id	sid	tid	token	lemma	pos
csm-41993	1	1	communication	communication	NOUN
csm-41993	1	2	,	,	PUNCT
csm-41993	1	3	society	society	NOUN
csm-41993	1	4	and	and	CCONJ
csm-41993	1	5	media	medium	NOUN
csm-41993	1	6	issn	issn	VERB
csm-41993	1	7	2576	2576	NUM
csm-41993	1	8	-	-	SYM
csm-41993	1	9	5388	5388	NUM
csm-41993	1	10	(	(	PUNCT
csm-41993	1	11	print	print	NOUN
csm-41993	1	12	)	)	PUNCT
csm-41993	1	13	issn	issn	PROPN
csm-41993	1	14	2576	2576	NUM
csm-41993	1	15	-	-	SYM
csm-41993	1	16	5396	5396	NUM
csm-41993	1	17	(	(	PUNCT
csm-41993	1	18	online	online	ADJ
csm-41993	1	19	)	)	PUNCT
csm-41993	1	20	vol	vol	NOUN
csm-41993	1	21	.	.	PROPN
csm-41993	2	1	7	7	NUM
csm-41993	2	2	,	,	PUNCT
csm-41993	2	3	no	no	INTJ
csm-41993	2	4	.	.	NOUN
csm-41993	2	5	2	2	NUM
csm-41993	2	6	,	,	PUNCT
csm-41993	2	7	2024	2024	NUM
csm-41993	2	8	www.scholink.org/ojs/index.php/csm	www.scholink.org/ojs/index.php/csm	VERB
csm-41993	2	9	197	197	NUM
csm-41993	2	10	original	original	ADJ
csm-41993	2	11	paper	paper	NOUN
csm-41993	2	12	research	research	NOUN
csm-41993	2	13	on	on	ADP
csm-41993	2	14	predictive	predictive	ADJ
csm-41993	2	15	models	model	NOUN
csm-41993	2	16	for	for	ADP
csm-41993	2	17	content	content	NOUN
csm-41993	2	18	popularity	popularity	NOUN
csm-41993	2	19	on	on	ADP
csm-41993	2	20	social	social	ADJ
csm-41993	2	21	media	medium	NOUN
csm-41993	2	22	kangchen	kangchen	NOUN
csm-41993	2	23	jin1	jin1	PROPN
csm-41993	2	24	1	1	NUM
csm-41993	2	25	fudan	fudan	PROPN
csm-41993	2	26	university	university	NOUN
csm-41993	2	27	,	,	PUNCT
csm-41993	2	28	school	school	NOUN
csm-41993	2	29	of	of	ADP
csm-41993	2	30	data	datum	NOUN
csm-41993	2	31	science	science	PROPN
csm-41993	2	32	,	,	PUNCT
csm-41993	2	33	shanghai	shanghai	PROPN
csm-41993	2	34	,	,	PUNCT
csm-41993	2	35	china	china	PROPN
csm-41993	2	36	received	receive	VERB
csm-41993	2	37	:	:	PUNCT
csm-41993	2	38	july	july	PROPN
csm-41993	2	39	31	31	NUM
csm-41993	2	40	,	,	PUNCT
csm-41993	2	41	2024	2024	NUM
csm-41993	2	42	accepted	accept	VERB
csm-41993	2	43	:	:	PUNCT
csm-41993	2	44	august	august	PROPN
csm-41993	2	45	26	26	NUM
csm-41993	2	46	,	,	PUNCT
csm-41993	2	47	2024	2024	NUM
csm-41993	2	48	online	online	ADV
csm-41993	2	49	published	publish	VERB
csm-41993	2	50	:	:	PUNCT
csm-41993	2	51	september	september	PROPN
csm-41993	2	52	12	12	NUM
csm-41993	2	53	,	,	PUNCT
csm-41993	2	54	2024	2024	NUM
csm-41993	2	55	doi:10.22158	doi:10.22158	NOUN
csm-41993	2	56	/	/	SYM
csm-41993	2	57	csm.v7n2p197	csm.v7n2p197	NOUN
csm-41993	2	58	url	url	PROPN
csm-41993	2	59	:	:	PUNCT
csm-41993	2	60	http://dx.doi.org/10.22158/csm.v7n2p197	http://dx.doi.org/10.22158/csm.v7n2p197	NOUN
csm-41993	2	61	abstract	abstract	ADJ
csm-41993	2	62	in	in	ADP
csm-41993	2	63	today	today	NOUN
csm-41993	2	64	's	's	PART
csm-41993	2	65	era	era	NOUN
csm-41993	2	66	of	of	ADP
csm-41993	2	67	widespread	widespread	ADJ
csm-41993	2	68	social	social	ADJ
csm-41993	2	69	media	medium	NOUN
csm-41993	2	70	,	,	PUNCT
csm-41993	2	71	predicting	predict	VERB
csm-41993	2	72	content	content	NOUN
csm-41993	2	73	popularity	popularity	NOUN
csm-41993	2	74	has	have	AUX
csm-41993	2	75	become	become	VERB
csm-41993	2	76	a	a	DET
csm-41993	2	77	hot	hot	ADJ
csm-41993	2	78	topic	topic	NOUN
csm-41993	2	79	.	.	PUNCT
csm-41993	3	1	social	social	ADJ
csm-41993	3	2	media	medium	NOUN
csm-41993	3	3	is	be	AUX
csm-41993	3	4	important	important	ADJ
csm-41993	3	5	because	because	SCONJ
csm-41993	3	6	it	it	PRON
csm-41993	3	7	affects	affect	VERB
csm-41993	3	8	the	the	DET
csm-41993	3	9	speed	speed	NOUN
csm-41993	3	10	and	and	CCONJ
csm-41993	3	11	scope	scope	NOUN
csm-41993	3	12	of	of	ADP
csm-41993	3	13	information	information	NOUN
csm-41993	3	14	dissemination	dissemination	NOUN
csm-41993	3	15	.	.	PUNCT
csm-41993	4	1	however	however	ADV
csm-41993	4	2	,	,	PUNCT
csm-41993	4	3	predictive	predictive	ADJ
csm-41993	4	4	models	model	NOUN
csm-41993	4	5	face	face	VERB
csm-41993	4	6	challenges	challenge	NOUN
csm-41993	4	7	related	relate	VERB
csm-41993	4	8	to	to	ADP
csm-41993	4	9	data	datum	NOUN
csm-41993	4	10	sparsity	sparsity	NOUN
csm-41993	4	11	,	,	PUNCT
csm-41993	4	12	complex	complex	ADJ
csm-41993	4	13	feature	feature	NOUN
csm-41993	4	14	selection	selection	NOUN
csm-41993	4	15	,	,	PUNCT
csm-41993	4	16	model	model	NOUN
csm-41993	4	17	interpretability	interpretability	NOUN
csm-41993	4	18	,	,	PUNCT
csm-41993	4	19	real	real	ADJ
csm-41993	4	20	-	-	PUNCT
csm-41993	4	21	time	time	NOUN
csm-41993	4	22	requirements	requirement	NOUN
csm-41993	4	23	,	,	PUNCT
csm-41993	4	24	and	and	CCONJ
csm-41993	4	25	computational	computational	ADJ
csm-41993	4	26	resources	resource	NOUN
csm-41993	4	27	.	.	PUNCT
csm-41993	5	1	optimization	optimization	NOUN
csm-41993	5	2	strategies	strategy	NOUN
csm-41993	5	3	are	be	AUX
csm-41993	5	4	proposed	propose	VERB
csm-41993	5	5	,	,	PUNCT
csm-41993	5	6	including	include	VERB
csm-41993	5	7	enhancing	enhance	VERB
csm-41993	5	8	data	datum	NOUN
csm-41993	5	9	preprocessing	preprocessing	NOUN
csm-41993	5	10	,	,	PUNCT
csm-41993	5	11	applying	apply	VERB
csm-41993	5	12	deep	deep	ADJ
csm-41993	5	13	learning	learning	NOUN
csm-41993	5	14	and	and	CCONJ
csm-41993	5	15	transfer	transfer	VERB
csm-41993	5	16	learning	learning	NOUN
csm-41993	5	17	,	,	PUNCT
csm-41993	5	18	introducing	introduce	VERB
csm-41993	5	19	explainable	explainable	ADJ
csm-41993	5	20	ai	ai	NOUN
csm-41993	5	21	technologies	technology	NOUN
csm-41993	5	22	,	,	PUNCT
csm-41993	5	23	and	and	CCONJ
csm-41993	5	24	optimizing	optimize	VERB
csm-41993	5	25	algorithms	algorithm	NOUN
csm-41993	5	26	and	and	CCONJ
csm-41993	5	27	resource	resource	NOUN
csm-41993	5	28	utilization	utilization	NOUN
csm-41993	5	29	,	,	PUNCT
csm-41993	5	30	with	with	ADP
csm-41993	5	31	the	the	DET
csm-41993	5	32	aim	aim	NOUN
csm-41993	5	33	of	of	ADP
csm-41993	5	34	improving	improve	VERB
csm-41993	5	35	the	the	DET
csm-41993	5	36	accuracy	accuracy	NOUN
csm-41993	5	37	and	and	CCONJ
csm-41993	5	38	efficiency	efficiency	NOUN
csm-41993	5	39	of	of	ADP
csm-41993	5	40	predictive	predictive	ADJ
csm-41993	5	41	models	model	NOUN
csm-41993	5	42	.	.	PUNCT
csm-41993	6	1	keywords	keyword	VERB
csm-41993	6	2	social	social	ADJ
csm-41993	6	3	media	medium	NOUN
csm-41993	6	4	,	,	PUNCT
csm-41993	6	5	content	content	NOUN
csm-41993	6	6	popularity	popularity	NOUN
csm-41993	6	7	prediction	prediction	NOUN
csm-41993	6	8	,	,	PUNCT
csm-41993	6	9	data	datum	NOUN
csm-41993	6	10	sparsity	sparsity	NOUN
csm-41993	6	11	1	1	NUM
csm-41993	6	12	.	.	PUNCT
csm-41993	7	1	introduction	introduction	NOUN
csm-41993	7	2	in	in	ADP
csm-41993	7	3	the	the	DET
csm-41993	7	4	digital	digital	ADJ
csm-41993	7	5	age	age	NOUN
csm-41993	7	6	,	,	PUNCT
csm-41993	7	7	social	social	ADJ
csm-41993	7	8	media	medium	NOUN
csm-41993	7	9	has	have	AUX
csm-41993	7	10	become	become	VERB
csm-41993	7	11	the	the	DET
csm-41993	7	12	primary	primary	ADJ
csm-41993	7	13	platform	platform	NOUN
csm-41993	7	14	for	for	SCONJ
csm-41993	7	15	people	people	NOUN
csm-41993	7	16	to	to	PART
csm-41993	7	17	acquire	acquire	VERB
csm-41993	7	18	information	information	NOUN
csm-41993	7	19	and	and	CCONJ
csm-41993	7	20	exchange	exchange	NOUN
csm-41993	7	21	ideas	idea	NOUN
csm-41993	7	22	.	.	PUNCT
csm-41993	8	1	the	the	DET
csm-41993	8	2	popularity	popularity	NOUN
csm-41993	8	3	of	of	ADP
csm-41993	8	4	content	content	NOUN
csm-41993	8	5	on	on	ADP
csm-41993	8	6	social	social	ADJ
csm-41993	8	7	media	medium	NOUN
csm-41993	8	8	not	not	PART
csm-41993	8	9	only	only	ADV
csm-41993	8	10	affects	affect	VERB
csm-41993	8	11	the	the	DET
csm-41993	8	12	dissemination	dissemination	NOUN
csm-41993	8	13	of	of	ADP
csm-41993	8	14	information	information	NOUN
csm-41993	8	15	but	but	CCONJ
csm-41993	8	16	can	can	AUX
csm-41993	8	17	also	also	ADV
csm-41993	8	18	have	have	VERB
csm-41993	8	19	a	a	DET
csm-41993	8	20	profound	profound	ADJ
csm-41993	8	21	impact	impact	NOUN
csm-41993	8	22	on	on	ADP
csm-41993	8	23	social	social	ADJ
csm-41993	8	24	opinion	opinion	NOUN
csm-41993	8	25	and	and	CCONJ
csm-41993	8	26	public	public	ADJ
csm-41993	8	27	behavior	behavior	NOUN
csm-41993	8	28	.	.	PUNCT
csm-41993	9	1	therefore	therefore	ADV
csm-41993	9	2	,	,	PUNCT
csm-41993	9	3	accurately	accurately	ADV
csm-41993	9	4	predicting	predict	VERB
csm-41993	9	5	the	the	DET
csm-41993	9	6	popularity	popularity	NOUN
csm-41993	9	7	of	of	ADP
csm-41993	9	8	social	social	ADJ
csm-41993	9	9	media	medium	NOUN
csm-41993	9	10	content	content	NOUN
csm-41993	9	11	is	be	AUX
csm-41993	9	12	crucial	crucial	ADJ
csm-41993	9	13	for	for	ADP
csm-41993	9	14	marketing	marketing	NOUN
csm-41993	9	15	,	,	PUNCT
csm-41993	9	16	public	public	ADJ
csm-41993	9	17	relations	relation	NOUN
csm-41993	9	18	,	,	PUNCT
csm-41993	9	19	and	and	CCONJ
csm-41993	9	20	information	information	NOUN
csm-41993	9	21	dissemination	dissemination	NOUN
csm-41993	9	22	strategies	strategy	NOUN
csm-41993	9	23	.	.	PUNCT
csm-41993	10	1	however	however	ADV
csm-41993	10	2	,	,	PUNCT
csm-41993	10	3	there	there	PRON
csm-41993	10	4	are	be	VERB
csm-41993	10	5	many	many	ADJ
csm-41993	10	6	challenges	challenge	NOUN
csm-41993	10	7	in	in	ADP
csm-41993	10	8	optimizing	optimize	VERB
csm-41993	10	9	predictive	predictive	ADJ
csm-41993	10	10	models	model	NOUN
csm-41993	10	11	for	for	ADP
csm-41993	10	12	content	content	NOUN
csm-41993	10	13	popularity	popularity	NOUN
csm-41993	10	14	on	on	ADP
csm-41993	10	15	social	social	ADJ
csm-41993	10	16	media	medium	NOUN
csm-41993	10	17	.	.	PUNCT
csm-41993	11	1	this	this	DET
csm-41993	11	2	paper	paper	NOUN
csm-41993	11	3	aims	aim	VERB
csm-41993	11	4	to	to	PART
csm-41993	11	5	explore	explore	VERB
csm-41993	11	6	these	these	DET
csm-41993	11	7	challenges	challenge	NOUN
csm-41993	11	8	and	and	CCONJ
csm-41993	11	9	propose	propose	VERB
csm-41993	11	10	corresponding	correspond	VERB
csm-41993	11	11	optimization	optimization	NOUN
csm-41993	11	12	strategies	strategy	NOUN
csm-41993	11	13	to	to	PART
csm-41993	11	14	provide	provide	VERB
csm-41993	11	15	a	a	DET
csm-41993	11	16	more	more	ADV
csm-41993	11	17	scientific	scientific	ADJ
csm-41993	11	18	and	and	CCONJ
csm-41993	11	19	effective	effective	ADJ
csm-41993	11	20	solution	solution	NOUN
csm-41993	11	21	for	for	ADP
csm-41993	11	22	predicting	predict	VERB
csm-41993	11	23	content	content	NOUN
csm-41993	11	24	popularity	popularity	NOUN
csm-41993	11	25	on	on	ADP
csm-41993	11	26	social	social	ADJ
csm-41993	11	27	media	medium	NOUN
csm-41993	11	28	.	.	PUNCT
csm-41993	12	1	2	2	X
csm-41993	12	2	.	.	X
csm-41993	12	3	the	the	DET
csm-41993	12	4	importance	importance	NOUN
csm-41993	12	5	of	of	ADP
csm-41993	12	6	social	social	ADJ
csm-41993	12	7	media	medium	NOUN
csm-41993	12	8	social	social	ADJ
csm-41993	12	9	media	medium	NOUN
csm-41993	12	10	,	,	PUNCT
csm-41993	12	11	as	as	ADP
csm-41993	12	12	an	an	DET
csm-41993	12	13	emerging	emerge	VERB
csm-41993	12	14	platform	platform	NOUN
csm-41993	12	15	for	for	ADP
csm-41993	12	16	information	information	NOUN
csm-41993	12	17	dissemination	dissemination	NOUN
csm-41993	12	18	,	,	PUNCT
csm-41993	12	19	plays	play	VERB
csm-41993	12	20	a	a	DET
csm-41993	12	21	vital	vital	ADJ
csm-41993	12	22	role	role	NOUN
csm-41993	12	23	in	in	ADP
csm-41993	12	24	modern	modern	ADJ
csm-41993	12	25	society	society	NOUN
csm-41993	12	26	.	.	PUNCT
csm-41993	13	1	it	it	PRON
csm-41993	13	2	not	not	PART
csm-41993	13	3	only	only	ADV
csm-41993	13	4	changes	change	VERB
csm-41993	13	5	the	the	DET
csm-41993	13	6	way	way	NOUN
csm-41993	13	7	humans	human	NOUN
csm-41993	13	8	acquire	acquire	VERB
csm-41993	13	9	and	and	CCONJ
csm-41993	13	10	share	share	VERB
csm-41993	13	11	information	information	NOUN
csm-41993	13	12	but	but	CCONJ
csm-41993	13	13	also	also	ADV
csm-41993	13	14	profoundly	profoundly	ADV
csm-41993	13	15	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	VERB
csm-41993	13	16	applied	apply	VERB
csm-41993	13	17	science	science	NOUN
csm-41993	13	18	and	and	CCONJ
csm-41993	13	19	innovative	innovative	ADJ
csm-41993	13	20	research	research	NOUN
csm-41993	13	21	vol	vol	NOUN
csm-41993	13	22	.	.	PROPN
csm-41993	14	1	8	8	NUM
csm-41993	14	2	,	,	PUNCT
csm-41993	14	3	no	no	INTJ
csm-41993	14	4	.	.	NOUN
csm-41993	14	5	4	4	NUM
csm-41993	14	6	,	,	PUNCT
csm-41993	14	7	2024	2024	NUM
csm-41993	14	8	published	publish	VERB
csm-41993	14	9	by	by	ADP
csm-41993	14	10	scholink	scholink	PROPN
csm-41993	14	11	inc	inc	PROPN
csm-41993	14	12	.	.	PROPN
csm-41993	14	13	198	198	NUM
csm-41993	14	14	influences	influence	NOUN
csm-41993	14	15	progress	progress	NOUN
csm-41993	14	16	in	in	ADP
csm-41993	14	17	various	various	ADJ
csm-41993	14	18	fields	field	NOUN
csm-41993	14	19	such	such	ADJ
csm-41993	14	20	as	as	ADP
csm-41993	14	21	global	global	ADJ
csm-41993	14	22	politics	politic	NOUN
csm-41993	14	23	,	,	PUNCT
csm-41993	14	24	economics	economic	NOUN
csm-41993	14	25	,	,	PUNCT
csm-41993	14	26	and	and	CCONJ
csm-41993	14	27	culture	culture	NOUN
csm-41993	14	28	.	.	PUNCT
csm-41993	15	1	users	user	NOUN
csm-41993	15	2	can	can	AUX
csm-41993	15	3	publish	publish	VERB
csm-41993	15	4	content	content	NOUN
csm-41993	15	5	on	on	ADP
csm-41993	15	6	social	social	ADJ
csm-41993	15	7	media	medium	NOUN
csm-41993	15	8	at	at	ADP
csm-41993	15	9	a	a	DET
csm-41993	15	10	very	very	ADV
csm-41993	15	11	low	low	ADJ
csm-41993	15	12	cost	cost	NOUN
csm-41993	15	13	,	,	PUNCT
csm-41993	15	14	characterized	characterize	VERB
csm-41993	15	15	by	by	ADP
csm-41993	15	16	fast	fast	ADJ
csm-41993	15	17	dissemination	dissemination	NOUN
csm-41993	15	18	speed	speed	NOUN
csm-41993	15	19	and	and	CCONJ
csm-41993	15	20	wide	wide	ADJ
csm-41993	15	21	reach	reach	NOUN
csm-41993	15	22	.	.	PUNCT
csm-41993	16	1	this	this	DET
csm-41993	16	2	convenience	convenience	NOUN
