id	sid	tid	token	lemma	pos
iajs-4033	1	1	500	500	NUM
iajs-4033	1	2	©	©	NOUN
iajs-4033	1	3	published	publish	VERB
iajs-4033	1	4	by	by	ADP
iajs-4033	1	5	college	college	NOUN
iajs-4033	1	6	of	of	ADP
iajs-4033	1	7	education	education	NOUN
iajs-4033	1	8	for	for	ADP
iajs-4033	1	9	pure	pure	ADJ
iajs-4033	1	10	science	science	NOUN
iajs-4033	1	11	(	(	PUNCT
iajs-4033	1	12	ibn	ibn	PROPN
iajs-4033	1	13	al	al	PROPN
iajs-4033	1	14	-	-	PUNCT
iajs-4033	1	15	haitham	haitham	PROPN
iajs-4033	1	16	)	)	PUNCT
iajs-4033	1	17	,	,	PUNCT
iajs-4033	1	18	university	university	NOUN
iajs-4033	1	19	of	of	ADP
iajs-4033	1	20	baghdad	baghdad	PROPN
iajs-4033	1	21	.	.	PUNCT
iajs-4033	2	1	this	this	PRON
iajs-4033	2	2	is	be	AUX
iajs-4033	2	3	an	an	DET
iajs-4033	2	4	open	open	ADJ
iajs-4033	2	5	-	-	PUNCT
iajs-4033	2	6	access	access	NOUN
iajs-4033	2	7	article	article	NOUN
iajs-4033	2	8	distributed	distribute	VERB
iajs-4033	2	9	under	under	ADP
iajs-4033	2	10	the	the	DET
iajs-4033	2	11	terms	term	NOUN
iajs-4033	2	12	of	of	ADP
iajs-4033	2	13	the	the	DET
iajs-4033	2	14	creative	creative	ADJ
iajs-4033	2	15	commons	common	NOUN
iajs-4033	2	16	attribution	attribution	NOUN
iajs-4033	2	17	4.0	4.0	NUM
iajs-4033	2	18	international	international	ADJ
iajs-4033	2	19	license	license	NOUN
iajs-4033	2	20	detection	detection	NOUN
iajs-4033	2	21	the	the	DET
iajs-4033	2	22	topics	topic	NOUN
iajs-4033	2	23	of	of	ADP
iajs-4033	2	24	facebook	facebook	NOUN
iajs-4033	2	25	posts	post	NOUN
iajs-4033	2	26	using	use	VERB
iajs-4033	2	27	text	text	NOUN
iajs-4033	2	28	mining	mining	NOUN
iajs-4033	2	29	with	with	ADP
iajs-4033	2	30	latent	latent	NOUN
iajs-4033	2	31	dirichlet	dirichlet	PROPN
iajs-4033	2	32	allocation	allocation	NOUN
iajs-4033	2	33	(	(	PUNCT
iajs-4033	2	34	lda	lda	PROPN
iajs-4033	2	35	)	)	PUNCT
iajs-4033	2	36	algorithm	algorithm	NOUN
iajs-4033	2	37	shahlaa	shahlaa	NOUN
iajs-4033	2	38	mashhadani1	mashhadani1	PROPN
iajs-4033	2	39	*	*	PROPN
iajs-4033	2	40	1computer	1computer	NUM
iajs-4033	2	41	science	science	NOUN
iajs-4033	2	42	department	department	NOUN
iajs-4033	2	43	,	,	PUNCT
iajs-4033	2	44	college	college	NOUN
iajs-4033	2	45	of	of	ADP
iajs-4033	2	46	education	education	NOUN
iajs-4033	2	47	for	for	ADP
iajs-4033	2	48	pure	pure	ADJ
iajs-4033	2	49	sciences	science	NOUN
iajs-4033	2	50	(	(	PUNCT
iajs-4033	2	51	ibn	ibn	PROPN
iajs-4033	2	52	al	al	PROPN
iajs-4033	2	53	-	-	PUNCT
iajs-4033	2	54	haitham	haitham	PROPN
iajs-4033	2	55	)	)	PUNCT
iajs-4033	2	56	,	,	PUNCT
iajs-4033	2	57	university	university	NOUN
iajs-4033	2	58	of	of	ADP
iajs-4033	2	59	baghdad	baghdad	PROPN
iajs-4033	2	60	,	,	PUNCT
iajs-4033	2	61	baghdad	baghdad	PROPN
iajs-4033	2	62	,	,	PUNCT
iajs-4033	2	63	iraq	iraq	PROPN
iajs-4033	2	64	.	.	PUNCT
iajs-4033	3	1	*	*	PUNCT
iajs-4033	3	2	corresponding	correspond	VERB
iajs-4033	3	3	author	author	NOUN
iajs-4033	3	4	.	.	PUNCT
iajs-4033	4	1	received	receive	VERB
iajs-4033	4	2	:	:	PUNCT
iajs-4033	4	3	8	8	NUM
iajs-4033	4	4	august	august	PROPN
iajs-4033	4	5	2024	2024	NUM
iajs-4033	4	6	accepted	accept	VERB
iajs-4033	4	7	:	:	PUNCT
iajs-4033	4	8	11	11	NUM
iajs-4033	4	9	november	november	NOUN
iajs-4033	4	10	2024	2024	NUM
iajs-4033	4	11	published	publish	VERB
iajs-4033	4	12	:	:	PUNCT
iajs-4033	4	13	20	20	NUM
iajs-4033	4	14	january	january	PROPN
iajs-4033	4	15	2025	2025	NUM
iajs-4033	4	16	doi.org/10.30526/38.1.4033	doi.org/10.30526/38.1.4033	VERB
iajs-4033	4	17	abstract	abstract	ADV
iajs-4033	4	18	the	the	DET
iajs-4033	4	19	development	development	NOUN
iajs-4033	4	20	of	of	ADP
iajs-4033	4	21	artificial	artificial	ADJ
iajs-4033	4	22	intelligence	intelligence	NOUN
iajs-4033	4	23	technologies	technology	NOUN
iajs-4033	4	24	has	have	AUX
iajs-4033	4	25	led	lead	VERB
iajs-4033	4	26	to	to	ADP
iajs-4033	4	27	their	their	PRON
iajs-4033	4	28	massive	massive	ADJ
iajs-4033	4	29	integration	integration	NOUN
iajs-4033	4	30	in	in	ADP
iajs-4033	4	31	various	various	ADJ
iajs-4033	4	32	fields	field	NOUN
iajs-4033	4	33	,	,	PUNCT
iajs-4033	4	34	including	include	VERB
iajs-4033	4	35	daily	daily	ADJ
iajs-4033	4	36	life	life	NOUN
iajs-4033	4	37	.	.	PUNCT
iajs-4033	5	1	text	text	NOUN
iajs-4033	5	2	data	datum	NOUN
iajs-4033	5	3	plays	play	VERB
iajs-4033	5	4	a	a	DET
iajs-4033	5	5	pivotal	pivotal	ADJ
iajs-4033	5	6	role	role	NOUN
iajs-4033	5	7	in	in	ADP
iajs-4033	5	8	the	the	DET
iajs-4033	5	9	world	world	NOUN
iajs-4033	5	10	of	of	ADP
iajs-4033	5	11	artificial	artificial	ADJ
iajs-4033	5	12	intelligence	intelligence	NOUN
iajs-4033	5	13	,	,	PUNCT
iajs-4033	5	14	especially	especially	ADV
iajs-4033	5	15	in	in	ADP
iajs-4033	5	16	machine	machine	NOUN
iajs-4033	5	17	learning	learning	NOUN
iajs-4033	5	18	,	,	PUNCT
iajs-4033	5	19	allowing	allow	VERB
iajs-4033	5	20	valuable	valuable	ADJ
iajs-4033	5	21	insights	insight	NOUN
iajs-4033	5	22	to	to	PART
iajs-4033	5	23	be	be	AUX
iajs-4033	5	24	extracted	extract	VERB
iajs-4033	5	25	from	from	ADP
iajs-4033	5	26	massive	massive	ADJ
iajs-4033	5	27	data	datum	NOUN
iajs-4033	5	28	sets	set	NOUN
iajs-4033	5	29	to	to	PART
iajs-4033	5	30	help	help	VERB
iajs-4033	5	31	make	make	VERB
iajs-4033	5	32	informed	informed	ADJ
iajs-4033	5	33	decisions	decision	NOUN
iajs-4033	5	34	.	.	PUNCT
iajs-4033	6	1	latent	latent	PROPN
iajs-4033	6	2	dirichlet	dirichlet	PROPN
iajs-4033	6	3	allocation	allocation	NOUN
iajs-4033	6	4	(	(	PUNCT
iajs-4033	6	5	lda	lda	PROPN
iajs-4033	6	6	)	)	PUNCT
iajs-4033	6	7	and	and	CCONJ
iajs-4033	6	8	digital	digital	ADJ
iajs-4033	6	9	forensics	forensic	NOUN
iajs-4033	6	10	intersect	intersect	ADJ
iajs-4033	6	11	through	through	ADP
iajs-4033	6	12	analyzing	analyze	VERB
iajs-4033	6	13	and	and	CCONJ
iajs-4033	6	14	classifying	classify	VERB
iajs-4033	6	15	textual	textual	ADJ
iajs-4033	6	16	digital	digital	ADJ
iajs-4033	6	17	evidence	evidence	NOUN
iajs-4033	6	18	in	in	ADP
iajs-4033	6	19	social	social	ADJ
iajs-4033	6	20	media	medium	NOUN
iajs-4033	6	21	,	,	PUNCT
iajs-4033	6	22	including	include	VERB
iajs-4033	6	23	facebook	facebook	NOUN
iajs-4033	6	24	,	,	PUNCT
iajs-4033	6	25	in	in	ADP
iajs-4033	6	26	which	which	PRON
iajs-4033	6	27	text	text	NOUN
iajs-4033	6	28	data	datum	NOUN
iajs-4033	6	29	is	be	AUX
iajs-4033	6	30	the	the	DET
iajs-4033	6	31	main	main	ADJ
iajs-4033	6	32	focus	focus	NOUN
iajs-4033	6	33	.	.	PUNCT
iajs-4033	7	1	this	this	DET
iajs-4033	7	2	technique	technique	NOUN
iajs-4033	7	3	is	be	AUX
iajs-4033	7	4	particularly	particularly	ADV
iajs-4033	7	5	a	a	DET
iajs-4033	7	6	useful	useful	ADJ
iajs-4033	7	7	topic	topic	NOUN
iajs-4033	7	8	modeling	modeling	NOUN
iajs-4033	7	9	technique	technique	NOUN
iajs-4033	7	10	for	for	ADP
iajs-4033	7	11	uncovering	uncover	VERB
iajs-4033	7	12	hidden	hidden	ADJ
iajs-4033	7	13	patterns	pattern	NOUN
iajs-4033	7	14	in	in	ADP
iajs-4033	7	15	text	text	NOUN
iajs-4033	7	16	data	datum	NOUN
iajs-4033	7	17	,	,	PUNCT
iajs-4033	7	18	which	which	PRON
iajs-4033	7	19	can	can	AUX
iajs-4033	7	20	be	be	AUX
iajs-4033	7	21	particularly	particularly	ADV
iajs-4033	7	22	useful	useful	ADJ
iajs-4033	7	23	in	in	ADP
iajs-4033	7	24	digital	digital	ADJ
iajs-4033	7	25	forensics	forensic	NOUN
iajs-4033	7	26	taken	take	VERB
iajs-4033	7	27	from	from	ADP
iajs-4033	7	28	facebook	facebook	NOUN
iajs-4033	7	29	,	,	PUNCT
iajs-4033	7	30	including	include	VERB
iajs-4033	7	31	text	text	NOUN
iajs-4033	7	32	analysis	analysis	NOUN
iajs-4033	7	33	and	and	CCONJ
iajs-4033	7	34	evidence	evidence	NOUN
iajs-4033	7	35	discovery	discovery	NOUN
iajs-4033	7	36	,	,	PUNCT
iajs-4033	7	37	where	where	SCONJ
iajs-4033	7	38	lda	lda	PROPN
iajs-4033	7	39	is	be	AUX
iajs-4033	7	40	used	use	VERB
iajs-4033	7	41	to	to	PART
iajs-4033	7	42	extract	extract	VERB
iajs-4033	7	43	large	large	ADJ
iajs-4033	7	44	amounts	amount	NOUN
iajs-4033	7	45	of	of	ADP
