id	sid	tid	token	lemma	pos
cte-368	1	1	48	48	NUM
cte-368	1	2	cte	cte	NOUN
cte-368	1	3	workshop	workshop	NOUN
cte-368	1	4	proceedings	proceeding	NOUN
cte-368	1	5	,	,	PUNCT
cte-368	1	6	2019	2019	NUM
cte-368	1	7	,	,	PUNCT
cte-368	1	8	vol	vol	NOUN
cte-368	1	9	.	.	PROPN
cte-368	1	10	6	6	NUM
cte-368	1	11	:	:	PUNCT
cte-368	1	12	cte-2018	cte-2018	NOUN
cte-368	1	13	,	,	PUNCT
cte-368	1	14	pp	pp	ADP
cte-368	1	15	.	.	PUNCT
cte-368	2	1	48	48	NUM
cte-368	2	2	-	-	SYM
cte-368	2	3	73	73	NUM
cte-368	2	4	_	_	PUNCT
cte-368	3	1	_	_	PUNCT
cte-368	4	1	_	_	PUNCT
cte-368	5	1	_	_	PUNCT
cte-368	6	1	_	_	PUNCT
cte-368	7	1	_	_	PUNCT
cte-368	8	1	_	_	PUNCT
cte-368	9	1	_	_	PUNCT
cte-368	10	1	_	_	PUNCT
cte-368	11	1	_	_	PUNCT
cte-368	12	1	_	_	PUNCT
cte-368	13	1	_	_	PUNCT
cte-368	14	1	_	_	PUNCT
cte-368	15	1	_	_	PUNCT
cte-368	16	1	_	_	PUNCT
cte-368	17	1	_	_	PUNCT
cte-368	18	1	_	_	PUNCT
cte-368	19	1	_	_	PUNCT
cte-368	20	1	_	_	PUNCT
cte-368	21	1	copyright	copyright	NOUN
cte-368	21	2	©	©	ADP
cte-368	21	3	2019	2019	NUM
cte-368	21	4	for	for	ADP
cte-368	21	5	this	this	DET
cte-368	21	6	paper	paper	NOUN
cte-368	21	7	by	by	ADP
cte-368	21	8	its	its	PRON
cte-368	21	9	authors	author	NOUN
cte-368	21	10	.	.	PUNCT
cte-368	22	1	use	use	NOUN
cte-368	22	2	permitted	permit	VERB
cte-368	22	3	under	under	ADP
cte-368	22	4	creative	creative	ADJ
cte-368	22	5	commons	common	NOUN
cte-368	22	6	license	license	NOUN
cte-368	22	7	attribution	attribution	NOUN
cte-368	22	8	4.0	4.0	NUM
cte-368	22	9	international	international	NOUN
cte-368	22	10	(	(	PUNCT
cte-368	22	11	cc	cc	NOUN
cte-368	22	12	by	by	ADP
cte-368	22	13	4.0	4.0	NUM
cte-368	22	14	)	)	PUNCT
cte-368	22	15	.	.	PUNCT
cte-368	23	1	data	datum	NOUN
cte-368	23	2	science	science	PROPN
cte-368	23	3	:	:	PUNCT
cte-368	23	4	opportunities	opportunity	NOUN
cte-368	23	5	to	to	PART
cte-368	23	6	transform	transform	VERB
cte-368	23	7	education	education	NOUN
cte-368	23	8	nataliia	nataliia	VERB
cte-368	23	9	p.	p.	PROPN
cte-368	23	10	volkova1[0000	volkova1[0000	PROPN
cte-368	23	11	-	-	PUNCT
cte-368	23	12	0003	0003	NUM
cte-368	23	13	-	-	PUNCT
cte-368	23	14	1258	1258	NUM
cte-368	23	15	-	-	SYM
cte-368	23	16	7251	7251	NUM
cte-368	23	17	]	]	PUNCT
cte-368	23	18	,	,	PUNCT
cte-368	23	19	nina	nina	PROPN
cte-368	23	20	o.	o.	PROPN
cte-368	23	21	rizun2[0000	rizun2[0000	PROPN
cte-368	23	22	-	-	PUNCT
cte-368	23	23	0002	0002	NUM
cte-368	23	24	-	-	PUNCT
cte-368	23	25	4343	4343	NUM
cte-368	23	26	-	-	PUNCT
cte-368	23	27	9713	9713	NUM
cte-368	23	28	]	]	PUNCT
cte-368	23	29	and	and	CCONJ
cte-368	23	30	maryna	maryna	NOUN
cte-368	23	31	v.	v.	ADP
cte-368	23	32	nehrey3[0000	nehrey3[0000	NOUN
cte-368	23	33	-	-	PUNCT
cte-368	23	34	0001	0001	NUM
cte-368	23	35	-	-	PUNCT
cte-368	23	36	9243	9243	NUM
cte-368	23	37	-	-	PUNCT
cte-368	23	38	1534	1534	NUM
cte-368	23	39	]	]	PUNCT
cte-368	23	40	1	1	NUM
cte-368	23	41	alfred	alfred	PROPN
cte-368	23	42	nobel	nobel	PROPN
cte-368	23	43	university	university	PROPN
cte-368	23	44	,	,	PUNCT
cte-368	23	45	18	18	NUM
cte-368	23	46	,	,	PUNCT
cte-368	23	47	sicheslavska	sicheslavska	ADJ
cte-368	23	48	naberezhna	naberezhna	NOUN
cte-368	23	49	str	str	PROPN
cte-368	23	50	.	.	PUNCT
cte-368	23	51	,	,	PUNCT
cte-368	23	52	dnipro	dnipro	PROPN
cte-368	23	53	,	,	PUNCT
cte-368	23	54	49000	49000	NUM
cte-368	23	55	,	,	PUNCT
cte-368	23	56	ukraine	ukraine	NOUN
cte-368	23	57	npvolkova@yahoo.com	npvolkova@yahoo.com	X
cte-368	24	1	2	2	NUM
cte-368	24	2	gdańsk	gdańsk	PROPN
cte-368	24	3	university	university	PROPN
cte-368	24	4	of	of	ADP
cte-368	24	5	technology	technology	NOUN
cte-368	24	6	,	,	PUNCT
cte-368	24	7	11/12	11/12	NUM
cte-368	24	8	,	,	PUNCT
cte-368	24	9	gabriela	gabriela	PROPN
cte-368	24	10	narutowicza	narutowicza	PROPN
cte-368	24	11	,	,	PUNCT
cte-368	24	12	80	80	NUM
cte-368	24	13	-	-	SYM
cte-368	24	14	233	233	NUM
cte-368	24	15	,	,	PUNCT
cte-368	24	16	gdańsk	gdańsk	NOUN
cte-368	24	17	,	,	PUNCT
cte-368	24	18	poland	poland	PROPN
cte-368	24	19	nina.rizun@pg.edu.pl	nina.rizun@pg.edu.pl	PROPN
cte-368	24	20	3	3	NUM
cte-368	24	21	national	national	PROPN
cte-368	24	22	university	university	NOUN
cte-368	24	23	of	of	ADP
cte-368	24	24	life	life	NOUN
cte-368	24	25	and	and	CCONJ
cte-368	24	26	environmental	environmental	ADJ
cte-368	24	27	sciences	science	NOUN
cte-368	24	28	of	of	ADP
cte-368	24	29	ukraine	ukraine	NOUN
cte-368	24	30	,	,	PUNCT
cte-368	24	31	15	15	NUM
cte-368	24	32	,	,	PUNCT
cte-368	24	33	heroiv	heroiv	VERB
cte-368	24	34	oborony	oborony	NOUN
cte-368	24	35	str	str	PROPN
cte-368	24	36	.	.	PUNCT
cte-368	24	37	,	,	PUNCT
cte-368	24	38	kyiv	kyiv	PROPN
cte-368	24	39	,	,	PUNCT
cte-368	24	40	03041	03041	NUM
cte-368	24	41	,	,	PUNCT
cte-368	24	42	ukraine	ukraine	ADJ
cte-368	24	43	marina.nehrey@gmail.com	marina.nehrey@gmail.com	X
cte-368	24	44	abstract	abstract	NOUN
cte-368	24	45	.	.	PUNCT
cte-368	25	1	the	the	DET
cte-368	25	2	article	article	NOUN
cte-368	25	3	concerns	concern	VERB
cte-368	25	4	the	the	DET
cte-368	25	5	issue	issue	NOUN
cte-368	25	6	of	of	ADP
cte-368	25	7	data	datum	NOUN
cte-368	25	8	science	science	NOUN
cte-368	25	9	tools	tool	NOUN
cte-368	25	10	implementation	implementation	NOUN
cte-368	25	11	,	,	PUNCT
cte-368	25	12	including	include	VERB
cte-368	25	13	the	the	DET
cte-368	25	14	text	text	NOUN
cte-368	25	15	mining	mining	NOUN
cte-368	25	16	and	and	CCONJ
cte-368	25	17	natural	natural	ADJ
cte-368	25	18	language	language	NOUN
cte-368	25	19	processing	processing	NOUN
cte-368	25	20	algorithms	algorithm	NOUN
cte-368	25	21	for	for	ADP
cte-368	25	22	increasing	increase	VERB
cte-368	25	23	the	the	DET
cte-368	25	24	value	value	NOUN
cte-368	25	25	of	of	ADP
cte-368	25	26	high	high	ADJ
cte-368	25	27	education	education	NOUN
cte-368	25	28	for	for	ADP
cte-368	25	29	development	development	NOUN
cte-368	25	30	modern	modern	ADJ
cte-368	25	31	and	and	CCONJ
cte-368	25	32	technologically	technologically	ADV
cte-368	25	33	flexible	flexible	ADJ
cte-368	25	34	society	society	NOUN
cte-368	25	35	.	.	PUNCT
cte-368	26	1	data	datum	NOUN
cte-368	26	2	science	science	PROPN
cte-368	26	3	is	be	AUX
cte-368	26	4	the	the	DET
cte-368	26	5	field	field	NOUN
cte-368	26	6	of	of	ADP
cte-368	26	7	study	study	NOUN
cte-368	26	8	that	that	PRON
cte-368	26	9	involves	involve	VERB
cte-368	26	10	tools	tool	NOUN
cte-368	26	11	,	,	PUNCT
cte-368	26	12	algorithms	algorithm	NOUN
cte-368	26	13	,	,	PUNCT
cte-368	26	14	and	and	CCONJ
cte-368	26	15	knowledge	knowledge	NOUN
cte-368	26	16	of	of	ADP
cte-368	26	17	math	math	NOUN
cte-368	26	18	and	and	CCONJ
cte-368	26	19	statistics	statistic	NOUN
cte-368	26	20	to	to	PART
cte-368	26	21	discover	discover	VERB
cte-368	26	22	knowledge	knowledge	NOUN
cte-368	26	23	from	from	ADP
cte-368	26	24	the	the	DET
cte-368	26	25	raw	raw	ADJ
cte-368	26	26	data	datum	NOUN
cte-368	26	27	.	.	PUNCT
cte-368	27	1	data	datum	NOUN
cte-368	27	2	science	science	NOUN
cte-368	27	3	is	be	AUX
cte-368	27	4	developing	develop	VERB
cte-368	27	5	fast	fast	ADV
cte-368	27	6	and	and	CCONJ
cte-368	27	7	penetrating	penetrate	VERB
cte-368	27	8	all	all	DET
cte-368	27	9	spheres	sphere	NOUN
cte-368	27	10	of	of	ADP
cte-368	27	11	life	life	NOUN
cte-368	27	12	.	.	PUNCT
cte-368	28	1	more	more	ADJ
cte-368	28	2	people	people	NOUN
cte-368	28	3	understand	understand	VERB
cte-368	28	4	the	the	DET
cte-368	28	5	importance	importance	NOUN
cte-368	28	6	of	of	ADP
cte-368	28	7	the	the	DET
cte-368	28	8	science	science	NOUN
cte-368	28	9	of	of	ADP
cte-368	28	10	data	datum	NOUN
cte-368	28	11	and	and	CCONJ
cte-368	28	12	the	the	DET
cte-368	28	13	need	need	NOUN
cte-368	28	14	for	for	ADP
cte-368	28	15	implementation	implementation	NOUN
cte-368	28	16	in	in	ADP
cte-368	28	17	everyday	everyday	ADJ
cte-368	28	18	life	life	NOUN
cte-368	28	19	.	.	PUNCT
cte-368	29	1	data	datum	NOUN
cte-368	29	2	science	science	NOUN
cte-368	29	3	is	be	AUX
cte-368	29	4	used	use	VERB
cte-368	29	5	in	in	ADP
cte-368	29	6	business	business	NOUN
cte-368	29	7	for	for	ADP
cte-368	29	8	business	business	NOUN
cte-368	29	9	analytics	analytic	NOUN
cte-368	29	10	and	and	CCONJ
cte-368	29	11	production	production	NOUN
cte-368	29	12	,	,	PUNCT
cte-368	29	13	in	in	ADP
cte-368	29	14	sales	sale	NOUN
cte-368	29	15	for	for	ADP
cte-368	29	16	offerings	offering	NOUN
cte-368	29	17	and	and	CCONJ
cte-368	29	18	,	,	PUNCT
cte-368	29	19	for	for	ADP
cte-368	29	20	sales	sale	NOUN
cte-368	29	21	forecasting	forecasting	NOUN
cte-368	29	22	,	,	PUNCT
cte-368	29	23	in	in	ADP
cte-368	29	24	marketing	marketing	NOUN
cte-368	29	25	for	for	ADP
cte-368	29	26	customizing	customize	VERB
cte-368	29	27	customers	customer	NOUN
cte-368	29	28	,	,	PUNCT
cte-368	29	29	and	and	CCONJ
cte-368	29	30	recommendations	recommendation	NOUN
cte-368	29	31	on	on	ADP
cte-368	29	32	purchasing	purchase	VERB
cte-368	29	33	,	,	PUNCT
cte-368	29	34	digital	digital	ADJ
cte-368	29	35	marketing	marketing	NOUN
cte-368	29	36	,	,	PUNCT
cte-368	29	37	in	in	ADP
cte-368	29	38	banking	banking	NOUN
cte-368	29	39	and	and	CCONJ
cte-368	29	40	insurance	insurance	NOUN
cte-368	29	41	for	for	ADP
cte-368	29	42	risk	risk	NOUN
cte-368	29	43	assessment	assessment	NOUN
cte-368	29	44	,	,	PUNCT
cte-368	29	45	fraud	fraud	NOUN
cte-368	29	46	detection	detection	NOUN
cte-368	29	47	,	,	PUNCT
cte-368	29	48	scoring	scoring	NOUN
cte-368	29	49	,	,	PUNCT
cte-368	29	50	and	and	CCONJ
cte-368	29	51	in	in	ADP
cte-368	29	52	medicine	medicine	NOUN
cte-368	29	53	for	for	ADP
cte-368	29	54	disease	disease	NOUN
cte-368	29	55	forecasting	forecasting	NOUN
cte-368	29	56	,	,	PUNCT
cte-368	29	57	process	process	NOUN
cte-368	29	58	automation	automation	NOUN
cte-368	29	59	and	and	CCONJ
cte-368	29	60	patient	patient	ADJ
cte-368	29	61	health	health	NOUN
cte-368	29	62	monitoring	monitoring	NOUN
cte-368	29	63	,	,	PUNCT
cte-368	29	64	in	in	ADP
cte-368	29	65	tourism	tourism	NOUN
cte-368	29	66	in	in	ADP
cte-368	29	67	the	the	DET
cte-368	29	68	field	field	NOUN
cte-368	29	69	of	of	ADP
cte-368	29	70	price	price	NOUN
cte-368	29	71	analysis	analysis	NOUN
cte-368	29	72	,	,	PUNCT
cte-368	29	73	flight	flight	NOUN
cte-368	29	74	safety	safety	NOUN
cte-368	29	75	,	,	PUNCT
cte-368	29	76	opinion	opinion	NOUN
cte-368	29	77	mining	mining	NOUN
cte-368	29	78	etc	etc	X
cte-368	29	79	.	.	X
cte-368	30	1	however	however	ADV
cte-368	30	2	,	,	PUNCT
cte-368	30	3	data	datum	NOUN
cte-368	30	4	science	science	NOUN
cte-368	30	5	applications	application	NOUN
cte-368	30	6	in	in	ADP
cte-368	30	7	education	education	NOUN
cte-368	30	8	have	have	AUX
cte-368	30	9	been	be	AUX
cte-368	30	10	relatively	relatively	ADV
cte-368	30	11	limited	limited	ADJ
cte-368	30	12	,	,	PUNCT
cte-368	30	13	and	and	CCONJ
cte-368	30	14	many	many	ADJ
cte-368	30	15	opportunities	opportunity	NOUN
cte-368	30	16	for	for	ADP
cte-368	30	17	advancing	advance	VERB
cte-368	30	18	the	the	DET
cte-368	30	19	fields	field	NOUN
cte-368	30	20	still	still	ADV
cte-368	30	21	unexplored	unexplored	ADJ
cte-368	30	22	.	.	PUNCT
cte-368	31	1	keywords	keyword	NOUN
cte-368	31	2	:	:	PUNCT
cte-368	31	3	data	data	NOUN
cte-368	31	4	science	science	NOUN
cte-368	31	5	,	,	PUNCT
cte-368	31	6	high	high	ADJ
cte-368	31	7	education	education	NOUN
cte-368	31	8	,	,	PUNCT
cte-368	31	9	clustering	clustering	ADJ
cte-368	31	10	,	,	PUNCT
cte-368	31	11	natural	natural	ADJ
cte-368	31	12	language	language	NOUN
cte-368	31	13	processing	processing	NOUN
cte-368	31	14	,	,	PUNCT
cte-368	31	15	text	text	NOUN
cte-368	31	16	mining	mining	NOUN
cte-368	31	17	.	.	PUNCT
cte-368	32	1	1	1	NUM
cte-368	32	2	introduction	introduction	NOUN
cte-368	32	3	nowadays	nowadays	ADV
cte-368	32	4	the	the	DET
cte-368	32	5	world	world	NOUN
cte-368	32	6	is	be	AUX
cte-368	32	7	changing	change	VERB
cte-368	32	8	rapidly	rapidly	ADV
cte-368	32	9	:	:	PUNCT
cte-368	32	10	globalization	globalization	NOUN
cte-368	32	11	,	,	PUNCT
cte-368	32	12	digitalization	digitalization	NOUN
cte-368	32	13	,	,	PUNCT
cte-368	32	14	new	new	ADJ
cte-368	32	15	technologies	technology	NOUN
cte-368	32	16	,	,	PUNCT
cte-368	32	17	etc	etc	X
cte-368	32	18	.	.	X
cte-368	33	1	these	these	DET
cte-368	33	2	processes	process	NOUN
cte-368	33	3	are	be	AUX
cte-368	33	4	accompanied	accompany	VERB
cte-368	33	5	by	by	ADP
cte-368	33	6	the	the	DET
cte-368	33	7	emergence	emergence	NOUN
cte-368	33	8	of	of	ADP
cte-368	33	9	new	new	ADJ
cte-368	33	10	types	type	NOUN
cte-368	33	11	of	of	ADP
cte-368	33	12	data	datum	NOUN
cte-368	33	13	and	and	CCONJ
cte-368	33	14	increasing	increase	VERB
cte-368	33	15	data	datum	NOUN
cte-368	33	16	.	.	PUNCT
cte-368	34	1	to	to	PART
cte-368	34	2	effectively	effectively	ADV
cte-368	34	3	use	use	VERB
cte-368	34	4	the	the	DET
cte-368	34	5	benefits	benefit	NOUN
cte-368	34	6	of	of	ADP
cte-368	34	7	the	the	DET
cte-368	34	8	modern	modern	ADJ
cte-368	34	9	world	world	NOUN
cte-368	34	10	,	,	PUNCT
cte-368	34	11	you	you	PRON
cte-368	34	12	need	need	VERB
cte-368	34	13	to	to	PART
cte-368	34	14	be	be	AUX
cte-368	34	15	able	able	ADJ
cte-368	34	16	to	to	PART
cte-368	34	17	use	use	VERB
cte-368	34	18	data	datum	NOUN
cte-368	34	19	correctly	correctly	ADV
cte-368	34	20	,	,	PUNCT
cte-368	34	21	model	model	NOUN
cte-368	34	22	processes	process	NOUN
cte-368	34	23	and	and	CCONJ
cte-368	34	24	make	make	VERB
cte-368	34	25	decisions	decision	NOUN
cte-368	34	26	using	use	VERB
cte-368	34	27	modern	modern	ADJ
cte-368	34	28	methods	method	NOUN
cte-368	34	29	and	and	CCONJ
cte-368	34	30	technologies	technology	NOUN
cte-368	34	31	.	.	PUNCT
cte-368	35	1	data	datum	NOUN
cte-368	35	2	science	science	PROPN
cte-368	35	3	is	be	AUX
cte-368	35	4	the	the	DET
cte-368	35	5	field	field	NOUN
cte-368	35	6	of	of	ADP
cte-368	35	7	study	study	NOUN
cte-368	35	8	that	that	PRON
cte-368	35	9	involves	involve	VERB
cte-368	35	10	tools	tool	NOUN
cte-368	35	11	,	,	PUNCT
cte-368	35	12	algorithms	algorithm	NOUN
cte-368	35	13	,	,	PUNCT
cte-368	35	14	and	and	CCONJ
cte-368	35	15	knowledge	knowledge	NOUN
cte-368	35	16	of	of	ADP
cte-368	35	17	math	math	NOUN
cte-368	35	18	and	and	CCONJ
cte-368	35	19	statistics	statistic	NOUN
cte-368	35	20	to	to	PART
cte-368	35	21	discover	discover	VERB
cte-368	35	22	knowledge	knowledge	NOUN
cte-368	35	23	from	from	ADP
cte-368	35	24	the	the	DET
cte-368	35	25	raw	raw	ADJ
cte-368	35	26	data	datum	NOUN
cte-368	35	27	.	.	PUNCT
cte-368	36	1	data	datum	NOUN
cte-368	36	2	science	science	NOUN
cte-368	36	3	is	be	AUX
cte-368	36	4	developing	develop	VERB
cte-368	36	5	fast	fast	ADV
cte-368	36	6	and	and	CCONJ
cte-368	36	7	penetrating	penetrate	VERB
cte-368	36	8	all	all	DET
cte-368	36	9	spheres	sphere	NOUN
cte-368	36	10	of	of	ADP
cte-368	36	11	life	life	NOUN
cte-368	36	12	.	.	PUNCT
cte-368	37	1	more	more	ADJ
cte-368	37	2	people	people	NOUN
cte-368	37	3	understand	understand	VERB
cte-368	37	4	the	the	DET
cte-368	37	5	importance	importance	NOUN
cte-368	37	6	of	of	ADP
cte-368	37	7	the	the	DET
cte-368	37	8	science	science	NOUN
cte-368	37	9	of	of	ADP
cte-368	37	10	data	datum	NOUN
cte-368	37	11	and	and	CCONJ
cte-368	37	12	the	the	DET
cte-368	37	13	need	need	NOUN
cte-368	37	14	for	for	ADP
cte-368	37	15	implementation	implementation	NOUN
cte-368	37	16	in	in	ADP
cte-368	37	17	everyday	everyday	ADJ
cte-368	37	18	life	life	NOUN
cte-368	37	19	.	.	PUNCT
cte-368	38	1	data	datum	NOUN
cte-368	38	2	science	science	NOUN
cte-368	38	3	is	be	AUX
cte-368	38	4	used	use	VERB
cte-368	38	5	in	in	ADP
cte-368	38	6	business	business	NOUN
cte-368	38	7	for	for	ADP
cte-368	38	8	business	business	NOUN
cte-368	38	9	analytics	analytic	NOUN
cte-368	38	10	and	and	CCONJ
cte-368	38	11	production	production	NOUN
cte-368	38	12	,	,	PUNCT
cte-368	38	13	in	in	ADP
cte-368	38	14	sales	sale	NOUN
cte-368	38	15	for	for	ADP
cte-368	38	16	offerings	offering	NOUN
cte-368	38	17	and	and	CCONJ
cte-368	38	18	,	,	PUNCT
cte-368	38	19	for	for	ADP
cte-368	38	20	sales	sale	NOUN
cte-368	38	21	mailto:npvolkova@yahoo.com	mailto:npvolkova@yahoo.com	X
cte-368	38	22	cte	cte	PROPN
cte-368	38	23	workshop	workshop	NOUN
cte-368	38	24	proceedings	proceeding	NOUN
cte-368	38	25	,	,	PUNCT
cte-368	38	26	2019	2019	NUM
cte-368	38	27	,	,	PUNCT
cte-368	38	28	vol	vol	NOUN
cte-368	38	29	.	.	PROPN
cte-368	39	1	6	6	NUM
cte-368	39	2	:	:	PUNCT
cte-368	39	3	cte-2018	cte-2018	NOUN
cte-368	39	4	,	,	PUNCT
cte-368	39	5	pp	pp	ADP
cte-368	39	6	.	.	PUNCT
cte-368	40	1	48	48	NUM
cte-368	40	2	-	-	SYM
cte-368	40	3	73	73	NUM
cte-368	40	4	49	49	NUM
cte-368	40	5	forecasting	forecasting	NOUN
cte-368	40	6	,	,	PUNCT
cte-368	40	7	in	in	ADP
cte-368	40	8	marketing	marketing	NOUN
cte-368	40	9	for	for	ADP
cte-368	40	10	customizing	customize	VERB
cte-368	40	11	customers	customer	NOUN
cte-368	40	12	,	,	PUNCT
cte-368	40	13	and	and	CCONJ
cte-368	40	14	recommendations	recommendation	NOUN
cte-368	40	15	on	on	ADP
cte-368	40	16	purchasing	purchase	VERB
cte-368	40	17	,	,	PUNCT
cte-368	40	18	digital	digital	ADJ
cte-368	40	19	marketing	marketing	NOUN
cte-368	40	20	,	,	PUNCT
cte-368	40	21	in	in	ADP
cte-368	40	22	banking	banking	NOUN
cte-368	40	23	and	and	CCONJ
cte-368	40	24	insurance	insurance	NOUN
cte-368	40	25	for	for	ADP
cte-368	40	26	risk	risk	NOUN
cte-368	40	27	assessment	assessment	NOUN
cte-368	40	28	,	,	PUNCT
cte-368	40	29	fraud	fraud	NOUN
cte-368	40	30	detection	detection	NOUN
cte-368	40	31	,	,	PUNCT
cte-368	40	32	scoring	scoring	NOUN
cte-368	40	33	,	,	PUNCT
cte-368	40	34	and	and	CCONJ
cte-368	40	35	in	in	ADP
cte-368	40	36	medicine	medicine	NOUN
cte-368	40	37	for	for	ADP
cte-368	40	38	disease	disease	NOUN
cte-368	40	39	forecasting	forecasting	NOUN
cte-368	40	40	,	,	PUNCT
cte-368	40	41	process	process	NOUN
cte-368	40	42	automation	automation	NOUN
cte-368	40	43	and	and	CCONJ
cte-368	40	44	patient	patient	ADJ
cte-368	40	45	health	health	NOUN
cte-368	40	46	monitoring	monitoring	NOUN
cte-368	40	47	,	,	PUNCT
cte-368	40	48	in	in	ADP
cte-368	40	49	tourism	tourism	NOUN
cte-368	40	50	in	in	ADP
cte-368	40	51	the	the	DET
cte-368	40	52	field	field	NOUN
cte-368	40	53	of	of	ADP
cte-368	40	54	price	price	NOUN
cte-368	40	55	analysis	analysis	NOUN
cte-368	40	56	,	,	PUNCT
cte-368	40	57	flight	flight	NOUN
cte-368	40	58	safety	safety	NOUN
cte-368	40	59	,	,	PUNCT
cte-368	40	60	etc	etc	X
cte-368	40	61	.	.	X
cte-368	40	62	however	however	ADV
cte-368	40	63	,	,	PUNCT
cte-368	40	64	data	datum	NOUN
cte-368	40	65	science	science	NOUN
cte-368	40	66	applications	application	NOUN
cte-368	40	67	in	in	ADP
cte-368	40	68	education	education	NOUN
cte-368	40	69	have	have	AUX
cte-368	40	70	been	be	AUX
cte-368	40	71	relatively	relatively	ADV
cte-368	40	72	limited	limited	ADJ
cte-368	40	73	,	,	PUNCT
cte-368	40	74	and	and	CCONJ
cte-368	40	75	many	many	ADJ
cte-368	40	76	opportunities	opportunity	NOUN
cte-368	40	77	for	for	ADP
cte-368	40	78	advancing	advance	VERB
cte-368	40	79	the	the	DET
cte-368	40	80	fields	field	NOUN
cte-368	40	81	still	still	ADV
cte-368	40	82	unexplored	unexplored	ADJ
cte-368	40	83	.	.	PUNCT
cte-368	41	1	data	datum	NOUN
cte-368	41	2	science	science	NOUN
cte-368	41	3	should	should	AUX
cte-368	41	4	be	be	AUX
cte-368	41	5	used	use	VERB
cte-368	41	6	in	in	ADP
cte-368	41	7	education	education	NOUN
cte-368	41	8	to	to	PART
cte-368	41	9	solve	solve	VERB
cte-368	41	10	science	science	NOUN
cte-368	41	11	problems	problem	NOUN
cte-368	41	12	,	,	PUNCT
cte-368	41	13	for	for	ADP
cte-368	41	14	example	example	NOUN
cte-368	41	15	,	,	PUNCT
cte-368	41	16	in	in	ADP
cte-368	41	17	behaviors	behavior	NOUN
cte-368	41	18	research	research	VERB
cte-368	41	19	in	in	ADP
cte-368	41	20	economics	economic	NOUN
cte-368	41	21	,	,	PUNCT
cte-368	41	22	psychology	psychology	NOUN
cte-368	41	23	,	,	PUNCT
cte-368	41	24	biology	biology	NOUN
cte-368	41	25	and	and	CCONJ
cte-368	41	26	so	so	ADV
cte-368	41	27	on	on	ADV
cte-368	41	28	,	,	PUNCT
cte-368	41	29	in	in	ADP
cte-368	41	30	predicting	predict	VERB
cte-368	41	31	different	different	ADJ
cte-368	41	32	processes	process	NOUN
cte-368	41	33	,	,	PUNCT
cte-368	41	34	analyzing	analyze	VERB
cte-368	41	35	complex	complex	ADJ
cte-368	41	36	systems	system	NOUN
cte-368	41	37	,	,	PUNCT
cte-368	41	38	etc	etc	X
cte-368	41	39	.	.	X
cte-368	41	40	2	2	NUM
cte-368	41	41	literature	literature	NOUN
cte-368	41	42	review	review	NOUN
cte-368	41	43	data	datum	NOUN
cte-368	41	44	science	science	NOUN
cte-368	41	45	has	have	VERB
cte-368	41	46	a	a	DET
cte-368	41	47	big	big	ADJ
cte-368	41	48	list	list	NOUN
cte-368	41	49	of	of	ADP
cte-368	41	50	tools	tool	NOUN
cte-368	41	51	:	:	PUNCT
cte-368	41	52	linear	linear	ADJ
cte-368	41	53	regression	regression	NOUN
cte-368	41	54	,	,	PUNCT
cte-368	41	55	logistic	logistic	ADJ
cte-368	41	56	regression	regression	NOUN
cte-368	41	57	,	,	PUNCT
cte-368	41	58	density	density	NOUN
cte-368	41	59	estimation	estimation	NOUN
cte-368	41	60	,	,	PUNCT
cte-368	41	61	confidence	confidence	NOUN
cte-368	41	62	interval	interval	NOUN
cte-368	41	63	,	,	PUNCT
cte-368	41	64	test	test	NOUN
cte-368	41	65	of	of	ADP
cte-368	41	66	hypotheses	hypothesis	NOUN
cte-368	41	67	,	,	PUNCT
cte-368	41	68	pattern	pattern	NOUN
cte-368	41	69	recognition	recognition	NOUN
cte-368	41	70	,	,	PUNCT
cte-368	41	71	clustering	cluster	VERB
cte-368	41	72	,	,	PUNCT
cte-368	41	73	supervised	supervised	ADJ
cte-368	41	74	learning	learning	NOUN
cte-368	41	75	,	,	PUNCT
cte-368	41	76	time	time	NOUN
cte-368	41	77	series	series	NOUN
cte-368	41	78	,	,	PUNCT
cte-368	41	79	decision	decision	NOUN
cte-368	41	80	trees	tree	NOUN
cte-368	41	81	,	,	PUNCT
cte-368	41	82	monte	monte	PROPN
cte-368	41	83	-	-	PUNCT
cte-368	41	84	carlo	carlo	PROPN
cte-368	41	85	simulation	simulation	NOUN
cte-368	41	86	,	,	PUNCT
cte-368	41	87	naive	naive	ADJ
cte-368	41	88	bayes	bayes	NOUN
cte-368	41	89	,	,	PUNCT
cte-368	41	90	principal	principal	ADJ
cte-368	41	91	component	component	NOUN
cte-368	41	92	analysis	analysis	NOUN
cte-368	41	93	,	,	PUNCT
cte-368	41	94	neural	neural	ADJ
cte-368	41	95	networks	network	NOUN
cte-368	41	96	,	,	PUNCT
cte-368	41	97	k	k	NOUN
cte-368	41	98	-	-	PUNCT
cte-368	41	99	means	mean	NOUN
cte-368	41	100	,	,	PUNCT
cte-368	41	101	recommendation	recommendation	NOUN
cte-368	41	102	engine	engine	NOUN
cte-368	41	103	,	,	PUNCT
cte-368	41	104	collaborative	collaborative	ADJ
cte-368	41	105	filtering	filtering	NOUN
cte-368	41	106	,	,	PUNCT
cte-368	41	107	association	association	NOUN
cte-368	41	108	rules	rule	NOUN
cte-368	41	109	,	,	PUNCT
cte-368	41	110	scoring	scoring	NOUN
cte-368	41	111	engine	engine	NOUN
cte-368	41	112	,	,	PUNCT
cte-368	41	113	segmentation	segmentation	NOUN
cte-368	41	114	,	,	PUNCT
cte-368	41	115	predictive	predictive	ADJ
cte-368	41	116	modeling	modeling	NOUN
cte-368	41	117	,	,	PUNCT
cte-368	41	118	graphs	graph	NOUN
cte-368	41	119	,	,	PUNCT
cte-368	41	120	deep	deep	ADJ
cte-368	41	121	learning	learning	NOUN
cte-368	41	122	,	,	PUNCT
cte-368	41	123	game	game	NOUN
cte-368	41	124	theory	theory	NOUN
cte-368	41	125	,	,	PUNCT
cte-368	41	126	arbitrage	arbitrage	NOUN
cte-368	41	127	,	,	PUNCT
cte-368	41	128	crossvalidation	crossvalidation	NOUN
cte-368	41	129	,	,	PUNCT
cte-368	41	130	model	model	NOUN
cte-368	41	131	fitting	fitting	ADJ
cte-368	41	132	,	,	PUNCT
cte-368	41	133	etc	etc	X
cte-368	41	134	.	.	X
cte-368	42	1	some	some	PRON
cte-368	42	2	of	of	ADP
cte-368	42	3	these	these	DET
cte-368	42	4	tools	tool	NOUN
cte-368	42	5	were	be	AUX
cte-368	42	6	used	use	VERB
cte-368	42	7	in	in	ADP
cte-368	42	8	the	the	DET
cte-368	42	9	next	next	ADJ
cte-368	42	10	researches	research	NOUN
cte-368	42	11	.	.	PUNCT
cte-368	43	1	teaching	teach	VERB
cte-368	43	2	data	datum	NOUN
cte-368	43	3	science	science	NOUN
cte-368	43	4	,	,	PUNCT
cte-368	43	5	for	for	ADP
cte-368	43	6	example	example	NOUN
cte-368	43	7	,	,	PUNCT
cte-368	43	8	were	be	AUX
cte-368	43	9	introduced	introduce	VERB
cte-368	43	10	in	in	ADP
cte-368	43	11	[	[	X
cte-368	43	12	3	3	NUM
cte-368	43	13	]	]	PUNCT
cte-368	43	14	,	,	PUNCT
cte-368	43	15	big	big	ADJ
cte-368	43	16	data	datum	NOUN
cte-368	43	17	and	and	CCONJ
cte-368	43	18	data	datum	NOUN
cte-368	43	19	science	science	NOUN
cte-368	43	20	methods	method	NOUN
cte-368	43	21	presented	present	VERB
cte-368	43	22	in	in	ADP
cte-368	43	23	[	[	X
cte-368	43	24	4	4	NUM
cte-368	43	25	]	]	PUNCT
cte-368	43	26	,	,	PUNCT
cte-368	44	1	[	[	X
cte-368	44	2	8	8	NUM
cte-368	44	3	]	]	PUNCT
cte-368	44	4	,	,	PUNCT
cte-368	44	5	[	[	X
cte-368	44	6	12	12	NUM
cte-368	44	7	]	]	PUNCT
cte-368	44	8	,	,	PUNCT
cte-368	44	9	[	[	X
cte-368	44	10	23	23	NUM
cte-368	44	11	]	]	PUNCT
cte-368	44	12	,	,	PUNCT
cte-368	44	13	[	[	X
cte-368	44	14	25	25	NUM
cte-368	44	15	]	]	PUNCT
cte-368	44	16	,	,	PUNCT
cte-368	44	17	machine	machine	NOUN
cte-368	44	18	learning	learning	NOUN
cte-368	44	19	used	use	VERB
cte-368	44	20	[	[	PUNCT
cte-368	44	21	16	16	NUM
cte-368	44	22	]	]	PUNCT
cte-368	44	23	,	,	PUNCT
cte-368	44	24	[	[	X
cte-368	44	25	11	11	NUM
cte-368	44	26	]	]	PUNCT
cte-368	44	27	,	,	PUNCT
cte-368	44	28	monte	monte	PROPN
cte-368	44	29	carlo	carlo	PROPN
cte-368	44	30	method	method	NOUN
cte-368	44	31	presented	present	VERB
cte-368	44	32	[	[	X
cte-368	44	33	17	17	NUM
cte-368	44	34	]	]	PUNCT
cte-368	44	35	,	,	PUNCT
cte-368	44	36	game	game	NOUN
cte-368	44	37	theory	theory	NOUN
cte-368	44	38	and	and	CCONJ
cte-368	44	39	genetic	genetic	ADJ
cte-368	44	40	algorithms	algorithm	NOUN
cte-368	44	41	combined	combine	VERB
cte-368	44	42	[	[	X
cte-368	44	43	18	18	NUM
cte-368	44	44	]	]	PUNCT
cte-368	44	45	,	,	PUNCT
cte-368	44	46	artificial	artificial	ADJ
cte-368	44	47	intelligence	intelligence	NOUN
cte-368	44	48	presented	present	VERB
cte-368	44	49	in	in	ADP
cte-368	44	50	[	[	X
cte-368	44	51	19	19	NUM
cte-368	44	52	]	]	PUNCT
cte-368	44	53	,	,	PUNCT
cte-368	44	54	[	[	X
cte-368	44	55	21	21	NUM
cte-368	44	56	]	]	PUNCT
cte-368	44	57	,	,	PUNCT
cte-368	44	58	[	[	X
cte-368	44	59	22	22	NUM
cte-368	44	60	]	]	PUNCT
cte-368	44	61	,	,	PUNCT
cte-368	44	62	etc	etc	X
cte-368	44	63	.	.	X
cte-368	44	64	data	datum	NOUN
cte-368	44	65	science	science	NOUN
cte-368	44	66	is	be	AUX
cte-368	44	67	fast	fast	ADV
cte-368	44	68	developing	develop	VERB
cte-368	44	69	.	.	PUNCT
cte-368	45	1	a	a	DET
cte-368	45	2	large	large	ADJ
cte-368	45	3	volume	volume	NOUN
cte-368	45	4	of	of	ADP
cte-368	45	5	information	information	NOUN
cte-368	45	6	that	that	PRON
cte-368	45	7	grows	grow	VERB
cte-368	45	8	with	with	ADP
cte-368	45	9	each	each	DET
cte-368	45	10	passing	pass	VERB
cte-368	45	11	year	year	NOUN
cte-368	45	12	makes	make	VERB
cte-368	45	13	it	it	PRON
cte-368	45	14	possible	possible	ADJ
cte-368	45	15	to	to	PART
cte-368	45	16	build	build	VERB
cte-368	45	17	high	high	ADJ
cte-368	45	18	-	-	PUNCT
cte-368	45	19	precision	precision	NOUN
cte-368	45	20	models	model	NOUN
cte-368	45	21	that	that	PRON
cte-368	45	22	simplify	simplify	VERB
cte-368	45	23	and	and	CCONJ
cte-368	45	24	partially	partially	ADV
cte-368	45	25	automate	automate	VERB
cte-368	45	26	the	the	DET
cte-368	45	27	decision	decision	NOUN
cte-368	45	28	-	-	PUNCT
cte-368	45	29	making	make	VERB
cte-368	45	30	process	process	NOUN
cte-368	45	31	.	.	PUNCT
cte-368	46	1	models	model	NOUN
cte-368	46	2	are	be	AUX
cte-368	46	3	being	be	AUX
cte-368	46	4	developed	develop	VERB
cte-368	46	5	that	that	PRON
cte-368	46	6	implement	implement	VERB
cte-368	46	7	the	the	DET
cte-368	46	8	key	key	ADJ
cte-368	46	9	data	datum	NOUN
cte-368	46	10	science	science	NOUN
cte-368	46	11	algorithms	algorithm	NOUN
cte-368	46	12	for	for	ADP
cte-368	46	13	decision	decision	NOUN
cte-368	46	14	-	-	PUNCT
cte-368	46	15	making	making	NOUN
cte-368	46	16	in	in	ADP
cte-368	46	17	business	business	NOUN
cte-368	46	18	[	[	X
cte-368	46	19	9	9	NUM
cte-368	46	20	]	]	PUNCT
cte-368	46	21	,	,	PUNCT
cte-368	46	22	[	[	X
cte-368	46	23	13	13	NUM
cte-368	46	24	]	]	PUNCT
cte-368	46	25	.	.	PUNCT
cte-368	47	1	3	3	NUM
cte-368	47	2	data	data	NOUN
cte-368	47	3	science	science	NOUN
cte-368	47	4	:	:	PUNCT
cte-368	47	5	principles	principle	NOUN
cte-368	47	6	and	and	CCONJ
cte-368	47	7	tools	tool	NOUN
cte-368	47	8	data	datum	NOUN
cte-368	47	9	science	science	NOUN
cte-368	47	10	in	in	ADP
cte-368	47	11	education	education	NOUN
cte-368	47	12	is	be	AUX
cte-368	47	13	a	a	DET
cte-368	47	14	multidisciplinary	multidisciplinary	ADJ
cte-368	47	15	approach	approach	NOUN
cte-368	47	16	to	to	ADP
cte-368	47	17	technologies	technology	NOUN
cte-368	47	18	,	,	PUNCT
cte-368	47	19	processes	process	NOUN
cte-368	47	20	,	,	PUNCT
cte-368	47	21	and	and	CCONJ
cte-368	47	22	systems	system	NOUN
cte-368	47	23	for	for	ADP
cte-368	47	24	extract	extract	NOUN
cte-368	47	25	knowledge	knowledge	NOUN
cte-368	47	26	,	,	PUNCT
cte-368	47	27	understanding	understanding	NOUN
cte-368	47	28	of	of	ADP
cte-368	47	29	data	datum	NOUN
cte-368	47	30	,	,	PUNCT
cte-368	47	31	and	and	CCONJ
cte-368	47	32	supports	support	VERB
cte-368	47	33	decisionmaking	decisionmake	VERB
cte-368	47	34	under	under	ADP
cte-368	47	35	uncertainty	uncertainty	NOUN
cte-368	47	36	.	.	PUNCT
cte-368	48	1	data	datum	NOUN
cte-368	48	2	science	science	NOUN
cte-368	48	3	deals	deal	NOUN
cte-368	48	4	with	with	ADP
cte-368	48	5	mathematics	mathematic	NOUN
cte-368	48	6	,	,	PUNCT
cte-368	48	7	statistics	statistic	NOUN
cte-368	48	8	,	,	PUNCT
cte-368	48	9	statistical	statistical	ADJ
cte-368	48	10	modeling	modeling	NOUN
cte-368	48	11	,	,	PUNCT
cte-368	48	12	signal	signal	NOUN
cte-368	48	13	processing	processing	NOUN
cte-368	48	14	,	,	PUNCT
cte-368	48	15	computer	computer	NOUN
cte-368	48	16	science	science	NOUN
cte-368	48	17	&	&	CCONJ
cte-368	48	18	programming	programming	PROPN
cte-368	48	19	,	,	PUNCT
cte-368	48	20	database	database	NOUN
cte-368	48	21	technologies	technology	NOUN
cte-368	48	22	,	,	PUNCT
cte-368	48	23	data	datum	NOUN
cte-368	48	24	modeling	modeling	NOUN
cte-368	48	25	,	,	PUNCT
cte-368	48	26	machine	machine	NOUN
cte-368	48	27	learning	learning	NOUN
cte-368	48	28	,	,	PUNCT
cte-368	48	29	natural	natural	ADJ
cte-368	48	30	language	language	NOUN
cte-368	48	31	processing	processing	NOUN
cte-368	48	32	,	,	PUNCT
cte-368	48	33	predictive	predictive	ADJ
cte-368	48	34	analytics	analytic	NOUN
cte-368	48	35	,	,	PUNCT
cte-368	48	36	visualization	visualization	NOUN
cte-368	48	37	,	,	PUNCT
cte-368	48	38	etc	etc	X
cte-368	48	39	.	.	X
cte-368	48	40	data	datum	NOUN
cte-368	48	41	science	science	NOUN
cte-368	48	42	in	in	ADP
cte-368	48	43	education	education	NOUN
cte-368	48	44	has	have	VERB
cte-368	48	45	two	two	NUM
cte-368	48	46	aspects	aspect	NOUN
cte-368	48	47	of	of	ADP
cte-368	48	48	the	the	DET
cte-368	48	49	application	application	NOUN
cte-368	48	50	:	:	PUNCT
cte-368	48	51	the	the	DET
cte-368	48	52	management	management	NOUN
cte-368	48	53	and	and	CCONJ
cte-368	48	54	processing	processing	NOUN
cte-368	48	55	of	of	ADP
cte-368	48	56	data	datum	NOUN
cte-368	48	57	and	and	CCONJ
cte-368	48	58	analytical	analytical	ADJ
cte-368	48	59	methods	method	NOUN
cte-368	48	60	for	for	ADP
cte-368	48	61	analysis	analysis	NOUN
cte-368	48	62	and	and	CCONJ
cte-368	48	63	modeling	modeling	NOUN
cte-368	48	64	.	.	PUNCT
cte-368	49	1	the	the	DET
cte-368	49	2	first	first	ADJ
cte-368	49	3	aspect	aspect	NOUN
cte-368	49	4	includes	include	VERB
cte-368	49	5	data	datum	NOUN
cte-368	49	6	systems	system	NOUN
cte-368	49	7	and	and	CCONJ
cte-368	49	8	their	their	PRON
cte-368	49	9	preparation	preparation	NOUN
cte-368	49	10	,	,	PUNCT
cte-368	49	11	including	include	VERB
cte-368	49	12	databases	database	NOUN
cte-368	49	13	facilities	facility	NOUN
cte-368	49	14	,	,	PUNCT
cte-368	49	15	data	datum	NOUN
cte-368	49	16	cleansing	cleansing	NOUN
cte-368	49	17	,	,	PUNCT
cte-368	49	18	engineering	engineering	NOUN
cte-368	49	19	,	,	PUNCT
cte-368	49	20	visualization	visualization	NOUN
cte-368	49	21	,	,	PUNCT
cte-368	49	22	monitoring	monitoring	NOUN
cte-368	49	23	,	,	PUNCT
cte-368	49	24	and	and	CCONJ
cte-368	49	25	reporting	report	VERB
cte-368	49	26	.	.	PUNCT
cte-368	50	1	the	the	DET
cte-368	50	2	second	second	ADJ
cte-368	50	3	aspect	aspect	NOUN
cte-368	50	4	includes	include	VERB
cte-368	50	5	data	datum	NOUN
cte-368	50	6	analytics	analytic	NOUN
cte-368	50	7	data	data	NOUN
cte-368	50	8	mining	mining	NOUN
cte-368	50	9	,	,	PUNCT
cte-368	50	10	machine	machine	NOUN
cte-368	50	11	learning	learning	NOUN
cte-368	50	12	,	,	PUNCT
cte-368	50	13	text	text	NOUN
cte-368	50	14	analytics	analytic	NOUN
cte-368	50	15	,	,	PUNCT
cte-368	50	16	probability	probability	NOUN
cte-368	50	17	theory	theory	NOUN
cte-368	50	18	,	,	PUNCT
cte-368	50	19	optimization	optimization	NOUN
cte-368	50	20	,	,	PUNCT
cte-368	50	21	and	and	CCONJ
cte-368	50	22	visualization	visualization	NOUN
cte-368	50	23	.	.	PUNCT
cte-368	51	1	the	the	DET
cte-368	51	2	basis	basis	NOUN
cte-368	51	3	of	of	ADP
cte-368	51	4	the	the	DET
cte-368	51	5	learning	learning	NOUN
cte-368	51	6	process	process	NOUN
cte-368	51	7	is	be	AUX
cte-368	51	8	the	the	DET
cte-368	51	9	availability	availability	NOUN
cte-368	51	10	of	of	ADP
cte-368	51	11	relevant	relevant	ADJ
cte-368	51	12	data	datum	NOUN
cte-368	51	13	that	that	PRON
cte-368	51	14	is	be	AUX
cte-368	51	15	of	of	ADP
cte-368	51	16	sufficient	sufficient	ADJ
cte-368	51	17	quality	quality	NOUN
cte-368	51	18	,	,	PUNCT
cte-368	51	19	appropriately	appropriately	ADV
cte-368	51	20	organized	organize	VERB
cte-368	51	21	for	for	ADP
cte-368	51	22	the	the	DET
cte-368	51	23	task	task	NOUN
cte-368	51	24	.	.	PUNCT
cte-368	52	1	primary	primary	ADJ
cte-368	52	2	data	datum	NOUN
cte-368	52	3	often	often	ADV
cte-368	52	4	requires	require	VERB
cte-368	52	5	preprocessing	preprocesse	VERB
cte-368	52	6	.	.	PUNCT
cte-368	53	1	first	first	ADV
cte-368	53	2	of	of	ADP
cte-368	53	3	all	all	PRON
cte-368	53	4	,	,	PUNCT
cte-368	53	5	it	it	PRON
cte-368	53	6	is	be	AUX
cte-368	53	7	necessary	necessary	ADJ
cte-368	53	8	to	to	PART
cte-368	53	9	investigate	investigate	VERB
cte-368	53	10	the	the	DET
cte-368	53	11	availability	availability	NOUN
cte-368	53	12	of	of	ADP
cte-368	53	13	the	the	DET
cte-368	53	14	necessary	necessary	ADJ
cte-368	53	15	50	50	NUM
cte-368	53	16	cte	cte	NOUN
cte-368	53	17	workshop	workshop	NOUN
cte-368	53	18	proceedings	proceeding	NOUN
cte-368	53	19	,	,	PUNCT
cte-368	53	20	2019	2019	NUM
cte-368	53	21	,	,	PUNCT
cte-368	53	22	vol	vol	NOUN
cte-368	53	23	.	.	PROPN
cte-368	54	1	6	6	NUM
cte-368	54	2	:	:	PUNCT
cte-368	54	3	cte-2018	cte-2018	NOUN
cte-368	54	4	,	,	PUNCT
cte-368	54	5	pp	pp	ADP
cte-368	54	6	.	.	PUNCT
cte-368	55	1	48	48	NUM
cte-368	55	2	-	-	SYM
cte-368	55	3	73	73	NUM
cte-368	55	4	data	datum	NOUN
cte-368	55	5	and	and	CCONJ
cte-368	55	6	how	how	SCONJ
cte-368	55	7	they	they	PRON
cte-368	55	8	can	can	AUX
cte-368	55	9	be	be	AUX
cte-368	55	10	obtained	obtain	VERB
cte-368	55	11	.	.	PUNCT
cte-368	56	1	the	the	DET
cte-368	56	2	data	data	NOUN
cte-368	56	3	search	search	NOUN
cte-368	56	4	ends	end	VERB
cte-368	56	5	with	with	ADP
cte-368	56	6	the	the	DET
cte-368	56	7	creation	creation	NOUN
cte-368	56	8	of	of	ADP
cte-368	56	9	a	a	DET
cte-368	56	10	data	datum	NOUN
cte-368	56	11	set	set	VERB
cte-368	56	12	in	in	ADP
cte-368	56	13	which	which	PRON
cte-368	56	14	data	datum	NOUN
cte-368	56	15	coexistence	coexistence	NOUN
cte-368	56	16	is	be	AUX
cte-368	56	17	to	to	PART
cte-368	56	18	be	be	AUX
cte-368	56	19	provided	provide	VERB
cte-368	56	20	.	.	PUNCT
cte-368	57	1	data	datum	NOUN
cte-368	57	2	science	science	NOUN
cte-368	57	3	has	have	VERB
cte-368	57	4	a	a	DET
cte-368	57	5	wide	wide	ADJ
cte-368	57	6	range	range	NOUN
cte-368	57	7	of	of	ADP
cte-368	57	8	tools	tool	NOUN
cte-368	57	9	for	for	ADP
cte-368	57	10	data	data	NOUN
cte-368	57	11	evaluation	evaluation	NOUN
cte-368	57	12	and	and	CCONJ
cte-368	57	13	preparation	preparation	NOUN
cte-368	57	14	,	,	PUNCT
cte-368	57	15	in	in	ADP
cte-368	57	16	particular	particular	ADJ
cte-368	57	17	for	for	ADP
cte-368	57	18	data	data	NOUN
cte-368	57	19	mining	mining	NOUN
cte-368	57	20	,	,	PUNCT
cte-368	57	21	data	data	NOUN
cte-368	57	22	manipulation	manipulation	NOUN
cte-368	57	23	(	(	PUNCT
cte-368	57	24	value	value	NOUN
cte-368	57	25	conversion	conversion	NOUN
cte-368	57	26	,	,	PUNCT
cte-368	57	27	data	datum	NOUN
cte-368	57	28	aggregation	aggregation	NOUN
cte-368	57	29	and	and	CCONJ
cte-368	57	30	reordering	reordering	NOUN
cte-368	57	31	,	,	PUNCT
cte-368	57	32	table	table	NOUN
cte-368	57	33	aggregation	aggregation	NOUN
cte-368	57	34	,	,	PUNCT
cte-368	57	35	breakdown	breakdown	NOUN
cte-368	57	36	or	or	CCONJ
cte-368	57	37	merge	merge	VERB
cte-368	57	38	of	of	ADP
cte-368	57	39	values	value	NOUN
cte-368	57	40	,	,	PUNCT
cte-368	57	41	etc	etc	X
cte-368	57	42	.	.	X
cte-368	57	43	)	)	PUNCT
cte-368	58	1	and	and	CCONJ
cte-368	58	2	validation	validation	NOUN
cte-368	58	3	of	of	ADP
cte-368	58	4	data	datum	NOUN
cte-368	58	5	(	(	PUNCT
cte-368	58	6	checking	checking	NOUN
cte-368	58	7	format	format	NOUN
cte-368	58	8	,	,	PUNCT
cte-368	58	9	ranges	range	NOUN
cte-368	58	10	of	of	ADP
cte-368	58	11	test	test	NOUN
cte-368	58	12	values	value	NOUN
cte-368	58	13	and	and	CCONJ
cte-368	58	14	search	search	NOUN
cte-368	58	15	in	in	ADP
cte-368	58	16	legal	legal	ADJ
cte-368	58	17	values	value	NOUN
cte-368	58	18	tables	table	NOUN
cte-368	58	19	)	)	PUNCT
cte-368	58	20	.	.	PUNCT
cte-368	59	1	the	the	DET
cte-368	59	2	problem	problem	NOUN
cte-368	59	3	of	of	ADP
cte-368	59	4	missing	miss	VERB
cte-368	59	5	values	value	NOUN
cte-368	59	6	is	be	AUX
cte-368	59	7	solved	solve	VERB
cte-368	59	8	by	by	ADP
cte-368	59	9	using	use	VERB
cte-368	59	10	different	different	ADJ
cte-368	59	11	analytical	analytical	ADJ
cte-368	59	12	methods	method	NOUN
cte-368	59	13	:	:	PUNCT
cte-368	59	14	simulation	simulation	NOUN
cte-368	59	15	,	,	PUNCT
cte-368	59	16	inserting	insert	VERB
cte-368	59	17	default	default	NOUN
cte-368	59	18	values	value	NOUN
cte-368	59	19	,	,	PUNCT
cte-368	59	20	statistical	statistical	ADJ
cte-368	59	21	simulation	simulation	NOUN
cte-368	59	22	.	.	PUNCT
cte-368	60	1	data	datum	NOUN
cte-368	60	2	science	science	NOUN
cte-368	60	3	provides	provide	VERB
cte-368	60	4	broad	broad	ADJ
cte-368	60	5	opportunities	opportunity	NOUN
cte-368	60	6	for	for	ADP
cte-368	60	7	text	text	NOUN
cte-368	60	8	analytics	analytic	NOUN
cte-368	60	9	.	.	PUNCT
cte-368	61	1	in	in	ADP
cte-368	61	2	addition	addition	NOUN
cte-368	61	3	,	,	PUNCT
cte-368	61	4	the	the	DET
cte-368	61	5	use	use	NOUN
cte-368	61	6	of	of	ADP
cte-368	61	7	data	datum	NOUN
cte-368	61	8	science	science	NOUN
cte-368	61	9	tools	tool	NOUN
cte-368	61	10	facilitates	facilitate	VERB
cte-368	61	11	work	work	VERB
cte-368	61	12	with	with	ADP
cte-368	61	13	big	big	ADJ
cte-368	61	14	data	datum	NOUN
cte-368	61	15	.	.	PUNCT
cte-368	62	1	the	the	DET
cte-368	62	2	main	main	ADJ
cte-368	62	3	approaches	approach	NOUN
cte-368	62	4	in	in	ADP
cte-368	62	5	data	datum	NOUN
cte-368	62	6	science	science	NOUN
cte-368	62	7	are	be	AUX
cte-368	62	8	supervised	supervise	VERB
cte-368	62	9	learning	learning	NOUN
cte-368	62	10	models	model	NOUN
cte-368	62	11	and	and	CCONJ
cte-368	62	12	unsupervised	unsupervised	ADJ
cte-368	62	13	learning	learning	NOUN
cte-368	62	14	models	model	NOUN
cte-368	62	15	.	.	PUNCT
cte-368	63	1	data	datum	NOUN
cte-368	63	2	science	science	NOUN
cte-368	63	3	process	process	NOUN
cte-368	63	4	includes	include	VERB
cte-368	63	5	next	next	ADJ
cte-368	63	6	steps	step	NOUN
cte-368	63	7	(	(	PUNCT
cte-368	63	8	figure	figure	NOUN
cte-368	63	9	1	1	NUM
cte-368	63	10	):	):	PUNCT
cte-368	63	11	fig	fig	NOUN
cte-368	63	12	.	.	PUNCT
cte-368	64	1	1	1	X
cte-368	64	2	.	.	X
cte-368	64	3	data	datum	NOUN
cte-368	64	4	science	science	NOUN
cte-368	64	5	process	process	NOUN
cte-368	64	6	3.1	3.1	NUM
cte-368	64	7	supervised	supervised	ADJ
cte-368	64	8	learning	learning	NOUN
cte-368	64	9	models	model	NOUN
cte-368	64	10	supervised	supervise	VERB
cte-368	64	11	learning	learn	VERB
cte-368	64	12	is	be	AUX
cte-368	64	13	one	one	NUM
cte-368	64	14	of	of	ADP
cte-368	64	15	the	the	DET
cte-368	64	16	methods	method	NOUN
cte-368	64	17	of	of	ADP
cte-368	64	18	machine	machine	NOUN
cte-368	64	19	learning	learning	NOUN
cte-368	64	20	,	,	PUNCT
cte-368	64	21	in	in	ADP
cte-368	64	22	which	which	PRON
cte-368	64	23	the	the	DET
cte-368	64	24	model	model	NOUN
cte-368	64	25	learns	learn	VERB
cte-368	64	26	on	on	ADP
cte-368	64	27	the	the	DET
cte-368	64	28	basis	basis	NOUN
cte-368	64	29	of	of	ADP
cte-368	64	30	labeled	label	VERB
cte-368	64	31	data	datum	NOUN
cte-368	64	32	.	.	PUNCT
cte-368	65	1	using	use	VERB
cte-368	65	2	supervised	supervised	ADJ
cte-368	65	3	learning	learning	NOUN
cte-368	65	4	is	be	AUX
cte-368	65	5	possible	possible	ADJ
cte-368	65	6	to	to	PART
cte-368	65	7	decide	decide	VERB
cte-368	65	8	on	on	ADP
cte-368	65	9	two	two	NUM
cte-368	65	10	types	type	NOUN