csm-41993	16	3	and	and	CCONJ
csm-41993	16	4	broadness	broadness	NOUN
csm-41993	16	5	make	make	VERB
csm-41993	16	6	social	social	ADJ
csm-41993	16	7	media	medium	NOUN
csm-41993	16	8	the	the	DET
csm-41993	16	9	primary	primary	ADJ
csm-41993	16	10	channel	channel	NOUN
csm-41993	16	11	for	for	ADP
csm-41993	16	12	information	information	NOUN
csm-41993	16	13	dissemination	dissemination	NOUN
csm-41993	16	14	.	.	PUNCT
csm-41993	17	1	additionally	additionally	ADV
csm-41993	17	2	,	,	PUNCT
csm-41993	17	3	the	the	DET
csm-41993	17	4	interactivity	interactivity	NOUN
csm-41993	17	5	and	and	CCONJ
csm-41993	17	6	immediacy	immediacy	NOUN
csm-41993	17	7	of	of	ADP
csm-41993	17	8	social	social	ADJ
csm-41993	17	9	media	medium	NOUN
csm-41993	17	10	allow	allow	VERB
csm-41993	17	11	users	user	NOUN
csm-41993	17	12	to	to	PART
csm-41993	17	13	quickly	quickly	ADV
csm-41993	17	14	receive	receive	VERB
csm-41993	17	15	feedback	feedback	NOUN
csm-41993	17	16	and	and	CCONJ
csm-41993	17	17	comments	comment	NOUN
csm-41993	17	18	while	while	SCONJ
csm-41993	17	19	disseminating	disseminate	VERB
csm-41993	17	20	content	content	NOUN
csm-41993	17	21	,	,	PUNCT
csm-41993	17	22	further	far	ADV
csm-41993	17	23	stimulating	stimulate	VERB
csm-41993	17	24	their	their	PRON
csm-41993	17	25	desire	desire	NOUN
csm-41993	17	26	for	for	ADP
csm-41993	17	27	creation	creation	NOUN
csm-41993	17	28	and	and	CCONJ
csm-41993	17	29	sharing	sharing	NOUN
csm-41993	17	30	.	.	PUNCT
csm-41993	18	1	for	for	ADP
csm-41993	18	2	businesses	business	NOUN
csm-41993	18	3	,	,	PUNCT
csm-41993	18	4	social	social	ADJ
csm-41993	18	5	media	medium	NOUN
csm-41993	18	6	has	have	AUX
csm-41993	18	7	become	become	VERB
csm-41993	18	8	an	an	DET
csm-41993	18	9	important	important	ADJ
csm-41993	18	10	marketing	marketing	NOUN
csm-41993	18	11	tool	tool	NOUN
csm-41993	18	12	,	,	PUNCT
csm-41993	18	13	enabling	enable	VERB
csm-41993	18	14	them	they	PRON
csm-41993	18	15	to	to	PART
csm-41993	18	16	more	more	ADV
csm-41993	18	17	efficiently	efficiently	ADV
csm-41993	18	18	reach	reach	VERB
csm-41993	18	19	target	target	NOUN
csm-41993	18	20	audiences	audience	NOUN
csm-41993	18	21	and	and	CCONJ
csm-41993	18	22	enhance	enhance	VERB
csm-41993	18	23	brand	brand	NOUN
csm-41993	18	24	influence	influence	NOUN
csm-41993	18	25	through	through	ADP
csm-41993	18	26	precise	precise	ADJ
csm-41993	18	27	advertising	advertising	NOUN
csm-41993	18	28	and	and	CCONJ
csm-41993	18	29	user	user	NOUN
csm-41993	18	30	behavior	behavior	NOUN
csm-41993	18	31	analysis	analysis	NOUN
csm-41993	18	32	.	.	PUNCT
csm-41993	19	1	therefore	therefore	ADV
csm-41993	19	2	,	,	PUNCT
csm-41993	19	3	the	the	DET
csm-41993	19	4	significance	significance	NOUN
csm-41993	19	5	of	of	ADP
csm-41993	19	6	social	social	ADJ
csm-41993	19	7	media	medium	NOUN
csm-41993	19	8	in	in	ADP
csm-41993	19	9	modern	modern	ADJ
csm-41993	19	10	society	society	NOUN
csm-41993	19	11	is	be	AUX
csm-41993	19	12	self	self	NOUN
csm-41993	19	13	-	-	PUNCT
csm-41993	19	14	evident	evident	ADJ
csm-41993	19	15	,	,	PUNCT
csm-41993	19	16	as	as	SCONJ
csm-41993	19	17	it	it	PRON
csm-41993	19	18	plays	play	VERB
csm-41993	19	19	an	an	DET
csm-41993	19	20	irreplaceable	irreplaceable	ADJ
csm-41993	19	21	role	role	NOUN
csm-41993	19	22	in	in	ADP
csm-41993	19	23	information	information	NOUN
csm-41993	19	24	dissemination	dissemination	NOUN
csm-41993	19	25	,	,	PUNCT
csm-41993	19	26	social	social	ADJ
csm-41993	19	27	interaction	interaction	NOUN
csm-41993	19	28	,	,	PUNCT
csm-41993	19	29	and	and	CCONJ
csm-41993	19	30	commercial	commercial	ADJ
csm-41993	19	31	marketing	marketing	NOUN
csm-41993	19	32	.	.	PUNCT
csm-41993	20	1	3	3	X
csm-41993	20	2	.	.	X
csm-41993	20	3	challenges	challenge	NOUN
csm-41993	20	4	in	in	ADP
csm-41993	20	5	optimizing	optimize	VERB
csm-41993	20	6	predictive	predictive	ADJ
csm-41993	20	7	models	model	NOUN
csm-41993	20	8	for	for	ADP
csm-41993	20	9	content	content	NOUN
csm-41993	20	10	popularity	popularity	NOUN
csm-41993	20	11	on	on	ADP
csm-41993	20	12	social	social	ADJ
csm-41993	20	13	media	medium	NOUN
csm-41993	20	14	3.1	3.1	NUM
csm-41993	20	15	data	datum	NOUN
csm-41993	20	16	sparsity	sparsity	NOUN
csm-41993	20	17	issues	issue	NOUN
csm-41993	20	18	social	social	ADJ
csm-41993	20	19	media	medium	NOUN
csm-41993	20	20	platforms	platform	NOUN
csm-41993	20	21	feature	feature	VERB
csm-41993	20	22	a	a	DET
csm-41993	20	23	diverse	diverse	ADJ
csm-41993	20	24	range	range	NOUN
csm-41993	20	25	of	of	ADP
csm-41993	20	26	content	content	NOUN
csm-41993	20	27	types	type	NOUN
csm-41993	20	28	,	,	PUNCT
csm-41993	20	29	and	and	CCONJ
csm-41993	20	30	there	there	PRON
csm-41993	20	31	are	be	VERB
csm-41993	20	32	differences	difference	NOUN
csm-41993	20	33	in	in	ADP
csm-41993	20	34	audience	audience	NOUN
csm-41993	20	35	groups	group	NOUN
csm-41993	20	36	for	for	ADP
csm-41993	20	37	different	different	ADJ
csm-41993	20	38	content	content	NOUN
csm-41993	20	39	,	,	PUNCT
csm-41993	20	40	which	which	PRON
csm-41993	20	41	makes	make	VERB
csm-41993	20	42	it	it	PRON
csm-41993	20	43	difficult	difficult	ADJ
csm-41993	20	44	to	to	PART
csm-41993	20	45	collect	collect	VERB
csm-41993	20	46	sufficient	sufficient	ADJ
csm-41993	20	47	data	datum	NOUN
csm-41993	20	48	when	when	SCONJ
csm-41993	20	49	specific	specific	ADJ
csm-41993	20	50	types	type	NOUN
csm-41993	20	51	of	of	ADP
csm-41993	20	52	content	content	NOUN
csm-41993	20	53	are	be	AUX
csm-41993	20	54	disseminated	disseminate	VERB
csm-41993	20	55	to	to	ADP
csm-41993	20	56	a	a	DET
csm-41993	20	57	narrow	narrow	ADJ
csm-41993	20	58	audience	audience	NOUN
csm-41993	20	59	.	.	PUNCT
csm-41993	21	1	furthermore	furthermore	ADV
csm-41993	21	2	,	,	PUNCT
csm-41993	21	3	due	due	ADP
csm-41993	21	4	to	to	ADP
csm-41993	21	5	the	the	DET
csm-41993	21	6	uncertainty	uncertainty	NOUN
csm-41993	21	7	of	of	ADP
csm-41993	21	8	user	user	NOUN
csm-41993	21	9	behavior	behavior	NOUN
csm-41993	21	10	,	,	PUNCT
csm-41993	21	11	the	the	DET
csm-41993	21	12	attention	attention	NOUN
csm-41993	21	13	received	receive	VERB
csm-41993	21	14	by	by	ADP
csm-41993	21	15	the	the	DET
csm-41993	21	16	same	same	ADJ
csm-41993	21	17	content	content	NOUN
csm-41993	21	18	published	publish	VERB
csm-41993	21	19	at	at	ADP
csm-41993	21	20	different	different	ADJ
csm-41993	21	21	times	time	NOUN
csm-41993	21	22	and	and	CCONJ
csm-41993	21	23	locations	location	NOUN
csm-41993	21	24	can	can	AUX
csm-41993	21	25	vary	vary	VERB
csm-41993	21	26	significantly	significantly	ADV
csm-41993	21	27	.	.	PUNCT
csm-41993	22	1	this	this	DET
csm-41993	22	2	uneven	uneven	ADJ
csm-41993	22	3	data	data	NOUN
csm-41993	22	4	distribution	distribution	NOUN
csm-41993	22	5	makes	make	VERB
csm-41993	22	6	it	it	PRON
csm-41993	22	7	challenging	challenge	VERB
csm-41993	22	8	for	for	ADP
csm-41993	22	9	models	model	NOUN
csm-41993	22	10	to	to	PART
csm-41993	22	11	accurately	accurately	ADV
csm-41993	22	12	capture	capture	VERB
csm-41993	22	13	content	content	NOUN
csm-41993	22	14	popularity	popularity	NOUN
csm-41993	22	15	trends	trend	NOUN
csm-41993	22	16	,	,	PUNCT
csm-41993	22	17	thereby	thereby	ADV
csm-41993	22	18	affecting	affect	VERB
csm-41993	22	19	prediction	prediction	NOUN
csm-41993	22	20	accuracy	accuracy	NOUN
csm-41993	22	21	.	.	PUNCT
csm-41993	23	1	data	datum	NOUN
csm-41993	23	2	sparsity	sparsity	NOUN
csm-41993	23	3	also	also	ADV
csm-41993	23	4	manifests	manifest	VERB
csm-41993	23	5	in	in	ADP
csm-41993	23	6	user	user	NOUN
csm-41993	23	7	interaction	interaction	NOUN
csm-41993	23	8	behaviors	behavior	NOUN
csm-41993	23	9	,	,	PUNCT
csm-41993	23	10	where	where	SCONJ
csm-41993	23	11	different	different	ADJ
csm-41993	23	12	users	user	NOUN
csm-41993	23	13	respond	respond	VERB
csm-41993	23	14	very	very	ADV
csm-41993	23	15	differently	differently	ADV
csm-41993	23	16	to	to	PART
csm-41993	23	17	content	content	VERB
csm-41993	23	18	.	.	PUNCT
csm-41993	24	1	some	some	DET
csm-41993	24	2	users	user	NOUN
csm-41993	24	3	may	may	AUX
csm-41993	24	4	focus	focus	VERB
csm-41993	24	5	solely	solely	ADV
csm-41993	24	6	on	on	ADP
csm-41993	24	7	specific	specific	ADJ
csm-41993	24	8	types	type	NOUN
csm-41993	24	9	of	of	ADP
csm-41993	24	10	content	content	NOUN
csm-41993	24	11	,	,	PUNCT
csm-41993	24	12	making	make	VERB
csm-41993	24	13	related	related	ADJ
csm-41993	24	14	data	datum	NOUN
csm-41993	24	15	even	even	ADV
csm-41993	24	16	sparser	sparse	ADJ
csm-41993	24	17	.	.	PUNCT
csm-41993	25	1	during	during	ADP
csm-41993	25	2	the	the	DET
csm-41993	25	3	training	training	NOUN
csm-41993	25	4	process	process	NOUN
csm-41993	25	5	,	,	PUNCT
csm-41993	25	6	the	the	DET
csm-41993	25	7	predictive	predictive	ADJ
csm-41993	25	8	model	model	NOUN
csm-41993	25	9	finds	find	VERB
csm-41993	25	10	it	it	PRON
csm-41993	25	11	difficult	difficult	ADJ
csm-41993	25	12	to	to	PART
csm-41993	25	13	fully	fully	ADV
csm-41993	25	14	utilize	utilize	VERB
csm-41993	25	15	existing	exist	VERB
csm-41993	25	16	data	datum	NOUN
csm-41993	25	17	,	,	PUNCT
csm-41993	25	18	which	which	PRON
csm-41993	25	19	can	can	AUX
csm-41993	25	20	lead	lead	VERB
csm-41993	25	21	to	to	ADP
csm-41993	25	22	overfitting	overfitte	VERB
csm-41993	25	23	or	or	CCONJ
csm-41993	25	24	underfitting	underfitting	NOUN
csm-41993	25	25	.	.	PUNCT
csm-41993	26	1	additionally	additionally	ADV
csm-41993	26	2	,	,	PUNCT
csm-41993	26	3	data	datum	NOUN
csm-41993	26	4	sparsity	sparsity	NOUN
csm-41993	26	5	can	can	AUX
csm-41993	26	6	result	result	VERB
csm-41993	26	7	in	in	ADP
csm-41993	26	8	poor	poor	ADJ
csm-41993	26	9	handling	handling	NOUN
csm-41993	26	10	of	of	ADP
csm-41993	26	11	long	long	ADJ
csm-41993	26	12	-	-	PUNCT
csm-41993	26	13	tail	tail	NOUN
csm-41993	26	14	content	content	NOUN
csm-41993	26	15	,	,	PUNCT
csm-41993	26	16	which	which	PRON
csm-41993	26	17	,	,	PUNCT
csm-41993	26	18	while	while	SCONJ
csm-41993	26	19	comprising	comprise	VERB
csm-41993	26	20	a	a	DET
csm-41993	26	21	large	large	ADJ
csm-41993	26	22	portion	portion	NOUN
csm-41993	26	23	of	of	ADP
csm-41993	26	24	social	social	ADJ
csm-41993	26	25	media	medium	NOUN
csm-41993	26	26	content	content	NOUN
csm-41993	26	27	,	,	PUNCT
csm-41993	26	28	is	be	AUX
csm-41993	26	29	difficult	difficult	ADJ
csm-41993	26	30	for	for	SCONJ
csm-41993	26	31	models	model	NOUN
csm-41993	26	32	to	to	PART
csm-41993	26	33	predict	predict	VERB
csm-41993	26	34	effectively	effectively	ADV
csm-41993	26	35	due	due	ADP
csm-41993	26	36	to	to	ADP
csm-41993	26	37	data	datum	NOUN
csm-41993	26	38	sparsity	sparsity	NOUN
csm-41993	26	39	.	.	PUNCT
csm-41993	27	1	3.2	3.2	NUM
csm-41993	27	2	complexity	complexity	NOUN
csm-41993	27	3	of	of	ADP
csm-41993	27	4	feature	feature	NOUN
csm-41993	27	5	selection	selection	NOUN
csm-41993	27	6	and	and	CCONJ
csm-41993	27	7	extraction	extraction	NOUN
csm-41993	27	8	the	the	DET
csm-41993	27	9	rise	rise	NOUN
csm-41993	27	10	of	of	ADP
csm-41993	27	11	social	social	ADJ
csm-41993	27	12	media	medium	NOUN
csm-41993	27	13	platforms	platform	NOUN
csm-41993	27	14	has	have	AUX
csm-41993	27	15	resulted	result	VERB
csm-41993	27	16	in	in	ADP
csm-41993	27	17	a	a	DET
csm-41993	27	18	vast	vast	ADJ
csm-41993	27	19	amount	amount	NOUN
csm-41993	27	20	of	of	ADP
csm-41993	27	21	content	content	NOUN
csm-41993	27	22	data	datum	NOUN
csm-41993	27	23	,	,	PUNCT
csm-41993	27	24	which	which	PRON
csm-41993	27	25	comes	come	VERB
csm-41993	27	26	in	in	ADP
csm-41993	27	27	diverse	diverse	ADJ
csm-41993	27	28	forms	form	NOUN
csm-41993	27	29	such	such	ADJ
csm-41993	27	30	as	as	ADP
csm-41993	27	31	text	text	NOUN
csm-41993	27	32	,	,	PUNCT
csm-41993	27	33	images	image	NOUN
csm-41993	27	34	,	,	PUNCT
csm-41993	27	35	and	and	CCONJ
csm-41993	27	36	videos	video	NOUN
csm-41993	27	37	.	.	PUNCT
csm-41993	28	1	the	the	DET
csm-41993	28	2	popularity	popularity	NOUN
csm-41993	28	3	of	of	ADP
csm-41993	28	4	this	this	DET
csm-41993	28	5	content	content	NOUN
csm-41993	28	6	is	be	AUX
csm-41993	28	7	influenced	influence	VERB
csm-41993	28	8	by	by	ADP
csm-41993	28	9	numerous	numerous	ADJ
csm-41993	28	10	factors	factor	NOUN
csm-41993	28	11	,	,	PUNCT
csm-41993	28	12	including	include	VERB
csm-41993	28	13	publication	publication	NOUN
csm-41993	28	14	time	time	NOUN
csm-41993	28	15	,	,	PUNCT
csm-41993	28	16	user	user	NOUN
csm-41993	28	17	interactions	interaction	NOUN
csm-41993	28	18	,	,	PUNCT
csm-41993	28	19	content	content	NOUN
csm-41993	28	20	themes	theme	NOUN
csm-41993	28	21	,	,	PUNCT
csm-41993	28	22	emotional	emotional	ADJ
csm-41993	28	23	tendencies	tendency	NOUN
csm-41993	28	24	,	,	PUNCT
csm-41993	28	25	and	and	CCONJ
csm-41993	28	26	the	the	DET
csm-41993	28	27	keywords	keyword	NOUN
csm-41993	28	28	used	use	VERB
csm-41993	28	29	.	.	PUNCT
csm-41993	29	1	in	in	ADP
csm-41993	29	2	the	the	DET
csm-41993	29	3	process	process	NOUN
csm-41993	29	4	of	of	ADP
csm-41993	29	5	building	build	VERB
csm-41993	29	6	predictive	predictive	ADJ
csm-41993	29	7	models	model	NOUN
csm-41993	29	8	,	,	PUNCT
csm-41993	29	9	selecting	select	VERB
csm-41993	29	10	and	and	CCONJ
csm-41993	29	11	extracting	extract	VERB
csm-41993	29	12	key	key	ADJ
csm-41993	29	13	features	feature	NOUN
csm-41993	29	14	from	from	ADP
csm-41993	29	15	these	these	DET
csm-41993	29	16	complex	complex	ADJ
csm-41993	29	17	and	and	CCONJ
csm-41993	29	18	varied	varied	ADJ
csm-41993	29	19	elements	element	NOUN
csm-41993	29	20	undoubtedly	undoubtedly	ADV
csm-41993	29	21	poses	pose	VERB
csm-41993	29	22	significant	significant	ADJ
csm-41993	29	23	challenges	challenge	NOUN
csm-41993	29	24	.	.	PUNCT
csm-41993	30	1	the	the	DET
csm-41993	30	2	diversity	diversity	NOUN
csm-41993	30	3	of	of	ADP
csm-41993	30	4	user	user	NOUN
csm-41993	30	5	behavior	behavior	NOUN