iajs-4033	7	46	unstructured	unstructured	ADJ
iajs-4033	7	47	text	text	NOUN
iajs-4033	7	48	data	datum	NOUN
iajs-4033	7	49	from	from	ADP
iajs-4033	7	50	meaningful	meaningful	ADJ
iajs-4033	7	51	topics	topic	NOUN
iajs-4033	7	52	,	,	PUNCT
iajs-4033	7	53	such	such	ADJ
iajs-4033	7	54	as	as	ADP
iajs-4033	7	55	emails	email	NOUN
iajs-4033	7	56	,	,	PUNCT
iajs-4033	7	57	documents	document	NOUN
iajs-4033	7	58	,	,	PUNCT
iajs-4033	7	59	or	or	CCONJ
iajs-4033	7	60	chat	chat	VERB
iajs-4033	7	61	logs	log	NOUN
iajs-4033	7	62	.	.	PUNCT
iajs-4033	8	1	investigators	investigator	NOUN
iajs-4033	8	2	often	often	ADV
iajs-4033	8	3	deal	deal	VERB
iajs-4033	8	4	with	with	ADP
iajs-4033	8	5	huge	huge	ADJ
iajs-4033	8	6	amounts	amount	NOUN
iajs-4033	8	7	of	of	ADP
iajs-4033	8	8	text	text	NOUN
iajs-4033	8	9	-	-	PUNCT
iajs-4033	8	10	based	base	VERB
iajs-4033	8	11	evidence	evidence	NOUN
iajs-4033	8	12	,	,	PUNCT
iajs-4033	8	13	so	so	CCONJ
iajs-4033	8	14	this	this	DET
iajs-4033	8	15	technique	technique	NOUN
iajs-4033	8	16	helps	help	VERB
iajs-4033	8	17	them	they	PRON
iajs-4033	8	18	identify	identify	VERB
iajs-4033	8	19	topics	topic	NOUN
iajs-4033	8	20	,	,	PUNCT
iajs-4033	8	21	such	such	ADJ
iajs-4033	8	22	as	as	ADP
iajs-4033	8	23	fraud	fraud	NOUN
iajs-4033	8	24	,	,	PUNCT
iajs-4033	8	25	especially	especially	ADV
iajs-4033	8	26	in	in	ADP
iajs-4033	8	27	relation	relation	NOUN
iajs-4033	8	28	to	to	ADP
iajs-4033	8	29	text	text	NOUN
iajs-4033	8	30	data	datum	NOUN
iajs-4033	8	31	,	,	PUNCT
iajs-4033	8	32	which	which	PRON
iajs-4033	8	33	is	be	AUX
iajs-4033	8	34	the	the	DET
iajs-4033	8	35	core	core	NOUN
iajs-4033	8	36	of	of	ADP
iajs-4033	8	37	our	our	PRON
iajs-4033	8	38	research	research	NOUN
iajs-4033	8	39	.	.	PUNCT
iajs-4033	9	1	it	it	PRON
iajs-4033	9	2	not	not	PART
iajs-4033	9	3	only	only	ADV
iajs-4033	9	4	improves	improve	VERB
iajs-4033	9	5	effort	effort	NOUN
iajs-4033	9	6	and	and	CCONJ
iajs-4033	9	7	time	time	NOUN
iajs-4033	9	8	but	but	CCONJ
iajs-4033	9	9	also	also	ADV
iajs-4033	9	10	carries	carry	VERB
iajs-4033	9	11	a	a	DET
iajs-4033	9	12	huge	huge	ADJ
iajs-4033	9	13	potential	potential	NOUN
iajs-4033	9	14	for	for	ADP
iajs-4033	9	15	security	security	NOUN
iajs-4033	9	16	packages	package	NOUN
iajs-4033	9	17	.	.	PUNCT
iajs-4033	10	1	this	this	DET
iajs-4033	10	2	work	work	NOUN
iajs-4033	10	3	presents	present	VERB
iajs-4033	10	4	a	a	DET
iajs-4033	10	5	method	method	NOUN
iajs-4033	10	6	for	for	ADP
iajs-4033	10	7	processing	process	VERB
iajs-4033	10	8	facebook	facebook	NOUN
iajs-4033	10	9	posts	post	NOUN
iajs-4033	10	10	with	with	ADP
iajs-4033	10	11	the	the	DET
iajs-4033	10	12	help	help	NOUN
iajs-4033	10	13	of	of	ADP
iajs-4033	10	14	a	a	DET
iajs-4033	10	15	latent	latent	ADJ
iajs-4033	10	16	dirichlet	dirichlet	NOUN
iajs-4033	10	17	allocation	allocation	NOUN
iajs-4033	10	18	(	(	PUNCT
iajs-4033	10	19	lda	lda	PROPN
iajs-4033	10	20	)	)	PUNCT
iajs-4033	10	21	ruleset	ruleset	NOUN
iajs-4033	10	22	to	to	PART
iajs-4033	10	23	classify	classify	VERB
iajs-4033	10	24	these	these	DET
iajs-4033	10	25	texts	text	NOUN
iajs-4033	10	26	into	into	ADP
iajs-4033	10	27	coherent	coherent	ADJ
iajs-4033	10	28	themes	theme	NOUN
iajs-4033	10	29	.	.	PUNCT
iajs-4033	11	1	the	the	DET
iajs-4033	11	2	significance	significance	NOUN
iajs-4033	11	3	of	of	ADP
iajs-4033	11	4	the	the	DET
iajs-4033	11	5	research	research	NOUN
iajs-4033	11	6	lies	lie	VERB
iajs-4033	11	7	in	in	ADP
iajs-4033	11	8	its	its	PRON
iajs-4033	11	9	ability	ability	NOUN
iajs-4033	11	10	to	to	PART
iajs-4033	11	11	discover	discover	VERB
iajs-4033	11	12	themes	theme	NOUN
iajs-4033	11	13	within	within	ADP
iajs-4033	11	14	each	each	DET
iajs-4033	11	15	post	post	NOUN
iajs-4033	11	16	,	,	PUNCT
iajs-4033	11	17	which	which	PRON
iajs-4033	11	18	is	be	AUX
iajs-4033	11	19	crucial	crucial	ADJ
iajs-4033	11	20	for	for	ADP
iajs-4033	11	21	analyzing	analyze	VERB
iajs-4033	11	22	user	user	NOUN
iajs-4033	11	23	behavior	behavior	NOUN
iajs-4033	11	24	and	and	CCONJ
iajs-4033	11	25	addressing	address	VERB
iajs-4033	11	26	security	security	NOUN
iajs-4033	11	27	concerns	concern	NOUN
iajs-4033	11	28	.	.	PUNCT
iajs-4033	12	1	the	the	DET
iajs-4033	12	2	use	use	NOUN
iajs-4033	12	3	of	of	ADP
iajs-4033	12	4	relevant	relevant	ADJ
iajs-4033	12	5	facebook	facebook	NOUN
iajs-4033	12	6	data	datum	NOUN
iajs-4033	12	7	enhances	enhance	VERB
iajs-4033	12	8	the	the	DET
iajs-4033	12	9	real	real	ADJ
iajs-4033	12	10	-	-	PUNCT
iajs-4033	12	11	world	world	NOUN
iajs-4033	12	12	relevance	relevance	NOUN
iajs-4033	12	13	of	of	ADP
iajs-4033	12	14	the	the	DET
iajs-4033	12	15	results	result	NOUN
iajs-4033	12	16	,	,	PUNCT
iajs-4033	12	17	facilitating	facilitate	VERB
iajs-4033	12	18	targeted	target	VERB
iajs-4033	12	19	analysis	analysis	NOUN
iajs-4033	12	20	based	base	VERB
iajs-4033	12	21	on	on	ADP
iajs-4033	12	22	the	the	DET
iajs-4033	12	23	language	language	NOUN
iajs-4033	12	24	patterns	pattern	NOUN
iajs-4033	12	25	used	use	VERB
iajs-4033	12	26	by	by	ADP
iajs-4033	12	27	users	user	NOUN
iajs-4033	12	28	in	in	ADP
iajs-4033	12	29	these	these	DET
iajs-4033	12	30	posts	post	NOUN
iajs-4033	12	31	and	and	CCONJ
iajs-4033	12	32	thus	thus	ADV
iajs-4033	12	33	contributing	contribute	VERB
iajs-4033	12	34	to	to	ADP
iajs-4033	12	35	the	the	DET
iajs-4033	12	36	success	success	NOUN
iajs-4033	12	37	of	of	ADP
iajs-4033	12	38	security	security	NOUN
iajs-4033	12	39	objectives	objective	NOUN
iajs-4033	12	40	.	.	PUNCT
iajs-4033	13	1	in	in	ADP
iajs-4033	13	2	evaluating	evaluate	VERB
iajs-4033	13	3	existing	exist	VERB
iajs-4033	13	4	methodologies	methodology	NOUN
iajs-4033	13	5	,	,	PUNCT
iajs-4033	13	6	this	this	DET
iajs-4033	13	7	study	study	NOUN
iajs-4033	13	8	demonstrates	demonstrate	VERB
iajs-4033	13	9	improved	improved	ADJ
iajs-4033	13	10	performance	performance	NOUN
iajs-4033	13	11	by	by	ADP
iajs-4033	13	12	optimizing	optimize	VERB
iajs-4033	13	13	the	the	DET
iajs-4033	13	14	lda	lda	PROPN
iajs-4033	13	15	ruleset	ruleset	NOUN
iajs-4033	13	16	to	to	PART
iajs-4033	13	17	more	more	ADV
iajs-4033	13	18	accurately	accurately	ADV
iajs-4033	13	19	match	match	VERB
iajs-4033	13	20	the	the	DET
iajs-4033	13	21	unique	unique	ADJ
iajs-4033	13	22	features	feature	NOUN
iajs-4033	13	23	of	of	ADP
iajs-4033	13	24	the	the	DET
iajs-4033	13	25	target	target	NOUN
iajs-4033	13	26	statistics	statistic	NOUN
iajs-4033	13	27	.	.	PUNCT
iajs-4033	14	1	this	this	DET
iajs-4033	14	2	improvement	improvement	NOUN
iajs-4033	14	3	leads	lead	VERB
iajs-4033	14	4	to	to	ADP
iajs-4033	14	5	improved	improved	ADJ
iajs-4033	14	6	performance	performance	NOUN
iajs-4033	14	7	and	and	CCONJ
iajs-4033	14	8	reduced	reduced	ADJ
iajs-4033	14	9	errors	error	NOUN
iajs-4033	14	10	.	.	PUNCT
iajs-4033	15	1	the	the	DET
iajs-4033	15	2	results	result	NOUN
iajs-4033	15	3	of	of	ADP
iajs-4033	15	4	this	this	DET
iajs-4033	15	5	study	study	NOUN
iajs-4033	15	6	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
iajs-4033	15	7	https://orcid.org/0000-0003-2193-4796	https://orcid.org/0000-0003-2193-4796	PROPN
iajs-4033	15	8	mailto:shahlaa.t@ihcoedu.uobaghdad.edu.iq	mailto:shahlaa.t@ihcoedu.uobaghdad.edu.iq	PROPN
iajs-4033	15	9	ihjpas	ihjpas	PROPN
iajs-4033	15	10	.	.	PUNCT
iajs-4033	16	1	2025	2025	NUM
iajs-4033	16	2	,	,	PUNCT
iajs-4033	16	3	38	38	NUM
iajs-4033	16	4	(	(	PUNCT
iajs-4033	16	5	1	1	NUM
iajs-4033	16	6	)	)	PUNCT
iajs-4033	16	7	501	501	NUM
iajs-4033	16	8	demonstrate	demonstrate	VERB
iajs-4033	16	9	the	the	DET
iajs-4033	16	10	effectiveness	effectiveness	NOUN
iajs-4033	16	11	of	of	ADP
iajs-4033	16	12	using	use	VERB
iajs-4033	16	13	the	the	DET
iajs-4033	16	14	lda	lda	PROPN
iajs-4033	16	15	approach	approach	NOUN
iajs-4033	16	16	,	,	PUNCT
iajs-4033	16	17	as	as	SCONJ
iajs-4033	16	18	it	it	PRON
