id	sid	tid	token	lemma	pos
fcis-15776	1	1	frontiers	frontier	NOUN
fcis-15776	1	2	in	in	ADP
fcis-15776	1	3	computing	computing	NOUN
fcis-15776	1	4	and	and	CCONJ
fcis-15776	1	5	intelligent	intelligent	ADJ
fcis-15776	1	6	systems	system	NOUN
fcis-15776	1	7	issn	issn	VERB
fcis-15776	1	8	:	:	PUNCT
fcis-15776	1	9	2832	2832	NUM
fcis-15776	1	10	-	-	SYM
fcis-15776	1	11	6024	6024	NUM
fcis-15776	1	12	|	|	NOUN
fcis-15776	1	13	vol	vol	NOUN
fcis-15776	1	14	.	.	PROPN
fcis-15776	2	1	6	6	NUM
fcis-15776	2	2	,	,	PUNCT
fcis-15776	2	3	no	no	INTJ
fcis-15776	2	4	.	.	NOUN
fcis-15776	2	5	3	3	NUM
fcis-15776	2	6	,	,	PUNCT
fcis-15776	2	7	2023	2023	NUM
fcis-15776	2	8	34	34	NUM
fcis-15776	2	9	research	research	NOUN
fcis-15776	2	10	on	on	ADP
fcis-15776	2	11	sentiment	sentiment	NOUN
fcis-15776	2	12	analysis	analysis	NOUN
fcis-15776	2	13	of	of	ADP
fcis-15776	2	14	e‐commerce	e‐commerce	PUNCT
fcis-15776	2	15	live	live	ADJ
fcis-15776	2	16	comments	comment	NOUN
fcis-15776	2	17	based	base	VERB
fcis-15776	2	18	on	on	ADP
fcis-15776	2	19	text	text	NOUN
fcis-15776	2	20	mining	mining	NOUN
fcis-15776	2	21	wei	wei	PROPN
fcis-15776	2	22	xiong	xiong	PROPN
fcis-15776	2	23	,	,	PUNCT
fcis-15776	2	24	yue	yue	PROPN
fcis-15776	2	25	zuo	zuo	PROPN
fcis-15776	2	26	,	,	PUNCT
fcis-15776	2	27	menglin	menglin	PROPN
fcis-15776	2	28	zhang	zhang	PROPN
fcis-15776	2	29	,	,	PUNCT
fcis-15776	2	30	chenxi	chenxi	PROPN
fcis-15776	2	31	zhang	zhang	PROPN
fcis-15776	2	32	,	,	PUNCT
fcis-15776	2	33	caiqing	caiqe	VERB
fcis-15776	2	34	guo	guo	PROPN
fcis-15776	2	35	nanjing	nanjing	PROPN
fcis-15776	2	36	audit	audit	PROPN
fcis-15776	2	37	university	university	PROPN
fcis-15776	2	38	,	,	PUNCT
fcis-15776	2	39	nanjing	nanjing	PROPN
fcis-15776	2	40	,	,	PUNCT
fcis-15776	2	41	jiangsu	jiangsu	PROPN
fcis-15776	2	42	211815	211815	NUM
fcis-15776	2	43	,	,	PUNCT
fcis-15776	2	44	china	china	PROPN
fcis-15776	2	45	abstract	abstract	PROPN
fcis-15776	2	46	:	:	PUNCT
fcis-15776	2	47	with	with	ADP
fcis-15776	2	48	the	the	DET
fcis-15776	2	49	rapid	rapid	ADJ
fcis-15776	2	50	rise	rise	NOUN
fcis-15776	2	51	of	of	ADP
fcis-15776	2	52	live	live	ADJ
fcis-15776	2	53	e	e	NOUN
fcis-15776	2	54	-	-	NOUN
fcis-15776	2	55	commerce	commerce	NOUN
fcis-15776	2	56	in	in	ADP
fcis-15776	2	57	the	the	DET
fcis-15776	2	58	field	field	NOUN
fcis-15776	2	59	of	of	ADP
fcis-15776	2	60	e	e	NOUN
fcis-15776	2	61	-	-	NOUN
fcis-15776	2	62	commerce	commerce	NOUN
fcis-15776	2	63	,	,	PUNCT
fcis-15776	2	64	the	the	DET
fcis-15776	2	65	rich	rich	ADJ
fcis-15776	2	66	emotional	emotional	ADJ
fcis-15776	2	67	information	information	NOUN
fcis-15776	2	68	generated	generate	VERB
fcis-15776	2	69	by	by	ADP
fcis-15776	2	70	users	user	NOUN
fcis-15776	2	71	in	in	ADP
fcis-15776	2	72	live	live	ADJ
fcis-15776	2	73	comments	comment	NOUN
fcis-15776	2	74	has	have	AUX
fcis-15776	2	75	become	become	VERB
fcis-15776	2	76	an	an	DET
fcis-15776	2	77	important	important	ADJ
fcis-15776	2	78	research	research	NOUN
fcis-15776	2	79	object	object	NOUN
fcis-15776	2	80	.	.	PUNCT
fcis-15776	3	1	this	this	DET
fcis-15776	3	2	study	study	NOUN
fcis-15776	3	3	takes	take	VERB
fcis-15776	3	4	e	e	NOUN
fcis-15776	3	5	-	-	NOUN
fcis-15776	3	6	commerce	commerce	ADJ
fcis-15776	3	7	live	live	ADJ
fcis-15776	3	8	comments	comment	NOUN
fcis-15776	3	9	as	as	ADP
fcis-15776	3	10	samples	sample	NOUN
fcis-15776	3	11	,	,	PUNCT
fcis-15776	3	12	uses	use	VERB
fcis-15776	3	13	text	text	NOUN
fcis-15776	3	14	mining	mining	NOUN
fcis-15776	3	15	technology	technology	NOUN
fcis-15776	3	16	combined	combine	VERB
fcis-15776	3	17	with	with	ADP
fcis-15776	3	18	machine	machine	NOUN
fcis-15776	3	19	learning	learning	NOUN
fcis-15776	3	20	methods	method	NOUN
fcis-15776	3	21	,	,	PUNCT
fcis-15776	3	22	builds	build	VERB
fcis-15776	3	23	sentiment	sentiment	PROPN
fcis-15776	3	24	dictionary	dictionary	NOUN
fcis-15776	3	25	,	,	PUNCT
fcis-15776	3	26	trains	train	NOUN
fcis-15776	3	27	sentiment	sentiment	VERB
fcis-15776	3	28	analysis	analysis	NOUN
fcis-15776	3	29	model	model	NOUN
fcis-15776	3	30	and	and	CCONJ
fcis-15776	3	31	uses	use	VERB
fcis-15776	3	32	snownlp	snownlp	ADJ
fcis-15776	3	33	library	library	NOUN
fcis-15776	3	34	for	for	ADP
fcis-15776	3	35	sentiment	sentiment	NOUN
fcis-15776	3	36	analysis	analysis	NOUN
fcis-15776	3	37	,	,	PUNCT
fcis-15776	3	38	and	and	CCONJ
fcis-15776	3	39	deeply	deeply	ADV
fcis-15776	3	40	digs	dig	VERB
fcis-15776	3	41	users	user	NOUN
fcis-15776	3	42	'	'	PART
fcis-15776	3	43	emotional	emotional	ADJ
fcis-15776	3	44	tendency	tendency	NOUN
fcis-15776	3	45	towards	towards	ADP
fcis-15776	3	46	goods	good	NOUN
fcis-15776	3	47	,	,	PUNCT
fcis-15776	3	48	services	service	NOUN
fcis-15776	3	49	and	and	CCONJ
fcis-15776	3	50	shopping	shopping	NOUN
fcis-15776	3	51	experience	experience	NOUN
fcis-15776	3	52	.	.	PUNCT
fcis-15776	4	1	for	for	ADP
fcis-15776	4	2	negative	negative	ADJ
fcis-15776	4	3	comments	comment	NOUN
fcis-15776	4	4	,	,	PUNCT
fcis-15776	4	5	word	word	NOUN
fcis-15776	4	6	cloud	cloud	NOUN
fcis-15776	4	7	is	be	AUX
fcis-15776	4	8	generated	generate	VERB
fcis-15776	4	9	through	through	ADP
fcis-15776	4	10	word	word	NOUN
fcis-15776	4	11	segmentation	segmentation	NOUN
fcis-15776	4	12	and	and	CCONJ
fcis-15776	4	13	word	word	NOUN
fcis-15776	4	14	frequency	frequency	NOUN
fcis-15776	4	15	calculation	calculation	NOUN
fcis-15776	4	16	to	to	PART
fcis-15776	4	17	visually	visually	ADV
fcis-15776	4	18	show	show	VERB
fcis-15776	4	19	users	user	NOUN
fcis-15776	4	20	'	'	PART
fcis-15776	4	21	dissatisfaction	dissatisfaction	NOUN
fcis-15776	4	22	and	and	CCONJ
fcis-15776	4	23	provide	provide	VERB
fcis-15776	4	24	substantial	substantial	ADJ
fcis-15776	4	25	support	support	NOUN
fcis-15776	4	26	for	for	ADP
fcis-15776	4	27	updating	update	VERB
fcis-15776	4	28	the	the	DET
fcis-15776	4	29	emotional	emotional	ADJ
fcis-15776	4	30	dictionary	dictionary	NOUN
fcis-15776	4	31	.	.	PUNCT
fcis-15776	5	1	through	through	ADP
fcis-15776	5	2	this	this	DET
fcis-15776	5	3	comprehensive	comprehensive	ADJ
fcis-15776	5	4	analysis	analysis	NOUN
fcis-15776	5	5	,	,	PUNCT
fcis-15776	5	6	it	it	PRON
fcis-15776	5	7	provides	provide	VERB
fcis-15776	5	8	a	a	DET
fcis-15776	5	9	deeper	deep	ADJ
fcis-15776	5	10	user	user	NOUN
fcis-15776	5	11	insight	insight	NOUN
fcis-15776	5	12	for	for	ADP
fcis-15776	5	13	e	e	NOUN
fcis-15776	5	14	-	-	NOUN
fcis-15776	5	15	commerce	commerce	NOUN
fcis-15776	5	16	enterprises	enterprise	NOUN
fcis-15776	5	17	,	,	PUNCT
fcis-15776	5	18	and	and	CCONJ
fcis-15776	5	19	provides	provide	VERB
fcis-15776	5	20	strong	strong	ADJ
fcis-15776	5	21	support	support	NOUN
fcis-15776	5	22	for	for	ADP
fcis-15776	5	23	operational	operational	ADJ
fcis-15776	5	24	decisions	decision	NOUN
fcis-15776	5	25	and	and	CCONJ
fcis-15776	5	26	service	service	NOUN
fcis-15776	5	27	optimization	optimization	NOUN
fcis-15776	5	28	.	.	PUNCT
fcis-15776	6	1	future	future	ADJ
fcis-15776	6	2	research	research	NOUN
fcis-15776	6	3	can	can	AUX
fcis-15776	6	4	focus	focus	VERB
fcis-15776	6	5	on	on	ADP
fcis-15776	6	6	the	the	DET
fcis-15776	6	7	application	application	NOUN
fcis-15776	6	8	of	of	ADP
fcis-15776	6	9	deep	deep	ADJ
fcis-15776	6	10	learning	learning	NOUN
fcis-15776	6	11	techniques	technique	NOUN
fcis-15776	6	12	in	in	ADP
fcis-15776	6	13	sentiment	sentiment	NOUN
fcis-15776	6	14	analysis	analysis	NOUN
fcis-15776	6	15	to	to	PART
fcis-15776	6	16	further	far	ADV
fcis-15776	6	17	improve	improve	VERB
fcis-15776	6	18	model	model	NOUN
fcis-15776	6	19	accuracy	accuracy	NOUN
fcis-15776	6	20	and	and	CCONJ
fcis-15776	6	21	adaptability	adaptability	NOUN
fcis-15776	6	22	.	.	PUNCT
fcis-15776	7	1	keywords	keyword	NOUN
fcis-15776	7	2	:	:	PUNCT
fcis-15776	7	3	text	text	NOUN
fcis-15776	7	4	mining	mining	NOUN
fcis-15776	7	5	;	;	PUNCT
fcis-15776	7	6	e	e	X
fcis-15776	7	7	-	-	NOUN
fcis-15776	7	8	commerce	commerce	NOUN
fcis-15776	7	9	live	live	ADJ
fcis-15776	7	10	broadcast	broadcast	NOUN
fcis-15776	7	11	;	;	PUNCT
fcis-15776	7	12	sentiment	sentiment	NOUN
fcis-15776	7	13	analysis	analysis	NOUN
fcis-15776	7	14	.	.	PUNCT
fcis-15776	8	1	1	1	X
fcis-15776	8	2	.	.	X
fcis-15776	8	3	research	research	NOUN
fcis-15776	8	4	background	background	NOUN
fcis-15776	8	5	with	with	ADP
fcis-15776	8	6	the	the	DET
fcis-15776	8	7	rapid	rapid	ADJ
fcis-15776	8	8	development	development	NOUN
fcis-15776	8	9	of	of	ADP
fcis-15776	8	10	the	the	DET
fcis-15776	8	11	internet	internet	NOUN
fcis-15776	8	12	and	and	CCONJ
fcis-15776	8	13	the	the	DET
fcis-15776	8	14	increasing	increase	VERB
fcis-15776	8	15	popularity	popularity	NOUN
fcis-15776	8	16	of	of	ADP
fcis-15776	8	17	digital	digital	ADJ
fcis-15776	8	18	technology	technology	NOUN
fcis-15776	8	19	,	,	PUNCT
fcis-15776	8	20	the	the	DET
fcis-15776	8	21	e	e	PROPN
fcis-15776	8	22	-	-	NOUN
fcis-15776	8	23	commerce	commerce	NOUN
fcis-15776	8	24	industry	industry	NOUN
fcis-15776	8	25	has	have	AUX
fcis-15776	8	26	ushered	usher	VERB
fcis-15776	8	27	in	in	ADP
fcis-15776	8	28	a	a	DET
fcis-15776	8	29	rapid	rapid	ADJ
fcis-15776	8	30	development	development	NOUN
fcis-15776	8	31	stage	stage	NOUN
fcis-15776	8	32	.	.	PUNCT
fcis-15776	9	1	in	in	ADP
fcis-15776	9	2	this	this	DET
fcis-15776	9	3	process	process	NOUN
fcis-15776	9	4	,	,	PUNCT
fcis-15776	9	5	the	the	DET
fcis-15776	9	6	e	e	NOUN
fcis-15776	9	7	-	-	NOUN
fcis-15776	9	8	commerce	commerce	NOUN
fcis-15776	9	9	live	live	ADJ
fcis-15776	9	10	broadcast	broadcast	NOUN
fcis-15776	9	11	as	as	ADP
fcis-15776	9	12	a	a	DET
fcis-15776	9	13	new	new	ADJ