csm-41993	30	6	in	in	ADP
csm-41993	30	7	social	social	ADJ
csm-41993	30	8	media	medium	NOUN
csm-41993	30	9	makes	make	VERB
csm-41993	30	10	the	the	DET
csm-41993	30	11	feature	feature	NOUN
csm-41993	30	12	selection	selection	NOUN
csm-41993	30	13	problem	problem	NOUN
csm-41993	30	14	extremely	extremely	ADV
csm-41993	30	15	complex	complex	ADJ
csm-41993	30	16	.	.	PUNCT
csm-41993	31	1	behavioral	behavioral	ADJ
csm-41993	31	2	patterns	pattern	NOUN
csm-41993	31	3	and	and	CCONJ
csm-41993	31	4	preferences	preference	NOUN
csm-41993	31	5	of	of	ADP
csm-41993	31	6	user	user	NOUN
csm-41993	31	7	groups	group	NOUN
csm-41993	31	8	on	on	ADP
csm-41993	31	9	different	different	ADJ
csm-41993	31	10	platforms	platform	NOUN
csm-41993	31	11	may	may	AUX
csm-41993	31	12	vary	vary	VERB
csm-41993	31	13	significantly	significantly	ADV
csm-41993	31	14	,	,	PUNCT
csm-41993	31	15	requiring	require	VERB
csm-41993	31	16	us	we	PRON
csm-41993	31	17	to	to	PART
csm-41993	31	18	extract	extract	VERB
csm-41993	31	19	features	feature	NOUN
csm-41993	31	20	that	that	PRON
csm-41993	31	21	account	account	VERB
csm-41993	31	22	for	for	ADP
csm-41993	31	23	these	these	DET
csm-41993	31	24	differences	difference	NOUN
csm-41993	31	25	between	between	ADP
csm-41993	31	26	platforms	platform	NOUN
csm-41993	31	27	and	and	CCONJ
csm-41993	31	28	identify	identify	VERB
csm-41993	31	29	those	those	PRON
csm-41993	31	30	that	that	PRON
csm-41993	31	31	are	be	AUX
csm-41993	31	32	both	both	ADV
csm-41993	31	33	universal	universal	ADJ
csm-41993	31	34	and	and	CCONJ
csm-41993	31	35	effective	effective	ADJ
csm-41993	31	36	.	.	PUNCT
csm-41993	32	1	however	however	ADV
csm-41993	32	2	,	,	PUNCT
csm-41993	32	3	defining	define	VERB
csm-41993	32	4	and	and	CCONJ
csm-41993	32	5	capturing	capture	VERB
csm-41993	32	6	these	these	DET
csm-41993	32	7	cross	cross	ADJ
csm-41993	32	8	-	-	ADJ
csm-41993	32	9	platform	platform	ADJ
csm-41993	32	10	common	common	ADJ
csm-41993	32	11	features	feature	NOUN
csm-41993	32	12	is	be	AUX
csm-41993	32	13	often	often	ADV
csm-41993	32	14	difficult	difficult	ADJ
csm-41993	32	15	.	.	PUNCT
csm-41993	33	1	additionally	additionally	ADV
csm-41993	33	2	,	,	PUNCT
csm-41993	33	3	the	the	DET
csm-41993	33	4	multimodal	multimodal	ADJ
csm-41993	33	5	nature	nature	NOUN
csm-41993	33	6	of	of	ADP
csm-41993	33	7	social	social	ADJ
csm-41993	33	8	media	medium	NOUN
csm-41993	33	9	content	content	NOUN
csm-41993	33	10	presents	present	VERB
csm-41993	33	11	technical	technical	ADJ
csm-41993	33	12	challenges	challenge	NOUN
csm-41993	33	13	for	for	ADP
csm-41993	33	14	feature	feature	NOUN
csm-41993	33	15	extraction	extraction	NOUN
csm-41993	33	16	.	.	PUNCT
csm-41993	34	1	the	the	DET
csm-41993	34	2	processing	processing	NOUN
csm-41993	34	3	methods	method	NOUN
csm-41993	34	4	and	and	CCONJ
csm-41993	34	5	algorithms	algorithm	NOUN
csm-41993	34	6	required	require	VERB
csm-41993	34	7	for	for	ADP
csm-41993	34	8	various	various	ADJ
csm-41993	34	9	data	datum	NOUN
csm-41993	34	10	types	type	NOUN
csm-41993	34	11	,	,	PUNCT
csm-41993	34	12	such	such	ADJ
csm-41993	34	13	as	as	ADP
csm-41993	34	14	text	text	NOUN
csm-41993	34	15	,	,	PUNCT
csm-41993	34	16	images	image	NOUN
csm-41993	34	17	,	,	PUNCT
csm-41993	34	18	and	and	CCONJ
csm-41993	34	19	videos	video	NOUN
csm-41993	34	20	,	,	PUNCT
csm-41993	34	21	differ	differ	VERB
csm-41993	34	22	significantly	significantly	ADV
csm-41993	34	23	,	,	PUNCT
csm-41993	34	24	which	which	PRON
csm-41993	34	25	increases	increase	VERB
csm-41993	34	26	both	both	CCONJ
csm-41993	34	27	the	the	DET
csm-41993	34	28	complexity	complexity	NOUN
csm-41993	34	29	of	of	ADP
csm-41993	34	30	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
csm-41993	34	31	applied	apply	VERB
csm-41993	34	32	science	science	NOUN
csm-41993	34	33	and	and	CCONJ
csm-41993	34	34	innovative	innovative	ADJ
csm-41993	34	35	research	research	NOUN
csm-41993	34	36	vol	vol	NOUN
csm-41993	34	37	.	.	PROPN
csm-41993	34	38	8	8	NUM
csm-41993	34	39	,	,	PUNCT
csm-41993	34	40	no	no	INTJ
csm-41993	34	41	.	.	NOUN
csm-41993	34	42	4	4	NUM
csm-41993	34	43	,	,	PUNCT
csm-41993	34	44	2024	2024	NUM
csm-41993	34	45	published	publish	VERB
csm-41993	34	46	by	by	ADP
csm-41993	34	47	scholink	scholink	PROPN
csm-41993	34	48	inc	inc	PROPN
csm-41993	34	49	.	.	PROPN
csm-41993	34	50	199	199	NUM
csm-41993	34	51	model	model	NOUN
csm-41993	34	52	design	design	NOUN
csm-41993	34	53	and	and	CCONJ
csm-41993	34	54	the	the	DET
csm-41993	34	55	demand	demand	NOUN
csm-41993	34	56	for	for	ADP
csm-41993	34	57	computational	computational	ADJ
csm-41993	34	58	resources	resource	NOUN
csm-41993	34	59	.	.	PUNCT
csm-41993	35	1	how	how	SCONJ
csm-41993	35	2	to	to	PART
csm-41993	35	3	effectively	effectively	ADV
csm-41993	35	4	integrate	integrate	VERB
csm-41993	35	5	and	and	CCONJ
csm-41993	35	6	process	process	VERB
csm-41993	35	7	these	these	DET
csm-41993	35	8	multimodal	multimodal	NOUN
csm-41993	35	9	data	datum	NOUN
csm-41993	35	10	to	to	PART
csm-41993	35	11	extract	extract	VERB
csm-41993	35	12	features	feature	NOUN
csm-41993	35	13	that	that	PRON
csm-41993	35	14	are	be	AUX
csm-41993	35	15	beneficial	beneficial	ADJ
csm-41993	35	16	for	for	ADP
csm-41993	35	17	predictive	predictive	ADJ
csm-41993	35	18	models	model	NOUN
csm-41993	35	19	is	be	AUX
csm-41993	35	20	currently	currently	ADV
csm-41993	35	21	a	a	DET
csm-41993	35	22	hot	hot	ADJ
csm-41993	35	23	research	research	NOUN
csm-41993	35	24	topic	topic	NOUN
csm-41993	35	25	.	.	PUNCT
csm-41993	36	1	furthermore	furthermore	ADV
csm-41993	36	2	,	,	PUNCT
csm-41993	36	3	the	the	DET
csm-41993	36	4	correlation	correlation	NOUN
csm-41993	36	5	and	and	CCONJ
csm-41993	36	6	redundancy	redundancy	NOUN
csm-41993	36	7	among	among	ADP
csm-41993	36	8	features	feature	NOUN
csm-41993	36	9	can	can	AUX
csm-41993	36	10	not	not	PART
csm-41993	36	11	be	be	AUX
csm-41993	36	12	overlooked	overlook	VERB
csm-41993	36	13	.	.	PUNCT
csm-41993	37	1	during	during	ADP
csm-41993	37	2	feature	feature	NOUN
csm-41993	37	3	selection	selection	NOUN
csm-41993	37	4	,	,	PUNCT
csm-41993	37	5	it	it	PRON
csm-41993	37	6	is	be	AUX
csm-41993	37	7	crucial	crucial	ADJ
csm-41993	37	8	to	to	PART
csm-41993	37	9	carefully	carefully	ADV
csm-41993	37	10	analyze	analyze	VERB
csm-41993	37	11	the	the	DET
csm-41993	37	12	interrelationships	interrelationship	NOUN
csm-41993	37	13	among	among	ADP
csm-41993	37	14	features	feature	NOUN
csm-41993	37	15	to	to	PART
csm-41993	37	16	avoid	avoid	VERB
csm-41993	37	17	introducing	introduce	VERB
csm-41993	37	18	excessive	excessive	ADJ
csm-41993	37	19	redundant	redundant	ADJ
csm-41993	37	20	features	feature	NOUN
csm-41993	37	21	that	that	PRON
csm-41993	37	22	could	could	AUX
csm-41993	37	23	lead	lead	VERB
csm-41993	37	24	to	to	ADP
csm-41993	37	25	model	model	NOUN
csm-41993	37	26	overfitting	overfitting	NOUN
csm-41993	37	27	and	and	CCONJ
csm-41993	37	28	reduced	reduced	ADJ
csm-41993	37	29	generalization	generalization	NOUN
csm-41993	37	30	capability	capability	NOUN
csm-41993	37	31	.	.	PUNCT
csm-41993	38	1	conversely	conversely	ADV
csm-41993	38	2	,	,	PUNCT
csm-41993	38	3	overlooking	overlook	VERB
csm-41993	38	4	certain	certain	ADJ
csm-41993	38	5	important	important	ADJ
csm-41993	38	6	features	feature	NOUN
csm-41993	38	7	may	may	AUX
csm-41993	38	8	result	result	VERB
csm-41993	38	9	in	in	ADP
csm-41993	38	10	inaccurate	inaccurate	ADJ
csm-41993	38	11	predictions	prediction	NOUN
csm-41993	38	12	,	,	PUNCT
csm-41993	38	13	adversely	adversely	ADV
csm-41993	38	14	affecting	affect	VERB
csm-41993	38	15	the	the	DET
csm-41993	38	16	model	model	NOUN
csm-41993	38	17	's	's	PART
csm-41993	38	18	predictive	predictive	ADJ
csm-41993	38	19	performance	performance	NOUN
csm-41993	38	20	.	.	PUNCT
csm-41993	39	1	3.3	3.3	NUM
csm-41993	39	2	model	model	NOUN
csm-41993	39	3	explainability	explainability	NOUN
csm-41993	39	4	and	and	CCONJ
csm-41993	39	5	transparency	transparency	NOUN
csm-41993	39	6	with	with	ADP
csm-41993	39	7	the	the	DET
csm-41993	39	8	advancement	advancement	NOUN
csm-41993	39	9	of	of	ADP
csm-41993	39	10	artificial	artificial	ADJ
csm-41993	39	11	intelligence	intelligence	NOUN
csm-41993	39	12	technology	technology	NOUN
csm-41993	39	13	,	,	PUNCT
csm-41993	39	14	complex	complex	ADJ
csm-41993	39	15	predictive	predictive	ADJ
csm-41993	39	16	models	model	NOUN
csm-41993	39	17	(	(	PUNCT
csm-41993	39	18	such	such	ADJ
csm-41993	39	19	as	as	ADP
csm-41993	39	20	deep	deep	ADJ
csm-41993	39	21	learning	learning	NOUN
csm-41993	39	22	models	model	NOUN
csm-41993	39	23	)	)	PUNCT
csm-41993	39	24	have	have	AUX
csm-41993	39	25	been	be	AUX
csm-41993	39	26	widely	widely	ADV
csm-41993	39	27	applied	apply	VERB
csm-41993	39	28	in	in	ADP
csm-41993	39	29	predicting	predict	VERB
csm-41993	39	30	the	the	DET
csm-41993	39	31	popularity	popularity	NOUN
csm-41993	39	32	of	of	ADP
csm-41993	39	33	social	social	ADJ
csm-41993	39	34	media	medium	NOUN
csm-41993	39	35	content	content	NOUN
csm-41993	39	36	.	.	PUNCT
csm-41993	40	1	however	however	ADV
csm-41993	40	2	,	,	PUNCT
csm-41993	40	3	these	these	DET
csm-41993	40	4	complex	complex	ADJ
csm-41993	40	5	models	model	NOUN
csm-41993	40	6	are	be	AUX
csm-41993	40	7	often	often	ADV
csm-41993	40	8	regarded	regard	VERB
csm-41993	40	9	as	as	ADP
csm-41993	40	10	"	"	PUNCT
csm-41993	40	11	black	black	ADJ
csm-41993	40	12	boxes	box	NOUN
csm-41993	40	13	"	"	PUNCT
csm-41993	40	14	;	;	PUNCT
csm-41993	40	15	although	although	SCONJ
csm-41993	40	16	they	they	PRON
csm-41993	40	17	can	can	AUX
csm-41993	40	18	provide	provide	VERB
csm-41993	40	19	highly	highly	ADV
csm-41993	40	20	accurate	accurate	ADJ
csm-41993	40	21	predictions	prediction	NOUN
csm-41993	40	22	,	,	PUNCT
csm-41993	40	23	they	they	PRON
csm-41993	40	24	lack	lack	VERB
csm-41993	40	25	explainability	explainability	NOUN
csm-41993	40	26	and	and	CCONJ
csm-41993	40	27	transparency	transparency	NOUN
csm-41993	40	28	.	.	PUNCT
csm-41993	41	1	for	for	ADP
csm-41993	41	2	the	the	DET
csm-41993	41	3	prediction	prediction	NOUN
csm-41993	41	4	of	of	ADP
csm-41993	41	5	the	the	DET
csm-41993	41	6	popularity	popularity	NOUN
csm-41993	41	7	of	of	ADP
csm-41993	41	8	content	content	NOUN
csm-41993	41	9	published	publish	VERB
csm-41993	41	10	on	on	ADP
csm-41993	41	11	social	social	ADJ
csm-41993	41	12	media	medium	NOUN
csm-41993	41	13	,	,	PUNCT
csm-41993	41	14	the	the	DET
csm-41993	41	15	explainability	explainability	NOUN
csm-41993	41	16	of	of	ADP
csm-41993	41	17	the	the	DET
csm-41993	41	18	model	model	NOUN
csm-41993	41	19	is	be	AUX
csm-41993	41	20	critical	critical	ADJ
csm-41993	41	21	,	,	PUNCT
csm-41993	41	22	as	as	SCONJ
csm-41993	41	23	both	both	DET
csm-41993	41	24	users	user	NOUN
csm-41993	41	25	and	and	CCONJ
csm-41993	41	26	businesses	business	NOUN
csm-41993	41	27	need	need	VERB
csm-41993	41	28	to	to	PART
csm-41993	41	29	understand	understand	VERB
csm-41993	41	30	the	the	DET
csm-41993	41	31	basis	basis	NOUN
csm-41993	41	32	of	of	ADP
csm-41993	41	33	the	the	DET
csm-41993	41	34	model	model	NOUN
csm-41993	41	35	's	's	PART
csm-41993	41	36	predictions	prediction	NOUN
csm-41993	41	37	to	to	PART
csm-41993	41	38	make	make	VERB
csm-41993	41	39	more	more	ADV
csm-41993	41	40	informed	informed	ADJ
csm-41993	41	41	choices	choice	NOUN
csm-41993	41	42	.	.	PUNCT
csm-41993	42	1	if	if	SCONJ
csm-41993	42	2	a	a	DET
csm-41993	42	3	model	model	NOUN
csm-41993	42	4	can	can	AUX
csm-41993	42	5	accurately	accurately	ADV
csm-41993	42	6	predict	predict	VERB
csm-41993	42	7	the	the	DET
csm-41993	42	8	popularity	popularity	NOUN
csm-41993	42	9	of	of	ADP
csm-41993	42	10	content	content	NOUN
csm-41993	42	11	but	but	CCONJ
csm-41993	42	12	can	can	AUX
csm-41993	42	13	not	not	PART
csm-41993	42	14	explain	explain	VERB
csm-41993	42	15	the	the	DET
csm-41993	42	16	reasons	reason	NOUN
csm-41993	42	17	behind	behind	ADP
csm-41993	42	18	that	that	DET
csm-41993	42	19	popularity	popularity	NOUN
csm-41993	42	20	,	,	PUNCT
csm-41993	42	21	its	its	PRON
csm-41993	42	22	practical	practical	ADJ
csm-41993	42	23	application	application	NOUN
csm-41993	42	24	may	may	AUX
csm-41993	42	25	be	be	AUX
csm-41993	42	26	limited	limit	VERB
csm-41993	42	27	.	.	PUNCT
csm-41993	43	1	in	in	ADP
csm-41993	43	2	marketing	marketing	NOUN
csm-41993	43	3	decision	decision	NOUN
csm-41993	43	4	-	-	PUNCT
csm-41993	43	5	making	make	VERB
csm-41993	43	6	processes	process	NOUN
csm-41993	43	7	,	,	PUNCT
csm-41993	43	8	companies	company	NOUN
csm-41993	43	9	often	often	ADV
csm-41993	43	10	rely	rely	VERB
csm-41993	43	11	on	on	ADP
csm-41993	43	12	predictive	predictive	ADJ
csm-41993	43	13	models	model	NOUN
csm-41993	43	14	to	to	PART
csm-41993	43	15	identify	identify	VERB
csm-41993	43	16	potential	potential	ADJ
csm-41993	43	17	hot	hot	ADJ
csm-41993	43	18	content	content	NOUN
csm-41993	43	19	to	to	PART
csm-41993	43	20	formulate	formulate	VERB
csm-41993	43	21	relevant	relevant	ADJ
csm-41993	43	22	strategies	strategy	NOUN
csm-41993	43	23	in	in	ADP
csm-41993	43	24	advance	advance	NOUN
csm-41993	43	25	.	.	PUNCT
csm-41993	44	1	if	if	SCONJ
csm-41993	44	2	the	the	DET
csm-41993	44	3	model	model	NOUN
csm-41993	44	4	can	can	AUX
csm-41993	44	5	not	not	PART
csm-41993	44	6	provide	provide	VERB
csm-41993	44	7	transparent	transparent	ADJ
csm-41993	44	8	predictive	predictive	ADJ
csm-41993	44	9	grounds	ground	NOUN
csm-41993	44	10	,	,	PUNCT
csm-41993	44	11	businesses	business	NOUN
csm-41993	44	12	may	may	AUX
csm-41993	44	13	become	become	VERB
csm-41993	44	14	skeptical	skeptical	ADJ
csm-41993	44	15	of	of	ADP
csm-41993	44	16	the	the	DET
csm-41993	44	17	model	model	NOUN
csm-41993	44	18	's	's	PART
csm-41993	44	19	predictions	prediction	NOUN
csm-41993	44	20	,	,	PUNCT