iajs-4033	16	19	showed	show	VERB
iajs-4033	16	20	significant	significant	ADJ
iajs-4033	16	21	improvements	improvement	NOUN
iajs-4033	16	22	over	over	ADP
iajs-4033	16	23	traditional	traditional	ADJ
iajs-4033	16	24	strategies	strategy	NOUN
iajs-4033	16	25	in	in	ADP
iajs-4033	16	26	terms	term	NOUN
iajs-4033	16	27	of	of	ADP
iajs-4033	16	28	accuracy	accuracy	NOUN
iajs-4033	16	29	and	and	CCONJ
iajs-4033	16	30	applicability	applicability	NOUN
iajs-4033	16	31	to	to	ADP
iajs-4033	16	32	real	real	ADJ
iajs-4033	16	33	-	-	PUNCT
iajs-4033	16	34	world	world	NOUN
iajs-4033	16	35	security	security	NOUN
iajs-4033	16	36	situations	situation	NOUN
iajs-4033	16	37	and	and	CCONJ
iajs-4033	16	38	digital	digital	ADJ
iajs-4033	16	39	analytics	analytic	NOUN
iajs-4033	16	40	.	.	PUNCT
iajs-4033	17	1	keywords	keyword	NOUN
iajs-4033	17	2	:	:	PUNCT
iajs-4033	17	3	data	datum	NOUN
iajs-4033	17	4	mining	mining	NOUN
iajs-4033	17	5	,	,	PUNCT
iajs-4033	17	6	text	text	NOUN
iajs-4033	17	7	mining	mining	NOUN
iajs-4033	17	8	,	,	PUNCT
iajs-4033	17	9	latent	latent	NOUN
iajs-4033	17	10	dirichlet	dirichlet	PROPN
iajs-4033	17	11	allocation	allocation	NOUN
iajs-4033	17	12	(	(	PUNCT
iajs-4033	17	13	lda	lda	PROPN
iajs-4033	17	14	)	)	PUNCT
iajs-4033	17	15	algorithm	algorithm	NOUN
iajs-4033	17	16	,	,	PUNCT
iajs-4033	17	17	digital	digital	ADJ
iajs-4033	17	18	forensics	forensic	NOUN
iajs-4033	17	19	,	,	PUNCT
iajs-4033	17	20	machine	machine	NOUN
iajs-4033	17	21	learning	learn	VERB
iajs-4033	17	22	techniques	technique	NOUN
iajs-4033	17	23	.	.	PUNCT
iajs-4033	18	1	1	1	X
iajs-4033	18	2	.	.	X
iajs-4033	18	3	introduction	introduction	NOUN
iajs-4033	18	4	recently	recently	ADV
iajs-4033	18	5	,	,	PUNCT
iajs-4033	18	6	the	the	DET
iajs-4033	18	7	use	use	NOUN
iajs-4033	18	8	of	of	ADP
iajs-4033	18	9	publicly	publicly	ADV
iajs-4033	18	10	available	available	ADJ
iajs-4033	18	11	digital	digital	ADJ
iajs-4033	18	12	data	datum	NOUN
iajs-4033	18	13	has	have	AUX
iajs-4033	18	14	become	become	VERB
iajs-4033	18	15	more	more	ADV
iajs-4033	18	16	commonplace	commonplace	ADJ
iajs-4033	18	17	and	and	CCONJ
iajs-4033	18	18	at	at	ADP
iajs-4033	18	19	the	the	DET
iajs-4033	18	20	same	same	ADJ
iajs-4033	18	21	time	time	NOUN
iajs-4033	18	22	unwanted	unwanted	ADJ
iajs-4033	18	23	since	since	SCONJ
iajs-4033	18	24	it	it	PRON
iajs-4033	18	25	has	have	AUX
iajs-4033	18	26	been	be	AUX
iajs-4033	18	27	increasing	increase	VERB
iajs-4033	18	28	at	at	ADP
iajs-4033	18	29	an	an	DET
iajs-4033	18	30	exponential	exponential	ADJ
iajs-4033	18	31	rate	rate	NOUN
iajs-4033	18	32	.	.	PUNCT
iajs-4033	19	1	however	however	ADV
iajs-4033	19	2	,	,	PUNCT
iajs-4033	19	3	the	the	DET
iajs-4033	19	4	amount	amount	NOUN
iajs-4033	19	5	of	of	ADP
iajs-4033	19	6	data	datum	NOUN
iajs-4033	19	7	that	that	PRON
iajs-4033	19	8	is	be	AUX
iajs-4033	19	9	generated	generate	VERB
iajs-4033	19	10	and	and	CCONJ
iajs-4033	19	11	processed	process	VERB
iajs-4033	19	12	on	on	ADP
iajs-4033	19	13	a	a	DET
iajs-4033	19	14	daily	daily	ADJ
iajs-4033	19	15	basis	basis	NOUN
iajs-4033	19	16	creates	create	VERB
iajs-4033	19	17	a	a	DET
iajs-4033	19	18	certain	certain	ADJ
iajs-4033	19	19	complexity	complexity	NOUN
iajs-4033	19	20	with	with	ADP
iajs-4033	19	21	respect	respect	NOUN
iajs-4033	19	22	to	to	ADP
iajs-4033	19	23	how	how	SCONJ
iajs-4033	19	24	this	this	DET
iajs-4033	19	25	data	datum	NOUN
iajs-4033	19	26	can	can	AUX
iajs-4033	19	27	be	be	AUX
iajs-4033	19	28	processed	process	VERB
iajs-4033	19	29	,	,	PUNCT
iajs-4033	19	30	analyzed	analyze	VERB
iajs-4033	19	31	,	,	PUNCT
iajs-4033	19	32	and	and	CCONJ
iajs-4033	19	33	used	use	VERB
iajs-4033	19	34	.	.	PUNCT
iajs-4033	20	1	the	the	DET
iajs-4033	20	2	ethical	ethical	ADJ
iajs-4033	20	3	concerns	concern	NOUN
iajs-4033	20	4	regarding	regard	VERB
iajs-4033	20	5	big	big	ADJ
iajs-4033	20	6	data	datum	NOUN
iajs-4033	20	7	have	have	AUX
iajs-4033	20	8	also	also	ADV
iajs-4033	20	9	come	come	VERB
iajs-4033	20	10	up	up	ADP
iajs-4033	20	11	as	as	ADP
iajs-4033	20	12	a	a	DET
iajs-4033	20	13	problem	problem	NOUN
iajs-4033	20	14	area	area	NOUN
iajs-4033	20	15	,	,	PUNCT
iajs-4033	20	16	as	as	SCONJ
iajs-4033	20	17	has	have	AUX
iajs-4033	20	18	been	be	AUX
iajs-4033	20	19	noted	note	VERB
iajs-4033	20	20	in	in	ADP
iajs-4033	20	21	the	the	DET
iajs-4033	20	22	literature	literature	NOUN
iajs-4033	20	23	(	(	PUNCT
iajs-4033	20	24	1	1	NUM
iajs-4033	20	25	)	)	PUNCT
iajs-4033	20	26	.	.	PUNCT
iajs-4033	21	1	these	these	PRON
iajs-4033	21	2	include	include	VERB
iajs-4033	21	3	the	the	DET
iajs-4033	21	4	ethical	ethical	ADJ
iajs-4033	21	5	issues	issue	NOUN
iajs-4033	21	6	that	that	PRON
iajs-4033	21	7	must	must	AUX
iajs-4033	21	8	be	be	AUX
iajs-4033	21	9	considered	consider	VERB
iajs-4033	21	10	,	,	PUNCT
iajs-4033	21	11	principles	principle	NOUN
iajs-4033	21	12	that	that	PRON
iajs-4033	21	13	should	should	AUX
iajs-4033	21	14	be	be	AUX
iajs-4033	21	15	respected	respect	VERB
iajs-4033	21	16	,	,	PUNCT
iajs-4033	21	17	and	and	CCONJ
iajs-4033	21	18	practices	practice	NOUN
iajs-4033	21	19	that	that	PRON
iajs-4033	21	20	should	should	AUX
iajs-4033	21	21	be	be	AUX
iajs-4033	21	22	avoided	avoid	VERB
iajs-4033	21	23	that	that	PRON
iajs-4033	21	24	are	be	AUX
iajs-4033	21	25	likely	likely	ADJ
iajs-4033	21	26	to	to	PART
iajs-4033	21	27	cause	cause	VERB
iajs-4033	21	28	harm	harm	NOUN
iajs-4033	21	29	.	.	PUNCT
iajs-4033	22	1	addressing	address	VERB
iajs-4033	22	2	the	the	DET
iajs-4033	22	3	ethical	ethical	ADJ
iajs-4033	22	4	considerations	consideration	NOUN
iajs-4033	22	5	concerning	concern	VERB
iajs-4033	22	6	big	big	ADJ
iajs-4033	22	7	data	datum	NOUN
iajs-4033	22	8	analytics	analytic	NOUN
iajs-4033	22	9	requires	require	VERB
iajs-4033	22	10	good	good	ADJ
iajs-4033	22	11	data	datum	NOUN
iajs-4033	22	12	governance	governance	NOUN
iajs-4033	22	13	policies	policy	NOUN
iajs-4033	22	14	and	and	CCONJ
iajs-4033	22	15	practices	practice	NOUN
iajs-4033	22	16	,	,	PUNCT
iajs-4033	22	17	which	which	PRON
iajs-4033	22	18	can	can	AUX
iajs-4033	22	19	help	help	VERB
iajs-4033	22	20	ensure	ensure	VERB
iajs-4033	22	21	that	that	SCONJ
iajs-4033	22	22	maximization	maximization	NOUN
iajs-4033	22	23	and	and	CCONJ
iajs-4033	22	24	minimization	minimization	NOUN
iajs-4033	22	25	of	of	ADP
iajs-4033	22	26	big	big	ADJ
iajs-4033	22	27	data	datum	NOUN
iajs-4033	22	28	risks	risk	NOUN
iajs-4033	22	29	are	be	AUX
iajs-4033	22	30	achieved	achieve	VERB
iajs-4033	22	31	.	.	PUNCT
iajs-4033	23	1	in	in	ADP
iajs-4033	23	2	recent	recent	ADJ
iajs-4033	23	3	years	year	NOUN
iajs-4033	23	4	,	,	PUNCT
iajs-4033	23	5	topic	topic	NOUN
iajs-4033	23	6	models	model	NOUN
iajs-4033	23	7	have	have	AUX
iajs-4033	23	8	been	be	AUX
iajs-4033	23	9	used	use	VERB
iajs-4033	23	10	and	and	CCONJ
iajs-4033	23	11	applied	apply	VERB
iajs-4033	23	12	to	to	PART
iajs-4033	23	13	derive	derive	VERB
iajs-4033	23	14	useful	useful	ADJ
iajs-4033	23	15	information	information	NOUN
iajs-4033	23	16	from	from	ADP
iajs-4033	23	17	large	large	ADJ
iajs-4033	23	18	and	and	CCONJ
iajs-4033	23	19	unstructured	unstructured	ADJ
iajs-4033	23	20	textual	textual	ADJ
iajs-4033	23	21	documents	document	NOUN
iajs-4033	23	22	and	and	CCONJ
iajs-4033	23	23	databases	database	NOUN
iajs-4033	23	24	.	.	PUNCT
iajs-4033	24	1	past	past	ADJ
iajs-4033	24	2	works	work	NOUN
iajs-4033	24	3	have	have	AUX
iajs-4033	24	4	indicated	indicate	VERB
iajs-4033	24	5	notable	notable	ADJ
iajs-4033	24	6	advances	advance	NOUN
iajs-4033	24	7	in	in	ADP
iajs-4033	24	8	using	use	VERB
iajs-4033	24	9	topic	topic	NOUN
iajs-4033	24	10	models	model	NOUN
iajs-4033	24	11	aimed	aim	VERB
iajs-4033	24	12	at	at	ADP
iajs-4033	24	13	unearthing	unearth	VERB
iajs-4033	24	14	hidden	hide	VERB
iajs-4033	24	15	geometrical	geometrical	ADJ