fcis-15776	9	14	sales	sale	NOUN
fcis-15776	9	15	model	model	NOUN
fcis-15776	9	16	quickly	quickly	ADV
fcis-15776	9	17	emerged	emerge	VERB
fcis-15776	9	18	.	.	PUNCT
fcis-15776	10	1	through	through	ADP
fcis-15776	10	2	the	the	DET
fcis-15776	10	3	online	online	ADJ
fcis-15776	10	4	live	live	ADJ
fcis-15776	10	5	broadcast	broadcast	NOUN
fcis-15776	10	6	platform	platform	NOUN
fcis-15776	10	7	,	,	PUNCT
fcis-15776	10	8	real	real	ADJ
fcis-15776	10	9	-	-	PUNCT
fcis-15776	10	10	time	time	NOUN
fcis-15776	10	11	video	video	NOUN
fcis-15776	10	12	is	be	AUX
fcis-15776	10	13	used	use	VERB
fcis-15776	10	14	as	as	ADP
fcis-15776	10	15	the	the	DET
fcis-15776	10	16	medium	medium	NOUN
fcis-15776	10	17	to	to	PART
fcis-15776	10	18	combine	combine	VERB
fcis-15776	10	19	commodity	commodity	NOUN
fcis-15776	10	20	display	display	NOUN
fcis-15776	10	21	and	and	CCONJ
fcis-15776	10	22	shopping	shopping	NOUN
fcis-15776	10	23	experience	experience	NOUN
fcis-15776	10	24	,	,	PUNCT
fcis-15776	10	25	providing	provide	VERB
fcis-15776	10	26	consumers	consumer	NOUN
fcis-15776	10	27	with	with	ADP
fcis-15776	10	28	a	a	DET
fcis-15776	10	29	more	more	ADV
fcis-15776	10	30	intuitive	intuitive	ADJ
fcis-15776	10	31	and	and	CCONJ
fcis-15776	10	32	interactive	interactive	ADJ
fcis-15776	10	33	shopping	shopping	NOUN
fcis-15776	10	34	method	method	NOUN
fcis-15776	10	35	.	.	PUNCT
fcis-15776	11	1	however	however	ADV
fcis-15776	11	2	,	,	PUNCT
fcis-15776	11	3	with	with	ADP
fcis-15776	11	4	the	the	DET
fcis-15776	11	5	rise	rise	NOUN
fcis-15776	11	6	of	of	ADP
fcis-15776	11	7	e	e	NOUN
fcis-15776	11	8	-	-	NOUN
fcis-15776	11	9	commerce	commerce	NOUN
fcis-15776	11	10	live	live	ADJ
fcis-15776	11	11	broadcasting	broadcasting	NOUN
fcis-15776	11	12	,	,	PUNCT
fcis-15776	11	13	the	the	DET
fcis-15776	11	14	comment	comment	NOUN
fcis-15776	11	15	information	information	NOUN
fcis-15776	11	16	generated	generate	VERB
fcis-15776	11	17	by	by	ADP
fcis-15776	11	18	a	a	DET
fcis-15776	11	19	large	large	ADJ
fcis-15776	11	20	number	number	NOUN
fcis-15776	11	21	of	of	ADP
fcis-15776	11	22	users	user	NOUN
fcis-15776	11	23	has	have	AUX
fcis-15776	11	24	also	also	ADV
fcis-15776	11	25	doubled	double	VERB
fcis-15776	11	26	,	,	PUNCT
fcis-15776	11	27	which	which	PRON
fcis-15776	11	28	contains	contain	VERB
fcis-15776	11	29	rich	rich	ADJ
fcis-15776	11	30	emotional	emotional	ADJ
fcis-15776	11	31	information.[1	information.[1	ADP
fcis-15776	11	32	]	]	PUNCT
fcis-15776	11	33	the	the	DET
fcis-15776	11	34	emotional	emotional	ADJ
fcis-15776	11	35	information	information	NOUN
fcis-15776	11	36	in	in	ADP
fcis-15776	11	37	e	e	NOUN
fcis-15776	11	38	-	-	NOUN
fcis-15776	11	39	commerce	commerce	ADJ
fcis-15776	11	40	live	live	ADJ
fcis-15776	11	41	comments	comment	NOUN
fcis-15776	11	42	carries	carry	VERB
fcis-15776	11	43	consumers	consumer	NOUN
fcis-15776	11	44	'	'	PART
fcis-15776	11	45	attitudes	attitude	NOUN
fcis-15776	11	46	and	and	CCONJ
fcis-15776	11	47	feelings	feeling	NOUN
fcis-15776	11	48	towards	towards	ADP
fcis-15776	11	49	products	product	NOUN
fcis-15776	11	50	,	,	PUNCT
fcis-15776	11	51	services	service	NOUN
fcis-15776	11	52	and	and	CCONJ
fcis-15776	11	53	shopping	shopping	NOUN
fcis-15776	11	54	experience	experience	NOUN
fcis-15776	11	55	.	.	PUNCT
fcis-15776	12	1	for	for	ADP
fcis-15776	12	2	e	e	PROPN
fcis-15776	12	3	-	-	NOUN
fcis-15776	12	4	commerce	commerce	NOUN
fcis-15776	12	5	enterprises	enterprise	NOUN
fcis-15776	12	6	,	,	PUNCT
fcis-15776	12	7	accurately	accurately	ADV
fcis-15776	12	8	grasping	grasp	VERB
fcis-15776	12	9	users	user	NOUN
fcis-15776	12	10	'	'	PART
fcis-15776	12	11	emotional	emotional	ADJ
fcis-15776	12	12	tendencies	tendency	NOUN
fcis-15776	12	13	is	be	AUX
fcis-15776	12	14	of	of	ADP
fcis-15776	12	15	great	great	ADJ
fcis-15776	12	16	commercial	commercial	NOUN
fcis-15776	12	17	significance.[2]through	significance.[2]through	NOUN
fcis-15776	12	18	automated	automate	VERB
fcis-15776	12	19	analysis	analysis	NOUN
fcis-15776	12	20	of	of	ADP
fcis-15776	12	21	a	a	DET
fcis-15776	12	22	large	large	ADJ
fcis-15776	12	23	number	number	NOUN
fcis-15776	12	24	of	of	ADP
fcis-15776	12	25	review	review	NOUN
fcis-15776	12	26	texts	text	NOUN
fcis-15776	12	27	,	,	PUNCT
fcis-15776	12	28	users	user	NOUN
fcis-15776	12	29	'	'	PART
fcis-15776	12	30	satisfaction	satisfaction	NOUN
fcis-15776	12	31	with	with	ADP
fcis-15776	12	32	goods	good	NOUN
fcis-15776	12	33	,	,	PUNCT
fcis-15776	12	34	evaluation	evaluation	NOUN
fcis-15776	12	35	of	of	ADP
fcis-15776	12	36	services	service	NOUN
fcis-15776	12	37	and	and	CCONJ
fcis-15776	12	38	attitude	attitude	NOUN
fcis-15776	12	39	towards	towards	ADP
fcis-15776	12	40	shopping	shopping	NOUN
fcis-15776	12	41	experience	experience	NOUN
fcis-15776	12	42	can	can	AUX
fcis-15776	12	43	be	be	AUX
fcis-15776	12	44	mined	mine	VERB
fcis-15776	12	45	,	,	PUNCT
fcis-15776	12	46	and	and	CCONJ
fcis-15776	12	47	targeted	target	VERB
fcis-15776	12	48	improvement	improvement	NOUN
fcis-15776	12	49	suggestions	suggestion	NOUN
fcis-15776	12	50	can	can	AUX
fcis-15776	12	51	be	be	AUX
fcis-15776	12	52	provided	provide	VERB
fcis-15776	12	53	for	for	ADP
fcis-15776	12	54	e	e	NOUN
fcis-15776	12	55	-	-	NOUN
fcis-15776	12	56	commerce	commerce	NOUN
fcis-15776	12	57	enterprises	enterprise	NOUN
fcis-15776	12	58	to	to	PART
fcis-15776	12	59	improve	improve	VERB
fcis-15776	12	60	user	user	NOUN
fcis-15776	12	61	satisfaction	satisfaction	NOUN
fcis-15776	12	62	and	and	CCONJ
fcis-15776	12	63	shopping	shopping	NOUN
fcis-15776	12	64	experience.[3	experience.[3	ADV
fcis-15776	12	65	]	]	PUNCT
fcis-15776	12	66	however	however	ADV
fcis-15776	12	67	,	,	PUNCT
fcis-15776	12	68	the	the	DET
fcis-15776	12	69	characteristics	characteristic	NOUN
fcis-15776	12	70	of	of	ADP
fcis-15776	12	71	e	e	NOUN
fcis-15776	12	72	-	-	NOUN
fcis-15776	12	73	commerce	commerce	NOUN
fcis-15776	12	74	live	live	ADJ
fcis-15776	12	75	commentary	commentary	NOUN
fcis-15776	12	76	text	text	NOUN
fcis-15776	12	77	include	include	VERB
fcis-15776	12	78	the	the	DET
fcis-15776	12	79	diversity	diversity	NOUN
fcis-15776	12	80	of	of	ADP
fcis-15776	12	81	language	language	NOUN
fcis-15776	12	82	expression	expression	NOUN
fcis-15776	12	83	,	,	PUNCT
fcis-15776	12	84	the	the	DET
fcis-15776	12	85	complexity	complexity	NOUN
fcis-15776	12	86	and	and	CCONJ
fcis-15776	12	87	timeliness	timeliness	NOUN
fcis-15776	12	88	of	of	ADP
fcis-15776	12	89	word	word	NOUN
fcis-15776	12	90	-	-	PUNCT
fcis-15776	12	91	of	of	ADP
fcis-15776	12	92	-	-	PUNCT
fcis-15776	12	93	mouth	mouth	NOUN
fcis-15776	12	94	information	information	NOUN
fcis-15776	12	95	,	,	PUNCT
fcis-15776	12	96	etc	etc	X
fcis-15776	12	97	.	.	X
fcis-15776	12	98	,	,	PUNCT
fcis-15776	12	99	which	which	PRON
fcis-15776	12	100	bring	bring	VERB
fcis-15776	12	101	a	a	DET
fcis-15776	12	102	series	series	NOUN
fcis-15776	12	103	of	of	ADP
fcis-15776	12	104	challenges	challenge	NOUN
fcis-15776	12	105	to	to	PART
fcis-15776	12	106	sentiment	sentiment	VERB
fcis-15776	12	107	analysis	analysis	NOUN
fcis-15776	12	108	.	.	PUNCT
fcis-15776	13	1	therefore	therefore	ADV
fcis-15776	13	2	,	,	PUNCT
fcis-15776	13	3	this	this	DET
fcis-15776	13	4	study	study	NOUN
fcis-15776	13	5	aims	aim	VERB
fcis-15776	13	6	to	to	PART
fcis-15776	13	7	use	use	VERB
fcis-15776	13	8	advanced	advanced	ADJ
fcis-15776	13	9	text	text	NOUN
fcis-15776	13	10	mining	mining	NOUN
fcis-15776	13	11	technology	technology	NOUN
fcis-15776	13	12	,	,	PUNCT
fcis-15776	13	13	combined	combine	VERB
fcis-15776	13	14	with	with	ADP
fcis-15776	13	15	machine	machine	NOUN
fcis-15776	13	16	learning	learning	NOUN
fcis-15776	13	17	and	and	CCONJ
fcis-15776	13	18	natural	natural	ADJ
fcis-15776	13	19	language	language	NOUN
fcis-15776	13	20	processing	processing	NOUN
fcis-15776	13	21	methods	method	NOUN
fcis-15776	13	22	,	,	PUNCT
fcis-15776	13	23	to	to	ADP
fcis-15776	13	24	in	in	ADP
fcis-15776	13	25	-	-	PUNCT
fcis-15776	13	26	depth	depth	NOUN
fcis-15776	13	27	mining	mining	NOUN
fcis-15776	13	28	and	and	CCONJ
fcis-15776	13	29	analysis	analysis	NOUN
fcis-15776	13	30	of	of	ADP
fcis-15776	13	31	emotions	emotion	NOUN
fcis-15776	13	32	in	in	ADP
fcis-15776	13	33	e	e	NOUN
fcis-15776	13	34	-	-	NOUN
fcis-15776	13	35	commerce	commerce	ADJ
fcis-15776	13	36	live	live	ADJ
fcis-15776	13	37	comments	comment	NOUN
fcis-15776	13	38	,	,	PUNCT
fcis-15776	13	39	in	in	ADP
fcis-15776	13	40	order	order	NOUN
fcis-15776	13	41	to	to	PART
fcis-15776	13	42	improve	improve	VERB
fcis-15776	13	43	the	the	DET
fcis-15776	13	44	understanding	understanding	NOUN
fcis-15776	13	45	of	of	ADP
fcis-15776	13	46	user	user	NOUN
fcis-15776	13	47	emotions	emotion	NOUN
fcis-15776	13	48	,	,	PUNCT
fcis-15776	13	49	and	and	CCONJ
fcis-15776	13	50	provide	provide	VERB
fcis-15776	13	51	more	more	ADV
fcis-15776	13	52	effective	effective	ADJ
fcis-15776	13	53	decision	decision	NOUN
fcis-15776	13	54	support	support	NOUN
fcis-15776	13	55	and	and	CCONJ
fcis-15776	13	56	operation	operation	NOUN
fcis-15776	13	57	optimization	optimization	NOUN
fcis-15776	13	58	strategies	strategy	NOUN
fcis-15776	13	59	for	for	ADP
fcis-15776	13	60	e	e	NOUN
fcis-15776	13	61	-	-	NOUN
fcis-15776	13	62	commerce	commerce	NOUN
fcis-15776	13	63	enterprises	enterprise	NOUN
fcis-15776	13	64	.	.	PUNCT
fcis-15776	14	1	2	2	X
fcis-15776	14	2	.	.	X
fcis-15776	14	3	literature	literature	NOUN
fcis-15776	14	4	review	review	NOUN
fcis-15776	14	5	in	in	ADP
fcis-15776	14	6	the	the	DET
