id	sid	tid	token	lemma	pos
ajst-24458	1	1	academic	academic	ADJ
ajst-24458	1	2	journal	journal	NOUN
ajst-24458	1	3	of	of	ADP
ajst-24458	1	4	science	science	NOUN
ajst-24458	1	5	and	and	CCONJ
ajst-24458	1	6	technology	technology	NOUN
ajst-24458	1	7	issn	issn	NOUN
ajst-24458	1	8	:	:	PUNCT
ajst-24458	1	9	2771	2771	NUM
ajst-24458	1	10	-	-	SYM
ajst-24458	1	11	3032	3032	NUM
ajst-24458	1	12	|	|	NOUN
ajst-24458	1	13	vol	vol	NOUN
ajst-24458	1	14	.	.	PROPN
ajst-24458	2	1	12	12	NUM
ajst-24458	2	2	,	,	PUNCT
ajst-24458	2	3	no	no	INTJ
ajst-24458	2	4	.	.	NOUN
ajst-24458	2	5	1	1	NUM
ajst-24458	2	6	,	,	PUNCT
ajst-24458	2	7	2024	2024	NUM
ajst-24458	2	8	1	1	NUM
ajst-24458	2	9	operational	operational	ADJ
ajst-24458	2	10	efficiency	efficiency	NOUN
ajst-24458	2	11	through	through	ADP
ajst-24458	2	12	machine	machine	NOUN
ajst-24458	2	13	learning	learning	NOUN
ajst-24458	2	14	and	and	CCONJ
ajst-24458	2	15	optimization	optimization	NOUN
ajst-24458	2	16	in	in	ADP
ajst-24458	2	17	supply	supply	NOUN
ajst-24458	2	18	chain	chain	NOUN
ajst-24458	2	19	management	management	NOUN
ajst-24458	2	20	jianke	jianke	PROPN
ajst-24458	2	21	zou	zou	PROPN
ajst-24458	2	22	1	1	NUM
ajst-24458	2	23	,	,	PUNCT
ajst-24458	2	24	*	*	PUNCT
ajst-24458	2	25	,	,	PUNCT
ajst-24458	2	26	huayu	huayu	ADJ
ajst-24458	2	27	zhao	zhao	PROPN
ajst-24458	2	28	2	2	NUM
ajst-24458	2	29	,	,	PUNCT
ajst-24458	2	30	ningxin	ningxin	PROPN
ajst-24458	2	31	li	li	PROPN
ajst-24458	2	32	3	3	NUM
ajst-24458	2	33	1	1	NUM
ajst-24458	2	34	hsbc	hsbc	PROPN
ajst-24458	2	35	business	business	NOUN
ajst-24458	2	36	school	school	NOUN
ajst-24458	2	37	,	,	PUNCT
ajst-24458	2	38	peking	peking	NOUN
ajst-24458	2	39	university	university	NOUN
ajst-24458	2	40	,	,	PUNCT
ajst-24458	2	41	peking	peking	NOUN
ajst-24458	2	42	,	,	PUNCT
ajst-24458	2	43	china	china	PROPN
ajst-24458	2	44	2	2	NUM
ajst-24458	2	45	beijing	beijing	PROPN
ajst-24458	2	46	shougang	shougang	PROPN
ajst-24458	2	47	international	international	PROPN
ajst-24458	2	48	engineering	engineering	PROPN
ajst-24458	2	49	technology	technology	PROPN
ajst-24458	2	50	co.	co.	PROPN
ajst-24458	2	51	,	,	PUNCT
ajst-24458	2	52	ltd	ltd	PROPN
ajst-24458	2	53	,	,	PUNCT
ajst-24458	2	54	china	china	PROPN
ajst-24458	2	55	3	3	NUM
ajst-24458	2	56	fu	fu	PROPN
ajst-24458	2	57	foundation	foundation	NOUN
ajst-24458	2	58	school	school	NOUN
ajst-24458	2	59	of	of	ADP
ajst-24458	2	60	engineering	engineering	NOUN
ajst-24458	2	61	and	and	CCONJ
ajst-24458	2	62	applied	apply	VERB
ajst-24458	2	63	science	science	NOUN
ajst-24458	2	64	,	,	PUNCT
ajst-24458	2	65	columbia	columbia	PROPN
ajst-24458	2	66	university	university	PROPN
ajst-24458	2	67	,	,	PUNCT
ajst-24458	2	68	new	new	PROPN
ajst-24458	2	69	york	york	PROPN
ajst-24458	2	70	,	,	PUNCT
ajst-24458	2	71	10027	10027	NUM
ajst-24458	2	72	,	,	PUNCT
ajst-24458	2	73	usa	usa	PROPN
ajst-24458	2	74	*	*	PUNCT
ajst-24458	2	75	corresponding	correspond	VERB
ajst-24458	2	76	author	author	NOUN
ajst-24458	2	77	:	:	PUNCT
ajst-24458	2	78	jianke	jianke	PROPN
ajst-24458	2	79	zou	zou	PROPN
ajst-24458	2	80	(	(	PUNCT
ajst-24458	2	81	email	email	NOUN
ajst-24458	2	82	:	:	PUNCT
ajst-24458	2	83	zoujianke@pku.org.cn	zoujianke@pku.org.cn	NOUN
ajst-24458	2	84	)	)	PUNCT
ajst-24458	2	85	abstract	abstract	NOUN
ajst-24458	2	86	:	:	PUNCT
ajst-24458	2	87	supply	supply	NOUN
ajst-24458	2	88	chain	chain	NOUN
ajst-24458	2	89	management	management	NOUN
ajst-24458	2	90	faces	face	VERB
ajst-24458	2	91	many	many	ADJ
ajst-24458	2	92	challenges	challenge	NOUN
ajst-24458	2	93	and	and	CCONJ
ajst-24458	2	94	opportunities	opportunity	NOUN
ajst-24458	2	95	in	in	ADP
ajst-24458	2	96	increasingly	increasingly	ADV
ajst-24458	2	97	fierce	fierce	ADJ
ajst-24458	2	98	global	global	ADJ
ajst-24458	2	99	competition	competition	NOUN
ajst-24458	2	100	.	.	PUNCT
ajst-24458	3	1	the	the	DET
ajst-24458	3	2	surge	surge	NOUN
ajst-24458	3	3	in	in	ADP
ajst-24458	3	4	data	datum	NOUN
ajst-24458	3	5	volume	volume	NOUN
ajst-24458	3	6	and	and	CCONJ
ajst-24458	3	7	the	the	DET
ajst-24458	3	8	decline	decline	NOUN
ajst-24458	3	9	in	in	ADP
ajst-24458	3	10	data	datum	NOUN
ajst-24458	3	11	quality	quality	NOUN
ajst-24458	3	12	brought	bring	VERB
ajst-24458	3	13	about	about	ADP
ajst-24458	3	14	by	by	ADP
ajst-24458	3	15	the	the	DET
ajst-24458	3	16	era	era	NOUN
ajst-24458	3	17	of	of	ADP
ajst-24458	3	18	big	big	ADJ
ajst-24458	3	19	data	datum	NOUN
ajst-24458	3	20	has	have	AUX
ajst-24458	3	21	prompted	prompt	VERB
ajst-24458	3	22	enterprises	enterprise	NOUN
ajst-24458	3	23	to	to	PART
ajst-24458	3	24	introduce	introduce	VERB
ajst-24458	3	25	advanced	advanced	ADJ
ajst-24458	3	26	machine	machine	NOUN
ajst-24458	3	27	learning	learn	VERB
ajst-24458	3	28	techniques	technique	NOUN
ajst-24458	3	29	to	to	PART
ajst-24458	3	30	optimise	optimise	VERB
ajst-24458	3	31	supply	supply	NOUN
ajst-24458	3	32	chain	chain	NOUN
ajst-24458	3	33	management	management	NOUN
ajst-24458	3	34	.	.	PUNCT
ajst-24458	4	1	this	this	DET
ajst-24458	4	2	paper	paper	NOUN
ajst-24458	4	3	explores	explore	VERB
ajst-24458	4	4	the	the	DET
ajst-24458	4	5	application	application	NOUN
ajst-24458	4	6	of	of	ADP
ajst-24458	4	7	machine	machine	NOUN
ajst-24458	4	8	learning	learn	VERB
ajst-24458	4	9	in	in	ADP
ajst-24458	4	10	sensing	sense	VERB
ajst-24458	4	11	supply	supply	NOUN
ajst-24458	4	12	risk	risk	NOUN
ajst-24458	4	13	,	,	PUNCT
ajst-24458	4	14	demand	demand	NOUN
ajst-24458	4	15	forecasting	forecasting	NOUN
ajst-24458	4	16	,	,	PUNCT
ajst-24458	4	17	inventory	inventory	NOUN
ajst-24458	4	18	optimisation	optimisation	NOUN
ajst-24458	4	19	,	,	PUNCT
ajst-24458	4	20	and	and	CCONJ
ajst-24458	4	21	distribution	distribution	NOUN
ajst-24458	4	22	and	and	CCONJ
ajst-24458	4	23	transportation	transportation	NOUN
ajst-24458	4	24	planning	planning	NOUN
ajst-24458	4	25	to	to	PART
ajst-24458	4	26	improve	improve	VERB
ajst-24458	4	27	the	the	DET
ajst-24458	4	28	ability	ability	NOUN
ajst-24458	4	29	of	of	ADP
ajst-24458	4	30	enterprises	enterprise	NOUN
ajst-24458	4	31	to	to	PART
ajst-24458	4	32	predict	predict	VERB
ajst-24458	4	33	and	and	CCONJ
ajst-24458	4	34	respond	respond	VERB
ajst-24458	4	35	to	to	ADP
ajst-24458	4	36	market	market	NOUN
ajst-24458	4	37	changes	change	NOUN
ajst-24458	4	38	by	by	ADP
ajst-24458	4	39	automatically	automatically	ADV
ajst-24458	4	40	identifying	identify	VERB
ajst-24458	4	41	and	and	CCONJ
ajst-24458	4	42	extracting	extract	VERB
ajst-24458	4	43	patterns	pattern	NOUN
ajst-24458	4	44	in	in	ADP
ajst-24458	4	45	data	datum	NOUN
ajst-24458	4	46	,	,	PUNCT
ajst-24458	4	47	thereby	thereby	ADV
ajst-24458	4	48	improving	improve	VERB
ajst-24458	4	49	operational	operational	ADJ
ajst-24458	4	50	efficiency	efficiency	NOUN
ajst-24458	4	51	and	and	CCONJ
ajst-24458	4	52	customer	customer	NOUN
ajst-24458	4	53	satisfaction	satisfaction	NOUN
ajst-24458	4	54	.	.	PUNCT
ajst-24458	5	1	while	while	SCONJ
ajst-24458	5	2	there	there	PRON
ajst-24458	5	3	are	be	VERB
ajst-24458	5	4	challenges	challenge	NOUN
ajst-24458	5	5	such	such	ADJ
ajst-24458	5	6	as	as	ADP
ajst-24458	5	7	data	datum	NOUN
ajst-24458	5	8	quality	quality	NOUN
ajst-24458	5	9	and	and	CCONJ
ajst-24458	5	10	availability	availability	NOUN
ajst-24458	5	11	when	when	SCONJ
ajst-24458	5	12	implementing	implement	VERB
ajst-24458	5	13	machine	machine	NOUN
ajst-24458	5	14	learning	learning	NOUN
ajst-24458	5	15	solutions	solution	NOUN
ajst-24458	5	16	,	,	PUNCT
ajst-24458	5	17	these	these	DET
ajst-24458	5	18	issues	issue	NOUN
ajst-24458	5	19	can	can	AUX
ajst-24458	5	20	be	be	AUX
ajst-24458	5	21	addressed	address	VERB
ajst-24458	5	22	with	with	ADP
ajst-24458	5	23	proper	proper	ADJ
ajst-24458	5	24	planning	planning	NOUN
ajst-24458	5	25	and	and	CCONJ
ajst-24458	5	26	deployment	deployment	NOUN
ajst-24458	5	27	,	,	PUNCT
ajst-24458	5	28	and	and	CCONJ
ajst-24458	5	29	enterprises	enterprise	NOUN
ajst-24458	5	30	can	can	AUX
ajst-24458	5	31	stay	stay	VERB
ajst-24458	5	32	ahead	ahead	ADV
ajst-24458	5	33	and	and	CCONJ
ajst-24458	5	34	grow	grow	VERB
ajst-24458	5	35	sustainably	sustainably	ADV
ajst-24458	5	36	in	in	ADP
ajst-24458	5	37	a	a	DET
ajst-24458	5	38	competitive	competitive	ADJ
ajst-24458	5	39	market	market	NOUN
ajst-24458	5	40	.	.	PUNCT
ajst-24458	6	1	keywords	keyword	NOUN
ajst-24458	6	2	:	:	PUNCT
ajst-24458	6	3	machine	machine	NOUN
ajst-24458	6	4	learning	learning	NOUN
ajst-24458	6	5	;	;	PUNCT
ajst-24458	6	6	supply	supply	NOUN
ajst-24458	6	7	chain	chain	NOUN
ajst-24458	6	8	management	management	NOUN
ajst-24458	6	9	;	;	PUNCT
ajst-24458	6	10	demand	demand	NOUN
ajst-24458	6	11	forecasting	forecasting	NOUN
ajst-24458	6	12	;	;	PUNCT
ajst-24458	6	13	data	datum	NOUN
ajst-24458	6	14	optimization	optimization	NOUN
ajst-24458	6	15	.	.	PUNCT
ajst-24458	7	1	1	1	X
ajst-24458	7	2	.	.	X
ajst-24458	7	3	introduction	introduction	NOUN
ajst-24458	7	4	supply	supply	NOUN
ajst-24458	7	5	chain	chain	NOUN
ajst-24458	7	6	management	management	NOUN
ajst-24458	7	7	faces	face	VERB
ajst-24458	7	8	many	many	ADJ
ajst-24458	7	9	challenges	challenge	NOUN
ajst-24458	7	10	and	and	CCONJ
ajst-24458	7	11	opportunities	opportunity	NOUN
ajst-24458	7	12	in	in	ADP
ajst-24458	7	13	today	today	NOUN
ajst-24458	7	14	's	's	PART
ajst-24458	7	15	competitive	competitive	ADJ
ajst-24458	7	16	global	global	ADJ
ajst-24458	7	17	environment	environment	NOUN
ajst-24458	7	18	.	.	PUNCT
ajst-24458	8	1	the	the	DET
ajst-24458	8	2	covid-19	covid-19	PROPN
ajst-24458	8	3	pandemic	pandemic	ADJ
ajst-24458	8	4	,	,	PUNCT
ajst-24458	8	5	global	global	ADJ
ajst-24458	8	6	trade	trade	NOUN
ajst-24458	8	7	turmoil	turmoil	NOUN
ajst-24458	8	8	and	and	CCONJ
ajst-24458	8	9	increased	increase	VERB
ajst-24458	8	10	market	market	NOUN
ajst-24458	8	11	competition	competition	NOUN
ajst-24458	8	12	are	be	AUX
ajst-24458	8	13	driving	drive	VERB
ajst-24458	8	14	substantial	substantial	ADJ
ajst-24458	8	15	changes	change	NOUN
ajst-24458	8	16	in	in	ADP
ajst-24458	8	17	supply	supply	NOUN
ajst-24458	8	18	chain	chain	NOUN
ajst-24458	8	19	management	management	NOUN
ajst-24458	8	20	.	.	PUNCT
ajst-24458	9	1	the	the	DET
ajst-24458	9	2	competition	competition	NOUN
ajst-24458	9	3	is	be	AUX
ajst-24458	9	4	no	no	ADV
ajst-24458	9	5	longer	long	ADV
ajst-24458	9	6	limited	limit	VERB
ajst-24458	9	7	to	to	ADP
ajst-24458	9	8	the	the	DET
ajst-24458	9	9	product	product	NOUN
ajst-24458	9	10	itself	itself	PRON
ajst-24458	9	11	.	.	PUNCT
ajst-24458	10	1	[	[	X
ajst-24458	10	2	1	1	X
ajst-24458	10	3	]	]	PUNCT
ajst-24458	10	4	still	still	ADV
ajst-24458	10	5	,	,	PUNCT
ajst-24458	10	6	it	it	PRON
ajst-24458	10	7	extends	extend	VERB
ajst-24458	10	8	to	to	ADP
ajst-24458	10	9	providing	provide	VERB
ajst-24458	10	10	comprehensive	comprehensive	ADJ
ajst-24458	10	11	supply	supply	NOUN
ajst-24458	10	12	chain	chain	NOUN
ajst-24458	10	13	services	service	NOUN
ajst-24458	10	14	and	and	CCONJ
ajst-24458	10	15	information	information	NOUN
ajst-24458	10	16	management	management	NOUN
ajst-24458	10	17	to	to	PART
ajst-24458	10	18	ensure	ensure	VERB
ajst-24458	10	19	maximum	maximum	ADJ
ajst-24458	10	20	customer	customer	NOUN
ajst-24458	10	21	value	value	NOUN
ajst-24458	10	22	and	and	CCONJ
ajst-24458	10	23	achieve	achieve	VERB
ajst-24458	10	24	sustainable	sustainable	ADJ
ajst-24458	10	25	competitive	competitive	ADJ
ajst-24458	10	26	advantage	advantage	NOUN
ajst-24458	10	27	.	.	PUNCT
ajst-24458	11	1	in	in	ADP
ajst-24458	11	2	the	the	DET
ajst-24458	11	3	era	era	NOUN
ajst-24458	11	4	of	of	ADP
ajst-24458	11	5	big	big	ADJ
ajst-24458	11	6	data	datum	NOUN
ajst-24458	11	7	,	,	PUNCT
ajst-24458	11	8	supply	supply	NOUN
ajst-24458	11	9	chain	chain	NOUN
ajst-24458	11	10	managers	manager	NOUN
ajst-24458	11	11	face	face	VERB
ajst-24458	11	12	enormous	enormous	ADJ
ajst-24458	11	13	data	datum	NOUN
ajst-24458	11	14	challenges	challenge	NOUN
ajst-24458	11	15	.	.	PUNCT
ajst-24458	12	1	while	while	SCONJ
ajst-24458	12	2	the	the	DET
ajst-24458	12	3	volume	volume	NOUN
ajst-24458	12	4	of	of	ADP
ajst-24458	12	5	data	datum	NOUN
ajst-24458	12	6	is	be	AUX
ajst-24458	12	7	increasing	increase	VERB
ajst-24458	12	8	,	,	PUNCT
ajst-24458	12	9	the	the	DET
ajst-24458	12	10	quality	quality	NOUN
ajst-24458	12	11	of	of	ADP
ajst-24458	12	12	data	datum	NOUN
ajst-24458	12	13	can	can	AUX
ajst-24458	12	14	decline	decline	VERB
ajst-24458	12	15	,	,	PUNCT
ajst-24458	12	16	creating	create	VERB
ajst-24458	12	17	significant	significant	ADJ
ajst-24458	12	18	challenges	challenge	NOUN
ajst-24458	12	19	for	for	ADP
ajst-24458	12	20	the	the	DET
ajst-24458	12	21	management	management	NOUN
ajst-24458	12	22	and	and	CCONJ
ajst-24458	12	23	analysis	analysis	NOUN
ajst-24458	12	24	of	of	ADP
ajst-24458	12	25	supply	supply	NOUN
ajst-24458	12	26	chains	chain	NOUN
ajst-24458	12	27	.	.	PUNCT
ajst-24458	13	1	more	more	ADJ
ajst-24458	13	2	and	and	CCONJ
ajst-24458	13	3	more	more	ADJ
ajst-24458	13	4	enterprises	enterprise	NOUN
ajst-24458	13	5	are	be	AUX
ajst-24458	13	6	incorporating	incorporate	VERB
ajst-24458	13	7	supply	supply	NOUN
ajst-24458	13	8	chain	chain	NOUN
ajst-24458	13	9	big	big	ADJ
ajst-24458	13	10	data	datum	NOUN
ajst-24458	13	11	platforms	platform	NOUN
ajst-24458	13	12	into	into	ADP
ajst-24458	13	13	their	their	PRON
ajst-24458	13	14	it	it	NOUN
ajst-24458	13	15	architecture	architecture	NOUN
ajst-24458	13	16	to	to	PART
ajst-24458	13	17	address	address	VERB
ajst-24458	13	18	these	these	DET
ajst-24458	13	19	issues	issue	NOUN
ajst-24458	13	20	while	while	SCONJ
ajst-24458	13	21	introducing	introduce	VERB
ajst-24458	13	22	the	the	DET
ajst-24458	13	23	most	most	ADV
ajst-24458	13	24	advanced	advanced	ADJ
ajst-24458	13	25	machine	machine	NOUN
ajst-24458	13	26	learning	learning	NOUN
ajst-24458	13	27	technologies	technology	NOUN
ajst-24458	13	28	.	.	PUNCT
ajst-24458	14	1	[	[	X
ajst-24458	14	2	2	2	X
ajst-24458	14	3	]	]	PUNCT
ajst-24458	14	4	these	these	DET
ajst-24458	14	5	technologies	technology	NOUN
ajst-24458	14	6	can	can	AUX
ajst-24458	14	7	help	help	VERB
ajst-24458	14	8	companies	company	NOUN
ajst-24458	14	9	perceive	perceive	ADJ
ajst-24458	14	10	supply	supply	NOUN
ajst-24458	14	11	risk	risk	NOUN
ajst-24458	14	12	,	,	PUNCT
ajst-24458	14	13	forecast	forecast	NOUN
ajst-24458	14	14	demand	demand	NOUN
ajst-24458	14	15	,	,	PUNCT
ajst-24458	14	16	optimise	optimise	ADJ
ajst-24458	14	17	inventory	inventory	NOUN
ajst-24458	14	18	and	and	CCONJ
ajst-24458	14	19	improve	improve	VERB
ajst-24458	14	20	distribution	distribution	NOUN
ajst-24458	14	21	and	and	CCONJ
ajst-24458	14	22	transportation	transportation	NOUN
ajst-24458	14	23	planning	planning	NOUN
ajst-24458	14	24	,	,	PUNCT
ajst-24458	14	25	thereby	thereby	ADV
ajst-24458	14	26	increasing	increase	VERB
ajst-24458	14	27	the	the	DET
ajst-24458	14	28	operational	operational	ADJ
ajst-24458	14	29	efficiency	efficiency	NOUN
ajst-24458	14	30	and	and	CCONJ
ajst-24458	14	31	flexibility	flexibility	NOUN
ajst-24458	14	32	of	of	ADP
ajst-24458	14	33	the	the	DET
ajst-24458	14	34	supply	supply	NOUN
ajst-24458	14	35	chain	chain	NOUN
ajst-24458	14	36	.	.	PUNCT
ajst-24458	15	1	this	this	DET
ajst-24458	15	2	paper	paper	NOUN
ajst-24458	15	3	will	will	AUX
ajst-24458	15	4	explore	explore	VERB
ajst-24458	15	5	the	the	DET
ajst-24458	15	6	potential	potential	NOUN
ajst-24458	15	7	and	and	CCONJ
ajst-24458	15	8	direction	direction	NOUN
ajst-24458	15	9	of	of	ADP
ajst-24458	15	10	machine	machine	NOUN
ajst-24458	15	11	learning	learn	VERB
ajst-24458	15	12	in	in	ADP
ajst-24458	15	13	sensing	sense	VERB
ajst-24458	15	14	supply	supply	NOUN
ajst-24458	15	15	chain	chain	NOUN
ajst-24458	15	16	risk	risk	NOUN
ajst-24458	15	17	,	,	PUNCT
ajst-24458	15	18	demand	demand	NOUN
ajst-24458	15	19	forecasting	forecasting	NOUN
ajst-24458	15	20	,	,	PUNCT
ajst-24458	15	21	inventory	inventory	NOUN
ajst-24458	15	22	optimisation	optimisation	NOUN
ajst-24458	15	23	,	,	PUNCT
ajst-24458	15	24	and	and	CCONJ
ajst-24458	15	25	distribution	distribution	NOUN
ajst-24458	15	26	and	and	CCONJ
ajst-24458	15	27	transportation	transportation	NOUN
ajst-24458	15	28	planning	planning	NOUN
ajst-24458	15	29	by	by	ADP
ajst-24458	15	30	examining	examine	VERB
ajst-24458	15	31	examples	example	NOUN
ajst-24458	15	32	of	of	ADP
ajst-24458	15	33	its	its	PRON
ajst-24458	15	34	application	application	NOUN
ajst-24458	15	35	in	in	ADP
ajst-24458	15	36	supply	supply	NOUN
ajst-24458	15	37	chain	chain	NOUN
ajst-24458	15	38	management	management	NOUN
ajst-24458	15	39	.	.	PUNCT
ajst-24458	16	1	[	[	X
ajst-24458	16	2	3][4]in	3][4]in	NUM
ajst-24458	16	3	supply	supply	NOUN
ajst-24458	16	4	chain	chain	NOUN
ajst-24458	16	5	management	management	NOUN
ajst-24458	16	6	,	,	PUNCT
ajst-24458	16	7	machine	machine	NOUN
ajst-24458	16	8	learning	learning	NOUN
ajst-24458	16	9	helps	help	VERB
ajst-24458	16	10	businesses	business	NOUN
ajst-24458	16	11	improve	improve	VERB
ajst-24458	16	12	service	service	NOUN
ajst-24458	16	13	levels	level	NOUN
ajst-24458	16	14	and	and	CCONJ
ajst-24458	16	15	customer	customer	NOUN
ajst-24458	16	16	satisfaction	satisfaction	NOUN
ajst-24458	16	17	by	by	ADP
ajst-24458	16	18	automatically	automatically	ADV
ajst-24458	16	19	identifying	identify	VERB
ajst-24458	16	20	and	and	CCONJ
ajst-24458	16	21	extracting	extract	VERB
ajst-24458	16	22	patterns	pattern	NOUN
ajst-24458	16	23	in	in	ADP
ajst-24458	16	24	data	datum	NOUN
ajst-24458	16	25	to	to	PART
ajst-24458	16	26	predict	predict	VERB
ajst-24458	16	27	and	and	CCONJ
ajst-24458	16	28	respond	respond	VERB
ajst-24458	16	29	to	to	ADP
ajst-24458	16	30	market	market	NOUN
ajst-24458	16	31	changes	change	NOUN
ajst-24458	16	32	more	more	ADV
ajst-24458	16	33	accurately	accurately	ADV
ajst-24458	16	34	.	.	PUNCT
ajst-24458	17	1	2	2	X
ajst-24458	17	2	.	.	X
ajst-24458	17	3	related	relate	VERB
ajst-24458	17	4	work	work	NOUN
ajst-24458	17	5	2.1	2.1	NUM
ajst-24458	17	6	.	.	PUNCT
ajst-24458	18	1	machine	machine	NOUN
ajst-24458	18	2	learning	learn	VERB
ajst-24458	18	3	algorithm	algorithm	PROPN
ajst-24458	18	4	2.1.1	2.1.1	NUM
ajst-24458	18	5	.	.	PUNCT
ajst-24458	19	1	decision	decision	NOUN
ajst-24458	19	2	tree	tree	NOUN
ajst-24458	19	3	the	the	DET
ajst-24458	19	4	decision	decision	NOUN
ajst-24458	19	5	tree	tree	NOUN
ajst-24458	19	6	construction	construction	NOUN
ajst-24458	19	7	process	process	NOUN
ajst-24458	19	8	starts	start	VERB
ajst-24458	19	9	at	at	ADP
ajst-24458	19	10	the	the	DET
ajst-24458	19	11	root	root	NOUN
ajst-24458	19	12	node	node	NOUN
ajst-24458	19	13	and	and	CCONJ
ajst-24458	19	14	gradually	gradually	ADV
ajst-24458	19	15	splits	split	VERB
ajst-24458	19	16	the	the	DET
ajst-24458	19	17	data	datum	NOUN
ajst-24458	19	18	set	set	VERB
ajst-24458	19	19	until	until	SCONJ
ajst-24458	19	20	it	it	PRON
ajst-24458	19	21	reaches	reach	VERB
ajst-24458	19	22	the	the	DET
ajst-24458	19	23	leaf	leaf	NOUN
ajst-24458	19	24	nodes	node	NOUN
ajst-24458	19	25	,	,	PUNCT
ajst-24458	19	26	each	each	PRON
ajst-24458	19	27	representing	represent	VERB
ajst-24458	19	28	a	a	DET
ajst-24458	19	29	category	category	NOUN
ajst-24458	19	30	or	or	CCONJ
ajst-24458	19	31	value	value	NOUN
ajst-24458	19	32	.	.	PUNCT
ajst-24458	20	1	when	when	SCONJ
ajst-24458	20	2	building	build	VERB
ajst-24458	20	3	a	a	DET
ajst-24458	20	4	decision	decision	NOUN
ajst-24458	20	5	tree	tree	NOUN
ajst-24458	20	6	,	,	PUNCT
ajst-24458	20	7	the	the	DET
ajst-24458	20	8	algorithm	algorithm	NOUN
ajst-24458	20	9	selects	select	VERB
ajst-24458	20	10	the	the	DET
ajst-24458	20	11	best	well	ADV
ajst-24458	20	12	-	-	PUNCT
ajst-24458	20	13	split	split	VERB
ajst-24458	20	14	point	point	NOUN
ajst-24458	20	15	based	base	VERB
ajst-24458	20	16	on	on	ADP
ajst-24458	20	17	the	the	DET
ajst-24458	20	18	characteristics	characteristic	NOUN
ajst-24458	20	19	of	of	ADP
ajst-24458	20	20	the	the	DET
ajst-24458	20	21	data	datum	NOUN
ajst-24458	20	22	to	to	PART
ajst-24458	20	23	divide	divide	VERB
ajst-24458	20	24	the	the	DET
ajst-24458	20	25	data	datum	NOUN
ajst-24458	20	26	into	into	ADP
ajst-24458	20	27	pure	pure	ADJ
ajst-24458	20	28	subsets	subset	NOUN
ajst-24458	20	29	.	.	PUNCT
ajst-24458	21	1	here	here	ADV
ajst-24458	21	2	are	be	AUX
ajst-24458	21	3	a	a	DET
ajst-24458	21	4	few	few	ADJ
ajst-24458	21	5	critical	critical	ADJ
ajst-24458	21	6	points	point	NOUN
ajst-24458	21	7	of	of	ADP
ajst-24458	21	8	the	the	DET
ajst-24458	21	9	decision	decision	NOUN
ajst-24458	21	10	tree	tree	NOUN
ajst-24458	21	11	algorithm[5	algorithm[5	NOUN
ajst-24458	21	12	]	]	SYM
ajst-24458	21	13	:	:	PUNCT
ajst-24458	21	14	1	1	X
ajst-24458	21	15	.	.	NOUN
ajst-24458	21	16	feature	feature	NOUN
ajst-24458	21	17	selection	selection	NOUN
ajst-24458	21	18	:	:	PUNCT
ajst-24458	21	19	the	the	DET
ajst-24458	21	20	decision	decision	NOUN
ajst-24458	21	21	tree	tree	NOUN
ajst-24458	21	22	algorithm	algorithm	NOUN
ajst-24458	21	23	selects	select	VERB
ajst-24458	21	24	the	the	DET
ajst-24458	21	25	best	well	ADV
ajst-24458	21	26	-	-	PUNCT
ajst-24458	21	27	split	split	NOUN
ajst-24458	21	28	feature	feature	NOUN
ajst-24458	21	29	by	by	ADP
ajst-24458	21	30	evaluating	evaluate	VERB
ajst-24458	21	31	the	the	DET
ajst-24458	21	32	importance	importance	NOUN
ajst-24458	21	33	of	of	ADP
ajst-24458	21	34	each	each	DET
ajst-24458	21	35	feature	feature	NOUN
ajst-24458	21	36	.	.	PUNCT
ajst-24458	22	1	standard	standard	ADJ
ajst-24458	22	2	feature	feature	NOUN
ajst-24458	22	3	selection	selection	NOUN
ajst-24458	22	4	methods	method	NOUN