iajs-4033	24	16	order	order	NOUN
iajs-4033	24	17	in	in	ADP
iajs-4033	24	18	textual	textual	ADJ
iajs-4033	24	19	corpus	corpus	NOUN
iajs-4033	24	20	along	along	ADP
iajs-4033	24	21	the	the	DET
iajs-4033	24	22	edges	edge	NOUN
iajs-4033	24	23	of	of	ADP
iajs-4033	24	24	the	the	DET
iajs-4033	24	25	lda	lda	PROPN
iajs-4033	24	26	model	model	NOUN
iajs-4033	24	27	(	(	PUNCT
iajs-4033	24	28	2	2	NUM
iajs-4033	24	29	)	)	PUNCT
iajs-4033	24	30	.	.	PUNCT
iajs-4033	25	1	the	the	DET
iajs-4033	25	2	lda	lda	PROPN
iajs-4033	25	3	approach	approach	NOUN
iajs-4033	25	4	has	have	AUX
iajs-4033	25	5	become	become	VERB
iajs-4033	25	6	a	a	DET
iajs-4033	25	7	popular	popular	ADJ
iajs-4033	25	8	method	method	NOUN
iajs-4033	25	9	that	that	PRON
iajs-4033	25	10	easily	easily	ADV
iajs-4033	25	11	identifies	identify	VERB
iajs-4033	25	12	unknown	unknown	ADJ
iajs-4033	25	13	subjects	subject	NOUN
iajs-4033	25	14	in	in	ADP
iajs-4033	25	15	large	large	ADJ
iajs-4033	25	16	amounts	amount	NOUN
iajs-4033	25	17	of	of	ADP
iajs-4033	25	18	text	text	NOUN
iajs-4033	25	19	documents	document	NOUN
iajs-4033	25	20	,	,	PUNCT
iajs-4033	25	21	which	which	PRON
iajs-4033	25	22	is	be	AUX
iajs-4033	25	23	relevant	relevant	ADJ
iajs-4033	25	24	to	to	ADP
iajs-4033	25	25	the	the	DET
iajs-4033	25	26	area	area	NOUN
iajs-4033	25	27	of	of	ADP
iajs-4033	25	28	big	big	ADJ
iajs-4033	25	29	data	datum	NOUN
iajs-4033	25	30	where	where	SCONJ
iajs-4033	25	31	the	the	DET
iajs-4033	25	32	assessment	assessment	NOUN
iajs-4033	25	33	of	of	ADP
iajs-4033	25	34	texts	text	NOUN
iajs-4033	25	35	is	be	AUX
iajs-4033	25	36	not	not	PART
iajs-4033	25	37	possible	possible	ADJ
iajs-4033	25	38	in	in	ADP
iajs-4033	25	39	a	a	DET
iajs-4033	25	40	simple	simple	ADJ
iajs-4033	25	41	way	way	NOUN
iajs-4033	25	42	.	.	PUNCT
iajs-4033	26	1	the	the	DET
iajs-4033	26	2	lda	lda	PROPN
iajs-4033	26	3	algorithm	algorithm	NOUN
iajs-4033	26	4	is	be	AUX
iajs-4033	26	5	,	,	PUNCT
iajs-4033	26	6	without	without	ADP
iajs-4033	26	7	a	a	DET
iajs-4033	26	8	doubt	doubt	NOUN
iajs-4033	26	9	,	,	PUNCT
iajs-4033	26	10	one	one	NUM
iajs-4033	26	11	of	of	ADP
iajs-4033	26	12	the	the	DET
iajs-4033	26	13	most	most	ADV
iajs-4033	26	14	critical	critical	ADJ
iajs-4033	26	15	procedures	procedure	NOUN
iajs-4033	26	16	developed	develop	VERB
iajs-4033	26	17	for	for	ADP
iajs-4033	26	18	modeling	model	VERB
iajs-4033	26	19	topics	topic	NOUN
iajs-4033	26	20	in	in	ADP
iajs-4033	26	21	recent	recent	ADJ
iajs-4033	26	22	decades	decade	NOUN
iajs-4033	26	23	.	.	PUNCT
iajs-4033	27	1	it	it	PRON
iajs-4033	27	2	works	work	VERB
iajs-4033	27	3	under	under	ADP
iajs-4033	27	4	the	the	DET
iajs-4033	27	5	hypothesis	hypothesis	NOUN
iajs-4033	27	6	that	that	PRON
iajs-4033	27	7	each	each	DET
iajs-4033	27	8	document	document	NOUN
iajs-4033	27	9	is	be	AUX
iajs-4033	27	10	a	a	DET
iajs-4033	27	11	distribution	distribution	NOUN
iajs-4033	27	12	of	of	ADP
iajs-4033	27	13	several	several	ADJ
iajs-4033	27	14	topics	topic	NOUN
iajs-4033	27	15	,	,	PUNCT
iajs-4033	27	16	and	and	CCONJ
iajs-4033	27	17	each	each	DET
iajs-4033	27	18	topic	topic	NOUN
iajs-4033	27	19	is	be	AUX
iajs-4033	27	20	expressed	express	VERB
iajs-4033	27	21	using	use	VERB
iajs-4033	27	22	certain	certain	ADJ
iajs-4033	27	23	words	word	NOUN
iajs-4033	27	24	in	in	ADP
iajs-4033	27	25	a	a	DET
iajs-4033	27	26	probabilistic	probabilistic	ADJ
iajs-4033	27	27	manner	manner	NOUN
iajs-4033	27	28	(	(	PUNCT
iajs-4033	27	29	3	3	NUM
iajs-4033	27	30	)	)	PUNCT
iajs-4033	27	31	.	.	PUNCT
iajs-4033	28	1	thanks	thank	NOUN
iajs-4033	28	2	to	to	ADP
iajs-4033	28	3	its	its	PRON
iajs-4033	28	4	probabilistic	probabilistic	ADJ
iajs-4033	28	5	nature	nature	NOUN
iajs-4033	28	6	,	,	PUNCT
iajs-4033	28	7	the	the	DET
iajs-4033	28	8	lda	lda	PROPN
iajs-4033	28	9	model	model	NOUN
iajs-4033	28	10	is	be	AUX
iajs-4033	28	11	able	able	ADJ
iajs-4033	28	12	to	to	PART
iajs-4033	28	13	reflect	reflect	VERB
iajs-4033	28	14	hidden	hidden	ADJ
iajs-4033	28	15	structures	structure	NOUN
iajs-4033	28	16	within	within	ADP
iajs-4033	28	17	text	text	NOUN
iajs-4033	28	18	collections	collection	NOUN
iajs-4033	28	19	,	,	PUNCT
iajs-4033	28	20	which	which	PRON
iajs-4033	28	21	can	can	AUX
iajs-4033	28	22	extend	extend	VERB
iajs-4033	28	23	the	the	DET
iajs-4033	28	24	analytical	analytical	ADJ
iajs-4033	28	25	parameters	parameter	NOUN
iajs-4033	28	26	beyond	beyond	ADP
iajs-4033	28	27	traditional	traditional	ADJ
iajs-4033	28	28	keyword	keyword	NOUN
iajs-4033	28	29	analyses	analysis	NOUN
iajs-4033	28	30	.	.	PUNCT
iajs-4033	29	1	such	such	ADJ
iajs-4033	29	2	algorithms	algorithm	NOUN
iajs-4033	29	3	'	'	PART
iajs-4033	29	4	abilities	ability	NOUN
iajs-4033	29	5	have	have	AUX
iajs-4033	29	6	also	also	ADV
iajs-4033	29	7	boosted	boost	VERB
iajs-4033	29	8	their	their	PRON
iajs-4033	29	9	popularity	popularity	NOUN
iajs-4033	29	10	in	in	ADP
iajs-4033	29	11	text	text	NOUN
iajs-4033	29	12	mining	mining	NOUN
iajs-4033	29	13	,	,	PUNCT
iajs-4033	29	14	particularly	particularly	ADV
iajs-4033	29	15	in	in	ADP
iajs-4033	29	16	social	social	ADJ
iajs-4033	29	17	media	medium	NOUN
iajs-4033	29	18	analytics	analytic	NOUN
iajs-4033	29	19	.	.	PUNCT
iajs-4033	30	1	the	the	DET
iajs-4033	30	2	social	social	ADJ
iajs-4033	30	3	networking	network	VERB
iajs-4033	30	4	sites	site	NOUN
iajs-4033	30	5	that	that	PRON
iajs-4033	30	6	include	include	VERB
iajs-4033	30	7	facebook	facebook	PROPN
iajs-4033	30	8	,	,	PUNCT
iajs-4033	30	9	twitter	twitter	NOUN
iajs-4033	30	10	,	,	PUNCT
iajs-4033	30	11	and	and	CCONJ
iajs-4033	30	12	youtube	youtube	NOUN
iajs-4033	30	13	have	have	VERB
iajs-4033	30	14	large	large	ADJ
iajs-4033	30	15	volumes	volume	NOUN
iajs-4033	30	16	of	of	ADP
iajs-4033	30	17	text	text	NOUN
iajs-4033	30	18	data	datum	NOUN
iajs-4033	30	19	worth	worth	ADJ
iajs-4033	30	20	mining	mining	NOUN
iajs-4033	30	21	and	and	CCONJ
iajs-4033	30	22	include	include	VERB
iajs-4033	30	23	user	user	NOUN
iajs-4033	30	24	behavior	behavior	NOUN
iajs-4033	30	25	,	,	PUNCT
iajs-4033	30	26	likes	like	VERB
iajs-4033	30	27	,	,	PUNCT
iajs-4033	30	28	and	and	CCONJ
iajs-4033	30	29	opinions	opinion	NOUN
iajs-4033	30	30	,	,	PUNCT
iajs-4033	30	31	among	among	ADP
iajs-4033	30	32	other	other	ADJ
iajs-4033	30	33	aspects	aspect	NOUN
iajs-4033	30	34	.	.	PUNCT
iajs-4033	31	1	with	with	ADP
iajs-4033	31	2	the	the	DET
iajs-4033	31	3	use	use	NOUN
iajs-4033	31	4	of	of	ADP
iajs-4033	31	5	lda	lda	PROPN
iajs-4033	31	6	in	in	ADP
iajs-4033	31	7	social	social	ADJ
iajs-4033	31	8	media	medium	NOUN
iajs-4033	31	9	data	datum	NOUN
iajs-4033	31	10	,	,	PUNCT
iajs-4033	31	11	it	it	PRON
iajs-4033	31	12	is	be	AUX
iajs-4033	31	13	possible	possible	ADJ
iajs-4033	31	14	for	for	SCONJ
iajs-4033	31	15	researchers	researcher	NOUN
iajs-4033	31	16	to	to	PART
iajs-4033	31	17	identify	identify	VERB
iajs-4033	31	18	the	the	DET
iajs-4033	31	19	topics	topic	NOUN
iajs-4033	31	20	of	of	ADP
iajs-4033	31	21	interest	interest	NOUN
iajs-4033	31	22	and	and	CCONJ
iajs-4033	31	23	track	track	VERB
iajs-4033	31	24	them	they	PRON
iajs-4033	31	25	across	across	ADP
iajs-4033	31	26	the	the	DET
iajs-4033	31	27	variances	variance	NOUN
iajs-4033	31	28	of	of	ADP
iajs-4033	31	29	users	user	NOUN
iajs-4033	31	30	(	(	PUNCT
iajs-4033	31	31	4	4	NUM
iajs-4033	31	32	)	)	PUNCT
iajs-4033	31	33	.	.	PUNCT
iajs-4033	32	1	this	this	DET
iajs-4033	32	2	way	way	NOUN
iajs-4033	32	3	,	,	PUNCT
iajs-4033	32	4	besides	besides	SCONJ
iajs-4033	32	5	expanding	expand	VERB
iajs-4033	32	6	the	the	DET
iajs-4033	32	7	knowledge	knowledge	NOUN
iajs-4033	32	8	of	of	ADP
iajs-4033	32	9	how	how	SCONJ
iajs-4033	32	10	social	social	ADJ
iajs-4033	32	11	media	medium	NOUN
iajs-4033	32	12	works	work	VERB
iajs-4033	32	13	,	,	PUNCT
iajs-4033	32	14	certain	certain	ADJ
iajs-4033	32	15	areas	area	NOUN