fcis-15776	14	7	field	field	NOUN
fcis-15776	14	8	of	of	ADP
fcis-15776	14	9	e	e	NOUN
fcis-15776	14	10	-	-	NOUN
fcis-15776	14	11	commerce	commerce	NOUN
fcis-15776	14	12	live	live	ADJ
fcis-15776	14	13	broadcasting	broadcasting	NOUN
fcis-15776	14	14	,	,	PUNCT
fcis-15776	14	15	sentiment	sentiment	NOUN
fcis-15776	14	16	analysis	analysis	NOUN
fcis-15776	14	17	has	have	AUX
fcis-15776	14	18	become	become	VERB
fcis-15776	14	19	a	a	DET
fcis-15776	14	20	research	research	NOUN
fcis-15776	14	21	direction	direction	NOUN
fcis-15776	14	22	that	that	PRON
fcis-15776	14	23	has	have	AUX
fcis-15776	14	24	attracted	attract	VERB
fcis-15776	14	25	much	much	ADJ
fcis-15776	14	26	attention	attention	NOUN
fcis-15776	14	27	,	,	PUNCT
fcis-15776	14	28	providing	provide	VERB
fcis-15776	14	29	profound	profound	ADJ
fcis-15776	14	30	user	user	NOUN
fcis-15776	14	31	insight	insight	NOUN
fcis-15776	14	32	and	and	CCONJ
fcis-15776	14	33	commercial	commercial	ADJ
fcis-15776	14	34	value	value	NOUN
fcis-15776	14	35	for	for	ADP
fcis-15776	14	36	e	e	NOUN
fcis-15776	14	37	-	-	NOUN
fcis-15776	14	38	commerce	commerce	NOUN
fcis-15776	14	39	enterprises.[4]a	enterprises.[4]a	NOUN
fcis-15776	14	40	number	number	NOUN
fcis-15776	14	41	of	of	ADP
fcis-15776	14	42	scholars	scholar	NOUN
fcis-15776	14	43	have	have	AUX
fcis-15776	14	44	made	make	VERB
fcis-15776	14	45	positive	positive	ADJ
fcis-15776	14	46	contributions	contribution	NOUN
fcis-15776	14	47	in	in	ADP
fcis-15776	14	48	this	this	DET
fcis-15776	14	49	field	field	NOUN
fcis-15776	14	50	,	,	PUNCT
fcis-15776	14	51	through	through	ADP
fcis-15776	14	52	various	various	ADJ
fcis-15776	14	53	text	text	NOUN
fcis-15776	14	54	mining	mining	NOUN
fcis-15776	14	55	techniques	technique	NOUN
fcis-15776	14	56	and	and	CCONJ
fcis-15776	14	57	sentiment	sentiment	NOUN
fcis-15776	14	58	analysis	analysis	NOUN
fcis-15776	14	59	methods	method	NOUN
fcis-15776	14	60	,	,	PUNCT
fcis-15776	14	61	in	in	ADP
fcis-15776	14	62	-	-	PUNCT
fcis-15776	14	63	depth	depth	NOUN
fcis-15776	14	64	research	research	NOUN
fcis-15776	14	65	on	on	ADP
fcis-15776	14	66	the	the	DET
fcis-15776	14	67	user	user	NOUN
fcis-15776	14	68	emotion	emotion	NOUN
fcis-15776	14	69	information	information	NOUN
fcis-15776	14	70	contained	contain	VERB
fcis-15776	14	71	in	in	ADP
fcis-15776	14	72	e	e	NOUN
fcis-15776	14	73	-	-	NOUN
fcis-15776	14	74	commerce	commerce	ADJ
fcis-15776	14	75	live	live	ADJ
fcis-15776	14	76	comments	comment	NOUN
fcis-15776	14	77	.	.	PUNCT
fcis-15776	15	1	wilson	wilson	PROPN
fcis-15776	15	2	et	et	PROPN
fcis-15776	15	3	al	al	PROPN
fcis-15776	15	4	.	.	PROPN
fcis-15776	16	1	(	(	PUNCT
fcis-15776	16	2	2009	2009	NUM
fcis-15776	16	3	)	)	PUNCT
fcis-15776	16	4	point	point	VERB
fcis-15776	16	5	out	out	ADP
fcis-15776	16	6	that	that	SCONJ
fcis-15776	16	7	identifying	identify	VERB
fcis-15776	16	8	emotional	emotional	ADJ
fcis-15776	16	9	polarity	polarity	NOUN
fcis-15776	16	10	in	in	ADP
fcis-15776	16	11	text	text	NOUN
fcis-15776	16	12	is	be	AUX
fcis-15776	16	13	a	a	DET
fcis-15776	16	14	key	key	ADJ
fcis-15776	16	15	task	task	NOUN
fcis-15776	16	16	in	in	ADP
fcis-15776	16	17	sentiment	sentiment	NOUN
fcis-15776	16	18	analysis.[5]they	analysis.[5]they	PRON
fcis-15776	16	19	explored	explore	VERB
fcis-15776	16	20	the	the	DET
fcis-15776	16	21	technology	technology	NOUN
fcis-15776	16	22	of	of	ADP
fcis-15776	16	23	emotion	emotion	NOUN
fcis-15776	16	24	dictionary	dictionary	ADJ
fcis-15776	16	25	construction	construction	NOUN
fcis-15776	16	26	and	and	CCONJ
fcis-15776	16	27	emotion	emotion	NOUN
fcis-15776	16	28	classification	classification	NOUN
fcis-15776	16	29	in	in	ADP
fcis-15776	16	30	sentiment	sentiment	NOUN
fcis-15776	16	31	analysis	analysis	NOUN
fcis-15776	16	32	,	,	PUNCT
fcis-15776	16	33	which	which	PRON
fcis-15776	16	34	provided	provide	VERB
fcis-15776	16	35	a	a	DET
fcis-15776	16	36	theoretical	theoretical	ADJ
fcis-15776	16	37	basis	basis	NOUN
fcis-15776	16	38	for	for	ADP
fcis-15776	16	39	in	in	ADP
fcis-15776	16	40	-	-	PUNCT
fcis-15776	16	41	depth	depth	NOUN
fcis-15776	16	42	exploration	exploration	NOUN
fcis-15776	16	43	of	of	ADP
fcis-15776	16	44	ecommerce	ecommerce	NOUN
fcis-15776	16	45	live	live	ADJ
fcis-15776	16	46	comments	comment	NOUN
fcis-15776	16	47	.	.	PUNCT
fcis-15776	17	1	in	in	ADP
fcis-15776	17	2	addition	addition	NOUN
fcis-15776	17	3	,	,	PUNCT
fcis-15776	17	4	alaei	alaei	PROPN
fcis-15776	17	5	et	et	PROPN
fcis-15776	17	6	al	al	PROPN
fcis-15776	17	7	.	.	PROPN
fcis-15776	18	1	(	(	PUNCT
fcis-15776	18	2	2019	2019	NUM
fcis-15776	18	3	)	)	PUNCT
fcis-15776	18	4	,	,	PUNCT
fcis-15776	18	5	through	through	ADP
fcis-15776	18	6	their	their	PRON
fcis-15776	18	7	study	study	NOUN
fcis-15776	18	8	of	of	ADP
fcis-15776	18	9	large	large	ADJ
fcis-15776	18	10	-	-	PUNCT
fcis-15776	18	11	scale	scale	NOUN
fcis-15776	18	12	social	social	ADJ
fcis-15776	18	13	media	medium	NOUN
fcis-15776	18	14	data	datum	NOUN
fcis-15776	18	15	,	,	PUNCT
fcis-15776	18	16	emphasized	emphasize	VERB
fcis-15776	18	17	the	the	DET
fcis-15776	18	18	importance	importance	NOUN
fcis-15776	18	19	of	of	ADP
fcis-15776	18	20	considering	consider	VERB
fcis-15776	18	21	context	context	NOUN
fcis-15776	18	22	and	and	CCONJ
fcis-15776	18	23	context	context	NOUN
fcis-15776	18	24	in	in	ADP
fcis-15776	18	25	sentiment	sentiment	NOUN
fcis-15776	18	26	analysis	analysis	NOUN
fcis-15776	18	27	,	,	PUNCT
fcis-15776	18	28	which	which	PRON
fcis-15776	18	29	is	be	AUX
fcis-15776	18	30	crucial	crucial	ADJ
fcis-15776	18	31	for	for	ADP
fcis-15776	18	32	understanding	understand	VERB
fcis-15776	18	33	complex	complex	ADJ
fcis-15776	18	34	emotional	emotional	ADJ
fcis-15776	18	35	expression	expression	NOUN
fcis-15776	18	36	in	in	ADP
fcis-15776	18	37	live	live	ADJ
fcis-15776	18	38	comments	comment	NOUN
fcis-15776	18	39	of	of	ADP
fcis-15776	18	40	e	e	NOUN
fcis-15776	18	41	-	-	NOUN
fcis-15776	18	42	commerce.[6	commerce.[6	X
fcis-15776	18	43	]	]	PUNCT
fcis-15776	18	44	with	with	ADP
fcis-15776	18	45	the	the	DET
fcis-15776	18	46	development	development	NOUN
fcis-15776	18	47	of	of	ADP
fcis-15776	18	48	deep	deep	ADJ
fcis-15776	18	49	learning	learning	NOUN
fcis-15776	18	50	technology	technology	NOUN
fcis-15776	18	51	,	,	PUNCT
fcis-15776	18	52	some	some	DET
fcis-15776	18	53	scholars	scholar	NOUN
fcis-15776	18	54	began	begin	VERB
fcis-15776	18	55	to	to	PART
fcis-15776	18	56	explore	explore	VERB
fcis-15776	18	57	the	the	DET
fcis-15776	18	58	application	application	NOUN
fcis-15776	18	59	of	of	ADP
fcis-15776	18	60	neural	neural	ADJ
fcis-15776	18	61	networks	network	NOUN
fcis-15776	18	62	to	to	PART
fcis-15776	18	63	sentiment	sentiment	VERB
fcis-15776	18	64	analysis	analysis	NOUN
fcis-15776	18	65	of	of	ADP
fcis-15776	18	66	e	e	NOUN
fcis-15776	18	67	-	-	NOUN
fcis-15776	18	68	commerce	commerce	NOUN
fcis-15776	18	69	live	live	ADJ
fcis-15776	18	70	comments	comment	NOUN
fcis-15776	18	71	.	.	PUNCT
fcis-15776	19	1	for	for	ADP
fcis-15776	19	2	example	example	NOUN
fcis-15776	19	3	,	,	PUNCT
fcis-15776	19	4	the	the	DET
fcis-15776	19	5	convolutional	convolutional	ADJ
fcis-15776	19	6	neural	neural	ADJ
fcis-15776	19	7	network	network	NOUN
fcis-15776	19	8	(	(	PUNCT
fcis-15776	19	9	cnn	cnn	PROPN
fcis-15776	19	10	)	)	PUNCT
fcis-15776	19	11	proposed	propose	VERB
fcis-15776	19	12	by	by	ADP
fcis-15776	19	13	wang	wang	PROPN
fcis-15776	19	14	(	(	PUNCT
fcis-15776	19	15	2019	2019	NUM
fcis-15776	19	16	)	)	PUNCT
fcis-15776	19	17	has	have	AUX
fcis-15776	19	18	achieved	achieve	VERB
fcis-15776	19	19	remarkable	remarkable	ADJ
fcis-15776	19	20	results	result	NOUN
fcis-15776	19	21	in	in	ADP
fcis-15776	19	22	text	text	NOUN
fcis-15776	19	23	classification	classification	NOUN
fcis-15776	19	24	tasks	task	NOUN
fcis-15776	19	25	,	,	PUNCT
fcis-15776	19	26	inspiring	inspire	VERB
fcis-15776	19	27	subsequent	subsequent	ADJ
fcis-15776	19	28	researchers	researcher	NOUN
fcis-15776	19	29	to	to	PART
fcis-15776	19	30	explore	explore	VERB
fcis-15776	19	31	the	the	DET
fcis-15776	19	32	application	application	NOUN
fcis-15776	19	33	of	of	ADP
fcis-15776	19	34	deep	deep	ADJ
fcis-15776	19	35	learning	learning	NOUN
fcis-15776	19	36	methods	method	NOUN
fcis-15776	19	37	in	in	ADP
fcis-15776	19	38	ecommerce	ecommerce	NOUN
fcis-15776	19	39	live	live	VERB
fcis-15776	19	40	commentary.[7]on	commentary.[7]on	ADP
fcis-15776	19	41	this	this	DET
fcis-15776	19	42	basis	basis	NOUN
fcis-15776	19	43	,	,	PUNCT
fcis-15776	19	44	umer	umer	PROPN
fcis-15776	19	45	et	et	PROPN
fcis-15776	19	46	al	al	PROPN
fcis-15776	19	47	.	.	PROPN
fcis-15776	20	1	(	(	PUNCT
fcis-15776	20	2	2021	2021	NUM
fcis-15776	20	3	)	)	PUNCT
fcis-15776	20	4	further	far	ADV
fcis-15776	20	5	introduced	introduce	VERB
fcis-15776	20	6	short	short	ADJ
fcis-15776	20	7	term	term	NOUN
fcis-15776	20	8	memory	memory	NOUN
fcis-15776	20	9	network	network	NOUN
fcis-15776	20	10	(	(	PUNCT
fcis-15776	20	11	lstm	lstm	PROPN
fcis-15776	20	12	)	)	PUNCT
fcis-15776	20	13	and	and	CCONJ
fcis-15776	20	14	other	other	ADJ
fcis-15776	20	15	models	model	NOUN
fcis-15776	20	16	to	to	PART
fcis-15776	20	17	improve	improve	VERB
fcis-15776	20	18	the	the	DET
fcis-15776	20	19	accuracy	accuracy	NOUN
fcis-15776	20	20	of	of	ADP
fcis-15776	20	21	sentiment	sentiment	NOUN
fcis-15776	20	22	analysis	analysis	NOUN
fcis-15776	20	23	and	and	CCONJ
fcis-15776	20	24	provide	provide	VERB
fcis-15776	20	25	new	new	ADJ
fcis-15776	20	26	ideas	idea	NOUN
fcis-15776	20	27	for	for	ADP
fcis-15776	20	28	processing	process	VERB