ajst-24458	22	5	include	include	VERB
ajst-24458	22	6	information	information	NOUN
ajst-24458	22	7	gain	gain	NOUN
ajst-24458	22	8	,	,	PUNCT
ajst-24458	22	9	gini	gini	PROPN
ajst-24458	22	10	coefficient	coefficient	NOUN
ajst-24458	22	11	or	or	CCONJ
ajst-24458	22	12	variance	variance	NOUN
ajst-24458	22	13	reduction	reduction	NOUN
ajst-24458	22	14	.	.	PUNCT
ajst-24458	23	1	2	2	X
ajst-24458	23	2	.	.	X
ajst-24458	23	3	node	node	ADJ
ajst-24458	23	4	splitting	splitting	NOUN
ajst-24458	23	5	:	:	PUNCT
ajst-24458	23	6	once	once	SCONJ
ajst-24458	23	7	the	the	DET
ajst-24458	23	8	splitting	splitting	NOUN
ajst-24458	23	9	feature	feature	NOUN
ajst-24458	23	10	is	be	AUX
ajst-24458	23	11	selected	select	VERB
ajst-24458	23	12	,	,	PUNCT
ajst-24458	23	13	the	the	DET
ajst-24458	23	14	algorithm	algorithm	NOUN
ajst-24458	23	15	divides	divide	VERB
ajst-24458	23	16	the	the	DET
ajst-24458	23	17	data	datum	NOUN
ajst-24458	23	18	set	set	VERB
ajst-24458	23	19	into	into	ADP
ajst-24458	23	20	multiple	multiple	ADJ
ajst-24458	23	21	subsets	subset	NOUN
ajst-24458	23	22	according	accord	VERB
ajst-24458	23	23	to	to	ADP
ajst-24458	23	24	different	different	ADJ
ajst-24458	23	25	values	value	NOUN
ajst-24458	23	26	of	of	ADP
ajst-24458	23	27	the	the	DET
ajst-24458	23	28	feature	feature	NOUN
ajst-24458	23	29	.	.	PUNCT
ajst-24458	24	1	this	this	DET
ajst-24458	24	2	process	process	NOUN
ajst-24458	24	3	is	be	AUX
ajst-24458	24	4	performed	perform	VERB
ajst-24458	24	5	recursively	recursively	ADV
ajst-24458	24	6	until	until	SCONJ
ajst-24458	24	7	a	a	DET
ajst-24458	24	8	stopping	stop	VERB
ajst-24458	24	9	condition	condition	NOUN
ajst-24458	24	10	is	be	AUX
ajst-24458	24	11	reached	reach	VERB
ajst-24458	24	12	,	,	PUNCT
ajst-24458	24	13	such	such	ADJ
ajst-24458	24	14	as	as	ADP
ajst-24458	24	15	a	a	DET
ajst-24458	24	16	maximum	maximum	ADJ
ajst-24458	24	17	depth	depth	NOUN
ajst-24458	24	18	,	,	PUNCT
ajst-24458	24	19	the	the	DET
ajst-24458	24	20	number	number	NOUN
ajst-24458	24	21	of	of	ADP
ajst-24458	24	22	samples	sample	NOUN
ajst-24458	24	23	the	the	DET
ajst-24458	24	24	node	node	NOUN
ajst-24458	24	25	contains	contain	VERB
ajst-24458	24	26	is	be	AUX
ajst-24458	24	27	less	less	ADJ
ajst-24458	24	28	than	than	ADP
ajst-24458	24	29	a	a	DET
ajst-24458	24	30	threshold	threshold	NOUN
ajst-24458	24	31	,	,	PUNCT
ajst-24458	24	32	and	and	CCONJ
ajst-24458	24	33	so	so	ADV
ajst-24458	24	34	on	on	ADV
ajst-24458	24	35	.	.	PUNCT
ajst-24458	25	1	3	3	X
ajst-24458	25	2	.	.	X
ajst-24458	25	3	prediction	prediction	NOUN
ajst-24458	25	4	and	and	CCONJ
ajst-24458	25	5	generalisation	generalisation	NOUN
ajst-24458	25	6	ability	ability	NOUN
ajst-24458	25	7	[	[	PUNCT
ajst-24458	25	8	6	6	NUM
ajst-24458	25	9	]	]	PUNCT
ajst-24458	25	10	:	:	PUNCT
ajst-24458	25	11	the	the	DET
ajst-24458	25	12	decision	decision	NOUN
ajst-24458	25	13	tree	tree	NOUN
ajst-24458	25	14	has	have	VERB
ajst-24458	25	15	good	good	ADJ
ajst-24458	25	16	generalisation	generalisation	NOUN
ajst-24458	25	17	ability	ability	NOUN
ajst-24458	25	18	,	,	PUNCT
ajst-24458	25	19	can	can	AUX
ajst-24458	25	20	handle	handle	VERB
ajst-24458	25	21	various	various	ADJ
ajst-24458	25	22	data	datum	NOUN
ajst-24458	25	23	types	type	NOUN
ajst-24458	25	24	,	,	PUNCT
ajst-24458	25	25	and	and	CCONJ
ajst-24458	25	26	can	can	AUX
ajst-24458	25	27	adapt	adapt	VERB
ajst-24458	25	28	to	to	ADP
ajst-24458	25	29	complex	complex	ADJ
ajst-24458	25	30	decision	decision	NOUN
ajst-24458	25	31	boundaries	boundary	NOUN
ajst-24458	25	32	.	.	PUNCT
ajst-24458	26	1	it	it	PRON
ajst-24458	26	2	can	can	AUX
ajst-24458	26	3	be	be	AUX
ajst-24458	26	4	used	use	VERB
ajst-24458	26	5	for	for	ADP
ajst-24458	26	6	classification	classification	NOUN
ajst-24458	26	7	and	and	CCONJ
ajst-24458	26	8	regression	regression	NOUN
ajst-24458	26	9	problems	problem	NOUN
ajst-24458	26	10	,	,	PUNCT
ajst-24458	26	11	such	such	ADJ
ajst-24458	26	12	as	as	ADP
ajst-24458	26	13	predicting	predict	VERB
ajst-24458	26	14	numerical	numerical	ADJ
ajst-24458	26	15	data[7	data[7	PROPN
ajst-24458	26	16	]	]	PUNCT
ajst-24458	26	17	.	.	PUNCT
ajst-24458	27	1	advantages	advantage	NOUN
ajst-24458	27	2	and	and	CCONJ
ajst-24458	27	3	application	application	NOUN
ajst-24458	27	4	scenarios	scenario	NOUN
ajst-24458	27	5	of	of	ADP
ajst-24458	27	6	decision	decision	NOUN
ajst-24458	27	7	tree	tree	NOUN
ajst-24458	27	8	figure	figure	NOUN
ajst-24458	27	9	1	1	NUM
ajst-24458	27	10	.	.	PUNCT
ajst-24458	27	11	decision	decision	NOUN
ajst-24458	27	12	tree	tree	NOUN
ajst-24458	27	13	architecture	architecture	NOUN
ajst-24458	27	14	strong	strong	ADJ
ajst-24458	27	15	interpretation	interpretation	NOUN
ajst-24458	27	16	:	:	PUNCT
ajst-24458	27	17	the	the	DET
ajst-24458	27	18	rules	rule	NOUN
ajst-24458	27	19	generated	generate	VERB
ajst-24458	27	20	by	by	ADP
ajst-24458	27	21	the	the	DET
ajst-24458	27	22	decision	decision	NOUN
ajst-24458	27	23	tree	tree	NOUN
ajst-24458	27	24	model	model	NOUN
ajst-24458	27	25	can	can	AUX
ajst-24458	27	26	be	be	AUX
ajst-24458	27	27	interpreted	interpret	VERB
ajst-24458	27	28	intuitively	intuitively	ADV
ajst-24458	27	29	and	and	CCONJ
ajst-24458	27	30	help	help	VERB
ajst-24458	27	31	analysts	analyst	NOUN
ajst-24458	27	32	understand	understand	VERB
ajst-24458	27	33	the	the	DET
ajst-24458	27	34	data	datum	NOUN
ajst-24458	27	35	's	's	PART
ajst-24458	27	36	patterns	pattern	NOUN
ajst-24458	27	37	and	and	CCONJ
ajst-24458	27	38	relationships	relationship	NOUN
ajst-24458	27	39	.	.	PUNCT
ajst-24458	28	1	1	1	X
ajst-24458	28	2	.	.	X
ajst-24458	28	3	dealing	deal	VERB
ajst-24458	28	4	with	with	ADP
ajst-24458	28	5	nonlinear	nonlinear	ADJ
ajst-24458	28	6	relationships	relationship	NOUN
ajst-24458	28	7	:	:	PUNCT
ajst-24458	28	8	decision	decision	NOUN
ajst-24458	28	9	trees	tree	NOUN
ajst-24458	28	10	can	can	AUX
ajst-24458	28	11	effectively	effectively	ADV
ajst-24458	28	12	capture	capture	VERB
ajst-24458	28	13	nonlinear	nonlinear	ADJ
ajst-24458	28	14	relationships	relationship	NOUN
ajst-24458	28	15	between	between	ADP
ajst-24458	28	16	features	feature	NOUN
ajst-24458	28	17	and	and	CCONJ
ajst-24458	28	18	have	have	VERB
ajst-24458	28	19	good	good	ADJ
ajst-24458	28	20	adaptability	adaptability	NOUN
ajst-24458	28	21	to	to	ADP
ajst-24458	28	22	complex	complex	ADJ
ajst-24458	28	23	data	datum	NOUN
ajst-24458	28	24	distribution	distribution	NOUN
ajst-24458	28	25	.	.	PUNCT
ajst-24458	29	1	2	2	X
ajst-24458	29	2	.	.	X
ajst-24458	29	3	decision	decision	NOUN
ajst-24458	29	4	trees	tree	NOUN
ajst-24458	29	5	are	be	AUX
ajst-24458	29	6	widely	widely	ADV
ajst-24458	29	7	used	use	VERB
ajst-24458	29	8	in	in	ADP
ajst-24458	29	9	medical	medical	ADJ
ajst-24458	29	10	diagnosis	diagnosis	NOUN
ajst-24458	29	11	,	,	PUNCT
ajst-24458	29	12	2	2	NUM
ajst-24458	29	13	financial	financial	ADJ
ajst-24458	29	14	risk	risk	NOUN
ajst-24458	29	15	control	control	NOUN
ajst-24458	29	16	,	,	PUNCT
ajst-24458	29	17	marketing	marketing	NOUN
ajst-24458	29	18	,	,	PUNCT
ajst-24458	29	19	and	and	CCONJ
ajst-24458	29	20	other	other	ADJ
ajst-24458	29	21	fields	field	NOUN
ajst-24458	29	22	,	,	PUNCT
ajst-24458	29	23	especially	especially	ADV
ajst-24458	29	24	in	in	ADP
ajst-24458	29	25	the	the	DET
ajst-24458	29	26	transparent	transparent	ADJ
ajst-24458	29	27	and	and	CCONJ
ajst-24458	29	28	explicable	explicable	ADJ
ajst-24458	29	29	decision	decision	NOUN
ajst-24458	29	30	support	support	NOUN
ajst-24458	29	31	system[8	system[8	NOUN
ajst-24458	29	32	]	]	PUNCT
ajst-24458	29	33	.	.	PUNCT
ajst-24458	30	1	the	the	DET
ajst-24458	30	2	development	development	NOUN
ajst-24458	30	3	of	of	ADP
ajst-24458	30	4	decision	decision	NOUN
ajst-24458	30	5	tree	tree	NOUN
ajst-24458	30	6	algorithms	algorithm	NOUN
ajst-24458	30	7	is	be	AUX
ajst-24458	30	8	not	not	PART
ajst-24458	30	9	limited	limit	VERB
ajst-24458	30	10	to	to	ADP
ajst-24458	30	11	the	the	DET
ajst-24458	30	12	basic	basic	ADJ
ajst-24458	30	13	form	form	NOUN
ajst-24458	30	14	but	but	CCONJ
ajst-24458	30	15	also	also	ADV
ajst-24458	30	16	covers	cover	VERB
ajst-24458	30	17	many	many	ADJ
ajst-24458	30	18	extended	extended	ADJ
ajst-24458	30	19	and	and	CCONJ
ajst-24458	30	20	improved	improved	ADJ
ajst-24458	30	21	versions	version	NOUN
ajst-24458	30	22	,	,	PUNCT
ajst-24458	30	23	such	such	ADJ
ajst-24458	30	24	as	as	ADP
ajst-24458	30	25	random	random	ADJ
ajst-24458	30	26	forest	forest	NOUN
ajst-24458	30	27	,	,	PUNCT
ajst-24458	30	28	gradient	gradient	ADJ
ajst-24458	30	29	lift	lift	NOUN
ajst-24458	30	30	tree	tree	NOUN
ajst-24458	30	31	,	,	PUNCT
ajst-24458	30	32	etc	etc	X
ajst-24458	30	33	.	.	X
ajst-24458	31	1	these	these	DET
ajst-24458	31	2	algorithms	algorithm	NOUN
ajst-24458	31	3	improve	improve	VERB
ajst-24458	31	4	predictive	predictive	ADJ
ajst-24458	31	5	performance	performance	NOUN
ajst-24458	31	6	and	and	CCONJ
ajst-24458	31	7	robustness	robustness	NOUN
ajst-24458	31	8	through	through	ADP
ajst-24458	31	9	ensemble	ensemble	ADJ
ajst-24458	31	10	learning	learning	NOUN
ajst-24458	31	11	methods	method	NOUN
ajst-24458	31	12	and	and	CCONJ
ajst-24458	31	13	are	be	AUX
ajst-24458	31	14	suitable	suitable	ADJ
ajst-24458	31	15	for	for	ADP
ajst-24458	31	16	more	more	ADV
ajst-24458	31	17	complex	complex	ADJ
ajst-24458	31	18	and	and	CCONJ
ajst-24458	31	19	large	large	ADJ
ajst-24458	31	20	-	-	PUNCT
ajst-24458	31	21	scale	scale	NOUN
ajst-24458	31	22	data	datum	NOUN
ajst-24458	31	23	analysis	analysis	NOUN
ajst-24458	31	24	tasks	task	NOUN
ajst-24458	31	25	.	.	PUNCT
ajst-24458	32	1	decision	decision	NOUN
ajst-24458	32	2	trees	tree	NOUN
ajst-24458	32	3	,	,	PUNCT
ajst-24458	32	4	one	one	NUM
ajst-24458	32	5	of	of	ADP
ajst-24458	32	6	the	the	DET
ajst-24458	32	7	essential	essential	ADJ
ajst-24458	32	8	algorithms	algorithm	NOUN
ajst-24458	32	9	in	in	ADP
ajst-24458	32	10	machine	machine	NOUN
ajst-24458	32	11	learning	learning	NOUN
ajst-24458	32	12	,	,	PUNCT
ajst-24458	32	13	provide	provide	VERB
ajst-24458	32	14	powerful	powerful	ADJ
ajst-24458	32	15	tools	tool	NOUN
ajst-24458	32	16	and	and	CCONJ
ajst-24458	32	17	methods	method	NOUN
ajst-24458	32	18	for	for	ADP
ajst-24458	32	19	solving	solve	VERB
ajst-24458	32	20	practical	practical	ADJ
ajst-24458	32	21	problems	problem	NOUN
ajst-24458	32	22	with	with	ADP
ajst-24458	32	23	intuitive	intuitive	ADJ
ajst-24458	32	24	modeling	modeling	NOUN
ajst-24458	32	25	and	and	CCONJ
ajst-24458	32	26	good	good	ADJ
ajst-24458	32	27	adaptability	adaptability	NOUN
ajst-24458	32	28	.	.	PUNCT
ajst-24458	33	1	decision	decision	NOUN
ajst-24458	33	2	trees	tree	NOUN
ajst-24458	33	3	have	have	AUX
ajst-24458	33	4	been	be	AUX
ajst-24458	33	5	effectively	effectively	ADV
ajst-24458	33	6	utilized	utilize	VERB
ajst-24458	33	7	in	in	ADP
ajst-24458	33	8	supply	supply	NOUN
ajst-24458	33	9	chain	chain	NOUN
ajst-24458	33	10	management	management	NOUN
ajst-24458	33	11	to	to	PART
ajst-24458	33	12	optimize	optimize	VERB
ajst-24458	33	13	inventory	inventory	NOUN
ajst-24458	33	14	levels	level	NOUN
ajst-24458	33	15	based	base	VERB
ajst-24458	33	16	on	on	ADP
ajst-24458	33	17	various	various	ADJ
ajst-24458	33	18	factors	factor	NOUN
ajst-24458	33	19	and	and	CCONJ
ajst-24458	33	20	historical	historical	ADJ
ajst-24458	33	21	data	datum	NOUN
ajst-24458	33	22	.	.	PUNCT
ajst-24458	34	1	[	[	X
ajst-24458	34	2	9]for	9]for	NUM
ajst-24458	34	3	instance	instance	NOUN
ajst-24458	34	4	,	,	PUNCT
ajst-24458	34	5	a	a	DET
ajst-24458	34	6	global	global	ADJ
ajst-24458	34	7	retail	retail	ADJ
ajst-24458	34	8	chain	chain	NOUN
ajst-24458	34	9	used	use	VERB
ajst-24458	34	10	decision	decision	NOUN
ajst-24458	34	11	tree	tree	NOUN
ajst-24458	34	12	algorithms	algorithm	NOUN
ajst-24458	34	13	to	to	PART
ajst-24458	34	14	streamline	streamline	VERB
ajst-24458	34	15	their	their	PRON
ajst-24458	34	16	inventory	inventory	NOUN
ajst-24458	34	17	management	management	NOUN
ajst-24458	34	18	processes	process	NOUN
ajst-24458	34	19	.	.	PUNCT
ajst-24458	35	1	by	by	ADP
ajst-24458	35	2	analyzing	analyze	VERB
ajst-24458	35	3	sales	sale	NOUN
ajst-24458	35	4	data	datum	NOUN
ajst-24458	35	5	,	,	PUNCT
ajst-24458	35	6	seasonal	seasonal	ADJ
ajst-24458	35	7	trends	trend	NOUN
ajst-24458	35	8	,	,	PUNCT
ajst-24458	35	9	and	and	CCONJ
ajst-24458	35	10	supplier	supplier	NOUN
ajst-24458	35	11	lead	lead	NOUN
ajst-24458	35	12	times	time	NOUN
ajst-24458	35	13	,	,	PUNCT
ajst-24458	35	14	the	the	DET
ajst-24458	35	15	decision	decision	NOUN
ajst-24458	35	16	tree	tree	NOUN
ajst-24458	35	17	model	model	NOUN
ajst-24458	35	18	identified	identify	VERB
ajst-24458	35	19	optimal	optimal	ADJ
ajst-24458	35	20	reorder	reorder	NOUN
ajst-24458	35	21	points	point	NOUN
ajst-24458	35	22	for	for	ADP
ajst-24458	35	23	different	different	ADJ
ajst-24458	35	24	product	product	NOUN
ajst-24458	35	25	categories	category	NOUN
ajst-24458	35	26	.	.	PUNCT
ajst-24458	36	1	this	this	DET
ajst-24458	36	2	approach	approach	NOUN
ajst-24458	36	3	helped	help	VERB
ajst-24458	36	4	the	the	DET
ajst-24458	36	5	company	company	NOUN
ajst-24458	36	6	reduce	reduce	VERB
ajst-24458	36	7	excess	excess	ADJ
ajst-24458	36	8	inventory	inventory	NOUN
ajst-24458	36	9	while	while	SCONJ
ajst-24458	36	10	ensuring	ensure	VERB
ajst-24458	36	11	products	product	NOUN
ajst-24458	36	12	were	be	AUX
ajst-24458	36	13	available	available	ADJ
ajst-24458	36	14	to	to	PART
ajst-24458	36	15	meet	meet	VERB
ajst-24458	36	16	customer	customer	NOUN
ajst-24458	36	17	demand	demand	NOUN
ajst-24458	36	18	,	,	PUNCT
ajst-24458	36	19	improving	improve	VERB
ajst-24458	36	20	cash	cash	NOUN
ajst-24458	36	21	flow	flow	NOUN
ajst-24458	36	22	and	and	CCONJ
ajst-24458	36	23	operational	operational	ADJ
ajst-24458	36	24	efficiency	efficiency	NOUN
ajst-24458	36	25	.	.	PUNCT
ajst-24458	37	1	2.1.2	2.1.2	X
ajst-24458	37	2	.	.	PUNCT
ajst-24458	37	3	naive	naive	ADJ
ajst-24458	37	4	bayes	bayes	PROPN
ajst-24458	37	5	bayes	bayes	PROPN
ajst-24458	37	6	'	'	PART
ajst-24458	37	7	theorem	theorem	NOUN
ajst-24458	37	8	is	be	AUX
ajst-24458	37	9	fundamental	fundamental	ADJ
ajst-24458	37	10	in	in	ADP
ajst-24458	37	11	probability	probability	NOUN
ajst-24458	37	12	theory	theory	NOUN
ajst-24458	37	13	,	,	PUNCT
ajst-24458	37	14	which	which	PRON
ajst-24458	37	15	describes	describe	VERB
ajst-24458	37	16	the	the	DET
ajst-24458	37	17	probability	probability	NOUN
ajst-24458	37	18	of	of	ADP
ajst-24458	37	19	an	an	DET
ajst-24458	37	20	event	event	NOUN
ajst-24458	37	21	occurring	occur	VERB
ajst-24458	37	22	under	under	ADP
ajst-24458	37	23	certain	certain	ADJ
ajst-24458	37	24	known	know	VERB
ajst-24458	37	25	conditions	condition	NOUN
ajst-24458	37	26	.	.	PUNCT
ajst-24458	38	1	specifically	specifically	ADV
ajst-24458	38	2	,	,	PUNCT
ajst-24458	38	3	bayes	bayes	PROPN
ajst-24458	38	4	'	'	PART
ajst-24458	38	5	principle	principle	NOUN
ajst-24458	38	6	can	can	AUX
ajst-24458	38	7	be	be	AUX
ajst-24458	38	8	expressed	express	VERB
ajst-24458	38	9	by	by	ADP
ajst-24458	38	10	the	the	DET
ajst-24458	38	11	following	follow	VERB
ajst-24458	38	12	formula	formula	NOUN
ajst-24458	38	13	:	:	PUNCT
ajst-24458	38	14	p(a∣b)=p(b)p(b∣a)⋅p(a	p(a∣b)=p(b)p(b∣a)⋅p(a	ADV
ajst-24458	38	15	)	)	PUNCT
ajst-24458	38	16	(	(	PUNCT
ajst-24458	38	17	1	1	X
ajst-24458	38	18	)	)	PUNCT
ajst-24458	38	19	where	where	SCONJ
ajst-24458	38	20	p(a∣b	p(a∣b	NOUN
ajst-24458	38	21	)	)	PUNCT
ajst-24458	38	22	represents	represent	VERB
ajst-24458	38	23	the	the	DET
ajst-24458	38	24	probability	probability	NOUN
ajst-24458	38	25	of	of	ADP
ajst-24458	38	26	event	event	NOUN
ajst-24458	38	27	a	a	DET
ajst-24458	38	28	occurring	occurring	NOUN
ajst-24458	38	29	in	in	ADP
ajst-24458	38	30	the	the	DET
ajst-24458	38	31	case	case	NOUN
ajst-24458	38	32	of	of	ADP
ajst-24458	38	33	event	event	NOUN
ajst-24458	38	34	b	b	PROPN
ajst-24458	38	35	occurring	occurring	NOUN
ajst-24458	38	36	,	,	PUNCT
ajst-24458	38	37	the	the	DET
ajst-24458	38	38	bayesian	bayesian	NOUN
ajst-24458	38	39	principle	principle	NOUN
ajst-24458	38	40	has	have	VERB
ajst-24458	38	41	wide	wide	ADJ
ajst-24458	38	42	applications	application	NOUN
ajst-24458	38	43	in	in	ADP
ajst-24458	38	44	many	many	ADJ
ajst-24458	38	45	fields	field	NOUN
ajst-24458	38	46	,	,	PUNCT
ajst-24458	38	47	such	such	ADJ
ajst-24458	38	48	as	as	ADP
ajst-24458	38	49	supply	supply	NOUN
ajst-24458	38	50	chain	chain	NOUN
ajst-24458	38	51	management	management	NOUN
ajst-24458	38	52	,	,	PUNCT
ajst-24458	38	53	where	where	SCONJ
ajst-24458	38	54	it	it	PRON
ajst-24458	38	55	can	can	AUX
ajst-24458	38	56	be	be	AUX
ajst-24458	38	57	used	use	VERB
ajst-24458	38	58	to	to	PART
ajst-24458	38	59	calculate	calculate	VERB
ajst-24458	38	60	the	the	DET
ajst-24458	38	61	probability	probability	NOUN
ajst-24458	38	62	of	of	ADP
ajst-24458	38	63	a	a	DET
ajst-24458	38	64	customer	customer	NOUN
ajst-24458	38	65	's	's	PART
ajst-24458	38	66	order	order	NOUN
ajst-24458	38	67	being	be	AUX
ajst-24458	38	68	delayed	delay	VERB
ajst-24458	38	69	(	(	PUNCT
ajst-24458	38	70	event	event	NOUN
ajst-24458	38	71	b	b	NOUN
ajst-24458	38	72	)	)	PUNCT
ajst-24458	38	73	in	in	ADP
ajst-24458	38	74	the	the	DET
ajst-24458	38	75	presence	presence	NOUN
ajst-24458	38	76	of	of	ADP
ajst-24458	38	77	a	a	DET
ajst-24458	38	78	constraint	constraint	NOUN
ajst-24458	38	79	on	on	ADP
ajst-24458	38	80	supplier	supplier	NOUN
ajst-24458	38	81	capacity	capacity	NOUN
ajst-24458	38	82	(	(	PUNCT
ajst-24458	38	83	event	event	NOUN
ajst-24458	38	84	a)[10][11	a)[10][11	PROPN
ajst-24458	38	85	]	]	PUNCT
ajst-24458	38	86	.	.	PUNCT
ajst-24458	39	1	in	in	ADP
ajst-24458	39	2	this	this	DET
ajst-24458	39	3	way	way	NOUN
ajst-24458	39	4	,	,	PUNCT
ajst-24458	39	5	managers	manager	NOUN
ajst-24458	39	6	can	can	AUX
ajst-24458	39	7	better	well	ADV
ajst-24458	39	8	anticipate	anticipate	VERB
ajst-24458	39	9	and	and	CCONJ
ajst-24458	39	10	respond	respond	VERB
ajst-24458	39	11	to	to	ADP
ajst-24458	39	12	uncertainties	uncertainty	NOUN
ajst-24458	39	13	in	in	ADP
ajst-24458	39	14	the	the	DET
ajst-24458	39	15	supply	supply	NOUN
ajst-24458	39	16	chain	chain	NOUN
ajst-24458	39	17	,	,	PUNCT
ajst-24458	39	18	leading	lead	VERB
ajst-24458	39	19	to	to	ADP
ajst-24458	39	20	improved	improve	VERB
ajst-24458	39	21	operational	operational	ADJ
ajst-24458	39	22	efficiency	efficiency	NOUN
ajst-24458	39	23	and	and	CCONJ
ajst-24458	39	24	customer	customer	NOUN
ajst-24458	39	25	satisfaction	satisfaction	NOUN
ajst-24458	39	26	.	.	PUNCT
ajst-24458	40	1	figure	figure	NOUN
ajst-24458	40	2	2	2	NUM
ajst-24458	40	3	.	.	PUNCT
ajst-24458	40	4	naive	naive	ADJ
ajst-24458	40	5	bayesian	bayesian	NOUN
ajst-24458	40	6	architecture	architecture	NOUN
ajst-24458	40	7	diagram	diagram	NOUN
ajst-24458	40	8	naïve	naïve	ADJ
ajst-24458	40	9	bayes	bayes	PROPN
ajst-24458	40	10	is	be	AUX
ajst-24458	40	11	,	,	PUNCT
ajst-24458	40	12	first	first	ADV
ajst-24458	40	13	of	of	ADP
ajst-24458	40	14	all	all	PRON
ajst-24458	40	15	,	,	PUNCT
ajst-24458	40	16	a	a	DET
ajst-24458	40	17	classification	classification	NOUN
ajst-24458	40	18	algorithm	algorithm	NOUN
ajst-24458	40	19	that	that	PRON
ajst-24458	40	20	helps	help	VERB
ajst-24458	40	21	us	we	PRON
ajst-24458	40	22	solve	solve	VERB
ajst-24458	40	23	classification	classification	NOUN
ajst-24458	40	24	-	-	PUNCT
ajst-24458	40	25	related	relate	VERB
ajst-24458	40	26	problems	problem	NOUN
ajst-24458	40	27	.	.	PUNCT
ajst-24458	41	1	not	not	PART
ajst-24458	41	2	only	only	ADV
ajst-24458	41	3	does	do	AUX
ajst-24458	41	4	it	it	PRON
ajst-24458	41	5	assist	assist	VERB
ajst-24458	41	6	in	in	ADP
ajst-24458	41	7	classification	classification	NOUN
ajst-24458	41	8	,	,	PUNCT
ajst-24458	41	9	but	but	CCONJ
ajst-24458	41	10	it	it	PRON
ajst-24458	41	11	particularly	particularly	ADV
ajst-24458	41	12	excels	excel	VERB
ajst-24458	41	13	in	in	ADP
ajst-24458	41	14	analyzing	analyze	VERB
ajst-24458	41	15	textual	textual	ADJ
ajst-24458	41	16	data	datum	NOUN
ajst-24458	41	17	.	.	PUNCT
ajst-24458	42	1	if	if	SCONJ
ajst-24458	42	2	you	you	PRON
ajst-24458	42	3	are	be	AUX
ajst-24458	42	4	working	work	VERB
ajst-24458	42	5	with	with	ADP
ajst-24458	42	6	text	text	NOUN
ajst-24458	42	7	or	or	CCONJ
ajst-24458	42	8	need	need	VERB
ajst-24458	42	9	to	to	PART
ajst-24458	42	10	perform	perform	VERB
ajst-24458	42	11	tasks	task	NOUN
ajst-24458	42	12	like	like	ADP
ajst-24458	42	13	spam	spam	NOUN
ajst-24458	42	14	filtering	filtering	NOUN
ajst-24458	42	15	or	or	CCONJ
ajst-24458	42	16	sentiment	sentiment	NOUN
ajst-24458	42	17	analysis	analysis	NOUN
ajst-24458	42	18	,	,	PUNCT
ajst-24458	42	19	applying	apply	VERB
ajst-24458	42	20	naïve	naïve	ADJ
ajst-24458	42	21	bayes	baye	NOUN
ajst-24458	42	22	as	as	ADP
ajst-24458	42	23	a	a	DET
ajst-24458	42	24	baseline	baseline	NOUN
ajst-24458	42	25	model	model	NOUN
ajst-24458	42	26	is	be	AUX
ajst-24458	42	27	highly	highly	ADV
ajst-24458	42	28	recommended	recommend	VERB
ajst-24458	42	29	before	before	ADP
ajst-24458	42	30	exploring	explore	VERB
ajst-24458	42	31	other	other	ADJ
ajst-24458	42	32	algorithms	algorithm	NOUN
ajst-24458	42	33	,	,	PUNCT
ajst-24458	42	34	such	such	ADJ
ajst-24458	42	35	as	as	ADP
ajst-24458	42	36	deep	deep	ADJ
ajst-24458	42	37	learning[12	learning[12	PROPN
ajst-24458	42	38	]	]	PUNCT
ajst-24458	42	39	.	.	PUNCT
ajst-24458	43	1	naive	naive	ADJ
ajst-24458	43	2	bayes	bayes	PROPN
ajst-24458	43	3	is	be	AUX
ajst-24458	43	4	a	a	DET
ajst-24458	43	5	simplified	simplified	ADJ
ajst-24458	43	6	classification	classification	NOUN
ajst-24458	43	7	algorithm	algorithm	NOUN
