id	sid	tid	token	lemma	pos
ajst-29290	1	1	academic	academic	ADJ
ajst-29290	1	2	journal	journal	NOUN
ajst-29290	1	3	of	of	ADP
ajst-29290	1	4	science	science	NOUN
ajst-29290	1	5	and	and	CCONJ
ajst-29290	1	6	technology	technology	NOUN
ajst-29290	1	7	issn	issn	NOUN
ajst-29290	1	8	:	:	PUNCT
ajst-29290	1	9	2771	2771	NUM
ajst-29290	1	10	-	-	SYM
ajst-29290	1	11	3032	3032	NUM
ajst-29290	1	12	|	|	NOUN
ajst-29290	1	13	vol	vol	NOUN
ajst-29290	1	14	.	.	PUNCT
ajst-29290	2	1	14	14	NUM
ajst-29290	2	2	,	,	PUNCT
ajst-29290	2	3	no	no	INTJ
ajst-29290	2	4	.	.	NOUN
ajst-29290	2	5	1	1	NUM
ajst-29290	2	6	,	,	PUNCT
ajst-29290	2	7	2025	2025	NUM
ajst-29290	2	8	75	75	NUM
ajst-29290	2	9	analyzing	analyzing	NOUN
ajst-29290	2	10	user	user	NOUN
ajst-29290	2	11	behavior	behavior	NOUN
ajst-29290	2	12	in	in	ADP
ajst-29290	2	13	social	social	ADJ
ajst-29290	2	14	networks	network	NOUN
ajst-29290	2	15	using	use	VERB
ajst-29290	2	16	big	big	ADJ
ajst-29290	2	17	data	datum	NOUN
ajst-29290	2	18	:	:	PUNCT
ajst-29290	2	19	opportunities	opportunity	NOUN
ajst-29290	2	20	,	,	PUNCT
ajst-29290	2	21	challenges	challenge	NOUN
ajst-29290	2	22	,	,	PUNCT
ajst-29290	2	23	and	and	CCONJ
ajst-29290	2	24	future	future	ADJ
ajst-29290	2	25	directions	direction	NOUN
ajst-29290	2	26	chen	chen	PROPN
ajst-29290	2	27	sun1	sun1	PROPN
ajst-29290	2	28	,	,	PUNCT
ajst-29290	2	29	*	*	PROPN
ajst-29290	2	30	1faculty	1faculty	NUM
ajst-29290	2	31	of	of	ADP
ajst-29290	2	32	science	science	NOUN
ajst-29290	2	33	,	,	PUNCT
ajst-29290	2	34	york	york	PROPN
ajst-29290	2	35	university	university	PROPN
ajst-29290	2	36	,	,	PUNCT
ajst-29290	2	37	ontario	ontario	PROPN
ajst-29290	2	38	,	,	PUNCT
ajst-29290	2	39	m3j	m3j	PROPN
ajst-29290	2	40	1p3	1p3	NUM
ajst-29290	2	41	,	,	PUNCT
ajst-29290	2	42	canada	canada	PROPN
ajst-29290	2	43	*	*	PUNCT
ajst-29290	2	44	corresponding	correspond	VERB
ajst-29290	2	45	author	author	NOUN
ajst-29290	2	46	:	:	PUNCT
ajst-29290	2	47	chen	chen	PROPN
ajst-29290	2	48	sun	sun	PROPN
ajst-29290	2	49	(	(	PUNCT
ajst-29290	2	50	email	email	NOUN
ajst-29290	2	51	:	:	PUNCT
ajst-29290	2	52	sc1076816378@gmail.com	sc1076816378@gmail.com	X
ajst-29290	2	53	)	)	PUNCT
ajst-29290	2	54	abstract	abstract	NOUN
ajst-29290	2	55	:	:	PUNCT
ajst-29290	2	56	due	due	ADP
ajst-29290	2	57	to	to	ADP
ajst-29290	2	58	the	the	DET
ajst-29290	2	59	rapid	rapid	ADJ
ajst-29290	2	60	growth	growth	NOUN
ajst-29290	2	61	of	of	ADP
ajst-29290	2	62	social	social	ADJ
ajst-29290	2	63	networks	network	NOUN
ajst-29290	2	64	and	and	CCONJ
ajst-29290	2	65	the	the	DET
ajst-29290	2	66	development	development	NOUN
ajst-29290	2	67	of	of	ADP
ajst-29290	2	68	big	big	ADJ
ajst-29290	2	69	data	datum	NOUN
ajst-29290	2	70	technologies	technology	NOUN
ajst-29290	2	71	,	,	PUNCT
ajst-29290	2	72	the	the	DET
ajst-29290	2	73	understanding	understanding	NOUN
ajst-29290	2	74	and	and	CCONJ
ajst-29290	2	75	mining	mining	NOUN
ajst-29290	2	76	of	of	ADP
ajst-29290	2	77	users	user	NOUN
ajst-29290	2	78	’	'	PUNCT
ajst-29290	2	79	behavior	behavior	NOUN
ajst-29290	2	80	has	have	AUX
ajst-29290	2	81	been	be	AUX
ajst-29290	2	82	greatly	greatly	ADV
ajst-29290	2	83	enhanced	enhance	VERB
ajst-29290	2	84	.	.	PUNCT
ajst-29290	3	1	social	social	ADJ
ajst-29290	3	2	media	medium	NOUN
ajst-29290	3	3	sites	site	NOUN
ajst-29290	3	4	such	such	ADJ
ajst-29290	3	5	as	as	ADP
ajst-29290	3	6	facebook	facebook	NOUN
ajst-29290	3	7	,	,	PUNCT
ajst-29290	3	8	twitter	twitter	NOUN
ajst-29290	3	9	,	,	PUNCT
ajst-29290	3	10	and	and	CCONJ
ajst-29290	3	11	linkedin	linkedin	NOUN
ajst-29290	3	12	produce	produce	VERB
ajst-29290	3	13	huge	huge	ADJ
ajst-29290	3	14	amount	amount	NOUN
ajst-29290	3	15	of	of	ADP
ajst-29290	3	16	data	datum	NOUN
ajst-29290	3	17	on	on	ADP
ajst-29290	3	18	daily	daily	ADJ
ajst-29290	3	19	basis	basis	NOUN
ajst-29290	3	20	which	which	PRON
ajst-29290	3	21	are	be	AUX
ajst-29290	3	22	feature	feature	NOUN
ajst-29290	3	23	of	of	ADP
ajst-29290	3	24	high	high	ADJ
ajst-29290	3	25	volume	volume	NOUN
ajst-29290	3	26	,	,	PUNCT
ajst-29290	3	27	velocity	velocity	NOUN
ajst-29290	3	28	,	,	PUNCT
ajst-29290	3	29	variety	variety	NOUN
ajst-29290	3	30	,	,	PUNCT
ajst-29290	3	31	veracity	veracity	NOUN
ajst-29290	3	32	and	and	CCONJ
ajst-29290	3	33	value	value	NOUN
ajst-29290	3	34	.	.	PUNCT
ajst-29290	4	1	these	these	DET
ajst-29290	4	2	datasets	dataset	NOUN
ajst-29290	4	3	hold	hold	VERB
ajst-29290	4	4	a	a	DET
ajst-29290	4	5	huge	huge	ADJ
ajst-29290	4	6	value	value	NOUN
ajst-29290	4	7	as	as	SCONJ
ajst-29290	4	8	they	they	PRON
ajst-29290	4	9	can	can	AUX
ajst-29290	4	10	be	be	AUX
ajst-29290	4	11	used	use	VERB
ajst-29290	4	12	to	to	PART
ajst-29290	4	13	recognize	recognize	VERB
ajst-29290	4	14	trends	trend	NOUN
ajst-29290	4	15	,	,	PUNCT
ajst-29290	4	16	identify	identify	VERB
ajst-29290	4	17	certain	certain	ADJ
ajst-29290	4	18	patterns	pattern	NOUN
ajst-29290	4	19	,	,	PUNCT
ajst-29290	4	20	and	and	CCONJ
ajst-29290	4	21	help	help	VERB
ajst-29290	4	22	in	in	ADP
ajst-29290	4	23	decision	decision	NOUN
ajst-29290	4	24	making	make	VERB
ajst-29290	4	25	processes	process	NOUN
ajst-29290	4	26	.	.	PUNCT
ajst-29290	5	1	this	this	DET
ajst-29290	5	2	paper	paper	NOUN
ajst-29290	5	3	proposes	propose	VERB
ajst-29290	5	4	a	a	DET
ajst-29290	5	5	framework	framework	NOUN
ajst-29290	5	6	for	for	ADP
ajst-29290	5	7	analyzing	analyze	VERB
ajst-29290	5	8	user	user	NOUN
ajst-29290	5	9	behavior	behavior	NOUN
ajst-29290	5	10	on	on	ADP
ajst-29290	5	11	social	social	ADJ
ajst-29290	5	12	networks	network	NOUN
ajst-29290	5	13	with	with	ADP
ajst-29290	5	14	an	an	DET
ajst-29290	5	15	emphasis	emphasis	NOUN
ajst-29290	5	16	on	on	ADP
ajst-29290	5	17	the	the	DET
ajst-29290	5	18	relationship	relationship	NOUN
ajst-29290	5	19	between	between	ADP
ajst-29290	5	20	big	big	ADJ
ajst-29290	5	21	data	datum	NOUN
ajst-29290	5	22	features	feature	NOUN
ajst-29290	5	23	and	and	CCONJ
ajst-29290	5	24	social	social	ADJ
ajst-29290	5	25	power	power	NOUN
ajst-29290	5	26	dynamics	dynamic	NOUN
ajst-29290	5	27	.	.	PUNCT
ajst-29290	6	1	to	to	PART
ajst-29290	6	2	deal	deal	VERB
ajst-29290	6	3	with	with	ADP
ajst-29290	6	4	issues	issue	NOUN
ajst-29290	6	5	concerning	concern	VERB
ajst-29290	6	6	data	data	NOUN
ajst-29290	6	7	privacy	privacy	NOUN
ajst-29290	6	8	,	,	PUNCT
ajst-29290	6	9	heterogeneity	heterogeneity	NOUN
ajst-29290	6	10	,	,	PUNCT
ajst-29290	6	11	and	and	CCONJ
ajst-29290	6	12	scalability	scalability	NOUN
ajst-29290	6	13	the	the	DET
ajst-29290	6	14	study	study	NOUN
ajst-29290	6	15	applies	apply	VERB
ajst-29290	6	16	such	such	ADJ
ajst-29290	6	17	methods	method	NOUN
ajst-29290	6	18	as	as	ADP
ajst-29290	6	19	machine	machine	NOUN
ajst-29290	6	20	learning	learning	NOUN
ajst-29290	6	21	,	,	PUNCT
ajst-29290	6	22	graph	graph	NOUN
ajst-29290	6	23	analytics	analytic	NOUN
ajst-29290	6	24	,	,	PUNCT
ajst-29290	6	25	and	and	CCONJ
ajst-29290	6	26	natural	natural	ADJ
ajst-29290	6	27	language	language	NOUN
ajst-29290	6	28	processing	processing	NOUN
ajst-29290	6	29	(	(	PUNCT
ajst-29290	6	30	nlp	nlp	NOUN
ajst-29290	6	31	)	)	PUNCT
ajst-29290	6	32	.	.	PUNCT
ajst-29290	7	1	in	in	ADP
ajst-29290	7	2	this	this	DET
ajst-29290	7	3	section	section	NOUN
ajst-29290	7	4	,	,	PUNCT
ajst-29290	7	5	we	we	PRON
ajst-29290	7	6	dive	dive	VERB
ajst-29290	7	7	deeper	deeply	ADV
ajst-29290	7	8	into	into	ADP
ajst-29290	7	9	the	the	DET
ajst-29290	7	10	examination	examination	NOUN
ajst-29290	7	11	of	of	ADP
ajst-29290	7	12	the	the	DET
ajst-29290	7	13	concepts	concept	NOUN
ajst-29290	7	14	,	,	PUNCT
ajst-29290	7	15	and	and	CCONJ
ajst-29290	7	16	identify	identify	VERB
ajst-29290	7	17	the	the	DET
ajst-29290	7	18	potential	potential	ADJ
ajst-29290	7	19	applications	application	NOUN
ajst-29290	7	20	of	of	ADP
ajst-29290	7	21	big	big	ADJ
ajst-29290	7	22	data	datum	NOUN
ajst-29290	7	23	in	in	ADP
ajst-29290	7	24	areas	area	NOUN
ajst-29290	7	25	such	such	ADJ
ajst-29290	7	26	as	as	ADP
ajst-29290	7	27	marketing	marketing	NOUN
ajst-29290	7	28	,	,	PUNCT
ajst-29290	7	29	opinion	opinion	NOUN
ajst-29290	7	30	polling	polling	NOUN
ajst-29290	7	31	,	,	PUNCT
ajst-29290	7	32	and	and	CCONJ
ajst-29290	7	33	risk	risk	NOUN
ajst-29290	7	34	management	management	NOUN
ajst-29290	7	35	,	,	PUNCT
ajst-29290	7	36	thus	thus	ADV
ajst-29290	7	37	revealing	reveal	VERB
ajst-29290	7	38	the	the	DET
ajst-29290	7	39	possibilities	possibility	NOUN
ajst-29290	7	40	that	that	PRON
ajst-29290	7	41	big	big	ADJ
ajst-29290	7	42	data	data	NOUN
ajst-29290	7	43	holds	hold	VERB
ajst-29290	7	44	.	.	PUNCT
ajst-29290	8	1	also	also	ADV
ajst-29290	8	2	,	,	PUNCT
ajst-29290	8	3	the	the	DET
ajst-29290	8	4	paper	paper	NOUN
ajst-29290	8	5	outlines	outline	VERB
ajst-29290	8	6	some	some	PRON
ajst-29290	8	7	of	of	ADP
ajst-29290	8	8	the	the	DET
ajst-29290	8	9	problems	problem	NOUN
ajst-29290	8	10	that	that	PRON
ajst-29290	8	11	include	include	VERB
ajst-29290	8	12	ethical	ethical	ADJ
ajst-29290	8	13	issues	issue	NOUN
ajst-29290	8	14	and	and	CCONJ
ajst-29290	8	15	data	datum	NOUN
ajst-29290	8	16	consolidation	consolidation	NOUN
ajst-29290	8	17	problems	problem	NOUN
ajst-29290	8	18	while	while	SCONJ
ajst-29290	8	19	suggesting	suggest	VERB
ajst-29290	8	20	future	future	ADJ
ajst-29290	8	21	researches	research	NOUN
ajst-29290	8	22	.	.	PUNCT
ajst-29290	9	1	some	some	PRON
ajst-29290	9	2	of	of	ADP
ajst-29290	9	3	the	the	DET
ajst-29290	9	4	future	future	ADJ
ajst-29290	9	5	research	research	NOUN
ajst-29290	9	6	directions	direction	NOUN
ajst-29290	9	7	are	be	AUX
ajst-29290	9	8	the	the	DET
ajst-29290	9	9	advancement	advancement	NOUN
ajst-29290	9	10	of	of	ADP
ajst-29290	9	11	cross	cross	ADJ
ajst-29290	9	12	-	-	ADJ
ajst-29290	9	13	platform	platform	ADJ
ajst-29290	9	14	analysis	analysis	NOUN
ajst-29290	9	15	,	,	PUNCT
ajst-29290	9	16	the	the	DET
ajst-29290	9	17	use	use	NOUN
ajst-29290	9	18	of	of	ADP
ajst-29290	9	19	multi	multi	ADJ
ajst-29290	9	20	-	-	ADJ
ajst-29290	9	21	modal	modal	ADJ
ajst-29290	9	22	data	datum	NOUN
ajst-29290	9	23	sets	set	NOUN
ajst-29290	9	24	and	and	CCONJ
ajst-29290	9	25	the	the	DET
ajst-29290	9	26	incorporation	incorporation	NOUN
ajst-29290	9	27	of	of	ADP
ajst-29290	9	28	ethical	ethical	ADJ
ajst-29290	9	29	ai	ai	VERB
ajst-29290	9	30	to	to	PART
ajst-29290	9	31	ensure	ensure	VERB
ajst-29290	9	32	that	that	SCONJ
ajst-29290	9	33	the	the	DET
ajst-29290	9	34	use	use	NOUN
ajst-29290	9	35	of	of	ADP
ajst-29290	9	36	ai	ai	NOUN
ajst-29290	9	37	is	be	AUX
ajst-29290	9	38	proper	proper	ADJ
ajst-29290	9	39	.	.	PUNCT
ajst-29290	10	1	this	this	DET
ajst-29290	10	2	paper	paper	NOUN
ajst-29290	10	3	synthesizes	synthesize	VERB
ajst-29290	10	4	theoretical	theoretical	ADJ
ajst-29290	10	5	concepts	concept	NOUN
ajst-29290	10	6	with	with	ADP
ajst-29290	10	7	empirical	empirical	ADJ
ajst-29290	10	8	analysis	analysis	NOUN
ajst-29290	10	9	to	to	PART
ajst-29290	10	10	advance	advance	VERB
ajst-29290	10	11	the	the	DET
ajst-29290	10	12	scholarship	scholarship	NOUN
ajst-29290	10	13	in	in	ADP
ajst-29290	10	14	social	social	ADJ
ajst-29290	10	15	network	network	NOUN
ajst-29290	10	16	analysis	analysis	NOUN
ajst-29290	10	17	and	and	CCONJ
ajst-29290	10	18	offer	offer	VERB
ajst-29290	10	19	practical	practical	ADJ
ajst-29290	10	20	recommendations	recommendation	NOUN
ajst-29290	10	21	for	for	ADP
ajst-29290	10	22	managerial	managerial	ADJ
ajst-29290	10	23	and	and	CCONJ
ajst-29290	10	24	marketing	marketing	NOUN
ajst-29290	10	25	practices	practice	NOUN
ajst-29290	10	26	for	for	ADP
ajst-29290	10	27	the	the	DET
ajst-29290	10	28	analysis	analysis	NOUN
ajst-29290	10	29	of	of	ADP
ajst-29290	10	30	social	social	ADJ
ajst-29290	10	31	networks	network	NOUN
ajst-29290	10	32	in	in	ADP
ajst-29290	10	33	the	the	DET
ajst-29290	10	34	big	big	ADJ
ajst-29290	10	35	data	datum	NOUN
ajst-29290	10	36	context	context	NOUN
ajst-29290	10	37	.	.	PUNCT
ajst-29290	11	1	keywords	keyword	NOUN
ajst-29290	11	2	:	:	PUNCT
ajst-29290	11	3	big	big	ADJ
ajst-29290	11	4	data	datum	NOUN
ajst-29290	11	5	technologies	technology	NOUN
ajst-29290	11	6	,	,	PUNCT
ajst-29290	11	7	user	user	NOUN
ajst-29290	11	8	behavior	behavior	NOUN
ajst-29290	11	9	analysis	analysis	NOUN
ajst-29290	11	10	,	,	PUNCT
ajst-29290	11	11	social	social	ADJ
ajst-29290	11	12	networks	network	NOUN
ajst-29290	11	13	,	,	PUNCT
ajst-29290	11	14	data	datum	NOUN
ajst-29290	11	15	mining	mining	NOUN
ajst-29290	11	16	and	and	CCONJ
ajst-29290	11	17	machine	machine	NOUN
ajst-29290	11	18	learning	learning	NOUN
ajst-29290	11	19	.	.	PUNCT
ajst-29290	12	1	1	1	X
ajst-29290	12	2	.	.	X
ajst-29290	12	3	introduction	introduction	NOUN
ajst-29290	12	4	the	the	DET
ajst-29290	12	5	use	use	NOUN
ajst-29290	12	6	of	of	ADP
ajst-29290	12	7	social	social	ADJ
ajst-29290	12	8	networks	network	NOUN
ajst-29290	12	9	has	have	AUX
ajst-29290	12	10	grown	grow	VERB
ajst-29290	12	11	significantly	significantly	ADV
ajst-29290	12	12	in	in	ADP
ajst-29290	12	13	the	the	DET
ajst-29290	12	14	recent	recent	ADJ
ajst-29290	12	15	past	past	NOUN
ajst-29290	12	16	,	,	PUNCT
ajst-29290	12	17	and	and	CCONJ
ajst-29290	12	18	has	have	AUX
ajst-29290	12	19	revolutionalized	revolutionalize	VERB
ajst-29290	12	20	the	the	DET
ajst-29290	12	21	way	way	NOUN
ajst-29290	12	22	people	people	NOUN
ajst-29290	12	23	interact	interact	VERB
ajst-29290	12	24	,	,	PUNCT
ajst-29290	12	25	share	share	VERB
ajst-29290	12	26	information	information	NOUN
ajst-29290	12	27	and	and	CCONJ
ajst-29290	12	28	even	even	ADV
ajst-29290	12	29	do	do	VERB
ajst-29290	12	30	business	business	NOUN
ajst-29290	12	31	across	across	ADP
ajst-29290	12	32	the	the	DET
ajst-29290	12	33	globe	globe	NOUN
ajst-29290	12	34	.	.	PUNCT
ajst-29290	13	1	social	social	ADJ
ajst-29290	13	2	networking	network	VERB
ajst-29290	13	3	sites	site	NOUN
ajst-29290	13	4	have	have	AUX
ajst-29290	13	5	grown	grow	VERB
ajst-29290	13	6	tremendously	tremendously	ADV
ajst-29290	13	7	in	in	ADP
ajst-29290	13	8	the	the	DET
ajst-29290	13	9	last	last	ADJ
ajst-29290	13	10	decade	decade	NOUN
ajst-29290	13	11	and	and	CCONJ
ajst-29290	13	12	include	include	VERB
ajst-29290	13	13	facebook	facebook	NOUN
ajst-29290	13	14	,	,	PUNCT
ajst-29290	13	15	twitter	twitter	NOUN
ajst-29290	13	16	,	,	PUNCT
ajst-29290	13	17	instagram	instagram	PROPN
ajst-29290	13	18	,	,	PUNCT
ajst-29290	13	19	wechat	wechat	NOUN
ajst-29290	13	20	among	among	ADP
ajst-29290	13	21	others	other	NOUN
ajst-29290	13	22	.	.	PUNCT
ajst-29290	14	1	in	in	ADP
ajst-29290	14	2	2023	2023	NUM
ajst-29290	14	3	,	,	PUNCT
ajst-29290	14	4	there	there	PRON
ajst-29290	14	5	were	be	VERB
ajst-29290	14	6	several	several	ADJ
ajst-29290	14	7	billion	billion	NUM
ajst-29290	14	8	social	social	ADJ
ajst-29290	14	9	network	network	NOUN
ajst-29290	14	10	users	user	NOUN
ajst-29290	14	11	worldwide	worldwide	ADV
ajst-29290	14	12	,	,	PUNCT
ajst-29290	14	13	which	which	PRON
ajst-29290	14	14	proves	prove	VERB
ajst-29290	14	15	how	how	SCONJ
ajst-29290	14	16	popular	popular	ADJ
ajst-29290	14	17	and	and	CCONJ
ajst-29290	14	18	impactful	impactful	ADJ
ajst-29290	14	19	these	these	DET
ajst-29290	14	20	platforms	platform	NOUN
ajst-29290	14	21	are	be	AUX
ajst-29290	14	22	in	in	ADP
ajst-29290	14	23	today	today	NOUN
ajst-29290	14	24	’s	’s	PART
ajst-29290	14	25	world	world	NOUN
ajst-29290	14	26	.	.	PUNCT
ajst-29290	15	1	currently	currently	ADV
ajst-29290	15	2	,	,	PUNCT
ajst-29290	15	3	social	social	ADJ
ajst-29290	15	4	networks	network	NOUN
ajst-29290	15	5	are	be	AUX
ajst-29290	15	6	used	use	VERB
ajst-29290	15	7	as	as	ADP
ajst-29290	15	8	main	main	ADJ
ajst-29290	15	9	sources	source	NOUN
ajst-29290	15	10	of	of	ADP
ajst-29290	15	11	information	information	NOUN
ajst-29290	15	12	,	,	PUNCT
ajst-29290	15	13	thus	thus	ADV
ajst-29290	15	14	affecting	affect	VERB
ajst-29290	15	15	the	the	DET
ajst-29290	15	16	interaction	interaction	NOUN
ajst-29290	15	17	of	of	ADP
ajst-29290	15	18	people	people	NOUN
ajst-29290	15	19	and	and	CCONJ
ajst-29290	15	20	groups	group	NOUN
ajst-29290	15	21	of	of	ADP
ajst-29290	15	22	people	people	NOUN
ajst-29290	15	23	with	with	ADP
ajst-29290	15	24	the	the	DET
ajst-29290	15	25	environment	environment	NOUN
ajst-29290	15	26	.	.	PUNCT
ajst-29290	16	1	however	however	ADV
ajst-29290	16	2	,	,	PUNCT
ajst-29290	16	3	the	the	DET
ajst-29290	16	4	problem	problem	NOUN
ajst-29290	16	5	of	of	ADP
ajst-29290	16	6	analyzing	analyze	VERB
ajst-29290	16	7	user	user	NOUN
ajst-29290	16	8	behavior	behavior	NOUN
ajst-29290	16	9	in	in	ADP
ajst-29290	16	10	social	social	ADJ
ajst-29290	16	11	networks	network	NOUN
ajst-29290	16	12	include	include	VERB
ajst-29290	16	13	has	have	VERB
ajst-29290	16	14	texts	text	NOUN
ajst-29290	16	15	,	,	PUNCT
ajst-29290	16	16	a	a	DET
ajst-29290	16	17	images	image	NOUN
ajst-29290	16	18	,	,	PUNCT
ajst-29290	16	19	number	number	NOUN
ajst-29290	16	20	videos	video	NOUN
ajst-29290	16	21	of	of	ADP
ajst-29290	16	22	and	and	CCONJ
ajst-29290	16	23	important	important	ADJ
ajst-29290	16	24	interaction	interaction	NOUN
ajst-29290	16	25	issues	issue	NOUN
ajst-29290	16	26	.	.	PUNCT
ajst-29290	17	1	logs	log	NOUN
ajst-29290	17	2	,	,	PUNCT
ajst-29290	17	3	the	the	PRON
ajst-29290	17	4	and	and	CCONJ
ajst-29290	17	5	features	feature	VERB
ajst-29290	17	6	thus	thus	ADV
ajst-29290	17	7	of	of	ADP
ajst-29290	17	8	effective	effective	ADJ
ajst-29290	17	9	social	social	ADJ
ajst-29290	17	10	integration	integration	NOUN
ajst-29290	17	11	network	network	NOUN
ajst-29290	17	12	and	and	CCONJ
ajst-29290	17	13	data	datum	NOUN
ajst-29290	17	14	analysis	analysis	NOUN
ajst-29290	17	15	are	be	AUX
ajst-29290	17	16	of	of	ADP
ajst-29290	17	17	diverse	diverse	ADJ
ajst-29290	17	18	,	,	PUNCT
ajst-29290	17	19	such	such	ADJ
ajst-29290	17	20	which	which	DET
ajst-29290	17	21	data	datum	NOUN
ajst-29290	17	22	needs	need	VERB
ajst-29290	17	23	advanced	advanced	ADJ
ajst-29290	17	24	techniques	technique	NOUN
ajst-29290	17	25	.	.	PUNCT
ajst-29290	18	1	the	the	DET
ajst-29290	18	2	majority	majority	NOUN
ajst-29290	18	3	of	of	ADP
ajst-29290	18	4	conventional	conventional	ADJ
ajst-29290	18	5	tools	tool	NOUN
ajst-29290	18	6	have	have	VERB
ajst-29290	18	7	a	a	DET
ajst-29290	18	8	limited	limited	ADJ
ajst-29290	18	9	capacity	capacity	NOUN
ajst-29290	18	10	to	to	PART
ajst-29290	18	11	deal	deal	VERB
ajst-29290	18	12	with	with	ADP
ajst-29290	18	13	such	such	ADJ
ajst-29290	18	14	variety	variety	NOUN
ajst-29290	18	15	and	and	CCONJ
ajst-29290	18	16	quantity	quantity	NOUN
ajst-29290	18	17	of	of	ADP
ajst-29290	18	18	data	datum	NOUN
ajst-29290	18	19	.	.	PUNCT
ajst-29290	19	1	also	also	ADV
ajst-29290	19	2	,	,	PUNCT
ajst-29290	19	3	there	there	PRON
ajst-29290	19	4	are	be	VERB
ajst-29290	19	5	issues	issue	NOUN
ajst-29290	19	6	of	of	ADP
ajst-29290	19	7	privacy	privacy	NOUN
ajst-29290	19	8	and	and	CCONJ
ajst-29290	19	9	ethics	ethic	NOUN
ajst-29290	19	10	when	when	SCONJ
ajst-29290	19	11	dealing	deal	VERB
ajst-29290	19	12	with	with	ADP
ajst-29290	19	13	large	large	ADJ
ajst-29290	19	14	data	data	NOUN
ajst-29290	19	15	sets	set	NOUN
ajst-29290	19	16	especially	especially	ADV
ajst-29290	19	17	personal	personal	ADJ
ajst-29290	19	18	data	datum	NOUN
ajst-29290	19	19	,	,	PUNCT
ajst-29290	19	20	thus	thus	ADV
ajst-29290	19	21	there	there	PRON
ajst-29290	19	22	is	be	VERB
ajst-29290	19	23	a	a	DET
ajst-29290	19	24	need	need	NOUN
ajst-29290	19	25	to	to	PART
ajst-29290	19	26	ensure	ensure	VERB
ajst-29290	19	27	that	that	SCONJ
ajst-29290	19	28	data	datum	NOUN
ajst-29290	19	29	is	be	AUX
ajst-29290	19	30	properly	properly	ADV
ajst-29290	19	31	used	use	VERB
ajst-29290	19	32	while	while	SCONJ
ajst-29290	19	33	at	at	ADP
ajst-29290	19	34	the	the	DET
ajst-29290	19	35	same	same	ADJ
ajst-29290	19	36	time	time	NOUN
ajst-29290	19	37	protecting	protect	VERB
ajst-29290	19	38	the	the	DET
ajst-29290	19	39	user	user	NOUN
ajst-29290	19	40	.	.	PUNCT
ajst-29290	20	1	in	in	ADP
ajst-29290	20	2	addition	addition	NOUN
ajst-29290	20	3	,	,	PUNCT
ajst-29290	20	4	social	social	ADJ
ajst-29290	20	5	network	network	NOUN
ajst-29290	20	6	data	datum	NOUN
ajst-29290	20	7	is	be	AUX
ajst-29290	20	8	incredibly	incredibly	ADV
ajst-29290	20	9	unstructured	unstructured	ADJ
ajst-29290	20	10	and	and	CCONJ
ajst-29290	20	11	noisy	noisy	ADJ
ajst-29290	20	12	,	,	PUNCT
ajst-29290	20	13	filled	fill	VERB
ajst-29290	20	14	with	with	ADP
ajst-29290	20	15	fake	fake	ADJ
ajst-29290	20	16	information	information	NOUN
ajst-29290	20	17	and	and	CCONJ
ajst-29290	20	18	spam	spam	NOUN
ajst-29290	20	19	,	,	PUNCT
ajst-29290	20	20	which	which	PRON
ajst-29290	20	21	makes	make	VERB
ajst-29290	20	22	identification	identification	NOUN
ajst-29290	20	23	of	of	ADP
ajst-29290	20	24	useful	useful	ADJ
ajst-29290	20	25	information	information	NOUN
ajst-29290	20	26	a	a	DET
ajst-29290	20	27	difficult	difficult	ADJ
ajst-29290	20	28	task	task	NOUN
ajst-29290	20	29	.	.	PUNCT
ajst-29290	21	1	another	another	DET
ajst-29290	21	2	problem	problem	NOUN
ajst-29290	21	3	is	be	AUX
ajst-29290	21	4	the	the	DET
ajst-29290	21	5	dynamic	dynamic	ADJ
ajst-29290	21	6	and	and	CCONJ
ajst-29290	21	7	real	real	ADJ
ajst-29290	21	8	-	-	PUNCT
ajst-29290	21	9	time	time	NOUN
ajst-29290	21	10	nature	nature	NOUN
ajst-29290	21	11	of	of	ADP
ajst-29290	21	12	the	the	DET
ajst-29290	21	13	social	social	ADJ
ajst-29290	21	14	networks	network	NOUN
ajst-29290	21	15	which	which	PRON
ajst-29290	21	16	present	present	VERB
ajst-29290	21	17	technical	technical	ADJ
ajst-29290	21	18	challenges	challenge	NOUN
ajst-29290	21	19	for	for	ADP
ajst-29290	21	20	the	the	DET
ajst-29290	21	21	analysis	analysis	NOUN
ajst-29290	21	22	since	since	SCONJ
ajst-29290	21	23	the	the	DET
ajst-29290	21	24	analytical	analytical	ADJ
ajst-29290	21	25	systems	system	NOUN
ajst-29290	21	26	have	have	VERB
ajst-29290	21	27	to	to	PART
ajst-29290	21	28	be	be	AUX
ajst-29290	21	29	flexible	flexible	ADJ
ajst-29290	21	30	enough	enough	ADV
ajst-29290	21	31	to	to	PART
ajst-29290	21	32	cater	cater	VERB
ajst-29290	21	33	for	for	ADP
ajst-29290	21	34	dynamic	dynamic	ADJ
ajst-29290	21	35	user	user	NOUN
ajst-29290	21	36	behavior	behavior	NOUN
ajst-29290	21	37	and	and	CCONJ
ajst-29290	21	38	provide	provide	VERB
ajst-29290	21	39	results	result	NOUN
ajst-29290	21	40	in	in	ADP
ajst-29290	21	41	real	real	ADJ
ajst-29290	21	42	time	time	NOUN
ajst-29290	21	43	.	.	PUNCT
ajst-29290	22	1	nonetheless	nonetheless	ADV
ajst-29290	22	2	,	,	PUNCT
ajst-29290	22	3	the	the	DET
ajst-29290	22	4	analysis	analysis	NOUN
ajst-29290	22	5	of	of	ADP
ajst-29290	22	6	the	the	DET
ajst-29290	22	7	user	user	NOUN
ajst-29290	22	8	behaviour	behaviour	NOUN
ajst-29290	22	9	in	in	ADP
ajst-29290	22	10	social	social	ADJ
ajst-29290	22	11	networks	network	NOUN
ajst-29290	22	12	has	have	VERB
ajst-29290	22	13	great	great	ADJ