iajs-4033	32	16	where	where	SCONJ
iajs-4033	32	17	this	this	DET
iajs-4033	32	18	information	information	NOUN
iajs-4033	32	19	is	be	AUX
iajs-4033	32	20	applicable	applicable	ADJ
iajs-4033	32	21	,	,	PUNCT
iajs-4033	32	22	like	like	ADP
iajs-4033	32	23	marketing	marketing	NOUN
iajs-4033	32	24	,	,	PUNCT
iajs-4033	32	25	security	security	NOUN
iajs-4033	32	26	,	,	PUNCT
iajs-4033	32	27	or	or	CCONJ
iajs-4033	32	28	public	public	ADJ
iajs-4033	32	29	policy	policy	NOUN
iajs-4033	32	30	,	,	PUNCT
iajs-4033	32	31	can	can	AUX
iajs-4033	32	32	be	be	AUX
iajs-4033	32	33	utilized	utilize	VERB
iajs-4033	32	34	efficiently	efficiently	ADV
iajs-4033	32	35	.	.	PUNCT
iajs-4033	33	1	in	in	ADP
iajs-4033	33	2	figure	figure	NOUN
iajs-4033	33	3	1	1	NUM
iajs-4033	33	4	,	,	PUNCT
iajs-4033	33	5	the	the	DET
iajs-4033	33	6	process	process	NOUN
iajs-4033	33	7	of	of	ADP
iajs-4033	33	8	the	the	DET
iajs-4033	33	9	interface	interface	NOUN
iajs-4033	33	10	evolution	evolution	NOUN
iajs-4033	33	11	comprises	comprise	VERB
iajs-4033	33	12	three	three	NUM
iajs-4033	33	13	stages	stage	NOUN
iajs-4033	33	14	,	,	PUNCT
iajs-4033	33	15	with	with	ADP
iajs-4033	33	16	the	the	DET
iajs-4033	33	17	first	first	ADJ
iajs-4033	33	18	one	one	NUM
iajs-4033	33	19	being	be	AUX
iajs-4033	33	20	the	the	DET
iajs-4033	33	21	allocation	allocation	NOUN
iajs-4033	33	22	of	of	ADP
iajs-4033	33	23	topics	topic	NOUN
iajs-4033	33	24	to	to	ADP
iajs-4033	33	25	each	each	DET
iajs-4033	33	26	text	text	NOUN
iajs-4033	33	27	/	/	SYM
iajs-4033	34	1	s	s	PROPN
iajs-4033	34	2	,	,	PUNCT
iajs-4033	34	3	the	the	DET
iajs-4033	34	4	second	second	ADJ
iajs-4033	34	5	being	be	AUX
iajs-4033	34	6	the	the	DET
iajs-4033	34	7	frequency	frequency	NOUN
iajs-4033	34	8	of	of	ADP
iajs-4033	34	9	words	word	NOUN
iajs-4033	34	10	belonging	belong	VERB
iajs-4033	34	11	to	to	ADP
iajs-4033	34	12	those	those	DET
iajs-4033	34	13	topics	topic	NOUN
iajs-4033	34	14	,	,	PUNCT
iajs-4033	34	15	and	and	CCONJ
iajs-4033	34	16	the	the	DET
iajs-4033	34	17	third	third	NOUN
iajs-4033	34	18	is	be	AUX
iajs-4033	34	19	the	the	DET
iajs-4033	34	20	estimation	estimation	NOUN
iajs-4033	34	21	of	of	ADP
iajs-4033	34	22	the	the	DET
iajs-4033	34	23	likelihood	likelihood	NOUN
iajs-4033	34	24	that	that	SCONJ
iajs-4033	34	25	a	a	DET
iajs-4033	34	26	particular	particular	ADJ
iajs-4033	34	27	topic	topic	NOUN
iajs-4033	34	28	is	be	AUX
iajs-4033	34	29	present	present	ADJ
iajs-4033	34	30	in	in	ADP
iajs-4033	34	31	the	the	DET
iajs-4033	34	32	text	text	NOUN
iajs-4033	34	33	(	(	PUNCT
iajs-4033	34	34	4	4	NUM
iajs-4033	34	35	)	)	PUNCT
iajs-4033	34	36	.	.	PUNCT
iajs-4033	35	1	ihjpas	ihjpas	PROPN
iajs-4033	35	2	.	.	PUNCT
iajs-4033	36	1	2025	2025	NUM
iajs-4033	36	2	,	,	PUNCT
iajs-4033	36	3	38	38	NUM
iajs-4033	36	4	(	(	PUNCT
iajs-4033	36	5	1	1	NUM
iajs-4033	36	6	)	)	PUNCT
iajs-4033	36	7	502	502	NUM
iajs-4033	36	8	figure	figure	NOUN
iajs-4033	36	9	1	1	NUM
iajs-4033	36	10	.	.	PUNCT
iajs-4033	37	1	topic	topic	NOUN
iajs-4033	37	2	modeling	modeling	NOUN
iajs-4033	37	3	stages	stage	NOUN
iajs-4033	37	4	.	.	PUNCT
iajs-4033	38	1	by	by	ADP
iajs-4033	38	2	using	use	VERB
iajs-4033	38	3	metadata	metadata	ADJ
iajs-4033	38	4	analysis	analysis	NOUN
iajs-4033	38	5	in	in	ADP
iajs-4033	38	6	digital	digital	ADJ
iajs-4033	38	7	forensics	forensic	NOUN
iajs-4033	38	8	,	,	PUNCT
iajs-4033	38	9	investigators	investigator	NOUN
iajs-4033	38	10	gain	gain	VERB
iajs-4033	38	11	a	a	DET
iajs-4033	38	12	powerful	powerful	ADJ
iajs-4033	38	13	tool	tool	NOUN
iajs-4033	38	14	to	to	PART
iajs-4033	38	15	extract	extract	VERB
iajs-4033	38	16	insights	insight	NOUN
iajs-4033	38	17	and	and	CCONJ
iajs-4033	38	18	patterns	pattern	NOUN
iajs-4033	38	19	from	from	ADP
iajs-4033	38	20	text	text	NOUN
iajs-4033	38	21	-	-	PUNCT
iajs-4033	38	22	heavy	heavy	ADJ
iajs-4033	38	23	datasets	dataset	NOUN
iajs-4033	38	24	,	,	PUNCT
iajs-4033	38	25	facilitating	facilitate	VERB
iajs-4033	38	26	more	more	ADV
iajs-4033	38	27	efficient	efficient	ADJ
iajs-4033	38	28	and	and	CCONJ
iajs-4033	38	29	comprehensive	comprehensive	ADJ
iajs-4033	38	30	investigations	investigation	NOUN
iajs-4033	38	31	.	.	PUNCT
iajs-4033	39	1	these	these	PRON
iajs-4033	39	2	include	include	VERB
iajs-4033	39	3	:	:	PUNCT
iajs-4033	39	4	(	(	PUNCT
iajs-4033	39	5	1	1	X
iajs-4033	39	6	)	)	PUNCT
iajs-4033	39	7	clustering	cluster	VERB
iajs-4033	39	8	evidence	evidence	NOUN
iajs-4033	39	9	according	accord	VERB
iajs-4033	39	10	to	to	ADP
iajs-4033	39	11	what	what	PRON
iajs-4033	39	12	digital	digital	ADJ
iajs-4033	39	13	forensics	forensic	NOUN
iajs-4033	39	14	topics	topic	NOUN
iajs-4033	39	15	require	require	VERB
iajs-4033	39	16	to	to	PART
iajs-4033	39	17	classify	classify	VERB
iajs-4033	39	18	documents	document	NOUN
iajs-4033	39	19	into	into	ADP
iajs-4033	39	20	relevant	relevant	ADJ
iajs-4033	39	21	topics	topic	NOUN
iajs-4033	39	22	for	for	ADP
iajs-4033	39	23	investigation	investigation	NOUN
iajs-4033	39	24	,	,	PUNCT
iajs-4033	39	25	where	where	SCONJ
iajs-4033	39	26	the	the	DET
iajs-4033	39	27	role	role	NOUN
iajs-4033	39	28	of	of	ADP
iajs-4033	39	29	lda	lda	PROPN
iajs-4033	39	30	is	be	AUX
iajs-4033	39	31	to	to	PART
iajs-4033	39	32	cluster	cluster	VERB
iajs-4033	39	33	documents	document	NOUN
iajs-4033	39	34	to	to	PART
iajs-4033	39	35	make	make	VERB
iajs-4033	39	36	it	it	PRON
iajs-4033	39	37	easier	easy	ADJ
iajs-4033	39	38	for	for	SCONJ
iajs-4033	39	39	forensic	forensic	ADJ
iajs-4033	39	40	analysts	analyst	NOUN
iajs-4033	39	41	to	to	PART
iajs-4033	39	42	focus	focus	VERB
iajs-4033	39	43	.	.	PUNCT
iajs-4033	40	1	(	(	PUNCT
iajs-4033	40	2	2	2	X
iajs-4033	40	3	)	)	PUNCT
iajs-4033	40	4	lda	lda	PROPN
iajs-4033	40	5	can	can	AUX
iajs-4033	40	6	prioritize	prioritize	VERB
iajs-4033	40	7	investigative	investigative	ADJ
iajs-4033	40	8	leads	lead	NOUN
iajs-4033	40	9	and	and	CCONJ
iajs-4033	40	10	help	help	VERB
iajs-4033	40	11	forensic	forensic	ADJ
iajs-4033	40	12	investigators	investigator	NOUN
iajs-4033	40	13	prioritize	prioritize	VERB
iajs-4033	40	14	the	the	DET
iajs-4033	40	15	leads	lead	NOUN
iajs-4033	40	16	from	from	ADP
iajs-4033	40	17	documents	document	NOUN
iajs-4033	40	18	that	that	PRON
iajs-4033	40	19	are	be	AUX
iajs-4033	40	20	most	most	ADV
iajs-4033	40	21	relevant	relevant	ADJ
iajs-4033	40	22	to	to	ADP
iajs-4033	40	23	a	a	DET
iajs-4033	40	24	case	case	NOUN
iajs-4033	40	25	.	.	PUNCT
iajs-4033	41	1	(	(	PUNCT
iajs-4033	41	2	3	3	X
iajs-4033	41	3	)	)	PUNCT
iajs-4033	41	4	in	in	ADP
iajs-4033	41	5	cases	case	NOUN
iajs-4033	41	6	involving	involve	VERB
iajs-4033	41	7	cybercrimes	cybercrime	NOUN
iajs-4033	41	8	and	and	CCONJ
iajs-4033	41	9	uncovering	uncover	VERB
iajs-4033	41	10	them	they	PRON
iajs-4033	41	11	from	from	ADP
iajs-4033	41	12	text	text	NOUN
iajs-4033	41	13	,	,	PUNCT
iajs-4033	41	14	lda	lda	PROPN
iajs-4033	41	15	can	can	AUX
iajs-4033	41	16	analyze	analyze	VERB
iajs-4033	41	17	chat	chat	NOUN
iajs-4033	41	18	logs	log	NOUN
iajs-4033	41	19	from	from	ADP
iajs-4033	41	20	social	social	ADJ
iajs-4033	41	21	media	medium	NOUN
iajs-4033	41	22	posts	post	NOUN
iajs-4033	41	23	to	to	PART
iajs-4033	41	24	uncover	uncover	VERB
iajs-4033	41	25	discussions	discussion	NOUN
iajs-4033	41	26	related	relate	VERB
iajs-4033	41	27	to	to	ADP
iajs-4033	41	28	malicious	malicious	ADJ
iajs-4033	41	29	activity	activity	NOUN
iajs-4033	41	30	.	.	PUNCT
iajs-4033	42	1	even	even	ADV
iajs-4033	42	2	with	with	ADP
iajs-4033	42	3	lda	lda	PROPN
iajs-4033	42	4	’s	’s	PART
iajs-4033	42	5	benefits	benefit	NOUN
iajs-4033	42	6	,	,	PUNCT
iajs-4033	42	7	there	there	PRON
iajs-4033	42	8	are	be	VERB
iajs-4033	42	9	still	still	ADV
iajs-4033	42	10	barriers	barrier	NOUN
iajs-4033	42	11	that	that	PRON
iajs-4033	42	12	interfere	interfere	VERB
iajs-4033	42	13	with	with	ADP