fcis-15776	20	29	long	long	ADJ
fcis-15776	20	30	text	text	NOUN
fcis-15776	20	31	in	in	ADP
fcis-15776	20	32	live	live	ADJ
fcis-15776	20	33	comments	comment	NOUN
fcis-15776	20	34	of	of	ADP
fcis-15776	20	35	e	e	NOUN
fcis-15776	20	36	-	-	NOUN
fcis-15776	20	37	commerce.[8	commerce.[8	X
fcis-15776	20	38	]	]	PUNCT
fcis-15776	20	39	to	to	PART
fcis-15776	20	40	sum	sum	VERB
fcis-15776	20	41	up	up	ADP
fcis-15776	20	42	,	,	PUNCT
fcis-15776	20	43	scholars	scholar	NOUN
fcis-15776	20	44	'	'	PART
fcis-15776	20	45	research	research	NOUN
fcis-15776	20	46	in	in	ADP
fcis-15776	20	47	the	the	DET
fcis-15776	20	48	field	field	NOUN
fcis-15776	20	49	of	of	ADP
fcis-15776	20	50	sentiment	sentiment	NOUN
fcis-15776	20	51	analysis	analysis	NOUN
fcis-15776	20	52	of	of	ADP
fcis-15776	20	53	e	e	NOUN
fcis-15776	20	54	-	-	NOUN
fcis-15776	20	55	commerce	commerce	NOUN
fcis-15776	20	56	live	live	ADJ
fcis-15776	20	57	commentary	commentary	NOUN
fcis-15776	20	58	provides	provide	VERB
fcis-15776	20	59	us	we	PRON
fcis-15776	20	60	with	with	ADP
fcis-15776	20	61	rich	rich	ADJ
fcis-15776	20	62	theoretical	theoretical	ADJ
fcis-15776	20	63	and	and	CCONJ
fcis-15776	20	64	methodological	methodological	ADJ
fcis-15776	20	65	support	support	NOUN
fcis-15776	20	66	to	to	PART
fcis-15776	20	67	better	well	ADV
fcis-15776	20	68	understand	understand	VERB
fcis-15776	20	69	user	user	NOUN
fcis-15776	20	70	emotions	emotion	NOUN
fcis-15776	20	71	and	and	CCONJ
fcis-15776	20	72	optimize	optimize	VERB
fcis-15776	20	73	e	e	NOUN
fcis-15776	20	74	-	-	NOUN
fcis-15776	20	75	commerce	commerce	NOUN
fcis-15776	20	76	operations	operation	NOUN
fcis-15776	20	77	.	.	PUNCT
fcis-15776	21	1	3	3	X
fcis-15776	21	2	.	.	X
fcis-15776	21	3	data	datum	NOUN
fcis-15776	21	4	collection	collection	NOUN
fcis-15776	21	5	the	the	DET
fcis-15776	21	6	methods	method	NOUN
fcis-15776	21	7	of	of	ADP
fcis-15776	21	8	data	datum	NOUN
fcis-15776	21	9	acquisition	acquisition	NOUN
fcis-15776	21	10	mainly	mainly	ADV
fcis-15776	21	11	include	include	VERB
fcis-15776	21	12	two	two	NUM
fcis-15776	21	13	ways	way	NOUN
fcis-15776	21	14	:	:	PUNCT
fcis-15776	21	15	web	web	NOUN
fcis-15776	21	16	crawler	crawler	NOUN
fcis-15776	21	17	and	and	CCONJ
fcis-15776	21	18	user	user	NOUN
fcis-15776	21	19	feedback	feedback	NOUN
fcis-15776	21	20	.	.	PUNCT
fcis-15776	22	1	first	first	ADV
fcis-15776	22	2	of	of	ADP
fcis-15776	22	3	all	all	PRON
fcis-15776	22	4	,	,	PUNCT
fcis-15776	22	5	through	through	ADP
fcis-15776	22	6	the	the	DET
fcis-15776	22	7	web	web	NOUN
fcis-15776	22	8	crawler	crawler	NOUN
fcis-15776	22	9	technology	technology	NOUN
fcis-15776	22	10	,	,	PUNCT
fcis-15776	22	11	a	a	DET
fcis-15776	22	12	large	large	ADJ
fcis-15776	22	13	number	number	NOUN
fcis-15776	22	14	of	of	ADP
fcis-15776	22	15	comment	comment	NOUN
fcis-15776	22	16	text	text	NOUN
fcis-15776	22	17	data	datum	NOUN
fcis-15776	22	18	can	can	AUX
fcis-15776	22	19	be	be	AUX
fcis-15776	22	20	captured	capture	VERB
fcis-15776	22	21	from	from	ADP
fcis-15776	22	22	the	the	DET
fcis-15776	22	23	e	e	PROPN
fcis-15776	22	24	-	-	NOUN
fcis-15776	22	25	commerce	commerce	NOUN
fcis-15776	22	26	live	live	ADJ
fcis-15776	22	27	broadcast	broadcast	NOUN
fcis-15776	22	28	platform	platform	NOUN
fcis-15776	22	29	.	.	PUNCT
fcis-15776	23	1	for	for	ADP
fcis-15776	23	2	example	example	NOUN
fcis-15776	23	3	,	,	PUNCT
fcis-15776	23	4	using	use	VERB
fcis-15776	23	5	python	python	NOUN
fcis-15776	23	6	to	to	PART
fcis-15776	23	7	write	write	VERB
fcis-15776	23	8	a	a	DET
fcis-15776	23	9	crawler	crawler	NOUN
fcis-15776	23	10	program	program	NOUN
fcis-15776	23	11	,	,	PUNCT
fcis-15776	23	12	by	by	ADP
fcis-15776	23	13	directly	directly	ADV
fcis-15776	23	14	35	35	NUM
fcis-15776	23	15	accessing	access	VERB
fcis-15776	23	16	the	the	DET
fcis-15776	23	17	platform	platform	NOUN
fcis-15776	23	18	api	api	NOUN
fcis-15776	23	19	or	or	CCONJ
fcis-15776	23	20	simulating	simulate	VERB
fcis-15776	23	21	the	the	DET
fcis-15776	23	22	user	user	NOUN
fcis-15776	23	23	's	's	PART
fcis-15776	23	24	browsing	browse	VERB
fcis-15776	23	25	operation	operation	NOUN
fcis-15776	23	26	,	,	PUNCT
fcis-15776	23	27	to	to	PART
fcis-15776	23	28	obtain	obtain	VERB
fcis-15776	23	29	the	the	DET
fcis-15776	23	30	user	user	NOUN
fcis-15776	23	31	's	's	PART
fcis-15776	23	32	comment	comment	NOUN
fcis-15776	23	33	information	information	NOUN
fcis-15776	23	34	left	leave	VERB
fcis-15776	23	35	in	in	ADP
fcis-15776	23	36	the	the	DET
fcis-15776	23	37	live	live	ADJ
fcis-15776	23	38	e	e	NOUN
fcis-15776	23	39	-	-	NOUN
fcis-15776	23	40	commerce	commerce	NOUN
fcis-15776	23	41	program	program	NOUN
fcis-15776	23	42	.	.	PUNCT
fcis-15776	24	1	secondly	secondly	ADV
fcis-15776	24	2	,	,	PUNCT
fcis-15776	24	3	through	through	ADP
fcis-15776	24	4	user	user	NOUN
fcis-15776	24	5	feedback	feedback	NOUN
fcis-15776	24	6	,	,	PUNCT
fcis-15776	24	7	users	user	NOUN
fcis-15776	24	8	'	'	PART
fcis-15776	24	9	emotional	emotional	ADJ
fcis-15776	24	10	experience	experience	NOUN
fcis-15776	24	11	in	in	ADP
fcis-15776	24	12	e	e	NOUN
fcis-15776	24	13	-	-	NOUN
fcis-15776	24	14	commerce	commerce	NOUN
fcis-15776	24	15	live	live	ADJ
fcis-15776	24	16	broadcasting	broadcasting	NOUN
fcis-15776	24	17	can	can	AUX
fcis-15776	24	18	be	be	AUX
fcis-15776	24	19	actively	actively	ADV
fcis-15776	24	20	collected	collect	VERB
fcis-15776	24	21	by	by	ADP
fcis-15776	24	22	means	mean	NOUN
fcis-15776	24	23	of	of	ADP
fcis-15776	24	24	questionnaires	questionnaire	NOUN
fcis-15776	24	25	,	,	PUNCT
fcis-15776	24	26	social	social	ADJ
fcis-15776	24	27	media	medium	NOUN
fcis-15776	24	28	mining	mining	NOUN
fcis-15776	24	29	and	and	CCONJ
fcis-15776	24	30	other	other	ADJ
fcis-15776	24	31	means	mean	NOUN
fcis-15776	24	32	.	.	PUNCT
fcis-15776	25	1	for	for	ADP
fcis-15776	25	2	example	example	NOUN
fcis-15776	25	3	,	,	PUNCT
fcis-15776	25	4	questionnaire	questionnaire	NOUN
fcis-15776	25	5	surveys	survey	NOUN
fcis-15776	25	6	for	for	ADP
fcis-15776	25	7	specific	specific	ADJ
fcis-15776	25	8	live	live	ADJ
fcis-15776	25	9	events	event	NOUN
fcis-15776	25	10	are	be	AUX
fcis-15776	25	11	designed	design	VERB
fcis-15776	25	12	to	to	PART
fcis-15776	25	13	collect	collect	VERB
fcis-15776	25	14	users	user	NOUN
fcis-15776	25	15	'	'	PART
fcis-15776	25	16	comments	comment	NOUN
fcis-15776	25	17	on	on	ADP
fcis-15776	25	18	goods	good	NOUN
fcis-15776	25	19	,	,	PUNCT
fcis-15776	25	20	hosts	host	NOUN
fcis-15776	25	21	and	and	CCONJ
fcis-15776	25	22	services	service	NOUN
fcis-15776	25	23	to	to	PART
fcis-15776	25	24	obtain	obtain	VERB
fcis-15776	25	25	more	more	ADV
fcis-15776	25	26	detailed	detailed	ADJ
fcis-15776	25	27	and	and	CCONJ
fcis-15776	25	28	in	in	ADP
fcis-15776	25	29	-	-	PUNCT
fcis-15776	25	30	depth	depth	NOUN
fcis-15776	25	31	emotional	emotional	ADJ
fcis-15776	25	32	information	information	NOUN
fcis-15776	25	33	.	.	PUNCT
fcis-15776	26	1	the	the	DET
fcis-15776	26	2	combination	combination	NOUN
fcis-15776	26	3	of	of	ADP
fcis-15776	26	4	these	these	DET
fcis-15776	26	5	two	two	NUM
fcis-15776	26	6	methods	method	NOUN
fcis-15776	26	7	can	can	AUX
fcis-15776	26	8	build	build	VERB
fcis-15776	26	9	a	a	DET
fcis-15776	26	10	rich	rich	ADJ
fcis-15776	26	11	and	and	CCONJ
fcis-15776	26	12	comprehensive	comprehensive	ADJ
fcis-15776	26	13	dataset	dataset	NOUN
fcis-15776	26	14	of	of	ADP
fcis-15776	26	15	live	live	ADJ
fcis-15776	26	16	e	e	NOUN
fcis-15776	26	17	-	-	ADJ
fcis-15776	26	18	commerce	commerce	NOUN
fcis-15776	26	19	comments	comment	NOUN
fcis-15776	26	20	,	,	PUNCT
fcis-15776	26	21	providing	provide	VERB
fcis-15776	26	22	strong	strong	ADJ
fcis-15776	26	23	support	support	NOUN
fcis-15776	26	24	for	for	ADP
fcis-15776	26	25	subsequent	subsequent	ADJ
fcis-15776	26	26	sentiment	sentiment	NOUN
fcis-15776	26	27	analysis	analysis	NOUN
fcis-15776	26	28	.	.	PUNCT
fcis-15776	27	1	4	4	X
fcis-15776	27	2	.	.	X
fcis-15776	27	3	first	first	ADV
fcis-15776	27	4	,	,	PUNCT
fcis-15776	27	5	a	a	DET
fcis-15776	27	6	calculation	calculation	NOUN
fcis-15776	27	7	method	method	NOUN
fcis-15776	27	8	of	of	ADP
fcis-15776	27	9	emotion	emotion	NOUN
fcis-15776	27	10	value	value	NOUN
fcis-15776	27	11	based	base	VERB
fcis-15776	27	12	on	on	ADP
fcis-15776	27	13	the	the	DET
fcis-15776	27	14	combination	combination	NOUN
fcis-15776	27	15	of	of	ADP
fcis-15776	27	16	dictionary	dictionary	ADJ
fcis-15776	27	17	and	and	CCONJ
fcis-15776	27	18	machine	machine	NOUN
fcis-15776	27	19	learning	learn	VERB
fcis-15776	27	20	4.1	4.1	NUM
fcis-15776	27	21	.	.	PUNCT
fcis-15776	28	1	construction	construction	NOUN
fcis-15776	28	2	of	of	ADP
fcis-15776	28	3	emotional	emotional	ADJ
fcis-15776	28	4	dictionary	dictionary	NOUN
fcis-15776	28	5	the	the	DET
fcis-15776	28	6	construction	construction	NOUN
fcis-15776	28	7	of	of	ADP
fcis-15776	28	8	sentiment	sentiment	NOUN
fcis-15776	28	9	dictionary	dictionary	NOUN
fcis-15776	28	10	is	be	AUX
fcis-15776	28	11	one	one	NUM
fcis-15776	28	12	of	of	ADP
fcis-15776	28	13	the	the	DET
fcis-15776	28	14	important	important	ADJ
fcis-15776	28	15	steps	step	NOUN
fcis-15776	28	16	of	of	ADP
fcis-15776	28	17	sentiment	sentiment	NOUN
fcis-15776	28	18	analysis	analysis	NOUN
fcis-15776	28	19	based	base	VERB
fcis-15776	28	20	on	on	ADP
fcis-15776	28	21	text	text	NOUN
fcis-15776	28	22	mining	mining	NOUN
fcis-15776	28	23	.	.	PUNCT
fcis-15776	29	1	firstly	firstly	ADV
fcis-15776	29	2	,	,	PUNCT
fcis-15776	29	3	a	a	DET
fcis-15776	29	4	corpus	corpus	NOUN
fcis-15776	29	5	containing	contain	VERB