ajst-29290	22	14	potential	potential	NOUN
ajst-29290	22	15	.	.	PUNCT
ajst-29290	23	1	it	it	PRON
ajst-29290	23	2	enables	enable	VERB
ajst-29290	23	3	the	the	DET
ajst-29290	23	4	improvement	improvement	NOUN
ajst-29290	23	5	of	of	ADP
ajst-29290	23	6	the	the	DET
ajst-29290	23	7	personalized	personalized	ADJ
ajst-29290	23	8	services	service	NOUN
ajst-29290	23	9	,	,	PUNCT
ajst-29290	23	10	for	for	ADP
ajst-29290	23	11	instance	instance	NOUN
ajst-29290	23	12	,	,	PUNCT
ajst-29290	23	13	providing	provide	VERB
ajst-29290	23	14	personalized	personalized	ADJ
ajst-29290	23	15	recommendations	recommendation	NOUN
ajst-29290	23	16	on	on	ADP
ajst-29290	23	17	news	news	NOUN
ajst-29290	23	18	,	,	PUNCT
ajst-29290	23	19	advertisements	advertisement	NOUN
ajst-29290	23	20	,	,	PUNCT
ajst-29290	23	21	and	and	CCONJ
ajst-29290	23	22	content	content	NOUN
ajst-29290	23	23	to	to	ADP
ajst-29290	23	24	users	user	NOUN
ajst-29290	23	25	thus	thus	ADV
ajst-29290	23	26	enhancing	enhance	VERB
ajst-29290	23	27	the	the	DET
ajst-29290	23	28	user	user	NOUN
ajst-29290	23	29	experience	experience	NOUN
ajst-29290	23	30	.	.	PUNCT
ajst-29290	24	1	knowledge	knowledge	NOUN
ajst-29290	24	2	of	of	ADP
ajst-29290	24	3	behavioural	behavioural	ADJ
ajst-29290	24	4	analysis	analysis	NOUN
ajst-29290	24	5	also	also	ADV
ajst-29290	24	6	enables	enable	VERB
ajst-29290	24	7	one	one	NUM
ajst-29290	24	8	to	to	PART
ajst-29290	24	9	make	make	VERB
ajst-29290	24	10	sense	sense	NOUN
ajst-29290	24	11	of	of	ADP
ajst-29290	24	12	social	social	ADJ
ajst-29290	24	13	trends	trend	NOUN
ajst-29290	24	14	and	and	CCONJ
ajst-29290	24	15	opinion	opinion	NOUN
ajst-29290	24	16	trends	trend	NOUN
ajst-29290	24	17	which	which	PRON
ajst-29290	24	18	is	be	AUX
ajst-29290	24	19	beneficial	beneficial	ADJ
ajst-29290	24	20	to	to	ADP
ajst-29290	24	21	policymakers	policymaker	NOUN
ajst-29290	24	22	,	,	PUNCT
ajst-29290	24	23	business	business	NOUN
ajst-29290	24	24	people	people	NOUN
ajst-29290	24	25	and	and	CCONJ
ajst-29290	24	26	the	the	DET
ajst-29290	24	27	media	medium	NOUN
ajst-29290	24	28	.	.	PUNCT
ajst-29290	25	1	also	also	ADV
ajst-29290	25	2	,	,	PUNCT
ajst-29290	25	3	the	the	DET
ajst-29290	25	4	commercial	commercial	ADJ
ajst-29290	25	5	advantage	advantage	NOUN
ajst-29290	25	6	of	of	ADP
ajst-29290	25	7	such	such	ADJ
ajst-29290	25	8	analysis	analysis	NOUN
ajst-29290	25	9	is	be	AUX
ajst-29290	25	10	quite	quite	ADV
ajst-29290	25	11	evident	evident	ADJ
ajst-29290	25	12	as	as	SCONJ
ajst-29290	25	13	advertisers	advertiser	NOUN
ajst-29290	25	14	and	and	CCONJ
ajst-29290	25	15	enterprises	enterprise	NOUN
ajst-29290	25	16	can	can	AUX
ajst-29290	25	17	gain	gain	VERB
ajst-29290	25	18	insight	insight	NOUN
ajst-29290	25	19	into	into	ADP
ajst-29290	25	20	market	market	NOUN
ajst-29290	25	21	requirements	requirement	NOUN
ajst-29290	25	22	,	,	PUNCT
ajst-29290	25	23	enhance	enhance	VERB
ajst-29290	25	24	product	product	NOUN
ajst-29290	25	25	development	development	NOUN
ajst-29290	25	26	and	and	CCONJ
ajst-29290	25	27	implement	implement	VERB
ajst-29290	25	28	effective	effective	ADJ
ajst-29290	25	29	marketing	marketing	NOUN
ajst-29290	25	30	strategies	strategy	NOUN
ajst-29290	25	31	.	.	PUNCT
ajst-29290	26	1	the	the	DET
ajst-29290	26	2	work	work	NOUN
ajst-29290	26	3	of	of	ADP
ajst-29290	26	4	this	this	DET
ajst-29290	26	5	paper	paper	NOUN
ajst-29290	26	6	is	be	AUX
ajst-29290	26	7	to	to	PART
ajst-29290	26	8	consider	consider	VERB
ajst-29290	26	9	how	how	SCONJ
ajst-29290	26	10	big	big	ADJ
ajst-29290	26	11	data	data	NOUN
ajst-29290	26	12	technologies	technology	NOUN
ajst-29290	26	13	can	can	AUX
ajst-29290	26	14	be	be	AUX
ajst-29290	26	15	applied	apply	VERB
ajst-29290	26	16	for	for	ADP
ajst-29290	26	17	the	the	DET
ajst-29290	26	18	analysis	analysis	NOUN
ajst-29290	26	19	of	of	ADP
ajst-29290	26	20	user	user	NOUN
ajst-29290	26	21	behaviour	behaviour	NOUN
ajst-29290	26	22	in	in	ADP
ajst-29290	26	23	social	social	ADJ
ajst-29290	26	24	networks	network	NOUN
ajst-29290	26	25	taking	take	VERB
ajst-29290	26	26	into	into	ADP
ajst-29290	26	27	consideration	consideration	NOUN
ajst-29290	26	28	the	the	DET
ajst-29290	26	29	issues	issue	NOUN
ajst-29290	26	30	of	of	ADP
ajst-29290	26	31	data	datum	NOUN
ajst-29290	26	32	volume	volume	NOUN
ajst-29290	26	33	,	,	PUNCT
ajst-29290	26	34	variety	variety	NOUN
ajst-29290	26	35	,	,	PUNCT
ajst-29290	26	36	and	and	CCONJ
ajst-29290	26	37	real	real	ADJ
ajst-29290	26	38	-	-	PUNCT
ajst-29290	26	39	time	time	NOUN
ajst-29290	26	40	processing	processing	NOUN
ajst-29290	26	41	.	.	PUNCT
ajst-29290	27	1	some	some	PRON
ajst-29290	27	2	of	of	ADP
ajst-29290	27	3	the	the	DET
ajst-29290	27	4	techniques	technique	NOUN
ajst-29290	27	5	discussed	discuss	VERB
ajst-29290	27	6	in	in	ADP
ajst-29290	27	7	this	this	DET
ajst-29290	27	8	paper	paper	NOUN
ajst-29290	27	9	include	include	VERB
ajst-29290	27	10	data	datum	NOUN
ajst-29290	27	11	mining	mining	NOUN
ajst-29290	27	12	,	,	PUNCT
ajst-29290	27	13	machine	machine	NOUN
ajst-29290	27	14	learning	learning	NOUN
ajst-29290	27	15	,	,	PUNCT
ajst-29290	27	16	natural	natural	ADJ
ajst-29290	27	17	language	language	NOUN
ajst-29290	27	18	processing	processing	NOUN
ajst-29290	27	19	and	and	CCONJ
ajst-29290	27	20	graph	graph	NOUN
ajst-29290	27	21	analytics	analytic	NOUN
ajst-29290	27	22	;	;	PUNCT
ajst-29290	27	23	the	the	DET
ajst-29290	27	24	paper	paper	NOUN
ajst-29290	27	25	also	also	ADV
ajst-29290	27	26	evaluates	evaluate	VERB
ajst-29290	27	27	the	the	DET
ajst-29290	27	28	usability	usability	NOUN
ajst-29290	27	29	and	and	CCONJ
ajst-29290	27	30	real	real	ADJ
ajst-29290	27	31	life	life	NOUN
ajst-29290	27	32	implementation	implementation	NOUN
ajst-29290	27	33	of	of	ADP
ajst-29290	27	34	these	these	DET
ajst-29290	27	35	techniques	technique	NOUN
ajst-29290	27	36	.	.	PUNCT
ajst-29290	28	1	also	also	ADV
ajst-29290	28	2	,	,	PUNCT
ajst-29290	28	3	it	it	PRON
ajst-29290	28	4	outlines	outline	VERB
ajst-29290	28	5	future	future	ADJ
ajst-29290	28	6	research	research	NOUN
ajst-29290	28	7	directions	direction	NOUN
ajst-29290	28	8	such	such	ADJ
ajst-29290	28	9	as	as	ADP
ajst-29290	28	10	cross	cross	ADJ
ajst-29290	28	11	-	-	ADJ
ajst-29290	28	12	platform	platform	ADJ
ajst-29290	28	13	analysis	analysis	NOUN
ajst-29290	28	14	and	and	CCONJ
ajst-29290	28	15	multimodal	multimodal	NOUN
ajst-29290	28	16	data	datum	NOUN
ajst-29290	28	17	fusion	fusion	NOUN
ajst-29290	28	18	as	as	ADP
ajst-29290	28	19	potential	potential	ADJ
ajst-29290	28	20	areas	area	NOUN
ajst-29290	28	21	of	of	ADP
ajst-29290	28	22	future	future	ADJ
ajst-29290	28	23	research	research	NOUN
ajst-29290	28	24	.	.	PUNCT
ajst-29290	29	1	this	this	DET
ajst-29290	29	2	paper	paper	NOUN
ajst-29290	29	3	is	be	AUX
ajst-29290	29	4	organized	organize	VERB
ajst-29290	29	5	as	as	SCONJ
ajst-29290	29	6	follows	follow	VERB
ajst-29290	29	7	:	:	PUNCT
ajst-29290	29	8	the	the	DET
ajst-29290	29	9	first	first	ADJ
ajst-29290	29	10	part	part	NOUN
ajst-29290	29	11	covers	cover	VERB
ajst-29290	29	12	the	the	DET
ajst-29290	29	13	background	background	NOUN
ajst-29290	29	14	and	and	CCONJ
ajst-29290	29	15	the	the	DET
ajst-29290	29	16	importance	importance	NOUN
ajst-29290	29	17	of	of	ADP
ajst-29290	29	18	social	social	ADJ
ajst-29290	29	19	networks	network	NOUN
ajst-29290	29	20	in	in	ADP
ajst-29290	29	21	the	the	DET
ajst-29290	29	22	big	big	ADJ
ajst-29290	29	23	data	datum	NOUN
ajst-29290	29	24	context	context	NOUN
ajst-29290	29	25	.	.	PUNCT
ajst-29290	30	1	the	the	DET
ajst-29290	30	2	second	second	ADJ
ajst-29290	30	3	part	part	NOUN
ajst-29290	30	4	covers	cover	VERB
ajst-29290	30	5	the	the	DET
ajst-29290	30	6	theoretical	theoretical	ADJ
ajst-29290	30	7	and	and	CCONJ
ajst-29290	30	8	methodological	methodological	ADJ
ajst-29290	30	9	frameworks	framework	NOUN
ajst-29290	30	10	for	for	ADP
ajst-29290	30	11	understanding	understand	VERB
ajst-29290	30	12	users	user	NOUN
ajst-29290	30	13	’	'	PUNCT
ajst-29290	30	14	behaviour	behaviour	NOUN
ajst-29290	30	15	.	.	PUNCT
ajst-29290	31	1	the	the	DET
ajst-29290	31	2	third	third	ADJ
ajst-29290	31	3	part	part	NOUN
ajst-29290	31	4	is	be	AUX
ajst-29290	31	5	focused	focus	VERB
ajst-29290	31	6	on	on	ADP
ajst-29290	31	7	the	the	DET
ajst-29290	31	8	applications	application	NOUN
ajst-29290	31	9	of	of	ADP
ajst-29290	31	10	big	big	ADJ
ajst-29290	31	11	data	datum	NOUN
ajst-29290	31	12	technologies	technology	NOUN
ajst-29290	31	13	in	in	ADP
ajst-29290	31	14	behavior	behavior	NOUN
ajst-29290	31	15	analysis	analysis	NOUN
ajst-29290	31	16	.	.	PUNCT
ajst-29290	32	1	the	the	DET
ajst-29290	32	2	final	final	ADJ
ajst-29290	32	3	sections	section	NOUN
ajst-29290	32	4	identify	identify	VERB
ajst-29290	32	5	the	the	DET
ajst-29290	32	6	challenges	challenge	NOUN
ajst-29290	32	7	of	of	ADP
ajst-29290	32	8	the	the	DET
ajst-29290	32	9	current	current	ADJ
ajst-29290	32	10	research	research	NOUN
ajst-29290	32	11	and	and	CCONJ
ajst-29290	32	12	give	give	VERB
ajst-29290	32	13	an	an	DET
ajst-29290	32	14	outlook	outlook	NOUN
ajst-29290	32	15	on	on	ADP
ajst-29290	32	16	future	future	ADJ
ajst-29290	32	17	developments	development	NOUN
ajst-29290	32	18	in	in	ADP
ajst-29290	32	19	this	this	DET
ajst-29290	32	20	field	field	NOUN
ajst-29290	32	21	.	.	PUNCT
ajst-29290	33	1	2	2	X
ajst-29290	33	2	.	.	X
ajst-29290	33	3	big	big	ADJ
ajst-29290	33	4	data	datum	NOUN
ajst-29290	33	5	and	and	CCONJ
ajst-29290	33	6	social	social	ADJ
ajst-29290	33	7	network	network	NOUN
ajst-29290	33	8	overview	overview	VERB
ajst-29290	33	9	2.1	2.1	NUM
ajst-29290	33	10	.	.	PUNCT
ajst-29290	34	1	big	big	ADJ
ajst-29290	34	2	data	datum	NOUN
ajst-29290	34	3	characteristics	characteristic	NOUN
ajst-29290	34	4	and	and	CCONJ
ajst-29290	34	5	their	their	PRON
ajst-29290	34	6	application	application	NOUN
ajst-29290	34	7	to	to	ADP
ajst-29290	34	8	social	social	ADJ
ajst-29290	34	9	networks	network	NOUN
ajst-29290	34	10	big	big	ADJ
ajst-29290	34	11	data	datum	NOUN
ajst-29290	34	12	is	be	AUX
ajst-29290	34	13	defined	define	VERB
ajst-29290	34	14	by	by	ADP
ajst-29290	34	15	its	its	PRON
ajst-29290	34	16	5v	5v	NOUN
ajst-29290	34	17	attributes	attribute	VERB
ajst-29290	34	18	:	:	PUNCT
ajst-29290	35	1	volume	volume	NOUN
ajst-29290	35	2	,	,	PUNCT
ajst-29290	35	3	velocity	velocity	NOUN
ajst-29290	35	4	,	,	PUNCT
ajst-29290	35	5	variety	variety	NOUN
ajst-29290	35	6	,	,	PUNCT
ajst-29290	35	7	veracity	veracity	NOUN
ajst-29290	35	8	,	,	PUNCT
ajst-29290	35	9	and	and	CCONJ
ajst-29290	35	10	value	value	NOUN
ajst-29290	35	11	.	.	PUNCT
ajst-29290	36	1	these	these	DET
ajst-29290	36	2	characteristics	characteristic	NOUN
ajst-29290	36	3	are	be	AUX
ajst-29290	36	4	quite	quite	ADV
ajst-29290	36	5	evident	evident	ADJ
ajst-29290	36	6	in	in	ADP
ajst-29290	36	7	social	social	ADJ
ajst-29290	36	8	networks	network	NOUN
ajst-29290	36	9	where	where	SCONJ
ajst-29290	36	10	billions	billion	NOUN
ajst-29290	36	11	of	of	ADP
ajst-29290	36	12	users	user	NOUN
ajst-29290	36	13	contribute	contribute	VERB
ajst-29290	36	14	76	76	NUM
ajst-29290	36	15	huge	huge	ADJ
ajst-29290	36	16	amount	amount	NOUN
ajst-29290	36	17	of	of	ADP
ajst-29290	36	18	data	datum	NOUN
ajst-29290	36	19	in	in	ADP
ajst-29290	36	20	form	form	NOUN
ajst-29290	36	21	of	of	ADP
ajst-29290	36	22	status	status	NOUN
ajst-29290	36	23	updates	update	NOUN
ajst-29290	36	24	,	,	PUNCT
ajst-29290	36	25	images	image	NOUN
ajst-29290	36	26	,	,	PUNCT
ajst-29290	36	27	videos	video	NOUN
ajst-29290	36	28	and	and	CCONJ
ajst-29290	36	29	interactions	interaction	NOUN
ajst-29290	36	30	.	.	PUNCT
ajst-29290	37	1	social	social	ADJ
ajst-29290	37	2	media	medium	NOUN
ajst-29290	37	3	giants	giant	NOUN
ajst-29290	37	4	such	such	ADJ
ajst-29290	37	5	as	as	ADP
ajst-29290	37	6	facebook	facebook	NOUN
ajst-29290	37	7	and	and	CCONJ
ajst-29290	37	8	twitter	twitter	NOUN
ajst-29290	37	9	create	create	VERB
ajst-29290	37	10	terrawatts	terrawatt	NOUN
ajst-29290	37	11	of	of	ADP
ajst-29290	37	12	data	datum	NOUN
ajst-29290	37	13	every	every	DET
ajst-29290	37	14	day	day	NOUN
ajst-29290	37	15	which	which	PRON
ajst-29290	37	16	falls	fall	VERB
ajst-29290	37	17	under	under	ADP
ajst-29290	37	18	the	the	DET
ajst-29290	37	19	volume	volume	NOUN
ajst-29290	37	20	category	category	NOUN
ajst-29290	37	21	.	.	PUNCT
ajst-29290	38	1	this	this	PRON
ajst-29290	38	2	is	be	AUX
ajst-29290	38	3	because	because	SCONJ
ajst-29290	38	4	social	social	ADJ
ajst-29290	38	5	media	medium	NOUN
ajst-29290	38	6	activity	activity	NOUN
ajst-29290	38	7	is	be	AUX
ajst-29290	38	8	real	real	ADJ
ajst-29290	38	9	-	-	PUNCT
ajst-29290	38	10	time	time	NOUN
ajst-29290	38	11	,	,	PUNCT
ajst-29290	38	12	for	for	ADP
ajst-29290	38	13	example	example	NOUN
ajst-29290	38	14	,	,	PUNCT
ajst-29290	38	15	through	through	ADP
ajst-29290	38	16	the	the	DET
ajst-29290	38	17	use	use	NOUN
ajst-29290	38	18	of	of	ADP
ajst-29290	38	19	instant	instant	ADJ
ajst-29290	38	20	messaging	messaging	NOUN
ajst-29290	38	21	services	service	NOUN
ajst-29290	38	22	or	or	CCONJ
ajst-29290	38	23	live	live	ADJ
ajst-29290	38	24	updates	update	NOUN
ajst-29290	38	25	.	.	PUNCT
ajst-29290	39	1	social	social	ADJ
ajst-29290	39	2	network	network	NOUN
ajst-29290	39	3	data	datum	NOUN
ajst-29290	39	4	can	can	AUX
ajst-29290	39	5	be	be	AUX
ajst-29290	39	6	of	of	ADP
ajst-29290	39	7	different	different	ADJ
ajst-29290	39	8	types	type	NOUN
ajst-29290	39	9	,	,	PUNCT
ajst-29290	39	10	it	it	PRON
ajst-29290	39	11	may	may	AUX
ajst-29290	39	12	be	be	AUX
ajst-29290	39	13	textual	textual	ADJ
ajst-29290	39	14	comments	comment	NOUN
ajst-29290	39	15	,	,	PUNCT
ajst-29290	39	16	visual	visual	ADJ
ajst-29290	39	17	content	content	NOUN
ajst-29290	39	18	or	or	CCONJ
ajst-29290	39	19	geolocation	geolocation	NOUN
ajst-29290	39	20	data	datum	NOUN
ajst-29290	39	21	which	which	PRON
ajst-29290	39	22	make	make	VERB
ajst-29290	39	23	it	it	PRON
ajst-29290	39	24	diverse	diverse	ADJ
ajst-29290	39	25	.	.	PUNCT
ajst-29290	40	1	however	however	ADV
ajst-29290	40	2	,	,	PUNCT
ajst-29290	40	3	the	the	DET
ajst-29290	40	4	issue	issue	NOUN
ajst-29290	40	5	of	of	ADP
ajst-29290	40	6	veracity	veracity	NOUN
ajst-29290	40	7	remains	remain	VERB
ajst-29290	40	8	a	a	DET
ajst-29290	40	9	big	big	ADJ
ajst-29290	40	10	concern	concern	NOUN
ajst-29290	40	11	since	since	SCONJ
ajst-29290	40	12	such	such	ADJ
ajst-29290	40	13	data	datum	NOUN
ajst-29290	40	14	can	can	AUX
ajst-29290	40	15	be	be	AUX
ajst-29290	40	16	incomplete	incomplete	ADJ
ajst-29290	40	17	,	,	PUNCT
ajst-29290	40	18	inaccurate	inaccurate	ADJ
ajst-29290	40	19	or	or	CCONJ
ajst-29290	40	20	even	even	ADV
ajst-29290	40	21	tainted	taint	VERB
ajst-29290	40	22	with	with	ADP
ajst-29290	40	23	noise	noise	NOUN
ajst-29290	40	24	.	.	PUNCT
ajst-29290	41	1	big	big	ADJ
ajst-29290	41	2	data	datum	NOUN
ajst-29290	41	3	datasets	dataset	NOUN
ajst-29290	41	4	are	be	AUX
ajst-29290	41	5	the	the	PRON
ajst-29290	41	6	most	most	ADV
ajst-29290	41	7	valuable	valuable	ADJ
ajst-29290	41	8	when	when	SCONJ
ajst-29290	41	9	useful	useful	ADJ
ajst-29290	41	10	information	information	NOUN
ajst-29290	41	11	is	be	AUX
ajst-29290	41	12	derived	derive	VERB
ajst-29290	41	13	from	from	ADP
ajst-29290	41	14	it	it	PRON
ajst-29290	41	15	(	(	PUNCT
ajst-29290	41	16	value	value	NOUN
ajst-29290	41	17	)	)	PUNCT
ajst-29290	41	18	in	in	ADP
ajst-29290	41	19	order	order	NOUN
ajst-29290	41	20	to	to	PART
ajst-29290	41	21	improve	improve	VERB
ajst-29290	41	22	the	the	DET
ajst-29290	41	23	experience	experience	NOUN
ajst-29290	41	24	of	of	ADP
ajst-29290	41	25	the	the	DET
ajst-29290	41	26	user	user	NOUN
ajst-29290	41	27	and	and	CCONJ
ajst-29290	41	28	to	to	PART
ajst-29290	41	29	make	make	VERB
ajst-29290	41	30	proper	proper	ADJ
ajst-29290	41	31	decisions	decision	NOUN
ajst-29290	41	32	.	.	PUNCT
ajst-29290	42	1	2.2	2.2	NUM
ajst-29290	42	2	.	.	PUNCT
ajst-29290	42	3	social	social	ADJ
ajst-29290	42	4	network	network	NOUN
ajst-29290	42	5	definition	definition	NOUN
ajst-29290	42	6	and	and	CCONJ
ajst-29290	42	7	development	development	NOUN
ajst-29290	42	8	the	the	DET
ajst-29290	42	9	social	social	ADJ
ajst-29290	42	10	networks	network	NOUN
ajst-29290	42	11	are	be	AUX
ajst-29290	42	12	the	the	DET
ajst-29290	42	13	systems	system	NOUN
ajst-29290	42	14	that	that	PRON
ajst-29290	42	15	allow	allow	VERB
ajst-29290	42	16	members	member	NOUN
ajst-29290	42	17	to	to	PART
ajst-29290	42	18	communicate	communicate	VERB
ajst-29290	42	19	and	and	CCONJ
ajst-29290	42	20	exchange	exchange	VERB
ajst-29290	42	21	assets	asset	NOUN
ajst-29290	42	22	.	.	PUNCT
ajst-29290	43	1	since	since	SCONJ
ajst-29290	43	2	the	the	DET
ajst-29290	43	3	early	early	ADJ
ajst-29290	43	4	social	social	ADJ
ajst-29290	43	5	networking	networking	NOUN
ajst-29290	43	6	sites	site	NOUN
ajst-29290	43	7	such	such	ADJ
ajst-29290	43	8	as	as	ADP
ajst-29290	43	9	friendster	friendster	NOUN
ajst-29290	43	10	and	and	CCONJ
ajst-29290	43	11	myspace	myspace	PROPN
ajst-29290	43	12	to	to	ADP
ajst-29290	43	13	the	the	DET
ajst-29290	43	14	current	current	ADJ
ajst-29290	43	15	comprehensive	comprehensive	ADJ
ajst-29290	43	16	platforms	platform	NOUN
ajst-29290	43	17	such	such	ADJ
ajst-29290	43	18	as	as	ADP
ajst-29290	43	19	facebook	facebook	PROPN
ajst-29290	43	20	,	,	PUNCT
ajst-29290	43	21	instagram	instagram	PROPN
ajst-29290	43	22	,	,	PUNCT
ajst-29290	43	23	and	and	CCONJ
ajst-29290	43	24	tiktok	tiktok	ADJ
ajst-29290	43	25	,	,	PUNCT
ajst-29290	43	26	social	social	ADJ
ajst-29290	43	27	media	medium	NOUN
ajst-29290	43	28	has	have	AUX
ajst-29290	43	29	become	become	VERB
ajst-29290	43	30	the	the	DET
ajst-29290	43	31	most	most	ADV
ajst-29290	43	32	important	important	ADJ
ajst-29290	43	33	tool	tool	NOUN
ajst-29290	43	34	for	for	ADP
ajst-29290	43	35	communication	communication	NOUN
ajst-29290	43	36	via	via	ADP
ajst-29290	43	37	digital	digital	ADJ
ajst-29290	43	38	media	medium	NOUN
ajst-29290	43	39	.	.	PUNCT
ajst-29290	44	1	these	these	DET
ajst-29290	44	2	platforms	platform	NOUN
ajst-29290	44	3	capture	capture	VERB
ajst-29290	44	4	different	different	ADJ
ajst-29290	44	5	types	type	NOUN
ajst-29290	44	6	of	of	ADP
ajst-29290	44	7	data	datum	NOUN
ajst-29290	44	8	including	include	VERB
ajst-29290	44	9	text	text	NOUN
ajst-29290	44	10	,	,	PUNCT
ajst-29290	44	11	images	image	NOUN
ajst-29290	44	12	,	,	PUNCT
ajst-29290	44	13	videos	video	NOUN
ajst-29290	44	14	and	and	CCONJ
ajst-29290	44	15	user	user	NOUN
ajst-29290	44	16	engagements	engagement	NOUN
ajst-29290	44	17	which	which	PRON
ajst-29290	44	18	makes	make	VERB
ajst-29290	44	19	them	they	PRON
ajst-29290	44	20	crucial	crucial	ADJ
ajst-29290	44	21	in	in	ADP
ajst-29290	44	22	marketing	marketing	NOUN
ajst-29290	44	23	,	,	PUNCT
ajst-29290	44	24	journalism	journalism	NOUN
ajst-29290	44	25	and	and	CCONJ
ajst-29290	44	26	society	society	NOUN
ajst-29290	44	27	.	.	PUNCT
ajst-29290	45	1	the	the	DET
ajst-29290	45	2	growth	growth	NOUN
ajst-29290	45	3	of	of	ADP
ajst-29290	45	4	social	social	ADJ
ajst-29290	45	5	networks	network	NOUN
ajst-29290	45	6	has	have	AUX
ajst-29290	45	7	also	also	ADV
ajst-29290	45	8	led	lead	VERB
ajst-29290	45	9	to	to	ADP
ajst-29290	45	10	the	the	DET
ajst-29290	45	11	adoption	adoption	NOUN
ajst-29290	45	12	of	of	ADP
ajst-29290	45	13	emerging	emerge	VERB
ajst-29290	45	14	technologies	technology	NOUN
ajst-29290	45	15	such	such	ADJ
ajst-29290	45	16	as	as	ADP
ajst-29290	45	17	ai	ai	ADJ
ajst-29290	45	18	and	and	CCONJ
ajst-29290	45	19	big	big	ADJ
ajst-29290	45	20	data	datum	NOUN
ajst-29290	45	21	analysis	analysis	NOUN
ajst-29290	45	22	to	to	PART
ajst-29290	45	23	enhance	enhance	VERB
ajst-29290	45	24	user	user	NOUN
ajst-29290	45	25	experience	experience	NOUN
ajst-29290	45	26	and	and	CCONJ
ajst-29290	45	27	provide	provide	VERB
ajst-29290	45	28	real	real	ADJ
ajst-29290	45	29	time	time	NOUN
ajst-29290	45	30	content	content	NOUN
ajst-29290	45	31	sharing	sharing	NOUN
ajst-29290	45	32	.	.	PUNCT
ajst-29290	46	1	2.3	2.3	NUM
ajst-29290	46	2	.	.	X
ajst-29290	46	3	2.3	2.3	NUM
ajst-29290	46	4	complexity	complexity	NOUN
ajst-29290	46	5	and	and	CCONJ
ajst-29290	46	6	diversity	diversity	NOUN
ajst-29290	46	7	of	of	ADP
ajst-29290	46	8	social	social	ADJ
ajst-29290	46	9	network	network	NOUN
ajst-29290	46	10	data	datum	NOUN
ajst-29290	46	11	this	this	PRON
ajst-29290	46	12	is	be	AUX
ajst-29290	46	13	because	because	SCONJ
ajst-29290	46	14	social	social	ADJ
ajst-29290	46	15	network	network	NOUN
ajst-29290	46	16	data	datum	NOUN
ajst-29290	46	17	is	be	AUX
ajst-29290	46	18	diverse	diverse	ADJ
ajst-29290	46	19	in	in	ADP
ajst-29290	46	20	the	the	DET
ajst-29290	46	21	sense	sense	NOUN
ajst-29290	46	22	that	that	SCONJ
ajst-29290	46	23	it	it	PRON
ajst-29290	46	24	comes	come	VERB
ajst-29290	46	25	in	in	ADP
ajst-29290	46	26	different	different	ADJ
ajst-29290	46	27	formats	format	NOUN
ajst-29290	46	28	,	,	PUNCT
ajst-29290	46	29	origins	origin	NOUN
ajst-29290	46	30	and	and	CCONJ
ajst-29290	46	31	dynamic	dynamic	ADJ
ajst-29290	46	32	in	in	ADP
ajst-29290	46	33	nature	nature	NOUN
ajst-29290	46	34	.	.	PUNCT
ajst-29290	47	1	texts	text	NOUN
ajst-29290	47	2	,	,	PUNCT
ajst-29290	47	3	images	image	NOUN
ajst-29290	47	4	,	,	PUNCT
ajst-29290	47	5	videos	video	NOUN
ajst-29290	47	6	and	and	CCONJ
ajst-29290	47	7	geolocation	geolocation	NOUN
ajst-29290	47	8	data	datum	NOUN
ajst-29290	47	9	are	be	AUX
ajst-29290	47	10	combined	combine	VERB
ajst-29290	47	11	in	in	ADP
ajst-29290	47	12	order	order	NOUN
ajst-29290	47	13	to	to	PART
ajst-29290	47	14	generate	generate	VERB
ajst-29290	47	15	a	a	DET
ajst-29290	47	16	holistic	holistic	ADJ
ajst-29290	47	17	view	view	NOUN
ajst-29290	47	18	of	of	ADP
ajst-29290	47	19	the	the	DET
ajst-29290	47	20	users	user	NOUN
ajst-29290	47	21	’	’	PART
ajst-29290	47	22	behaviors	behavior	NOUN
ajst-29290	47	23	.	.	PUNCT
ajst-29290	48	1	social	social	ADJ
ajst-29290	48	2	networks	network	NOUN
ajst-29290	48	3	are	be	AUX
ajst-29290	48	4	known	know	VERB
ajst-29290	48	5	to	to	PART
ajst-29290	48	6	generate	generate	VERB
ajst-29290	48	7	data	datum	NOUN
ajst-29290	48	8	that	that	PRON
ajst-29290	48	9	is	be	AUX
ajst-29290	48	10	of	of	ADP
ajst-29290	48	11	high	high	ADJ
ajst-29290	48	12	dimension	dimension	NOUN
ajst-29290	48	13	and	and	CCONJ
ajst-29290	48	14	this	this	PRON
ajst-29290	48	15	is	be	AUX
ajst-29290	48	16	not	not	PART
ajst-29290	48	17	only	only	ADV
ajst-29290	48	18	limited	limit	VERB
ajst-29290	48	19	to	to	ADP
ajst-29290	48	20	user	user	NOUN
ajst-29290	48	21	interactions	interaction	NOUN
ajst-29290	48	22	but	but	CCONJ
ajst-29290	48	23	also	also	ADV
ajst-29290	48	24	other	other	ADJ
ajst-29290	48	25	data	datum	NOUN
ajst-29290	48	26	such	such	ADJ
ajst-29290	48	27	as	as	ADP
ajst-29290	48	28	device	device	NOUN