ajst-24458	43	8	based	base	VERB
ajst-24458	43	9	on	on	ADP
ajst-24458	43	10	the	the	DET
ajst-24458	43	11	bayesian	bayesian	NOUN
ajst-24458	43	12	algorithm	algorithm	NOUN
ajst-24458	43	13	.	.	PUNCT
ajst-24458	44	1	naive	naive	ADJ
ajst-24458	44	2	bayes	bayes	PROPN
ajst-24458	44	3	assumes	assume	VERB
ajst-24458	44	4	that	that	SCONJ
ajst-24458	44	5	all	all	DET
ajst-24458	44	6	feature	feature	NOUN
ajst-24458	44	7	attributes	attribute	NOUN
ajst-24458	44	8	are	be	AUX
ajst-24458	44	9	independent	independent	ADJ
ajst-24458	44	10	of	of	ADP
ajst-24458	44	11	each	each	DET
ajst-24458	44	12	other	other	ADJ
ajst-24458	44	13	when	when	SCONJ
ajst-24458	44	14	given	give	VERB
ajst-24458	44	15	a	a	DET
ajst-24458	44	16	target	target	NOUN
ajst-24458	44	17	value	value	NOUN
ajst-24458	44	18	.	.	PUNCT
ajst-24458	45	1	although	although	SCONJ
ajst-24458	45	2	this	this	DET
ajst-24458	45	3	assumption	assumption	NOUN
ajst-24458	45	4	is	be	AUX
ajst-24458	45	5	often	often	ADV
ajst-24458	45	6	only	only	ADV
ajst-24458	45	7	partially	partially	ADV
ajst-24458	45	8	accurate	accurate	ADJ
ajst-24458	45	9	in	in	ADP
ajst-24458	45	10	practical	practical	ADJ
ajst-24458	45	11	applications	application	NOUN
ajst-24458	45	12	,	,	PUNCT
ajst-24458	45	13	it	it	PRON
ajst-24458	45	14	dramatically	dramatically	ADV
ajst-24458	45	15	simplifies	simplify	VERB
ajst-24458	45	16	the	the	DET
ajst-24458	45	17	computational	computational	ADJ
ajst-24458	45	18	complexity	complexity	NOUN
ajst-24458	45	19	,	,	PUNCT
ajst-24458	45	20	making	make	VERB
ajst-24458	45	21	naive	naive	ADJ
ajst-24458	45	22	bayes	baye	NOUN
ajst-24458	45	23	an	an	DET
ajst-24458	45	24	efficient	efficient	ADJ
ajst-24458	45	25	and	and	CCONJ
ajst-24458	45	26	practical	practical	ADJ
ajst-24458	45	27	algorithm	algorithm	NOUN
ajst-24458	45	28	.	.	PUNCT
ajst-24458	46	1	the	the	DET
ajst-24458	46	2	calculation	calculation	NOUN
ajst-24458	46	3	formula	formula	NOUN
ajst-24458	46	4	of	of	ADP
ajst-24458	46	5	naive	naive	ADJ
ajst-24458	46	6	bayes	bayes	NOUN
ajst-24458	46	7	is	be	AUX
ajst-24458	46	8	as	as	SCONJ
ajst-24458	46	9	follows	follow	VERB
ajst-24458	46	10	:	:	PUNCT
ajst-24458	46	11	p(c∣x)=p(x)p(c)⋅p(x∣c	p(c∣x)=p(x)p(c)⋅p(x∣c	NOUN
ajst-24458	46	12	)	)	PUNCT
ajst-24458	46	13	(	(	PUNCT
ajst-24458	46	14	2	2	X
ajst-24458	46	15	)	)	PUNCT
ajst-24458	46	16	p(c∣x	p(c∣x	VERB
ajst-24458	46	17	)	)	PUNCT
ajst-24458	46	18	represents	represent	VERB
ajst-24458	46	19	the	the	DET
ajst-24458	46	20	probability	probability	NOUN
ajst-24458	46	21	of	of	ADP
ajst-24458	46	22	class	class	NOUN
ajst-24458	46	23	c	c	NOUN
ajst-24458	46	24	given	give	VERB
ajst-24458	46	25	feature	feature	NOUN
ajst-24458	46	26	x	x	NOUN
ajst-24458	46	27	;	;	PUNCT
ajst-24458	46	28	in	in	ADP
ajst-24458	46	29	practice	practice	NOUN
ajst-24458	46	30	,	,	PUNCT
ajst-24458	46	31	naive	naive	ADJ
ajst-24458	46	32	bayes	bayes	NOUN
ajst-24458	46	33	works	work	VERB
ajst-24458	46	34	by	by	ADP
ajst-24458	46	35	calculating	calculate	VERB
ajst-24458	46	36	the	the	DET
ajst-24458	46	37	posterior	posterior	ADJ
ajst-24458	46	38	probability	probability	NOUN
ajst-24458	46	39	of	of	ADP
ajst-24458	46	40	each	each	DET
ajst-24458	46	41	category	category	NOUN
ajst-24458	46	42	and	and	CCONJ
ajst-24458	46	43	selecting	select	VERB
ajst-24458	46	44	the	the	DET
ajst-24458	46	45	category	category	NOUN
ajst-24458	46	46	with	with	ADP
ajst-24458	46	47	the	the	DET
ajst-24458	46	48	most	most	ADV
ajst-24458	46	49	significant	significant	ADJ
ajst-24458	46	50	probability	probability	NOUN
ajst-24458	46	51	as	as	ADP
ajst-24458	46	52	the	the	DET
ajst-24458	46	53	prediction	prediction	NOUN
ajst-24458	46	54	result	result	NOUN
ajst-24458	46	55	.	.	PUNCT
ajst-24458	47	1	in	in	ADP
ajst-24458	47	2	supply	supply	NOUN
ajst-24458	47	3	chain	chain	NOUN
ajst-24458	47	4	management	management	NOUN
ajst-24458	47	5	practice	practice	NOUN
ajst-24458	47	6	,	,	PUNCT
ajst-24458	47	7	naive	naive	ADJ
ajst-24458	47	8	bayes	bayes	NOUN
ajst-24458	47	9	algorithms	algorithm	NOUN
ajst-24458	47	10	can	can	AUX
ajst-24458	47	11	be	be	AUX
ajst-24458	47	12	used	use	VERB
ajst-24458	47	13	for	for	ADP
ajst-24458	47	14	various	various	ADJ
ajst-24458	47	15	classification	classification	NOUN
ajst-24458	47	16	and	and	CCONJ
ajst-24458	47	17	hierarchical	hierarchical	ADJ
ajst-24458	47	18	computing	computing	NOUN
ajst-24458	47	19	tasks	task	NOUN
ajst-24458	47	20	,	,	PUNCT
ajst-24458	47	21	such	such	ADJ
ajst-24458	47	22	as	as	ADP
ajst-24458	47	23	product	product	NOUN
ajst-24458	47	24	classification	classification	NOUN
ajst-24458	47	25	,	,	PUNCT
ajst-24458	47	26	demand	demand	NOUN
ajst-24458	47	27	forecasting	forecasting	NOUN
ajst-24458	47	28	,	,	PUNCT
ajst-24458	47	29	customer	customer	NOUN
ajst-24458	47	30	stratification	stratification	NOUN
ajst-24458	47	31	,	,	PUNCT
ajst-24458	47	32	etc	etc	X
ajst-24458	47	33	.	.	X
ajst-24458	47	34	in	in	ADP
ajst-24458	47	35	these	these	DET
ajst-24458	47	36	applications	application	NOUN
ajst-24458	47	37	,	,	PUNCT
ajst-24458	47	38	naive	naive	ADJ
ajst-24458	47	39	bayes	bayes	NOUN
ajst-24458	47	40	uses	use	VERB
ajst-24458	47	41	historical	historical	ADJ
ajst-24458	47	42	data	datum	NOUN
ajst-24458	47	43	and	and	CCONJ
ajst-24458	47	44	feature	feature	NOUN
ajst-24458	47	45	information	information	NOUN
ajst-24458	47	46	to	to	PART
ajst-24458	47	47	predict	predict	VERB
ajst-24458	47	48	and	and	CCONJ
ajst-24458	47	49	classify	classify	VERB
ajst-24458	47	50	future	future	ADJ
ajst-24458	47	51	situations[13	situations[13	PROPN
ajst-24458	47	52	]	]	X
ajst-24458	47	53	.	.	PUNCT
ajst-24458	48	1	1	1	X
ajst-24458	48	2	.	.	X
ajst-24458	48	3	product	product	NOUN
ajst-24458	48	4	classification	classification	NOUN
ajst-24458	48	5	:	:	PUNCT
ajst-24458	48	6	naive	naive	ADJ
ajst-24458	48	7	bayes	bayes	NOUN
ajst-24458	48	8	can	can	AUX
ajst-24458	48	9	effectively	effectively	ADV
ajst-24458	48	10	classify	classify	VERB
ajst-24458	48	11	new	new	ADJ
ajst-24458	48	12	products	product	NOUN
ajst-24458	48	13	into	into	ADP
ajst-24458	48	14	existing	exist	VERB
ajst-24458	48	15	categories	category	NOUN
ajst-24458	48	16	by	by	ADP
ajst-24458	48	17	analyzing	analyze	VERB
ajst-24458	48	18	product	product	NOUN
ajst-24458	48	19	attributes	attribute	NOUN
ajst-24458	48	20	and	and	CCONJ
ajst-24458	48	21	historical	historical	ADJ
ajst-24458	48	22	sales	sale	NOUN
ajst-24458	48	23	data	datum	NOUN
ajst-24458	48	24	.	.	PUNCT
ajst-24458	49	1	this	this	PRON
ajst-24458	49	2	helps	help	VERB
ajst-24458	49	3	supply	supply	VERB
ajst-24458	49	4	chain	chain	NOUN
ajst-24458	49	5	managers	manager	NOUN
ajst-24458	49	6	better	well	ADV
ajst-24458	49	7	manage	manage	VERB
ajst-24458	49	8	inventory	inventory	NOUN
ajst-24458	49	9	and	and	CCONJ
ajst-24458	49	10	sales	sale	NOUN
ajst-24458	49	11	strategies	strategy	NOUN
ajst-24458	49	12	.	.	PUNCT
ajst-24458	50	1	for	for	ADP
ajst-24458	50	2	example	example	NOUN
ajst-24458	50	3	,	,	PUNCT
ajst-24458	50	4	inventory	inventory	NOUN
ajst-24458	50	5	management	management	NOUN
ajst-24458	50	6	can	can	AUX
ajst-24458	50	7	be	be	AUX
ajst-24458	50	8	optimized	optimize	VERB
ajst-24458	50	9	by	by	ADP
ajst-24458	50	10	classifying	classify	VERB
ajst-24458	50	11	products	product	NOUN
ajst-24458	50	12	as	as	ADP
ajst-24458	50	13	high	high	ADJ
ajst-24458	50	14	demand	demand	NOUN
ajst-24458	50	15	,	,	PUNCT
ajst-24458	50	16	low	low	ADJ
ajst-24458	50	17	demand	demand	NOUN
ajst-24458	50	18	,	,	PUNCT
ajst-24458	50	19	or	or	CCONJ
ajst-24458	50	20	seasonal	seasonal	ADJ
ajst-24458	50	21	based	base	VERB
ajst-24458	50	22	on	on	ADP
ajst-24458	50	23	their	their	PRON
ajst-24458	50	24	sales	sale	NOUN
ajst-24458	50	25	trends	trend	NOUN
ajst-24458	50	26	,	,	PUNCT
ajst-24458	50	27	seasonal	seasonal	ADJ
ajst-24458	50	28	factors	factor	NOUN
ajst-24458	50	29	,	,	PUNCT
ajst-24458	50	30	and	and	CCONJ
ajst-24458	50	31	market	market	NOUN
ajst-24458	50	32	demand	demand	NOUN
ajst-24458	50	33	.	.	PUNCT
ajst-24458	51	1	2	2	X
ajst-24458	51	2	.	.	X
ajst-24458	51	3	demand	demand	NOUN
ajst-24458	51	4	prediction[14	prediction[14	PROPN
ajst-24458	51	5	]	]	PUNCT
ajst-24458	51	6	:	:	PUNCT
ajst-24458	51	7	the	the	DET
ajst-24458	51	8	naive	naive	ADJ
ajst-24458	51	9	bayes	bayes	NOUN
ajst-24458	51	10	algorithm	algorithm	NOUN
ajst-24458	51	11	can	can	AUX
ajst-24458	51	12	predict	predict	VERB
ajst-24458	51	13	future	future	ADJ
ajst-24458	51	14	product	product	NOUN
ajst-24458	51	15	demand	demand	NOUN
ajst-24458	51	16	based	base	VERB
ajst-24458	51	17	on	on	ADP
ajst-24458	51	18	historical	historical	ADJ
ajst-24458	51	19	demand	demand	NOUN
ajst-24458	51	20	data	datum	NOUN
ajst-24458	51	21	and	and	CCONJ
ajst-24458	51	22	market	market	NOUN
ajst-24458	51	23	trends	trend	NOUN
ajst-24458	51	24	.	.	PUNCT
ajst-24458	52	1	although	although	SCONJ
ajst-24458	52	2	naive	naive	ADJ
ajst-24458	52	3	bayes	bayes	NOUN
ajst-24458	52	4	assumes	assume	VERB
ajst-24458	52	5	that	that	SCONJ
ajst-24458	52	6	features	feature	NOUN
ajst-24458	52	7	are	be	AUX
ajst-24458	52	8	independent	independent	ADJ
ajst-24458	52	9	of	of	ADP
ajst-24458	52	10	each	each	DET
ajst-24458	52	11	other	other	ADJ
ajst-24458	52	12	,	,	PUNCT
ajst-24458	52	13	in	in	ADP
ajst-24458	52	14	demand	demand	NOUN
ajst-24458	52	15	forecasting	forecasting	NOUN
ajst-24458	52	16	,	,	PUNCT
ajst-24458	52	17	this	this	DET
ajst-24458	52	18	simplified	simplify	VERB
ajst-24458	52	19	assumption	assumption	NOUN
ajst-24458	52	20	can	can	AUX
ajst-24458	52	21	significantly	significantly	ADV
ajst-24458	52	22	reduce	reduce	VERB
ajst-24458	52	23	computational	computational	ADJ
ajst-24458	52	24	complexity	complexity	NOUN
ajst-24458	52	25	and	and	CCONJ
ajst-24458	52	26	provide	provide	VERB
ajst-24458	52	27	sufficiently	sufficiently	ADV
ajst-24458	52	28	accurate	accurate	ADJ
ajst-24458	52	29	prediction	prediction	NOUN
ajst-24458	52	30	results	result	NOUN
ajst-24458	52	31	in	in	ADP
ajst-24458	52	32	most	most	ADJ
ajst-24458	52	33	cases	case	NOUN
ajst-24458	52	34	.	.	PUNCT
ajst-24458	53	1	this	this	PRON
ajst-24458	53	2	is	be	AUX
ajst-24458	53	3	important	important	ADJ
ajst-24458	53	4	for	for	ADP
ajst-24458	53	5	making	make	VERB
ajst-24458	53	6	production	production	NOUN
ajst-24458	53	7	planning	planning	NOUN
ajst-24458	53	8	and	and	CCONJ
ajst-24458	53	9	supply	supply	NOUN
ajst-24458	53	10	chain	chain	NOUN
ajst-24458	53	11	strategy	strategy	NOUN
ajst-24458	53	12	.	.	PUNCT
ajst-24458	54	1	3	3	X
ajst-24458	54	2	.	.	X
ajst-24458	54	3	customer	customer	NOUN
ajst-24458	54	4	stratification[15	stratification[15	NOUN
ajst-24458	54	5	]	]	PUNCT
ajst-24458	54	6	:	:	PUNCT
ajst-24458	54	7	naive	naive	ADJ
ajst-24458	54	8	bayes	bayes	NOUN
ajst-24458	54	9	can	can	AUX
ajst-24458	54	10	stratify	stratify	VERB
ajst-24458	54	11	customers	customer	NOUN
ajst-24458	54	12	into	into	ADP
ajst-24458	54	13	different	different	ADJ
ajst-24458	54	14	groups	group	NOUN
ajst-24458	54	15	according	accord	VERB
ajst-24458	54	16	to	to	ADP
ajst-24458	54	17	their	their	PRON
ajst-24458	54	18	purchasing	purchase	VERB
ajst-24458	54	19	behavior	behavior	NOUN
ajst-24458	54	20	and	and	CCONJ
ajst-24458	54	21	characteristic	characteristic	ADJ
ajst-24458	54	22	data	datum	NOUN
ajst-24458	54	23	in	in	ADP
ajst-24458	54	24	customer	customer	NOUN
ajst-24458	54	25	relationship	relationship	NOUN
ajst-24458	54	26	management	management	NOUN
ajst-24458	54	27	.	.	PUNCT
ajst-24458	55	1	for	for	ADP
ajst-24458	55	2	example	example	NOUN
ajst-24458	55	3	,	,	PUNCT
ajst-24458	55	4	customers	customer	NOUN
ajst-24458	55	5	can	can	AUX
ajst-24458	55	6	be	be	AUX
ajst-24458	55	7	divided	divide	VERB
ajst-24458	55	8	into	into	ADP
ajst-24458	55	9	high	high	ADJ
ajst-24458	55	10	value	value	NOUN
ajst-24458	55	11	,	,	PUNCT
ajst-24458	55	12	leads	lead	NOUN
ajst-24458	55	13	,	,	PUNCT
ajst-24458	55	14	and	and	CCONJ
ajst-24458	55	15	one	one	NUM
ajst-24458	55	16	-	-	PUNCT
ajst-24458	55	17	time	time	NOUN
ajst-24458	55	18	customers	customer	NOUN
ajst-24458	55	19	.	.	PUNCT
ajst-24458	56	1	through	through	ADP
ajst-24458	56	2	this	this	DET
ajst-24458	56	3	stratification	stratification	NOUN
ajst-24458	56	4	,	,	PUNCT
ajst-24458	56	5	enterprises	enterprise	NOUN
ajst-24458	56	6	can	can	AUX
ajst-24458	56	7	develop	develop	VERB
ajst-24458	56	8	differentiated	differentiated	ADJ
ajst-24458	56	9	marketing	marketing	NOUN
ajst-24458	56	10	strategies	strategy	NOUN
ajst-24458	56	11	for	for	ADP
ajst-24458	56	12	different	different	ADJ
ajst-24458	56	13	customer	customer	NOUN
ajst-24458	56	14	groups	group	NOUN
ajst-24458	56	15	to	to	PART
ajst-24458	56	16	improve	improve	VERB
ajst-24458	56	17	customer	customer	NOUN
ajst-24458	56	18	satisfaction	satisfaction	NOUN
ajst-24458	56	19	and	and	CCONJ
ajst-24458	56	20	loyalty	loyalty	NOUN
ajst-24458	56	21	.	.	PUNCT
ajst-24458	57	1	naive	naive	ADJ
ajst-24458	57	2	bayes	bayes	PROPN
ajst-24458	57	3	has	have	AUX
ajst-24458	57	4	been	be	AUX
ajst-24458	57	5	applied	apply	VERB
ajst-24458	57	6	effectively	effectively	ADV
ajst-24458	57	7	in	in	ADP
ajst-24458	57	8	supply	supply	NOUN
ajst-24458	57	9	chain	chain	NOUN
ajst-24458	57	10	management	management	NOUN
ajst-24458	57	11	for	for	ADP
ajst-24458	57	12	customer	customer	NOUN
ajst-24458	57	13	segmentation	segmentation	NOUN
ajst-24458	57	14	,	,	PUNCT
ajst-24458	57	15	which	which	PRON
ajst-24458	57	16	aids	aid	VERB
ajst-24458	57	17	in	in	ADP
ajst-24458	57	18	targeted	target	VERB
ajst-24458	57	19	inventory	inventory	NOUN
ajst-24458	57	20	management	management	NOUN
ajst-24458	57	21	strategies	strategy	NOUN
ajst-24458	57	22	.	.	PUNCT
ajst-24458	58	1	for	for	ADP
ajst-24458	58	2	example	example	NOUN
ajst-24458	58	3	,	,	PUNCT
ajst-24458	58	4	an	an	DET
ajst-24458	58	5	ecommerce	ecommerce	NOUN
ajst-24458	58	6	platform	platform	NOUN
ajst-24458	58	7	used	use	VERB
ajst-24458	58	8	naive	naive	ADJ
ajst-24458	58	9	bayes	bayes	NOUN
ajst-24458	58	10	to	to	PART
ajst-24458	58	11	classify	classify	VERB
ajst-24458	58	12	customers	customer	NOUN
ajst-24458	58	13	into	into	ADP
ajst-24458	58	14	segments	segment	NOUN
ajst-24458	58	15	based	base	VERB
ajst-24458	58	16	on	on	ADP
ajst-24458	58	17	their	their	PRON
ajst-24458	58	18	purchasing	purchase	VERB
ajst-24458	58	19	behavior[16	behavior[16	PROPN
ajst-24458	58	20	]	]	X
ajst-24458	58	21	,	,	PUNCT
ajst-24458	58	22	demographics	demographic	NOUN
ajst-24458	58	23	,	,	PUNCT
ajst-24458	58	24	and	and	CCONJ
ajst-24458	58	25	historical	historical	ADJ
ajst-24458	58	26	transaction	transaction	NOUN
ajst-24458	58	27	data	datum	NOUN
ajst-24458	58	28	.	.	PUNCT
ajst-24458	59	1	this	this	DET
ajst-24458	59	2	segmentation	segmentation	NOUN
ajst-24458	59	3	enabled	enable	VERB
ajst-24458	59	4	personalized	personalized	ADJ
ajst-24458	59	5	marketing	marketing	NOUN
ajst-24458	59	6	campaigns	campaign	NOUN
ajst-24458	59	7	and	and	CCONJ
ajst-24458	59	8	optimized	optimize	VERB
ajst-24458	59	9	inventory	inventory	NOUN
ajst-24458	59	10	stocking	stocking	NOUN
ajst-24458	59	11	based	base	VERB
ajst-24458	59	12	on	on	ADP
ajst-24458	59	13	predicted	predict	VERB
ajst-24458	59	14	demand	demand	NOUN
ajst-24458	59	15	patterns	pattern	NOUN
ajst-24458	59	16	for	for	ADP
ajst-24458	59	17	each	each	DET
ajst-24458	59	18	customer	customer	NOUN
ajst-24458	59	19	segment	segment	NOUN
ajst-24458	59	20	.	.	PUNCT
ajst-24458	60	1	although	although	SCONJ
ajst-24458	60	2	the	the	DET
ajst-24458	60	3	independence	independence	NOUN
ajst-24458	60	4	assumption	assumption	NOUN
ajst-24458	60	5	of	of	ADP
ajst-24458	60	6	the	the	DET
ajst-24458	60	7	naive	naive	ADJ
ajst-24458	60	8	bayes	bayes	NOUN
ajst-24458	60	9	algorithm	algorithm	NOUN
ajst-24458	60	10	may	may	AUX
ajst-24458	60	11	only	only	ADV
ajst-24458	60	12	partially	partially	ADV
ajst-24458	60	13	hold	hold	VERB
ajst-24458	60	14	in	in	ADP
ajst-24458	60	15	some	some	DET
ajst-24458	60	16	complex	complex	ADJ
ajst-24458	60	17	supply	supply	NOUN
ajst-24458	60	18	chain	chain	NOUN
ajst-24458	60	19	models	model	NOUN
ajst-24458	60	20	,	,	PUNCT
ajst-24458	60	21	its	its	PRON
ajst-24458	60	22	simplicity	simplicity	NOUN
ajst-24458	60	23	and	and	CCONJ
ajst-24458	60	24	efficiency	efficiency	NOUN
ajst-24458	60	25	make	make	VERB
ajst-24458	60	26	it	it	PRON
ajst-24458	60	27	an	an	DET
ajst-24458	60	28	effective	effective	ADJ
ajst-24458	60	29	tool	tool	NOUN
ajst-24458	60	30	for	for	ADP
ajst-24458	60	31	solving	solve	VERB
ajst-24458	60	32	practical	practical	ADJ
ajst-24458	60	33	problems	problem	NOUN
ajst-24458	60	34	.	.	PUNCT
ajst-24458	61	1	to	to	PART
ajst-24458	61	2	improve	improve	VERB
ajst-24458	61	3	the	the	DET
ajst-24458	61	4	classification	classification	NOUN
ajst-24458	61	5	effect	effect	NOUN
ajst-24458	61	6	,	,	PUNCT
ajst-24458	61	7	it	it	PRON
ajst-24458	61	8	can	can	AUX
ajst-24458	61	9	be	be	AUX
ajst-24458	61	10	combined	combine	VERB
ajst-24458	61	11	with	with	ADP
ajst-24458	61	12	other	other	ADJ
ajst-24458	61	13	machine	machine	NOUN
ajst-24458	61	14	learning	learn	VERB
ajst-24458	61	15	algorithms	algorithm	NOUN
ajst-24458	61	16	or	or	CCONJ
ajst-24458	61	17	feature	feature	NOUN
ajst-24458	61	18	engineering	engineering	NOUN
ajst-24458	61	19	to	to	PART
ajst-24458	61	20	capture	capture	VERB
ajst-24458	61	21	the	the	DET
ajst-24458	61	22	interrelationships	interrelationship	NOUN
ajst-24458	61	23	between	between	ADP
ajst-24458	61	24	features	feature	NOUN
ajst-24458	61	25	better	well	ADV
ajst-24458	61	26	.	.	PUNCT
ajst-24458	62	1	in	in	ADP
ajst-24458	62	2	conclusion	conclusion	NOUN
ajst-24458	62	3	,	,	PUNCT
ajst-24458	62	4	applying	apply	VERB
ajst-24458	62	5	bayesian	bayesian	NOUN
ajst-24458	62	6	in	in	ADP
ajst-24458	62	7	supply	supply	NOUN
ajst-24458	62	8	chain	chain	NOUN
ajst-24458	62	9	management	management	NOUN
ajst-24458	62	10	gives	give	VERB
ajst-24458	62	11	enterprises	enterprise	NOUN
ajst-24458	62	12	a	a	DET
ajst-24458	62	13	simple	simple	ADJ
ajst-24458	62	14	and	and	CCONJ
ajst-24458	62	15	effective	effective	ADJ
ajst-24458	62	16	way	way	NOUN
ajst-24458	62	17	to	to	PART
ajst-24458	62	18	conduct	conduct	VERB
ajst-24458	62	19	data	datum	NOUN
ajst-24458	62	20	analysis	analysis	NOUN
ajst-24458	62	21	and	and	CCONJ
ajst-24458	62	22	decision	decision	NOUN
ajst-24458	62	23	support	support	NOUN
ajst-24458	62	24	.	.	PUNCT
ajst-24458	63	1	2.1.3	2.1.3	X
ajst-24458	63	2	.	.	PUNCT
ajst-24458	64	1	k	k	X
ajst-24458	64	2	-	-	PUNCT
ajst-24458	64	3	nearest	near	ADJ
ajst-24458	64	4	neighbor	neighbor	NOUN
ajst-24458	64	5	k	k	PROPN
ajst-24458	64	6	-	-	PUNCT
ajst-24458	64	7	nearest	near	ADJ
ajst-24458	64	8	neighbors	neighbor	NOUN
ajst-24458	64	9	(	(	PUNCT
ajst-24458	64	10	k	k	X
ajst-24458	64	11	-	-	PUNCT
ajst-24458	64	12	nn	nn	NOUN
ajst-24458	64	13	)	)	PUNCT
ajst-24458	64	14	is	be	AUX
ajst-24458	64	15	an	an	DET
ajst-24458	64	16	instance	instance	NOUN
ajst-24458	64	17	-	-	PUNCT
ajst-24458	64	18	based	base	VERB
ajst-24458	64	19	machine	machine	NOUN
ajst-24458	64	20	learning	learn	VERB
ajst-24458	64	21	algorithm	algorithm	NOUN
ajst-24458	64	22	known	know	VERB
ajst-24458	64	23	as	as	ADP
ajst-24458	64	24	a	a	DET
ajst-24458	64	25	local	local	ADJ
ajst-24458	64	26	approximation	approximation	NOUN
ajst-24458	64	27	algorithm	algorithm	NOUN
ajst-24458	64	28	.	.	PUNCT
ajst-24458	65	1	in	in	ADP
ajst-24458	65	2	the	the	DET
ajst-24458	65	3	case	case	NOUN
ajst-24458	65	4	of	of	ADP
ajst-24458	65	5	new	new	ADJ
ajst-24458	65	6	product	product	NOUN
ajst-24458	65	7	prediction[17	prediction[17	VERB
ajst-24458	65	8	]	]	PUNCT
ajst-24458	65	9	,	,	PUNCT
ajst-24458	65	10	k	k	PROPN
ajst-24458	65	11	-	-	PUNCT
ajst-24458	65	12	nn	nn	NOUN
ajst-24458	65	13	deduces	deduce	VERB
ajst-24458	65	14	some	some	DET
ajst-24458	65	15	performance	performance	NOUN
ajst-24458	65	16	patterns	pattern	NOUN
ajst-24458	65	17	of	of	ADP
ajst-24458	65	18	new	new	ADJ
ajst-24458	65	19	products	product	NOUN
ajst-24458	65	20	by	by	ADP
ajst-24458	65	21	looking	look	VERB
ajst-24458	65	22	at	at	ADP
ajst-24458	65	23	historical	historical	ADJ
ajst-24458	65	24	data	datum	NOUN
ajst-24458	65	25	of	of	ADP
ajst-24458	65	26	associated	associated	ADJ
ajst-24458	65	27	old	old	ADJ
ajst-24458	65	28	products	product	NOUN
ajst-24458	65	29	.	.	PUNCT
ajst-24458	66	1	for	for	ADP
ajst-24458	66	2	example	example	NOUN
ajst-24458	66	3	,	,	PUNCT
ajst-24458	66	4	when	when	SCONJ
ajst-24458	66	5	predicting	predict	VERB
ajst-24458	66	6	the	the	DET
ajst-24458	66	7	sales	sale	NOUN
ajst-24458	66	8	of	of	ADP
ajst-24458	66	9	a	a	DET
ajst-24458	66	10	new	new	ADJ
ajst-24458	66	11	product	product	NOUN
ajst-24458	66	12	,	,	PUNCT
ajst-24458	66	13	the	the	DET
ajst-24458	66	14	knn	knn	PROPN
ajst-24458	66	15	algorithm	algorithm	PROPN
ajst-24458	66	16	looks	look	VERB
ajst-24458	66	17	for	for	ADP
ajst-24458	66	18	older	old	ADJ
ajst-24458	66	19	products	product	NOUN
ajst-24458	66	20	with	with	ADP
ajst-24458	66	21	features	feature	NOUN
ajst-24458	66	22	similar	similar	ADJ
ajst-24458	66	23	to	to	ADP
ajst-24458	66	24	the	the	DET
ajst-24458	66	25	new	new	ADJ
ajst-24458	66	26	product	product	NOUN
ajst-24458	66	27	in	in	ADP
ajst-24458	66	28	the	the	DET
ajst-24458	66	29	historical	historical	ADJ
ajst-24458	66	30	data	datum	NOUN
ajst-24458	66	31	.	.	PUNCT
ajst-24458	67	1	then	then	ADV
ajst-24458	67	2	,	,	PUNCT
ajst-24458	67	3	it	it	PRON
ajst-24458	67	4	makes	make	VERB
ajst-24458	67	5	3	3	NUM
ajst-24458	67	6	predictions	prediction	NOUN
