	learning	learning	NOUN
american_scientific_journal-11010	170	14	,	,	PUNCT
american_scientific_journal-11010	170	15	utilizes	utilize	VERB
american_scientific_journal-11010	170	16	artificial	artificial	ADJ
american_scientific_journal-11010	170	17	neural	neural	ADJ
american_scientific_journal-11010	170	18	networks	network	NOUN
american_scientific_journal-11010	170	19	to	to	PART
american_scientific_journal-11010	170	20	tackle	tackle	VERB
american_scientific_journal-11010	170	21	complex	complex	ADJ
american_scientific_journal-11010	170	22	issues	issue	NOUN
american_scientific_journal-11010	170	23	.	.	PUNCT
american_scientific_journal-11010	171	1	it	it	PRON
american_scientific_journal-11010	171	2	has	have	AUX
american_scientific_journal-11010	171	3	acquired	acquire	VERB
american_scientific_journal-11010	171	4	widespread	widespread	ADJ
american_scientific_journal-11010	171	5	acceptance	acceptance	NOUN
american_scientific_journal-11010	171	6	owing	owe	VERB
american_scientific_journal-11010	171	7	to	to	ADP
american_scientific_journal-11010	171	8	its	its	PRON
american_scientific_journal-11010	171	9	capabilities	capability	NOUN
american_scientific_journal-11010	171	10	in	in	ADP
american_scientific_journal-11010	171	11	handling	handle	VERB
american_scientific_journal-11010	171	12	vast	vast	ADJ
american_scientific_journal-11010	171	13	data	datum	NOUN
american_scientific_journal-11010	171	14	sets	set	NOUN
american_scientific_journal-11010	171	15	and	and	CCONJ
american_scientific_journal-11010	171	16	modelling	model	VERB
american_scientific_journal-11010	171	17	non	non	ADJ
american_scientific_journal-11010	171	18	-	-	ADJ
american_scientific_journal-11010	171	19	linear	linear	ADJ
american_scientific_journal-11010	171	20	data	datum	NOUN
american_scientific_journal-11010	171	21	,	,	PUNCT
american_scientific_journal-11010	171	22	thereby	thereby	ADV
american_scientific_journal-11010	171	23	yielding	yield	VERB
american_scientific_journal-11010	171	24	more	more	ADV
american_scientific_journal-11010	171	25	precise	precise	ADJ
american_scientific_journal-11010	171	26	predictions	prediction	NOUN
american_scientific_journal-11010	171	27	compared	compare	VERB
american_scientific_journal-11010	171	28	to	to	ADP
american_scientific_journal-11010	171	29	conventional	conventional	ADJ
american_scientific_journal-11010	171	30	statistical	statistical	ADJ
american_scientific_journal-11010	171	31	methodologies[4	methodologies[4	NOUN
american_scientific_journal-11010	171	32	]	]	PUNCT
american_scientific_journal-11010	171	33	.	.	PUNCT
american_scientific_journal-11010	172	1	the	the	DET
american_scientific_journal-11010	172	2	spectrum	spectrum	NOUN
american_scientific_journal-11010	172	3	of	of	ADP
american_scientific_journal-11010	172	4	deep	deep	ADJ
american_scientific_journal-11010	172	5	learning	learning	NOUN
american_scientific_journal-11010	172	6	research	research	NOUN
american_scientific_journal-11010	172	7	incorporates	incorporate	VERB
american_scientific_journal-11010	172	8	the	the	DET
american_scientific_journal-11010	172	9	advancement	advancement	NOUN
american_scientific_journal-11010	172	10	of	of	ADP
american_scientific_journal-11010	172	11	more	more	ADV
american_scientific_journal-11010	172	12	effective	effective	ADJ
american_scientific_journal-11010	172	13	and	and	CCONJ
american_scientific_journal-11010	172	14	precise	precise	ADJ
american_scientific_journal-11010	172	15	neural	neural	ADJ
american_scientific_journal-11010	172	16	network	network	NOUN
american_scientific_journal-11010	172	17	architectures	architecture	NOUN
american_scientific_journal-11010	172	18	,	,	PUNCT
american_scientific_journal-11010	172	19	refining	refine	VERB
american_scientific_journal-11010	172	20	training	training	NOUN
american_scientific_journal-11010	172	21	algorithms	algorithm	NOUN
american_scientific_journal-11010	172	22	and	and	CCONJ
american_scientific_journal-11010	172	23	optimization	optimization	NOUN
american_scientific_journal-11010	172	24	strategies	strategy	NOUN
american_scientific_journal-11010	172	25	,	,	PUNCT
american_scientific_journal-11010	172	26	and	and	CCONJ
american_scientific_journal-11010	172	27	delving	delve	VERB
american_scientific_journal-11010	172	28	into	into	ADP
american_scientific_journal-11010	172	29	novel	novel	ADJ
american_scientific_journal-11010	172	30	application	application	NOUN
american_scientific_journal-11010	172	31	fields	field	NOUN
american_scientific_journal-11010	172	32	.	.	PUNCT
american_scientific_journal-11010	173	1	its	its	PRON
american_scientific_journal-11010	173	2	structural	structural	ADJ
american_scientific_journal-11010	173	3	design	design	NOUN
american_scientific_journal-11010	173	4	is	be	AUX
american_scientific_journal-11010	173	5	reminiscent	reminiscent	ADJ
american_scientific_journal-11010	173	6	of	of	ADP
american_scientific_journal-11010	173	7	the	the	DET
american_scientific_journal-11010	173	8	human	human	ADJ
american_scientific_journal-11010	173	9	brain	brain	NOUN
american_scientific_journal-11010	173	10	,	,	PUNCT
american_scientific_journal-11010	173	11	replete	replete	ADJ
american_scientific_journal-11010	173	12	with	with	ADP
american_scientific_journal-11010	173	13	interconnected	interconnected	ADJ
american_scientific_journal-11010	173	14	artificial	artificial	ADJ
american_scientific_journal-11010	173	15	neurons[19	neurons[19	NOUN
american_scientific_journal-11010	173	16	]	]	PUNCT
american_scientific_journal-11010	173	17	.	.	PUNCT
american_scientific_journal-11010	174	1	the	the	DET
american_scientific_journal-11010	174	2	architecture	architecture	NOUN
american_scientific_journal-11010	174	3	of	of	ADP
american_scientific_journal-11010	174	4	a	a	DET
american_scientific_journal-11010	174	5	neural	neural	ADJ
american_scientific_journal-11010	174	6	network	network	NOUN
american_scientific_journal-11010	174	7	encompasses	encompass	VERB
american_scientific_journal-11010	174	8	its	its	PRON
american_scientific_journal-11010	174	9	comprehensive	comprehensive	ADJ
american_scientific_journal-11010	174	10	layout	layout	NOUN
american_scientific_journal-11010	174	11	,	,	PUNCT
american_scientific_journal-11010	174	12	encapsulating	encapsulate	VERB
american_scientific_journal-11010	174	13	the	the	DET
american_scientific_journal-11010	174	14	total	total	ADJ
american_scientific_journal-11010	174	15	number	number	NOUN
american_scientific_journal-11010	174	16	,	,	PUNCT
american_scientific_journal-11010	174	17	configuration	configuration	NOUN
american_scientific_journal-11010	174	18	,	,	PUNCT
american_scientific_journal-11010	174	19	and	and	CCONJ
american_scientific_journal-11010	174	20	count	count	NOUN
american_scientific_journal-11010	174	21	of	of	ADP
american_scientific_journal-11010	174	22	neurons	neuron	NOUN
american_scientific_journal-11010	174	23	per	per	ADP
american_scientific_journal-11010	174	24	layer[10	layer[10	NOUN
american_scientific_journal-11010	174	25	]	]	PUNCT
american_scientific_journal-11010	174	26	.	.	PUNCT
american_scientific_journal-11010	175	1	the	the	DET
american_scientific_journal-11010	175	2	design	design	NOUN
american_scientific_journal-11010	175	3	of	of	ADP
american_scientific_journal-11010	175	4	a	a	DET
american_scientific_journal-11010	175	5	neural	neural	ADJ
american_scientific_journal-11010	175	6	network	network	NOUN
american_scientific_journal-11010	175	7	’s	’s	PART
american_scientific_journal-11010	175	8	architecture	architecture	NOUN
american_scientific_journal-11010	175	9	is	be	AUX
american_scientific_journal-11010	175	10	meticulously	meticulously	ADV
american_scientific_journal-11010	175	11	tailored	tailor	VERB
american_scientific_journal-11010	175	12	to	to	PART
american_scientific_journal-11010	175	13	suit	suit	VERB
american_scientific_journal-11010	175	14	the	the	DET
american_scientific_journal-11010	175	15	specific	specific	ADJ
american_scientific_journal-11010	175	16	issue	issue	NOUN
american_scientific_journal-11010	175	17	it	it	PRON
american_scientific_journal-11010	175	18	is	be	AUX
american_scientific_journal-11010	175	19	intended	intend	VERB
american_scientific_journal-11010	175	20	to	to	PART
american_scientific_journal-11010	175	21	resolve	resolve	VERB
american_scientific_journal-11010	175	22	.	.	PUNCT
american_scientific_journal-11010	176	1	the	the	DET
american_scientific_journal-11010	176	2	most	most	ADV
american_scientific_journal-11010	176	3	common	common	ADJ
american_scientific_journal-11010	176	4	neural	neural	ADJ
american_scientific_journal-11010	176	5	network	network	NOUN
american_scientific_journal-11010	176	6	architectures	architecture	NOUN
american_scientific_journal-11010	176	7	are	be	AUX
american_scientific_journal-11010	176	8	multilayer	multilayer	ADJ
american_scientific_journal-11010	176	9	perceptron	perceptron	NOUN
american_scientific_journal-11010	176	10	and	and	CCONJ
american_scientific_journal-11010	176	11	recurrent	recurrent	ADJ
american_scientific_journal-11010	176	12	neural	neural	ADJ
american_scientific_journal-11010	176	13	network	network	NOUN
american_scientific_journal-11010	176	14	.	.	PUNCT
american_scientific_journal-11010	177	1	american	american	ADJ
american_scientific_journal-11010	177	2	academic	academic	ADJ
american_scientific_journal-11010	177	3	scientific	scientific	ADJ
american_scientific_journal-11010	177	4	research	research	NOUN
american_scientific_journal-11010	177	5	journal	journal	NOUN
american_scientific_journal-11010	177	6	for	for	ADP
american_scientific_journal-11010	177	7	engineering	engineering	NOUN
american_scientific_journal-11010	177	8	,	,	PUNCT
american_scientific_journal-11010	177	9	technology	technology	NOUN
american_scientific_journal-11010	177	10	,	,	PUNCT
american_scientific_journal-11010	177	11	and	and	CCONJ
american_scientific_journal-11010	177	12	sciences	science	NOUN
american_scientific_journal-11010	177	13	(	(	PUNCT
american_scientific_journal-11010	177	14	asrjets	asrjet	NOUN
american_scientific_journal-11010	177	15	)	)	PUNCT
american_scientific_journal-11010	177	16	volume	volume	NOUN
american_scientific_journal-11010	177	17	98	98	NUM
american_scientific_journal-11010	177	18	,	,	PUNCT
american_scientific_journal-11010	177	19	no	no	DET
american_scientific_journal-11010	177	20	1	1	NUM
american_scientific_journal-11010	177	21	,	,	PUNCT
american_scientific_journal-11010	177	22	pp	pp	ADV
american_scientific_journal-11010	177	23	309	309	NUM
american_scientific_journal-11010	177	24	-	-	SYM
american_scientific_journal-11010	177	25	329	329	NUM
american_scientific_journal-11010	177	26	318	318	NUM
american_scientific_journal-11010	177	27	2.4.1	2.4.1	NUM
american_scientific_journal-11010	177	28	.	.	PUNCT
american_scientific_journal-11010	178	1	multilayer	multilayer	PROPN
american_scientific_journal-11010	178	2	perceptron	perceptron	PROPN
american_scientific_journal-11010	178	3	(	(	PUNCT
american_scientific_journal-11010	178	4	mlp	mlp	PROPN
american_scientific_journal-11010	178	5	)	)	PUNCT
american_scientific_journal-11010	178	6	the	the	DET
american_scientific_journal-11010	178	7	multilayer	multilayer	PROPN
american_scientific_journal-11010	178	8	perceptron	perceptron	PROPN
american_scientific_journal-11010	178	9	(	(	PUNCT
american_scientific_journal-11010	178	10	mlp	mlp	PROPN
american_scientific_journal-11010	178	11	)	)	PUNCT
american_scientific_journal-11010	178	12	is	be	AUX
american_scientific_journal-11010	178	13	classified	classify	VERB
american_scientific_journal-11010	178	14	as	as	ADP
american_scientific_journal-11010	178	15	a	a	DET
american_scientific_journal-11010	178	16	feedforward	feedforward	ADJ
american_scientific_journal-11010	178	17	neural	neural	ADJ
american_scientific_journal-11010	178	18	network	network	NOUN
american_scientific_journal-11010	178	19	,	,	PUNCT
american_scientific_journal-11010	178	20	embodying	embody	VERB
american_scientific_journal-11010	178	21	an	an	DET
american_scientific_journal-11010	178	22	input	input	NOUN
american_scientific_journal-11010	178	23	layer	layer	NOUN
american_scientific_journal-11010	178	24	,	,	PUNCT
american_scientific_journal-11010	178	25	one	one	NUM
american_scientific_journal-11010	178	26	or	or	CCONJ
american_scientific_journal-11010	178	27	more	more	ADJ
american_scientific_journal-11010	178	28	intermediary	intermediary	ADJ
american_scientific_journal-11010	178	29	or	or	CCONJ
american_scientific_journal-11010	178	30	hidden	hidden	ADJ
american_scientific_journal-11010	178	31	layers	layer	NOUN
american_scientific_journal-11010	178	32	,	,	PUNCT
american_scientific_journal-11010	178	33	and	and	CCONJ
american_scientific_journal-11010	178	34	an	an	DET
american_scientific_journal-11010	178	35	output	output	NOUN
american_scientific_journal-11010	178	36	layer	layer	NOUN
american_scientific_journal-11010	178	37	.	.	PUNCT
american_scientific_journal-11010	179	1	within	within	ADP
american_scientific_journal-11010	179	2	this	this	DET
american_scientific_journal-11010	179	3	network	network	NOUN
american_scientific_journal-11010	179	4	,	,	PUNCT
american_scientific_journal-11010	179	5	each	each	DET
american_scientific_journal-11010	179	6	neuron	neuron	NOUN
american_scientific_journal-11010	179	7	is	be	AUX
american_scientific_journal-11010	179	8	integrally	integrally	ADV
american_scientific_journal-11010	179	9	connected	connect	VERB
american_scientific_journal-11010	179	10	to	to	ADP
american_scientific_journal-11010	179	11	every	every	DET
american_scientific_journal-11010	179	12	other	other	ADJ
american_scientific_journal-11010	179	13	neuron	neuron	NOUN
american_scientific_journal-11010	179	14	present	present	ADJ
american_scientific_journal-11010	179	15	in	in	ADP
american_scientific_journal-11010	179	16	its	its	PRON
american_scientific_journal-11010	179	17	neighboring	neighboring	NOUN
american_scientific_journal-11010	179	18	layers	layer	NOUN
american_scientific_journal-11010	179	19	,	,	PUNCT
american_scientific_journal-11010	179	20	with	with	ADP
american_scientific_journal-11010	179	21	corresponding	corresponding	ADJ
american_scientific_journal-11010	179	22	weights[27	weights[27	PROPN
american_scientific_journal-11010	179	23	]	]	PUNCT
american_scientific_journal-11010	179	24	.	.	PUNCT
american_scientific_journal-11010	180	1	the	the	DET
american_scientific_journal-11010	180	2	network	network	NOUN
american_scientific_journal-11010	180	3	is	be	AUX
american_scientific_journal-11010	180	4	purposed	purpose	VERB
american_scientific_journal-11010	180	5	to	to	PART
american_scientific_journal-11010	180	6	comprehend	comprehend	VERB
american_scientific_journal-11010	180	7	complex	complex	ADJ
american_scientific_journal-11010	180	8	non	non	ADJ
american_scientific_journal-11010	180	9	-	-	ADJ
american_scientific_journal-11010	180	10	linear	linear	ADJ
american_scientific_journal-11010	180	11	representations	representation	NOUN
american_scientific_journal-11010	180	12	of	of	ADP
american_scientific_journal-11010	180	13	the	the	DET
american_scientific_journal-11010	180	14	input	input	NOUN
american_scientific_journal-11010	180	15	data	datum	NOUN
american_scientific_journal-11010	180	16	,	,	PUNCT
american_scientific_journal-11010	180	17	with	with	ADP
american_scientific_journal-11010	180	18	the	the	DET
american_scientific_journal-11010	180	19	final	final	ADJ
american_scientific_journal-11010	180	20	hidden	hide	VERB
american_scientific_journal-11010	180	21	layer	layer	NOUN
american_scientific_journal-11010	180	22	’s	’s	PART
american_scientific_journal-11010	180	23	output	output	NOUN
american_scientific_journal-11010	180	24	signifying	signify	VERB
american_scientific_journal-11010	180	25	this	this	DET
american_scientific_journal-11010	180	26	feature	feature	NOUN
american_scientific_journal-11010	180	27	extraction	extraction	NOUN
american_scientific_journal-11010	180	28	process[32	process[32	NOUN
american_scientific_journal-11010	180	29	]	]	PUNCT
american_scientific_journal-11010	180	30	.	.	PUNCT
american_scientific_journal-11010	181	1	subsequently	subsequently	ADV
american_scientific_journal-11010	181	2	,	,	PUNCT
american_scientific_journal-11010	181	3	the	the	DET
american_scientific_journal-11010	181	4	output	output	NOUN
american_scientific_journal-11010	181	5	layer	layer	NOUN
american_scientific_journal-11010	181	6	,	,	PUNCT
american_scientific_journal-11010	181	7	functioning	function	VERB
american_scientific_journal-11010	181	8	as	as	ADP
american_scientific_journal-11010	181	9	a	a	DET
american_scientific_journal-11010	181	10	singular	singular	NOUN
american_scientific_journal-11010	181	11	-	-	PUNCT
american_scientific_journal-11010	181	12	layered	layer	VERB
american_scientific_journal-11010	181	13	perceptron	perceptron	NOUN
american_scientific_journal-11010	181	14	,	,	PUNCT
american_scientific_journal-11010	181	15	maps	map	VERB
american_scientific_journal-11010	181	16	these	these	PRON
american_scientific_journal-11010	181	17	extracted	extract	VERB
american_scientific_journal-11010	181	18	features	feature	NOUN
american_scientific_journal-11010	181	19	onto	onto	ADP
american_scientific_journal-11010	181	20	the	the	DET
american_scientific_journal-11010	181	21	desired	desire	VERB
american_scientific_journal-11010	181	22	output	output	NOUN
american_scientific_journal-11010	181	23	target	target	NOUN
american_scientific_journal-11010	181	24	.	.	PUNCT
american_scientific_journal-11010	182	1	the	the	DET
american_scientific_journal-11010	182	2	network	network	NOUN
american_scientific_journal-11010	182	3	employs	employ	VERB
american_scientific_journal-11010	182	4	activation	activation	NOUN
american_scientific_journal-11010	182	5	functions	function	NOUN
american_scientific_journal-11010	182	6	and	and	CCONJ
american_scientific_journal-11010	182	7	forward	forward	ADJ
american_scientific_journal-11010	182	8	propagation	propagation	NOUN
american_scientific_journal-11010	182	9	to	to	ADP
american_scientific_journal-11010	182	10	compute	compute	VERB
american_scientific_journal-11010	182	11	predictions	prediction	NOUN
american_scientific_journal-11010	182	12	,	,	PUNCT
american_scientific_journal-11010	182	13	while	while	SCONJ
american_scientific_journal-11010	182	14	biases	bias	NOUN
american_scientific_journal-11010	182	15	and	and	CCONJ
american_scientific_journal-11010	182	16	weights	weight	NOUN
american_scientific_journal-11010	182	17	are	be	AUX
american_scientific_journal-11010	182	18	adjusted	adjust	VERB
american_scientific_journal-11010	182	19	via	via	ADP
american_scientific_journal-11010	182	20	backward	backward	ADJ
american_scientific_journal-11010	182	21	propagation	propagation	NOUN
american_scientific_journal-11010	182	22	to	to	PART
american_scientific_journal-11010	182	23	minimize	minimize	VERB
american_scientific_journal-11010	182	24	errors	error	NOUN
american_scientific_journal-11010	182	25	.	.	PUNCT
american_scientific_journal-11010	183	1	this	this	DET
american_scientific_journal-11010	183	2	approach	approach	NOUN
american_scientific_journal-11010	183	3	aids	aid	NOUN
american_scientific_journal-11010	183	4	in	in	ADP
american_scientific_journal-11010	183	5	identifying	identify	VERB
american_scientific_journal-11010	183	6	the	the	DET
american_scientific_journal-11010	183	7	optimal	optimal	ADJ
american_scientific_journal-11010	183	8	parameters	parameter	NOUN
american_scientific_journal-11010	183	9	for	for	ADP
american_scientific_journal-11010	183	10	the	the	DET
american_scientific_journal-11010	183	11	prediction[27	prediction[27	NOUN
american_scientific_journal-11010	183	12	]	]	PUNCT
american_scientific_journal-11010	183	13	.	.	PUNCT
american_scientific_journal-11010	184	1	the	the	DET
american_scientific_journal-11010	184	2	choice	choice	NOUN
american_scientific_journal-11010	184	3	of	of	ADP
american_scientific_journal-11010	184	4	the	the	DET
american_scientific_journal-11010	184	5	activation	activation	NOUN
american_scientific_journal-11010	184	6	function	function	NOUN
american_scientific_journal-11010	184	7	considerably	considerably	ADV
american_scientific_journal-11010	184	8	influences	influence	VERB
american_scientific_journal-11010	184	9	the	the	DET
american_scientific_journal-11010	184	10	training	training	NOUN
american_scientific_journal-11010	184	11	efficacy	efficacy	NOUN
american_scientific_journal-11010	184	12	of	of	ADP
american_scientific_journal-11010	184	13	the	the	DET
american_scientific_journal-11010	184	14	network[32	network[32	NOUN
american_scientific_journal-11010	184	15	]	]	PUNCT
american_scientific_journal-11010	184	16	.	.	PUNCT
american_scientific_journal-11010	185	1	a	a	DET
american_scientific_journal-11010	185	2	study	study	NOUN
american_scientific_journal-11010	185	3	on	on	ADP
american_scientific_journal-11010	185	4	sales	sale	NOUN
american_scientific_journal-11010	185	5	prediction	prediction	NOUN
american_scientific_journal-11010	185	6	conducted	conduct	VERB
american_scientific_journal-11010	185	7	by	by	ADP
american_scientific_journal-11010	185	8	[	[	PUNCT
american_scientific_journal-11010	185	9	33	33	NUM
american_scientific_journal-11010	185	10	]	]	PUNCT
american_scientific_journal-11010	185	11	discusses	discuss	VERB
american_scientific_journal-11010	185	12	the	the	DET
american_scientific_journal-11010	185	13	use	use	NOUN
american_scientific_journal-11010	185	14	of	of	ADP
american_scientific_journal-11010	185	15	neural	neural	ADJ
american_scientific_journal-11010	185	16	networks	network	NOUN
american_scientific_journal-11010	185	17	for	for	ADP
american_scientific_journal-11010	185	18	sales	sale	NOUN
american_scientific_journal-11010	185	19	forecasting	forecasting	NOUN
american_scientific_journal-11010	185	20	,	,	PUNCT
american_scientific_journal-11010	185	21	particularly	particularly	ADV
american_scientific_journal-11010	185	22	in	in	ADP
american_scientific_journal-11010	185	23	scenarios	scenario	NOUN
american_scientific_journal-11010	185	24	where	where	SCONJ
american_scientific_journal-11010	185	25	companies	company	NOUN
american_scientific_journal-11010	185	26	have	have	AUX
american_scientific_journal-11010	185	27	limited	limit	VERB
american_scientific_journal-11010	185	28	historical	historical	ADJ
american_scientific_journal-11010	185	29	data	datum	NOUN
american_scientific_journal-11010	185	30	due	due	ADP
american_scientific_journal-11010	185	31	to	to	ADP
american_scientific_journal-11010	185	32	factors	factor	NOUN
american_scientific_journal-11010	185	33	such	such	ADJ
american_scientific_journal-11010	185	34	as	as	ADP
american_scientific_journal-11010	185	35	changes	change	NOUN
american_scientific_journal-11010	185	36	in	in	ADP
american_scientific_journal-11010	185	37	warehouse	warehouse	NOUN
american_scientific_journal-11010	185	38	structure	structure	NOUN
american_scientific_journal-11010	185	39	.	.	PUNCT
american_scientific_journal-11010	186	1	the	the	DET
american_scientific_journal-11010	186	2	study	study	NOUN
american_scientific_journal-11010	186	3	emphasizes	emphasize	VERB
american_scientific_journal-11010	186	4	the	the	DET
american_scientific_journal-11010	186	5	challenges	challenge	NOUN
american_scientific_journal-11010	186	6	of	of	ADP
american_scientific_journal-11010	186	7	forecasting	forecast	VERB
american_scientific_journal-11010	186	8	sales	sale	NOUN
american_scientific_journal-11010	186	9	with	with	ADP
american_scientific_journal-11010	186	10	small	small	ADJ
american_scientific_journal-11010	186	11	datasets	dataset	NOUN
american_scientific_journal-11010	186	12	and	and	CCONJ
american_scientific_journal-11010	186	13	proposes	propose	VERB
american_scientific_journal-11010	186	14	the	the	DET
american_scientific_journal-11010	186	15	use	use	NOUN
american_scientific_journal-11010	186	16	of	of	ADP
american_scientific_journal-11010	186	17	a	a	DET
american_scientific_journal-11010	186	18	multilayer	multilayer	ADJ
american_scientific_journal-11010	186	19	perceptron	perceptron	NOUN
american_scientific_journal-11010	186	20	for	for	ADP
american_scientific_journal-11010	186	21	making	make	VERB
american_scientific_journal-11010	186	22	sales	sale	NOUN
american_scientific_journal-11010	186	23	predictions	prediction	NOUN
american_scientific_journal-11010	186	24	.	.	PUNCT
american_scientific_journal-11010	187	1	the	the	DET
american_scientific_journal-11010	187	2	authors	author	NOUN
american_scientific_journal-11010	187	3	found	find	VERB
american_scientific_journal-11010	187	4	that	that	SCONJ
american_scientific_journal-11010	187	5	variations	variation	NOUN
american_scientific_journal-11010	187	6	in	in	ADP
american_scientific_journal-11010	187	7	learning	learn	VERB
american_scientific_journal-11010	187	8	rates	rate	NOUN
american_scientific_journal-11010	187	9	did	do	AUX
american_scientific_journal-11010	187	10	not	not	PART
american_scientific_journal-11010	187	11	significantly	significantly	ADV
american_scientific_journal-11010	187	12	affect	affect	VERB
american_scientific_journal-11010	187	13	computing	computing	NOUN
american_scientific_journal-11010	187	14	time	time	NOUN
american_scientific_journal-11010	187	15	,	,	PUNCT
american_scientific_journal-11010	187	16	and	and	CCONJ
american_scientific_journal-11010	187	17	the	the	DET
american_scientific_journal-11010	187	18	model	model	NOUN
american_scientific_journal-11010	187	19	achieved	achieve	VERB
american_scientific_journal-11010	187	20	validation	validation	NOUN
american_scientific_journal-11010	187	21	errors	error	NOUN
american_scientific_journal-11010	187	22	below	below	ADP
american_scientific_journal-11010	187	23	five	five	NUM
american_scientific_journal-11010	187	24	percent	percent	NOUN
american_scientific_journal-11010	187	25	,	,	PUNCT
american_scientific_journal-11010	187	26	demonstrating	demonstrate	VERB
american_scientific_journal-11010	187	27	the	the	DET
american_scientific_journal-11010	187	28	potential	potential	ADJ
american_scientific_journal-11010	187	29	effectiveness	effectiveness	NOUN
american_scientific_journal-11010	187	30	of	of	ADP
american_scientific_journal-11010	187	31	neural	neural	ADJ
american_scientific_journal-11010	187	32	networks	network	NOUN
american_scientific_journal-11010	187	33	in	in	ADP
american_scientific_journal-11010	187	34	sales	sale	NOUN
american_scientific_journal-11010	187	35	forecasting	forecasting	NOUN
american_scientific_journal-11010	187	36	even	even	ADV
american_scientific_journal-11010	187	37	with	with	ADP
american_scientific_journal-11010	187	38	limited	limited	ADJ
american_scientific_journal-11010	187	39	data	datum	NOUN
american_scientific_journal-11010	187	40	.	.	PUNCT
american_scientific_journal-11010	188	1	the	the	DET
american_scientific_journal-11010	188	2	study	study	NOUN
american_scientific_journal-11010	188	3	's	's	PART
american_scientific_journal-11010	188	4	findings	finding	NOUN
american_scientific_journal-11010	188	5	suggest	suggest	VERB
american_scientific_journal-11010	188	6	that	that	SCONJ
american_scientific_journal-11010	188	7	neural	neural	ADJ
american_scientific_journal-11010	188	8	networks	network	NOUN
american_scientific_journal-11010	188	9	,	,	PUNCT
american_scientific_journal-11010	188	10	due	due	ADP
american_scientific_journal-11010	188	11	to	to	ADP
american_scientific_journal-11010	188	12	their	their	PRON
american_scientific_journal-11010	188	13	flexibility	flexibility	NOUN
american_scientific_journal-11010	188	14	and	and	CCONJ
american_scientific_journal-11010	188	15	independence	independence	NOUN
american_scientific_journal-11010	188	16	from	from	ADP
american_scientific_journal-11010	188	17	traditional	traditional	ADJ
american_scientific_journal-11010	188	18	statistical	statistical	ADJ
american_scientific_journal-11010	188	19	assumptions	assumption	NOUN
american_scientific_journal-11010	188	20	,	,	PUNCT
american_scientific_journal-11010	188	21	can	can	AUX
american_scientific_journal-11010	188	22	be	be	AUX
american_scientific_journal-11010	188	23	a	a	DET
american_scientific_journal-11010	188	24	valuable	valuable	ADJ
american_scientific_journal-11010	188	25	tool	tool	NOUN
american_scientific_journal-11010	188	26	for	for	ADP
american_scientific_journal-11010	188	27	sales	sale	NOUN
american_scientific_journal-11010	188	28	forecasting	forecasting	NOUN
american_scientific_journal-11010	188	29	.	.	PUNCT
american_scientific_journal-11010	189	1	2.4.2	2.4.2	X
american_scientific_journal-11010	189	2	.	.	PUNCT
american_scientific_journal-11010	190	1	recurrent	recurrent	ADJ
american_scientific_journal-11010	190	2	neural	neural	ADJ
american_scientific_journal-11010	190	3	network	network	NOUN
american_scientific_journal-11010	190	4	recurrent	recurrent	NOUN
american_scientific_journal-11010	190	5	neural	neural	ADJ
american_scientific_journal-11010	190	6	networks	network	NOUN
american_scientific_journal-11010	190	7	(	(	PUNCT
american_scientific_journal-11010	190	8	rnns	rnns	PROPN
american_scientific_journal-11010	190	9	)	)	PUNCT
american_scientific_journal-11010	190	10	are	be	AUX
american_scientific_journal-11010	190	11	specialized	specialized	ADJ
american_scientific_journal-11010	190	12	neural	neural	ADJ
american_scientific_journal-11010	190	13	networks	network	NOUN
american_scientific_journal-11010	190	14	designed	design	VERB
american_scientific_journal-11010	190	15	for	for	ADP
american_scientific_journal-11010	190	16	sequential	sequential	ADJ
american_scientific_journal-11010	190	17	data	datum	NOUN
american_scientific_journal-11010	190	18	like	like	ADP
american_scientific_journal-11010	190	19	time	time	NOUN
american_scientific_journal-11010	190	20	series	series	NOUN
american_scientific_journal-11010	190	21	or	or	CCONJ
american_scientific_journal-11010	190	22	natural	natural	ADJ
american_scientific_journal-11010	190	23	language	language	NOUN
american_scientific_journal-11010	190	24	.	.	PUNCT
american_scientific_journal-11010	191	1	unlike	unlike	ADP
american_scientific_journal-11010	191	2	conventional	conventional	ADJ
american_scientific_journal-11010	191	3	neural	neural	ADJ
american_scientific_journal-11010	191	4	networks	network	NOUN
american_scientific_journal-11010	191	5	that	that	PRON
american_scientific_journal-11010	191	6	process	process	VERB
american_scientific_journal-11010	191	7	fixed	fix	VERB
american_scientific_journal-11010	191	8	-	-	PUNCT
american_scientific_journal-11010	191	9	size	size	NOUN
american_scientific_journal-11010	191	10	inputs	input	NOUN
american_scientific_journal-11010	191	11	,	,	PUNCT
american_scientific_journal-11010	191	12	rnns	rnn	NOUN
american_scientific_journal-11010	191	13	have	have	VERB
american_scientific_journal-11010	191	14	a	a	DET
american_scientific_journal-11010	191	15	feedback	feedback	NOUN
american_scientific_journal-11010	191	16	mechanism	mechanism	NOUN
american_scientific_journal-11010	191	17	that	that	PRON
american_scientific_journal-11010	191	18	retains	retain	VERB
american_scientific_journal-11010	191	19	information	information	NOUN
american_scientific_journal-11010	191	20	from	from	ADP
american_scientific_journal-11010	191	21	previous	previous	ADJ
american_scientific_journal-11010	191	22	inputs	input	NOUN
american_scientific_journal-11010	191	23	,	,	PUNCT
american_scientific_journal-11010	191	24	allowing	allow	VERB
american_scientific_journal-11010	191	25	them	they	PRON
american_scientific_journal-11010	191	26	to	to	PART
american_scientific_journal-11010	191	27	detect	detect	VERB
american_scientific_journal-11010	191	28	patterns	pattern	NOUN
american_scientific_journal-11010	191	29	across	across	ADP
american_scientific_journal-11010	191	30	sequences	sequence	NOUN
american_scientific_journal-11010	191	31	by	by	ADP
american_scientific_journal-11010	191	32	maintaining	maintain	VERB
american_scientific_journal-11010	191	33	a	a	DET
american_scientific_journal-11010	191	34	"	"	PUNCT
american_scientific_journal-11010	191	35	hidden	hidden	ADJ
american_scientific_journal-11010	191	36	state	state	NOUN
american_scientific_journal-11010	191	37	"	"	PUNCT
american_scientific_journal-11010	192	1	[	[	X
american_scientific_journal-11010	192	2	32	32	NUM
american_scientific_journal-11010	192	3	]	]	PUNCT
american_scientific_journal-11010	192	4	.	.	PUNCT
american_scientific_journal-11010	193	1	rnns	rnns	PROPN
american_scientific_journal-11010	193	2	are	be	AUX
american_scientific_journal-11010	193	3	trained	train	VERB
american_scientific_journal-11010	193	4	using	use	VERB
american_scientific_journal-11010	193	5	backpropagation	backpropagation	NOUN
american_scientific_journal-11010	193	6	through	through	ADP
american_scientific_journal-11010	193	7	time	time	NOUN
american_scientific_journal-11010	193	8	(	(	PUNCT
american_scientific_journal-11010	193	9	bptt	bptt	NOUN
american_scientific_journal-11010	193	10	)	)	PUNCT
american_scientific_journal-11010	193	11	,	,	PUNCT
american_scientific_journal-11010	193	12	a	a	DET
american_scientific_journal-11010	193	13	version	version	NOUN
american_scientific_journal-11010	193	14	of	of	ADP
american_scientific_journal-11010	193	15	backpropagation	backpropagation	NOUN
american_scientific_journal-11010	193	16	adapted	adapt	VERB
american_scientific_journal-11010	193	17	for	for	ADP
american_scientific_journal-11010	193	18	temporal	temporal	ADJ
american_scientific_journal-11010	193	19	data	datum	NOUN
american_scientific_journal-11010	193	20	.	.	PUNCT
american_scientific_journal-11010	194	1	however	however	ADV
american_scientific_journal-11010	194	2	,	,	PUNCT
american_scientific_journal-11010	194	3	they	they	PRON
american_scientific_journal-11010	194	4	face	face	VERB
american_scientific_journal-11010	194	5	issues	issue	NOUN
american_scientific_journal-11010	194	6	like	like	ADP
american_scientific_journal-11010	194	7	vanishing	vanish	VERB
american_scientific_journal-11010	194	8	and	and	CCONJ
american_scientific_journal-11010	194	9	exploding	explode	VERB
american_scientific_journal-11010	194	10	gradients	gradient	NOUN
american_scientific_journal-11010	194	11	.	.	PUNCT
american_scientific_journal-11010	195	1	vanishing	vanish	VERB
american_scientific_journal-11010	195	2	gradients	gradient	NOUN
american_scientific_journal-11010	195	3	hinder	hinder	VERB
american_scientific_journal-11010	195	4	learning	learn	VERB
american_scientific_journal-11010	195	5	by	by	ADP
american_scientific_journal-11010	195	6	making	make	VERB
american_scientific_journal-11010	195	7	weight	weight	NOUN
american_scientific_journal-11010	195	8	updates	update	NOUN
american_scientific_journal-11010	195	9	insignificant	insignificant	ADJ
american_scientific_journal-11010	195	10	,	,	PUNCT