ajst-29290	48	29	information	information	NOUN
ajst-29290	48	30	and	and	CCONJ
ajst-29290	48	31	location	location	NOUN
ajst-29290	48	32	.	.	PUNCT
ajst-29290	49	1	this	this	DET
ajst-29290	49	2	diversity	diversity	NOUN
ajst-29290	49	3	raises	raise	VERB
ajst-29290	49	4	challenges	challenge	NOUN
ajst-29290	49	5	in	in	ADP
ajst-29290	49	6	data	datum	NOUN
ajst-29290	49	7	consolidation	consolidation	NOUN
ajst-29290	49	8	and	and	CCONJ
ajst-29290	49	9	therefore	therefore	ADV
ajst-29290	49	10	requires	require	VERB
ajst-29290	49	11	state	state	NOUN
ajst-29290	49	12	of	of	ADP
ajst-29290	49	13	the	the	DET
ajst-29290	49	14	art	art	NOUN
ajst-29290	49	15	tools	tool	NOUN
ajst-29290	49	16	for	for	ADP
ajst-29290	49	17	processing	processing	NOUN
ajst-29290	49	18	.	.	PUNCT
ajst-29290	50	1	in	in	ADP
ajst-29290	50	2	addition	addition	NOUN
ajst-29290	50	3	,	,	PUNCT
ajst-29290	50	4	social	social	ADJ
ajst-29290	50	5	networks	network	NOUN
ajst-29290	50	6	are	be	AUX
ajst-29290	50	7	ever	ever	ADV
ajst-29290	50	8	evolving	evolve	VERB
ajst-29290	50	9	systems	system	NOUN
ajst-29290	50	10	where	where	SCONJ
ajst-29290	50	11	user	user	NOUN
ajst-29290	50	12	activities	activity	NOUN
ajst-29290	50	13	change	change	VERB
ajst-29290	50	14	rapidly	rapidly	ADV
ajst-29290	50	15	,	,	PUNCT
ajst-29290	50	16	thus	thus	ADV
ajst-29290	50	17	requiring	require	VERB
ajst-29290	50	18	the	the	DET
ajst-29290	50	19	analytical	analytical	ADJ
ajst-29290	50	20	models	model	NOUN
ajst-29290	50	21	that	that	PRON
ajst-29290	50	22	are	be	AUX
ajst-29290	50	23	able	able	ADJ
ajst-29290	50	24	to	to	PART
ajst-29290	50	25	capture	capture	VERB
ajst-29290	50	26	dynamics	dynamic	NOUN
ajst-29290	50	27	of	of	ADP
ajst-29290	50	28	the	the	DET
ajst-29290	50	29	system	system	NOUN
ajst-29290	50	30	in	in	ADP
ajst-29290	50	31	real	real	ADJ
ajst-29290	50	32	time	time	NOUN
ajst-29290	50	33	.	.	PUNCT
ajst-29290	51	1	noise	noise	NOUN
ajst-29290	51	2	,	,	PUNCT
ajst-29290	51	3	fake	fake	ADJ
ajst-29290	51	4	news	news	NOUN
ajst-29290	51	5	,	,	PUNCT
ajst-29290	51	6	and	and	CCONJ
ajst-29290	51	7	ethical	ethical	ADJ
ajst-29290	51	8	issues	issue	NOUN
ajst-29290	51	9	related	relate	VERB
ajst-29290	51	10	to	to	ADP
ajst-29290	51	11	privacy	privacy	NOUN
ajst-29290	51	12	also	also	ADV
ajst-29290	51	13	pose	pose	VERB
ajst-29290	51	14	challenges	challenge	NOUN
ajst-29290	51	15	to	to	ADP
ajst-29290	51	16	the	the	DET
ajst-29290	51	17	analysis	analysis	NOUN
ajst-29290	51	18	,	,	PUNCT
ajst-29290	51	19	therefore	therefore	ADV
ajst-29290	51	20	highlighting	highlight	VERB
ajst-29290	51	21	the	the	DET
ajst-29290	51	22	importance	importance	NOUN
ajst-29290	51	23	of	of	ADP
ajst-29290	51	24	ethical	ethical	ADJ
ajst-29290	51	25	frameworks	framework	NOUN
ajst-29290	51	26	and	and	CCONJ
ajst-29290	51	27	filtering	filtering	NOUN
ajst-29290	51	28	.	.	PUNCT
ajst-29290	52	1	3	3	X
ajst-29290	52	2	.	.	X
ajst-29290	52	3	theoretical	theoretical	ADJ
ajst-29290	52	4	frameworks	framework	NOUN
ajst-29290	52	5	and	and	CCONJ
ajst-29290	52	6	methods	method	NOUN
ajst-29290	52	7	for	for	ADP
ajst-29290	52	8	user	user	NOUN
ajst-29290	52	9	behavior	behavior	NOUN
ajst-29290	52	10	analysis	analysis	NOUN
ajst-29290	52	11	in	in	ADP
ajst-29290	52	12	the	the	DET
ajst-29290	52	13	age	age	NOUN
ajst-29290	52	14	of	of	ADP
ajst-29290	52	15	big	big	ADJ
ajst-29290	52	16	data	datum	NOUN
ajst-29290	52	17	,	,	PUNCT
ajst-29290	52	18	it	it	PRON
ajst-29290	52	19	becomes	become	VERB
ajst-29290	52	20	crucial	crucial	ADJ
ajst-29290	52	21	to	to	PART
ajst-29290	52	22	analyze	analyze	VERB
ajst-29290	52	23	the	the	DET
ajst-29290	52	24	user	user	NOUN
ajst-29290	52	25	behavior	behavior	NOUN
ajst-29290	52	26	on	on	ADP
ajst-29290	52	27	the	the	DET
ajst-29290	52	28	social	social	ADJ
ajst-29290	52	29	networks	network	NOUN
ajst-29290	52	30	based	base	VERB
ajst-29290	52	31	on	on	ADP
ajst-29290	52	32	the	the	DET
ajst-29290	52	33	theoretical	theoretical	ADJ
ajst-29290	52	34	foundations	foundation	NOUN
ajst-29290	52	35	and	and	CCONJ
ajst-29290	52	36	the	the	DET
ajst-29290	52	37	application	application	NOUN
ajst-29290	52	38	of	of	ADP
ajst-29290	52	39	sophisticated	sophisticated	ADJ
ajst-29290	52	40	methods	method	NOUN
ajst-29290	52	41	to	to	PART
ajst-29290	52	42	make	make	VERB
ajst-29290	52	43	sense	sense	NOUN
ajst-29290	52	44	of	of	ADP
ajst-29290	52	45	the	the	DET
ajst-29290	52	46	patterns	pattern	NOUN
ajst-29290	52	47	of	of	ADP
ajst-29290	52	48	user	user	NOUN
ajst-29290	52	49	’s	’s	PART
ajst-29290	52	50	actions	action	NOUN
ajst-29290	52	51	.	.	PUNCT
ajst-29290	53	1	this	this	DET
ajst-29290	53	2	section	section	NOUN
ajst-29290	53	3	aims	aim	VERB
ajst-29290	53	4	at	at	ADP
ajst-29290	53	5	identifying	identify	VERB
ajst-29290	53	6	the	the	DET
ajst-29290	53	7	theoretical	theoretical	ADJ
ajst-29290	53	8	underpinning	underpinning	NOUN
ajst-29290	53	9	and	and	CCONJ
ajst-29290	53	10	the	the	DET
ajst-29290	53	11	method	method	NOUN
ajst-29290	53	12	used	use	VERB
ajst-29290	53	13	in	in	ADP
ajst-29290	53	14	analyzing	analyze	VERB
ajst-29290	53	15	user	user	NOUN
ajst-29290	53	16	behavior	behavior	NOUN
ajst-29290	53	17	.	.	PUNCT
ajst-29290	54	1	3.1	3.1	NUM
ajst-29290	54	2	.	.	PUNCT
ajst-29290	54	3	theoretical	theoretical	ADJ
ajst-29290	54	4	frameworks	framework	NOUN
ajst-29290	54	5	there	there	PRON
ajst-29290	54	6	are	be	VERB
ajst-29290	54	7	several	several	ADJ
ajst-29290	54	8	theories	theory	NOUN
ajst-29290	54	9	that	that	PRON
ajst-29290	54	10	can	can	AUX
ajst-29290	54	11	be	be	AUX
ajst-29290	54	12	used	use	VERB
ajst-29290	54	13	to	to	PART
ajst-29290	54	14	explain	explain	VERB
ajst-29290	54	15	user	user	NOUN
ajst-29290	54	16	behavior	behavior	NOUN
ajst-29290	54	17	on	on	ADP
ajst-29290	54	18	social	social	ADJ
ajst-29290	54	19	networks	network	NOUN
ajst-29290	54	20	and	and	CCONJ
ajst-29290	54	21	they	they	PRON
ajst-29290	54	22	include	include	VERB
ajst-29290	54	23	social	social	ADJ
ajst-29290	54	24	exchange	exchange	NOUN
ajst-29290	54	25	theory	theory	NOUN
ajst-29290	54	26	,	,	PUNCT
ajst-29290	54	27	network	network	NOUN
ajst-29290	54	28	effects	effect	NOUN
ajst-29290	54	29	and	and	CCONJ
ajst-29290	54	30	information	information	NOUN
ajst-29290	54	31	diffusion	diffusion	NOUN
ajst-29290	54	32	theory	theory	NOUN
ajst-29290	54	33	.	.	PUNCT
ajst-29290	55	1	social	social	ADJ
ajst-29290	55	2	exchange	exchange	NOUN
ajst-29290	55	3	theory	theory	NOUN
ajst-29290	55	4	is	be	AUX
ajst-29290	55	5	based	base	VERB
ajst-29290	55	6	on	on	ADP
ajst-29290	55	7	the	the	DET
ajst-29290	55	8	cost	cost	NOUN
ajst-29290	55	9	-	-	PUNCT
ajst-29290	55	10	benefit	benefit	NOUN
ajst-29290	55	11	analysis	analysis	NOUN
ajst-29290	55	12	that	that	SCONJ
ajst-29290	55	13	the	the	DET
ajst-29290	55	14	user	user	NOUN
ajst-29290	55	15	is	be	AUX
ajst-29290	55	16	involved	involve	VERB
ajst-29290	55	17	in	in	ADP
ajst-29290	55	18	.	.	PUNCT
ajst-29290	56	1	for	for	ADP
ajst-29290	56	2	instance	instance	NOUN
ajst-29290	56	3	,	,	PUNCT
ajst-29290	56	4	when	when	SCONJ
ajst-29290	56	5	users	user	NOUN
ajst-29290	56	6	like	like	VERB
ajst-29290	56	7	,	,	PUNCT
ajst-29290	56	8	comment	comment	NOUN
ajst-29290	56	9	or	or	CCONJ
ajst-29290	56	10	share	share	NOUN
ajst-29290	56	11	content	content	NOUN
ajst-29290	56	12	,	,	PUNCT
ajst-29290	56	13	they	they	PRON
ajst-29290	56	14	do	do	VERB
ajst-29290	56	15	it	it	PRON
ajst-29290	56	16	in	in	ADP
ajst-29290	56	17	order	order	NOUN
ajst-29290	56	18	to	to	PART
ajst-29290	56	19	get	get	VERB
ajst-29290	56	20	a	a	DET
ajst-29290	56	21	social	social	ADJ
ajst-29290	56	22	validation	validation	NOUN
ajst-29290	56	23	or	or	CCONJ
ajst-29290	56	24	to	to	PART
ajst-29290	56	25	get	get	VERB
ajst-29290	56	26	something	something	PRON
ajst-29290	56	27	in	in	ADP
ajst-29290	56	28	return	return	NOUN
ajst-29290	56	29	.	.	PUNCT
ajst-29290	57	1	this	this	DET
ajst-29290	57	2	theory	theory	NOUN
ajst-29290	57	3	emphasise	emphasise	VERB
ajst-29290	57	4	the	the	DET
ajst-29290	57	5	role	role	NOUN
ajst-29290	57	6	of	of	ADP
ajst-29290	57	7	perceived	perceive	VERB
ajst-29290	57	8	rewards	reward	NOUN
ajst-29290	57	9	in	in	ADP
ajst-29290	57	10	explaining	explain	VERB
ajst-29290	57	11	user	user	NOUN
ajst-29290	57	12	involvement	involvement	NOUN
ajst-29290	57	13	and	and	CCONJ
ajst-29290	57	14	interaction	interaction	NOUN
ajst-29290	57	15	.	.	PUNCT
ajst-29290	58	1	network	network	NOUN
ajst-29290	58	2	effects	effect	NOUN
ajst-29290	58	3	are	be	AUX
ajst-29290	58	4	based	base	VERB
ajst-29290	58	5	on	on	ADP
ajst-29290	58	6	the	the	DET
ajst-29290	58	7	idea	idea	NOUN
ajst-29290	58	8	that	that	SCONJ
ajst-29290	58	9	the	the	DET
ajst-29290	58	10	value	value	NOUN
ajst-29290	58	11	of	of	ADP
ajst-29290	58	12	a	a	DET
ajst-29290	58	13	social	social	ADJ
ajst-29290	58	14	network	network	NOUN
ajst-29290	58	15	increases	increase	VERB
ajst-29290	58	16	with	with	ADP
ajst-29290	58	17	the	the	DET
ajst-29290	58	18	addition	addition	NOUN
ajst-29290	58	19	of	of	ADP
ajst-29290	58	20	more	more	ADJ
ajst-29290	58	21	users	user	NOUN
ajst-29290	58	22	.	.	PUNCT
ajst-29290	59	1	thus	thus	ADV
ajst-29290	59	2	,	,	PUNCT
ajst-29290	59	3	the	the	DET
ajst-29290	59	4	more	more	ADJ
ajst-29290	59	5	users	user	NOUN
ajst-29290	59	6	are	be	AUX
ajst-29290	59	7	connected	connect	VERB
ajst-29290	59	8	to	to	ADP
ajst-29290	59	9	a	a	DET
ajst-29290	59	10	given	give	VERB
ajst-29290	59	11	platform	platform	NOUN
ajst-29290	59	12	,	,	PUNCT
ajst-29290	59	13	the	the	DET
ajst-29290	59	14	more	more	ADJ
ajst-29290	59	15	value	value	NOUN
ajst-29290	59	16	each	each	DET
ajst-29290	59	17	individual	individual	ADJ
ajst-29290	59	18	user	user	NOUN
ajst-29290	59	19	gets	get	VERB
ajst-29290	59	20	from	from	ADP
ajst-29290	59	21	the	the	DET
ajst-29290	59	22	system	system	NOUN
ajst-29290	59	23	,	,	PUNCT
ajst-29290	59	24	which	which	PRON
ajst-29290	59	25	makes	make	VERB
ajst-29290	59	26	users	user	NOUN
ajst-29290	59	27	more	more	ADV
ajst-29290	59	28	likely	likely	ADJ
ajst-29290	59	29	to	to	PART
ajst-29290	59	30	engage	engage	VERB
ajst-29290	59	31	and	and	CCONJ
ajst-29290	59	32	share	share	VERB
ajst-29290	59	33	information	information	NOUN
ajst-29290	59	34	.	.	PUNCT
ajst-29290	60	1	for	for	ADP
ajst-29290	60	2	example	example	NOUN
ajst-29290	60	3	,	,	PUNCT
ajst-29290	60	4	users	user	NOUN
ajst-29290	60	5	are	be	AUX
ajst-29290	60	6	tend	tend	ADJ
ajst-29290	60	7	to	to	PART
ajst-29290	60	8	use	use	VERB
ajst-29290	60	9	the	the	DET
ajst-29290	60	10	platforms	platform	NOUN
ajst-29290	60	11	more	more	ADV
ajst-29290	60	12	often	often	ADV
ajst-29290	60	13	if	if	SCONJ
ajst-29290	60	14	their	their	PRON
ajst-29290	60	15	friends	friend	NOUN
ajst-29290	60	16	or	or	CCONJ
ajst-29290	60	17	peers	peer	NOUN
ajst-29290	60	18	are	be	AUX
ajst-29290	60	19	also	also	ADV
ajst-29290	60	20	using	use	VERB
ajst-29290	60	21	it	it	PRON
ajst-29290	60	22	,	,	PUNCT
ajst-29290	60	23	which	which	PRON
ajst-29290	60	24	in	in	ADP
ajst-29290	60	25	turn	turn	NOUN
ajst-29290	60	26	makes	make	VERB
ajst-29290	60	27	the	the	DET
ajst-29290	60	28	platform	platform	NOUN
ajst-29290	60	29	more	more	ADV
ajst-29290	60	30	attractive	attractive	ADJ
ajst-29290	60	31	.	.	PUNCT
ajst-29290	61	1	information	information	NOUN
ajst-29290	61	2	diffusion	diffusion	NOUN
ajst-29290	61	3	theory	theory	NOUN
ajst-29290	61	4	looks	look	VERB
ajst-29290	61	5	at	at	ADP
ajst-29290	61	6	how	how	SCONJ
ajst-29290	61	7	information	information	NOUN
ajst-29290	61	8	moves	move	VERB
ajst-29290	61	9	around	around	ADP
ajst-29290	61	10	within	within	ADP
ajst-29290	61	11	a	a	DET
ajst-29290	61	12	social	social	ADJ
ajst-29290	61	13	network	network	NOUN
ajst-29290	61	14	and	and	CCONJ
ajst-29290	61	15	how	how	SCONJ
ajst-29290	61	16	this	this	PRON
ajst-29290	61	17	affects	affect	VERB
ajst-29290	61	18	behaviour	behaviour	NOUN
ajst-29290	61	19	.	.	PUNCT
ajst-29290	62	1	the	the	DET
ajst-29290	62	2	theory	theory	NOUN
ajst-29290	62	3	takes	take	VERB
ajst-29290	62	4	into	into	ADP
ajst-29290	62	5	account	account	NOUN
ajst-29290	62	6	such	such	ADJ
ajst-29290	62	7	factors	factor	NOUN
ajst-29290	62	8	as	as	ADP
ajst-29290	62	9	the	the	DET
ajst-29290	62	10	nature	nature	NOUN
ajst-29290	62	11	of	of	ADP
ajst-29290	62	12	the	the	DET
ajst-29290	62	13	information	information	NOUN
ajst-29290	62	14	,	,	PUNCT
ajst-29290	62	15	network	network	NOUN
ajst-29290	62	16	structure	structure	NOUN
ajst-29290	62	17	,	,	PUNCT
ajst-29290	62	18	and	and	CCONJ
ajst-29290	62	19	the	the	DET
ajst-29290	62	20	environment	environment	NOUN
ajst-29290	62	21	.	.	PUNCT
ajst-29290	63	1	in	in	ADP
ajst-29290	63	2	this	this	DET
ajst-29290	63	3	context	context	NOUN
ajst-29290	63	4	,	,	PUNCT
ajst-29290	63	5	for	for	ADP
ajst-29290	63	6	instance	instance	NOUN
ajst-29290	63	7	,	,	PUNCT
ajst-29290	63	8	‘	'	PUNCT
ajst-29290	63	9	opinion	opinion	NOUN
ajst-29290	63	10	leaders	leader	NOUN
ajst-29290	63	11	’	'	PUNCT
ajst-29290	63	12	are	be	AUX
ajst-29290	63	13	often	often	ADV
ajst-29290	63	14	key	key	ADJ
ajst-29290	63	15	players	player	NOUN
ajst-29290	63	16	that	that	PRON
ajst-29290	63	17	act	act	VERB
ajst-29290	63	18	as	as	ADP
ajst-29290	63	19	major	major	ADJ
ajst-29290	63	20	hubs	hub	NOUN
ajst-29290	63	21	through	through	ADP
ajst-29290	63	22	which	which	PRON
ajst-29290	63	23	information	information	NOUN
ajst-29290	63	24	spreads	spread	VERB
ajst-29290	63	25	within	within	ADP
ajst-29290	63	26	the	the	DET
ajst-29290	63	27	network	network	NOUN
ajst-29290	63	28	and	and	CCONJ
ajst-29290	63	29	greatly	greatly	ADV
ajst-29290	63	30	enhances	enhance	VERB
ajst-29290	63	31	the	the	DET
ajst-29290	63	32	reach	reach	NOUN
ajst-29290	63	33	of	of	ADP
ajst-29290	63	34	the	the	DET
ajst-29290	63	35	shared	share	VERB
ajst-29290	63	36	content	content	NOUN
ajst-29290	63	37	.	.	PUNCT
ajst-29290	64	1	all	all	DET
ajst-29290	64	2	these	these	DET
ajst-29290	64	3	frameworks	framework	NOUN
ajst-29290	64	4	together	together	ADV
ajst-29290	64	5	offer	offer	VERB
ajst-29290	64	6	a	a	DET
ajst-29290	64	7	solid	solid	ADJ
ajst-29290	64	8	base	base	NOUN
ajst-29290	64	9	to	to	PART
ajst-29290	64	10	understand	understand	VERB
ajst-29290	64	11	the	the	DET
ajst-29290	64	12	processes	process	NOUN
ajst-29290	64	13	of	of	ADP
ajst-29290	64	14	users	user	NOUN
ajst-29290	64	15	’	'	PUNCT
ajst-29290	64	16	motivations	motivation	NOUN
ajst-29290	64	17	,	,	PUNCT
ajst-29290	64	18	behaviour	behaviour	NOUN
ajst-29290	64	19	and	and	CCONJ
ajst-29290	64	20	consequences	consequence	NOUN
ajst-29290	64	21	in	in	ADP
ajst-29290	64	22	the	the	DET
ajst-29290	64	23	context	context	NOUN
ajst-29290	64	24	of	of	ADP
ajst-29290	64	25	social	social	ADJ
ajst-29290	64	26	networks	network	NOUN
ajst-29290	64	27	.	.	PUNCT
ajst-29290	65	1	3.2	3.2	NUM
ajst-29290	65	2	.	.	PUNCT
ajst-29290	66	1	analytical	analytical	ADJ
ajst-29290	66	2	methods	method	NOUN
ajst-29290	66	3	the	the	DET
ajst-29290	66	4	methodological	methodological	ADJ
ajst-29290	66	5	approaches	approach	NOUN
ajst-29290	66	6	to	to	ADP
ajst-29290	66	7	user	user	NOUN
ajst-29290	66	8	behavior	behavior	NOUN
ajst-29290	66	9	analysis	analysis	NOUN
ajst-29290	66	10	incorporate	incorporate	VERB
ajst-29290	66	11	data	datum	NOUN
ajst-29290	66	12	mining	mining	NOUN
ajst-29290	66	13	,	,	PUNCT
ajst-29290	66	14	machine	machine	NOUN
ajst-29290	66	15	learning	learning	NOUN
ajst-29290	66	16	,	,	PUNCT
ajst-29290	66	17	and	and	CCONJ
ajst-29290	66	18	other	other	ADJ
ajst-29290	66	19	computational	computational	ADJ
ajst-29290	66	20	techniques	technique	NOUN
ajst-29290	66	21	.	.	PUNCT
ajst-29290	67	1	such	such	ADJ
ajst-29290	67	2	techniques	technique	NOUN
ajst-29290	67	3	help	help	VERB
ajst-29290	67	4	the	the	DET
ajst-29290	67	5	researchers	researcher	NOUN
ajst-29290	67	6	to	to	PART
ajst-29290	67	7	identify	identify	VERB
ajst-29290	67	8	the	the	DET
ajst-29290	67	9	patterns	pattern	NOUN
ajst-29290	67	10	and	and	CCONJ
ajst-29290	67	11	provide	provide	VERB
ajst-29290	67	12	useful	useful	ADJ
ajst-29290	67	13	information	information	NOUN
ajst-29290	67	14	from	from	ADP
ajst-29290	67	15	big	big	ADJ
ajst-29290	67	16	data	datum	NOUN
ajst-29290	67	17	.	.	PUNCT
ajst-29290	68	1	data	datum	NOUN
ajst-29290	68	2	mining	mining	NOUN
ajst-29290	68	3	and	and	CCONJ
ajst-29290	68	4	machine	machine	NOUN
ajst-29290	68	5	used	use	VERB
ajst-29290	68	6	learning	learning	NOUN
ajst-29290	68	7	are	be	AUX
ajst-29290	68	8	are	be	AUX
ajst-29290	68	9	clustering	cluster	VERB
ajst-29290	68	10	very	very	ADV
ajst-29290	68	11	which	which	PRON
ajst-29290	68	12	valuable	valuable	ADJ
ajst-29290	68	13	is	be	AUX
ajst-29290	68	14	for	for	ADP
ajst-29290	68	15	an	an	DET
ajst-29290	68	16	identifying	identifying	ADJ
ajst-29290	68	17	unsupervised	unsupervised	ADJ
ajst-29290	68	18	user	user	NOUN
ajst-29290	68	19	learning	learn	VERB
ajst-29290	68	20	behavior	behavior	NOUN
ajst-29290	68	21	that	that	PRON
ajst-29290	68	22	tendencies	tendencie	VERB
ajst-29290	68	23	.	.	PUNCT
ajst-29290	69	1	groups	group	NOUN
ajst-29290	69	2	some	some	DET
ajst-29290	69	3	users	user	NOUN
ajst-29290	69	4	of	of	ADP
ajst-29290	69	5	based	base	VERB
ajst-29290	69	6	the	the	PRON
ajst-29290	69	7	on	on	ADP
ajst-29290	69	8	techniques	technique	NOUN
ajst-29290	69	9	certain	certain	ADJ
ajst-29290	69	10	characteristics	characteristic	NOUN
ajst-29290	69	11	to	to	PART
ajst-29290	69	12	develop	develop	VERB
ajst-29290	69	13	user	user	NOUN
ajst-29290	69	14	segmentation	segmentation	NOUN
ajst-29290	69	15	.	.	PUNCT
ajst-29290	70	1	for	for	ADP
ajst-29290	70	2	example	example	NOUN
ajst-29290	70	3	,	,	PUNCT
ajst-29290	70	4	clustering	clustering	NOUN
ajst-29290	70	5	can	can	AUX
ajst-29290	70	6	be	be	AUX
ajst-29290	70	7	used	use	VERB
ajst-29290	70	8	in	in	ADP
ajst-29290	70	9	a	a	DET
ajst-29290	70	10	way	way	NOUN
ajst-29290	70	11	that	that	PRON
ajst-29290	70	12	will	will	AUX
ajst-29290	70	13	help	help	VERB
ajst-29290	70	14	to	to	PART
ajst-29290	70	15	distinguish	distinguish	VERB
ajst-29290	70	16	the	the	DET
ajst-29290	70	17	groups	group	NOUN
ajst-29290	70	18	of	of	ADP
ajst-29290	70	19	people	people	NOUN
ajst-29290	70	20	with	with	ADP
ajst-29290	70	21	the	the	DET
ajst-29290	70	22	same	same	ADJ
ajst-29290	70	23	interests	interest	NOUN
ajst-29290	70	24	or	or	CCONJ
ajst-29290	70	25	level	level	NOUN
ajst-29290	70	26	of	of	ADP
ajst-29290	70	27	activity	activity	NOUN
ajst-29290	70	28	with	with	ADP
ajst-29290	70	29	the	the	DET
ajst-29290	70	30	purpose	purpose	NOUN
ajst-29290	70	31	of	of	ADP
ajst-29290	70	32	further	far	ADV
ajst-29290	70	33	targeting	target	VERB
ajst-29290	70	34	.	.	PUNCT
ajst-29290	71	1	some	some	PRON
ajst-29290	71	2	of	of	ADP
ajst-29290	71	3	the	the	DET
ajst-29290	71	4	supervised	supervised	ADJ
ajst-29290	71	5	learning	learning	NOUN
ajst-29290	71	6	techniques	technique	NOUN
ajst-29290	71	7	that	that	PRON
ajst-29290	71	8	are	be	AUX
ajst-29290	71	9	used	use	VERB
ajst-29290	71	10	include	include	VERB
ajst-29290	71	11	classification	classification	NOUN
ajst-29290	71	12	and	and	CCONJ
ajst-29290	71	13	predictive	predictive	ADJ
ajst-29290	71	14	modeling	modeling	NOUN
ajst-29290	71	15	to	to	PART
ajst-29290	71	16	determine	determine	VERB
ajst-29290	71	17	the	the	DET
ajst-29290	71	18	user	user	NOUN
ajst-29290	71	19	action	action	NOUN
ajst-29290	71	20	or	or	CCONJ
ajst-29290	71	21	identify	identify	VERB
ajst-29290	71	22	possible	possible	ADJ
ajst-29290	71	23	influencers	influencer	NOUN
ajst-29290	71	24	in	in	ADP
ajst-29290	71	25	a	a	DET
ajst-29290	71	26	network	network	NOUN
ajst-29290	71	27	.	.	PUNCT
ajst-29290	72	1	other	other	ADJ
ajst-29290	72	2	techniques	technique	NOUN
ajst-29290	72	3	such	such	ADJ
ajst-29290	72	4	as	as	ADP
ajst-29290	72	5	sentiment	sentiment	NOUN
ajst-29290	72	6	analysis	analysis	NOUN
ajst-29290	72	7	and	and	CCONJ
ajst-29290	72	8	topic	topic	NOUN
ajst-29290	72	9	modeling	modeling	NOUN
ajst-29290	72	10	enhanced	enhance	VERB
ajst-29290	72	11	by	by	ADP
ajst-29290	72	12	natural	natural	ADJ
ajst-29290	72	13	language	language	NOUN
ajst-29290	72	14	processing	processing	NOUN
ajst-29290	72	15	(	(	PUNCT
ajst-29290	72	16	nlp	nlp	NOUN
ajst-29290	72	17	)	)	PUNCT
ajst-29290	72	18	also	also	ADV
ajst-29290	72	19	help	help	VERB
ajst-29290	72	20	in	in	ADP
ajst-29290	72	21	enhancing	enhance	VERB
ajst-29290	72	22	the	the	DET
ajst-29290	72	23	ability	ability	NOUN
ajst-29290	72	24	to	to	PART
ajst-29290	72	25	break	break	VERB
ajst-29290	72	26	down	down	ADP
ajst-29290	72	27	user	user	NOUN
ajst-29290	72	28	generated	generate	VERB
ajst-29290	72	29	content	content	NOUN
ajst-29290	72	30	by	by	ADP
ajst-29290	72	31	determining	determine	VERB
ajst-29290	72	32	the	the	DET
ajst-29290	72	33	sentiment	sentiment	NOUN
ajst-29290	72	34	of	of	ADP
ajst-29290	72	35	the	the	DET
ajst-29290	72	36	content	content	NOUN
ajst-29290	72	37	as	as	ADV
ajst-29290	72	38	well	well	ADV
ajst-29290	72	39	as	as	ADP
ajst-29290	72	40	identifying	identify	VERB
ajst-29290	72	41	trends	trend	NOUN
ajst-29290	72	42	that	that	PRON
ajst-29290	72	43	are	be	AUX
ajst-29290	72	44	likely	likely	ADJ
ajst-29290	72	45	to	to	PART
ajst-29290	72	46	trend	trend	VERB
ajst-29290	72	47	on	on	ADP
ajst-29290	72	48	social	social	ADJ
ajst-29290	72	49	networks	network	NOUN
ajst-29290	72	50	,	,	PUNCT
ajst-29290	72	51	which	which	PRON
ajst-29290	72	52	can	can	AUX
ajst-29290	72	53	be	be	AUX
ajst-29290	72	54	useful	useful	ADJ
ajst-29290	72	55	in	in	ADP
ajst-29290	72	56	recommendation	recommendation	NOUN
ajst-29290	72	57	systems	system	NOUN
ajst-29290	72	58	as	as	ADV
ajst-29290	72	59	well	well	ADV
ajst-29290	72	60	as	as	ADP
ajst-29290	72	61	advertising	advertising	NOUN
ajst-29290	72	62	.	.	PUNCT
ajst-29290	73	1	graph	graph	NOUN
ajst-29290	73	2	theory	theory	NOUN
ajst-29290	73	3	and	and	CCONJ
ajst-29290	73	4	network	network	NOUN
ajst-29290	73	5	analysis	analysis	NOUN
ajst-29290	73	6	offer	offer	VERB
ajst-29290	73	7	a	a	DET
ajst-29290	73	8	conceptual	conceptual	ADJ
ajst-29290	73	9	framework	framework	NOUN
ajst-29290	73	10	for	for	ADP
ajst-29290	73	11	analysing	analyse	VERB
ajst-29290	73	12	social	social	ADJ
ajst-29290	73	13	structures	structure	NOUN
ajst-29290	73	14	.	.	PUNCT
ajst-29290	74	1	through	through	ADP
ajst-29290	74	2	the	the	DET
ajst-29290	74	3	use	use	NOUN
ajst-29290	74	4	of	of	ADP
ajst-29290	74	5	social	social	ADJ
ajst-29290	74	6	network	network	NOUN
ajst-29290	74	7	graphs	graph	NOUN
ajst-29290	74	8	,	,	PUNCT
ajst-29290	74	9	it	it	PRON
ajst-29290	74	10	is	be	AUX
ajst-29290	74	11	possible	possible	ADJ
ajst-29290	74	12	to	to	PART
ajst-29290	74	13	see	see	VERB
ajst-29290	74	14	who	who	PRON
ajst-29290	74	15	is	be	AUX
ajst-29290	74	16	connected	connect	VERB
ajst-29290	74	17	to	to	ADP