ajst-24458	67	7	based	base	VERB
ajst-24458	67	8	on	on	ADP
ajst-24458	67	9	the	the	DET
ajst-24458	67	10	performance	performance	NOUN
ajst-24458	67	11	of	of	ADP
ajst-24458	67	12	those	those	DET
ajst-24458	67	13	older	old	ADJ
ajst-24458	67	14	products	product	NOUN
ajst-24458	67	15	.	.	PUNCT
ajst-24458	68	1	the	the	DET
ajst-24458	68	2	core	core	ADJ
ajst-24458	68	3	idea	idea	NOUN
ajst-24458	68	4	of	of	ADP
ajst-24458	68	5	the	the	DET
ajst-24458	68	6	k	k	PROPN
ajst-24458	68	7	-	-	PUNCT
ajst-24458	68	8	nn	nn	ADJ
ajst-24458	68	9	algorithm	algorithm	NOUN
ajst-24458	68	10	is	be	AUX
ajst-24458	68	11	to	to	PART
ajst-24458	68	12	find	find	VERB
ajst-24458	68	13	the	the	DET
ajst-24458	68	14	nearest	near	ADJ
ajst-24458	68	15	k	k	PROPN
ajst-24458	68	16	data	data	PROPN
ajst-24458	68	17	points	point	NOUN
ajst-24458	68	18	(	(	PUNCT
ajst-24458	68	19	i.e.	i.e.	X
ajst-24458	68	20	,	,	PUNCT
ajst-24458	68	21	neighbors	neighbor	NOUN
ajst-24458	68	22	)	)	PUNCT
ajst-24458	68	23	for	for	ADP
ajst-24458	68	24	a	a	DET
ajst-24458	68	25	data	data	NOUN
ajst-24458	68	26	point	point	NOUN
ajst-24458	68	27	to	to	PART
ajst-24458	68	28	be	be	AUX
ajst-24458	68	29	classified	classify	VERB
ajst-24458	68	30	or	or	CCONJ
ajst-24458	68	31	predicted	predict	VERB
ajst-24458	68	32	and	and	CCONJ
ajst-24458	68	33	then	then	ADV
ajst-24458	68	34	determine	determine	VERB
ajst-24458	68	35	the	the	DET
ajst-24458	68	36	category	category	NOUN
ajst-24458	68	37	or	or	CCONJ
ajst-24458	68	38	value	value	NOUN
ajst-24458	68	39	of	of	ADP
ajst-24458	68	40	the	the	DET
ajst-24458	68	41	data	data	NOUN
ajst-24458	68	42	point	point	NOUN
ajst-24458	68	43	to	to	PART
ajst-24458	68	44	be	be	AUX
ajst-24458	68	45	classified	classify	VERB
ajst-24458	68	46	or	or	CCONJ
ajst-24458	68	47	predicted	predict	VERB
ajst-24458	68	48	according	accord	VERB
ajst-24458	68	49	to	to	ADP
ajst-24458	68	50	the	the	DET
ajst-24458	68	51	category	category	NOUN
ajst-24458	68	52	or	or	CCONJ
ajst-24458	68	53	value	value	NOUN
ajst-24458	68	54	of	of	ADP
ajst-24458	68	55	these	these	DET
ajst-24458	68	56	neighbors	neighbor	NOUN
ajst-24458	68	57	.	.	PUNCT
ajst-24458	69	1	k	k	X
ajst-24458	69	2	-	-	PUNCT
ajst-24458	69	3	nn	nn	PROPN
ajst-24458	69	4	is	be	AUX
ajst-24458	69	5	the	the	DET
ajst-24458	69	6	most	most	ADV
ajst-24458	69	7	straightforward	straightforward	ADJ
ajst-24458	69	8	machine	machine	NOUN
ajst-24458	69	9	learning	learn	VERB
ajst-24458	69	10	algorithm	algorithm	NOUN
ajst-24458	69	11	,	,	PUNCT
ajst-24458	69	12	but	but	CCONJ
ajst-24458	69	13	its	its	PRON
ajst-24458	69	14	accuracy	accuracy	NOUN
ajst-24458	69	15	depends	depend	VERB
ajst-24458	69	16	on	on	ADP
ajst-24458	69	17	data	datum	NOUN
ajst-24458	69	18	standardization	standardization	NOUN
ajst-24458	69	19	.	.	PUNCT
ajst-24458	70	1	standardized	standardized	ADJ
ajst-24458	70	2	data	datum	NOUN
ajst-24458	70	3	can	can	AUX
ajst-24458	70	4	ensure	ensure	VERB
ajst-24458	70	5	that	that	SCONJ
ajst-24458	70	6	the	the	DET
ajst-24458	70	7	influence	influence	NOUN
ajst-24458	70	8	of	of	ADP
ajst-24458	70	9	different	different	ADJ
ajst-24458	70	10	features	feature	NOUN
ajst-24458	70	11	on	on	ADP
ajst-24458	70	12	distance	distance	NOUN
ajst-24458	70	13	calculation	calculation	NOUN
ajst-24458	70	14	is	be	AUX
ajst-24458	70	15	balanced	balance	VERB
ajst-24458	70	16	,	,	PUNCT
ajst-24458	70	17	thus	thus	ADV
ajst-24458	70	18	improving	improve	VERB
ajst-24458	70	19	the	the	DET
ajst-24458	70	20	algorithm	algorithm	NOUN
ajst-24458	70	21	's	's	PART
ajst-24458	70	22	accuracy[18	accuracy[18	NUM
ajst-24458	70	23	]	]	PUNCT
ajst-24458	70	24	.	.	PUNCT
ajst-24458	71	1	figure	figure	NOUN
ajst-24458	71	2	3	3	NUM
ajst-24458	71	3	.	.	PUNCT
ajst-24458	72	1	k	k	X
ajst-24458	72	2	-	-	PUNCT
ajst-24458	72	3	nearest	near	ADJ
ajst-24458	72	4	neighbor	neighbor	NOUN
ajst-24458	72	5	framework	framework	NOUN
ajst-24458	72	6	in	in	ADP
ajst-24458	72	7	supply	supply	NOUN
ajst-24458	72	8	chain	chain	NOUN
ajst-24458	72	9	management	management	NOUN
ajst-24458	72	10	,	,	PUNCT
ajst-24458	72	11	the	the	DET
ajst-24458	72	12	k	k	PROPN
ajst-24458	72	13	-	-	PUNCT
ajst-24458	72	14	nn	nn	ADJ
ajst-24458	72	15	algorithm	algorithm	NOUN
ajst-24458	72	16	can	can	AUX
ajst-24458	72	17	be	be	AUX
ajst-24458	72	18	used	use	VERB
ajst-24458	72	19	in	in	ADP
ajst-24458	72	20	many	many	ADJ
ajst-24458	72	21	ways	way	NOUN
ajst-24458	72	22	,	,	PUNCT
ajst-24458	72	23	such	such	ADJ
ajst-24458	72	24	as[19	as[19	PROPN
ajst-24458	72	25	]	]	X
ajst-24458	72	26	:	:	PUNCT
ajst-24458	72	27	1	1	X
ajst-24458	72	28	.	.	X
ajst-24458	72	29	demand	demand	NOUN
ajst-24458	72	30	forecast	forecast	NOUN
ajst-24458	72	31	:	:	PUNCT
ajst-24458	72	32	k	k	X
ajst-24458	72	33	-	-	PUNCT
ajst-24458	72	34	nn	nn	PROPN
ajst-24458	72	35	can	can	AUX
ajst-24458	72	36	predict	predict	VERB
ajst-24458	72	37	future	future	ADJ
ajst-24458	72	38	demand	demand	NOUN
ajst-24458	72	39	based	base	VERB
ajst-24458	72	40	on	on	ADP
ajst-24458	72	41	historical	historical	ADJ
ajst-24458	72	42	sales	sale	NOUN
ajst-24458	72	43	data	datum	NOUN
ajst-24458	72	44	.	.	PUNCT
ajst-24458	73	1	by	by	ADP
ajst-24458	73	2	finding	find	VERB
ajst-24458	73	3	the	the	DET
ajst-24458	73	4	periods	period	NOUN
ajst-24458	73	5	historically	historically	ADV
ajst-24458	73	6	most	most	ADV
ajst-24458	73	7	similar	similar	ADJ
ajst-24458	73	8	to	to	ADP
ajst-24458	73	9	current	current	ADJ
ajst-24458	73	10	market	market	NOUN
ajst-24458	73	11	conditions	condition	NOUN
ajst-24458	73	12	and	and	CCONJ
ajst-24458	73	13	using	use	VERB
ajst-24458	73	14	sales	sale	NOUN
ajst-24458	73	15	data	datum	NOUN
ajst-24458	73	16	from	from	ADP
ajst-24458	73	17	those	those	DET
ajst-24458	73	18	periods	period	NOUN
ajst-24458	73	19	to	to	PART
ajst-24458	73	20	predict	predict	VERB
ajst-24458	73	21	future	future	ADJ
ajst-24458	73	22	demand	demand	NOUN
ajst-24458	73	23	,	,	PUNCT
ajst-24458	73	24	supply	supply	NOUN
ajst-24458	73	25	chain	chain	NOUN
ajst-24458	73	26	managers	manager	NOUN
ajst-24458	73	27	can	can	AUX
ajst-24458	73	28	better	well	ADV
ajst-24458	73	29	plan	plan	VERB
ajst-24458	73	30	for	for	ADP
ajst-24458	73	31	production	production	NOUN
ajst-24458	73	32	and	and	CCONJ
ajst-24458	73	33	inventory	inventory	NOUN
ajst-24458	73	34	.	.	PUNCT
ajst-24458	74	1	2	2	X
ajst-24458	74	2	.	.	X
ajst-24458	74	3	customer	customer	NOUN
ajst-24458	74	4	classification	classification	NOUN
ajst-24458	74	5	:	:	PUNCT
ajst-24458	74	6	k	k	PROPN
ajst-24458	74	7	-	-	PUNCT
ajst-24458	74	8	nn	nn	PROPN
ajst-24458	74	9	can	can	AUX
ajst-24458	74	10	classify	classify	VERB
ajst-24458	74	11	customers	customer	NOUN
ajst-24458	74	12	into	into	ADP
ajst-24458	74	13	different	different	ADJ
ajst-24458	74	14	groups	group	NOUN
ajst-24458	74	15	.	.	PUNCT
ajst-24458	75	1	by	by	ADP
ajst-24458	75	2	analyzing	analyze	VERB
ajst-24458	75	3	customers	customer	NOUN
ajst-24458	75	4	'	'	PART
ajst-24458	75	5	purchase	purchase	NOUN
ajst-24458	75	6	history	history	NOUN
ajst-24458	75	7	and	and	CCONJ
ajst-24458	75	8	behavior	behavior	NOUN
ajst-24458	75	9	characteristics	characteristic	NOUN
ajst-24458	75	10	,	,	PUNCT
ajst-24458	75	11	we	we	PRON
ajst-24458	75	12	can	can	AUX
ajst-24458	75	13	find	find	VERB
ajst-24458	75	14	similar	similar	ADJ
ajst-24458	75	15	customer	customer	NOUN
ajst-24458	75	16	groups	group	NOUN
ajst-24458	75	17	and	and	CCONJ
ajst-24458	75	18	develop	develop	VERB
ajst-24458	75	19	personalized	personalized	ADJ
ajst-24458	75	20	marketing	marketing	NOUN
ajst-24458	75	21	strategies	strategy	NOUN
ajst-24458	75	22	according	accord	VERB
ajst-24458	75	23	to	to	ADP
ajst-24458	75	24	the	the	DET
ajst-24458	75	25	characteristics	characteristic	NOUN
ajst-24458	75	26	of	of	ADP
ajst-24458	75	27	these	these	DET
ajst-24458	75	28	groups	group	NOUN
ajst-24458	75	29	to	to	PART
ajst-24458	75	30	improve	improve	VERB
ajst-24458	75	31	customer	customer	NOUN
ajst-24458	75	32	satisfaction	satisfaction	NOUN
ajst-24458	75	33	and	and	CCONJ
ajst-24458	75	34	loyalty.[20	loyalty.[20	NOUN
ajst-24458	75	35	]	]	X
ajst-24458	75	36	3	3	X
ajst-24458	75	37	.	.	NOUN
ajst-24458	75	38	practical	practical	ADJ
ajst-24458	75	39	application	application	NOUN
ajst-24458	75	40	of	of	ADP
ajst-24458	75	41	machine	machine	NOUN
ajst-24458	75	42	learning	learning	NOUN
ajst-24458	75	43	in	in	ADP
ajst-24458	75	44	supply	supply	NOUN
ajst-24458	75	45	chain	chain	NOUN
ajst-24458	75	46	management	management	NOUN
ajst-24458	75	47	although	although	SCONJ
ajst-24458	75	48	the	the	DET
ajst-24458	75	49	ml	ml	NOUN
ajst-24458	75	50	algorithm	algorithm	NOUN
ajst-24458	75	51	of	of	ADP
ajst-24458	75	52	machine	machine	NOUN
ajst-24458	75	53	learning	learning	NOUN
ajst-24458	75	54	has	have	AUX
ajst-24458	75	55	significantly	significantly	ADV
ajst-24458	75	56	been	be	AUX
ajst-24458	75	57	developed	develop	VERB
ajst-24458	75	58	in	in	ADP
ajst-24458	75	59	the	the	DET
ajst-24458	75	60	past	past	ADJ
ajst-24458	75	61	many	many	ADJ
ajst-24458	75	62	years	year	NOUN
ajst-24458	75	63	,	,	PUNCT
ajst-24458	75	64	and	and	CCONJ
ajst-24458	75	65	we	we	PRON
ajst-24458	75	66	also	also	ADV
ajst-24458	75	67	see	see	VERB
ajst-24458	75	68	that	that	SCONJ
ajst-24458	75	69	more	more	ADJ
ajst-24458	75	70	and	and	CCONJ
ajst-24458	75	71	more	more	ADJ
ajst-24458	75	72	technology	technology	NOUN
ajst-24458	75	73	companies	company	NOUN
ajst-24458	75	74	in	in	ADP
ajst-24458	75	75	china	china	PROPN
ajst-24458	75	76	are	be	AUX
ajst-24458	75	77	constantly	constantly	ADV
ajst-24458	75	78	investing	invest	VERB
ajst-24458	75	79	in	in	ADP
ajst-24458	75	80	the	the	DET
ajst-24458	75	81	field	field	NOUN
ajst-24458	75	82	of	of	ADP
ajst-24458	75	83	machine	machine	NOUN
ajst-24458	75	84	learning	learning	NOUN
ajst-24458	75	85	,	,	PUNCT
ajst-24458	75	86	the	the	DET
ajst-24458	75	87	application	application	NOUN
ajst-24458	75	88	of	of	ADP
ajst-24458	75	89	the	the	DET
ajst-24458	75	90	ml	ml	NOUN
ajst-24458	75	91	algorithm	algorithm	NOUN
ajst-24458	75	92	of	of	ADP
ajst-24458	75	93	machine	machine	NOUN
ajst-24458	75	94	learning	learning	NOUN
ajst-24458	75	95	in	in	ADP
ajst-24458	75	96	the	the	DET
ajst-24458	75	97	field	field	NOUN
ajst-24458	75	98	of	of	ADP
ajst-24458	75	99	supply	supply	NOUN
ajst-24458	75	100	chain	chain	NOUN
ajst-24458	75	101	management	management	NOUN
ajst-24458	75	102	is	be	AUX
ajst-24458	75	103	far	far	ADV
ajst-24458	75	104	from	from	ADP
ajst-24458	75	105	enough	enough	ADJ
ajst-24458	75	106	.	.	PUNCT
ajst-24458	76	1	on	on	ADP
ajst-24458	76	2	the	the	DET
ajst-24458	76	3	one	one	NUM
ajst-24458	76	4	hand	hand	NOUN
ajst-24458	76	5	,	,	PUNCT
ajst-24458	76	6	machine	machine	NOUN
ajst-24458	76	7	learning	learning	NOUN
ajst-24458	76	8	needs	need	VERB
ajst-24458	76	9	more	more	ADJ
ajst-24458	76	10	direct	direct	ADJ
ajst-24458	76	11	contact	contact	NOUN
ajst-24458	76	12	with	with	ADP
ajst-24458	76	13	chinese	chinese	ADJ
ajst-24458	76	14	supply	supply	NOUN
ajst-24458	76	15	chain	chain	NOUN
ajst-24458	76	16	management	management	NOUN
ajst-24458	76	17	practitioners	practitioner	NOUN
ajst-24458	76	18	.	.	PUNCT
ajst-24458	77	1	more	more	ADV
ajst-24458	77	2	importantly	importantly	ADV
ajst-24458	77	3	,	,	PUNCT
ajst-24458	77	4	[	[	X
ajst-24458	77	5	21]chinese	21]chinese	NUM
ajst-24458	77	6	supply	supply	NOUN
ajst-24458	77	7	chain	chain	NOUN
ajst-24458	77	8	managers	manager	NOUN
ajst-24458	77	9	need	need	VERB
ajst-24458	77	10	help	help	NOUN
ajst-24458	77	11	understanding	understand	VERB
ajst-24458	77	12	ml	ml	ADP
ajst-24458	77	13	algorithms	algorithm	NOUN
ajst-24458	77	14	to	to	PART
ajst-24458	77	15	solve	solve	VERB
ajst-24458	77	16	supply	supply	NOUN
ajst-24458	77	17	chain	chain	NOUN
ajst-24458	77	18	management	management	NOUN
ajst-24458	77	19	problems	problem	NOUN
ajst-24458	77	20	.	.	PUNCT
ajst-24458	78	1	here	here	ADV
ajst-24458	78	2	are	be	AUX
ajst-24458	78	3	some	some	DET
ajst-24458	78	4	ways	way	NOUN
ajst-24458	78	5	that	that	PRON
ajst-24458	78	6	machine	machine	NOUN
ajst-24458	78	7	learning	learning	NOUN
ajst-24458	78	8	can	can	AUX
ajst-24458	78	9	help	help	VERB
ajst-24458	78	10	companies	company	NOUN
ajst-24458	78	11	improve	improve	VERB
ajst-24458	78	12	their	their	PRON
ajst-24458	78	13	supply	supply	NOUN
ajst-24458	78	14	chain	chain	NOUN
ajst-24458	78	15	demand	demand	NOUN
ajst-24458	78	16	forecasting	forecasting	NOUN
ajst-24458	78	17	and	and	CCONJ
ajst-24458	78	18	,	,	PUNCT
ajst-24458	78	19	in	in	ADP
ajst-24458	78	20	turn	turn	NOUN
ajst-24458	78	21	,	,	PUNCT
ajst-24458	78	22	optimize	optimize	VERB
ajst-24458	78	23	supply	supply	NOUN
ajst-24458	78	24	chain	chain	NOUN
ajst-24458	78	25	management	management	NOUN
ajst-24458	78	26	:	:	PUNCT
ajst-24458	78	27	3.1	3.1	NUM
ajst-24458	78	28	.	.	PUNCT
ajst-24458	78	29	supply	supply	NOUN
ajst-24458	78	30	chain	chain	NOUN
ajst-24458	78	31	demand	demand	NOUN
ajst-24458	78	32	forecasting	forecast	VERB
ajst-24458	78	33	3.1.1	3.1.1	NUM
ajst-24458	78	34	.	.	PUNCT
ajst-24458	79	1	predictive	predictive	ADJ
ajst-24458	79	2	analytics	analytic	NOUN
ajst-24458	79	3	predictive	predictive	ADJ
ajst-24458	79	4	analytics	analytic	NOUN
ajst-24458	79	5	involves	involve	VERB
ajst-24458	79	6	using	use	VERB
ajst-24458	79	7	machine	machine	NOUN
ajst-24458	79	8	learning	learn	VERB
ajst-24458	79	9	algorithms	algorithm	NOUN
ajst-24458	79	10	to	to	PART
ajst-24458	79	11	analyze	analyze	VERB
ajst-24458	79	12	historical	historical	ADJ
ajst-24458	79	13	data	datum	NOUN
ajst-24458	79	14	and	and	CCONJ
ajst-24458	79	15	identify	identify	VERB
ajst-24458	79	16	trends	trend	NOUN
ajst-24458	79	17	and	and	CCONJ
ajst-24458	79	18	patterns	pattern	NOUN
ajst-24458	79	19	that	that	PRON
ajst-24458	79	20	can	can	AUX
ajst-24458	79	21	be	be	AUX
ajst-24458	79	22	used	use	VERB
ajst-24458	79	23	to	to	PART
ajst-24458	79	24	predict	predict	VERB
ajst-24458	79	25	future	future	ADJ
ajst-24458	79	26	demand[22	demand[22	PROPN
ajst-24458	79	27	]	]	PUNCT
ajst-24458	79	28	.	.	PUNCT
ajst-24458	80	1	machine	machine	NOUN
ajst-24458	80	2	learning	learn	VERB
ajst-24458	80	3	algorithms	algorithm	NOUN
ajst-24458	80	4	can	can	AUX
ajst-24458	80	5	accurately	accurately	ADV
ajst-24458	80	6	predict	predict	VERB
ajst-24458	80	7	future	future	ADJ
ajst-24458	80	8	demand	demand	NOUN
ajst-24458	80	9	patterns	pattern	NOUN
ajst-24458	80	10	by	by	ADP
ajst-24458	80	11	inputting	inputte	VERB
ajst-24458	80	12	historical	historical	ADJ
ajst-24458	80	13	sales	sale	NOUN
ajst-24458	80	14	data	datum	NOUN
ajst-24458	80	15	and	and	CCONJ
ajst-24458	80	16	considering	consider	VERB
ajst-24458	80	17	variables	variable	NOUN
ajst-24458	80	18	such	such	ADJ
ajst-24458	80	19	as	as	ADP
ajst-24458	80	20	seasonality	seasonality	NOUN
ajst-24458	80	21	,	,	PUNCT
ajst-24458	80	22	promotions	promotion	NOUN
ajst-24458	80	23	,	,	PUNCT
ajst-24458	80	24	and	and	CCONJ
ajst-24458	80	25	pricing	pricing	NOUN
ajst-24458	80	26	changes	change	NOUN
ajst-24458	80	27	.	.	PUNCT
ajst-24458	81	1	the	the	DET
ajst-24458	81	2	technology	technology	NOUN
ajst-24458	81	3	can	can	AUX
ajst-24458	81	4	also	also	ADV
ajst-24458	81	5	predict	predict	VERB
ajst-24458	81	6	demand	demand	NOUN
ajst-24458	81	7	for	for	ADP
ajst-24458	81	8	new	new	ADJ
ajst-24458	81	9	products	product	NOUN
ajst-24458	81	10	by	by	ADP
ajst-24458	81	11	analyzing	analyze	VERB
ajst-24458	81	12	data	datum	NOUN
ajst-24458	81	13	from	from	ADP
ajst-24458	81	14	similar	similar	ADJ
ajst-24458	81	15	products	product	NOUN
ajst-24458	81	16	before	before	SCONJ
ajst-24458	81	17	they	they	PRON
ajst-24458	81	18	hit	hit	VERB
ajst-24458	81	19	the	the	DET
ajst-24458	81	20	market	market	NOUN
ajst-24458	81	21	.	.	PUNCT
ajst-24458	82	1	2	2	X
ajst-24458	82	2	.	.	X
ajst-24458	82	3	real	real	ADJ
ajst-24458	82	4	-	-	PUNCT
ajst-24458	82	5	time	time	NOUN
ajst-24458	82	6	analysis	analysis	NOUN
ajst-24458	82	7	in	in	ADP
ajst-24458	82	8	addition	addition	NOUN
ajst-24458	82	9	to	to	ADP
ajst-24458	82	10	historical	historical	ADJ
ajst-24458	82	11	data	datum	NOUN
ajst-24458	82	12	,	,	PUNCT
ajst-24458	82	13	machine	machine	NOUN
ajst-24458	82	14	learning	learn	VERB
ajst-24458	82	15	solutions	solution	NOUN
ajst-24458	82	16	can	can	AUX
ajst-24458	82	17	mine	mine	VERB
ajst-24458	82	18	real	real	ADJ
ajst-24458	82	19	-	-	PUNCT
ajst-24458	82	20	time	time	NOUN
ajst-24458	82	21	data	datum	NOUN
ajst-24458	82	22	to	to	PART
ajst-24458	82	23	improve	improve	VERB
ajst-24458	82	24	prediction	prediction	NOUN
ajst-24458	82	25	accuracy	accuracy	NOUN
ajst-24458	82	26	.	.	PUNCT
ajst-24458	83	1	form	form	VERB
ajst-24458	83	2	valuable	valuable	ADJ
ajst-24458	83	3	insights	insight	NOUN
ajst-24458	83	4	into	into	ADP
ajst-24458	83	5	demand	demand	NOUN
ajst-24458	83	6	from	from	ADP
ajst-24458	83	7	social	social	ADJ
ajst-24458	83	8	media	medium	NOUN
ajst-24458	83	9	,	,	PUNCT
ajst-24458	83	10	weather	weather	NOUN
ajst-24458	83	11	and	and	CCONJ
ajst-24458	83	12	traffic	traffic	NOUN
ajst-24458	83	13	data	datum	NOUN
ajst-24458	83	14	,	,	PUNCT
ajst-24458	83	15	and	and	CCONJ
ajst-24458	83	16	information	information	NOUN
ajst-24458	83	17	data	datum	NOUN
ajst-24458	83	18	from	from	ADP
ajst-24458	83	19	news	news	NOUN
ajst-24458	83	20	reports	report	NOUN
ajst-24458	83	21	.	.	PUNCT
ajst-24458	84	1	[	[	X
ajst-24458	84	2	23	23	NUM
ajst-24458	84	3	]	]	X
ajst-24458	84	4	machine	machine	NOUN
ajst-24458	84	5	learning	learn	VERB
ajst-24458	84	6	algorithms	algorithm	NOUN
ajst-24458	84	7	can	can	AUX
ajst-24458	84	8	adjust	adjust	VERB
ajst-24458	84	9	forecasts	forecast	NOUN
ajst-24458	84	10	by	by	ADP
ajst-24458	84	11	analyzing	analyze	VERB
ajst-24458	84	12	this	this	DET
ajst-24458	84	13	data	datum	NOUN
ajst-24458	84	14	in	in	ADP
ajst-24458	84	15	real	real	ADJ
ajst-24458	84	16	time	time	NOUN
ajst-24458	84	17	,	,	PUNCT
ajst-24458	84	18	enabling	enable	VERB
ajst-24458	84	19	businesses	business	NOUN
ajst-24458	84	20	to	to	PART
ajst-24458	84	21	respond	respond	VERB
ajst-24458	84	22	quickly	quickly	ADV
ajst-24458	84	23	to	to	ADP
ajst-24458	84	24	changing	change	VERB
ajst-24458	84	25	demand	demand	NOUN
ajst-24458	84	26	conditions	condition	NOUN
ajst-24458	84	27	.	.	PUNCT
ajst-24458	85	1	3	3	X
ajst-24458	85	2	,	,	PUNCT
ajst-24458	85	3	improve	improve	VERB
ajst-24458	85	4	the	the	DET
ajst-24458	85	5	prediction	prediction	NOUN
ajst-24458	85	6	accuracy	accuracy	NOUN
ajst-24458	85	7	one	one	NUM
ajst-24458	85	8	of	of	ADP
ajst-24458	85	9	the	the	DET
ajst-24458	85	10	main	main	ADJ
ajst-24458	85	11	benefits	benefit	NOUN
ajst-24458	85	12	of	of	ADP
ajst-24458	85	13	machine	machine	NOUN
ajst-24458	85	14	learning	learn	VERB
ajst-24458	85	15	for	for	ADP
ajst-24458	85	16	supply	supply	NOUN
ajst-24458	85	17	chain	chain	NOUN
ajst-24458	85	18	demand	demand	NOUN
ajst-24458	85	19	forecasting	forecasting	NOUN
ajst-24458	85	20	is	be	AUX
ajst-24458	85	21	improved	improve	VERB
ajst-24458	85	22	accuracy	accuracy	NOUN
ajst-24458	85	23	.	.	PUNCT
ajst-24458	86	1	traditional	traditional	ADJ
ajst-24458	86	2	forecasting	forecasting	NOUN
ajst-24458	86	3	models	model	NOUN
ajst-24458	86	4	often	often	ADV
ajst-24458	86	5	rely	rely	VERB
ajst-24458	86	6	on	on	ADP
ajst-24458	86	7	statistical	statistical	ADJ
ajst-24458	86	8	methods	method	NOUN
ajst-24458	86	9	and	and	CCONJ
ajst-24458	86	10	assumptions	assumption	NOUN
ajst-24458	86	11	that	that	PRON
ajst-24458	86	12	may	may	AUX
ajst-24458	86	13	not	not	PART
ajst-24458	86	14	always	always	ADV
ajst-24458	86	15	hold	hold	VERB
ajst-24458	86	16	.	.	PUNCT
ajst-24458	87	1	[	[	X
ajst-24458	87	2	24	24	NUM
ajst-24458	87	3	]	]	PUNCT
ajst-24458	87	4	through	through	ADP
ajst-24458	87	5	traditional	traditional	ADJ
ajst-24458	87	6	statistical	statistical	ADJ
ajst-24458	87	7	methods	method	NOUN
ajst-24458	87	8	,	,	PUNCT
ajst-24458	87	9	machine	machine	NOUN
ajst-24458	87	10	learning	learning	NOUN
ajst-24458	87	11	can	can	AUX
ajst-24458	87	12	analyze	analyze	VERB
ajst-24458	87	13	large	large	ADJ
ajst-24458	87	14	amounts	amount	NOUN
ajst-24458	87	15	of	of	ADP
ajst-24458	87	16	data	datum	NOUN
ajst-24458	87	17	to	to	PART
ajst-24458	87	18	identify	identify	VERB
ajst-24458	87	19	patterns	pattern	NOUN
ajst-24458	87	20	and	and	CCONJ
ajst-24458	87	21	trends	trend	NOUN
ajst-24458	87	22	that	that	PRON
ajst-24458	87	23	may	may	AUX
ajst-24458	87	24	not	not	PART
ajst-24458	87	25	be	be	AUX
ajst-24458	87	26	obvious	obvious	ADJ
ajst-24458	87	27	.	.	PUNCT
ajst-24458	88	1	using	use	VERB
ajst-24458	88	2	machine	machine	NOUN
ajst-24458	88	3	learning	learning	NOUN
ajst-24458	88	4	,	,	PUNCT
ajst-24458	88	5	businesses	business	NOUN
ajst-24458	88	6	can	can	AUX
ajst-24458	88	7	improve	improve	VERB
ajst-24458	88	8	forecasting	forecasting	NOUN
ajst-24458	88	9	accuracy	accuracy	NOUN
ajst-24458	88	10	,	,	PUNCT
ajst-24458	88	11	leading	lead	VERB
ajst-24458	88	12	to	to	ADP
ajst-24458	88	13	more	more	ADV
ajst-24458	88	14	efficient	efficient	ADJ
ajst-24458	88	15	inventory	inventory	NOUN
ajst-24458	88	16	planning	planning	NOUN
ajst-24458	88	17	,	,	PUNCT
ajst-24458	88	18	accurate	accurate	ADJ
ajst-24458	88	19	production	production	NOUN
ajst-24458	88	20	scheduling	scheduling	NOUN
ajst-24458	88	21	,	,	PUNCT
ajst-24458	88	22	and	and	CCONJ
ajst-24458	88	23	ontime	ontime	ADJ
ajst-24458	88	24	delivery	delivery	NOUN
ajst-24458	88	25	.	.	PUNCT
ajst-24458	89	1	4	4	X
ajst-24458	89	2	.	.	X
ajst-24458	89	3	reduce	reduce	VERB
ajst-24458	89	4	inventory	inventory	NOUN
ajst-24458	89	5	costs	cost	NOUN