american_scientific_journal-11010	195	11	while	while	SCONJ
american_scientific_journal-11010	195	12	exploding	explode	VERB
american_scientific_journal-11010	195	13	gradients	gradient	NOUN
american_scientific_journal-11010	195	14	lead	lead	VERB
american_scientific_journal-11010	195	15	to	to	ADP
american_scientific_journal-11010	195	16	instability	instability	NOUN
american_scientific_journal-11010	195	17	with	with	ADP
american_scientific_journal-11010	195	18	excessively	excessively	ADV
american_scientific_journal-11010	195	19	large	large	ADJ
american_scientific_journal-11010	195	20	weights	weight	NOUN
american_scientific_journal-11010	195	21	.	.	PUNCT
american_scientific_journal-11010	196	1	to	to	PART
american_scientific_journal-11010	196	2	mitigate	mitigate	VERB
american_scientific_journal-11010	196	3	these	these	DET
american_scientific_journal-11010	196	4	issues	issue	NOUN
american_scientific_journal-11010	196	5	,	,	PUNCT
american_scientific_journal-11010	196	6	reducing	reduce	VERB
american_scientific_journal-11010	196	7	the	the	DET
american_scientific_journal-11010	196	8	number	number	NOUN
american_scientific_journal-11010	196	9	of	of	ADP
american_scientific_journal-11010	196	10	hidden	hidden	ADJ
american_scientific_journal-11010	196	11	layers	layer	NOUN
american_scientific_journal-11010	196	12	can	can	AUX
american_scientific_journal-11010	196	13	help	help	VERB
american_scientific_journal-11010	196	14	simplify	simplify	VERB
american_scientific_journal-11010	196	15	the	the	DET
american_scientific_journal-11010	196	16	model	model	NOUN
american_scientific_journal-11010	196	17	.	.	PUNCT
american_scientific_journal-11010	197	1	notably	notably	ADV
american_scientific_journal-11010	197	2	,	,	PUNCT
american_scientific_journal-11010	197	3	the	the	DET
american_scientific_journal-11010	197	4	vanishing	vanish	VERB
american_scientific_journal-11010	197	5	gradient	gradient	NOUN
american_scientific_journal-11010	197	6	problem	problem	NOUN
american_scientific_journal-11010	197	7	limits	limit	VERB
american_scientific_journal-11010	197	8	rnns	rnn	NOUN
american_scientific_journal-11010	197	9	'	'	PART
american_scientific_journal-11010	197	10	ability	ability	NOUN
american_scientific_journal-11010	197	11	to	to	PART
american_scientific_journal-11010	197	12	capture	capture	VERB
american_scientific_journal-11010	197	13	long	long	ADJ
american_scientific_journal-11010	197	14	-	-	PUNCT
american_scientific_journal-11010	197	15	term	term	NOUN
american_scientific_journal-11010	197	16	dependencies[19,1	dependencies[19,1	PROPN
american_scientific_journal-11010	197	17	]	]	PUNCT
american_scientific_journal-11010	197	18	.	.	PUNCT
american_scientific_journal-11010	198	1	in	in	ADP
american_scientific_journal-11010	198	2	1997	1997	NUM
american_scientific_journal-11010	198	3	,	,	PUNCT
american_scientific_journal-11010	198	4	hochreiter	hochreiter	PROPN
american_scientific_journal-11010	198	5	and	and	CCONJ
american_scientific_journal-11010	198	6	schmidhuber	schmidhuber	PROPN
american_scientific_journal-11010	198	7	proposed	propose	VERB
american_scientific_journal-11010	198	8	the	the	DET
american_scientific_journal-11010	198	9	long	long	ADJ
american_scientific_journal-11010	198	10	short	short	ADJ
american_scientific_journal-11010	198	11	-	-	PUNCT
american_scientific_journal-11010	198	12	term	term	NOUN
american_scientific_journal-11010	198	13	memory	memory	NOUN
american_scientific_journal-11010	198	14	network	network	NOUN
american_scientific_journal-11010	198	15	(	(	PUNCT
american_scientific_journal-11010	198	16	lstm	lstm	PROPN
american_scientific_journal-11010	198	17	)	)	PUNCT
american_scientific_journal-11010	198	18	as	as	ADP
american_scientific_journal-11010	198	19	a	a	DET
american_scientific_journal-11010	198	20	remedy	remedy	NOUN
american_scientific_journal-11010	198	21	to	to	ADP
american_scientific_journal-11010	198	22	the	the	DET
american_scientific_journal-11010	198	23	vanishing	vanish	VERB
american_scientific_journal-11010	198	24	gradient	gradient	NOUN
american_scientific_journal-11010	198	25	problem[10	problem[10	NOUN
american_scientific_journal-11010	198	26	]	]	PUNCT
american_scientific_journal-11010	198	27	.	.	PUNCT
american_scientific_journal-11010	199	1	the	the	DET
american_scientific_journal-11010	199	2	primary	primary	ADJ
american_scientific_journal-11010	199	3	goal	goal	NOUN
american_scientific_journal-11010	199	4	was	be	AUX
american_scientific_journal-11010	199	5	to	to	PART
american_scientific_journal-11010	199	6	handle	handle	VERB
american_scientific_journal-11010	199	7	the	the	DET
american_scientific_journal-11010	199	8	challenge	challenge	NOUN
american_scientific_journal-11010	199	9	of	of	ADP
american_scientific_journal-11010	199	10	long	long	ADJ
american_scientific_journal-11010	199	11	-	-	PUNCT
american_scientific_journal-11010	199	12	term	term	NOUN
american_scientific_journal-11010	199	13	dependencies[1	dependencies[1	PROPN
american_scientific_journal-11010	199	14	]	]	PUNCT
american_scientific_journal-11010	199	15	.	.	PUNCT
american_scientific_journal-11010	200	1	in	in	ADP
american_scientific_journal-11010	200	2	essence	essence	NOUN
american_scientific_journal-11010	200	3	,	,	PUNCT
american_scientific_journal-11010	200	4	if	if	SCONJ
american_scientific_journal-11010	200	5	the	the	DET
american_scientific_journal-11010	200	6	rnn	rnn	NOUN
american_scientific_journal-11010	200	7	model	model	NOUN
american_scientific_journal-11010	200	8	is	be	AUX
american_scientific_journal-11010	200	9	required	require	VERB
american_scientific_journal-11010	200	10	to	to	PART
american_scientific_journal-11010	200	11	consider	consider	VERB
american_scientific_journal-11010	200	12	an	an	DET
american_scientific_journal-11010	200	13	older	old	ADJ
american_scientific_journal-11010	200	14	state	state	NOUN
american_scientific_journal-11010	200	15	to	to	PART
american_scientific_journal-11010	200	16	inform	inform	VERB
american_scientific_journal-11010	200	17	the	the	DET
american_scientific_journal-11010	200	18	current	current	ADJ
american_scientific_journal-11010	200	19	prediction	prediction	NOUN
american_scientific_journal-11010	200	20	,	,	PUNCT
american_scientific_journal-11010	200	21	it	it	PRON
american_scientific_journal-11010	200	22	might	might	AUX
american_scientific_journal-11010	200	23	fail	fail	VERB
american_scientific_journal-11010	200	24	to	to	PART
american_scientific_journal-11010	200	25	produce	produce	VERB
american_scientific_journal-11010	200	26	accurate	accurate	ADJ
american_scientific_journal-11010	200	27	predictions	prediction	NOUN
american_scientific_journal-11010	200	28	.	.	PUNCT
american_scientific_journal-11010	201	1	to	to	PART
american_scientific_journal-11010	201	2	rectify	rectify	VERB
american_scientific_journal-11010	201	3	this	this	PRON
american_scientific_journal-11010	201	4	,	,	PUNCT
american_scientific_journal-11010	201	5	lstms	lstms	NOUN
american_scientific_journal-11010	201	6	incorporate	incorporate	VERB
american_scientific_journal-11010	201	7	three	three	NUM
american_scientific_journal-11010	201	8	gated	gate	VERB
american_scientific_journal-11010	201	9	‘	'	PUNCT
american_scientific_journal-11010	201	10	cells	cell	NOUN
american_scientific_journal-11010	201	11	’	'	PUNCT
american_scientific_journal-11010	201	12	within	within	ADP
american_scientific_journal-11010	201	13	the	the	DET
american_scientific_journal-11010	201	14	hidden	hidden	ADJ
american_scientific_journal-11010	201	15	layers	layer	NOUN
american_scientific_journal-11010	201	16	of	of	ADP
american_scientific_journal-11010	201	17	the	the	DET
american_scientific_journal-11010	201	18	neural	neural	ADJ
american_scientific_journal-11010	201	19	network	network	NOUN
american_scientific_journal-11010	201	20	:	:	PUNCT
american_scientific_journal-11010	201	21	an	an	DET
american_scientific_journal-11010	201	22	input	input	NOUN
american_scientific_journal-11010	201	23	gate	gate	NOUN
american_scientific_journal-11010	201	24	,	,	PUNCT
american_scientific_journal-11010	201	25	an	an	DET
american_scientific_journal-11010	201	26	output	output	NOUN
american_scientific_journal-11010	201	27	gate	gate	NOUN
american_scientific_journal-11010	201	28	,	,	PUNCT
american_scientific_journal-11010	201	29	and	and	CCONJ
american_scientific_journal-11010	201	30	a	a	DET
american_scientific_journal-11010	201	31	forget	forget	NOUN
american_scientific_journal-11010	201	32	gate	gate	NOUN
american_scientific_journal-11010	201	33	.	.	PUNCT
american_scientific_journal-11010	202	1	these	these	DET
american_scientific_journal-11010	202	2	gates	gate	NOUN
american_scientific_journal-11010	202	3	govern	govern	VERB
american_scientific_journal-11010	202	4	the	the	DET
american_scientific_journal-11010	202	5	flow	flow	NOUN
american_scientific_journal-11010	202	6	of	of	ADP
american_scientific_journal-11010	202	7	necessary	necessary	ADJ
american_scientific_journal-11010	202	8	information	information	NOUN
american_scientific_journal-11010	202	9	to	to	PART
american_scientific_journal-11010	202	10	forecast	forecast	VERB
american_scientific_journal-11010	202	11	the	the	DET
american_scientific_journal-11010	202	12	network	network	NOUN
american_scientific_journal-11010	202	13	's	's	PART
american_scientific_journal-11010	202	14	output[1	output[1	NOUN
american_scientific_journal-11010	202	15	]	]	PUNCT
american_scientific_journal-11010	202	16	.	.	PUNCT
american_scientific_journal-11010	203	1	as	as	SCONJ
american_scientific_journal-11010	203	2	stated	state	VERB
american_scientific_journal-11010	203	3	by	by	ADP
american_scientific_journal-11010	203	4	[	[	X
american_scientific_journal-11010	203	5	1	1	NUM
american_scientific_journal-11010	203	6	]	]	PUNCT
american_scientific_journal-11010	203	7	,	,	PUNCT
american_scientific_journal-11010	203	8	lstm	lstm	NOUN
american_scientific_journal-11010	203	9	is	be	AUX
american_scientific_journal-11010	203	10	deployed	deploy	VERB
american_scientific_journal-11010	203	11	for	for	ADP
american_scientific_journal-11010	203	12	retail	retail	ADJ
american_scientific_journal-11010	203	13	forecasting	forecasting	NOUN
american_scientific_journal-11010	203	14	owing	owe	VERB
american_scientific_journal-11010	203	15	to	to	ADP
american_scientific_journal-11010	203	16	its	its	PRON
american_scientific_journal-11010	203	17	proven	prove	VERB
american_scientific_journal-11010	203	18	efficacy	efficacy	NOUN
american_scientific_journal-11010	203	19	in	in	ADP
american_scientific_journal-11010	203	20	dealing	deal	VERB
american_scientific_journal-11010	203	21	with	with	ADP
american_scientific_journal-11010	203	22	both	both	CCONJ
american_scientific_journal-11010	203	23	linear	linear	PROPN
american_scientific_journal-11010	203	24	american	american	ADJ
american_scientific_journal-11010	203	25	academic	academic	ADJ
american_scientific_journal-11010	203	26	scientific	scientific	ADJ
american_scientific_journal-11010	203	27	research	research	NOUN
american_scientific_journal-11010	203	28	journal	journal	NOUN
american_scientific_journal-11010	203	29	for	for	ADP
american_scientific_journal-11010	203	30	engineering	engineering	NOUN
american_scientific_journal-11010	203	31	,	,	PUNCT
american_scientific_journal-11010	203	32	technology	technology	NOUN
american_scientific_journal-11010	203	33	,	,	PUNCT
american_scientific_journal-11010	203	34	and	and	CCONJ
american_scientific_journal-11010	203	35	sciences	science	NOUN
american_scientific_journal-11010	203	36	(	(	PUNCT
american_scientific_journal-11010	203	37	asrjets	asrjet	NOUN
american_scientific_journal-11010	203	38	)	)	PUNCT
american_scientific_journal-11010	203	39	volume	volume	NOUN
american_scientific_journal-11010	203	40	98	98	NUM
american_scientific_journal-11010	203	41	,	,	PUNCT
american_scientific_journal-11010	203	42	no	no	DET
american_scientific_journal-11010	203	43	1	1	NUM
american_scientific_journal-11010	203	44	,	,	PUNCT
american_scientific_journal-11010	203	45	pp	pp	ADV
american_scientific_journal-11010	203	46	309	309	NUM
american_scientific_journal-11010	203	47	-	-	SYM
american_scientific_journal-11010	203	48	329	329	NUM
american_scientific_journal-11010	203	49	319	319	NUM
american_scientific_journal-11010	203	50	and	and	CCONJ
american_scientific_journal-11010	203	51	non	non	ADJ
american_scientific_journal-11010	203	52	-	-	ADJ
american_scientific_journal-11010	203	53	linear	linear	ADJ
american_scientific_journal-11010	203	54	time	time	NOUN
american_scientific_journal-11010	203	55	series	series	NOUN
american_scientific_journal-11010	203	56	,	,	PUNCT
american_scientific_journal-11010	203	57	obviating	obviate	VERB
american_scientific_journal-11010	203	58	the	the	DET
american_scientific_journal-11010	203	59	necessity	necessity	NOUN
american_scientific_journal-11010	203	60	to	to	PART
american_scientific_journal-11010	203	61	segregate	segregate	VERB
american_scientific_journal-11010	203	62	the	the	DET
american_scientific_journal-11010	203	63	time	time	NOUN
american_scientific_journal-11010	203	64	series	series	NOUN
american_scientific_journal-11010	203	65	into	into	ADP
american_scientific_journal-11010	203	66	linear	linear	PROPN
american_scientific_journal-11010	203	67	and	and	CCONJ
american_scientific_journal-11010	203	68	non	non	ADJ
american_scientific_journal-11010	203	69	-	-	ADJ
american_scientific_journal-11010	203	70	linear	linear	ADJ
american_scientific_journal-11010	203	71	constituents	constituent	NOUN
american_scientific_journal-11010	203	72	.	.	PUNCT
american_scientific_journal-11010	204	1	further	far	ADV
american_scientific_journal-11010	204	2	,	,	PUNCT
american_scientific_journal-11010	204	3	[	[	X
american_scientific_journal-11010	204	4	1	1	X
american_scientific_journal-11010	204	5	]	]	PUNCT
american_scientific_journal-11010	204	6	highlighted	highlight	VERB
american_scientific_journal-11010	204	7	that	that	SCONJ
american_scientific_journal-11010	204	8	lstm	lstm	PROPN
american_scientific_journal-11010	204	9	networks	network	NOUN
american_scientific_journal-11010	204	10	are	be	AUX
american_scientific_journal-11010	204	11	adept	adept	ADJ
american_scientific_journal-11010	204	12	at	at	ADP
american_scientific_journal-11010	204	13	handling	handle	VERB
american_scientific_journal-11010	204	14	challenges	challenge	NOUN
american_scientific_journal-11010	204	15	such	such	ADJ
american_scientific_journal-11010	204	16	as	as	ADP
american_scientific_journal-11010	204	17	unstable	unstable	ADJ
american_scientific_journal-11010	204	18	data	datum	NOUN
american_scientific_journal-11010	204	19	and	and	CCONJ
american_scientific_journal-11010	204	20	fluctuating	fluctuate	VERB
american_scientific_journal-11010	204	21	demand	demand	NOUN
american_scientific_journal-11010	204	22	situations	situation	NOUN
american_scientific_journal-11010	204	23	.	.	PUNCT
american_scientific_journal-11010	205	1	neural	neural	ADJ
american_scientific_journal-11010	205	2	networks	network	NOUN
american_scientific_journal-11010	205	3	are	be	AUX
american_scientific_journal-11010	205	4	typically	typically	ADV
american_scientific_journal-11010	205	5	compatible	compatible	ADJ
american_scientific_journal-11010	205	6	with	with	ADP
american_scientific_journal-11010	205	7	high	high	ADV
american_scientific_journal-11010	205	8	-	-	PUNCT
american_scientific_journal-11010	205	9	dimensional	dimensional	ADJ
american_scientific_journal-11010	205	10	and	and	CCONJ
american_scientific_journal-11010	205	11	multivariate	multivariate	NOUN
american_scientific_journal-11010	205	12	datasets	dataset	NOUN
american_scientific_journal-11010	205	13	,	,	PUNCT
american_scientific_journal-11010	205	14	demonstrating	demonstrate	VERB
american_scientific_journal-11010	205	15	their	their	PRON
american_scientific_journal-11010	205	16	capacity	capacity	NOUN
american_scientific_journal-11010	205	17	to	to	PART
american_scientific_journal-11010	205	18	effectively	effectively	ADV
american_scientific_journal-11010	205	19	manage	manage	VERB
american_scientific_journal-11010	205	20	volatile	volatile	ADJ
american_scientific_journal-11010	205	21	demand	demand	NOUN
american_scientific_journal-11010	205	22	scenarios[16	scenarios[16	NOUN
american_scientific_journal-11010	205	23	,	,	PUNCT
american_scientific_journal-11010	205	24	4	4	NUM
american_scientific_journal-11010	205	25	,	,	PUNCT
american_scientific_journal-11010	205	26	5	5	NUM
american_scientific_journal-11010	205	27	,	,	PUNCT
american_scientific_journal-11010	205	28	18,17	18,17	NOUN
american_scientific_journal-11010	205	29	]	]	PUNCT
american_scientific_journal-11010	205	30	.	.	PUNCT
american_scientific_journal-11010	206	1	when	when	SCONJ
american_scientific_journal-11010	206	2	their	their	PRON
american_scientific_journal-11010	206	3	parameters	parameter	NOUN
american_scientific_journal-11010	206	4	are	be	AUX
american_scientific_journal-11010	206	5	precisely	precisely	ADV
american_scientific_journal-11010	206	6	calibrated	calibrate	VERB
american_scientific_journal-11010	206	7	,	,	PUNCT
american_scientific_journal-11010	206	8	the	the	DET
american_scientific_journal-11010	206	9	accuracy	accuracy	NOUN
american_scientific_journal-11010	206	10	of	of	ADP
american_scientific_journal-11010	206	11	neural	neural	ADJ
american_scientific_journal-11010	206	12	network	network	NOUN
american_scientific_journal-11010	206	13	predictions	prediction	NOUN
american_scientific_journal-11010	206	14	can	can	AUX
american_scientific_journal-11010	206	15	be	be	AUX
american_scientific_journal-11010	206	16	exceptionally	exceptionally	ADV
american_scientific_journal-11010	206	17	high	high	ADJ
american_scientific_journal-11010	206	18	[	[	X
american_scientific_journal-11010	206	19	4	4	NUM
american_scientific_journal-11010	206	20	]	]	PUNCT
american_scientific_journal-11010	206	21	.	.	PUNCT
american_scientific_journal-11010	207	1	2.5	2.5	NUM
american_scientific_journal-11010	207	2	.	.	PUNCT
american_scientific_journal-11010	208	1	hybrid	hybrid	ADJ
american_scientific_journal-11010	208	2	methods	method	NOUN
american_scientific_journal-11010	208	3	hybrid	hybrid	NOUN
american_scientific_journal-11010	208	4	machine	machine	NOUN
american_scientific_journal-11010	208	5	learning	learning	NOUN
american_scientific_journal-11010	208	6	refers	refer	VERB
american_scientific_journal-11010	208	7	to	to	ADP
american_scientific_journal-11010	208	8	an	an	DET
american_scientific_journal-11010	208	9	enhanced	enhanced	ADJ
american_scientific_journal-11010	208	10	workflow	workflow	NOUN
american_scientific_journal-11010	208	11	that	that	PRON
american_scientific_journal-11010	208	12	amalgamates	amalgamate	VERB
american_scientific_journal-11010	208	13	diverse	diverse	ADJ
american_scientific_journal-11010	208	14	algorithms	algorithm	NOUN
american_scientific_journal-11010	208	15	,	,	PUNCT
american_scientific_journal-11010	208	16	processes	process	NOUN
american_scientific_journal-11010	208	17	,	,	PUNCT
american_scientific_journal-11010	208	18	or	or	CCONJ
american_scientific_journal-11010	208	19	techniques	technique	NOUN
american_scientific_journal-11010	208	20	from	from	ADP
american_scientific_journal-11010	208	21	various	various	ADJ
american_scientific_journal-11010	208	22	knowledge	knowledge	NOUN
american_scientific_journal-11010	208	23	domains	domain	NOUN
american_scientific_journal-11010	208	24	or	or	CCONJ
american_scientific_journal-11010	208	25	application	application	NOUN
american_scientific_journal-11010	208	26	areas	area	NOUN
american_scientific_journal-11010	208	27	with	with	ADP
american_scientific_journal-11010	208	28	the	the	DET
american_scientific_journal-11010	208	29	objective	objective	NOUN
american_scientific_journal-11010	208	30	of	of	ADP
american_scientific_journal-11010	208	31	mutual	mutual	ADJ
american_scientific_journal-11010	208	32	complementarity[34	complementarity[34	NOUN
american_scientific_journal-11010	208	33	]	]	PUNCT
american_scientific_journal-11010	208	34	.	.	PUNCT
american_scientific_journal-11010	209	1	traditional	traditional	ADJ
american_scientific_journal-11010	209	2	machine	machine	NOUN
american_scientific_journal-11010	209	3	learning	learning	NOUN
american_scientific_journal-11010	209	4	methodologies	methodology	NOUN
american_scientific_journal-11010	209	5	can	can	AUX
american_scientific_journal-11010	209	6	be	be	AUX
american_scientific_journal-11010	209	7	hybridized	hybridize	VERB
american_scientific_journal-11010	209	8	in	in	ADP
american_scientific_journal-11010	209	9	a	a	DET
american_scientific_journal-11010	209	10	limitless	limitless	ADJ
american_scientific_journal-11010	209	11	array	array	NOUN
american_scientific_journal-11010	209	12	of	of	ADP
american_scientific_journal-11010	209	13	ways	way	NOUN
american_scientific_journal-11010	209	14	,	,	PUNCT
american_scientific_journal-11010	209	15	thereby	thereby	ADV
american_scientific_journal-11010	209	16	facilitating	facilitate	VERB
american_scientific_journal-11010	209	17	the	the	DET
american_scientific_journal-11010	209	18	creation	creation	NOUN
american_scientific_journal-11010	209	19	of	of	ADP
american_scientific_journal-11010	209	20	innovative	innovative	ADJ
american_scientific_journal-11010	209	21	hybrid	hybrid	NOUN
american_scientific_journal-11010	209	22	models	model	NOUN
american_scientific_journal-11010	209	23	in	in	ADP
american_scientific_journal-11010	209	24	a	a	DET
american_scientific_journal-11010	209	25	multitude	multitude	NOUN
american_scientific_journal-11010	209	26	of	of	ADP
american_scientific_journal-11010	209	27	ways	way	NOUN
american_scientific_journal-11010	209	28	.	.	PUNCT
american_scientific_journal-11010	210	1	selecting	select	VERB
american_scientific_journal-11010	210	2	an	an	DET
american_scientific_journal-11010	210	3	optimal	optimal	ADJ
american_scientific_journal-11010	210	4	model	model	NOUN
american_scientific_journal-11010	210	5	or	or	CCONJ
american_scientific_journal-11010	210	6	method	method	NOUN
american_scientific_journal-11010	210	7	for	for	ADP
american_scientific_journal-11010	210	8	implementation	implementation	NOUN
american_scientific_journal-11010	210	9	can	can	AUX
american_scientific_journal-11010	210	10	prove	prove	VERB
american_scientific_journal-11010	210	11	to	to	PART
american_scientific_journal-11010	210	12	be	be	AUX
american_scientific_journal-11010	210	13	a	a	DET
american_scientific_journal-11010	210	14	complex	complex	ADJ
american_scientific_journal-11010	210	15	and	and	CCONJ
american_scientific_journal-11010	210	16	time	time	NOUN
american_scientific_journal-11010	210	17	-	-	PUNCT
american_scientific_journal-11010	210	18	consuming	consume	VERB
american_scientific_journal-11010	210	19	endeavor	endeavor	NOUN
american_scientific_journal-11010	210	20	,	,	PUNCT
american_scientific_journal-11010	210	21	given	give	VERB
american_scientific_journal-11010	210	22	that	that	SCONJ
american_scientific_journal-11010	210	23	varying	vary	VERB
american_scientific_journal-11010	210	24	scenarios	scenario	NOUN
american_scientific_journal-11010	210	25	may	may	AUX
american_scientific_journal-11010	210	26	necessitate	necessitate	VERB
american_scientific_journal-11010	210	27	disparate	disparate	ADJ
american_scientific_journal-11010	210	28	approaches[4	approaches[4	PRON
american_scientific_journal-11010	210	29	]	]	PUNCT
american_scientific_journal-11010	210	30	.	.	PUNCT
american_scientific_journal-11010	211	1	multiple	multiple	ADJ
american_scientific_journal-11010	211	2	models	model	NOUN
american_scientific_journal-11010	211	3	are	be	AUX
american_scientific_journal-11010	211	4	ordinarily	ordinarily	ADV
american_scientific_journal-11010	211	5	trained	train	VERB
american_scientific_journal-11010	211	6	and	and	CCONJ
american_scientific_journal-11010	211	7	statistically	statistically	ADV
american_scientific_journal-11010	211	8	evaluated	evaluate	VERB
american_scientific_journal-11010	211	9	to	to	PART
american_scientific_journal-11010	211	10	ascertain	ascertain	VERB
american_scientific_journal-11010	211	11	the	the	DET
american_scientific_journal-11010	211	12	most	most	ADV
american_scientific_journal-11010	211	13	accurate	accurate	ADJ
american_scientific_journal-11010	211	14	solution	solution	NOUN
american_scientific_journal-11010	211	15	for	for	ADP
american_scientific_journal-11010	211	16	a	a	DET
american_scientific_journal-11010	211	17	specific	specific	ADJ
american_scientific_journal-11010	211	18	task	task	NOUN
american_scientific_journal-11010	211	19	.	.	PUNCT
american_scientific_journal-11010	212	1	however	however	ADV
american_scientific_journal-11010	212	2	,	,	PUNCT
american_scientific_journal-11010	212	3	each	each	DET
american_scientific_journal-11010	212	4	model	model	NOUN
american_scientific_journal-11010	212	5	may	may	AUX
american_scientific_journal-11010	212	6	come	come	VERB
american_scientific_journal-11010	212	7	with	with	ADP
american_scientific_journal-11010	212	8	its	its	PRON
american_scientific_journal-11010	212	9	own	own	ADJ
american_scientific_journal-11010	212	10	set	set	NOUN
american_scientific_journal-11010	212	11	of	of	ADP
american_scientific_journal-11010	212	12	limitations	limitation	NOUN
american_scientific_journal-11010	212	13	,	,	PUNCT
american_scientific_journal-11010	212	14	either	either	CCONJ
american_scientific_journal-11010	212	15	inherent	inherent	ADJ
american_scientific_journal-11010	212	16	to	to	ADP
american_scientific_journal-11010	212	17	the	the	DET
american_scientific_journal-11010	212	18	model	model	NOUN
american_scientific_journal-11010	212	19	or	or	CCONJ
american_scientific_journal-11010	212	20	tied	tie	VERB
american_scientific_journal-11010	212	21	to	to	ADP
american_scientific_journal-11010	212	22	the	the	DET
american_scientific_journal-11010	212	23	data	datum	NOUN
american_scientific_journal-11010	212	24	utilized[38	utilized[38	PROPN
american_scientific_journal-11010	212	25	]	]	X
american_scientific_journal-11010	212	26	.	.	PUNCT
american_scientific_journal-11010	213	1	as	as	SCONJ
american_scientific_journal-11010	213	2	there	there	PRON
american_scientific_journal-11010	213	3	exists	exist	VERB
american_scientific_journal-11010	213	4	no	no	DET
american_scientific_journal-11010	213	5	universally	universally	ADV
american_scientific_journal-11010	213	6	applicable	applicable	ADJ
american_scientific_journal-11010	213	7	solution	solution	NOUN
american_scientific_journal-11010	213	8	,	,	PUNCT
american_scientific_journal-11010	213	9	a	a	DET
american_scientific_journal-11010	213	10	singular	singular	ADJ
american_scientific_journal-11010	213	11	model	model	NOUN
american_scientific_journal-11010	213	12	might	might	AUX
american_scientific_journal-11010	213	13	not	not	PART
american_scientific_journal-11010	213	14	suffice	suffice	VERB
american_scientific_journal-11010	213	15	for	for	ADP
american_scientific_journal-11010	213	16	all	all	DET
american_scientific_journal-11010	213	17	tasks	task	NOUN
american_scientific_journal-11010	213	18	.	.	PUNCT
american_scientific_journal-11010	214	1	for	for	ADP
american_scientific_journal-11010	214	2	instance	instance	NOUN
american_scientific_journal-11010	214	3	,	,	PUNCT
american_scientific_journal-11010	214	4	certain	certain	ADJ
american_scientific_journal-11010	214	5	machine	machine	NOUN
american_scientific_journal-11010	214	6	learning	learning	NOUN
american_scientific_journal-11010	214	7	methodologies	methodology	NOUN
american_scientific_journal-11010	214	8	might	might	AUX
american_scientific_journal-11010	214	9	excel	excel	VERB
american_scientific_journal-11010	214	10	with	with	ADP
american_scientific_journal-11010	214	11	noisy	noisy	ADJ
american_scientific_journal-11010	214	12	data	datum	NOUN
american_scientific_journal-11010	214	13	yet	yet	ADV
american_scientific_journal-11010	214	14	falter	falter	VERB
american_scientific_journal-11010	214	15	with	with	ADP
american_scientific_journal-11010	214	16	highdimensional	highdimensional	ADJ
american_scientific_journal-11010	214	17	data	datum	NOUN
american_scientific_journal-11010	214	18	,	,	PUNCT
american_scientific_journal-11010	214	19	while	while	SCONJ
american_scientific_journal-11010	214	20	others	other	NOUN
american_scientific_journal-11010	214	21	may	may	AUX
american_scientific_journal-11010	214	22	adeptly	adeptly	ADV
american_scientific_journal-11010	214	23	handle	handle	VERB
american_scientific_journal-11010	214	24	high	high	ADJ
american_scientific_journal-11010	214	25	-	-	PUNCT
american_scientific_journal-11010	214	26	dimensional	dimensional	ADJ
american_scientific_journal-11010	214	27	data	datum	NOUN
american_scientific_journal-11010	214	28	but	but	CCONJ
american_scientific_journal-11010	214	29	not	not	PART
american_scientific_journal-11010	214	30	sparse	sparse	ADJ
american_scientific_journal-11010	214	31	data	datum	NOUN
american_scientific_journal-11010	214	32	.	.	PUNCT
american_scientific_journal-11010	215	1	in	in	ADP
american_scientific_journal-11010	215	2	such	such	ADJ
american_scientific_journal-11010	215	3	instances	instance	NOUN
american_scientific_journal-11010	215	4	,	,	PUNCT
american_scientific_journal-11010	215	5	hybrid	hybrid	ADJ
american_scientific_journal-11010	215	6	machine	machine	NOUN
american_scientific_journal-11010	215	7	learning	learning	NOUN
american_scientific_journal-11010	215	8	methods	method	NOUN
american_scientific_journal-11010	215	9	may	may	AUX
american_scientific_journal-11010	215	10	be	be	AUX
american_scientific_journal-11010	215	11	employed	employ	VERB
american_scientific_journal-11010	215	12	.	.	PUNCT
american_scientific_journal-11010	216	1	3	3	X
american_scientific_journal-11010	216	2	.	.	X
american_scientific_journal-11010	216	3	methods	method	NOUN
american_scientific_journal-11010	216	4	3.1	3.1	NUM
american_scientific_journal-11010	216	5	.	.	PUNCT
american_scientific_journal-11010	216	6	data	datum	NOUN
american_scientific_journal-11010	216	7	collection	collection	NOUN
american_scientific_journal-11010	216	8	this	this	DET
american_scientific_journal-11010	216	9	study	study	NOUN
american_scientific_journal-11010	216	10	utilized	utilize	VERB
american_scientific_journal-11010	216	11	the	the	DET
american_scientific_journal-11010	216	12	walmart	walmart	PROPN
american_scientific_journal-11010	216	13	m5	m5	PROPN
american_scientific_journal-11010	216	14	dataset	dataset	VERB
american_scientific_journal-11010	216	15	available	available	ADJ
american_scientific_journal-11010	216	16	on	on	ADP
american_scientific_journal-11010	216	17	the	the	DET
american_scientific_journal-11010	216	18	kaggle	kaggle	ADJ
american_scientific_journal-11010	216	19	platform	platform	NOUN
american_scientific_journal-11010	216	20	,	,	PUNCT
american_scientific_journal-11010	216	21	which	which	PRON
american_scientific_journal-11010	216	22	contains	contain	VERB
american_scientific_journal-11010	216	23	the	the	DET
american_scientific_journal-11010	216	24	unit	unit	NOUN
american_scientific_journal-11010	216	25	sales	sale	NOUN
american_scientific_journal-11010	216	26	of	of	ADP
american_scientific_journal-11010	216	27	3,049	3,049	NUM
american_scientific_journal-11010	216	28	products	product	NOUN
american_scientific_journal-11010	216	29	sold	sell	VERB
american_scientific_journal-11010	216	30	in	in	ADP
american_scientific_journal-11010	216	31	the	the	DET
american_scientific_journal-11010	216	32	united	united	PROPN
american_scientific_journal-11010	216	33	states	states	PROPN
american_scientific_journal-11010	216	34	from	from	ADP
american_scientific_journal-11010	216	35	2011	2011	NUM
american_scientific_journal-11010	216	36	to	to	ADP
american_scientific_journal-11010	216	37	2016	2016	NUM
american_scientific_journal-11010	216	38	and	and	CCONJ
american_scientific_journal-11010	216	39	is	be	AUX
american_scientific_journal-11010	216	40	categorized	categorize	VERB
american_scientific_journal-11010	216	41	into	into	ADP
american_scientific_journal-11010	216	42	three	three	NUM
american_scientific_journal-11010	216	43	product	product	NOUN
american_scientific_journal-11010	216	44	categories	category	NOUN
american_scientific_journal-11010	216	45	(	(	PUNCT
american_scientific_journal-11010	216	46	hobbies	hobby	NOUN
american_scientific_journal-11010	216	47	,	,	PUNCT
american_scientific_journal-11010	216	48	foods	food	NOUN
american_scientific_journal-11010	216	49	,	,	PUNCT
american_scientific_journal-11010	216	50	and	and	CCONJ
american_scientific_journal-11010	216	51	household	household	NOUN
american_scientific_journal-11010	216	52	)	)	PUNCT
american_scientific_journal-11010	216	53	and	and	CCONJ
american_scientific_journal-11010	216	54	seven	seven	NUM
american_scientific_journal-11010	216	55	product	product	NOUN
american_scientific_journal-11010	216	56	departments	department	NOUN
american_scientific_journal-11010	216	57	.	.	PUNCT
american_scientific_journal-11010	217	1	ten	ten	NUM
american_scientific_journal-11010	217	2	stores	store	NOUN
american_scientific_journal-11010	217	3	in	in	ADP
american_scientific_journal-11010	217	4	california	california	PROPN
american_scientific_journal-11010	217	5	,	,	PUNCT
american_scientific_journal-11010	217	6	texas	texas	PROPN
american_scientific_journal-11010	217	7	,	,	PUNCT
american_scientific_journal-11010	217	8	and	and	CCONJ
american_scientific_journal-11010	217	9	wisconsin	wisconsin	PROPN
american_scientific_journal-11010	217	10	sold	sell	VERB
american_scientific_journal-11010	217	11	the	the	DET
american_scientific_journal-11010	217	12	products	product	NOUN
american_scientific_journal-11010	217	13	,	,	PUNCT
american_scientific_journal-11010	217	14	and	and	CCONJ
american_scientific_journal-11010	217	15	the	the	DET
american_scientific_journal-11010	217	16	university	university	PROPN
american_scientific_journal-11010	217	17	of	of	ADP
american_scientific_journal-11010	217	18	nicosia	nicosia	PROPN
american_scientific_journal-11010	217	19	provided	provide	VERB
american_scientific_journal-11010	217	20	the	the	DET
american_scientific_journal-11010	217	21	dataset	dataset	NOUN
american_scientific_journal-11010	217	22	.	.	PUNCT
american_scientific_journal-11010	218	1	the	the	DET
american_scientific_journal-11010	218	2	figure	figure	NOUN
american_scientific_journal-11010	218	3	below	below	ADV
american_scientific_journal-11010	218	4	illustrates	illustrate	VERB
american_scientific_journal-11010	218	5	the	the	DET
american_scientific_journal-11010	218	6	organization	organization	NOUN
american_scientific_journal-11010	218	7	of	of	ADP
american_scientific_journal-11010	218	8	this	this	DET
american_scientific_journal-11010	218	9	dataset	dataset	NOUN