ajst-29290	74	18	whom	whom	PRON
ajst-29290	74	19	and	and	CCONJ
ajst-29290	74	20	how	how	SCONJ
ajst-29290	74	21	they	they	PRON
ajst-29290	74	22	interact	interact	VERB
ajst-29290	74	23	.	.	PUNCT
ajst-29290	75	1	for	for	ADP
ajst-29290	75	2	instance	instance	NOUN
ajst-29290	75	3	,	,	PUNCT
ajst-29290	75	4	centrality	centrality	NOUN
ajst-29290	75	5	measures	measure	NOUN
ajst-29290	75	6	will	will	AUX
ajst-29290	75	7	establish	establish	VERB
ajst-29290	75	8	the	the	DET
ajst-29290	75	9	users	user	NOUN
ajst-29290	75	10	who	who	PRON
ajst-29290	75	11	are	be	AUX
ajst-29290	75	12	most	most	ADV
ajst-29290	75	13	influential	influential	ADJ
ajst-29290	75	14	in	in	ADP
ajst-29290	75	15	the	the	DET
ajst-29290	75	16	network	network	NOUN
ajst-29290	75	17	and	and	CCONJ
ajst-29290	75	18	thus	thus	ADV
ajst-29290	75	19	can	can	AUX
ajst-29290	75	20	be	be	AUX
ajst-29290	75	21	used	use	VERB
ajst-29290	75	22	to	to	PART
ajst-29290	75	23	spread	spread	VERB
ajst-29290	75	24	information	information	NOUN
ajst-29290	75	25	faster	fast	ADV
ajst-29290	75	26	.	.	PUNCT
ajst-29290	76	1	community	community	NOUN
ajst-29290	76	2	detection	detection	NOUN
ajst-29290	76	3	methods	method	NOUN
ajst-29290	76	4	for	for	ADP
ajst-29290	76	5	example	example	NOUN
ajst-29290	76	6	the	the	DET
ajst-29290	76	7	louvain	louvain	NOUN
ajst-29290	76	8	or	or	CCONJ
ajst-29290	76	9	the	the	DET
ajst-29290	76	10	girvan	girvan	PROPN
ajst-29290	76	11	-	-	PUNCT
ajst-29290	76	12	newman	newman	PROPN
ajst-29290	76	13	algorithms	algorithms	PROPN
ajst-29290	76	14	,	,	PUNCT
ajst-29290	76	15	are	be	AUX
ajst-29290	76	16	used	use	VERB
ajst-29290	76	17	to	to	PART
ajst-29290	76	18	identify	identify	VERB
ajst-29290	76	19	communities	community	NOUN
ajst-29290	76	20	of	of	ADP
ajst-29290	76	21	users	user	NOUN
ajst-29290	76	22	who	who	PRON
ajst-29290	76	23	are	be	AUX
ajst-29290	76	24	highly	highly	ADV
ajst-29290	76	25	interconnected	interconnect	VERB
ajst-29290	76	26	,	,	PUNCT
ajst-29290	76	27	which	which	PRON
ajst-29290	76	28	means	mean	VERB
ajst-29290	76	29	that	that	SCONJ
ajst-29290	76	30	the	the	DET
ajst-29290	76	31	users	user	NOUN
ajst-29290	76	32	in	in	ADP
ajst-29290	76	33	a	a	DET
ajst-29290	76	34	given	give	VERB
ajst-29290	76	35	community	community	NOUN
ajst-29290	76	36	have	have	VERB
ajst-29290	76	37	similar	similar	ADJ
ajst-29290	76	38	interests	interest	NOUN
ajst-29290	76	39	or	or	CCONJ
ajst-29290	76	40	are	be	AUX
ajst-29290	76	41	closely	closely	ADV
ajst-29290	76	42	connected	connect	VERB
ajst-29290	76	43	in	in	ADP
ajst-29290	76	44	a	a	DET
ajst-29290	76	45	social	social	ADJ
ajst-29290	76	46	graph	graph	NOUN
ajst-29290	76	47	.	.	PUNCT
ajst-29290	77	1	deep	deep	ADJ
ajst-29290	77	2	learning	learning	NOUN
ajst-29290	77	3	has	have	AUX
ajst-29290	77	4	also	also	ADV
ajst-29290	77	5	come	come	VERB
ajst-29290	77	6	into	into	ADP
ajst-29290	77	7	the	the	DET
ajst-29290	77	8	picture	picture	NOUN
ajst-29290	77	9	as	as	ADP
ajst-29290	77	10	the	the	DET
ajst-29290	77	11	new	new	ADJ
ajst-29290	77	12	and	and	CCONJ
ajst-29290	77	13	improved	improved	ADJ
ajst-29290	77	14	way	way	NOUN
ajst-29290	77	15	of	of	ADP
ajst-29290	77	16	analyzing	analyze	VERB
ajst-29290	77	17	user	user	NOUN
ajst-29290	77	18	behavior	behavior	NOUN
ajst-29290	77	19	.	.	PUNCT
ajst-29290	78	1	in	in	ADP
ajst-29290	78	2	the	the	DET
ajst-29290	78	3	case	case	NOUN
ajst-29290	78	4	of	of	ADP
ajst-29290	78	5	images	image	NOUN
ajst-29290	78	6	and	and	CCONJ
ajst-29290	78	7	videos	video	NOUN
ajst-29290	78	8	,	,	PUNCT
ajst-29290	78	9	convolutional	convolutional	ADJ
ajst-29290	78	10	neural	neural	ADJ
ajst-29290	78	11	networks	network	NOUN
ajst-29290	78	12	(	(	PUNCT
ajst-29290	78	13	cnns	cnns	PROPN
ajst-29290	78	14	)	)	PUNCT
ajst-29290	78	15	are	be	AUX
ajst-29290	78	16	employed	employ	VERB
ajst-29290	78	17	for	for	ADP
ajst-29290	78	18	the	the	DET
ajst-29290	78	19	analysis	analysis	NOUN
ajst-29290	78	20	of	of	ADP
ajst-29290	78	21	visual	visual	ADJ
ajst-29290	78	22	content	content	NOUN
ajst-29290	78	23	where	where	SCONJ
ajst-29290	78	24	they	they	PRON
ajst-29290	78	25	are	be	AUX
ajst-29290	78	26	capable	capable	ADJ
ajst-29290	78	27	of	of	ADP
ajst-29290	78	28	determining	determine	VERB
ajst-29290	78	29	emotional	emotional	ADJ
ajst-29290	78	30	context	context	NOUN
ajst-29290	78	31	,	,	PUNCT
ajst-29290	78	32	objects	object	NOUN
ajst-29290	78	33	or	or	CCONJ
ajst-29290	78	34	scenes	scene	NOUN
ajst-29290	78	35	.	.	PUNCT
ajst-29290	79	1	on	on	ADP
ajst-29290	79	2	the	the	DET
ajst-29290	79	3	other	other	ADJ
ajst-29290	79	4	hand	hand	NOUN
ajst-29290	79	5	,	,	PUNCT
ajst-29290	79	6	rnns	rnns	PROPN
ajst-29290	79	7	and	and	CCONJ
ajst-29290	79	8	lstm	lstm	PROPN
ajst-29290	79	9	networks	network	NOUN
ajst-29290	79	10	are	be	AUX
ajst-29290	79	11	77	77	NUM
ajst-29290	79	12	particularly	particularly	ADV
ajst-29290	79	13	suitable	suitable	ADJ
ajst-29290	79	14	for	for	ADP
ajst-29290	79	15	dealing	deal	VERB
ajst-29290	79	16	with	with	ADP
ajst-29290	79	17	sequential	sequential	ADJ
ajst-29290	79	18	data	datum	NOUN
ajst-29290	79	19	,	,	PUNCT
ajst-29290	79	20	user	user	NOUN
ajst-29290	79	21	action	action	NOUN
ajst-29290	79	22	prediction	prediction	NOUN
ajst-29290	79	23	,	,	PUNCT
ajst-29290	79	24	and	and	CCONJ
ajst-29290	79	25	simulation	simulation	NOUN
ajst-29290	79	26	of	of	ADP
ajst-29290	79	27	information	information	NOUN
ajst-29290	79	28	propagation	propagation	NOUN
ajst-29290	79	29	in	in	ADP
ajst-29290	79	30	the	the	DET
ajst-29290	79	31	temporal	temporal	ADJ
ajst-29290	79	32	domain	domain	NOUN
ajst-29290	79	33	.	.	PUNCT
ajst-29290	80	1	these	these	DET
ajst-29290	80	2	advanced	advanced	ADJ
ajst-29290	80	3	techniques	technique	NOUN
ajst-29290	80	4	are	be	AUX
ajst-29290	80	5	particularly	particularly	ADV
ajst-29290	80	6	useful	useful	ADJ
ajst-29290	80	7	for	for	ADP
ajst-29290	80	8	working	work	VERB
ajst-29290	80	9	with	with	ADP
ajst-29290	80	10	big	big	ADJ
ajst-29290	80	11	and	and	CCONJ
ajst-29290	80	12	complex	complex	ADJ
ajst-29290	80	13	data	datum	NOUN
ajst-29290	80	14	sets	set	NOUN
ajst-29290	80	15	,	,	PUNCT
ajst-29290	80	16	which	which	PRON
ajst-29290	80	17	is	be	AUX
ajst-29290	80	18	why	why	SCONJ
ajst-29290	80	19	they	they	PRON
ajst-29290	80	20	are	be	AUX
ajst-29290	80	21	considered	consider	VERB
ajst-29290	80	22	to	to	PART
ajst-29290	80	23	be	be	AUX
ajst-29290	80	24	very	very	ADV
ajst-29290	80	25	valuable	valuable	ADJ
ajst-29290	80	26	in	in	ADP
ajst-29290	80	27	modern	modern	ADJ
ajst-29290	80	28	social	social	ADJ
ajst-29290	80	29	network	network	NOUN
ajst-29290	80	30	analysis	analysis	NOUN
ajst-29290	80	31	.	.	PUNCT
ajst-29290	81	1	thus	thus	ADV
ajst-29290	81	2	,	,	PUNCT
ajst-29290	81	3	by	by	ADP
ajst-29290	81	4	integrating	integrate	VERB
ajst-29290	81	5	these	these	DET
ajst-29290	81	6	theoretical	theoretical	ADJ
ajst-29290	81	7	and	and	CCONJ
ajst-29290	81	8	methodological	methodological	ADJ
ajst-29290	81	9	approaches	approach	NOUN
ajst-29290	81	10	,	,	PUNCT
ajst-29290	81	11	user	user	NOUN
ajst-29290	81	12	behavior	behavior	NOUN
ajst-29290	81	13	analysis	analysis	NOUN
ajst-29290	81	14	provides	provide	VERB
ajst-29290	81	15	a	a	DET
ajst-29290	81	16	systematic	systematic	ADJ
ajst-29290	81	17	way	way	NOUN
ajst-29290	81	18	of	of	ADP
ajst-29290	81	19	understanding	understand	VERB
ajst-29290	81	20	the	the	DET
ajst-29290	81	21	dynamics	dynamic	NOUN
ajst-29290	81	22	of	of	ADP
ajst-29290	81	23	the	the	DET
ajst-29290	81	24	social	social	ADJ
ajst-29290	81	25	networks	network	NOUN
ajst-29290	81	26	.	.	PUNCT
ajst-29290	82	1	the	the	DET
ajst-29290	82	2	output	output	NOUN
ajst-29290	82	3	of	of	ADP
ajst-29290	82	4	these	these	DET
ajst-29290	82	5	insights	insight	NOUN
ajst-29290	82	6	enable	enable	VERB
ajst-29290	82	7	the	the	DET
ajst-29290	82	8	platforms	platform	NOUN
ajst-29290	82	9	to	to	PART
ajst-29290	82	10	enhance	enhance	VERB
ajst-29290	82	11	user	user	NOUN
ajst-29290	82	12	participation	participation	NOUN
ajst-29290	82	13	,	,	PUNCT
ajst-29290	82	14	optimize	optimize	VERB
ajst-29290	82	15	the	the	DET
ajst-29290	82	16	delivery	delivery	NOUN
ajst-29290	82	17	of	of	ADP
ajst-29290	82	18	content	content	NOUN
ajst-29290	82	19	and	and	CCONJ
ajst-29290	82	20	generally	generally	ADV
ajst-29290	82	21	enhance	enhance	VERB
ajst-29290	82	22	the	the	DET
ajst-29290	82	23	effectiveness	effectiveness	NOUN
ajst-29290	82	24	of	of	ADP
ajst-29290	82	25	the	the	DET
ajst-29290	82	26	platforms	platform	NOUN
ajst-29290	82	27	in	in	ADP
ajst-29290	82	28	the	the	DET
ajst-29290	82	29	pursuit	pursuit	NOUN
ajst-29290	82	30	of	of	ADP
ajst-29290	82	31	their	their	PRON
ajst-29290	82	32	goals	goal	NOUN
ajst-29290	82	33	.	.	PUNCT
ajst-29290	83	1	4	4	X
ajst-29290	83	2	.	.	X
ajst-29290	83	3	user	user	NOUN
ajst-29290	83	4	behavior	behavior	NOUN
ajst-29290	83	5	patterns	pattern	NOUN
ajst-29290	83	6	in	in	ADP
ajst-29290	83	7	social	social	ADJ
ajst-29290	83	8	networks	network	NOUN
ajst-29290	83	9	in	in	ADP
ajst-29290	83	10	the	the	DET
ajst-29290	83	11	age	age	NOUN
ajst-29290	83	12	of	of	ADP
ajst-29290	83	13	data	datum	NOUN
ajst-29290	83	14	,	,	PUNCT
ajst-29290	83	15	understanding	understand	VERB
ajst-29290	83	16	user	user	NOUN
ajst-29290	83	17	behavior	behavior	NOUN
ajst-29290	83	18	in	in	ADP
ajst-29290	83	19	social	social	ADJ
ajst-29290	83	20	networks	network	NOUN
ajst-29290	83	21	is	be	AUX
ajst-29290	83	22	more	more	ADV
ajst-29290	83	23	important	important	ADJ
ajst-29290	83	24	than	than	ADP
ajst-29290	83	25	ever	ever	ADV
ajst-29290	83	26	.	.	PUNCT
ajst-29290	84	1	user	user	NOUN
ajst-29290	84	2	behavior	behavior	NOUN
ajst-29290	84	3	goes	go	VERB
ajst-29290	84	4	beyond	beyond	ADP
ajst-29290	84	5	the	the	DET
ajst-29290	84	6	social	social	ADJ
ajst-29290	84	7	aspect	aspect	NOUN
ajst-29290	84	8	of	of	ADP
ajst-29290	84	9	users	user	NOUN
ajst-29290	84	10	as	as	SCONJ
ajst-29290	84	11	it	it	PRON
ajst-29290	84	12	includes	include	VERB
ajst-29290	84	13	information	information	NOUN
ajst-29290	84	14	sharing	sharing	NOUN
ajst-29290	84	15	,	,	PUNCT
ajst-29290	84	16	interests	interest	NOUN
ajst-29290	84	17	,	,	PUNCT
ajst-29290	84	18	and	and	CCONJ
ajst-29290	84	19	group	group	NOUN
ajst-29290	84	20	activities	activity	NOUN
ajst-29290	84	21	.	.	PUNCT
ajst-29290	85	1	understanding	understand	VERB
ajst-29290	85	2	these	these	DET
ajst-29290	85	3	behavioral	behavioral	ADJ
ajst-29290	85	4	attributes	attribute	NOUN
ajst-29290	85	5	helps	help	VERB
ajst-29290	85	6	platforms	platform	NOUN
ajst-29290	85	7	enhance	enhance	VERB
ajst-29290	85	8	recommendation	recommendation	NOUN
ajst-29290	85	9	systems	system	NOUN
ajst-29290	85	10	,	,	PUNCT
ajst-29290	85	11	advertising	advertising	NOUN
ajst-29290	85	12	strategies	strategy	NOUN
ajst-29290	85	13	,	,	PUNCT
ajst-29290	85	14	and	and	CCONJ
ajst-29290	85	15	interaction	interaction	NOUN
ajst-29290	85	16	techniques	technique	NOUN
ajst-29290	85	17	.	.	PUNCT
ajst-29290	86	1	first	first	ADV
ajst-29290	86	2	,	,	PUNCT
ajst-29290	86	3	the	the	DET
ajst-29290	86	4	main	main	ADJ
ajst-29290	86	5	types	type	NOUN
ajst-29290	86	6	of	of	ADP
ajst-29290	86	7	user	user	NOUN
ajst-29290	86	8	behaviour	behaviour	NOUN
ajst-29290	86	9	in	in	ADP
ajst-29290	86	10	social	social	ADJ
ajst-29290	86	11	networks	network	NOUN
ajst-29290	86	12	are	be	AUX
ajst-29290	86	13	outlined	outline	VERB
ajst-29290	86	14	.	.	PUNCT
ajst-29290	87	1	4.1	4.1	NUM
ajst-29290	87	2	.	.	PUNCT
ajst-29290	87	3	information	information	NOUN
ajst-29290	87	4	dissemination	dissemination	NOUN
ajst-29290	87	5	patterns	pattern	NOUN
ajst-29290	87	6	information	information	NOUN
ajst-29290	87	7	dissemination	dissemination	NOUN
ajst-29290	87	8	is	be	AUX
ajst-29290	87	9	one	one	NUM
ajst-29290	87	10	of	of	ADP
ajst-29290	87	11	the	the	DET
ajst-29290	87	12	major	major	ADJ
ajst-29290	87	13	behaviors	behavior	NOUN
ajst-29290	87	14	in	in	ADP
ajst-29290	87	15	social	social	ADJ
ajst-29290	87	16	networks	network	NOUN
ajst-29290	87	17	,	,	PUNCT
ajst-29290	87	18	that	that	ADV
ajst-29290	87	19	is	is	ADV
ajst-29290	87	20	,	,	PUNCT
ajst-29290	87	21	how	how	SCONJ
ajst-29290	87	22	users	user	NOUN
ajst-29290	87	23	transmit	transmit	VERB
ajst-29290	87	24	content	content	NOUN
ajst-29290	87	25	throughout	throughout	ADP
ajst-29290	87	26	different	different	ADJ
ajst-29290	87	27	channels	channel	NOUN
ajst-29290	87	28	.	.	PUNCT
ajst-29290	88	1	the	the	DET
ajst-29290	88	2	broadcast	broadcast	NOUN
ajst-29290	88	3	patterns	pattern	NOUN
ajst-29290	88	4	refer	refer	VERB
ajst-29290	88	5	to	to	ADP
ajst-29290	88	6	the	the	DET
ajst-29290	88	7	domino	domino	NOUN
ajst-29290	88	8	like	like	ADP
ajst-29290	88	9	process	process	NOUN
ajst-29290	88	10	of	of	ADP
ajst-29290	88	11	users	user	NOUN
ajst-29290	88	12	’	'	PUNCT
ajst-29290	88	13	sharing	share	VERB
ajst-29290	88	14	behaviour	behaviour	NOUN
ajst-29290	88	15	which	which	PRON
ajst-29290	88	16	is	be	AUX
ajst-29290	88	17	dependent	dependent	ADJ
ajst-29290	88	18	on	on	ADP
ajst-29290	88	19	a	a	DET
ajst-29290	88	20	number	number	NOUN
ajst-29290	88	21	of	of	ADP
ajst-29290	88	22	factors	factor	NOUN
ajst-29290	88	23	including	include	VERB
ajst-29290	88	24	direct	direct	ADJ
ajst-29290	88	25	contact	contact	NOUN
ajst-29290	88	26	or	or	CCONJ
ajst-29290	88	27	influence	influence	NOUN
ajst-29290	88	28	.	.	PUNCT
ajst-29290	89	1	the	the	DET
ajst-29290	89	2	following	follow	VERB
ajst-29290	89	3	patterns	pattern	NOUN
ajst-29290	89	4	can	can	AUX
ajst-29290	89	5	be	be	AUX
ajst-29290	89	6	useful	useful	ADJ
ajst-29290	89	7	for	for	ADP
ajst-29290	89	8	identifying	identify	VERB
ajst-29290	89	9	viral	viral	ADJ
ajst-29290	89	10	content	content	NOUN
ajst-29290	89	11	:	:	PUNCT
ajst-29290	89	12	reach	reach	VERB
ajst-29290	89	13	and	and	CCONJ
ajst-29290	89	14	speed	speed	VERB
ajst-29290	89	15	.	.	PUNCT
ajst-29290	90	1	for	for	ADP
ajst-29290	90	2	example	example	NOUN
ajst-29290	90	3	,	,	PUNCT
ajst-29290	90	4	the	the	DET
ajst-29290	90	5	content	content	NOUN
ajst-29290	90	6	which	which	PRON
ajst-29290	90	7	has	have	AUX
ajst-29290	90	8	been	be	AUX
ajst-29290	90	9	made	make	VERB
ajst-29290	90	10	to	to	PART
ajst-29290	90	11	elicit	elicit	VERB
ajst-29290	90	12	an	an	DET
ajst-29290	90	13	emotional	emotional	ADJ
ajst-29290	90	14	response	response	NOUN
ajst-29290	90	15	tends	tend	VERB
ajst-29290	90	16	to	to	PART
ajst-29290	90	17	get	get	AUX
ajst-29290	90	18	shared	share	VERB
ajst-29290	90	19	more	more	ADV
ajst-29290	90	20	often	often	ADV
ajst-29290	90	21	.	.	PUNCT
ajst-29290	91	1	viral	viral	ADJ
ajst-29290	91	2	marketing	marketing	NOUN
ajst-29290	91	3	leverage	leverage	NOUN
ajst-29290	91	4	these	these	DET
ajst-29290	91	5	patterns	pattern	NOUN
ajst-29290	91	6	by	by	ADP
ajst-29290	91	7	employing	employ	VERB
ajst-29290	91	8	the	the	DET
ajst-29290	91	9	content	content	NOUN
ajst-29290	91	10	that	that	PRON
ajst-29290	91	11	creates	create	VERB
ajst-29290	91	12	an	an	DET
ajst-29290	91	13	emotional	emotional	ADJ
ajst-29290	91	14	appeal	appeal	NOUN
ajst-29290	91	15	or	or	CCONJ
ajst-29290	91	16	content	content	NOUN
ajst-29290	91	17	that	that	PRON
ajst-29290	91	18	can	can	AUX
ajst-29290	91	19	be	be	AUX
ajst-29290	91	20	related	relate	VERB
ajst-29290	91	21	by	by	ADP
ajst-29290	91	22	many	many	ADJ
ajst-29290	91	23	people	people	NOUN
ajst-29290	91	24	to	to	PART
ajst-29290	91	25	spread	spread	VERB
ajst-29290	91	26	fast	fast	ADV
ajst-29290	91	27	.	.	PUNCT
ajst-29290	92	1	for	for	ADP
ajst-29290	92	2	instance	instance	NOUN
ajst-29290	92	3	,	,	PUNCT
ajst-29290	92	4	funny	funny	ADJ
ajst-29290	92	5	or	or	CCONJ
ajst-29290	92	6	inspiring	inspiring	ADJ
ajst-29290	92	7	videos	video	NOUN
ajst-29290	92	8	tend	tend	VERB
ajst-29290	92	9	to	to	PART
ajst-29290	92	10	make	make	VERB
ajst-29290	92	11	users	user	NOUN
ajst-29290	92	12	share	share	VERB
ajst-29290	92	13	them	they	PRON
ajst-29290	92	14	with	with	ADP
ajst-29290	92	15	their	their	PRON
ajst-29290	92	16	friends	friend	NOUN
ajst-29290	92	17	,	,	PUNCT
ajst-29290	92	18	which	which	PRON
ajst-29290	92	19	leads	lead	VERB
ajst-29290	92	20	to	to	ADP
ajst-29290	92	21	rapid	rapid	ADJ
ajst-29290	92	22	sharing	sharing	NOUN
ajst-29290	92	23	and	and	CCONJ
ajst-29290	92	24	is	be	AUX
ajst-29290	92	25	particularly	particularly	ADV
ajst-29290	92	26	effective	effective	ADJ
ajst-29290	92	27	for	for	ADP
ajst-29290	92	28	advertising	advertising	NOUN
ajst-29290	92	29	purposes	purpose	NOUN
ajst-29290	92	30	.	.	PUNCT
ajst-29290	93	1	opinion	opinion	NOUN
ajst-29290	93	2	evolution	evolution	NOUN
ajst-29290	93	3	depicts	depict	VERB
ajst-29290	93	4	the	the	DET
ajst-29290	93	5	changes	change	NOUN
ajst-29290	93	6	in	in	ADP
ajst-29290	93	7	users	user	NOUN
ajst-29290	93	8	’	’	PART
ajst-29290	93	9	attitudes	attitude	NOUN
ajst-29290	93	10	as	as	ADP
ajst-29290	93	11	a	a	DET
ajst-29290	93	12	result	result	NOUN
ajst-29290	93	13	of	of	ADP
ajst-29290	93	14	being	be	AUX
ajst-29290	93	15	influenced	influence	VERB
ajst-29290	93	16	by	by	ADP
ajst-29290	93	17	information	information	NOUN
ajst-29290	93	18	or	or	CCONJ
ajst-29290	93	19	happenings	happening	NOUN
ajst-29290	93	20	.	.	PUNCT
ajst-29290	94	1	important	important	ADJ
ajst-29290	94	2	events	event	NOUN
ajst-29290	94	3	or	or	CCONJ
ajst-29290	94	4	hot	hot	ADJ
ajst-29290	94	5	issues	issue	NOUN
ajst-29290	94	6	can	can	AUX
ajst-29290	94	7	cause	cause	VERB
ajst-29290	94	8	the	the	DET
ajst-29290	94	9	change	change	NOUN
ajst-29290	94	10	of	of	ADP
ajst-29290	94	11	public	public	ADJ
ajst-29290	94	12	opinion	opinion	NOUN
ajst-29290	94	13	on	on	ADP
ajst-29290	94	14	the	the	DET
ajst-29290	94	15	social	social	ADJ
ajst-29290	94	16	media	medium	NOUN
ajst-29290	94	17	platforms	platform	NOUN
ajst-29290	94	18	.	.	PUNCT
ajst-29290	95	1	for	for	ADP
ajst-29290	95	2	instance	instance	NOUN
ajst-29290	95	3	,	,	PUNCT
ajst-29290	95	4	a	a	DET
ajst-29290	95	5	new	new	ADJ
ajst-29290	95	6	event	event	NOUN
ajst-29290	95	7	can	can	AUX
ajst-29290	95	8	quickly	quickly	ADV
ajst-29290	95	9	go	go	VERB
ajst-29290	95	10	viral	viral	ADJ
ajst-29290	95	11	and	and	CCONJ
ajst-29290	95	12	alter	alter	VERB
ajst-29290	95	13	users	user	NOUN
ajst-29290	95	14	’	'	PUNCT
ajst-29290	95	15	behavior	behavior	NOUN
ajst-29290	95	16	and	and	CCONJ
ajst-29290	95	17	interactions	interaction	NOUN
ajst-29290	95	18	in	in	ADP
ajst-29290	95	19	a	a	DET
ajst-29290	95	20	given	give	VERB
ajst-29290	95	21	platform	platform	NOUN
ajst-29290	95	22	,	,	PUNCT
ajst-29290	95	23	which	which	PRON
ajst-29290	95	24	may	may	AUX
ajst-29290	95	25	result	result	VERB
ajst-29290	95	26	in	in	ADP
ajst-29290	95	27	intense	intense	ADJ
ajst-29290	95	28	discussions	discussion	NOUN
ajst-29290	95	29	and	and	CCONJ
ajst-29290	95	30	high	high	ADJ
ajst-29290	95	31	levels	level	NOUN
ajst-29290	95	32	of	of	ADP
ajst-29290	95	33	participation	participation	NOUN
ajst-29290	95	34	.	.	PUNCT
ajst-29290	96	1	4.2	4.2	NUM
ajst-29290	96	2	.	.	PUNCT
ajst-29290	96	3	social	social	ADJ
ajst-29290	96	4	interaction	interaction	NOUN
ajst-29290	96	5	patterns	pattern	VERB
ajst-29290	96	6	the	the	DET
ajst-29290	96	7	use	use	NOUN
ajst-29290	96	8	of	of	ADP
ajst-29290	96	9	social	social	ADJ
ajst-29290	96	10	interaction	interaction	NOUN
ajst-29290	96	11	which	which	PRON
ajst-29290	96	12	includes	include	VERB
ajst-29290	96	13	activities	activity	NOUN
ajst-29290	96	14	like	like	ADP
ajst-29290	96	15	liking	like	VERB
ajst-29290	96	16	,	,	PUNCT
ajst-29290	96	17	commenting	comment	VERB
ajst-29290	96	18	and	and	CCONJ
ajst-29290	96	19	sharing	sharing	NOUN
ajst-29290	96	20	is	be	AUX
ajst-29290	96	21	very	very	ADV
ajst-29290	96	22	common	common	ADJ
ajst-29290	96	23	on	on	ADP
ajst-29290	96	24	social	social	ADJ
ajst-29290	96	25	networks	network	NOUN
ajst-29290	96	26	where	where	SCONJ
ajst-29290	96	27	users	user	NOUN
ajst-29290	96	28	are	be	AUX
ajst-29290	96	29	involved	involve	VERB
ajst-29290	96	30	in	in	ADP
ajst-29290	96	31	their	their	PRON
ajst-29290	96	32	behavior	behavior	NOUN
ajst-29290	96	33	.	.	PUNCT
ajst-29290	97	1	besides	besides	SCONJ
ajst-29290	97	2	,	,	PUNCT
ajst-29290	97	3	the	the	DET
ajst-29290	97	4	engagement	engagement	NOUN
ajst-29290	97	5	behaviors	behavior	NOUN
ajst-29290	97	6	that	that	PRON
ajst-29290	97	7	users	user	NOUN
ajst-29290	97	8	undertake	undertake	VERB
ajst-29290	97	9	are	be	AUX
ajst-29290	97	10	more	more	ADJ
ajst-29290	97	11	than	than	ADP
ajst-29290	97	12	just	just	ADV
ajst-29290	97	13	displaying	display	VERB
ajst-29290	97	14	their	their	PRON
ajst-29290	97	15	attitudes	attitude	NOUN
ajst-29290	97	16	towards	towards	ADP
ajst-29290	97	17	certain	certain	ADJ
ajst-29290	97	18	objects	object	NOUN
ajst-29290	97	19	;	;	PUNCT
ajst-29290	97	20	it	it	PRON
ajst-29290	97	21	makes	make	VERB
ajst-29290	97	22	content	content	NOUN
ajst-29290	97	23	more	more	ADV
ajst-29290	97	24	visible	visible	ADJ
ajst-29290	97	25	and	and	CCONJ
ajst-29290	97	26	thus	thus	ADV
ajst-29290	97	27	more	more	ADV
ajst-29290	97	28	effective	effective	ADJ
ajst-29290	97	29	.	.	PUNCT
ajst-29290	98	1	social	social	ADJ
ajst-29290	98	2	network	network	NOUN
ajst-29290	98	3	responses	response	NOUN
ajst-29290	98	4	show	show	VERB
ajst-29290	98	5	what	what	PRON
ajst-29290	98	6	happens	happen	VERB
ajst-29290	98	7	when	when	SCONJ
ajst-29290	98	8	people	people	NOUN
ajst-29290	98	9	interact	interact	VERB
ajst-29290	98	10	and	and	CCONJ
ajst-29290	98	11	how	how	SCONJ
ajst-29290	98	12	it	it	PRON
ajst-29290	98	13	affects	affect	VERB
ajst-29290	98	14	users	user	NOUN
ajst-29290	98	15	’	'	PUNCT
ajst-29290	98	16	activities	activity	NOUN
ajst-29290	98	17	and	and	CCONJ
ajst-29290	98	18	choices	choice	NOUN
ajst-29290	98	19	.	.	PUNCT
ajst-29290	99	1	for	for	ADP
ajst-29290	99	2	instance	instance	NOUN
ajst-29290	99	3	,	,	PUNCT
ajst-29290	99	4	the	the	DET
ajst-29290	99	5	users	user	NOUN
ajst-29290	99	6	tend	tend	VERB
ajst-29290	99	7	to	to	PART
ajst-29290	99	8	respond	respond	VERB
ajst-29290	99	9	to	to	ADP
ajst-29290	99	10	the	the	DET
ajst-29290	99	11	posts	post	NOUN
ajst-29290	99	12	that	that	PRON
ajst-29290	99	13	are	be	AUX
ajst-29290	99	14	shared	share	VERB
ajst-29290	99	15	by	by	ADP
ajst-29290	99	16	their	their	PRON
ajst-29290	99	17	close	close	ADJ
ajst-29290	99	18	friends	friend	NOUN
ajst-29290	99	19	or	or	CCONJ
ajst-29290	99	20	followers	follower	NOUN
ajst-29290	99	21	as	as	SCONJ
ajst-29290	99	22	they	they	PRON
ajst-29290	99	23	trust	trust	VERB
ajst-29290	99	24	the	the	DET
ajst-29290	99	25	source	source	NOUN
ajst-29290	99	26	of	of	ADP
ajst-29290	99	27	information	information	NOUN
ajst-29290	99	28	.	.	PUNCT
ajst-29290	100	1	these	these	DET
ajst-29290	100	2	types	type	NOUN
ajst-29290	100	3	of	of	ADP
ajst-29290	100	4	responses	response	NOUN