cte-368	65	11	of	of	ADP
cte-368	65	12	tasks	task	NOUN
cte-368	65	13	:	:	PUNCT
cte-368	65	14	regression	regression	NOUN
cte-368	65	15	and	and	CCONJ
cte-368	65	16	classification	classification	NOUN
cte-368	65	17	.	.	PUNCT
cte-368	66	1	the	the	DET
cte-368	66	2	main	main	ADJ
cte-368	66	3	difference	difference	NOUN
cte-368	66	4	between	between	ADP
cte-368	66	5	them	they	PRON
cte-368	66	6	is	be	AUX
cte-368	66	7	the	the	DET
cte-368	66	8	type	type	NOUN
cte-368	66	9	of	of	ADP
cte-368	66	10	variance	variance	NOUN
cte-368	66	11	that	that	PRON
cte-368	66	12	is	be	AUX
cte-368	66	13	predicted	predict	VERB
cte-368	66	14	by	by	ADP
cte-368	66	15	the	the	DET
cte-368	66	16	corresponding	corresponding	ADJ
cte-368	66	17	algorithm	algorithm	NOUN
cte-368	66	18	.	.	PUNCT
cte-368	67	1	in	in	ADP
cte-368	67	2	regression	regression	NOUN
cte-368	67	3	training	training	NOUN
cte-368	67	4	,	,	PUNCT
cte-368	67	5	it	it	PRON
cte-368	67	6	is	be	AUX
cte-368	67	7	a	a	DET
cte-368	67	8	continuous	continuous	ADJ
cte-368	67	9	variable	variable	NOUN
cte-368	67	10	,	,	PUNCT
cte-368	67	11	in	in	ADP
cte-368	67	12	the	the	DET
cte-368	67	13	classification	classification	NOUN
cte-368	67	14	,	,	PUNCT
cte-368	67	15	it	it	PRON
cte-368	67	16	is	be	AUX
cte-368	67	17	a	a	DET
cte-368	67	18	categorical	categorical	ADJ
cte-368	67	19	variable	variable	NOUN
cte-368	67	20	.	.	PUNCT
cte-368	68	1	to	to	PART
cte-368	68	2	problem	problem	VERB
cte-368	68	3	identification	identification	NOUN
cte-368	68	4	data	datum	NOUN
cte-368	68	5	collection	collection	NOUN
cte-368	68	6	and	and	CCONJ
cte-368	68	7	organization	organization	NOUN
cte-368	68	8	exploratory	exploratory	ADJ
cte-368	68	9	data	datum	NOUN
cte-368	68	10	analysis	analysis	NOUN
cte-368	68	11	training	training	NOUN
cte-368	68	12	data	data	PROPN
cte-368	68	13	development	development	NOUN
cte-368	68	14	model	model	PROPN
cte-368	68	15	fitting	fitting	PROPN
cte-368	68	16	model	model	NOUN
cte-368	68	17	verification	verification	NOUN
cte-368	68	18	model	model	NOUN
cte-368	68	19	applying	apply	VERB
cte-368	68	20	to	to	ADP
cte-368	68	21	the	the	DET
cte-368	68	22	complete	complete	ADJ
cte-368	68	23	data	datum	NOUN
cte-368	68	24	set	set	VERB
cte-368	68	25	results	result	NOUN
cte-368	68	26	 	 	SPACE
cte-368	68	27	review	review	VERB
cte-368	68	28	finalizing	finalize	VERB
cte-368	68	29	code	code	NOUN
cte-368	68	30	and	and	CCONJ
cte-368	68	31	report	report	VERB
cte-368	68	32	cte	cte	NOUN
cte-368	68	33	workshop	workshop	NOUN
cte-368	68	34	proceedings	proceeding	NOUN
cte-368	68	35	,	,	PUNCT
cte-368	68	36	2019	2019	NUM
cte-368	68	37	,	,	PUNCT
cte-368	68	38	vol	vol	NOUN
cte-368	68	39	.	.	PROPN
cte-368	69	1	6	6	NUM
cte-368	69	2	:	:	PUNCT
cte-368	69	3	cte-2018	cte-2018	NOUN
cte-368	69	4	,	,	PUNCT
cte-368	69	5	pp	pp	ADP
cte-368	69	6	.	.	PUNCT
cte-368	70	1	48	48	NUM
cte-368	70	2	-	-	SYM
cte-368	70	3	73	73	NUM
cte-368	70	4	51	51	NUM
cte-368	70	5	solve	solve	NOUN
cte-368	70	6	these	these	DET
cte-368	70	7	problems	problem	NOUN
cte-368	70	8	,	,	PUNCT
cte-368	70	9	many	many	ADJ
cte-368	70	10	algorithms	algorithm	NOUN
cte-368	70	11	have	have	AUX
cte-368	70	12	been	be	AUX
cte-368	70	13	developed	develop	VERB
cte-368	70	14	.	.	PUNCT
cte-368	71	1	one	one	NUM
cte-368	71	2	of	of	ADP
cte-368	71	3	the	the	DET
cte-368	71	4	most	most	ADV
cte-368	71	5	common	common	ADJ
cte-368	71	6	is	be	AUX
cte-368	71	7	a	a	DET
cte-368	71	8	linear	linear	ADJ
cte-368	71	9	and	and	CCONJ
cte-368	71	10	logistic	logistic	ADJ
cte-368	71	11	regression	regression	NOUN
cte-368	71	12	,	,	PUNCT
cte-368	71	13	a	a	DET
cte-368	71	14	decision	decision	NOUN
cte-368	71	15	tree	tree	NOUN
cte-368	71	16	.	.	PUNCT
cte-368	72	1	linear	linear	ADJ
cte-368	72	2	regression	regression	NOUN
cte-368	72	3	.	.	PUNCT
cte-368	73	1	regression	regression	NOUN
cte-368	73	2	analysis	analysis	NOUN
cte-368	73	3	can	can	AUX
cte-368	73	4	be	be	AUX
cte-368	73	5	considered	consider	VERB
cte-368	73	6	as	as	ADP
cte-368	73	7	the	the	DET
cte-368	73	8	basis	basis	NOUN
cte-368	73	9	of	of	ADP
cte-368	73	10	statistical	statistical	ADJ
cte-368	73	11	research	research	NOUN
cte-368	73	12	.	.	PUNCT
cte-368	74	1	this	this	DET
cte-368	74	2	approach	approach	NOUN
cte-368	74	3	involves	involve	VERB
cte-368	74	4	a	a	DET
cte-368	74	5	wide	wide	ADJ
cte-368	74	6	range	range	NOUN
cte-368	74	7	of	of	ADP
cte-368	74	8	algorithms	algorithm	NOUN
cte-368	74	9	for	for	ADP
cte-368	74	10	forecasting	forecast	VERB
cte-368	74	11	a	a	DET
cte-368	74	12	dependent	dependent	ADJ
cte-368	74	13	variable	variable	NOUN
cte-368	74	14	using	use	VERB
cte-368	74	15	one	one	NUM
cte-368	74	16	or	or	CCONJ
cte-368	74	17	more	more	ADJ
cte-368	74	18	factors	factor	NOUN
cte-368	74	19	(	(	PUNCT
cte-368	74	20	independent	independent	ADJ
cte-368	74	21	variables	variable	NOUN
cte-368	74	22	)	)	PUNCT
cte-368	74	23	.	.	PUNCT
cte-368	75	1	the	the	DET
cte-368	75	2	relationship	relationship	NOUN
cte-368	75	3	between	between	ADP
cte-368	75	4	variables	variable	NOUN
cte-368	75	5	is	be	AUX
cte-368	75	6	expressed	express	VERB
cte-368	75	7	by	by	ADP
cte-368	75	8	a	a	DET
cte-368	75	9	linear	linear	ADJ
cte-368	75	10	function	function	NOUN
cte-368	75	11	:	:	PUNCT
cte-368	75	12	y	y	PROPN
cte-368	75	13	=	=	PUNCT
cte-368	75	14	b0	b0	PROPN
cte-368	75	15	+	+	CCONJ
cte-368	75	16	b1x1	b1x1	NOUN
cte-368	76	1	+	+	SYM
cte-368	76	2	b2x2	b2x2	ADP
cte-368	76	3	+	+	CCONJ
cte-368	76	4	…	…	PUNCT
cte-368	76	5	+	+	X
cte-368	76	6	bnxn	bnxn	ADJ
cte-368	76	7	,	,	PUNCT
cte-368	76	8	xi	xi	X
cte-368	76	9	–	–	PUNCT
cte-368	76	10	factor	factor	NOUN
cte-368	76	11	i	i	PRON
cte-368	76	12	,	,	PUNCT
cte-368	76	13	based	base	VERB
cte-368	76	14	on	on	ADP
cte-368	76	15	which	which	PRON
cte-368	76	16	the	the	DET
cte-368	76	17	forecast	forecast	NOUN
cte-368	76	18	is	be	AUX
cte-368	76	19	based	base	VERB
cte-368	76	20	,	,	PUNCT
cte-368	76	21	bi	bi	ADJ
cte-368	76	22	–	–	PUNCT
cte-368	76	23	parameter	parameter	NOUN
cte-368	76	24	of	of	ADP
cte-368	76	25	the	the	DET
cte-368	76	26	model	model	NOUN
cte-368	76	27	,	,	PUNCT
cte-368	76	28	the	the	DET
cte-368	76	29	influence	influence	NOUN
cte-368	76	30	of	of	ADP
cte-368	76	31	the	the	DET
cte-368	76	32	factor	factor	NOUN
cte-368	76	33	,	,	PUNCT
cte-368	76	34	y	y	PROPN
cte-368	76	35	–	–	PUNCT
cte-368	76	36	dependent	dependent	ADJ
cte-368	76	37	variable	variable	NOUN
cte-368	76	38	for	for	ADP
cte-368	76	39	which	which	PRON
cte-368	76	40	the	the	DET
cte-368	76	41	forecast	forecast	NOUN
cte-368	76	42	is	be	AUX
cte-368	76	43	constructed	construct	VERB
cte-368	76	44	.	.	PUNCT
cte-368	77	1	the	the	DET
cte-368	77	2	advantage	advantage	NOUN
cte-368	77	3	of	of	ADP
cte-368	77	4	applying	apply	VERB
cte-368	77	5	such	such	DET
cte-368	77	6	an	an	DET
cte-368	77	7	approach	approach	NOUN
cte-368	77	8	to	to	ADP
cte-368	77	9	modeling	modeling	NOUN
cte-368	77	10	is	be	AUX
cte-368	77	11	the	the	DET
cte-368	77	12	simplicity	simplicity	NOUN
cte-368	77	13	and	and	CCONJ
cte-368	77	14	clarity	clarity	NOUN
cte-368	77	15	of	of	ADP
cte-368	77	16	the	the	DET
cte-368	77	17	results	result	NOUN
cte-368	77	18	,	,	PUNCT
cte-368	77	19	the	the	DET
cte-368	77	20	speed	speed	NOUN
cte-368	77	21	of	of	ADP
cte-368	77	22	learning	learning	NOUN
cte-368	77	23	and	and	CCONJ
cte-368	77	24	the	the	DET
cte-368	77	25	release	release	NOUN
cte-368	77	26	of	of	ADP
cte-368	77	27	the	the	DET
cte-368	77	28	forecast	forecast	NOUN
cte-368	77	29	.	.	PUNCT
cte-368	78	1	the	the	DET
cte-368	78	2	disadvantage	disadvantage	NOUN
cte-368	78	3	is	be	AUX
cte-368	78	4	not	not	PART
cte-368	78	5	always	always	ADV
cte-368	78	6	sufficiently	sufficiently	ADV
cte-368	78	7	high	high	ADJ
cte-368	78	8	precision	precision	NOUN
cte-368	78	9	(	(	PUNCT
cte-368	78	10	since	since	SCONJ
cte-368	78	11	in	in	ADP
cte-368	78	12	business	business	NOUN
cte-368	78	13	processes	process	NOUN
cte-368	78	14	,	,	PUNCT
cte-368	78	15	the	the	DET
cte-368	78	16	linear	linear	ADJ
cte-368	78	17	relationship	relationship	NOUN
cte-368	78	18	between	between	ADP
cte-368	78	19	changes	change	NOUN
cte-368	78	20	is	be	AUX
cte-368	78	21	rare	rare	ADJ
cte-368	78	22	)	)	PUNCT
cte-368	78	23	.	.	PUNCT
cte-368	79	1	as	as	ADP
cte-368	79	2	the	the	DET
cte-368	79	3	example	example	NOUN
cte-368	79	4	,	,	PUNCT
cte-368	79	5	linear	linear	ADJ
cte-368	79	6	regression	regression	NOUN
cte-368	79	7	is	be	AUX
cte-368	79	8	trends	trend	NOUN
cte-368	79	9	for	for	ADP
cte-368	79	10	time	time	NOUN
cte-368	79	11	series	series	PROPN
cte-368	79	12	when	when	SCONJ
cte-368	79	13	time	time	NOUN
cte-368	79	14	values	value	NOUN
cte-368	79	15	or	or	CCONJ
cte-368	79	16	index	index	NOUN
cte-368	79	17	values	value	NOUN
cte-368	79	18	are	be	AUX
cte-368	79	19	taken	take	VERB
cte-368	79	20	for	for	ADP
cte-368	79	21	an	an	DET
cte-368	79	22	independent	independent	ADJ
cte-368	79	23	variable	variable	NOUN
cte-368	79	24	(	(	PUNCT
cte-368	79	25	for	for	ADP
cte-368	79	26	example	example	NOUN
cte-368	79	27	,	,	PUNCT
cte-368	79	28	from	from	ADP
cte-368	79	29	1	1	NUM
cte-368	79	30	to	to	ADP
cte-368	79	31	n	n	CCONJ
cte-368	79	32	,	,	PUNCT
cte-368	79	33	where	where	SCONJ
cte-368	79	34	n	n	X
cte-368	79	35	is	be	AUX
cte-368	79	36	the	the	DET
cte-368	79	37	number	number	NOUN
cte-368	79	38	of	of	ADP
cte-368	79	39	elements	element	NOUN
cte-368	79	40	in	in	ADP
cte-368	79	41	the	the	DET
cte-368	79	42	time	time	NOUN
cte-368	79	43	series	series	PROPN
cte-368	79	44	)	)	PUNCT
cte-368	79	45	.	.	PUNCT
cte-368	80	1	trend	trend	NOUN
cte-368	80	2	allows	allow	VERB
cte-368	80	3	you	you	PRON
cte-368	80	4	to	to	PART
cte-368	80	5	predict	predict	VERB
cte-368	80	6	the	the	DET
cte-368	80	7	value	value	NOUN
cte-368	80	8	for	for	ADP
cte-368	80	9	the	the	DET
cte-368	80	10	next	next	ADJ
cte-368	80	11	period	period	NOUN
cte-368	80	12	.	.	PUNCT
cte-368	81	1	for	for	ADP
cte-368	81	2	example	example	NOUN
cte-368	81	3	,	,	PUNCT
cte-368	81	4	research	research	NOUN
cte-368	81	5	on	on	ADP
cte-368	81	6	real	real	ADJ
cte-368	81	7	climate	climate	NOUN
cte-368	81	8	change	change	NOUN
cte-368	81	9	has	have	AUX
cte-368	81	10	been	be	AUX
cte-368	81	11	conducted	conduct	VERB
cte-368	81	12	based	base	VERB
cte-368	81	13	on	on	ADP
cte-368	81	14	the	the	DET
cte-368	81	15	analysis	analysis	NOUN
cte-368	81	16	of	of	ADP
cte-368	81	17	the	the	DET
cte-368	81	18	average	average	ADJ
cte-368	81	19	monthly	monthly	ADJ
cte-368	81	20	temperature	temperature	NOUN
cte-368	81	21	of	of	ADP
cte-368	81	22	soil	soil	NOUN
cte-368	81	23	and	and	CCONJ
cte-368	81	24	air	air	NOUN
cte-368	81	25	in	in	ADP
cte-368	81	26	various	various	ADJ
cte-368	81	27	areas	area	NOUN
cte-368	81	28	for	for	ADP
cte-368	81	29	1990	1990	NUM
cte-368	81	30	-	-	SYM
cte-368	81	31	2011	2011	NUM
cte-368	81	32	(	(	PUNCT
cte-368	81	33	figure	figure	NOUN
cte-368	81	34	2	2	NUM
cte-368	81	35	)	)	PUNCT
cte-368	82	1	[	[	X
cte-368	82	2	9	9	NUM
cte-368	82	3	]	]	PUNCT
cte-368	82	4	.	.	PUNCT
cte-368	83	1	it	it	PRON
cte-368	83	2	is	be	AUX
cte-368	83	3	important	important	ADJ
cte-368	83	4	to	to	PART
cte-368	83	5	analyze	analyze	VERB
cte-368	83	6	this	this	DET
cte-368	83	7	trend	trend	NOUN
cte-368	83	8	in	in	ADP
cte-368	83	9	order	order	NOUN
cte-368	83	10	to	to	PART
cte-368	83	11	model	model	VERB
cte-368	83	12	in	in	ADP
cte-368	83	13	the	the	DET
cte-368	83	14	biology	biology	NOUN
cte-368	83	15	,	,	PUNCT
cte-368	83	16	geography	geography	NOUN
cte-368	83	17	,	,	PUNCT
cte-368	83	18	economics	economic	NOUN
cte-368	83	19	.	.	PUNCT
cte-368	84	1	fig	fig	NOUN
cte-368	84	2	.	.	PUNCT
cte-368	85	1	2	2	X
cte-368	85	2	.	.	X
cte-368	85	3	average	average	ADJ
cte-368	85	4	monthly	monthly	ADJ
cte-368	85	5	ground	ground	NOUN
cte-368	85	6	and	and	CCONJ
cte-368	85	7	air	air	NOUN
cte-368	85	8	temperature	temperature	NOUN
cte-368	85	9	in	in	ADP
cte-368	85	10	ukraine	ukraine	PROPN
cte-368	85	11	another	another	DET
cte-368	85	12	example	example	NOUN
cte-368	85	13	of	of	ADP
cte-368	85	14	applying	apply	VERB
cte-368	85	15	linear	linear	NOUN
cte-368	85	16	regression	regression	NOUN
cte-368	85	17	is	be	AUX
cte-368	85	18	the	the	DET
cte-368	85	19	optimizing	optimize	VERB
cte-368	85	20	prices	price	NOUN
cte-368	85	21	.	.	PUNCT
cte-368	86	1	consider	consider	VERB
cte-368	86	2	an	an	DET
cte-368	86	3	example	example	NOUN
cte-368	86	4	of	of	ADP
cte-368	86	5	optimizing	optimize	VERB
cte-368	86	6	tickets	ticket	NOUN
cte-368	86	7	prices	price	NOUN
cte-368	86	8	per	per	ADP
cte-368	86	9	week	week	NOUN
cte-368	86	10	in	in	ADP
cte-368	86	11	one	one	NUM
cte-368	86	12	of	of	ADP
cte-368	86	13	the	the	DET
cte-368	86	14	flights	flight	NOUN
cte-368	86	15	.	.	PUNCT
cte-368	87	1	having	have	VERB
cte-368	87	2	historical	historical	ADJ
cte-368	87	3	data	datum	NOUN
cte-368	87	4	on	on	ADP
cte-368	87	5	price	price	NOUN
cte-368	87	6	and	and	CCONJ
cte-368	87	7	demand	demand	NOUN
cte-368	87	8	,	,	PUNCT
cte-368	87	9	this	this	DET
cte-368	87	10	task	task	NOUN
cte-368	87	11	can	can	AUX
cte-368	87	12	be	be	AUX
cte-368	87	13	solved	solve	VERB
cte-368	87	14	in	in	ADP
cte-368	87	15	several	several	ADJ
cte-368	87	16	stages	stage	NOUN
cte-368	87	17	:	:	PUNCT
cte-368	87	18	52	52	NUM
cte-368	87	19	cte	cte	NOUN
cte-368	87	20	workshop	workshop	NOUN
cte-368	87	21	proceedings	proceeding	NOUN
cte-368	87	22	,	,	PUNCT
cte-368	87	23	2019	2019	NUM
cte-368	87	24	,	,	PUNCT
cte-368	87	25	vol	vol	NOUN
cte-368	87	26	.	.	PROPN
cte-368	87	27	6	6	NUM
cte-368	87	28	:	:	PUNCT
cte-368	87	29	cte-2018	cte-2018	NOUN
cte-368	87	30	,	,	PUNCT
cte-368	87	31	pp	pp	ADP
cte-368	87	32	.	.	PUNCT
cte-368	88	1	48	48	NUM
cte-368	88	2	-	-	SYM
cte-368	88	3	73	73	NUM
cte-368	88	4	1	1	NUM
cte-368	88	5	.	.	PUNCT
cte-368	88	6	to	to	PART
cte-368	88	7	forecast	forecast	VERB
cte-368	88	8	the	the	DET
cte-368	88	9	demand	demand	NOUN
cte-368	88	10	for	for	ADP
cte-368	88	11	a	a	DET
cte-368	88	12	product	product	NOUN
cte-368	88	13	by	by	ADP
cte-368	88	14	analyzing	analyze	VERB
cte-368	88	15	the	the	DET
cte-368	88	16	time	time	NOUN
cte-368	88	17	series	series	NOUN
cte-368	88	18	for	for	ADP
cte-368	88	19	the	the	DET
cte-368	88	20	next	next	ADJ
cte-368	88	21	period	period	NOUN
cte-368	88	22	,	,	PUNCT
cte-368	88	23	taking	take	VERB
cte-368	88	24	into	into	ADP
cte-368	88	25	account	account	NOUN
cte-368	88	26	seasonal	seasonal	ADJ
cte-368	88	27	characteristics	characteristic	NOUN
cte-368	88	28	and	and	CCONJ
cte-368	88	29	growth	growth	NOUN
cte-368	88	30	of	of	ADP
cte-368	88	31	consumers	consumer	NOUN
cte-368	88	32	.	.	PUNCT
cte-368	89	1	2	2	X
cte-368	89	2	.	.	NUM
cte-368	89	3	estimate	estimate	VERB
cte-368	89	4	the	the	DET
cte-368	89	5	linear	linear	ADJ
cte-368	89	6	function	function	NOUN
cte-368	89	7	depending	depend	VERB
cte-368	89	8	on	on	ADP
cte-368	89	9	demand	demand	NOUN
cte-368	89	10	from	from	ADP
cte-368	89	11	the	the	DET
cte-368	89	12	price	price	NOUN
cte-368	89	13	,	,	PUNCT
cte-368	89	14	first	first	ADV
cte-368	89	15	calculating	calculate	VERB
cte-368	89	16	the	the	DET
cte-368	89	17	demand	demand	NOUN
cte-368	89	18	level	level	NOUN
cte-368	89	19	for	for	ADP
cte-368	89	20	the	the	DET
cte-368	89	21	next	next	ADJ
cte-368	89	22	week	week	NOUN
cte-368	89	23	based	base	VERB
cte-368	89	24	on	on	ADP
cte-368	89	25	the	the	DET
cte-368	89	26	forecast	forecast	NOUN
cte-368	89	27	.	.	PUNCT
cte-368	90	1	in	in	ADP
cte-368	90	2	addition	addition	NOUN
cte-368	90	3	,	,	PUNCT
cte-368	90	4	it	it	PRON
cte-368	90	5	is	be	AUX
cte-368	90	6	possible	possible	ADJ
cte-368	90	7	to	to	PART
cte-368	90	8	add	add	VERB
cte-368	90	9	such	such	ADJ
cte-368	90	10	dependent	dependent	ADJ
cte-368	90	11	variables	variable	NOUN
cte-368	90	12	as	as	ADP
cte-368	90	13	the	the	DET
cte-368	90	14	promotional	promotional	ADJ
cte-368	90	15	product	product	NOUN
cte-368	90	16	,	,	PUNCT
cte-368	90	17	the	the	DET
cte-368	90	18	presence	presence	NOUN
cte-368	90	19	of	of	ADP
cte-368	90	20	ads	ad	NOUN
cte-368	90	21	in	in	ADP
cte-368	90	22	booklets	booklet	NOUN
cte-368	90	23	/	/	SYM
cte-368	90	24	displays	display	NOUN
cte-368	90	25	,	,	PUNCT
cte-368	90	26	on	on	ADP
cte-368	90	27	the	the	DET
cte-368	90	28	internet	internet	NOUN
cte-368	90	29	,	,	PUNCT
cte-368	90	30	etc	etc	X
cte-368	90	31	.	.	X
cte-368	91	1	(	(	PUNCT
cte-368	91	2	figure	figure	NOUN
cte-368	91	3	3	3	NUM
cte-368	91	4	)	)	PUNCT
cte-368	91	5	.	.	PUNCT
cte-368	92	1	in	in	ADP
cte-368	92	2	complex	complex	ADJ
cte-368	92	3	cases	case	NOUN
cte-368	92	4	,	,	PUNCT
cte-368	92	5	such	such	ADJ
cte-368	92	6	dependence	dependence	NOUN
cte-368	92	7	can	can	AUX
cte-368	92	8	be	be	AUX
cte-368	92	9	expressed	express	VERB
cte-368	92	10	as	as	ADP
cte-368	92	11	a	a	DET
cte-368	92	12	nonlinear	nonlinear	ADJ
cte-368	92	13	function	function	NOUN
cte-368	92	14	(	(	PUNCT
cte-368	92	15	for	for	ADP
cte-368	92	16	example	example	NOUN
cte-368	92	17	,	,	PUNCT
cte-368	92	18	sigmoid	sigmoid	NOUN
cte-368	92	19	)	)	PUNCT
cte-368	92	20	.	.	PUNCT
cte-368	93	1	fig	fig	NOUN
cte-368	93	2	.	.	PUNCT
cte-368	94	1	3	3	X
cte-368	94	2	.	.	X
cte-368	94	3	price	price	NOUN
cte-368	94	4	–	–	PUNCT
cte-368	94	5	demand	demand	NOUN
cte-368	94	6	function	function	NOUN
cte-368	94	7	of	of	ADP
cte-368	94	8	tickets	ticket	NOUN
cte-368	94	9	(	(	PUNCT
cte-368	94	10	thousand	thousand	NUM
cte-368	94	11	hryvnyas	hryvnya	NOUN
cte-368	94	12	)	)	PUNCT
cte-368	94	13	taking	take	VERB
cte-368	94	14	into	into	ADP
cte-368	94	15	account	account	NOUN
cte-368	94	16	the	the	DET
cte-368	94	17	estimated	estimate	VERB
cte-368	94	18	function	function	NOUN
cte-368	94	19	of	of	ADP
cte-368	94	20	demand	demand	NOUN
cte-368	94	21	,	,	PUNCT
cte-368	94	22	optimization	optimization	NOUN
cte-368	94	23	of	of	ADP
cte-368	94	24	the	the	DET
cte-368	94	25	quadratic	quadratic	ADJ
cte-368	94	26	function	function	NOUN
cte-368	94	27	of	of	ADP
cte-368	94	28	revenue	revenue	NOUN
cte-368	94	29	(	(	PUNCT
cte-368	94	30	figure	figure	NOUN
cte-368	94	31	4	4	NUM
cte-368	94	32	):	):	PUNCT
cte-368	94	33	d	d	NOUN
cte-368	94	34	=	=	SYM
cte-368	94	35	pu	pu	PROPN
cte-368	94	36	=	=	PUNCT
cte-368	94	37	p(a	p(a	PROPN
cte-368	94	38	+	+	CCONJ
cte-368	94	39	bp	bp	PROPN
cte-368	94	40	)	)	PUNCT
cte-368	95	1	=	=	PUNCT
cte-368	95	2	bp2	bp2	PROPN
cte-368	95	3	+	+	CCONJ
cte-368	95	4	ap	ap	PROPN
cte-368	95	5	,	,	PUNCT
cte-368	95	6	where	where	SCONJ
cte-368	95	7	d	d	NOUN
cte-368	95	8	–	–	PUNCT
cte-368	95	9	profit	profit	NOUN
cte-368	95	10	,	,	PUNCT
cte-368	95	11	p	p	NOUN
cte-368	95	12	−	−	PROPN
cte-368	95	13	price	price	NOUN
cte-368	95	14	,	,	PUNCT
cte-368	95	15	u	u	NOUN
cte-368	95	16	–	–	PUNCT
cte-368	95	17	demand	demand	NOUN
cte-368	95	18	.	.	PUNCT
cte-368	96	1	logistic	logistic	ADJ
cte-368	96	2	regression	regression	NOUN
cte-368	96	3	is	be	AUX
cte-368	96	4	used	use	VERB
cte-368	96	5	when	when	SCONJ
cte-368	96	6	it	it	PRON
cte-368	96	7	is	be	AUX
cte-368	96	8	necessary	necessary	ADJ
cte-368	96	9	to	to	PART
cte-368	96	10	predict	predict	VERB
cte-368	96	11	the	the	DET
cte-368	96	12	release	release	NOUN
cte-368	96	13	of	of	ADP
cte-368	96	14	a	a	DET
cte-368	96	15	binary	binary	ADJ
cte-368	96	16	variable	variable	NOUN
cte-368	96	17	using	use	VERB
cte-368	96	18	a	a	DET
cte-368	96	19	dataset	dataset	NOUN
cte-368	96	20	of	of	ADP
cte-368	96	21	continuous	continuous	ADJ
cte-368	96	22	or	or	CCONJ
cte-368	96	23	categorical	categorical	ADJ
cte-368	96	24	variables	variable	NOUN
cte-368	96	25	.	.	PUNCT
cte-368	97	1	situations	situation	NOUN
cte-368	97	2	,	,	PUNCT
cte-368	97	3	where	where	SCONJ
cte-368	97	4	the	the	DET
cte-368	97	5	parent	parent	NOUN
cte-368	97	6	variable	variable	NOUN
cte-368	97	7	has	have	VERB
cte-368	97	8	more	more	ADJ
cte-368	97	9	than	than	ADP
cte-368	97	10	2	2	NUM
cte-368	97	11	possible	possible	ADJ
cte-368	97	12	values	value	NOUN
cte-368	97	13	,	,	PUNCT
cte-368	97	14	can	can	AUX
cte-368	97	15	be	be	AUX
cte-368	97	16	simulated	simulate	VERB
cte-368	97	17	by	by	ADP
cte-368	97	18	a	a	DET
cte-368	97	19	one	one	NUM
cte-368	97	20	-	-	PUNCT
cte-368	97	21	vs	vs	ADP
cte-368	97	22	-	-	PUNCT
cte-368	97	23	all	all	PRON
cte-368	97	24	approach	approach	NOUN
cte-368	97	25	when	when	SCONJ
cte-368	97	26	constructing	construct	VERB
cte-368	97	27	a	a	DET
cte-368	97	28	logistic	logistic	ADJ
cte-368	97	29	classifier	classifier	NOUN
cte-368	97	30	for	for	ADP
cte-368	97	31	a	a	DET
cte-368	97	32	possible	possible	ADJ
cte-368	97	33	output	output	NOUN
cte-368	97	34	,	,	PUNCT
cte-368	97	35	or	or	CCONJ
cte-368	97	36	one	one	NUM
cte-368	97	37	-	-	PUNCT
cte-368	97	38	vs	vs	ADP
cte-368	97	39	-	-	PUNCT
cte-368	97	40	one	one	NOUN
cte-368	97	41	when	when	SCONJ
cte-368	97	42	constructing	construct	VERB
cte-368	97	43	logistic	logistic	ADJ
cte-368	97	44	classifiers	classifier	NOUN
cte-368	97	45	for	for	ADP
cte-368	97	46	each	each	DET
cte-368	97	47	possible	possible	ADJ
cte-368	97	48	combinations	combination	NOUN
cte-368	97	49	of	of	ADP
cte-368	97	50	categories	category	NOUN
cte-368	97	51	of	of	ADP
cte-368	97	52	the	the	DET
cte-368	97	53	original	original	ADJ
cte-368	97	54	variable	variable	NOUN
cte-368	97	55	.	.	PUNCT
cte-368	98	1	the	the	DET
cte-368	98	2	dependence	dependence	NOUN
cte-368	98	3	between	between	ADP
cte-368	98	4	the	the	DET
cte-368	98	5	independent	independent	ADJ
cte-368	98	6	and	and	CCONJ
cte-368	98	7	the	the	DET
cte-368	98	8	logarithmic	logarithmic	ADJ
cte-368	98	9	variable	variable	NOUN
cte-368	98	10	in	in	ADP
cte-368	98	11	logistic	logistic	ADJ
cte-368	98	12	regression	regression	NOUN
cte-368	98	13	is	be	AUX
cte-368	98	14	linear	linear	ADJ
cte-368	98	15	,	,	PUNCT
cte-368	98	16	the	the	DET
cte-368	98	17	only	only	ADJ
cte-368	98	18	difference	difference	NOUN
cte-368	98	19	with	with	ADP
cte-368	98	20	linear	linear	ADJ
cte-368	98	21	regression	regression	NOUN
cte-368	98	22	is	be	AUX
cte-368	98	23	sigmoidal	sigmoidal	NOUN
cte-368	98	24	functions	function	NOUN
cte-368	98	25	,	,	PUNCT
cte-368	98	26	which	which	PRON
cte-368	98	27	converts	convert	VERB
cte-368	98	28	a	a	DET
cte-368	98	29	linear	linear	ADJ
cte-368	98	30	result	result	NOUN
cte-368	98	31	in	in	ADP
cte-368	98	32	the	the	DET
cte-368	98	33	probability	probability	NOUN
cte-368	98	34	of	of	ADP
cte-368	98	35	belonging	belong	VERB
cte-368	98	36	to	to	ADP
cte-368	98	37	a	a	DET
cte-368	98	38	class	class	NOUN
cte-368	98	39	within	within	ADP
cte-368	98	40	[	[	X
cte-368	98	41	0	0	NUM
cte-368	98	42	;	;	PUNCT
cte-368	98	43	1	1	NUM
cte-368	98	44	]	]	PUNCT
cte-368	98	45	:	:	PUNCT
cte-368	98	46	0	0	NUM
cte-368	98	47	1	1	NUM
cte-368	98	48	1	1	NUM
cte-368	98	49	2	2	NUM
cte-368	98	50	2	2	NUM
cte-368	98	51	(	(	PUNCT
cte-368	98	52	...	...	PUNCT
cte-368	98	53	)	)	PUNCT
cte-368	98	54	1	1	NUM
cte-368	98	55	,	,	PUNCT
cte-368	98	56	1	1	NUM
cte-368	98	57	n	n	ADP
cte-368	98	58	nb	nb	NOUN
cte-368	98	59	b	b	PROPN
cte-368	98	60	x	x	SYM
cte-368	98	61	b	b	PROPN
cte-368	98	62	x	x	SYM
cte-368	98	63	b	b	NOUN
cte-368	98	64	x	x	SYM
cte-368	98	65	p	p	X
cte-368	98	66	e−	e−	PROPN
cte-368	98	67	+	+	PROPN
cte-368	99	1	+	+	PUNCT
cte-368	99	2	+	+	PUNCT
cte-368	99	3	+	+	PUNCT
cte-368	99	4	=	=	SYM
cte-368	99	5	+	+	NUM
cte-368	99	6	xi	xi	X
cte-368	99	7	–	–	PUNCT
cte-368	99	8	i	i	PRON
cte-368	99	9	factor	factor	NOUN
cte-368	99	10	,	,	PUNCT
cte-368	99	11	a	a	DET
cte-368	99	12	base	base	NOUN
cte-368	99	13	for	for	ADP
cte-368	99	14	the	the	DET
cte-368	99	15	forecast	forecast	NOUN
cte-368	99	16	,	,	PUNCT
cte-368	99	17	bi	bi	NOUN
cte-368	99	18	–	–	PUNCT
cte-368	99	19	i	i	PRON
cte-368	99	20	parameter	parameter	NOUN
cte-368	99	21	of	of	ADP
cte-368	99	22	the	the	DET
cte-368	99	23	model	model	NOUN
cte-368	99	24	,	,	PUNCT
cte-368	99	25	p	p	X
cte-368	99	26	–	–	PUNCT
cte-368	99	27	a	a	DET
cte-368	99	28	probability	probability	NOUN
cte-368	99	29	of	of	ADP
cte-368	99	30	belonging	belong	VERB
cte-368	99	31	to	to	ADP
cte-368	99	32	the	the	DET
cte-368	99	33	class	class	NOUN
cte-368	99	34	“	"	PUNCT
cte-368	99	35	1	1	NUM
cte-368	99	36	”	"	PUNCT
cte-368	99	37	.	.	PUNCT
cte-368	100	1	cte	cte	PROPN
cte-368	100	2	workshop	workshop	NOUN
cte-368	100	3	proceedings	proceeding	NOUN
cte-368	100	4	,	,	PUNCT
cte-368	100	5	2019	2019	NUM
cte-368	100	6	,	,	PUNCT
cte-368	100	7	vol	vol	NOUN
cte-368	100	8	.	.	PROPN
cte-368	101	1	6	6	NUM
cte-368	101	2	:	:	PUNCT
cte-368	101	3	cte-2018	cte-2018	NOUN
cte-368	101	4	,	,	PUNCT
cte-368	101	5	pp	pp	ADP
cte-368	101	6	.	.	PUNCT
cte-368	102	1	48	48	NUM
cte-368	102	2	-	-	SYM
cte-368	102	3	73	73	NUM
cte-368	102	4	53	53	NUM
cte-368	102	5	fig	fig	NOUN
cte-368	102	6	.	.	PUNCT
cte-368	103	1	4	4	X
cte-368	103	2	.	.	X
cte-368	103	3	the	the	DET
cte-368	103	4	function	function	NOUN
cte-368	103	5	of	of	ADP
cte-368	103	6	profit	profit	NOUN
cte-368	103	7	of	of	ADP
cte-368	103	8	the	the	DET
cte-368	103	9	tickets	ticket	NOUN
cte-368	103	10	the	the	DET
cte-368	103	11	advantages	advantage	NOUN
cte-368	103	12	and	and	CCONJ
cte-368	103	13	disadvantages	disadvantage	NOUN
cte-368	103	14	of	of	ADP
cte-368	103	15	logistic	logistic	ADJ
cte-368	103	16	regression	regression	NOUN
cte-368	103	17	are	be	AUX
cte-368	103	18	due	due	ADJ
cte-368	103	19	to	to	ADP
cte-368	103	20	the	the	DET
cte-368	103	21	advantages	advantage	NOUN
cte-368	103	22	and	and	CCONJ
cte-368	103	23	disadvantages	disadvantage	NOUN
cte-368	103	24	of	of	ADP
cte-368	103	25	linear	linear	ADJ
cte-368	103	26	regression	regression	NOUN
cte-368	103	27	.	.	PUNCT
cte-368	104	1	this	this	PRON
cte-368	104	2	is	be	AUX
cte-368	104	3	the	the	DET
cte-368	104	4	speed	speed	NOUN
cte-368	104	5	of	of	ADP
cte-368	104	6	the	the	DET
cte-368	104	7	algorithm	algorithm	NOUN
cte-368	104	8	and	and	CCONJ
cte-368	104	9	the	the	DET
cte-368	104	10	possible	possible	ADJ
cte-368	104	11	interpretation	interpretation	NOUN
cte-368	104	12	of	of	ADP
cte-368	104	13	the	the	DET
cte-368	104	14	results	result	NOUN
cte-368	104	15	,	,	PUNCT
cte-368	104	16	on	on	ADP
cte-368	104	17	the	the	DET
cte-368	104	18	one	one	NUM
cte-368	104	19	hand	hand	NOUN
cte-368	104	20	,	,	PUNCT
cte-368	104	21	and	and	CCONJ
cte-368	104	22	a	a	DET
cte-368	104	23	little	little	ADJ
cte-368	104	24	accuracy	accuracy	NOUN
cte-368	104	25	–	–	PUNCT
cte-368	104	26	on	on	ADP
cte-368	104	27	the	the	DET
cte-368	104	28	other	other	ADJ
cte-368	104	29	.	.	PUNCT
cte-368	105	1	logistic	logistic	ADJ
cte-368	105	2	regression	regression	NOUN
cte-368	105	3	is	be	AUX
cte-368	105	4	often	often	ADV
cte-368	105	5	used	use	VERB
cte-368	105	6	to	to	PART
cte-368	105	7	construct	construct	VERB
cte-368	105	8	vote	vote	NOUN
cte-368	105	9	counting	counting	NOUN
cte-368	105	10	models	model	NOUN
cte-368	105	11	.	.	PUNCT
cte-368	106	1	an	an	DET
cte-368	106	2	important	important	ADJ
cte-368	106	3	factor	factor	NOUN
cte-368	106	4	in	in	ADP
cte-368	106	5	this	this	PRON
cte-368	106	6	is	be	AUX
cte-368	106	7	the	the	DET
cte-368	106	8	interpretation	interpretation	NOUN
cte-368	106	9	of	of	ADP
cte-368	106	10	its	its	PRON
cte-368	106	11	results	result	NOUN
cte-368	106	12	.	.	PUNCT
cte-368	107	1	the	the	DET
cte-368	107	2	influence	influence	NOUN
cte-368	107	3	of	of	ADP
cte-368	107	4	each	each	DET
cte-368	107	5	factor	factor	NOUN
cte-368	107	6	is	be	AUX
cte-368	107	7	clearly	clearly	ADV
cte-368	107	8	expressed	express	VERB
cte-368	107	9	by	by	ADP
cte-368	107	10	the	the	DET
cte-368	107	11	magnitude	magnitude	NOUN
cte-368	107	12	of	of	ADP
cte-368	107	13	the	the	DET
cte-368	107	14	coefficient	coefficient	NOUN
cte-368	107	15	b	b	PROPN
cte-368	107	16	,	,	PUNCT
cte-368	107	17	which	which	PRON
cte-368	107	18	allows	allow	VERB
cte-368	107	19	it	it	PRON
cte-368	107	20	to	to	PART
cte-368	107	21	be	be	AUX
cte-368	107	22	clearly	clearly	ADV
cte-368	107	23	defined	define	VERB
cte-368	107	24	which	which	PRON
cte-368	107	25	of	of	ADP
cte-368	107	26	them	they	PRON
cte-368	107	27	positively	positively	ADV
cte-368	107	28	and	and	CCONJ
cte-368	107	29	to	to	ADP
cte-368	107	30	what	what	DET
cte-368	107	31	extent	extent	NOUN
cte-368	107	32	influence	influence	VERB
cte-368	107	33	the	the	DET
cte-368	107	34	decision	decision	NOUN
cte-368	107	35	.	.	PUNCT
cte-368	108	1	in	in	ADP
cte-368	108	2	figure	figure	NOUN
cte-368	108	3	4	4	NUM
cte-368	108	4	shows	show	VERB
cte-368	108	5	a	a	DET
cte-368	108	6	simple	simple	ADJ
cte-368	108	7	model	model	NOUN
cte-368	108	8	of	of	ADP
cte-368	108	9	indicators	indicator	NOUN
cte-368	108	10	,	,	PUNCT
cte-368	108	11	which	which	PRON
cte-368	108	12	predicts	predict	VERB
cte-368	108	13	a	a	DET
cte-368	108	14	loan	loan	NOUN
cte-368	108	15	client	client	NOUN
cte-368	108	16	based	base	VERB
cte-368	108	17	on	on	ADP
cte-368	108	18	two	two	NUM
cte-368	108	19	factors	factor	NOUN
cte-368	108	20	:	:	PUNCT
cte-368	108	21	the	the	DET
cte-368	108	22	age	age	NOUN
cte-368	108	23	of	of	ADP
cte-368	108	24	clients	client	NOUN
cte-368	108	25	and	and	CCONJ
cte-368	108	26	the	the	DET
cte-368	108	27	term	term	NOUN
cte-368	108	28	of	of	ADP
cte-368	108	29	the	the	DET
cte-368	108	30	loan	loan	NOUN
cte-368	108	31	.	.	PUNCT
cte-368	109	1	this	this	DET
cte-368	109	2	model	model	NOUN
cte-368	109	3	is	be	AUX
cte-368	109	4	based	base	VERB
cte-368	109	5	on	on	ADP
cte-368	109	6	1000	1000	NUM
cte-368	109	7	copies	copy	NOUN
cte-368	109	8	of	of	ADP
cte-368	109	9	the	the	DET
cte-368	109	10	data	datum	NOUN
cte-368	109	11	set	set	VERB
cte-368	109	12	“	"	PUNCT
cte-368	109	13	german	german	ADJ
cte-368	109	14	credit	credit	NOUN
cte-368	109	15	risk	risk	NOUN
cte-368	109	16	”	"	PUNCT
cte-368	109	17	.	.	PUNCT
cte-368	110	1	as	as	SCONJ
cte-368	110	2	can	can	AUX
cte-368	110	3	be	be	AUX
cte-368	110	4	seen	see	VERB
cte-368	110	5	from	from	ADP
cte-368	110	6	the	the	DET
cte-368	110	7	figure	figure	NOUN
cte-368	110	8	5	5	NUM
cte-368	110	9	,	,	PUNCT
cte-368	110	10	the	the	DET
cte-368	110	11	model	model	NOUN
cte-368	110	12	assumes	assume	VERB
cte-368	110	13	higher	high	ADJ
cte-368	110	14	creditworthiness	creditworthiness	NOUN
cte-368	110	15	of	of	ADP
cte-368	110	16	clients	client	NOUN
cte-368	110	17	with	with	ADP
cte-368	110	18	a	a	DET
cte-368	110	19	term	term	NOUN
cte-368	110	20	of	of	ADP
cte-368	110	21	lending	lend	VERB
cte-368	110	22	up	up	ADP
cte-368	110	23	to	to	PART
cte-368	110	24	2	2	NUM
cte-368	110	25	years	year	NOUN
cte-368	110	26	and	and	CCONJ
cte-368	110	27	at	at	ADP
cte-368	110	28	the	the	DET
cte-368	110	29	age	age	NOUN
cte-368	110	30	of	of	ADP
cte-368	110	31	30–40	30–40	NUM
cte-368	110	32	years	year	NOUN
cte-368	110	33	.	.	PUNCT
cte-368	111	1	the	the	DET
cte-368	111	2	accuracy	accuracy	NOUN
cte-368	111	3	of	of	ADP
cte-368	111	4	such	such	DET
cte-368	111	5	a	a	DET
cte-368	111	6	model	model	NOUN
cte-368	111	7	is	be	AUX
cte-368	111	8	~	~	PUNCT
cte-368	111	9	60	60	NUM
cte-368	111	10	%	%	NOUN
cte-368	111	11	,	,	PUNCT
cte-368	111	12	the	the	DET
cte-368	111	13	construction	construction	NOUN
cte-368	111	14	of	of	ADP
cte-368	111	15	logistic	logistic	ADJ
cte-368	111	16	regression	regression	NOUN
cte-368	111	17	across	across	ADP
cte-368	111	18	all	all	DET
cte-368	111	19	20	20	NUM
cte-368	111	20	attributes	attribute	NOUN
cte-368	111	21	,	,	PUNCT
cte-368	111	22	can	can	AUX
cte-368	111	23	achieve	achieve	VERB
cte-368	111	24	the	the	DET
cte-368	111	25	accuracy	accuracy	NOUN
cte-368	111	26	of	of	ADP
cte-368	111	27	up	up	ADP
cte-368	111	28	to	to	PART
cte-368	111	29	80	80	NUM
cte-368	111	30	%	%	NOUN
cte-368	111	31	.	.	PUNCT
cte-368	112	1	the	the	DET
cte-368	112	2	black	black	ADJ
cte-368	112	3	line	line	NOUN
cte-368	112	4	on	on	ADP
cte-368	112	5	the	the	DET
cte-368	112	6	graph	graph	NOUN
cte-368	112	7	reflects	reflect	VERB
cte-368	112	8	the	the	DET
cte-368	112	9	boundary	boundary	NOUN
cte-368	112	10	of	of	ADP
cte-368	112	11	the	the	DET
cte-368	112	12	model	model	NOUN
cte-368	112	13	's	's	PART
cte-368	112	14	decision	decision	NOUN
cte-368	112	15	:	:	PUNCT
cte-368	112	16	it	it	PRON
cte-368	112	17	has	have	VERB
cte-368	112	18	a	a	DET
cte-368	112	19	greater	great	ADJ
cte-368	112	20	probability	probability	NOUN
cte-368	112	21	of	of	ADP
cte-368	112	22	a	a	DET
cte-368	112	23	positive	positive	ADJ
cte-368	112	24	response	response	NOUN
cte-368	112	25	>	>	X
cte-368	112	26	50	50	NUM
cte-368	112	27	%	%	NOUN
cte-368	112	28	.	.	PUNCT
cte-368	113	1	a	a	DET
cte-368	113	2	decision	decision	NOUN
cte-368	113	3	tree	tree	NOUN
cte-368	113	4	is	be	AUX
cte-368	113	5	an	an	DET
cte-368	113	6	approach	approach	NOUN
cte-368	113	7	to	to	ADP
cte-368	113	8	both	both	DET
cte-368	113	9	regression	regression	NOUN
cte-368	113	10	and	and	CCONJ
cte-368	113	11	classification	classification	NOUN
cte-368	113	12	.	.	PUNCT
cte-368	114	1	it	it	PRON
cte-368	114	2	is	be	AUX
cte-368	114	3	widely	widely	ADV
cte-368	114	4	used	use	VERB
cte-368	114	5	in	in	ADP
cte-368	114	6	intelligent	intelligent	ADJ
cte-368	114	7	data	datum	NOUN
cte-368	114	8	analysis	analysis	NOUN
cte-368	114	9	.	.	PUNCT
cte-368	115	1	the	the	DET
cte-368	115	2	decision	decision	NOUN
cte-368	115	3	tree	tree	NOUN
cte-368	115	4	consists	consist	VERB
cte-368	115	5	of	of	ADP
cte-368	115	6	“	"	PUNCT
cte-368	115	7	nodes	node	NOUN
cte-368	115	8	”	"	PUNCT
cte-368	115	9	and	and	CCONJ
cte-368	115	10	“	"	PUNCT
cte-368	115	11	branches	branch	NOUN
cte-368	115	12	"	"	PUNCT
cte-368	115	13	”	"	PUNCT
cte-368	115	14	.	.	PUNCT
cte-368	116	1	the	the	DET
cte-368	116	2	tree	tree	NOUN
cte-368	116	3	nodes	node	NOUN
cte-368	116	4	have	have	VERB
cte-368	116	5	attributes	attribute	NOUN
cte-368	116	6	that	that	PRON
cte-368	116	7	are	be	AUX
cte-368	116	8	used	use	VERB
cte-368	116	9	to	to	PART
cte-368	116	10	make	make	VERB
cte-368	116	11	decisions	decision	NOUN
cte-368	116	12	.	.	PUNCT
cte-368	117	1	in	in	ADP
cte-368	117	2	order	order	NOUN
cte-368	117	3	to	to	PART
cte-368	117	4	make	make	VERB
cte-368	117	5	a	a	DET
cte-368	117	6	decision	decision	NOUN
cte-368	117	7	,	,	PUNCT
cte-368	117	8	it	it	PRON
cte-368	117	9	is	be	AUX
cte-368	117	10	needed	need	VERB
cte-368	117	11	to	to	PART
cte-368	117	12	go	go	VERB
cte-368	117	13	down	down	ADP
cte-368	117	14	to	to	ADP
cte-368	117	15	the	the	DET
cte-368	117	16	bottom	bottom	NOUN
cte-368	117	17	of	of	ADP
cte-368	117	18	the	the	DET
cte-368	117	19	decision	decision	NOUN
cte-368	117	20	tree	tree	NOUN
cte-368	117	21	.	.	PUNCT
cte-368	118	1	the	the	DET
cte-368	118	2	sequence	sequence	NOUN
cte-368	118	3	of	of	ADP
cte-368	118	4	attributes	attribute	NOUN
cte-368	118	5	in	in	ADP
cte-368	118	6	a	a	DET
cte-368	118	7	tree	tree	NOUN
cte-368	118	8	,	,	PUNCT
cte-368	118	9	as	as	ADV
cte-368	118	10	well	well	ADV
cte-368	118	11	as	as	ADP
cte-368	118	12	the	the	DET
cte-368	118	13	values	value	NOUN
cte-368	118	14	that	that	PRON
cte-368	118	15	divide	divide	VERB
cte-368	118	16	the	the	DET
cte-368	118	17	leaves	leave	NOUN
cte-368	118	18	into	into	ADP
cte-368	118	19	branches	branch	NOUN
cte-368	118	20	,	,	PUNCT
cte-368	118	21	depends	depend	VERB
cte-368	118	22	on	on	ADP
cte-368	118	23	such	such	ADJ
cte-368	118	24	parameters	parameter	NOUN
cte-368	118	25	as	as	ADP
cte-368	118	26	the	the	DET
cte-368	118	27	amount	amount	NOUN
cte-368	118	28	of	of	ADP
cte-368	118	29	information	information	NOUN
cte-368	118	30	or	or	CCONJ
cte-368	118	31	entropy	entropy	NOUN
cte-368	118	32	that	that	PRON
cte-368	118	33	the	the	DET
cte-368	118	34	attribute	attribute	NOUN
cte-368	118	35	adds	add	VERB
cte-368	118	36	to	to	ADP
cte-368	118	37	the	the	DET
cte-368	118	38	prediction	prediction	NOUN
cte-368	118	39	variable	variable	NOUN
cte-368	118	40	.	.	PUNCT
cte-368	119	1	the	the	DET
cte-368	119	2	advantages	advantage	NOUN
cte-368	119	3	of	of	ADP
cte-368	119	4	decision	decision	NOUN
cte-368	119	5	trees	tree	NOUN
cte-368	119	6	are	be	AUX
cte-368	119	7	the	the	DET
cte-368	119	8	simplicity	simplicity	NOUN
cte-368	119	9	of	of	ADP
cte-368	119	10	interpretation	interpretation	NOUN
cte-368	119	11	,	,	PUNCT
cte-368	119	12	greater	great	ADJ
cte-368	119	13	accuracy	accuracy	NOUN
cte-368	119	14	in	in	ADP
cte-368	119	15	decision	decision	NOUN
cte-368	119	16	-	-	PUNCT
cte-368	119	17	making	make	VERB
cte-368	119	18	simulation	simulation	NOUN
cte-368	119	19	compared	compare	VERB
cte-368	119	20	with	with	ADP
cte-368	119	21	regression	regression	NOUN
cte-368	119	22	models	model	NOUN
cte-368	119	23	,	,	PUNCT
cte-368	119	24	the	the	DET
cte-368	119	25	simplicity	simplicity	NOUN
cte-368	119	26	of	of	ADP
cte-368	119	27	visualization	visualization	NOUN
cte-368	119	28	,	,	PUNCT
cte-368	119	29	natural	natural	ADJ
cte-368	119	30	modeling	modeling	NOUN
cte-368	119	31	of	of	ADP
cte-368	119	32	categorical	categorical	ADJ
cte-368	119	33	variables	variable	NOUN
cte-368	119	34	(	(	PUNCT
cte-368	119	35	in	in	ADP
cte-368	119	36	regression	regression	NOUN
cte-368	119	37	models	model	NOUN
cte-368	119	38	it	it	PRON
cte-368	119	39	is	be	AUX
cte-368	119	40	needed	need	VERB
cte-368	119	41	to	to	PART
cte-368	119	42	be	be	AUX
cte-368	119	43	coded	code	VERB
cte-368	119	44	by	by	ADP
cte-368	119	45	artificial	artificial	ADJ
cte-368	119	46	variables	variable	NOUN
cte-368	119	47	)	)	PUNCT
cte-368	119	48	.	.	PUNCT
cte-368	120	1	however	however	ADV
cte-368	120	2	,	,	PUNCT
cte-368	120	3	the	the	DET
cte-368	120	4	decision	decision	NOUN
cte-368	120	5	trees	tree	NOUN
cte-368	120	6	have	have	VERB
cte-368	120	7	one	one	NUM
cte-368	120	8	significant	significant	ADJ
cte-368	120	9	drawback	drawback	NOUN
cte-368	120	10	–	–	PUNCT
cte-368	120	11	low	low	ADJ
cte-368	120	12	predictive	predictive	ADJ
cte-368	120	13	accuracy	accuracy	NOUN
cte-368	120	14	[	[	X
cte-368	120	15	10	10	NUM
cte-368	120	16	]	]	PUNCT
cte-368	120	17	.	.	PUNCT
cte-368	121	1	54	54	NUM
cte-368	121	2	cte	cte	NOUN
cte-368	121	3	workshop	workshop	NOUN
cte-368	121	4	proceedings	proceeding	NOUN
cte-368	121	5	,	,	PUNCT
cte-368	121	6	2019	2019	NUM
cte-368	121	7	,	,	PUNCT
cte-368	121	8	vol	vol	NOUN
cte-368	121	9	.	.	PROPN
cte-368	121	10	6	6	NUM
cte-368	121	11	:	:	PUNCT
cte-368	121	12	cte-2018	cte-2018	NOUN
cte-368	121	13	,	,	PUNCT
cte-368	121	14	pp	pp	ADP
cte-368	121	15	.	.	PUNCT
cte-368	122	1	48	48	NUM
cte-368	122	2	-	-	SYM
cte-368	122	3	73	73	NUM
cte-368	122	4	fig	fig	NOUN
cte-368	122	5	.	.	PUNCT
cte-368	123	1	5	5	X
cte-368	123	2	.	.	X
cte-368	123	3	scoring	scoring	NOUN
cte-368	123	4	model	model	NOUN
cte-368	123	5	of	of	ADP
cte-368	123	6	the	the	DET
cte-368	123	7	creditworthiness	creditworthiness	NOUN
cte-368	123	8	of	of	ADP
cte-368	123	9	clients	client	NOUN
cte-368	123	10	an	an	DET
cte-368	123	11	example	example	NOUN
cte-368	123	12	of	of	ADP
cte-368	123	13	applying	apply	VERB
cte-368	123	14	a	a	DET
cte-368	123	15	decision	decision	NOUN
cte-368	123	16	tree	tree	NOUN
cte-368	123	17	is	be	AUX
cte-368	123	18	the	the	DET
cte-368	123	19	definition	definition	NOUN
cte-368	123	20	of	of	ADP
cte-368	123	21	the	the	DET
cte-368	123	22	companies	company	NOUN
cte-368	123	23	client	client	VERB
cte-368	123	24	classification	classification	NOUN
cte-368	123	25	algorithm	algorithm	NOUN
cte-368	123	26	–	–	PUNCT
cte-368	123	27	the	the	DET
cte-368	123	28	construction	construction	NOUN
cte-368	123	29	of	of	ADP
cte-368	123	30	loyalty	loyalty	NOUN
cte-368	123	31	matrix	matrix	NOUN
cte-368	123	32	.	.	PUNCT
cte-368	124	1	all	all	DET
cte-368	124	2	clients	client	NOUN
cte-368	124	3	are	be	AUX
cte-368	124	4	divided	divide	VERB
cte-368	124	5	into	into	ADP
cte-368	124	6	4	4	NUM
cte-368	124	7	groups	group	NOUN
cte-368	124	8	(	(	PUNCT
cte-368	124	9	ttruly	ttruly	ADV
cte-368	124	10	loyal	loyal	ADJ
cte-368	124	11	,	,	PUNCT
cte-368	124	12	accessible	accessible	ADJ
cte-368	124	13	,	,	PUNCT
cte-368	124	14	trapped	trapped	ADJ
cte-368	124	15	,	,	PUNCT
cte-368	124	16	high	high	ADJ
cte-368	124	17	risk	risk	NOUN
cte-368	124	18	)	)	PUNCT
cte-368	124	19	based	base	VERB
cte-368	124	20	on	on	ADP
cte-368	124	21	the	the	DET
cte-368	124	22	answer	answer	NOUN
cte-368	124	23	to	to	PART
cte-368	124	24	questions1	questions1	VERB
cte-368	124	25	to	to	ADP
cte-368	124	26	5	5	NUM
cte-368	124	27	questions	question	NOUN
cte-368	124	28	.	.	PUNCT
cte-368	125	1	in	in	ADP
cte-368	125	2	figure	figure	NOUN
cte-368	125	3	6	6	NUM
cte-368	125	4	shows	show	VERB
cte-368	125	5	a	a	DET
cte-368	125	6	tree	tree	NOUN
cte-368	125	7	that	that	PRON
cte-368	125	8	,	,	PUNCT
cte-368	125	9	based	base	VERB
cte-368	125	10	on	on	ADP
cte-368	125	11	three	three	NUM
cte-368	125	12	questions	question	NOUN
cte-368	125	13	,	,	PUNCT
cte-368	125	14	allows	allow	VERB
cte-368	125	15	us	we	PRON
cte-368	125	16	to	to	PART
cte-368	125	17	predict	predict	VERB
cte-368	125	18	the	the	DET
cte-368	125	19	client	client	NOUN
cte-368	125	20	's	's	PART
cte-368	125	21	class	class	NOUN
cte-368	125	22	with	with	ADP
cte-368	125	23	the	the	DET