ajst-24458	89	6	machine	machine	NOUN
ajst-24458	89	7	learning	learning	NOUN
ajst-24458	89	8	can	can	AUX
ajst-24458	89	9	also	also	ADV
ajst-24458	89	10	help	help	VERB
ajst-24458	89	11	businesses	business	NOUN
ajst-24458	89	12	optimize	optimize	VERB
ajst-24458	89	13	inventory	inventory	NOUN
ajst-24458	89	14	management	management	NOUN
ajst-24458	89	15	by	by	ADP
ajst-24458	89	16	reducing	reduce	VERB
ajst-24458	89	17	excess	excess	ADJ
ajst-24458	89	18	inventory	inventory	NOUN
ajst-24458	89	19	and	and	CCONJ
ajst-24458	89	20	outof	outof	NOUN
ajst-24458	89	21	-	-	PUNCT
ajst-24458	89	22	stock	stock	NOUN
ajst-24458	89	23	.	.	PUNCT
ajst-24458	90	1	by	by	ADP
ajst-24458	90	2	accurately	accurately	ADV
ajst-24458	90	3	forecasting	forecast	VERB
ajst-24458	90	4	demand	demand	NOUN
ajst-24458	90	5	,	,	PUNCT
ajst-24458	90	6	businesses	business	NOUN
ajst-24458	90	7	can	can	AUX
ajst-24458	90	8	plan	plan	VERB
ajst-24458	90	9	their	their	PRON
ajst-24458	90	10	inventory	inventory	NOUN
ajst-24458	90	11	levels	level	NOUN
ajst-24458	90	12	,	,	PUNCT
ajst-24458	90	13	accordingly	accordingly	ADV
ajst-24458	90	14	,	,	PUNCT
ajst-24458	90	15	reducing	reduce	VERB
ajst-24458	90	16	the	the	DET
ajst-24458	90	17	need	need	NOUN
ajst-24458	90	18	for	for	ADP
ajst-24458	90	19	excess	excess	ADJ
ajst-24458	90	20	inventory	inventory	NOUN
ajst-24458	90	21	.	.	PUNCT
ajst-24458	91	1	this	this	PRON
ajst-24458	91	2	can	can	AUX
ajst-24458	91	3	lead	lead	VERB
ajst-24458	91	4	to	to	ADP
ajst-24458	91	5	significant	significant	ADJ
ajst-24458	91	6	cost	cost	NOUN
ajst-24458	91	7	savings	saving	NOUN
ajst-24458	91	8	for	for	ADP
ajst-24458	91	9	businesses	business	NOUN
ajst-24458	91	10	.	.	PUNCT
ajst-24458	92	1	by	by	ADP
ajst-24458	92	2	reducing	reduce	VERB
ajst-24458	92	3	out	out	ADV
ajst-24458	92	4	-	-	PUNCT
ajst-24458	92	5	of	of	ADP
ajst-24458	92	6	-	-	PUNCT
ajst-24458	92	7	stock	stock	NOUN
ajst-24458	92	8	,	,	PUNCT
ajst-24458	92	9	machine	machine	NOUN
ajst-24458	92	10	learning	learning	NOUN
ajst-24458	92	11	can	can	AUX
ajst-24458	92	12	help	help	VERB
ajst-24458	92	13	businesses	business	NOUN
ajst-24458	92	14	meet	meet	VERB
ajst-24458	92	15	customer	customer	NOUN
ajst-24458	92	16	needs	need	NOUN
ajst-24458	92	17	and	and	CCONJ
ajst-24458	92	18	increase	increase	VERB
ajst-24458	92	19	customer	customer	NOUN
ajst-24458	92	20	satisfaction	satisfaction	NOUN
ajst-24458	92	21	and	and	CCONJ
ajst-24458	92	22	loyalty	loyalty	NOUN
ajst-24458	92	23	.	.	PUNCT
ajst-24458	93	1	5	5	X
ajst-24458	93	2	.	.	X
ajst-24458	93	3	better	well	ADJ
ajst-24458	93	4	collaboration	collaboration	NOUN
ajst-24458	93	5	machine	machine	NOUN
ajst-24458	93	6	learning	learning	NOUN
ajst-24458	93	7	can	can	AUX
ajst-24458	93	8	facilitate	facilitate	VERB
ajst-24458	93	9	better	well	ADJ
ajst-24458	93	10	collaboration	collaboration	NOUN
ajst-24458	93	11	between	between	ADP
ajst-24458	93	12	supply	supply	NOUN
ajst-24458	93	13	chain	chain	NOUN
ajst-24458	93	14	partners	partner	NOUN
ajst-24458	93	15	.	.	PUNCT
ajst-24458	94	1	suppliers	supplier	NOUN
ajst-24458	94	2	and	and	CCONJ
ajst-24458	94	3	manufacturers	manufacturer	NOUN
ajst-24458	94	4	can	can	AUX
ajst-24458	94	5	collaborate	collaborate	VERB
ajst-24458	94	6	to	to	PART
ajst-24458	94	7	optimize	optimize	VERB
ajst-24458	94	8	their	their	PRON
ajst-24458	94	9	production	production	NOUN
ajst-24458	94	10	and	and	CCONJ
ajst-24458	94	11	inventory	inventory	NOUN
ajst-24458	94	12	plans	plan	NOUN
ajst-24458	94	13	by	by	ADP
ajst-24458	94	14	sharing	share	VERB
ajst-24458	94	15	real	real	ADJ
ajst-24458	94	16	-	-	PUNCT
ajst-24458	94	17	time	time	NOUN
ajst-24458	94	18	demand	demand	NOUN
ajst-24458	94	19	data	datum	NOUN
ajst-24458	94	20	.	.	PUNCT
ajst-24458	95	1	[	[	X
ajst-24458	95	2	25	25	NUM
ajst-24458	95	3	]	]	PUNCT
ajst-24458	95	4	this	this	PRON
ajst-24458	95	5	can	can	AUX
ajst-24458	95	6	improve	improve	VERB
ajst-24458	95	7	the	the	DET
ajst-24458	95	8	efficiency	efficiency	NOUN
ajst-24458	95	9	of	of	ADP
ajst-24458	95	10	supply	supply	NOUN
ajst-24458	95	11	chain	chain	NOUN
ajst-24458	95	12	operations	operation	NOUN
ajst-24458	95	13	,	,	PUNCT
ajst-24458	95	14	reduce	reduce	VERB
ajst-24458	95	15	costs	cost	NOUN
ajst-24458	95	16	,	,	PUNCT
ajst-24458	95	17	and	and	CCONJ
ajst-24458	95	18	improve	improve	VERB
ajst-24458	95	19	customer	customer	NOUN
ajst-24458	95	20	service	service	NOUN
ajst-24458	95	21	levels	level	NOUN
ajst-24458	95	22	.	.	PUNCT
ajst-24458	96	1	3.2	3.2	NUM
ajst-24458	96	2	.	.	PUNCT
ajst-24458	96	3	optimization	optimization	NOUN
ajst-24458	96	4	of	of	ADP
ajst-24458	96	5	the	the	DET
ajst-24458	96	6	supply	supply	NOUN
ajst-24458	96	7	chain	chain	NOUN
ajst-24458	96	8	in	in	ADP
ajst-24458	96	9	supply	supply	NOUN
ajst-24458	96	10	chain	chain	NOUN
ajst-24458	96	11	management	management	NOUN
ajst-24458	96	12	,	,	PUNCT
ajst-24458	96	13	forecasting	forecasting	NOUN
ajst-24458	96	14	and	and	CCONJ
ajst-24458	96	15	planning	planning	NOUN
ajst-24458	96	16	are	be	AUX
ajst-24458	96	17	crucial	crucial	ADJ
ajst-24458	96	18	.	.	PUNCT
ajst-24458	97	1	traditional	traditional	ADJ
ajst-24458	97	2	forecasting	forecasting	NOUN
ajst-24458	97	3	methods	method	NOUN
ajst-24458	97	4	often	often	ADV
ajst-24458	97	5	rely	rely	VERB
ajst-24458	97	6	on	on	ADP
ajst-24458	97	7	historical	historical	ADJ
ajst-24458	97	8	data	datum	NOUN
ajst-24458	97	9	and	and	CCONJ
ajst-24458	97	10	manual	manual	ADJ
ajst-24458	97	11	experience	experience	NOUN
ajst-24458	97	12	,	,	PUNCT
ajst-24458	97	13	making	make	VERB
ajst-24458	97	14	it	it	PRON
ajst-24458	97	15	challenging	challenging	ADJ
ajst-24458	97	16	to	to	PART
ajst-24458	97	17	reflect	reflect	VERB
ajst-24458	97	18	market	market	NOUN
ajst-24458	97	19	dynamics	dynamic	NOUN
ajst-24458	97	20	accurately	accurately	ADV
ajst-24458	97	21	.	.	PUNCT
ajst-24458	98	1	however	however	ADV
ajst-24458	98	2	,	,	PUNCT
ajst-24458	98	3	with	with	ADP
ajst-24458	98	4	ai	ai	PROPN
ajst-24458	98	5	technology	technology	NOUN
ajst-24458	98	6	,	,	PUNCT
ajst-24458	98	7	enterprises	enterprise	NOUN
ajst-24458	98	8	can	can	AUX
ajst-24458	98	9	use	use	VERB
ajst-24458	98	10	machine	machine	NOUN
ajst-24458	98	11	learning	learning	NOUN
ajst-24458	98	12	,	,	PUNCT
ajst-24458	98	13	deep	deep	ADJ
ajst-24458	98	14	learning	learning	NOUN
ajst-24458	98	15	,	,	PUNCT
ajst-24458	98	16	and	and	CCONJ
ajst-24458	98	17	other	other	ADJ
ajst-24458	98	18	algorithms	algorithm	NOUN
ajst-24458	98	19	to	to	PART
ajst-24458	98	20	dig	dig	VERB
ajst-24458	98	21	deep	deep	ADV
ajst-24458	98	22	into	into	ADP
ajst-24458	98	23	historical	historical	ADJ
ajst-24458	98	24	data	datum	NOUN
ajst-24458	98	25	and	and	CCONJ
ajst-24458	98	26	combine	combine	VERB
ajst-24458	98	27	market	market	NOUN
ajst-24458	98	28	trends	trend	NOUN
ajst-24458	98	29	,	,	PUNCT
ajst-24458	98	30	consumer	consumer	NOUN
ajst-24458	98	31	behavior	behavior	NOUN
ajst-24458	98	32	,	,	PUNCT
ajst-24458	98	33	and	and	CCONJ
ajst-24458	98	34	other	other	ADJ
ajst-24458	98	35	factors	factor	NOUN
ajst-24458	98	36	to	to	PART
ajst-24458	98	37	build	build	VERB
ajst-24458	98	38	more	more	ADV
ajst-24458	98	39	accurate	accurate	ADJ
ajst-24458	98	40	predictive	predictive	ADJ
ajst-24458	98	41	models	model	NOUN
ajst-24458	98	42	[	[	X
ajst-24458	98	43	26	26	NUM
ajst-24458	98	44	]	]	PUNCT
ajst-24458	98	45	.	.	PUNCT
ajst-24458	99	1	an	an	DET
ajst-24458	99	2	electronics	electronics	NOUN
ajst-24458	99	3	manufacturing	manufacturing	NOUN
ajst-24458	99	4	company	company	NOUN
ajst-24458	99	5	,	,	PUNCT
ajst-24458	99	6	for	for	ADP
ajst-24458	99	7	example	example	NOUN
ajst-24458	99	8	,	,	PUNCT
ajst-24458	99	9	used	use	VERB
ajst-24458	99	10	ai	ai	VERB
ajst-24458	99	11	technology	technology	NOUN
ajst-24458	99	12	to	to	PART
ajst-24458	99	13	automate	automate	VERB
ajst-24458	99	14	demand	demand	NOUN
ajst-24458	99	15	forecasting	forecasting	NOUN
ajst-24458	99	16	.	.	PUNCT
ajst-24458	100	1	deep	deep	ADJ
ajst-24458	100	2	learning	learn	VERB
ajst-24458	100	3	algorithms	algorithm	NOUN
ajst-24458	100	4	analyze	analyze	VERB
ajst-24458	100	5	historical	historical	ADJ
ajst-24458	100	6	sales	sale	NOUN
ajst-24458	100	7	data	datum	NOUN
ajst-24458	100	8	,	,	PUNCT
ajst-24458	100	9	market	market	NOUN
ajst-24458	100	10	trends	trend	NOUN
ajst-24458	100	11	,	,	PUNCT
ajst-24458	100	12	and	and	CCONJ
ajst-24458	100	13	other	other	ADJ
ajst-24458	100	14	relevant	relevant	ADJ
ajst-24458	100	15	factors	factor	NOUN
ajst-24458	100	16	to	to	PART
ajst-24458	100	17	generate	generate	VERB
ajst-24458	100	18	accurate	accurate	ADJ
ajst-24458	100	19	demand	demand	NOUN
ajst-24458	100	20	forecasting	forecasting	NOUN
ajst-24458	100	21	models	model	NOUN
ajst-24458	100	22	.	.	PUNCT
ajst-24458	101	1	the	the	DET
ajst-24458	101	2	model	model	NOUN
ajst-24458	101	3	can	can	AUX
ajst-24458	101	4	be	be	AUX
ajst-24458	101	5	dynamically	dynamically	ADV
ajst-24458	101	6	adjusted	adjust	VERB
ajst-24458	101	7	based	base	VERB
ajst-24458	101	8	on	on	ADP
ajst-24458	101	9	real	real	ADJ
ajst-24458	101	10	-	-	PUNCT
ajst-24458	101	11	time	time	NOUN
ajst-24458	101	12	market	market	NOUN
ajst-24458	101	13	information	information	NOUN
ajst-24458	101	14	and	and	CCONJ
ajst-24458	101	15	consumer	consumer	NOUN
ajst-24458	101	16	behaviour	behaviour	NOUN
ajst-24458	101	17	to	to	PART
ajst-24458	101	18	capture	capture	VERB
ajst-24458	101	19	changes	change	NOUN
ajst-24458	101	20	in	in	ADP
ajst-24458	101	21	demand	demand	NOUN
ajst-24458	101	22	better	well	ADV
ajst-24458	101	23	.	.	PUNCT
ajst-24458	102	1	according	accord	VERB
ajst-24458	102	2	to	to	ADP
ajst-24458	102	3	statistics	statistic	NOUN
ajst-24458	102	4	,	,	PUNCT
ajst-24458	102	5	after	after	ADP
ajst-24458	102	6	implementing	implement	VERB
ajst-24458	102	7	the	the	DET
ajst-24458	102	8	ai	ai	PROPN
ajst-24458	102	9	forecasting	forecasting	NOUN
ajst-24458	102	10	model	model	NOUN
ajst-24458	102	11	,	,	PUNCT
ajst-24458	102	12	the	the	DET
ajst-24458	102	13	company	company	NOUN
ajst-24458	102	14	's	's	PART
ajst-24458	102	15	prediction	prediction	NOUN
ajst-24458	102	16	accuracy	accuracy	NOUN
ajst-24458	102	17	has	have	AUX
ajst-24458	102	18	improved	improve	VERB
ajst-24458	102	19	by	by	ADP
ajst-24458	102	20	nearly	nearly	ADV
ajst-24458	102	21	30	30	NUM
ajst-24458	102	22	%	%	NOUN
ajst-24458	102	23	while	while	SCONJ
ajst-24458	102	24	reducing	reduce	VERB
ajst-24458	102	25	the	the	DET
ajst-24458	102	26	risk	risk	NOUN
ajst-24458	102	27	of	of	ADP
ajst-24458	102	28	overproduction	overproduction	NOUN
ajst-24458	102	29	and	and	CCONJ
ajst-24458	102	30	inventory	inventory	NOUN
ajst-24458	102	31	overhang	overhang	NOUN
ajst-24458	102	32	.	.	PUNCT
ajst-24458	103	1	ai	ai	AUX
ajst-24458	103	2	also	also	ADV
ajst-24458	103	3	plays	play	VERB
ajst-24458	103	4	a	a	DET
ajst-24458	103	5	vital	vital	ADJ
ajst-24458	103	6	role	role	NOUN
ajst-24458	103	7	in	in	ADP
ajst-24458	103	8	production	production	NOUN
ajst-24458	103	9	planning	planning	NOUN
ajst-24458	103	10	.	.	PUNCT
ajst-24458	104	1	companies	company	NOUN
ajst-24458	104	2	can	can	AUX
ajst-24458	104	3	make	make	VERB
ajst-24458	104	4	production	production	NOUN
ajst-24458	104	5	plans	plan	NOUN
ajst-24458	104	6	based	base	VERB
ajst-24458	104	7	on	on	ADP
ajst-24458	104	8	demand	demand	NOUN
ajst-24458	104	9	4	4	NUM
ajst-24458	104	10	forecasts	forecast	NOUN
ajst-24458	104	11	and	and	CCONJ
ajst-24458	104	12	other	other	ADJ
ajst-24458	104	13	factors	factor	NOUN
ajst-24458	104	14	and	and	CCONJ
ajst-24458	104	15	adjust	adjust	VERB
ajst-24458	104	16	production	production	NOUN
ajst-24458	104	17	processes	process	NOUN
ajst-24458	104	18	in	in	ADP
ajst-24458	104	19	real	real	ADJ
ajst-24458	104	20	-	-	PUNCT
ajst-24458	104	21	time	time	NOUN
ajst-24458	104	22	through	through	ADP
ajst-24458	104	23	automated	automate	VERB
ajst-24458	104	24	monitoring	monitoring	NOUN
ajst-24458	104	25	to	to	PART
ajst-24458	104	26	avoid	avoid	VERB
ajst-24458	104	27	overproduction	overproduction	NOUN
ajst-24458	104	28	or	or	CCONJ
ajst-24458	104	29	underproduction	underproduction	NOUN
ajst-24458	104	30	.	.	PUNCT
ajst-24458	105	1	[	[	X
ajst-24458	105	2	27]ai	27]ai	NUM
ajst-24458	105	3	-	-	PUNCT
ajst-24458	105	4	based	base	VERB
ajst-24458	105	5	production	production	NOUN
ajst-24458	105	6	planning	planning	NOUN
ajst-24458	105	7	improves	improve	VERB
ajst-24458	105	8	production	production	NOUN
ajst-24458	105	9	efficiency	efficiency	NOUN
ajst-24458	105	10	,	,	PUNCT
ajst-24458	105	11	reduces	reduce	VERB
ajst-24458	105	12	inventory	inventory	NOUN
ajst-24458	105	13	costs	cost	NOUN
ajst-24458	105	14	,	,	PUNCT
ajst-24458	105	15	and	and	CCONJ
ajst-24458	105	16	enhances	enhance	VERB
ajst-24458	105	17	enterprises	enterprise	NOUN
ajst-24458	105	18	'	'	PART
ajst-24458	105	19	market	market	NOUN
ajst-24458	105	20	competitiveness	competitiveness	NOUN
ajst-24458	105	21	.	.	PUNCT
ajst-24458	106	1	3.3	3.3	NUM
ajst-24458	106	2	.	.	PUNCT
ajst-24458	107	1	sustainable	sustainable	ADJ
ajst-24458	107	2	supply	supply	NOUN
ajst-24458	107	3	chain	chain	NOUN
ajst-24458	107	4	management	management	NOUN
ajst-24458	107	5	sustainable	sustainable	ADJ
ajst-24458	107	6	development	development	NOUN
ajst-24458	107	7	has	have	AUX
ajst-24458	107	8	become	become	VERB
ajst-24458	107	9	the	the	DET
ajst-24458	107	10	consensus	consensus	NOUN
ajst-24458	107	11	of	of	ADP
ajst-24458	107	12	major	major	ADJ
ajst-24458	107	13	economies	economy	NOUN
ajst-24458	107	14	today	today	NOUN
ajst-24458	107	15	,	,	PUNCT
ajst-24458	107	16	and	and	CCONJ
ajst-24458	107	17	supply	supply	NOUN
ajst-24458	107	18	chain	chain	NOUN
ajst-24458	107	19	management	management	NOUN
ajst-24458	107	20	,	,	PUNCT
ajst-24458	107	21	as	as	ADP
ajst-24458	107	22	one	one	NUM
ajst-24458	107	23	of	of	ADP
ajst-24458	107	24	the	the	DET
ajst-24458	107	25	main	main	ADJ
ajst-24458	107	26	components	component	NOUN
ajst-24458	107	27	of	of	ADP
ajst-24458	107	28	enterprise	enterprise	NOUN
ajst-24458	107	29	operations	operation	NOUN
ajst-24458	107	30	,	,	PUNCT
ajst-24458	107	31	is	be	AUX
ajst-24458	107	32	naturally	naturally	ADV
ajst-24458	107	33	strongly	strongly	ADV
ajst-24458	107	34	influenced	influence	VERB
ajst-24458	107	35	by	by	ADP
ajst-24458	107	36	sustainable	sustainable	ADJ
ajst-24458	107	37	development	development	NOUN
ajst-24458	107	38	.	.	PUNCT
ajst-24458	108	1	in	in	ADP
ajst-24458	108	2	procurement	procurement	NOUN
ajst-24458	108	3	and	and	CCONJ
ajst-24458	108	4	logistics	logistic	NOUN
ajst-24458	108	5	,	,	PUNCT
ajst-24458	108	6	enterprises	enterprise	NOUN
ajst-24458	108	7	need	need	VERB
ajst-24458	108	8	to	to	PART
ajst-24458	108	9	consume	consume	VERB
ajst-24458	108	10	a	a	DET
ajst-24458	108	11	lot	lot	NOUN
ajst-24458	108	12	of	of	ADP
ajst-24458	108	13	material	material	NOUN
ajst-24458	108	14	and	and	CCONJ
ajst-24458	108	15	energy	energy	NOUN
ajst-24458	108	16	resources	resource	NOUN
ajst-24458	108	17	,	,	PUNCT
ajst-24458	108	18	which	which	PRON
ajst-24458	108	19	will	will	AUX
ajst-24458	108	20	cause	cause	VERB
ajst-24458	108	21	a	a	DET
ajst-24458	108	22	significant	significant	ADJ
ajst-24458	108	23	burden	burden	NOUN
ajst-24458	108	24	on	on	ADP
ajst-24458	108	25	the	the	DET
ajst-24458	108	26	environment[28	environment[28	NOUN
ajst-24458	108	27	]	]	PUNCT
ajst-24458	108	28	.	.	PUNCT
ajst-24458	109	1	sustainable	sustainable	ADJ
ajst-24458	109	2	development	development	NOUN
ajst-24458	109	3	means	mean	VERB
ajst-24458	109	4	enterprises	enterprise	NOUN
ajst-24458	109	5	must	must	AUX
ajst-24458	109	6	use	use	VERB
ajst-24458	109	7	resources	resource	NOUN
ajst-24458	109	8	under	under	ADP
ajst-24458	109	9	sustainability	sustainability	NOUN
ajst-24458	109	10	,	,	PUNCT
ajst-24458	109	11	develop	develop	VERB
ajst-24458	109	12	productivity	productivity	NOUN
ajst-24458	109	13	and	and	CCONJ
ajst-24458	109	14	product	product	NOUN
ajst-24458	109	15	design	design	NOUN
ajst-24458	109	16	,	,	PUNCT
ajst-24458	109	17	reduce	reduce	VERB
ajst-24458	109	18	waste	waste	NOUN
ajst-24458	109	19	,	,	PUNCT
ajst-24458	109	20	waste	waste	NOUN
ajst-24458	109	21	treatment	treatment	NOUN
ajst-24458	109	22	,	,	PUNCT
ajst-24458	109	23	continuous	continuous	ADJ
ajst-24458	109	24	improvement	improvement	NOUN
ajst-24458	109	25	,	,	PUNCT
ajst-24458	109	26	and	and	CCONJ
ajst-24458	109	27	other	other	ADJ
ajst-24458	109	28	aspects	aspect	NOUN
ajst-24458	109	29	of	of	ADP
ajst-24458	109	30	environmental	environmental	ADJ
ajst-24458	109	31	hazards	hazard	NOUN
ajst-24458	109	32	and	and	CCONJ
ajst-24458	109	33	remediation	remediation	NOUN
ajst-24458	109	34	measures	measure	NOUN
ajst-24458	109	35	to	to	PART
ajst-24458	109	36	reduce	reduce	VERB
ajst-24458	109	37	resource	resource	NOUN
ajst-24458	109	38	waste	waste	NOUN
ajst-24458	109	39	and	and	CCONJ
ajst-24458	109	40	environmental	environmental	ADJ
ajst-24458	109	41	pollution	pollution	NOUN
ajst-24458	109	42	.	.	PUNCT
ajst-24458	110	1	as	as	SCONJ
ajst-24458	110	2	more	more	ADJ
ajst-24458	110	3	and	and	CCONJ
ajst-24458	110	4	more	more	ADJ
ajst-24458	110	5	countries	country	NOUN
ajst-24458	110	6	and	and	CCONJ
ajst-24458	110	7	institutions	institution	NOUN
ajst-24458	110	8	pay	pay	VERB
ajst-24458	110	9	attention	attention	NOUN
ajst-24458	110	10	to	to	ADP
ajst-24458	110	11	environmental	environmental	ADJ
ajst-24458	110	12	,	,	PUNCT
ajst-24458	110	13	social	social	ADJ
ajst-24458	110	14	,	,	PUNCT
ajst-24458	110	15	and	and	CCONJ
ajst-24458	110	16	economic	economic	ADJ
ajst-24458	110	17	sustainability	sustainability	NOUN
ajst-24458	110	18	,	,	PUNCT
ajst-24458	110	19	many	many	ADJ
ajst-24458	110	20	regulatory	regulatory	ADJ
ajst-24458	110	21	and	and	CCONJ
ajst-24458	110	22	financial	financial	ADJ
ajst-24458	110	23	institutions	institution	NOUN
ajst-24458	110	24	,	,	PUNCT
ajst-24458	110	25	and	and	CCONJ
ajst-24458	110	26	even	even	ADV
ajst-24458	110	27	consumers	consumer	NOUN
ajst-24458	110	28	,	,	PUNCT
ajst-24458	110	29	are	be	AUX
ajst-24458	110	30	forcing	force	VERB
ajst-24458	110	31	companies	company	NOUN
ajst-24458	110	32	to	to	PART
ajst-24458	110	33	prove	prove	VERB
ajst-24458	110	34	their	their	PRON
ajst-24458	110	35	commitment	commitment	NOUN
ajst-24458	110	36	to	to	ADP
ajst-24458	110	37	it	it	PRON
ajst-24458	110	38	.	.	PUNCT
ajst-24458	111	1	with	with	ADP
ajst-24458	111	2	the	the	DET
ajst-24458	111	3	continuous	continuous	ADJ
ajst-24458	111	4	improvement	improvement	NOUN
ajst-24458	111	5	of	of	ADP
ajst-24458	111	6	regulatory	regulatory	ADJ
ajst-24458	111	7	regulations	regulation	NOUN
ajst-24458	111	8	and	and	CCONJ
ajst-24458	111	9	consumer	consumer	NOUN
ajst-24458	111	10	expectations	expectation	NOUN
ajst-24458	111	11	,	,	PUNCT
ajst-24458	111	12	enterprises	enterprise	NOUN
ajst-24458	111	13	should	should	AUX
ajst-24458	111	14	resolve	resolve	VERB
ajst-24458	111	15	regulatory	regulatory	ADJ
ajst-24458	111	16	and	and	CCONJ
ajst-24458	111	17	financial	financial	ADJ
ajst-24458	111	18	risks	risk	NOUN
ajst-24458	111	19	and	and	CCONJ
ajst-24458	111	20	strive	strive	VERB
ajst-24458	111	21	to	to	PART
ajst-24458	111	22	adjust	adjust	VERB
ajst-24458	111	23	better	well	ADV
ajst-24458	111	24	and	and	CCONJ
ajst-24458	111	25	standardize	standardize	VERB
ajst-24458	111	26	supply	supply	NOUN
ajst-24458	111	27	chain	chain	NOUN
ajst-24458	111	28	management[29	management[29	NOUN
ajst-24458	111	29	]	]	PUNCT
ajst-24458	111	30	.	.	PUNCT
ajst-24458	112	1	in	in	ADP
ajst-24458	112	2	summary	summary	NOUN
ajst-24458	112	3	,	,	PUNCT
ajst-24458	112	4	with	with	ADP
ajst-24458	112	5	the	the	DET
ajst-24458	112	6	development	development	NOUN
ajst-24458	112	7	of	of	ADP
ajst-24458	112	8	science	science	NOUN
ajst-24458	112	9	and	and	CCONJ
ajst-24458	112	10	technology	technology	NOUN
ajst-24458	112	11	and	and	CCONJ
ajst-24458	112	12	the	the	DET
ajst-24458	112	13	increasing	increase	VERB
ajst-24458	112	14	prominence	prominence	NOUN
ajst-24458	112	15	of	of	ADP
ajst-24458	112	16	environmental	environmental	ADJ
ajst-24458	112	17	problems	problem	NOUN
ajst-24458	112	18	,	,	PUNCT
ajst-24458	112	19	supply	supply	NOUN
ajst-24458	112	20	chain	chain	NOUN
ajst-24458	112	21	management	management	NOUN
ajst-24458	112	22	will	will	AUX
ajst-24458	112	23	gradually	gradually	ADV
ajst-24458	112	24	become	become	VERB
ajst-24458	112	25	intelligent	intelligent	ADJ
ajst-24458	112	26	,	,	PUNCT
ajst-24458	112	27	sustainable	sustainable	ADJ
ajst-24458	112	28	,	,	PUNCT
ajst-24458	112	29	and	and	CCONJ
ajst-24458	112	30	global	global	ADJ
ajst-24458	112	31	.	.	PUNCT
ajst-24458	113	1	[	[	X
ajst-24458	113	2	30]this	30]this	PRON
ajst-24458	113	3	will	will	AUX
ajst-24458	113	4	bring	bring	VERB
ajst-24458	113	5	many	many	ADJ
ajst-24458	113	6	opportunities	opportunity	NOUN
ajst-24458	113	7	and	and	CCONJ
ajst-24458	113	8	challenges	challenge	NOUN
ajst-24458	113	9	to	to	ADP
ajst-24458	113	10	the	the	DET
ajst-24458	113	11	enterprise	enterprise	NOUN
ajst-24458	113	12	,	,	PUNCT
ajst-24458	113	13	which	which	PRON
ajst-24458	113	14	is	be	AUX
ajst-24458	113	15	only	only	ADV
ajst-24458	113	16	in	in	ADP
ajst-24458	113	17	line	line	NOUN
ajst-24458	113	18	with	with	ADP
ajst-24458	113	19	the	the	DET
ajst-24458	113	20	trend	trend	NOUN
ajst-24458	113	21	of	of	ADP
ajst-24458	113	22	developing	develop	VERB
ajst-24458	113	23	appropriate	appropriate	ADJ
ajst-24458	113	24	strategic	strategic	ADJ