csm-41993	44	21	affecting	affect	VERB
csm-41993	44	22	the	the	DET
csm-41993	44	23	model	model	NOUN
csm-41993	44	24	's	's	PART
csm-41993	44	25	credibility	credibility	NOUN
csm-41993	44	26	in	in	ADP
csm-41993	44	27	practice	practice	NOUN
csm-41993	44	28	.	.	PUNCT
csm-41993	45	1	moreover	moreover	ADV
csm-41993	45	2	,	,	PUNCT
csm-41993	45	3	models	model	NOUN
csm-41993	45	4	with	with	ADP
csm-41993	45	5	insufficient	insufficient	ADJ
csm-41993	45	6	explainability	explainability	NOUN
csm-41993	45	7	struggle	struggle	NOUN
csm-41993	45	8	to	to	PART
csm-41993	45	9	make	make	VERB
csm-41993	45	10	effective	effective	ADJ
csm-41993	45	11	adjustments	adjustment	NOUN
csm-41993	45	12	in	in	ADP
csm-41993	45	13	the	the	DET
csm-41993	45	14	face	face	NOUN
csm-41993	45	15	of	of	ADP
csm-41993	45	16	data	datum	NOUN
csm-41993	45	17	biases	bias	NOUN
csm-41993	45	18	or	or	CCONJ
csm-41993	45	19	anomalies	anomaly	NOUN
csm-41993	45	20	,	,	PUNCT
csm-41993	45	21	leading	lead	VERB
csm-41993	45	22	to	to	ADP
csm-41993	45	23	discrepancies	discrepancy	NOUN
csm-41993	45	24	between	between	ADP
csm-41993	45	25	predicted	predict	VERB
csm-41993	45	26	results	result	NOUN
csm-41993	45	27	and	and	CCONJ
csm-41993	45	28	actual	actual	ADJ
csm-41993	45	29	situations	situation	NOUN
csm-41993	45	30	.	.	PUNCT
csm-41993	46	1	3.4	3.4	NUM
csm-41993	46	2	challenges	challenge	NOUN
csm-41993	46	3	of	of	ADP
csm-41993	46	4	real	real	ADJ
csm-41993	46	5	-	-	PUNCT
csm-41993	46	6	time	time	NOUN
csm-41993	46	7	processing	processing	NOUN
csm-41993	46	8	and	and	CCONJ
csm-41993	46	9	computational	computational	ADJ
csm-41993	46	10	resources	resource	NOUN
csm-41993	46	11	predicting	predict	VERB
csm-41993	46	12	the	the	DET
csm-41993	46	13	popularity	popularity	NOUN
csm-41993	46	14	of	of	ADP
csm-41993	46	15	social	social	ADJ
csm-41993	46	16	media	medium	NOUN
csm-41993	46	17	content	content	NOUN
csm-41993	46	18	typically	typically	ADV
csm-41993	46	19	requires	require	VERB
csm-41993	46	20	short	short	ADJ
csm-41993	46	21	processing	processing	NOUN
csm-41993	46	22	times	time	NOUN
csm-41993	46	23	to	to	PART
csm-41993	46	24	support	support	VERB
csm-41993	46	25	real	real	ADJ
csm-41993	46	26	-	-	PUNCT
csm-41993	46	27	time	time	NOUN
csm-41993	46	28	decision	decision	NOUN
csm-41993	46	29	-	-	PUNCT
csm-41993	46	30	making	making	NOUN
csm-41993	46	31	for	for	ADP
csm-41993	46	32	users	user	NOUN
csm-41993	46	33	and	and	CCONJ
csm-41993	46	34	businesses	business	NOUN
csm-41993	46	35	.	.	PUNCT
csm-41993	47	1	however	however	ADV
csm-41993	47	2	,	,	PUNCT
csm-41993	47	3	real	real	ADJ
csm-41993	47	4	-	-	PUNCT
csm-41993	47	5	time	time	NOUN
csm-41993	47	6	performance	performance	NOUN
csm-41993	47	7	places	place	VERB
csm-41993	47	8	high	high	ADJ
csm-41993	47	9	demands	demand	NOUN
csm-41993	47	10	on	on	ADP
csm-41993	47	11	the	the	DET
csm-41993	47	12	computational	computational	ADJ
csm-41993	47	13	efficiency	efficiency	NOUN
csm-41993	47	14	of	of	ADP
csm-41993	47	15	the	the	DET
csm-41993	47	16	model	model	NOUN
csm-41993	47	17	,	,	PUNCT
csm-41993	47	18	especially	especially	ADV
csm-41993	47	19	when	when	SCONJ
csm-41993	47	20	faced	face	VERB
csm-41993	47	21	with	with	ADP
csm-41993	47	22	large	large	ADJ
csm-41993	47	23	-	-	PUNCT
csm-41993	47	24	scale	scale	NOUN
csm-41993	47	25	data	datum	NOUN
csm-41993	47	26	,	,	PUNCT
csm-41993	47	27	which	which	PRON
csm-41993	47	28	necessitates	necessitate	VERB
csm-41993	47	29	even	even	ADV
csm-41993	47	30	greater	great	ADJ
csm-41993	47	31	computational	computational	ADJ
csm-41993	47	32	resources	resource	NOUN
csm-41993	47	33	.	.	PUNCT
csm-41993	48	1	in	in	ADP
csm-41993	48	2	practice	practice	NOUN
csm-41993	48	3	,	,	PUNCT
csm-41993	48	4	social	social	ADJ
csm-41993	48	5	media	medium	NOUN
csm-41993	48	6	platforms	platform	NOUN
csm-41993	48	7	generate	generate	VERB
csm-41993	48	8	vast	vast	ADJ
csm-41993	48	9	amounts	amount	NOUN
csm-41993	48	10	of	of	ADP
csm-41993	48	11	data	datum	NOUN
csm-41993	48	12	daily	daily	ADV
csm-41993	48	13	,	,	PUNCT
csm-41993	48	14	which	which	PRON
csm-41993	48	15	must	must	AUX
csm-41993	48	16	be	be	AUX
csm-41993	48	17	collected	collect	VERB
csm-41993	48	18	and	and	CCONJ
csm-41993	48	19	processed	process	VERB
csm-41993	48	20	in	in	ADP
csm-41993	48	21	a	a	DET
csm-41993	48	22	very	very	ADV
csm-41993	48	23	short	short	ADJ
csm-41993	48	24	time	time	NOUN
csm-41993	48	25	before	before	ADP
csm-41993	48	26	being	be	AUX
csm-41993	48	27	fed	feed	VERB
csm-41993	48	28	into	into	ADP
csm-41993	48	29	predictive	predictive	ADJ
csm-41993	48	30	models	model	NOUN
csm-41993	48	31	for	for	ADP
csm-41993	48	32	computation	computation	NOUN
csm-41993	48	33	.	.	PUNCT
csm-41993	49	1	traditional	traditional	ADJ
csm-41993	49	2	predictive	predictive	ADJ
csm-41993	49	3	models	model	NOUN
csm-41993	49	4	often	often	ADV
csm-41993	49	5	struggle	struggle	VERB
csm-41993	49	6	with	with	ADP
csm-41993	49	7	insufficient	insufficient	ADJ
csm-41993	49	8	computational	computational	ADJ
csm-41993	49	9	resources	resource	NOUN
csm-41993	49	10	when	when	SCONJ
csm-41993	49	11	handling	handle	VERB
csm-41993	49	12	such	such	ADJ
csm-41993	49	13	large	large	ADJ
csm-41993	49	14	-	-	PUNCT
csm-41993	49	15	scale	scale	NOUN
csm-41993	49	16	real	real	ADJ
csm-41993	49	17	-	-	PUNCT
csm-41993	49	18	time	time	NOUN
csm-41993	49	19	data	datum	NOUN
csm-41993	49	20	,	,	PUNCT
csm-41993	49	21	leading	lead	VERB
csm-41993	49	22	to	to	ADP
csm-41993	49	23	delays	delay	NOUN
csm-41993	49	24	in	in	ADP
csm-41993	49	25	outputting	output	VERB
csm-41993	49	26	predictions	prediction	NOUN
csm-41993	49	27	and	and	CCONJ
csm-41993	49	28	making	make	VERB
csm-41993	49	29	it	it	PRON
csm-41993	49	30	challenging	challenge	VERB
csm-41993	49	31	for	for	ADP
csm-41993	49	32	models	model	NOUN
csm-41993	49	33	to	to	PART
csm-41993	49	34	provide	provide	VERB
csm-41993	49	35	predictions	prediction	NOUN
csm-41993	49	36	at	at	ADP
csm-41993	49	37	specified	specify	VERB
csm-41993	49	38	times	time	NOUN
csm-41993	49	39	.	.	PUNCT
csm-41993	50	1	additionally	additionally	ADV
csm-41993	50	2	,	,	PUNCT
csm-41993	50	3	the	the	DET
csm-41993	50	4	requirement	requirement	NOUN
csm-41993	50	5	for	for	ADP
csm-41993	50	6	real	real	ADJ
csm-41993	50	7	-	-	PUNCT
csm-41993	50	8	time	time	NOUN
csm-41993	50	9	performance	performance	NOUN
csm-41993	50	10	increases	increase	VERB
csm-41993	50	11	model	model	NOUN
csm-41993	50	12	complexity	complexity	NOUN
csm-41993	50	13	,	,	PUNCT
csm-41993	50	14	necessitating	necessitate	VERB
csm-41993	50	15	ongoing	ongoing	ADJ
csm-41993	50	16	updates	update	NOUN
csm-41993	50	17	to	to	PART
csm-41993	50	18	meet	meet	VERB
csm-41993	50	19	the	the	DET
csm-41993	50	20	demands	demand	NOUN
csm-41993	50	21	of	of	ADP
csm-41993	50	22	new	new	ADJ
csm-41993	50	23	data	datum	NOUN
csm-41993	50	24	,	,	PUNCT
csm-41993	50	25	thereby	thereby	ADV
csm-41993	50	26	further	far	ADV
csm-41993	50	27	escalating	escalate	VERB
csm-41993	50	28	the	the	DET
csm-41993	50	29	need	need	NOUN
csm-41993	50	30	for	for	ADP
csm-41993	50	31	computational	computational	ADJ
csm-41993	50	32	resources	resource	NOUN
csm-41993	50	33	.	.	PUNCT
csm-41993	51	1	how	how	SCONJ
csm-41993	51	2	to	to	PART
csm-41993	51	3	effectively	effectively	ADV
csm-41993	51	4	utilize	utilize	VERB
csm-41993	51	5	computational	computational	ADJ
csm-41993	51	6	resources	resource	NOUN
csm-41993	51	7	while	while	SCONJ
csm-41993	51	8	ensuring	ensure	VERB
csm-41993	51	9	real	real	ADJ
csm-41993	51	10	-	-	PUNCT
csm-41993	51	11	time	time	NOUN
csm-41993	51	12	performance	performance	NOUN
csm-41993	51	13	has	have	AUX
csm-41993	51	14	become	become	VERB
csm-41993	51	15	a	a	DET
csm-41993	51	16	significant	significant	ADJ
csm-41993	51	17	challenge	challenge	NOUN
csm-41993	51	18	in	in	ADP
csm-41993	51	19	optimizing	optimize	VERB
csm-41993	51	20	predictive	predictive	ADJ
csm-41993	51	21	models	model	NOUN
csm-41993	51	22	for	for	ADP
csm-41993	51	23	social	social	ADJ
csm-41993	51	24	media	medium	NOUN
csm-41993	51	25	content	content	NOUN
csm-41993	51	26	popularity	popularity	NOUN
csm-41993	51	27	.	.	PUNCT
csm-41993	52	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
csm-41993	52	2	applied	apply	VERB
csm-41993	52	3	science	science	NOUN
csm-41993	52	4	and	and	CCONJ
csm-41993	52	5	innovative	innovative	ADJ
csm-41993	52	6	research	research	NOUN
csm-41993	52	7	vol	vol	NOUN
csm-41993	52	8	.	.	PROPN
csm-41993	53	1	8	8	NUM
csm-41993	53	2	,	,	PUNCT
csm-41993	53	3	no	no	INTJ
csm-41993	53	4	.	.	NOUN
csm-41993	53	5	4	4	NUM
csm-41993	53	6	,	,	PUNCT
csm-41993	53	7	2024	2024	NUM
csm-41993	53	8	published	publish	VERB
csm-41993	53	9	by	by	ADP
csm-41993	53	10	scholink	scholink	PROPN
csm-41993	53	11	inc	inc	PROPN
csm-41993	53	12	.	.	PROPN
csm-41993	53	13	200	200	NUM
csm-41993	53	14	4	4	NUM
csm-41993	53	15	.	.	PUNCT
csm-41993	53	16	optimization	optimization	NOUN
csm-41993	53	17	strategies	strategy	NOUN
csm-41993	53	18	for	for	ADP
csm-41993	53	19	predictive	predictive	ADJ
csm-41993	53	20	models	model	NOUN
csm-41993	53	21	of	of	ADP
csm-41993	53	22	social	social	ADJ
csm-41993	53	23	media	medium	NOUN
csm-41993	53	24	content	content	NOUN
csm-41993	53	25	popularity	popularity	NOUN
csm-41993	53	26	4.1	4.1	NUM
csm-41993	53	27	enhancing	enhance	VERB
csm-41993	53	28	data	datum	NOUN
csm-41993	53	29	collection	collection	NOUN
csm-41993	53	30	and	and	CCONJ
csm-41993	53	31	preprocessing	preprocesse	VERB
csm-41993	53	32	techniques	technique	NOUN
csm-41993	53	33	to	to	PART
csm-41993	53	34	address	address	VERB
csm-41993	53	35	the	the	DET
csm-41993	53	36	issue	issue	NOUN
csm-41993	53	37	of	of	ADP
csm-41993	53	38	data	datum	NOUN
csm-41993	53	39	sparsity	sparsity	NOUN
csm-41993	53	40	in	in	ADP
csm-41993	53	41	social	social	ADJ
csm-41993	53	42	media	medium	NOUN
csm-41993	53	43	,	,	PUNCT
csm-41993	53	44	enhancing	enhance	VERB
csm-41993	53	45	data	data	NOUN
csm-41993	53	46	collection	collection	NOUN
csm-41993	53	47	and	and	CCONJ
csm-41993	53	48	preprocessing	preprocessing	NOUN
csm-41993	53	49	techniques	technique	NOUN
csm-41993	53	50	is	be	AUX
csm-41993	53	51	particularly	particularly	ADV
csm-41993	53	52	important	important	ADJ
csm-41993	53	53	.	.	PUNCT
csm-41993	54	1	by	by	ADP
csm-41993	54	2	integrating	integrate	VERB
csm-41993	54	3	data	datum	NOUN
csm-41993	54	4	from	from	ADP
csm-41993	54	5	multiple	multiple	ADJ
csm-41993	54	6	channels	channel	NOUN
csm-41993	54	7	and	and	CCONJ
csm-41993	54	8	platforms	platform	NOUN
csm-41993	54	9	,	,	PUNCT
csm-41993	54	10	researchers	researcher	NOUN
csm-41993	54	11	can	can	AUX
csm-41993	54	12	enrich	enrich	VERB
csm-41993	54	13	the	the	DET
csm-41993	54	14	data	datum	NOUN
csm-41993	54	15	sources	source	NOUN
csm-41993	54	16	and	and	CCONJ
csm-41993	54	17	reduce	reduce	VERB
csm-41993	54	18	the	the	DET
csm-41993	54	19	information	information	NOUN
csm-41993	54	20	gaps	gap	NOUN
csm-41993	54	21	caused	cause	VERB
csm-41993	54	22	by	by	ADP
csm-41993	54	23	relying	rely	VERB
csm-41993	54	24	on	on	ADP
csm-41993	54	25	a	a	DET
csm-41993	54	26	single	single	ADJ
csm-41993	54	27	data	datum	NOUN
csm-41993	54	28	source	source	NOUN
csm-41993	54	29	.	.	PUNCT
csm-41993	55	1	additionally	additionally	ADV
csm-41993	55	2	,	,	PUNCT
csm-41993	55	3	automated	automate	VERB
csm-41993	55	4	data	datum	NOUN
csm-41993	55	5	cleaning	cleaning	NOUN
csm-41993	55	6	technologies	technology	NOUN
csm-41993	55	7	can	can	AUX
csm-41993	55	8	play	play	VERB
csm-41993	55	9	a	a	DET
csm-41993	55	10	key	key	ADJ
csm-41993	55	11	role	role	NOUN
csm-41993	55	12	in	in	ADP
csm-41993	55	13	the	the	DET
csm-41993	55	14	data	data	NOUN
csm-41993	55	15	collection	collection	NOUN
csm-41993	55	16	process	process	NOUN
csm-41993	55	17	,	,	PUNCT
csm-41993	55	18	ensuring	ensure	VERB
csm-41993	55	19	that	that	SCONJ
csm-41993	55	20	the	the	DET
csm-41993	55	21	collected	collect	VERB
csm-41993	55	22	data	data	NOUN
csm-41993	55	23	is	be	AUX
csm-41993	55	24	accurate	accurate	ADJ
csm-41993	55	25	and	and	CCONJ
csm-41993	55	26	consistent	consistent	ADJ
csm-41993	55	27	.	.	PUNCT
csm-41993	56	1	text	text	NOUN
csm-41993	56	2	analysis	analysis	NOUN
csm-41993	56	3	tools	tool	NOUN
csm-41993	56	4	developed	develop	VERB
csm-41993	56	5	using	use	VERB
csm-41993	56	6	natural	natural	ADJ
csm-41993	56	7	language	language	NOUN
csm-41993	56	8	processing	processing	NOUN
csm-41993	56	9	(	(	PUNCT
csm-41993	56	10	nlp	nlp	NOUN
csm-41993	56	11	)	)	PUNCT
csm-41993	56	12	technologies	technology	NOUN
csm-41993	56	13	can	can	AUX
csm-41993	56	14	delve	delve	VERB
csm-41993	56	15	deeper	deeply	ADV
csm-41993	56	16	into	into	ADP
csm-41993	56	17	the	the	DET
csm-41993	56	18	complex	complex	ADJ
csm-41993	56	19	semantic	semantic	ADJ
csm-41993	56	20	content	content	NOUN
csm-41993	56	21	of	of	ADP
csm-41993	56	22	social	social	ADJ
csm-41993	56	23	media	medium	NOUN
csm-41993	56	24	,	,	PUNCT
csm-41993	56	25	providing	provide	VERB
csm-41993	56	26	more	more	ADV
csm-41993	56	27	precise	precise	ADJ
csm-41993	56	28	input	input	NOUN
csm-41993	56	29	information	information	NOUN
csm-41993	56	30	for	for	ADP
csm-41993	56	31	predictive	predictive	ADJ
csm-41993	56	32	models	model	NOUN
csm-41993	56	33	.	.	PUNCT
csm-41993	57	1	when	when	SCONJ
csm-41993	57	2	processing	process	VERB
csm-41993	57	3	multimodal	multimodal	NOUN
csm-41993	57	4	data	datum	NOUN
csm-41993	57	5	,	,	PUNCT
csm-41993	57	6	strengthening	strengthen	VERB
csm-41993	57	7	data	datum	NOUN
csm-41993	57	8	fusion	fusion	NOUN
csm-41993	57	9	techniques	technique	NOUN
csm-41993	57	10	,	,	PUNCT
csm-41993	57	11	such	such	ADJ
csm-41993	57	12	as	as	ADP
csm-41993	57	13	joint	joint	ADJ
csm-41993	57	14	representation	representation	NOUN