ajst-29290	100	5	often	often	ADV
ajst-29290	100	6	help	help	VERB
ajst-29290	100	7	in	in	ADP
ajst-29290	100	8	boosting	boost	VERB
ajst-29290	100	9	the	the	DET
ajst-29290	100	10	engagement	engagement	NOUN
ajst-29290	100	11	of	of	ADP
ajst-29290	100	12	content	content	NOUN
ajst-29290	100	13	within	within	ADP
ajst-29290	100	14	certain	certain	ADJ
ajst-29290	100	15	groups	group	NOUN
ajst-29290	100	16	of	of	ADP
ajst-29290	100	17	people	people	NOUN
ajst-29290	100	18	,	,	PUNCT
ajst-29290	100	19	thus	thus	ADV
ajst-29290	100	20	increasing	increase	VERB
ajst-29290	100	21	the	the	DET
ajst-29290	100	22	overall	overall	ADJ
ajst-29290	100	23	involvement	involvement	NOUN
ajst-29290	100	24	.	.	PUNCT
ajst-29290	101	1	relationship	relationship	NOUN
ajst-29290	101	2	ties	tie	NOUN
ajst-29290	101	3	and	and	CCONJ
ajst-29290	101	4	interactions	interaction	NOUN
ajst-29290	101	5	:	:	PUNCT
ajst-29290	101	6	these	these	PRON
ajst-29290	101	7	are	be	AUX
ajst-29290	101	8	the	the	DET
ajst-29290	101	9	key	key	ADJ
ajst-29290	101	10	constructs	construct	NOUN
ajst-29290	101	11	of	of	ADP
ajst-29290	101	12	these	these	DET
ajst-29290	101	13	patterns	pattern	NOUN
ajst-29290	101	14	since	since	SCONJ
ajst-29290	101	15	they	they	PRON
ajst-29290	101	16	show	show	VERB
ajst-29290	101	17	how	how	SCONJ
ajst-29290	101	18	links	link	NOUN
ajst-29290	101	19	and	and	CCONJ
ajst-29290	101	20	interactions	interaction	NOUN
ajst-29290	101	21	work	work	NOUN
ajst-29290	101	22	.	.	PUNCT
ajst-29290	102	1	enhancements	enhancement	NOUN
ajst-29290	102	2	such	such	ADJ
ajst-29290	102	3	as	as	ADP
ajst-29290	102	4	the	the	DET
ajst-29290	102	5	friend	friend	NOUN
ajst-29290	102	6	recommendations	recommendation	NOUN
ajst-29290	102	7	or	or	CCONJ
ajst-29290	102	8	the	the	DET
ajst-29290	102	9	mutual	mutual	ADJ
ajst-29290	102	10	connections	connection	NOUN
ajst-29290	102	11	work	work	VERB
ajst-29290	102	12	to	to	PART
ajst-29290	102	13	improve	improve	VERB
ajst-29290	102	14	these	these	DET
ajst-29290	102	15	ties	tie	NOUN
ajst-29290	102	16	and	and	CCONJ
ajst-29290	102	17	make	make	VERB
ajst-29290	102	18	the	the	DET
ajst-29290	102	19	user	user	NOUN
ajst-29290	102	20	more	more	ADV
ajst-29290	102	21	engaged	engage	VERB
ajst-29290	102	22	with	with	ADP
ajst-29290	102	23	the	the	DET
ajst-29290	102	24	application	application	NOUN
ajst-29290	102	25	as	as	ADV
ajst-29290	102	26	well	well	ADV
ajst-29290	102	27	as	as	ADP
ajst-29290	102	28	likely	likely	ADJ
ajst-29290	102	29	to	to	PART
ajst-29290	102	30	be	be	AUX
ajst-29290	102	31	a	a	DET
ajst-29290	102	32	loyal	loyal	ADJ
ajst-29290	102	33	customer	customer	NOUN
ajst-29290	102	34	.	.	PUNCT
ajst-29290	103	1	4.3	4.3	NUM
ajst-29290	103	2	.	.	PUNCT
ajst-29290	103	3	interest	interest	NOUN
ajst-29290	103	4	-	-	PUNCT
ajst-29290	103	5	based	base	VERB
ajst-29290	103	6	behavior	behavior	NOUN
ajst-29290	103	7	interest	interest	NOUN
ajst-29290	103	8	-	-	PUNCT
ajst-29290	103	9	based	base	VERB
ajst-29290	103	10	behavior	behavior	NOUN
ajst-29290	103	11	is	be	AUX
ajst-29290	103	12	the	the	DET
ajst-29290	103	13	behavior	behavior	NOUN
ajst-29290	103	14	of	of	ADP
ajst-29290	103	15	users	user	NOUN
ajst-29290	103	16	,	,	PUNCT
ajst-29290	103	17	which	which	PRON
ajst-29290	103	18	is	be	AUX
ajst-29290	103	19	driven	drive	VERB
ajst-29290	103	20	by	by	ADP
ajst-29290	103	21	their	their	PRON
ajst-29290	103	22	interests	interest	NOUN
ajst-29290	103	23	,	,	PUNCT
ajst-29290	103	24	past	past	ADJ
ajst-29290	103	25	activities	activity	NOUN
ajst-29290	103	26	,	,	PUNCT
ajst-29290	103	27	and	and	CCONJ
ajst-29290	103	28	engagement	engagement	NOUN
ajst-29290	103	29	.	.	PUNCT
ajst-29290	104	1	another	another	DET
ajst-29290	104	2	important	important	ADJ
ajst-29290	104	3	application	application	NOUN
ajst-29290	104	4	is	be	AUX
ajst-29290	104	5	the	the	DET
ajst-29290	104	6	personalized	personalized	ADJ
ajst-29290	104	7	recommendations	recommendation	NOUN
ajst-29290	104	8	where	where	SCONJ
ajst-29290	104	9	the	the	DET
ajst-29290	104	10	platforms	platform	NOUN
ajst-29290	104	11	use	use	VERB
ajst-29290	104	12	information	information	NOUN
ajst-29290	104	13	like	like	ADP
ajst-29290	104	14	likes	like	NOUN
ajst-29290	104	15	,	,	PUNCT
ajst-29290	104	16	or	or	CCONJ
ajst-29290	104	17	the	the	DET
ajst-29290	104	18	history	history	NOUN
ajst-29290	104	19	of	of	ADP
ajst-29290	104	20	the	the	DET
ajst-29290	104	21	user	user	NOUN
ajst-29290	104	22	’s	’s	PART
ajst-29290	104	23	activities	activity	NOUN
ajst-29290	104	24	to	to	PART
ajst-29290	104	25	offer	offer	VERB
ajst-29290	104	26	content	content	NOUN
ajst-29290	104	27	relevant	relevant	ADJ
ajst-29290	104	28	to	to	ADP
ajst-29290	104	29	the	the	DET
ajst-29290	104	30	user	user	NOUN
ajst-29290	104	31	.	.	PUNCT
ajst-29290	105	1	for	for	ADP
ajst-29290	105	2	example	example	NOUN
ajst-29290	105	3	,	,	PUNCT
ajst-29290	105	4	if	if	SCONJ
ajst-29290	105	5	a	a	DET
ajst-29290	105	6	user	user	NOUN
ajst-29290	105	7	has	have	AUX
ajst-29290	105	8	previously	previously	ADV
ajst-29290	105	9	engaged	engage	VERB
ajst-29290	105	10	with	with	ADP
ajst-29290	105	11	the	the	DET
ajst-29290	105	12	fitness	fitness	NOUN
ajst-29290	105	13	category	category	NOUN
ajst-29290	105	14	,	,	PUNCT
ajst-29290	105	15	then	then	ADV
ajst-29290	105	16	the	the	DET
ajst-29290	105	17	user	user	NOUN
ajst-29290	105	18	may	may	AUX
ajst-29290	105	19	be	be	AUX
ajst-29290	105	20	suggested	suggest	VERB
ajst-29290	105	21	more	more	ADJ
ajst-29290	105	22	posts	post	NOUN
ajst-29290	105	23	or	or	CCONJ
ajst-29290	105	24	products	product	NOUN
ajst-29290	105	25	related	relate	VERB
ajst-29290	105	26	to	to	ADP
ajst-29290	105	27	fitness	fitness	NOUN
ajst-29290	105	28	.	.	PUNCT
ajst-29290	106	1	interest	interest	NOUN
ajst-29290	106	2	dynamics	dynamic	NOUN
ajst-29290	106	3	are	be	AUX
ajst-29290	106	4	not	not	PART
ajst-29290	106	5	static	static	ADJ
ajst-29290	106	6	;	;	PUNCT
ajst-29290	106	7	they	they	PRON
ajst-29290	106	8	evolve	evolve	VERB
ajst-29290	106	9	over	over	ADP
ajst-29290	106	10	time	time	NOUN
ajst-29290	106	11	due	due	ADP
ajst-29290	106	12	to	to	ADP
ajst-29290	106	13	changing	change	VERB
ajst-29290	106	14	personal	personal	ADJ
ajst-29290	106	15	priorities	priority	NOUN
ajst-29290	106	16	or	or	CCONJ
ajst-29290	106	17	environmental	environmental	ADJ
ajst-29290	106	18	influences	influence	NOUN
ajst-29290	106	19	.	.	PUNCT
ajst-29290	107	1	for	for	ADP
ajst-29290	107	2	example	example	NOUN
ajst-29290	107	3	,	,	PUNCT
ajst-29290	107	4	the	the	DET
ajst-29290	107	5	user	user	NOUN
ajst-29290	107	6	who	who	PRON
ajst-29290	107	7	used	use	VERB
ajst-29290	107	8	to	to	PART
ajst-29290	107	9	engage	engage	VERB
ajst-29290	107	10	with	with	ADP
ajst-29290	107	11	travel	travel	NOUN
ajst-29290	107	12	-	-	PUNCT
ajst-29290	107	13	related	relate	VERB
ajst-29290	107	14	content	content	NOUN
ajst-29290	107	15	might	might	AUX
ajst-29290	107	16	start	start	VERB
ajst-29290	107	17	viewing	view	VERB
ajst-29290	107	18	career	career	NOUN
ajst-29290	107	19	-	-	PUNCT
ajst-29290	107	20	related	relate	VERB
ajst-29290	107	21	content	content	NOUN
ajst-29290	107	22	based	base	VERB
ajst-29290	107	23	on	on	ADP
ajst-29290	107	24	the	the	DET
ajst-29290	107	25	changes	change	NOUN
ajst-29290	107	26	in	in	ADP
ajst-29290	107	27	his	his	PRON
ajst-29290	107	28	/	/	SYM
ajst-29290	107	29	her	her	PRON
ajst-29290	107	30	life	life	NOUN
ajst-29290	107	31	.	.	PUNCT
ajst-29290	108	1	thus	thus	ADV
ajst-29290	108	2	,	,	PUNCT
ajst-29290	108	3	the	the	DET
ajst-29290	108	4	platforms	platform	NOUN
ajst-29290	108	5	should	should	AUX
ajst-29290	108	6	have	have	VERB
ajst-29290	108	7	to	to	PART
ajst-29290	108	8	change	change	VERB
ajst-29290	108	9	their	their	PRON
ajst-29290	108	10	algorithms	algorithm	NOUN
ajst-29290	108	11	according	accord	VERB
ajst-29290	108	12	to	to	ADP
ajst-29290	108	13	the	the	DET
ajst-29290	108	14	varying	vary	VERB
ajst-29290	108	15	preferences	preference	NOUN
ajst-29290	108	16	of	of	ADP
ajst-29290	108	17	the	the	DET
ajst-29290	108	18	users	user	NOUN
ajst-29290	108	19	to	to	PART
ajst-29290	108	20	keep	keep	VERB
ajst-29290	108	21	them	they	PRON
ajst-29290	108	22	interested	interested	ADJ
ajst-29290	108	23	.	.	PUNCT
ajst-29290	109	1	precision	precision	NOUN
ajst-29290	109	2	-	-	PUNCT
ajst-29290	109	3	targeted	target	VERB
ajst-29290	109	4	advertising	advertising	NOUN
ajst-29290	109	5	:	:	PUNCT
ajst-29290	109	6	this	this	PRON
ajst-29290	109	7	is	be	AUX
ajst-29290	109	8	the	the	DET
ajst-29290	109	9	form	form	NOUN
ajst-29290	109	10	of	of	ADP
ajst-29290	109	11	advertising	advertising	NOUN
ajst-29290	109	12	which	which	PRON
ajst-29290	109	13	is	be	AUX
ajst-29290	109	14	based	base	VERB
ajst-29290	109	15	on	on	ADP
ajst-29290	109	16	the	the	DET
ajst-29290	109	17	user	user	NOUN
ajst-29290	109	18	’s	’s	PART
ajst-29290	109	19	behavior	behavior	NOUN
ajst-29290	109	20	and	and	CCONJ
ajst-29290	109	21	past	past	ADJ
ajst-29290	109	22	experience	experience	NOUN
ajst-29290	109	23	.	.	PUNCT
ajst-29290	110	1	this	this	PRON
ajst-29290	110	2	helps	help	VERB
ajst-29290	110	3	the	the	DET
ajst-29290	110	4	platforms	platform	NOUN
ajst-29290	110	5	to	to	PART
ajst-29290	110	6	reduce	reduce	VERB
ajst-29290	110	7	the	the	DET
ajst-29290	110	8	number	number	NOUN
ajst-29290	110	9	of	of	ADP
ajst-29290	110	10	suggestions	suggestion	NOUN
ajst-29290	110	11	that	that	PRON
ajst-29290	110	12	may	may	AUX
ajst-29290	110	13	be	be	AUX
ajst-29290	110	14	of	of	ADP
ajst-29290	110	15	no	no	DET
ajst-29290	110	16	interest	interest	NOUN
ajst-29290	110	17	to	to	ADP
ajst-29290	110	18	the	the	DET
ajst-29290	110	19	user	user	NOUN
ajst-29290	110	20	and	and	CCONJ
ajst-29290	110	21	make	make	VERB
ajst-29290	110	22	the	the	DET
ajst-29290	110	23	advertisements	advertisement	NOUN
ajst-29290	110	24	relevant	relevant	ADJ
ajst-29290	110	25	to	to	ADP
ajst-29290	110	26	the	the	DET
ajst-29290	110	27	user	user	NOUN
ajst-29290	110	28	’s	’s	PART
ajst-29290	110	29	interest	interest	NOUN
ajst-29290	110	30	thus	thus	ADV
ajst-29290	110	31	increasing	increase	VERB
ajst-29290	110	32	the	the	DET
ajst-29290	110	33	conversion	conversion	NOUN
ajst-29290	110	34	rate	rate	NOUN
ajst-29290	110	35	and	and	CCONJ
ajst-29290	110	36	user	user	NOUN
ajst-29290	110	37	satisfaction	satisfaction	NOUN
ajst-29290	110	38	.	.	PUNCT
ajst-29290	111	1	4.4	4.4	NUM
ajst-29290	111	2	.	.	PUNCT
ajst-29290	112	1	group	group	NOUN
ajst-29290	112	2	behavior	behavior	NOUN
ajst-29290	112	3	analysis	analysis	NOUN
ajst-29290	112	4	group	group	NOUN
ajst-29290	112	5	behavior	behavior	NOUN
ajst-29290	112	6	analysis	analysis	NOUN
ajst-29290	112	7	pays	pay	VERB
ajst-29290	112	8	attention	attention	NOUN
ajst-29290	112	9	to	to	ADP
ajst-29290	112	10	the	the	DET
ajst-29290	112	11	actions	action	NOUN
ajst-29290	112	12	of	of	ADP
ajst-29290	112	13	groups	group	NOUN
ajst-29290	112	14	of	of	ADP
ajst-29290	112	15	users	user	NOUN
ajst-29290	112	16	and	and	CCONJ
ajst-29290	112	17	dynamics	dynamic	NOUN
ajst-29290	112	18	of	of	ADP
ajst-29290	112	19	communities	community	NOUN
ajst-29290	112	20	.	.	PUNCT
ajst-29290	113	1	opinion	opinion	NOUN
ajst-29290	113	2	leaders	leader	NOUN
ajst-29290	113	3	are	be	AUX
ajst-29290	113	4	the	the	DET
ajst-29290	113	5	users	user	NOUN
ajst-29290	113	6	who	who	PRON
ajst-29290	113	7	have	have	VERB
ajst-29290	113	8	a	a	DET
ajst-29290	113	9	great	great	ADJ
ajst-29290	113	10	impact	impact	NOUN
ajst-29290	113	11	on	on	ADP
ajst-29290	113	12	other	other	ADJ
ajst-29290	113	13	users	user	NOUN
ajst-29290	113	14	and	and	CCONJ
ajst-29290	113	15	their	their	PRON
ajst-29290	113	16	posts	post	NOUN
ajst-29290	113	17	receive	receive	VERB
ajst-29290	113	18	much	much	ADJ
ajst-29290	113	19	attention	attention	NOUN
ajst-29290	113	20	and	and	CCONJ
ajst-29290	113	21	reactions	reaction	NOUN
ajst-29290	113	22	.	.	PUNCT
ajst-29290	114	1	their	their	PRON
ajst-29290	114	2	posts	post	NOUN
ajst-29290	114	3	are	be	AUX
ajst-29290	114	4	usually	usually	ADV
ajst-29290	114	5	the	the	DET
ajst-29290	114	6	ones	one	NOUN
ajst-29290	114	7	that	that	PRON
ajst-29290	114	8	create	create	VERB
ajst-29290	114	9	a	a	DET
ajst-29290	114	10	high	high	ADJ
ajst-29290	114	11	level	level	NOUN
ajst-29290	114	12	of	of	ADP
ajst-29290	114	13	engagement	engagement	NOUN
ajst-29290	114	14	and	and	CCONJ
ajst-29290	114	15	are	be	AUX
ajst-29290	114	16	therefore	therefore	ADV
ajst-29290	114	17	crucial	crucial	ADJ
ajst-29290	114	18	in	in	ADP
ajst-29290	114	19	explaining	explain	VERB
ajst-29290	114	20	how	how	SCONJ
ajst-29290	114	21	information	information	NOUN
ajst-29290	114	22	spreads	spread	VERB
ajst-29290	114	23	within	within	ADP
ajst-29290	114	24	a	a	DET
ajst-29290	114	25	network	network	NOUN
ajst-29290	114	26	.	.	PUNCT
ajst-29290	115	1	social	social	ADJ
ajst-29290	115	2	clusters	cluster	NOUN
ajst-29290	115	3	and	and	CCONJ
ajst-29290	115	4	group	group	NOUN
ajst-29290	115	5	interactions	interaction	NOUN
ajst-29290	115	6	focus	focus	VERB
ajst-29290	115	7	on	on	ADP
ajst-29290	115	8	the	the	DET
ajst-29290	115	9	way	way	NOUN
ajst-29290	115	10	that	that	PRON
ajst-29290	115	11	users	user	NOUN
ajst-29290	115	12	create	create	VERB
ajst-29290	115	13	groups	group	NOUN
ajst-29290	115	14	according	accord	VERB
ajst-29290	115	15	to	to	ADP
ajst-29290	115	16	common	common	ADJ
ajst-29290	115	17	characteristics	characteristic	NOUN
ajst-29290	115	18	or	or	CCONJ
ajst-29290	115	19	affinity	affinity	NOUN
ajst-29290	115	20	categories	category	NOUN
ajst-29290	115	21	.	.	PUNCT
ajst-29290	116	1	these	these	DET
ajst-29290	116	2	clusters	cluster	NOUN
ajst-29290	116	3	increase	increase	VERB
ajst-29290	116	4	participation	participation	NOUN
ajst-29290	116	5	among	among	ADP
ajst-29290	116	6	the	the	DET
ajst-29290	116	7	members	member	NOUN
ajst-29290	116	8	and	and	CCONJ
ajst-29290	116	9	assist	assist	VERB
ajst-29290	116	10	in	in	ADP
ajst-29290	116	11	the	the	DET
ajst-29290	116	12	propagation	propagation	NOUN
ajst-29290	116	13	of	of	ADP
ajst-29290	116	14	content	content	NOUN
ajst-29290	116	15	to	to	ADP
ajst-29290	116	16	other	other	ADJ
ajst-29290	116	17	groups	group	NOUN
ajst-29290	116	18	.	.	PUNCT
ajst-29290	117	1	for	for	ADP
ajst-29290	117	2	example	example	NOUN
ajst-29290	117	3	,	,	PUNCT
ajst-29290	117	4	a	a	DET
ajst-29290	117	5	community	community	NOUN
ajst-29290	117	6	of	of	ADP
ajst-29290	117	7	people	people	NOUN
ajst-29290	117	8	who	who	PRON
ajst-29290	117	9	share	share	VERB
ajst-29290	117	10	a	a	DET
ajst-29290	117	11	particular	particular	ADJ
ajst-29290	117	12	interest	interest	NOUN
ajst-29290	117	13	will	will	AUX
ajst-29290	117	14	most	most	ADV
ajst-29290	117	15	likely	likely	ADV
ajst-29290	117	16	behave	behave	VERB
ajst-29290	117	17	in	in	ADP
ajst-29290	117	18	a	a	DET
ajst-29290	117	19	cohesively	cohesively	ADV
ajst-29290	117	20	manner	manner	NOUN
ajst-29290	117	21	in	in	ADP
ajst-29290	117	22	order	order	NOUN
ajst-29290	117	23	to	to	PART
ajst-29290	117	24	achieve	achieve	VERB
ajst-29290	117	25	common	common	ADJ
ajst-29290	117	26	objectives	objective	NOUN
ajst-29290	117	27	and	and	CCONJ
ajst-29290	117	28	develop	develop	VERB
ajst-29290	117	29	trust	trust	NOUN
ajst-29290	117	30	.	.	PUNCT
ajst-29290	118	1	collective	collective	ADJ
ajst-29290	118	2	dynamics	dynamic	NOUN
ajst-29290	118	3	look	look	VERB
ajst-29290	118	4	at	at	ADP
ajst-29290	118	5	the	the	DET
ajst-29290	118	6	behaviour	behaviour	NOUN
ajst-29290	118	7	of	of	ADP
ajst-29290	118	8	groups	group	NOUN
ajst-29290	118	9	of	of	ADP
ajst-29290	118	10	people	people	NOUN
ajst-29290	118	11	and	and	CCONJ
ajst-29290	118	12	how	how	SCONJ
ajst-29290	118	13	they	they	PRON
ajst-29290	118	14	work	work	VERB
ajst-29290	118	15	together	together	ADV
ajst-29290	118	16	for	for	ADP
ajst-29290	118	17	a	a	DET
ajst-29290	118	18	common	common	ADJ
ajst-29290	118	19	purpose	purpose	NOUN
ajst-29290	118	20	like	like	ADP
ajst-29290	118	21	supporting	support	VERB
ajst-29290	118	22	a	a	DET
ajst-29290	118	23	cause	cause	NOUN
ajst-29290	118	24	or	or	CCONJ
ajst-29290	118	25	planning	plan	VERB
ajst-29290	118	26	a	a	DET
ajst-29290	118	27	event	event	NOUN
ajst-29290	118	28	.	.	PUNCT
ajst-29290	119	1	these	these	DET
ajst-29290	119	2	behaviours	behaviour	NOUN
ajst-29290	119	3	help	help	VERB
ajst-29290	119	4	to	to	PART
ajst-29290	119	5	understand	understand	VERB
ajst-29290	119	6	the	the	DET
ajst-29290	119	7	potentials	potential	NOUN
ajst-29290	119	8	and	and	CCONJ
ajst-29290	119	9	limitations	limitation	NOUN
ajst-29290	119	10	of	of	ADP
ajst-29290	119	11	platforms	platform	NOUN
ajst-29290	119	12	in	in	ADP
ajst-29290	119	13	enabling	enable	VERB
ajst-29290	119	14	and/or	and/or	CCONJ
ajst-29290	119	15	regulating	regulate	VERB
ajst-29290	119	16	large	large	ADJ
ajst-29290	119	17	groups	group	NOUN
ajst-29290	119	18	’	'	PUNCT
ajst-29290	119	19	communications	communication	NOUN
ajst-29290	119	20	.	.	PUNCT
ajst-29290	120	1	5	5	X
ajst-29290	120	2	.	.	X
ajst-29290	120	3	applications	application	NOUN
ajst-29290	120	4	of	of	ADP
ajst-29290	120	5	big	big	ADJ
ajst-29290	120	6	data	datum	NOUN
ajst-29290	120	7	technology	technology	NOUN
ajst-29290	120	8	in	in	ADP
ajst-29290	120	9	user	user	NOUN
ajst-29290	120	10	behavior	behavior	NOUN
ajst-29290	120	11	analysis	analysis	NOUN
ajst-29290	120	12	as	as	SCONJ
ajst-29290	120	13	the	the	DET
ajst-29290	120	14	number	number	NOUN
ajst-29290	120	15	of	of	ADP
ajst-29290	120	16	users	user	NOUN
ajst-29290	120	17	of	of	ADP
ajst-29290	120	18	social	social	ADJ
ajst-29290	120	19	networking	networking	NOUN
ajst-29290	120	20	platforms	platform	NOUN
ajst-29290	120	21	rise	rise	VERB
ajst-29290	120	22	in	in	ADP
ajst-29290	120	23	the	the	DET
ajst-29290	120	24	current	current	ADJ
ajst-29290	120	25	world	world	NOUN
ajst-29290	120	26	,	,	PUNCT
ajst-29290	120	27	the	the	DET
ajst-29290	120	28	volume	volume	NOUN
ajst-29290	120	29	of	of	ADP
ajst-29290	120	30	data	datum	NOUN
ajst-29290	120	31	created	create	VERB
ajst-29290	120	32	has	have	AUX
ajst-29290	120	33	risen	rise	VERB
ajst-29290	120	34	as	as	ADV
ajst-29290	120	35	well	well	ADV
ajst-29290	120	36	.	.	PUNCT
ajst-29290	121	1	it	it	PRON
ajst-29290	121	2	becomes	become	VERB
ajst-29290	121	3	even	even	ADV
ajst-29290	121	4	more	more	ADV
ajst-29290	121	5	important	important	ADJ
ajst-29290	121	6	for	for	ADP
ajst-29290	121	7	the	the	DET
ajst-29290	121	8	vast	vast	ADJ
ajst-29290	121	9	amount	amount	NOUN
ajst-29290	121	10	of	of	ADP
ajst-29290	121	11	data	datum	NOUN
ajst-29290	121	12	produced	produce	VERB
ajst-29290	121	13	to	to	PART
ajst-29290	121	14	be	be	AUX
ajst-29290	121	15	organized	organize	VERB
ajst-29290	121	16	and	and	CCONJ
ajst-29290	121	17	used	use	VERB
ajst-29290	121	18	in	in	ADP
ajst-29290	121	19	a	a	DET
ajst-29290	121	20	focus	focus	NOUN
ajst-29290	121	21	of	of	ADP
ajst-29290	121	22	meaningful	meaningful	ADJ
ajst-29290	121	23	sets	set	NOUN
ajst-29290	121	24	.	.	PUNCT
ajst-29290	122	1	much	much	ADJ
ajst-29290	122	2	all	all	DET
ajst-29290	122	3	way	way	NOUN
ajst-29290	122	4	academic	academic	ADJ
ajst-29290	122	5	these	these	PRON
ajst-29290	122	6	that	that	DET
ajst-29290	122	7	research	research	NOUN
ajst-29290	122	8	challenges	challenge	NOUN
ajst-29290	122	9	can	can	AUX
ajst-29290	122	10	and	and	CCONJ
ajst-29290	122	11	can	can	AUX
ajst-29290	122	12	reveal	reveal	VERB
ajst-29290	122	13	industrial	industrial	ADJ
ajst-29290	122	14	be	be	AUX
ajst-29290	122	15	useful	useful	ADJ
ajst-29290	122	16	innovation	innovation	NOUN
ajst-29290	122	17	easily	easily	ADV
ajst-29290	122	18	insights	insight	NOUN
ajst-29290	122	19	is	be	AUX
ajst-29290	122	20	solved	solve	VERB
ajst-29290	122	21	about	about	ADP
ajst-29290	122	22	on	on	ADP
ajst-29290	122	23	by	by	ADP
ajst-29290	122	24	users	user	NOUN
ajst-29290	122	25	’	'	PUNCT
ajst-29290	122	26	how	how	SCONJ
ajst-29290	122	27	big	big	ADJ
ajst-29290	122	28	behavior	behavior	NOUN
ajst-29290	122	29	to	to	PART
ajst-29290	122	30	data	datum	NOUN
ajst-29290	122	31	which	which	PRON
ajst-29290	122	32	effectively	effectively	ADV
ajst-29290	122	33	technologies	technologie	VERB
ajst-29290	122	34	.	.	PUNCT
ajst-29290	123	1	is	be	AUX
ajst-29290	123	2	capture	capture	NOUN
ajst-29290	123	3	,	,	PUNCT
ajst-29290	123	4	this	this	DET
ajst-29290	123	5	why	why	SCONJ
ajst-29290	123	6	store	store	NOUN
ajst-29290	123	7	section	section	NOUN
ajst-29290	123	8	the	the	PRON
ajst-29290	123	9	and	and	CCONJ
ajst-29290	123	10	focuses	focus	VERB
ajst-29290	123	11	analyse	analyse	NOUN
ajst-29290	123	12	on	on	ADP
ajst-29290	123	13	huge	huge	ADJ
ajst-29290	123	14	their	their	PRON
ajst-29290	123	15	data	data	NOUN
ajst-29290	123	16	usage	usage	NOUN
ajst-29290	123	17	78	78	NUM
ajst-29290	123	18	in	in	ADP
ajst-29290	123	19	user	user	NOUN
ajst-29290	123	20	behavior	behavior	NOUN
ajst-29290	123	21	analysis	analysis	NOUN
ajst-29290	123	22	,	,	PUNCT
ajst-29290	123	23	data	data	NOUN
ajst-29290	123	24	collection	collection	NOUN
ajst-29290	123	25	&	&	CCONJ
ajst-29290	123	26	storage	storage	NOUN
ajst-29290	123	27	,	,	PUNCT
ajst-29290	123	28	analytical	analytical	ADJ
ajst-29290	123	29	tools	tool	NOUN
ajst-29290	123	30	,	,	PUNCT
ajst-29290	123	31	real	real	ADJ
ajst-29290	123	32	-	-	PUNCT
ajst-29290	123	33	time	time	NOUN
ajst-29290	123	34	analysis	analysis	NOUN
ajst-29290	123	35	and	and	CCONJ
ajst-29290	123	36	prediction	prediction	NOUN
ajst-29290	123	37	,	,	PUNCT
ajst-29290	123	38	data	datum	NOUN
ajst-29290	123	39	privacy	privacy	NOUN
ajst-29290	123	40	and	and	CCONJ
ajst-29290	123	41	security	security	NOUN
ajst-29290	123	42	as	as	ADV
ajst-29290	123	43	well	well	ADV
ajst-29290	123	44	.	.	PUNCT
ajst-29290	124	1	5.1	5.1	NUM
ajst-29290	124	2	.	.	PUNCT
ajst-29290	125	1	data	datum	NOUN
ajst-29290	125	2	collection	collection	NOUN
ajst-29290	125	3	and	and	CCONJ
ajst-29290	125	4	storage	storage	NOUN
ajst-29290	125	5	techniques	technique	NOUN
ajst-29290	125	6	every	every	DET
ajst-29290	125	7	action	action	NOUN
ajst-29290	125	8	taken	take	VERB
ajst-29290	125	9	by	by	ADP
ajst-29290	125	10	a	a	DET
ajst-29290	125	11	user	user	NOUN
ajst-29290	125	12	on	on	ADP
ajst-29290	125	13	social	social	ADJ
ajst-29290	125	14	networks	network	NOUN
ajst-29290	125	15	,	,	PUNCT
ajst-29290	125	16	for	for	ADP
ajst-29290	125	17	instance	instance	NOUN
ajst-29290	125	18	,	,	PUNCT
ajst-29290	125	19	updating	update	VERB
ajst-29290	125	20	status	status	NOUN
ajst-29290	125	21	,	,	PUNCT
ajst-29290	125	22	commenting	comment	VERB
ajst-29290	125	23	,	,	PUNCT
ajst-29290	125	24	liking	like	VERB
ajst-29290	125	25	or	or	CCONJ
ajst-29290	125	26	sharing	sharing	NOUN
ajst-29290	125	27	,	,	PUNCT
ajst-29290	125	28	generates	generate	VERB
ajst-29290	125	29	a	a	DET