iajs-4033	42	14	the	the	DET
iajs-4033	42	15	utilization	utilization	NOUN
iajs-4033	42	16	of	of	ADP
iajs-4033	42	17	this	this	DET
iajs-4033	42	18	method	method	NOUN
iajs-4033	42	19	for	for	ADP
iajs-4033	42	20	text	text	NOUN
iajs-4033	42	21	mining	mining	NOUN
iajs-4033	42	22	,	,	PUNCT
iajs-4033	42	23	especially	especially	ADV
iajs-4033	42	24	the	the	DET
iajs-4033	42	25	analysis	analysis	NOUN
iajs-4033	42	26	of	of	ADP
iajs-4033	42	27	low	low	ADJ
iajs-4033	42	28	and	and	CCONJ
iajs-4033	42	29	dense	dense	ADJ
iajs-4033	42	30	classification	classification	NOUN
iajs-4033	42	31	,	,	PUNCT
iajs-4033	42	32	such	such	ADJ
iajs-4033	42	33	as	as	ADP
iajs-4033	42	34	social	social	ADJ
iajs-4033	42	35	media	medium	NOUN
iajs-4033	42	36	data	datum	NOUN
iajs-4033	42	37	(	(	PUNCT
iajs-4033	42	38	5	5	NUM
iajs-4033	42	39	)	)	PUNCT
iajs-4033	42	40	.	.	PUNCT
iajs-4033	43	1	it	it	PRON
iajs-4033	43	2	is	be	AUX
iajs-4033	43	3	not	not	PART
iajs-4033	43	4	easy	easy	ADJ
iajs-4033	43	5	to	to	PART
iajs-4033	43	6	avoid	avoid	VERB
iajs-4033	43	7	those	those	DET
iajs-4033	43	8	problems	problem	NOUN
iajs-4033	43	9	since	since	SCONJ
iajs-4033	43	10	it	it	PRON
iajs-4033	43	11	is	be	AUX
iajs-4033	43	12	hard	hard	ADJ
iajs-4033	43	13	to	to	PART
iajs-4033	43	14	detect	detect	VERB
iajs-4033	43	15	and	and	CCONJ
iajs-4033	43	16	classify	classify	VERB
iajs-4033	43	17	topics	topic	NOUN
iajs-4033	43	18	with	with	ADP
iajs-4033	43	19	the	the	DET
iajs-4033	43	20	presence	presence	NOUN
iajs-4033	43	21	of	of	ADP
iajs-4033	43	22	slang	slang	PROPN
iajs-4033	43	23	,	,	PUNCT
iajs-4033	43	24	diagrams	diagram	NOUN
iajs-4033	43	25	or	or	CCONJ
iajs-4033	43	26	letters	letter	NOUN
iajs-4033	43	27	,	,	PUNCT
iajs-4033	43	28	and	and	CCONJ
iajs-4033	43	29	non	non	ADJ
iajs-4033	43	30	-	-	ADJ
iajs-4033	43	31	ordinary	ordinary	ADJ
iajs-4033	43	32	writing	writing	NOUN
iajs-4033	43	33	.	.	PUNCT
iajs-4033	44	1	moreover	moreover	ADV
iajs-4033	44	2	,	,	PUNCT
iajs-4033	44	3	the	the	DET
iajs-4033	44	4	amount	amount	NOUN
iajs-4033	44	5	,	,	PUNCT
iajs-4033	44	6	diversity	diversity	NOUN
iajs-4033	44	7	,	,	PUNCT
iajs-4033	44	8	and	and	CCONJ
iajs-4033	44	9	quality	quality	NOUN
iajs-4033	44	10	of	of	ADP
iajs-4033	44	11	user	user	NOUN
iajs-4033	44	12	-	-	PUNCT
iajs-4033	44	13	generated	generate	VERB
iajs-4033	44	14	content	content	NOUN
iajs-4033	44	15	differ	differ	VERB
iajs-4033	44	16	,	,	PUNCT
iajs-4033	44	17	and	and	CCONJ
iajs-4033	44	18	this	this	PRON
iajs-4033	44	19	can	can	AUX
iajs-4033	44	20	compromise	compromise	VERB
iajs-4033	44	21	the	the	DET
iajs-4033	44	22	effectiveness	effectiveness	NOUN
iajs-4033	44	23	of	of	ADP
iajs-4033	44	24	topic	topic	NOUN
iajs-4033	44	25	modeling	modeling	NOUN
iajs-4033	44	26	algorithms	algorithm	NOUN
iajs-4033	44	27	.	.	PUNCT
iajs-4033	45	1	still	still	ADV
iajs-4033	45	2	,	,	PUNCT
iajs-4033	45	3	these	these	DET
iajs-4033	45	4	problems	problem	NOUN
iajs-4033	45	5	create	create	VERB
iajs-4033	45	6	a	a	DET
iajs-4033	45	7	need	need	NOUN
iajs-4033	45	8	for	for	ADP
iajs-4033	45	9	faster	fast	ADJ
iajs-4033	45	10	and	and	CCONJ
iajs-4033	45	11	better	well	ADJ
iajs-4033	45	12	cp	cp	NOUN
iajs-4033	45	13	-	-	NOUN
iajs-4033	45	14	algorithms	algorithm	NOUN
iajs-4033	45	15	.	.	PUNCT
iajs-4033	46	1	to	to	PART
iajs-4033	46	2	overcome	overcome	VERB
iajs-4033	46	3	these	these	DET
iajs-4033	46	4	issues	issue	NOUN
iajs-4033	46	5	,	,	PUNCT
iajs-4033	46	6	various	various	ADJ
iajs-4033	46	7	scholars	scholar	NOUN
iajs-4033	46	8	have	have	AUX
iajs-4033	46	9	adopted	adopt	VERB
iajs-4033	46	10	the	the	DET
iajs-4033	46	11	first	first	ADJ
iajs-4033	46	12	,	,	PUNCT
iajs-4033	46	13	second	second	ADJ
iajs-4033	46	14	,	,	PUNCT
iajs-4033	46	15	and	and	CCONJ
iajs-4033	46	16	third	third	ADJ
iajs-4033	46	17	refinements	refinement	NOUN
iajs-4033	46	18	to	to	ADP
iajs-4033	46	19	lda	lda	PROPN
iajs-4033	46	20	.	.	PUNCT
iajs-4033	47	1	various	various	ADJ
iajs-4033	47	2	research	research	NOUN
iajs-4033	47	3	in	in	ADP
iajs-4033	47	4	the	the	DET
iajs-4033	47	5	literature	literature	NOUN
iajs-4033	47	6	has	have	AUX
iajs-4033	47	7	shown	show	VERB
iajs-4033	47	8	that	that	SCONJ
iajs-4033	47	9	topics	topic	NOUN
iajs-4033	47	10	detected	detect	VERB
iajs-4033	47	11	via	via	ADP
iajs-4033	47	12	a	a	DET
iajs-4033	47	13	combination	combination	NOUN
iajs-4033	47	14	of	of	ADP
iajs-4033	47	15	lda	lda	PROPN
iajs-4033	47	16	with	with	ADP
iajs-4033	47	17	additional	additional	ADJ
iajs-4033	47	18	techniques	technique	NOUN
iajs-4033	47	19	are	be	AUX
iajs-4033	47	20	accurate	accurate	ADJ
iajs-4033	47	21	and	and	CCONJ
iajs-4033	47	22	robust	robust	ADJ
iajs-4033	47	23	(	(	PUNCT
iajs-4033	47	24	6	6	NUM
iajs-4033	47	25	)	)	PUNCT
iajs-4033	47	26	.	.	PUNCT
iajs-4033	48	1	such	such	ADJ
iajs-4033	48	2	improvements	improvement	NOUN
iajs-4033	48	3	come	come	VERB
iajs-4033	48	4	in	in	ADP
iajs-4033	48	5	handy	handy	ADJ
iajs-4033	48	6	,	,	PUNCT
iajs-4033	48	7	especially	especially	ADV
iajs-4033	48	8	in	in	ADP
iajs-4033	48	9	situations	situation	NOUN
iajs-4033	48	10	where	where	SCONJ
iajs-4033	48	11	there	there	PRON
iajs-4033	48	12	is	be	VERB
iajs-4033	48	13	a	a	DET
iajs-4033	48	14	lot	lot	NOUN
iajs-4033	48	15	of	of	ADP
iajs-4033	48	16	variation	variation	NOUN
iajs-4033	48	17	or	or	CCONJ
iajs-4033	48	18	noise	noise	NOUN
iajs-4033	48	19	in	in	ADP
iajs-4033	48	20	the	the	DET
iajs-4033	48	21	text	text	NOUN
iajs-4033	48	22	data	datum	NOUN
iajs-4033	48	23	.	.	PUNCT
iajs-4033	49	1	the	the	DET
iajs-4033	49	2	addition	addition	NOUN
iajs-4033	49	3	of	of	ADP
iajs-4033	49	4	other	other	ADJ
iajs-4033	49	5	contextual	contextual	ADJ
iajs-4033	49	6	cues	cue	NOUN
iajs-4033	49	7	during	during	ADP
iajs-4033	49	8	the	the	DET
iajs-4033	49	9	topic	topic	NOUN
iajs-4033	49	10	modeling	modeling	NOUN
iajs-4033	49	11	process	process	NOUN
iajs-4033	49	12	has	have	AUX
iajs-4033	49	13	also	also	ADV
iajs-4033	49	14	been	be	AUX
iajs-4033	49	15	effective	effective	ADJ
iajs-4033	49	16	in	in	ADP
iajs-4033	49	17	increasing	increase	VERB
iajs-4033	49	18	the	the	DET
iajs-4033	49	19	clarity	clarity	NOUN
iajs-4033	49	20	and	and	CCONJ
iajs-4033	49	21	activity	activity	NOUN
iajs-4033	49	22	of	of	ADP
iajs-4033	49	23	the	the	DET
iajs-4033	49	24	topics	topic	NOUN
iajs-4033	49	25	yielded	yield	VERB
iajs-4033	49	26	.	.	PUNCT
iajs-4033	50	1	the	the	DET
iajs-4033	50	2	actual	actual	ADJ
iajs-4033	50	3	applications	application	NOUN
iajs-4033	50	4	of	of	ADP
iajs-4033	50	5	lda	lda	PROPN
iajs-4033	50	6	are	be	AUX
iajs-4033	50	7	not	not	PART
iajs-4033	50	8	merely	merely	ADV
iajs-4033	50	9	academic	academic	ADJ
iajs-4033	50	10	as	as	SCONJ
iajs-4033	50	11	they	they	PRON
iajs-4033	50	12	have	have	AUX
iajs-4033	50	13	already	already	ADV
iajs-4033	50	14	been	be	AUX
iajs-4033	50	15	put	put	VERB
iajs-4033	50	16	into	into	ADP
iajs-4033	50	17	practical	practical	ADJ
iajs-4033	50	18	use	use	NOUN
iajs-4033	50	19	.	.	PUNCT
iajs-4033	51	1	for	for	ADP
iajs-4033	51	2	example	example	NOUN
iajs-4033	51	3	,	,	PUNCT
iajs-4033	51	4	lda	lda	PROPN
iajs-4033	51	5	has	have	AUX
iajs-4033	51	6	found	find	VERB
iajs-4033	51	7	application	application	NOUN
iajs-4033	51	8	in	in	ADP
iajs-4033	51	9	systems	system	NOUN
iajs-4033	51	10	designed	design	VERB
iajs-4033	51	11	for	for	ADP
iajs-4033	51	12	automatic	automatic	ADJ
iajs-4033	51	13	lip	lip	NOUN
iajs-4033	51	14	reading	reading	NOUN
iajs-4033	51	15	regarding	regard	VERB
iajs-4033	51	16	the	the	DET
iajs-4033	51	17	analysis	analysis	NOUN
iajs-4033	51	18	and	and	CCONJ
iajs-4033	51	19	understanding	understanding	NOUN
iajs-4033	51	20	of	of	ADP
iajs-4033	51	21	voice	voice	NOUN
iajs-4033	51	22	even	even	ADV
iajs-4033	51	23	in	in	ADP
iajs-4033	51	24	the	the	DET
iajs-4033	51	25	presence	presence	NOUN