csm-41993	57	15	learning	learning	NOUN
csm-41993	57	16	,	,	PUNCT
csm-41993	57	17	can	can	AUX
csm-41993	57	18	effectively	effectively	ADV
csm-41993	57	19	unify	unify	VERB
csm-41993	57	20	the	the	DET
csm-41993	57	21	processing	processing	NOUN
csm-41993	57	22	of	of	ADP
csm-41993	57	23	different	different	ADJ
csm-41993	57	24	types	type	NOUN
csm-41993	57	25	of	of	ADP
csm-41993	57	26	data	datum	NOUN
csm-41993	57	27	,	,	PUNCT
csm-41993	57	28	such	such	ADJ
csm-41993	57	29	as	as	ADP
csm-41993	57	30	text	text	NOUN
csm-41993	57	31	,	,	PUNCT
csm-41993	57	32	images	image	NOUN
csm-41993	57	33	,	,	PUNCT
csm-41993	57	34	and	and	CCONJ
csm-41993	57	35	videos	video	NOUN
csm-41993	57	36	,	,	PUNCT
csm-41993	57	37	thereby	thereby	ADV
csm-41993	57	38	extracting	extract	VERB
csm-41993	57	39	more	more	ADJ
csm-41993	57	40	representative	representative	ADJ
csm-41993	57	41	features	feature	NOUN
csm-41993	57	42	.	.	PUNCT
csm-41993	58	1	meanwhile	meanwhile	ADV
csm-41993	58	2	,	,	PUNCT
csm-41993	58	3	data	datum	NOUN
csm-41993	58	4	augmentation	augmentation	NOUN
csm-41993	58	5	techniques	technique	NOUN
csm-41993	58	6	can	can	AUX
csm-41993	58	7	alleviate	alleviate	VERB
csm-41993	58	8	data	data	NOUN
csm-41993	58	9	sparsity	sparsity	NOUN
csm-41993	58	10	by	by	ADP
csm-41993	58	11	generating	generate	VERB
csm-41993	58	12	new	new	ADJ
csm-41993	58	13	data	datum	NOUN
csm-41993	58	14	samples	sample	NOUN
csm-41993	58	15	,	,	PUNCT
csm-41993	58	16	allowing	allow	VERB
csm-41993	58	17	predictive	predictive	ADJ
csm-41993	58	18	models	model	NOUN
csm-41993	58	19	to	to	PART
csm-41993	58	20	be	be	AUX
csm-41993	58	21	trained	train	VERB
csm-41993	58	22	on	on	ADP
csm-41993	58	23	richer	rich	ADJ
csm-41993	58	24	datasets	dataset	NOUN
csm-41993	58	25	.	.	PUNCT
csm-41993	59	1	by	by	ADP
csm-41993	59	2	enhancing	enhance	VERB
csm-41993	59	3	data	datum	NOUN
csm-41993	59	4	collection	collection	NOUN
csm-41993	59	5	and	and	CCONJ
csm-41993	59	6	preprocessing	preprocessing	NOUN
csm-41993	59	7	techniques	technique	NOUN
csm-41993	59	8	,	,	PUNCT
csm-41993	59	9	the	the	DET
csm-41993	59	10	quality	quality	NOUN
csm-41993	59	11	of	of	ADP
csm-41993	59	12	data	datum	NOUN
csm-41993	59	13	can	can	AUX
csm-41993	59	14	be	be	AUX
csm-41993	59	15	improved	improve	VERB
csm-41993	59	16	while	while	SCONJ
csm-41993	59	17	providing	provide	VERB
csm-41993	59	18	the	the	DET
csm-41993	59	19	model	model	NOUN
csm-41993	59	20	with	with	ADP
csm-41993	59	21	more	more	ADV
csm-41993	59	22	comprehensive	comprehensive	ADJ
csm-41993	59	23	and	and	CCONJ
csm-41993	59	24	accurate	accurate	ADJ
csm-41993	59	25	inputs	input	NOUN
csm-41993	59	26	,	,	PUNCT
csm-41993	59	27	thus	thus	ADV
csm-41993	59	28	promoting	promote	VERB
csm-41993	59	29	more	more	ADV
csm-41993	59	30	reliable	reliable	ADJ
csm-41993	59	31	predictions	prediction	NOUN
csm-41993	59	32	.	.	PUNCT
csm-41993	60	1	4.2	4.2	NUM
csm-41993	60	2	application	application	NOUN
csm-41993	60	3	of	of	ADP
csm-41993	60	4	deep	deep	ADJ
csm-41993	60	5	learning	learning	NOUN
csm-41993	60	6	and	and	CCONJ
csm-41993	60	7	transfer	transfer	VERB
csm-41993	60	8	learning	learning	NOUN
csm-41993	60	9	methods	method	NOUN
csm-41993	60	10	in	in	ADP
csm-41993	60	11	recent	recent	ADJ
csm-41993	60	12	years	year	NOUN
csm-41993	60	13	,	,	PUNCT
csm-41993	60	14	the	the	DET
csm-41993	60	15	integration	integration	NOUN
csm-41993	60	16	of	of	ADP
csm-41993	60	17	deep	deep	ADJ
csm-41993	60	18	learning	learning	NOUN
csm-41993	60	19	and	and	CCONJ
csm-41993	60	20	transfer	transfer	VERB
csm-41993	60	21	learning	learning	NOUN
csm-41993	60	22	technologies	technology	NOUN
csm-41993	60	23	has	have	AUX
csm-41993	60	24	provided	provide	VERB
csm-41993	60	25	an	an	DET
csm-41993	60	26	innovative	innovative	ADJ
csm-41993	60	27	solution	solution	NOUN
csm-41993	60	28	for	for	ADP
csm-41993	60	29	optimizing	optimize	VERB
csm-41993	60	30	social	social	ADJ
csm-41993	60	31	media	medium	NOUN
csm-41993	60	32	content	content	NOUN
csm-41993	60	33	popularity	popularity	NOUN
csm-41993	60	34	prediction	prediction	NOUN
csm-41993	60	35	models	model	NOUN
csm-41993	60	36	.	.	PUNCT
csm-41993	61	1	deep	deep	ADJ
csm-41993	61	2	learning	learning	NOUN
csm-41993	61	3	relies	rely	VERB
csm-41993	61	4	on	on	ADP
csm-41993	61	5	multi	multi	ADJ
csm-41993	61	6	-	-	ADJ
csm-41993	61	7	layer	layer	ADJ
csm-41993	61	8	neural	neural	ADJ
csm-41993	61	9	network	network	NOUN
csm-41993	61	10	structures	structure	NOUN
csm-41993	61	11	to	to	PART
csm-41993	61	12	automatically	automatically	ADV
csm-41993	61	13	extract	extract	VERB
csm-41993	61	14	complex	complex	ADJ
csm-41993	61	15	features	feature	NOUN
csm-41993	61	16	from	from	ADP
csm-41993	61	17	data	datum	NOUN
csm-41993	61	18	,	,	PUNCT
csm-41993	61	19	a	a	DET
csm-41993	61	20	capability	capability	NOUN
csm-41993	61	21	that	that	PRON
csm-41993	61	22	has	have	AUX
csm-41993	61	23	demonstrated	demonstrate	VERB
csm-41993	61	24	outstanding	outstanding	ADJ
csm-41993	61	25	performance	performance	NOUN
csm-41993	61	26	and	and	CCONJ
csm-41993	61	27	strong	strong	ADJ
csm-41993	61	28	generalization	generalization	NOUN
csm-41993	61	29	ability	ability	NOUN
csm-41993	61	30	in	in	ADP
csm-41993	61	31	multi	multi	ADJ
csm-41993	61	32	-	-	ADJ
csm-41993	61	33	dimensional	dimensional	ADJ
csm-41993	61	34	,	,	PUNCT
csm-41993	61	35	large	large	ADJ
csm-41993	61	36	-	-	PUNCT
csm-41993	61	37	scale	scale	NOUN
csm-41993	61	38	data	datum	NOUN
csm-41993	61	39	processing	processing	NOUN
csm-41993	61	40	.	.	PUNCT
csm-41993	62	1	particularly	particularly	ADV
csm-41993	62	2	in	in	ADP
csm-41993	62	3	environments	environment	NOUN
csm-41993	62	4	like	like	ADP
csm-41993	62	5	social	social	ADJ
csm-41993	62	6	media	medium	NOUN
csm-41993	62	7	,	,	PUNCT
csm-41993	62	8	which	which	PRON
csm-41993	62	9	are	be	AUX
csm-41993	62	10	characterized	characterize	VERB
csm-41993	62	11	by	by	ADP
csm-41993	62	12	vast	vast	ADJ
csm-41993	62	13	and	and	CCONJ
csm-41993	62	14	diverse	diverse	ADJ
csm-41993	62	15	amounts	amount	NOUN
csm-41993	62	16	of	of	ADP
csm-41993	62	17	information	information	NOUN
csm-41993	62	18	,	,	PUNCT
csm-41993	62	19	deep	deep	ADJ
csm-41993	62	20	learning	learning	NOUN
csm-41993	62	21	models	model	NOUN
csm-41993	62	22	can	can	AUX
csm-41993	62	23	effectively	effectively	ADV
csm-41993	62	24	capture	capture	VERB
csm-41993	62	25	the	the	DET
csm-41993	62	26	influencing	influence	VERB
csm-41993	62	27	factors	factor	NOUN
csm-41993	62	28	that	that	PRON
csm-41993	62	29	may	may	AUX
csm-41993	62	30	exist	exist	VERB
csm-41993	62	31	in	in	ADP
csm-41993	62	32	the	the	DET
csm-41993	62	33	content	content	NOUN
csm-41993	62	34	popularity	popularity	NOUN
csm-41993	62	35	process	process	NOUN
csm-41993	62	36	,	,	PUNCT
csm-41993	62	37	thereby	thereby	ADV
csm-41993	62	38	enhancing	enhance	VERB
csm-41993	62	39	prediction	prediction	NOUN
csm-41993	62	40	accuracy	accuracy	NOUN
csm-41993	62	41	.	.	PUNCT
csm-41993	63	1	however	however	ADV
csm-41993	63	2	,	,	PUNCT
csm-41993	63	3	one	one	NUM
csm-41993	63	4	of	of	ADP
csm-41993	63	5	the	the	DET
csm-41993	63	6	significant	significant	ADJ
csm-41993	63	7	challenges	challenge	NOUN
csm-41993	63	8	faced	face	VERB
csm-41993	63	9	by	by	ADP
csm-41993	63	10	deep	deep	ADJ
csm-41993	63	11	learning	learning	NOUN
csm-41993	63	12	models	model	NOUN
csm-41993	63	13	is	be	AUX
csm-41993	63	14	their	their	PRON
csm-41993	63	15	substantial	substantial	ADJ
csm-41993	63	16	demand	demand	NOUN
csm-41993	63	17	for	for	ADP
csm-41993	63	18	labeled	label	VERB
csm-41993	63	19	data	datum	NOUN
csm-41993	63	20	.	.	PUNCT
csm-41993	64	1	training	training	NOUN
csm-41993	64	2	effective	effective	ADJ
csm-41993	64	3	deep	deep	ADJ
csm-41993	64	4	learning	learning	NOUN
csm-41993	64	5	models	model	NOUN
csm-41993	64	6	often	often	ADV
csm-41993	64	7	requires	require	VERB
csm-41993	64	8	a	a	DET
csm-41993	64	9	large	large	ADJ
csm-41993	64	10	amount	amount	NOUN
csm-41993	64	11	of	of	ADP
csm-41993	64	12	labeled	label	VERB
csm-41993	64	13	data	datum	NOUN
csm-41993	64	14	,	,	PUNCT
csm-41993	64	15	which	which	PRON
csm-41993	64	16	is	be	AUX
csm-41993	64	17	not	not	PART
csm-41993	64	18	always	always	ADV
csm-41993	64	19	readily	readily	ADV
csm-41993	64	20	available	available	ADJ
csm-41993	64	21	in	in	ADP
csm-41993	64	22	many	many	ADJ
csm-41993	64	23	practical	practical	ADJ
csm-41993	64	24	applications	application	NOUN
csm-41993	64	25	.	.	PUNCT
csm-41993	65	1	this	this	PRON
csm-41993	65	2	is	be	AUX
csm-41993	65	3	especially	especially	ADV
csm-41993	65	4	true	true	ADJ
csm-41993	65	5	for	for	ADP
csm-41993	65	6	emerging	emerge	VERB
csm-41993	65	7	fields	field	NOUN
csm-41993	65	8	or	or	CCONJ
csm-41993	65	9	specific	specific	ADJ
csm-41993	65	10	social	social	ADJ
csm-41993	65	11	media	medium	NOUN
csm-41993	65	12	platforms	platform	NOUN
csm-41993	65	13	,	,	PUNCT
csm-41993	65	14	where	where	SCONJ
csm-41993	65	15	the	the	DET
csm-41993	65	16	acquisition	acquisition	NOUN
csm-41993	65	17	of	of	ADP
csm-41993	65	18	massive	massive	ADJ
csm-41993	65	19	labeled	label	VERB
csm-41993	65	20	datasets	dataset	NOUN
csm-41993	65	21	may	may	AUX
csm-41993	65	22	face	face	VERB
csm-41993	65	23	constraints	constraint	NOUN
csm-41993	65	24	in	in	ADP
csm-41993	65	25	terms	term	NOUN
csm-41993	65	26	of	of	ADP
csm-41993	65	27	time	time	NOUN
csm-41993	65	28	and	and	CCONJ
csm-41993	65	29	resources	resource	NOUN
csm-41993	65	30	.	.	PUNCT
csm-41993	66	1	at	at	ADP
csm-41993	66	2	this	this	DET
csm-41993	66	3	point	point	NOUN
csm-41993	66	4	,	,	PUNCT
csm-41993	66	5	the	the	DET
csm-41993	66	6	introduction	introduction	NOUN
csm-41993	66	7	of	of	ADP
csm-41993	66	8	transfer	transfer	NOUN
csm-41993	66	9	learning	learning	NOUN
csm-41993	66	10	becomes	become	VERB
csm-41993	66	11	crucial	crucial	ADJ
csm-41993	66	12	.	.	PUNCT
csm-41993	67	1	transfer	transfer	NOUN
csm-41993	67	2	learning	learning	NOUN
csm-41993	67	3	effectively	effectively	ADV
csm-41993	67	4	reduces	reduce	VERB
csm-41993	67	5	the	the	DET
csm-41993	67	6	reliance	reliance	NOUN
csm-41993	67	7	on	on	ADP
csm-41993	67	8	labeled	label	VERB
csm-41993	67	9	data	datum	NOUN
csm-41993	67	10	by	by	ADP
csm-41993	67	11	utilizing	utilize	VERB
csm-41993	67	12	models	model	NOUN
csm-41993	67	13	pre	pre	VERB
csm-41993	67	14	-	-	VERB
csm-41993	67	15	trained	train	VERB
csm-41993	67	16	in	in	ADP
csm-41993	67	17	one	one	NUM
csm-41993	67	18	domain	domain	NOUN
csm-41993	67	19	(	(	PUNCT
csm-41993	67	20	source	source	NOUN
csm-41993	67	21	domain	domain	NOUN
csm-41993	67	22	)	)	PUNCT
csm-41993	67	23	and	and	CCONJ
csm-41993	67	24	transferring	transfer	VERB
csm-41993	67	25	their	their	PRON
csm-41993	67	26	knowledge	knowledge	NOUN
csm-41993	67	27	to	to	ADP
csm-41993	67	28	a	a	DET
csm-41993	67	29	new	new	ADJ
csm-41993	67	30	domain	domain	NOUN
csm-41993	67	31	(	(	PUNCT
csm-41993	67	32	target	target	NOUN
csm-41993	67	33	domain	domain	NOUN
csm-41993	67	34	)	)	PUNCT
csm-41993	67	35	.	.	PUNCT
csm-41993	68	1	this	this	DET
csm-41993	68	2	method	method	NOUN
csm-41993	68	3	helps	help	VERB
csm-41993	68	4	researchers	researcher	NOUN
csm-41993	68	5	quickly	quickly	ADV
csm-41993	68	6	establish	establish	VERB
csm-41993	68	7	well	well	ADV
csm-41993	68	8	-	-	PUNCT
csm-41993	68	9	performing	perform	VERB
csm-41993	68	10	predictive	predictive	ADJ
csm-41993	68	11	models	model	NOUN
csm-41993	68	12	when	when	SCONJ
csm-41993	68	13	labeled	label	VERB
csm-41993	68	14	data	datum	NOUN
csm-41993	68	15	is	be	AUX
csm-41993	68	16	scarce	scarce	ADJ
csm-41993	68	17	.	.	PUNCT
csm-41993	69	1	specifically	specifically	ADV
csm-41993	69	2	,	,	PUNCT
csm-41993	69	3	when	when	SCONJ
csm-41993	69	4	predicting	predict	VERB
csm-41993	69	5	the	the	DET
csm-41993	69	6	popularity	popularity	NOUN
csm-41993	69	7	of	of	ADP
csm-41993	69	8	social	social	ADJ
csm-41993	69	9	media	medium	NOUN
csm-41993	69	10	content	content	NOUN
csm-41993	69	11	,	,	PUNCT
csm-41993	69	12	researchers	researcher	NOUN
csm-41993	69	13	can	can	AUX
csm-41993	69	14	leverage	leverage	VERB
csm-41993	69	15	the	the	DET
csm-41993	69	16	features	feature	NOUN
csm-41993	69	17	and	and	CCONJ
csm-41993	69	18	patterns	pattern	NOUN
csm-41993	69	19	they	they	PRON
csm-41993	69	20	have	have	AUX
csm-41993	69	21	already	already	ADV
csm-41993	69	22	learned	learn	VERB
csm-41993	69	23	and	and	CCONJ
csm-41993	69	24	use	use	VERB
csm-41993	69	25	models	model	NOUN
csm-41993	69	26	trained	train	VERB
csm-41993	69	27	on	on	ADP
csm-41993	69	28	similar	similar	ADJ
csm-41993	69	29	tasks	task	NOUN
csm-41993	69	30	to	to	PART
csm-41993	69	31	boost	boost	VERB
csm-41993	69	32	performance	performance	NOUN
csm-41993	69	33	on	on	ADP
csm-41993	69	34	the	the	DET
csm-41993	69	35	new	new	ADJ
csm-41993	69	36	task	task	NOUN
csm-41993	69	37	.	.	PUNCT
csm-41993	70	1	additionally	additionally	ADV
csm-41993	70	2	,	,	PUNCT
csm-41993	70	3	one	one	NUM
csm-41993	70	4	of	of	ADP
csm-41993	70	5	the	the	DET
csm-41993	70	6	main	main	ADJ
csm-41993	70	7	advantages	advantage	NOUN
csm-41993	70	8	of	of	ADP
csm-41993	70	9	transfer	transfer	NOUN
csm-41993	70	10	learning	learning	NOUN
csm-41993	70	11	is	be	AUX
csm-41993	70	12	its	its	PRON
csm-41993	70	13	flexibility	flexibility	NOUN
csm-41993	70	14	.	.	PUNCT
csm-41993	71	1	it	it	PRON
csm-41993	71	2	can	can	AUX
csm-41993	71	3	facilitate	facilitate	VERB
csm-41993	71	4	knowledge	knowledge	NOUN
csm-41993	71	5	transfer	transfer	NOUN
csm-41993	71	6	within	within	ADP
csm-41993	71	7	the	the	DET
csm-41993	71	8	same	same	ADJ
csm-41993	71	9	domain	domain	NOUN
csm-41993	71	10	and	and	CCONJ
csm-41993	71	11	also	also	ADV
csm-41993	71	12	apply	apply	VERB
csm-41993	71	13	across	across	ADP