american_scientific_journal-11010	218	10	.	.	PUNCT
american_scientific_journal-11010	219	1	american	american	ADJ
american_scientific_journal-11010	219	2	academic	academic	ADJ
american_scientific_journal-11010	219	3	scientific	scientific	ADJ
american_scientific_journal-11010	219	4	research	research	NOUN
american_scientific_journal-11010	219	5	journal	journal	NOUN
american_scientific_journal-11010	219	6	for	for	ADP
american_scientific_journal-11010	219	7	engineering	engineering	NOUN
american_scientific_journal-11010	219	8	,	,	PUNCT
american_scientific_journal-11010	219	9	technology	technology	NOUN
american_scientific_journal-11010	219	10	,	,	PUNCT
american_scientific_journal-11010	219	11	and	and	CCONJ
american_scientific_journal-11010	219	12	sciences	science	NOUN
american_scientific_journal-11010	219	13	(	(	PUNCT
american_scientific_journal-11010	219	14	asrjets	asrjet	NOUN
american_scientific_journal-11010	219	15	)	)	PUNCT
american_scientific_journal-11010	219	16	volume	volume	NOUN
american_scientific_journal-11010	219	17	98	98	NUM
american_scientific_journal-11010	219	18	,	,	PUNCT
american_scientific_journal-11010	219	19	no	no	DET
american_scientific_journal-11010	219	20	1	1	NUM
american_scientific_journal-11010	219	21	,	,	PUNCT
american_scientific_journal-11010	219	22	pp	pp	ADV
american_scientific_journal-11010	219	23	309	309	NUM
american_scientific_journal-11010	219	24	-	-	SYM
american_scientific_journal-11010	219	25	329	329	NUM
american_scientific_journal-11010	219	26	320	320	NUM
american_scientific_journal-11010	219	27	figure	figure	NOUN
american_scientific_journal-11010	219	28	1	1	NUM
american_scientific_journal-11010	219	29	:	:	PUNCT
american_scientific_journal-11010	219	30	organization	organization	NOUN
american_scientific_journal-11010	219	31	of	of	ADP
american_scientific_journal-11010	219	32	the	the	DET
american_scientific_journal-11010	219	33	dataset	dataset	NOUN
american_scientific_journal-11010	219	34	3.2	3.2	NUM
american_scientific_journal-11010	219	35	.	.	PUNCT
american_scientific_journal-11010	220	1	data	datum	NOUN
american_scientific_journal-11010	220	2	preprocessing	preprocesse	VERB
american_scientific_journal-11010	220	3	this	this	DET
american_scientific_journal-11010	220	4	stage	stage	NOUN
american_scientific_journal-11010	220	5	of	of	ADP
american_scientific_journal-11010	220	6	the	the	DET
american_scientific_journal-11010	220	7	study	study	NOUN
american_scientific_journal-11010	220	8	involved	involve	VERB
american_scientific_journal-11010	220	9	converting	convert	VERB
american_scientific_journal-11010	220	10	raw	raw	ADJ
american_scientific_journal-11010	220	11	data	datum	NOUN
american_scientific_journal-11010	220	12	into	into	ADP
american_scientific_journal-11010	220	13	an	an	DET
american_scientific_journal-11010	220	14	interpretable	interpretable	ADJ
american_scientific_journal-11010	220	15	format	format	NOUN
american_scientific_journal-11010	220	16	.	.	PUNCT
american_scientific_journal-11010	221	1	a	a	DET
american_scientific_journal-11010	221	2	range	range	NOUN
american_scientific_journal-11010	221	3	of	of	ADP
american_scientific_journal-11010	221	4	data	datum	NOUN
american_scientific_journal-11010	221	5	processing	processing	NOUN
american_scientific_journal-11010	221	6	methodologies	methodology	NOUN
american_scientific_journal-11010	221	7	,	,	PUNCT
american_scientific_journal-11010	221	8	including	include	VERB
american_scientific_journal-11010	221	9	feature	feature	NOUN
american_scientific_journal-11010	221	10	engineering	engineering	NOUN
american_scientific_journal-11010	221	11	/	/	SYM
american_scientific_journal-11010	221	12	extraction	extraction	NOUN
american_scientific_journal-11010	221	13	,	,	PUNCT
american_scientific_journal-11010	221	14	feature	feature	NOUN
american_scientific_journal-11010	221	15	selection	selection	NOUN
american_scientific_journal-11010	221	16	,	,	PUNCT
american_scientific_journal-11010	221	17	and	and	CCONJ
american_scientific_journal-11010	221	18	data	datum	NOUN
american_scientific_journal-11010	221	19	normalization	normalization	NOUN
american_scientific_journal-11010	221	20	,	,	PUNCT
american_scientific_journal-11010	221	21	were	be	AUX
american_scientific_journal-11010	221	22	employed	employ	VERB
american_scientific_journal-11010	221	23	.	.	PUNCT
american_scientific_journal-11010	222	1	the	the	DET
american_scientific_journal-11010	222	2	product	product	NOUN
american_scientific_journal-11010	222	3	of	of	ADP
american_scientific_journal-11010	222	4	data	datum	NOUN
american_scientific_journal-11010	222	5	preprocessing	preprocessing	NOUN
american_scientific_journal-11010	222	6	was	be	AUX
american_scientific_journal-11010	222	7	the	the	DET
american_scientific_journal-11010	222	8	finalized	finalize	VERB
american_scientific_journal-11010	222	9	sample	sample	NOUN
american_scientific_journal-11010	222	10	used	use	VERB
american_scientific_journal-11010	222	11	for	for	ADP
american_scientific_journal-11010	222	12	model	model	NOUN
american_scientific_journal-11010	222	13	training	training	NOUN
american_scientific_journal-11010	222	14	and	and	CCONJ
american_scientific_journal-11010	222	15	testing	testing	NOUN
american_scientific_journal-11010	222	16	.	.	PUNCT
american_scientific_journal-11010	223	1	the	the	DET
american_scientific_journal-11010	223	2	machine	machine	NOUN
american_scientific_journal-11010	223	3	learning	learning	NOUN
american_scientific_journal-11010	223	4	models	model	NOUN
american_scientific_journal-11010	223	5	,	,	PUNCT
american_scientific_journal-11010	223	6	inclusive	inclusive	ADJ
american_scientific_journal-11010	223	7	of	of	ADP
american_scientific_journal-11010	223	8	the	the	DET
american_scientific_journal-11010	223	9	multilayer	multilayer	PROPN
american_scientific_journal-11010	223	10	perceptron	perceptron	PROPN
american_scientific_journal-11010	223	11	model	model	PROPN
american_scientific_journal-11010	223	12	,	,	PUNCT
american_scientific_journal-11010	223	13	were	be	AUX
american_scientific_journal-11010	223	14	trained	train	VERB
american_scientific_journal-11010	223	15	using	use	VERB
american_scientific_journal-11010	223	16	these	these	DET
american_scientific_journal-11010	223	17	extracted	extract	VERB
american_scientific_journal-11010	223	18	variables	variable	NOUN
american_scientific_journal-11010	223	19	.	.	PUNCT
american_scientific_journal-11010	224	1	table	table	NOUN
american_scientific_journal-11010	224	2	1	1	NUM
american_scientific_journal-11010	224	3	:	:	PUNCT
american_scientific_journal-11010	224	4	variables	variable	NOUN
american_scientific_journal-11010	224	5	and	and	CCONJ
american_scientific_journal-11010	224	6	their	their	PRON
american_scientific_journal-11010	224	7	description	description	NOUN
american_scientific_journal-11010	224	8	variables	variable	VERB
american_scientific_journal-11010	224	9	description	description	NOUN
american_scientific_journal-11010	224	10	state_id	state_id	VERB
american_scientific_journal-11010	224	11	the	the	DET
american_scientific_journal-11010	224	12	state	state	NOUN
american_scientific_journal-11010	224	13	where	where	SCONJ
american_scientific_journal-11010	224	14	the	the	DET
american_scientific_journal-11010	224	15	store	store	NOUN
american_scientific_journal-11010	224	16	is	be	AUX
american_scientific_journal-11010	224	17	located	locate	VERB
american_scientific_journal-11010	224	18	.	.	PUNCT
american_scientific_journal-11010	225	1	d	d	X
american_scientific_journal-11010	225	2	the	the	DET
american_scientific_journal-11010	225	3	number	number	NOUN
american_scientific_journal-11010	225	4	of	of	ADP
american_scientific_journal-11010	225	5	units	unit	NOUN
american_scientific_journal-11010	225	6	sold	sell	VERB
american_scientific_journal-11010	225	7	at	at	ADP
american_scientific_journal-11010	225	8	day	day	NOUN
american_scientific_journal-11010	225	9	i	i	PRON
american_scientific_journal-11010	225	10	,	,	PUNCT
american_scientific_journal-11010	225	11	starting	start	VERB
american_scientific_journal-11010	225	12	from	from	ADP
american_scientific_journal-11010	225	13	201101	201101	NUM
american_scientific_journal-11010	225	14	-	-	SYM
american_scientific_journal-11010	225	15	29	29	NUM
american_scientific_journal-11010	225	16	.	.	PUNCT
american_scientific_journal-11010	226	1	month	month	NOUN
american_scientific_journal-11010	226	2	the	the	DET
american_scientific_journal-11010	226	3	month	month	NOUN
american_scientific_journal-11010	226	4	of	of	ADP
american_scientific_journal-11010	226	5	the	the	DET
american_scientific_journal-11010	226	6	date	date	NOUN
american_scientific_journal-11010	226	7	.	.	PUNCT
american_scientific_journal-11010	227	1	year	year	NOUN
american_scientific_journal-11010	227	2	the	the	DET
american_scientific_journal-11010	227	3	year	year	NOUN
american_scientific_journal-11010	227	4	of	of	ADP
american_scientific_journal-11010	227	5	the	the	DET
american_scientific_journal-11010	227	6	date	date	NOUN
american_scientific_journal-11010	227	7	.	.	PUNCT
american_scientific_journal-11010	228	1	snap_ca	snap_ca	NOUN
american_scientific_journal-11010	228	2	,	,	PUNCT
american_scientific_journal-11010	228	3	snap_tx	snap_tx	NOUN
american_scientific_journal-11010	228	4	,	,	PUNCT
american_scientific_journal-11010	228	5	and	and	CCONJ
american_scientific_journal-11010	228	6	snap_wi	snap_wi	VERB
american_scientific_journal-11010	228	7	a	a	DET
american_scientific_journal-11010	228	8	variable	variable	NOUN
american_scientific_journal-11010	228	9	(	(	PUNCT
american_scientific_journal-11010	228	10	yes	yes	INTJ
american_scientific_journal-11010	228	11	or	or	CCONJ
american_scientific_journal-11010	228	12	no	no	NOUN
american_scientific_journal-11010	228	13	)	)	PUNCT
american_scientific_journal-11010	228	14	indicating	indicate	VERB
american_scientific_journal-11010	228	15	whether	whether	SCONJ
american_scientific_journal-11010	228	16	the	the	DET
american_scientific_journal-11010	228	17	stores	store	NOUN
american_scientific_journal-11010	228	18	of	of	ADP
american_scientific_journal-11010	228	19	ca	ca	PROPN
american_scientific_journal-11010	228	20	,	,	PUNCT
american_scientific_journal-11010	228	21	tx	tx	PROPN
american_scientific_journal-11010	228	22	or	or	CCONJ
american_scientific_journal-11010	228	23	wi	wi	PROPN
american_scientific_journal-11010	228	24	allow	allow	VERB
american_scientific_journal-11010	228	25	snap	snap	ADJ
american_scientific_journal-11010	228	26	purchases	purchase	NOUN
american_scientific_journal-11010	228	27	on	on	ADP
american_scientific_journal-11010	228	28	the	the	DET
american_scientific_journal-11010	228	29	examined	examine	VERB
american_scientific_journal-11010	228	30	date	date	NOUN
american_scientific_journal-11010	228	31	.	.	PUNCT
american_scientific_journal-11010	229	1	yes	yes	INTJ
american_scientific_journal-11010	229	2	,	,	PUNCT
american_scientific_journal-11010	229	3	indicates	indicate	VERB
american_scientific_journal-11010	229	4	that	that	SCONJ
american_scientific_journal-11010	229	5	snap	snap	ADJ
american_scientific_journal-11010	229	6	purchases	purchase	NOUN
american_scientific_journal-11010	229	7	are	be	AUX
american_scientific_journal-11010	229	8	allowed	allow	VERB
american_scientific_journal-11010	229	9	.	.	PUNCT
american_scientific_journal-11010	230	1	sell_price	sell_price	VERB
american_scientific_journal-11010	230	2	the	the	DET
american_scientific_journal-11010	230	3	price	price	NOUN
american_scientific_journal-11010	230	4	of	of	ADP
american_scientific_journal-11010	230	5	the	the	DET
american_scientific_journal-11010	230	6	product	product	NOUN
american_scientific_journal-11010	230	7	for	for	ADP
american_scientific_journal-11010	230	8	the	the	DET
american_scientific_journal-11010	230	9	given	give	VERB
american_scientific_journal-11010	230	10	week	week	NOUN
american_scientific_journal-11010	230	11	/	/	SYM
american_scientific_journal-11010	230	12	store	store	NOUN
american_scientific_journal-11010	230	13	.	.	PUNCT
american_scientific_journal-11010	231	1	simple_moving_average	simple_moving_average	NOUN
american_scientific_journal-11010	232	1	the	the	DET
american_scientific_journal-11010	232	2	simple	simple	ADJ
american_scientific_journal-11010	232	3	moving	move	VERB
american_scientific_journal-11010	232	4	average	average	ADJ
american_scientific_journal-11010	232	5	(	(	PUNCT
american_scientific_journal-11010	232	6	sma	sma	PROPN
american_scientific_journal-11010	232	7	)	)	PUNCT
american_scientific_journal-11010	232	8	is	be	AUX
american_scientific_journal-11010	232	9	a	a	DET
american_scientific_journal-11010	232	10	calculation	calculation	NOUN
american_scientific_journal-11010	232	11	that	that	PRON
american_scientific_journal-11010	232	12	takes	take	VERB
american_scientific_journal-11010	232	13	the	the	DET
american_scientific_journal-11010	232	14	average	average	NOUN
american_scientific_journal-11010	232	15	of	of	ADP
american_scientific_journal-11010	232	16	a	a	DET
american_scientific_journal-11010	232	17	specific	specific	ADJ
american_scientific_journal-11010	232	18	number	number	NOUN
american_scientific_journal-11010	232	19	of	of	ADP
american_scientific_journal-11010	232	20	data	datum	NOUN
american_scientific_journal-11010	232	21	points	point	NOUN
american_scientific_journal-11010	232	22	over	over	ADP
american_scientific_journal-11010	232	23	a	a	DET
american_scientific_journal-11010	232	24	set	set	ADJ
american_scientific_journal-11010	232	25	period	period	NOUN
american_scientific_journal-11010	232	26	.	.	PUNCT
american_scientific_journal-11010	233	1	it	it	PRON
american_scientific_journal-11010	233	2	's	be	AUX
american_scientific_journal-11010	233	3	used	use	VERB
american_scientific_journal-11010	233	4	to	to	PART
american_scientific_journal-11010	233	5	smooth	smooth	VERB
american_scientific_journal-11010	233	6	out	out	ADP
american_scientific_journal-11010	233	7	shortamerican	shortamerican	ADJ
american_scientific_journal-11010	233	8	academic	academic	ADJ
american_scientific_journal-11010	233	9	scientific	scientific	ADJ
american_scientific_journal-11010	233	10	research	research	NOUN
american_scientific_journal-11010	233	11	journal	journal	NOUN
american_scientific_journal-11010	233	12	for	for	ADP
american_scientific_journal-11010	233	13	engineering	engineering	NOUN
american_scientific_journal-11010	233	14	,	,	PUNCT
american_scientific_journal-11010	233	15	technology	technology	NOUN
american_scientific_journal-11010	233	16	,	,	PUNCT
american_scientific_journal-11010	233	17	and	and	CCONJ
american_scientific_journal-11010	233	18	sciences	science	NOUN
american_scientific_journal-11010	233	19	(	(	PUNCT
american_scientific_journal-11010	233	20	asrjets	asrjet	NOUN
american_scientific_journal-11010	233	21	)	)	PUNCT
american_scientific_journal-11010	233	22	volume	volume	NOUN
american_scientific_journal-11010	233	23	98	98	NUM
american_scientific_journal-11010	233	24	,	,	PUNCT
american_scientific_journal-11010	233	25	no	no	DET
american_scientific_journal-11010	233	26	1	1	NUM
american_scientific_journal-11010	233	27	,	,	PUNCT
american_scientific_journal-11010	233	28	pp	pp	ADV
american_scientific_journal-11010	233	29	309	309	NUM
american_scientific_journal-11010	233	30	-	-	SYM
american_scientific_journal-11010	233	31	329	329	NUM
american_scientific_journal-11010	233	32	321	321	NUM
american_scientific_journal-11010	233	33	term	term	NOUN
american_scientific_journal-11010	233	34	fluctuations	fluctuation	NOUN
american_scientific_journal-11010	233	35	and	and	CCONJ
american_scientific_journal-11010	233	36	highlight	highlight	VERB
american_scientific_journal-11010	233	37	longer	long	ADJ
american_scientific_journal-11010	233	38	-	-	PUNCT
american_scientific_journal-11010	233	39	term	term	NOUN
american_scientific_journal-11010	233	40	trends	trend	NOUN
american_scientific_journal-11010	233	41	.	.	PUNCT
american_scientific_journal-11010	234	1	a	a	DET
american_scientific_journal-11010	234	2	28	28	NUM
american_scientific_journal-11010	234	3	-	-	PUNCT
american_scientific_journal-11010	234	4	day	day	NOUN
american_scientific_journal-11010	234	5	sma	sma	NOUN
american_scientific_journal-11010	234	6	used	use	VERB
american_scientific_journal-11010	234	7	for	for	ADP
american_scientific_journal-11010	234	8	this	this	DET
american_scientific_journal-11010	234	9	study	study	NOUN
american_scientific_journal-11010	234	10	is	be	AUX
american_scientific_journal-11010	234	11	the	the	DET
american_scientific_journal-11010	234	12	average	average	NOUN
american_scientific_journal-11010	234	13	of	of	ADP
american_scientific_journal-11010	234	14	the	the	DET
american_scientific_journal-11010	234	15	last	last	ADJ
american_scientific_journal-11010	234	16	28	28	NUM
american_scientific_journal-11010	234	17	days	day	NOUN
american_scientific_journal-11010	234	18	'	'	PART
american_scientific_journal-11010	234	19	values	value	NOUN
american_scientific_journal-11010	234	20	calculated	calculate	VERB
american_scientific_journal-11010	234	21	and	and	CCONJ
american_scientific_journal-11010	234	22	updated	update	VERB
american_scientific_journal-11010	234	23	as	as	SCONJ
american_scientific_journal-11010	234	24	each	each	DET
american_scientific_journal-11010	234	25	new	new	ADJ
american_scientific_journal-11010	234	26	day	day	NOUN
american_scientific_journal-11010	234	27	is	be	AUX
american_scientific_journal-11010	234	28	added	add	VERB
american_scientific_journal-11010	234	29	.	.	PUNCT
american_scientific_journal-11010	235	1	cum_moving_average	cum_moving_average	VERB
american_scientific_journal-11010	235	2	the	the	DET
american_scientific_journal-11010	235	3	cumulative	cumulative	ADJ
american_scientific_journal-11010	235	4	moving	move	VERB
american_scientific_journal-11010	235	5	average	average	ADJ
american_scientific_journal-11010	235	6	(	(	PUNCT
american_scientific_journal-11010	235	7	cma	cma	NOUN
american_scientific_journal-11010	235	8	)	)	PUNCT
american_scientific_journal-11010	235	9	is	be	AUX
american_scientific_journal-11010	235	10	the	the	DET
american_scientific_journal-11010	235	11	average	average	NOUN
american_scientific_journal-11010	235	12	of	of	ADP
american_scientific_journal-11010	235	13	all	all	DET
american_scientific_journal-11010	235	14	data	datum	NOUN
american_scientific_journal-11010	235	15	points	point	VERB
american_scientific_journal-11010	235	16	up	up	ADP
american_scientific_journal-11010	235	17	to	to	ADP
american_scientific_journal-11010	235	18	the	the	DET
american_scientific_journal-11010	235	19	current	current	ADJ
american_scientific_journal-11010	235	20	point	point	NOUN
american_scientific_journal-11010	235	21	.	.	PUNCT
american_scientific_journal-11010	236	1	it	it	PRON
american_scientific_journal-11010	236	2	recalculates	recalculate	VERB
american_scientific_journal-11010	236	3	the	the	DET
american_scientific_journal-11010	236	4	average	average	NOUN
american_scientific_journal-11010	236	5	each	each	DET
american_scientific_journal-11010	236	6	time	time	NOUN
american_scientific_journal-11010	236	7	a	a	DET
american_scientific_journal-11010	236	8	new	new	ADJ
american_scientific_journal-11010	236	9	data	data	NOUN
american_scientific_journal-11010	236	10	point	point	NOUN
american_scientific_journal-11010	236	11	is	be	AUX
american_scientific_journal-11010	236	12	added	add	VERB
american_scientific_journal-11010	236	13	,	,	PUNCT
american_scientific_journal-11010	236	14	considering	consider	VERB
american_scientific_journal-11010	236	15	all	all	DET
american_scientific_journal-11010	236	16	prior	prior	ADJ
american_scientific_journal-11010	236	17	data	datum	NOUN
american_scientific_journal-11010	236	18	.	.	PUNCT
american_scientific_journal-11010	237	1	exp_weighted_moving_average	exp_weighted_moving_average	NOUN
american_scientific_journal-11010	237	2	the	the	DET
american_scientific_journal-11010	237	3	exponentially	exponentially	ADV
american_scientific_journal-11010	237	4	weighted	weight	VERB
american_scientific_journal-11010	237	5	moving	move	VERB
american_scientific_journal-11010	237	6	average	average	ADJ
american_scientific_journal-11010	237	7	(	(	PUNCT
american_scientific_journal-11010	237	8	ewma	ewma	NOUN
american_scientific_journal-11010	237	9	)	)	PUNCT
american_scientific_journal-11010	237	10	gives	give	VERB
american_scientific_journal-11010	237	11	more	more	ADJ
american_scientific_journal-11010	237	12	weight	weight	NOUN
american_scientific_journal-11010	237	13	to	to	ADP
american_scientific_journal-11010	237	14	recent	recent	ADJ
american_scientific_journal-11010	237	15	data	datum	NOUN
american_scientific_journal-11010	237	16	points	point	NOUN
american_scientific_journal-11010	237	17	,	,	PUNCT
american_scientific_journal-11010	237	18	making	make	VERB
american_scientific_journal-11010	237	19	it	it	PRON
american_scientific_journal-11010	237	20	more	more	ADV
american_scientific_journal-11010	237	21	responsive	responsive	ADJ
american_scientific_journal-11010	237	22	to	to	ADP
american_scientific_journal-11010	237	23	changes	change	NOUN
american_scientific_journal-11010	237	24	compared	compare	VERB
american_scientific_journal-11010	237	25	to	to	ADP
american_scientific_journal-11010	237	26	a	a	DET
american_scientific_journal-11010	237	27	simple	simple	ADJ
american_scientific_journal-11010	237	28	moving	move	VERB
american_scientific_journal-11010	237	29	average	average	NOUN
american_scientific_journal-11010	237	30	.	.	PUNCT
american_scientific_journal-11010	238	1	it	it	PRON
american_scientific_journal-11010	238	2	reduces	reduce	VERB
american_scientific_journal-11010	238	3	the	the	DET
american_scientific_journal-11010	238	4	impact	impact	NOUN
american_scientific_journal-11010	238	5	of	of	ADP
american_scientific_journal-11010	238	6	older	old	ADJ
american_scientific_journal-11010	238	7	data	datum	NOUN
american_scientific_journal-11010	238	8	points	point	NOUN
american_scientific_journal-11010	238	9	using	use	VERB
american_scientific_journal-11010	238	10	an	an	DET
american_scientific_journal-11010	238	11	exponential	exponential	ADJ
american_scientific_journal-11010	238	12	decay	decay	NOUN
american_scientific_journal-11010	238	13	factor	factor	NOUN
american_scientific_journal-11010	238	14	.	.	PUNCT
american_scientific_journal-11010	239	1	total_price	total_price	NOUN
american_scientific_journal-11010	239	2	total_price	total_price	NOUN
american_scientific_journal-11010	239	3	represents	represent	VERB
american_scientific_journal-11010	239	4	the	the	DET
american_scientific_journal-11010	239	5	aggregate	aggregate	ADJ
american_scientific_journal-11010	239	6	price	price	NOUN
american_scientific_journal-11010	239	7	,	,	PUNCT
american_scientific_journal-11010	239	8	which	which	PRON
american_scientific_journal-11010	239	9	is	be	AUX
american_scientific_journal-11010	239	10	computed	compute	VERB
american_scientific_journal-11010	239	11	through	through	ADP
american_scientific_journal-11010	239	12	the	the	DET
american_scientific_journal-11010	239	13	multiplication	multiplication	NOUN
american_scientific_journal-11010	239	14	of	of	ADP
american_scientific_journal-11010	239	15	two	two	NUM
american_scientific_journal-11010	239	16	variables	variable	NOUN
american_scientific_journal-11010	239	17	:	:	PUNCT
american_scientific_journal-11010	239	18	sales	sale	NOUN
american_scientific_journal-11010	239	19	and	and	CCONJ
american_scientific_journal-11010	239	20	sell_price	sell_price	NOUN
american_scientific_journal-11010	239	21	.	.	PUNCT
american_scientific_journal-11010	240	1	sales	sale	NOUN
american_scientific_journal-11010	240	2	the	the	DET
american_scientific_journal-11010	240	3	dependent	dependent	ADJ
american_scientific_journal-11010	240	4	variable	variable	ADJ
american_scientific_journal-11010	240	5	3.3	3.3	NUM
american_scientific_journal-11010	240	6	.	.	PUNCT
american_scientific_journal-11010	241	1	model	model	NOUN
american_scientific_journal-11010	241	2	training	training	NOUN
american_scientific_journal-11010	241	3	this	this	DET
american_scientific_journal-11010	241	4	study	study	NOUN
american_scientific_journal-11010	241	5	’s	’s	PART
american_scientific_journal-11010	241	6	endeavor	endeavor	NOUN
american_scientific_journal-11010	241	7	aims	aim	VERB
american_scientific_journal-11010	241	8	to	to	PART
american_scientific_journal-11010	241	9	construct	construct	VERB
american_scientific_journal-11010	241	10	a	a	DET
american_scientific_journal-11010	241	11	stacking	stack	VERB
american_scientific_journal-11010	241	12	ensemble	ensemble	ADJ
american_scientific_journal-11010	241	13	framework	framework	NOUN
american_scientific_journal-11010	241	14	that	that	PRON
american_scientific_journal-11010	241	15	utilizes	utilize	VERB
american_scientific_journal-11010	241	16	base	base	NOUN
american_scientific_journal-11010	241	17	models	model	NOUN
american_scientific_journal-11010	241	18	derived	derive	VERB
american_scientific_journal-11010	241	19	from	from	ADP
american_scientific_journal-11010	241	20	random	random	ADJ
american_scientific_journal-11010	241	21	forest	forest	NOUN
american_scientific_journal-11010	241	22	and	and	CCONJ
american_scientific_journal-11010	241	23	lightgbm	lightgbm	ADJ
american_scientific_journal-11010	241	24	algorithms	algorithm	NOUN
american_scientific_journal-11010	241	25	,	,	PUNCT
american_scientific_journal-11010	241	26	with	with	ADP
american_scientific_journal-11010	241	27	the	the	DET
american_scientific_journal-11010	241	28	objective	objective	NOUN
american_scientific_journal-11010	241	29	of	of	ADP
american_scientific_journal-11010	241	30	comparing	compare	VERB
american_scientific_journal-11010	241	31	its	its	PRON
american_scientific_journal-11010	241	32	performance	performance	NOUN
american_scientific_journal-11010	241	33	against	against	ADP
american_scientific_journal-11010	241	34	a	a	DET
american_scientific_journal-11010	241	35	multilayer	multilayer	ADJ
american_scientific_journal-11010	241	36	perceptron	perceptron	PROPN
american_scientific_journal-11010	241	37	model	model	NOUN
american_scientific_journal-11010	241	38	an	an	DET
american_scientific_journal-11010	241	39	application	application	NOUN
american_scientific_journal-11010	241	40	of	of	ADP
american_scientific_journal-11010	241	41	deep	deep	ADJ
american_scientific_journal-11010	241	42	learning	learning	NOUN
american_scientific_journal-11010	241	43	.	.	PUNCT
american_scientific_journal-11010	242	1	the	the	DET
american_scientific_journal-11010	242	2	purpose	purpose	NOUN
american_scientific_journal-11010	242	3	is	be	AUX
american_scientific_journal-11010	242	4	to	to	PART
american_scientific_journal-11010	242	5	ascertain	ascertain	VERB
american_scientific_journal-11010	242	6	which	which	DET
american_scientific_journal-11010	242	7	method	method	NOUN
american_scientific_journal-11010	242	8	yields	yield	VERB
american_scientific_journal-11010	242	9	the	the	DET
american_scientific_journal-11010	242	10	most	most	ADV
american_scientific_journal-11010	242	11	accurate	accurate	ADJ
american_scientific_journal-11010	242	12	forecast	forecast	NOUN
american_scientific_journal-11010	242	13	.	.	PUNCT
american_scientific_journal-11010	243	1	a	a	DET
american_scientific_journal-11010	243	2	stacking	stacking	NOUN
american_scientific_journal-11010	243	3	ensemble	ensemble	ADJ
american_scientific_journal-11010	243	4	represents	represent	VERB
american_scientific_journal-11010	243	5	a	a	DET
american_scientific_journal-11010	243	6	machine	machine	NOUN
american_scientific_journal-11010	243	7	learning	learning	NOUN
american_scientific_journal-11010	243	8	technique	technique	NOUN
american_scientific_journal-11010	243	9	that	that	PRON
american_scientific_journal-11010	243	10	employs	employ	VERB
american_scientific_journal-11010	243	11	multiple	multiple	ADJ
american_scientific_journal-11010	243	12	learning	learn	VERB
american_scientific_journal-11010	243	13	algorithms	algorithm	NOUN
american_scientific_journal-11010	243	14	with	with	ADP
american_scientific_journal-11010	243	15	the	the	DET
american_scientific_journal-11010	243	16	objective	objective	NOUN
american_scientific_journal-11010	243	17	of	of	ADP
american_scientific_journal-11010	243	18	optimizing	optimize	VERB
american_scientific_journal-11010	243	19	predictive	predictive	ADJ
american_scientific_journal-11010	243	20	capability[39	capability[39	NOUN
american_scientific_journal-11010	243	21	]	]	X
american_scientific_journal-11010	243	22	.	.	PUNCT
american_scientific_journal-11010	244	1	the	the	DET
american_scientific_journal-11010	244	2	schematic	schematic	ADJ
american_scientific_journal-11010	244	3	representation	representation	NOUN
american_scientific_journal-11010	244	4	of	of	ADP
american_scientific_journal-11010	244	5	the	the	DET
american_scientific_journal-11010	244	6	stacking	stack	VERB
american_scientific_journal-11010	244	7	ensemble	ensemble	ADJ
american_scientific_journal-11010	244	8	framework	framework	NOUN
american_scientific_journal-11010	244	9	implemented	implement	VERB
american_scientific_journal-11010	244	10	in	in	ADP
american_scientific_journal-11010	244	11	this	this	DET
american_scientific_journal-11010	244	12	study	study	NOUN
american_scientific_journal-11010	244	13	is	be	AUX
american_scientific_journal-11010	244	14	exhibited	exhibit	VERB
american_scientific_journal-11010	244	15	in	in	ADP
american_scientific_journal-11010	244	16	the	the	DET
american_scientific_journal-11010	244	17	figure	figure	NOUN
american_scientific_journal-11010	244	18	below	below	ADV
american_scientific_journal-11010	244	19	.	.	PUNCT
american_scientific_journal-11010	245	1	figure	figure	VERB
american_scientific_journal-11010	245	2	2	2	NUM
american_scientific_journal-11010	245	3	:	:	PUNCT
american_scientific_journal-11010	245	4	study	study	VERB
american_scientific_journal-11010	245	5	’s	’s	PART
american_scientific_journal-11010	245	6	stacking	stack	VERB
american_scientific_journal-11010	245	7	ensemble	ensemble	ADJ
american_scientific_journal-11010	245	8	framework	framework	NOUN
american_scientific_journal-11010	245	9	american	american	ADJ
american_scientific_journal-11010	245	10	academic	academic	ADJ
american_scientific_journal-11010	245	11	scientific	scientific	ADJ
american_scientific_journal-11010	245	12	research	research	NOUN
american_scientific_journal-11010	245	13	journal	journal	NOUN
american_scientific_journal-11010	245	14	for	for	ADP
american_scientific_journal-11010	245	15	engineering	engineering	NOUN
american_scientific_journal-11010	245	16	,	,	PUNCT
american_scientific_journal-11010	245	17	technology	technology	NOUN
american_scientific_journal-11010	245	18	,	,	PUNCT
american_scientific_journal-11010	245	19	and	and	CCONJ
american_scientific_journal-11010	245	20	sciences	science	NOUN
american_scientific_journal-11010	245	21	(	(	PUNCT
american_scientific_journal-11010	245	22	asrjets	asrjet	NOUN
american_scientific_journal-11010	245	23	)	)	PUNCT
american_scientific_journal-11010	245	24	volume	volume	NOUN
american_scientific_journal-11010	245	25	98	98	NUM
american_scientific_journal-11010	245	26	,	,	PUNCT
american_scientific_journal-11010	245	27	no	no	DET
american_scientific_journal-11010	245	28	1	1	NUM
american_scientific_journal-11010	245	29	,	,	PUNCT
american_scientific_journal-11010	245	30	pp	pp	ADV
american_scientific_journal-11010	245	31	309	309	NUM
american_scientific_journal-11010	245	32	-	-	SYM
american_scientific_journal-11010	245	33	329	329	NUM
american_scientific_journal-11010	245	34	322	322	NUM
american_scientific_journal-11010	245	35	in	in	ADP
american_scientific_journal-11010	245	36	the	the	DET
american_scientific_journal-11010	245	37	context	context	NOUN
american_scientific_journal-11010	245	38	of	of	ADP
american_scientific_journal-11010	245	39	this	this	DET
american_scientific_journal-11010	245	40	study	study	NOUN
american_scientific_journal-11010	245	41	,	,	PUNCT
american_scientific_journal-11010	245	42	the	the	DET
american_scientific_journal-11010	245	43	framework	framework	NOUN
american_scientific_journal-11010	245	44	was	be	AUX
american_scientific_journal-11010	245	45	executed	execute	VERB
american_scientific_journal-11010	245	46	in	in	ADP
american_scientific_journal-11010	245	47	two	two	NUM
american_scientific_journal-11010	245	48	phases	phase	NOUN
american_scientific_journal-11010	245	49	:	:	PUNCT
american_scientific_journal-11010	245	50	initially	initially	ADV
american_scientific_journal-11010	245	51	,	,	PUNCT
american_scientific_journal-11010	245	52	all	all	PRON
american_scientific_journal-11010	245	53	learning	learn	VERB
american_scientific_journal-11010	245	54	algorithms	algorithm	NOUN
american_scientific_journal-11010	245	55	,	,	PUNCT
american_scientific_journal-11010	245	56	namely	namely	ADV
american_scientific_journal-11010	245	57	random	random	ADJ
american_scientific_journal-11010	245	58	forest	forest	NOUN
american_scientific_journal-11010	245	59	and	and	CCONJ
american_scientific_journal-11010	245	60	lightgbm	lightgbm	ADJ
american_scientific_journal-11010	245	61	,	,	PUNCT
american_scientific_journal-11010	245	62	were	be	AUX
american_scientific_journal-11010	245	63	trained	train	VERB
american_scientific_journal-11010	245	64	on	on	ADP
american_scientific_journal-11010	245	65	historical	historical	ADJ
american_scientific_journal-11010	245	66	sales	sale	NOUN
american_scientific_journal-11010	245	67	data	datum	NOUN
american_scientific_journal-11010	245	68	after	after	ADP
american_scientific_journal-11010	245	69	rigorous	rigorous	ADJ
american_scientific_journal-11010	245	70	data	datum	NOUN
american_scientific_journal-11010	245	71	preprocessing	preprocessing	NOUN
american_scientific_journal-11010	245	72	.	.	PUNCT
american_scientific_journal-11010	246	1	subsequently	subsequently	ADV
american_scientific_journal-11010	246	2	,	,	PUNCT
american_scientific_journal-11010	246	3	a	a	DET
american_scientific_journal-11010	246	4	meta	meta	ADJ
american_scientific_journal-11010	246	5	-	-	PUNCT
american_scientific_journal-11010	246	6	learner	learner	NOUN
american_scientific_journal-11010	246	7	algorithm	algorithm	NOUN
american_scientific_journal-11010	246	8	,	,	PUNCT
american_scientific_journal-11010	246	9	in	in	ADP
american_scientific_journal-11010	246	10	this	this	DET
american_scientific_journal-11010	246	11	case	case	NOUN
american_scientific_journal-11010	246	12	,	,	PUNCT
american_scientific_journal-11010	246	13	the	the	DET
american_scientific_journal-11010	246	14	extremely	extremely	ADV
american_scientific_journal-11010	246	15	randomized	randomized	ADJ
american_scientific_journal-11010	246	16	trees	tree	NOUN