iajs-4033	51	26	of	of	ADP
iajs-4033	51	27	background	background	NOUN
iajs-4033	51	28	noise	noise	NOUN
iajs-4033	51	29	,	,	PUNCT
iajs-4033	51	30	exemplifying	exemplify	VERB
iajs-4033	51	31	how	how	SCONJ
iajs-4033	51	32	this	this	DET
iajs-4033	51	33	algorithm	algorithm	NOUN
iajs-4033	51	34	can	can	AUX
iajs-4033	51	35	be	be	AUX
iajs-4033	51	36	applied	apply	VERB
iajs-4033	51	37	in	in	ADP
iajs-4033	51	38	various	various	ADJ
iajs-4033	51	39	forms	form	NOUN
iajs-4033	51	40	of	of	ADP
iajs-4033	51	41	textual	textual	ADJ
iajs-4033	51	42	and	and	CCONJ
iajs-4033	51	43	linguistics	linguistic	NOUN
iajs-4033	51	44	(	(	PUNCT
iajs-4033	51	45	7	7	NUM
iajs-4033	51	46	)	)	PUNCT
iajs-4033	51	47	.	.	PUNCT
iajs-4033	52	1	this	this	PRON
iajs-4033	52	2	further	far	ADV
iajs-4033	52	3	solidifies	solidify	VERB
iajs-4033	52	4	the	the	DET
iajs-4033	52	5	position	position	NOUN
iajs-4033	52	6	of	of	ADP
iajs-4033	52	7	lda	lda	PROPN
iajs-4033	52	8	among	among	ADP
iajs-4033	52	9	the	the	DET
iajs-4033	52	10	popular	popular	ADJ
iajs-4033	52	11	text	text	NOUN
iajs-4033	52	12	-	-	PUNCT
iajs-4033	52	13	mining	mining	NOUN
iajs-4033	52	14	tools	tool	NOUN
iajs-4033	52	15	.	.	PUNCT
iajs-4033	53	1	apart	apart	ADV
iajs-4033	53	2	from	from	ADP
iajs-4033	53	3	social	social	ADJ
iajs-4033	53	4	media	medium	NOUN
iajs-4033	53	5	,	,	PUNCT
iajs-4033	53	6	lda	lda	PROPN
iajs-4033	53	7	has	have	AUX
iajs-4033	53	8	been	be	AUX
iajs-4033	53	9	put	put	VERB
iajs-4033	53	10	to	to	ADP
iajs-4033	53	11	good	good	ADJ
iajs-4033	53	12	use	use	NOUN
iajs-4033	53	13	in	in	ADP
iajs-4033	53	14	the	the	DET
iajs-4033	53	15	field	field	NOUN
iajs-4033	53	16	of	of	ADP
iajs-4033	53	17	medicine	medicine	NOUN
iajs-4033	53	18	and	and	CCONJ
iajs-4033	53	19	has	have	AUX
iajs-4033	53	20	complemented	complement	VERB
iajs-4033	53	21	the	the	DET
iajs-4033	53	22	documents	document	NOUN
iajs-4033	53	23	topic	topic	NOUN
iajs-4033	53	24	modeling	model	VERB
iajs-4033	53	25	algorithms	algorithm	NOUN
iajs-4033	53	26	topics	topic	NOUN
iajs-4033	53	27	probabilities	probability	NOUN
iajs-4033	53	28	of	of	ADP
iajs-4033	53	29	topics	topic	NOUN
iajs-4033	53	30	words	word	NOUN
iajs-4033	53	31	frequency	frequency	NOUN
iajs-4033	53	32	ihjpas	ihjpa	NOUN
iajs-4033	53	33	.	.	PUNCT
iajs-4033	54	1	2025	2025	NUM
iajs-4033	54	2	,	,	PUNCT
iajs-4033	54	3	38	38	NUM
iajs-4033	54	4	(	(	PUNCT
iajs-4033	54	5	1	1	NUM
iajs-4033	54	6	)	)	PUNCT
iajs-4033	54	7	503	503	NUM
iajs-4033	54	8	improvement	improvement	NOUN
iajs-4033	54	9	of	of	ADP
iajs-4033	54	10	patient	patient	ADJ
iajs-4033	54	11	data	datum	NOUN
iajs-4033	54	12	management	management	NOUN
iajs-4033	54	13	.	.	PUNCT
iajs-4033	55	1	the	the	DET
iajs-4033	55	2	application	application	NOUN
iajs-4033	55	3	of	of	ADP
iajs-4033	55	4	topic	topic	NOUN
iajs-4033	55	5	modeling	modeling	NOUN
iajs-4033	55	6	to	to	ADP
iajs-4033	55	7	multi	multi	ADJ
iajs-4033	55	8	-	-	ADJ
iajs-4033	55	9	channel	channel	ADJ
iajs-4033	55	10	healthcare	healthcare	NOUN
iajs-4033	55	11	data	datum	NOUN
iajs-4033	55	12	allows	allow	VERB
iajs-4033	55	13	researchers	researcher	NOUN
iajs-4033	55	14	to	to	PART
iajs-4033	55	15	correlate	correlate	VERB
iajs-4033	55	16	various	various	ADJ
iajs-4033	55	17	diseases	disease	NOUN
iajs-4033	55	18	with	with	ADP
iajs-4033	55	19	outcomes	outcome	NOUN
iajs-4033	55	20	that	that	PRON
iajs-4033	55	21	assist	assist	VERB
iajs-4033	55	22	the	the	DET
iajs-4033	55	23	patients	patient	NOUN
iajs-4033	55	24	better	well	ADV
iajs-4033	55	25	and	and	CCONJ
iajs-4033	55	26	formulate	formulate	VERB
iajs-4033	55	27	more	more	ADV
iajs-4033	55	28	targeted	target	VERB
iajs-4033	55	29	therapies	therapy	NOUN
iajs-4033	55	30	(	(	PUNCT
iajs-4033	55	31	8)	8)	NUM
iajs-4033	55	32	.	.	PUNCT
iajs-4033	56	1	this	this	DET
iajs-4033	56	2	application	application	NOUN
iajs-4033	56	3	emphasizes	emphasize	VERB
iajs-4033	56	4	the	the	DET
iajs-4033	56	5	general	general	ADJ
iajs-4033	56	6	applicability	applicability	NOUN
iajs-4033	56	7	of	of	ADP
iajs-4033	56	8	lda	lda	PROPN
iajs-4033	56	9	in	in	ADP
iajs-4033	56	10	multiple	multiple	ADJ
iajs-4033	56	11	areas	area	NOUN
iajs-4033	56	12	.	.	PUNCT
iajs-4033	57	1	in	in	ADP
iajs-4033	57	2	a	a	DET
iajs-4033	57	3	multilingual	multilingual	ADJ
iajs-4033	57	4	setting	setting	NOUN
iajs-4033	57	5	,	,	PUNCT
iajs-4033	57	6	the	the	DET
iajs-4033	57	7	concern	concern	NOUN
iajs-4033	57	8	of	of	ADP
iajs-4033	57	9	lda	lda	PROPN
iajs-4033	57	10	with	with	ADP
iajs-4033	57	11	the	the	DET
iajs-4033	57	12	handling	handling	NOUN
iajs-4033	57	13	of	of	ADP
iajs-4033	57	14	documents	document	NOUN
iajs-4033	57	15	in	in	ADP
iajs-4033	57	16	various	various	ADJ
iajs-4033	57	17	languages	language	NOUN
iajs-4033	57	18	is	be	AUX
iajs-4033	57	19	of	of	ADP
iajs-4033	57	20	paramount	paramount	ADJ
iajs-4033	57	21	importance	importance	NOUN
iajs-4033	57	22	.	.	PUNCT
iajs-4033	58	1	papers	paper	NOUN
iajs-4033	58	2	that	that	PRON
iajs-4033	58	3	pertain	pertain	VERB
iajs-4033	58	4	to	to	ADP
iajs-4033	58	5	the	the	DET
iajs-4033	58	6	analysis	analysis	NOUN
iajs-4033	58	7	or	or	CCONJ
iajs-4033	58	8	modeling	modeling	NOUN
iajs-4033	58	9	of	of	ADP
iajs-4033	58	10	topics	topic	NOUN
iajs-4033	58	11	across	across	ADP
iajs-4033	58	12	different	different	ADJ
iajs-4033	58	13	topical	topical	ADJ
iajs-4033	58	14	documents	document	NOUN
iajs-4033	58	15	written	write	VERB
iajs-4033	58	16	in	in	ADP
iajs-4033	58	17	different	different	ADJ
iajs-4033	58	18	languages	language	NOUN
iajs-4033	58	19	,	,	PUNCT
iajs-4033	58	20	including	include	VERB
iajs-4033	58	21	aids	aid	NOUN
iajs-4033	58	22	for	for	ADP
iajs-4033	58	23	knowledge	knowledge	NOUN
iajs-4033	58	24	management	management	NOUN
iajs-4033	58	25	retrieval	retrieval	NOUN
iajs-4033	58	26	and	and	CCONJ
iajs-4033	58	27	sharing	sharing	NOUN
iajs-4033	58	28	,	,	PUNCT
iajs-4033	58	29	are	be	AUX
iajs-4033	58	30	n’t	not	PART
iajs-4033	58	31	uncommon	uncommon	ADJ
iajs-4033	58	32	(	(	PUNCT
iajs-4033	58	33	9	9	NUM
iajs-4033	58	34	)	)	PUNCT
iajs-4033	58	35	.	.	PUNCT
iajs-4033	59	1	this	this	DET
iajs-4033	59	2	aspect	aspect	NOUN
iajs-4033	59	3	is	be	AUX
iajs-4033	59	4	important	important	ADJ
iajs-4033	59	5	in	in	ADP
iajs-4033	59	6	cross	cross	ADJ
iajs-4033	59	7	-	-	ADJ
iajs-4033	59	8	sectional	sectional	ADJ
iajs-4033	59	9	studies	study	NOUN
iajs-4033	59	10	conducted	conduct	VERB
iajs-4033	59	11	in	in	ADP
iajs-4033	59	12	many	many	ADJ
iajs-4033	59	13	countries	country	NOUN
iajs-4033	59	14	.	.	PUNCT
iajs-4033	60	1	integrating	integrate	VERB
iajs-4033	60	2	user	user	NOUN
iajs-4033	60	3	-	-	PUNCT
iajs-4033	60	4	generated	generate	VERB
iajs-4033	60	5	content	content	NOUN
iajs-4033	60	6	from	from	ADP
iajs-4033	60	7	e	e	NOUN
iajs-4033	60	8	-	-	NOUN
iajs-4033	60	9	commerce	commerce	NOUN
iajs-4033	60	10	data	datum	NOUN
iajs-4033	60	11	represents	represent	VERB
iajs-4033	60	12	another	another	DET
iajs-4033	60	13	promising	promising	ADJ
iajs-4033	60	14	application	application	NOUN
iajs-4033	60	15	of	of	ADP
iajs-4033	60	16	lda	lda	PROPN
iajs-4033	60	17	.	.	PUNCT
iajs-4033	61	1	it	it	PRON
iajs-4033	61	2	is	be	AUX
iajs-4033	61	3	used	use	VERB
iajs-4033	61	4	to	to	PART
iajs-4033	61	5	link	link	VERB
iajs-4033	61	6	customer	customer	NOUN
iajs-4033	61	7	evaluations	evaluation	NOUN
iajs-4033	61	8	with	with	ADP
iajs-4033	61	9	product	product	NOUN
iajs-4033	61	10	features	feature	NOUN
iajs-4033	61	11	.	.	PUNCT
iajs-4033	62	1	helping	help	VERB
iajs-4033	62	2	companies	company	NOUN
iajs-4033	62	3	gain	gain	VERB
iajs-4033	62	4	insights	insight	NOUN
iajs-4033	62	5	into	into	ADP
iajs-4033	62	6	consumer	consumer	NOUN
iajs-4033	62	7	needs	need	NOUN
iajs-4033	62	8	and	and	CCONJ
iajs-4033	62	9	improve	improve	VERB
iajs-4033	62	10	their	their	PRON