cte-368	125	24	accuracy	accuracy	NOUN
cte-368	125	25	of	of	ADP
cte-368	125	26	98	98	NUM
cte-368	125	27	%	%	NOUN
cte-368	125	28	.	.	PUNCT
cte-368	126	1	fig	fig	NOUN
cte-368	126	2	.	.	PUNCT
cte-368	127	1	6	6	NUM
cte-368	127	2	.	.	X
cte-368	127	3	decision	decision	NOUN
cte-368	127	4	tree	tree	NOUN
cte-368	127	5	of	of	ADP
cte-368	127	6	the	the	DET
cte-368	127	7	classification	classification	NOUN
cte-368	127	8	of	of	ADP
cte-368	127	9	company	company	NOUN
cte-368	127	10	’s	’s	PART
cte-368	127	11	clients	client	NOUN
cte-368	127	12	3.2	3.2	NUM
cte-368	127	13	unsupervised	unsupervised	ADJ
cte-368	127	14	learning	learn	VERB
cte-368	127	15	unsupervised	unsupervised	ADJ
cte-368	127	16	learning	learning	NOUN
cte-368	127	17	describes	describe	VERB
cte-368	127	18	a	a	DET
cte-368	127	19	more	more	ADV
cte-368	127	20	complex	complex	ADJ
cte-368	127	21	situation	situation	NOUN
cte-368	127	22	in	in	ADP
cte-368	127	23	which	which	PRON
cte-368	127	24	,	,	PUNCT
cte-368	127	25	for	for	ADP
cte-368	127	26	each	each	DET
cte-368	127	27	observation	observation	NOUN
cte-368	127	28	i	i	NOUN
cte-368	127	29	=	=	NOUN
cte-368	127	30	1	1	NUM
cte-368	127	31	,	,	PUNCT
cte-368	127	32	...	...	PUNCT
cte-368	127	33	,	,	PUNCT
cte-368	127	34	n	n	CCONJ
cte-368	127	35	,	,	PUNCT
cte-368	127	36	observation	observation	NOUN
cte-368	127	37	of	of	ADP
cte-368	127	38	the	the	DET
cte-368	127	39	measurement	measurement	NOUN
cte-368	127	40	vector	vector	NOUN
cte-368	127	41	xi	xi	PROPN
cte-368	127	42	,	,	PUNCT
cte-368	127	43	but	but	CCONJ
cte-368	127	44	without	without	ADP
cte-368	127	45	any	any	DET
cte-368	127	46	cte	cte	NOUN
cte-368	127	47	workshop	workshop	NOUN
cte-368	127	48	proceedings	proceeding	NOUN
cte-368	127	49	,	,	PUNCT
cte-368	127	50	2019	2019	NUM
cte-368	127	51	,	,	PUNCT
cte-368	127	52	vol	vol	NOUN
cte-368	127	53	.	.	PROPN
cte-368	128	1	6	6	NUM
cte-368	128	2	:	:	PUNCT
cte-368	128	3	cte-2018	cte-2018	NOUN
cte-368	128	4	,	,	PUNCT
cte-368	128	5	pp	pp	ADP
cte-368	128	6	.	.	PUNCT
cte-368	129	1	48	48	NUM
cte-368	129	2	-	-	SYM
cte-368	129	3	73	73	NUM
cte-368	129	4	55	55	NUM
cte-368	129	5	variables	variable	NOUN
cte-368	129	6	in	in	ADP
cte-368	129	7	the	the	DET
cte-368	129	8	output	output	NOUN
cte-368	129	9	yi	yi	NOUN
cte-368	129	10	.	.	PUNCT
cte-368	130	1	in	in	ADP
cte-368	130	2	such	such	ADJ
cte-368	130	3	data	datum	NOUN
cte-368	130	4	,	,	PUNCT
cte-368	130	5	the	the	DET
cte-368	130	6	construction	construction	NOUN
cte-368	130	7	of	of	ADP
cte-368	130	8	linear	linear	ADJ
cte-368	130	9	or	or	CCONJ
cte-368	130	10	logistic	logistic	ADJ
cte-368	130	11	regression	regression	NOUN
cte-368	130	12	models	model	NOUN
cte-368	130	13	is	be	AUX
cte-368	130	14	impossible	impossible	ADJ
cte-368	130	15	,	,	PUNCT
cte-368	130	16	since	since	SCONJ
cte-368	130	17	there	there	PRON
cte-368	130	18	are	be	VERB
cte-368	130	19	no	no	DET
cte-368	130	20	predictive	predictive	ADJ
cte-368	130	21	variables	variable	NOUN
cte-368	130	22	.	.	PUNCT
cte-368	131	1	in	in	ADP
cte-368	131	2	such	such	DET
cte-368	131	3	a	a	DET
cte-368	131	4	situation	situation	NOUN
cte-368	131	5	,	,	PUNCT
cte-368	131	6	a	a	DET
cte-368	131	7	socalled	socalled	ADJ
cte-368	131	8	“	"	PUNCT
cte-368	131	9	blind	blind	ADJ
cte-368	131	10	”	"	PUNCT
cte-368	131	11	analysis	analysis	NOUN
cte-368	131	12	is	be	AUX
cte-368	131	13	conducted	conduct	VERB
cte-368	131	14	.	.	PUNCT
cte-368	132	1	such	such	DET
cte-368	132	2	a	a	DET
cte-368	132	3	task	task	NOUN
cte-368	132	4	belongs	belong	VERB
cte-368	132	5	to	to	ADP
cte-368	132	6	the	the	DET
cte-368	132	7	class	class	NOUN
cte-368	132	8	of	of	ADP
cte-368	132	9	tasks	task	NOUN
cte-368	132	10	of	of	ADP
cte-368	132	11	unsupervised	unsupervised	ADJ
cte-368	132	12	learning	learning	NOUN
cte-368	132	13	,	,	PUNCT
cte-368	132	14	due	due	ADP
cte-368	132	15	to	to	ADP
cte-368	132	16	the	the	DET
cte-368	132	17	absence	absence	NOUN
cte-368	132	18	of	of	ADP
cte-368	132	19	an	an	DET
cte-368	132	20	output	output	NOUN
cte-368	132	21	variable	variable	NOUN
cte-368	132	22	that	that	PRON
cte-368	132	23	guided	guide	VERB
cte-368	132	24	the	the	DET
cte-368	132	25	analysis	analysis	NOUN
cte-368	132	26	.	.	PUNCT
cte-368	133	1	unsupervised	unsupervised	ADJ
cte-368	133	2	learning	learning	NOUN
cte-368	133	3	algorithms	algorithm	NOUN
cte-368	133	4	can	can	AUX
cte-368	133	5	be	be	AUX
cte-368	133	6	divided	divide	VERB
cte-368	133	7	into	into	ADP
cte-368	133	8	algorithms	algorithm	NOUN
cte-368	133	9	for	for	ADP
cte-368	133	10	space	space	NOUN
cte-368	133	11	reduction	reduction	NOUN
cte-368	133	12	and	and	CCONJ
cte-368	133	13	clustering	clustering	ADJ
cte-368	133	14	algorithms	algorithm	NOUN
cte-368	133	15	.	.	PUNCT
cte-368	134	1	the	the	DET
cte-368	134	2	main	main	ADJ
cte-368	134	3	task	task	NOUN
cte-368	134	4	of	of	ADP
cte-368	134	5	clustering	clustering	NOUN
cte-368	134	6	is	be	AUX
cte-368	134	7	to	to	PART
cte-368	134	8	find	find	VERB
cte-368	134	9	patterns	pattern	NOUN
cte-368	134	10	in	in	ADP
cte-368	134	11	the	the	DET
cte-368	134	12	data	datum	NOUN
cte-368	134	13	that	that	PRON
cte-368	134	14	allow	allow	VERB
cte-368	134	15	you	you	PRON
cte-368	134	16	to	to	PART
cte-368	134	17	divide	divide	VERB
cte-368	134	18	the	the	DET
cte-368	134	19	data	datum	NOUN
cte-368	134	20	into	into	ADP
cte-368	134	21	groups	group	NOUN
cte-368	134	22	and	and	CCONJ
cte-368	134	23	then	then	ADV
cte-368	134	24	in	in	ADP
cte-368	134	25	a	a	DET
cte-368	134	26	certain	certain	ADJ
cte-368	134	27	way	way	NOUN
cte-368	134	28	analyze	analyze	VERB
cte-368	134	29	them	they	PRON
cte-368	134	30	and	and	CCONJ
cte-368	134	31	give	give	VERB
cte-368	134	32	them	they	PRON
cte-368	134	33	an	an	DET
cte-368	134	34	interpretation	interpretation	NOUN
cte-368	134	35	.	.	PUNCT
cte-368	135	1	k	k	X
cte-368	135	2	-	-	PUNCT
cte-368	135	3	means	means	NOUN
cte-368	135	4	is	be	AUX
cte-368	135	5	one	one	NUM
cte-368	135	6	of	of	ADP
cte-368	135	7	the	the	DET
cte-368	135	8	most	most	ADV
cte-368	135	9	popular	popular	ADJ
cte-368	135	10	clustering	clustering	ADJ
cte-368	135	11	algorithms	algorithm	NOUN
cte-368	135	12	,	,	PUNCT
cte-368	135	13	whose	whose	DET
cte-368	135	14	main	main	ADJ
cte-368	135	15	task	task	NOUN
cte-368	135	16	is	be	AUX
cte-368	135	17	to	to	PART
cte-368	135	18	divide	divide	VERB
cte-368	135	19	n	n	DET
cte-368	135	20	observations	observation	NOUN
cte-368	135	21	into	into	ADP
cte-368	135	22	k	k	PROPN
cte-368	135	23	clusters	cluster	NOUN
cte-368	135	24	.	.	PUNCT
cte-368	136	1	the	the	DET
cte-368	136	2	minimum	minimum	ADJ
cte-368	136	3	sum	sum	NOUN
cte-368	136	4	of	of	ADP
cte-368	136	5	squares	square	NOUN
cte-368	136	6	is	be	AUX
cte-368	136	7	the	the	DET
cte-368	136	8	distance	distance	NOUN
cte-368	136	9	of	of	ADP
cte-368	136	10	each	each	DET
cte-368	136	11	observation	observation	NOUN
cte-368	136	12	to	to	ADP
cte-368	136	13	the	the	DET
cte-368	136	14	center	center	NOUN
cte-368	136	15	of	of	ADP
cte-368	136	16	the	the	DET
cte-368	136	17	corresponding	corresponding	ADJ
cte-368	136	18	cluster	cluster	NOUN
cte-368	136	19	.	.	PUNCT
cte-368	137	1	this	this	DET
cte-368	137	2	algorithm	algorithm	NOUN
cte-368	137	3	is	be	AUX
cte-368	137	4	iterative	iterative	NOUN
cte-368	137	5	,	,	PUNCT
cte-368	137	6	at	at	ADP
cte-368	137	7	each	each	DET
cte-368	137	8	step	step	NOUN
cte-368	137	9	the	the	DET
cte-368	137	10	cluster	cluster	NOUN
cte-368	137	11	centers	center	NOUN
cte-368	137	12	are	be	AUX
cte-368	137	13	re	re	VERB
cte-368	137	14	-	-	VERB
cte-368	137	15	indexed	indexed	ADJ
cte-368	137	16	and	and	CCONJ
cte-368	137	17	redistributed	redistribute	VERB
cte-368	137	18	observation	observation	NOUN
cte-368	137	19	between	between	ADP
cte-368	137	20	them	they	PRON
cte-368	137	21	until	until	SCONJ
cte-368	137	22	a	a	DET
cte-368	137	23	stable	stable	ADJ
cte-368	137	24	result	result	NOUN
cte-368	137	25	is	be	AUX
cte-368	137	26	achieved	achieve	VERB
cte-368	137	27	.	.	PUNCT
cte-368	138	1	the	the	DET
cte-368	138	2	benefits	benefit	NOUN
cte-368	138	3	of	of	ADP
cte-368	138	4	such	such	DET
cte-368	138	5	an	an	DET
cte-368	138	6	algorithm	algorithm	NOUN
cte-368	138	7	of	of	ADP
cte-368	138	8	clustering	clustering	NOUN
cte-368	138	9	are	be	AUX
cte-368	138	10	the	the	DET
cte-368	138	11	simplicity	simplicity	NOUN
cte-368	138	12	,	,	PUNCT
cte-368	138	13	speed	speed	NOUN
cte-368	138	14	,	,	PUNCT
cte-368	138	15	and	and	CCONJ
cte-368	138	16	the	the	DET
cte-368	138	17	ability	ability	NOUN
cte-368	138	18	to	to	PART
cte-368	138	19	process	process	VERB
cte-368	138	20	large	large	ADJ
cte-368	138	21	amounts	amount	NOUN
cte-368	138	22	of	of	ADP
cte-368	138	23	data	datum	NOUN
cte-368	138	24	.	.	PUNCT
cte-368	139	1	but	but	CCONJ
cte-368	139	2	the	the	DET
cte-368	139	3	user	user	NOUN
cte-368	139	4	must	must	AUX
cte-368	139	5	specify	specify	VERB
cte-368	139	6	the	the	DET
cte-368	139	7	number	number	NOUN
cte-368	139	8	of	of	ADP
cte-368	139	9	clusters	cluster	NOUN
cte-368	139	10	he	he	PRON
cte-368	139	11	wants	want	VERB
cte-368	139	12	to	to	PART
cte-368	139	13	use	use	VERB
cte-368	139	14	for	for	ADP
cte-368	139	15	clustering	cluster	VERB
cte-368	139	16	before	before	ADP
cte-368	139	17	computing	computing	NOUN
cte-368	139	18	;	;	PUNCT
cte-368	139	19	the	the	DET
cte-368	139	20	instability	instability	NOUN
cte-368	139	21	of	of	ADP
cte-368	139	22	the	the	DET
cte-368	139	23	result	result	NOUN
cte-368	139	24	(	(	PUNCT
cte-368	139	25	it	it	PRON
cte-368	139	26	depends	depend	VERB
cte-368	139	27	on	on	ADP
cte-368	139	28	the	the	DET
cte-368	139	29	initial	initial	ADJ
cte-368	139	30	separation	separation	NOUN
cte-368	139	31	of	of	ADP
cte-368	139	32	points	point	NOUN
cte-368	139	33	between	between	ADP
cte-368	139	34	the	the	DET
cte-368	139	35	clusters	cluster	NOUN
cte-368	139	36	)	)	PUNCT
cte-368	139	37	.	.	PUNCT
cte-368	140	1	figure	figure	VERB
cte-368	140	2	7	7	NUM
cte-368	140	3	shows	show	VERB
cte-368	140	4	an	an	DET
cte-368	140	5	example	example	NOUN
cte-368	140	6	of	of	ADP
cte-368	140	7	using	use	VERB
cte-368	140	8	k	k	NOUN
cte-368	140	9	-	-	PUNCT
cte-368	140	10	means	means	NOUN
cte-368	140	11	for	for	ADP
cte-368	140	12	clustering	cluster	VERB
cte-368	140	13	users	user	NOUN
cte-368	140	14	of	of	ADP
cte-368	140	15	the	the	DET
cte-368	140	16	internet	internet	NOUN
cte-368	140	17	service	service	NOUN
cte-368	140	18	by	by	ADP
cte-368	140	19	coordinates	coordinate	NOUN
cte-368	140	20	[	[	X
cte-368	140	21	13	13	NUM
cte-368	140	22	]	]	PUNCT
cte-368	140	23	.	.	PUNCT
cte-368	141	1	it	it	PRON
cte-368	141	2	allows	allow	VERB
cte-368	141	3	you	you	PRON
cte-368	141	4	to	to	PART
cte-368	141	5	split	split	VERB
cte-368	141	6	them	they	PRON
cte-368	141	7	into	into	ADP
cte-368	141	8	groups	group	NOUN
cte-368	141	9	and	and	CCONJ
cte-368	141	10	form	form	VERB
cte-368	141	11	a	a	DET
cte-368	141	12	delivery	delivery	NOUN
cte-368	141	13	zone	zone	NOUN
cte-368	141	14	.	.	PUNCT
cte-368	142	1	fig	fig	NOUN
cte-368	142	2	.	.	PUNCT
cte-368	143	1	7	7	X
cte-368	143	2	.	.	X
cte-368	143	3	clustering	clustering	NOUN
cte-368	143	4	of	of	ADP
cte-368	143	5	internet	internet	NOUN
cte-368	143	6	clients	client	NOUN
cte-368	143	7	based	base	VERB
cte-368	143	8	on	on	ADP
cte-368	143	9	their	their	PRON
cte-368	143	10	coordinates	coordinate	NOUN
cte-368	143	11	56	56	NUM
cte-368	143	12	cte	cte	NOUN
cte-368	143	13	workshop	workshop	NOUN
cte-368	143	14	proceedings	proceeding	NOUN
cte-368	143	15	,	,	PUNCT
cte-368	143	16	2019	2019	NUM
cte-368	143	17	,	,	PUNCT
cte-368	143	18	vol	vol	NOUN
cte-368	143	19	.	.	PROPN
cte-368	143	20	6	6	NUM
cte-368	143	21	:	:	PUNCT
cte-368	143	22	cte-2018	cte-2018	NOUN
cte-368	143	23	,	,	PUNCT
cte-368	143	24	pp	pp	ADP
cte-368	143	25	.	.	PUNCT
cte-368	144	1	48	48	NUM
cte-368	144	2	-	-	SYM
cte-368	144	3	73	73	NUM
cte-368	144	4	hierarchical	hierarchical	ADJ
cte-368	144	5	clustering	clustering	NOUN
cte-368	144	6	is	be	AUX
cte-368	144	7	an	an	DET
cte-368	144	8	alternative	alternative	ADJ
cte-368	144	9	approach	approach	NOUN
cte-368	144	10	to	to	ADP
cte-368	144	11	clustering	clustering	NOUN
cte-368	144	12	,	,	PUNCT
cte-368	144	13	which	which	PRON
cte-368	144	14	does	do	AUX
cte-368	144	15	not	not	PART
cte-368	144	16	require	require	VERB
cte-368	144	17	a	a	DET
cte-368	144	18	preliminary	preliminary	ADJ
cte-368	144	19	determination	determination	NOUN
cte-368	144	20	of	of	ADP
cte-368	144	21	the	the	DET
cte-368	144	22	number	number	NOUN
cte-368	144	23	of	of	ADP
cte-368	144	24	clusters	cluster	NOUN
cte-368	144	25	.	.	PUNCT
cte-368	145	1	moreover	moreover	ADV
cte-368	145	2	,	,	PUNCT
cte-368	145	3	the	the	DET
cte-368	145	4	hierarchical	hierarchical	ADJ
cte-368	145	5	clustering	clustering	NOUN
cte-368	145	6	ensures	ensure	VERB
cte-368	145	7	the	the	DET
cte-368	145	8	stability	stability	NOUN
cte-368	145	9	of	of	ADP
cte-368	145	10	the	the	DET
cte-368	145	11	result	result	NOUN
cte-368	145	12	and	and	CCONJ
cte-368	145	13	gives	give	VERB
cte-368	145	14	the	the	DET
cte-368	145	15	output	output	NOUN
cte-368	145	16	an	an	DET
cte-368	145	17	attractive	attractive	ADJ
cte-368	145	18	visualization	visualization	NOUN
cte-368	145	19	based	base	VERB
cte-368	145	20	on	on	ADP
cte-368	145	21	the	the	DET
cte-368	145	22	tree	tree	NOUN
cte-368	145	23	-	-	PUNCT
cte-368	145	24	like	like	ADJ
cte-368	145	25	structure	structure	NOUN
cte-368	145	26	of	of	ADP
cte-368	145	27	observations	observation	NOUN
cte-368	145	28	/	/	SYM
cte-368	145	29	clusters	cluster	NOUN
cte-368	145	30	–	–	PUNCT
cte-368	145	31	dendrogram	dendrogram	NOUN
cte-368	145	32	.	.	PUNCT
cte-368	146	1	this	this	DET
cte-368	146	2	clustering	clustering	ADJ
cte-368	146	3	algorithm	algorithm	NOUN
cte-368	146	4	uses	use	VERB
cte-368	146	5	different	different	ADJ
cte-368	146	6	distance	distance	NOUN
cte-368	146	7	metrics	metric	NOUN
cte-368	146	8	and	and	CCONJ
cte-368	146	9	cluster	cluster	NOUN
cte-368	146	10	agglomeration	agglomeration	NOUN
cte-368	146	11	cluster	cluster	NOUN
cte-368	146	12	criteria	criterion	NOUN
cte-368	146	13	,	,	PUNCT
cte-368	146	14	which	which	PRON
cte-368	146	15	makes	make	VERB
cte-368	146	16	it	it	PRON
cte-368	146	17	very	very	ADV
cte-368	146	18	flexible	flexible	ADJ
cte-368	146	19	to	to	ADP
cte-368	146	20	the	the	DET
cte-368	146	21	data	datum	NOUN
cte-368	146	22	on	on	ADP
cte-368	146	23	which	which	PRON
cte-368	146	24	clustering	clustering	NOUN
cte-368	146	25	is	be	AUX
cte-368	146	26	performed	perform	VERB
cte-368	146	27	.	.	PUNCT
cte-368	147	1	however	however	ADV
cte-368	147	2	,	,	PUNCT
cte-368	147	3	the	the	DET
cte-368	147	4	disadvantage	disadvantage	NOUN
cte-368	147	5	of	of	ADP
cte-368	147	6	hierarchical	hierarchical	ADJ
cte-368	147	7	clustering	clustering	NOUN
cte-368	147	8	is	be	AUX
cte-368	147	9	the	the	DET
cte-368	147	10	need	need	NOUN
cte-368	147	11	to	to	PART
cte-368	147	12	calculate	calculate	VERB
cte-368	147	13	the	the	DET
cte-368	147	14	matrices	matrix	NOUN
cte-368	147	15	of	of	ADP
cte-368	147	16	the	the	DET
cte-368	147	17	distance	distance	NOUN
cte-368	147	18	between	between	ADP
cte-368	147	19	observations	observation	NOUN
cte-368	147	20	before	before	ADP
cte-368	147	21	agglomeration	agglomeration	NOUN
cte-368	147	22	,	,	PUNCT
cte-368	147	23	which	which	PRON
cte-368	147	24	complicates	complicate	VERB
cte-368	147	25	the	the	DET
cte-368	147	26	application	application	NOUN
cte-368	147	27	of	of	ADP
cte-368	147	28	this	this	DET
cte-368	147	29	algorithm	algorithm	NOUN
cte-368	147	30	for	for	ADP
cte-368	147	31	large	large	ADJ
cte-368	147	32	data	datum	NOUN
cte-368	147	33	and	and	CCONJ
cte-368	147	34	data	datum	NOUN
cte-368	147	35	with	with	ADP
cte-368	147	36	many	many	ADJ
cte-368	147	37	dimensions	dimension	NOUN
cte-368	147	38	.	.	PUNCT
cte-368	148	1	figure	figure	NOUN
cte-368	148	2	8	8	NUM
cte-368	148	3	shows	show	VERB
cte-368	148	4	a	a	DET
cte-368	148	5	dendrogram	dendrogram	NOUN
cte-368	148	6	of	of	ADP
cte-368	148	7	customer	customer	NOUN
cte-368	148	8	segmentation	segmentation	NOUN
cte-368	148	9	based	base	VERB
cte-368	148	10	on	on	ADP
cte-368	148	11	features	feature	NOUN
cte-368	148	12	such	such	ADJ
cte-368	148	13	as	as	ADP
cte-368	148	14	the	the	DET
cte-368	148	15	number	number	NOUN
cte-368	148	16	of	of	ADP
cte-368	148	17	weekends	weekend	NOUN
cte-368	148	18	/	/	SYM
cte-368	148	19	weekdays	weekday	NOUN
cte-368	148	20	transactions	transaction	NOUN
cte-368	148	21	,	,	PUNCT
cte-368	148	22	the	the	DET
cte-368	148	23	average	average	ADJ
cte-368	148	24	number	number	NOUN
cte-368	148	25	of	of	ADP
cte-368	148	26	purchases	purchase	NOUN
cte-368	148	27	per	per	ADP
cte-368	148	28	week	week	NOUN
cte-368	148	29	,	,	PUNCT
cte-368	148	30	and	and	CCONJ
cte-368	148	31	so	so	ADV
cte-368	148	32	on	on	ADV
cte-368	148	33	.	.	PUNCT
cte-368	149	1	segmentation	segmentation	NOUN
cte-368	149	2	allows	allow	VERB
cte-368	149	3	you	you	PRON
cte-368	149	4	to	to	PART
cte-368	149	5	select	select	VERB
cte-368	149	6	groups	group	NOUN
cte-368	149	7	of	of	ADP
cte-368	149	8	“	"	PUNCT
cte-368	149	9	similar	similar	ADJ
cte-368	149	10	”	"	PUNCT
cte-368	149	11	clients	client	NOUN
cte-368	149	12	,	,	PUNCT
cte-368	149	13	for	for	ADP
cte-368	149	14	example	example	NOUN
cte-368	149	15	,	,	PUNCT
cte-368	149	16	those	those	PRON
cte-368	149	17	who	who	PRON
cte-368	149	18	make	make	VERB
cte-368	149	19	purchases	purchase	NOUN
cte-368	149	20	only	only	ADV
cte-368	149	21	on	on	ADP
cte-368	149	22	the	the	DET
cte-368	149	23	weekend	weekend	NOUN
cte-368	149	24	;	;	PUNCT
cte-368	149	25	those	those	PRON
cte-368	149	26	who	who	PRON
cte-368	149	27	buy	buy	VERB
cte-368	149	28	mostly	mostly	ADV
cte-368	149	29	discounted	discount	VERB
cte-368	149	30	goods	good	NOUN
cte-368	149	31	,	,	PUNCT
cte-368	149	32	etc	etc	X
cte-368	149	33	.	.	X
cte-368	150	1	this	this	DET
cte-368	150	2	algorithm	algorithm	NOUN
cte-368	150	3	allows	allow	VERB
cte-368	150	4	improving	improve	VERB
cte-368	150	5	targeted	targeted	ADJ
cte-368	150	6	marketing	marketing	NOUN
cte-368	150	7	.	.	PUNCT
cte-368	151	1	fig	fig	NOUN
cte-368	151	2	.	.	PUNCT
cte-368	152	1	8	8	NUM
cte-368	152	2	.	.	X
cte-368	152	3	dendrogram	dendrogram	NOUN
cte-368	152	4	of	of	ADP
cte-368	152	5	customer	customer	NOUN
cte-368	152	6	segmentation	segmentation	NOUN
cte-368	152	7	time	time	NOUN
cte-368	152	8	series	series	PROPN
cte-368	152	9	analysis	analysis	PROPN
cte-368	152	10	.	.	PUNCT
cte-368	153	1	a	a	DET
cte-368	153	2	time	time	NOUN
cte-368	153	3	series	series	NOUN
cte-368	153	4	is	be	AUX
cte-368	153	5	built	build	VERB
cte-368	153	6	by	by	ADP
cte-368	153	7	observations	observation	NOUN
cte-368	153	8	that	that	PRON
cte-368	153	9	have	have	AUX
cte-368	153	10	been	be	AUX
cte-368	153	11	collected	collect	VERB
cte-368	153	12	with	with	ADP
cte-368	153	13	a	a	DET
cte-368	153	14	fixed	fix	VERB
cte-368	153	15	interval	interval	NOUN
cte-368	153	16	.	.	PUNCT
cte-368	154	1	it	it	PRON
cte-368	154	2	could	could	AUX
cte-368	154	3	be	be	AUX
cte-368	154	4	daily	daily	ADJ
cte-368	154	5	demand	demand	NOUN
cte-368	154	6	,	,	PUNCT
cte-368	154	7	or	or	CCONJ
cte-368	154	8	monthly	monthly	ADJ
cte-368	154	9	profit	profit	NOUN
cte-368	154	10	growth	growth	NOUN
cte-368	154	11	rates	rate	NOUN
cte-368	154	12	,	,	PUNCT
cte-368	154	13	number	number	NOUN
cte-368	154	14	of	of	ADP
cte-368	154	15	flights	flight	NOUN
cte-368	154	16	,	,	PUNCT
cte-368	154	17	etc	etc	X
cte-368	154	18	.	.	X
cte-368	155	1	the	the	DET
cte-368	155	2	time	time	NOUN
cte-368	155	3	series	series	PROPN
cte-368	155	4	analysis	analysis	NOUN
cte-368	155	5	takes	take	VERB
cte-368	155	6	an	an	DET
cte-368	155	7	important	important	ADJ
cte-368	155	8	part	part	NOUN
cte-368	155	9	in	in	ADP
cte-368	155	10	the	the	DET
cte-368	155	11	analysis	analysis	NOUN
cte-368	155	12	of	of	ADP
cte-368	155	13	data	datum	NOUN
cte-368	155	14	that	that	PRON
cte-368	155	15	covers	cover	VERB
cte-368	155	16	the	the	DET
cte-368	155	17	region	region	NOUN
cte-368	155	18	,	,	PUNCT
cte-368	155	19	from	from	ADP
cte-368	155	20	the	the	DET
cte-368	155	21	analysis	analysis	NOUN
cte-368	155	22	of	of	ADP
cte-368	155	23	exchange	exchange	NOUN
cte-368	155	24	rates	rate	NOUN
cte-368	155	25	to	to	ADP
cte-368	155	26	sales	sale	NOUN
cte-368	155	27	forecasting	forecasting	NOUN
cte-368	155	28	[	[	X
cte-368	155	29	14	14	NUM
cte-368	155	30	]	]	PUNCT
cte-368	155	31	.	.	PUNCT
cte-368	156	1	one	one	NUM
cte-368	156	2	of	of	ADP
cte-368	156	3	the	the	DET
cte-368	156	4	tasks	task	NOUN
cte-368	156	5	of	of	ADP
cte-368	156	6	time	time	NOUN
cte-368	156	7	series	series	NOUN
cte-368	156	8	analysis	analysis	NOUN
cte-368	156	9	is	be	AUX
cte-368	156	10	the	the	DET
cte-368	156	11	allocation	allocation	NOUN
cte-368	156	12	of	of	ADP
cte-368	156	13	trend	trend	NOUN
cte-368	156	14	and	and	CCONJ
cte-368	156	15	seasonal	seasonal	ADJ
cte-368	156	16	components	component	NOUN
cte-368	156	17	and	and	CCONJ
cte-368	156	18	the	the	DET
cte-368	156	19	construction	construction	NOUN
cte-368	156	20	of	of	ADP
cte-368	156	21	the	the	DET
cte-368	156	22	forecast	forecast	NOUN
cte-368	156	23	.	.	PUNCT
cte-368	157	1	there	there	PRON
cte-368	157	2	are	be	VERB
cte-368	157	3	many	many	ADJ
cte-368	157	4	algorithms	algorithm	NOUN
cte-368	157	5	have	have	AUX
cte-368	157	6	been	be	AUX
cte-368	157	7	developed	develop	VERB
cte-368	157	8	,	,	PUNCT
cte-368	157	9	and	and	CCONJ
cte-368	157	10	we	we	PRON
cte-368	157	11	consider	consider	VERB
cte-368	157	12	models	model	NOUN
cte-368	157	13	such	such	ADJ
cte-368	157	14	as	as	ADP
cte-368	157	15	arima	arima	NOUN
cte-368	157	16	and	and	CCONJ
cte-368	157	17	prophet	prophet	NOUN
cte-368	157	18	.	.	PUNCT
cte-368	158	1	the	the	DET
cte-368	158	2	arima	arima	PROPN
cte-368	158	3	algorithm	algorithm	NOUN
cte-368	158	4	is	be	AUX
cte-368	158	5	one	one	NUM
cte-368	158	6	of	of	ADP
cte-368	158	7	the	the	DET
cte-368	158	8	most	most	ADV
cte-368	158	9	common	common	ADJ
cte-368	158	10	algorithms	algorithm	NOUN
cte-368	158	11	for	for	ADP
cte-368	158	12	forecasting	forecasting	NOUN
cte-368	158	13	time	time	NOUN
cte-368	158	14	series	series	NOUN
cte-368	158	15	.	.	PUNCT
cte-368	159	1	the	the	DET
cte-368	159	2	basic	basic	ADJ
cte-368	159	3	idea	idea	NOUN
cte-368	159	4	is	be	AUX
cte-368	159	5	to	to	PART
cte-368	159	6	use	use	VERB
cte-368	159	7	the	the	DET
cte-368	159	8	previous	previous	ADJ
cte-368	159	9	time	time	NOUN
cte-368	159	10	series	series	PROPN
cte-368	159	11	values	value	NOUN
cte-368	159	12	to	to	PART
cte-368	159	13	predict	predict	VERB
cte-368	159	14	the	the	DET
cte-368	159	15	future	future	NOUN
cte-368	159	16	.	.	PUNCT
cte-368	160	1	this	this	PRON
cte-368	160	2	can	can	AUX
cte-368	160	3	use	use	VERB
cte-368	160	4	any	any	DET
cte-368	160	5	number	number	NOUN
cte-368	160	6	of	of	ADP
cte-368	160	7	lags	lag	NOUN
cte-368	160	8	,	,	PUNCT
cte-368	160	9	which	which	PRON
cte-368	160	10	makes	make	VERB
cte-368	160	11	such	such	DET
cte-368	160	12	an	an	DET
cte-368	160	13	approach	approach	NOUN
cte-368	160	14	difficult	difficult	ADJ
cte-368	160	15	in	in	ADP
cte-368	160	16	setting	setting	NOUN
cte-368	160	17	because	because	SCONJ
cte-368	160	18	cte	cte	NOUN
cte-368	160	19	workshop	workshop	NOUN
cte-368	160	20	proceedings	proceeding	NOUN
cte-368	160	21	,	,	PUNCT
cte-368	160	22	2019	2019	NUM
cte-368	160	23	,	,	PUNCT
cte-368	160	24	vol	vol	NOUN
cte-368	160	25	.	.	PROPN
cte-368	160	26	6	6	NUM
cte-368	160	27	:	:	PUNCT
cte-368	160	28	cte-2018	cte-2018	NOUN
cte-368	160	29	,	,	PUNCT
cte-368	160	30	pp	pp	ADP
cte-368	160	31	.	.	PUNCT
cte-368	161	1	48	48	NUM
cte-368	161	2	-	-	SYM
cte-368	161	3	73	73	NUM
cte-368	161	4	57	57	NUM
cte-368	161	5	it	it	PRON
cte-368	161	6	is	be	AUX
cte-368	161	7	necessary	necessary	ADJ
cte-368	161	8	to	to	PART
cte-368	161	9	select	select	VERB
cte-368	161	10	the	the	DET
cte-368	161	11	parameter	parameter	NOUN
cte-368	161	12	so	so	SCONJ
cte-368	161	13	as	as	SCONJ
cte-368	161	14	to	to	PART
cte-368	161	15	minimize	minimize	VERB
cte-368	161	16	the	the	DET
cte-368	161	17	error	error	NOUN
cte-368	161	18	and	and	CCONJ
cte-368	161	19	not	not	PART
cte-368	161	20	override	override	VERB
cte-368	161	21	the	the	DET
cte-368	161	22	model	model	NOUN
cte-368	161	23	.	.	PUNCT
cte-368	162	1	arima	arima	PROPN
cte-368	162	2	is	be	AUX
cte-368	162	3	often	often	ADV
cte-368	162	4	used	use	VERB
cte-368	162	5	for	for	ADP
cte-368	162	6	short	short	ADJ
cte-368	162	7	-	-	PUNCT
cte-368	162	8	term	term	NOUN
cte-368	162	9	forecasting	forecasting	NOUN
cte-368	162	10	.	.	PUNCT
cte-368	163	1	a	a	DET
cte-368	163	2	disadvantage	disadvantage	NOUN
cte-368	163	3	is	be	AUX
cte-368	163	4	a	a	DET
cte-368	163	5	complexity	complexity	NOUN
cte-368	163	6	of	of	ADP
cte-368	163	7	learning	learn	VERB
cte-368	163	8	a	a	DET
cte-368	163	9	model	model	NOUN
cte-368	163	10	in	in	ADP
cte-368	163	11	many	many	ADJ
cte-368	163	12	seasonal	seasonal	ADJ
cte-368	163	13	conditions	condition	NOUN
cte-368	163	14	.	.	PUNCT
cte-368	164	1	figure	figure	NOUN
cte-368	164	2	9	9	NUM
cte-368	164	3	shows	show	VERB
cte-368	164	4	an	an	DET
cte-368	164	5	example	example	NOUN
cte-368	164	6	of	of	ADP
cte-368	164	7	forecasting	forecasting	NOUN
cte-368	164	8	for	for	ADP
cte-368	164	9	1	1	NUM
cte-368	164	10	week	week	NOUN
cte-368	164	11	the	the	DET
cte-368	164	12	number	number	NOUN
cte-368	164	13	of	of	ADP
cte-368	164	14	orders	order	NOUN
cte-368	164	15	in	in	ADP
cte-368	164	16	a	a	DET
cte-368	164	17	restaurant	restaurant	NOUN
cte-368	165	1	[	[	X
cte-368	165	2	9	9	NUM
cte-368	165	3	]	]	PUNCT
cte-368	165	4	.	.	PUNCT
cte-368	166	1	one	one	PRON
cte-368	166	2	can	can	AUX
cte-368	166	3	clearly	clearly	ADV
cte-368	166	4	see	see	VERB
cte-368	166	5	seasonality	seasonality	NOUN
cte-368	166	6	in	in	ADP
cte-368	166	7	one	one	NUM
cte-368	166	8	day	day	NOUN
cte-368	166	9	,	,	PUNCT
cte-368	166	10	which	which	PRON
cte-368	166	11	is	be	AUX
cte-368	166	12	inherent	inherent	ADJ
cte-368	166	13	in	in	ADP
cte-368	166	14	the	the	DET
cte-368	166	15	series	series	NOUN
cte-368	166	16	of	of	ADP
cte-368	166	17	this	this	DET
cte-368	166	18	kind	kind	NOUN
cte-368	166	19	.	.	PUNCT
cte-368	167	1	fig	fig	NOUN
cte-368	167	2	.	.	PUNCT
cte-368	168	1	9	9	X
cte-368	168	2	.	.	X
cte-368	168	3	arima	arima	NOUN
cte-368	168	4	for	for	ADP
cte-368	168	5	forecasting	forecast	VERB
cte-368	168	6	tickets	ticket	NOUN
cte-368	168	7	demand	demand	NOUN
cte-368	168	8	algorithm	algorithm	NOUN
cte-368	168	9	prophet	prophet	NOUN
cte-368	168	10	was	be	AUX
cte-368	168	11	developed	develop	VERB
cte-368	168	12	by	by	ADP
cte-368	168	13	facebook	facebook	PROPN
cte-368	168	14	in	in	ADP
cte-368	168	15	the	the	DET
cte-368	168	16	beginning	beginning	NOUN
cte-368	168	17	of	of	ADP
cte-368	168	18	2017	2017	NUM
cte-368	168	19	for	for	ADP
cte-368	168	20	forecasting	forecasting	NOUN
cte-368	168	21	based	base	VERB
cte-368	168	22	on	on	ADP
cte-368	168	23	time	time	NOUN
cte-368	168	24	series	series	NOUN
cte-368	168	25	[	[	X
cte-368	168	26	14	14	NUM
cte-368	168	27	]	]	PUNCT
cte-368	168	28	.	.	PUNCT
cte-368	169	1	it	it	PRON
cte-368	169	2	is	be	AUX
cte-368	169	3	based	base	VERB
cte-368	169	4	on	on	ADP
cte-368	169	5	an	an	DET
cte-368	169	6	additive	additive	ADJ
cte-368	169	7	model	model	NOUN
cte-368	169	8	in	in	ADP
cte-368	169	9	which	which	PRON
cte-368	169	10	nonlinear	nonlinear	ADJ
cte-368	169	11	trends	trend	NOUN
cte-368	169	12	are	be	AUX
cte-368	169	13	of	of	ADP
cte-368	169	14	annual	annual	ADJ
cte-368	169	15	and	and	CCONJ
cte-368	169	16	weekly	weekly	ADJ
cte-368	169	17	seasonality	seasonality	NOUN
cte-368	169	18	.	.	PUNCT
cte-368	170	1	this	this	DET
cte-368	170	2	approach	approach	NOUN
cte-368	170	3	also	also	ADV
cte-368	170	4	allows	allow	VERB
cte-368	170	5	to	to	PART
cte-368	170	6	model	model	VERB
cte-368	170	7	holidays	holiday	NOUN
cte-368	170	8	and	and	CCONJ
cte-368	170	9	weekends	weekend	NOUN
cte-368	170	10	,	,	PUNCT
cte-368	170	11	thereby	thereby	ADV
cte-368	170	12	allowing	allow	VERB
cte-368	170	13	to	to	PART
cte-368	170	14	predict	predict	VERB
cte-368	170	15	residuals	residual	NOUN
cte-368	170	16	in	in	ADP
cte-368	170	17	a	a	DET
cte-368	170	18	time	time	NOUN
cte-368	170	19	series	series	NOUN
cte-368	170	20	.	.	PUNCT
cte-368	171	1	also	also	ADV
cte-368	171	2	,	,	PUNCT
cte-368	171	3	the	the	DET
cte-368	171	4	prophet	prophet	NOUN
cte-368	171	5	is	be	AUX
cte-368	171	6	insensitive	insensitive	ADJ
cte-368	171	7	to	to	ADP
cte-368	171	8	missed	miss	VERB
cte-368	171	9	values	value	NOUN
cte-368	171	10	,	,	PUNCT
cte-368	171	11	bias	bias	NOUN
cte-368	171	12	in	in	ADP
cte-368	171	13	the	the	DET
cte-368	171	14	trend	trend	NOUN
cte-368	171	15	and	and	CCONJ
cte-368	171	16	significant	significant	ADJ
cte-368	171	17	residuals	residual	NOUN
cte-368	171	18	,	,	PUNCT
cte-368	171	19	which	which	PRON
cte-368	171	20	is	be	AUX
cte-368	171	21	an	an	DET
cte-368	171	22	important	important	ADJ
cte-368	171	23	advantage	advantage	NOUN
cte-368	171	24	over	over	ADP
cte-368	171	25	arima	arima	PROPN
cte-368	171	26	.	.	PUNCT
cte-368	172	1	another	another	DET
cte-368	172	2	advantage	advantage	NOUN
cte-368	172	3	is	be	AUX
cte-368	172	4	the	the	DET
cte-368	172	5	rather	rather	ADV
cte-368	172	6	high	high	ADJ
cte-368	172	7	speed	speed	NOUN
cte-368	172	8	of	of	ADP
cte-368	172	9	training	training	NOUN
cte-368	172	10	,	,	PUNCT
cte-368	172	11	as	as	ADV
cte-368	172	12	well	well	ADV
cte-368	172	13	as	as	ADP
cte-368	172	14	the	the	DET
cte-368	172	15	ability	ability	NOUN
cte-368	172	16	to	to	PART
cte-368	172	17	use	use	VERB
cte-368	172	18	large	large	ADJ
cte-368	172	19	-	-	PUNCT
cte-368	172	20	scale	scale	NOUN
cte-368	172	21	time	time	NOUN
cte-368	172	22	series	series	NOUN
cte-368	172	23	.	.	PUNCT
cte-368	173	1	figures	figure	NOUN
cte-368	173	2	10	10	NUM
cte-368	173	3	,	,	PUNCT
cte-368	173	4	11	11	NUM
cte-368	173	5	shows	show	VERB
cte-368	173	6	an	an	DET
cte-368	173	7	example	example	NOUN
cte-368	173	8	of	of	ADP
cte-368	173	9	prediction	prediction	NOUN
cte-368	173	10	with	with	ADP
cte-368	173	11	the	the	DET
cte-368	173	12	prophet	prophet	NOUN
cte-368	173	13	.	.	PUNCT
cte-368	174	1	on	on	ADP
cte-368	174	2	the	the	DET
cte-368	174	3	first	first	ADJ
cte-368	174	4	of	of	ADP
cte-368	174	5	the	the	DET
cte-368	174	6	charts	chart	NOUN
cte-368	174	7	–	–	PUNCT
cte-368	174	8	forecasting	forecast	VERB
cte-368	174	9	the	the	DET
cte-368	174	10	entire	entire	ADJ
cte-368	174	11	category	category	NOUN
cte-368	174	12	of	of	ADP
cte-368	174	13	goods	good	NOUN
cte-368	174	14	,	,	PUNCT
cte-368	174	15	on	on	ADP
cte-368	174	16	the	the	DET
cte-368	174	17	second	second	ADJ
cte-368	174	18	–	–	PUNCT
cte-368	174	19	those	those	DET
cte-368	174	20	products	product	NOUN
cte-368	174	21	that	that	PRON
cte-368	174	22	are	be	AUX
cte-368	174	23	bought	buy	VERB
cte-368	174	24	for	for	ADP
cte-368	174	25	christmas	christma	NOUN
cte-368	174	26	.	.	PUNCT
cte-368	175	1	in	in	ADP
cte-368	175	2	the	the	DET
cte-368	175	3	second	second	ADJ
cte-368	175	4	case	case	NOUN
cte-368	175	5	,	,	PUNCT
cte-368	175	6	only	only	ADV
cte-368	175	7	the	the	DET
cte-368	175	8	seasonal	seasonal	ADJ
cte-368	175	9	components	component	NOUN
cte-368	175	10	are	be	AUX
cte-368	175	11	taken	take	VERB
cte-368	175	12	into	into	ADP
cte-368	175	13	account	account	NOUN
cte-368	175	14	and	and	CCONJ
cte-368	175	15	the	the	DET
cte-368	175	16	“	"	PUNCT
cte-368	175	17	holiday	holiday	NOUN
cte-368	175	18	”	"	PUNCT
cte-368	175	19	component	component	NOUN
cte-368	175	20	is	be	AUX
cte-368	175	21	not	not	PART
cte-368	175	22	modeled	model	VERB
cte-368	175	23	.	.	PUNCT
cte-368	176	1	58	58	NUM
cte-368	176	2	cte	cte	NOUN
cte-368	176	3	workshop	workshop	NOUN
cte-368	176	4	proceedings	proceeding	NOUN
cte-368	176	5	,	,	PUNCT
cte-368	176	6	2019	2019	NUM
cte-368	176	7	,	,	PUNCT
cte-368	176	8	vol	vol	NOUN
cte-368	176	9	.	.	PROPN
cte-368	176	10	6	6	NUM
cte-368	176	11	:	:	PUNCT
cte-368	176	12	cte-2018	cte-2018	NOUN
cte-368	176	13	,	,	PUNCT
cte-368	176	14	pp	pp	ADP
cte-368	176	15	.	.	PUNCT
cte-368	177	1	48	48	NUM
cte-368	177	2	-	-	SYM
cte-368	177	3	73	73	NUM
cte-368	177	4	fig	fig	NOUN
cte-368	177	5	.	.	PUNCT
cte-368	178	1	10	10	NUM
cte-368	178	2	.	.	PUNCT
cte-368	179	1	forecasting	forecast	VERB
cte-368	179	2	the	the	DET
cte-368	179	3	entire	entire	ADJ
cte-368	179	4	category	category	NOUN
cte-368	179	5	of	of	ADP
cte-368	179	6	goods	good	NOUN
cte-368	179	7	using	use	VERB
cte-368	179	8	the	the	DET
cte-368	179	9	prophet	prophet	NOUN
cte-368	179	10	fig	fig	NOUN
cte-368	179	11	.	.	PUNCT
cte-368	180	1	11	11	NUM
cte-368	180	2	.	.	PUNCT
cte-368	180	3	time	time	NOUN
cte-368	180	4	series	series	PROPN
cte-368	180	5	analysis	analysis	NOUN
cte-368	180	6	using	use	VERB
cte-368	180	7	the	the	DET
cte-368	180	8	prophet	prophet	NOUN
cte-368	180	9	3.3	3.3	NUM
cte-368	180	10	text	text	NOUN
cte-368	180	11	mining	mining	NOUN
cte-368	180	12	algorithms	algorithm	NOUN
cte-368	180	13	under	under	ADP
cte-368	180	14	the	the	DET
cte-368	180	15	notion	notion	NOUN
cte-368	180	16	of	of	ADP
cte-368	180	17	texts	text	NOUN
cte-368	180	18	mining	mining	NOUN
cte-368	180	19	in	in	ADP
cte-368	180	20	natural	natural	ADJ
cte-368	180	21	language	language	NOUN
cte-368	180	22	we	we	PRON
cte-368	180	23	understand	understand	VERB
cte-368	180	24	the	the	DET
cte-368	180	25	application	application	NOUN
cte-368	180	26	of	of	ADP
cte-368	180	27	methods	method	NOUN
cte-368	180	28	of	of	ADP
cte-368	180	29	texts	text	NOUN
cte-368	180	30	computer	computer	NOUN
cte-368	180	31	analysis	analysis	NOUN
cte-368	180	32	and	and	CCONJ
cte-368	180	33	presentation	presentation	NOUN
cte-368	180	34	in	in	ADP
cte-368	180	35	order	order	NOUN
cte-368	180	36	to	to	PART
cte-368	180	37	achieve	achieve	VERB
cte-368	180	38	the	the	DET
cte-368	180	39	quality	quality	NOUN
cte-368	180	40	,	,	PUNCT
cte-368	180	41	which	which	PRON
cte-368	180	42	corresponds	correspond	VERB
cte-368	180	43	to	to	ADP
cte-368	180	44	the	the	DET
cte-368	180	45	“	"	PUNCT
cte-368	180	46	manual	manual	NOUN
cte-368	180	47	”	"	PUNCT
cte-368	180	48	processing	processing	NOUN
cte-368	180	49	for	for	ADP
cte-368	180	50	further	further	ADJ
cte-368	180	51	usage	usage	NOUN
cte-368	180	52	in	in	ADP
cte-368	180	53	various	various	ADJ
cte-368	180	54	tasks	task	NOUN
cte-368	180	55	and	and	CCONJ
cte-368	180	56	applications	application	NOUN
cte-368	180	57	.	.	PUNCT
cte-368	181	1	one	one	NUM
cte-368	181	2	of	of	ADP
cte-368	181	3	the	the	DET
cte-368	181	4	actual	actual	ADJ
cte-368	181	5	tasks	task	NOUN
cte-368	181	6	of	of	ADP
cte-368	181	7	automatic	automatic	ADJ
cte-368	181	8	texts	text	NOUN
cte-368	181	9	mining	mining	NOUN
cte-368	181	10	is	be	AUX
cte-368	181	11	their	their	PRON
cte-368	181	12	clustering	clustering	NOUN
cte-368	181	13	(	(	PUNCT
cte-368	181	14	definition	definition	NOUN
cte-368	181	15	of	of	ADP
cte-368	181	16	groups	group	NOUN
cte-368	181	17	of	of	ADP
cte-368	181	18	the	the	DET
cte-368	181	19	similar	similar	ADJ
cte-368	181	20	documents	document	NOUN
cte-368	181	21	)	)	PUNCT
cte-368	181	22	.	.	PUNCT
cte-368	182	1	more	more	ADJ
cte-368	182	2	and	and	CCONJ
cte-368	182	3	more	more	ADV
cte-368	182	4	often	often	ADV
cte-368	182	5	statistical	statistical	ADJ
cte-368	182	6	topical	topical	ADJ
cte-368	182	7	methods	method	NOUN
cte-368	182	8	are	be	AUX
cte-368	182	9	being	be	AUX
cte-368	182	10	applied	apply	VERB
cte-368	182	11	[	[	PUNCT
cte-368	182	12	24	24	NUM
cte-368	182	13	]	]	PUNCT
cte-368	182	14	.	.	PUNCT
cte-368	183	1	the	the	DET
cte-368	183	2	topics	topic	NOUN
cte-368	183	3	are	be	AUX
cte-368	183	4	presented	present	VERB
cte-368	183	5	as	as	ADP
cte-368	183	6	discrete	discrete	ADJ
cte-368	183	7	distributions	distribution	NOUN
cte-368	183	8	on	on	ADP
cte-368	183	9	a	a	DET
cte-368	183	10	number	number	NOUN
cte-368	183	11	of	of	ADP
cte-368	183	12	words	word	NOUN
cte-368	183	13	,	,	PUNCT
cte-368	183	14	and	and	CCONJ
cte-368	183	15	the	the	DET
cte-368	183	16	documents	document	NOUN
cte-368	183	17	–	–	PUNCT
cte-368	183	18	as	as	ADP
cte-368	183	19	discrete	discrete	ADJ
cte-368	183	20	distribution	distribution	NOUN
cte-368	183	21	on	on	ADP
cte-368	183	22	a	a	DET
cte-368	183	23	number	number	NOUN
cte-368	183	24	of	of	ADP
cte-368	183	25	topics	topic	NOUN
cte-368	183	26	[	[	X
cte-368	183	27	24	24	NUM
cte-368	183	28	]	]	PUNCT
cte-368	183	29	.	.	PUNCT
cte-368	184	1	topical	topical	ADJ
cte-368	184	2	methods	method	NOUN
cte-368	184	3	perform	perform	VERB
cte-368	184	4	a	a	DET
cte-368	184	5	“	"	PUNCT
cte-368	184	6	non	non	ADJ
cte-368	184	7	-	-	ADJ
cte-368	184	8	precise	precise	ADJ
cte-368	184	9	”	"	PUNCT
cte-368	184	10	clustering	clustering	NOUN
cte-368	184	11	of	of	ADP
cte-368	184	12	words	word	NOUN
cte-368	184	13	and	and	CCONJ
cte-368	184	14	documents	document	NOUN
cte-368	184	15	,	,	PUNCT
cte-368	184	16	which	which	PRON
cte-368	184	17	means	mean	VERB
cte-368	184	18	that	that	SCONJ
cte-368	184	19	a	a	DET
cte-368	184	20	word	word	NOUN
cte-368	184	21	or	or	CCONJ
cte-368	184	22	a	a	DET
cte-368	184	23	document	document	NOUN
cte-368	184	24	can	can	AUX
cte-368	184	25	be	be	AUX
cte-368	184	26	referred	refer	VERB
cte-368	184	27	to	to	ADP
cte-368	184	28	a	a	DET
cte-368	184	29	few	few	ADJ
cte-368	184	30	topics	topic	NOUN
cte-368	184	31	with	with	ADP
cte-368	184	32	different	different	ADJ
cte-368	184	33	probabilities	probability	NOUN
cte-368	184	34	simultaneously	simultaneously	ADV
cte-368	184	35	.	.	PUNCT
cte-368	185	1	the	the	DET
cte-368	185	2	synonyms	synonym	NOUN
cte-368	185	3	with	with	ADP
cte-368	185	4	higher	high	ADJ
cte-368	185	5	probability	probability	NOUN
cte-368	185	6	will	will	AUX
cte-368	185	7	appear	appear	VERB
cte-368	185	8	in	in	ADP
cte-368	185	9	the	the	DET
cte-368	185	10	same	same	ADJ
cte-368	185	11	topics	topic	NOUN
cte-368	185	12	since	since	SCONJ
cte-368	185	13	they	they	PRON
cte-368	185	14	are	be	AUX
cte-368	185	15	frequently	frequently	ADV
cte-368	185	16	used	use	VERB
cte-368	185	17	in	in	ADP
cte-368	185	18	the	the	DET
cte-368	185	19	same	same	ADJ
cte-368	185	20	documents	document	NOUN
cte-368	185	21	.	.	PUNCT
cte-368	186	1	at	at	ADP
cte-368	186	2	the	the	DET
cte-368	186	3	same	same	ADJ
cte-368	186	4	time	time	NOUN
cte-368	186	5	,	,	PUNCT
cte-368	186	6	the	the	DET
cte-368	186	7	homonyms	homonyms	PROPN
cte-368	186	8	cte	cte	PROPN
cte-368	186	9	workshop	workshop	NOUN
cte-368	186	10	proceedings	proceeding	NOUN
cte-368	186	11	,	,	PUNCT
cte-368	186	12	2019	2019	NUM
cte-368	186	13	,	,	PUNCT
cte-368	186	14	vol	vol	NOUN
cte-368	186	15	.	.	PROPN
cte-368	186	16	6	6	NUM
cte-368	186	17	:	:	PUNCT
cte-368	186	18	cte-2018	cte-2018	NOUN
cte-368	186	19	,	,	PUNCT
cte-368	186	20	pp	pp	ADP
cte-368	186	21	.	.	PUNCT
cte-368	186	22	48	48	NUM
cte-368	186	23	-	-	SYM
cte-368	186	24	73	73	NUM
cte-368	186	25	59	59	NUM
cte-368	186	26	(	(	PUNCT
cte-368	186	27	words	word	NOUN
cte-368	186	28	different	different	ADJ
cte-368	186	29	in	in	ADP
cte-368	186	30	meaning	meaning	NOUN
cte-368	186	31	,	,	PUNCT
cte-368	186	32	but	but	CCONJ
cte-368	186	33	similar	similar	ADJ
cte-368	186	34	in	in	ADP
cte-368	186	35	writing	writing	NOUN
cte-368	186	36	)	)	PUNCT
cte-368	186	37	will	will	AUX
cte-368	186	38	be	be	AUX
cte-368	186	39	placed	place	VERB
cte-368	186	40	in	in	ADP
cte-368	186	41	different	different	ADJ
cte-368	186	42	topics	topic	NOUN
cte-368	186	43	because	because	SCONJ
cte-368	186	44	they	they	PRON
cte-368	186	45	are	be	AUX
cte-368	186	46	used	use	VERB
cte-368	186	47	in	in	ADP
cte-368	186	48	different	different	ADJ
cte-368	186	49	contexts	context	NOUN
cte-368	187	1	[	[	X
cte-368	187	2	7	7	NUM
cte-368	187	3	]	]	PUNCT
cte-368	187	4	.	.	PUNCT
cte-368	188	1	vector	vector	NOUN
cte-368	188	2	space	space	NOUN
cte-368	188	3	model	model	NOUN
cte-368	188	4	topical	topical	ADJ
cte-368	188	5	methods	method	NOUN
cte-368	188	6	,	,	PUNCT
cte-368	188	7	as	as	ADP
cte-368	188	8	a	a	DET
cte-368	188	9	rule	rule	NOUN
cte-368	188	10	,	,	PUNCT
cte-368	188	11	apply	apply	VERB
cte-368	188	12	the	the	DET
cte-368	188	13	method	method	NOUN
cte-368	188	14	of	of	ADP
cte-368	188	15	a	a	DET
cte-368	188	16	“	"	PUNCT
cte-368	188	17	bad	bad	ADJ
cte-368	188	18	of	of	ADP
cte-368	188	19	words	word	NOUN
cte-368	188	20	”	"	PUNCT
cte-368	188	21	,	,	PUNCT
cte-368	188	22	where	where	SCONJ
cte-368	188	23	each	each	DET
cte-368	188	24	document	document	NOUN
cte-368	188	25	is	be	AUX
cte-368	188	26	considered	consider	VERB
cte-368	188	27	as	as	ADP
cte-368	188	28	a	a	DET
cte-368	188	29	set	set	NOUN
cte-368	188	30	of	of	ADP
cte-368	188	31	words	word	NOUN
cte-368	188	32	not	not	PART
cte-368	188	33	connected	connect	VERB
cte-368	188	34	to	to	ADP
cte-368	188	35	each	each	DET