ajst-24458	113	25	critical	critical	ADJ
ajst-24458	113	26	measures	measure	NOUN
ajst-24458	113	27	to	to	PART
ajst-24458	113	28	be	be	AUX
ajst-24458	113	29	invincible	invincible	ADJ
ajst-24458	113	30	in	in	ADP
ajst-24458	113	31	this	this	DET
ajst-24458	113	32	era	era	NOUN
ajst-24458	113	33	of	of	ADP
ajst-24458	113	34	constant	constant	ADJ
ajst-24458	113	35	change	change	NOUN
ajst-24458	113	36	.	.	PUNCT
ajst-24458	114	1	4	4	X
ajst-24458	114	2	.	.	X
ajst-24458	114	3	conclusion	conclusion	NOUN
ajst-24458	114	4	machine	machine	NOUN
ajst-24458	114	5	learning	learning	NOUN
ajst-24458	114	6	technology	technology	NOUN
ajst-24458	114	7	has	have	VERB
ajst-24458	114	8	the	the	DET
ajst-24458	114	9	potential	potential	NOUN
ajst-24458	114	10	to	to	PART
ajst-24458	114	11	revolutionize	revolutionize	VERB
ajst-24458	114	12	supply	supply	NOUN
ajst-24458	114	13	chain	chain	NOUN
ajst-24458	114	14	demand	demand	NOUN
ajst-24458	114	15	forecasting	forecasting	NOUN
ajst-24458	114	16	and	and	CCONJ
ajst-24458	114	17	help	help	VERB
ajst-24458	114	18	enterprises	enterprise	NOUN
ajst-24458	114	19	optimize	optimize	VERB
ajst-24458	114	20	supply	supply	NOUN
ajst-24458	114	21	chain	chain	NOUN
ajst-24458	114	22	management	management	NOUN
ajst-24458	114	23	.	.	PUNCT
ajst-24458	115	1	in	in	ADP
ajst-24458	115	2	today	today	NOUN
ajst-24458	115	3	's	's	PART
ajst-24458	115	4	competitive	competitive	ADJ
ajst-24458	115	5	environment	environment	NOUN
ajst-24458	115	6	,	,	PUNCT
ajst-24458	115	7	the	the	DET
ajst-24458	115	8	challenge	challenge	NOUN
ajst-24458	115	9	for	for	ADP
ajst-24458	115	10	businesses	business	NOUN
ajst-24458	115	11	is	be	AUX
ajst-24458	115	12	not	not	PART
ajst-24458	115	13	only	only	ADV
ajst-24458	115	14	to	to	PART
ajst-24458	115	15	provide	provide	VERB
ajst-24458	115	16	quality	quality	NOUN
ajst-24458	115	17	products	product	NOUN
ajst-24458	115	18	but	but	CCONJ
ajst-24458	115	19	,	,	PUNCT
ajst-24458	115	20	more	more	ADV
ajst-24458	115	21	importantly	importantly	ADV
ajst-24458	115	22	,	,	PUNCT
ajst-24458	115	23	to	to	PART
ajst-24458	115	24	provide	provide	VERB
ajst-24458	115	25	efficient	efficient	ADJ
ajst-24458	115	26	supply	supply	NOUN
ajst-24458	115	27	chain	chain	NOUN
ajst-24458	115	28	services	service	NOUN
ajst-24458	115	29	and	and	CCONJ
ajst-24458	115	30	accurate	accurate	ADJ
ajst-24458	115	31	information	information	NOUN
ajst-24458	115	32	to	to	PART
ajst-24458	115	33	ensure	ensure	VERB
ajst-24458	115	34	maximum	maximum	ADJ
ajst-24458	115	35	customer	customer	NOUN
ajst-24458	115	36	value	value	NOUN
ajst-24458	115	37	,	,	PUNCT
ajst-24458	115	38	achieve	achieve	VERB
ajst-24458	115	39	sustainable	sustainable	ADJ
ajst-24458	115	40	development	development	NOUN
ajst-24458	115	41	,	,	PUNCT
ajst-24458	115	42	and	and	CCONJ
ajst-24458	115	43	maintain	maintain	VERB
ajst-24458	115	44	a	a	DET
ajst-24458	115	45	competitive	competitive	ADJ
ajst-24458	115	46	advantage	advantage	NOUN
ajst-24458	115	47	.	.	PUNCT
ajst-24458	116	1	by	by	ADP
ajst-24458	116	2	leveraging	leverage	VERB
ajst-24458	116	3	machine	machine	NOUN
ajst-24458	116	4	learning	learning	NOUN
ajst-24458	116	5	algorithms	algorithm	NOUN
ajst-24458	116	6	,	,	PUNCT
ajst-24458	116	7	businesses	business	NOUN
ajst-24458	116	8	can	can	AUX
ajst-24458	116	9	get	get	VERB
ajst-24458	116	10	more	more	ADV
ajst-24458	116	11	accurate	accurate	ADJ
ajst-24458	116	12	demand	demand	NOUN
ajst-24458	116	13	forecasts	forecast	NOUN
ajst-24458	116	14	.	.	PUNCT
ajst-24458	117	1	these	these	DET
ajst-24458	117	2	algorithms	algorithm	NOUN
ajst-24458	117	3	can	can	AUX
ajst-24458	117	4	process	process	VERB
ajst-24458	117	5	large	large	ADJ
ajst-24458	117	6	and	and	CCONJ
ajst-24458	117	7	complex	complex	ADJ
ajst-24458	117	8	data	datum	NOUN
ajst-24458	117	9	sets	set	NOUN
ajst-24458	117	10	,	,	PUNCT
ajst-24458	117	11	automatically	automatically	ADV
ajst-24458	117	12	identifying	identify	VERB
ajst-24458	117	13	and	and	CCONJ
ajst-24458	117	14	extracting	extract	VERB
ajst-24458	117	15	patterns	pattern	NOUN
ajst-24458	117	16	and	and	CCONJ
ajst-24458	117	17	trends	trend	NOUN
ajst-24458	117	18	in	in	ADP
ajst-24458	117	19	the	the	DET
ajst-24458	117	20	data	datum	NOUN
ajst-24458	117	21	to	to	PART
ajst-24458	117	22	help	help	VERB
ajst-24458	117	23	businesses	business	NOUN
ajst-24458	117	24	make	make	VERB
ajst-24458	117	25	data	datum	NOUN
ajst-24458	117	26	-	-	PUNCT
ajst-24458	117	27	driven	drive	VERB
ajst-24458	117	28	decisions	decision	NOUN
ajst-24458	117	29	.	.	PUNCT
ajst-24458	118	1	for	for	ADP
ajst-24458	118	2	example	example	NOUN
ajst-24458	118	3	,	,	PUNCT
ajst-24458	118	4	k	k	PROPN
ajst-24458	118	5	-	-	PUNCT
ajst-24458	118	6	nn	nn	ADJ
ajst-24458	118	7	algorithms	algorithm	NOUN
ajst-24458	118	8	can	can	AUX
ajst-24458	118	9	help	help	VERB
ajst-24458	118	10	predict	predict	VERB
ajst-24458	118	11	the	the	DET
ajst-24458	118	12	market	market	NOUN
ajst-24458	118	13	performance	performance	NOUN
ajst-24458	118	14	of	of	ADP
ajst-24458	118	15	new	new	ADJ
ajst-24458	118	16	products	product	NOUN
ajst-24458	118	17	.	.	PUNCT
ajst-24458	119	1	in	in	ADP
ajst-24458	119	2	contrast	contrast	NOUN
ajst-24458	119	3	,	,	PUNCT
ajst-24458	119	4	k	k	X
ajst-24458	119	5	-	-	PUNCT
ajst-24458	119	6	means	mean	VERB
ajst-24458	119	7	clustering	cluster	VERB
ajst-24458	119	8	algorithms	algorithm	NOUN
ajst-24458	119	9	can	can	AUX
ajst-24458	119	10	optimize	optimize	VERB
ajst-24458	119	11	the	the	DET
ajst-24458	119	12	location	location	NOUN
ajst-24458	119	13	of	of	ADP
ajst-24458	119	14	distribution	distribution	NOUN
ajst-24458	119	15	centers	center	NOUN
ajst-24458	119	16	and	and	CCONJ
ajst-24458	119	17	the	the	DET
ajst-24458	119	18	profitability	profitability	NOUN
ajst-24458	119	19	of	of	ADP
ajst-24458	119	20	supply	supply	NOUN
ajst-24458	119	21	chains	chain	NOUN
ajst-24458	119	22	.	.	PUNCT
ajst-24458	120	1	these	these	DET
ajst-24458	120	2	applications	application	NOUN
ajst-24458	120	3	can	can	AUX
ajst-24458	120	4	reduce	reduce	VERB
ajst-24458	120	5	operating	operating	NOUN
ajst-24458	120	6	costs	cost	NOUN
ajst-24458	120	7	,	,	PUNCT
ajst-24458	120	8	increase	increase	VERB
ajst-24458	120	9	efficiency	efficiency	NOUN
ajst-24458	120	10	,	,	PUNCT
ajst-24458	120	11	improve	improve	VERB
ajst-24458	120	12	customer	customer	NOUN
ajst-24458	120	13	service	service	NOUN
ajst-24458	120	14	,	,	PUNCT
ajst-24458	120	15	and	and	CCONJ
ajst-24458	120	16	enhance	enhance	VERB
ajst-24458	120	17	customer	customer	NOUN
ajst-24458	120	18	satisfaction	satisfaction	NOUN
ajst-24458	120	19	and	and	CCONJ
ajst-24458	120	20	loyalty	loyalty	NOUN
ajst-24458	120	21	.	.	PUNCT
ajst-24458	121	1	while	while	SCONJ
ajst-24458	121	2	there	there	PRON
ajst-24458	121	3	are	be	VERB
ajst-24458	121	4	challenges	challenge	NOUN
ajst-24458	121	5	in	in	ADP
ajst-24458	121	6	implementing	implement	VERB
ajst-24458	121	7	machine	machine	NOUN
ajst-24458	121	8	learning	learn	VERB
ajst-24458	121	9	solutions	solution	NOUN
ajst-24458	121	10	,	,	PUNCT
ajst-24458	121	11	such	such	ADJ
ajst-24458	121	12	as	as	ADP
ajst-24458	121	13	data	datum	NOUN
ajst-24458	121	14	quality	quality	NOUN
ajst-24458	121	15	and	and	CCONJ
ajst-24458	121	16	availability	availability	NOUN
ajst-24458	121	17	issues	issue	NOUN
ajst-24458	121	18	,	,	PUNCT
ajst-24458	121	19	these	these	PRON
ajst-24458	121	20	can	can	AUX
ajst-24458	121	21	be	be	AUX
ajst-24458	121	22	solved	solve	VERB
ajst-24458	121	23	with	with	ADP
ajst-24458	121	24	proper	proper	ADJ
ajst-24458	121	25	planning	planning	NOUN
ajst-24458	121	26	and	and	CCONJ
ajst-24458	121	27	deployment	deployment	NOUN
ajst-24458	121	28	.	.	PUNCT
ajst-24458	122	1	businesses	business	NOUN
ajst-24458	122	2	need	need	VERB
ajst-24458	122	3	to	to	PART
ajst-24458	122	4	ensure	ensure	VERB
ajst-24458	122	5	that	that	SCONJ
ajst-24458	122	6	data	datum	NOUN
ajst-24458	122	7	is	be	AUX
ajst-24458	122	8	standardized	standardize	VERB
ajst-24458	122	9	and	and	CCONJ
ajst-24458	122	10	cleaned	clean	VERB
ajst-24458	122	11	to	to	PART
ajst-24458	122	12	improve	improve	VERB
ajst-24458	122	13	the	the	DET
ajst-24458	122	14	accuracy	accuracy	NOUN
ajst-24458	122	15	of	of	ADP
ajst-24458	122	16	machine	machine	NOUN
ajst-24458	122	17	learning	learn	VERB
ajst-24458	122	18	algorithms	algorithm	NOUN
ajst-24458	122	19	.	.	PUNCT
ajst-24458	123	1	at	at	ADP
ajst-24458	123	2	the	the	DET
ajst-24458	123	3	same	same	ADJ
ajst-24458	123	4	time	time	NOUN
ajst-24458	123	5	,	,	PUNCT
ajst-24458	123	6	enterprises	enterprise	NOUN
ajst-24458	123	7	also	also	ADV
ajst-24458	123	8	need	need	VERB
ajst-24458	123	9	to	to	PART
ajst-24458	123	10	build	build	VERB
ajst-24458	123	11	a	a	DET
ajst-24458	123	12	robust	robust	ADJ
ajst-24458	123	13	data	datum	NOUN
ajst-24458	123	14	management	management	NOUN
ajst-24458	123	15	and	and	CCONJ
ajst-24458	123	16	analytics	analytic	NOUN
ajst-24458	123	17	infrastructure	infrastructure	NOUN
ajst-24458	123	18	to	to	PART
ajst-24458	123	19	support	support	VERB
ajst-24458	123	20	the	the	DET
ajst-24458	123	21	development	development	NOUN
ajst-24458	123	22	and	and	CCONJ
ajst-24458	123	23	application	application	NOUN
ajst-24458	123	24	of	of	ADP
ajst-24458	123	25	machine	machine	NOUN
ajst-24458	123	26	learning	learning	NOUN
ajst-24458	123	27	models	model	NOUN
ajst-24458	123	28	.	.	PUNCT
ajst-24458	124	1	enterprises	enterprise	NOUN
ajst-24458	124	2	that	that	PRON
ajst-24458	124	3	successfully	successfully	ADV
ajst-24458	124	4	implement	implement	VERB
ajst-24458	124	5	supply	supply	NOUN
ajst-24458	124	6	chain	chain	NOUN
ajst-24458	124	7	machine	machine	NOUN
ajst-24458	124	8	learning	learn	VERB
ajst-24458	124	9	solutions	solution	NOUN
ajst-24458	124	10	will	will	AUX
ajst-24458	124	11	be	be	AUX
ajst-24458	124	12	ahead	ahead	ADV
ajst-24458	124	13	of	of	ADP
ajst-24458	124	14	the	the	DET
ajst-24458	124	15	game	game	NOUN
ajst-24458	124	16	in	in	ADP
ajst-24458	124	17	today	today	NOUN
ajst-24458	124	18	's	's	PART
ajst-24458	124	19	fast	fast	ADV
ajst-24458	124	20	-	-	PUNCT
ajst-24458	124	21	paced	pace	VERB
ajst-24458	124	22	market	market	NOUN
ajst-24458	124	23	.	.	PUNCT
ajst-24458	125	1	these	these	DET
ajst-24458	125	2	companies	company	NOUN
ajst-24458	125	3	are	be	AUX
ajst-24458	125	4	not	not	PART
ajst-24458	125	5	only	only	ADV
ajst-24458	125	6	able	able	ADJ
ajst-24458	125	7	to	to	PART
ajst-24458	125	8	respond	respond	VERB
ajst-24458	125	9	quickly	quickly	ADV
ajst-24458	125	10	to	to	ADP
ajst-24458	125	11	market	market	NOUN
ajst-24458	125	12	changes	change	NOUN
ajst-24458	125	13	and	and	CCONJ
ajst-24458	125	14	optimize	optimize	VERB
ajst-24458	125	15	supply	supply	NOUN
ajst-24458	125	16	chain	chain	NOUN
ajst-24458	125	17	processes	process	NOUN
ajst-24458	125	18	,	,	PUNCT
ajst-24458	125	19	but	but	CCONJ
ajst-24458	125	20	they	they	PRON
ajst-24458	125	21	are	be	AUX
ajst-24458	125	22	also	also	ADV
ajst-24458	125	23	able	able	ADJ
ajst-24458	125	24	to	to	PART
ajst-24458	125	25	enhance	enhance	VERB
ajst-24458	125	26	their	their	PRON
ajst-24458	125	27	competitiveness	competitiveness	NOUN
ajst-24458	125	28	through	through	ADP
ajst-24458	125	29	data	data	NOUN
ajst-24458	125	30	-	-	PUNCT
ajst-24458	125	31	driven	drive	VERB
ajst-24458	125	32	decision	decision	NOUN
ajst-24458	125	33	-	-	PUNCT
ajst-24458	125	34	making	making	NOUN
ajst-24458	125	35	.	.	PUNCT
ajst-24458	126	1	machine	machine	NOUN
ajst-24458	126	2	learning	learning	NOUN
ajst-24458	126	3	technology	technology	NOUN
ajst-24458	126	4	will	will	AUX
ajst-24458	126	5	become	become	VERB
ajst-24458	126	6	an	an	DET
ajst-24458	126	7	essential	essential	ADJ
ajst-24458	126	8	tool	tool	NOUN
ajst-24458	126	9	for	for	SCONJ
ajst-24458	126	10	enterprises	enterprise	NOUN
ajst-24458	126	11	to	to	PART
ajst-24458	126	12	realize	realize	VERB
ajst-24458	126	13	intelligent	intelligent	ADJ
ajst-24458	126	14	supply	supply	NOUN
ajst-24458	126	15	chain	chain	NOUN
ajst-24458	126	16	management	management	NOUN
ajst-24458	126	17	and	and	CCONJ
ajst-24458	126	18	promote	promote	VERB
ajst-24458	126	19	the	the	DET
ajst-24458	126	20	transformation	transformation	NOUN
ajst-24458	126	21	of	of	ADP
ajst-24458	126	22	supply	supply	NOUN
ajst-24458	126	23	chain	chain	NOUN
ajst-24458	126	24	management	management	NOUN
ajst-24458	126	25	from	from	ADP
ajst-24458	126	26	a	a	DET
ajst-24458	126	27	traditional	traditional	NOUN
ajst-24458	126	28	to	to	ADP
ajst-24458	126	29	a	a	DET
ajst-24458	126	30	modern	modern	ADJ
ajst-24458	126	31	and	and	CCONJ
ajst-24458	126	32	intelligent	intelligent	ADJ
ajst-24458	126	33	mode	mode	NOUN
ajst-24458	126	34	.	.	PUNCT
ajst-24458	127	1	in	in	ADP
ajst-24458	127	2	short	short	ADJ
ajst-24458	127	3	,	,	PUNCT
ajst-24458	127	4	with	with	ADP
ajst-24458	127	5	the	the	DET
ajst-24458	127	6	continuous	continuous	ADJ
ajst-24458	127	7	development	development	NOUN
ajst-24458	127	8	and	and	CCONJ
ajst-24458	127	9	application	application	NOUN
ajst-24458	127	10	of	of	ADP
ajst-24458	127	11	machine	machine	NOUN
ajst-24458	127	12	learning	learn	VERB
ajst-24458	127	13	technology	technology	NOUN
ajst-24458	127	14	,	,	PUNCT
ajst-24458	127	15	supply	supply	NOUN
ajst-24458	127	16	chain	chain	NOUN
ajst-24458	127	17	management	management	NOUN
ajst-24458	127	18	will	will	AUX
ajst-24458	127	19	usher	usher	VERB
ajst-24458	127	20	in	in	ADP
ajst-24458	127	21	new	new	ADJ
ajst-24458	127	22	changes	change	NOUN
ajst-24458	127	23	.	.	PUNCT
ajst-24458	128	1	enterprises	enterprise	NOUN
ajst-24458	128	2	must	must	AUX
ajst-24458	128	3	seize	seize	VERB
ajst-24458	128	4	this	this	DET
ajst-24458	128	5	opportunity	opportunity	NOUN
ajst-24458	128	6	and	and	CCONJ
ajst-24458	128	7	actively	actively	ADV
ajst-24458	128	8	explore	explore	VERB
ajst-24458	128	9	and	and	CCONJ
ajst-24458	128	10	apply	apply	VERB
ajst-24458	128	11	machine	machine	NOUN
ajst-24458	128	12	learning	learn	VERB
ajst-24458	128	13	technology	technology	NOUN
ajst-24458	128	14	to	to	PART
ajst-24458	128	15	optimize	optimize	VERB
ajst-24458	128	16	and	and	CCONJ
ajst-24458	128	17	upgrade	upgrade	VERB
ajst-24458	128	18	supply	supply	NOUN
ajst-24458	128	19	chain	chain	NOUN
ajst-24458	128	20	management	management	NOUN
ajst-24458	128	21	to	to	PART
ajst-24458	128	22	maintain	maintain	VERB
ajst-24458	128	23	a	a	DET
ajst-24458	128	24	leading	lead	VERB
ajst-24458	128	25	position	position	NOUN
ajst-24458	128	26	in	in	ADP
ajst-24458	128	27	the	the	DET
ajst-24458	128	28	fierce	fierce	ADJ
ajst-24458	128	29	market	market	NOUN
ajst-24458	128	30	competition	competition	NOUN
ajst-24458	128	31	and	and	CCONJ
ajst-24458	128	32	achieve	achieve	VERB
ajst-24458	128	33	continuous	continuous	ADJ
ajst-24458	128	34	growth	growth	NOUN
ajst-24458	128	35	and	and	CCONJ
ajst-24458	128	36	development	development	NOUN
ajst-24458	128	37	.	.	PUNCT
ajst-24458	129	1	references	reference	NOUN
ajst-24458	129	2	[	[	X
ajst-24458	129	3	1	1	NUM
ajst-24458	129	4	]	]	SYM
ajst-24458	129	5	hu	hu	PROPN
ajst-24458	129	6	,	,	PUNCT
ajst-24458	129	7	l.	l.	PROPN
ajst-24458	129	8	,	,	PUNCT
ajst-24458	129	9	zhang	zhang	PROPN
ajst-24458	129	10	,	,	PUNCT
ajst-24458	129	11	n.	n.	PROPN
ajst-24458	129	12	,	,	PUNCT
ajst-24458	129	13	zhang	zhang	PROPN
ajst-24458	129	14	,	,	PUNCT
ajst-24458	129	15	x.	x.	PROPN
ajst-24458	129	16	,	,	PUNCT
ajst-24458	129	17	liang	liang	PROPN
ajst-24458	129	18	,	,	PUNCT
ajst-24458	129	19	h.	h.	PROPN
ajst-24458	129	20	,	,	PUNCT
ajst-24458	129	21	fan	fan	PROPN
ajst-24458	129	22	,	,	PUNCT
ajst-24458	129	23	y.	y.	PROPN
ajst-24458	129	24	,	,	PUNCT
ajst-24458	129	25	&	&	CCONJ
ajst-24458	129	26	chen	chen	PROPN
ajst-24458	129	27	,	,	PUNCT
ajst-24458	129	28	j.	j.	PROPN
ajst-24458	129	29	(	(	PUNCT
ajst-24458	129	30	2024	2024	NUM
ajst-24458	129	31	)	)	PUNCT
ajst-24458	129	32	.	.	PUNCT
ajst-24458	130	1	laparoscopic	laparoscopic	NOUN
ajst-24458	130	2	pyelotomy	pyelotomy	NOUN
ajst-24458	130	3	combined	combine	VERB
ajst-24458	130	4	with	with	ADP
ajst-24458	130	5	ultrasonic	ultrasonic	ADJ
ajst-24458	130	6	lithotripsy	lithotripsy	NOUN
ajst-24458	130	7	via	via	ADP
ajst-24458	130	8	a	a	DET
ajst-24458	130	9	nephroscope	nephroscope	NOUN
ajst-24458	130	10	for	for	ADP
ajst-24458	130	11	the	the	DET
ajst-24458	130	12	treatment	treatment	NOUN
ajst-24458	130	13	of	of	ADP
ajst-24458	130	14	complex	complex	ADJ
ajst-24458	130	15	renal	renal	ADJ
ajst-24458	130	16	stones	stone	NOUN
ajst-24458	130	17	.	.	PUNCT
ajst-24458	131	1	urolithiasis	urolithiasis	NOUN
ajst-24458	131	2	,	,	PUNCT
ajst-24458	131	3	52(1	52(1	NOUN
ajst-24458	131	4	)	)	PUNCT
ajst-24458	131	5	,	,	PUNCT
ajst-24458	131	6	22	22	NUM
ajst-24458	131	7	.	.	PUNCT
ajst-24458	132	1	[	[	X
ajst-24458	132	2	2	2	NUM
ajst-24458	132	3	]	]	X
ajst-24458	132	4	liang	liang	PROPN
ajst-24458	132	5	,	,	PUNCT
ajst-24458	132	6	h.	h.	PROPN
ajst-24458	132	7	,	,	PUNCT
ajst-24458	132	8	liu	liu	PROPN
ajst-24458	132	9	,	,	PUNCT
ajst-24458	132	10	y.	y.	PROPN
ajst-24458	132	11	,	,	PUNCT
ajst-24458	132	12	guo	guo	PROPN
ajst-24458	132	13	,	,	PUNCT
ajst-24458	132	14	j.	j.	PROPN
ajst-24458	132	15	,	,	PUNCT
ajst-24458	132	16	dou	dou	PROPN
ajst-24458	132	17	,	,	PUNCT
ajst-24458	132	18	m.	m.	NOUN
ajst-24458	132	19	,	,	PUNCT
ajst-24458	132	20	zhang	zhang	PROPN
ajst-24458	132	21	,	,	PUNCT
ajst-24458	132	22	x.	x.	PROPN
ajst-24458	132	23	,	,	PUNCT
ajst-24458	132	24	hu	hu	PROPN
ajst-24458	132	25	,	,	PUNCT
ajst-24458	132	26	l.	l.	PROPN
ajst-24458	132	27	,	,	PUNCT
ajst-24458	132	28	&	&	CCONJ
ajst-24458	132	29	chen	chen	PROPN
ajst-24458	132	30	,	,	PUNCT
ajst-24458	132	31	j.	j.	PROPN
ajst-24458	132	32	(	(	PUNCT
ajst-24458	132	33	2023	2023	NUM
ajst-24458	132	34	)	)	PUNCT
ajst-24458	132	35	.	.	PUNCT
ajst-24458	133	1	progression	progression	NOUN
ajst-24458	133	2	in	in	ADP
ajst-24458	133	3	immunotherapy	immunotherapy	NOUN
ajst-24458	133	4	for	for	ADP
ajst-24458	133	5	advanced	advanced	ADJ
ajst-24458	133	6	prostate	prostate	NOUN
ajst-24458	133	7	cancer	cancer	NOUN
ajst-24458	133	8	.	.	PUNCT
ajst-24458	134	1	frontiers	frontier	NOUN
ajst-24458	134	2	in	in	ADP
ajst-24458	134	3	oncology	oncology	NOUN
ajst-24458	134	4	,	,	PUNCT
ajst-24458	134	5	13	13	NUM
ajst-24458	134	6	,	,	PUNCT
ajst-24458	134	7	1126752	1126752	NUM
ajst-24458	134	8	.	.	PUNCT
ajst-24458	135	1	[	[	X
ajst-24458	135	2	3	3	X
ajst-24458	135	3	]	]	X
ajst-24458	135	4	wang	wang	PROPN
ajst-24458	135	5	h	h	PROPN
ajst-24458	135	6	,	,	PUNCT
ajst-24458	135	7	li	li	PROPN
ajst-24458	135	8	j	j	PROPN
ajst-24458	135	9	,	,	PUNCT
ajst-24458	135	10	li	li	PROPN
ajst-24458	135	11	z.	z.	PROPN
ajst-24458	135	12	ai	ai	PROPN
ajst-24458	135	13	-	-	PUNCT
ajst-24458	135	14	generated	generate	VERB
ajst-24458	135	15	text	text	NOUN
ajst-24458	135	16	detection	detection	NOUN
ajst-24458	135	17	and	and	CCONJ
ajst-24458	135	18	classification	classification	NOUN
ajst-24458	135	19	based	base	VERB
ajst-24458	135	20	on	on	ADP
ajst-24458	135	21	bert	bert	PROPN
ajst-24458	135	22	deep	deep	ADJ
ajst-24458	135	23	learning	learning	NOUN
ajst-24458	135	24	algorithm	algorithm	NOUN
ajst-24458	135	25	.	.	PUNCT
ajst-24458	136	1	arxiv	arxiv	PROPN
ajst-24458	136	2	preprint	preprint	NOUN
ajst-24458	136	3	arxiv:2405.16422	arxiv:2405.16422	NOUN
ajst-24458	136	4	.	.	PUNCT
ajst-24458	137	1	2024	2024	NUM
ajst-24458	137	2	may	may	AUX
ajst-24458	137	3	26	26	NUM
ajst-24458	137	4	.	.	PUNCT
ajst-24458	138	1	[	[	X
ajst-24458	138	2	4	4	NUM
ajst-24458	138	3	]	]	SYM
ajst-24458	138	4	li	li	PROPN
ajst-24458	138	5	,	,	PUNCT
ajst-24458	138	6	s.	s.	PROPN
ajst-24458	138	7	,	,	PUNCT
ajst-24458	138	8	&	&	CCONJ
ajst-24458	138	9	tajbakhsh	tajbakhsh	PROPN
ajst-24458	138	10	,	,	PUNCT
ajst-24458	138	11	n.	n.	NOUN
ajst-24458	138	12	(	(	PUNCT
ajst-24458	138	13	2023	2023	NUM
ajst-24458	138	14	)	)	PUNCT
ajst-24458	138	15	.	.	PUNCT
ajst-24458	139	1	scigraphqa	scigraphqa	NOUN
ajst-24458	139	2	:	:	PUNCT
ajst-24458	139	3	a	a	DET
ajst-24458	139	4	large	large	ADJ
ajst-24458	139	5	-	-	PUNCT
ajst-24458	139	6	scale	scale	NOUN
ajst-24458	139	7	synthetic	synthetic	ADJ
ajst-24458	139	8	multi	multi	ADJ
ajst-24458	139	9	-	-	ADJ
ajst-24458	139	10	turn	turn	ADJ
ajst-24458	139	11	question	question	NOUN
ajst-24458	139	12	-	-	PUNCT
ajst-24458	139	13	answering	answer	VERB
ajst-24458	139	14	dataset	dataset	NOUN
ajst-24458	139	15	for	for	ADP
ajst-24458	139	16	scientific	scientific	ADJ
ajst-24458	139	17	graphs	graph	NOUN
ajst-24458	139	18	.	.	PUNCT
ajst-24458	140	1	arxiv	arxiv	PROPN
ajst-24458	140	2	preprint	preprint	NOUN
ajst-24458	140	3	arxiv:2308.03349	arxiv:2308.03349	PROPN
ajst-24458	140	4	.	.	PUNCT
ajst-24458	141	1	[	[	X
ajst-24458	141	2	5	5	NUM
ajst-24458	141	3	]	]	X
ajst-24458	141	4	gupta	gupta	PROPN
ajst-24458	141	5	,	,	PUNCT
ajst-24458	141	6	s.	s.	PROPN
ajst-24458	141	7	,	,	PUNCT
ajst-24458	141	8	motwani	motwani	PROPN
ajst-24458	141	9	,	,	PUNCT
ajst-24458	141	10	s.	s.	PROPN
ajst-24458	141	11	s.	s.	PROPN
ajst-24458	141	12	,	,	PUNCT
ajst-24458	141	13	seitter	seitter	PROPN
ajst-24458	141	14	,	,	PUNCT
ajst-24458	141	15	r.	r.	PROPN
ajst-24458	141	16	h.	h.	PROPN
ajst-24458	141	17	,	,	PUNCT
ajst-24458	141	18	wang	wang	PROPN
ajst-24458	141	19	,	,	PUNCT
ajst-24458	141	20	w.	w.	PROPN
ajst-24458	141	21	,	,	PUNCT
ajst-24458	141	22	mu	mu	PROPN
ajst-24458	141	23	,	,	PUNCT
ajst-24458	141	24	y.	y.	NOUN
ajst-24458	141	25	,	,	PUNCT
ajst-24458	141	26	chute	chute	VERB
ajst-24458	141	27	,	,	PUNCT
ajst-24458	141	28	d.	d.	PROPN
ajst-24458	141	29	f.	f.	PROPN
