id	sid	tid	token	lemma	pos
41687h1783x	1	1	content	content	NOUN
41687h1783x	1	2	consumption	consumption	NOUN
41687h1783x	1	3	and	and	CCONJ
41687h1783x	1	4	generation	generation	NOUN
41687h1783x	1	5	is	be	AUX
41687h1783x	1	6	a	a	DET
41687h1783x	1	7	major	major	ADJ
41687h1783x	1	8	part	part	NOUN
41687h1783x	1	9	of	of	ADP
41687h1783x	1	10	the	the	DET
41687h1783x	1	11	internet	internet	NOUN
41687h1783x	1	12	experience	experience	NOUN
41687h1783x	1	13	.	.	PUNCT
41687h1783x	2	1	product	product	NOUN
41687h1783x	2	2	and	and	CCONJ
41687h1783x	2	3	service	service	NOUN
41687h1783x	2	4	-	-	PUNCT
41687h1783x	2	5	providers	provider	NOUN
41687h1783x	2	6	strive	strive	VERB
41687h1783x	2	7	to	to	PART
41687h1783x	2	8	improve	improve	VERB
41687h1783x	2	9	user	user	NOUN
41687h1783x	2	10	experience	experience	NOUN
41687h1783x	2	11	through	through	ADP
41687h1783x	2	12	personalization	personalization	NOUN
41687h1783x	2	13	of	of	ADP
41687h1783x	2	14	services	service	NOUN
41687h1783x	2	15	,	,	PUNCT
41687h1783x	2	16	recommendations	recommendation	NOUN
41687h1783x	2	17	,	,	PUNCT
41687h1783x	2	18	and	and	CCONJ
41687h1783x	2	19	understanding	understand	VERB
41687h1783x	2	20	user	user	NOUN
41687h1783x	2	21	interests	interest	NOUN
41687h1783x	2	22	.	.	PUNCT
41687h1783x	3	1	for	for	ADP
41687h1783x	3	2	this	this	DET
41687h1783x	3	3	purpose	purpose	NOUN
41687h1783x	3	4	,	,	PUNCT
41687h1783x	3	5	inferring	infer	VERB
41687h1783x	3	6	user	user	NOUN
41687h1783x	3	7	characteristics	characteristic	NOUN
41687h1783x	3	8	,	,	PUNCT
41687h1783x	3	9	such	such	ADJ
41687h1783x	3	10	as	as	ADP
41687h1783x	3	11	demographic	demographic	ADJ
41687h1783x	3	12	information	information	NOUN
41687h1783x	3	13	,	,	PUNCT
41687h1783x	3	14	from	from	ADP
41687h1783x	3	15	their	their	PRON
41687h1783x	3	16	behavior	behavior	NOUN
41687h1783x	3	17	,	,	PUNCT
41687h1783x	3	18	would	would	AUX
41687h1783x	3	19	help	help	VERB
41687h1783x	3	20	understand	understand	VERB
41687h1783x	3	21	their	their	PRON
41687h1783x	3	22	preferences	preference	NOUN
41687h1783x	3	23	.	.	PUNCT
41687h1783x	4	1	through	through	ADP
41687h1783x	4	2	this	this	DET
41687h1783x	4	3	dissertation	dissertation	NOUN
41687h1783x	4	4	,	,	PUNCT
41687h1783x	4	5	we	we	PRON
41687h1783x	4	6	show	show	VERB
41687h1783x	4	7	that	that	SCONJ
41687h1783x	4	8	by	by	ADP
41687h1783x	4	9	using	use	VERB
41687h1783x	4	10	content	content	NOUN
41687h1783x	4	11	and	and	CCONJ
41687h1783x	4	12	behavior	behavior	NOUN
41687h1783x	4	13	data	datum	NOUN
41687h1783x	4	14	,	,	PUNCT
41687h1783x	4	15	we	we	PRON
41687h1783x	4	16	can	can	AUX
41687h1783x	4	17	characterize	characterize	VERB
41687h1783x	4	18	users	user	NOUN
41687h1783x	4	19	for	for	ADP
41687h1783x	4	20	the	the	DET
41687h1783x	4	21	purpose	purpose	NOUN
41687h1783x	4	22	of	of	ADP
41687h1783x	4	23	improving	improve	VERB
41687h1783x	4	24	their	their	PRON
41687h1783x	4	25	experience	experience	NOUN
41687h1783x	4	26	through	through	ADP
41687h1783x	4	27	personalization	personalization	NOUN
41687h1783x	4	28	in	in	ADP
41687h1783x	4	29	the	the	DET
41687h1783x	4	30	domains	domain	NOUN
41687h1783x	4	31	of	of	ADP
41687h1783x	4	32	education	education	NOUN
41687h1783x	4	33	and	and	CCONJ
41687h1783x	4	34	online	online	ADJ
41687h1783x	4	35	content	content	NOUN
41687h1783x	4	36	consumption	consumption	NOUN
41687h1783x	4	37	.	.	PUNCT
41687h1783x	5	1	we	we	PRON
41687h1783x	5	2	discuss	discuss	VERB
41687h1783x	5	3	two	two	NUM
41687h1783x	5	4	challenges	challenge	NOUN
41687h1783x	5	5	:	:	PUNCT
41687h1783x	5	6	(	(	PUNCT
41687h1783x	5	7	1	1	X
41687h1783x	5	8	)	)	PUNCT
41687h1783x	5	9	.	.	PUNCT
41687h1783x	6	1	representing	represent	VERB
41687h1783x	6	2	users	user	NOUN
41687h1783x	6	3	given	give	VERB
41687h1783x	6	4	heterogeneous	heterogeneous	ADJ
41687h1783x	6	5	,	,	PUNCT
41687h1783x	6	6	industry	industry	NOUN
41687h1783x	6	7	-	-	PUNCT
41687h1783x	6	8	scale	scale	NOUN
41687h1783x	6	9	volume	volume	NOUN
41687h1783x	6	10	of	of	ADP
41687h1783x	6	11	data	datum	NOUN
41687h1783x	6	12	,	,	PUNCT
41687h1783x	6	13	and	and	CCONJ
41687h1783x	6	14	(	(	PUNCT
41687h1783x	6	15	2	2	X
41687h1783x	6	16	)	)	PUNCT
41687h1783x	6	17	.	.	PUNCT
41687h1783x	7	1	improving	improve	VERB
41687h1783x	7	2	the	the	DET
41687h1783x	7	3	representation	representation	NOUN
41687h1783x	7	4	of	of	ADP
41687h1783x	7	5	underrepresented	underrepresented	ADJ
41687h1783x	7	6	groups	group	NOUN
41687h1783x	7	7	of	of	ADP
41687h1783x	7	8	users	user	NOUN
41687h1783x	7	9	,	,	PUNCT
41687h1783x	7	10	which	which	PRON
41687h1783x	7	11	is	be	AUX
41687h1783x	7	12	the	the	DET
41687h1783x	7	13	imbalanced	imbalanced	ADJ
41687h1783x	7	14	classification	classification	NOUN
41687h1783x	7	15	problem	problem	NOUN
41687h1783x	7	16	.	.	PUNCT