fcis-15776	29	6	positive	positive	ADJ
fcis-15776	29	7	,	,	PUNCT
fcis-15776	29	8	negative	negative	ADJ
fcis-15776	29	9	and	and	CCONJ
fcis-15776	29	10	neutral	neutral	ADJ
fcis-15776	29	11	emotions	emotion	NOUN
fcis-15776	29	12	is	be	AUX
fcis-15776	29	13	collected	collect	VERB
fcis-15776	29	14	,	,	PUNCT
fcis-15776	29	15	which	which	PRON
fcis-15776	29	16	can	can	AUX
fcis-15776	29	17	be	be	AUX
fcis-15776	29	18	screened	screen	VERB
fcis-15776	29	19	from	from	ADP
fcis-15776	29	20	the	the	DET
fcis-15776	29	21	general	general	ADJ
fcis-15776	29	22	corpus	corpus	NOUN
fcis-15776	29	23	.	.	PUNCT
fcis-15776	30	1	then	then	ADV
fcis-15776	30	2	,	,	PUNCT
fcis-15776	30	3	using	use	VERB
fcis-15776	30	4	manual	manual	ADJ
fcis-15776	30	5	annotation	annotation	NOUN
fcis-15776	30	6	or	or	CCONJ
fcis-15776	30	7	automatic	automatic	ADJ
fcis-15776	30	8	annotation	annotation	NOUN
fcis-15776	30	9	,	,	PUNCT
fcis-15776	30	10	each	each	DET
fcis-15776	30	11	word	word	NOUN
fcis-15776	30	12	is	be	AUX
fcis-15776	30	13	assigned	assign	VERB
fcis-15776	30	14	an	an	DET
fcis-15776	30	15	emotion	emotion	NOUN
fcis-15776	30	16	polarity	polarity	NOUN
fcis-15776	30	17	value	value	NOUN
fcis-15776	30	18	,	,	PUNCT
fcis-15776	30	19	such	such	ADJ
fcis-15776	30	20	as	as	ADP
fcis-15776	30	21	positive	positive	ADJ
fcis-15776	30	22	emotion	emotion	NOUN
fcis-15776	30	23	is	be	AUX
fcis-15776	30	24	assigned	assign	VERB
fcis-15776	30	25	a	a	DET
fcis-15776	30	26	positive	positive	ADJ
fcis-15776	30	27	value	value	NOUN
fcis-15776	30	28	,	,	PUNCT
fcis-15776	30	29	negative	negative	ADJ
fcis-15776	30	30	emotion	emotion	NOUN
fcis-15776	30	31	is	be	AUX
fcis-15776	30	32	assigned	assign	VERB
fcis-15776	30	33	a	a	DET
fcis-15776	30	34	negative	negative	ADJ
fcis-15776	30	35	value	value	NOUN
fcis-15776	30	36	and	and	CCONJ
fcis-15776	30	37	neutral	neutral	ADJ
fcis-15776	30	38	emotion	emotion	NOUN
fcis-15776	30	39	is	be	AUX
fcis-15776	30	40	assigned	assign	VERB
fcis-15776	30	41	a	a	DET
fcis-15776	30	42	zero	zero	NUM
fcis-15776	30	43	value	value	NOUN
fcis-15776	30	44	.	.	PUNCT
fcis-15776	31	1	it	it	PRON
fcis-15776	31	2	is	be	AUX
fcis-15776	31	3	also	also	ADV
fcis-15776	31	4	possible	possible	ADJ
fcis-15776	31	5	to	to	PART
fcis-15776	31	6	choose	choose	VERB
fcis-15776	31	7	appropriate	appropriate	ADJ
fcis-15776	31	8	emotional	emotional	ADJ
fcis-15776	31	9	dictionaries	dictionary	NOUN
fcis-15776	31	10	according	accord	VERB
fcis-15776	31	11	to	to	ADP
fcis-15776	31	12	the	the	DET
fcis-15776	31	13	characteristics	characteristic	NOUN
fcis-15776	31	14	of	of	ADP
fcis-15776	31	15	ecommerce	ecommerce	NOUN
fcis-15776	31	16	live	live	PROPN
fcis-15776	31	17	commentary	commentary	NOUN
fcis-15776	31	18	.	.	PUNCT
fcis-15776	32	1	common	common	ADJ
fcis-15776	32	2	emotional	emotional	ADJ
fcis-15776	32	3	dictionaries	dictionary	NOUN
fcis-15776	32	4	include	include	VERB
fcis-15776	32	5	the	the	DET
fcis-15776	32	6	emotional	emotional	ADJ
fcis-15776	32	7	dictionary	dictionary	NOUN
fcis-15776	32	8	of	of	ADP
fcis-15776	32	9	cnk.com	cnk.com	NUM
fcis-15776	32	10	,	,	PUNCT
fcis-15776	32	11	the	the	DET
fcis-15776	32	12	chinese	chinese	ADJ
fcis-15776	32	13	emotional	emotional	ADJ
fcis-15776	32	14	word	word	NOUN
fcis-15776	32	15	ntusd	ntusd	NOUN
fcis-15776	32	16	organized	organize	VERB
fcis-15776	32	17	by	by	ADP
fcis-15776	32	18	taiwan	taiwan	PROPN
fcis-15776	32	19	university	university	PROPN
fcis-15776	32	20	,	,	PUNCT
fcis-15776	32	21	the	the	DET
fcis-15776	32	22	dictionary	dictionary	NOUN
fcis-15776	32	23	of	of	ADP
fcis-15776	32	24	students	student	NOUN
fcis-15776	32	25	'	'	PART
fcis-15776	32	26	praise	praise	NOUN
fcis-15776	32	27	and	and	CCONJ
fcis-15776	32	28	criticism	criticism	NOUN
fcis-15776	32	29	,	,	PUNCT
fcis-15776	32	30	and	and	CCONJ
fcis-15776	32	31	the	the	DET
fcis-15776	32	32	emotional	emotional	ADJ
fcis-15776	32	33	dictionary	dictionary	NOUN
fcis-15776	32	34	of	of	ADP
fcis-15776	32	35	dalian	dalian	PROPN
fcis-15776	32	36	institute	institute	PROPN
fcis-15776	32	37	of	of	ADP
fcis-15776	32	38	technology	technology	PROPN
fcis-15776	32	39	.	.	PUNCT
fcis-15776	33	1	4.2	4.2	NUM
fcis-15776	33	2	.	.	PUNCT
fcis-15776	34	1	training	train	VERB
fcis-15776	34	2	the	the	DET
fcis-15776	34	3	sentiment	sentiment	NOUN
fcis-15776	34	4	analysis	analysis	NOUN
fcis-15776	34	5	corpus	corpus	NOUN
fcis-15776	34	6	training	training	NOUN
fcis-15776	34	7	emotion	emotion	NOUN
fcis-15776	34	8	analysis	analysis	NOUN
fcis-15776	34	9	models	model	NOUN
fcis-15776	34	10	requires	require	VERB
fcis-15776	34	11	a	a	DET
fcis-15776	34	12	corpus	corpus	NOUN
fcis-15776	34	13	with	with	ADP
fcis-15776	34	14	emotional	emotional	ADJ
fcis-15776	34	15	labels	label	NOUN
fcis-15776	34	16	as	as	ADP
fcis-15776	34	17	a	a	DET
fcis-15776	34	18	training	training	NOUN
fcis-15776	34	19	set	set	NOUN
fcis-15776	34	20	.	.	PUNCT
fcis-15776	35	1	this	this	DET
fcis-15776	35	2	corpus	corpus	NOUN
fcis-15776	35	3	should	should	AUX
fcis-15776	35	4	contain	contain	VERB
fcis-15776	35	5	a	a	DET
fcis-15776	35	6	variety	variety	NOUN
fcis-15776	35	7	of	of	ADP
fcis-15776	35	8	e	e	NOUN
fcis-15776	35	9	-	-	NOUN
fcis-15776	35	10	commerce	commerce	NOUN
fcis-15776	35	11	live	live	ADJ
fcis-15776	35	12	commentary	commentary	NOUN
fcis-15776	35	13	texts	text	NOUN
fcis-15776	35	14	,	,	PUNCT
fcis-15776	35	15	covering	cover	VERB
fcis-15776	35	16	a	a	DET
fcis-15776	35	17	variety	variety	NOUN
fcis-15776	35	18	of	of	ADP
fcis-15776	35	19	emotional	emotional	ADJ
fcis-15776	35	20	expressions	expression	NOUN
fcis-15776	35	21	and	and	CCONJ
fcis-15776	35	22	contexts	contexts	NOUN
fcis-15776	35	23	.	.	PUNCT
fcis-15776	36	1	first	first	ADV
fcis-15776	36	2	,	,	PUNCT
fcis-15776	36	3	a	a	DET
fcis-15776	36	4	part	part	NOUN
fcis-15776	36	5	of	of	ADP
fcis-15776	36	6	the	the	DET
fcis-15776	36	7	corpus	corpus	NOUN
fcis-15776	36	8	was	be	AUX
fcis-15776	36	9	manually	manually	ADV
fcis-15776	36	10	labeled	label	VERB
fcis-15776	36	11	to	to	PART
fcis-15776	36	12	label	label	VERB
fcis-15776	36	13	each	each	DET
fcis-15776	36	14	comment	comment	NOUN
fcis-15776	36	15	with	with	ADP
fcis-15776	36	16	its	its	PRON
fcis-15776	36	17	emotion	emotion	NOUN
fcis-15776	36	18	,	,	PUNCT
fcis-15776	36	19	with	with	ADP
fcis-15776	36	20	positive	positive	ADJ
fcis-15776	36	21	,	,	PUNCT
fcis-15776	36	22	negative	negative	ADJ
fcis-15776	36	23	and	and	CCONJ
fcis-15776	36	24	neutral	neutral	ADJ
fcis-15776	36	25	as	as	ADP
fcis-15776	36	26	the	the	DET
fcis-15776	36	27	main	main	ADJ
fcis-15776	36	28	labels	label	NOUN
fcis-15776	36	29	.	.	PUNCT
fcis-15776	37	1	then	then	ADV
fcis-15776	37	2	,	,	PUNCT
fcis-15776	37	3	using	use	VERB
fcis-15776	37	4	machine	machine	NOUN
fcis-15776	37	5	learning	learning	NOUN
fcis-15776	37	6	algorithms	algorithm	NOUN
fcis-15776	37	7	,	,	PUNCT
fcis-15776	37	8	such	such	ADJ
fcis-15776	37	9	as	as	ADP
fcis-15776	37	10	support	support	NOUN
fcis-15776	37	11	vector	vector	NOUN
fcis-15776	37	12	machines	machine	NOUN
fcis-15776	37	13	(	(	PUNCT
fcis-15776	37	14	svms	svms	NOUN
fcis-15776	37	15	)	)	PUNCT
fcis-15776	37	16	,	,	PUNCT
fcis-15776	37	17	naive	naive	ADJ
fcis-15776	37	18	bayes	bayes	NOUN
fcis-15776	37	19	,	,	PUNCT
fcis-15776	37	20	or	or	CCONJ
fcis-15776	37	21	deep	deep	ADJ
fcis-15776	37	22	learning	learning	NOUN
fcis-15776	37	23	models	model	NOUN
fcis-15776	37	24	,	,	PUNCT
fcis-15776	37	25	the	the	DET
fcis-15776	37	26	corpus	corpus	NOUN
fcis-15776	37	27	is	be	AUX
fcis-15776	37	28	trained	train	VERB
fcis-15776	37	29	so	so	SCONJ
fcis-15776	37	30	that	that	SCONJ
fcis-15776	37	31	the	the	DET
fcis-15776	37	32	model	model	NOUN
fcis-15776	37	33	can	can	AUX
fcis-15776	37	34	learn	learn	VERB
fcis-15776	37	35	the	the	DET
fcis-15776	37	36	relationship	relationship	NOUN
fcis-15776	37	37	between	between	ADP
fcis-15776	37	38	text	text	NOUN
fcis-15776	37	39	features	feature	NOUN
fcis-15776	37	40	and	and	CCONJ
fcis-15776	37	41	emotions	emotion	NOUN
fcis-15776	37	42	.	.	PUNCT
fcis-15776	38	1	the	the	DET
fcis-15776	38	2	trained	train	VERB
fcis-15776	38	3	model	model	NOUN
fcis-15776	38	4	can	can	AUX
fcis-15776	38	5	perform	perform	VERB
fcis-15776	38	6	sentiment	sentiment	NOUN
fcis-15776	38	7	analysis	analysis	NOUN
fcis-15776	38	8	on	on	ADP
fcis-15776	38	9	unlabeled	unlabele	VERB
fcis-15776	38	10	live	live	ADJ
fcis-15776	38	11	e	e	PROPN
fcis-15776	38	12	-	-	ADJ
fcis-15776	38	13	commerce	commerce	NOUN
fcis-15776	38	14	comments	comment	NOUN
fcis-15776	38	15	and	and	CCONJ
fcis-15776	38	16	predict	predict	VERB
fcis-15776	38	17	their	their	PRON
fcis-15776	38	18	emotional	emotional	ADJ
fcis-15776	38	19	polarity	polarity	NOUN
fcis-15776	38	20	.	.	PUNCT
fcis-15776	39	1	5	5	X
fcis-15776	39	2	.	.	X
fcis-15776	39	3	e	e	X
fcis-15776	39	4	-	-	NOUN
fcis-15776	39	5	commerce	commerce	NOUN
fcis-15776	39	6	live	live	ADJ
fcis-15776	39	7	emotion	emotion	NOUN
fcis-15776	39	8	analysis	analysis	NOUN
fcis-15776	39	9	5.1	5.1	NUM
fcis-15776	39	10	.	.	PUNCT
fcis-15776	39	11	analyze	analyze	VERB
fcis-15776	39	12	the	the	DET
fcis-15776	39	13	emotional	emotional	ADJ
fcis-15776	39	14	tendency	tendency	NOUN
fcis-15776	39	15	of	of	ADP
fcis-15776	39	16	comments	comment	NOUN
fcis-15776	39	17	sentiment	sentiment	NOUN
fcis-15776	39	18	analysis	analysis	NOUN
fcis-15776	39	19	aims	aim	VERB
fcis-15776	39	20	to	to	PART
fcis-15776	39	21	determine	determine	VERB
fcis-15776	39	22	the	the	DET
fcis-15776	39	23	emotional	emotional	ADJ