ajst-29290	125	30	huge	huge	ADJ
ajst-29290	125	31	database	database	NOUN
ajst-29290	125	32	.	.	PUNCT
ajst-29290	126	1	data	datum	NOUN
ajst-29290	126	2	collection	collection	NOUN
ajst-29290	126	3	and	and	CCONJ
ajst-29290	126	4	storage	storage	NOUN
ajst-29290	126	5	are	be	AUX
ajst-29290	126	6	essential	essential	ADJ
ajst-29290	126	7	as	as	SCONJ
ajst-29290	126	8	they	they	PRON
ajst-29290	126	9	provide	provide	VERB
ajst-29290	126	10	the	the	PRON
ajst-29290	126	11	for	for	ADP
ajst-29290	126	12	necessary	necessary	ADJ
ajst-29290	126	13	understanding	understand	VERB
ajst-29290	126	14	information	information	NOUN
ajst-29290	126	15	user	user	NOUN
ajst-29290	126	16	behavior	behavior	PROPN
ajst-29290	126	17	.	.	PUNCT
ajst-29290	127	1	data	datum	NOUN
ajst-29290	127	2	collection	collection	NOUN
ajst-29290	127	3	technologies	technology	NOUN
ajst-29290	127	4	are	be	AUX
ajst-29290	127	5	an	an	DET
ajst-29290	127	6	important	important	ADJ
ajst-29290	127	7	factor	factor	NOUN
ajst-29290	127	8	as	as	ADP
ajst-29290	127	9	such	such	ADJ
ajst-29290	127	10	.	.	PUNCT
ajst-29290	128	1	web	web	NOUN
ajst-29290	128	2	scraping	scraping	NOUN
ajst-29290	128	3	is	be	AUX
ajst-29290	128	4	one	one	NUM
ajst-29290	128	5	of	of	ADP
ajst-29290	128	6	the	the	DET
ajst-29290	128	7	most	most	ADV
ajst-29290	128	8	effective	effective	ADJ
ajst-29290	128	9	methods	method	NOUN
ajst-29290	128	10	for	for	ADP
ajst-29290	128	11	data	datum	NOUN
ajst-29290	128	12	extraction	extraction	NOUN
ajst-29290	128	13	particularly	particularly	ADV
ajst-29290	128	14	when	when	SCONJ
ajst-29290	128	15	it	it	PRON
ajst-29290	128	16	comes	come	VERB
ajst-29290	128	17	to	to	ADP
ajst-29290	128	18	ugc	ugc	PROPN
ajst-29290	128	19	,	,	PUNCT
ajst-29290	128	20	interactions	interaction	NOUN
ajst-29290	128	21	,	,	PUNCT
ajst-29290	128	22	and	and	CCONJ
ajst-29290	128	23	users	user	NOUN
ajst-29290	128	24	’	'	PUNCT
ajst-29290	128	25	connections	connection	NOUN
ajst-29290	128	26	on	on	ADP
ajst-29290	128	27	social	social	ADJ
ajst-29290	128	28	media	medium	NOUN
ajst-29290	128	29	platforms	platform	NOUN
ajst-29290	128	30	.	.	PUNCT
ajst-29290	129	1	for	for	ADP
ajst-29290	129	2	example	example	NOUN
ajst-29290	129	3	,	,	PUNCT
ajst-29290	129	4	through	through	ADP
ajst-29290	129	5	python	python	PROPN
ajst-29290	129	6	scripts	script	NOUN
ajst-29290	129	7	like	like	ADP
ajst-29290	129	8	scrapy	scrapy	NOUN
ajst-29290	129	9	and	and	CCONJ
ajst-29290	129	10	beautifulsoup	beautifulsoup	NOUN
ajst-29290	129	11	,	,	PUNCT
ajst-29290	129	12	researchers	researcher	NOUN
ajst-29290	129	13	can	can	AUX
ajst-29290	129	14	easily	easily	ADV
ajst-29290	129	15	gather	gather	VERB
ajst-29290	129	16	texts	text	NOUN
ajst-29290	129	17	for	for	ADP
ajst-29290	129	18	further	further	ADJ
ajst-29290	129	19	processing	processing	NOUN
ajst-29290	129	20	,	,	PUNCT
ajst-29290	129	21	including	include	VERB
ajst-29290	129	22	sentiment	sentiment	NOUN
ajst-29290	129	23	analysis	analysis	NOUN
ajst-29290	129	24	and	and	CCONJ
ajst-29290	129	25	topic	topic	NOUN
ajst-29290	129	26	modelling	modelling	NOUN
ajst-29290	129	27	.	.	PUNCT
ajst-29290	130	1	also	also	ADV
ajst-29290	130	2	,	,	PUNCT
ajst-29290	130	3	the	the	DET
ajst-29290	130	4	major	major	ADJ
ajst-29290	130	5	platforms	platform	NOUN
ajst-29290	130	6	such	such	ADJ
ajst-29290	130	7	as	as	ADP
ajst-29290	130	8	twitter	twitter	NOUN
ajst-29290	130	9	,	,	PUNCT
ajst-29290	130	10	facebook	facebook	NOUN
ajst-29290	130	11	,	,	PUNCT
ajst-29290	130	12	and	and	CCONJ
ajst-29290	130	13	instagram	instagram	PROPN
ajst-29290	130	14	offer	offer	VERB
ajst-29290	130	15	apis	apis	PROPN
ajst-29290	130	16	that	that	PRON
ajst-29290	130	17	allow	allow	VERB
ajst-29290	130	18	pulling	pull	VERB
ajst-29290	130	19	information	information	NOUN
ajst-29290	130	20	about	about	ADP
ajst-29290	130	21	users	user	NOUN
ajst-29290	130	22	.	.	PUNCT
ajst-29290	131	1	these	these	DET
ajst-29290	131	2	apis	apis	PROPN
ajst-29290	131	3	offer	offer	VERB
ajst-29290	131	4	public	public	ADJ
ajst-29290	131	5	information	information	NOUN
ajst-29290	131	6	and	and	CCONJ
ajst-29290	131	7	social	social	ADJ
ajst-29290	131	8	network	network	NOUN
ajst-29290	131	9	data	datum	NOUN
ajst-29290	131	10	,	,	PUNCT
ajst-29290	131	11	for	for	ADP
ajst-29290	131	12	instance	instance	NOUN
ajst-29290	131	13	,	,	PUNCT
ajst-29290	131	14	to	to	PART
ajst-29290	131	15	analyze	analyze	VERB
ajst-29290	131	16	real	real	ADJ
ajst-29290	131	17	-	-	PUNCT
ajst-29290	131	18	time	time	NOUN
ajst-29290	131	19	tweets	tweet	NOUN
ajst-29290	131	20	through	through	ADP
ajst-29290	131	21	twitter	twitter	NOUN
ajst-29290	131	22	api	api	NOUN
ajst-29290	131	23	or	or	CCONJ
ajst-29290	131	24	to	to	PART
ajst-29290	131	25	extract	extract	VERB
ajst-29290	131	26	information	information	NOUN
ajst-29290	131	27	about	about	ADP
ajst-29290	131	28	user	user	NOUN
ajst-29290	131	29	connections	connection	NOUN
ajst-29290	131	30	and	and	CCONJ
ajst-29290	131	31	interactions	interaction	NOUN
ajst-29290	131	32	using	use	VERB
ajst-29290	131	33	facebook	facebook	PROPN
ajst-29290	131	34	graph	graph	NOUN
ajst-29290	131	35	api	api	PROPN
ajst-29290	131	36	.	.	PUNCT
ajst-29290	132	1	data	data	PROPN
ajst-29290	132	2	storage	storage	NOUN
ajst-29290	132	3	technologies	technology	NOUN
ajst-29290	132	4	have	have	AUX
ajst-29290	132	5	gradually	gradually	ADV
ajst-29290	132	6	changed	change	VERB
ajst-29290	132	7	in	in	ADP
ajst-29290	132	8	order	order	NOUN
ajst-29290	132	9	to	to	PART
ajst-29290	132	10	meet	meet	VERB
ajst-29290	132	11	the	the	DET
ajst-29290	132	12	needs	need	NOUN
ajst-29290	132	13	of	of	ADP
ajst-29290	132	14	storing	store	VERB
ajst-29290	132	15	social	social	ADJ
ajst-29290	132	16	network	network	NOUN
ajst-29290	132	17	data	datum	NOUN
ajst-29290	132	18	which	which	PRON
ajst-29290	132	19	keeps	keep	VERB
ajst-29290	132	20	on	on	ADP
ajst-29290	132	21	increasing	increase	VERB
ajst-29290	132	22	.	.	PUNCT
ajst-29290	133	1	big	big	ADJ
ajst-29290	133	2	data	datum	NOUN
ajst-29290	133	3	storage	storage	NOUN
ajst-29290	133	4	solutions	solution	NOUN
ajst-29290	133	5	such	such	ADJ
ajst-29290	133	6	as	as	ADP
ajst-29290	133	7	hadoop	hadoop	NOUN
ajst-29290	133	8	’s	’s	PART
ajst-29290	133	9	hdfs	hdfs	NOUN
ajst-29290	133	10	helps	help	VERB
ajst-29290	133	11	in	in	ADP
ajst-29290	133	12	storing	store	VERB
ajst-29290	133	13	large	large	ADJ
ajst-29290	133	14	amount	amount	NOUN
ajst-29290	133	15	of	of	ADP
ajst-29290	133	16	data	datum	NOUN
ajst-29290	133	17	distributed	distribute	VERB
ajst-29290	133	18	across	across	ADP
ajst-29290	133	19	a	a	DET
ajst-29290	133	20	number	number	NOUN
ajst-29290	133	21	of	of	ADP
ajst-29290	133	22	nodes	node	NOUN
ajst-29290	133	23	thereby	thereby	ADV
ajst-29290	133	24	increasing	increase	VERB
ajst-29290	133	25	the	the	DET
ajst-29290	133	26	storage	storage	NOUN
ajst-29290	133	27	capacity	capacity	NOUN
ajst-29290	133	28	and	and	CCONJ
ajst-29290	133	29	throughput	throughput	NOUN
ajst-29290	133	30	of	of	ADP
ajst-29290	133	31	the	the	DET
ajst-29290	133	32	system	system	NOUN
ajst-29290	133	33	and	and	CCONJ
ajst-29290	133	34	at	at	ADP
ajst-29290	133	35	the	the	DET
ajst-29290	133	36	same	same	ADJ
ajst-29290	133	37	time	time	NOUN
ajst-29290	133	38	ensuring	ensure	VERB
ajst-29290	133	39	data	datum	NOUN
ajst-29290	133	40	integrity	integrity	NOUN
ajst-29290	133	41	.	.	PUNCT
ajst-29290	134	1	some	some	PRON
ajst-29290	134	2	of	of	ADP
ajst-29290	134	3	the	the	DET
ajst-29290	134	4	nosql	nosql	ADJ
ajst-29290	134	5	databases	database	NOUN
ajst-29290	134	6	include	include	VERB
ajst-29290	134	7	mongodb	mongodb	NOUN
ajst-29290	134	8	and	and	CCONJ
ajst-29290	134	9	cassandra	cassandra	NOUN
ajst-29290	134	10	which	which	PRON
ajst-29290	134	11	are	be	AUX
ajst-29290	134	12	used	use	VERB
ajst-29290	134	13	to	to	PART
ajst-29290	134	14	store	store	VERB
ajst-29290	134	15	structured	structure	VERB
ajst-29290	134	16	,	,	PUNCT
ajst-29290	134	17	semistructured	semistructure	VERB
ajst-29290	134	18	or	or	CCONJ
ajst-29290	134	19	unstructured	unstructured	ADJ
ajst-29290	134	20	data	datum	NOUN
ajst-29290	134	21	such	such	ADJ
ajst-29290	134	22	as	as	ADP
ajst-29290	134	23	text	text	NOUN
ajst-29290	134	24	,	,	PUNCT
ajst-29290	134	25	images	image	NOUN
ajst-29290	134	26	and	and	CCONJ
ajst-29290	134	27	videos	video	NOUN
ajst-29290	134	28	.	.	PUNCT
ajst-29290	135	1	data	datum	NOUN
ajst-29290	135	2	lakes	lake	NOUN
ajst-29290	135	3	go	go	VERB
ajst-29290	135	4	a	a	DET
ajst-29290	135	5	step	step	NOUN
ajst-29290	135	6	further	far	ADV
ajst-29290	135	7	to	to	PART
ajst-29290	135	8	enhance	enhance	VERB
ajst-29290	135	9	these	these	DET
ajst-29290	135	10	capabilities	capability	NOUN
ajst-29290	135	11	by	by	ADP
ajst-29290	135	12	providing	provide	VERB
ajst-29290	135	13	the	the	DET
ajst-29290	135	14	capability	capability	NOUN
ajst-29290	135	15	of	of	ADP
ajst-29290	135	16	storing	store	VERB
ajst-29290	135	17	raw	raw	ADJ
ajst-29290	135	18	data	datum	NOUN
ajst-29290	135	19	in	in	ADP
ajst-29290	135	20	its	its	PRON
ajst-29290	135	21	original	original	ADJ
ajst-29290	135	22	form	form	NOUN
ajst-29290	135	23	for	for	ADP
ajst-29290	135	24	analysis	analysis	NOUN
ajst-29290	135	25	at	at	ADP
ajst-29290	135	26	any	any	DET
ajst-29290	135	27	time	time	NOUN
ajst-29290	135	28	with	with	ADP
ajst-29290	135	29	tools	tool	NOUN
ajst-29290	135	30	like	like	ADP
ajst-29290	135	31	hadoop	hadoop	NOUN
ajst-29290	135	32	and	and	CCONJ
ajst-29290	135	33	spark	spark	NOUN
ajst-29290	135	34	.	.	PUNCT
ajst-29290	136	1	5.2	5.2	NUM
ajst-29290	136	2	.	.	PUNCT
ajst-29290	137	1	data	datum	NOUN
ajst-29290	137	2	analysis	analysis	NOUN
ajst-29290	137	3	platforms	platform	NOUN
ajst-29290	137	4	and	and	CCONJ
ajst-29290	137	5	tools	tool	NOUN
ajst-29290	137	6	in	in	ADP
ajst-29290	137	7	order	order	NOUN
ajst-29290	137	8	to	to	PART
ajst-29290	137	9	analyzed	analyze	VERB
ajst-29290	137	10	derive	derive	ADJ
ajst-29290	137	11	using	use	VERB
ajst-29290	137	12	meaningful	meaningful	ADJ
ajst-29290	137	13	information	information	NOUN
ajst-29290	137	14	tools	tool	NOUN
ajst-29290	137	15	from	from	ADP
ajst-29290	137	16	and	and	CCONJ
ajst-29290	137	17	big	big	ADJ
ajst-29290	137	18	platforms	platform	NOUN
ajst-29290	138	1	.	.	PUNCT
ajst-29290	139	1	data	datum	NOUN
ajst-29290	139	2	especially	especially	ADV
ajst-29290	139	3	hadoop	hadoop	NOUN
ajst-29290	139	4	social	social	ADJ
ajst-29290	139	5	is	be	AUX
ajst-29290	139	6	network	network	NOUN
ajst-29290	139	7	one	one	NUM
ajst-29290	139	8	data	datum	NOUN
ajst-29290	139	9	,	,	PUNCT
ajst-29290	139	10	of	of	ADP
ajst-29290	139	11	such	such	DET
ajst-29290	139	12	the	the	DET
ajst-29290	139	13	data	datum	NOUN
ajst-29290	139	14	most	most	ADV
ajst-29290	139	15	needs	need	VERB
ajst-29290	139	16	popular	popular	ADJ
ajst-29290	139	17	to	to	PART
ajst-29290	139	18	distributed	distributed	VERB
ajst-29290	139	19	be	be	AUX
ajst-29290	139	20	processing	process	VERB
ajst-29290	139	21	framework	framework	NOUN
ajst-29290	139	22	for	for	ADP
ajst-29290	139	23	big	big	ADJ
ajst-29290	139	24	data	datum	NOUN
ajst-29290	139	25	that	that	PRON
ajst-29290	139	26	is	be	AUX
ajst-29290	139	27	capable	capable	ADJ
ajst-29290	139	28	of	of	ADP
ajst-29290	139	29	handling	handle	VERB
ajst-29290	139	30	massive	massive	ADJ
ajst-29290	139	31	datasets	dataset	NOUN
ajst-29290	139	32	.	.	PUNCT
ajst-29290	140	1	it	it	PRON
ajst-29290	140	2	’s	’	VERB
ajst-29290	140	3	mapreduce	mapreduce	NOUN
ajst-29290	140	4	framework	framework	NOUN
ajst-29290	140	5	is	be	AUX
ajst-29290	140	6	suitable	suitable	ADJ
ajst-29290	140	7	for	for	ADP
ajst-29290	140	8	large	large	ADJ
ajst-29290	140	9	scale	scale	NOUN
ajst-29290	140	10	behavior	behavior	NOUN
ajst-29290	140	11	analysis	analysis	NOUN
ajst-29290	140	12	such	such	ADJ
ajst-29290	140	13	as	as	ADP
ajst-29290	140	14	identifying	identify	VERB
ajst-29290	140	15	patterns	pattern	NOUN
ajst-29290	140	16	or	or	CCONJ
ajst-29290	140	17	clusters	cluster	NOUN
ajst-29290	140	18	in	in	ADP
ajst-29290	140	19	user	user	NOUN
ajst-29290	140	20	activities	activity	NOUN
ajst-29290	140	21	as	as	SCONJ
ajst-29290	140	22	it	it	PRON
ajst-29290	140	23	splits	split	VERB
ajst-29290	140	24	tasks	task	NOUN
ajst-29290	140	25	across	across	ADP
ajst-29290	140	26	multiple	multiple	ADJ
ajst-29290	140	27	nodes	node	NOUN
ajst-29290	140	28	.	.	PUNCT
ajst-29290	141	1	apache	apache	NOUN
ajst-29290	141	2	spark	spark	NOUN
ajst-29290	141	3	is	be	AUX
ajst-29290	141	4	another	another	DET
ajst-29290	141	5	system	system	NOUN
ajst-29290	141	6	which	which	PRON
ajst-29290	141	7	is	be	AUX
ajst-29290	141	8	faster	fast	ADJ
ajst-29290	141	9	than	than	ADP
ajst-29290	141	10	hadoop	hadoop	NOUN
ajst-29290	141	11	and	and	CCONJ
ajst-29290	141	12	is	be	AUX
ajst-29290	141	13	more	more	ADV
ajst-29290	141	14	versatile	versatile	ADJ
ajst-29290	141	15	,	,	PUNCT
ajst-29290	141	16	it	it	PRON
ajst-29290	141	17	supports	support	VERB
ajst-29290	141	18	real	real	ADJ
ajst-29290	141	19	time	time	NOUN
ajst-29290	141	20	processing	processing	NOUN
ajst-29290	141	21	and	and	CCONJ
ajst-29290	141	22	other	other	ADJ
ajst-29290	141	23	workflows	workflow	NOUN
ajst-29290	141	24	such	such	ADJ
ajst-29290	141	25	as	as	ADP
ajst-29290	141	26	batch	batch	NOUN
ajst-29290	141	27	processing	processing	NOUN
ajst-29290	141	28	and	and	CCONJ
ajst-29290	141	29	machine	machine	NOUN
ajst-29290	141	30	learning	learning	NOUN
ajst-29290	141	31	.	.	PUNCT
ajst-29290	142	1	for	for	ADP
ajst-29290	142	2	example	example	NOUN
ajst-29290	142	3	,	,	PUNCT
ajst-29290	142	4	spark	spark	NOUN
ajst-29290	142	5	streaming	streaming	NOUN
ajst-29290	142	6	is	be	AUX
ajst-29290	142	7	especially	especially	ADV
ajst-29290	142	8	useful	useful	ADJ
ajst-29290	142	9	for	for	ADP
ajst-29290	142	10	monitoring	monitor	VERB
ajst-29290	142	11	user	user	NOUN
ajst-29290	142	12	interactions	interaction	NOUN
ajst-29290	142	13	in	in	ADP
ajst-29290	142	14	real	real	ADJ
ajst-29290	142	15	time	time	NOUN
ajst-29290	142	16	.	.	PUNCT
ajst-29290	143	1	big	big	ADJ
ajst-29290	143	2	data	data	NOUN
ajst-29290	143	3	tools	tool	NOUN
ajst-29290	143	4	such	such	ADJ
ajst-29290	143	5	as	as	ADP
ajst-29290	143	6	google	google	PROPN
ajst-29290	143	7	bigquery	bigquery	PROPN
ajst-29290	143	8	are	be	AUX
ajst-29290	143	9	used	use	VERB
ajst-29290	143	10	for	for	ADP
ajst-29290	143	11	large	large	ADJ
ajst-29290	143	12	data	datum	NOUN
ajst-29290	143	13	set	set	VERB
ajst-29290	143	14	querying	querying	NOUN
ajst-29290	143	15	and	and	CCONJ
ajst-29290	143	16	analysis	analysis	NOUN
ajst-29290	143	17	and	and	CCONJ
ajst-29290	143	18	enable	enable	VERB
ajst-29290	143	19	researchers	researcher	NOUN
ajst-29290	143	20	to	to	PART
ajst-29290	143	21	easily	easily	ADV
ajst-29290	143	22	query	query	VERB
ajst-29290	143	23	and	and	CCONJ
ajst-29290	143	24	explore	explore	VERB
ajst-29290	143	25	large	large	ADJ
ajst-29290	143	26	datasets	dataset	NOUN
ajst-29290	143	27	using	use	VERB
ajst-29290	143	28	sql	sql	NOUN
ajst-29290	143	29	like	like	ADP
ajst-29290	143	30	queries	query	NOUN
ajst-29290	143	31	.	.	PUNCT
ajst-29290	144	1	some	some	PRON
ajst-29290	144	2	of	of	ADP
ajst-29290	144	3	the	the	DET
ajst-29290	144	4	data	data	NOUN
ajst-29290	144	5	mining	mining	NOUN
ajst-29290	144	6	and	and	CCONJ
ajst-29290	144	7	machine	machine	NOUN
ajst-29290	144	8	learning	learning	NOUN
ajst-29290	144	9	libraries	library	NOUN
ajst-29290	144	10	that	that	PRON
ajst-29290	144	11	can	can	AUX
ajst-29290	144	12	scikit	scikit	VERB
ajst-29290	144	13	-	-	PUNCT
ajst-29290	144	14	learn	learn	VERB
ajst-29290	144	15	be	be	AUX
ajst-29290	144	16	in	in	ADP
ajst-29290	144	17	used	use	VERB
ajst-29290	144	18	python	python	NOUN
ajst-29290	144	19	for	for	ADP
ajst-29290	144	20	for	for	ADP
ajst-29290	144	21	the	the	DET
ajst-29290	144	22	tasks	task	NOUN
ajst-29290	144	23	analysis	analysis	NOUN
ajst-29290	144	24	like	like	ADP
ajst-29290	144	25	of	of	ADP
ajst-29290	144	26	user	user	NOUN
ajst-29290	144	27	users	user	NOUN
ajst-29290	144	28	prediction	prediction	NOUN
ajst-29290	144	29	,	,	PUNCT
ajst-29290	144	30	include	include	VERB
ajst-29290	144	31	sentiment	sentiment	NOUN
ajst-29290	144	32	analysis	analysis	NOUN
ajst-29290	144	33	and	and	CCONJ
ajst-29290	144	34	behavior	behavior	NOUN
ajst-29290	144	35	segmentation	segmentation	NOUN
ajst-29290	144	36	.	.	PUNCT
ajst-29290	145	1	some	some	PRON
ajst-29290	145	2	of	of	ADP
ajst-29290	145	3	the	the	DET
ajst-29290	145	4	deep	deep	ADJ
ajst-29290	145	5	learning	learning	NOUN
ajst-29290	145	6	frameworks	framework	NOUN
ajst-29290	145	7	that	that	PRON
ajst-29290	145	8	are	be	AUX
ajst-29290	145	9	used	use	VERB
ajst-29290	145	10	for	for	ADP
ajst-29290	145	11	analyzing	analyze	VERB
ajst-29290	145	12	of	of	ADP
ajst-29290	145	13	complex	complex	ADJ
ajst-29290	145	14	data	datum	NOUN
ajst-29290	145	15	including	include	VERB
ajst-29290	145	16	images	image	NOUN
ajst-29290	145	17	,	,	PUNCT
ajst-29290	145	18	videos	video	NOUN
ajst-29290	145	19	,	,	PUNCT
ajst-29290	145	20	and	and	CCONJ
ajst-29290	145	21	texts	text	NOUN
ajst-29290	145	22	are	be	AUX
ajst-29290	145	23	tensorflow	tensorflow	NOUN
ajst-29290	145	24	and	and	CCONJ
ajst-29290	145	25	pytorch	pytorch	NOUN
ajst-29290	145	26	.	.	PUNCT
ajst-29290	146	1	5.3	5.3	NUM
ajst-29290	146	2	.	.	PUNCT
ajst-29290	146	3	real	real	ADJ
ajst-29290	146	4	-	-	PUNCT
ajst-29290	146	5	time	time	NOUN
ajst-29290	146	6	analysis	analysis	NOUN
ajst-29290	146	7	and	and	CCONJ
ajst-29290	146	8	prediction	prediction	NOUN
ajst-29290	146	9	in	in	ADP
ajst-29290	146	10	social	social	ADJ
ajst-29290	146	11	networks	network	NOUN
ajst-29290	146	12	,	,	PUNCT
ajst-29290	146	13	user	user	NOUN
ajst-29290	146	14	behavior	behavior	NOUN
ajst-29290	146	15	is	be	AUX
ajst-29290	146	16	not	not	PART
ajst-29290	146	17	static	static	ADJ
ajst-29290	146	18	.	.	PUNCT
ajst-29290	147	1	real	real	ADJ
ajst-29290	147	2	-	-	PUNCT
ajst-29290	147	3	time	time	NOUN
ajst-29290	147	4	analysis	analysis	NOUN
ajst-29290	147	5	and	and	CCONJ
ajst-29290	147	6	prediction	prediction	NOUN
ajst-29290	147	7	help	help	VERB
ajst-29290	147	8	the	the	DET
ajst-29290	147	9	platforms	platform	NOUN
ajst-29290	147	10	to	to	PART
ajst-29290	147	11	address	address	VERB
ajst-29290	147	12	user	user	NOUN
ajst-29290	147	13	’s	’s	PART
ajst-29290	147	14	needs	need	NOUN
ajst-29290	147	15	in	in	ADP
ajst-29290	147	16	the	the	DET
ajst-29290	147	17	right	right	ADJ
ajst-29290	147	18	time	time	NOUN
ajst-29290	147	19	and	and	CCONJ
ajst-29290	147	20	enhance	enhance	VERB
ajst-29290	147	21	the	the	DET
ajst-29290	147	22	overall	overall	ADJ
ajst-29290	147	23	experience	experience	NOUN
ajst-29290	147	24	.	.	PUNCT
ajst-29290	148	1	real	real	ADJ
ajst-29290	148	2	-	-	PUNCT
ajst-29290	148	3	time	time	NOUN
ajst-29290	148	4	analysis	analysis	NOUN
ajst-29290	148	5	incorporates	incorporate	VERB
ajst-29290	148	6	technologies	technology	NOUN
ajst-29290	148	7	such	such	ADJ
ajst-29290	148	8	as	as	ADP
ajst-29290	148	9	apache	apache	PROPN
ajst-29290	148	10	kafka	kafka	PROPN
ajst-29290	148	11	and	and	CCONJ
ajst-29290	148	12	spark	spark	VERB
ajst-29290	148	13	streaming	streaming	NOUN
ajst-29290	148	14	to	to	PART
ajst-29290	148	15	capture	capture	VERB
ajst-29290	148	16	and	and	CCONJ
ajst-29290	148	17	analyze	analyze	VERB
ajst-29290	148	18	the	the	DET
ajst-29290	148	19	user	user	NOUN
ajst-29290	148	20	activity	activity	NOUN
ajst-29290	148	21	streams	stream	VERB
ajst-29290	148	22	in	in	ADP
ajst-29290	148	23	real	real	ADJ
ajst-29290	148	24	time	time	NOUN
ajst-29290	148	25	.	.	PUNCT
ajst-29290	149	1	for	for	ADP
ajst-29290	149	2	instance	instance	NOUN
ajst-29290	149	3	,	,	PUNCT
ajst-29290	149	4	or	or	CCONJ
ajst-29290	149	5	the	the	DET
ajst-29290	149	6	ads	ad	NOUN
ajst-29290	149	7	platforms	platform	VERB
ajst-29290	149	8	placement	placement	NOUN
ajst-29290	149	9	.	.	PUNCT
ajst-29290	150	1	can	can	AUX
ajst-29290	150	2	the	the	DET
ajst-29290	150	3	be	be	AUX
ajst-29290	150	4	user	user	NOUN
ajst-29290	150	5	’s	’s	PART
ajst-29290	150	6	able	able	ADJ
ajst-29290	150	7	actions	action	NOUN
ajst-29290	150	8	,	,	PUNCT
ajst-29290	150	9	to	to	PART
ajst-29290	150	10	content	content	NOUN
ajst-29290	150	11	track	track	NOUN
ajst-29290	150	12	preferences	preference	NOUN
ajst-29290	150	13	real	real	ADJ
ajst-29290	150	14	or	or	CCONJ
ajst-29290	150	15	time	time	NOUN
ajst-29290	150	16	interaction	interaction	NOUN
ajst-29290	150	17	activities	activity	NOUN
ajst-29290	150	18	frequencies	frequency	NOUN
ajst-29290	150	19	such	such	ADJ
ajst-29290	150	20	are	be	AUX
ajst-29290	150	21	as	as	ADP
ajst-29290	150	22	analyzed	analyze	VERB
ajst-29290	150	23	likes	like	NOUN
ajst-29290	150	24	with	with	ADP
ajst-29290	150	25	and	and	CCONJ
ajst-29290	150	26	the	the	DET
ajst-29290	150	27	comments	comment	NOUN
ajst-29290	150	28	help	help	VERB
ajst-29290	150	29	and	and	CCONJ
ajst-29290	150	30	of	of	ADP
ajst-29290	150	31	alter	alter	NOUN
ajst-29290	150	32	recommendations	recommendation	NOUN
ajst-29290	150	33	machine	machine	NOUN
ajst-29290	150	34	learning	learn	VERB
ajst-29290	150	35	algorithms	algorithm	NOUN
ajst-29290	150	36	such	such	ADJ
ajst-29290	150	37	as	as	ADP
ajst-29290	150	38	arima	arima	NOUN
ajst-29290	150	39	models	model	NOUN
ajst-29290	150	40	or	or	CCONJ
ajst-29290	150	41	lstm	lstm	NOUN
ajst-29290	150	42	networks	network	NOUN
ajst-29290	150	43	for	for	ADP
ajst-29290	150	44	user	user	NOUN
ajst-29290	150	45	behaviour	behaviour	NOUN
ajst-29290	150	46	trend	trend	NOUN
ajst-29290	150	47	prediction	prediction	NOUN
ajst-29290	150	48	.	.	PUNCT
ajst-29290	151	1	these	these	DET
ajst-29290	151	2	predictions	prediction	NOUN
ajst-29290	151	3	are	be	AUX
ajst-29290	151	4	used	use	VERB
ajst-29290	151	5	for	for	ADP
ajst-29290	151	6	creating	create	VERB
ajst-29290	151	7	processing	processing	NOUN
ajst-29290	151	8	personalized	personalize	VERB
ajst-29290	151	9	to	to	ADP
ajst-29290	151	10	recommendations	recommendation	NOUN
ajst-29290	151	11	determine	determine	VERB
ajst-29290	151	12	and	and	CCONJ
ajst-29290	151	13	the	the	DET
ajst-29290	151	14	enhancing	enhance	VERB
ajst-29290	151	15	sentiment	sentiment	NOUN
ajst-29290	151	16	the	the	PRON
ajst-29290	151	17	of	of	ADP
ajst-29290	151	18	platform	platform	NOUN
ajst-29290	151	19	.	.	PUNCT
ajst-29290	152	1	the	the	DET
ajst-29290	152	2	sentiment	sentiment	NOUN
ajst-29290	152	3	-	-	PUNCT
ajst-29290	152	4	oriented	orient	VERB
ajst-29290	152	5	content	content	NOUN
ajst-29290	152	6	analysis	analysis	NOUN
ajst-29290	152	7	generated	generate	VERB
ajst-29290	152	8	involves	involve	NOUN
ajst-29290	152	9	by	by	ADP
ajst-29290	152	10	the	the	DET
ajst-29290	152	11	the	the	DET
ajst-29290	152	12	use	use	NOUN