american_scientific_journal-11010	246	17	(	(	PUNCT
american_scientific_journal-11010	246	18	extra	extra	ADJ
american_scientific_journal-11010	246	19	trees	tree	NOUN
american_scientific_journal-11010	246	20	)	)	PUNCT
american_scientific_journal-11010	246	21	regression	regression	NOUN
american_scientific_journal-11010	246	22	algorithm	algorithm	NOUN
american_scientific_journal-11010	246	23	,	,	PUNCT
american_scientific_journal-11010	246	24	was	be	AUX
american_scientific_journal-11010	246	25	used	use	VERB
american_scientific_journal-11010	246	26	to	to	PART
american_scientific_journal-11010	246	27	generate	generate	VERB
american_scientific_journal-11010	246	28	a	a	DET
american_scientific_journal-11010	246	29	final	final	ADJ
american_scientific_journal-11010	246	30	prediction	prediction	NOUN
american_scientific_journal-11010	246	31	based	base	VERB
american_scientific_journal-11010	246	32	on	on	ADP
american_scientific_journal-11010	246	33	all	all	DET
american_scientific_journal-11010	246	34	the	the	DET
american_scientific_journal-11010	246	35	forecasts	forecast	NOUN
american_scientific_journal-11010	246	36	yielded	yield	VERB
american_scientific_journal-11010	246	37	by	by	ADP
american_scientific_journal-11010	246	38	the	the	DET
american_scientific_journal-11010	246	39	algorithms	algorithm	NOUN
american_scientific_journal-11010	246	40	trained	train	VERB
american_scientific_journal-11010	246	41	in	in	ADP
american_scientific_journal-11010	246	42	the	the	DET
american_scientific_journal-11010	246	43	initial	initial	ADJ
american_scientific_journal-11010	246	44	phase	phase	NOUN
american_scientific_journal-11010	246	45	.	.	PUNCT
american_scientific_journal-11010	247	1	the	the	DET
american_scientific_journal-11010	247	2	random	random	ADJ
american_scientific_journal-11010	247	3	forest	forest	NOUN
american_scientific_journal-11010	247	4	algorithm	algorithm	NOUN
american_scientific_journal-11010	247	5	employed	employ	VERB
american_scientific_journal-11010	247	6	in	in	ADP
american_scientific_journal-11010	247	7	this	this	DET
american_scientific_journal-11010	247	8	study	study	NOUN
american_scientific_journal-11010	247	9	was	be	AUX
american_scientific_journal-11010	247	10	sourced	source	VERB
american_scientific_journal-11010	247	11	from	from	ADP
american_scientific_journal-11010	247	12	the	the	DET
american_scientific_journal-11010	247	13	open	open	ADJ
american_scientific_journal-11010	247	14	-	-	PUNCT
american_scientific_journal-11010	247	15	source	source	NOUN
american_scientific_journal-11010	247	16	scikitlearn	scikitlearn	NOUN
american_scientific_journal-11010	247	17	library	library	NOUN
american_scientific_journal-11010	247	18	and	and	CCONJ
american_scientific_journal-11010	247	19	the	the	DET
american_scientific_journal-11010	247	20	lightgbm	lightgbm	ADJ
american_scientific_journal-11010	247	21	algorithm	algorithm	NOUN
american_scientific_journal-11010	247	22	was	be	AUX
american_scientific_journal-11010	247	23	obtained	obtain	VERB
american_scientific_journal-11010	247	24	from	from	ADP
american_scientific_journal-11010	247	25	the	the	DET
american_scientific_journal-11010	247	26	microsoft	microsoft	PROPN
american_scientific_journal-11010	247	27	library	library	NOUN
american_scientific_journal-11010	247	28	,	,	PUNCT
american_scientific_journal-11010	247	29	which	which	PRON
american_scientific_journal-11010	247	30	is	be	AUX
american_scientific_journal-11010	247	31	also	also	ADV
american_scientific_journal-11010	247	32	open	open	ADJ
american_scientific_journal-11010	247	33	source	source	NOUN
american_scientific_journal-11010	247	34	.	.	PUNCT
american_scientific_journal-11010	248	1	additionally	additionally	ADV
american_scientific_journal-11010	248	2	,	,	PUNCT
american_scientific_journal-11010	248	3	the	the	DET
american_scientific_journal-11010	248	4	multilayer	multilayer	PROPN
american_scientific_journal-11010	248	5	perceptron	perceptron	PROPN
american_scientific_journal-11010	248	6	network	network	NOUN
american_scientific_journal-11010	248	7	was	be	AUX
american_scientific_journal-11010	248	8	trained	train	VERB
american_scientific_journal-11010	248	9	using	use	VERB
american_scientific_journal-11010	248	10	tensorflow	tensorflow	NOUN
american_scientific_journal-11010	248	11	,	,	PUNCT
american_scientific_journal-11010	248	12	an	an	DET
american_scientific_journal-11010	248	13	open	open	ADJ
american_scientific_journal-11010	248	14	-	-	PUNCT
american_scientific_journal-11010	248	15	source	source	NOUN
american_scientific_journal-11010	248	16	framework	framework	NOUN
american_scientific_journal-11010	248	17	for	for	ADP
american_scientific_journal-11010	248	18	deep	deep	ADJ
american_scientific_journal-11010	248	19	learning	learning	NOUN
american_scientific_journal-11010	248	20	networks	network	NOUN
american_scientific_journal-11010	248	21	.	.	PUNCT
american_scientific_journal-11010	249	1	the	the	DET
american_scientific_journal-11010	249	2	study	study	NOUN
american_scientific_journal-11010	249	3	intentionally	intentionally	ADV
american_scientific_journal-11010	249	4	avoided	avoid	VERB
american_scientific_journal-11010	249	5	the	the	DET
american_scientific_journal-11010	249	6	use	use	NOUN
american_scientific_journal-11010	249	7	of	of	ADP
american_scientific_journal-11010	249	8	proprietary	proprietary	ADJ
american_scientific_journal-11010	249	9	or	or	CCONJ
american_scientific_journal-11010	249	10	commercial	commercial	ADJ
american_scientific_journal-11010	249	11	software	software	NOUN
american_scientific_journal-11010	249	12	,	,	PUNCT
american_scientific_journal-11010	249	13	opting	opt	VERB
american_scientific_journal-11010	249	14	instead	instead	ADV
american_scientific_journal-11010	249	15	for	for	ADP
american_scientific_journal-11010	249	16	open	open	ADJ
american_scientific_journal-11010	249	17	-	-	PUNCT
american_scientific_journal-11010	249	18	source	source	NOUN
american_scientific_journal-11010	249	19	alternatives	alternative	NOUN
american_scientific_journal-11010	249	20	to	to	PART
american_scientific_journal-11010	249	21	promote	promote	VERB
american_scientific_journal-11010	249	22	transparency	transparency	NOUN
american_scientific_journal-11010	249	23	,	,	PUNCT
american_scientific_journal-11010	249	24	reproducibility	reproducibility	NOUN
american_scientific_journal-11010	249	25	,	,	PUNCT
american_scientific_journal-11010	249	26	and	and	CCONJ
american_scientific_journal-11010	249	27	flexibility	flexibility	NOUN
american_scientific_journal-11010	249	28	in	in	ADP
american_scientific_journal-11010	249	29	the	the	DET
american_scientific_journal-11010	249	30	research	research	NOUN
american_scientific_journal-11010	249	31	process	process	NOUN
american_scientific_journal-11010	249	32	.	.	PUNCT
american_scientific_journal-11010	250	1	this	this	DET
american_scientific_journal-11010	250	2	approach	approach	NOUN
american_scientific_journal-11010	250	3	enabled	enable	VERB
american_scientific_journal-11010	250	4	a	a	DET
american_scientific_journal-11010	250	5	more	more	ADV
american_scientific_journal-11010	250	6	thorough	thorough	ADJ
american_scientific_journal-11010	250	7	exploration	exploration	NOUN
american_scientific_journal-11010	250	8	and	and	CCONJ
american_scientific_journal-11010	250	9	customization	customization	NOUN
american_scientific_journal-11010	250	10	of	of	ADP
american_scientific_journal-11010	250	11	the	the	DET
american_scientific_journal-11010	250	12	algorithms	algorithm	NOUN
american_scientific_journal-11010	250	13	,	,	PUNCT
american_scientific_journal-11010	250	14	thereby	thereby	ADV
american_scientific_journal-11010	250	15	enhancing	enhance	VERB
american_scientific_journal-11010	250	16	the	the	DET
american_scientific_journal-11010	250	17	understanding	understanding	NOUN
american_scientific_journal-11010	250	18	of	of	ADP
american_scientific_journal-11010	250	19	the	the	DET
american_scientific_journal-11010	250	20	underlying	underlying	ADJ
american_scientific_journal-11010	250	21	methodologies	methodology	NOUN
american_scientific_journal-11010	250	22	and	and	CCONJ
american_scientific_journal-11010	250	23	their	their	PRON
american_scientific_journal-11010	250	24	influence	influence	NOUN
american_scientific_journal-11010	250	25	on	on	ADP
american_scientific_journal-11010	250	26	the	the	DET
american_scientific_journal-11010	250	27	study	study	NOUN
american_scientific_journal-11010	250	28	's	's	PART
american_scientific_journal-11010	250	29	outcomes	outcome	NOUN
american_scientific_journal-11010	250	30	.	.	PUNCT
american_scientific_journal-11010	251	1	3.4	3.4	NUM
american_scientific_journal-11010	251	2	.	.	PUNCT
american_scientific_journal-11010	251	3	model	model	NOUN
american_scientific_journal-11010	251	4	evaluation	evaluation	NOUN
american_scientific_journal-11010	251	5	the	the	DET
american_scientific_journal-11010	251	6	discrepancy	discrepancy	NOUN
american_scientific_journal-11010	251	7	between	between	ADP
american_scientific_journal-11010	251	8	the	the	DET
american_scientific_journal-11010	251	9	actual	actual	ADJ
american_scientific_journal-11010	251	10	and	and	CCONJ
american_scientific_journal-11010	251	11	predicted	predict	VERB
american_scientific_journal-11010	251	12	values	value	NOUN
american_scientific_journal-11010	251	13	is	be	AUX
american_scientific_journal-11010	251	14	often	often	ADV
american_scientific_journal-11010	251	15	referred	refer	VERB
american_scientific_journal-11010	251	16	to	to	ADP
american_scientific_journal-11010	251	17	as	as	ADP
american_scientific_journal-11010	251	18	the	the	DET
american_scientific_journal-11010	251	19	“	"	PUNCT
american_scientific_journal-11010	251	20	residual	residual	ADJ
american_scientific_journal-11010	251	21	.	.	PUNCT
american_scientific_journal-11010	251	22	”	"	PUNCT
american_scientific_journal-11010	251	23	evaluating	evaluate	VERB
american_scientific_journal-11010	251	24	the	the	DET
american_scientific_journal-11010	251	25	difference	difference	NOUN
american_scientific_journal-11010	251	26	between	between	ADP
american_scientific_journal-11010	251	27	these	these	DET
american_scientific_journal-11010	251	28	values	value	NOUN
american_scientific_journal-11010	251	29	is	be	AUX
american_scientific_journal-11010	251	30	pivotal	pivotal	ADJ
american_scientific_journal-11010	251	31	in	in	ADP
american_scientific_journal-11010	251	32	assessing	assess	VERB
american_scientific_journal-11010	251	33	the	the	DET
american_scientific_journal-11010	251	34	accuracy	accuracy	NOUN
american_scientific_journal-11010	251	35	and	and	CCONJ
american_scientific_journal-11010	251	36	reliability	reliability	NOUN
american_scientific_journal-11010	251	37	of	of	ADP
american_scientific_journal-11010	251	38	a	a	DET
american_scientific_journal-11010	251	39	predictive	predictive	ADJ
american_scientific_journal-11010	251	40	model	model	NOUN
american_scientific_journal-11010	251	41	.	.	PUNCT
american_scientific_journal-11010	252	1	a	a	DET
american_scientific_journal-11010	252	2	model	model	NOUN
american_scientific_journal-11010	252	3	that	that	PRON
american_scientific_journal-11010	252	4	generates	generate	VERB
american_scientific_journal-11010	252	5	predicted	predict	VERB
american_scientific_journal-11010	252	6	values	value	NOUN
american_scientific_journal-11010	252	7	close	close	ADJ
american_scientific_journal-11010	252	8	to	to	ADP
american_scientific_journal-11010	252	9	the	the	DET
american_scientific_journal-11010	252	10	actual	actual	ADJ
american_scientific_journal-11010	252	11	values	value	NOUN
american_scientific_journal-11010	252	12	is	be	AUX
american_scientific_journal-11010	252	13	typically	typically	ADV
american_scientific_journal-11010	252	14	considered	consider	VERB
american_scientific_journal-11010	252	15	to	to	PART
american_scientific_journal-11010	252	16	have	have	VERB
american_scientific_journal-11010	252	17	a	a	DET
american_scientific_journal-11010	252	18	good	good	ADJ
american_scientific_journal-11010	252	19	fit	fit	NOUN
american_scientific_journal-11010	252	20	,	,	PUNCT
american_scientific_journal-11010	252	21	while	while	SCONJ
american_scientific_journal-11010	252	22	large	large	ADJ
american_scientific_journal-11010	252	23	differences	difference	NOUN
american_scientific_journal-11010	252	24	indicate	indicate	VERB
american_scientific_journal-11010	252	25	potential	potential	ADJ
american_scientific_journal-11010	252	26	issues	issue	NOUN
american_scientific_journal-11010	252	27	with	with	ADP
american_scientific_journal-11010	252	28	the	the	DET
american_scientific_journal-11010	252	29	model	model	NOUN
american_scientific_journal-11010	252	30	’s	’s	PART
american_scientific_journal-11010	252	31	assumptions	assumption	NOUN
american_scientific_journal-11010	252	32	,	,	PUNCT
american_scientific_journal-11010	252	33	variables	variable	NOUN
american_scientific_journal-11010	252	34	,	,	PUNCT
american_scientific_journal-11010	252	35	or	or	CCONJ
american_scientific_journal-11010	252	36	parameters	parameter	NOUN
american_scientific_journal-11010	252	37	.	.	PUNCT
american_scientific_journal-11010	253	1	to	to	PART
american_scientific_journal-11010	253	2	access	access	VERB
american_scientific_journal-11010	253	3	the	the	DET
american_scientific_journal-11010	253	4	performance	performance	NOUN
american_scientific_journal-11010	253	5	of	of	ADP
american_scientific_journal-11010	253	6	the	the	DET
american_scientific_journal-11010	253	7	frameworks	framework	NOUN
american_scientific_journal-11010	253	8	,	,	PUNCT
american_scientific_journal-11010	253	9	the	the	DET
american_scientific_journal-11010	253	10	study	study	NOUN
american_scientific_journal-11010	253	11	evaluated	evaluate	VERB
american_scientific_journal-11010	253	12	how	how	SCONJ
american_scientific_journal-11010	253	13	closely	closely	ADV
american_scientific_journal-11010	253	14	the	the	DET
american_scientific_journal-11010	253	15	forecasted	forecast	VERB
american_scientific_journal-11010	253	16	values	value	NOUN
american_scientific_journal-11010	253	17	were	be	AUX
american_scientific_journal-11010	253	18	to	to	ADP
american_scientific_journal-11010	253	19	the	the	DET
american_scientific_journal-11010	253	20	actual	actual	ADJ
american_scientific_journal-11010	253	21	values	value	NOUN
american_scientific_journal-11010	253	22	for	for	ADP
american_scientific_journal-11010	253	23	the	the	DET
american_scientific_journal-11010	253	24	frameworks	framework	NOUN
american_scientific_journal-11010	253	25	investigated	investigate	VERB
american_scientific_journal-11010	253	26	.	.	PUNCT
american_scientific_journal-11010	254	1	4	4	X
american_scientific_journal-11010	254	2	.	.	X
american_scientific_journal-11010	254	3	limitations	limitation	NOUN
american_scientific_journal-11010	254	4	the	the	DET
american_scientific_journal-11010	254	5	machine	machine	NOUN
american_scientific_journal-11010	254	6	learning	learn	VERB
american_scientific_journal-11010	254	7	frameworks	framework	NOUN
american_scientific_journal-11010	254	8	developed	develop	VERB
american_scientific_journal-11010	254	9	within	within	ADP
american_scientific_journal-11010	254	10	this	this	DET
american_scientific_journal-11010	254	11	study	study	NOUN
american_scientific_journal-11010	254	12	excluded	exclude	VERB
american_scientific_journal-11010	254	13	supply	supply	NOUN
american_scientific_journal-11010	254	14	chain	chain	NOUN
american_scientific_journal-11010	254	15	variables	variable	NOUN
american_scientific_journal-11010	254	16	and	and	CCONJ
american_scientific_journal-11010	254	17	processes	process	NOUN
american_scientific_journal-11010	254	18	.	.	PUNCT
american_scientific_journal-11010	255	1	the	the	DET
american_scientific_journal-11010	255	2	integration	integration	NOUN
american_scientific_journal-11010	255	3	of	of	ADP
american_scientific_journal-11010	255	4	supply	supply	NOUN
american_scientific_journal-11010	255	5	chain	chain	NOUN
american_scientific_journal-11010	255	6	facets	facet	NOUN
american_scientific_journal-11010	255	7	,	,	PUNCT
american_scientific_journal-11010	255	8	such	such	ADJ
american_scientific_journal-11010	255	9	as	as	ADP
american_scientific_journal-11010	255	10	supplier	supplier	NOUN
american_scientific_journal-11010	255	11	selection	selection	NOUN
american_scientific_journal-11010	255	12	,	,	PUNCT
american_scientific_journal-11010	255	13	risk	risk	NOUN
american_scientific_journal-11010	255	14	prediction	prediction	NOUN
american_scientific_journal-11010	255	15	,	,	PUNCT
american_scientific_journal-11010	255	16	transportation	transportation	NOUN
american_scientific_journal-11010	255	17	,	,	PUNCT
american_scientific_journal-11010	255	18	production	production	NOUN
american_scientific_journal-11010	255	19	,	,	PUNCT
american_scientific_journal-11010	255	20	and	and	CCONJ
american_scientific_journal-11010	255	21	storage	storage	NOUN
american_scientific_journal-11010	255	22	,	,	PUNCT
american_scientific_journal-11010	255	23	would	would	AUX
american_scientific_journal-11010	255	24	have	have	AUX
american_scientific_journal-11010	255	25	substantially	substantially	ADV
american_scientific_journal-11010	255	26	inflated	inflate	VERB
american_scientific_journal-11010	255	27	the	the	DET
american_scientific_journal-11010	255	28	scope	scope	NOUN
american_scientific_journal-11010	255	29	of	of	ADP
american_scientific_journal-11010	255	30	the	the	DET
american_scientific_journal-11010	255	31	study	study	NOUN
american_scientific_journal-11010	255	32	,	,	PUNCT
american_scientific_journal-11010	255	33	rendering	render	VERB
american_scientific_journal-11010	255	34	it	it	PRON
american_scientific_journal-11010	255	35	unmanageably	unmanageably	ADV
american_scientific_journal-11010	255	36	broad.the	broad.the	DET
american_scientific_journal-11010	255	37	central	central	ADJ
american_scientific_journal-11010	255	38	objective	objective	NOUN
american_scientific_journal-11010	255	39	of	of	ADP
american_scientific_journal-11010	255	40	this	this	DET
american_scientific_journal-11010	255	41	study	study	NOUN
american_scientific_journal-11010	255	42	is	be	AUX
american_scientific_journal-11010	255	43	to	to	PART
american_scientific_journal-11010	255	44	propose	propose	VERB
american_scientific_journal-11010	255	45	a	a	DET
american_scientific_journal-11010	255	46	machine	machine	NOUN
american_scientific_journal-11010	255	47	learning	learn	VERB
american_scientific_journal-11010	255	48	framework	framework	NOUN
american_scientific_journal-11010	255	49	aimed	aim	VERB
american_scientific_journal-11010	255	50	at	at	ADP
american_scientific_journal-11010	255	51	enhancing	enhance	VERB
american_scientific_journal-11010	255	52	the	the	DET
american_scientific_journal-11010	255	53	precision	precision	NOUN
american_scientific_journal-11010	255	54	of	of	ADP
american_scientific_journal-11010	255	55	demand	demand	NOUN
american_scientific_journal-11010	255	56	forecasting	forecasting	NOUN
american_scientific_journal-11010	255	57	within	within	ADP
american_scientific_journal-11010	255	58	the	the	DET
american_scientific_journal-11010	255	59	retail	retail	ADJ
american_scientific_journal-11010	255	60	sector	sector	NOUN
american_scientific_journal-11010	255	61	,	,	PUNCT
american_scientific_journal-11010	255	62	a	a	DET
american_scientific_journal-11010	255	63	specific	specific	ADJ
american_scientific_journal-11010	255	64	segment	segment	NOUN
american_scientific_journal-11010	255	65	of	of	ADP
american_scientific_journal-11010	255	66	supply	supply	NOUN
american_scientific_journal-11010	255	67	chain	chain	NOUN
american_scientific_journal-11010	255	68	management	management	NOUN
american_scientific_journal-11010	255	69	.	.	PUNCT
american_scientific_journal-11010	256	1	the	the	DET
american_scientific_journal-11010	256	2	research	research	NOUN
american_scientific_journal-11010	256	3	did	do	AUX
american_scientific_journal-11010	256	4	not	not	PART
american_scientific_journal-11010	256	5	aspire	aspire	VERB
american_scientific_journal-11010	256	6	to	to	PART
american_scientific_journal-11010	256	7	devise	devise	VERB
american_scientific_journal-11010	256	8	a	a	DET
american_scientific_journal-11010	256	9	comprehensive	comprehensive	ADJ
american_scientific_journal-11010	256	10	framework	framework	NOUN
american_scientific_journal-11010	256	11	encapsulating	encapsulate	VERB
american_scientific_journal-11010	256	12	all	all	DET
american_scientific_journal-11010	256	13	variables	variable	NOUN
american_scientific_journal-11010	256	14	and	and	CCONJ
american_scientific_journal-11010	256	15	processes	process	VERB
american_scientific_journal-11010	256	16	inherent	inherent	ADJ
american_scientific_journal-11010	256	17	to	to	ADP
american_scientific_journal-11010	256	18	the	the	DET
american_scientific_journal-11010	256	19	supply	supply	NOUN
american_scientific_journal-11010	256	20	chain	chain	NOUN
american_scientific_journal-11010	256	21	.	.	PUNCT
american_scientific_journal-11010	257	1	5	5	X
american_scientific_journal-11010	257	2	.	.	X
american_scientific_journal-11010	257	3	findings	finding	VERB
american_scientific_journal-11010	257	4	the	the	DET
american_scientific_journal-11010	257	5	study	study	NOUN
american_scientific_journal-11010	257	6	’s	’s	PART
american_scientific_journal-11010	257	7	intent	intent	NOUN
american_scientific_journal-11010	257	8	was	be	AUX
american_scientific_journal-11010	257	9	to	to	PART
american_scientific_journal-11010	257	10	juxtapose	juxtapose	VERB
american_scientific_journal-11010	257	11	the	the	DET
american_scientific_journal-11010	257	12	statistical	statistical	ADJ
american_scientific_journal-11010	257	13	efficacy	efficacy	NOUN
american_scientific_journal-11010	257	14	of	of	ADP
american_scientific_journal-11010	257	15	a	a	DET
american_scientific_journal-11010	257	16	stacking	stack	VERB
american_scientific_journal-11010	257	17	ensemble	ensemble	ADJ
american_scientific_journal-11010	257	18	framework	framework	NOUN
american_scientific_journal-11010	257	19	,	,	PUNCT
american_scientific_journal-11010	257	20	underpinned	underpin	VERB
american_scientific_journal-11010	257	21	by	by	ADP
american_scientific_journal-11010	257	22	the	the	DET
american_scientific_journal-11010	257	23	random	random	ADJ
american_scientific_journal-11010	257	24	forest	forest	NOUN
american_scientific_journal-11010	257	25	and	and	CCONJ
american_scientific_journal-11010	257	26	lightgbm	lightgbm	ADJ
american_scientific_journal-11010	257	27	models	model	NOUN
american_scientific_journal-11010	257	28	,	,	PUNCT
american_scientific_journal-11010	257	29	with	with	ADP
american_scientific_journal-11010	257	30	that	that	PRON
american_scientific_journal-11010	257	31	of	of	ADP
american_scientific_journal-11010	257	32	a	a	DET
american_scientific_journal-11010	257	33	multilayer	multilayer	ADJ
american_scientific_journal-11010	257	34	perceptron	perceptron	PROPN
american_scientific_journal-11010	257	35	framework	framework	NOUN
american_scientific_journal-11010	257	36	,	,	PUNCT
american_scientific_journal-11010	257	37	a	a	DET
american_scientific_journal-11010	257	38	neural	neural	ADJ
american_scientific_journal-11010	257	39	network	network	NOUN
american_scientific_journal-11010	257	40	application	application	NOUN
american_scientific_journal-11010	257	41	.	.	PUNCT
american_scientific_journal-11010	258	1	the	the	DET
american_scientific_journal-11010	258	2	aim	aim	NOUN
american_scientific_journal-11010	258	3	was	be	AUX
american_scientific_journal-11010	258	4	to	to	PART
american_scientific_journal-11010	258	5	discern	discern	VERB
american_scientific_journal-11010	258	6	which	which	DET
american_scientific_journal-11010	258	7	structure	structure	NOUN
american_scientific_journal-11010	258	8	exhibited	exhibit	VERB
american_scientific_journal-11010	258	9	superior	superior	ADJ
american_scientific_journal-11010	258	10	predictive	predictive	ADJ
american_scientific_journal-11010	258	11	precision	precision	NOUN
american_scientific_journal-11010	258	12	through	through	ADP
american_scientific_journal-11010	258	13	rigorous	rigorous	ADJ
american_scientific_journal-11010	258	14	statistical	statistical	ADJ
american_scientific_journal-11010	258	15	evaluations	evaluation	NOUN
american_scientific_journal-11010	258	16	.	.	PUNCT
american_scientific_journal-11010	259	1	american	american	ADJ
american_scientific_journal-11010	259	2	academic	academic	ADJ
american_scientific_journal-11010	259	3	scientific	scientific	ADJ
american_scientific_journal-11010	259	4	research	research	NOUN
american_scientific_journal-11010	259	5	journal	journal	NOUN
american_scientific_journal-11010	259	6	for	for	ADP
american_scientific_journal-11010	259	7	engineering	engineering	NOUN
american_scientific_journal-11010	259	8	,	,	PUNCT
american_scientific_journal-11010	259	9	technology	technology	NOUN
american_scientific_journal-11010	259	10	,	,	PUNCT
american_scientific_journal-11010	259	11	and	and	CCONJ
american_scientific_journal-11010	259	12	sciences	science	NOUN
american_scientific_journal-11010	259	13	(	(	PUNCT
american_scientific_journal-11010	259	14	asrjets	asrjet	NOUN
american_scientific_journal-11010	259	15	)	)	PUNCT
american_scientific_journal-11010	259	16	volume	volume	NOUN
american_scientific_journal-11010	259	17	98	98	NUM
american_scientific_journal-11010	259	18	,	,	PUNCT
american_scientific_journal-11010	259	19	no	no	DET
american_scientific_journal-11010	259	20	1	1	NUM
american_scientific_journal-11010	259	21	,	,	PUNCT
american_scientific_journal-11010	259	22	pp	pp	ADV
american_scientific_journal-11010	259	23	309	309	NUM
american_scientific_journal-11010	259	24	-	-	SYM
american_scientific_journal-11010	259	25	329	329	NUM
american_scientific_journal-11010	259	26	323	323	NUM
american_scientific_journal-11010	259	27	5.1	5.1	NUM
american_scientific_journal-11010	259	28	.	.	PUNCT
american_scientific_journal-11010	260	1	predictive	predictive	ADJ
american_scientific_journal-11010	260	2	analytics	analytic	NOUN
american_scientific_journal-11010	260	3	(	(	PUNCT
american_scientific_journal-11010	260	4	actual	actual	ADJ
american_scientific_journal-11010	260	5	vs	vs	ADP
american_scientific_journal-11010	260	6	predicted	predict	VERB
american_scientific_journal-11010	260	7	values	value	NOUN
american_scientific_journal-11010	260	8	)	)	PUNCT
american_scientific_journal-11010	260	9	figure	figure	NOUN
american_scientific_journal-11010	260	10	3	3	NUM
american_scientific_journal-11010	260	11	:	:	PUNCT
american_scientific_journal-11010	260	12	actual	actual	ADJ
american_scientific_journal-11010	260	13	vs	vs	ADP
american_scientific_journal-11010	260	14	predicted	predict	VERB
american_scientific_journal-11010	260	15	values	value	NOUN
american_scientific_journal-11010	260	16	plot	plot	VERB
american_scientific_journal-11010	260	17	the	the	DET
american_scientific_journal-11010	260	18	presented	present	VERB
american_scientific_journal-11010	260	19	plots	plot	NOUN
american_scientific_journal-11010	260	20	offer	offer	VERB
american_scientific_journal-11010	260	21	a	a	DET
american_scientific_journal-11010	260	22	comparative	comparative	ADJ
american_scientific_journal-11010	260	23	analysis	analysis	NOUN
american_scientific_journal-11010	260	24	of	of	ADP
american_scientific_journal-11010	260	25	actual	actual	ADJ
american_scientific_journal-11010	260	26	sales	sale	NOUN
american_scientific_journal-11010	260	27	against	against	ADP
american_scientific_journal-11010	260	28	predictions	prediction	NOUN
american_scientific_journal-11010	260	29	from	from	ADP
american_scientific_journal-11010	260	30	the	the	DET
american_scientific_journal-11010	260	31	stacking	stacking	NOUN
american_scientific_journal-11010	260	32	ensemble	ensemble	ADJ
american_scientific_journal-11010	260	33	and	and	CCONJ
american_scientific_journal-11010	260	34	the	the	DET
american_scientific_journal-11010	260	35	multilayer	multilayer	PROPN
american_scientific_journal-11010	260	36	perceptron	perceptron	PROPN
american_scientific_journal-11010	260	37	models	model	NOUN
american_scientific_journal-11010	260	38	developed	develop	VERB
american_scientific_journal-11010	260	39	in	in	ADP
american_scientific_journal-11010	260	40	this	this	DET
american_scientific_journal-11010	260	41	study	study	NOUN
american_scientific_journal-11010	260	42	.	.	PUNCT
american_scientific_journal-11010	261	1	in	in	ADP
american_scientific_journal-11010	261	2	the	the	DET
american_scientific_journal-11010	261	3	left	left	ADJ
american_scientific_journal-11010	261	4	plot	plot	NOUN
american_scientific_journal-11010	261	5	,	,	PUNCT
american_scientific_journal-11010	261	6	illustrating	illustrate	VERB
american_scientific_journal-11010	261	7	the	the	DET
american_scientific_journal-11010	261	8	stacking	stack	VERB
american_scientific_journal-11010	261	9	ensemble	ensemble	ADJ
american_scientific_journal-11010	261	10	model	model	NOUN
american_scientific_journal-11010	261	11	,	,	PUNCT
american_scientific_journal-11010	261	12	the	the	DET
american_scientific_journal-11010	261	13	predictions	prediction	NOUN
american_scientific_journal-11010	261	14	are	be	AUX
american_scientific_journal-11010	261	15	represented	represent	VERB
american_scientific_journal-11010	261	16	on	on	ADP
american_scientific_journal-11010	261	17	the	the	DET
american_scientific_journal-11010	261	18	horizontal	horizontal	ADJ
american_scientific_journal-11010	261	19	axis	axis	NOUN
american_scientific_journal-11010	261	20	while	while	SCONJ
american_scientific_journal-11010	261	21	the	the	DET
american_scientific_journal-11010	261	22	actual	actual	ADJ
american_scientific_journal-11010	261	23	sales	sale	NOUN
american_scientific_journal-11010	261	24	are	be	AUX
american_scientific_journal-11010	261	25	depicted	depict	VERB
american_scientific_journal-11010	261	26	on	on	ADP
american_scientific_journal-11010	261	27	the	the	DET
american_scientific_journal-11010	261	28	vertical	vertical	ADJ
american_scientific_journal-11010	261	29	axis	axis	NOUN
american_scientific_journal-11010	261	30	.	.	PUNCT
american_scientific_journal-11010	262	1	the	the	DET
american_scientific_journal-11010	262	2	data	data	NOUN
american_scientific_journal-11010	262	3	points	point	NOUN
american_scientific_journal-11010	262	4	,	,	PUNCT
american_scientific_journal-11010	262	5	marked	mark	VERB
american_scientific_journal-11010	262	6	in	in	ADP
american_scientific_journal-11010	262	7	green	green	NOUN
american_scientific_journal-11010	262	8	,	,	PUNCT
american_scientific_journal-11010	262	9	exhibit	exhibit	VERB
american_scientific_journal-11010	262	10	a	a	DET
american_scientific_journal-11010	262	11	strong	strong	ADJ
american_scientific_journal-11010	262	12	alignment	alignment	NOUN
american_scientific_journal-11010	262	13	with	with	ADP
american_scientific_journal-11010	262	14	the	the	DET
american_scientific_journal-11010	262	15	identity	identity	NOUN
american_scientific_journal-11010	262	16	line	line	NOUN
american_scientific_journal-11010	262	17	y	y	PROPN
american_scientific_journal-11010	262	18	=	=	SYM
american_scientific_journal-11010	262	19	x	x	PROPN
american_scientific_journal-11010	262	20	,	,	PUNCT
american_scientific_journal-11010	262	21	which	which	PRON
american_scientific_journal-11010	262	22	is	be	AUX
american_scientific_journal-11010	262	23	also	also	ADV
american_scientific_journal-11010	262	24	visualized	visualize	VERB
american_scientific_journal-11010	262	25	as	as	ADP
american_scientific_journal-11010	262	26	a	a	DET
american_scientific_journal-11010	262	27	red	red	ADJ
american_scientific_journal-11010	262	28	regression	regression	NOUN
american_scientific_journal-11010	262	29	line	line	NOUN
american_scientific_journal-11010	262	30	.	.	PUNCT
american_scientific_journal-11010	263	1	this	this	DET
american_scientific_journal-11010	263	2	perfect	perfect	ADJ
american_scientific_journal-11010	263	3	alignment	alignment	NOUN
american_scientific_journal-11010	263	4	indicates	indicate	VERB
american_scientific_journal-11010	263	5	that	that	SCONJ
american_scientific_journal-11010	263	6	the	the	DET
american_scientific_journal-11010	263	7	predictions	prediction	NOUN
american_scientific_journal-11010	263	8	precisely	precisely	ADV
american_scientific_journal-11010	263	9	match	match	VERB
american_scientific_journal-11010	263	10	the	the	DET
american_scientific_journal-11010	263	11	actual	actual	ADJ
american_scientific_journal-11010	263	12	sales	sale	NOUN
american_scientific_journal-11010	263	13	values	value	NOUN
american_scientific_journal-11010	263	14	.	.	PUNCT
american_scientific_journal-11010	264	1	the	the	DET
american_scientific_journal-11010	264	2	tight	tight	ADJ
american_scientific_journal-11010	264	3	clustering	clustering	NOUN
american_scientific_journal-11010	264	4	of	of	ADP
american_scientific_journal-11010	264	5	the	the	DET
american_scientific_journal-11010	264	6	points	point	NOUN
american_scientific_journal-11010	264	7	around	around	ADP
american_scientific_journal-11010	264	8	this	this	DET
american_scientific_journal-11010	264	9	line	line	NOUN
american_scientific_journal-11010	264	10	demonstrates	demonstrate	VERB
american_scientific_journal-11010	264	11	the	the	DET
american_scientific_journal-11010	264	12	model	model	NOUN
american_scientific_journal-11010	264	13	's	's	PART
american_scientific_journal-11010	264	14	high	high	ADJ
american_scientific_journal-11010	264	15	accuracy	accuracy	NOUN
american_scientific_journal-11010	264	16	and	and	CCONJ
american_scientific_journal-11010	264	17	effectiveness	effectiveness	NOUN
american_scientific_journal-11010	264	18	,	,	PUNCT
american_scientific_journal-11010	264	19	suggesting	suggest	VERB
american_scientific_journal-11010	264	20	a	a	DET
american_scientific_journal-11010	264	21	strong	strong	ADJ
american_scientific_journal-11010	264	22	linear	linear	ADJ
american_scientific_journal-11010	264	23	correlation	correlation	NOUN
american_scientific_journal-11010	264	24	between	between	ADP
american_scientific_journal-11010	264	25	predicted	predict	VERB
american_scientific_journal-11010	264	26	and	and	CCONJ
american_scientific_journal-11010	264	27	actual	actual	ADJ
american_scientific_journal-11010	264	28	sales	sale	NOUN
american_scientific_journal-11010	264	29	values	value	NOUN
american_scientific_journal-11010	264	30	.	.	PUNCT
american_scientific_journal-11010	265	1	conversely	conversely	ADV
american_scientific_journal-11010	265	2	,	,	PUNCT
american_scientific_journal-11010	265	3	the	the	DET
american_scientific_journal-11010	265	4	right	right	ADJ
american_scientific_journal-11010	265	5	plot	plot	NOUN