cte-368	188	36	other	other	ADJ
cte-368	188	37	.	.	PUNCT
cte-368	189	1	before	before	SCONJ
cte-368	189	2	the	the	DET
cte-368	189	3	topics	topic	NOUN
cte-368	189	4	are	be	AUX
cte-368	189	5	defined	define	VERB
cte-368	189	6	,	,	PUNCT
cte-368	189	7	the	the	DET
cte-368	189	8	text	text	NOUN
cte-368	189	9	is	be	AUX
cte-368	189	10	processed	process	VERB
cte-368	189	11	–	–	PUNCT
cte-368	189	12	its	its	PRON
cte-368	189	13	morphologic	morphologic	ADJ
cte-368	189	14	analysis	analysis	NOUN
cte-368	189	15	is	be	AUX
cte-368	189	16	conducted	conduct	VERB
cte-368	189	17	with	with	ADP
cte-368	189	18	the	the	DET
cte-368	189	19	objective	objective	NOUN
cte-368	189	20	to	to	PART
cte-368	189	21	define	define	VERB
cte-368	189	22	the	the	DET
cte-368	189	23	initial	initial	ADJ
cte-368	189	24	form	form	NOUN
cte-368	189	25	of	of	ADP
cte-368	189	26	words	word	NOUN
cte-368	189	27	and	and	CCONJ
cte-368	189	28	their	their	PRON
cte-368	189	29	meanings	meaning	NOUN
cte-368	189	30	in	in	ADP
cte-368	189	31	the	the	DET
cte-368	189	32	speech	speech	NOUN
cte-368	189	33	context	context	NOUN
cte-368	189	34	.	.	PUNCT
cte-368	190	1	the	the	DET
cte-368	190	2	method	method	NOUN
cte-368	190	3	of	of	ADP
cte-368	190	4	processing	processing	NOUN
cte-368	190	5	words	word	NOUN
cte-368	190	6	in	in	ADP
cte-368	190	7	a	a	DET
cte-368	190	8	machine	machine	NOUN
cte-368	190	9	-	-	PUNCT
cte-368	190	10	readable	readable	ADJ
cte-368	190	11	natural	natural	ADJ
cte-368	190	12	language	language	NOUN
cte-368	190	13	,	,	PUNCT
cte-368	190	14	as	as	ADP
cte-368	190	15	a	a	DET
cte-368	190	16	rule	rule	NOUN
cte-368	190	17	,	,	PUNCT
cte-368	190	18	is	be	AUX
cte-368	190	19	based	base	VERB
cte-368	190	20	on	on	ADP
cte-368	190	21	the	the	DET
cte-368	190	22	vector	vector	NOUN
cte-368	190	23	-	-	PUNCT
cte-368	190	24	space	space	NOUN
cte-368	190	25	method	method	NOUN
cte-368	190	26	of	of	ADP
cte-368	190	27	data	datum	NOUN
cte-368	190	28	description	description	NOUN
cte-368	190	29	(	(	PUNCT
cte-368	190	30	vector	vector	NOUN
cte-368	190	31	space	space	NOUN
cte-368	190	32	model	model	NOUN
cte-368	190	33	)	)	PUNCT
cte-368	191	1	[	[	X
cte-368	191	2	15	15	NUM
cte-368	191	3	]	]	PUNCT
cte-368	191	4	,	,	PUNCT
cte-368	191	5	suggested	suggest	VERB
cte-368	191	6	by	by	ADP
cte-368	191	7	gerard	gerard	PROPN
cte-368	191	8	a.	a.	PROPN
cte-368	191	9	salton	salton	PROPN
cte-368	191	10	,	,	PUNCT
cte-368	191	11	andy	andy	PROPN
cte-368	191	12	wong	wong	PROPN
cte-368	191	13	,	,	PUNCT
cte-368	191	14	chung	chung	PROPN
cte-368	191	15	-	-	PUNCT
cte-368	191	16	shu	shu	PROPN
cte-368	191	17	yang	yang	PROPN
cte-368	191	18	in	in	ADP
cte-368	191	19	[	[	X
cte-368	191	20	20	20	NUM
cte-368	191	21	]	]	PUNCT
cte-368	191	22	.	.	PUNCT
cte-368	192	1	within	within	ADP
cte-368	192	2	the	the	DET
cte-368	192	3	framework	framework	NOUN
cte-368	192	4	of	of	ADP
cte-368	192	5	the	the	DET
cte-368	192	6	method	method	NOUN
cte-368	192	7	each	each	DET
cte-368	192	8	word	word	NOUN
cte-368	192	9	in	in	ADP
cte-368	192	10	a	a	DET
cte-368	192	11	document	document	NOUN
cte-368	192	12	has	have	VERB
cte-368	192	13	its	its	PRON
cte-368	192	14	particular	particular	ADJ
cte-368	192	15	weight	weight	NOUN
cte-368	192	16	.	.	PUNCT
cte-368	193	1	thus	thus	ADV
cte-368	193	2	,	,	PUNCT
cte-368	193	3	each	each	DET
cte-368	193	4	document	document	NOUN
cte-368	193	5	is	be	AUX
cte-368	193	6	presented	present	VERB
cte-368	193	7	as	as	ADP
cte-368	193	8	a	a	DET
cte-368	193	9	vector	vector	NOUN
cte-368	193	10	and	and	CCONJ
cte-368	193	11	its	its	PRON
cte-368	193	12	dimension	dimension	NOUN
cte-368	193	13	is	be	AUX
cte-368	193	14	equal	equal	ADJ
cte-368	193	15	to	to	ADP
cte-368	193	16	the	the	DET
cte-368	193	17	total	total	ADJ
cte-368	193	18	number	number	NOUN
cte-368	193	19	of	of	ADP
cte-368	193	20	words	word	NOUN
cte-368	193	21	in	in	ADP
cte-368	193	22	the	the	DET
cte-368	193	23	document	document	NOUN
cte-368	193	24	.	.	PUNCT
cte-368	194	1	similarity	similarity	NOUN
cte-368	194	2	of	of	ADP
cte-368	194	3	a	a	DET
cte-368	194	4	document	document	NOUN
cte-368	194	5	and	and	CCONJ
cte-368	194	6	a	a	DET
cte-368	194	7	topic	topic	NOUN
cte-368	194	8	is	be	AUX
cte-368	194	9	evaluated	evaluate	VERB
cte-368	194	10	as	as	ADP
cte-368	194	11	a	a	DET
cte-368	194	12	scalar	scalar	ADJ
cte-368	194	13	product	product	NOUN
cte-368	194	14	of	of	ADP
cte-368	194	15	a	a	DET
cte-368	194	16	few	few	ADJ
cte-368	194	17	information	information	NOUN
cte-368	194	18	vectors	vector	NOUN
cte-368	194	19	.	.	PUNCT
cte-368	195	1	the	the	DET
cte-368	195	2	weight	weight	NOUN
cte-368	195	3	of	of	ADP
cte-368	195	4	separate	separate	ADJ
cte-368	195	5	words	word	NOUN
cte-368	195	6	(	(	PUNCT
cte-368	195	7	terms	term	NOUN
cte-368	195	8	)	)	PUNCT
cte-368	195	9	can	can	AUX
cte-368	195	10	be	be	AUX
cte-368	195	11	calculated	calculate	VERB
cte-368	195	12	both	both	PRON
cte-368	195	13	applying	apply	VERB
cte-368	195	14	the	the	DET
cte-368	195	15	absolute	absolute	ADJ
cte-368	195	16	frequency	frequency	NOUN
cte-368	195	17	of	of	ADP
cte-368	195	18	a	a	DET
cte-368	195	19	word	word	NOUN
cte-368	195	20	appearing	appear	VERB
cte-368	195	21	in	in	ADP
cte-368	195	22	the	the	DET
cte-368	195	23	text	text	NOUN
cte-368	195	24	and	and	CCONJ
cte-368	195	25	the	the	DET
cte-368	195	26	relative	relative	NOUN
cte-368	195	27	(	(	PUNCT
cte-368	195	28	normalized	normalize	VERB
cte-368	195	29	)	)	PUNCT
cte-368	195	30	frequency	frequency	NOUN
cte-368	195	31	:	:	PUNCT
cte-368	195	32	(	(	PUNCT
cte-368	195	33	,	,	PUNCT
cte-368	195	34	)	)	PUNCT
cte-368	195	35	(	(	PUNCT
cte-368	195	36	,	,	PUNCT
cte-368	195	37	)	)	PUNCT
cte-368	196	1	k	k	PROPN
cte-368	196	2	w	w	PROPN
cte-368	196	3	t	t	PROPN
cte-368	196	4	tf	tf	INTJ
cte-368	196	5	w	w	PROPN
cte-368	196	6	t	t	PROPN
cte-368	196	7	df	df	PROPN
cte-368	196	8	=	=	SYM
cte-368	196	9	,	,	PUNCT
cte-368	196	10	(	(	PUNCT
cte-368	196	11	1	1	X
cte-368	196	12	)	)	PUNCT
cte-368	196	13	where	where	SCONJ
cte-368	196	14	k(w	k(w	PROPN
cte-368	196	15	,	,	PUNCT
cte-368	196	16	lt	lt	PROPN
cte-368	196	17	)	)	PUNCT
cte-368	196	18	is	be	AUX
cte-368	196	19	the	the	DET
cte-368	196	20	number	number	NOUN
cte-368	196	21	of	of	ADP
cte-368	196	22	w	w	NOUN
cte-368	196	23	-	-	PUNCT
cte-368	196	24	word	word	NOUN
cte-368	196	25	occurrences	occurrence	NOUN
cte-368	196	26	in	in	ADP
cte-368	196	27	the	the	DET
cte-368	196	28	text	text	NOUN
cte-368	196	29	t	t	NOUN
cte-368	196	30	;	;	PUNCT
cte-368	196	31	df	df	PROPN
cte-368	196	32	–	–	PUNCT
cte-368	196	33	total	total	ADJ
cte-368	196	34	number	number	NOUN
cte-368	196	35	of	of	ADP
cte-368	196	36	words	word	NOUN
cte-368	196	37	in	in	ADP
cte-368	196	38	the	the	DET
cte-368	196	39	text	text	NOUN
cte-368	196	40	t.	t.	NOUN
cte-368	196	41	the	the	DET
cte-368	196	42	weight	weight	NOUN
cte-368	196	43	of	of	ADP
cte-368	196	44	a	a	DET
cte-368	196	45	word	word	NOUN
cte-368	196	46	,	,	PUNCT
cte-368	196	47	calculated	calculate	VERB
cte-368	196	48	by	by	ADP
cte-368	196	49	the	the	DET
cte-368	196	50	formula	formula	NOUN
cte-368	196	51	(	(	PUNCT
cte-368	196	52	1	1	NUM
cte-368	196	53	)	)	PUNCT
cte-368	196	54	,	,	PUNCT
cte-368	196	55	in	in	ADP
cte-368	196	56	documents	document	NOUN
cte-368	196	57	is	be	AUX
cte-368	196	58	usually	usually	ADV
cte-368	196	59	put	put	VERB
cte-368	196	60	as	as	ADP
cte-368	196	61	tf	tf	PROPN
cte-368	196	62	(	(	PUNCT
cte-368	196	63	term	term	NOUN
cte-368	196	64	frequency	frequency	NOUN
cte-368	196	65	)	)	PUNCT
cte-368	196	66	.	.	PUNCT
cte-368	197	1	however	however	ADV
cte-368	197	2	,	,	PUNCT
cte-368	197	3	this	this	DET
cte-368	197	4	approach	approach	NOUN
cte-368	197	5	does	do	AUX
cte-368	197	6	not	not	PART
cte-368	197	7	take	take	VERB
cte-368	197	8	into	into	ADP
cte-368	197	9	consideration	consideration	NOUN
cte-368	197	10	the	the	DET
cte-368	197	11	frequency	frequency	NOUN
cte-368	197	12	,	,	PUNCT
cte-368	197	13	with	with	ADP
cte-368	197	14	which	which	PRON
cte-368	197	15	the	the	DET
cte-368	197	16	word	word	NOUN
cte-368	197	17	is	be	AUX
cte-368	197	18	used	use	VERB
cte-368	197	19	in	in	ADP
cte-368	197	20	the	the	DET
cte-368	197	21	whole	whole	ADJ
cte-368	197	22	massive	massive	ADJ
cte-368	197	23	of	of	ADP
cte-368	197	24	documents	document	NOUN
cte-368	197	25	–	–	PUNCT
cte-368	197	26	i.e.	i.e.	X
cte-368	197	27	the	the	DET
cte-368	197	28	so	so	ADV
cte-368	197	29	-	-	PUNCT
cte-368	197	30	called	call	VERB
cte-368	197	31	discrimination	discrimination	NOUN
cte-368	197	32	strength	strength	NOUN
cte-368	197	33	of	of	ADP
cte-368	197	34	the	the	DET
cte-368	197	35	word	word	NOUN
cte-368	197	36	.	.	PUNCT
cte-368	198	1	that	that	PRON
cte-368	198	2	is	be	AUX
cte-368	198	3	why	why	SCONJ
cte-368	198	4	,	,	PUNCT
cte-368	198	5	in	in	ADP
cte-368	198	6	case	case	NOUN
cte-368	198	7	when	when	SCONJ
cte-368	198	8	the	the	DET
cte-368	198	9	statistics	statistic	NOUN
cte-368	198	10	for	for	ADP
cte-368	198	11	word	word	NOUN
cte-368	198	12	usage	usage	NOUN
cte-368	198	13	in	in	ADP
cte-368	198	14	the	the	DET
cte-368	198	15	whole	whole	ADJ
cte-368	198	16	document	document	NOUN
cte-368	198	17	is	be	AUX
cte-368	198	18	available	available	ADJ
cte-368	198	19	,	,	PUNCT
cte-368	198	20	it	it	PRON
cte-368	198	21	is	be	AUX
cte-368	198	22	more	more	ADV
cte-368	198	23	efficient	efficient	ADJ
cte-368	198	24	to	to	PART
cte-368	198	25	use	use	VERB
cte-368	198	26	the	the	DET
cte-368	198	27	other	other	ADJ
cte-368	198	28	method	method	NOUN
cte-368	198	29	:	:	PUNCT
cte-368	198	30	2	2	NUM
cte-368	198	31	(	(	PUNCT
cte-368	198	32	,	,	PUNCT
cte-368	198	33	)	)	PUNCT
cte-368	198	34	log	log	PROPN
cte-368	198	35	dtf	dtf	PROPN
cte-368	198	36	idf	idf	PROPN
cte-368	199	1	tf	tf	PROPN
cte-368	199	2	w	w	PROPN
cte-368	199	3	t	t	PROPN
cte-368	199	4	df	df	PROPN
cte-368	199	5	=	=	SYM
cte-368	199	6			PROPN
cte-368	199	7			PROPN
cte-368	199	8	where	where	SCONJ
cte-368	199	9	d	d	NOUN
cte-368	199	10	–	–	PUNCT
cte-368	199	11	total	total	ADJ
cte-368	199	12	number	number	NOUN
cte-368	199	13	of	of	ADP
cte-368	199	14	documents	document	NOUN
cte-368	199	15	in	in	ADP
cte-368	199	16	the	the	DET
cte-368	199	17	collection	collection	NOUN
cte-368	199	18	.	.	PUNCT
cte-368	200	1	tfidf	tfidf	NOUN
cte-368	200	2	method	method	NOUN
cte-368	200	3	of	of	ADP
cte-368	200	4	weighting	weight	VERB
cte-368	200	5	words	word	NOUN
cte-368	200	6	shows	show	VERB
cte-368	200	7	not	not	PART
cte-368	200	8	the	the	DET
cte-368	200	9	frequency	frequency	NOUN
cte-368	200	10	of	of	ADP
cte-368	200	11	words	word	NOUN
cte-368	200	12	appearing	appear	VERB
cte-368	200	13	in	in	ADP
cte-368	200	14	the	the	DET
cte-368	200	15	document	document	NOUN
cte-368	200	16	,	,	PUNCT
cte-368	200	17	but	but	CCONJ
cte-368	200	18	the	the	DET
cte-368	200	19	measure	measure	NOUN
cte-368	200	20	,	,	PUNCT
cte-368	200	21	inverse	inverse	NOUN
cte-368	200	22	to	to	ADP
cte-368	200	23	the	the	DET
cte-368	200	24	number	number	NOUN
cte-368	200	25	of	of	ADP
cte-368	200	26	documents	document	NOUN
cte-368	200	27	in	in	ADP
cte-368	200	28	the	the	DET
cte-368	200	29	massive	massive	ADJ
cte-368	200	30	containing	contain	VERB
cte-368	200	31	this	this	DET
cte-368	200	32	particular	particular	ADJ
cte-368	200	33	word	word	NOUN
cte-368	200	34	(	(	PUNCT
cte-368	200	35	inverse	inverse	ADJ
cte-368	200	36	document	document	NOUN
cte-368	200	37	frequency	frequency	NOUN
cte-368	200	38	)	)	PUNCT
cte-368	200	39	.	.	PUNCT
cte-368	201	1	the	the	DET
cte-368	201	2	vector	vector	NOUN
cte-368	201	3	space	space	NOUN
cte-368	201	4	model	model	NOUN
cte-368	201	5	of	of	ADP
cte-368	201	6	data	datum	NOUN
cte-368	201	7	presentation	presentation	NOUN
cte-368	201	8	provides	provide	VERB
cte-368	201	9	the	the	DET
cte-368	201	10	systems	system	NOUN
cte-368	201	11	,	,	PUNCT
cte-368	201	12	which	which	PRON
cte-368	201	13	are	be	AUX
cte-368	201	14	based	base	VERB
cte-368	201	15	on	on	ADP
cte-368	201	16	it	it	PRON
cte-368	201	17	,	,	PUNCT
cte-368	201	18	with	with	ADP
cte-368	201	19	the	the	DET
cte-368	201	20	following	follow	VERB
cte-368	201	21	functions	function	NOUN
cte-368	201	22	:	:	PUNCT
cte-368	201	23	creation	creation	NOUN
cte-368	201	24	of	of	ADP
cte-368	201	25	professional	professional	ADJ
cte-368	201	26	systems	system	NOUN
cte-368	201	27	and	and	CCONJ
cte-368	201	28	databases	database	NOUN
cte-368	201	29	;	;	PUNCT
cte-368	201	30	increase	increase	NOUN
cte-368	201	31	of	of	ADP
cte-368	201	32	the	the	DET
cte-368	201	33	level	level	NOUN
cte-368	201	34	of	of	ADP
cte-368	201	35	specialists	specialist	NOUN
cte-368	201	36	’	'	PUNCT
cte-368	201	37	competence	competence	NOUN
cte-368	201	38	by	by	ADP
cte-368	201	39	means	mean	NOUN
cte-368	201	40	of	of	ADP
cte-368	201	41	obtaining	obtain	VERB
cte-368	201	42	an	an	DET
cte-368	201	43	effective	effective	ADJ
cte-368	201	44	possibility	possibility	NOUN
cte-368	201	45	of	of	ADP
cte-368	201	46	directed	direct	VERB
cte-368	201	47	search	search	NOUN
cte-368	201	48	and	and	CCONJ
cte-368	201	49	filtration	filtration	NOUN
cte-368	201	50	of	of	ADP
cte-368	201	51	text	text	NOUN
cte-368	201	52	documents	document	NOUN
cte-368	201	53	;	;	PUNCT
cte-368	201	54	automatic	automatic	ADJ
cte-368	201	55	summarization	summarization	NOUN
cte-368	201	56	of	of	ADP
cte-368	201	57	documents	document	NOUN
cte-368	201	58	’	’	PART
cte-368	201	59	texts	text	NOUN
cte-368	201	60	.	.	PUNCT
cte-368	202	1	latent	latent	ADJ
cte-368	202	2	semantic	semantic	ADJ
cte-368	202	3	analysis	analysis	NOUN
cte-368	202	4	in	in	ADP
cte-368	202	5	“	"	PUNCT
cte-368	202	6	soft	soft	ADJ
cte-368	202	7	”	"	PUNCT
cte-368	202	8	clustering	cluster	VERB
cte-368	202	9	each	each	DET
cte-368	202	10	word	word	NOUN
cte-368	202	11	and	and	CCONJ
cte-368	202	12	document	document	NOUN
cte-368	202	13	refer	refer	VERB
cte-368	202	14	to	to	ADP
cte-368	202	15	a	a	DET
cte-368	202	16	few	few	ADJ
cte-368	202	17	topics	topic	NOUN
cte-368	202	18	with	with	ADP
cte-368	202	19	particular	particular	ADJ
cte-368	202	20	probabilities	probability	NOUN
cte-368	202	21	simultaneously	simultaneously	ADV
cte-368	202	22	.	.	PUNCT
cte-368	203	1	semantic	semantic	ADJ
cte-368	203	2	description	description	NOUN
cte-368	203	3	of	of	ADP
cte-368	203	4	a	a	DET
cte-368	203	5	word	word	NOUN
cte-368	203	6	or	or	CCONJ
cte-368	203	7	a	a	DET
cte-368	203	8	document	document	NOUN
cte-368	203	9	is	be	AUX
cte-368	203	10	a	a	DET
cte-368	203	11	60	60	NUM
cte-368	203	12	cte	cte	NOUN
cte-368	203	13	workshop	workshop	NOUN
cte-368	203	14	proceedings	proceeding	NOUN
cte-368	203	15	,	,	PUNCT
cte-368	203	16	2019	2019	NUM
cte-368	203	17	,	,	PUNCT
cte-368	203	18	vol	vol	NOUN
cte-368	203	19	.	.	PROPN
cte-368	203	20	6	6	NUM
cte-368	203	21	:	:	PUNCT
cte-368	203	22	cte-2018	cte-2018	NOUN
cte-368	203	23	,	,	PUNCT
cte-368	203	24	pp	pp	ADP
cte-368	203	25	.	.	PUNCT
cte-368	204	1	48	48	NUM
cte-368	204	2	-	-	SYM
cte-368	204	3	73	73	NUM
cte-368	204	4	probability	probability	NOUN
cte-368	204	5	distribution	distribution	NOUN
cte-368	204	6	on	on	ADP
cte-368	204	7	a	a	DET
cte-368	204	8	number	number	NOUN
cte-368	204	9	of	of	ADP
cte-368	204	10	topics	topic	NOUN
cte-368	204	11	.	.	PUNCT
cte-368	205	1	the	the	DET
cte-368	205	2	process	process	NOUN
cte-368	205	3	of	of	ADP
cte-368	205	4	finding	find	VERB
cte-368	205	5	these	these	DET
cte-368	205	6	distributions	distribution	NOUN
cte-368	205	7	is	be	AUX
cte-368	205	8	called	call	VERB
cte-368	205	9	“	"	PUNCT
cte-368	205	10	topical	topical	ADJ
cte-368	205	11	modelling	modelling	NOUN
cte-368	205	12	”	"	PUNCT
cte-368	205	13	.	.	PUNCT
cte-368	206	1	one	one	NUM
cte-368	206	2	of	of	ADP
cte-368	206	3	the	the	DET
cte-368	206	4	best	good	ADJ
cte-368	206	5	methods	method	NOUN
cte-368	206	6	of	of	ADP
cte-368	206	7	“	"	PUNCT
cte-368	206	8	soft	soft	ADJ
cte-368	206	9	”	"	PUNCT
cte-368	206	10	clustering	clustering	NOUN
cte-368	206	11	is	be	AUX
cte-368	206	12	the	the	DET
cte-368	206	13	latent	latent	ADJ
cte-368	206	14	semantic	semantic	ADJ
cte-368	206	15	analysis	analysis	NOUN
cte-368	206	16	(	(	PUNCT
cte-368	206	17	lsa	lsa	NOUN
cte-368	206	18	)	)	PUNCT
cte-368	206	19	,	,	PUNCT
cte-368	206	20	which	which	PRON
cte-368	206	21	reflects	reflect	VERB
cte-368	206	22	documents	document	NOUN
cte-368	206	23	and	and	CCONJ
cte-368	206	24	separate	separate	ADJ
cte-368	206	25	words	word	NOUN
cte-368	206	26	in	in	ADP
cte-368	206	27	the	the	DET
cte-368	206	28	so	so	ADV
cte-368	206	29	-	-	PUNCT
cte-368	206	30	called	call	VERB
cte-368	206	31	“	"	PUNCT
cte-368	206	32	semantic	semantic	ADJ
cte-368	206	33	space	space	NOUN
cte-368	206	34	”	"	PUNCT
cte-368	206	35	,	,	PUNCT
cte-368	206	36	where	where	SCONJ
cte-368	206	37	all	all	DET
cte-368	206	38	the	the	DET
cte-368	206	39	further	further	ADJ
cte-368	206	40	comparisons	comparison	NOUN
cte-368	206	41	are	be	AUX
cte-368	206	42	conducted	conduct	VERB
cte-368	206	43	[	[	X
cte-368	206	44	7	7	NUM
cte-368	206	45	]	]	PUNCT
cte-368	206	46	.	.	PUNCT
cte-368	207	1	in	in	ADP
cte-368	207	2	this	this	DET
cte-368	207	3	process	process	NOUN
cte-368	207	4	,	,	PUNCT
cte-368	207	5	the	the	DET
cte-368	207	6	following	follow	VERB
cte-368	207	7	assumptions	assumption	NOUN
cte-368	207	8	are	be	AUX
cte-368	207	9	made	make	VERB
cte-368	207	10	:	:	PUNCT
cte-368	207	11	documents	document	NOUN
cte-368	207	12	are	be	AUX
cte-368	207	13	a	a	DET
cte-368	207	14	set	set	NOUN
cte-368	207	15	of	of	ADP
cte-368	207	16	words	word	NOUN
cte-368	207	17	,	,	PUNCT
cte-368	207	18	the	the	DET
cte-368	207	19	order	order	NOUN
cte-368	207	20	of	of	ADP
cte-368	207	21	which	which	PRON
cte-368	207	22	is	be	AUX
cte-368	207	23	ignored	ignore	VERB
cte-368	207	24	;	;	PUNCT
cte-368	207	25	it	it	PRON
cte-368	207	26	is	be	AUX
cte-368	207	27	only	only	ADV
cte-368	207	28	important	important	ADJ
cte-368	207	29	how	how	SCONJ
cte-368	207	30	many	many	ADJ
cte-368	207	31	times	time	NOUN
cte-368	207	32	a	a	DET
cte-368	207	33	word	word	NOUN
cte-368	207	34	appears	appear	VERB
cte-368	207	35	in	in	ADP
cte-368	207	36	the	the	DET
cte-368	207	37	text	text	NOUN
cte-368	207	38	;	;	PUNCT
cte-368	207	39	semantic	semantic	ADJ
cte-368	207	40	meaning	meaning	NOUN
cte-368	207	41	of	of	ADP
cte-368	207	42	a	a	DET
cte-368	207	43	document	document	NOUN
cte-368	207	44	is	be	AUX
cte-368	207	45	defined	define	VERB
cte-368	207	46	by	by	ADP
cte-368	207	47	the	the	DET
cte-368	207	48	set	set	NOUN
cte-368	207	49	of	of	ADP
cte-368	207	50	words	word	NOUN
cte-368	207	51	,	,	PUNCT
cte-368	207	52	which	which	PRON
cte-368	207	53	,	,	PUNCT
cte-368	207	54	as	as	ADP
cte-368	207	55	a	a	DET
cte-368	207	56	rule	rule	NOUN
cte-368	207	57	,	,	PUNCT
cte-368	207	58	go	go	VERB
cte-368	207	59	together	together	ADV
cte-368	207	60	;	;	PUNCT
cte-368	207	61	each	each	DET
cte-368	207	62	word	word	NOUN
cte-368	207	63	has	have	VERB
cte-368	207	64	a	a	DET
cte-368	207	65	single	single	ADJ
cte-368	207	66	meaning	meaning	NOUN
cte-368	207	67	.	.	PUNCT
cte-368	208	1	lsa	lsa	NOUN
cte-368	208	2	is	be	AUX
cte-368	208	3	the	the	DET
cte-368	208	4	method	method	NOUN
cte-368	208	5	of	of	ADP
cte-368	208	6	processing	processing	NOUN
cte-368	208	7	information	information	NOUN
cte-368	208	8	in	in	ADP
cte-368	208	9	natural	natural	ADJ
cte-368	208	10	language	language	NOUN
cte-368	208	11	,	,	PUNCT
cte-368	208	12	analyzing	analyze	VERB
cte-368	208	13	interconnections	interconnection	NOUN
cte-368	208	14	between	between	ADP
cte-368	208	15	massifs	massifs	PROPN
cte-368	208	16	of	of	ADP
cte-368	208	17	documents	document	NOUN
cte-368	208	18	and	and	CCONJ
cte-368	208	19	words	word	NOUN
cte-368	208	20	,	,	PUNCT
cte-368	208	21	appearing	appear	VERB
cte-368	208	22	in	in	ADP
cte-368	208	23	them	they	PRON
cte-368	208	24	,	,	PUNCT
cte-368	208	25	as	as	ADV
cte-368	208	26	well	well	ADV
cte-368	208	27	as	as	ADP
cte-368	208	28	associates	associate	NOUN
cte-368	208	29	topics	topic	NOUN
cte-368	208	30	with	with	ADP
cte-368	208	31	documents	document	NOUN
cte-368	208	32	(	(	PUNCT
cte-368	208	33	words	word	NOUN
cte-368	208	34	)	)	PUNCT
cte-368	208	35	.	.	PUNCT
cte-368	209	1	the	the	DET
cte-368	209	2	lsa	lsa	NOUN
cte-368	209	3	method	method	NOUN
cte-368	209	4	is	be	AUX
cte-368	209	5	based	base	VERB
cte-368	209	6	on	on	ADP
cte-368	209	7	principles	principle	NOUN
cte-368	209	8	of	of	ADP
cte-368	209	9	revealing	reveal	VERB
cte-368	209	10	latent	latent	ADJ
cte-368	209	11	connections	connection	NOUN
cte-368	209	12	of	of	ADP
cte-368	209	13	the	the	DET
cte-368	209	14	studied	study	VERB
cte-368	209	15	phenomena	phenomenon	NOUN
cte-368	209	16	and	and	CCONJ
cte-368	209	17	objects	object	NOUN
cte-368	209	18	.	.	PUNCT
cte-368	210	1	in	in	ADP
cte-368	210	2	classification	classification	NOUN
cte-368	210	3	/	/	SYM
cte-368	210	4	clustering	clustering	NOUN
cte-368	210	5	of	of	ADP
cte-368	210	6	documents	document	NOUN
cte-368	210	7	this	this	DET
cte-368	210	8	method	method	NOUN
cte-368	210	9	is	be	AUX
cte-368	210	10	applied	apply	VERB
cte-368	210	11	to	to	PART
cte-368	210	12	extract	extract	VERB
cte-368	210	13	context	context	NOUN
cte-368	210	14	-	-	PUNCT
cte-368	210	15	dependent	dependent	ADJ
cte-368	210	16	meanings	meaning	NOUN
cte-368	210	17	of	of	ADP
cte-368	210	18	lexical	lexical	ADJ
cte-368	210	19	units	unit	NOUN
cte-368	210	20	by	by	ADP
cte-368	210	21	means	mean	NOUN
cte-368	210	22	of	of	ADP
cte-368	210	23	statistical	statistical	ADJ
cte-368	210	24	processing	processing	NOUN
cte-368	210	25	of	of	ADP
cte-368	210	26	very	very	ADV
cte-368	210	27	large	large	ADJ
cte-368	210	28	text	text	NOUN
cte-368	210	29	massifs	massifs	PROPN
cte-368	210	30	.	.	PUNCT
cte-368	211	1	as	as	SCONJ
cte-368	211	2	the	the	DET
cte-368	211	3	initial	initial	ADJ
cte-368	211	4	information	information	NOUN
cte-368	211	5	in	in	ADP
cte-368	211	6	lsa	lsa	PROPN
cte-368	211	7	the	the	DET
cte-368	211	8	matrix	matrix	NOUN
cte-368	211	9	“	"	PUNCT
cte-368	211	10	word	word	NOUN
cte-368	211	11	-	-	PUNCT
cte-368	211	12	document	document	NOUN
cte-368	211	13	”	"	PUNCT
cte-368	211	14	is	be	AUX
cte-368	211	15	used	use	VERB
cte-368	211	16	,	,	PUNCT
cte-368	211	17	which	which	PRON
cte-368	211	18	describes	describe	VERB
cte-368	211	19	the	the	DET
cte-368	211	20	set	set	NOUN
cte-368	211	21	of	of	ADP
cte-368	211	22	data	datum	NOUN
cte-368	211	23	,	,	PUNCT
cte-368	211	24	used	use	VERB
cte-368	211	25	for	for	ADP
cte-368	211	26	system	system	NOUN
cte-368	211	27	’s	’s	PART
cte-368	211	28	training	training	NOUN
cte-368	211	29	.	.	PUNCT
cte-368	212	1	elements	element	NOUN
cte-368	212	2	of	of	ADP
cte-368	212	3	this	this	DET
cte-368	212	4	matrix	matrix	NOUN
cte-368	212	5	contain	contain	VERB
cte-368	212	6	weights	weight	NOUN
cte-368	212	7	that	that	PRON
cte-368	212	8	consider	consider	VERB
cte-368	212	9	frequencies	frequency	NOUN
cte-368	212	10	of	of	ADP
cte-368	212	11	using	use	VERB
cte-368	212	12	every	every	DET
cte-368	212	13	word	word	NOUN
cte-368	212	14	in	in	ADP
cte-368	212	15	every	every	DET
cte-368	212	16	document	document	NOUN
cte-368	212	17	and	and	CCONJ
cte-368	212	18	participation	participation	NOUN
cte-368	212	19	of	of	ADP
cte-368	212	20	a	a	DET
cte-368	212	21	word	word	NOUN
cte-368	212	22	in	in	ADP
cte-368	212	23	all	all	DET
cte-368	212	24	documents	document	NOUN
cte-368	212	25	(	(	PUNCT
cte-368	212	26	tfidf	tfidf	NOUN
cte-368	212	27	)	)	PUNCT
cte-368	212	28	.	.	PUNCT
cte-368	213	1	the	the	DET
cte-368	213	2	most	most	ADV
cte-368	213	3	widely	widely	ADV
cte-368	213	4	-	-	PUNCT
cte-368	213	5	used	use	VERB
cte-368	213	6	variant	variant	NOUN
cte-368	213	7	of	of	ADP
cte-368	213	8	lsa	lsa	PROPN
cte-368	213	9	is	be	AUX
cte-368	213	10	based	base	VERB
cte-368	213	11	on	on	ADP
cte-368	213	12	using	use	VERB
cte-368	213	13	decomposition	decomposition	NOUN
cte-368	213	14	of	of	ADP
cte-368	213	15	a	a	DET
cte-368	213	16	diagonal	diagonal	ADJ
cte-368	213	17	matrix	matrix	NOUN
cte-368	213	18	by	by	ADP
cte-368	213	19	singular	singular	ADJ
cte-368	213	20	values	value	NOUN
cte-368	213	21	(	(	PUNCT
cte-368	213	22	svd	svd	X
cte-368	213	23	–	–	PUNCT
cte-368	213	24	singular	singular	ADJ
cte-368	213	25	value	value	NOUN
cte-368	213	26	decomposition	decomposition	NOUN
cte-368	213	27	)	)	PUNCT
cte-368	213	28	.	.	PUNCT
cte-368	214	1	with	with	ADP
cte-368	214	2	the	the	DET
cte-368	214	3	help	help	NOUN
cte-368	214	4	of	of	ADP
cte-368	214	5	svd	svd	PROPN
cte-368	214	6	any	any	DET
cte-368	214	7	matrix	matrix	NOUN
cte-368	214	8	can	can	AUX
cte-368	214	9	be	be	AUX
cte-368	214	10	decomposed	decompose	VERB
cte-368	214	11	on	on	ADP
cte-368	214	12	many	many	ADJ
cte-368	214	13	orthogonal	orthogonal	ADJ
cte-368	214	14	matrices	matrix	NOUN
cte-368	214	15	,	,	PUNCT
cte-368	214	16	the	the	DET
cte-368	214	17	linear	linear	ADJ
cte-368	214	18	combination	combination	NOUN
cte-368	214	19	of	of	ADP
cte-368	214	20	which	which	PRON
cte-368	214	21	is	be	AUX
cte-368	214	22	a	a	DET
cte-368	214	23	rather	rather	ADV
cte-368	214	24	precise	precise	ADJ
cte-368	214	25	approximation	approximation	NOUN
cte-368	214	26	to	to	ADP
cte-368	214	27	the	the	DET
cte-368	214	28	initial	initial	ADJ
cte-368	214	29	matrix	matrix	NOUN
cte-368	214	30	.	.	PUNCT
cte-368	215	1	mathematical	mathematical	ADJ
cte-368	215	2	basis	basis	NOUN
cte-368	215	3	of	of	ADP
cte-368	215	4	the	the	DET
cte-368	215	5	method	method	NOUN
cte-368	215	6	is	be	AUX
cte-368	215	7	as	as	SCONJ
cte-368	215	8	follows	follow	VERB
cte-368	215	9	:	:	PUNCT
cte-368	215	10	formally	formally	ADV
cte-368	215	11	let	let	VERB
cte-368	215	12	a	a	PRON
cte-368	215	13	be	be	AUX
cte-368	215	14	a	a	DET
cte-368	215	15	m×n	m×n	ADJ
cte-368	215	16	words	word	NOUN
cte-368	215	17	-	-	PUNCT
cte-368	215	18	document	document	NOUN
cte-368	215	19	matrix	matrix	NOUN
cte-368	215	20	of	of	ADP
cte-368	215	21	a	a	DET
cte-368	215	22	documents	document	NOUN
cte-368	215	23	collection	collection	NOUN
cte-368	215	24	.	.	PUNCT
cte-368	216	1	each	each	DET
cte-368	216	2	column	column	NOUN
cte-368	216	3	of	of	ADP
cte-368	216	4	a	a	DET
cte-368	216	5	corresponds	correspond	NOUN
cte-368	216	6	to	to	ADP
cte-368	216	7	a	a	DET
cte-368	216	8	document	document	NOUN
cte-368	216	9	.	.	PUNCT
cte-368	217	1	the	the	DET
cte-368	217	2	values	value	NOUN
cte-368	217	3	of	of	ADP
cte-368	217	4	the	the	DET
cte-368	217	5	matrix	matrix	NOUN
cte-368	217	6	elements	element	NOUN
cte-368	217	7	a[i	a[i	PROPN
cte-368	217	8	,	,	PUNCT
cte-368	217	9	j	j	PROPN
cte-368	217	10	]	]	PUNCT
cte-368	217	11	represent	represent	VERB
cte-368	217	12	the	the	DET
cte-368	217	13	frequency	frequency	NOUN
cte-368	217	14	identifications	identification	NOUN
cte-368	217	15	tf(w	tf(w	PUNCT
cte-368	217	16	,	,	PUNCT
cte-368	217	17	t	t	PROPN
cte-368	217	18	)	)	PUNCT
cte-368	217	19	of	of	ADP
cte-368	217	20	the	the	DET
cte-368	217	21	word	word	NOUN
cte-368	217	22	occurrence	occurrence	NOUN
cte-368	217	23	wi	wi	PROPN
cte-368	217	24	in	in	ADP
cte-368	217	25	the	the	DET
cte-368	217	26	document	document	NOUN
cte-368	217	27	tj	tj	NOUN
cte-368	217	28	:	:	PUNCT
cte-368	217	29	a[i	a[i	PROPN
cte-368	217	30	,	,	PUNCT
cte-368	217	31	j	j	PROPN
cte-368	217	32	]	]	X
cte-368	217	33	=	=	SYM
cte-368	217	34	tf(w	tf(w	PROPN
cte-368	217	35	,	,	PUNCT
cte-368	217	36	t	t	PROPN
cte-368	217	37	)	)	PUNCT
cte-368	217	38	.	.	PUNCT
cte-368	218	1	the	the	DET
cte-368	218	2	dimensions	dimension	NOUN
cte-368	218	3	of	of	ADP
cte-368	218	4	a	a	DET
cte-368	218	5	,	,	PUNCT
cte-368	218	6	m	m	PROPN
cte-368	218	7	and	and	CCONJ
cte-368	218	8	n	n	ADV
cte-368	218	9	correspond	correspond	VERB
cte-368	218	10	to	to	ADP
cte-368	218	11	the	the	DET
cte-368	218	12	number	number	NOUN
cte-368	218	13	of	of	ADP
cte-368	218	14	words	word	NOUN
cte-368	218	15	and	and	CCONJ
cte-368	218	16	documents	document	NOUN
cte-368	218	17	,	,	PUNCT
cte-368	218	18	respectively	respectively	ADV
cte-368	218	19	,	,	PUNCT
cte-368	218	20	in	in	ADP
cte-368	218	21	the	the	DET
cte-368	218	22	collection	collection	NOUN
cte-368	218	23	.	.	PUNCT
cte-368	219	1	in	in	ADP
cte-368	219	2	this	this	DET
cte-368	219	3	case	case	NOUN
cte-368	219	4	b	b	NOUN
cte-368	219	5	=	=	PRON
cte-368	219	6	ata	ata	PROPN
cte-368	219	7	is	be	AUX
cte-368	219	8	the	the	DET
cte-368	219	9	document	document	NOUN
cte-368	219	10	-	-	PUNCT
cte-368	219	11	document	document	NOUN
cte-368	219	12	matrix	matrix	NOUN
cte-368	219	13	.	.	PUNCT
cte-368	220	1	if	if	SCONJ
cte-368	220	2	the	the	DET
cte-368	220	3	documents	document	NOUN
cte-368	220	4	i	i	PRON
cte-368	220	5	and	and	CCONJ
cte-368	220	6	j	j	PROPN
cte-368	220	7	have	have	VERB
cte-368	220	8	b	b	NUM
cte-368	220	9	words	word	NOUN
cte-368	220	10	in	in	ADP
cte-368	220	11	common	common	ADJ
cte-368	220	12	,	,	PUNCT
cte-368	220	13	then	then	ADV
cte-368	220	14	b[i	b[i	NOUN
cte-368	220	15	,	,	PUNCT
cte-368	220	16	j	j	NOUN
cte-368	220	17	]	]	X
cte-368	220	18	=	=	PUNCT
cte-368	220	19	b.	b.	PROPN
cte-368	220	20	on	on	ADP
cte-368	220	21	the	the	DET
cte-368	220	22	other	other	ADJ
cte-368	220	23	hand	hand	NOUN
cte-368	220	24	,	,	PUNCT
cte-368	220	25	c	c	NOUN
cte-368	220	26	=	=	PUNCT
cte-368	220	27	aat	aat	X
cte-368	220	28	is	be	AUX
cte-368	220	29	the	the	DET
cte-368	220	30	word	word	NOUN
cte-368	220	31	-	-	PUNCT
cte-368	220	32	word	word	NOUN
cte-368	220	33	matrix	matrix	NOUN
cte-368	220	34	.	.	PUNCT
cte-368	221	1	if	if	SCONJ
cte-368	221	2	the	the	DET
cte-368	221	3	words	word	NOUN
cte-368	221	4	i	i	PRON
cte-368	221	5	and	and	CCONJ
cte-368	221	6	j	j	PROPN
cte-368	221	7	occur	occur	VERB
cte-368	221	8	together	together	ADV
cte-368	221	9	in	in	ADP
cte-368	221	10	c	c	NOUN
cte-368	221	11	documents	document	NOUN
cte-368	221	12	,	,	PUNCT
cte-368	221	13	then	then	ADV
cte-368	221	14	c[i	c[i	PROPN
cte-368	221	15	,	,	PUNCT
cte-368	221	16	j	j	NOUN
cte-368	221	17	]	]	X
cte-368	221	18	=	=	PUNCT
cte-368	221	19	c.	c.	PROPN
cte-368	221	20	clearly	clearly	ADV
cte-368	221	21	,	,	PUNCT
cte-368	221	22	both	both	DET
cte-368	221	23	b	b	NOUN
cte-368	221	24	and	and	CCONJ
cte-368	221	25	c	c	PROPN
cte-368	221	26	are	be	AUX
cte-368	221	27	square	square	ADJ
cte-368	221	28	and	and	CCONJ
cte-368	221	29	symmetric	symmetric	ADJ
cte-368	221	30	;	;	PUNCT
cte-368	221	31	b	b	X
cte-368	221	32	is	be	AUX
cte-368	221	33	a	a	DET
cte-368	221	34	m×m	m×m	ADJ
cte-368	221	35	matrix	matrix	NOUN
cte-368	221	36	,	,	PUNCT
cte-368	221	37	whereas	whereas	SCONJ
cte-368	221	38	c	c	PROPN
cte-368	221	39	is	be	AUX
cte-368	221	40	an	an	DET
cte-368	221	41	n×n	n×n	PROPN
cte-368	221	42	matrix	matrix	NOUN
cte-368	221	43	.	.	PUNCT
cte-368	222	1	now	now	ADV
cte-368	222	2	,	,	PUNCT
cte-368	222	3	we	we	PRON
cte-368	222	4	perform	perform	VERB
cte-368	222	5	the	the	DET
cte-368	222	6	singular	singular	ADJ
cte-368	222	7	value	value	NOUN
cte-368	222	8	decomposition	decomposition	NOUN
cte-368	222	9	on	on	ADP
cte-368	222	10	a	a	DET
cte-368	222	11	using	use	VERB
cte-368	222	12	matrices	matrix	NOUN
cte-368	222	13	b	b	NOUN
cte-368	222	14	and	and	CCONJ
cte-368	222	15	c	c	PROPN
cte-368	222	16	as	as	SCONJ
cte-368	222	17	described	describe	VERB
cte-368	222	18	in	in	ADP
cte-368	222	19	the	the	DET
cte-368	222	20	previous	previous	ADJ
cte-368	222	21	section	section	NOUN
cte-368	222	22	:	:	PUNCT
cte-368	222	23	a	a	DET
cte-368	222	24	=	=	NOUN
cte-368	222	25	uσvt	uσvt	NOUN
cte-368	222	26	,	,	PUNCT
cte-368	222	27	where	where	SCONJ
cte-368	222	28	u	u	NOUN
cte-368	222	29	is	be	AUX
cte-368	222	30	the	the	DET
cte-368	222	31	matrix	matrix	NOUN
cte-368	222	32	of	of	ADP
cte-368	222	33	the	the	DET
cte-368	222	34	eigenvectors	eigenvector	NOUN
cte-368	222	35	of	of	ADP
cte-368	222	36	b	b	NOUN
cte-368	222	37	;	;	PUNCT
cte-368	222	38	v	v	X
cte-368	222	39	is	be	AUX
cte-368	222	40	the	the	DET
cte-368	222	41	matrix	matrix	NOUN
cte-368	222	42	of	of	ADP
cte-368	222	43	the	the	DET
cte-368	222	44	eigenvectors	eigenvector	NOUN
cte-368	222	45	of	of	ADP
cte-368	222	46	c	c	NOUN
cte-368	222	47	;	;	PUNCT
cte-368	222	48	σ	σ	X
cte-368	222	49	is	be	AUX
cte-368	222	50	the	the	DET
cte-368	222	51	diagonal	diagonal	ADJ
cte-368	222	52	matrix	matrix	NOUN
cte-368	222	53	of	of	ADP
cte-368	222	54	singular	singular	ADJ
cte-368	222	55	values	value	NOUN
cte-368	222	56	obtained	obtain	VERB
cte-368	222	57	as	as	ADP
cte-368	222	58	square	square	ADJ
cte-368	222	59	roots	root	NOUN
cte-368	222	60	of	of	ADP
cte-368	222	61	the	the	DET
cte-368	222	62	eigenvalues	eigenvalue	NOUN
cte-368	222	63	of	of	ADP
cte-368	222	64	b.	b.	PROPN
cte-368	222	65	in	in	ADP
cte-368	222	66	lsa	lsa	PROPN
cte-368	222	67	we	we	PRON
cte-368	222	68	ignore	ignore	VERB
cte-368	222	69	these	these	DET
cte-368	222	70	small	small	ADJ
cte-368	222	71	singular	singular	ADJ
cte-368	222	72	values	value	NOUN
cte-368	222	73	and	and	CCONJ
cte-368	222	74	replace	replace	VERB
cte-368	222	75	them	they	PRON
cte-368	222	76	by	by	ADP
cte-368	222	77	0	0	NUM
cte-368	222	78	.	.	PUNCT
cte-368	223	1	let	let	VERB
cte-368	223	2	us	we	PRON
cte-368	223	3	say	say	VERB
cte-368	223	4	that	that	SCONJ
cte-368	223	5	we	we	PRON
cte-368	223	6	only	only	ADV
cte-368	223	7	keep	keep	VERB
cte-368	223	8	k	k	PROPN
cte-368	223	9	singular	singular	ADJ
cte-368	223	10	values	value	NOUN
cte-368	223	11	in	in	ADP
cte-368	223	12	σ	σ	PROPN
cte-368	223	13	.	.	PUNCT
cte-368	224	1	then	then	ADV
cte-368	224	2	σ	σ	PROPN
cte-368	224	3	will	will	AUX
cte-368	224	4	be	be	AUX
cte-368	224	5	all	all	DET
cte-368	224	6	zeros	zero	NOUN
cte-368	224	7	except	except	SCONJ
cte-368	224	8	the	the	DET
cte-368	224	9	first	first	ADJ
cte-368	224	10	k	k	PROPN
cte-368	224	11	entries	entry	NOUN
cte-368	224	12	along	along	ADP
cte-368	224	13	its	its	PRON
cte-368	224	14	diagonal	diagonal	NOUN
cte-368	224	15	.	.	PUNCT
cte-368	225	1	we	we	PRON
cte-368	225	2	can	can	AUX
cte-368	225	3	reduce	reduce	VERB
cte-368	225	4	the	the	DET
cte-368	225	5	matrix	matrix	NOUN
cte-368	225	6	σ	σ	NOUN
cte-368	225	7	into	into	ADP
cte-368	225	8	σk	σk	ADP
cte-368	225	9	which	which	PRON
cte-368	225	10	is	be	AUX
cte-368	225	11	a	a	DET
cte-368	225	12	k×k	k×k	PROPN
cte-368	225	13	matrix	matrix	NOUN
cte-368	225	14	containing	contain	VERB
cte-368	225	15	only	only	ADV
cte-368	225	16	the	the	DET
cte-368	225	17	k	k	PROPN
cte-368	225	18	singular	singular	PROPN
cte-368	225	19	values	value	NOUN
cte-368	225	20	that	that	PRON
cte-368	225	21	we	we	PRON
cte-368	225	22	keep	keep	VERB
cte-368	225	23	,	,	PUNCT
cte-368	225	24	and	and	CCONJ
cte-368	225	25	also	also	ADV
cte-368	225	26	reduce	reduce	VERB
cte-368	225	27	u	u	NOUN
cte-368	225	28	and	and	CCONJ
cte-368	225	29	vt	vt	PROPN
cte-368	225	30	,	,	PUNCT
cte-368	225	31	into	into	ADP
cte-368	225	32	uk	uk	PROPN
cte-368	225	33	and	and	CCONJ
cte-368	225	34	vk	vk	ADP
cte-368	225	35	t	t	PROPN
cte-368	225	36	,	,	PUNCT
cte-368	225	37	to	to	PART
cte-368	225	38	have	have	VERB
cte-368	225	39	k	k	PROPN
cte-368	225	40	columns	column	NOUN
cte-368	225	41	and	and	CCONJ
cte-368	225	42	rows	row	NOUN
cte-368	225	43	,	,	PUNCT
cte-368	225	44	respectively	respectively	ADV
cte-368	225	45	.	.	PUNCT
cte-368	226	1	of	of	ADP
cte-368	226	2	course	course	NOUN
cte-368	226	3	,	,	PUNCT
cte-368	226	4	all	all	DET
cte-368	226	5	these	these	DET
cte-368	226	6	matrix	matrix	NOUN
cte-368	226	7	parts	part	NOUN
cte-368	226	8	that	that	PRON
cte-368	226	9	we	we	PRON
cte-368	226	10	throw	throw	VERB
cte-368	226	11	cte	cte	NOUN
cte-368	226	12	workshop	workshop	NOUN
cte-368	226	13	proceedings	proceeding	NOUN
cte-368	226	14	,	,	PUNCT
cte-368	226	15	2019	2019	NUM
cte-368	226	16	,	,	PUNCT
cte-368	226	17	vol	vol	NOUN
cte-368	226	18	.	.	PROPN
cte-368	227	1	6	6	NUM
cte-368	227	2	:	:	PUNCT
cte-368	227	3	cte-2018	cte-2018	NOUN
cte-368	227	4	,	,	PUNCT
cte-368	227	5	pp	pp	ADP
cte-368	227	6	.	.	PUNCT
cte-368	228	1	48	48	NUM
cte-368	228	2	-	-	SYM
cte-368	228	3	73	73	NUM
cte-368	228	4	61	61	NUM
cte-368	228	5	out	out	ADV
cte-368	228	6	would	would	AUX
cte-368	228	7	have	have	AUX
cte-368	228	8	been	be	AUX
cte-368	228	9	zeroed	zero	VERB
cte-368	228	10	anyway	anyway	ADV
cte-368	228	11	by	by	ADP
cte-368	228	12	the	the	DET
cte-368	228	13	zeros	zero	NOUN
cte-368	228	14	in	in	ADP
cte-368	228	15	σ	σ	PROPN
cte-368	228	16	.	.	PROPN
cte-368	228	17	matrix	matrix	NOUN
cte-368	228	18	a	a	PRON
cte-368	228	19	is	be	AUX
cte-368	228	20	now	now	ADV
cte-368	228	21	approximated	approximate	VERB
cte-368	228	22	by	by	ADP
cte-368	228	23	:	:	PUNCT
cte-368	228	24	(	(	PUNCT
cte-368	228	25	)	)	PUNCT
cte-368	228	26	t	t	PROPN
cte-368	229	1	d	d	X
cte-368	229	2	t	t	PROPN
cte-368	230	1	d	d	X
cte-368	230	2	t	t	PROPN
cte-368	231	1	d	d	X
cte-368	231	2	t	t	PROPN
cte-368	231	3	d	d	X
cte-368	231	4	t	t	PROPN
cte-368	231	5	t	t	PROPN
cte-368	232	1	d	d	X
cte-368	232	2	k	k	PROPN
cte-368	233	1	k	k	PROPN
cte-368	233	2	k	k	PROPN
cte-368	234	1	kx	kx	PROPN
cte-368	234	2	x	x	PUNCT
cte-368	234	3	u	u	NOUN
cte-368	234	4	v	v	X
cte-368	234	5			NOUN
cte-368	234	6			PROPN
cte-368	234	7			PROPN
cte-368	234	8			PROPN
cte-368	234	9			X
cte-368	234	10	=	=	PUNCT
cte-368	234	11			VERB
cte-368	234	12	intuitively	intuitively	ADV
cte-368	234	13	,	,	PUNCT
cte-368	234	14	the	the	DET
cte-368	234	15	k	k	ADJ
cte-368	234	16	remaining	remain	VERB
cte-368	234	17	ingredients	ingredient	NOUN
cte-368	234	18	of	of	ADP
cte-368	234	19	the	the	DET
cte-368	234	20	eigenvectors	eigenvector	NOUN
cte-368	234	21	in	in	ADP
cte-368	234	22	u	u	NOUN
cte-368	234	23	and	and	CCONJ
cte-368	234	24	v	v	NOUN
cte-368	234	25	could	could	AUX
cte-368	234	26	be	be	AUX
cte-368	234	27	interpreted	interpret	VERB
cte-368	234	28	as	as	ADP
cte-368	234	29	a	a	DET
cte-368	234	30	k	k	PROPN
cte-368	234	31	“	"	PUNCT
cte-368	234	32	hidden	hide	VERB
cte-368	234	33	concepts	concept	NOUN
cte-368	234	34	”	"	PUNCT
cte-368	234	35	where	where	SCONJ
cte-368	234	36	the	the	DET
cte-368	234	37	words	word	NOUN
cte-368	234	38	and	and	CCONJ
cte-368	234	39	documents	document	NOUN
cte-368	234	40	participate	participate	VERB
cte-368	234	41	.	.	PUNCT
cte-368	235	1	the	the	DET
cte-368	235	2	words	word	NOUN
cte-368	235	3	and	and	CCONJ
cte-368	235	4	documents	document	NOUN
cte-368	235	5	now	now	ADV
cte-368	235	6	have	have	VERB
cte-368	235	7	a	a	DET
cte-368	235	8	new	new	ADJ
cte-368	235	9	representation	representation	NOUN
cte-368	235	10	in	in	ADP
cte-368	235	11	words	word	NOUN
cte-368	235	12	of	of	ADP
cte-368	235	13	these	these	DET
cte-368	235	14	hidden	hide	VERB
cte-368	235	15	concepts	concept	NOUN
cte-368	235	16	.	.	PUNCT
cte-368	236	1	the	the	DET
cte-368	236	2	results	result	NOUN
cte-368	236	3	of	of	ADP
cte-368	236	4	the	the	DET
cte-368	236	5	lsa	lsa	NOUN
cte-368	236	6	method	method	NOUN
cte-368	236	7	are	be	AUX
cte-368	236	8	following	follow	VERB
cte-368	236	9	:	:	PUNCT
cte-368	236	10	document	document	NOUN
cte-368	236	11	comparison	comparison	NOUN
cte-368	236	12	:	:	PUNCT
cte-368	236	13	(	(	PUNCT
cte-368	236	14	)	)	PUNCT
cte-368	236	15	t	t	PROPN
cte-368	237	1	d	d	X
cte-368	237	2	t	t	PROPN
cte-368	237	3	d	d	X
cte-368	237	4	т	т	X
cte-368	237	5	k	k	PROPN
cte-368	237	6	k	k	PROPN
cte-368	237	7	kz	kz	PROPN
cte-368	237	8	v	v	PROPN
cte-368	237	9			PROPN
cte-368	237	10			PROPN
cte-368	237	11	=	=	PUNCT
cte-368	237	12			PROPN
cte-368	237	13	represents	represent	VERB
cte-368	237	14	docs	doc	NOUN
cte-368	237	15	(	(	PUNCT
cte-368	237	16	cols	cols	PROPN
cte-368	237	17	)	)	PUNCT
cte-368	237	18	in	in	ADP
cte-368	237	19	semantic	semantic	ADJ
cte-368	237	20	space	space	NOUN
cte-368	237	21	(	(	PUNCT
cte-368	237	22	scaling	scale	VERB
cte-368	237	23	with	with	ADP
cte-368	237	24	singular	singular	ADJ
cte-368	237	25	values	value	NOUN
cte-368	237	26	)	)	PUNCT
cte-368	237	27	.	.	PUNCT
cte-368	238	1	documents	document	NOUN
cte-368	238	2	di	di	VERB
cte-368	238	3	and	and	CCONJ
cte-368	238	4	dj	dj	NOUN
cte-368	238	5	can	can	AUX
cte-368	238	6	be	be	AUX
cte-368	238	7	compared	compare	VERB
cte-368	238	8	using	use	VERB
cte-368	238	9	cosine	cosine	NOUN
cte-368	238	10	distance	distance	NOUN
cte-368	238	11	on	on	ADP
cte-368	238	12	i	i	PRON
cte-368	238	13	and	and	CCONJ
cte-368	238	14	j	j	PROPN
cte-368	238	15	columns	column	NOUN
cte-368	238	16	of	of	ADP
cte-368	238	17	zk	zk	PROPN
cte-368	238	18	.	.	PUNCT
cte-368	239	1	word	word	PROPN
cte-368	239	2	comparison	comparison	NOUN
cte-368	240	1	t	t	PROPN
cte-368	240	2	d	d	NOUN
cte-368	240	3	t	t	X
cte-368	241	1	dk	dk	INTJ
cte-368	241	2	k	k	PROPN
cte-368	241	3	ky	ky	PROPN
cte-368	241	4	u	u	PROPN
cte-368	241	5			VERB
cte-368	241	6			PROPN
cte-368	241	7	=	=	PUNCT
cte-368	241	8			PROPN
cte-368	241	9	represents	represent	VERB
cte-368	241	10	words	word	NOUN
cte-368	241	11	(	(	PUNCT
cte-368	241	12	cols	cols	PROPN
cte-368	241	13	)	)	PUNCT
cte-368	241	14	in	in	ADP
cte-368	241	15	semantic	semantic	ADJ
cte-368	241	16	space	space	NOUN