ajst-29290	152	13	users	user	NOUN
ajst-29290	152	14	of	of	ADP
ajst-29290	152	15	and	and	CCONJ
ajst-29290	152	16	natural	natural	ADJ
ajst-29290	152	17	help	help	NOUN
ajst-29290	152	18	language	language	NOUN
ajst-29290	152	19	in	in	ADP
ajst-29290	152	20	organizing	organize	VERB
ajst-29290	152	21	the	the	DET
ajst-29290	152	22	content	content	NOUN
ajst-29290	152	23	or	or	CCONJ
ajst-29290	152	24	identifying	identify	VERB
ajst-29290	152	25	crisis	crisis	NOUN
ajst-29290	152	26	.	.	PUNCT
ajst-29290	153	1	5.4	5.4	NUM
ajst-29290	153	2	.	.	PUNCT
ajst-29290	153	3	privacy	privacy	NOUN
ajst-29290	153	4	protection	protection	NOUN
ajst-29290	153	5	and	and	CCONJ
ajst-29290	153	6	data	datum	NOUN
ajst-29290	153	7	security	security	NOUN
ajst-29290	153	8	privacy	privacy	NOUN
ajst-29290	153	9	protection	protection	NOUN
ajst-29290	153	10	consists	consist	VERB
ajst-29290	153	11	in	in	ADP
ajst-29290	153	12	the	the	DET
ajst-29290	153	13	process	process	NOUN
ajst-29290	153	14	of	of	ADP
ajst-29290	153	15	data	datum	NOUN
ajst-29290	153	16	anonymization	anonymization	NOUN
ajst-29290	153	17	where	where	SCONJ
ajst-29290	153	18	,	,	PUNCT
ajst-29290	153	19	for	for	ADP
ajst-29290	153	20	example	example	NOUN
ajst-29290	153	21	,	,	PUNCT
ajst-29290	153	22	personal	personal	ADJ
ajst-29290	153	23	information	information	NOUN
ajst-29290	153	24	including	include	VERB
ajst-29290	153	25	names	name	NOUN
ajst-29290	153	26	is	be	AUX
ajst-29290	153	27	and	and	CCONJ
ajst-29290	153	28	differential	differential	ADJ
ajst-29290	153	29	contact	contact	NOUN
ajst-29290	153	30	privacy	privacy	NOUN
ajst-29290	153	31	information	information	NOUN
ajst-29290	153	32	where	where	SCONJ
ajst-29290	153	33	is	be	AUX
ajst-29290	153	34	it	it	PRON
ajst-29290	153	35	removed	remove	VERB
ajst-29290	153	36	is	be	AUX
ajst-29290	153	37	from	from	ADP
ajst-29290	153	38	ensured	ensure	VERB
ajst-29290	153	39	data	datum	NOUN
ajst-29290	153	40	that	that	PRON
ajst-29290	153	41	so	so	ADV
ajst-29290	153	42	specific	specific	ADJ
ajst-29290	153	43	that	that	SCONJ
ajst-29290	153	44	data	datum	NOUN
ajst-29290	153	45	sensitive	sensitive	ADJ
ajst-29290	153	46	of	of	ADP
ajst-29290	153	47	information	information	NOUN
ajst-29290	154	1	a	a	PRON
ajst-29290	154	2	is	be	AUX
ajst-29290	154	3	user	user	NOUN
ajst-29290	154	4	not	not	PART
ajst-29290	154	5	can	can	AUX
ajst-29290	154	6	not	not	PART
ajst-29290	154	7	disclosed	disclose	VERB
ajst-29290	154	8	.	.	PUNCT
ajst-29290	155	1	be	be	AUX
ajst-29290	155	2	the	the	DET
ajst-29290	155	3	revealed	reveal	VERB
ajst-29290	155	4	most	most	ADJ
ajst-29290	155	5	even	even	ADV
ajst-29290	155	6	common	common	ADJ
ajst-29290	155	7	if	if	SCONJ
ajst-29290	155	8	technique	technique	NOUN
ajst-29290	155	9	the	the	DET
ajst-29290	155	10	aggregated	aggregate	VERB
ajst-29290	155	11	data	datum	NOUN
ajst-29290	155	12	is	be	AUX
ajst-29290	155	13	given	give	VERB
ajst-29290	155	14	.	.	PUNCT
ajst-29290	156	1	data	datum	NOUN
ajst-29290	156	2	security	security	NOUN
ajst-29290	156	3	:	:	PUNCT
ajst-29290	156	4	it	it	PRON
ajst-29290	156	5	uses	use	VERB
ajst-29290	156	6	encryption	encryption	NOUN
ajst-29290	156	7	protocols	protocol	NOUN
ajst-29290	156	8	including	include	VERB
ajst-29290	156	9	ssl	ssl	PROPN
ajst-29290	156	10	/	/	SYM
ajst-29290	156	11	tls	tls	NOUN
ajst-29290	156	12	for	for	ADP
ajst-29290	156	13	encrypting	encrypt	VERB
ajst-29290	156	14	data	datum	NOUN
ajst-29290	156	15	while	while	SCONJ
ajst-29290	156	16	transferring	transfer	VERB
ajst-29290	156	17	and	and	CCONJ
ajst-29290	156	18	storing	store	VERB
ajst-29290	156	19	it	it	PRON
ajst-29290	156	20	.	.	PUNCT
ajst-29290	157	1	some	some	PRON
ajst-29290	157	2	of	of	ADP
ajst-29290	157	3	the	the	DET
ajst-29290	157	4	measures	measure	NOUN
ajst-29290	157	5	include	include	VERB
ajst-29290	157	6	limiting	limit	VERB
ajst-29290	157	7	access	access	NOUN
ajst-29290	157	8	to	to	ADP
ajst-29290	157	9	only	only	ADV
ajst-29290	157	10	authorized	authorize	VERB
ajst-29290	157	11	persons	person	NOUN
ajst-29290	157	12	to	to	PART
ajst-29290	157	13	handle	handle	VERB
ajst-29290	157	14	sensitive	sensitive	ADJ
ajst-29290	157	15	information	information	NOUN
ajst-29290	157	16	and	and	CCONJ
ajst-29290	157	17	logging	logging	NOUN
ajst-29290	157	18	of	of	ADP
ajst-29290	157	19	all	all	DET
ajst-29290	157	20	access	access	NOUN
ajst-29290	157	21	to	to	PART
ajst-29290	157	22	ensure	ensure	VERB
ajst-29290	157	23	accountability	accountability	NOUN
ajst-29290	157	24	and	and	CCONJ
ajst-29290	157	25	to	to	PART
ajst-29290	157	26	meet	meet	VERB
ajst-29290	157	27	compliance	compliance	NOUN
ajst-29290	157	28	requirements	requirement	NOUN
ajst-29290	157	29	.	.	PUNCT
ajst-29290	158	1	the	the	DET
ajst-29290	158	2	following	follow	VERB
ajst-29290	158	3	are	be	AUX
ajst-29290	158	4	some	some	PRON
ajst-29290	158	5	of	of	ADP
ajst-29290	158	6	the	the	DET
ajst-29290	158	7	technologies	technology	NOUN
ajst-29290	158	8	that	that	PRON
ajst-29290	158	9	provide	provide	VERB
ajst-29290	158	10	robust	robust	ADJ
ajst-29290	158	11	support	support	NOUN
ajst-29290	158	12	for	for	ADP
ajst-29290	158	13	understanding	understand	VERB
ajst-29290	158	14	user	user	NOUN
ajst-29290	158	15	behaviors	behavior	NOUN
ajst-29290	158	16	in	in	ADP
ajst-29290	158	17	social	social	ADJ
ajst-29290	158	18	networks	network	NOUN
ajst-29290	158	19	and	and	CCONJ
ajst-29290	158	20	at	at	ADP
ajst-29290	158	21	the	the	DET
ajst-29290	158	22	same	same	ADJ
ajst-29290	158	23	time	time	NOUN
ajst-29290	158	24	address	address	NOUN
ajst-29290	158	25	issues	issue	NOUN
ajst-29290	158	26	of	of	ADP
ajst-29290	158	27	privacy	privacy	NOUN
ajst-29290	158	28	and	and	CCONJ
ajst-29290	158	29	security	security	NOUN
ajst-29290	158	30	.	.	PUNCT
ajst-29290	159	1	this	this	DET
ajst-29290	159	2	way	way	NOUN
ajst-29290	159	3	,	,	PUNCT
ajst-29290	159	4	both	both	DET
ajst-29290	159	5	parties	party	NOUN
ajst-29290	159	6	can	can	AUX
ajst-29290	159	7	benefit	benefit	VERB
ajst-29290	159	8	from	from	ADP
ajst-29290	159	9	the	the	DET
ajst-29290	159	10	platforms	platform	NOUN
ajst-29290	159	11	without	without	ADP
ajst-29290	159	12	raising	raise	VERB
ajst-29290	159	13	security	security	NOUN
ajst-29290	159	14	and	and	CCONJ
ajst-29290	159	15	privacy	privacy	NOUN
ajst-29290	159	16	concerns	concern	NOUN
ajst-29290	159	17	from	from	ADP
ajst-29290	159	18	the	the	DET
ajst-29290	159	19	users	user	NOUN
ajst-29290	159	20	.	.	PUNCT
ajst-29290	160	1	6	6	X
ajst-29290	160	2	.	.	X
ajst-29290	160	3	challenges	challenge	NOUN
ajst-29290	160	4	and	and	CCONJ
ajst-29290	160	5	future	future	ADJ
ajst-29290	160	6	directions	direction	NOUN
ajst-29290	160	7	with	with	ADP
ajst-29290	160	8	the	the	DET
ajst-29290	160	9	been	be	AUX
ajst-29290	160	10	a	a	DET
ajst-29290	160	11	increasing	increase	VERB
ajst-29290	160	12	great	great	ADJ
ajst-29290	160	13	use	use	NOUN
ajst-29290	160	14	improvement	improvement	NOUN
ajst-29290	160	15	.	.	PUNCT
ajst-29290	161	1	of	of	ADP
ajst-29290	161	2	however	however	ADV
ajst-29290	161	3	,	,	PUNCT
ajst-29290	161	4	big	big	ADJ
ajst-29290	161	5	there	there	PRON
ajst-29290	161	6	data	datum	NOUN
ajst-29290	161	7	are	be	AUX
ajst-29290	161	8	technologies	technology	NOUN
ajst-29290	161	9	still	still	ADV
ajst-29290	161	10	especially	especially	ADV
ajst-29290	161	11	some	some	PRON
ajst-29290	161	12	in	in	ADP
ajst-29290	161	13	issues	issue	NOUN
ajst-29290	161	14	user	user	NOUN
ajst-29290	161	15	that	that	PRON
ajst-29290	161	16	behavior	behavior	NOUN
ajst-29290	161	17	need	need	VERB
ajst-29290	161	18	analysis	analysis	NOUN
ajst-29290	161	19	to	to	PART
ajst-29290	161	20	on	on	ADP
ajst-29290	161	21	be	be	AUX
ajst-29290	161	22	social	social	ADJ
ajst-29290	161	23	addressed	address	VERB
ajst-29290	161	24	networks	network	NOUN
ajst-29290	161	25	,	,	PUNCT
ajst-29290	161	26	and	and	CCONJ
ajst-29290	161	27	there	there	PRON
ajst-29290	161	28	solved	solve	VERB
ajst-29290	161	29	has	have	AUX
ajst-29290	161	30	with	with	ADP
ajst-29290	161	31	new	new	ADJ
ajst-29290	161	32	approaches	approach	NOUN
ajst-29290	161	33	.	.	PUNCT
ajst-29290	162	1	data	datum	NOUN
ajst-29290	162	2	quality	quality	NOUN
ajst-29290	162	3	is	be	AUX
ajst-29290	162	4	still	still	ADV
ajst-29290	162	5	a	a	DET
ajst-29290	162	6	major	major	ADJ
ajst-29290	162	7	concern	concern	NOUN
ajst-29290	162	8	as	as	SCONJ
ajst-29290	162	9	it	it	PRON
ajst-29290	162	10	is	be	AUX
ajst-29290	162	11	with	with	ADP
ajst-29290	162	12	social	social	ADJ
ajst-29290	162	13	network	network	NOUN
ajst-29290	162	14	datasets	dataset	NOUN
ajst-29290	162	15	which	which	PRON
ajst-29290	162	16	noise	noise	VERB
ajst-29290	162	17	,	,	PUNCT
ajst-29290	162	18	may	may	AUX
ajst-29290	162	19	fake	fake	VERB
ajst-29290	162	20	contain	contain	NOUN
ajst-29290	162	21	data	datum	NOUN
ajst-29290	162	22	and	and	CCONJ
ajst-29290	162	23	malicious	malicious	ADJ
ajst-29290	162	24	data	datum	NOUN
ajst-29290	162	25	which	which	PRON
ajst-29290	162	26	affects	affect	VERB
ajst-29290	162	27	the	the	DET
ajst-29290	162	28	accuracy	accuracy	NOUN
ajst-29290	162	29	of	of	ADP
ajst-29290	162	30	results	result	NOUN
ajst-29290	162	31	.	.	PUNCT
ajst-29290	163	1	for	for	ADP
ajst-29290	163	2	instance	instance	NOUN
ajst-29290	163	3	,	,	PUNCT
ajst-29290	163	4	poor	poor	ADJ
ajst-29290	163	5	quality	quality	NOUN
ajst-29290	163	6	of	of	ADP
ajst-29290	163	7	data	datum	NOUN
ajst-29290	163	8	can	can	AUX
ajst-29290	163	9	lead	lead	VERB
ajst-29290	163	10	to	to	ADP
ajst-29290	163	11	wrong	wrong	ADJ
ajst-29290	163	12	predictions	prediction	NOUN
ajst-29290	163	13	of	of	ADP
ajst-29290	163	14	users	user	NOUN
ajst-29290	163	15	’	’	PART
ajst-29290	163	16	preferences	preference	NOUN
ajst-29290	163	17	and	and	CCONJ
ajst-29290	163	18	behaviours	behaviour	NOUN
ajst-29290	163	19	,	,	PUNCT
ajst-29290	163	20	therefore	therefore	ADV
ajst-29290	163	21	underlining	underline	VERB
ajst-29290	163	22	the	the	DET
ajst-29290	163	23	importance	importance	NOUN
ajst-29290	163	24	of	of	ADP
ajst-29290	163	25	proper	proper	ADJ
ajst-29290	163	26	data	datum	NOUN
ajst-29290	163	27	cleaning	cleaning	NOUN
ajst-29290	163	28	and	and	CCONJ
ajst-29290	163	29	validation	validation	NOUN
ajst-29290	163	30	.	.	PUNCT
ajst-29290	164	1	privacy	privacy	NOUN
ajst-29290	164	2	issues	issue	NOUN
ajst-29290	164	3	are	be	AUX
ajst-29290	164	4	also	also	ADV
ajst-29290	164	5	key	key	ADJ
ajst-29290	164	6	issues	issue	NOUN
ajst-29290	164	7	in	in	ADP
ajst-29290	164	8	this	this	DET
ajst-29290	164	9	area	area	NOUN
ajst-29290	164	10	as	as	ADV
ajst-29290	164	11	well	well	ADV
ajst-29290	164	12	.	.	PUNCT
ajst-29290	165	1	due	due	ADP
ajst-29290	165	2	to	to	ADP
ajst-29290	165	3	the	the	DET
ajst-29290	165	4	policies	policy	NOUN
ajst-29290	165	5	like	like	ADP
ajst-29290	165	6	gdpr	gdpr	NOUN
ajst-29290	165	7	it	it	PRON
ajst-29290	165	8	has	have	AUX
ajst-29290	165	9	become	become	VERB
ajst-29290	165	10	essential	essential	ADJ
ajst-29290	165	11	to	to	PART
ajst-29290	165	12	handle	handle	VERB
ajst-29290	165	13	user	user	NOUN
ajst-29290	165	14	data	datum	NOUN
ajst-29290	165	15	properly	properly	ADV
ajst-29290	165	16	,	,	PUNCT
ajst-29290	165	17	the	the	DET
ajst-29290	165	18	process	process	NOUN
ajst-29290	165	19	of	of	ADP
ajst-29290	165	20	collecting	collecting	NOUN
ajst-29290	165	21	,	,	PUNCT
ajst-29290	165	22	storing	store	VERB
ajst-29290	165	23	and	and	CCONJ
ajst-29290	165	24	analyzing	analyzing	NOUN
ajst-29290	165	25	be	be	AUX
ajst-29290	165	26	it	it	PRON
ajst-29290	165	27	encrypted	encrypt	VERB
ajst-29290	165	28	being	be	AUX
ajst-29290	165	29	to	to	ADP
ajst-29290	165	30	no	no	DET
ajst-29290	165	31	protect	protect	NOUN
ajst-29290	165	32	exception	exception	NOUN
ajst-29290	165	33	.	.	PUNCT
ajst-29290	166	1	the	the	DET
ajst-29290	166	2	some	some	DET
ajst-29290	166	3	rights	right	NOUN
ajst-29290	166	4	data	datum	NOUN
ajst-29290	166	5	of	of	ADP
ajst-29290	166	6	which	which	PRON
ajst-29290	166	7	the	the	DET
ajst-29290	166	8	may	may	PROPN
ajst-29290	166	9	users	user	NOUN
ajst-29290	166	10	.	.	PUNCT
ajst-29290	166	11	include	include	VERB
ajst-29290	166	12	if	if	SCONJ
ajst-29290	166	13	locations	location	NOUN
ajst-29290	166	14	these	these	DET
ajst-29290	166	15	or	or	CCONJ
ajst-29290	166	16	issues	issue	NOUN
ajst-29290	166	17	preferences	preference	NOUN
ajst-29290	166	18	are	be	AUX
ajst-29290	166	19	of	of	ADP
ajst-29290	166	20	not	not	PART
ajst-29290	166	21	users	user	NOUN
ajst-29290	166	22	solved	solve	VERB
ajst-29290	166	23	are	be	AUX
ajst-29290	166	24	in	in	ADP
ajst-29290	166	25	required	require	VERB
ajst-29290	166	26	the	the	DET
ajst-29290	166	27	to	to	ADP
ajst-29290	166	28	right	right	ADJ
ajst-29290	166	29	manner	manner	NOUN
ajst-29290	166	30	then	then	ADV
ajst-29290	166	31	it	it	PRON
ajst-29290	166	32	will	will	AUX
ajst-29290	166	33	create	create	VERB
ajst-29290	166	34	a	a	DET
ajst-29290	166	35	problem	problem	NOUN
ajst-29290	166	36	in	in	ADP
ajst-29290	166	37	the	the	DET
ajst-29290	166	38	relationship	relationship	NOUN
ajst-29290	166	39	between	between	ADP
ajst-29290	166	40	the	the	DET
ajst-29290	166	41	platform	platform	NOUN
ajst-29290	166	42	and	and	CCONJ
ajst-29290	166	43	the	the	DET
ajst-29290	166	44	users	user	NOUN
ajst-29290	166	45	.	.	PUNCT
ajst-29290	167	1	another	another	DET
ajst-29290	167	2	challenge	challenge	NOUN
ajst-29290	167	3	that	that	PRON
ajst-29290	167	4	is	be	AUX
ajst-29290	167	5	evident	evident	ADJ
ajst-29290	167	6	is	be	AUX
ajst-29290	167	7	that	that	PRON
ajst-29290	167	8	of	of	ADP
ajst-29290	167	9	algorithmic	algorithmic	ADJ
ajst-29290	167	10	biases	bias	NOUN
ajst-29290	167	11	.	.	PUNCT
ajst-29290	168	1	thus	thus	ADV
ajst-29290	168	2	,	,	PUNCT
ajst-29290	168	3	the	the	DET
ajst-29290	168	4	personalized	personalized	ADJ
ajst-29290	168	5	systems	system	NOUN
ajst-29290	168	6	that	that	PRON
ajst-29290	168	7	are	be	AUX
ajst-29290	168	8	based	base	VERB
ajst-29290	168	9	on	on	ADP
ajst-29290	168	10	the	the	DET
ajst-29290	168	11	user	user	NOUN
ajst-29290	168	12	’s	’s	PART
ajst-29290	168	13	data	datum	NOUN
ajst-29290	168	14	can	can	AUX
ajst-29290	168	15	the	the	DET
ajst-29290	168	16	perpetuate	perpetuate	ADJ
ajst-29290	168	17	health	health	NOUN
ajst-29290	168	18	certain	certain	ADJ
ajst-29290	168	19	recommendation	recommendation	NOUN
ajst-29290	168	20	biases	bias	NOUN
ajst-29290	168	21	algorithms	algorithm	NOUN
ajst-29290	168	22	and	and	CCONJ
ajst-29290	168	23	can	can	AUX
ajst-29290	168	24	exclude	exclude	VERB
ajst-29290	168	25	have	have	VERB
ajst-29290	168	26	some	some	PRON
ajst-29290	168	27	a	a	DET
ajst-29290	168	28	groups	group	NOUN
ajst-29290	168	29	great	great	ADJ
ajst-29290	168	30	from	from	ADP
ajst-29290	168	31	social	social	ADJ
ajst-29290	168	32	consideration	consideration	NOUN
ajst-29290	168	33	.	.	PUNCT
ajst-29290	169	1	impact	impact	NOUN
ajst-29290	169	2	.	.	PUNCT
ajst-29290	170	1	for	for	ADP
ajst-29290	170	2	this	this	DET
ajst-29290	170	3	instance	instance	NOUN
ajst-29290	170	4	,	,	PUNCT
ajst-29290	170	5	is	be	AUX
ajst-29290	170	6	the	the	PRON
ajst-29290	170	7	where	where	SCONJ
ajst-29290	170	8	biases	bias	NOUN
ajst-29290	170	9	the	the	PRON
ajst-29290	170	10	in	in	ADP
ajst-29290	170	11	concept	concept	NOUN
ajst-29290	170	12	of	of	ADP
ajst-29290	170	13	open	open	ADJ
ajst-29290	170	14	and	and	CCONJ
ajst-29290	170	15	just	just	ADV
ajst-29290	170	16	algorithms	algorithm	NOUN
ajst-29290	170	17	come	come	VERB
ajst-29290	170	18	in	in	ADP
ajst-29290	170	19	to	to	PART
ajst-29290	170	20	play	play	VERB
ajst-29290	170	21	with	with	ADP
ajst-29290	170	22	the	the	DET
ajst-29290	170	23	aim	aim	NOUN
ajst-29290	170	24	of	of	ADP
ajst-29290	170	25	eliminating	eliminate	VERB
ajst-29290	170	26	such	such	ADJ
ajst-29290	170	27	negative	negative	ADJ
ajst-29290	170	28	impacts	impact	NOUN
ajst-29290	170	29	.	.	PUNCT
ajst-29290	171	1	also	also	ADV
ajst-29290	171	2	,	,	PUNCT
ajst-29290	171	3	computational	computational	ADJ
ajst-29290	171	4	constraints	constraint	NOUN
ajst-29290	171	5	are	be	AUX
ajst-29290	171	6	also	also	ADV
ajst-29290	171	7	emerging	emerge	VERB
ajst-29290	171	8	as	as	ADP
ajst-29290	171	9	79	79	NUM
ajst-29290	171	10	significant	significant	ADJ
ajst-29290	171	11	factors	factor	NOUN
ajst-29290	171	12	.	.	PUNCT
ajst-29290	172	1	this	this	PRON
ajst-29290	172	2	is	be	AUX
ajst-29290	172	3	because	because	SCONJ
ajst-29290	172	4	of	of	ADP
ajst-29290	172	5	the	the	DET
ajst-29290	172	6	exponential	exponential	ADJ
ajst-29290	172	7	growth	growth	NOUN
ajst-29290	172	8	of	of	ADP
ajst-29290	172	9	social	social	ADJ
ajst-29290	172	10	network	network	NOUN
ajst-29290	172	11	data	datum	NOUN
ajst-29290	172	12	and	and	CCONJ
ajst-29290	172	13	the	the	DET
ajst-29290	172	14	challenges	challenge	NOUN
ajst-29290	172	15	that	that	PRON
ajst-29290	172	16	come	come	VERB
ajst-29290	172	17	with	with	ADP
ajst-29290	172	18	processing	processing	NOUN
ajst-29290	172	19	and	and	CCONJ
ajst-29290	172	20	analyzing	analyze	VERB
ajst-29290	172	21	big	big	ADJ
ajst-29290	172	22	data	datum	NOUN
ajst-29290	172	23	.	.	PUNCT
ajst-29290	173	1	although	although	SCONJ
ajst-29290	173	2	,	,	PUNCT
ajst-29290	173	3	there	there	PRON
ajst-29290	173	4	is	be	VERB
ajst-29290	173	5	an	an	DET
ajst-29290	173	6	option	option	NOUN
ajst-29290	173	7	of	of	ADP
ajst-29290	173	8	using	use	VERB
ajst-29290	173	9	cloud	cloud	NOUN
ajst-29290	173	10	-	-	PUNCT
ajst-29290	173	11	based	base	VERB
ajst-29290	173	12	solutions	solution	NOUN
ajst-29290	173	13	,	,	PUNCT
ajst-29290	173	14	the	the	DET
ajst-29290	173	15	improvement	improvement	NOUN
ajst-29290	173	16	of	of	ADP
ajst-29290	173	17	the	the	DET
ajst-29290	173	18	algorithms	algorithm	NOUN
ajst-29290	173	19	for	for	ADP
ajst-29290	173	20	large	large	ADJ
ajst-29290	173	21	-	-	PUNCT
ajst-29290	173	22	scale	scale	NOUN
ajst-29290	173	23	and	and	CCONJ
ajst-29290	173	24	efficient	efficient	ADJ
ajst-29290	173	25	processing	processing	NOUN
ajst-29290	173	26	is	be	AUX
ajst-29290	173	27	a	a	DET
ajst-29290	173	28	major	major	ADJ
ajst-29290	173	29	concern	concern	NOUN
ajst-29290	173	30	.	.	PUNCT
ajst-29290	174	1	to	to	ADP
ajst-29290	174	2	the	the	DET
ajst-29290	174	3	future	future	NOUN
ajst-29290	174	4	,	,	PUNCT
ajst-29290	174	5	the	the	DET
ajst-29290	174	6	application	application	NOUN
ajst-29290	174	7	of	of	ADP
ajst-29290	174	8	artificial	artificial	ADJ
ajst-29290	174	9	intelligence	intelligence	NOUN
ajst-29290	174	10	in	in	ADP
ajst-29290	174	11	social	social	ADJ
ajst-29290	174	12	networks	network	NOUN
ajst-29290	174	13	is	be	AUX
ajst-29290	174	14	expected	expect	VERB
ajst-29290	174	15	to	to	PART
ajst-29290	174	16	bring	bring	VERB
ajst-29290	174	17	about	about	ADP
ajst-29290	174	18	great	great	ADJ
ajst-29290	174	19	possibilities	possibility	NOUN
ajst-29290	174	20	.	.	PUNCT
ajst-29290	175	1	due	due	ADP
ajst-29290	175	2	to	to	ADP
ajst-29290	175	3	the	the	DET
ajst-29290	175	4	advancement	advancement	NOUN
ajst-29290	175	5	in	in	ADP
ajst-29290	175	6	machine	machine	NOUN
ajst-29290	175	7	learning	learning	NOUN
ajst-29290	175	8	and	and	CCONJ
ajst-29290	175	9	deep	deep	ADJ
ajst-29290	175	10	learning	learning	NOUN
ajst-29290	175	11	,	,	PUNCT
ajst-29290	175	12	the	the	DET
ajst-29290	175	13	future	future	ADJ
ajst-29290	175	14	user	user	NOUN
ajst-29290	175	15	behavior	behavior	NOUN
ajst-29290	175	16	analysis	analysis	NOUN
ajst-29290	175	17	can	can	AUX
ajst-29290	175	18	be	be	AUX
ajst-29290	175	19	expected	expect	VERB
ajst-29290	175	20	to	to	PART
ajst-29290	175	21	give	give	VERB
ajst-29290	175	22	more	more	ADV
ajst-29290	175	23	accurate	accurate	ADJ
ajst-29290	175	24	predictions	prediction	NOUN
ajst-29290	175	25	and	and	CCONJ
ajst-29290	175	26	very	very	ADV
ajst-29290	175	27	accurate	accurate	ADJ
ajst-29290	175	28	recommendations	recommendation	NOUN
ajst-29290	175	29	.	.	PUNCT
ajst-29290	176	1	for	for	ADP
ajst-29290	176	2	instance	instance	NOUN
ajst-29290	176	3	,	,	PUNCT
ajst-29290	176	4	the	the	DET
ajst-29290	176	5	use	use	NOUN
ajst-29290	176	6	of	of	ADP
ajst-29290	176	7	reinforcement	reinforcement	NOUN
ajst-29290	176	8	learning	learning	NOUN
ajst-29290	176	9	can	can	AUX
ajst-29290	176	10	enhance	enhance	VERB
ajst-29290	176	11	the	the	DET
ajst-29290	176	12	adaptive	adaptive	ADJ
ajst-29290	176	13	feedback	feedback	NOUN
ajst-29290	176	14	systems	system	NOUN
ajst-29290	176	15	and	and	CCONJ
ajst-29290	176	16	improve	improve	VERB
ajst-29290	176	17	the	the	DET
ajst-29290	176	18	satisfaction	satisfaction	NOUN
ajst-29290	176	19	of	of	ADP
ajst-29290	176	20	users	user	NOUN
ajst-29290	176	21	and	and	CCONJ
ajst-29290	176	22	their	their	PRON
ajst-29290	176	23	involvement	involvement	NOUN
ajst-29290	176	24	in	in	ADP
ajst-29290	176	25	the	the	DET
ajst-29290	176	26	platform	platform	NOUN
ajst-29290	176	27	.	.	PUNCT
ajst-29290	177	1	it	it	PRON
ajst-29290	177	2	is	be	AUX
ajst-29290	177	3	also	also	ADV
ajst-29290	177	4	important	important	ADJ
ajst-29290	177	5	to	to	PART
ajst-29290	177	6	note	note	VERB
ajst-29290	177	7	that	that	SCONJ
ajst-29290	177	8	cross	cross	ADJ
ajst-29290	177	9	-	-	ADJ
ajst-29290	177	10	platform	platform	ADJ
ajst-29290	177	11	analysis	analysis	NOUN
ajst-29290	177	12	is	be	AUX
ajst-29290	177	13	also	also	ADV
ajst-29290	177	14	another	another	DET
ajst-29290	177	15	promising	promising	ADJ
ajst-29290	177	16	direction	direction	NOUN
ajst-29290	177	17	.	.	PUNCT
ajst-29290	178	1	since	since	SCONJ
ajst-29290	178	2	people	people	NOUN
ajst-29290	178	3	use	use	VERB
ajst-29290	178	4	several	several	ADJ
ajst-29290	178	5	social	social	ADJ
ajst-29290	178	6	media	medium	NOUN
ajst-29290	178	7	platforms	platform	NOUN
ajst-29290	178	8	,	,	PUNCT
ajst-29290	178	9	it	it	PRON
ajst-29290	178	10	becomes	become	VERB
ajst-29290	178	11	imperative	imperative	ADJ
ajst-29290	178	12	to	to	PART
ajst-29290	178	13	understand	understand	VERB
ajst-29290	178	14	their	their	PRON
ajst-29290	178	15	behaviour	behaviour	NOUN
ajst-29290	178	16	in	in	ADP
ajst-29290	178	17	the	the	DET
ajst-29290	178	18	overall	overall	ADJ
ajst-29290	178	19	context	context	NOUN
ajst-29290	178	20	of	of	ADP
ajst-29290	178	21	such	such	ADJ
ajst-29290	178	22	platforms	platform	NOUN
ajst-29290	178	23	.	.	PUNCT
ajst-29290	179	1	for	for	ADP
ajst-29290	179	2	instance	instance	NOUN
ajst-29290	179	3	,	,	PUNCT
ajst-29290	179	4	comparing	compare	VERB
ajst-29290	179	5	the	the	DET
ajst-29290	179	6	behaviour	behaviour	NOUN
ajst-29290	179	7	of	of	ADP
ajst-29290	179	8	users	user	NOUN
ajst-29290	179	9	on	on	ADP
ajst-29290	179	10	twitter	twitter	NOUN
ajst-29290	179	11	and	and	CCONJ
ajst-29290	179	12	instagram	instagram	PROPN
ajst-29290	179	13	may	may	AUX
ajst-29290	179	14	give	give	VERB
ajst-29290	179	15	a	a	DET