csm-41993	71	14	different	different	ADJ
csm-41993	71	15	domains	domain	NOUN
csm-41993	71	16	.	.	PUNCT
csm-41993	72	1	this	this	PRON
csm-41993	72	2	means	mean	VERB
csm-41993	72	3	that	that	SCONJ
csm-41993	72	4	if	if	SCONJ
csm-41993	72	5	a	a	DET
csm-41993	72	6	particular	particular	ADJ
csm-41993	72	7	social	social	ADJ
csm-41993	72	8	media	medium	NOUN
csm-41993	72	9	platform	platform	NOUN
csm-41993	72	10	has	have	VERB
csm-41993	72	11	content	content	NOUN
csm-41993	72	12	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
csm-41993	72	13	applied	apply	VERB
csm-41993	72	14	science	science	NOUN
csm-41993	72	15	and	and	CCONJ
csm-41993	72	16	innovative	innovative	ADJ
csm-41993	72	17	research	research	NOUN
csm-41993	72	18	vol	vol	NOUN
csm-41993	72	19	.	.	PROPN
csm-41993	73	1	8	8	NUM
csm-41993	73	2	,	,	PUNCT
csm-41993	73	3	no	no	INTJ
csm-41993	73	4	.	.	NOUN
csm-41993	73	5	4	4	NUM
csm-41993	73	6	,	,	PUNCT
csm-41993	73	7	2024	2024	NUM
csm-41993	73	8	published	publish	VERB
csm-41993	73	9	by	by	ADP
csm-41993	73	10	scholink	scholink	PROPN
csm-41993	73	11	inc	inc	PROPN
csm-41993	73	12	.	.	PROPN
csm-41993	73	13	201	201	NUM
csm-41993	73	14	features	feature	VERB
csm-41993	73	15	similar	similar	ADJ
csm-41993	73	16	to	to	ADP
csm-41993	73	17	those	those	PRON
csm-41993	73	18	of	of	ADP
csm-41993	73	19	another	another	DET
csm-41993	73	20	platform	platform	NOUN
csm-41993	73	21	,	,	PUNCT
csm-41993	73	22	researchers	researcher	NOUN
csm-41993	73	23	can	can	AUX
csm-41993	73	24	apply	apply	VERB
csm-41993	73	25	the	the	DET
csm-41993	73	26	learning	learn	VERB
csm-41993	73	27	outcomes	outcome	NOUN
csm-41993	73	28	from	from	ADP
csm-41993	73	29	the	the	DET
csm-41993	73	30	former	former	ADJ
csm-41993	73	31	platform	platform	NOUN
csm-41993	73	32	to	to	ADP
csm-41993	73	33	the	the	DET
csm-41993	73	34	latter	latter	ADJ
csm-41993	73	35	,	,	PUNCT
csm-41993	73	36	enhancing	enhance	VERB
csm-41993	73	37	the	the	DET
csm-41993	73	38	model	model	NOUN
csm-41993	73	39	's	's	PART
csm-41993	73	40	performance	performance	NOUN
csm-41993	73	41	on	on	ADP
csm-41993	73	42	the	the	DET
csm-41993	73	43	new	new	ADJ
csm-41993	73	44	platform	platform	NOUN
csm-41993	73	45	.	.	PUNCT
csm-41993	74	1	this	this	DET
csm-41993	74	2	knowledge	knowledge	NOUN
csm-41993	74	3	transfer	transfer	NOUN
csm-41993	74	4	process	process	NOUN
csm-41993	74	5	not	not	PART
csm-41993	74	6	only	only	ADV
csm-41993	74	7	accelerates	accelerate	VERB
csm-41993	74	8	model	model	NOUN
csm-41993	74	9	training	training	NOUN
csm-41993	74	10	speed	speed	NOUN
csm-41993	74	11	but	but	CCONJ
csm-41993	74	12	also	also	ADV
csm-41993	74	13	enhances	enhance	VERB
csm-41993	74	14	its	its	PRON
csm-41993	74	15	generalization	generalization	NOUN
csm-41993	74	16	ability	ability	NOUN
csm-41993	74	17	for	for	ADP
csm-41993	74	18	new	new	ADJ
csm-41993	74	19	tasks	task	NOUN
csm-41993	74	20	.	.	PUNCT
csm-41993	75	1	4.3	4.3	NUM
csm-41993	75	2	introduction	introduction	NOUN
csm-41993	75	3	of	of	ADP
csm-41993	75	4	explainable	explainable	ADJ
csm-41993	75	5	ai	ai	NOUN
csm-41993	75	6	technologies	technology	NOUN
csm-41993	75	7	and	and	CCONJ
csm-41993	75	8	model	model	NOUN
csm-41993	75	9	visualization	visualization	NOUN
csm-41993	75	10	the	the	DET
csm-41993	75	11	introduction	introduction	NOUN
csm-41993	75	12	of	of	ADP
csm-41993	75	13	explainable	explainable	ADJ
csm-41993	75	14	ai	ai	NOUN
csm-41993	75	15	(	(	PUNCT
csm-41993	75	16	xai	xai	PROPN
csm-41993	75	17	)	)	PUNCT
csm-41993	75	18	technologies	technology	NOUN
csm-41993	75	19	has	have	AUX
csm-41993	75	20	greatly	greatly	ADV
csm-41993	75	21	advanced	advance	VERB
csm-41993	75	22	the	the	DET
csm-41993	75	23	understanding	understanding	NOUN
csm-41993	75	24	of	of	ADP
csm-41993	75	25	complex	complex	ADJ
csm-41993	75	26	models	model	NOUN
csm-41993	75	27	,	,	PUNCT
csm-41993	75	28	enabling	enable	VERB
csm-41993	75	29	users	user	NOUN
csm-41993	75	30	and	and	CCONJ
csm-41993	75	31	researchers	researcher	NOUN
csm-41993	75	32	to	to	PART
csm-41993	75	33	gain	gain	VERB
csm-41993	75	34	deeper	deep	ADJ
csm-41993	75	35	insights	insight	NOUN
csm-41993	75	36	into	into	ADP
csm-41993	75	37	the	the	DET
csm-41993	75	38	predictive	predictive	ADJ
csm-41993	75	39	rationale	rationale	NOUN
csm-41993	75	40	of	of	ADP
csm-41993	75	41	models	model	NOUN
csm-41993	75	42	.	.	PUNCT
csm-41993	76	1	this	this	DET
csm-41993	76	2	technology	technology	NOUN
csm-41993	76	3	can	can	AUX
csm-41993	76	4	provide	provide	VERB
csm-41993	76	5	clear	clear	ADJ
csm-41993	76	6	explanations	explanation	NOUN
csm-41993	76	7	and	and	CCONJ
csm-41993	76	8	help	help	VERB
csm-41993	76	9	users	user	NOUN
csm-41993	76	10	build	build	VERB
csm-41993	76	11	trust	trust	NOUN
csm-41993	76	12	in	in	ADP
csm-41993	76	13	model	model	NOUN
csm-41993	76	14	outputs	output	NOUN
csm-41993	76	15	.	.	PUNCT
csm-41993	77	1	users	user	NOUN
csm-41993	77	2	can	can	AUX
csm-41993	77	3	create	create	VERB
csm-41993	77	4	interpretable	interpretable	ADJ
csm-41993	77	5	feature	feature	NOUN
csm-41993	77	6	importance	importance	NOUN
csm-41993	77	7	charts	chart	NOUN
csm-41993	77	8	to	to	PART
csm-41993	77	9	visually	visually	ADV
csm-41993	77	10	identify	identify	VERB
csm-41993	77	11	which	which	DET
csm-41993	77	12	features	feature	VERB
csm-41993	77	13	play	play	VERB
csm-41993	77	14	a	a	DET
csm-41993	77	15	decisive	decisive	ADJ
csm-41993	77	16	role	role	NOUN
csm-41993	77	17	in	in	ADP
csm-41993	77	18	prediction	prediction	NOUN
csm-41993	77	19	results	result	NOUN
csm-41993	77	20	.	.	PUNCT
csm-41993	78	1	this	this	DET
csm-41993	78	2	intuitive	intuitive	ADJ
csm-41993	78	3	display	display	NOUN
csm-41993	78	4	significantly	significantly	ADV
csm-41993	78	5	enhances	enhance	VERB
csm-41993	78	6	users	user	NOUN
csm-41993	78	7	'	'	PART
csm-41993	78	8	understanding	understanding	NOUN
csm-41993	78	9	and	and	CCONJ
csm-41993	78	10	acceptance	acceptance	NOUN
csm-41993	78	11	of	of	ADP
csm-41993	78	12	the	the	DET
csm-41993	78	13	model	model	NOUN
csm-41993	78	14	.	.	PUNCT
csm-41993	79	1	in	in	ADP
csm-41993	79	2	addition	addition	NOUN
csm-41993	79	3	to	to	PART
csm-41993	79	4	feature	feature	VERB
csm-41993	79	5	importance	importance	NOUN
csm-41993	79	6	charts	chart	NOUN
csm-41993	79	7	,	,	PUNCT
csm-41993	79	8	model	model	NOUN
csm-41993	79	9	visualization	visualization	NOUN
csm-41993	79	10	techniques	technique	NOUN
csm-41993	79	11	are	be	AUX
csm-41993	79	12	essential	essential	ADJ
csm-41993	79	13	for	for	ADP
csm-41993	79	14	understanding	understand	VERB
csm-41993	79	15	complex	complex	ADJ
csm-41993	79	16	predictive	predictive	ADJ
csm-41993	79	17	processes	process	NOUN
csm-41993	79	18	.	.	PUNCT
csm-41993	80	1	by	by	ADP
csm-41993	80	2	graphically	graphically	ADV
csm-41993	80	3	presenting	present	VERB
csm-41993	80	4	the	the	DET
csm-41993	80	5	internal	internal	ADJ
csm-41993	80	6	structure	structure	NOUN
csm-41993	80	7	and	and	CCONJ
csm-41993	80	8	decision	decision	NOUN
csm-41993	80	9	-	-	PUNCT
csm-41993	80	10	making	make	VERB
csm-41993	80	11	processes	process	NOUN
csm-41993	80	12	of	of	ADP
csm-41993	80	13	models	model	NOUN
csm-41993	80	14	,	,	PUNCT
csm-41993	80	15	researchers	researcher	NOUN
csm-41993	80	16	can	can	AUX
csm-41993	80	17	gain	gain	VERB
csm-41993	80	18	a	a	DET
csm-41993	80	19	clearer	clear	ADJ
csm-41993	80	20	grasp	grasp	NOUN
csm-41993	80	21	of	of	ADP
csm-41993	80	22	their	their	PRON
csm-41993	80	23	operational	operational	ADJ
csm-41993	80	24	mechanisms	mechanism	NOUN
csm-41993	80	25	.	.	PUNCT
csm-41993	81	1	this	this	DET
csm-41993	81	2	visualization	visualization	NOUN
csm-41993	81	3	not	not	PART
csm-41993	81	4	only	only	ADV
csm-41993	81	5	reveals	reveal	VERB
csm-41993	81	6	the	the	DET
csm-41993	81	7	decision	decision	NOUN
csm-41993	81	8	paths	path	NOUN
csm-41993	81	9	of	of	ADP
csm-41993	81	10	models	model	NOUN
csm-41993	81	11	but	but	CCONJ
csm-41993	81	12	also	also	ADV
csm-41993	81	13	helps	help	VERB
csm-41993	81	14	researchers	researcher	NOUN
csm-41993	81	15	identify	identify	VERB
csm-41993	81	16	potential	potential	ADJ
csm-41993	81	17	issues	issue	NOUN
csm-41993	81	18	.	.	PUNCT
csm-41993	82	1	for	for	ADP
csm-41993	82	2	instance	instance	NOUN
csm-41993	82	3	,	,	PUNCT
csm-41993	82	4	through	through	ADP
csm-41993	82	5	visualization	visualization	NOUN
csm-41993	82	6	,	,	PUNCT
csm-41993	82	7	researchers	researcher	NOUN
csm-41993	82	8	can	can	AUX
csm-41993	82	9	detect	detect	VERB
csm-41993	82	10	whether	whether	SCONJ
csm-41993	82	11	data	datum	NOUN
csm-41993	82	12	is	be	AUX
csm-41993	82	13	biased	bias	VERB
csm-41993	82	14	,	,	PUNCT
csm-41993	82	15	whether	whether	SCONJ
csm-41993	82	16	features	feature	NOUN
csm-41993	82	17	have	have	VERB
csm-41993	82	18	redundancy	redundancy	NOUN
csm-41993	82	19	,	,	PUNCT
csm-41993	82	20	and	and	CCONJ
csm-41993	82	21	make	make	VERB
csm-41993	82	22	necessary	necessary	ADJ
csm-41993	82	23	adjustments	adjustment	NOUN
csm-41993	82	24	and	and	CCONJ
csm-41993	82	25	optimizations	optimization	NOUN
csm-41993	82	26	based	base	VERB
csm-41993	82	27	on	on	ADP
csm-41993	82	28	this	this	DET
csm-41993	82	29	information	information	NOUN
csm-41993	82	30	.	.	PUNCT
csm-41993	83	1	this	this	DET
csm-41993	83	2	process	process	NOUN
csm-41993	83	3	enhances	enhance	VERB
csm-41993	83	4	model	model	NOUN
csm-41993	83	5	performance	performance	NOUN
csm-41993	83	6	while	while	SCONJ
csm-41993	83	7	ensuring	ensure	VERB
csm-41993	83	8	its	its	PRON
csm-41993	83	9	practical	practical	ADJ
csm-41993	83	10	effectiveness	effectiveness	NOUN
csm-41993	83	11	.	.	PUNCT
csm-41993	84	1	it	it	PRON
csm-41993	84	2	can	can	AUX
csm-41993	84	3	be	be	AUX
csm-41993	84	4	argued	argue	VERB
csm-41993	84	5	that	that	SCONJ
csm-41993	84	6	the	the	DET
csm-41993	84	7	combination	combination	NOUN
csm-41993	84	8	of	of	ADP
csm-41993	84	9	xai	xai	PROPN
csm-41993	84	10	technologies	technology	NOUN
csm-41993	84	11	and	and	CCONJ
csm-41993	84	12	model	model	NOUN
csm-41993	84	13	visualization	visualization	NOUN
csm-41993	84	14	offers	offer	VERB
csm-41993	84	15	greater	great	ADJ
csm-41993	84	16	transparency	transparency	NOUN
csm-41993	84	17	to	to	ADP
csm-41993	84	18	users	user	NOUN
csm-41993	84	19	.	.	PUNCT
csm-41993	85	1	in	in	ADP
csm-41993	85	2	practical	practical	ADJ
csm-41993	85	3	work	work	NOUN
csm-41993	85	4	,	,	PUNCT
csm-41993	85	5	users	user	NOUN
csm-41993	85	6	often	often	ADV
csm-41993	85	7	need	need	VERB
csm-41993	85	8	to	to	PART
csm-41993	85	9	understand	understand	VERB
csm-41993	85	10	model	model	NOUN
csm-41993	85	11	prediction	prediction	NOUN
csm-41993	85	12	results	result	NOUN
csm-41993	85	13	to	to	PART
csm-41993	85	14	make	make	VERB
csm-41993	85	15	informed	informed	ADJ
csm-41993	85	16	decisions	decision	NOUN
csm-41993	85	17	.	.	PUNCT
csm-41993	86	1	efficient	efficient	ADJ
csm-41993	86	2	visualization	visualization	NOUN
csm-41993	86	3	tools	tool	NOUN
csm-41993	86	4	allow	allow	VERB
csm-41993	86	5	users	user	NOUN
csm-41993	86	6	to	to	PART
csm-41993	86	7	intuitively	intuitively	ADV
csm-41993	86	8	grasp	grasp	VERB
csm-41993	86	9	the	the	DET
csm-41993	86	10	predictive	predictive	ADJ
csm-41993	86	11	logic	logic	NOUN
csm-41993	86	12	of	of	ADP
csm-41993	86	13	the	the	DET
csm-41993	86	14	model	model	NOUN
csm-41993	86	15	,	,	PUNCT
csm-41993	86	16	facilitating	facilitate	VERB
csm-41993	86	17	better	well	ADJ
csm-41993	86	18	use	use	NOUN
csm-41993	86	19	of	of	ADP
csm-41993	86	20	these	these	DET
csm-41993	86	21	results	result	NOUN
csm-41993	86	22	in	in	ADP
csm-41993	86	23	specific	specific	ADJ
csm-41993	86	24	business	business	NOUN
csm-41993	86	25	scenarios	scenario	NOUN
csm-41993	86	26	.	.	PUNCT
csm-41993	87	1	this	this	DET
csm-41993	87	2	improved	improve	VERB
csm-41993	87	3	understanding	understanding	NOUN
csm-41993	87	4	not	not	PART
csm-41993	87	5	only	only	ADV
csm-41993	87	6	enhances	enhance	VERB
csm-41993	87	7	the	the	DET
csm-41993	87	8	practical	practical	ADJ
csm-41993	87	9	application	application	NOUN
csm-41993	87	10	value	value	NOUN
csm-41993	87	11	of	of	ADP
csm-41993	87	12	the	the	DET
csm-41993	87	13	model	model	NOUN
csm-41993	87	14	but	but	CCONJ
csm-41993	87	15	also	also	ADV
csm-41993	87	16	increases	increase	VERB
csm-41993	87	17	user	user	NOUN
csm-41993	87	18	trust	trust	NOUN
csm-41993	87	19	in	in	ADP
csm-41993	87	20	it	it	PRON
csm-41993	87	21	.	.	PUNCT
csm-41993	88	1	furthermore	furthermore	ADV
csm-41993	88	2	,	,	PUNCT
csm-41993	88	3	it	it	PRON
csm-41993	88	4	can	can	AUX
csm-41993	88	5	be	be	AUX
csm-41993	88	6	asserted	assert	VERB
csm-41993	88	7	that	that	SCONJ
csm-41993	88	8	ai	ai	VERB
csm-41993	88	9	and	and	CCONJ
csm-41993	88	10	model	model	NOUN
csm-41993	88	11	visualization	visualization	NOUN
csm-41993	88	12	provide	provide	VERB
csm-41993	88	13	more	more	ADV
csm-41993	88	14	reliable	reliable	ADJ
csm-41993	88	15	decision	decision	NOUN
csm-41993	88	16	support	support	NOUN
csm-41993	88	17	for	for	ADP
csm-41993	88	18	enterprises	enterprise	NOUN
csm-41993	88	19	.	.	PUNCT
csm-41993	89	1	in	in	ADP
csm-41993	89	2	many	many	ADJ
csm-41993	89	3	industries	industry	NOUN
csm-41993	89	4	,	,	PUNCT
csm-41993	89	5	especially	especially	ADV
csm-41993	89	6	in	in	ADP
csm-41993	89	7	high	high	ADJ
csm-41993	89	8	-	-	PUNCT
csm-41993	89	9	risk	risk	NOUN
csm-41993	89	10	fields	field	NOUN
csm-41993	89	11	like	like	ADP
csm-41993	89	12	healthcare	healthcare	NOUN
csm-41993	89	13	and	and	CCONJ
csm-41993	89	14	finance	finance	NOUN
csm-41993	89	15	,	,	PUNCT
csm-41993	89	16	transparency	transparency	NOUN
csm-41993	89	17	in	in	ADP
csm-41993	89	18	decision	decision	NOUN
csm-41993	89	19	-	-	PUNCT
csm-41993	89	20	making	making	NOUN
csm-41993	89	21	is	be	AUX
csm-41993	89	22	crucial	crucial	ADJ