fcis-15776	39	24	tendencies	tendency	NOUN
fcis-15776	39	25	expressed	express	VERB
fcis-15776	39	26	in	in	ADP
fcis-15776	39	27	the	the	DET
fcis-15776	39	28	comments	comment	NOUN
fcis-15776	39	29	,	,	PUNCT
fcis-15776	39	30	whether	whether	SCONJ
fcis-15776	39	31	they	they	PRON
fcis-15776	39	32	are	be	AUX
fcis-15776	39	33	positive	positive	ADJ
fcis-15776	39	34	or	or	CCONJ
fcis-15776	39	35	negative	negative	ADJ
fcis-15776	39	36	,	,	PUNCT
fcis-15776	39	37	subjective	subjective	ADJ
fcis-15776	39	38	,	,	PUNCT
fcis-15776	39	39	or	or	CCONJ
fcis-15776	39	40	objective	objective	NOUN
fcis-15776	39	41	.	.	PUNCT
fcis-15776	40	1	specifically	specifically	ADV
fcis-15776	40	2	,	,	PUNCT
fcis-15776	40	3	the	the	DET
fcis-15776	40	4	snownlp	snownlp	NOUN
fcis-15776	40	5	library	library	NOUN
fcis-15776	40	6	in	in	ADP
fcis-15776	40	7	python	python	PROPN
fcis-15776	40	8	can	can	AUX
fcis-15776	40	9	be	be	AUX
fcis-15776	40	10	used	use	VERB
fcis-15776	40	11	to	to	PART
fcis-15776	40	12	conduct	conduct	VERB
fcis-15776	40	13	sentiment	sentiment	NOUN
fcis-15776	40	14	analysis	analysis	NOUN
fcis-15776	40	15	on	on	ADP
fcis-15776	40	16	the	the	DET
fcis-15776	40	17	text	text	NOUN
fcis-15776	40	18	of	of	ADP
fcis-15776	40	19	live	live	ADJ
fcis-15776	40	20	comments	comment	NOUN
fcis-15776	40	21	on	on	ADP
fcis-15776	40	22	e	e	NOUN
fcis-15776	40	23	-	-	NOUN
fcis-15776	40	24	commerce	commerce	NOUN
fcis-15776	40	25	.	.	PUNCT
fcis-15776	41	1	the	the	DET
fcis-15776	41	2	sentiment	sentiment	NOUN
fcis-15776	41	3	function	function	NOUN
fcis-15776	41	4	of	of	ADP
fcis-15776	41	5	snownlp	snownlp	NOUN
fcis-15776	41	6	is	be	AUX
fcis-15776	41	7	used	use	VERB
fcis-15776	41	8	to	to	PART
fcis-15776	41	9	analyze	analyze	VERB
fcis-15776	41	10	the	the	DET
fcis-15776	41	11	sentiment	sentiment	NOUN
fcis-15776	41	12	value	value	NOUN
fcis-15776	41	13	of	of	ADP
fcis-15776	41	14	each	each	DET
fcis-15776	41	15	comment	comment	NOUN
fcis-15776	41	16	and	and	CCONJ
fcis-15776	41	17	return	return	VERB
fcis-15776	41	18	a	a	DET
fcis-15776	41	19	probability	probability	NOUN
fcis-15776	41	20	value	value	NOUN
fcis-15776	41	21	in	in	ADP
fcis-15776	41	22	the	the	DET
fcis-15776	41	23	range	range	NOUN
fcis-15776	41	24	of	of	ADP
fcis-15776	41	25	[	[	X
fcis-15776	41	26	0,1	0,1	NUM
fcis-15776	41	27	]	]	PUNCT
fcis-15776	41	28	,	,	PUNCT
fcis-15776	41	29	indicating	indicate	VERB
fcis-15776	41	30	the	the	DET
fcis-15776	41	31	sentiment	sentiment	NOUN
fcis-15776	41	32	tendency	tendency	NOUN
fcis-15776	41	33	of	of	ADP
fcis-15776	41	34	the	the	DET
fcis-15776	41	35	comment	comment	NOUN
fcis-15776	41	36	.	.	PUNCT
fcis-15776	42	1	if	if	SCONJ
fcis-15776	42	2	the	the	DET
fcis-15776	42	3	probability	probability	NOUN
fcis-15776	42	4	value	value	NOUN
fcis-15776	42	5	is	be	AUX
fcis-15776	42	6	greater	great	ADJ
fcis-15776	42	7	than	than	ADP
fcis-15776	42	8	0.5	0.5	NUM
fcis-15776	42	9	,	,	PUNCT
fcis-15776	42	10	the	the	DET
fcis-15776	42	11	emotion	emotion	NOUN
fcis-15776	42	12	tends	tend	VERB
fcis-15776	42	13	to	to	PART
fcis-15776	42	14	be	be	AUX
fcis-15776	42	15	positive	positive	ADJ
fcis-15776	42	16	;	;	PUNCT
fcis-15776	42	17	otherwise	otherwise	ADV
fcis-15776	42	18	,	,	PUNCT
fcis-15776	42	19	it	it	PRON
fcis-15776	42	20	tends	tend	VERB
fcis-15776	42	21	to	to	PART
fcis-15776	42	22	be	be	AUX
fcis-15776	42	23	negative	negative	ADJ
fcis-15776	42	24	.	.	PUNCT
fcis-15776	43	1	this	this	DET
fcis-15776	43	2	method	method	NOUN
fcis-15776	43	3	effectively	effectively	ADV
fcis-15776	43	4	quantifies	quantify	VERB
fcis-15776	43	5	the	the	DET
fcis-15776	43	6	emotion	emotion	NOUN
fcis-15776	43	7	of	of	ADP
fcis-15776	43	8	the	the	DET
fcis-15776	43	9	comments	comment	NOUN
fcis-15776	43	10	and	and	CCONJ
fcis-15776	43	11	provides	provide	VERB
fcis-15776	43	12	specific	specific	ADJ
fcis-15776	43	13	emotional	emotional	ADJ
fcis-15776	43	14	values	value	NOUN
fcis-15776	43	15	for	for	ADP
fcis-15776	43	16	subsequent	subsequent	ADJ
fcis-15776	43	17	analysis	analysis	NOUN
fcis-15776	43	18	.	.	PUNCT
fcis-15776	44	1	5.2	5.2	NUM
fcis-15776	44	2	.	.	PUNCT
fcis-15776	45	1	analysis	analysis	NOUN
fcis-15776	45	2	of	of	ADP
fcis-15776	45	3	negative	negative	ADJ
fcis-15776	45	4	comments	comment	NOUN
fcis-15776	45	5	based	base	VERB
fcis-15776	45	6	on	on	ADP
fcis-15776	45	7	the	the	DET
fcis-15776	45	8	results	result	NOUN
fcis-15776	45	9	of	of	ADP
fcis-15776	45	10	sentiment	sentiment	NOUN
fcis-15776	45	11	analysis	analysis	NOUN
fcis-15776	45	12	,	,	PUNCT
fcis-15776	45	13	the	the	DET
fcis-15776	45	14	negative	negative	ADJ
fcis-15776	45	15	comments	comment	NOUN
fcis-15776	45	16	are	be	AUX
fcis-15776	45	17	extracted	extract	VERB
fcis-15776	45	18	,	,	PUNCT
fcis-15776	45	19	and	and	CCONJ
fcis-15776	45	20	the	the	DET
fcis-15776	45	21	word	word	NOUN
fcis-15776	45	22	segmentation	segmentation	NOUN
fcis-15776	45	23	and	and	CCONJ
fcis-15776	45	24	word	word	NOUN
fcis-15776	45	25	frequency	frequency	NOUN
fcis-15776	45	26	calculation	calculation	NOUN
fcis-15776	45	27	are	be	AUX
fcis-15776	45	28	carried	carry	VERB
fcis-15776	45	29	out	out	ADP
fcis-15776	45	30	using	use	VERB
fcis-15776	45	31	the	the	DET
fcis-15776	45	32	jieba	jieba	NOUN
fcis-15776	45	33	module	module	NOUN
fcis-15776	45	34	of	of	ADP
fcis-15776	45	35	python	python	PROPN
fcis-15776	45	36	.	.	PUNCT
fcis-15776	46	1	by	by	ADP
fcis-15776	46	2	counting	count	VERB
fcis-15776	46	3	high	high	ADJ
fcis-15776	46	4	-	-	PUNCT
fcis-15776	46	5	frequency	frequency	NOUN
fcis-15776	46	6	words	word	NOUN
fcis-15776	46	7	in	in	ADP
fcis-15776	46	8	negative	negative	ADJ
fcis-15776	46	9	comments	comment	NOUN
fcis-15776	46	10	and	and	CCONJ
fcis-15776	46	11	generating	generate	VERB
fcis-15776	46	12	word	word	NOUN
fcis-15776	46	13	clouds	cloud	NOUN
fcis-15776	46	14	,	,	PUNCT
fcis-15776	46	15	we	we	PRON
fcis-15776	46	16	can	can	AUX
fcis-15776	46	17	intuitively	intuitively	ADV
fcis-15776	46	18	understand	understand	VERB
fcis-15776	46	19	users	user	NOUN
fcis-15776	46	20	'	'	PART
fcis-15776	46	21	dissatisfaction	dissatisfaction	NOUN
fcis-15776	46	22	in	in	ADP
fcis-15776	46	23	webcasts	webcast	NOUN
fcis-15776	46	24	.	.	PUNCT
fcis-15776	47	1	these	these	DET
fcis-15776	47	2	highfrequency	highfrequency	NOUN
fcis-15776	47	3	words	word	NOUN
fcis-15776	47	4	not	not	PART
fcis-15776	47	5	only	only	ADV
fcis-15776	47	6	provide	provide	VERB
fcis-15776	47	7	specific	specific	ADJ
fcis-15776	47	8	expressions	expression	NOUN
fcis-15776	47	9	for	for	ADP
fcis-15776	47	10	negative	negative	ADJ
fcis-15776	47	11	emotions	emotion	NOUN
fcis-15776	47	12	,	,	PUNCT
fcis-15776	47	13	but	but	CCONJ
fcis-15776	47	14	also	also	ADV
fcis-15776	47	15	provide	provide	VERB
fcis-15776	47	16	substantial	substantial	ADJ
fcis-15776	47	17	data	datum	NOUN
fcis-15776	47	18	support	support	NOUN
fcis-15776	47	19	for	for	ADP
fcis-15776	47	20	the	the	DET
fcis-15776	47	21	constant	constant	ADJ
fcis-15776	47	22	updating	updating	NOUN
fcis-15776	47	23	and	and	CCONJ
fcis-15776	47	24	improvement	improvement	NOUN
fcis-15776	47	25	of	of	ADP
fcis-15776	47	26	emotion	emotion	NOUN
fcis-15776	47	27	dictionaries	dictionary	NOUN
fcis-15776	47	28	.	.	PUNCT
fcis-15776	48	1	in	in	ADP
fcis-15776	48	2	the	the	DET
fcis-15776	48	3	word	word	NOUN
fcis-15776	48	4	cloud	cloud	NOUN
fcis-15776	48	5	,	,	PUNCT
fcis-15776	48	6	font	font	NOUN
fcis-15776	48	7	size	size	NOUN
fcis-15776	48	8	reflects	reflect	VERB
fcis-15776	48	9	the	the	DET
fcis-15776	48	10	distribution	distribution	NOUN
fcis-15776	48	11	of	of	ADP
fcis-15776	48	12	word	word	NOUN
fcis-15776	48	13	frequency	frequency	NOUN
fcis-15776	48	14	,	,	PUNCT
fcis-15776	48	15	providing	provide	VERB
fcis-15776	48	16	a	a	DET
fcis-15776	48	17	visual	visual	ADJ
fcis-15776	48	18	tool	tool	NOUN
fcis-15776	48	19	for	for	ADP
fcis-15776	48	20	further	further	ADJ
fcis-15776	48	21	analysis	analysis	NOUN
fcis-15776	48	22	.	.	PUNCT
fcis-15776	49	1	through	through	ADP
fcis-15776	49	2	the	the	DET
fcis-15776	49	3	word	word	NOUN
fcis-15776	49	4	cloud	cloud	NOUN
fcis-15776	49	5	image	image	NOUN
fcis-15776	49	6	,	,	PUNCT
fcis-15776	49	7	we	we	PRON
fcis-15776	49	8	can	can	AUX
fcis-15776	49	9	find	find	VERB
fcis-15776	49	10	the	the	DET
fcis-15776	49	11	problems	problem	NOUN
fcis-15776	49	12	that	that	PRON
fcis-15776	49	13	users	user	NOUN
fcis-15776	49	14	generally	generally	ADV
fcis-15776	49	15	dislike	dislike	VERB
fcis-15776	49	16	in	in	ADP
fcis-15776	49	17	the	the	DET
fcis-15776	49	18	live	live	ADJ
fcis-15776	49	19	broadcast	broadcast	NOUN
fcis-15776	49	20	environment	environment	NOUN
fcis-15776	49	21	of	of	ADP
fcis-15776	49	22	ecommerce	ecommerce	PROPN
fcis-15776	49	23	.	.	PUNCT
fcis-15776	50	1	this	this	PRON
fcis-15776	50	2	provides	provide	VERB
fcis-15776	50	3	guidance	guidance	NOUN
fcis-15776	50	4	for	for	ADP
fcis-15776	50	5	e	e	NOUN
fcis-15776	50	6	-	-	NOUN
fcis-15776	50	7	commerce	commerce	NOUN
fcis-15776	50	8	live	live	ADJ
fcis-15776	50	9	streaming	streaming	NOUN
fcis-15776	50	10	platforms	platform	NOUN
fcis-15776	50	11	to	to	PART
fcis-15776	50	12	regulate	regulate	VERB
fcis-15776	50	13	content	content	NOUN
fcis-15776	50	14	and	and	CCONJ
fcis-15776	50	15	improve	improve	VERB
fcis-15776	50	16	services	service	NOUN
fcis-15776	50	17	to	to	PART
fcis-15776	50	18	enhance	enhance	VERB
fcis-15776	50	19	user	user	NOUN
fcis-15776	50	20	experience	experience	NOUN
fcis-15776	50	21	.	.	PUNCT
fcis-15776	51	1	6	6	X
fcis-15776	51	2	.	.	X