ajst-24458	141	30	,	,	PUNCT
ajst-24458	141	31	...	...	PUNCT
ajst-24458	141	32	&	&	CCONJ
ajst-24458	141	33	curhan	curhan	PROPN
ajst-24458	141	34	,	,	PUNCT
ajst-24458	141	35	g.	g.	PROPN
ajst-24458	141	36	c.	c.	PROPN
ajst-24458	141	37	(	(	PUNCT
ajst-24458	141	38	2023	2023	NUM
ajst-24458	141	39	)	)	PUNCT
ajst-24458	141	40	.	.	PUNCT
ajst-24458	142	1	development	development	NOUN
ajst-24458	142	2	and	and	CCONJ
ajst-24458	142	3	validation	validation	NOUN
ajst-24458	142	4	of	of	ADP
ajst-24458	142	5	a	a	DET
ajst-24458	142	6	risk	risk	NOUN
ajst-24458	142	7	model	model	NOUN
ajst-24458	142	8	for	for	ADP
ajst-24458	142	9	predicting	predict	VERB
ajst-24458	142	10	contrast	contrast	NOUN
ajst-24458	142	11	-	-	PUNCT
ajst-24458	142	12	associated	associate	VERB
ajst-24458	142	13	acute	acute	NOUN
ajst-24458	142	14	kidney	kidney	NOUN
ajst-24458	142	15	injury	injury	NOUN
ajst-24458	142	16	in	in	ADP
ajst-24458	142	17	patients	patient	NOUN
ajst-24458	142	18	with	with	ADP
ajst-24458	142	19	cancer	cancer	NOUN
ajst-24458	142	20	:	:	PUNCT
ajst-24458	142	21	evaluation	evaluation	NOUN
ajst-24458	142	22	in	in	ADP
ajst-24458	142	23	over	over	ADP
ajst-24458	142	24	46,000	46,000	NUM
ajst-24458	142	25	ct	ct	NUM
ajst-24458	142	26	examinations	examination	NOUN
ajst-24458	142	27	.	.	PUNCT
ajst-24458	143	1	american	american	ADJ
ajst-24458	143	2	journal	journal	PROPN
ajst-24458	143	3	of	of	ADP
ajst-24458	143	4	roentgenology	roentgenology	NOUN
ajst-24458	143	5	,	,	PUNCT
ajst-24458	143	6	221	221	NUM
ajst-24458	143	7	(	(	PUNCT
ajst-24458	143	8	4	4	NUM
ajst-24458	143	9	)	)	PUNCT
ajst-24458	143	10	,	,	PUNCT
ajst-24458	143	11	486	486	NUM
ajst-24458	143	12	-	-	SYM
ajst-24458	143	13	501	501	NUM
ajst-24458	143	14	.	.	PUNCT
ajst-24458	144	1	[	[	X
ajst-24458	144	2	6	6	NUM
ajst-24458	144	3	]	]	PUNCT
ajst-24458	144	4	dhand	dhand	NOUN
ajst-24458	144	5	a	a	PROPN
ajst-24458	144	6	,	,	PUNCT
ajst-24458	144	7	lang	lang	PROPN
ajst-24458	144	8	ce	ce	PROPN
ajst-24458	144	9	,	,	PUNCT
ajst-24458	144	10	luke	luke	PROPN
ajst-24458	144	11	da	da	PROPN
ajst-24458	144	12	,	,	PUNCT
ajst-24458	144	13	kim	kim	PROPN
ajst-24458	144	14	a	a	PROPN
ajst-24458	144	15	,	,	PUNCT
ajst-24458	144	16	li	li	PROPN
ajst-24458	144	17	k	k	PROPN
ajst-24458	144	18	,	,	PUNCT
ajst-24458	144	19	mccafferty	mccafferty	PROPN
ajst-24458	144	20	l	l	PROPN
ajst-24458	144	21	,	,	PUNCT
ajst-24458	144	22	mu	mu	PROPN
ajst-24458	144	23	y	y	PROPN
ajst-24458	144	24	,	,	PUNCT
ajst-24458	144	25	rosner	rosner	PROPN
ajst-24458	144	26	b	b	PROPN
ajst-24458	144	27	,	,	PUNCT
ajst-24458	144	28	feske	feske	PROPN
ajst-24458	144	29	sk	sk	PROPN
ajst-24458	144	30	,	,	PUNCT
ajst-24458	144	31	lee	lee	PROPN
ajst-24458	144	32	jm	jm	PROPN
ajst-24458	144	33	.	.	PROPN
ajst-24458	144	34	social	social	ADJ
ajst-24458	144	35	network	network	NOUN
ajst-24458	144	36	mapping	mapping	NOUN
ajst-24458	144	37	and	and	CCONJ
ajst-24458	144	38	functional	functional	ADJ
ajst-24458	144	39	recovery	recovery	NOUN
ajst-24458	144	40	within	within	ADP
ajst-24458	144	41	6	6	NUM
ajst-24458	144	42	months	month	NOUN
ajst-24458	144	43	of	of	ADP
ajst-24458	144	44	ischemic	ischemic	ADJ
ajst-24458	144	45	stroke	stroke	NOUN
ajst-24458	144	46	.	.	PUNCT
ajst-24458	145	1	neurorehabilitation	neurorehabilitation	NOUN
ajst-24458	145	2	and	and	CCONJ
ajst-24458	145	3	neural	neural	ADJ
ajst-24458	145	4	repair	repair	NOUN
ajst-24458	145	5	.	.	PUNCT
ajst-24458	146	1	2019	2019	NUM
ajst-24458	146	2	nov;33(11):92232	nov;33(11):92232	NOUN
ajst-24458	146	3	.	.	PUNCT
ajst-24458	147	1	[	[	X
ajst-24458	147	2	7	7	NUM
ajst-24458	147	3	]	]	SYM
ajst-24458	147	4	yaghjyan	yaghjyan	PROPN
ajst-24458	147	5	,	,	PUNCT
ajst-24458	147	6	l.	l.	PROPN
ajst-24458	147	7	,	,	PUNCT
ajst-24458	147	8	heng	heng	PROPN
ajst-24458	147	9	,	,	PUNCT
ajst-24458	147	10	y.j	y.j	PROPN
ajst-24458	147	11	.	.	PROPN
ajst-24458	147	12	,	,	PUNCT
ajst-24458	147	13	baker	baker	PROPN
ajst-24458	147	14	,	,	PUNCT
ajst-24458	147	15	g.m	g.m	PROPN
ajst-24458	147	16	.	.	PROPN
ajst-24458	147	17	,	,	PUNCT
ajst-24458	147	18	bret	bret	PROPN
ajst-24458	147	19	-	-	PUNCT
ajst-24458	147	20	mounet	mounet	PROPN
ajst-24458	147	21	,	,	PUNCT
ajst-24458	147	22	v.	v.	PROPN
ajst-24458	147	23	,	,	PUNCT
ajst-24458	147	24	murthy	murthy	PROPN
ajst-24458	147	25	,	,	PUNCT
ajst-24458	147	26	d.	d.	PROPN
ajst-24458	147	27	,	,	PUNCT
ajst-24458	147	28	mahoney	mahoney	PROPN
ajst-24458	147	29	,	,	PUNCT
ajst-24458	147	30	m.b	m.b	PROPN
ajst-24458	147	31	.	.	PROPN
ajst-24458	147	32	,	,	PUNCT
ajst-24458	147	33	mu	mu	PROPN
ajst-24458	147	34	,	,	PUNCT
ajst-24458	147	35	y.	y.	PROPN
ajst-24458	147	36	,	,	PUNCT
ajst-24458	147	37	rosner	rosner	PROPN
ajst-24458	147	38	,	,	PUNCT
ajst-24458	147	39	b.	b.	PROPN
ajst-24458	147	40	and	and	CCONJ
ajst-24458	147	41	tamimi	tamimi	PROPN
ajst-24458	147	42	,	,	PUNCT
ajst-24458	147	43	r.m	r.m	PROPN
ajst-24458	147	44	.	.	PROPN
ajst-24458	147	45	,	,	PUNCT
ajst-24458	147	46	2022	2022	NUM
ajst-24458	147	47	.	.	PUNCT
ajst-24458	148	1	reliability	reliability	NOUN
ajst-24458	148	2	of	of	ADP
ajst-24458	148	3	cd44	cd44	PROPN
ajst-24458	148	4	,	,	PUNCT
ajst-24458	148	5	cd24	cd24	PROPN
ajst-24458	148	6	,	,	PUNCT
ajst-24458	148	7	and	and	CCONJ
ajst-24458	148	8	aldh1a1	aldh1a1	ADV
ajst-24458	148	9	immunohistochemical	immunohistochemical	ADJ
ajst-24458	148	10	staining	staining	NOUN
ajst-24458	148	11	:	:	PUNCT
ajst-24458	148	12	pathologist	pathologist	NOUN
ajst-24458	148	13	assessment	assessment	NOUN
ajst-24458	148	14	compared	compare	VERB
ajst-24458	148	15	to	to	ADP
ajst-24458	148	16	quantitative	quantitative	ADJ
ajst-24458	148	17	image	image	NOUN
ajst-24458	148	18	analysis	analysis	NOUN
ajst-24458	148	19	.	.	PUNCT
ajst-24458	149	1	frontiers	frontier	NOUN
ajst-24458	149	2	in	in	ADP
ajst-24458	149	3	medicine	medicine	NOUN
ajst-24458	149	4	,	,	PUNCT
ajst-24458	149	5	9	9	NUM
ajst-24458	149	6	,	,	PUNCT
ajst-24458	149	7	p.1040061	p.1040061	NOUN
ajst-24458	149	8	.	.	PUNCT
ajst-24458	150	1	[	[	X
ajst-24458	150	2	8	8	NUM
ajst-24458	150	3	]	]	X
ajst-24458	150	4	zhou	zhou	X
ajst-24458	150	5	,	,	PUNCT
ajst-24458	150	6	q.	q.	PROPN
ajst-24458	150	7	(	(	PUNCT
ajst-24458	150	8	2023	2023	NUM
ajst-24458	150	9	)	)	PUNCT
ajst-24458	150	10	.	.	PUNCT
ajst-24458	151	1	application	application	NOUN
ajst-24458	151	2	of	of	ADP
ajst-24458	151	3	black	black	ADJ
ajst-24458	151	4	-	-	PUNCT
ajst-24458	151	5	litterman	litterman	NOUN
ajst-24458	151	6	bayesian	bayesian	NOUN
ajst-24458	151	7	in	in	ADP
ajst-24458	151	8	statistical	statistical	ADJ
ajst-24458	151	9	arbitrage	arbitrage	NOUN
ajst-24458	151	10	research	research	NOUN
ajst-24458	151	11	.	.	PUNCT
ajst-24458	152	1	available	available	ADJ
ajst-24458	152	2	at	at	ADP
ajst-24458	152	3	ssrn	ssrn	NOUN
ajst-24458	152	4	4860117	4860117	NUM
ajst-24458	152	5	.	.	PUNCT
ajst-24458	153	1	[	[	X
ajst-24458	153	2	9	9	NUM
ajst-24458	153	3	]	]	X
ajst-24458	153	4	liu	liu	PROPN
ajst-24458	153	5	h	h	PROPN
ajst-24458	153	6	,	,	PUNCT
ajst-24458	153	7	shen	shen	PROPN
ajst-24458	153	8	f	f	PROPN
ajst-24458	153	9	,	,	PUNCT
ajst-24458	153	10	qin	qin	PROPN
ajst-24458	153	11	h	h	PROPN
ajst-24458	153	12	,	,	PUNCT
ajst-24458	153	13	gao	gao	PROPN
ajst-24458	153	14	f.	f.	PROPN
ajst-24458	153	15	research	research	PROPN
ajst-24458	153	16	on	on	ADP
ajst-24458	153	17	flight	flight	NOUN
ajst-24458	153	18	accidents	accident	NOUN
ajst-24458	153	19	prediction	prediction	NOUN
ajst-24458	153	20	based	base	VERB
ajst-24458	153	21	back	back	NOUN
ajst-24458	153	22	propagation	propagation	NOUN
ajst-24458	153	23	neural	neural	ADJ
ajst-24458	153	24	network	network	NOUN
ajst-24458	153	25	.	.	PUNCT
ajst-24458	154	1	arxiv	arxiv	PROPN
ajst-24458	154	2	preprint	preprint	NOUN
ajst-24458	154	3	arxiv:2406.13954	arxiv:2406.13954	PROPN
ajst-24458	154	4	.	.	PUNCT
ajst-24458	155	1	2024	2024	NUM
ajst-24458	155	2	jun	jun	PROPN
ajst-24458	155	3	20	20	NUM
ajst-24458	155	4	.	.	PUNCT
ajst-24458	156	1	[	[	X
ajst-24458	156	2	10	10	NUM
ajst-24458	156	3	]	]	X
ajst-24458	156	4	chen	chen	PROPN
ajst-24458	156	5	,	,	PUNCT
ajst-24458	156	6	z.	z.	PROPN
ajst-24458	156	7	,	,	PUNCT
ajst-24458	156	8	ge	ge	PROPN
ajst-24458	156	9	,	,	PUNCT
ajst-24458	156	10	j.	j.	PROPN
ajst-24458	156	11	,	,	PUNCT
ajst-24458	156	12	zhan	zhan	PROPN
ajst-24458	156	13	,	,	PUNCT
ajst-24458	156	14	h.	h.	PROPN
ajst-24458	156	15	,	,	PUNCT
ajst-24458	156	16	huang	huang	PROPN
ajst-24458	156	17	,	,	PUNCT
ajst-24458	156	18	s.	s.	PROPN
ajst-24458	156	19	,	,	PUNCT
ajst-24458	156	20	&	&	CCONJ
ajst-24458	156	21	wang	wang	PROPN
ajst-24458	156	22	,	,	PUNCT
ajst-24458	156	23	d.	d.	PROPN
ajst-24458	156	24	(	(	PUNCT
ajst-24458	156	25	2021	2021	NUM
ajst-24458	156	26	)	)	PUNCT
ajst-24458	156	27	.	.	PUNCT
ajst-24458	157	1	pareto	pareto	VERB
ajst-24458	157	2	self	self	NOUN
ajst-24458	157	3	-	-	PUNCT
ajst-24458	157	4	supervised	supervise	VERB
ajst-24458	157	5	training	training	NOUN
ajst-24458	157	6	for	for	ADP
ajst-24458	157	7	few	few	ADJ
ajst-24458	157	8	-	-	PUNCT
ajst-24458	157	9	shot	shot	NOUN
ajst-24458	157	10	learning	learning	NOUN
ajst-24458	157	11	.	.	PUNCT
ajst-24458	158	1	in	in	ADP
ajst-24458	158	2	proceedings	proceeding	NOUN
ajst-24458	158	3	of	of	ADP
ajst-24458	158	4	the	the	DET
ajst-24458	158	5	ieee	ieee	NOUN
ajst-24458	158	6	/	/	SYM
ajst-24458	158	7	cvf	cvf	NOUN
ajst-24458	158	8	conference	conference	NOUN
ajst-24458	158	9	on	on	ADP
ajst-24458	158	10	computer	computer	NOUN
ajst-24458	158	11	vision	vision	NOUN
ajst-24458	158	12	and	and	CCONJ
ajst-24458	158	13	pattern	pattern	NOUN
ajst-24458	158	14	recognition	recognition	NOUN
ajst-24458	158	15	(	(	PUNCT
ajst-24458	158	16	pp	pp	ADJ
ajst-24458	158	17	.	.	PUNCT
ajst-24458	158	18	13663	13663	NUM
ajst-24458	158	19	-	-	SYM
ajst-24458	158	20	13672	13672	NUM
ajst-24458	158	21	)	)	PUNCT
ajst-24458	158	22	.	.	PUNCT
ajst-24458	159	1	[	[	X
ajst-24458	159	2	11	11	NUM
ajst-24458	159	3	]	]	X
ajst-24458	159	4	rosner	rosner	PROPN
ajst-24458	159	5	,	,	PUNCT
ajst-24458	159	6	b.	b.	PROPN
ajst-24458	159	7	,	,	PUNCT
ajst-24458	159	8	glynn	glynn	PROPN
ajst-24458	159	9	,	,	PUNCT
ajst-24458	159	10	r.	r.	PROPN
ajst-24458	159	11	j.	j.	PROPN
ajst-24458	159	12	,	,	PUNCT
ajst-24458	159	13	eliassen	eliassen	PROPN
ajst-24458	159	14	,	,	PUNCT
ajst-24458	159	15	a.	a.	PROPN
ajst-24458	159	16	h.	h.	PROPN
ajst-24458	159	17	,	,	PUNCT
ajst-24458	159	18	hankinson	hankinson	PROPN
ajst-24458	159	19	,	,	PUNCT
ajst-24458	159	20	s.	s.	PROPN
ajst-24458	159	21	e.	e.	PROPN
ajst-24458	159	22	,	,	PUNCT
ajst-24458	159	23	tamimi	tamimi	PROPN
ajst-24458	159	24	,	,	PUNCT
ajst-24458	159	25	r.	r.	PROPN
ajst-24458	159	26	m.	m.	PROPN
ajst-24458	159	27	,	,	PUNCT
ajst-24458	159	28	chen	chen	PROPN
ajst-24458	159	29	,	,	PUNCT
ajst-24458	159	30	w.	w.	PROPN
ajst-24458	159	31	y.	y.	PROPN
ajst-24458	159	32	,	,	PUNCT
ajst-24458	159	33	...	...	PUNCT
ajst-24458	159	34	&	&	CCONJ
ajst-24458	159	35	tworoger	tworoger	PROPN
ajst-24458	159	36	,	,	PUNCT
ajst-24458	159	37	s.	s.	PROPN
ajst-24458	159	38	s.	s.	PROPN
ajst-24458	159	39	(	(	PUNCT
ajst-24458	159	40	2022	2022	NUM
ajst-24458	159	41	)	)	PUNCT
ajst-24458	159	42	.	.	PUNCT
ajst-24458	160	1	a	a	DET
ajst-24458	160	2	multi	multi	ADJ
ajst-24458	160	3	-	-	ADJ
ajst-24458	160	4	state	state	ADJ
ajst-24458	160	5	survival	survival	NOUN
ajst-24458	160	6	model	model	NOUN
ajst-24458	160	7	for	for	ADP
ajst-24458	160	8	time	time	NOUN
ajst-24458	160	9	to	to	ADP
ajst-24458	160	10	breast	breast	NOUN
ajst-24458	160	11	cancer	cancer	NOUN
ajst-24458	160	12	mortality	mortality	NOUN
ajst-24458	160	13	5	5	NUM
ajst-24458	160	14	among	among	ADP
ajst-24458	160	15	a	a	DET
ajst-24458	160	16	cohort	cohort	NOUN
ajst-24458	160	17	of	of	ADP
ajst-24458	160	18	initially	initially	ADV
ajst-24458	160	19	disease	disease	NOUN
ajst-24458	160	20	-	-	PUNCT
ajst-24458	160	21	free	free	ADJ
ajst-24458	160	22	women	woman	NOUN
ajst-24458	160	23	.	.	PUNCT
ajst-24458	161	1	cancer	cancer	NOUN
ajst-24458	161	2	epidemiology	epidemiology	NOUN
ajst-24458	161	3	,	,	PUNCT
ajst-24458	161	4	biomarkers	biomarker	NOUN
ajst-24458	161	5	&	&	CCONJ
ajst-24458	161	6	prevention	prevention	NOUN
ajst-24458	161	7	,	,	PUNCT
ajst-24458	161	8	31(8	31(8	NUM
ajst-24458	161	9	)	)	PUNCT
ajst-24458	161	10	,	,	PUNCT
ajst-24458	161	11	1582	1582	NUM
ajst-24458	161	12	-	-	SYM
ajst-24458	161	13	1592	1592	NUM
ajst-24458	161	14	.	.	PUNCT
ajst-24458	162	1	[	[	X
ajst-24458	162	2	12	12	NUM
ajst-24458	162	3	]	]	PUNCT
ajst-24458	162	4	seitter	seitter	NOUN
ajst-24458	162	5	pérez	pérez	NOUN
ajst-24458	162	6	,	,	PUNCT
ajst-24458	162	7	robert	robert	PROPN
ajst-24458	162	8	h.1	h.1	PROPN
ajst-24458	162	9	;	;	PUNCT
ajst-24458	162	10	mu	mu	NOUN
ajst-24458	162	11	,	,	PUNCT
ajst-24458	162	12	yi4	yi4	PROPN
ajst-24458	162	13	;	;	PUNCT
ajst-24458	162	14	rosner	rosner	PROPN
ajst-24458	162	15	,	,	PUNCT
ajst-24458	162	16	bernard	bernard	PROPN
ajst-24458	162	17	a.4	a.4	NOUN
ajst-24458	162	18	;	;	PUNCT
ajst-24458	162	19	chute	chute	NOUN
ajst-24458	162	20	,	,	PUNCT
ajst-24458	162	21	donald	donald	PROPN
ajst-24458	162	22	f.2	f.2	PROPN
ajst-24458	162	23	;	;	PUNCT
ajst-24458	162	24	motwani	motwani	NOUN
ajst-24458	162	25	,	,	PUNCT
ajst-24458	162	26	shveta	shveta	NOUN
ajst-24458	162	27	s.3	s.3	NOUN
ajst-24458	162	28	;	;	PUNCT
ajst-24458	162	29	curhan	curhan	NOUN
ajst-24458	162	30	,	,	PUNCT
ajst-24458	162	31	gary	gary	PROPN
ajst-24458	162	32	c.4	c.4	PROPN
ajst-24458	162	33	;	;	PUNCT
ajst-24458	162	34	gupta	gupta	PROPN
ajst-24458	162	35	,	,	PUNCT
ajst-24458	162	36	shruti1	shruti1	NOUN
ajst-24458	162	37	.	.	PUNCT
ajst-24458	163	1	a	a	DET
ajst-24458	163	2	risk	risk	NOUN
ajst-24458	163	3	prediction	prediction	NOUN
ajst-24458	163	4	model	model	NOUN
ajst-24458	163	5	for	for	ADP
ajst-24458	163	6	contrastassociated	contrastassociated	ADJ
ajst-24458	163	7	acute	acute	NOUN
ajst-24458	163	8	kidney	kidney	NOUN
ajst-24458	163	9	injury	injury	NOUN
ajst-24458	163	10	(	(	PUNCT
ajst-24458	163	11	ca	ca	NOUN
ajst-24458	163	12	-	-	PUNCT
ajst-24458	163	13	aki	aki	NOUN
ajst-24458	163	14	):	):	PUNCT
ajst-24458	163	15	sa	sa	PROPN
ajst-24458	163	16	-	-	PUNCT
ajst-24458	163	17	po146	po146	PROPN
ajst-24458	163	18	.	.	PUNCT
ajst-24458	164	1	journal	journal	PROPN
ajst-24458	164	2	of	of	ADP
ajst-24458	164	3	the	the	DET
ajst-24458	164	4	american	american	ADJ
ajst-24458	164	5	society	society	NOUN
ajst-24458	164	6	of	of	ADP
ajst-24458	164	7	nephrology	nephrology	NOUN
ajst-24458	164	8	33(11s):p	33(11s):p	NUM
ajst-24458	164	9	642	642	NUM
ajst-24458	164	10	,	,	PUNCT
ajst-24458	164	11	november	november	PROPN
ajst-24458	164	12	2022	2022	NUM
ajst-24458	164	13	.	.	PUNCT
ajst-24458	165	1	|	|	ADV
ajst-24458	165	2	doi	doi	NOUN
ajst-24458	165	3	:	:	PUNCT
ajst-24458	165	4	10.1681	10.1681	NUM
ajst-24458	165	5	/	/	SYM
ajst-24458	165	6	asn.20223311s1642a	asn.20223311s1642a	NOUN
ajst-24458	166	1	[	[	X
ajst-24458	166	2	13	13	NUM
ajst-24458	166	3	]	]	X
ajst-24458	166	4	chung	chung	PROPN
ajst-24458	166	5	,	,	PUNCT
ajst-24458	166	6	t.	t.	PROPN
ajst-24458	166	7	k.	k.	PROPN
ajst-24458	166	8	,	,	PUNCT
ajst-24458	166	9	doran	doran	PROPN
ajst-24458	166	10	,	,	PUNCT
ajst-24458	166	11	g.	g.	PROPN
ajst-24458	166	12	,	,	PUNCT
ajst-24458	166	13	cheung	cheung	PROPN
ajst-24458	166	14	,	,	PUNCT
ajst-24458	166	15	t.	t.	PROPN
ajst-24458	166	16	h.	h.	PROPN
ajst-24458	166	17	,	,	PUNCT
ajst-24458	166	18	yim	yim	PROPN
ajst-24458	166	19	,	,	PUNCT
ajst-24458	166	20	s.	s.	PROPN
ajst-24458	166	21	f.	f.	PROPN
ajst-24458	166	22	,	,	PUNCT
ajst-24458	166	23	yu	yu	PROPN
ajst-24458	166	24	,	,	PUNCT
ajst-24458	166	25	m.	m.	NOUN
ajst-24458	166	26	y.	y.	PROPN
ajst-24458	166	27	,	,	PUNCT
ajst-24458	166	28	worley	worley	PROPN
ajst-24458	166	29	jr	jr	PROPN
ajst-24458	166	30	,	,	PUNCT
ajst-24458	166	31	m.	m.	PROPN
ajst-24458	166	32	j.	j.	PROPN
ajst-24458	166	33	,	,	PUNCT
ajst-24458	166	34	...	...	PUNCT
ajst-24458	166	35	&	&	CCONJ
ajst-24458	166	36	wong	wong	PROPN
ajst-24458	166	37	,	,	PUNCT
ajst-24458	166	38	y.	y.	PROPN
ajst-24458	166	39	f.	f.	PROPN
ajst-24458	166	40	(	(	PUNCT
ajst-24458	166	41	2021	2021	NUM
ajst-24458	166	42	)	)	PUNCT
ajst-24458	166	43	.	.	PUNCT
ajst-24458	167	1	dissection	dissection	NOUN
ajst-24458	167	2	of	of	ADP
ajst-24458	167	3	pik3ca	pik3ca	NOUN
ajst-24458	167	4	aberration	aberration	NOUN
ajst-24458	167	5	for	for	ADP
ajst-24458	167	6	cervical	cervical	ADJ
ajst-24458	167	7	adenocarcinoma	adenocarcinoma	ADJ
ajst-24458	167	8	outcomes	outcome	NOUN
ajst-24458	167	9	.	.	PUNCT
ajst-24458	168	1	cancers	cancer	NOUN
ajst-24458	168	2	,	,	PUNCT
ajst-24458	168	3	13(13	13(13	NUM
ajst-24458	168	4	)	)	PUNCT
ajst-24458	168	5	,	,	PUNCT
ajst-24458	168	6	3218	3218	NUM
ajst-24458	168	7	.	.	PUNCT
ajst-24458	169	1	[	[	X
ajst-24458	169	2	14	14	NUM
ajst-24458	169	3	]	]	X
ajst-24458	169	4	dhand	dhand	PROPN
ajst-24458	169	5	,	,	PUNCT
ajst-24458	169	6	a.	a.	PROPN
ajst-24458	169	7	,	,	PUNCT
ajst-24458	169	8	reeves	reeves	PROPN
ajst-24458	169	9	,	,	PUNCT
ajst-24458	169	10	m.	m.	PROPN
ajst-24458	169	11	j.	j.	PROPN
ajst-24458	169	12	,	,	PUNCT
ajst-24458	169	13	mu	mu	PROPN
ajst-24458	169	14	,	,	PUNCT
ajst-24458	169	15	y.	y.	PROPN
ajst-24458	169	16	,	,	PUNCT
ajst-24458	169	17	rosner	rosner	PROPN
ajst-24458	169	18	,	,	PUNCT
ajst-24458	169	19	b.	b.	PROPN
ajst-24458	169	20	a.	a.	PROPN
ajst-24458	169	21	,	,	PUNCT
ajst-24458	169	22	rothfeldwehrwein	rothfeldwehrwein	PROPN
ajst-24458	169	23	,	,	PUNCT
ajst-24458	169	24	z.	z.	PROPN
ajst-24458	169	25	r.	r.	PROPN
ajst-24458	169	26	,	,	PUNCT
ajst-24458	169	27	nieves	nieve	NOUN
ajst-24458	169	28	,	,	PUNCT
ajst-24458	169	29	a.	a.	NOUN
ajst-24458	169	30	,	,	PUNCT
ajst-24458	169	31	...	...	PUNCT
ajst-24458	169	32	&	&	CCONJ
ajst-24458	169	33	sheth	sheth	PROPN
ajst-24458	169	34	,	,	PUNCT
ajst-24458	169	35	k.	k.	PROPN
ajst-24458	169	36	n.	n.	PROPN
ajst-24458	169	37	(	(	PUNCT
ajst-24458	169	38	2024	2024	NUM
ajst-24458	169	39	)	)	PUNCT
ajst-24458	169	40	.	.	PUNCT
ajst-24458	170	1	mapping	map	VERB
ajst-24458	170	2	the	the	DET
ajst-24458	170	3	ecological	ecological	ADJ
ajst-24458	170	4	terrain	terrain	NOUN
ajst-24458	170	5	of	of	ADP
ajst-24458	170	6	stroke	stroke	NOUN
ajst-24458	170	7	prehospital	prehospital	PROPN
ajst-24458	170	8	delay	delay	NOUN
ajst-24458	170	9	:	:	PUNCT
ajst-24458	170	10	a	a	DET
ajst-24458	170	11	nationwide	nationwide	ADJ
ajst-24458	170	12	registry	registry	NOUN
ajst-24458	170	13	study	study	NOUN
ajst-24458	170	14	.	.	PUNCT
ajst-24458	171	1	stroke	stroke	NOUN
ajst-24458	171	2	,	,	PUNCT
ajst-24458	171	3	55(6	55(6	NUM
ajst-24458	171	4	)	)	PUNCT
ajst-24458	171	5	,	,	PUNCT
ajst-24458	171	6	1507	1507	NUM
ajst-24458	171	7	-	-	SYM
ajst-24458	171	8	1516	1516	NUM
ajst-24458	171	9	.	.	PUNCT
ajst-24458	172	1	[	[	X
ajst-24458	172	2	15	15	NUM
ajst-24458	172	3	]	]	X
ajst-24458	172	4	rosner	rosner	PROPN
ajst-24458	172	5	,	,	PUNCT
ajst-24458	172	6	b.	b.	PROPN
ajst-24458	172	7	,	,	PUNCT
ajst-24458	172	8	tamimi	tamimi	PROPN
ajst-24458	172	9	,	,	PUNCT
ajst-24458	172	10	r.m	r.m	PROPN
ajst-24458	172	11	.	.	PROPN
ajst-24458	172	12	,	,	PUNCT
ajst-24458	172	13	kraft	kraft	PROPN
ajst-24458	172	14	,	,	PUNCT
ajst-24458	172	15	p.	p.	PROPN
ajst-24458	172	16	,	,	PUNCT
ajst-24458	172	17	gao	gao	PROPN
ajst-24458	172	18	,	,	PUNCT
ajst-24458	172	19	c.	c.	PROPN
ajst-24458	172	20	,	,	PUNCT
ajst-24458	172	21	mu	mu	PROPN
ajst-24458	172	22	,	,	PUNCT
ajst-24458	172	23	y.	y.	PROPN
ajst-24458	172	24	,	,	PUNCT
ajst-24458	172	25	scott	scott	PROPN
ajst-24458	172	26	,	,	PUNCT
ajst-24458	172	27	c.	c.	PROPN
ajst-24458	172	28	,	,	PUNCT
ajst-24458	172	29	winham	winham	PROPN
ajst-24458	172	30	,	,	PUNCT
ajst-24458	172	31	s.j	s.j	PROPN
ajst-24458	172	32	.	.	PROPN
ajst-24458	172	33	,	,	PUNCT
ajst-24458	172	34	vachon	vachon	PROPN
ajst-24458	172	35	,	,	PUNCT
ajst-24458	172	36	c.m	c.m	PROPN
ajst-24458	172	37	.	.	PROPN
ajst-24458	172	38	and	and	CCONJ
ajst-24458	172	39	colditz	colditz	PROPN
ajst-24458	172	40	,	,	PUNCT
ajst-24458	172	41	g.a	g.a	PROPN
ajst-24458	172	42	.	.	PROPN
ajst-24458	172	43	,	,	PUNCT
ajst-24458	172	44	2021	2021	NUM
ajst-24458	172	45	.	.	PUNCT
ajst-24458	173	1	simplified	simplify	VERB
ajst-24458	173	2	breast	breast	NOUN
ajst-24458	173	3	risk	risk	NOUN
ajst-24458	173	4	tool	tool	NOUN
ajst-24458	173	5	integrating	integrate	VERB
ajst-24458	173	6	questionnaire	questionnaire	NOUN
ajst-24458	173	7	risk	risk	NOUN
ajst-24458	173	8	factors	factor	NOUN
ajst-24458	173	9	,	,	PUNCT
ajst-24458	173	10	mammographic	mammographic	ADJ
ajst-24458	173	11	density	density	NOUN
ajst-24458	173	12	,	,	PUNCT
ajst-24458	173	13	and	and	CCONJ
ajst-24458	173	14	polygenic	polygenic	ADJ
ajst-24458	173	15	risk	risk	NOUN
ajst-24458	173	16	score	score	NOUN
ajst-24458	173	17	:	:	PUNCT
ajst-24458	173	18	development	development	NOUN
ajst-24458	173	19	and	and	CCONJ
ajst-24458	173	20	validation	validation	NOUN
ajst-24458	173	21	.	.	PUNCT
ajst-24458	174	1	cancer	cancer	NOUN
ajst-24458	174	2	epidemiology	epidemiology	NOUN
ajst-24458	174	3	,	,	PUNCT
ajst-24458	174	4	biomarkers	biomarker	NOUN
ajst-24458	174	5	&	&	CCONJ
ajst-24458	174	6	prevention	prevention	NOUN
ajst-24458	174	7	,	,	PUNCT
ajst-24458	174	8	30(4	30(4	NUM
ajst-24458	174	9	)	)	PUNCT
ajst-24458	174	10	,	,	PUNCT
ajst-24458	174	11	pp.600	pp.600	PROPN
ajst-24458	174	12	-	-	SYM
ajst-24458	174	13	607	607	NUM
ajst-24458	174	14	.	.	PUNCT
ajst-24458	175	1	[	[	X
ajst-24458	175	2	16	16	NUM
ajst-24458	175	3	]	]	X