american_scientific_journal-11010	265	6	,	,	PUNCT
american_scientific_journal-11010	265	7	which	which	PRON
american_scientific_journal-11010	265	8	details	detail	VERB
american_scientific_journal-11010	265	9	the	the	DET
american_scientific_journal-11010	265	10	multilayer	multilayer	PROPN
american_scientific_journal-11010	265	11	perceptron	perceptron	PROPN
american_scientific_journal-11010	265	12	model	model	PROPN
american_scientific_journal-11010	265	13	,	,	PUNCT
american_scientific_journal-11010	265	14	shows	show	VERB
american_scientific_journal-11010	265	15	a	a	DET
american_scientific_journal-11010	265	16	slight	slight	ADJ
american_scientific_journal-11010	265	17	deviation	deviation	NOUN
american_scientific_journal-11010	265	18	from	from	ADP
american_scientific_journal-11010	265	19	the	the	DET
american_scientific_journal-11010	265	20	ideal	ideal	ADJ
american_scientific_journal-11010	265	21	prediction	prediction	NOUN
american_scientific_journal-11010	265	22	line	line	NOUN
american_scientific_journal-11010	265	23	.	.	PUNCT
american_scientific_journal-11010	266	1	here	here	ADV
american_scientific_journal-11010	266	2	,	,	PUNCT
american_scientific_journal-11010	266	3	the	the	DET
american_scientific_journal-11010	266	4	regression	regression	NOUN
american_scientific_journal-11010	266	5	line	line	NOUN
american_scientific_journal-11010	266	6	is	be	AUX
american_scientific_journal-11010	266	7	characterized	characterize	VERB
american_scientific_journal-11010	266	8	by	by	ADP
american_scientific_journal-11010	266	9	the	the	DET
american_scientific_journal-11010	266	10	equation	equation	NOUN
american_scientific_journal-11010	266	11	y	y	PROPN
american_scientific_journal-11010	266	12	=	=	SYM
american_scientific_journal-11010	266	13	0.88x	0.88x	PROPN
american_scientific_journal-11010	266	14	+	+	CCONJ
american_scientific_journal-11010	266	15	0.19	0.19	NUM
american_scientific_journal-11010	266	16	,	,	PUNCT
american_scientific_journal-11010	266	17	indicating	indicate	VERB
american_scientific_journal-11010	266	18	a	a	DET
american_scientific_journal-11010	266	19	consistent	consistent	ADJ
american_scientific_journal-11010	266	20	underestimation	underestimation	NOUN
american_scientific_journal-11010	266	21	in	in	ADP
american_scientific_journal-11010	266	22	the	the	DET
american_scientific_journal-11010	266	23	model	model	NOUN
american_scientific_journal-11010	266	24	’s	’s	PART
american_scientific_journal-11010	266	25	predictions	prediction	NOUN
american_scientific_journal-11010	266	26	,	,	PUNCT
american_scientific_journal-11010	266	27	where	where	SCONJ
american_scientific_journal-11010	266	28	the	the	DET
american_scientific_journal-11010	266	29	actual	actual	ADJ
american_scientific_journal-11010	266	30	sales	sale	NOUN
american_scientific_journal-11010	266	31	tend	tend	VERB
american_scientific_journal-11010	266	32	to	to	PART
american_scientific_journal-11010	266	33	be	be	AUX
american_scientific_journal-11010	266	34	higher	high	ADJ
american_scientific_journal-11010	266	35	than	than	ADP
american_scientific_journal-11010	266	36	the	the	DET
american_scientific_journal-11010	266	37	predicted	predict	VERB
american_scientific_journal-11010	266	38	values	value	NOUN
american_scientific_journal-11010	266	39	.	.	PUNCT
american_scientific_journal-11010	267	1	the	the	DET
american_scientific_journal-11010	267	2	slope	slope	NOUN
american_scientific_journal-11010	267	3	of	of	ADP
american_scientific_journal-11010	267	4	0.88	0.88	NUM
american_scientific_journal-11010	267	5	suggests	suggest	VERB
american_scientific_journal-11010	267	6	that	that	SCONJ
american_scientific_journal-11010	267	7	the	the	DET
american_scientific_journal-11010	267	8	model	model	NOUN
american_scientific_journal-11010	267	9	predicts	predict	VERB
american_scientific_journal-11010	267	10	a	a	DET
american_scientific_journal-11010	267	11	lower	low	ADJ
american_scientific_journal-11010	267	12	value	value	NOUN
american_scientific_journal-11010	267	13	for	for	ADP
american_scientific_journal-11010	267	14	each	each	DET
american_scientific_journal-11010	267	15	unit	unit	NOUN
american_scientific_journal-11010	267	16	increase	increase	VERB
american_scientific_journal-11010	267	17	in	in	ADP
american_scientific_journal-11010	267	18	actual	actual	ADJ
american_scientific_journal-11010	267	19	sales	sale	NOUN
american_scientific_journal-11010	267	20	,	,	PUNCT
american_scientific_journal-11010	267	21	coupled	couple	VERB
american_scientific_journal-11010	267	22	with	with	ADP
american_scientific_journal-11010	267	23	a	a	DET
american_scientific_journal-11010	267	24	small	small	ADJ
american_scientific_journal-11010	267	25	positive	positive	ADJ
american_scientific_journal-11010	267	26	intercept	intercept	NOUN
american_scientific_journal-11010	267	27	of	of	ADP
american_scientific_journal-11010	267	28	0.19	0.19	NUM
american_scientific_journal-11010	267	29	,	,	PUNCT
american_scientific_journal-11010	267	30	pointing	point	VERB
american_scientific_journal-11010	267	31	towards	towards	ADP
american_scientific_journal-11010	267	32	a	a	DET
american_scientific_journal-11010	267	33	systematic	systematic	ADJ
american_scientific_journal-11010	267	34	bias	bias	NOUN
american_scientific_journal-11010	267	35	in	in	ADP
american_scientific_journal-11010	267	36	predictions	prediction	NOUN
american_scientific_journal-11010	267	37	.	.	PUNCT
american_scientific_journal-11010	268	1	the	the	DET
american_scientific_journal-11010	268	2	scatter	scatter	NOUN
american_scientific_journal-11010	268	3	of	of	ADP
american_scientific_journal-11010	268	4	points	point	NOUN
american_scientific_journal-11010	268	5	is	be	AUX
american_scientific_journal-11010	268	6	broader	broad	ADJ
american_scientific_journal-11010	268	7	than	than	ADP
american_scientific_journal-11010	268	8	in	in	ADP
american_scientific_journal-11010	268	9	the	the	DET
american_scientific_journal-11010	268	10	stacking	stack	VERB
american_scientific_journal-11010	268	11	ensemble	ensemble	ADJ
american_scientific_journal-11010	268	12	model	model	NOUN
american_scientific_journal-11010	268	13	,	,	PUNCT
american_scientific_journal-11010	268	14	reflecting	reflect	VERB
american_scientific_journal-11010	268	15	a	a	DET
american_scientific_journal-11010	268	16	higher	high	ADJ
american_scientific_journal-11010	268	17	variability	variability	NOUN
american_scientific_journal-11010	268	18	in	in	ADP
american_scientific_journal-11010	268	19	the	the	DET
american_scientific_journal-11010	268	20	predictions	prediction	NOUN
american_scientific_journal-11010	268	21	and	and	CCONJ
american_scientific_journal-11010	268	22	higher	high	ADJ
american_scientific_journal-11010	268	23	error	error	NOUN
american_scientific_journal-11010	268	24	rates	rate	NOUN
american_scientific_journal-11010	268	25	.	.	PUNCT
american_scientific_journal-11010	269	1	the	the	DET
american_scientific_journal-11010	269	2	table	table	NOUN
american_scientific_journal-11010	269	3	below	below	ADP
american_scientific_journal-11010	269	4	presents	present	VERB
american_scientific_journal-11010	269	5	a	a	DET
american_scientific_journal-11010	269	6	comparative	comparative	ADJ
american_scientific_journal-11010	269	7	analysis	analysis	NOUN
american_scientific_journal-11010	269	8	in	in	ADP
american_scientific_journal-11010	269	9	numbers	number	NOUN
american_scientific_journal-11010	269	10	of	of	ADP
american_scientific_journal-11010	269	11	the	the	DET
american_scientific_journal-11010	269	12	two	two	NUM
american_scientific_journal-11010	269	13	frameworks	framework	NOUN
american_scientific_journal-11010	269	14	developed	develop	VERB
american_scientific_journal-11010	269	15	and	and	CCONJ
american_scientific_journal-11010	269	16	assessed	assess	VERB
american_scientific_journal-11010	269	17	in	in	ADP
american_scientific_journal-11010	269	18	this	this	DET
american_scientific_journal-11010	269	19	study	study	NOUN
american_scientific_journal-11010	269	20	.	.	PUNCT
american_scientific_journal-11010	270	1	this	this	DET
american_scientific_journal-11010	270	2	analysis	analysis	NOUN
american_scientific_journal-11010	270	3	aimed	aim	VERB
american_scientific_journal-11010	270	4	to	to	PART
american_scientific_journal-11010	270	5	discern	discern	VERB
american_scientific_journal-11010	270	6	the	the	DET
american_scientific_journal-11010	270	7	distinctions	distinction	NOUN
american_scientific_journal-11010	270	8	between	between	ADP
american_scientific_journal-11010	270	9	the	the	DET
american_scientific_journal-11010	270	10	frameworks	framework	NOUN
american_scientific_journal-11010	270	11	and	and	CCONJ
american_scientific_journal-11010	270	12	unequivocally	unequivocally	ADV
american_scientific_journal-11010	270	13	ascertain	ascertain	VERB
american_scientific_journal-11010	270	14	the	the	DET
american_scientific_journal-11010	270	15	superior	superior	ADJ
american_scientific_journal-11010	270	16	performing	perform	VERB
american_scientific_journal-11010	270	17	model	model	NOUN
american_scientific_journal-11010	270	18	table	table	NOUN
american_scientific_journal-11010	270	19	2	2	NUM
american_scientific_journal-11010	270	20	:	:	PUNCT
american_scientific_journal-11010	270	21	prediction	prediction	NOUN
american_scientific_journal-11010	270	22	accuracy	accuracy	NOUN
american_scientific_journal-11010	270	23	of	of	ADP
american_scientific_journal-11010	270	24	stacking	stack	VERB
american_scientific_journal-11010	270	25	ensemble	ensemble	ADJ
american_scientific_journal-11010	270	26	and	and	CCONJ
american_scientific_journal-11010	270	27	multilayer	multilayer	ADJ
american_scientific_journal-11010	270	28	frameworks	framework	NOUN
american_scientific_journal-11010	270	29	accurate	accurate	ADJ
american_scientific_journal-11010	270	30	underestimate	underestimate	ADJ
american_scientific_journal-11010	270	31	overestimate	overestimate	NOUN
american_scientific_journal-11010	270	32	stacking	stack	VERB
american_scientific_journal-11010	270	33	ensemble	ensemble	ADJ
american_scientific_journal-11010	270	34	99.98394	99.98394	NUM
american_scientific_journal-11010	270	35	0.00882	0.00882	NUM
american_scientific_journal-11010	270	36	0.00724	0.00724	NUM
american_scientific_journal-11010	270	37	multilayer	multilayer	ADJ
american_scientific_journal-11010	270	38	perceptron	perceptron	PROPN
american_scientific_journal-11010	270	39	66.16471	66.16471	NUM
american_scientific_journal-11010	270	40	32.75772	32.75772	NUM
american_scientific_journal-11010	270	41	1.07757	1.07757	NUM
american_scientific_journal-11010	270	42	it	it	PRON
american_scientific_journal-11010	270	43	is	be	AUX
american_scientific_journal-11010	270	44	evident	evident	ADJ
american_scientific_journal-11010	270	45	from	from	ADP
american_scientific_journal-11010	270	46	the	the	DET
american_scientific_journal-11010	270	47	table	table	NOUN
american_scientific_journal-11010	270	48	that	that	SCONJ
american_scientific_journal-11010	270	49	:	:	PUNCT
american_scientific_journal-11010	270	50	1	1	X
american_scientific_journal-11010	270	51	.	.	PUNCT
american_scientific_journal-11010	270	52	accurate	accurate	ADJ
american_scientific_journal-11010	270	53	predictions	prediction	NOUN
american_scientific_journal-11010	270	54	:	:	PUNCT
american_scientific_journal-11010	270	55	the	the	DET
american_scientific_journal-11010	270	56	stacking	stack	VERB
american_scientific_journal-11010	270	57	ensemble	ensemble	ADJ
american_scientific_journal-11010	270	58	model	model	NOUN
american_scientific_journal-11010	270	59	shows	show	VERB
american_scientific_journal-11010	270	60	a	a	DET
american_scientific_journal-11010	270	61	markedly	markedly	ADV
american_scientific_journal-11010	270	62	superior	superior	ADJ
american_scientific_journal-11010	270	63	performance	performance	NOUN
american_scientific_journal-11010	270	64	,	,	PUNCT
american_scientific_journal-11010	270	65	american	american	ADJ
american_scientific_journal-11010	270	66	academic	academic	ADJ
american_scientific_journal-11010	270	67	scientific	scientific	ADJ
american_scientific_journal-11010	270	68	research	research	NOUN
american_scientific_journal-11010	270	69	journal	journal	NOUN
american_scientific_journal-11010	270	70	for	for	ADP
american_scientific_journal-11010	270	71	engineering	engineering	NOUN
american_scientific_journal-11010	270	72	,	,	PUNCT
american_scientific_journal-11010	270	73	technology	technology	NOUN
american_scientific_journal-11010	270	74	,	,	PUNCT
american_scientific_journal-11010	270	75	and	and	CCONJ
american_scientific_journal-11010	270	76	sciences	science	NOUN
american_scientific_journal-11010	270	77	(	(	PUNCT
american_scientific_journal-11010	270	78	asrjets	asrjet	NOUN
american_scientific_journal-11010	270	79	)	)	PUNCT
american_scientific_journal-11010	270	80	volume	volume	NOUN
american_scientific_journal-11010	270	81	98	98	NUM
american_scientific_journal-11010	270	82	,	,	PUNCT
american_scientific_journal-11010	270	83	no	no	DET
american_scientific_journal-11010	270	84	1	1	NUM
american_scientific_journal-11010	270	85	,	,	PUNCT
american_scientific_journal-11010	270	86	pp	pp	ADV
american_scientific_journal-11010	270	87	309	309	NUM
american_scientific_journal-11010	270	88	-	-	SYM
american_scientific_journal-11010	270	89	329	329	NUM
american_scientific_journal-11010	270	90	324	324	NUM
american_scientific_journal-11010	270	91	with	with	ADP
american_scientific_journal-11010	270	92	an	an	DET
american_scientific_journal-11010	270	93	accuracy	accuracy	NOUN
american_scientific_journal-11010	270	94	rate	rate	NOUN
american_scientific_journal-11010	270	95	of	of	ADP
american_scientific_journal-11010	270	96	99.98394	99.98394	NUM
american_scientific_journal-11010	270	97	%	%	NOUN
american_scientific_journal-11010	270	98	compared	compare	VERB
american_scientific_journal-11010	270	99	to	to	ADP
american_scientific_journal-11010	270	100	the	the	DET
american_scientific_journal-11010	270	101	multilayer	multilayer	PROPN
american_scientific_journal-11010	270	102	perceptron	perceptron	PROPN
american_scientific_journal-11010	270	103	’s	’s	PART
american_scientific_journal-11010	270	104	66.16471	66.16471	NUM
american_scientific_journal-11010	270	105	%	%	NOUN
american_scientific_journal-11010	270	106	.	.	PUNCT
american_scientific_journal-11010	271	1	this	this	PRON
american_scientific_journal-11010	271	2	represents	represent	VERB
american_scientific_journal-11010	271	3	a	a	DET
american_scientific_journal-11010	271	4	significant	significant	ADJ
american_scientific_journal-11010	271	5	difference	difference	NOUN
american_scientific_journal-11010	271	6	of	of	ADP
american_scientific_journal-11010	271	7	approximately	approximately	ADV
american_scientific_journal-11010	271	8	33.82	33.82	NUM
american_scientific_journal-11010	271	9	percentage	percentage	NOUN
american_scientific_journal-11010	271	10	points	point	NOUN
american_scientific_journal-11010	271	11	in	in	ADP
american_scientific_journal-11010	271	12	favor	favor	NOUN
american_scientific_journal-11010	271	13	of	of	ADP
american_scientific_journal-11010	271	14	the	the	DET
american_scientific_journal-11010	271	15	stacking	stack	VERB
american_scientific_journal-11010	271	16	ensemble	ensemble	ADJ
american_scientific_journal-11010	271	17	model	model	NOUN
american_scientific_journal-11010	271	18	.	.	PUNCT
american_scientific_journal-11010	272	1	2	2	X
american_scientific_journal-11010	272	2	.	.	X
american_scientific_journal-11010	272	3	underestimations	underestimation	NOUN
american_scientific_journal-11010	272	4	:	:	PUNCT
american_scientific_journal-11010	272	5	the	the	DET
american_scientific_journal-11010	272	6	multilayer	multilayer	PROPN
american_scientific_journal-11010	272	7	perceptron	perceptron	PROPN
american_scientific_journal-11010	272	8	has	have	VERB
american_scientific_journal-11010	272	9	a	a	DET
american_scientific_journal-11010	272	10	much	much	ADV
american_scientific_journal-11010	272	11	higher	high	ADJ
american_scientific_journal-11010	272	12	rate	rate	NOUN
american_scientific_journal-11010	272	13	of	of	ADP
american_scientific_journal-11010	272	14	underestimation	underestimation	NOUN
american_scientific_journal-11010	272	15	,	,	PUNCT
american_scientific_journal-11010	272	16	registering	register	VERB
american_scientific_journal-11010	272	17	32.75772	32.75772	NUM
american_scientific_journal-11010	272	18	%	%	NOUN
american_scientific_journal-11010	272	19	,	,	PUNCT
american_scientific_journal-11010	272	20	whereas	whereas	SCONJ
american_scientific_journal-11010	272	21	the	the	DET
american_scientific_journal-11010	272	22	stacking	stack	VERB
american_scientific_journal-11010	272	23	ensemble	ensemble	ADJ
american_scientific_journal-11010	272	24	model	model	NOUN
american_scientific_journal-11010	272	25	’s	’s	PART
american_scientific_journal-11010	272	26	rate	rate	NOUN
american_scientific_journal-11010	272	27	is	be	AUX
american_scientific_journal-11010	272	28	almost	almost	ADV
american_scientific_journal-11010	272	29	negligible	negligible	ADJ
american_scientific_journal-11010	272	30	at	at	ADP
american_scientific_journal-11010	272	31	0.00882	0.00882	NUM
american_scientific_journal-11010	272	32	%	%	NOUN
american_scientific_journal-11010	272	33	.	.	PUNCT
american_scientific_journal-11010	273	1	this	this	PRON
american_scientific_journal-11010	273	2	is	be	AUX
american_scientific_journal-11010	273	3	a	a	DET
american_scientific_journal-11010	273	4	substantial	substantial	ADJ
american_scientific_journal-11010	273	5	difference	difference	NOUN
american_scientific_journal-11010	273	6	of	of	ADP
american_scientific_journal-11010	273	7	approximately	approximately	ADV
american_scientific_journal-11010	273	8	32.75	32.75	NUM
american_scientific_journal-11010	273	9	percentage	percentage	NOUN
american_scientific_journal-11010	273	10	points	point	NOUN
american_scientific_journal-11010	273	11	.	.	PUNCT
american_scientific_journal-11010	274	1	3	3	X
american_scientific_journal-11010	274	2	.	.	X
american_scientific_journal-11010	274	3	overestimations	overestimation	NOUN
american_scientific_journal-11010	274	4	:	:	PUNCT
american_scientific_journal-11010	274	5	both	both	DET
american_scientific_journal-11010	274	6	models	model	NOUN
american_scientific_journal-11010	274	7	exhibit	exhibit	VERB
american_scientific_journal-11010	274	8	relatively	relatively	ADV
american_scientific_journal-11010	274	9	low	low	ADJ
american_scientific_journal-11010	274	10	overestimation	overestimation	NOUN
american_scientific_journal-11010	274	11	rates	rate	NOUN
american_scientific_journal-11010	274	12	.	.	PUNCT
american_scientific_journal-11010	275	1	the	the	DET
american_scientific_journal-11010	275	2	multilayer	multilayer	PROPN
american_scientific_journal-11010	275	3	perceptron	perceptron	PROPN
american_scientific_journal-11010	275	4	’s	’s	PART
american_scientific_journal-11010	275	5	rate	rate	NOUN
american_scientific_journal-11010	275	6	stands	stand	VERB
american_scientific_journal-11010	275	7	at	at	ADP
american_scientific_journal-11010	275	8	1.07757	1.07757	NUM
american_scientific_journal-11010	275	9	%	%	NOUN
american_scientific_journal-11010	275	10	,	,	PUNCT
american_scientific_journal-11010	275	11	which	which	PRON
american_scientific_journal-11010	275	12	is	be	AUX
american_scientific_journal-11010	275	13	notably	notably	ADV
american_scientific_journal-11010	275	14	higher	high	ADJ
american_scientific_journal-11010	275	15	than	than	ADP
american_scientific_journal-11010	275	16	the	the	DET
american_scientific_journal-11010	275	17	stacking	stack	VERB
american_scientific_journal-11010	275	18	ensemble	ensemble	NOUN
american_scientific_journal-11010	275	19	’s	’s	NOUN
american_scientific_journal-11010	275	20	rate	rate	NOUN
american_scientific_journal-11010	275	21	of	of	ADP
american_scientific_journal-11010	275	22	0.00724	0.00724	NUM
american_scientific_journal-11010	275	23	%	%	NOUN
american_scientific_journal-11010	275	24	.	.	PUNCT
american_scientific_journal-11010	276	1	nonetheless	nonetheless	ADV
american_scientific_journal-11010	276	2	,	,	PUNCT
american_scientific_journal-11010	276	3	the	the	DET
american_scientific_journal-11010	276	4	difference	difference	NOUN
american_scientific_journal-11010	276	5	between	between	ADP
american_scientific_journal-11010	276	6	the	the	DET
american_scientific_journal-11010	276	7	two	two	NUM
american_scientific_journal-11010	276	8	is	be	AUX
american_scientific_journal-11010	276	9	just	just	ADV
american_scientific_journal-11010	276	10	about	about	ADV
american_scientific_journal-11010	276	11	1.07	1.07	NUM
american_scientific_journal-11010	276	12	percentage	percentage	NOUN
american_scientific_journal-11010	276	13	points	point	NOUN
american_scientific_journal-11010	276	14	.	.	PUNCT
american_scientific_journal-11010	277	1	the	the	DET
american_scientific_journal-11010	277	2	stacking	stack	VERB
american_scientific_journal-11010	277	3	ensemble	ensemble	ADJ
american_scientific_journal-11010	277	4	model	model	NOUN
american_scientific_journal-11010	277	5	outperformed	outperform	VERB
american_scientific_journal-11010	277	6	the	the	DET
american_scientific_journal-11010	277	7	multilayer	multilayer	ADJ
american_scientific_journal-11010	277	8	perceptron	perceptron	NOUN
american_scientific_journal-11010	277	9	in	in	ADP
american_scientific_journal-11010	277	10	terms	term	NOUN
american_scientific_journal-11010	277	11	of	of	ADP
american_scientific_journal-11010	277	12	accurate	accurate	ADJ
american_scientific_journal-11010	277	13	predictions	prediction	NOUN
american_scientific_journal-11010	277	14	.	.	PUNCT
american_scientific_journal-11010	278	1	6	6	NUM
american_scientific_journal-11010	278	2	.	.	X
american_scientific_journal-11010	278	3	conclusion	conclusion	NOUN
american_scientific_journal-11010	278	4	and	and	CCONJ
american_scientific_journal-11010	278	5	recommendations	recommendation	NOUN
american_scientific_journal-11010	278	6	considering	consider	VERB
american_scientific_journal-11010	278	7	the	the	DET
american_scientific_journal-11010	278	8	conducted	conduct	VERB
american_scientific_journal-11010	278	9	research	research	NOUN
american_scientific_journal-11010	278	10	,	,	PUNCT
american_scientific_journal-11010	278	11	this	this	DET
american_scientific_journal-11010	278	12	study	study	NOUN
american_scientific_journal-11010	278	13	advocates	advocate	VERB
american_scientific_journal-11010	278	14	for	for	ADP
american_scientific_journal-11010	278	15	the	the	DET
american_scientific_journal-11010	278	16	adoption	adoption	NOUN
american_scientific_journal-11010	278	17	of	of	ADP
american_scientific_journal-11010	278	18	the	the	DET
american_scientific_journal-11010	278	19	stacking	stack	VERB
american_scientific_journal-11010	278	20	ensemble	ensemble	ADJ
american_scientific_journal-11010	278	21	framework	framework	NOUN
american_scientific_journal-11010	278	22	constructed	construct	VERB
american_scientific_journal-11010	278	23	herein	herein	NOUN
american_scientific_journal-11010	278	24	for	for	ADP
american_scientific_journal-11010	278	25	demand	demand	NOUN
american_scientific_journal-11010	278	26	forecasting	forecasting	NOUN
american_scientific_journal-11010	278	27	within	within	ADP
american_scientific_journal-11010	278	28	the	the	DET
american_scientific_journal-11010	278	29	retail	retail	ADJ
american_scientific_journal-11010	278	30	sector	sector	NOUN
american_scientific_journal-11010	278	31	.	.	PUNCT
american_scientific_journal-11010	279	1	this	this	DET
american_scientific_journal-11010	279	2	endorsement	endorsement	NOUN
american_scientific_journal-11010	279	3	arises	arise	VERB
american_scientific_journal-11010	279	4	from	from	ADP
american_scientific_journal-11010	279	5	the	the	DET
american_scientific_journal-11010	279	6	rigorous	rigorous	ADJ
american_scientific_journal-11010	279	7	analysis	analysis	NOUN
american_scientific_journal-11010	279	8	detailed	detail	VERB
american_scientific_journal-11010	279	9	within	within	ADP
american_scientific_journal-11010	279	10	this	this	DET
american_scientific_journal-11010	279	11	segment	segment	NOUN
american_scientific_journal-11010	279	12	.	.	PUNCT
american_scientific_journal-11010	280	1	upon	upon	SCONJ
american_scientific_journal-11010	280	2	perusal	perusal	NOUN
american_scientific_journal-11010	280	3	of	of	ADP
american_scientific_journal-11010	280	4	existing	exist	VERB
american_scientific_journal-11010	280	5	literature	literature	NOUN
american_scientific_journal-11010	280	6	,	,	PUNCT
american_scientific_journal-11010	280	7	it	it	PRON
american_scientific_journal-11010	280	8	was	be	AUX
american_scientific_journal-11010	280	9	discerned	discern	VERB
american_scientific_journal-11010	280	10	that	that	SCONJ
american_scientific_journal-11010	280	11	a	a	DET
american_scientific_journal-11010	280	12	significant	significant	ADJ
american_scientific_journal-11010	280	13	portion	portion	NOUN
american_scientific_journal-11010	280	14	of	of	ADP
american_scientific_journal-11010	280	15	scholars	scholar	NOUN
american_scientific_journal-11010	280	16	concur	concur	VERB
american_scientific_journal-11010	280	17	that	that	SCONJ
american_scientific_journal-11010	280	18	applications	application	NOUN
american_scientific_journal-11010	280	19	utilizing	utilize	VERB
american_scientific_journal-11010	280	20	neural	neural	ADJ
american_scientific_journal-11010	280	21	networks	network	NOUN
american_scientific_journal-11010	280	22	yield	yield	VERB
american_scientific_journal-11010	280	23	the	the	DET
american_scientific_journal-11010	280	24	most	most	ADV
american_scientific_journal-11010	280	25	precise	precise	ADJ
american_scientific_journal-11010	280	26	demand	demand	NOUN
american_scientific_journal-11010	280	27	forecasts	forecast	NOUN
american_scientific_journal-11010	280	28	.	.	PUNCT
american_scientific_journal-11010	281	1	however	however	ADV
american_scientific_journal-11010	281	2	,	,	PUNCT
american_scientific_journal-11010	281	3	the	the	DET
american_scientific_journal-11010	281	4	evaluation	evaluation	NOUN
american_scientific_journal-11010	281	5	of	of	ADP
american_scientific_journal-11010	281	6	the	the	DET
american_scientific_journal-11010	281	7	neural	neural	ADJ
american_scientific_journal-11010	281	8	network	network	NOUN
american_scientific_journal-11010	281	9	against	against	ADP
american_scientific_journal-11010	281	10	the	the	DET
american_scientific_journal-11010	281	11	formulated	formulate	VERB
american_scientific_journal-11010	281	12	stacking	stacking	NOUN
american_scientific_journal-11010	281	13	ensemble	ensemble	ADJ
american_scientific_journal-11010	281	14	framework	framework	NOUN
american_scientific_journal-11010	281	15	in	in	ADP
american_scientific_journal-11010	281	16	this	this	DET
american_scientific_journal-11010	281	17	study	study	NOUN
american_scientific_journal-11010	281	18	challenges	challenge	VERB
american_scientific_journal-11010	281	19	this	this	DET
american_scientific_journal-11010	281	20	prevailing	prevail	VERB
american_scientific_journal-11010	281	21	assertion	assertion	NOUN
american_scientific_journal-11010	281	22	.	.	PUNCT
american_scientific_journal-11010	282	1	the	the	DET
american_scientific_journal-11010	282	2	exceptional	exceptional	ADJ
american_scientific_journal-11010	282	3	predictive	predictive	ADJ
american_scientific_journal-11010	282	4	prowess	prowess	NOUN
american_scientific_journal-11010	282	5	of	of	ADP
american_scientific_journal-11010	282	6	the	the	DET
american_scientific_journal-11010	282	7	proposed	propose	VERB
american_scientific_journal-11010	282	8	stacking	stack	VERB
american_scientific_journal-11010	282	9	ensemble	ensemble	ADJ
american_scientific_journal-11010	282	10	framework	framework	NOUN
american_scientific_journal-11010	282	11	can	can	AUX
american_scientific_journal-11010	282	12	be	be	AUX
american_scientific_journal-11010	282	13	attributed	attribute	VERB
american_scientific_journal-11010	282	14	to	to	ADP
american_scientific_journal-11010	282	15	its	its	PRON
american_scientific_journal-11010	282	16	foundational	foundational	ADJ
american_scientific_journal-11010	282	17	methodology	methodology	NOUN
american_scientific_journal-11010	282	18	.	.	PUNCT
american_scientific_journal-11010	283	1	this	this	DET
american_scientific_journal-11010	283	2	structure	structure	NOUN
american_scientific_journal-11010	283	3	incorporates	incorporate	VERB
american_scientific_journal-11010	283	4	the	the	DET
american_scientific_journal-11010	283	5	random	random	ADJ
american_scientific_journal-11010	283	6	forest	forest	NOUN
american_scientific_journal-11010	283	7	and	and	CCONJ
american_scientific_journal-11010	283	8	lightgbm	lightgbm	ADJ
american_scientific_journal-11010	283	9	models	model	NOUN
american_scientific_journal-11010	283	10	as	as	ADP
american_scientific_journal-11010	283	11	foundational	foundational	ADJ
american_scientific_journal-11010	283	12	layers	layer	NOUN
american_scientific_journal-11010	283	13	and	and	CCONJ
american_scientific_journal-11010	283	14	employs	employ	VERB
american_scientific_journal-11010	283	15	the	the	DET
american_scientific_journal-11010	283	16	extra	extra	ADJ
american_scientific_journal-11010	283	17	trees	tree	NOUN
american_scientific_journal-11010	283	18	model	model	NOUN
american_scientific_journal-11010	283	19	as	as	ADP
american_scientific_journal-11010	283	20	the	the	DET
american_scientific_journal-11010	283	21	meta	meta	ADJ
american_scientific_journal-11010	283	22	-	-	PUNCT
american_scientific_journal-11010	283	23	learner	learner	NOUN
american_scientific_journal-11010	283	24	.	.	PUNCT
american_scientific_journal-11010	284	1	notably	notably	ADV
american_scientific_journal-11010	284	2	,	,	PUNCT
american_scientific_journal-11010	284	3	both	both	CCONJ
american_scientific_journal-11010	284	4	the	the	DET
american_scientific_journal-11010	284	5	random	random	ADJ
american_scientific_journal-11010	284	6	forest	forest	NOUN
american_scientific_journal-11010	284	7	and	and	CCONJ
american_scientific_journal-11010	284	8	extra	extra	ADJ
american_scientific_journal-11010	284	9	trees	tree	NOUN
american_scientific_journal-11010	284	10	algorithms	algorithm	NOUN
american_scientific_journal-11010	284	11	are	be	AUX
american_scientific_journal-11010	284	12	encapsulated	encapsulate	VERB
american_scientific_journal-11010	284	13	within	within	ADP
american_scientific_journal-11010	284	14	the	the	DET
american_scientific_journal-11010	284	15	bagging	bagging	NOUN
american_scientific_journal-11010	284	16	algorithms	algorithms	NOUN
american_scientific_journal-11010	284	17	category	category	NOUN
american_scientific_journal-11010	284	18	,	,	PUNCT
american_scientific_journal-11010	284	19	while	while	SCONJ
american_scientific_journal-11010	284	20	the	the	DET
american_scientific_journal-11010	284	21	lightgbm	lightgbm	ADJ
american_scientific_journal-11010	284	22	algorithm	algorithm	NOUN
american_scientific_journal-11010	284	23	is	be	AUX
american_scientific_journal-11010	284	24	classified	classify	VERB
american_scientific_journal-11010	284	25	under	under	ADP
american_scientific_journal-11010	284	26	boosting	boost	VERB
american_scientific_journal-11010	284	27	algorithms	algorithm	NOUN
american_scientific_journal-11010	284	28	.	.	PUNCT
american_scientific_journal-11010	285	1	bagging	bagging	NOUN
american_scientific_journal-11010	285	2	,	,	PUNCT
american_scientific_journal-11010	285	3	an	an	DET
american_scientific_journal-11010	285	4	acronym	acronym	NOUN
american_scientific_journal-11010	285	5	for	for	ADP
american_scientific_journal-11010	285	6	“	"	PUNCT
american_scientific_journal-11010	285	7	bootstrap	bootstrap	NOUN
american_scientific_journal-11010	285	8	aggregating	aggregating	NOUN
american_scientific_journal-11010	285	9	,	,	PUNCT
american_scientific_journal-11010	285	10	”	"	PUNCT
american_scientific_journal-11010	285	11	is	be	AUX
american_scientific_journal-11010	285	12	an	an	DET
american_scientific_journal-11010	285	13	ensemble	ensemble	ADJ
american_scientific_journal-11010	285	14	machine	machine	NOUN
american_scientific_journal-11010	285	15	learning	learn	VERB
american_scientific_journal-11010	285	16	strategy	strategy	NOUN
american_scientific_journal-11010	285	17	that	that	PRON
american_scientific_journal-11010	285	18	augments	augment	VERB
american_scientific_journal-11010	285	19	model	model	NOUN
american_scientific_journal-11010	285	20	precision	precision	NOUN
american_scientific_journal-11010	285	21	by	by	ADP
american_scientific_journal-11010	285	22	concurrently	concurrently	ADV
american_scientific_journal-11010	285	23	training	train	VERB
american_scientific_journal-11010	285	24	multiple	multiple	ADJ
american_scientific_journal-11010	285	25	models	model	NOUN
american_scientific_journal-11010	285	26	on	on	ADP
american_scientific_journal-11010	285	27	varied	varied	ADJ
american_scientific_journal-11010	285	28	data	datum	NOUN
american_scientific_journal-11010	285	29	subsets	subset	NOUN
american_scientific_journal-11010	285	30	and	and	CCONJ
american_scientific_journal-11010	285	31	subsequently	subsequently	ADV
american_scientific_journal-11010	285	32	amalgamating	amalgamate	VERB
american_scientific_journal-11010	285	33	their	their	PRON
american_scientific_journal-11010	285	34	outputs[19	outputs[19	NOUN
american_scientific_journal-11010	285	35	]	]	X
american_scientific_journal-11010	285	36	.	.	PUNCT
american_scientific_journal-11010	286	1	this	this	DET
american_scientific_journal-11010	286	2	approach	approach	NOUN
american_scientific_journal-11010	286	3	encompasses	encompass	VERB
american_scientific_journal-11010	286	4	generating	generate	VERB
american_scientific_journal-11010	286	5	multiple	multiple	ADJ
american_scientific_journal-11010	286	6	random	random	ADJ
american_scientific_journal-11010	286	7	samples	sample	NOUN
american_scientific_journal-11010	286	8	from	from	ADP
american_scientific_journal-11010	286	9	the	the	DET
american_scientific_journal-11010	286	10	primary	primary	ADJ
american_scientific_journal-11010	286	11	dataset	dataset	NOUN
american_scientific_journal-11010	286	12	,	,	PUNCT
american_scientific_journal-11010	286	13	with	with	ADP
american_scientific_journal-11010	286	14	replacement	replacement	NOUN
american_scientific_journal-11010	286	15	,	,	PUNCT
american_scientific_journal-11010	286	16	and	and	CCONJ
american_scientific_journal-11010	286	17	then	then	ADV
american_scientific_journal-11010	286	18	independently	independently	ADV
american_scientific_journal-11010	286	19	training	train	VERB
american_scientific_journal-11010	286	20	a	a	DET
american_scientific_journal-11010	286	21	distinct	distinct	ADJ