fcis-15776	51	3	conclusion	conclusion	NOUN
fcis-15776	51	4	as	as	ADP
fcis-15776	51	5	an	an	DET
fcis-15776	51	6	innovative	innovative	ADJ
fcis-15776	51	7	sales	sale	NOUN
fcis-15776	51	8	model	model	NOUN
fcis-15776	51	9	,	,	PUNCT
fcis-15776	51	10	e	e	NOUN
fcis-15776	51	11	-	-	NOUN
fcis-15776	51	12	commerce	commerce	NOUN
fcis-15776	51	13	live	live	ADJ
fcis-15776	51	14	broadcasting	broadcasting	NOUN
fcis-15776	51	15	provides	provide	VERB
fcis-15776	51	16	consumers	consumer	NOUN
fcis-15776	51	17	with	with	ADP
fcis-15776	51	18	a	a	DET
fcis-15776	51	19	more	more	ADV
fcis-15776	51	20	intuitive	intuitive	ADJ
fcis-15776	51	21	and	and	CCONJ
fcis-15776	51	22	interactive	interactive	ADJ
fcis-15776	51	23	shopping	shopping	NOUN
fcis-15776	51	24	experience	experience	NOUN
fcis-15776	51	25	,	,	PUNCT
fcis-15776	51	26	and	and	CCONJ
fcis-15776	51	27	brings	bring	VERB
fcis-15776	51	28	new	new	ADJ
fcis-15776	51	29	business	business	NOUN
fcis-15776	51	30	opportunities	opportunity	NOUN
fcis-15776	51	31	and	and	CCONJ
fcis-15776	51	32	challenges	challenge	NOUN
fcis-15776	51	33	for	for	ADP
fcis-15776	51	34	e	e	NOUN
fcis-15776	51	35	-	-	NOUN
fcis-15776	51	36	commerce	commerce	NOUN
fcis-15776	51	37	enterprises	enterprise	NOUN
fcis-15776	51	38	.	.	PUNCT
fcis-15776	52	1	through	through	ADP
fcis-15776	52	2	the	the	DET
fcis-15776	52	3	emotional	emotional	ADJ
fcis-15776	52	4	analysis	analysis	NOUN
fcis-15776	52	5	of	of	ADP
fcis-15776	52	6	e	e	NOUN
fcis-15776	52	7	-	-	NOUN
fcis-15776	52	8	commerce	commerce	ADJ
fcis-15776	52	9	live	live	ADJ
fcis-15776	52	10	comments	comment	NOUN
fcis-15776	52	11	,	,	PUNCT
fcis-15776	52	12	we	we	PRON
fcis-15776	52	13	can	can	AUX
fcis-15776	52	14	deeply	deeply	ADV
fcis-15776	52	15	understand	understand	VERB
fcis-15776	52	16	users	user	NOUN
fcis-15776	52	17	'	'	PART
fcis-15776	52	18	attitudes	attitude	NOUN
fcis-15776	52	19	,	,	PUNCT
fcis-15776	52	20	preferences	preference	NOUN
fcis-15776	52	21	and	and	CCONJ
fcis-15776	52	22	dissatisfaction	dissatisfaction	NOUN
fcis-15776	52	23	,	,	PUNCT
fcis-15776	52	24	and	and	CCONJ
fcis-15776	52	25	provide	provide	VERB
fcis-15776	52	26	powerful	powerful	ADJ
fcis-15776	52	27	decision	decision	NOUN
fcis-15776	52	28	support	support	NOUN
fcis-15776	52	29	for	for	ADP
fcis-15776	52	30	enterprises	enterprise	NOUN
fcis-15776	52	31	.	.	PUNCT
fcis-15776	53	1	this	this	DET
fcis-15776	53	2	study	study	NOUN
fcis-15776	53	3	constructed	construct	VERB
fcis-15776	53	4	a	a	DET
fcis-15776	53	5	comprehensive	comprehensive	ADJ
fcis-15776	53	6	text	text	NOUN
fcis-15776	53	7	mining	mining	NOUN
fcis-15776	53	8	technology	technology	NOUN
fcis-15776	53	9	,	,	PUNCT
fcis-15776	53	10	including	include	VERB
fcis-15776	53	11	sentiment	sentiment	NOUN
fcis-15776	53	12	dictionary	dictionary	ADJ
fcis-15776	53	13	construction	construction	NOUN
fcis-15776	53	14	,	,	PUNCT
fcis-15776	53	15	machine	machine	NOUN
fcis-15776	53	16	learning	learning	NOUN
fcis-15776	53	17	model	model	NOUN
fcis-15776	53	18	training	training	NOUN
fcis-15776	53	19	and	and	CCONJ
fcis-15776	53	20	sentiment	sentiment	NOUN
fcis-15776	53	21	analysis	analysis	NOUN
fcis-15776	53	22	method	method	NOUN
fcis-15776	53	23	based	base	VERB
fcis-15776	53	24	on	on	ADP
fcis-15776	53	25	snownlp	snownlp	ADJ
fcis-15776	53	26	library	library	NOUN
fcis-15776	53	27	,	,	PUNCT
fcis-15776	53	28	to	to	PART
fcis-15776	53	29	analyze	analyze	VERB
fcis-15776	53	30	e	e	NOUN
fcis-15776	53	31	-	-	NOUN
fcis-15776	53	32	commerce	commerce	ADJ
fcis-15776	53	33	live	live	ADJ
fcis-15776	53	34	comments	comment	NOUN
fcis-15776	53	35	in	in	ADP
fcis-15776	53	36	a	a	DET
fcis-15776	53	37	comprehensive	comprehensive	ADJ
fcis-15776	53	38	and	and	CCONJ
fcis-15776	53	39	in	in	ADP
fcis-15776	53	40	-	-	PUNCT
fcis-15776	53	41	depth	depth	NOUN
fcis-15776	53	42	way	way	NOUN
fcis-15776	53	43	.	.	PUNCT
fcis-15776	54	1	through	through	ADP
fcis-15776	54	2	the	the	DET
fcis-15776	54	3	analysis	analysis	NOUN
fcis-15776	54	4	of	of	ADP
fcis-15776	54	5	negative	negative	ADJ
fcis-15776	54	6	comments	comment	NOUN
fcis-15776	54	7	and	and	CCONJ
fcis-15776	54	8	the	the	DET
fcis-15776	54	9	generation	generation	NOUN
fcis-15776	54	10	of	of	ADP
fcis-15776	54	11	word	word	NOUN
fcis-15776	54	12	cloud	cloud	NOUN
fcis-15776	54	13	,	,	PUNCT
fcis-15776	54	14	we	we	PRON
fcis-15776	54	15	can	can	AUX
fcis-15776	54	16	better	well	ADV
fcis-15776	54	17	understand	understand	VERB
fcis-15776	54	18	the	the	DET
fcis-15776	54	19	dissatisfaction	dissatisfaction	NOUN
fcis-15776	54	20	points	point	NOUN
fcis-15776	54	21	of	of	ADP
fcis-15776	54	22	users	user	NOUN
fcis-15776	54	23	,	,	PUNCT
fcis-15776	54	24	and	and	CCONJ
fcis-15776	54	25	provide	provide	VERB
fcis-15776	54	26	substantial	substantial	ADJ
fcis-15776	54	27	data	datum	NOUN
fcis-15776	54	28	support	support	NOUN
fcis-15776	54	29	for	for	ADP
fcis-15776	54	30	updating	update	VERB
fcis-15776	54	31	the	the	DET
fcis-15776	54	32	sentiment	sentiment	NOUN
fcis-15776	54	33	dictionary	dictionary	PROPN
fcis-15776	54	34	.	.	PUNCT
fcis-15776	55	1	sentiment	sentiment	NOUN
fcis-15776	55	2	analysis	analysis	NOUN
fcis-15776	55	3	of	of	ADP
fcis-15776	55	4	live	live	ADJ
fcis-15776	55	5	comments	comment	NOUN
fcis-15776	55	6	on	on	ADP
fcis-15776	55	7	e	e	NOUN
fcis-15776	55	8	-	-	NOUN
fcis-15776	55	9	commerce	commerce	NOUN
fcis-15776	55	10	is	be	AUX
fcis-15776	55	11	still	still	ADV
fcis-15776	55	12	a	a	DET
fcis-15776	55	13	growing	grow	VERB
fcis-15776	55	14	field	field	NOUN
fcis-15776	55	15	,	,	PUNCT
fcis-15776	55	16	facing	face	VERB
fcis-15776	55	17	challenges	challenge	NOUN
fcis-15776	55	18	such	such	ADJ
fcis-15776	55	19	as	as	ADP
fcis-15776	55	20	linguistic	linguistic	ADJ
fcis-15776	55	21	diversity	diversity	NOUN
fcis-15776	55	22	and	and	CCONJ
fcis-15776	55	23	emotional	emotional	ADJ
fcis-15776	55	24	complexity	complexity	NOUN
fcis-15776	55	25	.	.	PUNCT
fcis-15776	56	1	future	future	ADJ
fcis-15776	56	2	research	research	NOUN
fcis-15776	56	3	can	can	AUX
fcis-15776	56	4	further	far	ADV
fcis-15776	56	5	explore	explore	VERB
fcis-15776	56	6	the	the	DET
fcis-15776	56	7	application	application	NOUN
fcis-15776	56	8	of	of	ADP
fcis-15776	56	9	deep	deep	ADJ
fcis-15776	56	10	learning	learning	NOUN
fcis-15776	56	11	techniques	technique	NOUN
fcis-15776	56	12	in	in	ADP
fcis-15776	56	13	sentiment	sentiment	NOUN
fcis-15776	56	14	analysis	analysis	NOUN
fcis-15776	56	15	to	to	PART
fcis-15776	56	16	improve	improve	VERB
fcis-15776	56	17	the	the	DET
fcis-15776	56	18	accuracy	accuracy	NOUN
fcis-15776	56	19	and	and	CCONJ
fcis-15776	56	20	generalization	generalization	NOUN
fcis-15776	56	21	ability	ability	NOUN
fcis-15776	56	22	of	of	ADP
fcis-15776	56	23	the	the	DET
fcis-15776	56	24	model	model	NOUN
fcis-15776	56	25	.	.	PUNCT
fcis-15776	57	1	acknowledgments	acknowledgment	NOUN
fcis-15776	57	2	fund	fund	PROPN
fcis-15776	57	3	project	project	NOUN
fcis-15776	57	4	:	:	PUNCT
fcis-15776	57	5	innovative	innovative	ADJ
fcis-15776	57	6	training	training	NOUN
fcis-15776	57	7	project	project	NOUN
fcis-15776	57	8	for	for	ADP
fcis-15776	57	9	college	college	NOUN
fcis-15776	57	10	students	student	NOUN
fcis-15776	57	11	in	in	ADP
fcis-15776	57	12	jiangsu	jiangsu	PROPN
fcis-15776	57	13	province	province	PROPN
fcis-15776	57	14	in	in	ADP
fcis-15776	57	15	2023	2023	NUM
fcis-15776	57	16	"	"	PUNCT
fcis-15776	57	17	research	research	NOUN
fcis-15776	57	18	on	on	ADP
fcis-15776	57	19	the	the	DET
fcis-15776	57	20	"	"	PUNCT
fcis-15776	57	21	double	double	ADJ
fcis-15776	57	22	-	-	PUNCT
fcis-15776	57	23	edged	edge	VERB
fcis-15776	57	24	sword	sword	NOUN
fcis-15776	57	25	"	"	PUNCT
fcis-15776	57	26	effect	effect	NOUN
fcis-15776	57	27	of	of	ADP
fcis-15776	57	28	dialect	dialect	ADJ
fcis-15776	57	29	narration	narration	NOUN
fcis-15776	57	30	on	on	ADP
fcis-15776	57	31	the	the	DET
fcis-15776	57	32	effect	effect	NOUN
fcis-15776	57	33	of	of	ADP
fcis-15776	57	34	live	live	ADJ
fcis-15776	57	35	broadcast	broadcast	NOUN
fcis-15776	57	36	in	in	ADP
fcis-15776	57	37	assisting	assist	VERB
fcis-15776	57	38	agriculture	agriculture	NOUN
fcis-15776	57	39	from	from	ADP
fcis-15776	57	40	the	the	DET
fcis-15776	57	41	perspective	perspective	NOUN
fcis-15776	57	42	of	of	ADP
fcis-15776	57	43	big	big	ADJ
fcis-15776	57	44	data	datum	NOUN
fcis-15776	57	45	"	"	PUNCT
fcis-15776	57	46	.	.	PUNCT
fcis-15776	58	1	(	(	PUNCT
fcis-15776	58	2	202311287019z	202311287019z	NUM
fcis-15776	58	3	)	)	PUNCT
fcis-15776	58	4	.	.	PUNCT
fcis-15776	59	1	references	reference	NOUN
fcis-15776	59	2	[	[	X
fcis-15776	59	3	1	1	NUM
fcis-15776	59	4	]	]	SYM
fcis-15776	59	5	hu	hu	PROPN
fcis-15776	59	6	y	y	PROPN
fcis-15776	59	7	,	,	PUNCT
fcis-15776	59	8	others	other	NOUN
fcis-15776	59	9	.	.	PUNCT
fcis-15776	60	1	research	research	NOUN
fcis-15776	60	2	on	on	ADP
fcis-15776	60	3	the	the	DET
fcis-15776	60	4	commercial	commercial	ADJ
fcis-15776	60	5	value	value	NOUN
fcis-15776	60	6	of	of	ADP
fcis-15776	60	7	tiktok	tiktok	NOUN
fcis-15776	60	8	in	in	ADP
fcis-15776	60	9	china[j	china[j	NOUN
fcis-15776	60	10	]	]	PUNCT
fcis-15776	60	11	.	.	PUNCT
fcis-15776	61	1	academic	academic	ADJ
fcis-15776	61	2	journal	journal	NOUN
fcis-15776	61	3	of	of	ADP
fcis-15776	61	4	business	business	PROPN
fcis-15776	61	5	&	&	CCONJ
fcis-15776	61	6	management	management	PROPN
fcis-15776	61	7	,	,	PUNCT
fcis-15776	61	8	2020	2020	NUM
fcis-15776	61	9	,	,	PUNCT
fcis-15776	61	10	2(7	2(7	NUM
fcis-15776	61	11	):	):	PUNCT
fcis-15776	61	12	57	57	NUM