ajst-24458	175	4	wang	wang	PROPN
ajst-24458	175	5	,	,	PUNCT
ajst-24458	175	6	h.	h.	PROPN
ajst-24458	175	7	,	,	PUNCT
ajst-24458	175	8	li	li	PROPN
ajst-24458	175	9	,	,	PUNCT
ajst-24458	175	10	j.	j.	PROPN
ajst-24458	175	11	,	,	PUNCT
ajst-24458	175	12	&	&	CCONJ
ajst-24458	175	13	li	li	PROPN
ajst-24458	175	14	,	,	PUNCT
ajst-24458	175	15	z.	z.	PROPN
ajst-24458	175	16	(	(	PUNCT
ajst-24458	175	17	2024	2024	NUM
ajst-24458	175	18	)	)	PUNCT
ajst-24458	175	19	.	.	PUNCT
ajst-24458	176	1	ai	ai	VERB
ajst-24458	176	2	-	-	PUNCT
ajst-24458	176	3	generated	generate	VERB
ajst-24458	176	4	text	text	NOUN
ajst-24458	176	5	detection	detection	NOUN
ajst-24458	176	6	and	and	CCONJ
ajst-24458	176	7	classification	classification	NOUN
ajst-24458	176	8	based	base	VERB
ajst-24458	176	9	on	on	ADP
ajst-24458	176	10	bert	bert	PROPN
ajst-24458	176	11	deep	deep	ADJ
ajst-24458	176	12	learning	learning	NOUN
ajst-24458	176	13	algorithm	algorithm	NOUN
ajst-24458	176	14	.	.	PUNCT
ajst-24458	177	1	arxiv	arxiv	PROPN
ajst-24458	177	2	preprint	preprint	VERB
ajst-24458	177	3	arxiv:2405.164	arxiv:2405.164	NOUN
ajst-24458	178	1	[	[	X
ajst-24458	178	2	17	17	NUM
ajst-24458	178	3	]	]	X
ajst-24458	178	4	allman	allman	PROPN
ajst-24458	178	5	,	,	PUNCT
ajst-24458	178	6	r.	r.	PROPN
ajst-24458	178	7	,	,	PUNCT
ajst-24458	178	8	mu	mu	PROPN
ajst-24458	178	9	,	,	PUNCT
ajst-24458	178	10	y.	y.	PROPN
ajst-24458	178	11	,	,	PUNCT
ajst-24458	178	12	dite	dite	PROPN
ajst-24458	178	13	,	,	PUNCT
ajst-24458	178	14	g.s	g.s	PROPN
ajst-24458	178	15	.	.	PROPN
ajst-24458	178	16	,	,	PUNCT
ajst-24458	178	17	spaeth	spaeth	PROPN
ajst-24458	178	18	,	,	PUNCT
ajst-24458	178	19	e.	e.	PROPN
ajst-24458	178	20	,	,	PUNCT
ajst-24458	178	21	hopper	hopper	NOUN
ajst-24458	178	22	,	,	PUNCT
ajst-24458	178	23	j.l	j.l	PROPN
ajst-24458	178	24	.	.	PROPN
ajst-24458	178	25	and	and	CCONJ
ajst-24458	178	26	rosner	rosner	PROPN
ajst-24458	178	27	,	,	PUNCT
ajst-24458	178	28	b.a	b.a	PROPN
ajst-24458	178	29	.	.	PROPN
ajst-24458	178	30	,	,	PUNCT
ajst-24458	178	31	2023	2023	NUM
ajst-24458	178	32	.	.	PUNCT
ajst-24458	179	1	validation	validation	NOUN
ajst-24458	179	2	of	of	ADP
ajst-24458	179	3	a	a	DET
ajst-24458	179	4	breast	breast	NOUN
ajst-24458	179	5	cancer	cancer	NOUN
ajst-24458	179	6	risk	risk	NOUN
ajst-24458	179	7	prediction	prediction	NOUN
ajst-24458	179	8	model	model	NOUN
ajst-24458	179	9	based	base	VERB
ajst-24458	179	10	on	on	ADP
ajst-24458	179	11	the	the	DET
ajst-24458	179	12	key	key	ADJ
ajst-24458	179	13	risk	risk	NOUN
ajst-24458	179	14	factors	factor	NOUN
ajst-24458	179	15	:	:	PUNCT
ajst-24458	179	16	family	family	NOUN
ajst-24458	179	17	history	history	NOUN
ajst-24458	179	18	,	,	PUNCT
ajst-24458	179	19	mammographic	mammographic	ADJ
ajst-24458	179	20	density	density	NOUN
ajst-24458	179	21	and	and	CCONJ
ajst-24458	179	22	polygenic	polygenic	ADJ
ajst-24458	179	23	risk	risk	NOUN
ajst-24458	179	24	.	.	PUNCT
ajst-24458	180	1	breast	breast	NOUN
ajst-24458	180	2	cancer	cancer	NOUN
ajst-24458	180	3	research	research	NOUN
ajst-24458	180	4	and	and	CCONJ
ajst-24458	180	5	treatment	treatment	NOUN
ajst-24458	180	6	,	,	PUNCT
ajst-24458	180	7	198(2	198(2	NUM
ajst-24458	180	8	)	)	PUNCT
ajst-24458	180	9	,	,	PUNCT
ajst-24458	180	10	pp.335	pp.335	PROPN
ajst-24458	180	11	-	-	PUNCT
ajst-24458	180	12	347	347	NUM
ajst-24458	180	13	.	.	PUNCT
ajst-24458	181	1	[	[	X
ajst-24458	181	2	18	18	NUM
ajst-24458	181	3	]	]	X
ajst-24458	181	4	huang	huang	PROPN
ajst-24458	181	5	,	,	PUNCT
ajst-24458	181	6	d.	d.	PROPN
ajst-24458	181	7	,	,	PUNCT
ajst-24458	181	8	liu	liu	PROPN
ajst-24458	181	9	,	,	PUNCT
ajst-24458	181	10	z.	z.	PROPN
ajst-24458	181	11	,	,	PUNCT
ajst-24458	181	12	&	&	CCONJ
ajst-24458	181	13	li	li	PROPN
ajst-24458	181	14	,	,	PUNCT
ajst-24458	181	15	y.	y.	PROPN
ajst-24458	181	16	(	(	PUNCT
ajst-24458	181	17	2024	2024	NUM
ajst-24458	181	18	)	)	PUNCT
ajst-24458	181	19	.	.	PUNCT
ajst-24458	182	1	research	research	NOUN
ajst-24458	182	2	on	on	ADP
ajst-24458	182	3	tumors	tumor	NOUN
ajst-24458	182	4	segmentation	segmentation	NOUN
ajst-24458	182	5	based	base	VERB
ajst-24458	182	6	on	on	ADP
ajst-24458	182	7	image	image	NOUN
ajst-24458	182	8	enhancement	enhancement	NOUN
ajst-24458	182	9	method	method	NOUN
ajst-24458	182	10	.	.	PUNCT
ajst-24458	183	1	arxiv	arxiv	PROPN
ajst-24458	183	2	preprint	preprint	NOUN
ajst-24458	183	3	arxiv:2406.05170	arxiv:2406.05170	NOUN
ajst-24458	183	4	.	.	PUNCT
ajst-24458	184	1	[	[	X
ajst-24458	184	2	19	19	NUM
ajst-24458	184	3	]	]	PUNCT
ajst-24458	184	4	sarkis	sarkis	PROPN
ajst-24458	184	5	ra	ra	PROPN
ajst-24458	184	6	,	,	PUNCT
ajst-24458	184	7	goksen	goksen	VERB
ajst-24458	184	8	y	y	PROPN
ajst-24458	184	9	,	,	PUNCT
ajst-24458	184	10	mu	mu	PROPN
ajst-24458	184	11	y	y	PROPN
ajst-24458	184	12	,	,	PUNCT
ajst-24458	184	13	rosner	rosner	PROPN
ajst-24458	184	14	b	b	PROPN
ajst-24458	184	15	,	,	PUNCT
ajst-24458	184	16	lee	lee	PROPN
ajst-24458	184	17	jw	jw	PROPN
ajst-24458	184	18	.	.	PROPN
ajst-24458	184	19	cognitive	cognitive	ADJ
ajst-24458	184	20	and	and	CCONJ
ajst-24458	184	21	fatigue	fatigue	NOUN
ajst-24458	184	22	side	side	NOUN
ajst-24458	184	23	effects	effect	NOUN
ajst-24458	184	24	of	of	ADP
ajst-24458	184	25	anti	anti	ADJ
ajst-24458	184	26	-	-	ADJ
ajst-24458	184	27	epileptic	epileptic	ADJ
ajst-24458	184	28	drugs	drug	NOUN
ajst-24458	184	29	:	:	PUNCT
ajst-24458	184	30	an	an	DET
ajst-24458	184	31	analysis	analysis	NOUN
ajst-24458	184	32	of	of	ADP
ajst-24458	184	33	phase	phase	NOUN
ajst-24458	184	34	iii	iii	NOUN
ajst-24458	184	35	add	add	VERB
ajst-24458	184	36	-	-	PUNCT
ajst-24458	184	37	on	on	ADP
ajst-24458	184	38	trials	trial	NOUN
ajst-24458	184	39	.	.	PUNCT
ajst-24458	185	1	journal	journal	PROPN
ajst-24458	185	2	of	of	ADP
ajst-24458	185	3	neurology	neurology	NOUN
ajst-24458	185	4	.	.	PUNCT
ajst-24458	186	1	2018	2018	NUM
ajst-24458	186	2	sep;265(9):213742	sep;265(9):213742	ADP
ajst-24458	186	3	.	.	PUNCT
ajst-24458	187	1	[	[	X
ajst-24458	187	2	20	20	NUM
ajst-24458	187	3	]	]	X
ajst-24458	187	4	liu	liu	PROPN
ajst-24458	187	5	,	,	PUNCT
ajst-24458	187	6	haoxing	haoxing	NOUN
ajst-24458	187	7	,	,	PUNCT
ajst-24458	187	8	et	et	PROPN
ajst-24458	187	9	al	al	PROPN
ajst-24458	187	10	.	.	PUNCT
ajst-24458	188	1	"	"	PUNCT
ajst-24458	188	2	research	research	NOUN
ajst-24458	188	3	on	on	ADP
ajst-24458	188	4	dangerous	dangerous	ADJ
ajst-24458	188	5	flight	flight	NOUN
ajst-24458	188	6	weather	weather	NOUN
ajst-24458	188	7	prediction	prediction	NOUN
ajst-24458	188	8	based	base	VERB
ajst-24458	188	9	on	on	ADP
ajst-24458	188	10	machine	machine	NOUN
ajst-24458	188	11	learning	learning	NOUN
ajst-24458	188	12	.	.	PUNCT
ajst-24458	188	13	"	"	PUNCT
ajst-24458	189	1	arxiv	arxiv	PROPN
ajst-24458	189	2	preprint	preprint	PROPN
ajst-24458	189	3	ar	ar	PROPN
ajst-24458	189	4	xiv	xiv	PROPN
ajst-24458	189	5	:	:	PUNCT
ajst-24458	189	6	2406.12298	2406.12298	NUM
ajst-24458	189	7	(	(	PUNCT
ajst-24458	189	8	2024	2024	NUM
ajst-24458	189	9	)	)	PUNCT
ajst-24458	189	10	.	.	PUNCT
ajst-24458	190	1	[	[	X
ajst-24458	190	2	21	21	NUM
ajst-24458	190	3	]	]	X
ajst-24458	190	4	zhou	zhou	PROPN
ajst-24458	190	5	,	,	PUNCT
ajst-24458	190	6	c.	c.	PROPN
ajst-24458	190	7	,	,	PUNCT
ajst-24458	190	8	zhao	zhao	PROPN
ajst-24458	190	9	,	,	PUNCT
ajst-24458	190	10	y.	y.	PROPN
ajst-24458	190	11	,	,	PUNCT
ajst-24458	190	12	cao	cao	PROPN
ajst-24458	190	13	,	,	PUNCT
ajst-24458	190	14	j.	j.	PROPN
ajst-24458	190	15	,	,	PUNCT
ajst-24458	190	16	shen	shen	PROPN
ajst-24458	190	17	,	,	PUNCT
ajst-24458	190	18	y.	y.	PROPN
ajst-24458	190	19	,	,	PUNCT
ajst-24458	190	20	gao	gao	PROPN
ajst-24458	190	21	,	,	PUNCT
ajst-24458	190	22	j.	j.	PROPN
ajst-24458	190	23	,	,	PUNCT
ajst-24458	190	24	cui	cui	PROPN
ajst-24458	190	25	,	,	PUNCT
ajst-24458	190	26	x.	x.	NOUN
ajst-24458	190	27	,	,	PUNCT
ajst-24458	190	28	...	...	PUNCT
ajst-24458	190	29	&	&	CCONJ
ajst-24458	190	30	liu	liu	PROPN
ajst-24458	190	31	,	,	PUNCT
ajst-24458	190	32	h.	h.	PROPN
ajst-24458	190	33	(	(	PUNCT
ajst-24458	190	34	2024	2024	NUM
ajst-24458	190	35	)	)	PUNCT
ajst-24458	190	36	.	.	PUNCT
ajst-24458	191	1	optimizing	optimize	VERB
ajst-24458	191	2	search	search	NOUN
ajst-24458	191	3	advertising	advertising	NOUN
ajst-24458	191	4	strategies	strategy	NOUN
ajst-24458	191	5	:	:	PUNCT
ajst-24458	191	6	integrating	integrate	VERB
ajst-24458	191	7	reinforcement	reinforcement	NOUN
ajst-24458	191	8	learning	learning	NOUN
ajst-24458	191	9	with	with	ADP
ajst-24458	191	10	generalized	generalized	ADJ
ajst-24458	191	11	secondprice	secondprice	NOUN
ajst-24458	191	12	auctions	auction	NOUN
ajst-24458	191	13	for	for	ADP
ajst-24458	191	14	enhanced	enhanced	ADJ
ajst-24458	191	15	ad	ad	NOUN
ajst-24458	191	16	ranking	ranking	NOUN
ajst-24458	191	17	and	and	CCONJ
ajst-24458	191	18	bidding	bidding	NOUN
ajst-24458	191	19	.	.	PUNCT
ajst-24458	192	1	arxiv	arxiv	PROPN
ajst-24458	192	2	preprint	preprint	PROPN
ajst-24458	192	3	arxiv:2405.13381	arxiv:2405.13381	PROPN
ajst-24458	192	4	.	.	PUNCT
ajst-24458	193	1	[	[	X
ajst-24458	193	2	22	22	NUM
ajst-24458	193	3	]	]	X
ajst-24458	193	4	li	li	PROPN
ajst-24458	193	5	s	s	PROPN
ajst-24458	193	6	,	,	PUNCT
ajst-24458	193	7	lin	lin	PROPN
ajst-24458	193	8	r	r	PROPN
ajst-24458	193	9	,	,	PUNCT
ajst-24458	193	10	pei	pei	PROPN
ajst-24458	193	11	s.	s.	PROPN
ajst-24458	193	12	multi	multi	PROPN
ajst-24458	193	13	-	-	ADJ
ajst-24458	193	14	modal	modal	ADJ
ajst-24458	193	15	preference	preference	NOUN
ajst-24458	193	16	alignment	alignment	NOUN
ajst-24458	193	17	remedies	remedy	VERB
ajst-24458	193	18	regression	regression	NOUN
ajst-24458	193	19	of	of	ADP
ajst-24458	193	20	visual	visual	ADJ
ajst-24458	193	21	instruction	instruction	NOUN
ajst-24458	193	22	tuning	tuning	NOUN
ajst-24458	193	23	on	on	ADP
ajst-24458	193	24	language	language	NOUN
ajst-24458	193	25	model	model	NOUN
ajst-24458	193	26	.	.	PUNCT
ajst-24458	194	1	arxiv	arxiv	PROPN
ajst-24458	194	2	preprint	preprint	PROPN
ajst-24458	194	3	arxiv:2402.10884	arxiv:2402.10884	NUM
ajst-24458	194	4	.	.	PUNCT
ajst-24458	195	1	2024	2024	NUM
ajst-24458	195	2	feb	feb	NOUN
ajst-24458	195	3	16	16	NUM
ajst-24458	195	4	.	.	PUNCT
ajst-24458	196	1	[	[	X
ajst-24458	196	2	23	23	NUM
ajst-24458	196	3	]	]	X
ajst-24458	196	4	haowei	haowei	NOUN
ajst-24458	196	5	,	,	PUNCT
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ajst-24458	196	8	,	,	PUNCT
ajst-24458	196	9	et	et	PROPN
ajst-24458	196	10	al	al	PROPN
ajst-24458	196	11	.	.	PUNCT
ajst-24458	197	1	"	"	PUNCT
ajst-24458	197	2	employing	employ	VERB
ajst-24458	197	3	sisko	sisko	PROPN
ajst-24458	197	4	non	non	ADJ
ajst-24458	197	5	-	-	ADJ
ajst-24458	197	6	newtonian	newtonian	ADJ
ajst-24458	197	7	model	model	NOUN
ajst-24458	197	8	to	to	PART
ajst-24458	197	9	investigate	investigate	VERB
ajst-24458	197	10	the	the	DET
ajst-24458	197	11	thermal	thermal	ADJ
ajst-24458	197	12	behavior	behavior	NOUN
ajst-24458	197	13	of	of	ADP
ajst-24458	197	14	blood	blood	NOUN
ajst-24458	197	15	flow	flow	NOUN
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ajst-24458	197	17	a	a	DET
ajst-24458	197	18	stenosis	stenosis	NOUN
ajst-24458	197	19	artery	artery	NOUN
ajst-24458	197	20	:	:	PUNCT
ajst-24458	197	21	effects	effect	NOUN
ajst-24458	197	22	of	of	ADP
ajst-24458	197	23	heat	heat	NOUN
ajst-24458	197	24	flux	flux	NOUN
ajst-24458	197	25	,	,	PUNCT
ajst-24458	197	26	different	different	ADJ
ajst-24458	197	27	severities	severity	NOUN
ajst-24458	197	28	of	of	ADP
ajst-24458	197	29	stenosis	stenosis	NOUN
ajst-24458	197	30	,	,	PUNCT
ajst-24458	197	31	and	and	CCONJ
ajst-24458	197	32	different	different	ADJ
ajst-24458	197	33	radii	radius	NOUN
ajst-24458	197	34	of	of	ADP
ajst-24458	197	35	the	the	DET
ajst-24458	197	36	artery	artery	NOUN
ajst-24458	197	37	.	.	PUNCT
ajst-24458	197	38	"	"	PUNCT
ajst-24458	198	1	alexandria	alexandria	PROPN
ajst-24458	198	2	engineering	engineering	PROPN
ajst-24458	198	3	journal	journal	PROPN
ajst-24458	198	4	68	68	NUM
ajst-24458	198	5	(	(	PUNCT
ajst-24458	198	6	2023	2023	NUM
ajst-24458	198	7	):	):	PUNCT
ajst-24458	198	8	291	291	NUM
ajst-24458	198	9	-	-	SYM
ajst-24458	198	10	300	300	NUM
ajst-24458	198	11	.	.	PUNCT
ajst-24458	199	1	[	[	X
ajst-24458	199	2	24	24	NUM
ajst-24458	199	3	]	]	SYM
ajst-24458	199	4	haowei	haowei	PROPN
ajst-24458	199	5	,	,	PUNCT
ajst-24458	199	6	ma	ma	PROPN
ajst-24458	199	7	,	,	PUNCT
ajst-24458	199	8	et	et	PROPN
ajst-24458	199	9	al	al	PROPN
ajst-24458	199	10	.	.	PUNCT
ajst-24458	199	11	"	"	PUNCT
ajst-24458	199	12	crispr	crispr	ADJ
ajst-24458	199	13	/	/	SYM
ajst-24458	199	14	cas	cas	NOUN
ajst-24458	199	15	-	-	PUNCT
ajst-24458	199	16	based	base	VERB
ajst-24458	199	17	nanobiosensors	nanobiosensor	NOUN
ajst-24458	199	18	:	:	PUNCT
ajst-24458	199	19	a	a	DET
ajst-24458	199	20	reinforced	reinforce	VERB
ajst-24458	199	21	approach	approach	NOUN
ajst-24458	199	22	for	for	ADP
ajst-24458	199	23	specific	specific	ADJ
ajst-24458	199	24	and	and	CCONJ
ajst-24458	199	25	sensitive	sensitive	ADJ
ajst-24458	199	26	recognition	recognition	NOUN
ajst-24458	199	27	of	of	ADP
ajst-24458	199	28	mycotoxins	mycotoxin	NOUN
ajst-24458	199	29	.	.	PUNCT
ajst-24458	199	30	"	"	PUNCT
ajst-24458	200	1	food	food	NOUN
ajst-24458	200	2	bioscience	bioscience	NOUN
ajst-24458	200	3	56	56	NUM
ajst-24458	200	4	(	(	PUNCT
ajst-24458	200	5	2023	2023	NUM
ajst-24458	200	6	):	):	PUNCT
ajst-24458	200	7	103110	103110	NUM
ajst-24458	200	8	.	.	PUNCT
ajst-24458	201	1	[	[	X
ajst-24458	201	2	25	25	NUM
ajst-24458	201	3	]	]	SYM
ajst-24458	201	4	li	li	PROPN
ajst-24458	201	5	,	,	PUNCT
ajst-24458	201	6	j.	j.	PROPN
ajst-24458	201	7	,	,	PUNCT
ajst-24458	201	8	wang	wang	PROPN
ajst-24458	201	9	,	,	PUNCT
ajst-24458	201	10	y.	y.	PROPN
ajst-24458	201	11	,	,	PUNCT
ajst-24458	201	12	xu	xu	PROPN
ajst-24458	201	13	,	,	PUNCT
ajst-24458	201	14	c.	c.	PROPN
ajst-24458	201	15	,	,	PUNCT
ajst-24458	201	16	liu	liu	PROPN
ajst-24458	201	17	,	,	PUNCT
ajst-24458	201	18	s.	s.	PROPN
ajst-24458	201	19	,	,	PUNCT
ajst-24458	201	20	dai	dai	PROPN
ajst-24458	201	21	,	,	PUNCT
ajst-24458	201	22	j.	j.	PROPN
ajst-24458	201	23	,	,	PUNCT
ajst-24458	201	24	&	&	CCONJ
ajst-24458	201	25	lan	lan	PROPN
ajst-24458	201	26	,	,	PUNCT
ajst-24458	201	27	k.	k.	PROPN
ajst-24458	201	28	(	(	PUNCT
ajst-24458	201	29	2024	2024	NUM
ajst-24458	201	30	)	)	PUNCT
ajst-24458	201	31	.	.	PUNCT
ajst-24458	202	1	bioplastic	bioplastic	ADJ
ajst-24458	202	2	derived	derive	VERB
ajst-24458	202	3	from	from	ADP
ajst-24458	202	4	corn	corn	NOUN
ajst-24458	202	5	stover	stover	NOUN
ajst-24458	202	6	:	:	PUNCT
ajst-24458	202	7	life	life	NOUN
ajst-24458	202	8	cycle	cycle	NOUN
ajst-24458	202	9	assessment	assessment	NOUN
ajst-24458	202	10	and	and	CCONJ
ajst-24458	202	11	artificial	artificial	ADJ
ajst-24458	202	12	intelligence	intelligence	NOUN
ajst-24458	202	13	-	-	PUNCT
ajst-24458	202	14	based	base	VERB
ajst-24458	202	15	analysis	analysis	NOUN
ajst-24458	202	16	of	of	ADP
ajst-24458	202	17	uncertainty	uncertainty	NOUN
ajst-24458	202	18	and	and	CCONJ
ajst-24458	202	19	variability	variability	NOUN
ajst-24458	202	20	.	.	PUNCT
ajst-24458	203	1	science	science	NOUN
ajst-24458	203	2	of	of	ADP
ajst-24458	203	3	the	the	DET
ajst-24458	203	4	total	total	ADJ
ajst-24458	203	5	environment	environment	NOUN
ajst-24458	203	6	,	,	PUNCT
ajst-24458	203	7	174349	174349	NUM
ajst-24458	203	8	.	.	PUNCT
ajst-24458	204	1	[	[	X
ajst-24458	204	2	26	26	NUM
ajst-24458	204	3	]	]	X
ajst-24458	204	4	xiao	xiao	PROPN
ajst-24458	204	5	,	,	PUNCT
ajst-24458	204	6	j.	j.	PROPN
ajst-24458	204	7	,	,	PUNCT
ajst-24458	204	8	wang	wang	PROPN
ajst-24458	204	9	,	,	PUNCT
ajst-24458	204	10	j.	j.	PROPN
ajst-24458	204	11	,	,	PUNCT
ajst-24458	204	12	bao	bao	PROPN
ajst-24458	204	13	,	,	PUNCT
ajst-24458	204	14	w.	w.	PROPN
ajst-24458	204	15	,	,	PUNCT
ajst-24458	204	16	deng	deng	PROPN
ajst-24458	204	17	,	,	PUNCT
ajst-24458	204	18	t.	t.	PROPN
ajst-24458	204	19	and	and	CCONJ
ajst-24458	204	20	bi	bi	PROPN
ajst-24458	204	21	,	,	PUNCT
ajst-24458	204	22	s.	s.	PROPN
ajst-24458	204	23	,	,	PUNCT
ajst-24458	204	24	application	application	NOUN
ajst-24458	204	25	progress	progress	NOUN
ajst-24458	204	26	of	of	ADP
ajst-24458	204	27	natural	natural	ADJ
ajst-24458	204	28	language	language	NOUN
ajst-24458	204	29	processing	processing	NOUN
ajst-24458	204	30	technology	technology	NOUN
ajst-24458	204	31	in	in	ADP
ajst-24458	204	32	financial	financial	ADJ
ajst-24458	204	33	research	research	NOUN
ajst-24458	204	34	.	.	PUNCT
ajst-24458	205	1	[	[	X
ajst-24458	205	2	27	27	NUM
ajst-24458	205	3	]	]	X
ajst-24458	205	4	zhang	zhang	PROPN
ajst-24458	205	5	j	j	PROPN
ajst-24458	205	6	,	,	PUNCT
ajst-24458	205	7	cao	cao	PROPN
ajst-24458	205	8	j	j	PROPN
ajst-24458	205	9	,	,	PUNCT
ajst-24458	205	10	chang	chang	PROPN
ajst-24458	205	11	j	j	PROPN
ajst-24458	205	12	,	,	PUNCT
ajst-24458	205	13	li	li	PROPN
ajst-24458	205	14	x	x	PROPN
ajst-24458	205	15	,	,	PUNCT
ajst-24458	205	16	liu	liu	PROPN
ajst-24458	205	17	h	h	PROPN
ajst-24458	205	18	,	,	PUNCT
ajst-24458	205	19	li	li	PROPN
ajst-24458	205	20	z.	z.	PROPN
ajst-24458	205	21	research	research	PROPN
ajst-24458	205	22	on	on	ADP
ajst-24458	205	23	the	the	DET
ajst-24458	205	24	application	application	NOUN
ajst-24458	205	25	of	of	ADP
ajst-24458	205	26	computer	computer	NOUN
ajst-24458	205	27	vision	vision	NOUN
ajst-24458	205	28	based	base	VERB
ajst-24458	205	29	on	on	ADP
ajst-24458	205	30	deep	deep	ADJ
ajst-24458	205	31	learning	learning	NOUN
ajst-24458	205	32	in	in	ADP
ajst-24458	205	33	autonomous	autonomous	ADJ
ajst-24458	205	34	driving	driving	NOUN
ajst-24458	205	35	technology	technology	NOUN
ajst-24458	205	36	.	.	PUNCT
ajst-24458	206	1	arxiv	arxiv	PROPN
ajst-24458	206	2	preprint	preprint	PROPN
ajst-24458	206	3	arxiv	arxiv	PROPN
ajst-24458	206	4	:	:	PUNCT
ajst-24458	206	5	2406	2406	NUM
ajst-24458	206	6	.	.	PUNCT
ajst-24458	206	7	00490	00490	NUM
ajst-24458	206	8	.	.	PUNCT
ajst-24458	207	1	2024	2024	NUM
ajst-24458	207	2	jun	jun	PROPN
ajst-24458	207	3	1	1	NUM
ajst-24458	207	4	.	.	PUNCT
ajst-24458	208	1	[	[	X
ajst-24458	208	2	28	28	NUM
ajst-24458	208	3	]	]	X
ajst-24458	208	4	zhang	zhang	PROPN
ajst-24458	208	5	,	,	PUNCT
ajst-24458	208	6	xuyang	xuyang	PROPN
ajst-24458	208	7	,	,	PUNCT
ajst-24458	208	8	lidong	lidong	PROPN
ajst-24458	208	9	xu	xu	PROPN
ajst-24458	208	10	,	,	PUNCT
ajst-24458	208	11	ningxin	ningxin	PROPN
ajst-24458	208	12	li	li	PROPN
ajst-24458	208	13	,	,	PUNCT
ajst-24458	208	14	and	and	CCONJ
ajst-24458	208	15	jianke	jianke	PROPN
ajst-24458	208	16	zou	zou	PROPN
ajst-24458	208	17	.	.	PUNCT
ajst-24458	209	1	"	"	PUNCT
ajst-24458	209	2	research	research	NOUN
ajst-24458	209	3	on	on	ADP
ajst-24458	209	4	credit	credit	NOUN
ajst-24458	209	5	risk	risk	NOUN
ajst-24458	209	6	assessment	assessment	NOUN
ajst-24458	209	7	optimization	optimization	NOUN
ajst-24458	209	8	based	base	VERB
ajst-24458	209	9	on	on	ADP
ajst-24458	209	10	machine	machine	NOUN
ajst-24458	209	11	learning	learning	NOUN
ajst-24458	209	12	.	.	PUNCT
ajst-24458	209	13	"	"	PUNCT
ajst-24458	210	1	(	(	PUNCT
ajst-24458	210	2	2024	2024	NUM
ajst-24458	210	3	)	)	PUNCT
ajst-24458	210	4	.	.	PUNCT
ajst-24458	211	1	[	[	X
ajst-24458	211	2	29	29	NUM
ajst-24458	211	3	]	]	X
ajst-24458	211	4	huang	huang	PROPN
ajst-24458	211	5	,	,	PUNCT
ajst-24458	211	6	danyi	danyi	PROPN
ajst-24458	211	7	,	,	PUNCT
ajst-24458	211	8	lidong	lidong	PROPN
ajst-24458	211	9	xu	xu	PROPN
ajst-24458	211	10	,	,	PUNCT
ajst-24458	211	11	weilun	weilun	PROPN
ajst-24458	211	12	tao	tao	PROPN
ajst-24458	211	13	,	,	PUNCT
ajst-24458	211	14	and	and	CCONJ
ajst-24458	211	15	yizhou	yizhou	PROPN
ajst-24458	211	16	li	li	PROPN
ajst-24458	211	17	.	.	PUNCT
ajst-24458	212	1	"	"	PUNCT
ajst-24458	212	2	research	research	NOUN
ajst-24458	212	3	on	on	ADP
ajst-24458	212	4	genome	genome	NOUN
ajst-24458	212	5	data	datum	NOUN
ajst-24458	212	6	recognition	recognition	NOUN
ajst-24458	212	7	and	and	CCONJ
ajst-24458	212	8	analysis	analysis	NOUN
ajst-24458	212	9	based	base	VERB
ajst-24458	212	10	on	on	ADP
ajst-24458	212	11	louvain	louvain	NOUN
ajst-24458	212	12	algorithm	algorithm	NOUN
ajst-24458	212	13	.	.	PUNCT
ajst-24458	212	14	"	"	PUNCT
ajst-24458	213	1	(	(	PUNCT
ajst-24458	213	2	2024	2024	NUM
ajst-24458	213	3	)	)	PUNCT
ajst-24458	213	4	.	.	PUNCT
ajst-24458	214	1	[	[	X
ajst-24458	214	2	30	30	NUM
ajst-24458	214	3	]	]	X
ajst-24458	214	4	li	li	PROPN
ajst-24458	214	5	,	,	PUNCT
ajst-24458	214	6	s.	s.	PROPN
ajst-24458	214	7	,	,	PUNCT
ajst-24458	214	8	lin	lin	PROPN
ajst-24458	214	9	,	,	PUNCT
ajst-24458	214	10	r.	r.	PROPN
ajst-24458	214	11	and	and	CCONJ
ajst-24458	214	12	pei	pei	PROPN
ajst-24458	214	13	,	,	PUNCT
ajst-24458	214	14	s.	s.	PROPN
ajst-24458	214	15	,	,	PUNCT
ajst-24458	214	16	2024	2024	NUM
ajst-24458	214	17	.	.	PUNCT
ajst-24458	214	18	multi	multi	ADJ
ajst-24458	214	19	-	-	ADJ
ajst-24458	214	20	modal	modal	ADJ
ajst-24458	214	21	preference	preference	NOUN
ajst-24458	214	22	alignment	alignment	NOUN
ajst-24458	214	23	remedies	remedy	VERB
ajst-24458	214	24	regression	regression	NOUN
ajst-24458	214	25	of	of	ADP
ajst-24458	214	26	visual	visual	ADJ
ajst-24458	214	27	instruction	instruction	NOUN
ajst-24458	214	28	tuning	tuning	NOUN
ajst-24458	214	29	on	on	ADP
ajst-24458	214	30	language	language	NOUN
ajst-24458	214	31	model	model	NOUN
ajst-24458	214	32	.	.	PUNCT
ajst-24458	215	1	arxiv	arxiv	PROPN
ajst-24458	215	2	preprint	preprint	PROPN
ajst-24458	215	3	arxiv:2402.10884	arxiv:2402.10884	NUM
ajst-24458	215	4	.	.	PUNCT