american_scientific_journal-11010	286	22	model	model	NOUN
american_scientific_journal-11010	286	23	on	on	ADP
american_scientific_journal-11010	286	24	each	each	PRON
american_scientific_journal-11010	286	25	.	.	PUNCT
american_scientific_journal-11010	287	1	predictive	predictive	ADJ
american_scientific_journal-11010	287	2	outputs	output	NOUN
american_scientific_journal-11010	287	3	are	be	AUX
american_scientific_journal-11010	287	4	unified	unify	VERB
american_scientific_journal-11010	287	5	either	either	CCONJ
american_scientific_journal-11010	287	6	by	by	ADP
american_scientific_journal-11010	287	7	averaging	average	VERB
american_scientific_journal-11010	287	8	for	for	ADP
american_scientific_journal-11010	287	9	regression	regression	NOUN
american_scientific_journal-11010	287	10	tasks	task	NOUN
american_scientific_journal-11010	287	11	or	or	CCONJ
american_scientific_journal-11010	287	12	majority	majority	NOUN
american_scientific_journal-11010	287	13	consensus	consensus	NOUN
american_scientific_journal-11010	287	14	for	for	ADP
american_scientific_journal-11010	287	15	classification	classification	NOUN
american_scientific_journal-11010	287	16	tasks	task	NOUN
american_scientific_journal-11010	287	17	.	.	PUNCT
american_scientific_journal-11010	288	1	such	such	DET
american_scientific_journal-11010	288	2	a	a	DET
american_scientific_journal-11010	288	3	methodology	methodology	NOUN
american_scientific_journal-11010	288	4	invariably	invariably	ADV
american_scientific_journal-11010	288	5	yields	yield	VERB
american_scientific_journal-11010	288	6	a	a	DET
american_scientific_journal-11010	288	7	more	more	ADV
american_scientific_journal-11010	288	8	resilient	resilient	ADJ
american_scientific_journal-11010	288	9	model	model	NOUN
american_scientific_journal-11010	288	10	less	less	ADV
american_scientific_journal-11010	288	11	prone	prone	ADJ
american_scientific_journal-11010	288	12	to	to	ADP
american_scientific_journal-11010	288	13	overfitting	overfitte	VERB
american_scientific_journal-11010	288	14	.	.	PUNCT
american_scientific_journal-11010	289	1	furthermore	furthermore	ADV
american_scientific_journal-11010	289	2	,	,	PUNCT
american_scientific_journal-11010	289	3	bagging	bagging	NOUN
american_scientific_journal-11010	289	4	permits	permit	VERB
american_scientific_journal-11010	289	5	an	an	DET
american_scientific_journal-11010	289	6	“	"	PUNCT
american_scientific_journal-11010	289	7	out	out	ADP
american_scientific_journal-11010	289	8	-	-	PUNCT
american_scientific_journal-11010	289	9	of	of	ADP
american_scientific_journal-11010	289	10	-	-	PUNCT
american_scientific_journal-11010	289	11	bag	bag	NOUN
american_scientific_journal-11010	289	12	”	"	PUNCT
american_scientific_journal-11010	289	13	error	error	NOUN
american_scientific_journal-11010	289	14	estimation	estimation	NOUN
american_scientific_journal-11010	289	15	,	,	PUNCT
american_scientific_journal-11010	289	16	leveraging	leverage	VERB
american_scientific_journal-11010	289	17	unutilized	unutilized	ADJ
american_scientific_journal-11010	289	18	data	datum	NOUN
american_scientific_journal-11010	289	19	from	from	ADP
american_scientific_journal-11010	289	20	each	each	DET
american_scientific_journal-11010	289	21	subset	subset	NOUN
american_scientific_journal-11010	289	22	to	to	PART
american_scientific_journal-11010	289	23	assess	assess	VERB
american_scientific_journal-11010	289	24	model	model	NOUN
american_scientific_journal-11010	289	25	efficacy	efficacy	NOUN
american_scientific_journal-11010	289	26	without	without	ADP
american_scientific_journal-11010	289	27	the	the	DET
american_scientific_journal-11010	289	28	necessity	necessity	NOUN
american_scientific_journal-11010	289	29	for	for	ADP
american_scientific_journal-11010	289	30	an	an	DET
american_scientific_journal-11010	289	31	isolated	isolated	ADJ
american_scientific_journal-11010	289	32	validation	validation	NOUN
american_scientific_journal-11010	289	33	set[36	set[36	NOUN
american_scientific_journal-11010	289	34	]	]	PUNCT
american_scientific_journal-11010	289	35	.	.	PUNCT
american_scientific_journal-11010	290	1	fundamentally	fundamentally	ADV
american_scientific_journal-11010	290	2	,	,	PUNCT
american_scientific_journal-11010	290	3	bagging	bagging	NOUN
american_scientific_journal-11010	290	4	enhances	enhance	VERB
american_scientific_journal-11010	290	5	model	model	NOUN
american_scientific_journal-11010	290	6	generalization	generalization	NOUN
american_scientific_journal-11010	290	7	by	by	ADP
american_scientific_journal-11010	290	8	mitigating	mitigate	VERB
american_scientific_journal-11010	290	9	discrepancies	discrepancy	NOUN
american_scientific_journal-11010	290	10	from	from	ADP
american_scientific_journal-11010	290	11	singular	singular	ADJ
american_scientific_journal-11010	290	12	models	model	NOUN
american_scientific_journal-11010	290	13	via	via	ADP
american_scientific_journal-11010	290	14	an	an	DET
american_scientific_journal-11010	290	15	aggregation	aggregation	NOUN
american_scientific_journal-11010	290	16	process	process	NOUN
american_scientific_journal-11010	290	17	.	.	PUNCT
american_scientific_journal-11010	291	1	conversely	conversely	ADV
american_scientific_journal-11010	291	2	,	,	PUNCT
american_scientific_journal-11010	291	3	boosting	boost	VERB
american_scientific_journal-11010	291	4	represents	represent	VERB
american_scientific_journal-11010	291	5	an	an	DET
american_scientific_journal-11010	291	6	ensemble	ensemble	ADJ
american_scientific_journal-11010	291	7	machine	machine	NOUN
american_scientific_journal-11010	291	8	learning	learn	VERB
american_scientific_journal-11010	291	9	modality	modality	NOUN
american_scientific_journal-11010	291	10	that	that	PRON
american_scientific_journal-11010	291	11	sequentially	sequentially	ADV
american_scientific_journal-11010	291	12	trains	train	NOUN
american_scientific_journal-11010	291	13	models	model	NOUN
american_scientific_journal-11010	291	14	to	to	PART
american_scientific_journal-11010	291	15	optimize	optimize	VERB
american_scientific_journal-11010	291	16	their	their	PRON
american_scientific_journal-11010	291	17	efficacy[19	efficacy[19	NOUN
american_scientific_journal-11010	291	18	]	]	PUNCT
american_scientific_journal-11010	291	19	.	.	PUNCT
american_scientific_journal-11010	292	1	commencing	commence	VERB
american_scientific_journal-11010	292	2	with	with	ADP
american_scientific_journal-11010	292	3	homogenized	homogenized	ADJ
american_scientific_journal-11010	292	4	data	datum	NOUN
american_scientific_journal-11010	292	5	point	point	NOUN
american_scientific_journal-11010	292	6	weights	weight	NOUN
american_scientific_journal-11010	292	7	,	,	PUNCT
american_scientific_journal-11010	292	8	an	an	DET
american_scientific_journal-11010	292	9	initial	initial	ADJ
american_scientific_journal-11010	292	10	model	model	NOUN
american_scientific_journal-11010	292	11	is	be	AUX
american_scientific_journal-11010	292	12	trained	train	VERB
american_scientific_journal-11010	292	13	,	,	PUNCT
american_scientific_journal-11010	292	14	and	and	CCONJ
american_scientific_journal-11010	292	15	its	its	PRON
american_scientific_journal-11010	292	16	errors	error	NOUN
american_scientific_journal-11010	292	17	gauged	gauge	VERB
american_scientific_journal-11010	292	18	.	.	PUNCT
american_scientific_journal-11010	293	1	data	datum	NOUN
american_scientific_journal-11010	293	2	points	point	NOUN
american_scientific_journal-11010	293	3	predicted	predict	VERB
american_scientific_journal-11010	293	4	inaccurately	inaccurately	ADV
american_scientific_journal-11010	293	5	are	be	AUX
american_scientific_journal-11010	293	6	subsequently	subsequently	ADV
american_scientific_journal-11010	293	7	prioritized	prioritize	VERB
american_scientific_journal-11010	293	8	in	in	ADP
american_scientific_journal-11010	293	9	subsequent	subsequent	ADJ
american_scientific_journal-11010	293	10	training	training	NOUN
american_scientific_journal-11010	293	11	iterations	iteration	NOUN
american_scientific_journal-11010	293	12	.	.	PUNCT
american_scientific_journal-11010	294	1	american	american	ADJ
american_scientific_journal-11010	294	2	academic	academic	ADJ
american_scientific_journal-11010	294	3	scientific	scientific	ADJ
american_scientific_journal-11010	294	4	research	research	NOUN
american_scientific_journal-11010	294	5	journal	journal	NOUN
american_scientific_journal-11010	294	6	for	for	ADP
american_scientific_journal-11010	294	7	engineering	engineering	NOUN
american_scientific_journal-11010	294	8	,	,	PUNCT
american_scientific_journal-11010	294	9	technology	technology	NOUN
american_scientific_journal-11010	294	10	,	,	PUNCT
american_scientific_journal-11010	294	11	and	and	CCONJ
american_scientific_journal-11010	294	12	sciences	science	NOUN
american_scientific_journal-11010	294	13	(	(	PUNCT
american_scientific_journal-11010	294	14	asrjets	asrjet	NOUN
american_scientific_journal-11010	294	15	)	)	PUNCT
american_scientific_journal-11010	294	16	volume	volume	NOUN
american_scientific_journal-11010	294	17	98	98	NUM
american_scientific_journal-11010	294	18	,	,	PUNCT
american_scientific_journal-11010	294	19	no	no	DET
american_scientific_journal-11010	294	20	1	1	NUM
american_scientific_journal-11010	294	21	,	,	PUNCT
american_scientific_journal-11010	294	22	pp	pp	ADV
american_scientific_journal-11010	294	23	309	309	NUM
american_scientific_journal-11010	294	24	-	-	SYM
american_scientific_journal-11010	294	25	329	329	NUM
american_scientific_journal-11010	294	26	325	325	NUM
american_scientific_journal-11010	294	27	ensuing	ensue	VERB
american_scientific_journal-11010	294	28	models	model	NOUN
american_scientific_journal-11010	294	29	concentrate	concentrate	VERB
american_scientific_journal-11010	294	30	on	on	ADP
american_scientific_journal-11010	294	31	these	these	DET
american_scientific_journal-11010	294	32	more	more	ADV
american_scientific_journal-11010	294	33	challenging	challenging	ADJ
american_scientific_journal-11010	294	34	instances	instance	NOUN
american_scientific_journal-11010	294	35	,	,	PUNCT
american_scientific_journal-11010	294	36	perpetuating	perpetuate	VERB
american_scientific_journal-11010	294	37	this	this	DET
american_scientific_journal-11010	294	38	methodology	methodology	NOUN
american_scientific_journal-11010	294	39	either	either	CCONJ
american_scientific_journal-11010	294	40	for	for	ADP
american_scientific_journal-11010	294	41	a	a	DET
american_scientific_journal-11010	294	42	predetermined	predetermine	VERB
american_scientific_journal-11010	294	43	number	number	NOUN
american_scientific_journal-11010	294	44	of	of	ADP
american_scientific_journal-11010	294	45	cycles	cycle	NOUN
american_scientific_journal-11010	294	46	or	or	CCONJ
american_scientific_journal-11010	294	47	until	until	SCONJ
american_scientific_journal-11010	294	48	a	a	DET
american_scientific_journal-11010	294	49	specified	specified	ADJ
american_scientific_journal-11010	294	50	performance	performance	NOUN
american_scientific_journal-11010	294	51	benchmark	benchmark	NOUN
american_scientific_journal-11010	294	52	is	be	AUX
american_scientific_journal-11010	294	53	attained	attain	VERB
american_scientific_journal-11010	294	54	.	.	PUNCT
american_scientific_journal-11010	295	1	the	the	DET
american_scientific_journal-11010	295	2	culminating	culminate	VERB
american_scientific_journal-11010	295	3	prediction	prediction	NOUN
american_scientific_journal-11010	295	4	constitutes	constitute	VERB
american_scientific_journal-11010	295	5	a	a	DET
american_scientific_journal-11010	295	6	weighted	weighted	ADJ
american_scientific_journal-11010	295	7	amalgamation	amalgamation	NOUN
american_scientific_journal-11010	295	8	of	of	ADP
american_scientific_journal-11010	295	9	all	all	DET
american_scientific_journal-11010	295	10	model	model	NOUN
american_scientific_journal-11010	295	11	results	result	NOUN
american_scientific_journal-11010	295	12	.	.	PUNCT
american_scientific_journal-11010	296	1	boosting	boost	VERB
american_scientific_journal-11010	296	2	continually	continually	ADV
american_scientific_journal-11010	296	3	hones	hone	VERB
american_scientific_journal-11010	296	4	its	its	PRON
american_scientific_journal-11010	296	5	models	model	NOUN
american_scientific_journal-11010	296	6	by	by	ADP
american_scientific_journal-11010	296	7	emphasizing	emphasize	VERB
american_scientific_journal-11010	296	8	intricate	intricate	ADJ
american_scientific_journal-11010	296	9	portions	portion	NOUN
american_scientific_journal-11010	296	10	of	of	ADP
american_scientific_journal-11010	296	11	the	the	DET
american_scientific_journal-11010	296	12	dataset	dataset	NOUN
american_scientific_journal-11010	296	13	,	,	PUNCT
american_scientific_journal-11010	296	14	striving	strive	VERB
american_scientific_journal-11010	296	15	to	to	PART
american_scientific_journal-11010	296	16	diminish	diminish	VERB
american_scientific_journal-11010	296	17	the	the	DET
american_scientific_journal-11010	296	18	overall	overall	ADJ
american_scientific_journal-11010	296	19	bias	bias	NOUN
american_scientific_journal-11010	296	20	of	of	ADP
american_scientific_journal-11010	296	21	the	the	DET
american_scientific_journal-11010	296	22	ensemble	ensemble	NOUN
american_scientific_journal-11010	296	23	.	.	PUNCT
american_scientific_journal-11010	297	1	the	the	DET
american_scientific_journal-11010	297	2	inherent	inherent	ADJ
american_scientific_journal-11010	297	3	methodologies	methodology	NOUN
american_scientific_journal-11010	297	4	of	of	ADP
american_scientific_journal-11010	297	5	these	these	DET
american_scientific_journal-11010	297	6	algorithmic	algorithmic	ADJ
american_scientific_journal-11010	297	7	categories	category	NOUN
american_scientific_journal-11010	297	8	in	in	ADP
american_scientific_journal-11010	297	9	enhancing	enhance	VERB
american_scientific_journal-11010	297	10	predictive	predictive	ADJ
american_scientific_journal-11010	297	11	performance	performance	NOUN
american_scientific_journal-11010	297	12	are	be	AUX
american_scientific_journal-11010	297	13	undeniably	undeniably	ADV
american_scientific_journal-11010	297	14	robust	robust	ADJ
american_scientific_journal-11010	297	15	.	.	PUNCT
american_scientific_journal-11010	298	1	integrating	integrate	VERB
american_scientific_journal-11010	298	2	a	a	DET
american_scientific_journal-11010	298	3	model	model	NOUN
american_scientific_journal-11010	298	4	from	from	ADP
american_scientific_journal-11010	298	5	each	each	DET
american_scientific_journal-11010	298	6	algorithmic	algorithmic	ADJ
american_scientific_journal-11010	298	7	category	category	NOUN
american_scientific_journal-11010	298	8	and	and	CCONJ
american_scientific_journal-11010	298	9	synthesizing	synthesize	VERB
american_scientific_journal-11010	298	10	their	their	PRON
american_scientific_journal-11010	298	11	predictions	prediction	NOUN
american_scientific_journal-11010	298	12	through	through	ADP
american_scientific_journal-11010	298	13	the	the	DET
american_scientific_journal-11010	298	14	extremely	extremely	ADV
american_scientific_journal-11010	298	15	randomized	randomized	ADJ
american_scientific_journal-11010	298	16	trees	tree	NOUN
american_scientific_journal-11010	298	17	(	(	PUNCT
american_scientific_journal-11010	298	18	extra	extra	ADJ
american_scientific_journal-11010	298	19	trees	tree	NOUN
american_scientific_journal-11010	298	20	)	)	PUNCT
american_scientific_journal-11010	298	21	model	model	NOUN
american_scientific_journal-11010	298	22	amplifies	amplify	VERB
american_scientific_journal-11010	298	23	this	this	DET
american_scientific_journal-11010	298	24	robustness	robustness	NOUN
american_scientific_journal-11010	298	25	.	.	PUNCT
american_scientific_journal-11010	299	1	based	base	VERB
american_scientific_journal-11010	299	2	on	on	ADP
american_scientific_journal-11010	299	3	these	these	DET
american_scientific_journal-11010	299	4	underpinnings	underpinning	NOUN
american_scientific_journal-11010	299	5	,	,	PUNCT
american_scientific_journal-11010	299	6	this	this	DET
american_scientific_journal-11010	299	7	study	study	NOUN
american_scientific_journal-11010	299	8	asserts	assert	VERB
american_scientific_journal-11010	299	9	with	with	ADP
american_scientific_journal-11010	299	10	confidence	confidence	NOUN
american_scientific_journal-11010	299	11	that	that	SCONJ
american_scientific_journal-11010	299	12	replicating	replicate	VERB
american_scientific_journal-11010	299	13	the	the	DET
american_scientific_journal-11010	299	14	framework	framework	NOUN
american_scientific_journal-11010	299	15	’s	’s	PART
american_scientific_journal-11010	299	16	development	development	NOUN
american_scientific_journal-11010	299	17	procedure	procedure	NOUN
american_scientific_journal-11010	299	18	from	from	ADP
american_scientific_journal-11010	299	19	this	this	DET
american_scientific_journal-11010	299	20	study	study	NOUN
american_scientific_journal-11010	299	21	and	and	CCONJ
american_scientific_journal-11010	299	22	applying	apply	VERB
american_scientific_journal-11010	299	23	it	it	PRON
american_scientific_journal-11010	299	24	to	to	ADP
american_scientific_journal-11010	299	25	any	any	DET
american_scientific_journal-11010	299	26	dataset	dataset	NOUN
american_scientific_journal-11010	299	27	,	,	PUNCT
american_scientific_journal-11010	299	28	especially	especially	ADV
american_scientific_journal-11010	299	29	those	those	PRON
american_scientific_journal-11010	299	30	with	with	ADP
american_scientific_journal-11010	299	31	demand	demand	NOUN
american_scientific_journal-11010	299	32	fluctuations	fluctuation	NOUN
american_scientific_journal-11010	299	33	and	and	CCONJ
american_scientific_journal-11010	299	34	multivariate	multivariate	NOUN
american_scientific_journal-11010	299	35	attributes	attribute	NOUN
american_scientific_journal-11010	299	36	from	from	ADP
american_scientific_journal-11010	299	37	a	a	DET
american_scientific_journal-11010	299	38	retail	retail	ADJ
american_scientific_journal-11010	299	39	organization	organization	NOUN
american_scientific_journal-11010	299	40	,	,	PUNCT
american_scientific_journal-11010	299	41	assures	assure	VERB
american_scientific_journal-11010	299	42	superior	superior	ADJ
american_scientific_journal-11010	299	43	predictive	predictive	ADJ
american_scientific_journal-11010	299	44	outcomes	outcome	NOUN
american_scientific_journal-11010	299	45	.	.	PUNCT
american_scientific_journal-11010	300	1	6.1	6.1	NUM
american_scientific_journal-11010	300	2	recommendations	recommendation	NOUN
american_scientific_journal-11010	300	3	for	for	ADP
american_scientific_journal-11010	300	4	future	future	ADJ
american_scientific_journal-11010	300	5	research	research	NOUN
american_scientific_journal-11010	300	6	in	in	ADP
american_scientific_journal-11010	300	7	the	the	DET
american_scientific_journal-11010	300	8	literature	literature	NOUN
american_scientific_journal-11010	300	9	examined	examine	VERB
american_scientific_journal-11010	300	10	during	during	ADP
american_scientific_journal-11010	300	11	this	this	DET
american_scientific_journal-11010	300	12	study	study	NOUN
american_scientific_journal-11010	300	13	,	,	PUNCT
american_scientific_journal-11010	300	14	a	a	DET
american_scientific_journal-11010	300	15	prevalent	prevalent	ADJ
american_scientific_journal-11010	300	16	consensus	consensus	NOUN
american_scientific_journal-11010	300	17	amongst	amongst	ADP
american_scientific_journal-11010	300	18	many	many	ADJ
american_scientific_journal-11010	300	19	scholars	scholar	NOUN
american_scientific_journal-11010	300	20	suggests	suggest	VERB
american_scientific_journal-11010	300	21	that	that	SCONJ
american_scientific_journal-11010	300	22	neural	neural	ADJ
american_scientific_journal-11010	300	23	network	network	NOUN
american_scientific_journal-11010	300	24	applications	application	NOUN
american_scientific_journal-11010	300	25	yield	yield	VERB
american_scientific_journal-11010	300	26	superior	superior	ADJ
american_scientific_journal-11010	300	27	accuracy	accuracy	NOUN
american_scientific_journal-11010	300	28	in	in	ADP
american_scientific_journal-11010	300	29	demand	demand	NOUN
american_scientific_journal-11010	300	30	forecasting	forecasting	NOUN
american_scientific_journal-11010	300	31	.	.	PUNCT
american_scientific_journal-11010	301	1	this	this	DET
american_scientific_journal-11010	301	2	study	study	NOUN
american_scientific_journal-11010	301	3	proposed	propose	VERB
american_scientific_journal-11010	301	4	an	an	DET
american_scientific_journal-11010	301	5	ensemble	ensemble	ADJ
american_scientific_journal-11010	301	6	framework	framework	NOUN
american_scientific_journal-11010	301	7	,	,	PUNCT
american_scientific_journal-11010	301	8	which	which	PRON
american_scientific_journal-11010	301	9	was	be	AUX
american_scientific_journal-11010	301	10	subsequently	subsequently	ADV
american_scientific_journal-11010	301	11	evaluated	evaluate	VERB
american_scientific_journal-11010	301	12	against	against	ADP
american_scientific_journal-11010	301	13	a	a	DET
american_scientific_journal-11010	301	14	multilayer	multilayer	ADJ
american_scientific_journal-11010	301	15	perceptron	perceptron	PROPN
american_scientific_journal-11010	301	16	model	model	PROPN
american_scientific_journal-11010	301	17	—	—	PUNCT
american_scientific_journal-11010	301	18	a	a	DET
american_scientific_journal-11010	301	19	neural	neural	ADJ
american_scientific_journal-11010	301	20	network	network	NOUN
american_scientific_journal-11010	301	21	application	application	NOUN
american_scientific_journal-11010	301	22	—	—	PUNCT
american_scientific_journal-11010	301	23	using	use	VERB
american_scientific_journal-11010	301	24	the	the	DET
american_scientific_journal-11010	301	25	same	same	ADJ
american_scientific_journal-11010	301	26	historical	historical	ADJ
american_scientific_journal-11010	301	27	sales	sale	NOUN
american_scientific_journal-11010	301	28	dataset	dataset	NOUN
american_scientific_journal-11010	301	29	.	.	PUNCT
american_scientific_journal-11010	302	1	the	the	DET
american_scientific_journal-11010	302	2	comparative	comparative	ADJ
american_scientific_journal-11010	302	3	analysis	analysis	NOUN
american_scientific_journal-11010	302	4	demonstrably	demonstrably	ADV
american_scientific_journal-11010	302	5	showed	show	VERB
american_scientific_journal-11010	302	6	that	that	SCONJ
american_scientific_journal-11010	302	7	the	the	DET
american_scientific_journal-11010	302	8	proposed	propose	VERB
american_scientific_journal-11010	302	9	ensemble	ensemble	ADJ
american_scientific_journal-11010	302	10	framework	framework	NOUN
american_scientific_journal-11010	302	11	statistically	statistically	ADV
american_scientific_journal-11010	302	12	surpassed	surpass	VERB
american_scientific_journal-11010	302	13	the	the	DET
american_scientific_journal-11010	302	14	performance	performance	NOUN
american_scientific_journal-11010	302	15	of	of	ADP
american_scientific_journal-11010	302	16	the	the	DET
american_scientific_journal-11010	302	17	multilayer	multilayer	PROPN
american_scientific_journal-11010	302	18	perceptron	perceptron	PROPN
american_scientific_journal-11010	302	19	model	model	PROPN
american_scientific_journal-11010	302	20	,	,	PUNCT
american_scientific_journal-11010	302	21	thus	thus	ADV
american_scientific_journal-11010	302	22	challenging	challenge	VERB
american_scientific_journal-11010	302	23	the	the	DET
american_scientific_journal-11010	302	24	widely	widely	ADV
american_scientific_journal-11010	302	25	accepted	accept	VERB
american_scientific_journal-11010	302	26	scholarly	scholarly	ADJ
american_scientific_journal-11010	302	27	stance	stance	NOUN
american_scientific_journal-11010	302	28	in	in	ADP
american_scientific_journal-11010	302	29	this	this	DET
american_scientific_journal-11010	302	30	field	field	NOUN
american_scientific_journal-11010	302	31	.	.	PUNCT
american_scientific_journal-11010	303	1	to	to	PART
american_scientific_journal-11010	303	2	further	further	VERB
american_scientific_journal-11010	303	3	this	this	DET
american_scientific_journal-11010	303	4	line	line	NOUN
american_scientific_journal-11010	303	5	of	of	ADP
american_scientific_journal-11010	303	6	research	research	NOUN
american_scientific_journal-11010	303	7	,	,	PUNCT
american_scientific_journal-11010	303	8	it	it	PRON
american_scientific_journal-11010	303	9	is	be	AUX
american_scientific_journal-11010	303	10	recommended	recommend	VERB
american_scientific_journal-11010	303	11	that	that	SCONJ
american_scientific_journal-11010	303	12	future	future	ADJ
american_scientific_journal-11010	303	13	evaluations	evaluation	NOUN
american_scientific_journal-11010	303	14	benchmark	benchmark	VERB
american_scientific_journal-11010	303	15	the	the	DET
american_scientific_journal-11010	303	16	ensemble	ensemble	ADJ
american_scientific_journal-11010	303	17	framework	framework	NOUN
american_scientific_journal-11010	303	18	developed	develop	VERB
american_scientific_journal-11010	303	19	in	in	ADP
american_scientific_journal-11010	303	20	this	this	DET
american_scientific_journal-11010	303	21	study	study	NOUN
american_scientific_journal-11010	303	22	against	against	ADP
american_scientific_journal-11010	303	23	the	the	DET
american_scientific_journal-11010	303	24	long	long	ADJ
american_scientific_journal-11010	303	25	short	short	ADJ
american_scientific_journal-11010	303	26	-	-	PUNCT
american_scientific_journal-11010	303	27	term	term	NOUN
american_scientific_journal-11010	303	28	memory	memory	NOUN
american_scientific_journal-11010	303	29	(	(	PUNCT
american_scientific_journal-11010	303	30	lstm	lstm	NOUN
american_scientific_journal-11010	303	31	)	)	PUNCT
american_scientific_journal-11010	303	32	model	model	NOUN
american_scientific_journal-11010	303	33	,	,	PUNCT
american_scientific_journal-11010	303	34	another	another	DET
american_scientific_journal-11010	303	35	prominent	prominent	ADJ
american_scientific_journal-11010	303	36	neural	neural	ADJ
american_scientific_journal-11010	303	37	network	network	NOUN
american_scientific_journal-11010	303	38	application	application	NOUN
american_scientific_journal-11010	303	39	,	,	PUNCT
american_scientific_journal-11010	303	40	to	to	PART
american_scientific_journal-11010	303	41	determine	determine	VERB
american_scientific_journal-11010	303	42	superiority	superiority	NOUN
american_scientific_journal-11010	303	43	in	in	ADP
american_scientific_journal-11010	303	44	predictive	predictive	ADJ
american_scientific_journal-11010	303	45	ability	ability	NOUN
american_scientific_journal-11010	303	46	,	,	PUNCT
american_scientific_journal-11010	303	47	utilizing	utilize	VERB
american_scientific_journal-11010	303	48	the	the	DET
american_scientific_journal-11010	303	49	same	same	ADJ
american_scientific_journal-11010	303	50	historical	historical	ADJ
american_scientific_journal-11010	303	51	sales	sale	NOUN
american_scientific_journal-11010	303	52	dataset	dataset	NOUN
american_scientific_journal-11010	303	53	.	.	PUNCT
american_scientific_journal-11010	304	1	long	long	ADJ
american_scientific_journal-11010	304	2	short	short	ADJ
american_scientific_journal-11010	304	3	-	-	PUNCT
american_scientific_journal-11010	304	4	term	term	NOUN
american_scientific_journal-11010	304	5	memory	memory	NOUN
american_scientific_journal-11010	304	6	(	(	PUNCT
american_scientific_journal-11010	304	7	lstm	lstm	NOUN
american_scientific_journal-11010	304	8	)	)	PUNCT
american_scientific_journal-11010	304	9	networks	network	NOUN
american_scientific_journal-11010	304	10	,	,	PUNCT
american_scientific_journal-11010	304	11	a	a	DET
american_scientific_journal-11010	304	12	subtype	subtype	NOUN
american_scientific_journal-11010	304	13	of	of	ADP
american_scientific_journal-11010	304	14	recurrent	recurrent	ADJ
american_scientific_journal-11010	304	15	neural	neural	ADJ
american_scientific_journal-11010	304	16	networks	network	NOUN
american_scientific_journal-11010	304	17	,	,	PUNCT
american_scientific_journal-11010	304	18	are	be	AUX
american_scientific_journal-11010	304	19	adeptly	adeptly	ADV
american_scientific_journal-11010	304	20	designed	design	VERB
american_scientific_journal-11010	304	21	to	to	PART
american_scientific_journal-11010	304	22	capture	capture	VERB
american_scientific_journal-11010	304	23	long	long	ADJ
american_scientific_journal-11010	304	24	-	-	PUNCT
american_scientific_journal-11010	304	25	term	term	NOUN
american_scientific_journal-11010	304	26	dependencies	dependency	NOUN
american_scientific_journal-11010	304	27	in	in	ADP
american_scientific_journal-11010	304	28	sequential	sequential	ADJ
american_scientific_journal-11010	304	29	data	datum	NOUN
american_scientific_journal-11010	304	30	.	.	PUNCT
american_scientific_journal-11010	305	1	this	this	DET
american_scientific_journal-11010	305	2	intrinsic	intrinsic	ADJ
american_scientific_journal-11010	305	3	ability	ability	NOUN
american_scientific_journal-11010	305	4	renders	render	VERB
american_scientific_journal-11010	305	5	them	they	PRON
american_scientific_journal-11010	305	6	particularly	particularly	ADV
american_scientific_journal-11010	305	7	suitable	suitable	ADJ
american_scientific_journal-11010	305	8	for	for	ADP
american_scientific_journal-11010	305	9	time	time	NOUN
american_scientific_journal-11010	305	10	series	series	PROPN
american_scientific_journal-11010	305	11	forecasting	forecasting	PROPN
american_scientific_journal-11010	305	12	.	.	PUNCT
american_scientific_journal-11010	306	1	the	the	DET
american_scientific_journal-11010	306	2	lstm	lstm	ADJ
american_scientific_journal-11010	306	3	architecture	architecture	NOUN
american_scientific_journal-11010	306	4	employs	employ	VERB
american_scientific_journal-11010	306	5	a	a	DET
american_scientific_journal-11010	306	6	unique	unique	ADJ
american_scientific_journal-11010	306	7	gated	gate	VERB
american_scientific_journal-11010	306	8	mechanism	mechanism	NOUN
american_scientific_journal-11010	306	9	,	,	PUNCT
american_scientific_journal-11010	306	10	comprising	comprise	VERB
american_scientific_journal-11010	306	11	input	input	NOUN
american_scientific_journal-11010	306	12	,	,	PUNCT
american_scientific_journal-11010	306	13	forget	forget	VERB
american_scientific_journal-11010	306	14	,	,	PUNCT
american_scientific_journal-11010	306	15	and	and	CCONJ
american_scientific_journal-11010	306	16	output	output	NOUN
american_scientific_journal-11010	306	17	gates	gate	NOUN
american_scientific_journal-11010	306	18	,	,	PUNCT
american_scientific_journal-11010	306	19	which	which	PRON
american_scientific_journal-11010	306	20	facilitates	facilitate	VERB
american_scientific_journal-11010	306	21	the	the	DET
american_scientific_journal-11010	306	22	selective	selective	ADJ
american_scientific_journal-11010	306	23	retention	retention	NOUN
american_scientific_journal-11010	306	24	of	of	ADP
american_scientific_journal-11010	306	25	relevant	relevant	ADJ
american_scientific_journal-11010	306	26	historical	historical	ADJ
american_scientific_journal-11010	306	27	data	datum	NOUN
american_scientific_journal-11010	306	28	.	.	PUNCT
american_scientific_journal-11010	307	1	additionally	additionally	ADV
american_scientific_journal-11010	307	2	,	,	PUNCT
american_scientific_journal-11010	307	3	its	its	PRON
american_scientific_journal-11010	307	4	capacity	capacity	NOUN
american_scientific_journal-11010	307	5	to	to	PART
american_scientific_journal-11010	307	6	model	model	VERB
american_scientific_journal-11010	307	7	intricate	intricate	ADJ
american_scientific_journal-11010	307	8	non	non	ADJ
american_scientific_journal-11010	307	9	-	-	ADJ
american_scientific_journal-11010	307	10	linear	linear	ADJ
american_scientific_journal-11010	307	11	relationships	relationship	NOUN
american_scientific_journal-11010	307	12	and	and	CCONJ
american_scientific_journal-11010	307	13	facilitate	facilitate	VERB
american_scientific_journal-11010	307	14	end	end	NOUN
american_scientific_journal-11010	307	15	-	-	PUNCT
american_scientific_journal-11010	307	16	to	to	ADP
american_scientific_journal-11010	307	17	-	-	PUNCT
american_scientific_journal-11010	307	18	end	end	NOUN
american_scientific_journal-11010	307	19	learning	learning	NOUN
american_scientific_journal-11010	307	20	positions	position	NOUN
american_scientific_journal-11010	307	21	it	it	PRON
american_scientific_journal-11010	307	22	as	as	ADP
american_scientific_journal-11010	307	23	a	a	DET
american_scientific_journal-11010	307	24	preferred	preferred	ADJ
american_scientific_journal-11010	307	25	choice	choice	NOUN
american_scientific_journal-11010	307	26	in	in	ADP
american_scientific_journal-11010	307	27	various	various	ADJ
american_scientific_journal-11010	307	28	sectors	sector	NOUN
american_scientific_journal-11010	307	29	for	for	ADP
american_scientific_journal-11010	307	30	forecasting	forecasting	NOUN
american_scientific_journal-11010	307	31	tasks	task	NOUN
american_scientific_journal-11010	307	32	,	,	PUNCT
american_scientific_journal-11010	307	33	such	such	ADJ
american_scientific_journal-11010	307	34	as	as	ADP
american_scientific_journal-11010	307	35	sales	sale	NOUN
american_scientific_journal-11010	307	36	forecasting	forecasting	NOUN
american_scientific_journal-11010	307	37	.	.	PUNCT
american_scientific_journal-11010	308	1	thus	thus	ADV
american_scientific_journal-11010	308	2	,	,	PUNCT
american_scientific_journal-11010	308	3	lstms	lstms	NOUN
american_scientific_journal-11010	308	4	present	present	VERB
american_scientific_journal-11010	308	5	a	a	DET
american_scientific_journal-11010	308	6	potent	potent	NOUN
american_scientific_journal-11010	308	7	and	and	CCONJ
american_scientific_journal-11010	308	8	academically	academically	ADV
american_scientific_journal-11010	308	9	recognized	recognize	VERB
american_scientific_journal-11010	308	10	approach	approach	NOUN
american_scientific_journal-11010	308	11	for	for	ADP
american_scientific_journal-11010	308	12	time	time	NOUN
american_scientific_journal-11010	308	13	series	series	PROPN
american_scientific_journal-11010	308	14	forecasting	forecasting	NOUN
american_scientific_journal-11010	308	15	,	,	PUNCT
american_scientific_journal-11010	308	16	especially	especially	ADV
american_scientific_journal-11010	308	17	in	in	ADP
american_scientific_journal-11010	308	18	contexts	context	NOUN
american_scientific_journal-11010	308	19	characterized	characterize	VERB
american_scientific_journal-11010	308	20	by	by	ADP
american_scientific_journal-11010	308	21	complex	complex	ADJ
american_scientific_journal-11010	308	22	patterns	pattern	NOUN
american_scientific_journal-11010	308	23	and	and	CCONJ
american_scientific_journal-11010	308	24	long	long	ADJ
american_scientific_journal-11010	308	25	-	-	PUNCT