cte-368	241	17	.	.	PUNCT
cte-368	242	1	words	word	NOUN
cte-368	242	2	ti	ti	PROPN
cte-368	242	3	and	and	CCONJ
cte-368	242	4	tj	tj	PROPN
cte-368	242	5	can	can	AUX
cte-368	242	6	be	be	AUX
cte-368	242	7	compared	compare	VERB
cte-368	242	8	as	as	ADP
cte-368	242	9	cosine	cosine	NOUN
cte-368	242	10	distance	distance	NOUN
cte-368	242	11	on	on	ADP
cte-368	242	12	i	i	PRON
cte-368	242	13	and	and	CCONJ
cte-368	242	14	j	j	PROPN
cte-368	242	15	columns	column	NOUN
cte-368	242	16	of	of	ADP
cte-368	242	17	yk	yk	PROPN
cte-368	242	18	.	.	PUNCT
cte-368	243	1	topic	topic	NOUN
cte-368	243	2	analysis	analysis	NOUN
cte-368	243	3	.	.	PUNCT
cte-368	244	1	left	leave	VERB
cte-368	244	2	singular	singular	ADJ
cte-368	244	3	vectors	vector	NOUN
cte-368	244	4	t	t	PROPN
cte-368	244	5	dku	dku	NOUN
cte-368	244	6			NOUN
cte-368	244	7	map	map	VERB
cte-368	244	8	between	between	ADP
cte-368	244	9	k	k	PROPN
cte-368	244	10	words	word	NOUN
cte-368	244	11	and	and	CCONJ
cte-368	244	12	“	"	PUNCT
cte-368	244	13	semantic	semantic	ADJ
cte-368	244	14	dimensions	dimension	NOUN
cte-368	244	15	”	"	PUNCT
cte-368	244	16	(	(	PUNCT
cte-368	244	17	topics	topic	NOUN
cte-368	244	18	)	)	PUNCT
cte-368	244	19	.	.	PUNCT
cte-368	245	1	then	then	ADV
cte-368	245	2	column	column	PROPN
cte-368	245	3	k	k	PROPN
cte-368	245	4	of	of	ADP
cte-368	245	5	this	this	DET
cte-368	245	6	vector	vector	NOUN
cte-368	245	7	“	"	PUNCT
cte-368	245	8	describes	describe	VERB
cte-368	245	9	”	"	PUNCT
cte-368	245	10	topic	topic	NOUN
cte-368	245	11	by	by	ADP
cte-368	245	12	giving	give	VERB
cte-368	245	13	strength	strength	NOUN
cte-368	245	14	of	of	ADP
cte-368	245	15	association	association	NOUN
cte-368	245	16	with	with	ADP
cte-368	245	17	each	each	DET
cte-368	245	18	word	word	NOUN
cte-368	245	19	.	.	PUNCT
cte-368	246	1	right	right	ADJ
cte-368	246	2	singular	singular	ADJ
cte-368	246	3	vectors	vector	NOUN
cte-368	246	4	t	t	PROPN
cte-368	246	5	dkv	dkv	PROPN
cte-368	246	6			PROPN
cte-368	246	7	map	map	NOUN
cte-368	246	8	between	between	ADP
cte-368	246	9	topics	topic	NOUN
cte-368	246	10	and	and	CCONJ
cte-368	246	11	documents	document	NOUN
cte-368	246	12	could	could	AUX
cte-368	246	13	in	in	ADP
cte-368	246	14	principle	principle	NOUN
cte-368	246	15	tell	tell	VERB
cte-368	246	16	us	we	PRON
cte-368	246	17	what	what	PRON
cte-368	246	18	a	a	DET
cte-368	246	19	document	document	NOUN
cte-368	246	20	was	be	AUX
cte-368	246	21	“	"	PUNCT
cte-368	246	22	about	about	ADP
cte-368	246	23	”	"	PUNCT
cte-368	246	24	.	.	PUNCT
cte-368	247	1	as	as	ADP
cte-368	247	2	with	with	ADP
cte-368	247	3	words	word	NOUN
cte-368	247	4	,	,	PUNCT
cte-368	247	5	one	one	NUM
cte-368	247	6	document	document	NOUN
cte-368	247	7	can	can	AUX
cte-368	247	8	be	be	AUX
cte-368	247	9	associated	associate	VERB
cte-368	247	10	with	with	ADP
cte-368	247	11	many	many	ADJ
cte-368	247	12	topics	topic	NOUN
cte-368	247	13	.	.	PUNCT
cte-368	248	1	latent	latent	PROPN
cte-368	248	2	dirichlet	dirichlet	PROPN
cte-368	248	3	allocation	allocation	NOUN
cte-368	248	4	to	to	PART
cte-368	248	5	get	get	AUX
cte-368	248	6	rid	rid	VERB
cte-368	248	7	of	of	ADP
cte-368	248	8	the	the	DET
cte-368	248	9	above	above	ADV
cte-368	248	10	-	-	PUNCT
cte-368	248	11	mentioned	mention	VERB
cte-368	248	12	disadvantages	disadvantage	NOUN
cte-368	248	13	the	the	DET
cte-368	248	14	probability	probability	NOUN
cte-368	248	15	lsa	lsa	NOUN
cte-368	248	16	is	be	AUX
cte-368	248	17	conducted	conduct	VERB
cte-368	248	18	,	,	PUNCT
cte-368	248	19	based	base	VERB
cte-368	248	20	on	on	ADP
cte-368	248	21	the	the	DET
cte-368	248	22	multinomial	multinomial	ADJ
cte-368	248	23	distribution	distribution	NOUN
cte-368	248	24	–	–	PUNCT
cte-368	248	25	in	in	ADP
cte-368	248	26	particular	particular	ADJ
cte-368	248	27	,	,	PUNCT
cte-368	248	28	on	on	ADP
cte-368	248	29	the	the	DET
cte-368	248	30	algorithm	algorithm	NOUN
cte-368	248	31	of	of	ADP
cte-368	248	32	latent	latent	PROPN
cte-368	248	33	dirichlet	dirichlet	PROPN
cte-368	248	34	allocation	allocation	NOUN
cte-368	248	35	(	(	PUNCT
cte-368	248	36	lda	lda	PROPN
cte-368	248	37	)	)	PUNCT
cte-368	248	38	(	(	PUNCT
cte-368	248	39	david	david	PROPN
cte-368	248	40	m.	m.	PROPN
cte-368	248	41	blei	blei	NOUN
cte-368	249	1	[	[	X
cte-368	249	2	1	1	NUM
cte-368	249	3	;	;	PUNCT
cte-368	249	4	2	2	NUM
cte-368	249	5	]	]	PUNCT
cte-368	249	6	,	,	PUNCT
cte-368	250	1	andrew	andrew	PROPN
cte-368	250	2	y.	y.	PROPN
cte-368	250	3	ng	ng	PROPN
cte-368	251	1	[	[	X
cte-368	251	2	2	2	NUM
cte-368	251	3	]	]	PUNCT
cte-368	251	4	,	,	PUNCT
cte-368	251	5	michael	michael	PROPN
cte-368	251	6	i.	i.	PROPN
cte-368	251	7	jordan	jordan	PROPN
cte-368	252	1	[	[	X
cte-368	252	2	2	2	NUM
cte-368	252	3	]	]	PUNCT
cte-368	252	4	)	)	PUNCT
cte-368	252	5	.	.	PUNCT
cte-368	253	1	the	the	DET
cte-368	253	2	lda	lda	PROPN
cte-368	253	3	presupposes	presuppose	VERB
cte-368	253	4	that	that	SCONJ
cte-368	253	5	each	each	DET
cte-368	253	6	word	word	NOUN
cte-368	253	7	in	in	ADP
cte-368	253	8	a	a	DET
cte-368	253	9	document	document	NOUN
cte-368	253	10	is	be	AUX
cte-368	253	11	created	create	VERB
cte-368	253	12	by	by	ADP
cte-368	253	13	a	a	DET
cte-368	253	14	certain	certain	ADJ
cte-368	253	15	latent	latent	NOUN
cte-368	253	16	topic	topic	NOUN
cte-368	253	17	;	;	PUNCT
cte-368	253	18	at	at	ADP
cte-368	253	19	the	the	DET
cte-368	253	20	same	same	ADJ
cte-368	253	21	time	time	NOUN
cte-368	253	22	distribution	distribution	NOUN
cte-368	253	23	of	of	ADP
cte-368	253	24	words	word	NOUN
cte-368	253	25	in	in	ADP
cte-368	253	26	each	each	PRON
cte-368	253	27	of	of	ADP
cte-368	253	28	them	they	PRON
cte-368	253	29	is	be	AUX
cte-368	253	30	used	use	VERB
cte-368	253	31	in	in	ADP
cte-368	253	32	a	a	DET
cte-368	253	33	clear	clear	ADJ
cte-368	253	34	form	form	NOUN
cte-368	253	35	,	,	PUNCT
cte-368	253	36	as	as	ADV
cte-368	253	37	well	well	ADV
cte-368	253	38	as	as	ADP
cte-368	253	39	the	the	DET
cte-368	253	40	prior	prior	ADJ
cte-368	253	41	distribution	distribution	NOUN
cte-368	253	42	of	of	ADP
cte-368	253	43	words	word	NOUN
cte-368	253	44	in	in	ADP
cte-368	253	45	the	the	DET
cte-368	253	46	document	document	NOUN
cte-368	253	47	.	.	PUNCT
cte-368	254	1	topics	topic	NOUN
cte-368	254	2	of	of	ADP
cte-368	254	3	all	all	DET
cte-368	254	4	the	the	DET
cte-368	254	5	words	word	NOUN
cte-368	254	6	in	in	ADP
cte-368	254	7	the	the	DET
cte-368	254	8	document	document	NOUN
cte-368	254	9	are	be	AUX
cte-368	254	10	supposed	suppose	VERB
cte-368	254	11	to	to	PART
cte-368	254	12	be	be	AUX
cte-368	254	13	independent	independent	ADJ
cte-368	254	14	.	.	PUNCT
cte-368	255	1	in	in	ADP
cte-368	255	2	lda	lda	PROPN
cte-368	255	3	,	,	PUNCT
cte-368	255	4	as	as	ADV
cte-368	255	5	well	well	ADV
cte-368	255	6	as	as	ADP
cte-368	255	7	in	in	ADP
cte-368	255	8	lsa	lsa	NOUN
cte-368	255	9	,	,	PUNCT
cte-368	255	10	a	a	DET
cte-368	255	11	document	document	NOUN
cte-368	255	12	can	can	AUX
cte-368	255	13	correspond	correspond	VERB
cte-368	255	14	to	to	ADP
cte-368	255	15	a	a	DET
cte-368	255	16	few	few	ADJ
cte-368	255	17	topics	topic	NOUN
cte-368	255	18	.	.	PUNCT
cte-368	256	1	however	however	ADV
cte-368	256	2	,	,	PUNCT
cte-368	256	3	lsa	lsa	PROPN
cte-368	256	4	sets	set	VERB
cte-368	256	5	the	the	DET
cte-368	256	6	algorithm	algorithm	NOUN
cte-368	256	7	of	of	ADP
cte-368	256	8	generation	generation	NOUN
cte-368	256	9	of	of	ADP
cte-368	256	10	both	both	DET
cte-368	256	11	words	word	NOUN
cte-368	256	12	and	and	CCONJ
cte-368	256	13	documents	document	NOUN
cte-368	256	14	,	,	PUNCT
cte-368	256	15	that	that	PRON
cte-368	256	16	is	be	AUX
cte-368	256	17	why	why	SCONJ
cte-368	256	18	there	there	PRON
cte-368	256	19	appears	appear	VERB
cte-368	256	20	an	an	DET
cte-368	256	21	additional	additional	ADJ
cte-368	256	22	possibility	possibility	NOUN
cte-368	256	23	to	to	PART
cte-368	256	24	evaluate	evaluate	VERB
cte-368	256	25	probabilities	probability	NOUN
cte-368	256	26	of	of	ADP
cte-368	256	27	documents	document	NOUN
cte-368	256	28	outside	outside	ADP
cte-368	256	29	text	text	NOUN
cte-368	256	30	massive	massive	ADJ
cte-368	256	31	using	use	VERB
cte-368	256	32	the	the	DET
cte-368	256	33	algorithm	algorithm	NOUN
cte-368	256	34	of	of	ADP
cte-368	256	35	variation	variation	NOUN
cte-368	256	36	gibbs	gibbs	NOUN
cte-368	256	37	sampling	sampling	NOUN
cte-368	256	38	.	.	PUNCT
cte-368	257	1	unlike	unlike	ADP
cte-368	257	2	lsa	lsa	PROPN
cte-368	257	3	,	,	PUNCT
cte-368	257	4	in	in	ADP
cte-368	257	5	the	the	DET
cte-368	257	6	lda	lda	NOUN
cte-368	257	7	the	the	DET
cte-368	257	8	number	number	NOUN
cte-368	257	9	of	of	ADP
cte-368	257	10	parameters	parameter	NOUN
cte-368	257	11	does	do	AUX
cte-368	257	12	not	not	PART
cte-368	257	13	increase	increase	VERB
cte-368	257	14	with	with	ADP
cte-368	257	15	the	the	DET
cte-368	257	16	growth	growth	NOUN
cte-368	257	17	of	of	ADP
cte-368	257	18	number	number	NOUN
cte-368	257	19	of	of	ADP
cte-368	257	20	documents	document	NOUN
cte-368	257	21	in	in	ADP
cte-368	257	22	the	the	DET
cte-368	257	23	studied	study	VERB
cte-368	257	24	massive	massive	ADJ
cte-368	257	25	.	.	PUNCT
cte-368	258	1	the	the	DET
cte-368	258	2	applied	apply	VERB
cte-368	258	3	extensions	extension	NOUN
cte-368	258	4	of	of	ADP
cte-368	258	5	the	the	DET
cte-368	258	6	lda	lda	PROPN
cte-368	258	7	algorithm	algorithm	NOUN
cte-368	258	8	eliminate	eliminate	VERB
cte-368	258	9	some	some	PRON
cte-368	258	10	of	of	ADP
cte-368	258	11	its	its	PRON
cte-368	258	12	limitations	limitation	NOUN
cte-368	258	13	and	and	CCONJ
cte-368	258	14	improve	improve	VERB
cte-368	258	15	productivity	productivity	NOUN
cte-368	258	16	for	for	ADP
cte-368	258	17	particular	particular	ADJ
cte-368	258	18	tasks	task	NOUN
cte-368	258	19	.	.	PUNCT
cte-368	259	1	lsa	lsa	NOUN
cte-368	259	2	is	be	AUX
cte-368	259	3	generating	generate	VERB
cte-368	259	4	algorithm	algorithm	NOUN
cte-368	259	5	only	only	ADV
cte-368	259	6	for	for	ADP
cte-368	259	7	words	word	NOUN
cte-368	259	8	,	,	PUNCT
cte-368	259	9	but	but	CCONJ
cte-368	259	10	not	not	PART
cte-368	259	11	for	for	ADP
cte-368	259	12	documents	document	NOUN
cte-368	259	13	.	.	PUNCT
cte-368	260	1	the	the	DET
cte-368	260	2	lda	lda	PROPN
cte-368	260	3	algorithm	algorithm	NOUN
cte-368	260	4	overcomes	overcome	VERB
cte-368	260	5	this	this	DET
cte-368	260	6	limitation	limitation	NOUN
cte-368	260	7	.	.	PUNCT
cte-368	261	1	the	the	DET
cte-368	261	2	main	main	ADJ
cte-368	261	3	idea	idea	NOUN
cte-368	261	4	of	of	ADP
cte-368	261	5	lda	lda	PROPN
cte-368	261	6	consists	consist	VERB
cte-368	261	7	in	in	ADP
cte-368	261	8	the	the	DET
cte-368	261	9	fact	fact	NOUN
cte-368	261	10	that	that	SCONJ
cte-368	261	11	the	the	DET
cte-368	261	12	documents	document	NOUN
cte-368	261	13	are	be	AUX
cte-368	261	14	presented	present	VERB
cte-368	261	15	as	as	ADP
cte-368	261	16	a	a	DET
cte-368	261	17	mix	mix	NOUN
cte-368	261	18	of	of	ADP
cte-368	261	19	distributions	distribution	NOUN
cte-368	261	20	of	of	ADP
cte-368	261	21	latent	latent	ADJ
cte-368	261	22	topics	topic	NOUN
cte-368	261	23	,	,	PUNCT
cte-368	261	24	where	where	SCONJ
cte-368	261	25	each	each	DET
cte-368	261	26	topic	topic	NOUN
cte-368	261	27	is	be	AUX
cte-368	261	28	defined	define	VERB
cte-368	261	29	by	by	ADP
cte-368	261	30	a	a	DET
cte-368	261	31	probability	probability	NOUN
cte-368	261	32	distribution	distribution	NOUN
cte-368	261	33	on	on	ADP
cte-368	261	34	the	the	DET
cte-368	261	35	set	set	NOUN
cte-368	261	36	of	of	ADP
cte-368	261	37	words	word	NOUN
cte-368	261	38	.	.	PUNCT
cte-368	262	1	lda	lda	PROPN
cte-368	262	2	reflects	reflect	VERB
cte-368	262	3	hidden	hidden	ADJ
cte-368	262	4	connections	connection	NOUN
cte-368	262	5	between	between	ADP
cte-368	262	6	the	the	DET
cte-368	262	7	words	word	NOUN
cte-368	262	8	by	by	ADP
cte-368	262	9	means	mean	NOUN
cte-368	262	10	of	of	ADP
cte-368	262	11	topics	topic	NOUN
cte-368	262	12	;	;	PUNCT
cte-368	262	13	it	it	PRON
cte-368	262	14	also	also	ADV
cte-368	262	15	allows	allow	VERB
cte-368	262	16	to	to	PART
cte-368	262	17	set	set	VERB
cte-368	262	18	probabilities	probability	NOUN
cte-368	262	19	for	for	ADP
cte-368	262	20	new	new	ADJ
cte-368	262	21	documents	document	NOUN
cte-368	262	22	,	,	PUNCT
cte-368	262	23	which	which	PRON
cte-368	262	24	were	be	AUX
cte-368	262	25	not	not	PART
cte-368	262	26	included	include	VERB
cte-368	262	27	into	into	ADP
cte-368	262	28	the	the	DET
cte-368	262	29	training	training	NOUN
cte-368	262	30	set	set	NOUN
cte-368	262	31	,	,	PUNCT
cte-368	262	32	applying	apply	VERB
cte-368	262	33	the	the	DET
cte-368	262	34	algorithm	algorithm	NOUN
cte-368	262	35	of	of	ADP
cte-368	262	36	variational	variational	ADJ
cte-368	262	37	bayesian	bayesian	NOUN
cte-368	262	38	method	method	NOUN
cte-368	262	39	.	.	PUNCT
cte-368	263	1	https://en.wikipedia.org/wiki/latent_dirichlet_allocation	https://en.wikipedia.org/wiki/latent_dirichlet_allocation	PROPN
cte-368	263	2	https://en.wikipedia.org/wiki/latent_dirichlet_allocation	https://en.wikipedia.org/wiki/latent_dirichlet_allocation	PROPN
cte-368	263	3	https://en.wikipedia.org/wiki/latent_dirichlet_allocation	https://en.wikipedia.org/wiki/latent_dirichlet_allocation	PROPN
cte-368	263	4	https://en.wikipedia.org/wiki/variational_bayesian_methods	https://en.wikipedia.org/wiki/variational_bayesian_method	VERB
cte-368	263	5	62	62	NUM
cte-368	263	6	cte	cte	NOUN
cte-368	263	7	workshop	workshop	NOUN
cte-368	263	8	proceedings	proceeding	NOUN
cte-368	263	9	,	,	PUNCT
cte-368	263	10	2019	2019	NUM
cte-368	263	11	,	,	PUNCT
cte-368	263	12	vol	vol	NOUN
cte-368	263	13	.	.	PROPN
cte-368	264	1	6	6	NUM
cte-368	264	2	:	:	PUNCT
cte-368	264	3	cte-2018	cte-2018	NOUN
cte-368	264	4	,	,	PUNCT
cte-368	264	5	pp	pp	ADP
cte-368	264	6	.	.	PUNCT
cte-368	265	1	48	48	NUM
cte-368	265	2	-	-	SYM
cte-368	265	3	73	73	NUM
cte-368	265	4	in	in	ADP
cte-368	265	5	fact	fact	NOUN
cte-368	265	6	,	,	PUNCT
cte-368	265	7	lda	lda	PROPN
cte-368	265	8	is	be	AUX
cte-368	265	9	a	a	DET
cte-368	265	10	three	three	NUM
cte-368	265	11	-	-	PUNCT
cte-368	265	12	stage	stage	NOUN
cte-368	265	13	bayesian	bayesian	NOUN
cte-368	265	14	network	network	NOUN
cte-368	265	15	,	,	PUNCT
cte-368	265	16	which	which	PRON
cte-368	265	17	generates	generate	VERB
cte-368	265	18	a	a	DET
cte-368	265	19	document	document	NOUN
cte-368	265	20	from	from	ADP
cte-368	265	21	a	a	DET
cte-368	265	22	mix	mix	NOUN
cte-368	265	23	of	of	ADP
cte-368	265	24	topics	topic	NOUN
cte-368	265	25	.	.	PUNCT
cte-368	266	1	at	at	ADP
cte-368	266	2	the	the	DET
cte-368	266	3	first	first	ADJ
cte-368	266	4	stage	stage	NOUN
cte-368	266	5	for	for	ADP
cte-368	266	6	each	each	DET
cte-368	266	7	document	document	NOUN
cte-368	266	8	d	d	AUX
cte-368	266	9	a	a	DET
cte-368	266	10	random	random	ADJ
cte-368	266	11	vector	vector	NOUN
cte-368	266	12	with	with	ADP
cte-368	266	13	the	the	DET
cte-368	266	14	parameter	parameter	NOUN
cte-368	266	15	α	α	PROPN
cte-368	266	16	(	(	PUNCT
cte-368	266	17	usually	usually	ADV
cte-368	266	18	α	α	PROPN
cte-368	266	19	is	be	AUX
cte-368	266	20	taken	take	VERB
cte-368	266	21	as	as	ADP
cte-368	266	22	50	50	NUM
cte-368	266	23	/	/	SYM
cte-368	266	24	t	t	PROPN
cte-368	266	25	)	)	PUNCT
cte-368	266	26	is	be	AUX
cte-368	266	27	selected	select	VERB
cte-368	266	28	from	from	ADP
cte-368	266	29	the	the	DET
cte-368	266	30	dirichlet	dirichlet	NOUN
cte-368	266	31	distribution	distribution	NOUN
cte-368	266	32	.	.	PUNCT
cte-368	267	1	at	at	ADP
cte-368	267	2	the	the	DET
cte-368	267	3	second	second	ADJ
cte-368	267	4	stage	stage	NOUN
cte-368	267	5	a	a	DET
cte-368	267	6	topic	topic	NOUN
cte-368	267	7	zdi	zdi	NOUN
cte-368	267	8	is	be	AUX
cte-368	267	9	selected	select	VERB
cte-368	267	10	form	form	NOUN
cte-368	267	11	the	the	DET
cte-368	267	12	multinomial	multinomial	ADJ
cte-368	267	13	distribution	distribution	NOUN
cte-368	267	14	with	with	ADP
cte-368	267	15	the	the	DET
cte-368	267	16	parameter	parameter	NOUN
cte-368	267	17	θd	θd	PROPN
cte-368	267	18	.	.	PUNCT
cte-368	267	19	finally	finally	ADV
cte-368	267	20	,	,	PUNCT
cte-368	267	21	in	in	ADP
cte-368	267	22	accordance	accordance	NOUN
cte-368	267	23	with	with	ADP
cte-368	267	24	the	the	DET
cte-368	267	25	selected	select	VERB
cte-368	267	26	topic	topic	NOUN
cte-368	267	27	z	z	NOUN
cte-368	267	28	a	a	DET
cte-368	267	29	word	word	NOUN
cte-368	267	30	wdi	wdi	NOUN
cte-368	267	31	is	be	AUX
cte-368	267	32	chosen	choose	VERB
cte-368	267	33	from	from	ADP
cte-368	267	34	the	the	DET
cte-368	267	35	distribution	distribution	NOUN
cte-368	267	36	фzdi	фzdi	NOUN
cte-368	267	37	,	,	PUNCT
cte-368	267	38	which	which	PRON
cte-368	267	39	is	be	AUX
cte-368	267	40	the	the	DET
cte-368	267	41	dirichlet	dirichlet	ADJ
cte-368	267	42	distribution	distribution	NOUN
cte-368	267	43	with	with	ADP
cte-368	267	44	the	the	DET
cte-368	267	45	parameter	parameter	NOUN
cte-368	267	46	β	β	X
cte-368	267	47	(	(	PUNCT
cte-368	267	48	usually	usually	ADV
cte-368	267	49	the	the	DET
cte-368	267	50	parameter	parameter	PROPN
cte-368	267	51			PROPN
cte-368	267	52	is	be	AUX
cte-368	267	53	0.1	0.1	NUM
cte-368	267	54	;	;	PUNCT
cte-368	267	55	its	its	PRON
cte-368	267	56	increase	increase	NOUN
cte-368	267	57	leads	lead	VERB
cte-368	267	58	to	to	ADP
cte-368	267	59	more	more	ADV
cte-368	267	60	sparse	sparse	ADJ
cte-368	267	61	topics	topic	NOUN
cte-368	267	62	)	)	PUNCT
cte-368	267	63	.	.	PUNCT
cte-368	268	1	4	4	NUM
cte-368	268	2	example	example	NOUN
cte-368	268	3	of	of	ADP
cte-368	268	4	text	text	NOUN
cte-368	268	5	mining	mining	NOUN
cte-368	268	6	tools	tool	NOUN
cte-368	268	7	application	application	NOUN
cte-368	268	8	in	in	ADP
cte-368	268	9	education	education	NOUN
cte-368	268	10	the	the	DET
cte-368	268	11	printed	print	VERB
cte-368	268	12	newspaper	newspaper	NOUN
cte-368	268	13	becomes	become	VERB
cte-368	268	14	a	a	DET
cte-368	268	15	rarity	rarity	NOUN
cte-368	268	16	.	.	PUNCT
cte-368	269	1	at	at	ADP
cte-368	269	2	the	the	DET
cte-368	269	3	same	same	ADJ
cte-368	269	4	time	time	NOUN
cte-368	269	5	,	,	PUNCT
cte-368	269	6	that	that	PRON
cte-368	269	7	does	do	AUX
cte-368	269	8	not	not	PART
cte-368	269	9	mean	mean	VERB
cte-368	269	10	that	that	SCONJ
cte-368	269	11	there	there	PRON
cte-368	269	12	is	be	VERB
cte-368	269	13	less	less	ADV
cte-368	269	14	written	write	VERB
cte-368	269	15	news	news	NOUN
cte-368	269	16	,	,	PUNCT
cte-368	269	17	but	but	CCONJ
cte-368	269	18	on	on	ADP
cte-368	269	19	the	the	DET
cte-368	269	20	contrary	contrary	NOUN
cte-368	269	21	,	,	PUNCT
cte-368	269	22	with	with	ADP
cte-368	269	23	the	the	DET
cte-368	269	24	strong	strong	ADJ
cte-368	269	25	online	online	ADJ
cte-368	269	26	growth	growth	NOUN
cte-368	269	27	of	of	ADP
cte-368	269	28	recent	recent	ADJ
cte-368	269	29	decades	decade	NOUN
cte-368	269	30	,	,	PUNCT
cte-368	269	31	more	more	ADJ
cte-368	269	32	and	and	CCONJ
cte-368	269	33	more	more	ADJ
cte-368	269	34	people	people	NOUN
cte-368	269	35	have	have	AUX
cte-368	269	36	switched	switch	VERB
cte-368	269	37	from	from	ADP
cte-368	269	38	the	the	DET
cte-368	269	39	classic	classic	ADJ
cte-368	269	40	newspaper	newspaper	NOUN
cte-368	269	41	to	to	ADP
cte-368	269	42	online	online	ADJ
cte-368	269	43	news	news	NOUN
cte-368	269	44	.	.	PUNCT
cte-368	270	1	every	every	DET
cte-368	270	2	written	write	VERB
cte-368	270	3	online	online	ADJ
cte-368	270	4	word	word	NOUN
cte-368	270	5	can	can	AUX
cte-368	270	6	be	be	AUX
cte-368	270	7	read	read	VERB
cte-368	270	8	and	and	CCONJ
cte-368	270	9	interpreted	interpret	VERB
cte-368	270	10	by	by	ADP
cte-368	270	11	a	a	DET
cte-368	270	12	machine	machine	NOUN
cte-368	270	13	.	.	PUNCT
cte-368	271	1	there	there	PRON
cte-368	271	2	are	be	VERB
cte-368	271	3	numerous	numerous	ADJ
cte-368	271	4	application	application	NOUN
cte-368	271	5	examples	example	NOUN
cte-368	271	6	in	in	ADP
cte-368	271	7	which	which	PRON
cte-368	271	8	a	a	DET
cte-368	271	9	machine	machine	NOUN
cte-368	271	10	could	could	AUX
cte-368	271	11	improve	improve	VERB
cte-368	271	12	the	the	DET
cte-368	271	13	news	news	NOUN
cte-368	271	14	world	world	NOUN
cte-368	271	15	.	.	PUNCT
cte-368	272	1	today	today	NOUN
cte-368	272	2	,	,	PUNCT
cte-368	272	3	everyone	everyone	PRON
cte-368	272	4	wants	want	VERB
cte-368	272	5	to	to	PART
cte-368	272	6	read	read	VERB
cte-368	272	7	the	the	DET
cte-368	272	8	news	news	NOUN
cte-368	272	9	,	,	PUNCT
cte-368	272	10	but	but	CCONJ
cte-368	272	11	only	only	ADV
cte-368	272	12	the	the	DET
cte-368	272	13	shortest	short	ADJ
cte-368	272	14	summarized	summarize	VERB
cte-368	272	15	news	news	NOUN
cte-368	272	16	if	if	SCONJ
cte-368	272	17	possible	possible	ADJ
cte-368	272	18	,	,	PUNCT
cte-368	272	19	as	as	ADV
cte-368	272	20	less	less	ADV
cte-368	272	21	and	and	CCONJ
cte-368	272	22	less	less	ADJ
cte-368	272	23	time	time	NOUN
cte-368	272	24	remains	remain	VERB
cte-368	272	25	to	to	PART
cte-368	272	26	read	read	VERB
cte-368	272	27	long	long	ADJ
cte-368	272	28	texts	text	NOUN
cte-368	272	29	.	.	PUNCT
cte-368	273	1	also	also	ADV
cte-368	273	2	,	,	PUNCT
cte-368	273	3	pre	pre	ADJ
cte-368	273	4	-	-	ADJ
cte-368	273	5	sorting	sort	VERB
cte-368	273	6	of	of	ADP
cte-368	273	7	certain	certain	ADJ
cte-368	273	8	texts	text	NOUN
cte-368	273	9	in	in	ADP
cte-368	273	10	areas	area	NOUN
cte-368	273	11	has	have	VERB
cte-368	273	12	its	its	PRON
cte-368	273	13	appeal	appeal	NOUN
cte-368	273	14	to	to	ADP
cte-368	273	15	news	news	NOUN
cte-368	273	16	companies	company	NOUN
cte-368	273	17	because	because	SCONJ
cte-368	273	18	they	they	PRON
cte-368	273	19	could	could	AUX
cte-368	273	20	then	then	ADV
cte-368	273	21	focus	focus	VERB
cte-368	273	22	entirely	entirely	ADV
cte-368	273	23	on	on	ADP
cte-368	273	24	writing	write	VERB
cte-368	273	25	messages	message	NOUN
cte-368	273	26	rather	rather	ADV
cte-368	273	27	than	than	ADP
cte-368	273	28	being	be	AUX
cte-368	273	29	biased	bias	VERB
cte-368	273	30	in	in	ADP
cte-368	273	31	the	the	DET
cte-368	273	32	category	category	NOUN
cte-368	273	33	.	.	PUNCT
cte-368	274	1	on	on	ADP
cte-368	274	2	top	top	NOUN
cte-368	274	3	of	of	ADP
cte-368	274	4	that	that	PRON
cte-368	274	5	,	,	PUNCT
cte-368	274	6	it	it	PRON
cte-368	274	7	would	would	AUX
cte-368	274	8	also	also	ADV
cte-368	274	9	be	be	AUX
cte-368	274	10	great	great	ADJ
cte-368	274	11	to	to	PART
cte-368	274	12	see	see	VERB
cte-368	274	13	a	a	DET
cte-368	274	14	sentiment	sentiment	NOUN
cte-368	274	15	analysis	analysis	NOUN
cte-368	274	16	of	of	ADP
cte-368	274	17	each	each	DET
cte-368	274	18	news	news	NOUN
cte-368	274	19	which	which	PRON
cte-368	274	20	will	will	AUX
cte-368	274	21	be	be	AUX
cte-368	274	22	released	release	VERB
cte-368	274	23	,	,	PUNCT
cte-368	274	24	because	because	SCONJ
cte-368	274	25	it	it	PRON
cte-368	274	26	would	would	AUX
cte-368	274	27	show	show	VERB
cte-368	274	28	the	the	DET
cte-368	274	29	reader	reader	NOUN
cte-368	274	30	what	what	DET
cte-368	274	31	kind	kind	NOUN
cte-368	274	32	of	of	ADP
cte-368	274	33	news	news	NOUN
cte-368	274	34	center	center	NOUN
cte-368	274	35	they	they	PRON
cte-368	274	36	are	be	AUX
cte-368	274	37	dealing	deal	VERB
cte-368	274	38	with	with	ADP
cte-368	274	39	.	.	PUNCT
cte-368	275	1	it	it	PRON
cte-368	275	2	could	could	AUX
cte-368	275	3	be	be	AUX
cte-368	275	4	that	that	SCONJ
cte-368	275	5	the	the	DET
cte-368	275	6	news	news	NOUN
cte-368	275	7	center	center	NOUN
cte-368	275	8	is	be	AUX
cte-368	275	9	manipulating	manipulate	VERB
cte-368	275	10	its	its	PRON
cte-368	275	11	“	"	PUNCT
cte-368	275	12	customers	customer	NOUN
cte-368	275	13	”	"	PUNCT
cte-368	275	14	by	by	ADP
cte-368	275	15	choosing	choose	VERB
cte-368	275	16	certain	certain	ADJ
cte-368	275	17	words	word	NOUN
cte-368	275	18	,	,	PUNCT
cte-368	275	19	and	and	CCONJ
cte-368	275	20	with	with	ADP
cte-368	275	21	a	a	DET
cte-368	275	22	neutral	neutral	ADJ
cte-368	275	23	system	system	NOUN
cte-368	275	24	,	,	PUNCT
cte-368	275	25	which	which	PRON
cte-368	275	26	would	would	AUX
cte-368	275	27	show	show	VERB
cte-368	275	28	the	the	DET
cte-368	275	29	political	political	ADJ
cte-368	275	30	sorting	sorting	NOUN
cte-368	275	31	or	or	CCONJ
cte-368	275	32	sentiment	sentiment	NOUN
cte-368	275	33	,	,	PUNCT
cte-368	275	34	the	the	DET
cte-368	275	35	user	user	NOUN
cte-368	275	36	could	could	AUX
cte-368	275	37	easily	easily	ADV
cte-368	275	38	choose	choose	VERB
cte-368	275	39	what	what	PRON
cte-368	275	40	kind	kind	NOUN
cte-368	275	41	of	of	ADP
cte-368	275	42	text	text	NOUN
cte-368	275	43	with	with	ADP
cte-368	275	44	the	the	DET
cte-368	275	45	same	same	ADJ
cte-368	275	46	content	content	NOUN
cte-368	275	47	he	he	PRON
cte-368	275	48	is	be	AUX
cte-368	275	49	willing	willing	ADJ
cte-368	275	50	to	to	PART
cte-368	275	51	read	read	VERB
cte-368	275	52	.	.	PUNCT
cte-368	276	1	some	some	PRON
cte-368	276	2	of	of	ADP
cte-368	276	3	these	these	DET
cte-368	276	4	approaches	approach	NOUN
cte-368	276	5	are	be	AUX
cte-368	276	6	already	already	ADV
cte-368	276	7	live	live	ADJ
cte-368	276	8	and	and	CCONJ
cte-368	276	9	some	some	PRON
cte-368	276	10	are	be	AUX
cte-368	276	11	still	still	ADV
cte-368	276	12	future	future	ADJ
cte-368	276	13	talk	talk	NOUN
cte-368	276	14	.	.	PUNCT
cte-368	277	1	coming	come	VERB
cte-368	277	2	back	back	ADV
cte-368	277	3	to	to	ADP
cte-368	277	4	the	the	DET
cte-368	277	5	categorization	categorization	NOUN
cte-368	277	6	,	,	PUNCT
cte-368	277	7	it	it	PRON
cte-368	277	8	is	be	AUX
cte-368	277	9	not	not	PART
cte-368	277	10	only	only	ADV
cte-368	277	11	a	a	DET
cte-368	277	12	topic	topic	NOUN
cte-368	277	13	for	for	ADP
cte-368	277	14	news	news	NOUN
cte-368	277	15	center	center	NOUN
cte-368	277	16	but	but	CCONJ
cte-368	277	17	for	for	ADP
cte-368	277	18	a	a	DET
cte-368	277	19	variety	variety	NOUN
cte-368	277	20	of	of	ADP
cte-368	277	21	businesses	business	NOUN
cte-368	277	22	or	or	CCONJ
cte-368	277	23	even	even	ADV
cte-368	277	24	for	for	ADP
cte-368	277	25	the	the	DET
cte-368	277	26	private	private	ADJ
cte-368	277	27	user	user	NOUN
cte-368	277	28	,	,	PUNCT
cte-368	277	29	who	who	PRON
cte-368	277	30	wants	want	VERB
cte-368	277	31	to	to	PART
cte-368	277	32	classify	classify	VERB
cte-368	277	33	some	some	PRON
cte-368	277	34	of	of	ADP
cte-368	277	35	his	his	PRON
cte-368	277	36	personal	personal	ADJ
cte-368	277	37	texts	text	NOUN
cte-368	277	38	.	.	PUNCT
cte-368	278	1	the	the	DET
cte-368	278	2	aim	aim	NOUN
cte-368	278	3	of	of	ADP
cte-368	278	4	exemple	exemple	NOUN
cte-368	278	5	of	of	ADP
cte-368	278	6	text	text	NOUN
cte-368	278	7	mining	mining	NOUN
cte-368	278	8	tools	tool	NOUN
cte-368	278	9	application	application	NOUN
cte-368	278	10	in	in	ADP
cte-368	278	11	education	education	NOUN
cte-368	278	12	could	could	AUX
cte-368	278	13	be	be	AUX
cte-368	278	14	identification	identification	NOUN
cte-368	278	15	and	and	CCONJ
cte-368	278	16	assigning	assign	VERB
cte-368	278	17	the	the	DET
cte-368	278	18	news	news	NOUN
cte-368	278	19	article	article	NOUN
cte-368	278	20	into	into	ADP
cte-368	278	21	categories	category	NOUN
cte-368	278	22	.	.	PUNCT
cte-368	279	1	research	research	NOUN
cte-368	279	2	questions	question	NOUN
cte-368	279	3	users	user	NOUN
cte-368	279	4	gain	gain	VERB
cte-368	279	5	more	more	ADJ
cte-368	279	6	power	power	NOUN
cte-368	279	7	when	when	SCONJ
cte-368	279	8	it	it	PRON
cte-368	279	9	comes	come	VERB
cte-368	279	10	to	to	ADP
cte-368	279	11	advertising	advertise	VERB
cte-368	279	12	a	a	DET
cte-368	279	13	product	product	NOUN
cte-368	279	14	by	by	ADP
cte-368	279	15	reviewing	review	VERB
cte-368	279	16	them	they	PRON
cte-368	279	17	.	.	PUNCT
cte-368	280	1	a	a	DET
cte-368	280	2	company	company	NOUN
cte-368	280	3	should	should	AUX
cte-368	280	4	therefore	therefore	ADV
cte-368	280	5	carefully	carefully	ADV
cte-368	280	6	watch	watch	VERB
cte-368	280	7	all	all	DET
cte-368	280	8	the	the	DET
cte-368	280	9	reviews	review	NOUN
cte-368	280	10	they	they	PRON
cte-368	280	11	get	get	VERB
cte-368	280	12	.	.	PUNCT
cte-368	281	1	however	however	ADV
cte-368	281	2	,	,	PUNCT
cte-368	281	3	if	if	SCONJ
cte-368	281	4	they	they	PRON
cte-368	281	5	have	have	VERB
cte-368	281	6	too	too	ADV
cte-368	281	7	many	many	ADJ
cte-368	281	8	products	product	NOUN
cte-368	281	9	and	and	CCONJ
cte-368	281	10	getting	get	VERB
cte-368	281	11	too	too	ADV
cte-368	281	12	many	many	ADJ
cte-368	281	13	reviews	review	NOUN
cte-368	281	14	it	it	PRON
cte-368	281	15	is	be	AUX
cte-368	281	16	impossible	impossible	ADJ
cte-368	281	17	to	to	PART
cte-368	281	18	check	check	VERB
cte-368	281	19	every	every	DET
cte-368	281	20	review	review	NOUN
cte-368	281	21	one	one	NUM
cte-368	281	22	by	by	ADP
cte-368	281	23	one	one	NUM
cte-368	281	24	.	.	PUNCT
cte-368	282	1	so	so	ADV
cte-368	282	2	,	,	PUNCT
cte-368	282	3	with	with	ADP
cte-368	282	4	the	the	DET
cte-368	282	5	help	help	NOUN
cte-368	282	6	of	of	ADP
cte-368	282	7	text	text	NOUN
cte-368	282	8	mining	mining	NOUN
cte-368	282	9	techniques	technique	NOUN
cte-368	282	10	it	it	PRON
cte-368	282	11	should	should	AUX
cte-368	282	12	support	support	VERB
cte-368	282	13	the	the	DET
cte-368	282	14	companies	company	NOUN
cte-368	282	15	to	to	PART
cte-368	282	16	give	give	VERB
cte-368	282	17	them	they	PRON
cte-368	282	18	a	a	DET
cte-368	282	19	better	well	ADJ
cte-368	282	20	overview	overview	NOUN
cte-368	282	21	whether	whether	SCONJ
cte-368	282	22	a	a	DET
cte-368	282	23	review	review	NOUN
cte-368	282	24	is	be	AUX
cte-368	282	25	important	important	ADJ
cte-368	282	26	or	or	CCONJ
cte-368	282	27	not	not	PART
cte-368	282	28	.	.	PUNCT
cte-368	283	1	in	in	ADP
cte-368	283	2	our	our	PRON
cte-368	283	3	opinion	opinion	NOUN
cte-368	283	4	companies	company	NOUN
cte-368	283	5	should	should	AUX
cte-368	283	6	not	not	PART
cte-368	283	7	only	only	ADV
cte-368	283	8	check	check	VERB
cte-368	283	9	for	for	ADP
cte-368	283	10	the	the	DET
cte-368	283	11	rating	rating	NOUN
cte-368	283	12	itself	itself	PRON
cte-368	283	13	but	but	CCONJ
cte-368	283	14	for	for	ADP
cte-368	283	15	the	the	DET
cte-368	283	16	written	write	VERB
cte-368	283	17	text	text	NOUN
cte-368	283	18	,	,	PUNCT
cte-368	283	19	because	because	SCONJ
cte-368	283	20	there	there	PRON
cte-368	283	21	could	could	AUX
cte-368	283	22	be	be	AUX
cte-368	283	23	a	a	DET
cte-368	283	24	hidden	hidden	ADJ
cte-368	283	25	bug	bug	NOUN
cte-368	283	26	or	or	CCONJ
cte-368	283	27	feature	feature	NOUN
cte-368	283	28	which	which	PRON
cte-368	283	29	they	they	PRON
cte-368	283	30	could	could	AUX
cte-368	283	31	promote	promote	VERB
cte-368	283	32	better	well	ADJ
cte-368	283	33	afterwards	afterwards	ADV
cte-368	283	34	.	.	PUNCT
cte-368	284	1	also	also	ADV
cte-368	284	2	,	,	PUNCT
cte-368	284	3	we	we	PRON
cte-368	284	4	recommend	recommend	VERB
cte-368	284	5	not	not	PART
cte-368	284	6	only	only	ADV
cte-368	284	7	looking	look	VERB
cte-368	284	8	at	at	ADP
cte-368	284	9	the	the	DET
cte-368	284	10	negative	negative	ADJ
cte-368	284	11	reviews	review	NOUN
cte-368	284	12	,	,	PUNCT
cte-368	284	13	but	but	CCONJ
cte-368	284	14	also	also	ADV
cte-368	284	15	at	at	ADP
cte-368	284	16	the	the	DET
cte-368	284	17	positive	positive	ADJ
cte-368	284	18	ones	one	NOUN
cte-368	284	19	,	,	PUNCT
cte-368	284	20	to	to	PART
cte-368	284	21	even	even	ADV
cte-368	284	22	strengthen	strengthen	VERB
cte-368	284	23	the	the	DET
cte-368	284	24	good	good	ADJ
cte-368	284	25	quality	quality	NOUN
cte-368	284	26	.	.	PUNCT
cte-368	285	1	so	so	ADV
cte-368	285	2	the	the	DET
cte-368	285	3	research	research	NOUN
cte-368	285	4	question	question	NOUN
cte-368	285	5	is	be	AUX
cte-368	285	6	,	,	PUNCT
cte-368	285	7	whether	whether	SCONJ
cte-368	285	8	it	it	PRON
cte-368	285	9	is	be	AUX
cte-368	285	10	possible	possible	ADJ
cte-368	285	11	to	to	ADP
cte-368	285	12	cluster	cluster	NOUN
cte-368	285	13	reviews	review	NOUN
cte-368	285	14	and	and	CCONJ
cte-368	285	15	gain	gain	VERB
cte-368	285	16	a	a	DET
cte-368	285	17	new	new	ADJ
cte-368	285	18	insight	insight	NOUN
cte-368	285	19	.	.	PUNCT
cte-368	286	1	research	research	NOUN
cte-368	286	2	plan	plan	NOUN
cte-368	286	3	this	this	DET
cte-368	286	4	term	term	NOUN
cte-368	286	5	paper	paper	NOUN
cte-368	286	6	is	be	AUX
cte-368	286	7	based	base	VERB
cte-368	286	8	on	on	ADP
cte-368	286	9	the	the	DET
cte-368	286	10	programming	programming	NOUN
cte-368	286	11	language	language	NOUN
cte-368	286	12	r.	r.	NOUN
cte-368	286	13	r	r	NOUN
cte-368	286	14	is	be	AUX
cte-368	286	15	an	an	DET
cte-368	286	16	open	open	ADJ
cte-368	286	17	source	source	NOUN
cte-368	286	18	development	development	NOUN
cte-368	286	19	environment	environment	NOUN
cte-368	286	20	for	for	ADP
cte-368	286	21	statistical	statistical	ADJ
cte-368	286	22	analysis	analysis	NOUN
cte-368	286	23	comparable	comparable	ADJ
cte-368	286	24	to	to	ADP
cte-368	286	25	other	other	ADJ
cte-368	286	26	statistical	statistical	ADJ
cte-368	286	27	software	software	NOUN
cte-368	286	28	packages	package	NOUN
cte-368	286	29	such	such	ADJ
cte-368	286	30	as	as	ADP
cte-368	286	31	matlab	matlab	PROPN
cte-368	286	32	,	,	PUNCT
cte-368	286	33	the	the	DET
cte-368	286	34	sas	sas	PROPN
cte-368	286	35	enterprise	enterprise	NOUN
cte-368	286	36	miner	miner	NOUN
cte-368	286	37	or	or	CCONJ
cte-368	286	38	spss	spss	PROPN
cte-368	286	39	statistics	statistic	NOUN
cte-368	286	40	.	.	PUNCT
cte-368	287	1	it	it	PRON
cte-368	287	2	cte	cte	VERB
cte-368	287	3	workshop	workshop	NOUN
cte-368	287	4	proceedings	proceeding	NOUN
cte-368	287	5	,	,	PUNCT
cte-368	287	6	2019	2019	NUM
cte-368	287	7	,	,	PUNCT
cte-368	287	8	vol	vol	NOUN
cte-368	287	9	.	.	PROPN
cte-368	288	1	6	6	NUM
cte-368	288	2	:	:	PUNCT
cte-368	288	3	cte-2018	cte-2018	NOUN
cte-368	288	4	,	,	PUNCT
cte-368	288	5	pp	pp	ADP
cte-368	288	6	.	.	PUNCT
cte-368	289	1	48	48	NUM
cte-368	289	2	-	-	SYM
cte-368	289	3	73	73	NUM
cte-368	289	4	63	63	NUM
cte-368	289	5	is	be	AUX
cte-368	289	6	based	base	VERB
cte-368	289	7	on	on	ADP
cte-368	289	8	its	its	PRON
cte-368	289	9	own	own	ADJ
cte-368	289	10	scripting	scripting	NOUN
cte-368	289	11	language	language	NOUN
cte-368	289	12	,	,	PUNCT
cte-368	289	13	which	which	PRON
cte-368	289	14	is	be	AUX
cte-368	289	15	optimized	optimize	VERB
cte-368	289	16	for	for	ADP
cte-368	289	17	mathematical	mathematical	ADJ
cte-368	289	18	calculations	calculation	NOUN
cte-368	289	19	.	.	PUNCT
cte-368	290	1	r	r	NOUN
cte-368	290	2	allows	allow	VERB
cte-368	290	3	you	you	PRON
cte-368	290	4	to	to	PART
cte-368	290	5	load	load	VERB
cte-368	290	6	records	record	NOUN
cte-368	290	7	from	from	ADP
cte-368	290	8	many	many	ADJ
cte-368	290	9	data	datum	NOUN
cte-368	290	10	sources	source	NOUN
cte-368	290	11	,	,	PUNCT
cte-368	290	12	transform	transform	VERB
cte-368	290	13	them	they	PRON
cte-368	290	14	,	,	PUNCT
cte-368	290	15	and	and	CCONJ
cte-368	290	16	then	then	ADV
cte-368	290	17	examine	examine	VERB
cte-368	290	18	them	they	PRON
cte-368	290	19	.	.	PUNCT
cte-368	291	1	insights	insight	NOUN
cte-368	291	2	gained	gain	VERB
cte-368	291	3	in	in	ADP
cte-368	291	4	this	this	DET
cte-368	291	5	way	way	NOUN
cte-368	291	6	are	be	AUX
cte-368	291	7	valuable	valuable	ADJ
cte-368	291	8	and	and	CCONJ
cte-368	291	9	can	can	AUX
cte-368	291	10	often	often	ADV
cte-368	291	11	be	be	AUX
cte-368	291	12	developed	develop	VERB
cte-368	291	13	into	into	ADP
cte-368	291	14	predictive	predictive	ADJ
cte-368	291	15	models	model	NOUN
cte-368	291	16	.	.	PUNCT
cte-368	292	1	r	r	NOUN
cte-368	292	2	also	also	ADV
cte-368	292	3	provides	provide	VERB
cte-368	292	4	a	a	DET
cte-368	292	5	set	set	NOUN
cte-368	292	6	of	of	ADP
cte-368	292	7	domain	domain	NOUN
cte-368	292	8	-	-	PUNCT
cte-368	292	9	specific	specific	ADJ
cte-368	292	10	extensions	extension	NOUN
cte-368	292	11	for	for	ADP
cte-368	292	12	special	special	ADJ
cte-368	292	13	statistical	statistical	ADJ
cte-368	292	14	methods	method	NOUN
cte-368	292	15	or	or	CCONJ
cte-368	292	16	visualizations	visualization	NOUN
cte-368	292	17	.	.	PUNCT
cte-368	293	1	the	the	DET
cte-368	293	2	steps	step	NOUN
cte-368	293	3	of	of	ADP
cte-368	293	4	research	research	NOUN
cte-368	293	5	plan	plan	NOUN
cte-368	293	6	are	be	AUX
cte-368	293	7	following	follow	VERB
cte-368	293	8	:	:	PUNCT
cte-368	293	9	1	1	X
cte-368	293	10	.	.	X
cte-368	293	11	find	find	VERB
cte-368	293	12	/	/	SYM
cte-368	293	13	get	get	VERB
cte-368	293	14	reliable	reliable	ADJ
cte-368	293	15	data	datum	NOUN
cte-368	293	16	for	for	ADP
cte-368	293	17	processing	process	VERB
cte-368	293	18	our	our	PRON
cte-368	293	19	text	text	NOUN
cte-368	293	20	mining	mining	NOUN
cte-368	293	21	techniques	technique	NOUN
cte-368	293	22	.	.	PUNCT
cte-368	294	1	we	we	PRON
cte-368	294	2	gathered	gather	VERB
cte-368	294	3	data	datum	NOUN
cte-368	294	4	from	from	ADP
cte-368	294	5	the	the	DET
cte-368	294	6	bbc	bbc	PROPN
cte-368	294	7	is	be	AUX
cte-368	294	8	a	a	DET
cte-368	294	9	(	(	PUNCT
cte-368	294	10	online	online	ADJ
cte-368	294	11	)	)	PUNCT
cte-368	294	12	news	news	NOUN
cte-368	294	13	center	center	NOUN
cte-368	294	14	.	.	PUNCT
cte-368	295	1	we	we	PRON
cte-368	295	2	decided	decide	VERB
cte-368	295	3	to	to	PART
cte-368	295	4	take	take	VERB
cte-368	295	5	2225	2225	NUM
cte-368	295	6	news	news	NOUN
cte-368	295	7	,	,	PUNCT
cte-368	295	8	which	which	PRON
cte-368	295	9	are	be	AUX
cte-368	295	10	categorized	categorize	VERB
cte-368	295	11	into	into	ADP
cte-368	295	12	5	5	NUM
cte-368	295	13	categories	category	NOUN
cte-368	295	14	.	.	PUNCT
cte-368	296	1	we	we	PRON
cte-368	296	2	will	will	AUX
cte-368	296	3	go	go	VERB
cte-368	296	4	into	into	ADP
cte-368	296	5	more	more	ADJ
cte-368	296	6	detail	detail	NOUN
cte-368	296	7	about	about	ADP
cte-368	296	8	the	the	DET
cte-368	296	9	data	datum	NOUN
cte-368	296	10	in	in	ADP
cte-368	296	11	the	the	DET
cte-368	296	12	result	result	NOUN
cte-368	296	13	chapter	chapter	NOUN
cte-368	296	14	.	.	PUNCT
cte-368	297	1	2	2	X
cte-368	297	2	.	.	X
cte-368	297	3	our	our	PRON
cte-368	297	4	second	second	ADJ
cte-368	297	5	step	step	NOUN
cte-368	297	6	is	be	AUX
cte-368	297	7	to	to	PART
cte-368	297	8	preprocess	preprocess	VERB
cte-368	297	9	the	the	DET
cte-368	297	10	gathered	gather	VERB
cte-368	297	11	data	datum	NOUN
cte-368	297	12	in	in	ADP
cte-368	297	13	excel	excel	NOUN
cte-368	297	14	.	.	PUNCT
cte-368	298	1	3	3	X
cte-368	298	2	.	.	X
cte-368	298	3	the	the	DET
cte-368	298	4	next	next	ADJ
cte-368	298	5	step	step	NOUN
cte-368	298	6	is	be	AUX
cte-368	298	7	to	to	PART
cte-368	298	8	gather	gather	VERB
cte-368	298	9	more	more	ADJ
cte-368	298	10	information	information	NOUN
cte-368	298	11	about	about	ADP
cte-368	298	12	the	the	DET
cte-368	298	13	corpus	corpus	NOUN
cte-368	298	14	,	,	PUNCT
cte-368	298	15	which	which	PRON
cte-368	298	16	we	we	PRON
cte-368	298	17	get	get	VERB
cte-368	298	18	with	with	ADP
cte-368	298	19	the	the	DET
cte-368	298	20	frequency	frequency	NOUN
cte-368	298	21	of	of	ADP
cte-368	298	22	words	word	NOUN
cte-368	298	23	.	.	PUNCT
cte-368	299	1	these	these	PRON
cte-368	299	2	are	be	AUX
cte-368	299	3	defined	define	VERB
cte-368	299	4	by	by	ADP
cte-368	299	5	the	the	DET
cte-368	299	6	document	document	NOUN
cte-368	299	7	term	term	NOUN
cte-368	299	8	matrix	matrix	NOUN
cte-368	299	9	(	(	PUNCT
cte-368	299	10	dtm	dtm	PROPN
cte-368	299	11	)	)	PUNCT
cte-368	299	12	and	and	CCONJ
cte-368	299	13	the	the	DET
cte-368	299	14	term	term	NOUN
cte-368	299	15	document	document	NOUN
cte-368	299	16	matrix	matrix	NOUN
cte-368	299	17	(	(	PUNCT
cte-368	299	18	tdm	tdm	NOUN
cte-368	299	19	)	)	PUNCT
cte-368	299	20	.	.	PUNCT
cte-368	300	1	with	with	ADP
cte-368	300	2	this	this	DET
cte-368	300	3	technique	technique	NOUN
cte-368	300	4	we	we	PRON
cte-368	300	5	can	can	AUX
cte-368	300	6	get	get	VERB
cte-368	300	7	an	an	DET
cte-368	300	8	idea	idea	NOUN
cte-368	300	9	of	of	ADP
cte-368	300	10	high	high	ADJ
cte-368	300	11	frequently	frequently	ADV
cte-368	300	12	words	word	NOUN
cte-368	300	13	and	and	CCONJ
cte-368	300	14	words	word	NOUN
cte-368	300	15	which	which	PRON
cte-368	300	16	are	be	AUX
cte-368	300	17	only	only	ADV
cte-368	300	18	used	use	VERB
cte-368	300	19	rarely	rarely	ADV
cte-368	300	20	.	.	PUNCT
cte-368	301	1	also	also	ADV
cte-368	301	2	,	,	PUNCT
cte-368	301	3	the	the	DET
cte-368	301	4	tf	tf	PROPN
cte-368	301	5	-	-	PUNCT
cte-368	301	6	idf	idf	PROPN
cte-368	301	7	transformation	transformation	NOUN
cte-368	301	8	is	be	AUX
cte-368	301	9	giving	give	VERB
cte-368	301	10	us	we	PRON
cte-368	301	11	more	more	ADJ
cte-368	301	12	information	information	NOUN
cte-368	301	13	about	about	ADP
cte-368	301	14	the	the	DET
cte-368	301	15	importance	importance	NOUN
cte-368	301	16	of	of	ADP
cte-368	301	17	terms	term	NOUN
cte-368	301	18	within	within	ADP
cte-368	301	19	the	the	DET
cte-368	301	20	corpus	corpus	NOUN
cte-368	301	21	.	.	PUNCT
cte-368	302	1	4	4	X
cte-368	302	2	.	.	X