fcis-15776	61	13	-	-	SYM
fcis-15776	61	14	64	64	NUM
fcis-15776	61	15	.	.	PUNCT
fcis-15776	62	1	[	[	X
fcis-15776	62	2	2	2	X
fcis-15776	62	3	]	]	PUNCT
fcis-15776	62	4	rosa	rosa	PROPN
fcis-15776	62	5	j	j	PROPN
fcis-15776	62	6	a	a	PROPN
fcis-15776	62	7	,	,	PUNCT
fcis-15776	62	8	malter	malter	NOUN
fcis-15776	62	9	a	a	DET
fcis-15776	62	10	j.	j.	PROPN
fcis-15776	62	11	e-(embodied	e-(embodied	PROPN
fcis-15776	62	12	)	)	PUNCT
fcis-15776	62	13	knowledge	knowledge	NOUN
fcis-15776	62	14	and	and	CCONJ
fcis-15776	62	15	ecommerce	ecommerce	NOUN
fcis-15776	62	16	:	:	PUNCT
fcis-15776	62	17	how	how	SCONJ
fcis-15776	62	18	physiological	physiological	ADJ
fcis-15776	62	19	factors	factor	NOUN
fcis-15776	62	20	affect	affect	VERB
fcis-15776	62	21	online	online	ADJ
fcis-15776	62	22	sales	sale	NOUN
fcis-15776	62	23	of	of	ADP
fcis-15776	62	24	36	36	NUM
fcis-15776	62	25	experiential	experiential	ADJ
fcis-15776	62	26	products[j	products[j	PROPN
fcis-15776	62	27	]	]	PUNCT
fcis-15776	62	28	.	.	PUNCT
fcis-15776	63	1	journal	journal	PROPN
fcis-15776	63	2	of	of	ADP
fcis-15776	63	3	consumer	consumer	NOUN
fcis-15776	63	4	psychology	psychology	NOUN
fcis-15776	63	5	,	,	PUNCT
fcis-15776	63	6	2003	2003	NUM
fcis-15776	63	7	,	,	PUNCT
fcis-15776	63	8	13(1	13(1	NUM
fcis-15776	63	9	-	-	SYM
fcis-15776	63	10	2	2	NUM
fcis-15776	63	11	):	):	PUNCT
fcis-15776	63	12	63	63	NUM
fcis-15776	63	13	-	-	SYM
fcis-15776	63	14	73	73	NUM
fcis-15776	63	15	.	.	PUNCT
fcis-15776	64	1	[	[	X
fcis-15776	64	2	3	3	X
fcis-15776	64	3	]	]	X
fcis-15776	64	4	debortoli	debortoli	NOUN
fcis-15776	64	5	s	s	PROPN
fcis-15776	64	6	,	,	PUNCT
fcis-15776	64	7	müller	müller	PROPN
fcis-15776	64	8	o	o	PROPN
fcis-15776	64	9	,	,	PUNCT
fcis-15776	64	10	junglas	junglas	PROPN
fcis-15776	64	11	i	i	PROPN
fcis-15776	64	12	,	,	PUNCT
fcis-15776	64	13	et	et	PROPN
fcis-15776	64	14	al	al	PROPN
fcis-15776	64	15	.	.	PUNCT
fcis-15776	64	16	text	text	NOUN
fcis-15776	64	17	mining	mining	NOUN
fcis-15776	64	18	for	for	ADP
fcis-15776	64	19	information	information	NOUN
fcis-15776	64	20	systems	system	NOUN
fcis-15776	64	21	researchers	researcher	NOUN
fcis-15776	64	22	:	:	PUNCT
fcis-15776	64	23	an	an	DET
fcis-15776	64	24	annotated	annotate	VERB
fcis-15776	64	25	topic	topic	NOUN
fcis-15776	64	26	modeling	model	VERB
fcis-15776	64	27	tutorial[j	tutorial[j	ADV
fcis-15776	64	28	]	]	PUNCT
fcis-15776	64	29	.	.	PUNCT
fcis-15776	65	1	communications	communication	NOUN
fcis-15776	65	2	of	of	ADP
fcis-15776	65	3	the	the	DET
fcis-15776	65	4	association	association	NOUN
fcis-15776	65	5	for	for	ADP
fcis-15776	65	6	information	information	NOUN
fcis-15776	65	7	systems	system	NOUN
fcis-15776	65	8	(	(	PUNCT
fcis-15776	65	9	cais	cais	PROPN
fcis-15776	65	10	)	)	PUNCT
fcis-15776	65	11	,	,	PUNCT
fcis-15776	65	12	2016	2016	NUM
fcis-15776	65	13	,	,	PUNCT
fcis-15776	65	14	39(1	39(1	NUM
fcis-15776	65	15	):	):	PUNCT
fcis-15776	65	16	7	7	NUM
fcis-15776	65	17	.	.	PUNCT
fcis-15776	66	1	[	[	X
fcis-15776	66	2	4	4	X
fcis-15776	66	3	]	]	X
fcis-15776	66	4	karn	karn	VERB
fcis-15776	66	5	a	a	DET
fcis-15776	66	6	l	l	NOUN
fcis-15776	66	7	,	,	PUNCT
fcis-15776	66	8	karna	karna	PROPN
fcis-15776	66	9	r	r	PROPN
fcis-15776	66	10	k	k	PROPN
fcis-15776	66	11	,	,	PUNCT
fcis-15776	66	12	kondamudi	kondamudi	PROPN
fcis-15776	66	13	b	b	PROPN
fcis-15776	66	14	r	r	PROPN
fcis-15776	66	15	,	,	PUNCT
fcis-15776	66	16	et	et	PROPN
fcis-15776	66	17	al	al	PROPN
fcis-15776	66	18	.	.	PUNCT
fcis-15776	66	19	customer	customer	NOUN
fcis-15776	66	20	centric	centric	ADJ
fcis-15776	66	21	hybrid	hybrid	NOUN
fcis-15776	66	22	recommendation	recommendation	NOUN
fcis-15776	66	23	system	system	NOUN
fcis-15776	66	24	for	for	ADP
fcis-15776	66	25	ecommerce	ecommerce	NOUN
fcis-15776	66	26	applications	application	NOUN
fcis-15776	66	27	by	by	ADP
fcis-15776	66	28	integrating	integrate	VERB
fcis-15776	66	29	hybrid	hybrid	ADJ
fcis-15776	66	30	sentiment	sentiment	NOUN
fcis-15776	66	31	analysis	analysis	NOUN
fcis-15776	66	32	[	[	X
fcis-15776	66	33	j	j	X
fcis-15776	66	34	]	]	X
fcis-15776	66	35	.	.	PUNCT
fcis-15776	67	1	electronic	electronic	ADJ
fcis-15776	67	2	commerce	commerce	NOUN
fcis-15776	67	3	research	research	NOUN
fcis-15776	67	4	,	,	PUNCT
fcis-15776	67	5	2023	2023	NUM
fcis-15776	67	6	,	,	PUNCT
fcis-15776	67	7	23(1	23(1	NUM
fcis-15776	67	8	):	):	PUNCT
fcis-15776	67	9	279314	279314	NUM
fcis-15776	67	10	.	.	PUNCT
fcis-15776	68	1	[	[	X
fcis-15776	68	2	5	5	NUM
fcis-15776	68	3	]	]	PUNCT
fcis-15776	68	4	wilson	wilson	PROPN
fcis-15776	68	5	t	t	PROPN
fcis-15776	68	6	,	,	PUNCT
fcis-15776	68	7	wiebe	wiebe	PROPN
fcis-15776	68	8	j	j	PROPN
fcis-15776	68	9	,	,	PUNCT
fcis-15776	68	10	hoffmann	hoffmann	PROPN
fcis-15776	68	11	p.	p.	NOUN
fcis-15776	68	12	recognizing	recognize	VERB
fcis-15776	68	13	contextual	contextual	ADJ
fcis-15776	68	14	polarity	polarity	NOUN
fcis-15776	68	15	:	:	PUNCT
fcis-15776	68	16	an	an	DET
fcis-15776	68	17	exploration	exploration	NOUN
fcis-15776	68	18	of	of	ADP
fcis-15776	68	19	features	feature	NOUN
fcis-15776	68	20	for	for	ADP
fcis-15776	68	21	phrase	phrase	ADJ
fcis-15776	68	22	-	-	PUNCT
fcis-15776	68	23	level	level	NOUN
fcis-15776	68	24	sentiment	sentiment	NOUN
fcis-15776	68	25	analysis[j	analysis[j	PROPN
fcis-15776	68	26	]	]	PUNCT
fcis-15776	68	27	.	.	PUNCT
fcis-15776	69	1	computational	computational	ADJ
fcis-15776	69	2	linguistics	linguistic	NOUN
fcis-15776	69	3	,	,	PUNCT
fcis-15776	69	4	2009	2009	NUM
fcis-15776	69	5	,	,	PUNCT
fcis-15776	69	6	35(3	35(3	NUM
fcis-15776	69	7	):	):	PUNCT
fcis-15776	69	8	399	399	NUM
fcis-15776	69	9	-	-	SYM
fcis-15776	69	10	433	433	NUM
fcis-15776	69	11	.	.	PUNCT
fcis-15776	70	1	[	[	X
fcis-15776	70	2	6	6	NUM
fcis-15776	70	3	]	]	PUNCT
fcis-15776	70	4	alaei	alaei	ADP
fcis-15776	70	5	a	a	DET
fcis-15776	70	6	r	r	NOUN
fcis-15776	70	7	,	,	PUNCT
fcis-15776	70	8	becken	becken	PROPN
fcis-15776	70	9	s	s	PROPN
fcis-15776	70	10	,	,	PUNCT
fcis-15776	70	11	stantic	stantic	ADJ
fcis-15776	70	12	b.	b.	PROPN
fcis-15776	70	13	sentiment	sentiment	NOUN
fcis-15776	70	14	analysis	analysis	NOUN
fcis-15776	70	15	in	in	ADP
fcis-15776	70	16	tourism	tourism	NOUN
fcis-15776	70	17	:	:	PUNCT
fcis-15776	70	18	capitalizing	capitalize	VERB
fcis-15776	70	19	on	on	ADP
fcis-15776	70	20	big	big	ADJ
fcis-15776	70	21	data[j	data[j	NOUN
fcis-15776	70	22	]	]	PUNCT
fcis-15776	70	23	.	.	PUNCT
fcis-15776	71	1	journal	journal	PROPN
fcis-15776	71	2	of	of	ADP
fcis-15776	71	3	travel	travel	NOUN
fcis-15776	71	4	research	research	NOUN
fcis-15776	71	5	,	,	PUNCT
fcis-15776	71	6	2019	2019	NUM
fcis-15776	71	7	,	,	PUNCT
fcis-15776	71	8	58(2	58(2	NUM
fcis-15776	71	9	):	):	PUNCT
fcis-15776	71	10	175	175	NUM
fcis-15776	71	11	-	-	SYM
fcis-15776	71	12	191	191	NUM
fcis-15776	71	13	.	.	PUNCT
fcis-15776	72	1	[	[	X
fcis-15776	72	2	7	7	X
fcis-15776	72	3	]	]	X
fcis-15776	72	4	wang	wang	PROPN
fcis-15776	72	5	r	r	PROPN
fcis-15776	72	6	,	,	PUNCT
fcis-15776	72	7	li	li	PROPN
fcis-15776	72	8	z	z	PROPN
fcis-15776	72	9	,	,	PUNCT
fcis-15776	72	10	cao	cao	PROPN
fcis-15776	72	11	j	j	PROPN
fcis-15776	72	12	,	,	PUNCT
fcis-15776	72	13	et	et	PROPN
fcis-15776	72	14	al	al	PROPN
fcis-15776	72	15	.	.	PUNCT
fcis-15776	73	1	convolutional	convolutional	ADJ
fcis-15776	73	2	recurrent	recurrent	ADJ
fcis-15776	73	3	neural	neural	ADJ
fcis-15776	73	4	networks	network	NOUN
fcis-15776	73	5	for	for	ADP
fcis-15776	73	6	text	text	NOUN
fcis-15776	73	7	classification[c]//2019	classification[c]//2019	ADP
fcis-15776	73	8	international	international	ADJ
fcis-15776	73	9	joint	joint	ADJ
fcis-15776	73	10	conference	conference	NOUN
fcis-15776	73	11	on	on	ADP
fcis-15776	73	12	neural	neural	ADJ
fcis-15776	73	13	networks	network	NOUN
fcis-15776	73	14	(	(	PUNCT
fcis-15776	73	15	ijcnn	ijcnn	PROPN
fcis-15776	73	16	)	)	PUNCT
fcis-15776	73	17	.	.	PUNCT
fcis-15776	74	1	ieee	ieee	PROPN
fcis-15776	74	2	,	,	PUNCT
fcis-15776	74	3	2019	2019	NUM
fcis-15776	74	4	:	:	PUNCT
fcis-15776	74	5	1	1	NUM
fcis-15776	74	6	-	-	SYM
fcis-15776	74	7	6	6	NUM
fcis-15776	74	8	.	.	PUNCT
fcis-15776	75	1	[	[	X
fcis-15776	75	2	8	8	NUM
fcis-15776	75	3	]	]	X
fcis-15776	75	4	umer	umer	PROPN
fcis-15776	75	5	m	m	PROPN
fcis-15776	75	6	,	,	PUNCT
fcis-15776	75	7	ashraf	ashraf	VERB
fcis-15776	75	8	i	i	PRON
fcis-15776	75	9	,	,	PUNCT
fcis-15776	75	10	mehmood	mehmood	PROPN
fcis-15776	75	11	a	a	PROPN
fcis-15776	75	12	,	,	PUNCT
fcis-15776	76	1	et	et	PROPN
fcis-15776	76	2	al	al	PROPN
fcis-15776	76	3	.	.	PROPN
fcis-15776	76	4	sentiment	sentiment	NOUN
fcis-15776	76	5	analysis	analysis	NOUN
fcis-15776	76	6	of	of	ADP
fcis-15776	76	7	tweets	tweet	NOUN
fcis-15776	76	8	using	use	VERB
fcis-15776	76	9	a	a	DET
fcis-15776	76	10	unified	unified	ADJ
fcis-15776	76	11	convolutional	convolutional	ADJ
fcis-15776	76	12	neural	neural	ADJ
fcis-15776	76	13	network	network	NOUN
fcis-15776	76	14	-	-	PUNCT
fcis-15776	76	15	long	long	ADJ
fcis-15776	76	16	short	short	ADJ
fcis-15776	76	17	-	-	PUNCT
fcis-15776	76	18	term	term	NOUN
fcis-15776	76	19	memory	memory	NOUN
fcis-15776	76	20	network	network	NOUN
fcis-15776	76	21	model[j	model[j	PROPN
fcis-15776	76	22	]	]	PUNCT
fcis-15776	76	23	.	.	PUNCT
fcis-15776	77	1	computational	computational	ADJ
fcis-15776	77	2	intelligence	intelligence	NOUN
fcis-15776	77	3	,	,	PUNCT
fcis-15776	77	4	2021	2021	NUM
fcis-15776	77	5	,	,	PUNCT
fcis-15776	77	6	37(1	37(1	NUM
fcis-15776	77	7	):	):	PUNCT
fcis-15776	77	8	409	409	NUM
fcis-15776	77	9	-	-	SYM
fcis-15776	77	10	434	434	NUM
fcis-15776	77	11	.	.	PUNCT