american_scientific_journal-11010	308	26	term	term	NOUN
american_scientific_journal-11010	308	27	dependencies	dependency	NOUN
american_scientific_journal-11010	308	28	.	.	PUNCT
american_scientific_journal-11010	309	1	references	reference	NOUN
american_scientific_journal-11010	309	2	[	[	X
american_scientific_journal-11010	309	3	1	1	X
american_scientific_journal-11010	309	4	]	]	PUNCT
american_scientific_journal-11010	309	5	s.	s.	PROPN
american_scientific_journal-11010	309	6	punia	punia	PROPN
american_scientific_journal-11010	309	7	,	,	PUNCT
american_scientific_journal-11010	309	8	k.	k.	PROPN
american_scientific_journal-11010	309	9	nikolopoulos	nikolopoulos	PROPN
american_scientific_journal-11010	309	10	,	,	PUNCT
american_scientific_journal-11010	309	11	s.	s.	PROPN
american_scientific_journal-11010	309	12	p.	p.	PROPN
american_scientific_journal-11010	309	13	singh	singh	PROPN
american_scientific_journal-11010	309	14	,	,	PUNCT
american_scientific_journal-11010	309	15	j.	j.	PROPN
american_scientific_journal-11010	309	16	k.	k.	PROPN
american_scientific_journal-11010	309	17	madaan	madaan	PROPN
american_scientific_journal-11010	309	18	,	,	PUNCT
american_scientific_journal-11010	309	19	and	and	CCONJ
american_scientific_journal-11010	309	20	k.	k.	PROPN
american_scientific_journal-11010	309	21	litsiou	litsiou	PROPN
american_scientific_journal-11010	309	22	,	,	PUNCT
american_scientific_journal-11010	309	23	“	"	PUNCT
american_scientific_journal-11010	309	24	deep	deep	ADJ
american_scientific_journal-11010	309	25	learning	learning	NOUN
american_scientific_journal-11010	309	26	with	with	ADP
american_scientific_journal-11010	309	27	long	long	ADJ
american_scientific_journal-11010	309	28	shortterm	shortterm	NOUN
american_scientific_journal-11010	309	29	memory	memory	NOUN
american_scientific_journal-11010	309	30	networks	network	NOUN
american_scientific_journal-11010	309	31	and	and	CCONJ
american_scientific_journal-11010	309	32	random	random	ADJ
american_scientific_journal-11010	309	33	forests	forest	NOUN
american_scientific_journal-11010	309	34	for	for	ADP
american_scientific_journal-11010	309	35	demand	demand	NOUN
american_scientific_journal-11010	309	36	forecasting	forecasting	NOUN
american_scientific_journal-11010	309	37	in	in	ADP
american_scientific_journal-11010	309	38	multi	multi	ADJ
american_scientific_journal-11010	309	39	-	-	ADJ
american_scientific_journal-11010	309	40	channel	channel	ADJ
american_scientific_journal-11010	309	41	retail	retail	NOUN
american_scientific_journal-11010	309	42	,	,	PUNCT
american_scientific_journal-11010	309	43	”	"	PUNCT
american_scientific_journal-11010	309	44	international	international	ADJ
american_scientific_journal-11010	309	45	journal	journal	NOUN
american_scientific_journal-11010	309	46	of	of	ADP
american_scientific_journal-11010	309	47	production	production	NOUN
american_scientific_journal-11010	309	48	research	research	NOUN
american_scientific_journal-11010	309	49	,	,	PUNCT
american_scientific_journal-11010	309	50	vol	vol	NOUN
american_scientific_journal-11010	309	51	.	.	PROPN
american_scientific_journal-11010	310	1	58	58	NUM
american_scientific_journal-11010	310	2	,	,	PUNCT
american_scientific_journal-11010	310	3	no	no	INTJ
american_scientific_journal-11010	310	4	.	.	NOUN
american_scientific_journal-11010	310	5	16	16	NUM
american_scientific_journal-11010	310	6	,	,	PUNCT
american_scientific_journal-11010	310	7	pp	pp	ADJ
american_scientific_journal-11010	310	8	.	.	PUNCT
american_scientific_journal-11010	311	1	4964–4979	4964–4979	NUM
american_scientific_journal-11010	311	2	,	,	PUNCT
american_scientific_journal-11010	311	3	mar	mar	PROPN
american_scientific_journal-11010	311	4	.	.	PROPN
american_scientific_journal-11010	311	5	2020	2020	NUM
american_scientific_journal-11010	311	6	,	,	PUNCT
american_scientific_journal-11010	311	7	doi	doi	NOUN
american_scientific_journal-11010	311	8	:	:	PUNCT
american_scientific_journal-11010	311	9	10.1080/00207543.2020.1735666	10.1080/00207543.2020.1735666	NUM
american_scientific_journal-11010	311	10	.	.	PUNCT
american_scientific_journal-11010	312	1	[	[	X
american_scientific_journal-11010	312	2	2	2	NUM
american_scientific_journal-11010	312	3	]	]	X
american_scientific_journal-11010	312	4	kiefer	kiefer	NOUN
american_scientific_journal-11010	312	5	,	,	PUNCT
american_scientific_journal-11010	312	6	grimm	grimm	NOUN
american_scientific_journal-11010	312	7	,	,	PUNCT
american_scientific_journal-11010	312	8	bauer	bauer	PROPN
american_scientific_journal-11010	312	9	,	,	PUNCT
american_scientific_journal-11010	312	10	and	and	CCONJ
american_scientific_journal-11010	312	11	van	van	NOUN
american_scientific_journal-11010	312	12	,	,	PUNCT
american_scientific_journal-11010	312	13	“	"	PUNCT
american_scientific_journal-11010	312	14	demand	demand	NOUN
american_scientific_journal-11010	312	15	forecasting	forecast	VERB
american_scientific_journal-11010	312	16	intermittent	intermittent	ADJ
american_scientific_journal-11010	312	17	and	and	CCONJ
american_scientific_journal-11010	312	18	lumpy	lumpy	ADJ
american_scientific_journal-11010	312	19	time	time	NOUN
american_scientific_journal-11010	312	20	series	series	NOUN
american_scientific_journal-11010	312	21	:	:	PUNCT
american_scientific_journal-11010	312	22	comparing	compare	VERB
american_scientific_journal-11010	312	23	statistical	statistical	ADJ
american_scientific_journal-11010	312	24	,	,	PUNCT
american_scientific_journal-11010	312	25	machine	machine	NOUN
american_scientific_journal-11010	312	26	learning	learning	NOUN
american_scientific_journal-11010	312	27	and	and	CCONJ
american_scientific_journal-11010	312	28	deep	deep	ADJ
american_scientific_journal-11010	312	29	learning	learning	NOUN
american_scientific_journal-11010	312	30	methods	method	NOUN
american_scientific_journal-11010	312	31	,	,	PUNCT
american_scientific_journal-11010	312	32	”	"	PUNCT
american_scientific_journal-11010	312	33	proceedings	proceeding	NOUN
american_scientific_journal-11010	312	34	of	of	ADP
american_scientific_journal-11010	312	35	the	the	DET
american_scientific_journal-11010	312	36	annual	annual	ADJ
american_scientific_journal-11010	312	37	hawaii	hawaii	PROPN
american_scientific_journal-11010	312	38	american	american	PROPN
american_scientific_journal-11010	312	39	academic	academic	PROPN
american_scientific_journal-11010	312	40	scientific	scientific	ADJ
american_scientific_journal-11010	312	41	research	research	NOUN
american_scientific_journal-11010	312	42	journal	journal	NOUN
american_scientific_journal-11010	312	43	for	for	ADP
american_scientific_journal-11010	312	44	engineering	engineering	NOUN
american_scientific_journal-11010	312	45	,	,	PUNCT
american_scientific_journal-11010	312	46	technology	technology	NOUN
american_scientific_journal-11010	312	47	,	,	PUNCT
american_scientific_journal-11010	312	48	and	and	CCONJ
american_scientific_journal-11010	312	49	sciences	science	NOUN
american_scientific_journal-11010	312	50	(	(	PUNCT
american_scientific_journal-11010	312	51	asrjets	asrjet	NOUN
american_scientific_journal-11010	312	52	)	)	PUNCT
american_scientific_journal-11010	312	53	volume	volume	NOUN
american_scientific_journal-11010	312	54	98	98	NUM
american_scientific_journal-11010	312	55	,	,	PUNCT
american_scientific_journal-11010	312	56	no	no	DET
american_scientific_journal-11010	312	57	1	1	NUM
american_scientific_journal-11010	312	58	,	,	PUNCT
american_scientific_journal-11010	312	59	pp	pp	ADV
american_scientific_journal-11010	312	60	309	309	NUM
american_scientific_journal-11010	312	61	-	-	SYM
american_scientific_journal-11010	312	62	329	329	NUM
american_scientific_journal-11010	312	63	326	326	NUM
american_scientific_journal-11010	312	64	international	international	ADJ
american_scientific_journal-11010	312	65	conference	conference	NOUN
american_scientific_journal-11010	312	66	on	on	ADP
american_scientific_journal-11010	312	67	system	system	NOUN
american_scientific_journal-11010	312	68	sciences	science	NOUN
american_scientific_journal-11010	312	69	,	,	PUNCT
american_scientific_journal-11010	312	70	2021	2021	NUM
american_scientific_journal-11010	312	71	,	,	PUNCT
american_scientific_journal-11010	312	72	doi	doi	NOUN
american_scientific_journal-11010	312	73	:	:	PUNCT
american_scientific_journal-11010	312	74	10.24251	10.24251	NUM
american_scientific_journal-11010	312	75	/	/	SYM
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american_scientific_journal-11010	312	77	.	.	PUNCT
american_scientific_journal-11010	313	1	[	[	X
american_scientific_journal-11010	313	2	3	3	NUM
american_scientific_journal-11010	313	3	]	]	X
american_scientific_journal-11010	313	4	farzana	farzana	PROPN
american_scientific_journal-11010	313	5	and	and	CCONJ
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american_scientific_journal-11010	313	7	,	,	PUNCT
american_scientific_journal-11010	313	8	“	"	PUNCT
american_scientific_journal-11010	313	9	machine	machine	NOUN
american_scientific_journal-11010	313	10	learning	learning	NOUN
american_scientific_journal-11010	313	11	in	in	ADP
american_scientific_journal-11010	313	12	demand	demand	NOUN
american_scientific_journal-11010	313	13	forecasting	forecast	VERB
american_scientific_journal-11010	313	14	a	a	DET
american_scientific_journal-11010	313	15	review	review	NOUN
american_scientific_journal-11010	313	16	,	,	PUNCT
american_scientific_journal-11010	313	17	”	"	PUNCT
american_scientific_journal-11010	313	18	ssrn	ssrn	PROPN
american_scientific_journal-11010	313	19	electronic	electronic	ADJ
american_scientific_journal-11010	313	20	journal	journal	NOUN
american_scientific_journal-11010	313	21	,	,	PUNCT
american_scientific_journal-11010	313	22	2020	2020	NUM
american_scientific_journal-11010	313	23	,	,	PUNCT
american_scientific_journal-11010	313	24	doi	doi	NOUN
american_scientific_journal-11010	313	25	:	:	PUNCT
american_scientific_journal-11010	313	26	10.2139	10.2139	NUM
american_scientific_journal-11010	313	27	/	/	SYM
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american_scientific_journal-11010	313	29	.	.	PUNCT
american_scientific_journal-11010	314	1	[	[	X
american_scientific_journal-11010	314	2	4	4	NUM
american_scientific_journal-11010	314	3	]	]	X
american_scientific_journal-11010	314	4	ingle	ingle	PROPN
american_scientific_journal-11010	314	5	,	,	PUNCT
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american_scientific_journal-11010	314	7	,	,	PUNCT
american_scientific_journal-11010	314	8	jain	jain	PROPN
american_scientific_journal-11010	314	9	,	,	PUNCT
american_scientific_journal-11010	314	10	singh	singh	PROPN
american_scientific_journal-11010	314	11	,	,	PUNCT
american_scientific_journal-11010	314	12	kale	kale	NOUN
american_scientific_journal-11010	314	13	,	,	PUNCT
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american_scientific_journal-11010	314	15	chhajed	chhajed	NOUN
american_scientific_journal-11010	314	16	,	,	PUNCT
american_scientific_journal-11010	314	17	“	"	PUNCT
american_scientific_journal-11010	314	18	demand	demand	NOUN
american_scientific_journal-11010	314	19	forecasting	forecasting	NOUN
american_scientific_journal-11010	314	20	 	 	SPACE
american_scientific_journal-11010	314	21	:	:	PUNCT
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american_scientific_journal-11010	314	23	review	review	NOUN
american_scientific_journal-11010	314	24	on	on	ADP
american_scientific_journal-11010	314	25	various	various	ADJ
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american_scientific_journal-11010	314	27	,	,	PUNCT
american_scientific_journal-11010	314	28	”	"	PUNCT
american_scientific_journal-11010	314	29	2021	2021	NUM
american_scientific_journal-11010	314	30	12th	12th	ADJ
american_scientific_journal-11010	314	31	international	international	ADJ
american_scientific_journal-11010	314	32	conference	conference	NOUN
american_scientific_journal-11010	314	33	on	on	ADP
american_scientific_journal-11010	314	34	computing	compute	VERB
american_scientific_journal-11010	314	35	communication	communication	NOUN
american_scientific_journal-11010	314	36	and	and	CCONJ
american_scientific_journal-11010	314	37	networking	networking	NOUN
american_scientific_journal-11010	314	38	technologies	technology	NOUN
american_scientific_journal-11010	314	39	(	(	PUNCT
american_scientific_journal-11010	314	40	icccnt	icccnt	ADJ
american_scientific_journal-11010	314	41	)	)	PUNCT
american_scientific_journal-11010	314	42	,	,	PUNCT
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american_scientific_journal-11010	314	44	.	.	PROPN
american_scientific_journal-11010	314	45	2021	2021	NUM
american_scientific_journal-11010	314	46	,	,	PUNCT
american_scientific_journal-11010	314	47	doi	doi	NOUN
american_scientific_journal-11010	314	48	:	:	PUNCT
american_scientific_journal-11010	314	49	10.1109	10.1109	NUM
american_scientific_journal-11010	314	50	/	/	SYM
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american_scientific_journal-11010	314	52	.	.	PUNCT
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american_scientific_journal-11010	315	2	5	5	NUM
american_scientific_journal-11010	315	3	]	]	PUNCT
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american_scientific_journal-11010	315	5	et	et	PROPN
american_scientific_journal-11010	315	6	al	al	PROPN
american_scientific_journal-11010	315	7	.	.	PROPN
american_scientific_journal-11010	315	8	,	,	PUNCT
american_scientific_journal-11010	315	9	“	"	PUNCT
american_scientific_journal-11010	315	10	an	an	DET
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american_scientific_journal-11010	315	12	demand	demand	NOUN
american_scientific_journal-11010	315	13	forecasting	forecasting	NOUN
american_scientific_journal-11010	315	14	model	model	NOUN
american_scientific_journal-11010	315	15	using	use	VERB
american_scientific_journal-11010	315	16	deep	deep	ADJ
american_scientific_journal-11010	315	17	learning	learning	NOUN
american_scientific_journal-11010	315	18	approach	approach	NOUN
american_scientific_journal-11010	315	19	and	and	CCONJ
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american_scientific_journal-11010	315	24	for	for	ADP
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american_scientific_journal-11010	315	27	,	,	PUNCT
american_scientific_journal-11010	315	28	”	"	PUNCT
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american_scientific_journal-11010	315	30	,	,	PUNCT
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american_scientific_journal-11010	315	32	.	.	PROPN
american_scientific_journal-11010	315	33	2019	2019	NUM
american_scientific_journal-11010	315	34	,	,	PUNCT
american_scientific_journal-11010	315	35	pp	pp	ADJ
american_scientific_journal-11010	315	36	.	.	PUNCT
american_scientific_journal-11010	316	1	1–15	1–15	NUM
american_scientific_journal-11010	316	2	,	,	PUNCT
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american_scientific_journal-11010	316	4	.	.	PROPN
american_scientific_journal-11010	316	5	2019	2019	NUM
american_scientific_journal-11010	316	6	,	,	PUNCT
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american_scientific_journal-11010	316	8	:	:	PUNCT
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american_scientific_journal-11010	316	10	.	.	PUNCT
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american_scientific_journal-11010	317	2	6	6	NUM
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american_scientific_journal-11010	317	5	.	.	PUNCT
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american_scientific_journal-11010	318	2	and	and	CCONJ
american_scientific_journal-11010	318	3	a.	a.	PROPN
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american_scientific_journal-11010	318	5	,	,	PUNCT
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american_scientific_journal-11010	318	15	:	:	PUNCT
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american_scientific_journal-11010	318	27	research	research	NOUN
american_scientific_journal-11010	318	28	,	,	PUNCT
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american_scientific_journal-11010	318	30	.	.	PROPN
american_scientific_journal-11010	318	31	57	57	NUM
american_scientific_journal-11010	318	32	,	,	PUNCT
american_scientific_journal-11010	318	33	no	no	INTJ
american_scientific_journal-11010	318	34	.	.	PUNCT
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american_scientific_journal-11010	319	2	,	,	PUNCT
american_scientific_journal-11010	319	3	pp	pp	NUM
american_scientific_journal-11010	319	4	.	.	PUNCT
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american_scientific_journal-11010	319	8	.	.	PROPN
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american_scientific_journal-11010	319	10	,	,	PUNCT
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american_scientific_journal-11010	319	12	:	:	PUNCT
american_scientific_journal-11010	319	13	10.1080/00207543.2018.1443230	10.1080/00207543.2018.1443230	NUM
american_scientific_journal-11010	319	14	.	.	PUNCT
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american_scientific_journal-11010	320	6	,	,	PUNCT
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american_scientific_journal-11010	320	8	.	.	PUNCT
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american_scientific_journal-11010	321	2	,	,	PUNCT
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american_scientific_journal-11010	321	6	,	,	PUNCT
american_scientific_journal-11010	321	7	“	"	PUNCT
american_scientific_journal-11010	321	8	a	a	DET
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american_scientific_journal-11010	321	17	:	:	PUNCT
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american_scientific_journal-11010	321	23	,	,	PUNCT
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american_scientific_journal-11010	321	25	international	international	ADJ
american_scientific_journal-11010	321	26	journal	journal	NOUN
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american_scientific_journal-11010	321	29	research	research	NOUN
american_scientific_journal-11010	321	30	,	,	PUNCT
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american_scientific_journal-11010	321	32	.	.	PROPN
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american_scientific_journal-11010	321	34	,	,	PUNCT
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american_scientific_journal-11010	322	2	,	,	PUNCT
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american_scientific_journal-11010	322	4	.	.	PUNCT
american_scientific_journal-11010	323	1	4898–4936	4898–4936	NUM
american_scientific_journal-11010	323	2	,	,	PUNCT
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american_scientific_journal-11010	323	5	,	,	PUNCT
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american_scientific_journal-11010	323	7	:	:	PUNCT
american_scientific_journal-11010	323	8	10.1080/00207543.2018.1467062	10.1080/00207543.2018.1467062	NUM
american_scientific_journal-11010	323	9	.	.	PUNCT
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american_scientific_journal-11010	324	6	,	,	PUNCT
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american_scientific_journal-11010	324	9	,	,	PUNCT
american_scientific_journal-11010	324	10	and	and	CCONJ
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american_scientific_journal-11010	324	13	,	,	PUNCT
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american_scientific_journal-11010	324	23	:	:	PUNCT
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american_scientific_journal-11010	324	27	-	-	PUNCT
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american_scientific_journal-11010	324	32	,	,	PUNCT
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american_scientific_journal-11010	324	39	,	,	PUNCT
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american_scientific_journal-11010	325	2	,	,	PUNCT
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american_scientific_journal-11010	325	5	6	6	NUM
american_scientific_journal-11010	325	6	,	,	PUNCT
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american_scientific_journal-11010	325	8	.	.	PUNCT
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american_scientific_journal-11010	326	2	–	–	PUNCT
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american_scientific_journal-11010	326	4	,	,	PUNCT
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american_scientific_journal-11010	326	8	,	,	PUNCT
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american_scientific_journal-11010	326	10	:	:	PUNCT
american_scientific_journal-11010	326	11	10.1080/00207543.2019.1702228	10.1080/00207543.2019.1702228	NUM
american_scientific_journal-11010	326	12	.	.	PUNCT
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american_scientific_journal-11010	327	5	,	,	PUNCT
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american_scientific_journal-11010	327	7	,	,	PUNCT
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american_scientific_journal-11010	327	10	,	,	PUNCT
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american_scientific_journal-11010	327	17	sales	sale	NOUN
american_scientific_journal-11010	327	18	forecasting	forecasting	NOUN
american_scientific_journal-11010	327	19	by	by	ADP
american_scientific_journal-11010	327	20	analyzing	analyze	VERB
american_scientific_journal-11010	327	21	historical	historical	ADJ
american_scientific_journal-11010	327	22	data	datum	NOUN
american_scientific_journal-11010	327	23	,	,	PUNCT
american_scientific_journal-11010	327	24	”	"	PUNCT
american_scientific_journal-11010	327	25	learning	learning	NOUN
american_scientific_journal-11010	327	26	and	and	CCONJ
american_scientific_journal-11010	327	27	analytics	analytic	NOUN
american_scientific_journal-11010	327	28	in	in	ADP
american_scientific_journal-11010	327	29	intelligent	intelligent	ADJ
american_scientific_journal-11010	327	30	systems	system	NOUN
american_scientific_journal-11010	327	31	,	,	PUNCT
american_scientific_journal-11010	327	32	pp	pp	ADV
american_scientific_journal-11010	327	33	.	.	PUNCT
american_scientific_journal-11010	328	1	21–36	21–36	NUM
american_scientific_journal-11010	328	2	,	,	PUNCT
american_scientific_journal-11010	328	3	dec	dec	PROPN
american_scientific_journal-11010	328	4	.	.	PROPN
american_scientific_journal-11010	328	5	2021	2021	NUM
american_scientific_journal-11010	328	6	,	,	PUNCT
american_scientific_journal-11010	328	7	doi	doi	NOUN
american_scientific_journal-11010	328	8	:	:	PUNCT
american_scientific_journal-11010	328	9	10.1007/9783	10.1007/9783	NUM
american_scientific_journal-11010	328	10	-	-	PUNCT
american_scientific_journal-11010	328	11	030	030	NUM
american_scientific_journal-11010	328	12	-	-	PUNCT
american_scientific_journal-11010	328	13	85383	85383	NUM
american_scientific_journal-11010	328	14	-	-	PUNCT
american_scientific_journal-11010	328	15	9_2	9_2	NUM
american_scientific_journal-11010	328	16	.	.	PUNCT
american_scientific_journal-11010	329	1	[	[	X
american_scientific_journal-11010	329	2	10	10	NUM
american_scientific_journal-11010	329	3	]	]	X
american_scientific_journal-11010	329	4	benidis	benidis	PROPN
american_scientific_journal-11010	329	5	et	et	PROPN
american_scientific_journal-11010	329	6	al	al	PROPN
american_scientific_journal-11010	329	7	.	.	PROPN
american_scientific_journal-11010	329	8	,	,	PUNCT
american_scientific_journal-11010	329	9	“	"	PUNCT
american_scientific_journal-11010	329	10	deep	deep	ADJ
american_scientific_journal-11010	329	11	learning	learning	NOUN
american_scientific_journal-11010	329	12	for	for	ADP
american_scientific_journal-11010	329	13	time	time	NOUN
american_scientific_journal-11010	329	14	series	series	PROPN
american_scientific_journal-11010	329	15	forecasting	forecasting	NOUN
american_scientific_journal-11010	329	16	:	:	PUNCT
american_scientific_journal-11010	329	17	tutorial	tutorial	NOUN
american_scientific_journal-11010	329	18	and	and	CCONJ
american_scientific_journal-11010	329	19	literature	literature	NOUN
american_scientific_journal-11010	329	20	survey	survey	NOUN
american_scientific_journal-11010	329	21	,	,	PUNCT
american_scientific_journal-11010	329	22	”	"	PUNCT
american_scientific_journal-11010	329	23	acm	acm	PROPN
american_scientific_journal-11010	329	24	computing	computing	NOUN
american_scientific_journal-11010	329	25	surveys	survey	NOUN
american_scientific_journal-11010	329	26	,	,	PUNCT
american_scientific_journal-11010	329	27	may	may	AUX
american_scientific_journal-11010	329	28	2022	2022	NUM
american_scientific_journal-11010	329	29	,	,	PUNCT
american_scientific_journal-11010	329	30	doi	doi	NOUN
american_scientific_journal-11010	329	31	:	:	PUNCT
american_scientific_journal-11010	329	32	10.1145/3533382	10.1145/3533382	NUM
american_scientific_journal-11010	329	33	.	.	PUNCT
american_scientific_journal-11010	330	1	[	[	X
american_scientific_journal-11010	330	2	11	11	NUM
american_scientific_journal-11010	330	3	]	]	X
american_scientific_journal-11010	330	4	d.	d.	PROPN
american_scientific_journal-11010	330	5	wiyanti	wiyanti	PROPN
american_scientific_journal-11010	330	6	,	,	PUNCT
american_scientific_journal-11010	330	7	i.	i.	PROPN
american_scientific_journal-11010	330	8	kharisudin	kharisudin	PROPN
american_scientific_journal-11010	330	9	,	,	PUNCT
american_scientific_journal-11010	330	10	a.	a.	NOUN
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american_scientific_journal-11010	330	12	,	,	PUNCT
american_scientific_journal-11010	330	13	and	and	CCONJ
american_scientific_journal-11010	330	14	a.	a.	NOUN
american_scientific_journal-11010	330	15	nugroho	nugroho	NOUN
american_scientific_journal-11010	330	16	,	,	PUNCT
american_scientific_journal-11010	330	17	“	"	PUNCT
american_scientific_journal-11010	330	18	machine	machine	NOUN
american_scientific_journal-11010	330	19	-	-	PUNCT
american_scientific_journal-11010	330	20	learning	learn	VERB
american_scientific_journal-11010	330	21	algorithm	algorithm	NOUN
american_scientific_journal-11010	330	22	for	for	ADP
american_scientific_journal-11010	330	23	demand	demand	NOUN
american_scientific_journal-11010	330	24	forecasting	forecasting	NOUN
american_scientific_journal-11010	330	25	problem	problem	NOUN
american_scientific_journal-11010	330	26	,	,	PUNCT
american_scientific_journal-11010	330	27	”	"	PUNCT
american_scientific_journal-11010	330	28	journal	journal	NOUN
american_scientific_journal-11010	330	29	of	of	ADP
american_scientific_journal-11010	330	30	physics	physics	PROPN
american_scientific_journal-11010	330	31	:	:	PUNCT
american_scientific_journal-11010	330	32	conference	conference	NOUN
american_scientific_journal-11010	330	33	series	series	NOUN
american_scientific_journal-11010	330	34	,	,	PUNCT
american_scientific_journal-11010	330	35	vol	vol	NOUN
american_scientific_journal-11010	330	36	.	.	PUNCT
american_scientific_journal-11010	330	37	1918	1918	NUM
american_scientific_journal-11010	330	38	,	,	PUNCT
american_scientific_journal-11010	330	39	no	no	INTJ
american_scientific_journal-11010	330	40	.	.	NOUN
american_scientific_journal-11010	330	41	4	4	NUM
american_scientific_journal-11010	330	42	,	,	PUNCT
american_scientific_journal-11010	330	43	p.	p.	NOUN
american_scientific_journal-11010	330	44	042012	042012	NUM
american_scientific_journal-11010	330	45	,	,	PUNCT
american_scientific_journal-11010	330	46	jun	jun	PROPN
american_scientific_journal-11010	330	47	.	.	PROPN
american_scientific_journal-11010	330	48	2021	2021	NUM
american_scientific_journal-11010	330	49	,	,	PUNCT
american_scientific_journal-11010	330	50	doi	doi	NOUN
american_scientific_journal-11010	330	51	:	:	PUNCT
american_scientific_journal-11010	330	52	10.1088/1742	10.1088/1742	NUM
american_scientific_journal-11010	330	53	-	-	SYM
american_scientific_journal-11010	330	54	6596/1918/4/042012	6596/1918/4/042012	NUM
american_scientific_journal-11010	330	55	.	.	PUNCT
american_scientific_journal-11010	331	1	[	[	X
american_scientific_journal-11010	331	2	12	12	NUM
american_scientific_journal-11010	331	3	]	]	X
american_scientific_journal-11010	331	4	wang	wang	PROPN
american_scientific_journal-11010	331	5	,	,	PUNCT
american_scientific_journal-11010	331	6	liu	liu	PROPN
american_scientific_journal-11010	331	7	,	,	PUNCT
american_scientific_journal-11010	331	8	and	and	CCONJ
american_scientific_journal-11010	331	9	liu	liu	PROPN
american_scientific_journal-11010	331	10	,	,	PUNCT
american_scientific_journal-11010	331	11	“	"	PUNCT
american_scientific_journal-11010	331	12	a	a	DET
american_scientific_journal-11010	331	13	selection	selection	NOUN
american_scientific_journal-11010	331	14	of	of	ADP
american_scientific_journal-11010	331	15	advanced	advanced	ADJ
american_scientific_journal-11010	331	16	technologies	technology	NOUN
american_scientific_journal-11010	331	17	for	for	ADP
american_scientific_journal-11010	331	18	demand	demand	NOUN
american_scientific_journal-11010	331	19	forecasting	forecasting	NOUN
american_scientific_journal-11010	331	20	in	in	ADP
american_scientific_journal-11010	331	21	the	the	DET
american_scientific_journal-11010	331	22	retail	retail	ADJ
american_scientific_journal-11010	331	23	industry	industry	NOUN
american_scientific_journal-11010	331	24	,	,	PUNCT
american_scientific_journal-11010	331	25	”	"	PUNCT
american_scientific_journal-11010	331	26	2019	2019	NUM
american_scientific_journal-11010	331	27	ieee	ieee	NOUN
american_scientific_journal-11010	331	28	4th	4th	ADJ
american_scientific_journal-11010	331	29	international	international	ADJ
american_scientific_journal-11010	331	30	conference	conference	NOUN
american_scientific_journal-11010	331	31	on	on	ADP
american_scientific_journal-11010	331	32	big	big	ADJ
american_scientific_journal-11010	331	33	data	datum	NOUN
american_scientific_journal-11010	331	34	analytics	analytic	NOUN
american_scientific_journal-11010	331	35	(	(	PUNCT
american_scientific_journal-11010	331	36	icbda	icbda	NOUN
american_scientific_journal-11010	331	37	)	)	PUNCT
american_scientific_journal-11010	331	38	,	,	PUNCT
american_scientific_journal-11010	331	39	mar	mar	PROPN
american_scientific_journal-11010	331	40	.	.	PROPN
american_scientific_journal-11010	331	41	2019	2019	NUM
american_scientific_journal-11010	331	42	,	,	PUNCT
american_scientific_journal-11010	331	43	doi	doi	NOUN
american_scientific_journal-11010	331	44	:	:	PUNCT
american_scientific_journal-11010	331	45	10.1109	10.1109	NUM
american_scientific_journal-11010	331	46	/	/	SYM
american_scientific_journal-11010	331	47	icbda.2019.8713196	icbda.2019.8713196	NOUN
american_scientific_journal-11010	331	48	.	.	PUNCT
american_scientific_journal-11010	332	1	[	[	X
american_scientific_journal-11010	332	2	13	13	NUM
american_scientific_journal-11010	332	3	]	]	X
american_scientific_journal-11010	332	4	ghosh	ghosh	NOUN
american_scientific_journal-11010	332	5	,	,	PUNCT
american_scientific_journal-11010	332	6	“	"	PUNCT
american_scientific_journal-11010	332	7	forecasting	forecasting	NOUN
american_scientific_journal-11010	332	8	of	of	ADP
american_scientific_journal-11010	332	9	demand	demand	NOUN
american_scientific_journal-11010	332	10	using	use	VERB
american_scientific_journal-11010	332	11	arima	arima	PROPN
american_scientific_journal-11010	332	12	model	model	NOUN
american_scientific_journal-11010	332	13	,	,	PUNCT
american_scientific_journal-11010	332	14	”	"	PUNCT
american_scientific_journal-11010	332	15	american	american	ADJ
american_scientific_journal-11010	332	16	journal	journal	PROPN
american_scientific_journal-11010	332	17	of	of	ADP
american_scientific_journal-11010	332	18	applied	apply	VERB
american_scientific_journal-11010	332	19	mathematics	mathematic	NOUN
american_scientific_journal-11010	332	20	and	and	CCONJ
american_scientific_journal-11010	332	21	computing	computing	NOUN
american_scientific_journal-11010	332	22	,	,	PUNCT
american_scientific_journal-11010	332	23	vol	vol	NOUN
american_scientific_journal-11010	332	24	.	.	PROPN
american_scientific_journal-11010	332	25	1	1	NUM
american_scientific_journal-11010	332	26	,	,	PUNCT
american_scientific_journal-11010	332	27	no	no	INTJ
american_scientific_journal-11010	332	28	.	.	NOUN
american_scientific_journal-11010	332	29	2	2	NUM
american_scientific_journal-11010	332	30	,	,	PUNCT
american_scientific_journal-11010	332	31	2020	2020	NUM
american_scientific_journal-11010	332	32	,	,	PUNCT
american_scientific_journal-11010	332	33	[	[	X
american_scientific_journal-11010	332	34	online	online	X
american_scientific_journal-11010	332	35	]	]	X
american_scientific_journal-11010	332	36	.	.	PUNCT
american_scientific_journal-11010	333	1	available	available	ADJ
american_scientific_journal-11010	333	2	:	:	PUNCT
american_scientific_journal-11010	333	3	https://ajamc.smartsociety.org/wpamerican	https://ajamc.smartsociety.org/wpamerican	ADP
american_scientific_journal-11010	333	4	academic	academic	ADJ
american_scientific_journal-11010	333	5	scientific	scientific	ADJ
american_scientific_journal-11010	333	6	research	research	NOUN
american_scientific_journal-11010	333	7	journal	journal	NOUN
american_scientific_journal-11010	333	8	for	for	ADP
american_scientific_journal-11010	333	9	engineering	engineering	NOUN
american_scientific_journal-11010	333	10	,	,	PUNCT
american_scientific_journal-11010	333	11	technology	technology	NOUN
american_scientific_journal-11010	333	12	,	,	PUNCT
american_scientific_journal-11010	333	13	and	and	CCONJ
american_scientific_journal-11010	333	14	sciences	science	NOUN
american_scientific_journal-11010	333	15	(	(	PUNCT
american_scientific_journal-11010	333	16	asrjets	asrjet	NOUN
american_scientific_journal-11010	333	17	)	)	PUNCT
american_scientific_journal-11010	333	18	volume	volume	NOUN
american_scientific_journal-11010	333	19	98	98	NUM
american_scientific_journal-11010	333	20	,	,	PUNCT
american_scientific_journal-11010	333	21	no	no	DET
american_scientific_journal-11010	333	22	1	1	NUM
american_scientific_journal-11010	333	23	,	,	PUNCT
american_scientific_journal-11010	333	24	pp	pp	ADV
american_scientific_journal-11010	333	25	309	309	NUM
american_scientific_journal-11010	333	26	-	-	SYM
american_scientific_journal-11010	333	27	329	329	NUM
american_scientific_journal-11010	333	28	327	327	NUM
american_scientific_journal-11010	333	29	content	content	NOUN
american_scientific_journal-11010	333	30	/	/	SYM
american_scientific_journal-11010	333	31	uploads/2020/09	uploads/2020/09	NOUN
american_scientific_journal-11010	333	32	/	/	SYM
american_scientific_journal-11010	333	33	paper4.pdf	paper4.pdf	PROPN
american_scientific_journal-11010	334	1	[	[	X