ajst-29290	179	16	better	well	ADJ
ajst-29290	179	17	picture	picture	NOUN
ajst-29290	179	18	.	.	PUNCT
ajst-29290	180	1	finally	finally	ADV
ajst-29290	180	2	,	,	PUNCT
ajst-29290	180	3	multimodal	multimodal	ADJ
ajst-29290	180	4	data	datum	NOUN
ajst-29290	180	5	analysis	analysis	NOUN
ajst-29290	180	6	has	have	VERB
ajst-29290	180	7	the	the	DET
ajst-29290	180	8	potential	potential	NOUN
ajst-29290	180	9	to	to	PART
ajst-29290	180	10	be	be	AUX
ajst-29290	180	11	very	very	ADV
ajst-29290	180	12	valuable	valuable	ADJ
ajst-29290	180	13	.	.	PUNCT
ajst-29290	181	1	the	the	DET
ajst-29290	181	2	integration	integration	NOUN
ajst-29290	181	3	of	of	ADP
ajst-29290	181	4	video	video	NOUN
ajst-29290	181	5	,	,	PUNCT
ajst-29290	181	6	audio	audio	NOUN
ajst-29290	181	7	,	,	PUNCT
ajst-29290	181	8	image	image	NOUN
ajst-29290	181	9	,	,	PUNCT
ajst-29290	181	10	and	and	CCONJ
ajst-29290	181	11	text	text	NOUN
ajst-29290	181	12	with	with	ADP
ajst-29290	181	13	the	the	DET
ajst-29290	181	14	help	help	NOUN
ajst-29290	181	15	of	of	ADP
ajst-29290	181	16	deep	deep	ADJ
ajst-29290	181	17	learning	learning	NOUN
ajst-29290	181	18	can	can	AUX
ajst-29290	181	19	lead	lead	VERB
ajst-29290	181	20	to	to	ADP
ajst-29290	181	21	a	a	DET
ajst-29290	181	22	better	well	ADJ
ajst-29290	181	23	understanding	understanding	NOUN
ajst-29290	181	24	.	.	PUNCT
ajst-29290	182	1	for	for	ADP
ajst-29290	182	2	instance	instance	NOUN
ajst-29290	182	3	,	,	PUNCT
ajst-29290	182	4	analyzing	analyze	VERB
ajst-29290	182	5	human	human	NOUN
ajst-29290	182	6	’s	’s	PART
ajst-29290	182	7	emotional	emotional	ADJ
ajst-29290	182	8	states	state	NOUN
ajst-29290	182	9	in	in	ADP
ajst-29290	182	10	videos	video	NOUN
ajst-29290	182	11	or	or	CCONJ
ajst-29290	182	12	determining	determine	VERB
ajst-29290	182	13	important	important	ADJ
ajst-29290	182	14	objects	object	NOUN
ajst-29290	182	15	in	in	ADP
ajst-29290	182	16	images	image	NOUN
ajst-29290	182	17	may	may	AUX
ajst-29290	182	18	possibly	possibly	ADV
ajst-29290	182	19	improve	improve	VERB
ajst-29290	182	20	the	the	DET
ajst-29290	182	21	predictive	predictive	ADJ
ajst-29290	182	22	models	model	NOUN
ajst-29290	182	23	.	.	PUNCT
ajst-29290	183	1	these	these	DET
ajst-29290	183	2	developments	development	NOUN
ajst-29290	183	3	will	will	AUX
ajst-29290	183	4	be	be	AUX
ajst-29290	183	5	accompanied	accompany	VERB
ajst-29290	183	6	by	by	ADP
ajst-29290	183	7	ethical	ethical	ADJ
ajst-29290	183	8	issues	issue	NOUN
ajst-29290	183	9	such	such	ADJ
ajst-29290	183	10	as	as	ADP
ajst-29290	183	11	,	,	PUNCT
ajst-29290	183	12	privacy	privacy	NOUN
ajst-29290	183	13	,	,	PUNCT
ajst-29290	183	14	data	datum	NOUN
ajst-29290	183	15	ethics	ethic	NOUN
ajst-29290	183	16	,	,	PUNCT
ajst-29290	183	17	and	and	CCONJ
ajst-29290	183	18	the	the	DET
ajst-29290	183	19	use	use	NOUN
ajst-29290	183	20	of	of	ADP
ajst-29290	183	21	data	datum	NOUN
ajst-29290	183	22	to	to	PART
ajst-29290	183	23	build	build	VERB
ajst-29290	183	24	trust	trust	NOUN
ajst-29290	183	25	.	.	PUNCT
ajst-29290	184	1	7	7	X
ajst-29290	184	2	.	.	X
ajst-29290	184	3	conclusion	conclusion	NOUN
ajst-29290	184	4	this	this	DET
ajst-29290	184	5	paper	paper	NOUN
ajst-29290	184	6	aims	aim	VERB
ajst-29290	184	7	at	at	ADP
ajst-29290	184	8	presenting	present	VERB
ajst-29290	184	9	an	an	DET
ajst-29290	184	10	overview	overview	NOUN
ajst-29290	184	11	of	of	ADP
ajst-29290	184	12	the	the	DET
ajst-29290	184	13	existing	exist	VERB
ajst-29290	184	14	state	state	NOUN
ajst-29290	184	15	and	and	CCONJ
ajst-29290	184	16	potential	potential	NOUN
ajst-29290	184	17	of	of	ADP
ajst-29290	184	18	user	user	NOUN
ajst-29290	184	19	behavior	behavior	NOUN
ajst-29290	184	20	analysis	analysis	NOUN
ajst-29290	184	21	on	on	ADP
ajst-29290	184	22	social	social	ADJ
ajst-29290	184	23	networks	network	NOUN
ajst-29290	184	24	within	within	ADP
ajst-29290	184	25	the	the	DET
ajst-29290	184	26	context	context	NOUN
ajst-29290	184	27	of	of	ADP
ajst-29290	184	28	big	big	ADJ
ajst-29290	184	29	data	datum	NOUN
ajst-29290	184	30	,	,	PUNCT
ajst-29290	184	31	and	and	CCONJ
ajst-29290	184	32	paying	pay	VERB
ajst-29290	184	33	attention	attention	NOUN
ajst-29290	184	34	to	to	ADP
ajst-29290	184	35	the	the	DET
ajst-29290	184	36	issues	issue	NOUN
ajst-29290	184	37	of	of	ADP
ajst-29290	184	38	collecting	collecting	NOUN
ajst-29290	184	39	,	,	PUNCT
ajst-29290	184	40	storing	store	VERB
ajst-29290	184	41	and	and	CCONJ
ajst-29290	184	42	analyzing	analyze	VERB
ajst-29290	184	43	user	user	NOUN
ajst-29290	184	44	data	data	PROPN
ajst-29290	184	45	.	.	PUNCT
ajst-29290	185	1	through	through	ADP
ajst-29290	185	2	the	the	DET
ajst-29290	185	3	examination	examination	NOUN
ajst-29290	185	4	of	of	ADP
ajst-29290	185	5	the	the	DET
ajst-29290	185	6	major	major	ADJ
ajst-29290	185	7	user	user	NOUN
ajst-29290	185	8	behaviors	behavior	NOUN
ajst-29290	185	9	like	like	ADP
ajst-29290	185	10	information	information	NOUN
ajst-29290	185	11	sharing	sharing	NOUN
ajst-29290	185	12	,	,	PUNCT
ajst-29290	185	13	social	social	ADJ
ajst-29290	185	14	connection	connection	NOUN
ajst-29290	185	15	,	,	PUNCT
ajst-29290	185	16	and	and	CCONJ
ajst-29290	185	17	personalized	personalized	ADJ
ajst-29290	185	18	recommendation	recommendation	NOUN
ajst-29290	185	19	,	,	PUNCT
ajst-29290	185	20	the	the	DET
ajst-29290	185	21	paper	paper	NOUN
ajst-29290	185	22	underlines	underline	VERB
ajst-29290	185	23	the	the	DET
ajst-29290	185	24	significance	significance	NOUN
ajst-29290	185	25	of	of	ADP
ajst-29290	185	26	big	big	ADJ
ajst-29290	185	27	data	datum	NOUN
ajst-29290	185	28	technologies	technology	NOUN
ajst-29290	185	29	for	for	ADP
ajst-29290	185	30	the	the	DET
ajst-29290	185	31	improvement	improvement	NOUN
ajst-29290	185	32	of	of	ADP
ajst-29290	185	33	user	user	NOUN
ajst-29290	185	34	satisfaction	satisfaction	NOUN
ajst-29290	185	35	and	and	CCONJ
ajst-29290	185	36	effectiveness	effectiveness	NOUN
ajst-29290	185	37	of	of	ADP
ajst-29290	185	38	platform	platform	NOUN
ajst-29290	185	39	operations	operation	NOUN
ajst-29290	185	40	and	and	CCONJ
ajst-29290	185	41	advertising	advertising	NOUN
ajst-29290	185	42	campaigns	campaign	NOUN
ajst-29290	185	43	.	.	PUNCT
ajst-29290	186	1	however	however	ADV
ajst-29290	186	2	,	,	PUNCT
ajst-29290	186	3	the	the	DET
ajst-29290	186	4	discussion	discussion	NOUN
ajst-29290	186	5	also	also	ADV
ajst-29290	186	6	identifies	identify	VERB
ajst-29290	186	7	some	some	PRON
ajst-29290	186	8	of	of	ADP
ajst-29290	186	9	the	the	DET
ajst-29290	186	10	on	on	ADV
ajst-29290	186	11	-	-	PUNCT
ajst-29290	186	12	going	go	VERB
ajst-29290	186	13	challenges	challenge	NOUN
ajst-29290	186	14	that	that	PRON
ajst-29290	186	15	include	include	VERB
ajst-29290	186	16	data	datum	NOUN
ajst-29290	186	17	quality	quality	NOUN
ajst-29290	186	18	,	,	PUNCT
ajst-29290	186	19	privacy	privacy	NOUN
ajst-29290	186	20	and	and	CCONJ
ajst-29290	186	21	ethical	ethical	ADJ
ajst-29290	186	22	issues	issue	NOUN
ajst-29290	186	23	,	,	PUNCT
ajst-29290	186	24	and	and	CCONJ
ajst-29290	186	25	algorithmic	algorithmic	ADJ
ajst-29290	186	26	biases	bias	NOUN
ajst-29290	186	27	;	;	PUNCT
ajst-29290	186	28	the	the	DET
ajst-29290	186	29	discussion	discussion	NOUN
ajst-29290	186	30	of	of	ADP
ajst-29290	186	31	future	future	ADJ
ajst-29290	186	32	research	research	NOUN
ajst-29290	186	33	directions	direction	NOUN
ajst-29290	186	34	is	be	AUX
ajst-29290	186	35	also	also	ADV
ajst-29290	186	36	provided	provide	VERB
ajst-29290	186	37	.	.	PUNCT
ajst-29290	187	1	due	due	ADP
ajst-29290	187	2	to	to	ADP
ajst-29290	187	3	the	the	DET
ajst-29290	187	4	enhancement	enhancement	NOUN
ajst-29290	187	5	in	in	ADP
ajst-29290	187	6	the	the	DET
ajst-29290	187	7	artificial	artificial	ADJ
ajst-29290	187	8	intelligence	intelligence	NOUN
ajst-29290	187	9	,	,	PUNCT
ajst-29290	187	10	cross	cross	VERB
ajst-29290	187	11	platform	platform	NOUN
ajst-29290	187	12	analysis	analysis	NOUN
ajst-29290	187	13	and	and	CCONJ
ajst-29290	187	14	the	the	DET
ajst-29290	187	15	multimodal	multimodal	ADJ
ajst-29290	187	16	data	datum	NOUN
ajst-29290	187	17	analysis	analysis	NOUN
ajst-29290	187	18	,	,	PUNCT
ajst-29290	187	19	it	it	PRON
ajst-29290	187	20	is	be	AUX
ajst-29290	187	21	anticipated	anticipate	VERB
ajst-29290	187	22	that	that	SCONJ
ajst-29290	187	23	the	the	DET
ajst-29290	187	24	accuracy	accuracy	NOUN
ajst-29290	187	25	and	and	CCONJ
ajst-29290	187	26	the	the	DET
ajst-29290	187	27	applicability	applicability	NOUN
ajst-29290	187	28	of	of	ADP
ajst-29290	187	29	the	the	DET
ajst-29290	187	30	user	user	NOUN
ajst-29290	187	31	behavior	behavior	NOUN
ajst-29290	187	32	analysis	analysis	NOUN
ajst-29290	187	33	on	on	ADP
ajst-29290	187	34	the	the	DET
ajst-29290	187	35	social	social	ADJ
ajst-29290	187	36	networks	network	NOUN
ajst-29290	187	37	will	will	AUX
ajst-29290	187	38	be	be	AUX
ajst-29290	187	39	enhanced	enhance	VERB
ajst-29290	187	40	considerably	considerably	ADV
ajst-29290	187	41	in	in	ADP
ajst-29290	187	42	the	the	DET
ajst-29290	187	43	future	future	NOUN
ajst-29290	187	44	.	.	PUNCT
ajst-29290	188	1	however	however	ADV
ajst-29290	188	2	,	,	PUNCT
ajst-29290	188	3	this	this	DET
ajst-29290	188	4	area	area	NOUN
ajst-29290	188	5	remains	remain	VERB
ajst-29290	188	6	full	full	ADJ
ajst-29290	188	7	of	of	ADP
ajst-29290	188	8	a	a	DET
ajst-29290	188	9	great	great	ADJ
ajst-29290	188	10	number	number	NOUN
ajst-29290	188	11	of	of	ADP
ajst-29290	188	12	technical	technical	ADJ
ajst-29290	188	13	and	and	CCONJ
ajst-29290	188	14	ethical	ethical	ADJ
ajst-29290	188	15	challenges	challenge	NOUN
ajst-29290	188	16	which	which	PRON
ajst-29290	188	17	need	need	VERB
ajst-29290	188	18	to	to	PART
ajst-29290	188	19	be	be	AUX
ajst-29290	188	20	studied	study	VERB
ajst-29290	188	21	in	in	ADP
ajst-29290	188	22	detail	detail	NOUN
ajst-29290	188	23	.	.	PUNCT
ajst-29290	189	1	all	all	DET
ajst-29290	189	2	these	these	DET
ajst-29290	189	3	problems	problem	NOUN
ajst-29290	189	4	should	should	AUX
ajst-29290	189	5	be	be	AUX
ajst-29290	189	6	solved	solve	VERB
ajst-29290	189	7	in	in	ADP
ajst-29290	189	8	the	the	DET
ajst-29290	189	9	future	future	ADJ
ajst-29290	189	10	research	research	NOUN
ajst-29290	189	11	on	on	ADP
ajst-29290	189	12	this	this	DET
ajst-29290	189	13	topic	topic	NOUN
ajst-29290	189	14	and	and	CCONJ
ajst-29290	189	15	the	the	DET
ajst-29290	189	16	development	development	NOUN
ajst-29290	189	17	of	of	ADP
ajst-29290	189	18	the	the	DET
ajst-29290	189	19	effective	effective	ADJ
ajst-29290	189	20	and	and	CCONJ
ajst-29290	189	21	the	the	DET
ajst-29290	189	22	more	more	ADV
ajst-29290	189	23	transparent	transparent	ADJ
ajst-29290	189	24	social	social	ADJ
ajst-29290	189	25	networking	networking	NOUN
ajst-29290	189	26	sites	site	NOUN
ajst-29290	189	27	,	,	PUNCT
ajst-29290	189	28	which	which	PRON
ajst-29290	189	29	would	would	AUX
ajst-29290	189	30	contribute	contribute	VERB
ajst-29290	189	31	to	to	ADP
ajst-29290	189	32	the	the	DET
ajst-29290	189	33	advancement	advancement	NOUN
ajst-29290	189	34	of	of	ADP
ajst-29290	189	35	the	the	DET
ajst-29290	189	36	intelligent	intelligent	ADJ
ajst-29290	189	37	and	and	CCONJ
ajst-29290	189	38	the	the	DET
ajst-29290	189	39	responsible	responsible	ADJ
ajst-29290	189	40	social	social	ADJ
ajst-29290	189	41	networks	network	NOUN
ajst-29290	189	42	.	.	PUNCT
ajst-29290	190	1	references	reference	NOUN
ajst-29290	190	2	[	[	X
ajst-29290	190	3	1	1	NUM
ajst-29290	190	4	]	]	X
ajst-29290	190	5	bello	bello	NOUN
ajst-29290	190	6	-	-	PUNCT
ajst-29290	190	7	orgaz	orgaz	PROPN
ajst-29290	190	8	,	,	PUNCT
ajst-29290	190	9	g.	g.	PROPN
ajst-29290	190	10	,	,	PUNCT
ajst-29290	190	11	jung	jung	PROPN
ajst-29290	190	12	,	,	PUNCT
ajst-29290	190	13	j.	j.	PROPN
ajst-29290	190	14	j.	j.	PROPN
ajst-29290	190	15	,	,	PUNCT
ajst-29290	190	16	&	&	CCONJ
ajst-29290	190	17	camacho	camacho	PROPN
ajst-29290	190	18	,	,	PUNCT
ajst-29290	190	19	d.	d.	PROPN
ajst-29290	190	20	(	(	PUNCT
ajst-29290	190	21	2016	2016	NUM
ajst-29290	190	22	)	)	PUNCT
ajst-29290	190	23	.	.	PUNCT
ajst-29290	191	1	social	social	ADJ
ajst-29290	191	2	big	big	ADJ
ajst-29290	191	3	data	datum	NOUN
ajst-29290	191	4	:	:	PUNCT
ajst-29290	191	5	recent	recent	ADJ
ajst-29290	191	6	achievements	achievement	NOUN
ajst-29290	191	7	and	and	CCONJ
ajst-29290	191	8	new	new	ADJ
ajst-29290	191	9	challenges	challenge	NOUN
ajst-29290	191	10	.	.	PUNCT
ajst-29290	192	1	information	information	NOUN
ajst-29290	192	2	fusion	fusion	NOUN
ajst-29290	192	3	,	,	PUNCT
ajst-29290	192	4	28	28	NUM
ajst-29290	192	5	,	,	PUNCT
ajst-29290	192	6	45–59	45–59	NOUN
ajst-29290	192	7	.	.	PUNCT
ajst-29290	193	1	https://doi.org/10.1016/j.inffus.2015.08.005	https://doi.org/10.1016/j.inffus.2015.08.005	VERB
ajst-29290	193	2	[	[	X
ajst-29290	193	3	2	2	NUM
ajst-29290	193	4	]	]	X
ajst-29290	193	5	chang	chang	PROPN
ajst-29290	193	6	,	,	PUNCT
ajst-29290	193	7	v.	v.	PROPN
ajst-29290	193	8	(	(	PUNCT
ajst-29290	193	9	2018	2018	NUM
ajst-29290	193	10	)	)	PUNCT
ajst-29290	193	11	.	.	PUNCT
ajst-29290	194	1	a	a	DET
ajst-29290	194	2	proposed	propose	VERB
ajst-29290	194	3	social	social	ADJ
ajst-29290	194	4	network	network	NOUN
ajst-29290	194	5	analysis	analysis	NOUN
ajst-29290	194	6	platform	platform	NOUN
ajst-29290	194	7	for	for	ADP
ajst-29290	194	8	big	big	ADJ
ajst-29290	194	9	data	datum	NOUN
ajst-29290	194	10	analytics	analytic	NOUN
ajst-29290	194	11	.	.	PUNCT
ajst-29290	195	1	technological	technological	ADJ
ajst-29290	195	2	forecasting	forecasting	NOUN
ajst-29290	195	3	and	and	CCONJ
ajst-29290	195	4	social	social	ADJ
ajst-29290	195	5	change	change	NOUN
ajst-29290	195	6	,	,	PUNCT
ajst-29290	195	7	130	130	NUM
ajst-29290	195	8	,	,	PUNCT
ajst-29290	195	9	57–68	57–68	NUM
ajst-29290	195	10	.	.	PUNCT
ajst-29290	196	1	https://doi.org/10.1016/j.techfore.2017.11.002	https://doi.org/10.1016/j.techfore.2017.11.002	NOUN
ajst-29290	196	2	[	[	X
ajst-29290	196	3	3	3	NUM
ajst-29290	196	4	]	]	X
ajst-29290	196	5	fan	fan	PROPN
ajst-29290	196	6	,	,	PUNCT
ajst-29290	196	7	w.	w.	PROPN
ajst-29290	196	8	,	,	PUNCT
ajst-29290	196	9	&	&	CCONJ
ajst-29290	196	10	gordon	gordon	PROPN
ajst-29290	196	11	,	,	PUNCT
ajst-29290	196	12	m.	m.	PROPN
ajst-29290	196	13	d.	d.	PROPN
ajst-29290	196	14	(	(	PUNCT
ajst-29290	196	15	2014	2014	NUM
ajst-29290	196	16	)	)	PUNCT
ajst-29290	196	17	.	.	PUNCT
ajst-29290	197	1	the	the	DET
ajst-29290	197	2	power	power	NOUN
ajst-29290	197	3	of	of	ADP
ajst-29290	197	4	social	social	ADJ
ajst-29290	197	5	media	medium	NOUN
ajst-29290	197	6	analytics	analytic	NOUN
ajst-29290	197	7	.	.	PUNCT
ajst-29290	198	1	communications	communication	NOUN
ajst-29290	198	2	of	of	ADP
ajst-29290	198	3	the	the	DET
ajst-29290	198	4	acm	acm	NOUN
ajst-29290	198	5	,	,	PUNCT
ajst-29290	198	6	57(6	57(6	NUM
ajst-29290	198	7	)	)	PUNCT
ajst-29290	198	8	,	,	PUNCT
ajst-29290	198	9	74–81	74–81	NUM
ajst-29290	198	10	.	.	PUNCT
ajst-29290	198	11	https://doi.org/10.1145/2602574	https://doi.org/10.1145/2602574	PRON
ajst-29290	199	1	[	[	X
ajst-29290	199	2	4	4	NUM
ajst-29290	199	3	]	]	PUNCT
ajst-29290	199	4	gandomi	gandomi	NOUN
ajst-29290	199	5	,	,	PUNCT
ajst-29290	199	6	a.	a.	NOUN
ajst-29290	199	7	,	,	PUNCT
ajst-29290	199	8	&	&	CCONJ
ajst-29290	199	9	haider	haider	PROPN
ajst-29290	199	10	,	,	PUNCT
ajst-29290	199	11	m.	m.	NOUN
ajst-29290	199	12	(	(	PUNCT
ajst-29290	199	13	2015	2015	NUM
ajst-29290	199	14	)	)	PUNCT
ajst-29290	199	15	.	.	PUNCT
ajst-29290	200	1	beyond	beyond	ADP
ajst-29290	200	2	the	the	DET
ajst-29290	200	3	hype	hype	NOUN
ajst-29290	200	4	:	:	PUNCT
ajst-29290	200	5	big	big	ADJ
ajst-29290	200	6	data	datum	NOUN
ajst-29290	200	7	concepts	concept	NOUN
ajst-29290	200	8	,	,	PUNCT
ajst-29290	200	9	methods	method	NOUN
ajst-29290	200	10	,	,	PUNCT
ajst-29290	200	11	and	and	CCONJ
ajst-29290	200	12	analytics	analytic	NOUN
ajst-29290	200	13	.	.	PUNCT
ajst-29290	201	1	international	international	ADJ
ajst-29290	201	2	journal	journal	PROPN
ajst-29290	201	3	of	of	ADP
ajst-29290	201	4	information	information	NOUN
ajst-29290	201	5	management	management	NOUN
ajst-29290	201	6	,	,	PUNCT
ajst-29290	201	7	35(2	35(2	NUM
ajst-29290	201	8	)	)	PUNCT
ajst-29290	201	9	,	,	PUNCT
ajst-29290	201	10	137–144	137–144	NUM
ajst-29290	201	11	.	.	PUNCT
ajst-29290	202	1	https://doi.org/10.1016/j.ijinfomgt.2014.10.007	https://doi.org/10.1016/j.ijinfomgt.2014.10.007	NOUN
ajst-29290	202	2	[	[	X
ajst-29290	202	3	5	5	NUM
ajst-29290	202	4	]	]	PUNCT
ajst-29290	202	5	lazer	lazer	NOUN
ajst-29290	202	6	,	,	PUNCT
ajst-29290	202	7	d.	d.	PROPN
ajst-29290	202	8	,	,	PUNCT
ajst-29290	202	9	pentland	pentland	PROPN
ajst-29290	202	10	,	,	PUNCT
ajst-29290	202	11	a.	a.	PROPN
ajst-29290	202	12	s.	s.	PROPN
ajst-29290	202	13	,	,	PUNCT
ajst-29290	202	14	adamic	adamic	PROPN
ajst-29290	202	15	,	,	PUNCT
ajst-29290	202	16	l.	l.	PROPN
ajst-29290	202	17	,	,	PUNCT
ajst-29290	202	18	aral	aral	PROPN
ajst-29290	202	19	,	,	PUNCT
ajst-29290	202	20	s.	s.	PROPN
ajst-29290	202	21	,	,	PUNCT
ajst-29290	202	22	barabási	barabási	NOUN
ajst-29290	202	23	,	,	PUNCT
ajst-29290	202	24	a.	a.	PROPN
ajst-29290	202	25	l.	l.	PROPN
ajst-29290	202	26	,	,	PUNCT
ajst-29290	202	27	brewer	brewer	PROPN
ajst-29290	202	28	,	,	PUNCT
ajst-29290	202	29	d.	d.	PROPN
ajst-29290	202	30	,	,	PUNCT
ajst-29290	202	31	...	...	PUNCT
ajst-29290	202	32	&	&	CCONJ
ajst-29290	202	33	van	van	PROPN
ajst-29290	202	34	alstyne	alstyne	PROPN
ajst-29290	202	35	,	,	PUNCT
ajst-29290	202	36	m.	m.	NOUN
ajst-29290	202	37	(	(	PUNCT
ajst-29290	202	38	2009	2009	NUM
ajst-29290	202	39	)	)	PUNCT
ajst-29290	202	40	.	.	PUNCT
ajst-29290	203	1	computational	computational	ADJ
ajst-29290	203	2	social	social	ADJ
ajst-29290	203	3	science	science	NOUN
ajst-29290	203	4	.	.	PUNCT
ajst-29290	204	1	science	science	NOUN
ajst-29290	204	2	,	,	PUNCT
ajst-29290	204	3	323(5915	323(5915	NUM
ajst-29290	204	4	)	)	PUNCT
ajst-29290	204	5	,	,	PUNCT
ajst-29290	204	6	721–723	721–723	NUM
ajst-29290	204	7	.	.	PUNCT
ajst-29290	204	8	https://doi.org/10.1126/science.1167742	https://doi.org/10.1126/science.1167742	NOUN
ajst-29290	205	1	[	[	X
ajst-29290	205	2	6	6	NUM
ajst-29290	205	3	]	]	X
ajst-29290	205	4	mcafee	mcafee	NOUN
ajst-29290	205	5	,	,	PUNCT
ajst-29290	205	6	a.	a.	PROPN
ajst-29290	205	7	,	,	PUNCT
ajst-29290	205	8	&	&	CCONJ
ajst-29290	205	9	brynjolfsson	brynjolfsson	PROPN
ajst-29290	205	10	,	,	PUNCT
ajst-29290	205	11	e.	e.	PROPN
ajst-29290	205	12	(	(	PUNCT
ajst-29290	205	13	2012	2012	NUM
ajst-29290	205	14	)	)	PUNCT
ajst-29290	205	15	.	.	PUNCT
ajst-29290	206	1	big	big	ADJ
ajst-29290	206	2	data	datum	NOUN
ajst-29290	206	3	:	:	PUNCT
ajst-29290	206	4	the	the	DET
ajst-29290	206	5	management	management	NOUN
ajst-29290	206	6	revolution	revolution	NOUN
ajst-29290	206	7	.	.	PUNCT
ajst-29290	207	1	harvard	harvard	PROPN
ajst-29290	207	2	business	business	PROPN
ajst-29290	207	3	review	review	PROPN
ajst-29290	207	4	,	,	PUNCT
ajst-29290	207	5	90(10	90(10	NUM
ajst-29290	207	6	)	)	PUNCT
ajst-29290	207	7	,	,	PUNCT
ajst-29290	207	8	60–68	60–68	NUM
ajst-29290	207	9	.	.	PUNCT
ajst-29290	208	1	[	[	X
ajst-29290	208	2	7	7	NUM
ajst-29290	208	3	]	]	X
ajst-29290	208	4	peng	peng	PROPN
ajst-29290	208	5	,	,	PUNCT
ajst-29290	208	6	s.	s.	PROPN
ajst-29290	208	7	,	,	PUNCT
ajst-29290	208	8	wang	wang	PROPN
ajst-29290	208	9	,	,	PUNCT
ajst-29290	208	10	g.	g.	PROPN
ajst-29290	208	11	,	,	PUNCT
ajst-29290	208	12	&	&	CCONJ
ajst-29290	208	13	xie	xie	PROPN
ajst-29290	208	14	,	,	PUNCT
ajst-29290	208	15	d.	d.	PROPN
ajst-29290	208	16	(	(	PUNCT
ajst-29290	208	17	2018	2018	NUM
ajst-29290	208	18	)	)	PUNCT
ajst-29290	208	19	.	.	PUNCT
ajst-29290	209	1	social	social	ADJ
ajst-29290	209	2	influence	influence	NOUN
ajst-29290	209	3	analysis	analysis	NOUN
ajst-29290	209	4	in	in	ADP
ajst-29290	209	5	social	social	ADJ
ajst-29290	209	6	networking	network	VERB
ajst-29290	209	7	big	big	ADJ
ajst-29290	209	8	data	datum	NOUN
ajst-29290	209	9	:	:	PUNCT
ajst-29290	209	10	opportunities	opportunity	NOUN
ajst-29290	209	11	and	and	CCONJ
ajst-29290	209	12	challenges	challenge	NOUN
ajst-29290	209	13	.	.	PUNCT
ajst-29290	210	1	ieee	ieee	NOUN
ajst-29290	210	2	network	network	NOUN
ajst-29290	210	3	,	,	PUNCT
ajst-29290	210	4	32(1	32(1	NUM
ajst-29290	210	5	)	)	PUNCT
ajst-29290	210	6	,	,	PUNCT
ajst-29290	210	7	15–21	15–21	NUM
ajst-29290	210	8	.	.	PUNCT
ajst-29290	211	1	https://doi.org/10.1109/mnet.2018.1700216	https://doi.org/10.1109/mnet.2018.1700216	X
ajst-29290	211	2	[	[	X
ajst-29290	211	3	8	8	NUM
ajst-29290	211	4	]	]	PUNCT
ajst-29290	211	5	sapountzi	sapountzi	NOUN
ajst-29290	211	6	,	,	PUNCT
ajst-29290	211	7	a.	a.	NOUN
ajst-29290	211	8	,	,	PUNCT
ajst-29290	211	9	&	&	CCONJ
ajst-29290	211	10	psannis	psannis	NOUN
ajst-29290	211	11	,	,	PUNCT
ajst-29290	211	12	k.	k.	PROPN
ajst-29290	211	13	e.	e.	PROPN
ajst-29290	211	14	(	(	PUNCT
ajst-29290	211	15	2018	2018	NUM
ajst-29290	211	16	)	)	PUNCT
ajst-29290	211	17	.	.	PUNCT
ajst-29290	212	1	social	social	ADJ
ajst-29290	212	2	networking	network	VERB
ajst-29290	212	3	data	datum	NOUN
ajst-29290	212	4	analysis	analysis	NOUN
ajst-29290	212	5	tools	tool	NOUN
ajst-29290	212	6	&	&	CCONJ
ajst-29290	212	7	challenges	challenge	NOUN
ajst-29290	212	8	.	.	PUNCT
ajst-29290	213	1	future	future	ADJ
ajst-29290	213	2	generation	generation	NOUN
ajst-29290	213	3	computer	computer	NOUN
ajst-29290	213	4	systems	system	NOUN
ajst-29290	213	5	,	,	PUNCT
ajst-29290	213	6	86	86	NUM
ajst-29290	213	7	,	,	PUNCT
ajst-29290	213	8	914–925	914–925	NUM
ajst-29290	213	9	.	.	PUNCT
ajst-29290	214	1	https://doi.org/10.1016/j.future.2016.10.019	https://doi.org/10.1016/j.future.2016.10.019	PRON
ajst-29290	215	1	[	[	X
ajst-29290	215	2	9	9	NUM
ajst-29290	215	3	]	]	SYM
ajst-29290	215	4	zikopoulos	zikopoulo	NOUN
ajst-29290	215	5	,	,	PUNCT
ajst-29290	215	6	p.	p.	PROPN
ajst-29290	215	7	,	,	PUNCT
ajst-29290	215	8	&	&	CCONJ
ajst-29290	215	9	eaton	eaton	PROPN
ajst-29290	215	10	,	,	PUNCT
ajst-29290	215	11	c.	c.	PROPN
ajst-29290	215	12	(	(	PUNCT
ajst-29290	215	13	2011	2011	NUM
ajst-29290	215	14	)	)	PUNCT
ajst-29290	215	15	.	.	PUNCT
ajst-29290	216	1	understanding	understand	VERB
ajst-29290	216	2	big	big	ADJ
ajst-29290	216	3	data	datum	NOUN
ajst-29290	216	4	:	:	PUNCT
ajst-29290	216	5	analytics	analytic	NOUN
ajst-29290	216	6	for	for	ADP
ajst-29290	216	7	enterprise	enterprise	NOUN
ajst-29290	216	8	class	class	NOUN
ajst-29290	216	9	hadoop	hadoop	NOUN
ajst-29290	216	10	and	and	CCONJ
ajst-29290	216	11	streaming	streaming	NOUN
ajst-29290	216	12	data	datum	NOUN
ajst-29290	216	13	.	.	PUNCT
ajst-29290	217	1	mcgraw	mcgraw	PROPN
ajst-29290	217	2	-	-	PUNCT
ajst-29290	217	3	hill	hill	NOUN
ajst-29290	217	4	osborne	osborne	PROPN
ajst-29290	217	5	media	medium	NOUN
ajst-29290	217	6	.	.	PUNCT