csm-41993	89	23	.	.	PUNCT
csm-41993	90	1	the	the	DET
csm-41993	90	2	introduction	introduction	NOUN
csm-41993	90	3	of	of	ADP
csm-41993	90	4	explainability	explainability	NOUN
csm-41993	90	5	technologies	technology	NOUN
csm-41993	90	6	allows	allow	VERB
csm-41993	90	7	enterprises	enterprise	NOUN
csm-41993	90	8	to	to	PART
csm-41993	90	9	demonstrate	demonstrate	VERB
csm-41993	90	10	reasonableness	reasonableness	NOUN
csm-41993	90	11	to	to	ADP
csm-41993	90	12	stakeholders	stakeholder	NOUN
csm-41993	90	13	during	during	ADP
csm-41993	90	14	the	the	DET
csm-41993	90	15	decision	decision	NOUN
csm-41993	90	16	-	-	PUNCT
csm-41993	90	17	making	make	VERB
csm-41993	90	18	process	process	NOUN
csm-41993	90	19	,	,	PUNCT
csm-41993	90	20	thereby	thereby	ADV
csm-41993	90	21	reducing	reduce	VERB
csm-41993	90	22	potential	potential	ADJ
csm-41993	90	23	legal	legal	ADJ
csm-41993	90	24	and	and	CCONJ
csm-41993	90	25	ethical	ethical	ADJ
csm-41993	90	26	risks	risk	NOUN
csm-41993	90	27	.	.	PUNCT
csm-41993	91	1	4.4	4.4	NUM
csm-41993	91	2	optimization	optimization	NOUN
csm-41993	91	3	algorithms	algorithm	NOUN
csm-41993	91	4	and	and	CCONJ
csm-41993	91	5	utilization	utilization	NOUN
csm-41993	91	6	of	of	ADP
csm-41993	91	7	distributed	distribute	VERB
csm-41993	91	8	computing	computing	NOUN
csm-41993	91	9	resources	resource	NOUN
csm-41993	91	10	the	the	DET
csm-41993	91	11	efficient	efficient	ADJ
csm-41993	91	12	use	use	NOUN
csm-41993	91	13	of	of	ADP
csm-41993	91	14	optimization	optimization	NOUN
csm-41993	91	15	algorithms	algorithm	NOUN
csm-41993	91	16	and	and	CCONJ
csm-41993	91	17	distributed	distribute	VERB
csm-41993	91	18	computing	computing	NOUN
csm-41993	91	19	resources	resource	NOUN
csm-41993	91	20	plays	play	VERB
csm-41993	91	21	a	a	DET
csm-41993	91	22	critical	critical	ADJ
csm-41993	91	23	role	role	NOUN
csm-41993	91	24	in	in	ADP
csm-41993	91	25	improving	improve	VERB
csm-41993	91	26	the	the	DET
csm-41993	91	27	performance	performance	NOUN
csm-41993	91	28	of	of	ADP
csm-41993	91	29	social	social	ADJ
csm-41993	91	30	media	medium	NOUN
csm-41993	91	31	content	content	NOUN
csm-41993	91	32	popularity	popularity	NOUN
csm-41993	91	33	prediction	prediction	NOUN
csm-41993	91	34	models	model	NOUN
csm-41993	91	35	.	.	PUNCT
csm-41993	92	1	as	as	SCONJ
csm-41993	92	2	the	the	DET
csm-41993	92	3	number	number	NOUN
csm-41993	92	4	of	of	ADP
csm-41993	92	5	users	user	NOUN
csm-41993	92	6	on	on	ADP
csm-41993	92	7	social	social	ADJ
csm-41993	92	8	media	medium	NOUN
csm-41993	92	9	platforms	platform	NOUN
csm-41993	92	10	continues	continue	VERB
csm-41993	92	11	to	to	PART
csm-41993	92	12	expand	expand	VERB
csm-41993	92	13	and	and	CCONJ
csm-41993	92	14	the	the	DET
csm-41993	92	15	volume	volume	NOUN
csm-41993	92	16	of	of	ADP
csm-41993	92	17	data	datum	NOUN
csm-41993	92	18	increases	increase	NOUN
csm-41993	92	19	exponentially	exponentially	ADV
csm-41993	92	20	,	,	PUNCT
csm-41993	92	21	challenges	challenge	NOUN
csm-41993	92	22	related	relate	VERB
csm-41993	92	23	to	to	ADP
csm-41993	92	24	real	real	ADJ
csm-41993	92	25	-	-	PUNCT
csm-41993	92	26	time	time	NOUN
csm-41993	92	27	processing	processing	NOUN
csm-41993	92	28	and	and	CCONJ
csm-41993	92	29	computing	computing	NOUN
csm-41993	92	30	resources	resource	NOUN
csm-41993	92	31	are	be	AUX
csm-41993	92	32	becoming	become	VERB
csm-41993	92	33	increasingly	increasingly	ADV
csm-41993	92	34	prominent	prominent	ADJ
csm-41993	92	35	.	.	PUNCT
csm-41993	93	1	to	to	PART
csm-41993	93	2	address	address	VERB
csm-41993	93	3	these	these	DET
csm-41993	93	4	issues	issue	NOUN
csm-41993	93	5	,	,	PUNCT
csm-41993	93	6	researchers	researcher	NOUN
csm-41993	93	7	have	have	AUX
csm-41993	93	8	begun	begin	VERB
csm-41993	93	9	exploring	explore	VERB
csm-41993	93	10	optimization	optimization	NOUN
csm-41993	93	11	algorithms	algorithm	NOUN
csm-41993	93	12	to	to	PART
csm-41993	93	13	enhance	enhance	VERB
csm-41993	93	14	model	model	NOUN
csm-41993	93	15	computational	computational	ADJ
csm-41993	93	16	efficiency	efficiency	NOUN
csm-41993	93	17	,	,	PUNCT
csm-41993	93	18	thereby	thereby	ADV
csm-41993	93	19	reducing	reduce	VERB
csm-41993	93	20	prediction	prediction	NOUN
csm-41993	93	21	time	time	NOUN
csm-41993	93	22	.	.	PUNCT
csm-41993	94	1	specifically	specifically	ADV
csm-41993	94	2	,	,	PUNCT
csm-41993	94	3	optimization	optimization	NOUN
csm-41993	94	4	algorithms	algorithm	NOUN
csm-41993	94	5	centered	center	VERB
csm-41993	94	6	on	on	ADP
csm-41993	94	7	gradient	gradient	ADJ
csm-41993	94	8	descent	descent	NOUN
csm-41993	94	9	have	have	VERB
csm-41993	94	10	a	a	DET
csm-41993	94	11	crucial	crucial	ADJ
csm-41993	94	12	impact	impact	NOUN
csm-41993	94	13	on	on	ADP
csm-41993	94	14	this	this	DET
csm-41993	94	15	process	process	NOUN
csm-41993	94	16	.	.	PUNCT
csm-41993	95	1	these	these	DET
csm-41993	95	2	algorithms	algorithm	NOUN
csm-41993	95	3	can	can	AUX
csm-41993	95	4	accelerate	accelerate	VERB
csm-41993	95	5	model	model	NOUN
csm-41993	95	6	convergence	convergence	NOUN
csm-41993	95	7	speed	speed	NOUN
csm-41993	95	8	through	through	ADP
csm-41993	95	9	reasonable	reasonable	ADJ
csm-41993	95	10	adjustments	adjustment	NOUN
csm-41993	95	11	of	of	ADP
csm-41993	95	12	learning	learn	VERB
csm-41993	95	13	rates	rate	NOUN
csm-41993	95	14	and	and	CCONJ
csm-41993	95	15	optimization	optimization	NOUN
csm-41993	95	16	strategies	strategy	NOUN
csm-41993	95	17	,	,	PUNCT
csm-41993	95	18	significantly	significantly	ADV
csm-41993	95	19	reducing	reduce	VERB
csm-41993	95	20	the	the	DET
csm-41993	95	21	time	time	NOUN
csm-41993	95	22	consumed	consume	VERB
csm-41993	95	23	during	during	ADP
csm-41993	95	24	model	model	NOUN
csm-41993	95	25	training	training	NOUN
csm-41993	95	26	and	and	CCONJ
csm-41993	95	27	prediction	prediction	NOUN
csm-41993	95	28	.	.	PUNCT
csm-41993	96	1	additionally	additionally	ADV
csm-41993	96	2	,	,	PUNCT
csm-41993	96	3	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
csm-41993	96	4	applied	apply	VERB
csm-41993	96	5	science	science	NOUN
csm-41993	96	6	and	and	CCONJ
csm-41993	96	7	innovative	innovative	ADJ
csm-41993	96	8	research	research	NOUN
csm-41993	96	9	vol	vol	NOUN
csm-41993	96	10	.	.	PROPN
csm-41993	97	1	8	8	NUM
csm-41993	97	2	,	,	PUNCT
csm-41993	97	3	no	no	INTJ
csm-41993	97	4	.	.	NOUN
csm-41993	97	5	4	4	NUM
csm-41993	97	6	,	,	PUNCT
csm-41993	97	7	2024	2024	NUM
csm-41993	97	8	published	publish	VERB
csm-41993	97	9	by	by	ADP
csm-41993	97	10	scholink	scholink	PROPN
csm-41993	97	11	inc	inc	PROPN
csm-41993	97	12	.	.	PROPN
csm-41993	98	1	202	202	NUM
csm-41993	98	2	introducing	introduce	VERB
csm-41993	98	3	heuristic	heuristic	ADJ
csm-41993	98	4	algorithms	algorithm	NOUN
csm-41993	98	5	combined	combine	VERB
csm-41993	98	6	with	with	ADP
csm-41993	98	7	parallel	parallel	ADJ
csm-41993	98	8	computing	computing	NOUN
csm-41993	98	9	techniques	technique	NOUN
csm-41993	98	10	can	can	AUX
csm-41993	98	11	further	far	ADV
csm-41993	98	12	enhance	enhance	VERB
csm-41993	98	13	computational	computational	ADJ
csm-41993	98	14	efficiency	efficiency	NOUN
csm-41993	98	15	in	in	ADP
csm-41993	98	16	large	large	ADJ
csm-41993	98	17	-	-	PUNCT
csm-41993	98	18	scale	scale	NOUN
csm-41993	98	19	data	datum	NOUN
csm-41993	98	20	processing	processing	NOUN
csm-41993	98	21	.	.	PUNCT
csm-41993	99	1	for	for	ADP
csm-41993	99	2	example	example	NOUN
csm-41993	99	3	,	,	PUNCT
csm-41993	99	4	by	by	ADP
csm-41993	99	5	breaking	break	VERB
csm-41993	99	6	down	down	ADP
csm-41993	99	7	computational	computational	ADJ
csm-41993	99	8	tasks	task	NOUN
csm-41993	99	9	into	into	ADP
csm-41993	99	10	several	several	ADJ
csm-41993	99	11	sub	sub	NOUN
csm-41993	99	12	-	-	NOUN
csm-41993	99	13	tasks	task	NOUN
csm-41993	99	14	and	and	CCONJ
csm-41993	99	15	executing	execute	VERB
csm-41993	99	16	them	they	PRON
csm-41993	99	17	in	in	ADP
csm-41993	99	18	parallel	parallel	NOUN
csm-41993	99	19	across	across	ADP
csm-41993	99	20	different	different	ADJ
csm-41993	99	21	processing	processing	NOUN
csm-41993	99	22	units	unit	NOUN
csm-41993	99	23	,	,	PUNCT
csm-41993	99	24	researchers	researcher	NOUN
csm-41993	99	25	can	can	AUX
csm-41993	99	26	quickly	quickly	ADV
csm-41993	99	27	obtain	obtain	VERB
csm-41993	99	28	model	model	NOUN
csm-41993	99	29	prediction	prediction	NOUN
csm-41993	99	30	results	result	NOUN
csm-41993	99	31	.	.	PUNCT
csm-41993	100	1	this	this	DET
csm-41993	100	2	method	method	NOUN
csm-41993	100	3	not	not	PART
csm-41993	100	4	only	only	ADV
csm-41993	100	5	increases	increase	VERB
csm-41993	100	6	computational	computational	ADJ
csm-41993	100	7	speed	speed	NOUN
csm-41993	100	8	but	but	CCONJ
csm-41993	100	9	also	also	ADV
csm-41993	100	10	provides	provide	VERB
csm-41993	100	11	a	a	DET
csm-41993	100	12	more	more	ADV
csm-41993	100	13	flexible	flexible	ADJ
csm-41993	100	14	solution	solution	NOUN
csm-41993	100	15	for	for	ADP
csm-41993	100	16	handling	handle	VERB
csm-41993	100	17	complex	complex	ADJ
csm-41993	100	18	social	social	ADJ
csm-41993	100	19	media	medium	NOUN
csm-41993	100	20	data	datum	NOUN
csm-41993	100	21	.	.	PUNCT
csm-41993	101	1	utilizing	utilize	VERB
csm-41993	101	2	distributed	distribute	VERB
csm-41993	101	3	computing	computing	NOUN
csm-41993	101	4	resources	resource	NOUN
csm-41993	101	5	is	be	AUX
csm-41993	101	6	also	also	ADV
csm-41993	101	7	key	key	ADJ
csm-41993	101	8	to	to	ADP
csm-41993	101	9	enhancing	enhance	VERB
csm-41993	101	10	model	model	NOUN
csm-41993	101	11	performance	performance	NOUN
csm-41993	101	12	.	.	PUNCT
csm-41993	102	1	computational	computational	ADJ
csm-41993	102	2	tasks	task	NOUN
csm-41993	102	3	are	be	AUX
csm-41993	102	4	divided	divide	VERB
csm-41993	102	5	among	among	ADP
csm-41993	102	6	several	several	ADJ
csm-41993	102	7	nodes	node	NOUN
csm-41993	102	8	for	for	ADP
csm-41993	102	9	parallel	parallel	ADJ
csm-41993	102	10	processing	processing	NOUN
csm-41993	102	11	,	,	PUNCT
csm-41993	102	12	greatly	greatly	ADV
csm-41993	102	13	improving	improve	VERB
csm-41993	102	14	overall	overall	ADJ
csm-41993	102	15	computational	computational	ADJ
csm-41993	102	16	capacity	capacity	NOUN
csm-41993	102	17	.	.	PUNCT
csm-41993	103	1	in	in	ADP
csm-41993	103	2	practice	practice	NOUN
csm-41993	103	3	,	,	PUNCT
csm-41993	103	4	cloud	cloud	NOUN
csm-41993	103	5	computing	computing	NOUN
csm-41993	103	6	platforms	platform	NOUN
csm-41993	103	7	support	support	VERB
csm-41993	103	8	this	this	DET
csm-41993	103	9	process	process	NOUN
csm-41993	103	10	,	,	PUNCT
csm-41993	103	11	making	make	VERB
csm-41993	103	12	it	it	PRON
csm-41993	103	13	more	more	ADV
csm-41993	103	14	efficient	efficient	ADJ
csm-41993	103	15	.	.	PUNCT
csm-41993	104	1	researchers	researcher	NOUN
csm-41993	104	2	can	can	AUX
csm-41993	104	3	dynamically	dynamically	ADV
csm-41993	104	4	allocate	allocate	VERB
csm-41993	104	5	computing	compute	VERB
csm-41993	104	6	resources	resource	NOUN
csm-41993	104	7	based	base	VERB
csm-41993	104	8	on	on	ADP
csm-41993	104	9	actual	actual	ADJ
csm-41993	104	10	needs	need	NOUN
csm-41993	104	11	to	to	PART
csm-41993	104	12	ensure	ensure	VERB
csm-41993	104	13	that	that	SCONJ
csm-41993	104	14	the	the	DET
csm-41993	104	15	model	model	NOUN
csm-41993	104	16	maintains	maintain	VERB
csm-41993	104	17	good	good	ADJ
csm-41993	104	18	response	response	NOUN
csm-41993	104	19	speed	speed	NOUN
csm-41993	104	20	even	even	ADV
csm-41993	104	21	under	under	ADP
csm-41993	104	22	high	high	ADJ
csm-41993	104	23	loads	load	NOUN
csm-41993	104	24	.	.	PUNCT
csm-41993	105	1	this	this	DET
csm-41993	105	2	way	way	NOUN
csm-41993	105	3	,	,	PUNCT
csm-41993	105	4	the	the	DET
csm-41993	105	5	model	model	NOUN
csm-41993	105	6	can	can	AUX
csm-41993	105	7	process	process	VERB
csm-41993	105	8	large	large	ADJ
csm-41993	105	9	volumes	volume	NOUN
csm-41993	105	10	of	of	ADP
csm-41993	105	11	data	datum	NOUN
csm-41993	105	12	in	in	ADP
csm-41993	105	13	a	a	DET
csm-41993	105	14	short	short	ADJ
csm-41993	105	15	time	time	NOUN
csm-41993	105	16	while	while	SCONJ
csm-41993	105	17	adapting	adapt	VERB
csm-41993	105	18	to	to	ADP
csm-41993	105	19	changes	change	NOUN
csm-41993	105	20	in	in	ADP
csm-41993	105	21	computational	computational	ADJ
csm-41993	105	22	demand	demand	NOUN
csm-41993	105	23	,	,	PUNCT
csm-41993	105	24	ensuring	ensure	VERB
csm-41993	105	25	a	a	DET
csm-41993	105	26	balance	balance	NOUN
csm-41993	105	27	between	between	ADP
csm-41993	105	28	real	real	ADJ
csm-41993	105	29	-	-	PUNCT
csm-41993	105	30	time	time	NOUN
csm-41993	105	31	performance	performance	NOUN
csm-41993	105	32	and	and	CCONJ
csm-41993	105	33	computational	computational	ADJ
csm-41993	105	34	efficiency	efficiency	NOUN
csm-41993	105	35	.	.	PUNCT
csm-41993	106	1	furthermore	furthermore	ADV
csm-41993	106	2	,	,	PUNCT
csm-41993	106	3	the	the	DET
csm-41993	106	4	combination	combination	NOUN
csm-41993	106	5	of	of	ADP
csm-41993	106	6	optimization	optimization	NOUN
csm-41993	106	7	algorithms	algorithm	NOUN
csm-41993	106	8	and	and	CCONJ
csm-41993	106	9	distributed	distribute	VERB
csm-41993	106	10	computing	computing	NOUN
csm-41993	106	11	resources	resource	NOUN
csm-41993	106	12	offers	offer	VERB
csm-41993	106	13	a	a	DET
csm-41993	106	14	new	new	ADJ
csm-41993	106	15	possibility	possibility	NOUN
csm-41993	106	16	for	for	ADP
csm-41993	106	17	processing	process	VERB
csm-41993	106	18	large	large	ADJ
csm-41993	106	19	-	-	PUNCT
csm-41993	106	20	scale	scale	NOUN
csm-41993	106	21	data	datum	NOUN
csm-41993	106	22	.	.	PUNCT
csm-41993	107	1	in	in	ADP
csm-41993	107	2	the	the	DET
csm-41993	107	3	face	face	NOUN
csm-41993	107	4	of	of	ADP
csm-41993	107	5	the	the	DET
csm-41993	107	6	intricate	intricate	ADJ
csm-41993	107	7	and	and	CCONJ