cte-368	302	3	the	the	DET
cte-368	302	4	fourth	fourth	ADJ
cte-368	302	5	step	step	NOUN
cte-368	302	6	is	be	AUX
cte-368	302	7	to	to	PART
cte-368	302	8	cluster	cluster	VERB
cte-368	302	9	the	the	DET
cte-368	302	10	news	news	NOUN
cte-368	302	11	with	with	ADP
cte-368	302	12	several	several	ADJ
cte-368	302	13	algorithms	algorithm	NOUN
cte-368	302	14	.	.	PUNCT
cte-368	303	1	we	we	PRON
cte-368	303	2	will	will	AUX
cte-368	303	3	describe	describe	VERB
cte-368	303	4	the	the	DET
cte-368	303	5	steps	step	NOUN
cte-368	303	6	more	more	ADV
cte-368	303	7	detailed	detailed	ADJ
cte-368	303	8	in	in	ADP
cte-368	303	9	the	the	DET
cte-368	303	10	results	result	NOUN
cte-368	303	11	of	of	ADP
cte-368	303	12	the	the	DET
cte-368	303	13	experiment	experiment	NOUN
cte-368	303	14	chapter	chapter	NOUN
cte-368	303	15	and	and	CCONJ
cte-368	303	16	compare	compare	VERB
cte-368	303	17	each	each	DET
cte-368	303	18	algorithm	algorithm	NOUN
cte-368	303	19	by	by	ADP
cte-368	303	20	their	their	PRON
cte-368	303	21	results	result	NOUN
cte-368	303	22	and	and	CCONJ
cte-368	303	23	mention	mention	VERB
cte-368	303	24	their	their	PRON
cte-368	303	25	advantages	advantage	NOUN
cte-368	303	26	and	and	CCONJ
cte-368	303	27	disadvantages	disadvantage	NOUN
cte-368	303	28	.	.	PUNCT
cte-368	304	1	5	5	X
cte-368	304	2	.	.	X
cte-368	304	3	at	at	ADP
cte-368	304	4	the	the	DET
cte-368	304	5	end	end	NOUN
cte-368	304	6	we	we	PRON
cte-368	304	7	will	will	AUX
cte-368	304	8	give	give	VERB
cte-368	304	9	a	a	DET
cte-368	304	10	conclusion	conclusion	NOUN
cte-368	304	11	.	.	PUNCT
cte-368	305	1	results	result	NOUN
cte-368	305	2	of	of	ADP
cte-368	305	3	the	the	DET
cte-368	305	4	experiment	experiment	NOUN
cte-368	305	5	for	for	ADP
cte-368	305	6	providing	provide	VERB
cte-368	305	7	the	the	DET
cte-368	305	8	experiment	experiment	NOUN
cte-368	305	9	were	be	AUX
cte-368	305	10	took	take	VERB
cte-368	305	11	news	news	NOUN
cte-368	305	12	articles	article	NOUN
cte-368	305	13	from	from	ADP
cte-368	305	14	bbc	bbc	PROPN
cte-368	305	15	,	,	PUNCT
cte-368	305	16	which	which	PRON
cte-368	305	17	are	be	AUX
cte-368	305	18	already	already	ADV
cte-368	305	19	labeled	label	VERB
cte-368	305	20	into	into	ADP
cte-368	305	21	five	five	NUM
cte-368	305	22	categories	category	NOUN
cte-368	305	23	.	.	PUNCT
cte-368	306	1	the	the	DET
cte-368	306	2	following	follow	VERB
cte-368	306	3	five	five	NUM
cte-368	306	4	categories	category	NOUN
cte-368	306	5	are	be	AUX
cte-368	306	6	listed	list	VERB
cte-368	306	7	:	:	PUNCT
cte-368	306	8	business	business	NOUN
cte-368	306	9	;	;	PUNCT
cte-368	306	10	entertainment	entertainment	NOUN
cte-368	306	11	;	;	PUNCT
cte-368	306	12	politics	politic	NOUN
cte-368	306	13	;	;	PUNCT
cte-368	306	14	sports	sport	NOUN
cte-368	306	15	;	;	PUNCT
cte-368	306	16	tech	tech	NOUN
cte-368	306	17	.	.	PUNCT
cte-368	307	1	the	the	DET
cte-368	307	2	dataset	dataset	NOUN
cte-368	307	3	consists	consist	VERB
cte-368	307	4	of	of	ADP
cte-368	307	5	2225	2225	NUM
cte-368	307	6	documents	document	NOUN
cte-368	307	7	from	from	ADP
cte-368	307	8	the	the	DET
cte-368	307	9	bbc	bbc	PROPN
cte-368	307	10	news	news	PROPN
cte-368	307	11	website	website	NOUN
cte-368	307	12	corresponding	correspond	VERB
cte-368	307	13	to	to	ADP
cte-368	307	14	stories	story	NOUN
cte-368	307	15	in	in	ADP
cte-368	307	16	five	five	NUM
cte-368	307	17	topical	topical	ADJ
cte-368	307	18	areas	area	NOUN
cte-368	307	19	from	from	ADP
cte-368	307	20	2004	2004	NUM
cte-368	307	21	-	-	SYM
cte-368	307	22	2005	2005	NUM
cte-368	307	23	.	.	PUNCT
cte-368	308	1	source	source	NOUN
cte-368	308	2	:	:	PUNCT
cte-368	308	3	http://mlg.ucd.ie/files/datasets/bbc-fulltext.zip	http://mlg.ucd.ie/files/datasets/bbc-fulltext.zip	NOUN
cte-368	308	4	.	.	PUNCT
cte-368	309	1	firstly	firstly	ADV
cte-368	309	2	,	,	PUNCT
cte-368	309	3	it	it	PRON
cte-368	309	4	is	be	AUX
cte-368	309	5	possible	possible	ADJ
cte-368	309	6	to	to	PART
cte-368	309	7	split	split	VERB
cte-368	309	8	the	the	DET
cte-368	309	9	files	file	NOUN
cte-368	309	10	into	into	ADP
cte-368	309	11	300	300	NUM
cte-368	309	12	files	file	NOUN
cte-368	309	13	per	per	ADP
cte-368	309	14	class	class	NOUN
cte-368	309	15	label	label	NOUN
cte-368	309	16	,	,	PUNCT
cte-368	309	17	which	which	PRON
cte-368	309	18	results	result	VERB
cte-368	309	19	in	in	ADP
cte-368	309	20	a	a	DET
cte-368	309	21	total	total	ADJ
cte-368	309	22	dataset	dataset	NOUN
cte-368	309	23	of	of	ADP
cte-368	309	24	1500	1500	NUM
cte-368	309	25	files	file	NOUN
cte-368	309	26	which	which	PRON
cte-368	309	27	we	we	PRON
cte-368	309	28	will	will	AUX
cte-368	309	29	cluster	cluster	VERB
cte-368	309	30	with	with	ADP
cte-368	309	31	all	all	DET
cte-368	309	32	the	the	DET
cte-368	309	33	learned	learn	VERB
cte-368	309	34	cluster	cluster	NOUN
cte-368	309	35	algorithms	algorithm	NOUN
cte-368	309	36	.	.	PUNCT
cte-368	310	1	after	after	ADP
cte-368	310	2	that	that	PRON
cte-368	310	3	we	we	PRON
cte-368	310	4	renamed	rename	VERB
cte-368	310	5	all	all	DET
cte-368	310	6	the	the	DET
cte-368	310	7	files	file	NOUN
cte-368	310	8	to	to	ADP
cte-368	310	9	each	each	PRON
cte-368	310	10	of	of	ADP
cte-368	310	11	the	the	DET
cte-368	310	12	label	label	NOUN
cte-368	310	13	(	(	PUNCT
cte-368	310	14	to	to	PART
cte-368	310	15	have	have	VERB
cte-368	310	16	a	a	DET
cte-368	310	17	better	well	ADJ
cte-368	310	18	visual	visual	ADJ
cte-368	310	19	comprehension	comprehension	NOUN
cte-368	310	20	of	of	ADP
cte-368	310	21	the	the	DET
cte-368	310	22	clustering	clustering	ADJ
cte-368	310	23	plotted	plot	VERB
cte-368	310	24	images	image	NOUN
cte-368	310	25	)	)	PUNCT
cte-368	310	26	.	.	PUNCT
cte-368	311	1	for	for	ADP
cte-368	311	2	example	example	NOUN
cte-368	311	3	,	,	PUNCT
cte-368	311	4	all	all	DET
cte-368	311	5	the	the	DET
cte-368	311	6	labeled	label	VERB
cte-368	311	7	text	text	NOUN
cte-368	311	8	files	file	NOUN
cte-368	311	9	have	have	VERB
cte-368	311	10	a	a	DET
cte-368	311	11	name	name	NOUN
cte-368	311	12	like	like	ADP
cte-368	311	13	“	"	PUNCT
cte-368	311	14	business	business	NOUN
cte-368	311	15	(	(	PUNCT
cte-368	311	16	1	1	NUM
cte-368	311	17	)	)	PUNCT
cte-368	311	18	”	"	PUNCT
cte-368	311	19	,	,	PUNCT
cte-368	311	20	“	"	PUNCT
cte-368	311	21	business	business	NOUN
cte-368	311	22	(	(	PUNCT
cte-368	311	23	2	2	NUM
cte-368	311	24	)	)	PUNCT
cte-368	311	25	”	"	PUNCT
cte-368	311	26	,	,	PUNCT
cte-368	311	27	“	"	PUNCT
cte-368	311	28	business	business	NOUN
cte-368	311	29	(	(	PUNCT
cte-368	311	30	3	3	NUM
cte-368	311	31	)	)	PUNCT
cte-368	311	32	”	"	PUNCT
cte-368	311	33	etc	etc	X
cte-368	311	34	.	.	X
cte-368	312	1	(	(	PUNCT
cte-368	312	2	figure	figure	NOUN
cte-368	312	3	12	12	NUM
cte-368	312	4	)	)	PUNCT
cte-368	312	5	fig	fig	NOUN
cte-368	312	6	.	.	PUNCT
cte-368	313	1	12	12	NUM
cte-368	313	2	.	.	PUNCT
cte-368	313	3	file	file	NOUN
cte-368	313	4	names	name	NOUN
cte-368	313	5	http://mlg.ucd.ie/files/datasets/bbc-fulltext.zip	http://mlg.ucd.ie/files/datasets/bbc-fulltext.zip	VERB
cte-368	313	6	64	64	NUM
cte-368	313	7	cte	cte	NOUN
cte-368	313	8	workshop	workshop	NOUN
cte-368	313	9	proceedings	proceeding	NOUN
cte-368	313	10	,	,	PUNCT
cte-368	313	11	2019	2019	NUM
cte-368	313	12	,	,	PUNCT
cte-368	313	13	vol	vol	NOUN
cte-368	313	14	.	.	PROPN
cte-368	314	1	6	6	NUM
cte-368	314	2	:	:	PUNCT
cte-368	314	3	cte-2018	cte-2018	NOUN
cte-368	314	4	,	,	PUNCT
cte-368	314	5	pp	pp	ADP
cte-368	314	6	.	.	PUNCT
cte-368	315	1	48	48	NUM
cte-368	315	2	-	-	SYM
cte-368	315	3	73	73	NUM
cte-368	315	4	the	the	DET
cte-368	315	5	corpus	corpus	NOUN
cte-368	315	6	has	have	VERB
cte-368	315	7	a	a	DET
cte-368	315	8	1004346	1004346	NUM
cte-368	315	9	dimension	dimension	NOUN
cte-368	315	10	matrix	matrix	NOUN
cte-368	315	11	with	with	ADP
cte-368	315	12	a	a	DET
cte-368	315	13	sparsity	sparsity	NOUN
cte-368	315	14	of	of	ADP
cte-368	315	15	97	97	NUM
cte-368	315	16	%	%	NOUN
cte-368	315	17	,	,	PUNCT
cte-368	315	18	which	which	PRON
cte-368	315	19	means	mean	VERB
cte-368	315	20	that	that	SCONJ
cte-368	315	21	409476	409476	NUM
cte-368	315	22	rows	row	NOUN
cte-368	315	23	have	have	VERB
cte-368	315	24	zeros	zero	NOUN
cte-368	315	25	.	.	PUNCT
cte-368	316	1	this	this	PRON
cte-368	316	2	means	mean	VERB
cte-368	316	3	that	that	SCONJ
cte-368	316	4	the	the	DET
cte-368	316	5	files	file	NOUN
cte-368	316	6	are	be	AUX
cte-368	316	7	not	not	PART
cte-368	316	8	very	very	ADV
cte-368	316	9	similar	similar	ADJ
cte-368	316	10	in	in	ADP
cte-368	316	11	their	their	PRON
cte-368	316	12	content	content	NOUN
cte-368	316	13	(	(	PUNCT
cte-368	316	14	choice	choice	NOUN
cte-368	316	15	of	of	ADP
cte-368	316	16	words	word	NOUN
cte-368	316	17	)	)	PUNCT
cte-368	316	18	,	,	PUNCT
cte-368	316	19	which	which	PRON
cte-368	316	20	can	can	AUX
cte-368	316	21	be	be	AUX
cte-368	316	22	seen	see	VERB
cte-368	316	23	in	in	ADP
cte-368	316	24	the	the	DET
cte-368	316	25	extract	extract	NOUN
cte-368	316	26	in	in	ADP
cte-368	316	27	figure	figure	NOUN
cte-368	316	28	12	12	NUM
cte-368	316	29	.	.	PUNCT
cte-368	317	1	there	there	ADV
cte-368	317	2	you	you	PRON
cte-368	317	3	can	can	AUX
cte-368	317	4	see	see	VERB
cte-368	317	5	an	an	DET
cte-368	317	6	example	example	NOUN
cte-368	317	7	of	of	ADP
cte-368	317	8	the	the	DET
cte-368	317	9	zeros	zero	NOUN
cte-368	317	10	for	for	ADP
cte-368	317	11	each	each	DET
cte-368	317	12	row	row	NOUN
cte-368	317	13	.	.	PUNCT
cte-368	318	1	just	just	ADV
cte-368	318	2	from	from	ADP
cte-368	318	3	that	that	DET
cte-368	318	4	data	datum	NOUN
cte-368	318	5	,	,	PUNCT
cte-368	318	6	we	we	PRON
cte-368	318	7	can	can	AUX
cte-368	318	8	not	not	PART
cte-368	318	9	really	really	ADV
cte-368	318	10	say	say	VERB
cte-368	318	11	something	something	PRON
cte-368	318	12	about	about	ADP
cte-368	318	13	the	the	DET
cte-368	318	14	corpus	corpus	NOUN
cte-368	318	15	,	,	PUNCT
cte-368	318	16	but	but	CCONJ
cte-368	318	17	we	we	PRON
cte-368	318	18	are	be	AUX
cte-368	318	19	eager	eager	ADJ
cte-368	318	20	to	to	PART
cte-368	318	21	see	see	VERB
cte-368	318	22	where	where	SCONJ
cte-368	318	23	this	this	PRON
cte-368	318	24	will	will	AUX
cte-368	318	25	take	take	VERB
cte-368	318	26	us	we	PRON
cte-368	318	27	.	.	PUNCT
cte-368	319	1	the	the	DET
cte-368	319	2	tail	tail	NOUN
cte-368	319	3	means	mean	VERB
cte-368	319	4	,	,	PUNCT
cte-368	319	5	that	that	SCONJ
cte-368	319	6	these	these	DET
cte-368	319	7	words	word	NOUN
cte-368	319	8	are	be	AUX
cte-368	319	9	only	only	ADV
cte-368	319	10	used	use	VERB
cte-368	319	11	once	once	ADV
cte-368	319	12	.	.	PUNCT
cte-368	320	1	we	we	PRON
cte-368	320	2	also	also	ADV
cte-368	320	3	tried	try	VERB
cte-368	320	4	to	to	PART
cte-368	320	5	check	check	VERB
cte-368	320	6	the	the	DET
cte-368	320	7	association	association	NOUN
cte-368	320	8	between	between	ADP
cte-368	320	9	some	some	DET
cte-368	320	10	words	word	NOUN
cte-368	320	11	(	(	PUNCT
cte-368	320	12	figure	figure	NOUN
cte-368	320	13	13	13	NUM
cte-368	320	14	)	)	PUNCT
cte-368	320	15	,	,	PUNCT
cte-368	320	16	we	we	PRON
cte-368	320	17	picked	pick	VERB
cte-368	320	18	some	some	DET
cte-368	320	19	words	word	NOUN
cte-368	320	20	,	,	PUNCT
cte-368	320	21	which	which	PRON
cte-368	320	22	we	we	PRON
cte-368	320	23	would	would	AUX
cte-368	320	24	take	take	VERB
cte-368	320	25	as	as	ADP
cte-368	320	26	a	a	DET
cte-368	320	27	representation	representation	NOUN
cte-368	320	28	for	for	ADP
cte-368	320	29	the	the	DET
cte-368	320	30	label	label	NOUN
cte-368	320	31	:	:	PUNCT
cte-368	320	32	•	•	NUM
cte-368	320	33	world	world	NOUN
cte-368	320	34	–	–	PUNCT
cte-368	320	35	politics	politic	NOUN
cte-368	320	36	;	;	PUNCT
cte-368	320	37	•	•	NUM
cte-368	320	38	music	music	NOUN
cte-368	320	39	–	–	PUNCT
cte-368	320	40	entertainment	entertainment	NOUN
cte-368	320	41	;	;	PUNCT
cte-368	320	42	•	•	NUM
cte-368	320	43	sport	sport	NOUN
cte-368	320	44	–	–	PUNCT
cte-368	320	45	sport	sport	NOUN
cte-368	320	46	.	.	PUNCT
cte-368	321	1	fig	fig	NOUN
cte-368	321	2	.	.	PUNCT
cte-368	322	1	13	13	NUM
cte-368	322	2	.	.	X
cte-368	322	3	association	association	NOUN
cte-368	322	4	of	of	ADP
cte-368	322	5	words	word	NOUN
cte-368	322	6	the	the	DET
cte-368	322	7	word	word	NOUN
cte-368	322	8	“	"	PUNCT
cte-368	322	9	world	world	NOUN
cte-368	322	10	”	"	PUNCT
cte-368	322	11	is	be	AUX
cte-368	322	12	most	most	ADV
cte-368	322	13	associated	associate	VERB
cte-368	322	14	with	with	ADP
cte-368	322	15	“	"	PUNCT
cte-368	322	16	champion	champion	NOUN
cte-368	322	17	”	"	PUNCT
cte-368	322	18	which	which	PRON
cte-368	322	19	comes	come	VERB
cte-368	322	20	from	from	ADP
cte-368	322	21	“	"	PUNCT
cte-368	322	22	world	world	NOUN
cte-368	322	23	champion	champion	NOUN
cte-368	322	24	”	"	PUNCT
cte-368	322	25	which	which	PRON
cte-368	322	26	would	would	AUX
cte-368	322	27	be	be	AUX
cte-368	322	28	classified	classify	VERB
cte-368	322	29	into	into	ADP
cte-368	322	30	the	the	DET
cte-368	322	31	sport	sport	NOUN
cte-368	322	32	sector	sector	NOUN
cte-368	322	33	not	not	PART
cte-368	322	34	the	the	DET
cte-368	322	35	politics	politics	NOUN
cte-368	322	36	sector	sector	NOUN
cte-368	322	37	,	,	PUNCT
cte-368	322	38	how	how	SCONJ
cte-368	322	39	we	we	PRON
cte-368	322	40	“	"	PUNCT
cte-368	322	41	predicted	predict	VERB
cte-368	322	42	”	"	PUNCT
cte-368	322	43	.	.	PUNCT
cte-368	323	1	however	however	ADV
cte-368	323	2	,	,	PUNCT
cte-368	323	3	the	the	DET
cte-368	323	4	word	word	NOUN
cte-368	323	5	“	"	PUNCT
cte-368	323	6	world	world	NOUN
cte-368	323	7	”	"	PUNCT
cte-368	323	8	is	be	AUX
cte-368	323	9	mostly	mostly	ADV
cte-368	323	10	a	a	DET
cte-368	323	11	universal	universal	ADJ
cte-368	323	12	word	word	NOUN
cte-368	323	13	,	,	PUNCT
cte-368	323	14	which	which	PRON
cte-368	323	15	occur	occur	VERB
cte-368	323	16	in	in	ADP
cte-368	323	17	most	most	ADJ
cte-368	323	18	of	of	ADP
cte-368	323	19	the	the	DET
cte-368	323	20	labels	label	NOUN
cte-368	323	21	,	,	PUNCT
cte-368	323	22	that	that	PRON
cte-368	323	23	is	be	AUX
cte-368	323	24	why	why	SCONJ
cte-368	323	25	,	,	PUNCT
cte-368	323	26	it	it	PRON
cte-368	323	27	is	be	AUX
cte-368	323	28	the	the	DET
cte-368	323	29	second	second	ADJ
cte-368	323	30	most	most	ADV
cte-368	323	31	frequent	frequent	ADJ
cte-368	323	32	word	word	NOUN
cte-368	323	33	in	in	ADP
cte-368	323	34	the	the	DET
cte-368	323	35	corpus	corpus	NOUN
cte-368	323	36	.	.	PUNCT
cte-368	324	1	to	to	PART
cte-368	324	2	get	get	VERB
cte-368	324	3	a	a	DET
cte-368	324	4	better	well	ADJ
cte-368	324	5	visual	visual	ADJ
cte-368	324	6	,	,	PUNCT
cte-368	324	7	immediate	immediate	ADJ
cte-368	324	8	understanding	understanding	NOUN
cte-368	324	9	of	of	ADP
cte-368	324	10	the	the	DET
cte-368	324	11	used	use	VERB
cte-368	324	12	words	word	NOUN
cte-368	324	13	in	in	ADP
cte-368	324	14	the	the	DET
cte-368	324	15	corpus	corpus	NOUN
cte-368	324	16	,	,	PUNCT
cte-368	324	17	we	we	PRON
cte-368	324	18	plotted	plot	VERB
cte-368	324	19	a	a	DET
cte-368	324	20	world	world	NOUN
cte-368	324	21	cloud	cloud	NOUN
cte-368	324	22	with	with	ADP
cte-368	324	23	three	three	NUM
cte-368	324	24	colors	color	NOUN
cte-368	324	25	.	.	PUNCT
cte-368	325	1	“	"	PUNCT
cte-368	325	2	year	year	NOUN
cte-368	325	3	”	"	PUNCT
cte-368	325	4	is	be	AUX
cte-368	325	5	the	the	DET
cte-368	325	6	most	most	ADV
cte-368	325	7	frequently	frequently	ADV
cte-368	325	8	used	use	VERB
cte-368	325	9	word	word	NOUN
cte-368	325	10	.	.	PUNCT
cte-368	326	1	the	the	DET
cte-368	326	2	same	same	ADJ
cte-368	326	3	explanation	explanation	NOUN
cte-368	326	4	like	like	ADP
cte-368	326	5	for	for	ADP
cte-368	326	6	the	the	DET
cte-368	326	7	word	word	NOUN
cte-368	326	8	“	"	PUNCT
cte-368	326	9	world	world	NOUN
cte-368	326	10	”	"	PUNCT
cte-368	326	11	it	it	PRON
cte-368	326	12	is	be	AUX
cte-368	326	13	a	a	DET
cte-368	326	14	universal	universal	ADJ
cte-368	326	15	word	word	NOUN
cte-368	326	16	,	,	PUNCT
cte-368	326	17	which	which	PRON
cte-368	326	18	will	will	AUX
cte-368	326	19	be	be	AUX
cte-368	326	20	used	use	VERB
cte-368	326	21	for	for	ADP
cte-368	326	22	all	all	PRON
cte-368	326	23	of	of	ADP
cte-368	326	24	the	the	DET
cte-368	326	25	categories	category	NOUN
cte-368	326	26	.	.	PUNCT
cte-368	327	1	a	a	DET
cte-368	327	2	dendrogram	dendrogram	NOUN
cte-368	327	3	shows	show	VERB
cte-368	327	4	a	a	DET
cte-368	327	5	hierarchical	hierarchical	ADJ
cte-368	327	6	clustering	clustering	NOUN
cte-368	327	7	,	,	PUNCT
cte-368	327	8	it	it	PRON
cte-368	327	9	illustrates	illustrate	VERB
cte-368	327	10	the	the	DET
cte-368	327	11	arrangement	arrangement	NOUN
cte-368	327	12	of	of	ADP
cte-368	327	13	the	the	DET
cte-368	327	14	clusters	cluster	NOUN
cte-368	327	15	produced	produce	VERB
cte-368	327	16	by	by	ADP
cte-368	327	17	the	the	DET
cte-368	327	18	corresponding	corresponding	ADJ
cte-368	327	19	analyses	analysis	NOUN
cte-368	327	20	.	.	PUNCT
cte-368	328	1	well	well	INTJ
cte-368	328	2	,	,	PUNCT
cte-368	328	3	as	as	SCONJ
cte-368	328	4	one	one	PRON
cte-368	328	5	can	can	AUX
cte-368	328	6	see	see	VERB
cte-368	328	7	in	in	ADP
cte-368	328	8	figure	figure	NOUN
cte-368	328	9	14	14	NUM
cte-368	328	10	,	,	PUNCT
cte-368	328	11	we	we	PRON
cte-368	328	12	clustered	cluster	VERB
cte-368	328	13	the	the	DET
cte-368	328	14	corpus	corpus	NOUN
cte-368	328	15	into	into	ADP
cte-368	328	16	5	5	NUM
cte-368	328	17	parts	part	NOUN
cte-368	328	18	,	,	PUNCT
cte-368	328	19	but	but	CCONJ
cte-368	328	20	we	we	PRON
cte-368	328	21	do	do	AUX
cte-368	328	22	not	not	PART
cte-368	328	23	get	get	VERB
cte-368	328	24	a	a	DET
cte-368	328	25	good	good	ADJ
cte-368	328	26	result	result	NOUN
cte-368	328	27	,	,	PUNCT
cte-368	328	28	because	because	SCONJ
cte-368	328	29	in	in	ADP
cte-368	328	30	our	our	PRON
cte-368	328	31	example	example	NOUN
cte-368	328	32	there	there	PRON
cte-368	328	33	is	be	VERB
cte-368	328	34	no	no	DET
cte-368	328	35	hierarchical	hierarchical	ADJ
cte-368	328	36	possibility	possibility	NOUN
cte-368	328	37	to	to	PART
cte-368	328	38	cluster	cluster	VERB
cte-368	328	39	the	the	DET
cte-368	328	40	files	file	NOUN
cte-368	328	41	.	.	PUNCT
cte-368	329	1	it	it	PRON
cte-368	329	2	is	be	AUX
cte-368	329	3	not	not	PART
cte-368	329	4	like	like	SCONJ
cte-368	329	5	some	some	DET
cte-368	329	6	files	file	NOUN
cte-368	329	7	are	be	AUX
cte-368	329	8	built	build	VERB
cte-368	329	9	on	on	ADP
cte-368	329	10	others	other	NOUN
cte-368	329	11	.	.	PUNCT
cte-368	330	1	so	so	ADV
cte-368	330	2	,	,	PUNCT
cte-368	330	3	that	that	PRON
cte-368	330	4	is	be	AUX
cte-368	330	5	why	why	SCONJ
cte-368	330	6	we	we	PRON
cte-368	330	7	get	get	VERB
cte-368	330	8	a	a	DET
cte-368	330	9	bad	bad	ADJ
cte-368	330	10	result	result	NOUN
cte-368	330	11	.	.	PUNCT
cte-368	331	1	the	the	DET
cte-368	331	2	advantage	advantage	NOUN
cte-368	331	3	of	of	ADP
cte-368	331	4	the	the	DET
cte-368	331	5	dendrogram	dendrogram	NOUN
cte-368	331	6	is	be	AUX
cte-368	331	7	to	to	PART
cte-368	331	8	see	see	VERB
cte-368	331	9	some	some	DET
cte-368	331	10	hierarchical	hierarchical	ADJ
cte-368	331	11	cluster	cluster	NOUN
cte-368	331	12	,	,	PUNCT
cte-368	331	13	mostly	mostly	ADV
cte-368	331	14	the	the	DET
cte-368	331	15	cluster	cluster	NOUN
cte-368	331	16	algorithm	algorithm	NOUN
cte-368	331	17	is	be	AUX
cte-368	331	18	used	use	VERB
cte-368	331	19	for	for	ADP
cte-368	331	20	chemical	chemical	ADJ
cte-368	331	21	or	or	CCONJ
cte-368	331	22	biological	biological	ADJ
cte-368	331	23	studies	study	NOUN
cte-368	331	24	to	to	PART
cte-368	331	25	see	see	VERB
cte-368	331	26	the	the	DET
cte-368	331	27	relationship	relationship	NOUN
cte-368	331	28	between	between	ADP
cte-368	331	29	some	some	DET
cte-368	331	30	elements	element	NOUN
cte-368	331	31	or	or	CCONJ
cte-368	331	32	species	specie	NOUN
cte-368	331	33	.	.	PUNCT
cte-368	332	1	for	for	ADP
cte-368	332	2	clustering	cluster	VERB
cte-368	332	3	“	"	PUNCT
cte-368	332	4	similarities	similarity	NOUN
cte-368	332	5	”	"	PUNCT
cte-368	332	6	the	the	DET
cte-368	332	7	algorithm	algorithm	NOUN
cte-368	332	8	is	be	AUX
cte-368	332	9	not	not	PART
cte-368	332	10	very	very	ADV
cte-368	332	11	effective	effective	ADJ
cte-368	332	12	.	.	PUNCT
cte-368	333	1	we	we	PRON
cte-368	333	2	chose	choose	VERB
cte-368	333	3	to	to	PART
cte-368	333	4	create	create	VERB
cte-368	333	5	a	a	DET
cte-368	333	6	table	table	NOUN
cte-368	333	7	with	with	ADP
cte-368	333	8	the	the	DET
cte-368	333	9	clustered	clustered	ADJ
cte-368	333	10	values	value	NOUN
cte-368	333	11	(	(	PUNCT
cte-368	333	12	table	table	NOUN
cte-368	333	13	1	1	NUM
cte-368	333	14	)	)	PUNCT
cte-368	333	15	,	,	PUNCT
cte-368	333	16	because	because	SCONJ
cte-368	333	17	just	just	ADV
cte-368	333	18	from	from	ADP
cte-368	333	19	the	the	DET
cte-368	333	20	figure	figure	NOUN
cte-368	333	21	14	14	NUM
cte-368	333	22	it	it	PRON
cte-368	333	23	is	be	AUX
cte-368	333	24	very	very	ADV
cte-368	333	25	difficult	difficult	ADJ
cte-368	333	26	to	to	PART
cte-368	333	27	see	see	VERB
cte-368	333	28	which	which	DET
cte-368	333	29	files	file	NOUN
cte-368	333	30	are	be	AUX
cte-368	333	31	in	in	ADP
cte-368	333	32	which	which	DET
cte-368	333	33	cluster	cluster	NOUN
cte-368	333	34	.	.	PUNCT
cte-368	334	1	cte	cte	PROPN
cte-368	334	2	workshop	workshop	NOUN
cte-368	334	3	proceedings	proceeding	NOUN
cte-368	334	4	,	,	PUNCT
cte-368	334	5	2019	2019	NUM
cte-368	334	6	,	,	PUNCT
cte-368	334	7	vol	vol	NOUN
cte-368	334	8	.	.	PROPN
cte-368	335	1	6	6	NUM
cte-368	335	2	:	:	PUNCT
cte-368	335	3	cte-2018	cte-2018	NOUN
cte-368	335	4	,	,	PUNCT
cte-368	335	5	pp	pp	ADP
cte-368	335	6	.	.	PUNCT
cte-368	336	1	48	48	NUM
cte-368	336	2	-	-	SYM
cte-368	336	3	73	73	NUM
cte-368	336	4	65	65	NUM
cte-368	336	5	fig	fig	NOUN
cte-368	336	6	.	.	PUNCT
cte-368	337	1	14	14	NUM
cte-368	337	2	.	.	PUNCT
cte-368	337	3	cluster	cluster	NOUN
cte-368	337	4	dendrogram	dendrogram	NOUN
cte-368	337	5	table	table	NOUN
cte-368	337	6	1	1	NUM
cte-368	337	7	.	.	PUNCT
cte-368	338	1	clastering	clastere	VERB
cte-368	338	2	results	result	NOUN
cte-368	338	3	table	table	VERB
cte-368	338	4	the	the	DET
cte-368	338	5	table	table	NOUN
cte-368	338	6	shows	show	VERB
cte-368	338	7	that	that	SCONJ
cte-368	338	8	most	most	ADJ
cte-368	338	9	of	of	ADP
cte-368	338	10	the	the	DET
cte-368	338	11	files	file	NOUN
cte-368	338	12	are	be	AUX
cte-368	338	13	located	locate	VERB
cte-368	338	14	into	into	ADP
cte-368	338	15	the	the	DET
cte-368	338	16	second	second	ADJ
cte-368	338	17	cluster	cluster	NOUN
cte-368	338	18	,	,	PUNCT
cte-368	338	19	followed	follow	VERB
cte-368	338	20	by	by	ADP
cte-368	338	21	cluster	cluster	NOUN
cte-368	338	22	5	5	NUM
cte-368	338	23	.	.	PUNCT
cte-368	339	1	all	all	DET
cte-368	339	2	the	the	DET
cte-368	339	3	topics	topic	NOUN
cte-368	339	4	are	be	AUX
cte-368	339	5	scrambled	scramble	VERB
cte-368	339	6	into	into	ADP
cte-368	339	7	all	all	DET
cte-368	339	8	the	the	DET
cte-368	339	9	cluster	cluster	NOUN
cte-368	339	10	(	(	PUNCT
cte-368	339	11	figure	figure	NOUN
cte-368	339	12	15	15	NUM
cte-368	339	13	)	)	PUNCT
cte-368	339	14	.	.	PUNCT
cte-368	340	1	so	so	ADV
cte-368	340	2	,	,	PUNCT
cte-368	340	3	the	the	DET
cte-368	340	4	k	k	NOUN
cte-368	340	5	-	-	PUNCT
cte-368	340	6	means	means	NOUN
cte-368	340	7	algorithm	algorithm	NOUN
cte-368	340	8	is	be	AUX
cte-368	340	9	also	also	ADV
cte-368	340	10	not	not	PART
cte-368	340	11	a	a	DET
cte-368	340	12	good	good	ADJ
cte-368	340	13	algorithm	algorithm	NOUN
cte-368	340	14	for	for	ADP
cte-368	340	15	our	our	PRON
cte-368	340	16	case	case	NOUN
cte-368	340	17	.	.	PUNCT
cte-368	341	1	the	the	DET
cte-368	341	2	disadvantage	disadvantage	NOUN
cte-368	341	3	for	for	ADP
cte-368	341	4	the	the	DET
cte-368	341	5	k	k	NOUN
cte-368	341	6	-	-	PUNCT
cte-368	341	7	means	means	NOUN
cte-368	341	8	algorithm	algorithm	NOUN
cte-368	341	9	is	be	AUX
cte-368	341	10	that	that	SCONJ
cte-368	341	11	it	it	PRON
cte-368	341	12	is	be	AUX
cte-368	341	13	not	not	PART
cte-368	341	14	good	good	ADJ
cte-368	341	15	with	with	ADP
cte-368	341	16	outliers	outlier	NOUN
cte-368	341	17	,	,	PUNCT
cte-368	341	18	and	and	CCONJ
cte-368	341	19	if	if	SCONJ
cte-368	341	20	there	there	PRON
cte-368	341	21	are	be	VERB
cte-368	341	22	some	some	DET
cte-368	341	23	outlier	outlier	NOUN
cte-368	341	24	,	,	PUNCT
cte-368	341	25	they	they	PRON
cte-368	341	26	will	will	AUX
cte-368	341	27	be	be	AUX
cte-368	341	28	put	put	VERB
cte-368	341	29	into	into	ADP
cte-368	341	30	one	one	NUM
cte-368	341	31	cluster	cluster	NOUN
cte-368	341	32	like	like	ADP
cte-368	341	33	business	business	NOUN
cte-368	341	34	20	20	NUM
cte-368	341	35	,	,	PUNCT
cte-368	341	36	or	or	CCONJ
cte-368	341	37	some	some	PRON
cte-368	341	38	of	of	ADP
cte-368	341	39	the	the	DET
cte-368	341	40	tech	tech	NOUN
cte-368	341	41	articles	article	NOUN
cte-368	341	42	in	in	ADP
cte-368	341	43	cluster	cluster	NOUN
cte-368	341	44	3	3	NUM
cte-368	341	45	.	.	PUNCT
cte-368	342	1	however	however	ADV
cte-368	342	2	,	,	PUNCT
cte-368	342	3	the	the	DET
cte-368	342	4	other	other	ADJ
cte-368	342	5	texts	text	NOUN
cte-368	342	6	are	be	AUX
cte-368	342	7	likely	likely	ADJ
cte-368	342	8	to	to	PART
cte-368	342	9	be	be	AUX
cte-368	342	10	“	"	PUNCT
cte-368	342	11	too	too	ADV
cte-368	342	12	similar	similar	ADJ
cte-368	342	13	”	"	PUNCT
cte-368	342	14	to	to	PART
cte-368	342	15	distinguish	distinguish	VERB
cte-368	342	16	them	they	PRON
cte-368	342	17	from	from	ADP
cte-368	342	18	the	the	DET
cte-368	342	19	others	other	NOUN
cte-368	342	20	.	.	PUNCT
cte-368	343	1	community	community	NOUN
cte-368	343	2	detection	detection	NOUN
cte-368	343	3	since	since	SCONJ
cte-368	343	4	we	we	PRON
cte-368	343	5	have	have	VERB
cte-368	343	6	a	a	DET
cte-368	343	7	lot	lot	NOUN
cte-368	343	8	of	of	ADP
cte-368	343	9	files	file	NOUN
cte-368	343	10	,	,	PUNCT
cte-368	343	11	it	it	PRON
cte-368	343	12	is	be	AUX
cte-368	343	13	not	not	PART
cte-368	343	14	our	our	PRON
cte-368	343	15	goal	goal	NOUN
cte-368	343	16	to	to	PART
cte-368	343	17	see	see	VERB
cte-368	343	18	the	the	DET
cte-368	343	19	“	"	PUNCT
cte-368	343	20	biggest	big	ADJ
cte-368	343	21	”	"	PUNCT
cte-368	343	22	influenceable	influenceable	ADJ
cte-368	343	23	hub	hub	NOUN
cte-368	343	24	for	for	ADP
cte-368	343	25	every	every	DET
cte-368	343	26	sub	sub	NOUN
cte-368	343	27	community	community	NOUN
cte-368	343	28	but	but	CCONJ
cte-368	343	29	see	see	VERB
cte-368	343	30	how	how	SCONJ
cte-368	343	31	the	the	DET
cte-368	343	32	communities	community	NOUN
cte-368	343	33	are	be	AUX
cte-368	343	34	detected	detect	VERB
cte-368	343	35	.	.	PUNCT
cte-368	344	1	first	first	ADV
cte-368	344	2	,	,	PUNCT
cte-368	344	3	we	we	PRON
cte-368	344	4	have	have	AUX
cte-368	344	5	built	build	VERB
cte-368	344	6	the	the	DET
cte-368	344	7	communities	community	NOUN
cte-368	344	8	itself	itself	PRON
cte-368	344	9	,	,	PUNCT
cte-368	344	10	like	like	ADP
cte-368	344	11	seen	see	VERB
cte-368	344	12	in	in	ADP
cte-368	344	13	figure	figure	NOUN
cte-368	344	14	16	16	NUM
cte-368	344	15	.	.	PUNCT
cte-368	345	1	alone	alone	ADV
cte-368	345	2	from	from	ADP
cte-368	345	3	that	that	DET
cte-368	345	4	one	one	NOUN
cte-368	345	5	can	can	AUX
cte-368	345	6	see	see	VERB
cte-368	345	7	a	a	DET
cte-368	345	8	clear	clear	ADJ
cte-368	345	9	cluster	cluster	NOUN
cte-368	345	10	like	like	ADP
cte-368	345	11	the	the	DET
cte-368	345	12	sport	sport	NOUN
cte-368	345	13	-	-	PUNCT
cte-368	345	14	cluster	cluster	NOUN
cte-368	345	15	in	in	ADP
cte-368	345	16	the	the	DET
cte-368	345	17	bottom	bottom	NOUN
cte-368	345	18	left	leave	VERB
cte-368	345	19	corner	corner	NOUN
cte-368	345	20	or	or	CCONJ
cte-368	345	21	entertainment	entertainment	NOUN
cte-368	345	22	in	in	ADP
cte-368	345	23	the	the	DET
cte-368	345	24	upper	upper	ADJ
cte-368	345	25	right	right	ADJ
cte-368	345	26	corner	corner	NOUN
cte-368	345	27	.	.	PUNCT
cte-368	346	1	the	the	DET
cte-368	346	2	community	community	NOUN
cte-368	346	3	detection	detection	NOUN
cte-368	346	4	is	be	AUX
cte-368	346	5	based	base	VERB
cte-368	346	6	on	on	ADP
cte-368	346	7	the	the	DET
cte-368	346	8	cosine	cosine	NOUN
cte-368	346	9	similarity	similarity	NOUN
cte-368	346	10	,	,	PUNCT
cte-368	346	11	as	as	SCONJ
cte-368	346	12	we	we	PRON
cte-368	346	13	described	describe	VERB
cte-368	346	14	in	in	ADP
cte-368	346	15	the	the	DET
cte-368	346	16	topic	topic	NOUN
cte-368	346	17	document	document	NOUN
cte-368	346	18	similarity	similarity	NOUN
cte-368	346	19	.	.	PUNCT
cte-368	347	1	now	now	ADV
cte-368	347	2	we	we	PRON
cte-368	347	3	can	can	AUX
cte-368	347	4	build	build	VERB
cte-368	347	5	the	the	DET
cte-368	347	6	community	community	NOUN
cte-368	347	7	detection	detection	NOUN
cte-368	347	8	,	,	PUNCT
cte-368	347	9	which	which	PRON
cte-368	347	10	is	be	AUX
cte-368	347	11	based	base	VERB
cte-368	347	12	on	on	ADP
cte-368	347	13	the	the	DET
cte-368	347	14	algorithm	algorithm	NOUN
cte-368	347	15	greedy	greedy	ADJ
cte-368	347	16	optimization	optimization	NOUN
cte-368	347	17	of	of	ADP
cte-368	347	18	modularity	modularity	NOUN
cte-368	347	19	.	.	PUNCT
cte-368	348	1	figure	figure	NOUN
cte-368	348	2	17	17	NUM
cte-368	348	3	shows	show	VERB
cte-368	348	4	clearly	clearly	ADV
cte-368	348	5	that	that	SCONJ
cte-368	348	6	there	there	PRON
cte-368	348	7	are	be	VERB
cte-368	348	8	more	more	ADJ
cte-368	348	9	than	than	ADP
cte-368	348	10	5	5	NUM
cte-368	348	11	subcommunities	subcommunitie	NOUN
cte-368	348	12	.	.	PUNCT
cte-368	349	1	there	there	PRON
cte-368	349	2	is	be	VERB
cte-368	349	3	already	already	ADV
cte-368	349	4	the	the	DET
cte-368	349	5	first	first	ADJ
cte-368	349	6	disadvantage	disadvantage	NOUN
cte-368	349	7	,	,	PUNCT
cte-368	349	8	it	it	PRON
cte-368	349	9	is	be	AUX
cte-368	349	10	very	very	ADV
cte-368	349	11	difficult	difficult	ADJ
cte-368	349	12	to	to	PART
cte-368	349	13	find	find	VERB
cte-368	349	14	the	the	DET
cte-368	349	15	best	good	ADJ
cte-368	349	16	attributes	attribute	NOUN
cte-368	349	17	in	in	ADP
cte-368	349	18	order	order	NOUN
cte-368	349	19	to	to	PART
cte-368	349	20	get	get	VERB
cte-368	349	21	exactly	exactly	ADV
cte-368	349	22	5	5	NUM
cte-368	349	23	cluster	cluster	NOUN
cte-368	349	24	.	.	PUNCT
cte-368	350	1	however	however	ADV
cte-368	350	2	,	,	PUNCT
cte-368	350	3	in	in	ADP
cte-368	350	4	our	our	PRON
cte-368	350	5	opinion	opinion	NOUN
cte-368	350	6	the	the	DET
cte-368	350	7	community	community	NOUN
cte-368	350	8	66	66	NUM
cte-368	350	9	cte	cte	NOUN
cte-368	350	10	workshop	workshop	NOUN
cte-368	350	11	proceedings	proceeding	NOUN
cte-368	350	12	,	,	PUNCT
cte-368	350	13	2019	2019	NUM
cte-368	350	14	,	,	PUNCT
cte-368	350	15	vol	vol	NOUN
cte-368	350	16	.	.	PROPN
cte-368	351	1	6	6	NUM
cte-368	351	2	:	:	PUNCT
cte-368	351	3	cte-2018	cte-2018	NOUN
cte-368	351	4	,	,	PUNCT
cte-368	351	5	pp	pp	ADP
cte-368	351	6	.	.	PUNCT
cte-368	352	1	48	48	NUM
cte-368	352	2	-	-	SYM
cte-368	352	3	73	73	NUM
cte-368	352	4	detection	detection	NOUN
cte-368	352	5	did	do	AUX
cte-368	352	6	cluster	cluster	VERB
cte-368	352	7	the	the	DET
cte-368	352	8	files	file	NOUN
cte-368	352	9	very	very	ADV
cte-368	352	10	good	good	ADJ
cte-368	352	11	.	.	PUNCT
cte-368	353	1	we	we	PRON
cte-368	353	2	added	add	VERB
cte-368	353	3	5	5	NUM
cte-368	353	4	numbers	number	NOUN
cte-368	353	5	for	for	ADP
cte-368	353	6	every	every	DET
cte-368	353	7	cluster	cluster	NOUN
cte-368	353	8	,	,	PUNCT
cte-368	353	9	we	we	PRON
cte-368	353	10	will	will	AUX
cte-368	353	11	focus	focus	VERB
cte-368	353	12	on	on	ADP
cte-368	353	13	.	.	PUNCT
cte-368	354	1	fig	fig	NOUN
cte-368	354	2	.	.	PUNCT
cte-368	355	1	15	15	NUM
cte-368	355	2	.	.	PUNCT
cte-368	356	1	k	k	X
cte-368	356	2	-	-	PUNCT
cte-368	356	3	means	mean	VERB
cte-368	356	4	plot	plot	NOUN
cte-368	356	5	fig	fig	NOUN
cte-368	356	6	.	.	PUNCT
cte-368	357	1	16	16	NUM
cte-368	357	2	.	.	PUNCT
cte-368	358	1	cosine	cosine	PROPN
cte-368	358	2	similarity	similarity	NOUN
cte-368	358	3	-	-	PUNCT
cte-368	358	4	based	base	VERB
cte-368	358	5	graph	graph	NOUN
cte-368	358	6	cte	cte	NOUN
cte-368	358	7	workshop	workshop	NOUN
cte-368	358	8	proceedings	proceeding	NOUN
cte-368	358	9	,	,	PUNCT
cte-368	358	10	2019	2019	NUM
cte-368	358	11	,	,	PUNCT
cte-368	358	12	vol	vol	NOUN
cte-368	358	13	.	.	PROPN
cte-368	359	1	6	6	NUM
cte-368	359	2	:	:	PUNCT
cte-368	359	3	cte-2018	cte-2018	NOUN
cte-368	359	4	,	,	PUNCT
cte-368	359	5	pp	pp	ADP
cte-368	359	6	.	.	PUNCT
cte-368	360	1	48	48	NUM
cte-368	360	2	-	-	SYM
cte-368	360	3	73	73	NUM
cte-368	360	4	67	67	NUM
cte-368	360	5	fig	fig	NOUN
cte-368	360	6	.	.	PUNCT
cte-368	361	1	17	17	NUM
cte-368	361	2	.	.	PUNCT
cte-368	361	3	community	community	NOUN
cte-368	361	4	detection	detection	NOUN
cte-368	361	5	results	result	NOUN
cte-368	361	6	cluster	cluster	NOUN
cte-368	361	7	1	1	NUM
cte-368	361	8	is	be	AUX
cte-368	361	9	mostly	mostly	ADV
cte-368	361	10	having	have	VERB
cte-368	361	11	tech	tech	NOUN
cte-368	361	12	files	file	NOUN
cte-368	361	13	in	in	ADP
cte-368	361	14	them	they	PRON
cte-368	361	15	.	.	PUNCT
cte-368	362	1	cluster	cluster	NOUN
cte-368	362	2	2	2	NUM
cte-368	362	3	is	be	AUX
cte-368	362	4	politics	politic	NOUN
cte-368	362	5	and	and	CCONJ
cte-368	362	6	a	a	DET
cte-368	362	7	little	little	ADJ
cte-368	362	8	business	business	NOUN
cte-368	362	9	and	and	CCONJ
cte-368	362	10	tech	tech	NOUN
cte-368	362	11	;	;	PUNCT
cte-368	362	12	they	they	PRON
cte-368	362	13	are	be	AUX
cte-368	362	14	definitely	definitely	ADV
cte-368	362	15	in	in	ADP
cte-368	362	16	a	a	DET
cte-368	362	17	relationship	relationship	NOUN
cte-368	362	18	.	.	PUNCT
cte-368	363	1	business	business	NOUN
cte-368	363	2	and	and	CCONJ
cte-368	363	3	politics	politic	NOUN
cte-368	363	4	are	be	AUX
cte-368	363	5	areas	area	NOUN
cte-368	363	6	which	which	PRON
cte-368	363	7	are	be	AUX
cte-368	363	8	not	not	PART
cte-368	363	9	that	that	ADV
cte-368	363	10	different	different	ADJ
cte-368	363	11	,	,	PUNCT
cte-368	363	12	so	so	CCONJ
cte-368	363	13	it	it	PRON
cte-368	363	14	is	be	AUX
cte-368	363	15	obvious	obvious	ADJ
cte-368	363	16	that	that	SCONJ
cte-368	363	17	they	they	PRON
cte-368	363	18	have	have	VERB
cte-368	363	19	a	a	DET
cte-368	363	20	connection	connection	NOUN
cte-368	363	21	to	to	ADP
cte-368	363	22	each	each	DET
cte-368	363	23	other	other	ADJ
cte-368	363	24	.	.	PUNCT
cte-368	364	1	sports	sport	NOUN
cte-368	364	2	on	on	ADP
cte-368	364	3	the	the	DET
cte-368	364	4	other	other	ADJ
cte-368	364	5	hand	hand	NOUN
cte-368	364	6	,	,	PUNCT
cte-368	364	7	cluster	cluster	NOUN
cte-368	364	8	3	3	NUM
cte-368	364	9	,	,	PUNCT
cte-368	364	10	is	be	AUX
cte-368	364	11	not	not	PART
cte-368	364	12	in	in	ADP
cte-368	364	13	a	a	DET
cte-368	364	14	relationship	relationship	NOUN
cte-368	364	15	with	with	ADP
cte-368	364	16	other	other	ADJ
cte-368	364	17	news	news	NOUN
cte-368	364	18	areas	area	NOUN
cte-368	364	19	,	,	PUNCT
cte-368	364	20	but	but	CCONJ
cte-368	364	21	it	it	PRON
cte-368	364	22	is	be	AUX
cte-368	364	23	split	split	VERB
cte-368	364	24	into	into	ADP
cte-368	364	25	2	2	NUM
cte-368	364	26	and	and	CCONJ
cte-368	364	27	a	a	DET
cte-368	364	28	half	half	NOUN
cte-368	364	29	sub	sub	NOUN
cte-368	364	30	communities	community	NOUN
cte-368	364	31	(	(	PUNCT
cte-368	364	32	green	green	ADJ
cte-368	364	33	)	)	PUNCT
cte-368	364	34	.	.	PUNCT
cte-368	365	1	only	only	ADV
cte-368	365	2	two	two	NUM
cte-368	365	3	of	of	ADP
cte-368	365	4	them	they	PRON
cte-368	365	5	are	be	AUX
cte-368	365	6	having	have	VERB
cte-368	365	7	a	a	DET
cte-368	365	8	strong	strong	ADJ
cte-368	365	9	tie	tie	NOUN
cte-368	365	10	.	.	PUNCT
cte-368	366	1	entertainment	entertainment	NOUN
cte-368	366	2	(	(	PUNCT
cte-368	366	3	cluster	cluster	NOUN
cte-368	366	4	4	4	NUM
cte-368	366	5	)	)	PUNCT
cte-368	366	6	is	be	AUX
cte-368	366	7	similar	similar	ADJ
cte-368	366	8	to	to	ADP
cte-368	366	9	sports	sport	NOUN
cte-368	366	10	,	,	PUNCT
cte-368	366	11	they	they	PRON
cte-368	366	12	do	do	AUX
cte-368	366	13	n’t	not	PART
cte-368	366	14	have	have	VERB
cte-368	366	15	a	a	DET
cte-368	366	16	strong	strong	ADJ
cte-368	366	17	bond	bond	NOUN
cte-368	366	18	to	to	ADP
cte-368	366	19	other	other	ADJ
cte-368	366	20	news	news	NOUN
cte-368	366	21	categories	category	NOUN
cte-368	366	22	,	,	PUNCT
cte-368	366	23	but	but	CCONJ
cte-368	366	24	not	not	PART
cte-368	366	25	all	all	PRON
cte-368	366	26	of	of	ADP
cte-368	366	27	the	the	DET
cte-368	366	28	entertainment	entertainment	NOUN
cte-368	366	29	news	news	NOUN
cte-368	366	30	are	be	AUX
cte-368	366	31	within	within	ADP
cte-368	366	32	this	this	DET
cte-368	366	33	sub	sub	NOUN
cte-368	366	34	-	-	NOUN
cte-368	366	35	community	community	NOUN
cte-368	366	36	.	.	PUNCT
cte-368	367	1	the	the	DET
cte-368	367	2	last	last	ADJ
cte-368	367	3	cluster	cluster	NOUN
cte-368	367	4	(	(	PUNCT
cte-368	367	5	5	5	NUM
cte-368	367	6	)	)	PUNCT
cte-368	367	7	is	be	AUX
cte-368	367	8	business	business	NOUN
cte-368	367	9	,	,	PUNCT
cte-368	367	10	which	which	PRON
cte-368	367	11	only	only	ADV
cte-368	367	12	has	have	VERB
cte-368	367	13	a	a	DET
cte-368	367	14	low	low	ADJ
cte-368	367	15	number	number	NOUN
cte-368	367	16	of	of	ADP
cte-368	367	17	files	file	NOUN
cte-368	367	18	in	in	ADP
cte-368	367	19	them	they	PRON
cte-368	367	20	.	.	PUNCT
cte-368	368	1	also	also	ADV
cte-368	368	2	,	,	PUNCT
cte-368	368	3	there	there	PRON
cte-368	368	4	are	be	VERB
cte-368	368	5	several	several	ADJ
cte-368	368	6	files	file	NOUN
cte-368	368	7	which	which	PRON
cte-368	368	8	have	have	VERB
cte-368	368	9	a	a	DET
cte-368	368	10	“	"	PUNCT
cte-368	368	11	single”-degree	single”-degree	NUM
cte-368	368	12	number	number	NOUN
cte-368	368	13	,	,	PUNCT
cte-368	368	14	they	they	PRON
cte-368	368	15	must	must	AUX
cte-368	368	16	be	be	AUX
cte-368	368	17	outliers	outlier	NOUN
cte-368	368	18	or	or	CCONJ
cte-368	368	19	do	do	AUX
cte-368	368	20	not	not	PART
cte-368	368	21	have	have	VERB
cte-368	368	22	much	much	ADJ
cte-368	368	23	in	in	ADP
cte-368	368	24	common	common	ADJ
cte-368	368	25	with	with	ADP
cte-368	368	26	other	other	ADJ
cte-368	368	27	files	file	NOUN
cte-368	368	28	.	.	PUNCT
cte-368	369	1	latent	latent	ADJ
cte-368	369	2	semantic	semantic	ADJ
cte-368	369	3	analysis	analysis	NOUN
cte-368	369	4	(	(	PUNCT
cte-368	369	5	lsa	lsa	NOUN
cte-368	369	6	)	)	PUNCT
cte-368	369	7	as	as	SCONJ
cte-368	369	8	one	one	PRON
cte-368	369	9	can	can	AUX
cte-368	369	10	already	already	ADV
cte-368	369	11	see	see	VERB
cte-368	369	12	in	in	ADP
cte-368	369	13	the	the	DET
cte-368	369	14	two	two	NUM
cte-368	369	15	-	-	PUNCT
cte-368	369	16	dimensional	dimensional	ADJ
cte-368	369	17	graph	graph	NOUN
cte-368	369	18	in	in	ADP
cte-368	369	19	figures	figure	NOUN
cte-368	369	20	18	18	NUM
cte-368	369	21	and	and	CCONJ
cte-368	369	22	19	19	NUM
cte-368	369	23	lsa	lsa	NOUN
cte-368	369	24	,	,	PUNCT
cte-368	369	25	the	the	DET
cte-368	369	26	clustering	clustering	NOUN
cte-368	369	27	is	be	AUX
cte-368	369	28	not	not	PART
cte-368	369	29	very	very	ADV
cte-368	369	30	good	good	ADJ
cte-368	369	31	,	,	PUNCT
cte-368	369	32	even	even	ADV
cte-368	369	33	when	when	SCONJ
cte-368	369	34	using	use	VERB
cte-368	369	35	the	the	DET
cte-368	369	36	k	k	NOUN
cte-368	369	37	-	-	PUNCT
cte-368	369	38	means	means	NOUN
cte-368	369	39	to	to	PART
cte-368	369	40	get	get	VERB
cte-368	369	41	a	a	DET
cte-368	369	42	better	well	ADJ
cte-368	369	43	visual	visual	ADJ
cte-368	369	44	understanding	understanding	NOUN
cte-368	369	45	,	,	PUNCT
cte-368	369	46	the	the	DET
cte-368	369	47	results	result	NOUN
cte-368	369	48	are	be	AUX
cte-368	369	49	not	not	PART
cte-368	369	50	getting	get	VERB
cte-368	369	51	better	well	ADJ
cte-368	369	52	.	.	PUNCT
cte-368	370	1	we	we	PRON
cte-368	370	2	only	only	ADV
cte-368	370	3	made	make	VERB
cte-368	370	4	some	some	DET
cte-368	370	5	file	file	NOUN
cte-368	370	6	names	name	NOUN
cte-368	370	7	visible	visible	ADJ
cte-368	370	8	,	,	PUNCT
cte-368	370	9	because	because	SCONJ
cte-368	370	10	otherwise	otherwise	ADV
cte-368	370	11	it	it	PRON
cte-368	370	12	would	would	AUX
cte-368	370	13	get	get	VERB
cte-368	370	14	too	too	ADV
cte-368	370	15	chaotic	chaotic	ADJ
cte-368	370	16	.	.	PUNCT
cte-368	371	1	we	we	PRON
cte-368	371	2	predefined	predefine	VERB
cte-368	371	3	5	5	NUM
cte-368	371	4	cluster	cluster	NOUN
cte-368	371	5	,	,	PUNCT
cte-368	371	6	as	as	ADP
cte-368	371	7	always	always	ADV
cte-368	371	8	,	,	PUNCT
cte-368	371	9	but	but	CCONJ
cte-368	371	10	wo	will	AUX
cte-368	371	11	n’t	not	PART
cte-368	371	12	get	get	VERB
cte-368	371	13	a	a	DET
cte-368	371	14	good	good	ADJ
cte-368	371	15	result	result	NOUN
cte-368	371	16	.	.	PUNCT
cte-368	372	1	we	we	PRON
cte-368	372	2	processed	process	VERB
cte-368	372	3	the	the	DET
cte-368	372	4	data	datum	NOUN
cte-368	372	5	in	in	ADP
cte-368	372	6	excel	excel	NOUN
cte-368	372	7	and	and	CCONJ
cte-368	372	8	got	get	VERB
cte-368	372	9	the	the	DET
cte-368	372	10	table	table	NOUN
cte-368	372	11	2	2	NUM
cte-368	372	12	.	.	PUNCT
cte-368	373	1	there	there	ADV
cte-368	373	2	you	you	PRON