american_scientific_journal-11010	334	2	14	14	NUM
american_scientific_journal-11010	334	3	]	]	X
american_scientific_journal-11010	334	4	silva	silva	PROPN
american_scientific_journal-11010	334	5	,	,	PUNCT
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american_scientific_journal-11010	334	7	,	,	PUNCT
american_scientific_journal-11010	334	8	and	and	CCONJ
american_scientific_journal-11010	334	9	braga	braga	NOUN
american_scientific_journal-11010	334	10	,	,	PUNCT
american_scientific_journal-11010	334	11	“	"	PUNCT
american_scientific_journal-11010	334	12	demand	demand	NOUN
american_scientific_journal-11010	334	13	forecasting	forecasting	NOUN
american_scientific_journal-11010	334	14	:	:	PUNCT
american_scientific_journal-11010	334	15	a	a	DET
american_scientific_journal-11010	334	16	case	case	NOUN
american_scientific_journal-11010	334	17	study	study	NOUN
american_scientific_journal-11010	334	18	in	in	ADP
american_scientific_journal-11010	334	19	the	the	DET
american_scientific_journal-11010	334	20	food	food	NOUN
american_scientific_journal-11010	334	21	industry	industry	NOUN
american_scientific_journal-11010	334	22	,	,	PUNCT
american_scientific_journal-11010	334	23	”	"	PUNCT
american_scientific_journal-11010	334	24	computational	computational	ADJ
american_scientific_journal-11010	334	25	science	science	NOUN
american_scientific_journal-11010	334	26	and	and	CCONJ
american_scientific_journal-11010	334	27	its	its	PRON
american_scientific_journal-11010	334	28	applications	application	NOUN
american_scientific_journal-11010	334	29	–	–	PUNCT
american_scientific_journal-11010	334	30	iccsa	iccsa	VERB
american_scientific_journal-11010	334	31	2019	2019	NUM
american_scientific_journal-11010	334	32	,	,	PUNCT
american_scientific_journal-11010	334	33	pp	pp	ADV
american_scientific_journal-11010	334	34	.	.	PUNCT
american_scientific_journal-11010	335	1	50–63	50–63	NUM
american_scientific_journal-11010	335	2	,	,	PUNCT
american_scientific_journal-11010	335	3	2019	2019	NUM
american_scientific_journal-11010	335	4	,	,	PUNCT
american_scientific_journal-11010	335	5	doi	doi	NOUN
american_scientific_journal-11010	335	6	:	:	PUNCT
american_scientific_journal-11010	335	7	10.1007/978	10.1007/978	NUM
american_scientific_journal-11010	335	8	-	-	SYM
american_scientific_journal-11010	335	9	3	3	NUM
american_scientific_journal-11010	335	10	-	-	PUNCT
american_scientific_journal-11010	335	11	030	030	NUM
american_scientific_journal-11010	335	12	-	-	PUNCT
american_scientific_journal-11010	335	13	24302	24302	NUM
american_scientific_journal-11010	335	14	-	-	PUNCT
american_scientific_journal-11010	335	15	9_5	9_5	NUM
american_scientific_journal-11010	335	16	.	.	PUNCT
american_scientific_journal-11010	336	1	[	[	X
american_scientific_journal-11010	336	2	15	15	NUM
american_scientific_journal-11010	336	3	]	]	X
american_scientific_journal-11010	336	4	r.	r.	PROPN
american_scientific_journal-11010	336	5	priyadarshi	priyadarshi	PROPN
american_scientific_journal-11010	336	6	,	,	PUNCT
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american_scientific_journal-11010	336	9	,	,	PUNCT
american_scientific_journal-11010	336	10	s.	s.	PROPN
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american_scientific_journal-11010	336	12	,	,	PUNCT
american_scientific_journal-11010	336	13	and	and	CCONJ
american_scientific_journal-11010	336	14	g.	g.	PROPN
american_scientific_journal-11010	336	15	k.	k.	PROPN
american_scientific_journal-11010	336	16	garg	garg	PROPN
american_scientific_journal-11010	336	17	,	,	PUNCT
american_scientific_journal-11010	336	18	“	"	PUNCT
american_scientific_journal-11010	336	19	demand	demand	NOUN
american_scientific_journal-11010	336	20	forecasting	forecasting	NOUN
american_scientific_journal-11010	336	21	at	at	ADP
american_scientific_journal-11010	336	22	retail	retail	ADJ
american_scientific_journal-11010	336	23	stage	stage	NOUN
american_scientific_journal-11010	336	24	for	for	ADP
american_scientific_journal-11010	336	25	selected	select	VERB
american_scientific_journal-11010	336	26	vegetables	vegetable	NOUN
american_scientific_journal-11010	336	27	:	:	PUNCT
american_scientific_journal-11010	336	28	a	a	DET
american_scientific_journal-11010	336	29	performance	performance	NOUN
american_scientific_journal-11010	336	30	analysis	analysis	NOUN
american_scientific_journal-11010	336	31	,	,	PUNCT
american_scientific_journal-11010	336	32	”	"	PUNCT
american_scientific_journal-11010	336	33	journal	journal	NOUN
american_scientific_journal-11010	336	34	of	of	ADP
american_scientific_journal-11010	336	35	modelling	modelling	NOUN
american_scientific_journal-11010	336	36	in	in	ADP
american_scientific_journal-11010	336	37	management	management	NOUN
american_scientific_journal-11010	336	38	,	,	PUNCT
american_scientific_journal-11010	336	39	vol	vol	NOUN
american_scientific_journal-11010	336	40	.	.	PROPN
american_scientific_journal-11010	336	41	14	14	NUM
american_scientific_journal-11010	336	42	,	,	PUNCT
american_scientific_journal-11010	336	43	no	no	INTJ
american_scientific_journal-11010	336	44	.	.	NOUN
american_scientific_journal-11010	336	45	4	4	NUM
american_scientific_journal-11010	336	46	,	,	PUNCT
american_scientific_journal-11010	336	47	pp	pp	ADJ
american_scientific_journal-11010	336	48	.	.	PUNCT
american_scientific_journal-11010	336	49	1042	1042	NUM
american_scientific_journal-11010	336	50	–	–	PUNCT
american_scientific_journal-11010	336	51	1063	1063	NUM
american_scientific_journal-11010	336	52	,	,	PUNCT
american_scientific_journal-11010	336	53	oct	oct	PROPN
american_scientific_journal-11010	336	54	.	.	PROPN
american_scientific_journal-11010	336	55	2019	2019	NUM
american_scientific_journal-11010	336	56	,	,	PUNCT
american_scientific_journal-11010	336	57	doi	doi	NOUN
american_scientific_journal-11010	336	58	:	:	PUNCT
american_scientific_journal-11010	336	59	10.1108	10.1108	NUM
american_scientific_journal-11010	336	60	/	/	SYM
american_scientific_journal-11010	336	61	jm2	jm2	NOUN
american_scientific_journal-11010	336	62	-	-	ADJ
american_scientific_journal-11010	336	63	11	11	NUM
american_scientific_journal-11010	336	64	-	-	PUNCT
american_scientific_journal-11010	336	65	2018	2018	NUM
american_scientific_journal-11010	336	66	-	-	PUNCT
american_scientific_journal-11010	336	67	0192	0192	NUM
american_scientific_journal-11010	336	68	.	.	PUNCT
american_scientific_journal-11010	337	1	[	[	X
american_scientific_journal-11010	337	2	16	16	NUM
american_scientific_journal-11010	337	3	]	]	X
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american_scientific_journal-11010	337	5	,	,	PUNCT
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american_scientific_journal-11010	337	7	,	,	PUNCT
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american_scientific_journal-11010	337	9	,	,	PUNCT
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american_scientific_journal-11010	337	35	,	,	PUNCT
american_scientific_journal-11010	337	36	no	no	INTJ
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american_scientific_journal-11010	337	39	,	,	PUNCT
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american_scientific_journal-11010	337	41	,	,	PUNCT
american_scientific_journal-11010	337	42	[	[	X
american_scientific_journal-11010	337	43	online	online	X
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american_scientific_journal-11010	338	1	available	available	ADJ
american_scientific_journal-11010	338	2	:	:	PUNCT
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american_scientific_journal-11010	339	1	[	[	X
american_scientific_journal-11010	339	2	17	17	NUM
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american_scientific_journal-11010	340	1	,	,	PUNCT
american_scientific_journal-11010	340	2	”	"	PUNCT
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american_scientific_journal-11010	340	8	and	and	CCONJ
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american_scientific_journal-11010	340	11	,	,	PUNCT
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american_scientific_journal-11010	340	15	,	,	PUNCT
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american_scientific_journal-11010	340	18	5	5	NUM
american_scientific_journal-11010	340	19	,	,	PUNCT
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american_scientific_journal-11010	340	21	,	,	PUNCT
american_scientific_journal-11010	340	22	[	[	X
american_scientific_journal-11010	340	23	online	online	X
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american_scientific_journal-11010	340	25	.	.	PUNCT
american_scientific_journal-11010	341	1	available	available	ADJ
american_scientific_journal-11010	341	2	:	:	PUNCT
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american_scientific_journal-11010	342	2	18	18	NUM
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american_scientific_journal-11010	342	8	,	,	PUNCT
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american_scientific_journal-11010	342	11	,	,	PUNCT
american_scientific_journal-11010	342	12	“	"	PUNCT
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american_scientific_journal-11010	342	16	using	use	VERB
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american_scientific_journal-11010	342	19	,	,	PUNCT
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american_scientific_journal-11010	342	27	,	,	PUNCT
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american_scientific_journal-11010	342	29	.	.	PUNCT
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american_scientific_journal-11010	343	2	,	,	PUNCT
american_scientific_journal-11010	343	3	2020	2020	NUM
american_scientific_journal-11010	343	4	,	,	PUNCT
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american_scientific_journal-11010	343	6	:	:	PUNCT
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american_scientific_journal-11010	343	8	-	-	SYM
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american_scientific_journal-11010	343	10	-	-	PUNCT
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american_scientific_journal-11010	343	12	-	-	PUNCT
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american_scientific_journal-11010	344	2	19	19	NUM
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american_scientific_journal-11010	344	7	,	,	PUNCT
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american_scientific_journal-11010	344	11	,	,	PUNCT
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american_scientific_journal-11010	344	16	,	,	PUNCT
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american_scientific_journal-11010	344	22	.	.	PUNCT
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american_scientific_journal-11010	345	6	,	,	PUNCT
american_scientific_journal-11010	345	7	“	"	PUNCT
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american_scientific_journal-11010	345	9	-	-	PUNCT
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american_scientific_journal-11010	345	13	,	,	PUNCT
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american_scientific_journal-11010	345	26	,	,	PUNCT
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american_scientific_journal-11010	346	6	,	,	PUNCT
american_scientific_journal-11010	346	7	“	"	PUNCT
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american_scientific_journal-11010	346	26	,	,	PUNCT
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american_scientific_journal-11010	348	9	:	:	PUNCT
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american_scientific_journal-11010	349	4	.	.	PUNCT
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american_scientific_journal-11010	351	4	,	,	PUNCT
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american_scientific_journal-11010	351	6	:	:	PUNCT
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american_scientific_journal-11010	351	10	-	-	PUNCT
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american_scientific_journal-11010	351	12	-	-	PUNCT
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american_scientific_journal-11010	351	14	-	-	PUNCT
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american_scientific_journal-11010	351	16	-	-	PUNCT
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american_scientific_journal-11010	352	5	,	,	PUNCT
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american_scientific_journal-11010	352	14	,	,	PUNCT
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american_scientific_journal-11010	352	37	,	,	PUNCT
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american_scientific_journal-11010	352	39	:	:	PUNCT
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american_scientific_journal-11010	353	16	machine	machine	NOUN
american_scientific_journal-11010	353	17	learning	learning	NOUN
american_scientific_journal-11010	353	18	,	,	PUNCT
american_scientific_journal-11010	353	19	”	"	PUNCT
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american_scientific_journal-11010	353	21	of	of	ADP
american_scientific_journal-11010	353	22	applied	apply	VERB
american_scientific_journal-11010	353	23	science	science	NOUN
american_scientific_journal-11010	353	24	and	and	CCONJ
american_scientific_journal-11010	353	25	technology	technology	NOUN
american_scientific_journal-11010	353	26	trends	trend	NOUN
american_scientific_journal-11010	353	27	,	,	PUNCT
american_scientific_journal-11010	353	28	vol	vol	NOUN
american_scientific_journal-11010	353	29	.	.	PROPN
american_scientific_journal-11010	353	30	1	1	NUM
american_scientific_journal-11010	353	31	,	,	PUNCT
american_scientific_journal-11010	353	32	no	no	INTJ
american_scientific_journal-11010	353	33	.	.	NOUN
american_scientific_journal-11010	353	34	4	4	NUM
american_scientific_journal-11010	353	35	,	,	PUNCT
american_scientific_journal-11010	353	36	pp	pp	ADJ
american_scientific_journal-11010	353	37	.	.	PUNCT
american_scientific_journal-11010	354	1	140–147	140–147	NUM
american_scientific_journal-11010	354	2	,	,	PUNCT
american_scientific_journal-11010	354	3	dec	dec	PROPN
american_scientific_journal-11010	354	4	.	.	PROPN
american_scientific_journal-11010	354	5	2020	2020	NUM
american_scientific_journal-11010	354	6	,	,	PUNCT
american_scientific_journal-11010	354	7	doi	doi	PROPN
american_scientific_journal-11010	354	8	:	:	PUNCT
american_scientific_journal-11010	354	9	american	american	ADJ
american_scientific_journal-11010	354	10	academic	academic	ADJ
american_scientific_journal-11010	354	11	scientific	scientific	ADJ
american_scientific_journal-11010	354	12	research	research	NOUN
american_scientific_journal-11010	354	13	journal	journal	NOUN
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american_scientific_journal-11010	354	16	,	,	PUNCT
american_scientific_journal-11010	354	17	technology	technology	NOUN
american_scientific_journal-11010	354	18	,	,	PUNCT
american_scientific_journal-11010	354	19	and	and	CCONJ
american_scientific_journal-11010	354	20	sciences	science	NOUN
american_scientific_journal-11010	354	21	(	(	PUNCT
american_scientific_journal-11010	354	22	asrjets	asrjet	NOUN
american_scientific_journal-11010	354	23	)	)	PUNCT
american_scientific_journal-11010	354	24	volume	volume	NOUN
american_scientific_journal-11010	354	25	98	98	NUM
american_scientific_journal-11010	354	26	,	,	PUNCT
american_scientific_journal-11010	354	27	no	no	DET
american_scientific_journal-11010	354	28	1	1	NUM
american_scientific_journal-11010	354	29	,	,	PUNCT
american_scientific_journal-11010	354	30	pp	pp	ADV
american_scientific_journal-11010	354	31	309	309	NUM
american_scientific_journal-11010	354	32	-	-	SYM
american_scientific_journal-11010	354	33	329	329	NUM
american_scientific_journal-11010	354	34	328	328	NUM
american_scientific_journal-11010	354	35	10.38094	10.38094	NUM
american_scientific_journal-11010	354	36	/	/	SYM
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american_scientific_journal-11010	354	38	.	.	PUNCT
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american_scientific_journal-11010	355	2	26	26	NUM
american_scientific_journal-11010	355	3	]	]	X
american_scientific_journal-11010	355	4	s.	s.	PROPN
american_scientific_journal-11010	355	5	glen	glen	PROPN
american_scientific_journal-11010	355	6	,	,	PUNCT
american_scientific_journal-11010	355	7	“	"	PUNCT
american_scientific_journal-11010	355	8	lasso	lasso	NOUN
american_scientific_journal-11010	355	9	regression	regression	NOUN
american_scientific_journal-11010	355	10	:	:	PUNCT
american_scientific_journal-11010	355	11	simple	simple	ADJ
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american_scientific_journal-11010	355	13	,	,	PUNCT
american_scientific_journal-11010	355	14	”	"	PUNCT
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american_scientific_journal-11010	355	16	how	how	SCONJ
american_scientific_journal-11010	355	17	to	to	PART
american_scientific_journal-11010	355	18	,	,	PUNCT
american_scientific_journal-11010	355	19	apr	apr	PROPN
american_scientific_journal-11010	355	20	.	.	PROPN
american_scientific_journal-11010	355	21	27	27	NUM
american_scientific_journal-11010	355	22	,	,	PUNCT
american_scientific_journal-11010	355	23	2021	2021	NUM
american_scientific_journal-11010	355	24	.	.	PUNCT
american_scientific_journal-11010	356	1	https://www.statisticshowto.com/lasso-regression/	https://www.statisticshowto.com/lasso-regression/	NOUN
american_scientific_journal-11010	357	1	[	[	X
american_scientific_journal-11010	357	2	27	27	NUM
american_scientific_journal-11010	357	3	]	]	SYM
american_scientific_journal-11010	357	4	ş	ş	X
american_scientific_journal-11010	357	5	.	.	PUNCT
american_scientific_journal-11010	357	6	özlem	özlem	NOUN
american_scientific_journal-11010	357	7	and	and	CCONJ
american_scientific_journal-11010	357	8	o.	o.	PROPN
american_scientific_journal-11010	357	9	f.	f.	PROPN
american_scientific_journal-11010	357	10	tan	tan	PROPN
american_scientific_journal-11010	357	11	,	,	PUNCT
american_scientific_journal-11010	357	12	“	"	PUNCT
american_scientific_journal-11010	357	13	predicting	predict	VERB
american_scientific_journal-11010	357	14	cash	cash	NOUN
american_scientific_journal-11010	357	15	holdings	holding	NOUN
american_scientific_journal-11010	357	16	using	use	VERB
american_scientific_journal-11010	357	17	supervised	supervised	ADJ
american_scientific_journal-11010	357	18	machine	machine	NOUN
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american_scientific_journal-11010	357	21	,	,	PUNCT
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american_scientific_journal-11010	357	25	,	,	PUNCT
american_scientific_journal-11010	357	26	vol	vol	NOUN
american_scientific_journal-11010	357	27	.	.	PROPN
american_scientific_journal-11010	357	28	8	8	NUM
american_scientific_journal-11010	357	29	,	,	PUNCT
american_scientific_journal-11010	357	30	no	no	INTJ
american_scientific_journal-11010	357	31	.	.	NOUN
american_scientific_journal-11010	357	32	1	1	NUM
american_scientific_journal-11010	357	33	,	,	PUNCT
american_scientific_journal-11010	357	34	may	may	AUX
american_scientific_journal-11010	357	35	2022	2022	NUM
american_scientific_journal-11010	357	36	,	,	PUNCT
american_scientific_journal-11010	357	37	doi	doi	NOUN
american_scientific_journal-11010	357	38	:	:	PUNCT
american_scientific_journal-11010	357	39	10.1186	10.1186	NUM
american_scientific_journal-11010	357	40	/	/	SYM
american_scientific_journal-11010	357	41	s40854	s40854	PROPN
american_scientific_journal-11010	357	42	-	-	PUNCT
american_scientific_journal-11010	357	43	022	022	NUM
american_scientific_journal-11010	357	44	-	-	PUNCT
american_scientific_journal-11010	357	45	00351	00351	NUM
american_scientific_journal-11010	357	46	-	-	PUNCT
american_scientific_journal-11010	357	47	8	8	NUM
american_scientific_journal-11010	357	48	.	.	PUNCT
american_scientific_journal-11010	358	1	[	[	X
american_scientific_journal-11010	358	2	28	28	NUM
american_scientific_journal-11010	358	3	]	]	X
american_scientific_journal-11010	358	4	n.	n.	PROPN
american_scientific_journal-11010	358	5	vairagade	vairagade	PROPN
american_scientific_journal-11010	358	6	,	,	PUNCT
american_scientific_journal-11010	358	7	d.	d.	PROPN
american_scientific_journal-11010	358	8	logofatu	logofatu	PROPN
american_scientific_journal-11010	358	9	,	,	PUNCT
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american_scientific_journal-11010	358	12	,	,	PUNCT
american_scientific_journal-11010	358	13	and	and	CCONJ
american_scientific_journal-11010	358	14	f.	f.	PROPN
american_scientific_journal-11010	358	15	muharemi	muharemi	PROPN
american_scientific_journal-11010	358	16	,	,	PUNCT
american_scientific_journal-11010	358	17	“	"	PUNCT
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american_scientific_journal-11010	358	20	using	use	VERB
american_scientific_journal-11010	358	21	random	random	ADJ
american_scientific_journal-11010	358	22	forest	forest	NOUN
american_scientific_journal-11010	358	23	and	and	CCONJ
american_scientific_journal-11010	358	24	artificial	artificial	ADJ
american_scientific_journal-11010	358	25	neural	neural	ADJ
american_scientific_journal-11010	358	26	network	network	NOUN
american_scientific_journal-11010	358	27	for	for	ADP
american_scientific_journal-11010	358	28	supply	supply	NOUN
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american_scientific_journal-11010	358	31	,	,	PUNCT
american_scientific_journal-11010	358	32	”	"	PUNCT
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american_scientific_journal-11010	358	35	intelligence	intelligence	NOUN
american_scientific_journal-11010	358	36	,	,	PUNCT
american_scientific_journal-11010	358	37	pp	pp	ADJ
american_scientific_journal-11010	358	38	.	.	PUNCT
american_scientific_journal-11010	359	1	328	328	NUM
american_scientific_journal-11010	359	2	–	–	PUNCT
american_scientific_journal-11010	359	3	339	339	NUM
american_scientific_journal-11010	359	4	,	,	PUNCT
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american_scientific_journal-11010	359	6	,	,	PUNCT
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american_scientific_journal-11010	359	8	:	:	PUNCT
american_scientific_journal-11010	359	9	10.1007/978	10.1007/978	NUM
american_scientific_journal-11010	359	10	-	-	SYM
american_scientific_journal-11010	359	11	3	3	NUM
american_scientific_journal-11010	359	12	-	-	PUNCT
american_scientific_journal-11010	359	13	030	030	NUM
american_scientific_journal-11010	359	14	-	-	PUNCT
american_scientific_journal-11010	359	15	28377	28377	NUM
american_scientific_journal-11010	359	16	-	-	SYM
american_scientific_journal-11010	359	17	3_27	3_27	NUM
american_scientific_journal-11010	359	18	.	.	PUNCT
american_scientific_journal-11010	360	1	[	[	X
american_scientific_journal-11010	360	2	29	29	NUM
american_scientific_journal-11010	360	3	]	]	X
american_scientific_journal-11010	360	4	g.	g.	PROPN
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american_scientific_journal-11010	360	6	and	and	CCONJ
american_scientific_journal-11010	360	7	n.	n.	PROPN
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american_scientific_journal-11010	360	9	,	,	PUNCT
american_scientific_journal-11010	360	10	“	"	PUNCT
american_scientific_journal-11010	360	11	a	a	DET
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american_scientific_journal-11010	360	14	of	of	ADP
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american_scientific_journal-11010	360	19	,	,	PUNCT
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american_scientific_journal-11010	360	25	information	information	NOUN
american_scientific_journal-11010	360	26	science	science	NOUN
american_scientific_journal-11010	360	27	,	,	PUNCT
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american_scientific_journal-11010	360	29	.	.	PUNCT
american_scientific_journal-11010	361	1	421–432	421–432	NUM
american_scientific_journal-11010	361	2	,	,	PUNCT
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american_scientific_journal-11010	361	4	,	,	PUNCT
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american_scientific_journal-11010	361	6	:	:	PUNCT
american_scientific_journal-11010	361	7	10.1007/978	10.1007/978	NUM
american_scientific_journal-11010	361	8	-	-	SYM
american_scientific_journal-11010	361	9	981	981	NUM
american_scientific_journal-11010	361	10	-	-	PUNCT
american_scientific_journal-11010	361	11	15	15	NUM
american_scientific_journal-11010	361	12	-	-	PUNCT
american_scientific_journal-11010	361	13	4015	4015	NUM
american_scientific_journal-11010	361	14	-	-	PUNCT
american_scientific_journal-11010	361	15	8_37	8_37	NOUN
american_scientific_journal-11010	361	16	.	.	PUNCT
american_scientific_journal-11010	362	1	[	[	X
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american_scientific_journal-11010	362	4	r.	r.	PROPN
american_scientific_journal-11010	362	5	a.	a.	PROPN
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american_scientific_journal-11010	362	7	,	,	PUNCT
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american_scientific_journal-11010	362	10	,	,	PUNCT
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american_scientific_journal-11010	362	26	,	,	PUNCT
american_scientific_journal-11010	362	27	“	"	PUNCT
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american_scientific_journal-11010	362	32	using	use	VERB
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american_scientific_journal-11010	362	34	,	,	PUNCT
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american_scientific_journal-11010	362	40	and	and	CCONJ
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american_scientific_journal-11010	362	42	,	,	PUNCT
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american_scientific_journal-11010	362	44	.	.	PUNCT
american_scientific_journal-11010	363	1	1120–1131	1120–1131	NUM
american_scientific_journal-11010	363	2	,	,	PUNCT
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american_scientific_journal-11010	363	4	,	,	PUNCT
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american_scientific_journal-11010	363	6	:	:	PUNCT
american_scientific_journal-11010	363	7	10.1007/978	10.1007/978	NUM
american_scientific_journal-11010	363	8	-	-	SYM
american_scientific_journal-11010	363	9	3	3	NUM
american_scientific_journal-11010	363	10	-	-	PUNCT
american_scientific_journal-11010	363	11	030	030	NUM
american_scientific_journal-11010	363	12	-	-	PUNCT
american_scientific_journal-11010	363	13	15035	15035	NUM
american_scientific_journal-11010	363	14	-	-	PUNCT
american_scientific_journal-11010	363	15	8_108	8_108	NUM
american_scientific_journal-11010	363	16	.	.	PUNCT
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american_scientific_journal-11010	364	4	p.	p.	PROPN
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american_scientific_journal-11010	364	12	,	,	PUNCT
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american_scientific_journal-11010	364	36	,	,	PUNCT
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american_scientific_journal-11010	364	39	-	-	PUNCT
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american_scientific_journal-11010	365	4	,	,	PUNCT
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american_scientific_journal-11010	365	10	.	.	PUNCT
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american_scientific_journal-11010	367	10	,	,	PUNCT
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american_scientific_journal-11010	370	49	,	,	PUNCT
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american_scientific_journal-11010	370	54	,	,	PUNCT
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american_scientific_journal-11010	370	56	:	:	PUNCT
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american_scientific_journal-11010	371	22	,	,	PUNCT
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american_scientific_journal-11010	381	14	gariy	gariy	PROPN
american_scientific_journal-11010	381	15	,	,	PUNCT
american_scientific_journal-11010	381	16	and	and	CCONJ
american_scientific_journal-11010	381	17	r.	r.	PROPN
american_scientific_journal-11010	381	18	n.	n.	PROPN
american_scientific_journal-11010	381	19	mutuku	mutuku	PROPN
american_scientific_journal-11010	381	20	,	,	PUNCT
american_scientific_journal-11010	381	21	“	"	PUNCT
american_scientific_journal-11010	381	22	application	application	NOUN
american_scientific_journal-11010	381	23	of	of	ADP
american_scientific_journal-11010	381	24	stacking	stack	VERB
american_scientific_journal-11010	381	25	ensemble	ensemble	ADJ
american_scientific_journal-11010	381	26	machine	machine	NOUN
american_scientific_journal-11010	381	27	learning	learn	VERB
american_scientific_journal-11010	381	28	algorithm	algorithm	NOUN
american_scientific_journal-11010	381	29	in	in	ADP
american_scientific_journal-11010	381	30	predicting	predict	VERB
american_scientific_journal-11010	381	31	the	the	DET
american_scientific_journal-11010	381	32	cost	cost	NOUN
american_scientific_journal-11010	381	33	of	of	ADP
american_scientific_journal-11010	381	34	highway	highway	NOUN
american_scientific_journal-11010	381	35	construction	construction	NOUN
american_scientific_journal-11010	381	36	projects	project	NOUN
american_scientific_journal-11010	381	37	,	,	PUNCT
american_scientific_journal-11010	381	38	”	"	PUNCT
american_scientific_journal-11010	381	39	engineering	engineering	NOUN
american_scientific_journal-11010	381	40	,	,	PUNCT
american_scientific_journal-11010	381	41	construction	construction	NOUN
american_scientific_journal-11010	381	42	and	and	CCONJ
american_scientific_journal-11010	381	43	architectural	architectural	ADJ
american_scientific_journal-11010	381	44	management	management	NOUN
american_scientific_journal-11010	381	45	,	,	PUNCT
american_scientific_journal-11010	381	46	vol	vol	NOUN
american_scientific_journal-11010	381	47	.	.	PROPN
american_scientific_journal-11010	381	48	29	29	NUM
american_scientific_journal-11010	381	49	,	,	PUNCT
american_scientific_journal-11010	381	50	no	no	INTJ
american_scientific_journal-11010	381	51	.	.	NOUN
american_scientific_journal-11010	381	52	7	7	NUM
american_scientific_journal-11010	381	53	,	,	PUNCT
american_scientific_journal-11010	381	54	pp	pp	ADJ
american_scientific_journal-11010	381	55	.	.	PUNCT
american_scientific_journal-11010	382	1	2836–2853	2836–2853	NOUN
american_scientific_journal-11010	382	2	,	,	PUNCT
american_scientific_journal-11010	382	3	jun	jun	PROPN
american_scientific_journal-11010	382	4	.	.	PROPN
american_scientific_journal-11010	382	5	2021	2021	NUM
american_scientific_journal-11010	382	6	,	,	PUNCT
american_scientific_journal-11010	382	7	doi	doi	NOUN
american_scientific_journal-11010	382	8	:	:	PUNCT
american_scientific_journal-11010	382	9	10.1108	10.1108	NUM
american_scientific_journal-11010	382	10	/	/	SYM
american_scientific_journal-11010	382	11	ecam-02	ecam-02	ADJ
american_scientific_journal-11010	382	12	-	-	PUNCT
american_scientific_journal-11010	382	13	2020	2020	NUM
american_scientific_journal-11010	382	14	-	-	PUNCT
american_scientific_journal-11010	382	15	0128	0128	NUM
american_scientific_journal-11010	382	16	.	.	PUNCT
american_scientific_journal-11010	383	1	[	[	X
american_scientific_journal-11010	383	2	40	40	NUM
american_scientific_journal-11010	383	3	]	]	X
american_scientific_journal-11010	383	4	y.	y.	PROPN
american_scientific_journal-11010	383	5	lai	lai	PROPN
american_scientific_journal-11010	383	6	and	and	CCONJ
american_scientific_journal-11010	383	7	d.	d.	PROPN
american_scientific_journal-11010	383	8	a.	a.	PROPN
american_scientific_journal-11010	383	9	dzombak	dzombak	PROPN
american_scientific_journal-11010	383	10	,	,	PUNCT
american_scientific_journal-11010	383	11	“	"	PUNCT
american_scientific_journal-11010	383	12	use	use	NOUN
american_scientific_journal-11010	383	13	of	of	ADP
american_scientific_journal-11010	383	14	the	the	DET
american_scientific_journal-11010	383	15	autoregressive	autoregressive	ADJ
american_scientific_journal-11010	383	16	integrated	integrated	ADJ
american_scientific_journal-11010	383	17	moving	move	VERB
american_scientific_journal-11010	383	18	average	average	ADJ
american_scientific_journal-11010	383	19	(	(	PUNCT
american_scientific_journal-11010	383	20	arima	arima	PROPN
american_scientific_journal-11010	383	21	)	)	PUNCT
american_scientific_journal-11010	383	22	model	model	NOUN
american_scientific_journal-11010	383	23	to	to	PART
american_scientific_journal-11010	383	24	forecast	forecast	VERB
american_scientific_journal-11010	383	25	near	near	ADJ
american_scientific_journal-11010	383	26	-	-	PUNCT
american_scientific_journal-11010	383	27	term	term	NOUN
american_scientific_journal-11010	383	28	regional	regional	ADJ
american_scientific_journal-11010	383	29	temperature	temperature	NOUN
american_scientific_journal-11010	383	30	and	and	CCONJ
american_scientific_journal-11010	383	31	precipitation	precipitation	NOUN
american_scientific_journal-11010	383	32	,	,	PUNCT
american_scientific_journal-11010	383	33	”	"	PUNCT
american_scientific_journal-11010	383	34	weather	weather	NOUN
american_scientific_journal-11010	383	35	and	and	CCONJ
american_scientific_journal-11010	383	36	forecasting	forecasting	NOUN
american_scientific_journal-11010	383	37	,	,	PUNCT
american_scientific_journal-11010	383	38	vol	vol	NOUN
american_scientific_journal-11010	383	39	.	.	PROPN
american_scientific_journal-11010	383	40	35	35	NUM
american_scientific_journal-11010	383	41	,	,	PUNCT
american_scientific_journal-11010	383	42	no	no	INTJ
american_scientific_journal-11010	383	43	.	.	NOUN
american_scientific_journal-11010	383	44	3	3	NUM
american_scientific_journal-11010	383	45	,	,	PUNCT
american_scientific_journal-11010	383	46	pp	pp	ADJ
american_scientific_journal-11010	383	47	.	.	PUNCT
american_scientific_journal-11010	384	1	959–976	959–976	NUM
american_scientific_journal-11010	384	2	,	,	PUNCT
american_scientific_journal-11010	384	3	apr	apr	PROPN
american_scientific_journal-11010	384	4	.	.	PROPN
american_scientific_journal-11010	384	5	2020	2020	NUM
american_scientific_journal-11010	384	6	,	,	PUNCT
american_scientific_journal-11010	384	7	doi	doi	NOUN
american_scientific_journal-11010	384	8	:	:	PUNCT
american_scientific_journal-11010	384	9	10.1175	10.1175	NUM
american_scientific_journal-11010	384	10	/	/	SYM
american_scientific_journal-11010	384	11	waf	waf	PROPN
american_scientific_journal-11010	384	12	-	-	PUNCT
american_scientific_journal-11010	384	13	d-19	d-19	PROPN
american_scientific_journal-11010	384	14	-	-	PUNCT
american_scientific_journal-11010	384	15	0158.1	0158.1	NUM
american_scientific_journal-11010	384	16	.	.	PUNCT