csm-41993	107	8	complex	complex	ADJ
csm-41993	107	9	social	social	ADJ
csm-41993	107	10	media	medium	NOUN
csm-41993	107	11	networks	network	NOUN
csm-41993	107	12	,	,	PUNCT
csm-41993	107	13	researchers	researcher	NOUN
csm-41993	107	14	can	can	AUX
csm-41993	107	15	use	use	VERB
csm-41993	107	16	optimization	optimization	NOUN
csm-41993	107	17	algorithms	algorithm	NOUN
csm-41993	107	18	to	to	PART
csm-41993	107	19	make	make	VERB
csm-41993	107	20	targeted	target	VERB
csm-41993	107	21	adjustments	adjustment	NOUN
csm-41993	107	22	to	to	ADP
csm-41993	107	23	model	model	NOUN
csm-41993	107	24	parameters	parameter	NOUN
csm-41993	107	25	,	,	PUNCT
csm-41993	107	26	while	while	SCONJ
csm-41993	107	27	employing	employ	VERB
csm-41993	107	28	distributed	distribute	VERB
csm-41993	107	29	computing	computing	NOUN
csm-41993	107	30	architectures	architecture	NOUN
csm-41993	107	31	to	to	PART
csm-41993	107	32	conduct	conduct	VERB
csm-41993	107	33	large	large	ADJ
csm-41993	107	34	-	-	PUNCT
csm-41993	107	35	scale	scale	NOUN
csm-41993	107	36	experiments	experiment	NOUN
csm-41993	107	37	.	.	PUNCT
csm-41993	108	1	5	5	X
csm-41993	108	2	.	.	X
csm-41993	108	3	conclusion	conclusion	VERB
csm-41993	108	4	the	the	DET
csm-41993	108	5	prediction	prediction	NOUN
csm-41993	108	6	of	of	ADP
csm-41993	108	7	content	content	ADJ
csm-41993	108	8	popularity	popularity	NOUN
csm-41993	108	9	on	on	ADP
csm-41993	108	10	social	social	ADJ
csm-41993	108	11	media	medium	NOUN
csm-41993	108	12	is	be	AUX
csm-41993	108	13	a	a	DET
csm-41993	108	14	complex	complex	ADJ
csm-41993	108	15	topic	topic	NOUN
csm-41993	108	16	that	that	PRON
csm-41993	108	17	is	be	AUX
csm-41993	108	18	multidimensional	multidimensional	ADJ
csm-41993	108	19	and	and	CCONJ
csm-41993	108	20	dynamically	dynamically	ADV
csm-41993	108	21	changing	change	VERB
csm-41993	108	22	.	.	PUNCT
csm-41993	109	1	the	the	DET
csm-41993	109	2	optimization	optimization	NOUN
csm-41993	109	3	strategies	strategy	NOUN
csm-41993	109	4	mentioned	mention	VERB
csm-41993	109	5	in	in	ADP
csm-41993	109	6	this	this	DET
csm-41993	109	7	text	text	NOUN
csm-41993	109	8	can	can	AUX
csm-41993	109	9	effectively	effectively	ADV
csm-41993	109	10	address	address	VERB
csm-41993	109	11	challenges	challenge	NOUN
csm-41993	109	12	such	such	ADJ
csm-41993	109	13	as	as	ADP
csm-41993	109	14	data	data	NOUN
csm-41993	109	15	sparsity	sparsity	NOUN
csm-41993	109	16	,	,	PUNCT
csm-41993	109	17	the	the	DET
csm-41993	109	18	complexity	complexity	NOUN
csm-41993	109	19	of	of	ADP
csm-41993	109	20	feature	feature	NOUN
csm-41993	109	21	selection	selection	NOUN
csm-41993	109	22	,	,	PUNCT
csm-41993	109	23	model	model	NOUN
csm-41993	109	24	interpretability	interpretability	NOUN
csm-41993	109	25	,	,	PUNCT
csm-41993	109	26	real	real	ADJ
csm-41993	109	27	-	-	PUNCT
csm-41993	109	28	time	time	NOUN
csm-41993	109	29	requirements	requirement	NOUN
csm-41993	109	30	,	,	PUNCT
csm-41993	109	31	and	and	CCONJ
csm-41993	109	32	computational	computational	ADJ
csm-41993	109	33	resource	resource	NOUN
csm-41993	109	34	constraints	constraint	NOUN
csm-41993	109	35	.	.	PUNCT
csm-41993	110	1	future	future	ADJ
csm-41993	110	2	research	research	NOUN
csm-41993	110	3	should	should	AUX
csm-41993	110	4	continuously	continuously	ADV
csm-41993	110	5	explore	explore	VERB
csm-41993	110	6	more	more	ADV
csm-41993	110	7	effective	effective	ADJ
csm-41993	110	8	data	datum	NOUN
csm-41993	110	9	processing	processing	NOUN
csm-41993	110	10	methods	method	NOUN
csm-41993	110	11	,	,	PUNCT
csm-41993	110	12	enhance	enhance	VERB
csm-41993	110	13	deep	deep	ADJ
csm-41993	110	14	learning	learning	NOUN
csm-41993	110	15	models	model	NOUN
csm-41993	110	16	,	,	PUNCT
csm-41993	110	17	deepen	deepen	VERB
csm-41993	110	18	the	the	DET
csm-41993	110	19	application	application	NOUN
csm-41993	110	20	of	of	ADP
csm-41993	110	21	explainable	explainable	ADJ
csm-41993	110	22	ai	ai	NOUN
csm-41993	110	23	technologies	technology	NOUN
csm-41993	110	24	,	,	PUNCT
csm-41993	110	25	and	and	CCONJ
csm-41993	110	26	optimize	optimize	VERB
csm-41993	110	27	the	the	DET
csm-41993	110	28	allocation	allocation	NOUN
csm-41993	110	29	of	of	ADP
csm-41993	110	30	computational	computational	ADJ
csm-41993	110	31	resources	resource	NOUN
csm-41993	110	32	,	,	PUNCT
csm-41993	110	33	further	far	ADV
csm-41993	110	34	improving	improve	VERB
csm-41993	110	35	the	the	DET
csm-41993	110	36	performance	performance	NOUN
csm-41993	110	37	and	and	CCONJ
csm-41993	110	38	practicality	practicality	NOUN
csm-41993	110	39	of	of	ADP
csm-41993	110	40	prediction	prediction	NOUN
csm-41993	110	41	models	model	NOUN
csm-41993	110	42	.	.	PUNCT
csm-41993	111	1	with	with	ADP
csm-41993	111	2	the	the	DET
csm-41993	111	3	advancement	advancement	NOUN
csm-41993	111	4	of	of	ADP
csm-41993	111	5	technology	technology	NOUN
csm-41993	111	6	and	and	CCONJ
csm-41993	111	7	ongoing	ongoing	ADJ
csm-41993	111	8	research	research	NOUN
csm-41993	111	9	,	,	PUNCT
csm-41993	111	10	models	model	NOUN
csm-41993	111	11	predicting	predict	VERB
csm-41993	111	12	the	the	DET
csm-41993	111	13	popularity	popularity	NOUN
csm-41993	111	14	of	of	ADP
csm-41993	111	15	content	content	NOUN
csm-41993	111	16	based	base	VERB
csm-41993	111	17	on	on	ADP
csm-41993	111	18	social	social	ADJ
csm-41993	111	19	media	medium	NOUN
csm-41993	111	20	will	will	AUX
csm-41993	111	21	become	become	VERB
csm-41993	111	22	increasingly	increasingly	ADV
csm-41993	111	23	accurate	accurate	ADJ
csm-41993	111	24	and	and	CCONJ
csm-41993	111	25	provide	provide	VERB
csm-41993	111	26	strong	strong	ADJ
csm-41993	111	27	support	support	NOUN
csm-41993	111	28	in	in	ADP
csm-41993	111	29	related	related	ADJ
csm-41993	111	30	areas	area	NOUN
csm-41993	111	31	.	.	PUNCT
csm-41993	112	1	reference	reference	NOUN
csm-41993	112	2	cormode	cormode	PROPN
csm-41993	112	3	,	,	PUNCT
csm-41993	112	4	g.	g.	PROPN
csm-41993	112	5	(	(	PUNCT
csm-41993	112	6	2019	2019	NUM
csm-41993	112	7	)	)	PUNCT
csm-41993	112	8	.	.	PUNCT
csm-41993	113	1	technical	technical	ADJ
csm-41993	113	2	perspective	perspective	PROPN
csm-41993	113	3	:	:	PUNCT
csm-41993	113	4	the	the	DET
csm-41993	113	5	true	true	ADJ
csm-41993	113	6	cost	cost	NOUN
csm-41993	113	7	of	of	ADP
csm-41993	113	8	popularity	popularity	NOUN
csm-41993	113	9	.	.	PUNCT
csm-41993	114	1	communications	communication	NOUN
csm-41993	114	2	of	of	ADP
csm-41993	114	3	the	the	DET
csm-41993	114	4	acm	acm	NOUN
csm-41993	114	5	,	,	PUNCT
csm-41993	114	6	62(8	62(8	NUM
csm-41993	114	7	)	)	PUNCT
csm-41993	114	8	,	,	PUNCT
csm-41993	114	9	94	94	NUM
csm-41993	114	10	-	-	SYM
csm-41993	114	11	94	94	NUM
csm-41993	114	12	.	.	PUNCT
csm-41993	114	13	de	de	X
csm-41993	114	14	bruine	bruine	PROPN
csm-41993	114	15	,	,	PUNCT
csm-41993	114	16	m.	m.	NOUN
csm-41993	114	17	,	,	PUNCT
csm-41993	114	18	giletta	giletta	NOUN
csm-41993	114	19	,	,	PUNCT
csm-41993	114	20	m.	m.	NOUN
csm-41993	114	21	,	,	PUNCT
csm-41993	114	22	denissen	denissen	PROPN
csm-41993	114	23	,	,	PUNCT
csm-41993	114	24	j.	j.	PROPN
csm-41993	114	25	j.	j.	PROPN
csm-41993	114	26	a.	a.	PROPN
csm-41993	114	27	,	,	PUNCT
csm-41993	114	28	sijtsema	sijtsema	PROPN
csm-41993	114	29	,	,	PUNCT
csm-41993	114	30	j.	j.	PROPN
csm-41993	114	31	j.	j.	PROPN
csm-41993	114	32	,	,	PUNCT
csm-41993	114	33	&	&	CCONJ
csm-41993	114	34	oldehinkel	oldehinkel	PROPN
csm-41993	114	35	,	,	PUNCT
csm-41993	114	36	a.	a.	NOUN
csm-41993	114	37	j.	j.	PROPN
csm-41993	114	38	(	(	PUNCT
csm-41993	114	39	2019	2019	NUM
csm-41993	114	40	)	)	PUNCT
csm-41993	114	41	.	.	PUNCT
csm-41993	115	1	a	a	DET
csm-41993	115	2	healthy	healthy	ADJ
csm-41993	115	3	peer	peer	NOUN
csm-41993	115	4	status	status	NOUN
csm-41993	115	5	:	:	PUNCT
csm-41993	115	6	peer	peer	NOUN
csm-41993	115	7	preference	preference	NOUN
csm-41993	115	8	,	,	PUNCT
csm-41993	115	9	not	not	PART
csm-41993	115	10	popularity	popularity	NOUN
csm-41993	115	11	,	,	PUNCT
csm-41993	115	12	predicts	predict	VERB
csm-41993	115	13	lower	low	ADJ
csm-41993	115	14	systemic	systemic	ADJ
csm-41993	115	15	inflammation	inflammation	NOUN
csm-41993	115	16	in	in	ADP
csm-41993	115	17	adolescence	adolescence	NOUN
csm-41993	115	18	.	.	PUNCT
csm-41993	116	1	psychoneuroendocrinology	psychoneuroendocrinology	NOUN
csm-41993	116	2	,	,	PUNCT
csm-41993	116	3	109	109	NUM
csm-41993	116	4	,	,	PUNCT
csm-41993	116	5	104402	104402	NUM
csm-41993	116	6	.	.	PUNCT
csm-41993	117	1	grizzard	grizzard	NOUN
csm-41993	117	2	,	,	PUNCT
csm-41993	117	3	m.	m.	NOUN
csm-41993	117	4	,	,	PUNCT
csm-41993	117	5	lewis	lewis	PROPN
csm-41993	117	6	,	,	PUNCT
csm-41993	117	7	r.	r.	PROPN
csm-41993	117	8	j.	j.	PROPN
csm-41993	117	9	,	,	PUNCT
csm-41993	117	10	lee	lee	PROPN
csm-41993	117	11	,	,	PUNCT
csm-41993	117	12	s.	s.	PROPN
csm-41993	117	13	a.	a.	PROPN
csm-41993	117	14	,	,	PUNCT
csm-41993	117	15	&	&	CCONJ
csm-41993	117	16	eden	eden	PROPN
csm-41993	117	17	,	,	PUNCT
csm-41993	117	18	a.	a.	PROPN
csm-41993	117	19	(	(	PUNCT
csm-41993	117	20	2011	2011	NUM
csm-41993	117	21	)	)	PUNCT
csm-41993	117	22	.	.	PUNCT
csm-41993	118	1	predicting	predict	VERB
csm-41993	118	2	popularity	popularity	NOUN
csm-41993	118	3	of	of	ADP
csm-41993	118	4	mass	mass	ADJ
csm-41993	118	5	-	-	PUNCT
csm-41993	118	6	market	market	NOUN
csm-41993	118	7	films	film	NOUN
csm-41993	118	8	using	use	VERB
csm-41993	118	9	the	the	DET
csm-41993	118	10	tenets	tenet	NOUN
csm-41993	118	11	of	of	ADP
csm-41993	118	12	disposition	disposition	NOUN
csm-41993	118	13	theory	theory	NOUN
csm-41993	118	14	.	.	PUNCT
csm-41993	119	1	int	int	NOUN
csm-41993	119	2	.	.	PUNCT
csm-41993	120	1	j.	j.	PROPN
csm-41993	120	2	arts	arts	PROPN
csm-41993	120	3	technol	technol	PROPN
csm-41993	120	4	.	.	PROPN
csm-41993	120	5	,	,	PUNCT
csm-41993	120	6	4	4	NUM
csm-41993	120	7	,	,	PUNCT
csm-41993	120	8	48	48	NUM
csm-41993	120	9	-	-	SYM
csm-41993	120	10	60	60	NUM
csm-41993	120	11	.	.	PUNCT
csm-41993	121	1	hausmann	hausmann	PROPN
csm-41993	121	2	,	,	PUNCT
csm-41993	121	3	a.	a.	PROPN
csm-41993	121	4	,	,	PUNCT
csm-41993	121	5	toivonen	toivonen	NOUN
csm-41993	121	6	,	,	PUNCT
csm-41993	121	7	t.	t.	PROPN
csm-41993	121	8	,	,	PUNCT
csm-41993	121	9	fink	fink	PROPN
csm-41993	121	10	,	,	PUNCT
csm-41993	121	11	c.	c.	PROPN
csm-41993	121	12	,	,	PUNCT
csm-41993	121	13	heikinheimo	heikinheimo	NOUN
csm-41993	121	14	,	,	PUNCT
csm-41993	121	15	v.	v.	PROPN
csm-41993	121	16	,	,	PUNCT
csm-41993	121	17	tenkanen	tenkanen	PROPN
csm-41993	121	18	,	,	PUNCT
csm-41993	121	19	h.	h.	PROPN
csm-41993	121	20	,	,	PUNCT
csm-41993	121	21	butchart	butchart	PROPN
csm-41993	121	22	,	,	PUNCT
csm-41993	121	23	s.	s.	PROPN
csm-41993	121	24	h.	h.	PROPN
csm-41993	121	25	m.	m.	PROPN
csm-41993	121	26	,	,	PUNCT
csm-41993	121	27	brooks	brooks	PROPN
csm-41993	121	28	,	,	PUNCT
csm-41993	121	29	t.	t.	PROPN
csm-41993	121	30	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
csm-41993	121	31	applied	apply	VERB
csm-41993	121	32	science	science	NOUN
csm-41993	121	33	and	and	CCONJ
csm-41993	121	34	innovative	innovative	ADJ
csm-41993	121	35	research	research	NOUN
csm-41993	121	36	vol	vol	NOUN
csm-41993	121	37	.	.	PROPN
csm-41993	122	1	8	8	NUM
csm-41993	122	2	,	,	PUNCT
csm-41993	122	3	no	no	INTJ
csm-41993	122	4	.	.	NOUN
csm-41993	122	5	4	4	NUM
csm-41993	122	6	,	,	PUNCT
csm-41993	122	7	2024	2024	NUM
csm-41993	122	8	published	publish	VERB
csm-41993	122	9	by	by	ADP
csm-41993	122	10	scholink	scholink	PROPN
csm-41993	122	11	inc	inc	PROPN
csm-41993	122	12	.	.	PROPN
csm-41993	122	13	203	203	NUM
csm-41993	122	14	m.	m.	NOUN
csm-41993	122	15	,	,	PUNCT
csm-41993	122	16	&	&	CCONJ
csm-41993	122	17	di	di	PROPN
csm-41993	122	18	minin	minin	PROPN
csm-41993	122	19	,	,	PUNCT
csm-41993	122	20	e.	e.	PROPN
csm-41993	122	21	(	(	PUNCT
csm-41993	122	22	2019	2019	NUM
csm-41993	122	23	)	)	PUNCT
csm-41993	122	24	.	.	PUNCT
csm-41993	123	1	assessing	assess	VERB
csm-41993	123	2	global	global	ADJ
csm-41993	123	3	popularity	popularity	NOUN
csm-41993	123	4	and	and	CCONJ
csm-41993	123	5	threats	threat	NOUN
csm-41993	123	6	to	to	ADP
csm-41993	123	7	important	important	ADJ
csm-41993	123	8	bird	bird	NOUN
csm-41993	123	9	and	and	CCONJ
csm-41993	123	10	biodiversity	biodiversity	NOUN
csm-41993	123	11	areas	area	NOUN
csm-41993	123	12	using	use	VERB
csm-41993	123	13	social	social	ADJ
csm-41993	123	14	media	medium	NOUN
csm-41993	123	15	data	datum	NOUN
csm-41993	123	16	.	.	PUNCT
csm-41993	124	1	sci	sci	PROPN
csm-41993	124	2	total	total	PROPN
csm-41993	124	3	environ	environ	PROPN
csm-41993	124	4	,	,	PUNCT
csm-41993	124	5	683	683	NUM
csm-41993	124	6	,	,	PUNCT
csm-41993	124	7	617	617	NUM
csm-41993	124	8	-	-	SYM
csm-41993	124	9	623	623	NUM
csm-41993	124	10	.	.	PUNCT
csm-41993	125	1	wu	wu	PROPN
csm-41993	125	2	,	,	PUNCT
csm-41993	125	3	b.	b.	PROPN
csm-41993	125	4	,	,	PUNCT
csm-41993	125	5	&	&	CCONJ
csm-41993	125	6	shen	shen	PROPN
csm-41993	125	7	,	,	PUNCT
csm-41993	125	8	h.	h.	PROPN
csm-41993	125	9	y.	y.	PROPN
csm-41993	125	10	(	(	PUNCT
csm-41993	125	11	2015	2015	NUM
csm-41993	125	12	)	)	PUNCT
csm-41993	125	13	.	.	PUNCT
csm-41993	126	1	analyzing	analyze	VERB
csm-41993	126	2	and	and	CCONJ
csm-41993	126	3	predicting	predict	VERB
csm-41993	126	4	news	news	NOUN
csm-41993	126	5	popularity	popularity	NOUN
csm-41993	126	6	on	on	ADP
csm-41993	126	7	twitter	twitter	NOUN
csm-41993	126	8	.	.	PUNCT
csm-41993	127	1	int	int	NOUN
csm-41993	127	2	.	.	PUNCT
csm-41993	128	1	j.	j.	PROPN
csm-41993	128	2	inf	inf	PROPN
csm-41993	128	3	.	.	PROPN
csm-41993	128	4	manag	manag	PROPN
csm-41993	128	5	,	,	PUNCT
csm-41993	128	6	35(2015	35(2015	NUM
csm-41993	128	7	)	)	PUNCT
csm-41993	128	8	,	,	PUNCT
csm-41993	128	9	702	702	NUM
csm-41993	128	10	-	-	SYM
csm-41993	128	11	711	711	NUM
csm-41993	128	12	.	.	PUNCT