cte-368	373	3	can	can	AUX
cte-368	373	4	clearly	clearly	ADV
cte-368	373	5	see	see	VERB
cte-368	373	6	that	that	SCONJ
cte-368	373	7	most	most	ADJ
cte-368	373	8	of	of	ADP
cte-368	373	9	the	the	DET
cte-368	373	10	files	file	NOUN
cte-368	373	11	are	be	AUX
cte-368	373	12	68	68	NUM
cte-368	373	13	cte	cte	NOUN
cte-368	373	14	workshop	workshop	NOUN
cte-368	373	15	proceedings	proceeding	NOUN
cte-368	373	16	,	,	PUNCT
cte-368	373	17	2019	2019	NUM
cte-368	373	18	,	,	PUNCT
cte-368	373	19	vol	vol	NOUN
cte-368	373	20	.	.	PROPN
cte-368	373	21	6	6	NUM
cte-368	373	22	:	:	PUNCT
cte-368	373	23	cte-2018	cte-2018	NOUN
cte-368	373	24	,	,	PUNCT
cte-368	373	25	pp	pp	ADP
cte-368	373	26	.	.	PUNCT
cte-368	374	1	48	48	NUM
cte-368	374	2	-	-	SYM
cte-368	374	3	73	73	NUM
cte-368	374	4	clustered	cluster	VERB
cte-368	374	5	into	into	ADP
cte-368	374	6	community	community	NOUN
cte-368	374	7	5	5	NUM
cte-368	374	8	and	and	CCONJ
cte-368	374	9	4	4	NUM
cte-368	374	10	,	,	PUNCT
cte-368	374	11	there	there	PRON
cte-368	374	12	is	be	VERB
cte-368	374	13	no	no	DET
cte-368	374	14	real	real	ADV
cte-368	374	15	distinguish	distinguish	ADJ
cte-368	374	16	.	.	PUNCT
cte-368	375	1	only	only	ADV
cte-368	375	2	some	some	DET
cte-368	375	3	outliers	outlier	NOUN
cte-368	375	4	are	be	AUX
cte-368	375	5	into	into	ADP
cte-368	375	6	another	another	DET
cte-368	375	7	category	category	NOUN
cte-368	375	8	.	.	PUNCT
cte-368	376	1	we	we	PRON
cte-368	376	2	assume	assume	VERB
cte-368	376	3	that	that	SCONJ
cte-368	376	4	it	it	PRON
cte-368	376	5	is	be	AUX
cte-368	376	6	difficult	difficult	ADJ
cte-368	376	7	to	to	PART
cte-368	376	8	predefine	predefine	VERB
cte-368	376	9	5	5	NUM
cte-368	376	10	clusters	cluster	NOUN
cte-368	376	11	,	,	PUNCT
cte-368	376	12	if	if	SCONJ
cte-368	376	13	we	we	PRON
cte-368	376	14	test	test	VERB
cte-368	376	15	the	the	DET
cte-368	376	16	attributes	attribute	NOUN
cte-368	376	17	with	with	ADP
cte-368	376	18	a	a	DET
cte-368	376	19	lower	low	ADJ
cte-368	376	20	cluster	cluster	NOUN
cte-368	376	21	size	size	NOUN
cte-368	376	22	,	,	PUNCT
cte-368	376	23	we	we	PRON
cte-368	376	24	assume	assume	VERB
cte-368	376	25	that	that	SCONJ
cte-368	376	26	the	the	DET
cte-368	376	27	algorithm	algorithm	NOUN
cte-368	376	28	is	be	AUX
cte-368	376	29	getting	get	VERB
cte-368	376	30	better	well	ADJ
cte-368	376	31	.	.	PUNCT
cte-368	377	1	however	however	ADV
cte-368	377	2	,	,	PUNCT
cte-368	377	3	the	the	DET
cte-368	377	4	result	result	NOUN
cte-368	377	5	is	be	AUX
cte-368	377	6	useless	useless	ADJ
cte-368	377	7	for	for	ADP
cte-368	377	8	our	our	PRON
cte-368	377	9	case	case	NOUN
cte-368	377	10	.	.	PUNCT
cte-368	378	1	fig	fig	NOUN
cte-368	378	2	.	.	PUNCT
cte-368	379	1	18	18	NUM
cte-368	379	2	.	.	X
cte-368	379	3	lsa	lsa	PROPN
cte-368	379	4	results	result	VERB
cte-368	379	5	fig	fig	NOUN
cte-368	379	6	.	.	PUNCT
cte-368	380	1	19	19	NUM
cte-368	380	2	.	.	X
cte-368	380	3	lsa	lsa	NOUN
cte-368	380	4	clustering	clustering	NOUN
cte-368	380	5	results	result	VERB
cte-368	380	6	topic	topic	NOUN
cte-368	380	7	modeling	modeling	NOUN
cte-368	380	8	like	like	ADP
cte-368	380	9	the	the	DET
cte-368	380	10	other	other	ADJ
cte-368	380	11	algorithm	algorithm	NOUN
cte-368	380	12	,	,	PUNCT
cte-368	380	13	we	we	PRON
cte-368	380	14	predefined	predefine	VERB
cte-368	380	15	5	5	NUM
cte-368	380	16	categories	category	NOUN
cte-368	380	17	,	,	PUNCT
cte-368	380	18	and	and	CCONJ
cte-368	380	19	try	try	VERB
cte-368	380	20	to	to	PART
cte-368	380	21	assign	assign	VERB
cte-368	380	22	the	the	DET
cte-368	380	23	topics	topic	NOUN
cte-368	380	24	,	,	PUNCT
cte-368	380	25	which	which	PRON
cte-368	380	26	are	be	AUX
cte-368	380	27	seen	see	VERB
cte-368	380	28	in	in	ADP
cte-368	380	29	figure	figure	NOUN
cte-368	380	30	20	20	NUM
cte-368	380	31	,	,	PUNCT
cte-368	380	32	based	base	VERB
cte-368	380	33	on	on	ADP
cte-368	380	34	the	the	DET
cte-368	380	35	most	most	ADV
cte-368	380	36	important	important	ADJ
cte-368	380	37	words	word	NOUN
cte-368	380	38	for	for	ADP
cte-368	380	39	each	each	DET
cte-368	380	40	news	news	NOUN
cte-368	380	41	category	category	NOUN
cte-368	380	42	.	.	PUNCT
cte-368	381	1	cte	cte	PROPN
cte-368	381	2	workshop	workshop	NOUN
cte-368	381	3	proceedings	proceeding	NOUN
cte-368	381	4	,	,	PUNCT
cte-368	381	5	2019	2019	NUM
cte-368	381	6	,	,	PUNCT
cte-368	381	7	vol	vol	NOUN
cte-368	381	8	.	.	PROPN
cte-368	382	1	6	6	NUM
cte-368	382	2	:	:	PUNCT
cte-368	382	3	cte-2018	cte-2018	NOUN
cte-368	382	4	,	,	PUNCT
cte-368	382	5	pp	pp	ADP
cte-368	382	6	.	.	PUNCT
cte-368	383	1	48	48	NUM
cte-368	383	2	-	-	SYM
cte-368	383	3	73	73	NUM
cte-368	383	4	69	69	NUM
cte-368	383	5	table	table	NOUN
cte-368	383	6	2	2	NUM
cte-368	383	7	.	.	PUNCT
cte-368	383	8	lsa	lsa	NOUN
cte-368	383	9	result	result	NOUN
cte-368	383	10	table	table	NOUN
cte-368	383	11	1	1	NUM
cte-368	383	12	.	.	PUNCT
cte-368	383	13	topic	topic	NOUN
cte-368	383	14	1	1	NUM
cte-368	383	15	is	be	AUX
cte-368	383	16	most	most	ADV
cte-368	383	17	likely	likely	ADJ
cte-368	383	18	to	to	PART
cte-368	383	19	be	be	AUX
cte-368	383	20	the	the	DET
cte-368	383	21	tech	tech	NOUN
cte-368	383	22	category	category	NOUN
cte-368	383	23	,	,	PUNCT
cte-368	383	24	because	because	SCONJ
cte-368	383	25	we	we	PRON
cte-368	383	26	have	have	VERB
cte-368	383	27	“	"	PUNCT
cte-368	383	28	phone	phone	NOUN
cte-368	383	29	”	"	PUNCT
cte-368	383	30	,	,	PUNCT
cte-368	383	31	“	"	PUNCT
cte-368	383	32	user	user	NOUN
cte-368	383	33	”	"	PUNCT
cte-368	383	34	“	"	PUNCT
cte-368	383	35	call	call	VERB
cte-368	383	36	”	"	PUNCT
cte-368	383	37	those	those	DET
cte-368	383	38	words	word	NOUN
cte-368	383	39	are	be	AUX
cte-368	383	40	most	most	ADV
cte-368	383	41	likely	likely	ADJ
cte-368	383	42	to	to	PART
cte-368	383	43	be	be	AUX
cte-368	383	44	used	use	VERB
cte-368	383	45	when	when	SCONJ
cte-368	383	46	writing	write	VERB
cte-368	383	47	a	a	DET
cte-368	383	48	news	news	NOUN
cte-368	383	49	article	article	NOUN
cte-368	383	50	in	in	ADP
cte-368	383	51	the	the	DET
cte-368	383	52	tech	tech	NOUN
cte-368	383	53	sector	sector	NOUN
cte-368	383	54	.	.	PUNCT
cte-368	384	1	2	2	X
cte-368	384	2	.	.	X
cte-368	384	3	as	as	SCONJ
cte-368	384	4	already	already	ADV
cte-368	384	5	seen	see	VERB
cte-368	384	6	before	before	ADP
cte-368	384	7	the	the	DET
cte-368	384	8	word	word	NOUN
cte-368	384	9	“	"	PUNCT
cte-368	384	10	world	world	NOUN
cte-368	384	11	”	"	PUNCT
cte-368	384	12	in	in	ADP
cte-368	384	13	topic	topic	NOUN
cte-368	384	14	2	2	NUM
cte-368	384	15	is	be	AUX
cte-368	384	16	most	most	ADV
cte-368	384	17	associated	associate	VERB
cte-368	384	18	with	with	ADP
cte-368	384	19	champion	champion	NOUN
cte-368	384	20	which	which	PRON
cte-368	384	21	is	be	AUX
cte-368	384	22	only	only	ADV
cte-368	384	23	relevant	relevant	ADJ
cte-368	384	24	for	for	ADP
cte-368	384	25	the	the	DET
cte-368	384	26	category	category	NOUN
cte-368	384	27	sport	sport	NOUN
cte-368	384	28	,	,	PUNCT
cte-368	384	29	also	also	ADV
cte-368	384	30	time	time	NOUN
cte-368	384	31	and	and	CCONJ
cte-368	384	32	last	last	ADJ
cte-368	384	33	could	could	AUX
cte-368	384	34	be	be	AUX
cte-368	384	35	very	very	ADV
cte-368	384	36	clear	clear	ADJ
cte-368	384	37	terms	term	NOUN
cte-368	384	38	for	for	ADP
cte-368	384	39	sport	sport	NOUN
cte-368	384	40	.	.	PUNCT
cte-368	385	1	3	3	X
cte-368	385	2	.	.	X
cte-368	385	3	topic	topic	NOUN
cte-368	385	4	3	3	NUM
cte-368	385	5	is	be	AUX
cte-368	385	6	easy	easy	ADJ
cte-368	385	7	,	,	PUNCT
cte-368	385	8	because	because	SCONJ
cte-368	385	9	we	we	PRON
cte-368	385	10	have	have	VERB
cte-368	385	11	terms	term	NOUN
cte-368	385	12	like	like	ADP
cte-368	385	13	“	"	PUNCT
cte-368	385	14	book	book	NOUN
cte-368	385	15	”	"	PUNCT
cte-368	385	16	,	,	PUNCT
cte-368	385	17	“	"	PUNCT
cte-368	385	18	film	film	NOUN
cte-368	385	19	”	"	PUNCT
cte-368	385	20	,	,	PUNCT
cte-368	385	21	“	"	PUNCT
cte-368	385	22	award	award	NOUN
cte-368	385	23	”	"	PUNCT
cte-368	385	24	which	which	PRON
cte-368	385	25	clearly	clearly	ADV
cte-368	385	26	matches	match	VERB
cte-368	385	27	with	with	ADP
cte-368	385	28	entertainment	entertainment	NOUN
cte-368	385	29	.	.	PUNCT
cte-368	386	1	4	4	X
cte-368	386	2	.	.	X
cte-368	386	3	topic	topic	NOUN
cte-368	386	4	4	4	NUM
cte-368	386	5	and	and	CCONJ
cte-368	386	6	5	5	NUM
cte-368	386	7	are	be	AUX
cte-368	386	8	not	not	PART
cte-368	386	9	so	so	ADV
cte-368	386	10	easy	easy	ADJ
cte-368	386	11	to	to	PART
cte-368	386	12	separate	separate	VERB
cte-368	386	13	because	because	SCONJ
cte-368	386	14	business	business	NOUN
cte-368	386	15	and	and	CCONJ
cte-368	386	16	politics	politic	NOUN
cte-368	386	17	are	be	AUX
cte-368	386	18	also	also	ADV
cte-368	386	19	quite	quite	ADV
cte-368	386	20	similar	similar	ADJ
cte-368	386	21	when	when	SCONJ
cte-368	386	22	using	use	VERB
cte-368	386	23	specific	specific	ADJ
cte-368	386	24	terms	term	NOUN
cte-368	386	25	.	.	PUNCT
cte-368	387	1	in	in	ADP
cte-368	387	2	topic	topic	NOUN
cte-368	387	3	5	5	NUM
cte-368	387	4	we	we	PRON
cte-368	387	5	have	have	VERB
cte-368	387	6	words	word	NOUN
cte-368	387	7	like	like	ADP
cte-368	387	8	“	"	PUNCT
cte-368	387	9	elect	elect	PROPN
cte-368	387	10	”	"	PUNCT
cte-368	387	11	and	and	CCONJ
cte-368	387	12	“	"	PUNCT
cte-368	387	13	parti	parti	X
cte-368	387	14	”	"	PUNCT
cte-368	387	15	which	which	PRON
cte-368	387	16	is	be	AUX
cte-368	387	17	relevant	relevant	ADJ
cte-368	387	18	for	for	ADP
cte-368	387	19	the	the	DET
cte-368	387	20	election	election	NOUN
cte-368	387	21	and	and	CCONJ
cte-368	387	22	can	can	AUX
cte-368	387	23	only	only	ADV
cte-368	387	24	be	be	AUX
cte-368	387	25	matched	match	VERB
cte-368	387	26	with	with	ADP
cte-368	387	27	politics	politic	NOUN
cte-368	387	28	,	,	PUNCT
cte-368	387	29	so	so	CCONJ
cte-368	387	30	topic	topic	NOUN
cte-368	387	31	4	4	NUM
cte-368	387	32	must	must	AUX
cte-368	387	33	be	be	AUX
cte-368	387	34	the	the	DET
cte-368	387	35	business	business	NOUN
cte-368	387	36	category	category	NOUN
cte-368	387	37	.	.	PUNCT
cte-368	388	1	fig	fig	NOUN
cte-368	388	2	.	.	PUNCT
cte-368	389	1	20	20	NUM
cte-368	389	2	.	.	PUNCT
cte-368	389	3	topic	topic	NOUN
cte-368	389	4	model	model	NOUN
cte-368	389	5	terms	term	NOUN
cte-368	389	6	after	after	ADP
cte-368	389	7	processing	process	VERB
cte-368	389	8	the	the	DET
cte-368	389	9	values	value	NOUN
cte-368	389	10	in	in	ADP
cte-368	389	11	excel	excel	NOUN
cte-368	389	12	,	,	PUNCT
cte-368	389	13	we	we	PRON
cte-368	389	14	get	get	VERB
cte-368	389	15	table	table	NOUN
cte-368	389	16	3	3	X
cte-368	389	17	.	.	PUNCT
cte-368	390	1	we	we	PRON
cte-368	390	2	can	can	AUX
cte-368	390	3	clearly	clearly	ADV
cte-368	390	4	see	see	VERB
cte-368	390	5	that	that	SCONJ
cte-368	390	6	our	our	PRON
cte-368	390	7	prediction	prediction	NOUN
cte-368	390	8	is	be	AUX
cte-368	390	9	quite	quite	ADV
cte-368	390	10	similar	similar	ADJ
cte-368	390	11	to	to	ADP
cte-368	390	12	the	the	DET
cte-368	390	13	outcome	outcome	NOUN
cte-368	390	14	.	.	PUNCT
cte-368	391	1	even	even	ADV
cte-368	391	2	our	our	PRON
cte-368	391	3	trouble	trouble	NOUN
cte-368	391	4	with	with	ADP
cte-368	391	5	topic	topic	NOUN
cte-368	391	6	4	4	NUM
cte-368	391	7	and	and	CCONJ
cte-368	391	8	topic	topic	NOUN
cte-368	391	9	5	5	NUM
cte-368	391	10	is	be	AUX
cte-368	391	11	seen	see	VERB
cte-368	391	12	here	here	ADV
cte-368	391	13	,	,	PUNCT
cte-368	391	14	some	some	PRON
cte-368	391	15	of	of	ADP
cte-368	391	16	the	the	DET
cte-368	391	17	politics	politics	NOUN
cte-368	391	18	files	file	NOUN
cte-368	391	19	are	be	AUX
cte-368	391	20	assigned	assign	VERB
cte-368	391	21	to	to	ADP
cte-368	391	22	topic	topic	NOUN
cte-368	391	23	4	4	NUM
cte-368	391	24	(	(	PUNCT
cte-368	391	25	in	in	ADP
cte-368	391	26	the	the	DET
cte-368	391	27	politics	politic	NOUN
cte-368	391	28	category	category	NOUN
cte-368	391	29	)	)	PUNCT
cte-368	391	30	.	.	PUNCT
cte-368	392	1	apart	apart	ADV
cte-368	392	2	from	from	ADP
cte-368	392	3	that	that	DET
cte-368	392	4	difficulty	difficulty	NOUN
cte-368	392	5	the	the	DET
cte-368	392	6	algorithm	algorithm	NOUN
cte-368	392	7	did	do	VERB
cte-368	392	8	a	a	DET
cte-368	392	9	great	great	ADJ
cte-368	392	10	job	job	NOUN
cte-368	392	11	clustering	cluster	VERB
cte-368	392	12	all	all	DET
cte-368	392	13	the	the	DET
cte-368	392	14	files	file	NOUN
cte-368	392	15	in	in	ADP
cte-368	392	16	the	the	DET
cte-368	392	17	exact	exact	ADJ
cte-368	392	18	appropriate	appropriate	ADJ
cte-368	392	19	category	category	NOUN
cte-368	392	20	.	.	PUNCT
cte-368	393	1	we	we	PRON
cte-368	393	2	also	also	ADV
cte-368	393	3	created	create	VERB
cte-368	393	4	an	an	DET
cte-368	393	5	error	error	NOUN
cte-368	393	6	rate	rate	NOUN
cte-368	393	7	table	table	NOUN
cte-368	393	8	,	,	PUNCT
cte-368	393	9	where	where	SCONJ
cte-368	393	10	one	one	PRON
cte-368	393	11	can	can	AUX
cte-368	393	12	see	see	VERB
cte-368	393	13	that	that	SCONJ
cte-368	393	14	the	the	DET
cte-368	393	15	algorithm	algorithm	NOUN
cte-368	393	16	is	be	AUX
cte-368	393	17	quite	quite	ADV
cte-368	393	18	accuracy	accuracy	NOUN
cte-368	393	19	,	,	PUNCT
cte-368	393	20	if	if	SCONJ
cte-368	393	21	we	we	PRON
cte-368	393	22	exclude	exclude	VERB
cte-368	393	23	the	the	DET
cte-368	393	24	politics	politic	NOUN
cte-368	393	25	/	/	SYM
cte-368	393	26	business	business	NOUN
cte-368	393	27	similarity	similarity	NOUN
cte-368	393	28	(	(	PUNCT
cte-368	393	29	table	table	NOUN
cte-368	393	30	4	4	NUM
cte-368	393	31	)	)	PUNCT
cte-368	393	32	.	.	PUNCT
cte-368	394	1	70	70	NUM
cte-368	394	2	cte	cte	NOUN
cte-368	394	3	workshop	workshop	NOUN
cte-368	394	4	proceedings	proceeding	NOUN
cte-368	394	5	,	,	PUNCT
cte-368	394	6	2019	2019	NUM
cte-368	394	7	,	,	PUNCT
cte-368	394	8	vol	vol	NOUN
cte-368	394	9	.	.	PROPN
cte-368	394	10	6	6	NUM
cte-368	394	11	:	:	PUNCT
cte-368	394	12	cte-2018	cte-2018	NOUN
cte-368	394	13	,	,	PUNCT
cte-368	394	14	pp	pp	ADP
cte-368	394	15	.	.	PUNCT
cte-368	395	1	48	48	NUM
cte-368	395	2	-	-	SYM
cte-368	395	3	73	73	NUM
cte-368	395	4	table	table	NOUN
cte-368	395	5	3	3	NUM
cte-368	395	6	.	.	PUNCT
cte-368	395	7	topic	topic	NOUN
cte-368	395	8	model	model	NOUN
cte-368	395	9	result	result	NOUN
cte-368	395	10	table	table	NOUN
cte-368	395	11	table	table	NOUN
cte-368	395	12	4	4	NUM
cte-368	395	13	.	.	PUNCT
cte-368	395	14	topic	topic	NOUN
cte-368	395	15	model	model	NOUN
cte-368	395	16	error	error	NOUN
cte-368	395	17	rate	rate	NOUN
cte-368	395	18	comparison	comparison	NOUN
cte-368	395	19	like	like	ADP
cte-368	395	20	already	already	ADV
cte-368	395	21	described	describe	VERB
cte-368	395	22	in	in	ADP
cte-368	395	23	each	each	DET
cte-368	395	24	algorithm	algorithm	NOUN
cte-368	395	25	,	,	PUNCT
cte-368	395	26	we	we	PRON
cte-368	395	27	saw	see	VERB
cte-368	395	28	that	that	SCONJ
cte-368	395	29	there	there	PRON
cte-368	395	30	is	be	VERB
cte-368	395	31	a	a	DET
cte-368	395	32	great	great	ADJ
cte-368	395	33	difference	difference	NOUN
cte-368	395	34	in	in	ADP
cte-368	395	35	the	the	DET
cte-368	395	36	accuracy	accuracy	NOUN
cte-368	395	37	for	for	ADP
cte-368	395	38	each	each	DET
cte-368	395	39	algorithm	algorithm	NOUN
cte-368	395	40	.	.	PUNCT
cte-368	396	1	some	some	PRON
cte-368	396	2	resulted	result	VERB
cte-368	396	3	in	in	ADP
cte-368	396	4	a	a	DET
cte-368	396	5	not	not	PART
cte-368	396	6	so	so	ADV
cte-368	396	7	good	good	ADJ
cte-368	396	8	cluster	cluster	NOUN
cte-368	396	9	,	,	PUNCT
cte-368	396	10	but	but	CCONJ
cte-368	396	11	others	other	NOUN
cte-368	396	12	were	be	AUX
cte-368	396	13	quite	quite	ADV
cte-368	396	14	good	good	ADJ
cte-368	396	15	.	.	PUNCT
cte-368	397	1	the	the	DET
cte-368	397	2	table	table	NOUN
cte-368	397	3	5	5	NUM
cte-368	397	4	shows	show	VERB
cte-368	397	5	a	a	DET
cte-368	397	6	summary	summary	NOUN
cte-368	397	7	of	of	ADP
cte-368	397	8	the	the	DET
cte-368	397	9	results	result	NOUN
cte-368	397	10	with	with	ADP
cte-368	397	11	some	some	DET
cte-368	397	12	disadvantages	disadvantage	NOUN
cte-368	397	13	and	and	CCONJ
cte-368	397	14	advantages	advantage	NOUN
cte-368	397	15	for	for	ADP
cte-368	397	16	our	our	PRON
cte-368	397	17	case	case	NOUN
cte-368	397	18	.	.	PUNCT
cte-368	398	1	for	for	ADP
cte-368	398	2	other	other	ADJ
cte-368	398	3	cases	case	NOUN
cte-368	398	4	it	it	PRON
cte-368	398	5	could	could	AUX
cte-368	398	6	be	be	AUX
cte-368	398	7	that	that	SCONJ
cte-368	398	8	there	there	PRON
cte-368	398	9	are	be	VERB
cte-368	398	10	other	other	ADJ
cte-368	398	11	advantages	advantage	NOUN
cte-368	398	12	and	and	CCONJ
cte-368	398	13	disadvantages	disadvantage	NOUN
cte-368	398	14	.	.	PUNCT
cte-368	399	1	table	table	NOUN
cte-368	399	2	5	5	NUM
cte-368	399	3	.	.	PUNCT
cte-368	400	1	summary	summary	NOUN
cte-368	400	2	of	of	ADP
cte-368	400	3	the	the	DET
cte-368	400	4	research	research	NOUN
cte-368	400	5	results	result	VERB
cte-368	400	6	cte	cte	PROPN
cte-368	400	7	workshop	workshop	NOUN
cte-368	400	8	proceedings	proceeding	NOUN
cte-368	400	9	,	,	PUNCT
cte-368	400	10	2019	2019	NUM
cte-368	400	11	,	,	PUNCT
cte-368	400	12	vol	vol	NOUN
cte-368	400	13	.	.	PROPN
cte-368	401	1	6	6	NUM
cte-368	401	2	:	:	PUNCT
cte-368	401	3	cte-2018	cte-2018	NOUN
cte-368	401	4	,	,	PUNCT
cte-368	401	5	pp	pp	ADP
cte-368	401	6	.	.	PUNCT
cte-368	402	1	48	48	NUM
cte-368	402	2	-	-	SYM
cte-368	402	3	73	73	NUM
cte-368	402	4	71	71	NUM
cte-368	402	5	topic	topic	NOUN
cte-368	402	6	model	model	NOUN
cte-368	402	7	and	and	CCONJ
cte-368	402	8	community	community	NOUN
cte-368	402	9	detection	detection	NOUN
cte-368	402	10	were	be	AUX
cte-368	402	11	the	the	DET
cte-368	402	12	best	good	ADJ
cte-368	402	13	algorithm	algorithm	NOUN
cte-368	402	14	for	for	ADP
cte-368	402	15	our	our	PRON
cte-368	402	16	case	case	NOUN
cte-368	402	17	.	.	PUNCT
cte-368	403	1	for	for	ADP
cte-368	403	2	the	the	DET
cte-368	403	3	topic	topic	NOUN
cte-368	403	4	modelling	modelling	NOUN
cte-368	403	5	it	it	PRON
cte-368	403	6	is	be	AUX
cte-368	403	7	not	not	PART
cte-368	403	8	surprising	surprising	ADJ
cte-368	403	9	because	because	SCONJ
cte-368	403	10	it	it	PRON
cte-368	403	11	is	be	AUX
cte-368	403	12	a	a	DET
cte-368	403	13	machine	machine	NOUN
cte-368	403	14	learning	learning	NOUN
cte-368	403	15	and	and	CCONJ
cte-368	403	16	natural	natural	ADJ
cte-368	403	17	language	language	NOUN
cte-368	403	18	processing	processing	NOUN
cte-368	403	19	mode	mode	NOUN
cte-368	403	20	,	,	PUNCT
cte-368	403	21	which	which	PRON
cte-368	403	22	cluster	cluster	VERB
cte-368	403	23	the	the	DET
cte-368	403	24	document	document	NOUN
cte-368	403	25	with	with	ADP
cte-368	403	26	the	the	DET
cte-368	403	27	help	help	NOUN
cte-368	403	28	of	of	ADP
cte-368	403	29	statistical	statistical	ADJ
cte-368	403	30	model	model	NOUN
cte-368	403	31	for	for	ADP
cte-368	403	32	discovering	discover	VERB
cte-368	403	33	the	the	DET
cte-368	403	34	abstract	abstract	ADJ
cte-368	403	35	“	"	PUNCT
cte-368	403	36	topics	topic	NOUN
cte-368	403	37	”	"	PUNCT
cte-368	403	38	that	that	PRON
cte-368	403	39	occur	occur	VERB
cte-368	403	40	in	in	ADP
cte-368	403	41	them	they	PRON
cte-368	403	42	.	.	PUNCT
cte-368	404	1	this	this	PRON
cte-368	404	2	is	be	AUX
cte-368	404	3	the	the	DET
cte-368	404	4	only	only	ADJ
cte-368	404	5	model	model	NOUN
cte-368	404	6	which	which	PRON
cte-368	404	7	is	be	AUX
cte-368	404	8	tailored	tailor	VERB
cte-368	404	9	for	for	ADP
cte-368	404	10	text	text	NOUN
cte-368	404	11	mining	mining	NOUN
cte-368	404	12	usages	usage	NOUN
cte-368	404	13	.	.	PUNCT
cte-368	405	1	5	5	NUM
cte-368	405	2	conclusions	conclusion	NOUN
cte-368	405	3	machine	machine	NOUN
cte-368	405	4	learning	learn	VERB
cte-368	405	5	techniques	technique	NOUN
cte-368	405	6	are	be	AUX
cte-368	405	7	getting	get	VERB
cte-368	405	8	more	more	ADV
cte-368	405	9	popular	popular	ADJ
cte-368	405	10	in	in	ADP
cte-368	405	11	the	the	DET
cte-368	405	12	recent	recent	ADJ
cte-368	405	13	year	year	NOUN
cte-368	405	14	,	,	PUNCT
cte-368	405	15	even	even	ADV
cte-368	405	16	artificial	artificial	ADJ
cte-368	405	17	intelligence	intelligence	NOUN
cte-368	405	18	is	be	AUX
cte-368	405	19	getting	get	VERB
cte-368	405	20	more	more	ADJ
cte-368	405	21	attention	attention	NOUN
cte-368	405	22	each	each	DET
cte-368	405	23	year	year	NOUN
cte-368	405	24	.	.	PUNCT
cte-368	406	1	governments	government	NOUN
cte-368	406	2	and	and	CCONJ
cte-368	406	3	businesses	business	NOUN
cte-368	406	4	investing	invest	VERB
cte-368	406	5	billions	billion	NOUN
cte-368	406	6	into	into	ADP
cte-368	406	7	the	the	DET
cte-368	406	8	area	area	NOUN
cte-368	406	9	.	.	PUNCT
cte-368	407	1	however	however	ADV
cte-368	407	2	,	,	PUNCT
cte-368	407	3	text	text	NOUN
cte-368	407	4	mining	mining	NOUN
cte-368	407	5	and	and	CCONJ
cte-368	407	6	nlp	nlp	NOUN
cte-368	407	7	which	which	PRON
cte-368	407	8	are	be	AUX
cte-368	407	9	both	both	CCONJ
cte-368	407	10	a	a	DET
cte-368	407	11	part	part	NOUN
cte-368	407	12	of	of	ADP
cte-368	407	13	the	the	DET
cte-368	407	14	area	area	NOUN
cte-368	407	15	seem	seem	VERB
cte-368	407	16	to	to	PART
cte-368	407	17	get	get	AUX
cte-368	407	18	overlooked	overlook	VERB
cte-368	407	19	.	.	PUNCT
cte-368	408	1	we	we	PRON
cte-368	408	2	want	want	VERB
cte-368	408	3	to	to	PART
cte-368	408	4	emphasize	emphasize	VERB
cte-368	408	5	that	that	PRON
cte-368	408	6	text	text	NOUN
cte-368	408	7	mining	mining	NOUN
cte-368	408	8	is	be	AUX
cte-368	408	9	a	a	DET
cte-368	408	10	powerful	powerful	ADJ
cte-368	408	11	field	field	NOUN
cte-368	408	12	,	,	PUNCT
cte-368	408	13	which	which	PRON
cte-368	408	14	is	be	AUX
cte-368	408	15	far	far	ADV
cte-368	408	16	from	from	ADP
cte-368	408	17	perfect	perfect	ADJ
cte-368	408	18	,	,	PUNCT
cte-368	408	19	and	and	CCONJ
cte-368	408	20	could	could	AUX
cte-368	408	21	bear	bear	VERB
cte-368	408	22	more	more	ADJ
cte-368	408	23	attention	attention	NOUN
cte-368	408	24	than	than	ADP
cte-368	408	25	artificial	artificial	ADJ
cte-368	408	26	intelligence	intelligence	NOUN
cte-368	408	27	.	.	PUNCT
cte-368	409	1	with	with	ADP
cte-368	409	2	the	the	DET
cte-368	409	3	growing	grow	VERB
cte-368	409	4	online	online	ADJ
cte-368	409	5	news	news	NOUN
cte-368	409	6	turnover	turnover	NOUN
cte-368	409	7	reducing	reduce	VERB
cte-368	409	8	the	the	DET
cte-368	409	9	normal	normal	ADJ
cte-368	409	10	paper	paper	NOUN
cte-368	409	11	,	,	PUNCT
cte-368	409	12	mostly	mostly	ADV
cte-368	409	13	every	every	DET
cte-368	409	14	news	news	NOUN
cte-368	409	15	will	will	AUX
cte-368	409	16	be	be	AUX
cte-368	409	17	written	write	VERB
cte-368	409	18	online	online	ADV
cte-368	409	19	,	,	PUNCT
cte-368	409	20	which	which	PRON
cte-368	409	21	means	mean	VERB
cte-368	409	22	that	that	SCONJ
cte-368	409	23	they	they	PRON
cte-368	409	24	are	be	AUX
cte-368	409	25	easily	easily	ADV
cte-368	409	26	analyzed	analyze	VERB
cte-368	409	27	by	by	ADP
cte-368	409	28	text	text	NOUN
cte-368	409	29	mining	mining	NOUN
cte-368	409	30	algorithms	algorithm	NOUN
cte-368	409	31	.	.	PUNCT
cte-368	410	1	so	so	ADV
cte-368	410	2	even	even	ADV
cte-368	410	3	news	news	NOUN
cte-368	410	4	centers	center	NOUN
cte-368	410	5	are	be	AUX
cte-368	410	6	forced	force	VERB
cte-368	410	7	to	to	PART
cte-368	410	8	deal	deal	VERB
cte-368	410	9	with	with	ADP
cte-368	410	10	text	text	NOUN
cte-368	410	11	mining	mining	NOUN
cte-368	410	12	when	when	SCONJ
cte-368	410	13	it	it	PRON
cte-368	410	14	comes	come	VERB
cte-368	410	15	to	to	ADP
cte-368	410	16	learning	learn	VERB
cte-368	410	17	something	something	PRON
cte-368	410	18	about	about	ADP
cte-368	410	19	their	their	PRON
cte-368	410	20	writing	writing	NOUN
cte-368	410	21	style	style	NOUN
cte-368	410	22	.	.	PUNCT
cte-368	411	1	although	although	SCONJ
cte-368	411	2	the	the	DET
cte-368	411	3	results	result	NOUN
cte-368	411	4	are	be	AUX
cte-368	411	5	still	still	ADV
cte-368	411	6	taking	take	VERB
cte-368	411	7	a	a	DET
cte-368	411	8	lot	lot	NOUN
cte-368	411	9	of	of	ADP
cte-368	411	10	human	human	ADJ
cte-368	411	11	interaction	interaction	NOUN
cte-368	411	12	,	,	PUNCT
cte-368	411	13	and	and	CCONJ
cte-368	411	14	the	the	DET
cte-368	411	15	cluster	cluster	NOUN
cte-368	411	16	algorithm	algorithm	NOUN
cte-368	411	17	are	be	AUX
cte-368	411	18	still	still	ADV
cte-368	411	19	not	not	PART
cte-368	411	20	the	the	DET
cte-368	411	21	best	good	ADJ
cte-368	411	22	,	,	PUNCT
cte-368	411	23	it	it	PRON
cte-368	411	24	is	be	AUX
cte-368	411	25	necessary	necessary	ADJ
cte-368	411	26	of	of	SCONJ
cte-368	411	27	the	the	DET
cte-368	411	28	companies	company	NOUN
cte-368	411	29	to	to	PART
cte-368	411	30	invest	invest	VERB
cte-368	411	31	more	more	ADJ
cte-368	411	32	in	in	ADP
cte-368	411	33	that	that	DET
cte-368	411	34	area	area	NOUN
cte-368	411	35	,	,	PUNCT
cte-368	411	36	so	so	SCONJ
cte-368	411	37	they	they	PRON
cte-368	411	38	get	get	VERB
cte-368	411	39	an	an	DET
cte-368	411	40	advantage	advantage	NOUN
cte-368	411	41	towards	towards	ADP
cte-368	411	42	their	their	PRON
cte-368	411	43	competition	competition	NOUN
cte-368	411	44	.	.	PUNCT
cte-368	412	1	our	our	PRON
cte-368	412	2	clustering	cluster	VERB
cte-368	412	3	model	model	NOUN
cte-368	412	4	was	be	AUX
cte-368	412	5	partly	partly	ADV
cte-368	412	6	successful	successful	ADJ
cte-368	412	7	but	but	CCONJ
cte-368	412	8	could	could	AUX
cte-368	412	9	be	be	AUX
cte-368	412	10	even	even	ADV
cte-368	412	11	better	well	ADJ
cte-368	412	12	.	.	PUNCT
cte-368	413	1	however	however	ADV
cte-368	413	2	,	,	PUNCT
cte-368	413	3	we	we	PRON
cte-368	413	4	are	be	AUX
cte-368	413	5	still	still	ADV
cte-368	413	6	in	in	ADP
cte-368	413	7	a	a	DET
cte-368	413	8	learning	learning	NOUN
cte-368	413	9	phase	phase	NOUN
cte-368	413	10	and	and	CCONJ
cte-368	413	11	think	think	VERB
cte-368	413	12	,	,	PUNCT
cte-368	413	13	with	with	ADP
cte-368	413	14	more	more	ADJ
cte-368	413	15	time	time	NOUN
cte-368	413	16	and	and	CCONJ
cte-368	413	17	a	a	DET
cte-368	413	18	better	well	ADJ
cte-368	413	19	model	model	NOUN
cte-368	413	20	we	we	PRON
cte-368	413	21	would	would	AUX
cte-368	413	22	be	be	AUX
cte-368	413	23	able	able	ADJ
cte-368	413	24	to	to	PART
cte-368	413	25	get	get	VERB
cte-368	413	26	a	a	DET
cte-368	413	27	better	well	ADJ
cte-368	413	28	accuracy	accuracy	NOUN
cte-368	413	29	than	than	ADP
cte-368	413	30	guessing	guess	VERB
cte-368	413	31	.	.	PUNCT
cte-368	414	1	as	as	SCONJ
cte-368	414	2	mentioned	mention	VERB
cte-368	414	3	in	in	ADP
cte-368	414	4	the	the	DET
cte-368	414	5	comparison	comparison	NOUN
cte-368	414	6	it	it	PRON
cte-368	414	7	is	be	AUX
cte-368	414	8	crucial	crucial	ADJ
cte-368	414	9	to	to	PART
cte-368	414	10	use	use	VERB
cte-368	414	11	a	a	DET
cte-368	414	12	suitable	suitable	ADJ
cte-368	414	13	algorithm	algorithm	NOUN
cte-368	414	14	for	for	ADP
cte-368	414	15	the	the	DET
cte-368	414	16	given	give	VERB
cte-368	414	17	case	case	NOUN
cte-368	414	18	.	.	PUNCT
cte-368	415	1	we	we	PRON
cte-368	415	2	can	can	AUX
cte-368	415	3	not	not	PART
cte-368	415	4	use	use	VERB
cte-368	415	5	a	a	DET
cte-368	415	6	dendrogram	dendrogram	NOUN
cte-368	415	7	to	to	PART
cte-368	415	8	cluster	cluster	VERB
cte-368	415	9	the	the	DET
cte-368	415	10	category	category	NOUN
cte-368	415	11	,	,	PUNCT
cte-368	415	12	because	because	SCONJ
cte-368	415	13	the	the	DET
cte-368	415	14	purpose	purpose	NOUN
cte-368	415	15	is	be	AUX
cte-368	415	16	not	not	PART
cte-368	415	17	relevant	relevant	ADJ
cte-368	415	18	for	for	ADP
cte-368	415	19	that	that	DET
cte-368	415	20	issue	issue	NOUN
cte-368	415	21	.	.	PUNCT
cte-368	416	1	however	however	ADV
cte-368	416	2	,	,	PUNCT
cte-368	416	3	if	if	SCONJ
cte-368	416	4	we	we	PRON
cte-368	416	5	take	take	VERB
cte-368	416	6	the	the	DET
cte-368	416	7	topic	topic	NOUN
cte-368	416	8	model	model	NOUN
cte-368	416	9	,	,	PUNCT
cte-368	416	10	we	we	PRON
cte-368	416	11	can	can	AUX
cte-368	416	12	definitely	definitely	ADV
cte-368	416	13	come	come	VERB
cte-368	416	14	to	to	ADP
cte-368	416	15	a	a	DET
cte-368	416	16	great	great	ADJ
cte-368	416	17	cluster	cluster	NOUN
cte-368	416	18	.	.	PUNCT
cte-368	417	1	the	the	DET
cte-368	417	2	topic	topic	NOUN
cte-368	417	3	model	model	NOUN
cte-368	417	4	is	be	AUX
cte-368	417	5	very	very	ADV
cte-368	417	6	good	good	ADJ
cte-368	417	7	with	with	ADP
cte-368	417	8	large	large	ADJ
cte-368	417	9	texts	text	NOUN
cte-368	417	10	,	,	PUNCT
cte-368	417	11	but	but	CCONJ
cte-368	417	12	not	not	PART
cte-368	417	13	very	very	ADV
cte-368	417	14	good	good	ADJ
cte-368	417	15	with	with	ADP
cte-368	417	16	small	small	ADJ
cte-368	417	17	texts	text	NOUN
cte-368	417	18	like	like	ADP
cte-368	417	19	reviews	review	NOUN
cte-368	417	20	or	or	CCONJ
cte-368	417	21	tweets	tweet	NOUN
cte-368	417	22	,	,	PUNCT
cte-368	417	23	so	so	SCONJ
cte-368	417	24	you	you	PRON
cte-368	417	25	also	also	ADV
cte-368	417	26	have	have	VERB
cte-368	417	27	to	to	PART
cte-368	417	28	be	be	AUX
cte-368	417	29	careful	careful	ADJ
cte-368	417	30	what	what	PRON
cte-368	417	31	kind	kind	NOUN
cte-368	417	32	of	of	ADP
cte-368	417	33	texts	text	NOUN
cte-368	417	34	you	you	PRON
cte-368	417	35	have	have	VERB
cte-368	417	36	.	.	PUNCT
cte-368	418	1	when	when	SCONJ
cte-368	418	2	the	the	DET
cte-368	418	3	texts	text	NOUN
cte-368	418	4	are	be	AUX
cte-368	418	5	quite	quite	ADV
cte-368	418	6	similar	similar	ADJ
cte-368	418	7	it	it	PRON
cte-368	418	8	is	be	AUX
cte-368	418	9	always	always	ADV
cte-368	418	10	difficult	difficult	ADJ
cte-368	418	11	for	for	SCONJ
cte-368	418	12	a	a	DET
cte-368	418	13	machine	machine	NOUN
cte-368	418	14	to	to	PART
cte-368	418	15	differentiate	differentiate	VERB
cte-368	418	16	them	they	PRON
cte-368	418	17	,	,	PUNCT
cte-368	418	18	at	at	ADP
cte-368	418	19	least	least	ADJ
cte-368	418	20	for	for	ADP
cte-368	418	21	now	now	ADV
cte-368	418	22	.	.	PUNCT
cte-368	419	1	we	we	PRON
cte-368	419	2	think	think	VERB
cte-368	419	3	that	that	SCONJ
cte-368	419	4	the	the	DET
cte-368	419	5	nlp	nlp	NOUN
cte-368	419	6	model	model	NOUN
cte-368	419	7	will	will	AUX
cte-368	419	8	become	become	VERB
cte-368	419	9	better	well	ADJ
cte-368	419	10	and	and	CCONJ
cte-368	419	11	better	well	ADV
cte-368	419	12	,	,	PUNCT
cte-368	419	13	because	because	SCONJ
cte-368	419	14	there	there	PRON
cte-368	419	15	are	be	VERB
cte-368	419	16	a	a	DET
cte-368	419	17	lot	lot	NOUN
cte-368	419	18	of	of	ADP
cte-368	419	19	possible	possible	ADJ
cte-368	419	20	application	application	NOUN
cte-368	419	21	for	for	ADP
cte-368	419	22	text	text	NOUN
cte-368	419	23	mining	mining	NOUN
cte-368	419	24	.	.	PUNCT
cte-368	420	1	when	when	SCONJ
cte-368	420	2	we	we	PRON
cte-368	420	3	look	look	VERB
cte-368	420	4	at	at	ADP
cte-368	420	5	the	the	DET
cte-368	420	6	impact	impact	NOUN
cte-368	420	7	on	on	ADP
cte-368	420	8	social	social	ADJ
cte-368	420	9	media	medium	NOUN
cte-368	420	10	,	,	PUNCT
cte-368	420	11	before	before	ADP
cte-368	420	12	an	an	DET
cte-368	420	13	election	election	NOUN
cte-368	420	14	or	or	CCONJ
cte-368	420	15	when	when	SCONJ
cte-368	420	16	a	a	DET
cte-368	420	17	company	company	NOUN
cte-368	420	18	wants	want	VERB
cte-368	420	19	to	to	PART
cte-368	420	20	check	check	VERB
cte-368	420	21	their	their	PRON
cte-368	420	22	reviews	review	NOUN
cte-368	420	23	by	by	ADP
cte-368	420	24	users	user	NOUN
cte-368	420	25	,	,	PUNCT
cte-368	420	26	there	there	PRON
cte-368	420	27	are	be	VERB
cte-368	420	28	plenty	plenty	NOUN
cte-368	420	29	of	of	ADP
cte-368	420	30	application	application	NOUN
cte-368	420	31	possibilities	possibility	NOUN
cte-368	420	32	for	for	ADP
cte-368	420	33	text	text	NOUN
cte-368	420	34	mining	mining	NOUN
cte-368	420	35	,	,	PUNCT
cte-368	420	36	therefore	therefore	ADV
cte-368	420	37	algorithms	algorithm	NOUN
cte-368	420	38	are	be	AUX
cte-368	420	39	getting	get	VERB
cte-368	420	40	better	well	ADJ
cte-368	420	41	and	and	CCONJ
cte-368	420	42	more	more	ADV
cte-368	420	43	precise	precise	ADJ
cte-368	420	44	.	.	PUNCT
cte-368	421	1	6	6	NUM
cte-368	421	2	future	future	ADJ
cte-368	421	3	research	research	NOUN
cte-368	421	4	directions	direction	NOUN
cte-368	421	5	described	describe	VERB
cte-368	421	6	approaches	approach	NOUN
cte-368	421	7	and	and	CCONJ
cte-368	421	8	algorithms	algorithm	NOUN
cte-368	421	9	are	be	AUX
cte-368	421	10	just	just	ADV
cte-368	421	11	some	some	PRON
cte-368	421	12	basic	basic	ADJ
cte-368	421	13	for	for	ADP
cte-368	421	14	business	business	NOUN
cte-368	421	15	processes	process	NOUN
cte-368	421	16	modeling	modeling	NOUN
cte-368	421	17	,	,	PUNCT
cte-368	421	18	which	which	PRON
cte-368	421	19	could	could	AUX
cte-368	421	20	be	be	AUX
cte-368	421	21	applied	apply	VERB
cte-368	421	22	to	to	PART
cte-368	421	23	solve	solve	VERB
cte-368	421	24	the	the	DET
cte-368	421	25	different	different	ADJ
cte-368	421	26	decision	decision	NOUN
cte-368	421	27	-	-	PUNCT
cte-368	421	28	making	make	VERB
cte-368	421	29	problems	problem	NOUN
cte-368	421	30	.	.	PUNCT
cte-368	422	1	there	there	PRON
cte-368	422	2	are	be	VERB
cte-368	422	3	multiple	multiple	ADJ
cte-368	422	4	examples	example	NOUN
cte-368	422	5	of	of	ADP
cte-368	422	6	how	how	SCONJ
cte-368	422	7	all	all	DET
cte-368	422	8	these	these	DET
cte-368	422	9	methods	method	NOUN
cte-368	422	10	could	could	AUX
cte-368	422	11	be	be	AUX
cte-368	422	12	used	use	VERB
cte-368	422	13	in	in	ADP
cte-368	422	14	education	education	NOUN
cte-368	422	15	.	.	PUNCT
cte-368	423	1	for	for	ADP
cte-368	423	2	example	example	NOUN
cte-368	423	3	,	,	PUNCT
cte-368	423	4	with	with	ADP
cte-368	423	5	time	time	NOUN
cte-368	423	6	series	series	NOUN
cte-368	423	7	analysis	analysis	NOUN
cte-368	423	8	we	we	PRON
cte-368	423	9	could	could	AUX
cte-368	423	10	predict	predict	VERB
cte-368	423	11	future	future	ADJ
cte-368	423	12	demand	demand	NOUN
cte-368	423	13	for	for	ADP
cte-368	423	14	tickets	ticket	NOUN
cte-368	423	15	,	,	PUNCT
cte-368	423	16	using	use	VERB
cte-368	423	17	regression	regression	NOUN
cte-368	423	18	models	model	NOUN
cte-368	423	19	we	we	PRON
cte-368	423	20	could	could	AUX
cte-368	423	21	determine	determine	VERB
cte-368	423	22	the	the	DET
cte-368	423	23	loyalty	loyalty	NOUN
cte-368	423	24	of	of	ADP
cte-368	423	25	the	the	DET
cte-368	423	26	customers	customer	NOUN
cte-368	423	27	and	and	CCONJ
cte-368	423	28	so	so	ADV
cte-368	423	29	on	on	ADV
cte-368	423	30	.	.	PUNCT
cte-368	424	1	nowadays	nowadays	ADV
cte-368	424	2	there	there	PRON
cte-368	424	3	are	be	VERB
cte-368	424	4	much	much	ADV
cte-368	424	5	more	more	ADJ
cte-368	424	6	algorithms	algorithm	NOUN
cte-368	424	7	,	,	PUNCT
cte-368	424	8	which	which	PRON
cte-368	424	9	could	could	AUX
cte-368	424	10	be	be	AUX
cte-368	424	11	applied	apply	VERB
cte-368	424	12	in	in	ADP
cte-368	424	13	this	this	DET
cte-368	424	14	area	area	NOUN
cte-368	424	15	.	.	PUNCT
cte-368	425	1	like	like	ADP
cte-368	425	2	complicated	complicated	ADJ
cte-368	425	3	non	non	ADJ
cte-368	425	4	-	-	ADJ
cte-368	425	5	liners	liners	ADJ
cte-368	425	6	algorithm	algorithm	NOUN
cte-368	425	7	for	for	ADP
cte-368	425	8	regression	regression	NOUN
cte-368	425	9	predictions	prediction	NOUN
cte-368	425	10	.	.	PUNCT
cte-368	426	1	as	as	ADP
cte-368	426	2	an	an	DET
cte-368	426	3	example	example	NOUN
cte-368	426	4	,	,	PUNCT
cte-368	426	5	it	it	PRON
cte-368	426	6	could	could	AUX
cte-368	426	7	be	be	AUX
cte-368	426	8	72	72	NUM
cte-368	426	9	cte	cte	NOUN
cte-368	426	10	workshop	workshop	NOUN
cte-368	426	11	proceedings	proceeding	NOUN
cte-368	426	12	,	,	PUNCT
cte-368	426	13	2019	2019	NUM
cte-368	426	14	,	,	PUNCT
cte-368	426	15	vol	vol	NOUN
cte-368	426	16	.	.	PROPN
cte-368	427	1	6	6	NUM
cte-368	427	2	:	:	PUNCT
cte-368	427	3	cte-2018	cte-2018	NOUN
cte-368	427	4	,	,	PUNCT
cte-368	427	5	pp	pp	ADP
cte-368	427	6	.	.	PUNCT
cte-368	428	1	48	48	NUM
cte-368	428	2	-	-	SYM
cte-368	428	3	73	73	NUM
cte-368	428	4	a	a	DET
cte-368	428	5	random	random	ADJ
cte-368	428	6	forest	forest	NOUN
cte-368	428	7	,	,	PUNCT
cte-368	428	8	xgboost	xgboost	ADV
cte-368	428	9	,	,	PUNCT
cte-368	428	10	neural	neural	ADJ
cte-368	428	11	networks	network	NOUN
cte-368	428	12	.	.	PUNCT
cte-368	429	1	with	with	ADP
cte-368	429	2	such	such	ADJ
cte-368	429	3	method	method	NOUN
cte-368	429	4	,	,	PUNCT
cte-368	429	5	we	we	PRON
cte-368	429	6	could	could	AUX
cte-368	429	7	build	build	VERB
cte-368	429	8	models	model	NOUN
cte-368	429	9	for	for	ADP
cte-368	429	10	maintenance	maintenance	NOUN
cte-368	429	11	prediction	prediction	NOUN
cte-368	429	12	,	,	PUNCT
cte-368	429	13	what	what	PRON
cte-368	429	14	is	be	AUX
cte-368	429	15	very	very	ADV
cte-368	429	16	crucial	crucial	ADJ
cte-368	429	17	in	in	ADP
cte-368	429	18	education	education	NOUN
cte-368	429	19	.	.	PUNCT
cte-368	430	1	education	education	NOUN
cte-368	430	2	should	should	AUX
cte-368	430	3	correspond	correspond	VERB
cte-368	430	4	to	to	ADP
cte-368	430	5	the	the	DET
cte-368	430	6	modern	modern	ADJ
cte-368	430	7	development	development	NOUN
cte-368	430	8	of	of	ADP
cte-368	430	9	the	the	DET
cte-368	430	10	digital	digital	ADJ
cte-368	430	11	economy	economy	NOUN
cte-368	430	12	,	,	PUNCT
cte-368	430	13	digital	digital	ADJ
cte-368	430	14	society	society	NOUN
cte-368	430	15	,	,	PUNCT
cte-368	430	16	innovation	innovation	NOUN
cte-368	430	17	,	,	PUNCT
cte-368	430	18	and	and	CCONJ
cte-368	430	19	creative	creative	ADJ
cte-368	430	20	entrepreneurship	entrepreneurship	NOUN
cte-368	430	21	.	.	PUNCT
cte-368	431	1	the	the	DET
cte-368	431	2	use	use	NOUN
cte-368	431	3	of	of	ADP
cte-368	431	4	data	datum	NOUN
cte-368	431	5	science	science	NOUN
cte-368	431	6	in	in	ADP
cte-368	431	7	education	education	NOUN
cte-368	431	8	should	should	AUX
cte-368	431	9	be	be	AUX
cte-368	431	10	of	of	ADP
cte-368	431	11	a	a	DET
cte-368	431	12	multiplatform	multiplatform	ADJ
cte-368	431	13	nature	nature	NOUN
cte-368	431	14	,	,	PUNCT
cte-368	431	15	that	that	ADV
cte-368	431	16	is	is	ADV
cte-368	431	17	,	,	PUNCT
cte-368	431	18	to	to	PART
cte-368	431	19	be	be	AUX
cte-368	431	20	used	use	VERB
cte-368	431	21	not	not	PART
cte-368	431	22	only	only	ADV
cte-368	431	23	in	in	ADP
cte-368	431	24	the	the	DET
cte-368	431	25	study	study	NOUN
cte-368	431	26	of	of	ADP
cte-368	431	27	a	a	DET
cte-368	431	28	subject	subject	NOUN
cte-368	431	29	,	,	PUNCT
cte-368	431	30	but	but	CCONJ
cte-368	431	31	in	in	ADP
cte-368	431	32	the	the	DET
cte-368	431	33	training	training	NOUN
cte-368	431	34	of	of	ADP
cte-368	431	35	all	all	DET
cte-368	431	36	subjects	subject	NOUN
cte-368	431	37	,	,	PUNCT
cte-368	431	38	the	the	DET
cte-368	431	39	interaction	interaction	NOUN
cte-368	431	40	of	of	ADP
cte-368	431	41	students	student	NOUN
cte-368	431	42	with	with	ADP
cte-368	431	43	each	each	DET
cte-368	431	44	other	other	ADJ
cte-368	431	45	and	and	CCONJ
cte-368	431	46	with	with	ADP
cte-368	431	47	teachers	teacher	NOUN
cte-368	431	48	,	,	PUNCT
cte-368	431	49	real	real	ADJ
cte-368	431	50	experts	expert	NOUN
cte-368	431	51	,	,	PUNCT
cte-368	431	52	research	research	NOUN
cte-368	431	53	,	,	PUNCT
cte-368	431	54	and	and	CCONJ
cte-368	431	55	individual	individual	ADJ
cte-368	431	56	learning	learning	NOUN
cte-368	431	57	.	.	PUNCT
cte-368	432	1	references	reference	NOUN
cte-368	432	2	1	1	NUM
cte-368	432	3	.	.	PUNCT
cte-368	433	1	blei	blei	NOUN
cte-368	433	2	,	,	PUNCT
cte-368	433	3	d.m	d.m	PROPN
cte-368	433	4	.	.	PROPN
cte-368	433	5	probabilistic	probabilistic	ADJ
cte-368	433	6	topic	topic	NOUN
cte-368	433	7	models	model	NOUN
cte-368	433	8	.	.	PUNCT
cte-368	434	1	communications	communication	NOUN
cte-368	434	2	of	of	ADP
cte-368	434	3	the	the	DET
cte-368	434	4	acm	acm	NOUN
cte-368	434	5	55(4	55(4	NUM
cte-368	434	6	)	)	PUNCT
cte-368	434	7	,	,	PUNCT
cte-368	434	8	77–84	77–84	NOUN
cte-368	434	9	(	(	PUNCT
cte-368	434	10	2012	2012	NUM
cte-368	434	11	)	)	PUNCT
cte-368	434	12	.	.	PUNCT
cte-368	435	1	doi:10.1145/2133806.2133826	doi:10.1145/2133806.2133826	PROPN
cte-368	436	1	2	2	NUM
cte-368	436	2	.	.	X
cte-368	436	3	blei	blei	NOUN
cte-368	436	4	,	,	PUNCT
cte-368	436	5	d.m	d.m	PROPN
cte-368	436	6	.	.	PROPN
cte-368	436	7	,	,	PUNCT
cte-368	436	8	ng	ng	PROPN
cte-368	436	9	,	,	PUNCT
cte-368	436	10	a.y	a.y	PROPN
cte-368	436	11	.	.	PROPN
cte-368	436	12	,	,	PUNCT
cte-368	436	13	jordan	jordan	PROPN
cte-368	436	14	,	,	PUNCT
cte-368	436	15	m.i	m.i	PROPN
cte-368	436	16	.	.	PROPN
cte-368	436	17	:	:	PUNCT
cte-368	437	1	latent	latent	PROPN
cte-368	437	2	dirichlet	dirichlet	PROPN
cte-368	437	3	allocation	allocation	NOUN
cte-368	437	4	.	.	PUNCT
cte-368	438	1	journal	journal	PROPN
cte-368	438	2	of	of	ADP
cte-368	438	3	machine	machine	NOUN
cte-368	438	4	learning	learn	VERB
cte-368	438	5	research	research	NOUN
cte-368	438	6	3	3	NUM
cte-368	438	7	,	,	PUNCT
cte-368	438	8	993–1022	993–1022	NUM
cte-368	438	9	.	.	PUNCT
cte-368	438	10	http://jmlr.org/papers/v3/blei03a.html	http://jmlr.org/papers/v3/blei03a.html	PROPN
cte-368	439	1	(	(	PUNCT
cte-368	439	2	2003	2003	NUM
cte-368	439	3	)	)	PUNCT
cte-368	439	4	3	3	NUM
cte-368	439	5	.	.	X
cte-368	439	6	brunner	brunner	PROPN
cte-368	439	7	,	,	PUNCT
cte-368	439	8	r.j	r.j	PROPN
cte-368	439	9	.	.	PROPN
cte-368	439	10	,	,	PUNCT
cte-368	439	11	kim	kim	PROPN
cte-368	439	12	,	,	PUNCT
cte-368	439	13	e.j	e.j	PROPN
cte-368	439	14	.	.	PROPN
cte-368	439	15	teaching	teaching	NOUN
cte-368	439	16	data	datum	NOUN
cte-368	439	17	science	science	NOUN
cte-368	439	18	.	.	PUNCT
cte-368	440	1	procedia	procedia	PROPN
cte-368	440	2	computer	computer	PROPN
cte-368	440	3	science	science	NOUN
cte-368	440	4	80	80	NUM
cte-368	440	5	,	,	PUNCT
cte-368	440	6	1947–1956	1947–1956	NUM
cte-368	440	7	(	(	PUNCT
cte-368	440	8	2016	2016	NUM
cte-368	440	9	)	)	PUNCT
cte-368	440	10	.	.	PUNCT
cte-368	441	1	doi:10.1016	doi:10.1016	PROPN
cte-368	441	2	/	/	SYM
cte-368	441	3	j.procs.2016.05	j.procs.2016.05	PROPN
cte-368	441	4	4	4	NUM
cte-368	441	5	.	.	PUNCT
cte-368	442	1	chen	chen	PROPN
cte-368	442	2	,	,	PUNCT
cte-368	442	3	h.	h.	PROPN
cte-368	442	4	,	,	PUNCT
cte-368	442	5	chiang	chiang	PROPN
cte-368	442	6	,	,	PUNCT
cte-368	442	7	r.h.l	r.h.l	NOUN
cte-368	442	8	.	.	PROPN
cte-368	442	9	,	,	PUNCT
cte-368	442	10	storey	storey	PROPN
cte-368	442	11	,	,	PUNCT
cte-368	442	12	v.c	v.c	PROPN
cte-368	442	13	.	.	PROPN
cte-368	442	14	:	:	PUNCT
cte-368	442	15	business	business	NOUN
cte-368	442	16	intelligence	intelligence	NOUN
cte-368	442	17	and	and	CCONJ
cte-368	442	18	analytics	analytic	NOUN
cte-368	442	19	:	:	PUNCT
cte-368	442	20	from	from	ADP
cte-368	442	21	big	big	ADJ
cte-368	442	22	data	datum	NOUN
cte-368	442	23	to	to	ADP
cte-368	442	24	big	big	ADJ
cte-368	442	25	impact	impact	NOUN
cte-368	442	26	.	.	PUNCT
cte-368	443	1	mis	mis	PROPN
cte-368	443	2	quarterly	quarterly	PROPN
cte-368	443	3	:	:	PUNCT
cte-368	443	4	management	management	NOUN
cte-368	443	5	information	information	NOUN
cte-368	443	6	systems	system	NOUN
cte-368	443	7	36(4	36(4	NUM
cte-368	443	8	)	)	PUNCT
cte-368	443	9	,	,	PUNCT
cte-368	443	10	1165–1188	1165–1188	NUM
cte-368	443	11	(	(	PUNCT
cte-368	443	12	2012	2012	NUM
cte-368	443	13	)	)	PUNCT
cte-368	443	14	5	5	NUM
cte-368	443	15	.	.	PUNCT
cte-368	443	16	deerwester	deerwester	PROPN
cte-368	443	17	,	,	PUNCT
cte-368	443	18	s.	s.	PROPN
cte-368	443	19	,	,	PUNCT
cte-368	443	20	dumais	dumais	PROPN
cte-368	443	21	,	,	PUNCT
cte-368	443	22	s.t	s.t	PROPN
cte-368	443	23	.	.	PROPN
cte-368	443	24	,	,	PUNCT
cte-368	443	25	furnas	furnas	PROPN
cte-368	443	26	,	,	PUNCT
cte-368	443	27	g.w	g.w	PROPN
cte-368	443	28	.	.	PROPN
cte-368	443	29	,	,	PUNCT
cte-368	443	30	landauer	landauer	PROPN
cte-368	443	31	,	,	PUNCT
cte-368	443	32	t.k	t.k	PROPN
cte-368	443	33	.	.	PROPN
cte-368	443	34	,	,	PUNCT
cte-368	443	35	harshman	harshman	PROPN
cte-368	443	36	,	,	PUNCT
cte-368	443	37	r.	r.	PROPN
cte-368	443	38	:	:	PUNCT
cte-368	443	39	indexing	indexing	NOUN
cte-368	443	40	by	by	ADP
cte-368	443	41	latent	latent	ADJ
cte-368	443	42	semantic	semantic	ADJ
cte-368	443	43	analysis	analysis	NOUN
cte-368	443	44	.	.	PUNCT
cte-368	444	1	journal	journal	NOUN
cte-368	444	2	of	of	ADP
cte-368	444	3	the	the	DET
cte-368	444	4	american	american	ADJ
cte-368	444	5	society	society	NOUN
cte-368	444	6	for	for	ADP
cte-368	444	7	information	information	NOUN
cte-368	444	8	science	science	NOUN
cte-368	444	9	41(6	41(6	PROPN
cte-368	444	10	)	)	PUNCT
cte-368	444	11	,	,	PUNCT
cte-368	444	12	391–407	391–407	NUM
cte-368	444	13	(	(	PUNCT
cte-368	444	14	1990	1990	NUM
cte-368	444	15	)	)	PUNCT
cte-368	444	16	.	.	PUNCT
cte-368	445	1	doi:10.1002/(sici)1097	doi:10.1002/(sici)1097	PROPN
cte-368	445	2	-	-	PUNCT
cte-368	445	3	4571(199009)41:6<391::aid	4571(199009)41:6<391::aid	PROPN
cte-368	445	4	-	-	PUNCT
cte-368	445	5	asi1>3.0.co;2	asi1>3.0.co;2	PROPN
cte-368	445	6	-	-	PUNCT
cte-368	445	7	9	9	NUM
cte-368	445	8	6	6	NUM
cte-368	445	9	.	.	PUNCT
cte-368	446	1	deerwester	deerwester	PROPN
cte-368	446	2	,	,	PUNCT
cte-368	446	3	s.c	s.c	PROPN
cte-368	446	4	.	.	PROPN
cte-368	446	5	,	,	PUNCT
cte-368	446	6	dumais	dumais	PROPN
cte-368	446	7	,	,	PUNCT
cte-368	446	8	s.t	s.t	PROPN
cte-368	446	9	.	.	PROPN
cte-368	446	10	,	,	PUNCT
cte-368	446	11	furnas	furnas	PROPN
cte-368	446	12	,	,	PUNCT
cte-368	446	13	g.w	g.w	PROPN
cte-368	446	14	.	.	PROPN
cte-368	446	15	,	,	PUNCT
cte-368	446	16	harshman	harshman	PROPN
cte-368	446	17	,	,	PUNCT
cte-368	446	18	r.a	r.a	PROPN
cte-368	446	19	.	.	PROPN
cte-368	446	20	,	,	PUNCT
cte-368	446	21	landauer	landauer	PROPN
cte-368	446	22	,	,	PUNCT
cte-368	446	23	t.k	t.k	PROPN
cte-368	446	24	.	.	PROPN
cte-368	446	25	,	,	PUNCT
cte-368	446	26	lochbaum	lochbaum	PROPN
cte-368	446	27	,	,	PUNCT
cte-368	446	28	k.e	k.e	PROPN
cte-368	446	29	.	.	PROPN
cte-368	446	30	,	,	PUNCT
cte-368	446	31	streeter	streeter	PROPN
cte-368	446	32	,	,	PUNCT
cte-368	446	33	l.a	l.a	PROPN
cte-368	446	34	.	.	PROPN
cte-368	446	35	:	:	PUNCT
cte-368	447	1	computer	computer	NOUN
cte-368	447	2	information	information	NOUN
cte-368	447	3	retrieval	retrieval	NOUN
cte-368	447	4	using	use	VERB
cte-368	447	5	latent	latent	NOUN
cte-368	447	6	semantic	semantic	ADJ
cte-368	447	7	structure	structure	NOUN
cte-368	447	8	.	.	PUNCT
cte-368	448	1	us	us	PROPN
cte-368	448	2	patent	patent	NOUN
cte-368	448	3	4,839,853	4,839,853	NUM
cte-368	448	4	,	,	PUNCT
cte-368	448	5	13	13	NUM
cte-368	448	6	june	june	PROPN
cte-368	448	7	1989	1989	NUM
cte-368	448	8	7	7	NUM
cte-368	448	9	.	.	PUNCT
cte-368	449	1	dempster	dempster	PROPN
cte-368	449	2	,	,	PUNCT
cte-368	449	3	a.p	a.p	PROPN
cte-368	449	4	.	.	PROPN
cte-368	449	5	,	,	PUNCT
cte-368	449	6	laird	laird	PROPN
cte-368	449	7	,	,	PUNCT
cte-368	449	8	n.m	n.m	PROPN
cte-368	449	9	.	.	PROPN
cte-368	449	10	,	,	PUNCT
cte-368	449	11	rubin	rubin	PROPN
cte-368	449	12	,	,	PUNCT
cte-368	449	13	d.b	d.b	PROPN
cte-368	449	14	.	.	PUNCT
cte-368	449	15	:	:	PUNCT
cte-368	449	16	maximum	maximum	ADJ
cte-368	449	17	likelihood	likelihood	NOUN
cte-368	449	18	from	from	ADP
cte-368	449	19	incomplete	incomplete	ADJ
cte-368	449	20	data	datum	NOUN
cte-368	449	21	via	via	ADP
cte-368	449	22	the	the	DET
cte-368	449	23	em	em	PROPN
cte-368	449	24	algorithm	algorithm	NOUN
cte-368	449	25	.	.	PUNCT
cte-368	450	1	journal	journal	NOUN
cte-368	450	2	of	of	ADP
cte-368	450	3	the	the	DET
cte-368	450	4	royal	royal	ADJ
cte-368	450	5	statistical	statistical	ADJ
cte-368	450	6	society	society	NOUN
cte-368	450	7	.	.	PUNCT
cte-368	451	1	series	series	PROPN
cte-368	451	2	b	b	PROPN
cte-368	451	3	(	(	PUNCT
cte-368	451	4	methodological	methodological	ADJ
cte-368	451	5	)	)	PUNCT
cte-368	451	6	39(1	39(1	NUM
cte-368	451	7	)	)	PUNCT
cte-368	451	8	,	,	PUNCT
cte-368	451	9	1–38	1–38	PROPN
cte-368	451	10	(	(	PUNCT
cte-368	451	11	1977	1977	NUM
cte-368	451	12	)	)	PUNCT
cte-368	451	13	8	8	NUM
cte-368	451	14	.	.	X
cte-368	452	1	george	george	PROPN
cte-368	452	2	,	,	PUNCT
cte-368	452	3	g.	g.	PROPN
cte-368	452	4	,	,	PUNCT
cte-368	452	5	osinga	osinga	PROPN
cte-368	452	6	,	,	PUNCT
cte-368	452	7	e.c	e.c	PROPN
cte-368	452	8	.	.	PROPN
cte-368	452	9	,	,	PUNCT
cte-368	452	10	lavie	lavie	PROPN
cte-368	452	11	,	,	PUNCT
cte-368	452	12	d.	d.	PROPN
cte-368	452	13	,	,	PUNCT
cte-368	452	14	scott	scott	PROPN
cte-368	452	15	,	,	PUNCT
cte-368	452	16	b.a	b.a	PROPN
cte-368	452	17	.	.	PROPN
cte-368	452	18	:	:	PUNCT
cte-368	453	1	big	big	ADJ
cte-368	453	2	data	datum	NOUN
cte-368	453	3	and	and	CCONJ
cte-368	453	4	data	datum	NOUN
cte-368	453	5	science	science	NOUN
cte-368	453	6	methods	method	NOUN
cte-368	453	7	for	for	ADP
cte-368	453	8	management	management	NOUN
cte-368	453	9	research	research	NOUN
cte-368	453	10	:	:	PUNCT
cte-368	453	11	from	from	ADP
cte-368	453	12	the	the	DET
cte-368	453	13	editors	editor	NOUN
cte-368	453	14	.	.	PUNCT
cte-368	454	1	academy	academy	PROPN
cte-368	454	2	of	of	ADP
cte-368	454	3	management	management	PROPN
cte-368	454	4	journal	journal	PROPN
cte-368	454	5	59(5	59(5	NUM
cte-368	454	6	)	)	PUNCT
cte-368	454	7	,	,	PUNCT
cte-368	454	8	1493	1493	NUM
cte-368	454	9	–	–	PUNCT
cte-368	454	10	1507	1507	NUM
cte-368	454	11	(	(	PUNCT
cte-368	454	12	2016	2016	NUM
cte-368	454	13	)	)	PUNCT
cte-368	454	14	.	.	PUNCT
cte-368	455	1	doi:10.5465	doi:10.5465	PROPN
cte-368	455	2	/	/	SYM
cte-368	455	3	amj.2016.4005	amj.2016.4005	PROPN
cte-368	455	4	9	9	NUM
cte-368	455	5	.	.	PUNCT
cte-368	455	6	hnot	hnot	PROPN
cte-368	455	7	,	,	PUNCT
cte-368	455	8	t.v	t.v	PROPN
cte-368	455	9	.	.	PROPN
cte-368	455	10	,	,	PUNCT
cte-368	455	11	nehrey	nehrey	PROPN
cte-368	455	12	,	,	PUNCT
cte-368	455	13	m.v	m.v	PROPN
cte-368	455	14	.	.	PROPN
cte-368	455	15	:	:	PUNCT
cte-368	456	1	alhorytmy	alhorytmy	PROPN
cte-368	456	2	data	data	PROPN
cte-368	456	3	science	science	PROPN
cte-368	456	4	u	u	PROPN
cte-368	456	5	modeliuvanni	modeliuvanni	PROPN
cte-368	456	6	biznes	bizne	NOUN
cte-368	456	7	-	-	PUNCT
cte-368	456	8	protsesiv	protsesiv	PROPN
cte-368	456	9	(	(	PUNCT
cte-368	456	10	data	datum	NOUN
cte-368	456	11	science	science	NOUN
cte-368	456	12	algorithms	algorithm	NOUN
cte-368	456	13	in	in	ADP
cte-368	456	14	modeling	model	VERB
cte-368	456	15	business	business	NOUN
cte-368	456	16	processes	process	NOUN
cte-368	456	17	)	)	PUNCT
cte-368	456	18	.	.	PUNCT
cte-368	457	1	ekonomika	ekonomika	INTJ
cte-368	458	1	i	i	PRON
cte-368	458	2	suspilstvo	suspilstvo	VERB
cte-368	458	3	12	12	NUM
cte-368	458	4	,	,	PUNCT
cte-368	458	5	743–751	743–751	NUM
cte-368	458	6	(	(	PUNCT
cte-368	458	7	2017	2017	NUM
cte-368	458	8	)	)	PUNCT
cte-368	458	9	10	10	NUM
cte-368	458	10	.	.	PUNCT
cte-368	459	1	james	james	PROPN
cte-368	459	2	,	,	PUNCT
cte-368	459	3	g.	g.	PROPN
cte-368	459	4	,	,	PUNCT
cte-368	459	5	witten	witten	PROPN
cte-368	459	6	,	,	PUNCT
cte-368	459	7	d.	d.	PROPN
cte-368	459	8	,	,	PUNCT
cte-368	459	9	hastie	hastie	PROPN
cte-368	459	10	,	,	PUNCT
cte-368	459	11	t.	t.	PROPN
cte-368	459	12	,	,	PUNCT
cte-368	459	13	tibshirani	tibshirani	PROPN
cte-368	459	14	,	,	PUNCT
cte-368	459	15	r.	r.	PROPN
cte-368	459	16	:	:	PUNCT
cte-368	459	17	an	an	DET
cte-368	459	18	introduction	introduction	NOUN
cte-368	459	19	to	to	ADP
cte-368	459	20	statistical	statistical	ADJ
cte-368	459	21	learning	learning	NOUN
cte-368	459	22	:	:	PUNCT
cte-368	459	23	with	with	ADP
cte-368	459	24	application	application	NOUN
cte-368	459	25	in	in	ADP
cte-368	459	26	r.	r.	PROPN
cte-368	459	27	springer	springer	PROPN
cte-368	459	28	,	,	PUNCT
cte-368	459	29	new	new	PROPN
cte-368	459	30	york	york	PROPN
cte-368	459	31	(	(	PUNCT
cte-368	459	32	2013	2013	NUM
cte-368	459	33	)	)	PUNCT
cte-368	459	34	11	11	NUM
cte-368	459	35	.	.	PUNCT
cte-368	460	1	kiv	kiv	PROPN
cte-368	460	2	,	,	PUNCT
cte-368	460	3	a.	a.	PROPN
cte-368	460	4	,	,	PUNCT
cte-368	460	5	semerikov	semerikov	PROPN
cte-368	460	6	,	,	PUNCT
cte-368	460	7	s.	s.	PROPN
cte-368	460	8	,	,	PUNCT
cte-368	460	9	soloviev	soloviev	PROPN
cte-368	460	10	,	,	PUNCT
cte-368	460	11	v.	v.	ADV
cte-368	460	12	,	,	PUNCT
cte-368	460	13	kibalnyk	kibalnyk	PROPN
cte-368	460	14	,	,	PUNCT
cte-368	460	15	l.	l.	PROPN
cte-368	460	16	,	,	PUNCT
cte-368	460	17	danylchuk	danylchuk	PROPN
cte-368	460	18	,	,	PUNCT
cte-368	460	19	h.	h.	PROPN
cte-368	460	20	,	,	PUNCT
cte-368	460	21	matviychuk	matviychuk	NOUN
cte-368	460	22	,	,	PUNCT
cte-368	460	23	a.	a.	NOUN
cte-368	460	24	:	:	PUNCT
cte-368	460	25	experimental	experimental	ADJ
cte-368	460	26	economics	economic	NOUN
cte-368	460	27	and	and	CCONJ
cte-368	460	28	machine	machine	NOUN
cte-368	460	29	learning	learn	VERB
cte-368	460	30	for	for	ADP
cte-368	460	31	prediction	prediction	NOUN
cte-368	460	32	of	of	ADP
cte-368	460	33	emergent	emergent	ADJ
cte-368	460	34	economy	economy	NOUN
cte-368	460	35	dynamics	dynamic	NOUN
cte-368	460	36	.	.	PUNCT
cte-368	461	1	in	in	ADP
cte-368	461	2	:	:	PUNCT
cte-368	461	3	kiv	kiv	PROPN
cte-368	461	4	,	,	PUNCT
cte-368	461	5	a.	a.	PROPN
cte-368	461	6	,	,	PUNCT
cte-368	461	7	semerikov	semerikov	PROPN
cte-368	461	8	,	,	PUNCT
cte-368	461	9	s.	s.	PROPN
cte-368	461	10	,	,	PUNCT
cte-368	461	11	soloviev	soloviev	PROPN
cte-368	461	12	,	,	PUNCT
cte-368	461	13	v.	v.	ADV
cte-368	461	14	,	,	PUNCT
cte-368	461	15	kibalnyk	kibalnyk	PROPN
cte-368	461	16	,	,	PUNCT
cte-368	461	17	l.	l.	PROPN
cte-368	461	18	,	,	PUNCT
cte-368	461	19	danylchuk	danylchuk	PROPN
cte-368	461	20	,	,	PUNCT
cte-368	461	21	h.	h.	PROPN
cte-368	461	22	,	,	PUNCT
cte-368	461	23	matviychuk	matviychuk	NOUN
cte-368	461	24	,	,	PUNCT
cte-368	461	25	a.	a.	NOUN
cte-368	461	26	(	(	PUNCT
cte-368	461	27	eds	ed	NOUN
cte-368	461	28	.	.	PUNCT
cte-368	461	29	)	)	PUNCT
cte-368	462	1	experimental	experimental	ADJ
cte-368	462	2	economics	economic	NOUN
cte-368	462	3	and	and	CCONJ
cte-368	462	4	machine	machine	NOUN
cte-368	462	5	learning	learn	VERB
cte-368	462	6	for	for	ADP
cte-368	462	7	prediction	prediction	NOUN
cte-368	462	8	of	of	ADP
cte-368	462	9	emergent	emergent	ADJ
cte-368	462	10	economy	economy	NOUN
cte-368	462	11	dynamics	dynamic	NOUN
cte-368	462	12	,	,	PUNCT
cte-368	462	13	proceedings	proceeding	NOUN
cte-368	462	14	of	of	ADP
cte-368	462	15	the	the	DET
cte-368	462	16	selected	select	VERB
cte-368	462	17	papers	paper	NOUN
cte-368	462	18	of	of	ADP
cte-368	462	19	the	the	DET
cte-368	462	20	8th	8th	ADJ
cte-368	462	21	international	international	ADJ
cte-368	462	22	conference	conference	NOUN
cte-368	462	23	on	on	ADP
cte-368	462	24	monitoring	monitoring	NOUN
cte-368	462	25	,	,	PUNCT
cte-368	462	26	modeling	modeling	NOUN
cte-368	462	27	&	&	CCONJ
cte-368	462	28	management	management	NOUN
cte-368	462	29	of	of	ADP
cte-368	462	30	emergent	emergent	ADJ
cte-368	462	31	economy	economy	NOUN
cte-368	462	32	(	(	PUNCT
cte-368	462	33	m3e2	m3e2	NOUN
cte-368	462	34	2019	2019	NUM
cte-368	462	35	)	)	PUNCT
cte-368	462	36	,	,	PUNCT
cte-368	462	37	odessa	odessa	ADJ
cte-368	462	38	,	,	PUNCT
cte-368	462	39	ukraine	ukraine	NOUN
cte-368	462	40	,	,	PUNCT
cte-368	462	41	may	may	AUX
cte-368	462	42	22	22	NUM
cte-368	462	43	-	-	SYM
cte-368	462	44	24	24	NUM
cte-368	462	45	,	,	PUNCT
cte-368	462	46	2019	2019	NUM
cte-368	462	47	.	.	PUNCT
cte-368	463	1	ceur	ceur	NOUN
cte-368	463	2	workshop	workshop	NOUN
cte-368	463	3	proceedings	proceeding	NOUN
cte-368	463	4	2422	2422	NUM
cte-368	463	5	,	,	PUNCT
cte-368	463	6	1–4	1–4	PROPN
cte-368	463	7	.	.	PUNCT
cte-368	463	8	http://ceurws.org/vol-2422/paper00.pdf	http://ceurws.org/vol-2422/paper00.pdf	PROPN
cte-368	463	9	(	(	PUNCT
cte-368	463	10	2019	2019	NUM
cte-368	463	11	)	)	PUNCT
cte-368	463	12	.	.	PUNCT
cte-368	464	1	accessed	access	VERB
cte-368	464	2	1	1	NUM
cte-368	464	3	aug	aug	PROPN
cte-368	464	4	2019	2019	NUM
cte-368	464	5	12	12	NUM
cte-368	464	6	.	.	PUNCT
cte-368	465	1	kucherov	kucherov	PROPN
cte-368	465	2	,	,	PUNCT
cte-368	465	3	d.p	d.p	PROPN
cte-368	465	4	.	.	PROPN
cte-368	465	5	:	:	PUNCT
cte-368	466	1	the	the	DET
cte-368	466	2	synthesis	synthesis	NOUN
cte-368	466	3	of	of	ADP
cte-368	466	4	adaptive	adaptive	ADJ
cte-368	466	5	terminal	terminal	ADJ
cte-368	466	6	control	control	NOUN
cte-368	466	7	algorithm	algorithm	NOUN
cte-368	466	8	for	for	ADP
cte-368	466	9	inertial	inertial	ADJ
cte-368	466	10	secondary	secondary	ADJ
cte-368	466	11	order	order	NOUN
cte-368	466	12	system	system	NOUN
cte-368	466	13	with	with	ADP
cte-368	466	14	bounded	bound	VERB
cte-368	466	15	noises	noise	NOUN
cte-368	466	16	.	.	PROPN
cte-368	466	17	journal	journal	PROPN
cte-368	466	18	of	of	ADP
cte-368	466	19	automation	automation	NOUN
cte-368	466	20	and	and	CCONJ
cte-368	466	21	information	information	NOUN
cte-368	466	22	sciences	science	NOUN
cte-368	466	23	39(9	39(9	NOUN
cte-368	466	24	)	)	PUNCT
cte-368	466	25	,	,	PUNCT
cte-368	466	26	16–25	16–25	NUM
cte-368	466	27	(	(	PUNCT
cte-368	466	28	2007	2007	NUM
cte-368	466	29	)	)	PUNCT
cte-368	466	30	.	.	PUNCT
cte-368	467	1	doi:10.1615	doi:10.1615	PROPN
cte-368	467	2	/	/	SYM
cte-368	467	3	jautomatinfscien.v39.i9.20	jautomatinfscien.v39.i9.20	PROPN
cte-368	467	4	13	13	NUM
cte-368	467	5	.	.	PUNCT
cte-368	468	1	nehrey	nehrey	PROPN
cte-368	468	2	,	,	PUNCT
cte-368	468	3	m.	m.	NOUN
cte-368	468	4	,	,	PUNCT
cte-368	468	5	hnot	hnot	PROPN
cte-368	468	6	,	,	PUNCT
cte-368	468	7	t.	t.	PROPN
cte-368	468	8	:	:	PUNCT
cte-368	468	9	data	datum	NOUN
cte-368	468	10	science	science	NOUN
cte-368	468	11	tools	tool	NOUN
cte-368	468	12	application	application	NOUN
cte-368	468	13	for	for	ADP
cte-368	468	14	business	business	NOUN
cte-368	468	15	processes	process	NOUN
cte-368	468	16	modelling	modelling	NOUN
cte-368	468	17	in	in	ADP
cte-368	468	18	aviation	aviation	NOUN
cte-368	468	19	.	.	PUNCT
cte-368	469	1	in	in	ADP
cte-368	469	2	:	:	PUNCT
cte-368	469	3	shmelova	shmelova	NOUN
cte-368	469	4	,	,	PUNCT
cte-368	469	5	t.	t.	PROPN
cte-368	469	6	,	,	PUNCT
cte-368	469	7	sikirda	sikirda	PROPN
cte-368	469	8	,	,	PUNCT
cte-368	469	9	yu	yu	PROPN
cte-368	469	10	.	.	PROPN
cte-368	469	11	,	,	PUNCT
cte-368	469	12	rizun	rizun	PROPN
cte-368	469	13	,	,	PUNCT
cte-368	469	14	n.	n.	NOUN
cte-368	469	15	,	,	PUNCT
cte-368	469	16	kucherov	kucherov	PROPN
cte-368	469	17	,	,	PUNCT
cte-368	469	18	d.	d.	PROPN
cte-368	469	19	(	(	PUNCT
cte-368	469	20	eds	eds	PROPN
cte-368	469	21	.	.	PUNCT
cte-368	469	22	)	)	PUNCT
cte-368	469	23	cases	case	NOUN
cte-368	469	24	on	on	ADP
cte-368	469	25	modern	modern	ADJ
cte-368	469	26	https://www.igi-global.com/book/cases-modern-computer-systems-aviation/208189	https://www.igi-global.com/book/cases-modern-computer-systems-aviation/208189	PROPN
cte-368	469	27	cte	cte	NOUN
cte-368	469	28	workshop	workshop	NOUN
cte-368	469	29	proceedings	proceeding	NOUN
cte-368	469	30	,	,	PUNCT
cte-368	469	31	2019	2019	NUM
cte-368	469	32	,	,	PUNCT
cte-368	469	33	vol	vol	NOUN
cte-368	469	34	.	.	PROPN
cte-368	470	1	6	6	NUM
cte-368	470	2	:	:	PUNCT
cte-368	470	3	cte-2018	cte-2018	NOUN
cte-368	470	4	,	,	PUNCT
cte-368	470	5	pp	pp	ADP
cte-368	470	6	.	.	PUNCT
cte-368	471	1	48	48	NUM
cte-368	471	2	-	-	SYM
cte-368	471	3	73	73	NUM
cte-368	471	4	73	73	NUM
cte-368	471	5	computer	computer	NOUN
cte-368	471	6	systems	system	NOUN
cte-368	471	7	in	in	ADP
cte-368	471	8	aviation	aviation	NOUN
cte-368	471	9	,	,	PUNCT
cte-368	471	10	176	176	NUM
cte-368	471	11	-	-	SYM
cte-368	471	12	190	190	NUM
cte-368	471	13	.	.	PUNCT
cte-368	472	1	igi	igi	PROPN
cte-368	472	2	global	global	PROPN
cte-368	472	3	,	,	PUNCT
cte-368	472	4	hershey	hershey	PROPN
cte-368	472	5	(	(	PUNCT
cte-368	472	6	2019	2019	NUM
cte-368	472	7	)	)	PUNCT
cte-368	472	8	.	.	PUNCT
cte-368	473	1	doi:10.4018/978	doi:10.4018/978	NOUN
cte-368	473	2	-	-	PUNCT
cte-368	473	3	15225	15225	NUM
cte-368	473	4	-	-	PUNCT
cte-368	473	5	7588	7588	NUM
cte-368	473	6	-	-	SYM
cte-368	473	7	7.ch006	7.ch006	NUM
cte-368	473	8	14	14	NUM
cte-368	473	9	.	.	PUNCT
cte-368	474	1	nehrey	nehrey	NOUN
cte-368	474	2	,	,	PUNCT
cte-368	474	3	m.	m.	NOUN
cte-368	474	4	,	,	PUNCT
cte-368	474	5	hnot	hnot	PROPN
cte-368	474	6	,	,	PUNCT
cte-368	474	7	t.	t.	PROPN
cte-368	474	8	:	:	PUNCT
cte-368	474	9	using	use	VERB
cte-368	474	10	recommendation	recommendation	NOUN
cte-368	474	11	approaches	approach	NOUN
cte-368	474	12	for	for	ADP
cte-368	474	13	ratings	rating	NOUN
cte-368	474	14	matrixes	matrix	NOUN
cte-368	474	15	in	in	ADP
cte-368	474	16	online	online	ADJ
cte-368	474	17	marketing	marketing	NOUN
cte-368	474	18	.	.	PUNCT
cte-368	475	1	studia	studia	PROPN
cte-368	475	2	ekonomiczne	ekonomiczne	PROPN
cte-368	475	3	342	342	NUM
cte-368	475	4	,	,	PUNCT
cte-368	475	5	115–130	115–130	NUM
cte-368	475	6	(	(	PUNCT
cte-368	475	7	2017	2017	NUM
cte-368	475	8	)	)	PUNCT
cte-368	475	9	15	15	NUM
cte-368	475	10	.	.	PUNCT
cte-368	476	1	nokel	nokel	NOUN
cte-368	476	2	,	,	PUNCT
cte-368	476	3	m.a	m.a	PROPN
cte-368	476	4	.	.	PROPN
cte-368	476	5	,	,	PUNCT
cte-368	476	6	loukachevitch	loukachevitch	PROPN
cte-368	476	7	,	,	PUNCT
cte-368	476	8	n.v	n.v	PROPN
cte-368	476	9	.	.	PROPN
cte-368	476	10	:	:	PUNCT
cte-368	477	1	tematicheskie	tematicheskie	PROPN
cte-368	477	2	modeli	modeli	ADJ
cte-368	477	3	:	:	PUNCT
cte-368	477	4	dobavlenie	dobavlenie	PROPN
cte-368	477	5	bigramm	bigramm	PROPN
cte-368	477	6	i	i	PROPN
cte-368	477	7	uchet	uchet	NOUN
cte-368	477	8	skhodstva	skhodstva	NOUN
cte-368	477	9	mezhdu	mezhdu	VERB
cte-368	478	1	unigrammami	unigrammami	INTJ
cte-368	478	2	i	i	PRON
cte-368	478	3	bigrammami	bigrammami	NOUN
cte-368	478	4	(	(	PUNCT
cte-368	478	5	topic	topic	NOUN
cte-368	478	6	models	model	NOUN
cte-368	478	7	:	:	PUNCT
cte-368	478	8	adding	add	VERB
cte-368	478	9	bigrams	bigram	NOUN
cte-368	478	10	and	and	CCONJ
cte-368	478	11	taking	take	VERB
cte-368	478	12	account	account	NOUN
cte-368	478	13	of	of	ADP
cte-368	478	14	the	the	DET
cte-368	478	15	similarity	similarity	NOUN
cte-368	478	16	between	between	ADP
cte-368	478	17	unigrams	unigram	NOUN
cte-368	478	18	and	and	CCONJ
cte-368	478	19	bigrams	bigram	NOUN
cte-368	478	20	)	)	PUNCT
cte-368	478	21	.	.	PUNCT
cte-368	479	1	computational	computational	ADJ
cte-368	479	2	methods	method	NOUN
cte-368	479	3	and	and	CCONJ
cte-368	479	4	programming	programming	NOUN
cte-368	479	5	16(2	16(2	NUM
cte-368	479	6	)	)	PUNCT
cte-368	479	7	,	,	PUNCT
cte-368	479	8	215–234	215–234	NUM
cte-368	479	9	(	(	PUNCT
cte-368	479	10	2015	2015	NUM
cte-368	479	11	)	)	PUNCT
cte-368	479	12	.	.	PUNCT
cte-368	480	1	doi:10.26089	doi:10.26089	PROPN
cte-368	480	2	/	/	SYM
cte-368	480	3	nummet.v16r222	nummet.v16r222	PROPN
cte-368	480	4	16	16	NUM
cte-368	480	5	.	.	PUNCT
cte-368	481	1	parish	parish	PROPN
cte-368	481	2	,	,	PUNCT
cte-368	481	3	e.j	e.j	PROPN
cte-368	481	4	.	.	PROPN
cte-368	481	5	,	,	PUNCT
cte-368	481	6	duraisamy	duraisamy	PROPN
cte-368	481	7	,	,	PUNCT
cte-368	481	8	k.	k.	PROPN
cte-368	481	9	:	:	PUNCT
cte-368	481	10	a	a	DET
cte-368	481	11	paradigm	paradigm	NOUN
cte-368	481	12	for	for	ADP
cte-368	481	13	data	data	NOUN
cte-368	481	14	-	-	PUNCT
cte-368	481	15	driven	drive	VERB
cte-368	481	16	predictive	predictive	NOUN
cte-368	481	17	modeling	modeling	NOUN
cte-368	481	18	using	use	VERB
cte-368	481	19	field	field	NOUN
cte-368	481	20	inversion	inversion	NOUN
cte-368	481	21	and	and	CCONJ
cte-368	481	22	machine	machine	NOUN
cte-368	481	23	learning	learning	NOUN
cte-368	481	24	.	.	PUNCT
cte-368	482	1	journal	journal	PROPN
cte-368	482	2	of	of	ADP
cte-368	482	3	computational	computational	ADJ
cte-368	482	4	physics	physic	NOUN
cte-368	482	5	305	305	NUM
cte-368	482	6	,	,	PUNCT
cte-368	482	7	758–774	758–774	NUM
cte-368	482	8	(	(	PUNCT
cte-368	482	9	2016	2016	NUM
cte-368	482	10	)	)	PUNCT
cte-368	482	11	.	.	PUNCT
cte-368	483	1	doi:10.1016	doi:10.1016	PROPN
cte-368	483	2	/	/	SYM
cte-368	483	3	j.jcp.2015.11.012	j.jcp.2015.11.012	PROPN
cte-368	483	4	17	17	NUM
cte-368	483	5	.	.	PUNCT
cte-368	484	1	patriarca	patriarca	PROPN
cte-368	484	2	,	,	PUNCT
cte-368	484	3	r.	r.	PROPN
cte-368	484	4	,	,	PUNCT
cte-368	484	5	di	di	NOUN
cte-368	484	6	gravio	gravio	PROPN
cte-368	484	7	,	,	PUNCT
cte-368	484	8	g.	g.	PROPN
cte-368	484	9	,	,	PUNCT
cte-368	484	10	costantino	costantino	PROPN
cte-368	484	11	,	,	PUNCT
cte-368	484	12	f.	f.	PROPN
cte-368	484	13	:	:	PUNCT
cte-368	484	14	a	a	DET
cte-368	484	15	monte	monte	PROPN
cte-368	484	16	carlo	carlo	PROPN
cte-368	484	17	evolution	evolution	NOUN
cte-368	484	18	of	of	ADP
cte-368	484	19	the	the	DET
cte-368	484	20	functional	functional	ADJ
cte-368	484	21	resonance	resonance	NOUN
cte-368	484	22	analysis	analysis	NOUN
cte-368	484	23	method	method	NOUN
cte-368	484	24	(	(	PUNCT
cte-368	484	25	fram	fram	NOUN
cte-368	484	26	)	)	PUNCT
cte-368	484	27	to	to	PART
cte-368	484	28	assess	assess	VERB
cte-368	484	29	performance	performance	NOUN
cte-368	484	30	variability	variability	NOUN
cte-368	484	31	in	in	ADP
cte-368	484	32	complex	complex	ADJ
cte-368	484	33	systems	system	NOUN
cte-368	484	34	.	.	PUNCT
cte-368	485	1	safety	safety	NOUN
cte-368	485	2	science	science	NOUN
cte-368	485	3	91	91	NUM
cte-368	485	4	,	,	PUNCT
cte-368	485	5	49	49	NUM
cte-368	485	6	-	-	SYM
cte-368	485	7	60	60	NUM
cte-368	485	8	(	(	PUNCT
cte-368	485	9	2017	2017	NUM
cte-368	485	10	)	)	PUNCT
cte-368	485	11	.	.	PUNCT
cte-368	486	1	doi:10.1016	doi:10.1016	PROPN
cte-368	486	2	/	/	SYM
cte-368	486	3	j.ssci.2016.07.016	j.ssci.2016.07.016	PROPN
cte-368	486	4	18	18	NUM
cte-368	486	5	.	.	PUNCT
cte-368	487	1	périaux	périaux	PROPN
cte-368	487	2	,	,	PUNCT
cte-368	487	3	j.	j.	PROPN
cte-368	487	4	,	,	PUNCT
cte-368	487	5	chen	chen	PROPN
cte-368	487	6	,	,	PUNCT
cte-368	487	7	h.q	h.q	PROPN
cte-368	487	8	.	.	PROPN
cte-368	487	9	,	,	PUNCT
cte-368	487	10	mantel	mantel	PROPN
cte-368	487	11	,	,	PUNCT
cte-368	487	12	b.	b.	PROPN
cte-368	487	13	,	,	PUNCT
cte-368	487	14	sefrioui	sefrioui	NOUN
cte-368	487	15	,	,	PUNCT
cte-368	487	16	m.	m.	NOUN
cte-368	487	17	,	,	PUNCT
cte-368	487	18	sui	sui	PROPN
cte-368	487	19	,	,	PUNCT
cte-368	487	20	h.t	h.t	PROPN
cte-368	487	21	.	.	PROPN
cte-368	487	22	:	:	PUNCT
cte-368	487	23	combining	combine	VERB
cte-368	487	24	game	game	NOUN
cte-368	487	25	theory	theory	NOUN
cte-368	487	26	and	and	CCONJ
cte-368	487	27	genetic	genetic	ADJ
cte-368	487	28	algorithms	algorithm	NOUN
cte-368	487	29	with	with	ADP
cte-368	487	30	application	application	NOUN
cte-368	487	31	to	to	ADP
cte-368	487	32	ddm	ddm	NOUN
cte-368	487	33	-	-	PUNCT
cte-368	487	34	nozzle	nozzle	NOUN
cte-368	487	35	optimization	optimization	NOUN
cte-368	487	36	problems	problem	NOUN
cte-368	487	37	.	.	PUNCT
cte-368	488	1	finite	finite	ADJ
cte-368	488	2	elements	element	NOUN
cte-368	488	3	in	in	ADP
cte-368	488	4	analysis	analysis	NOUN
cte-368	488	5	and	and	CCONJ
cte-368	488	6	design	design	NOUN
cte-368	488	7	37(5	37(5	NUM
cte-368	488	8	)	)	PUNCT
cte-368	488	9	,	,	PUNCT
cte-368	488	10	417–429	417–429	PROPN
cte-368	488	11	(	(	PUNCT
cte-368	488	12	2001	2001	NUM
cte-368	488	13	)	)	PUNCT
cte-368	488	14	.	.	PUNCT
cte-368	489	1	doi:10.1016	doi:10.1016	PROPN
cte-368	489	2	/	/	SYM
cte-368	489	3	s0168	s0168	PROPN
cte-368	489	4	-	-	PUNCT
cte-368	489	5	874x(00)00055	874x(00)00055	NOUN
cte-368	489	6	-	-	PUNCT
cte-368	489	7	x	x	SYM
cte-368	489	8	19	19	NUM
cte-368	489	9	.	.	PUNCT
cte-368	489	10	rizun	rizun	PROPN
cte-368	489	11	,	,	PUNCT
cte-368	489	12	n.	n.	PROPN
cte-368	489	13	,	,	PUNCT
cte-368	489	14	shmelova	shmelova	NOUN
cte-368	489	15	,	,	PUNCT
cte-368	489	16	t.	t.	NOUN
cte-368	489	17	:	:	PUNCT
cte-368	489	18	decision	decision	NOUN
cte-368	489	19	-	-	PUNCT
cte-368	489	20	making	make	VERB
cte-368	489	21	models	model	NOUN
cte-368	489	22	of	of	ADP
cte-368	489	23	the	the	DET
cte-368	489	24	human	human	NOUN
cte-368	489	25	-	-	PUNCT
cte-368	489	26	operator	operator	NOUN
cte-368	489	27	as	as	ADP
cte-368	489	28	an	an	DET
cte-368	489	29	element	element	NOUN
cte-368	489	30	of	of	ADP
cte-368	489	31	the	the	DET
cte-368	489	32	socio	socio	NOUN
cte-368	489	33	-	-	PUNCT
cte-368	489	34	technical	technical	ADJ
cte-368	489	35	systems	system	NOUN
cte-368	489	36	.	.	PUNCT
cte-368	490	1	in	in	ADP
cte-368	490	2	:	:	PUNCT
cte-368	490	3	batko	batko	PROPN
cte-368	490	4	,	,	PUNCT
cte-368	490	5	r.	r.	PROPN
cte-368	490	6	,	,	PUNCT
cte-368	490	7	szopa	szopa	PROPN
cte-368	490	8	,	,	PUNCT
cte-368	490	9	a.	a.	PROPN
cte-368	490	10	(	(	PUNCT
cte-368	490	11	eds	ed	NOUN
cte-368	490	12	.	.	PUNCT
cte-368	490	13	)	)	PUNCT
cte-368	490	14	strategic	strategic	ADJ
cte-368	490	15	imperatives	imperative	NOUN
cte-368	490	16	and	and	CCONJ
cte-368	490	17	core	core	NOUN
cte-368	490	18	competencies	competency	NOUN
cte-368	490	19	in	in	ADP
cte-368	490	20	the	the	DET
cte-368	490	21	era	era	NOUN
cte-368	490	22	of	of	ADP
cte-368	490	23	robotics	robotic	NOUN
cte-368	490	24	and	and	CCONJ
cte-368	490	25	artificial	artificial	ADJ
cte-368	490	26	intelligence	intelligence	NOUN
cte-368	490	27	,	,	PUNCT
cte-368	490	28	pp	pp	ADP
cte-368	490	29	.	.	PUNCT
cte-368	491	1	167–204	167–204	NUM
cte-368	491	2	.	.	PUNCT
cte-368	492	1	igi	igi	PROPN
cte-368	492	2	global	global	PROPN
cte-368	492	3	,	,	PUNCT
cte-368	492	4	hershey	hershey	PROPN
cte-368	492	5	(	(	PUNCT
cte-368	492	6	2017	2017	NUM
cte-368	492	7	)	)	PUNCT
cte-368	492	8	.	.	PUNCT
cte-368	493	1	doi:10.4018/978	doi:10.4018/978	NOUN
cte-368	493	2	-	-	PUNCT
cte-368	493	3	1	1	NUM
cte-368	493	4	-	-	PUNCT
cte-368	493	5	5225	5225	NUM
cte-368	493	6	-	-	PUNCT
cte-368	493	7	1656	1656	NUM
cte-368	493	8	-	-	SYM
cte-368	493	9	9.ch009	9.ch009	NUM
cte-368	493	10	20	20	NUM
cte-368	493	11	.	.	PUNCT
cte-368	494	1	salton	salton	PROPN
cte-368	494	2	,	,	PUNCT
cte-368	494	3	g.	g.	PROPN
cte-368	494	4	,	,	PUNCT
cte-368	494	5	wong	wong	PROPN
cte-368	494	6	,	,	PUNCT
cte-368	494	7	a.	a.	PROPN
cte-368	494	8	,	,	PUNCT
cte-368	494	9	yang	yang	PROPN
cte-368	494	10	,	,	PUNCT
cte-368	494	11	c.s	c.s	PROPN
cte-368	494	12	.	.	PROPN
cte-368	494	13	:	:	PUNCT
cte-368	495	1	a	a	DET
cte-368	495	2	vector	vector	NOUN
cte-368	495	3	space	space	NOUN
cte-368	495	4	model	model	NOUN
cte-368	495	5	for	for	ADP
cte-368	495	6	automatic	automatic	ADJ
cte-368	495	7	indexing	indexing	NOUN
cte-368	495	8	.	.	PUNCT
cte-368	496	1	communications	communication	NOUN
cte-368	496	2	of	of	ADP
cte-368	496	3	the	the	DET
cte-368	496	4	acm	acm	PROPN
cte-368	496	5	18(11	18(11	NUM
cte-368	496	6	)	)	PUNCT
cte-368	496	7	,	,	PUNCT
cte-368	496	8	613–620	613–620	NUM
cte-368	496	9	(	(	PUNCT
cte-368	496	10	1975	1975	NUM
cte-368	496	11	)	)	PUNCT
cte-368	496	12	21	21	NUM
cte-368	496	13	.	.	PUNCT
cte-368	497	1	semerikov	semerikov	PROPN
cte-368	497	2	,	,	PUNCT
cte-368	497	3	s.o	s.o	PROPN
cte-368	497	4	.	.	PROPN
cte-368	497	5	,	,	PUNCT
cte-368	497	6	teplytskyi	teplytskyi	PROPN
cte-368	497	7	,	,	PUNCT
cte-368	497	8	i.o	i.o	PROPN
cte-368	497	9	.	.	PROPN
cte-368	497	10	,	,	PUNCT
cte-368	497	11	yechkalo	yechkalo	PROPN
cte-368	497	12	,	,	PUNCT
cte-368	497	13	yu.v	yu.v	PROPN
cte-368	497	14	.	.	PROPN
cte-368	497	15	,	,	PUNCT
cte-368	497	16	kiv	kiv	PROPN
cte-368	497	17	,	,	PUNCT
cte-368	497	18	a.e	a.e	PROPN
cte-368	497	19	.	.	PROPN
cte-368	497	20	:	:	PUNCT
cte-368	497	21	computer	computer	NOUN
cte-368	497	22	simulation	simulation	NOUN
cte-368	497	23	of	of	ADP
cte-368	497	24	neural	neural	ADJ
cte-368	497	25	networks	network	NOUN
cte-368	497	26	using	use	VERB
cte-368	497	27	spreadsheets	spreadsheet	NOUN
cte-368	497	28	:	:	PUNCT
cte-368	497	29	the	the	DET
cte-368	497	30	dawn	dawn	NOUN
cte-368	497	31	of	of	ADP
cte-368	497	32	the	the	DET
cte-368	497	33	age	age	NOUN
cte-368	497	34	of	of	ADP
cte-368	497	35	camelot	camelot	PROPN
cte-368	497	36	.	.	PUNCT
cte-368	498	1	in	in	ADP
cte-368	498	2	:	:	PUNCT
cte-368	498	3	kiv	kiv	PROPN
cte-368	498	4	,	,	PUNCT
cte-368	498	5	a.e	a.e	PROPN
cte-368	498	6	.	.	PROPN
cte-368	498	7	,	,	PUNCT
cte-368	498	8	soloviev	soloviev	PROPN
cte-368	498	9	,	,	PUNCT
cte-368	498	10	v.n	v.n	PROPN
cte-368	498	11	.	.	PUNCT
cte-368	498	12	(	(	PUNCT
cte-368	498	13	eds	ed	NOUN
cte-368	498	14	.	.	PUNCT
cte-368	498	15	)	)	PUNCT
cte-368	498	16	proceedings	proceeding	NOUN
cte-368	498	17	of	of	ADP
cte-368	498	18	the	the	DET
cte-368	498	19	1st	1st	ADJ
cte-368	498	20	international	international	ADJ
cte-368	498	21	workshop	workshop	NOUN
cte-368	498	22	on	on	ADP
cte-368	498	23	augmented	augment	VERB
cte-368	498	24	reality	reality	NOUN
cte-368	498	25	in	in	ADP
cte-368	498	26	education	education	NOUN
cte-368	498	27	(	(	PUNCT
cte-368	498	28	aredu	aredu	PROPN
cte-368	498	29	2018	2018	NUM
cte-368	498	30	)	)	PUNCT
cte-368	498	31	,	,	PUNCT
cte-368	498	32	kryvyi	kryvyi	PROPN
cte-368	498	33	rih	rih	VERB
cte-368	498	34	,	,	PUNCT
cte-368	498	35	ukraine	ukraine	NOUN
cte-368	498	36	,	,	PUNCT
cte-368	498	37	october	october	PROPN
cte-368	498	38	2	2	NUM
cte-368	498	39	,	,	PUNCT
cte-368	498	40	2018	2018	NUM
cte-368	498	41	.	.	PUNCT
cte-368	499	1	ceur	ceur	NOUN
cte-368	499	2	workshop	workshop	NOUN
cte-368	499	3	proceedings	proceeding	NOUN
cte-368	499	4	2257	2257	NUM
cte-368	499	5	,	,	PUNCT
cte-368	499	6	122–147	122–147	NUM
cte-368	499	7	.	.	PUNCT
cte-368	500	1	http://ceur-ws.org/vol-2257/paper14.pdf	http://ceur-ws.org/vol-2257/paper14.pdf	PROPN
cte-368	500	2	(	(	PUNCT
cte-368	500	3	2018	2018	NUM
cte-368	500	4	)	)	PUNCT
cte-368	500	5	.	.	PUNCT
cte-368	501	1	accessed	access	VERB
cte-368	501	2	30	30	NUM
cte-368	501	3	nov	nov	PROPN
cte-368	501	4	2018	2018	NUM
cte-368	501	5	22	22	NUM
cte-368	501	6	.	.	PUNCT
cte-368	502	1	semerikov	semerikov	PROPN
cte-368	502	2	,	,	PUNCT
cte-368	502	3	s.o	s.o	PROPN
cte-368	502	4	.	.	PROPN
cte-368	502	5	,	,	PUNCT
cte-368	502	6	teplytskyi	teplytskyi	PROPN
cte-368	502	7	,	,	PUNCT
cte-368	502	8	i.o	i.o	PROPN
cte-368	502	9	.	.	PROPN
cte-368	502	10	,	,	PUNCT
cte-368	502	11	yechkalo	yechkalo	PROPN
cte-368	502	12	,	,	PUNCT
cte-368	502	13	yu.v	yu.v	PROPN
cte-368	502	14	.	.	PROPN
cte-368	502	15	,	,	PUNCT
cte-368	502	16	markova	markova	PROPN
cte-368	502	17	,	,	PUNCT
cte-368	502	18	o.m	o.m	PROPN
cte-368	502	19	.	.	PROPN
cte-368	502	20	,	,	PUNCT
cte-368	502	21	soloviev	soloviev	PROPN
cte-368	502	22	,	,	PUNCT
cte-368	502	23	v.n	v.n	PROPN
cte-368	502	24	.	.	PROPN
cte-368	502	25	,	,	PUNCT
cte-368	502	26	kiv	kiv	PROPN
cte-368	502	27	,	,	PUNCT
cte-368	502	28	a.e	a.e	PROPN
cte-368	502	29	.	.	PROPN
cte-368	502	30	:	:	PUNCT
cte-368	502	31	computer	computer	NOUN
cte-368	502	32	simulation	simulation	NOUN
cte-368	502	33	of	of	ADP
cte-368	502	34	neural	neural	ADJ
cte-368	502	35	networks	network	NOUN
cte-368	502	36	using	use	VERB
cte-368	502	37	spreadsheets	spreadsheet	NOUN
cte-368	502	38	:	:	PUNCT
cte-368	502	39	dr	dr	PROPN
cte-368	502	40	.	.	PROPN
cte-368	502	41	anderson	anderson	PROPN
cte-368	502	42	,	,	PUNCT
cte-368	502	43	welcome	welcome	VERB
cte-368	502	44	back	back	ADP
cte-368	502	45	.	.	PUNCT
cte-368	503	1	in	in	ADP
cte-368	503	2	:	:	PUNCT
cte-368	503	3	ermolayev	ermolayev	PROPN
cte-368	503	4	,	,	PUNCT
cte-368	503	5	v.	v.	ADV
cte-368	503	6	,	,	PUNCT
cte-368	503	7	mallet	mallet	NOUN
cte-368	503	8	,	,	PUNCT
cte-368	503	9	f.	f.	PROPN
cte-368	503	10	,	,	PUNCT
cte-368	503	11	yakovyna	yakovyna	NOUN
cte-368	503	12	,	,	PUNCT
cte-368	503	13	v.	v.	PROPN
cte-368	503	14	,	,	PUNCT
cte-368	503	15	kharchenko	kharchenko	PROPN
cte-368	503	16	,	,	PUNCT
cte-368	503	17	v.	v.	ADV
cte-368	503	18	,	,	PUNCT
cte-368	503	19	kobets	kobet	NOUN
cte-368	503	20	,	,	PUNCT
cte-368	503	21	v.	v.	ADV
cte-368	503	22	,	,	PUNCT
cte-368	503	23	korniłowicz	korniłowicz	NOUN
cte-368	503	24	,	,	PUNCT
cte-368	503	25	a.	a.	NOUN
cte-368	503	26	,	,	PUNCT
cte-368	503	27	kravtsov	kravtsov	NOUN
cte-368	503	28	,	,	PUNCT
cte-368	503	29	h.	h.	NOUN
cte-368	503	30	,	,	PUNCT
cte-368	503	31	nikitchenko	nikitchenko	ADJ
cte-368	503	32	,	,	PUNCT
cte-368	503	33	m.	m.	NOUN
cte-368	503	34	,	,	PUNCT
cte-368	503	35	semerikov	semerikov	PROPN
cte-368	503	36	,	,	PUNCT
cte-368	503	37	s.	s.	PROPN
cte-368	503	38	,	,	PUNCT
cte-368	503	39	spivakovsky	spivakovsky	NOUN
cte-368	503	40	,	,	PUNCT
cte-368	503	41	a.	a.	NOUN
cte-368	503	42	(	(	PUNCT
cte-368	503	43	eds	eds	PROPN
cte-368	503	44	.	.	PUNCT
cte-368	503	45	)	)	PUNCT
cte-368	503	46	proceedings	proceeding	NOUN
cte-368	503	47	of	of	ADP
cte-368	503	48	the	the	DET
cte-368	503	49	15th	15th	ADJ
cte-368	503	50	international	international	ADJ
cte-368	503	51	conference	conference	NOUN
cte-368	503	52	on	on	ADP
cte-368	503	53	ict	ict	PROPN
cte-368	503	54	in	in	ADP
cte-368	503	55	education	education	NOUN
cte-368	503	56	,	,	PUNCT
cte-368	503	57	research	research	NOUN
cte-368	503	58	and	and	CCONJ
cte-368	503	59	industrial	industrial	ADJ
cte-368	503	60	applications	application	NOUN
cte-368	503	61	.	.	PUNCT
cte-368	504	1	integration	integration	NOUN
cte-368	504	2	,	,	PUNCT
cte-368	504	3	harmonization	harmonization	NOUN
cte-368	504	4	and	and	CCONJ
cte-368	504	5	knowledge	knowledge	NOUN
cte-368	504	6	transfer	transfer	NOUN
cte-368	504	7	(	(	PUNCT
cte-368	504	8	icteri	icteri	PROPN
cte-368	504	9	,	,	PUNCT
cte-368	504	10	2019	2019	NUM
cte-368	504	11	)	)	PUNCT
cte-368	504	12	,	,	PUNCT
cte-368	504	13	kherson	kherson	PROPN
cte-368	504	14	,	,	PUNCT
cte-368	504	15	ukraine	ukraine	PROPN
cte-368	504	16	,	,	PUNCT
cte-368	504	17	june	june	PROPN
cte-368	504	18	12	12	NUM
cte-368	504	19	-	-	SYM
cte-368	504	20	15	15	NUM
cte-368	504	21	2019	2019	NUM
cte-368	504	22	,	,	PUNCT
cte-368	504	23	vol	vol	NOUN
cte-368	504	24	.	.	PUNCT
cte-368	504	25	ii	ii	PROPN
cte-368	504	26	:	:	PUNCT
cte-368	505	1	workshops	workshop	NOUN
cte-368	505	2	.	.	PUNCT
cte-368	506	1	ceur	ceur	NOUN
cte-368	506	2	workshop	workshop	NOUN
cte-368	506	3	proceedings	proceeding	NOUN
cte-368	506	4	2393	2393	NUM
cte-368	506	5	,	,	PUNCT
cte-368	506	6	833–848	833–848	NUM
cte-368	506	7	.	.	PUNCT
cte-368	507	1	http://ceur-ws.org/vol-2393/paper_348.pdf	http://ceur-ws.org/vol-2393/paper_348.pdf	PROPN
cte-368	507	2	(	(	PUNCT
cte-368	507	3	2019	2019	NUM
cte-368	507	4	)	)	PUNCT
cte-368	507	5	.	.	PUNCT
cte-368	508	1	accessed	access	VERB
cte-368	508	2	30	30	NUM
cte-368	508	3	jun	jun	PROPN
cte-368	508	4	2019	2019	NUM
cte-368	508	5	23	23	NUM
cte-368	508	6	.	.	PUNCT
cte-368	509	1	shoro	shoro	PROPN
cte-368	509	2	,	,	PUNCT
cte-368	509	3	a.g	a.g	PROPN
cte-368	509	4	.	.	PROPN
cte-368	509	5	,	,	PUNCT
cte-368	509	6	soomro	soomro	PROPN
cte-368	509	7	,	,	PUNCT
cte-368	509	8	t.r	t.r	PROPN
cte-368	509	9	.	.	PROPN
cte-368	509	10	:	:	PUNCT
cte-368	510	1	big	big	ADJ
cte-368	510	2	data	datum	NOUN
cte-368	510	3	analysis	analysis	NOUN
cte-368	510	4	:	:	PUNCT
cte-368	510	5	apache	apache	NOUN
cte-368	510	6	spark	spark	PROPN
cte-368	510	7	perspective	perspective	NOUN
cte-368	510	8	.	.	PUNCT
cte-368	511	1	global	global	ADJ
cte-368	511	2	journal	journal	PROPN
cte-368	511	3	of	of	ADP
cte-368	511	4	computer	computer	NOUN
cte-368	511	5	science	science	NOUN
cte-368	511	6	and	and	CCONJ
cte-368	511	7	technology	technology	NOUN
cte-368	511	8	15(1	15(1	NUM
cte-368	511	9	-	-	PUNCT
cte-368	511	10	c	c	NOUN
cte-368	511	11	)	)	PUNCT
cte-368	511	12	.	.	PUNCT
cte-368	512	1	https://computerresearch.org/index.php/computer/article/view/1137	https://computerresearch.org/index.php/computer/article/view/1137	X
cte-368	512	2	(	(	PUNCT
cte-368	512	3	2015	2015	NUM
cte-368	512	4	)	)	PUNCT
cte-368	512	5	24	24	NUM
cte-368	512	6	.	.	PUNCT
cte-368	513	1	vorontsov	vorontsov	PROPN
cte-368	513	2	,	,	PUNCT
cte-368	513	3	k.v	k.v	PROPN
cte-368	513	4	.	.	PROPN
cte-368	513	5	,	,	PUNCT
cte-368	513	6	potapenko	potapenko	PROPN
cte-368	513	7	,	,	PUNCT
cte-368	513	8	a.a	a.a	PROPN
cte-368	513	9	.	.	PROPN
cte-368	513	10	:	:	PUNCT
cte-368	514	1	modifikatcii	modifikatcii	PROPN
cte-368	514	2	em	em	PROPN
cte-368	514	3	-	-	ADJ
cte-368	514	4	algoritma	algoritma	ADJ
cte-368	514	5	dlia	dlia	NOUN
cte-368	514	6	veroiatnostnogo	veroiatnostnogo	PROPN
cte-368	514	7	tematicheskogo	tematicheskogo	PROPN
cte-368	514	8	modelirovaniia	modelirovaniia	NOUN
cte-368	514	9	(	(	PUNCT
cte-368	514	10	em	em	NOUN
cte-368	514	11	-	-	PUNCT
cte-368	514	12	like	like	ADJ
cte-368	514	13	algorithms	algorithm	NOUN
cte-368	514	14	for	for	ADP
cte-368	514	15	probabilistic	probabilistic	ADJ
cte-368	514	16	topic	topic	NOUN
cte-368	514	17	modeling	modeling	NOUN
cte-368	514	18	)	)	PUNCT
cte-368	514	19	.	.	PUNCT
cte-368	515	1	machine	machine	NOUN
cte-368	515	2	learning	learning	NOUN
cte-368	515	3	and	and	CCONJ
cte-368	515	4	data	datum	NOUN
cte-368	515	5	analysis	analysis	NOUN
cte-368	515	6	1(6	1(6	NUM
cte-368	515	7	)	)	PUNCT
cte-368	515	8	,	,	PUNCT
cte-368	515	9	657–686	657–686	NUM
cte-368	515	10	(	(	PUNCT
cte-368	515	11	2013	2013	NUM
cte-368	515	12	)	)	PUNCT
cte-368	515	13	25	25	NUM
cte-368	515	14	.	.	PUNCT
cte-368	516	1	xiong	xiong	PROPN
cte-368	516	2	,	,	PUNCT
cte-368	516	3	j.	j.	PROPN
cte-368	516	4	,	,	PUNCT
cte-368	516	5	yu	yu	PROPN
cte-368	516	6	,	,	PUNCT
cte-368	516	7	g.	g.	PROPN
cte-368	516	8	,	,	PUNCT
cte-368	516	9	zhang	zhang	PROPN
cte-368	516	10	,	,	PUNCT
cte-368	516	11	x.	x.	PROPN
cte-368	516	12	:	:	PUNCT
cte-368	516	13	research	research	NOUN
cte-368	516	14	on	on	ADP
cte-368	516	15	governance	governance	NOUN
cte-368	516	16	structure	structure	NOUN
cte-368	516	17	of	of	ADP
cte-368	516	18	big	big	ADJ
cte-368	516	19	data	datum	NOUN
cte-368	516	20	of	of	ADP
cte-368	516	21	civil	civil	ADJ
cte-368	516	22	aviation	aviation	NOUN
cte-368	516	23	.	.	PUNCT
cte-368	517	1	journal	journal	NOUN
cte-368	517	2	of	of	ADP
cte-368	517	3	computer	computer	NOUN
cte-368	517	4	and	and	CCONJ
cte-368	517	5	communications	communication	NOUN
cte-368	517	6	5(5	5(5	NUM
cte-368	517	7	)	)	PUNCT
cte-368	517	8	,	,	PUNCT
cte-368	517	9	112–118	112–118	NUM
cte-368	517	10	(	(	PUNCT
cte-368	517	11	2017	2017	NUM
cte-368	517	12	)	)	PUNCT
cte-368	517	13	.	.	PUNCT
cte-368	518	1	doi:10.4236	doi:10.4236	PROPN
cte-368	518	2	/	/	SYM
cte-368	518	3	jcc.2017.55009	jcc.2017.55009	PROPN
cte-368	518	4	https://www.igi-global.com/book/cases-modern-computer-systems-aviation/208189	https://www.igi-global.com/book/cases-modern-computer-systems-aviation/208189	PROPN