iajs-4033	62	11	product	product	NOUN
iajs-4033	62	12	offerings	offering	NOUN
iajs-4033	62	13	.	.	PUNCT
iajs-4033	63	1	(	(	PUNCT
iajs-4033	63	2	10	10	NUM
iajs-4033	63	3	)	)	PUNCT
iajs-4033	63	4	this	this	DET
iajs-4033	63	5	method	method	NOUN
iajs-4033	63	6	also	also	ADV
iajs-4033	63	7	helps	help	VERB
iajs-4033	63	8	to	to	PART
iajs-4033	63	9	identify	identify	VERB
iajs-4033	63	10	emerging	emerge	VERB
iajs-4033	63	11	trends	trend	NOUN
iajs-4033	63	12	based	base	VERB
iajs-4033	63	13	on	on	ADP
iajs-4033	63	14	customer	customer	NOUN
iajs-4033	63	15	feedback	feedback	NOUN
iajs-4033	63	16	.	.	PUNCT
iajs-4033	64	1	this	this	PRON
iajs-4033	64	2	creates	create	VERB
iajs-4033	64	3	a	a	DET
iajs-4033	64	4	competitive	competitive	ADJ
iajs-4033	64	5	advantage	advantage	NOUN
iajs-4033	64	6	in	in	ADP
iajs-4033	64	7	the	the	DET
iajs-4033	64	8	market	market	NOUN
iajs-4033	64	9	.	.	PUNCT
iajs-4033	65	1	for	for	ADP
iajs-4033	65	2	example	example	NOUN
iajs-4033	65	3	,	,	PUNCT
iajs-4033	65	4	consumer	consumer	NOUN
iajs-4033	65	5	perceptions	perception	NOUN
iajs-4033	65	6	on	on	ADP
iajs-4033	65	7	social	social	ADJ
iajs-4033	65	8	media	medium	NOUN
iajs-4033	65	9	platforms	platform	NOUN
iajs-4033	65	10	can	can	AUX
iajs-4033	65	11	be	be	AUX
iajs-4033	65	12	analyzed	analyze	VERB
iajs-4033	65	13	by	by	ADP
iajs-4033	65	14	examining	examine	VERB
iajs-4033	65	15	fashion	fashion	NOUN
iajs-4033	65	16	trends	trend	NOUN
iajs-4033	65	17	.	.	PUNCT
iajs-4033	66	1	lda	lda	PROPN
iajs-4033	66	2	-	-	PUNCT
iajs-4033	66	3	based	base	VERB
iajs-4033	66	4	topic	topic	NOUN
iajs-4033	66	5	modeling	modeling	NOUN
iajs-4033	66	6	is	be	AUX
iajs-4033	66	7	also	also	ADV
iajs-4033	66	8	benefited	benefit	VERB
iajs-4033	66	9	from	from	ADP
iajs-4033	66	10	.	.	PUNCT
iajs-4033	67	1	the	the	DET
iajs-4033	67	2	study	study	NOUN
iajs-4033	67	3	explores	explore	VERB
iajs-4033	67	4	how	how	SCONJ
iajs-4033	67	5	lda	lda	PROPN
iajs-4033	67	6	can	can	AUX
iajs-4033	67	7	be	be	AUX
iajs-4033	67	8	used	use	VERB
iajs-4033	67	9	to	to	PART
iajs-4033	67	10	analyze	analyze	VERB
iajs-4033	67	11	fashion	fashion	NOUN
iajs-4033	67	12	trends	trend	NOUN
iajs-4033	67	13	without	without	ADP
iajs-4033	67	14	gender	gender	NOUN
iajs-4033	67	15	and	and	CCONJ
iajs-4033	67	16	processing	processing	NOUN
iajs-4033	67	17	unstructured	unstructured	ADJ
iajs-4033	67	18	data	datum	NOUN
iajs-4033	67	19	from	from	ADP
iajs-4033	67	20	social	social	ADJ
iajs-4033	67	21	media	medium	NOUN
iajs-4033	67	22	(	(	PUNCT
iajs-4033	67	23	11	11	NUM
iajs-4033	67	24	)	)	PUNCT
iajs-4033	67	25	.	.	PUNCT
iajs-4033	68	1	this	this	DET
iajs-4033	68	2	research	research	NOUN
iajs-4033	68	3	highlights	highlight	VERB
iajs-4033	68	4	the	the	DET
iajs-4033	68	5	increasing	increase	VERB
iajs-4033	68	6	importance	importance	NOUN
iajs-4033	68	7	of	of	ADP
iajs-4033	68	8	lda	lda	PROPN
iajs-4033	68	9	in	in	ADP
iajs-4033	68	10	understanding	understanding	NOUN
iajs-4033	68	11	and	and	CCONJ
iajs-4033	68	12	predicting	predict	VERB
iajs-4033	68	13	consumer	consumer	NOUN
iajs-4033	68	14	behavior	behavior	NOUN
iajs-4033	68	15	in	in	ADP
iajs-4033	68	16	the	the	DET
iajs-4033	68	17	dynamic	dynamic	ADJ
iajs-4033	68	18	online	online	ADJ
iajs-4033	68	19	environment	environment	NOUN
iajs-4033	68	20	.	.	PUNCT
iajs-4033	69	1	this	this	DET
iajs-4033	69	2	advanced	advanced	ADJ
iajs-4033	69	3	fast	fast	ADJ
iajs-4033	69	4	text	text	NOUN
iajs-4033	69	5	retrieval	retrieval	NOUN
iajs-4033	69	6	technique	technique	NOUN
iajs-4033	69	7	has	have	AUX
iajs-4033	69	8	also	also	ADV
iajs-4033	69	9	been	be	AUX
iajs-4033	69	10	developed	develop	VERB
iajs-4033	69	11	to	to	PART
iajs-4033	69	12	complement	complement	VERB
iajs-4033	69	13	the	the	DET
iajs-4033	69	14	lda	lda	PROPN
iajs-4033	69	15	algorithm	algorithm	NOUN
iajs-4033	69	16	,	,	PUNCT
iajs-4033	69	17	which	which	PRON
iajs-4033	69	18	improves	improve	VERB
iajs-4033	69	19	the	the	DET
iajs-4033	69	20	speed	speed	NOUN
iajs-4033	69	21	and	and	CCONJ
iajs-4033	69	22	accuracy	accuracy	NOUN
iajs-4033	69	23	of	of	ADP
iajs-4033	69	24	text	text	NOUN
iajs-4033	69	25	analysis	analysis	NOUN
iajs-4033	69	26	.	.	PUNCT
iajs-4033	70	1	these	these	DET
iajs-4033	70	2	advances	advance	NOUN
iajs-4033	70	3	enable	enable	VERB
iajs-4033	70	4	efficient	efficient	ADJ
iajs-4033	70	5	processing	processing	NOUN
iajs-4033	70	6	of	of	ADP
iajs-4033	70	7	large	large	ADJ
iajs-4033	70	8	data	datum	NOUN
iajs-4033	70	9	sets	set	NOUN
iajs-4033	70	10	,	,	PUNCT
iajs-4033	70	11	making	make	VERB
iajs-4033	70	12	lda	lda	VERB
iajs-4033	70	13	a	a	DET
iajs-4033	70	14	feasible	feasible	ADJ
iajs-4033	70	15	option	option	NOUN
iajs-4033	70	16	for	for	ADP
iajs-4033	70	17	real	real	ADJ
iajs-4033	70	18	-	-	PUNCT
iajs-4033	70	19	time	time	NOUN
iajs-4033	70	20	applications	application	NOUN
iajs-4033	70	21	in	in	ADP
iajs-4033	70	22	many	many	ADJ
iajs-4033	70	23	areas	area	NOUN
iajs-4033	70	24	,	,	PUNCT
iajs-4033	70	25	including	include	VERB
iajs-4033	70	26	security	security	NOUN
iajs-4033	70	27	,	,	PUNCT
iajs-4033	70	28	marketing	marketing	NOUN
iajs-4033	70	29	,	,	PUNCT
iajs-4033	70	30	and	and	CCONJ
iajs-4033	70	31	public	public	ADJ
iajs-4033	70	32	health	health	NOUN
iajs-4033	70	33	(	(	PUNCT
iajs-4033	70	34	12	12	NUM
iajs-4033	70	35	)	)	PUNCT
iajs-4033	70	36	.	.	PUNCT
iajs-4033	71	1	the	the	DET
iajs-4033	71	2	structure	structure	NOUN
iajs-4033	71	3	of	of	ADP
iajs-4033	71	4	the	the	DET
iajs-4033	71	5	paper	paper	NOUN
iajs-4033	71	6	is	be	AUX
iajs-4033	71	7	described	describe	VERB
iajs-4033	71	8	as	as	ADP
iajs-4033	71	9	follows	follow	VERB
iajs-4033	71	10	:	:	PUNCT
iajs-4033	71	11	section	section	NOUN
iajs-4033	71	12	2	2	NUM
iajs-4033	71	13	analyzes	analyze	VERB
iajs-4033	71	14	the	the	DET
iajs-4033	71	15	latest	late	ADJ
iajs-4033	71	16	advances	advance	NOUN
iajs-4033	71	17	in	in	ADP
iajs-4033	71	18	lda	lda	PROPN
iajs-4033	71	19	.	.	PUNCT
iajs-4033	72	1	next	next	ADV
iajs-4033	72	2	,	,	PUNCT
iajs-4033	72	3	section	section	NOUN
iajs-4033	72	4	3	3	NUM
iajs-4033	72	5	details	detail	NOUN
iajs-4033	72	6	the	the	DET
iajs-4033	72	7	research	research	NOUN
iajs-4033	72	8	methodology	methodology	NOUN
iajs-4033	72	9	used	use	VERB
iajs-4033	72	10	in	in	ADP
iajs-4033	72	11	this	this	DET
iajs-4033	72	12	study	study	NOUN
iajs-4033	72	13	.	.	PUNCT
iajs-4033	73	1	session	session	NOUN
iajs-4033	73	2	4	4	NUM
iajs-4033	73	3	discusses	discuss	VERB
iajs-4033	73	4	the	the	DET
iajs-4033	73	5	findings	finding	NOUN
iajs-4033	73	6	and	and	CCONJ
iajs-4033	73	7	implications	implication	NOUN
iajs-4033	73	8	.	.	PUNCT
iajs-4033	74	1	finally	finally	ADV
iajs-4033	74	2	,	,	PUNCT
iajs-4033	74	3	session	session	NOUN
iajs-4033	74	4	5	5	NUM
iajs-4033	74	5	concludes	conclude	VERB
iajs-4033	74	6	this	this	DET
iajs-4033	74	7	article	article	NOUN
iajs-4033	74	8	.	.	PUNCT
iajs-4033	75	1	2	2	X
iajs-4033	75	2	.	.	NUM
iajs-4033	75	3	related	relate	VERB
iajs-4033	75	4	studies	study	NOUN
iajs-4033	75	5	in	in	ADP
iajs-4033	75	6	the	the	DET
iajs-4033	75	7	past	past	ADJ
iajs-4033	75	8	few	few	ADJ
iajs-4033	75	9	years	year	NOUN
iajs-4033	75	10	,	,	PUNCT
iajs-4033	75	11	literature	literature	NOUN
iajs-4033	75	12	and	and	CCONJ
iajs-4033	75	13	scientific	scientific	ADJ
iajs-4033	75	14	analysis	analysis	NOUN
iajs-4033	75	15	have	have	AUX
iajs-4033	75	16	been	be	AUX
iajs-4033	75	17	carried	carry	VERB
iajs-4033	75	18	out	out	ADP
iajs-4033	75	19	through	through	ADP
iajs-4033	75	20	a	a	DET
iajs-4033	75	21	review	review	NOUN
iajs-4033	75	22	of	of	ADP
iajs-4033	75	23	the	the	DET
iajs-4033	75	24	available	available	ADJ
iajs-4033	75	25	literature	literature	NOUN
iajs-4033	75	26	.	.	PUNCT
iajs-4033	76	1	articles	article	NOUN
iajs-4033	76	2	were	be	AUX
iajs-4033	76	3	collected	collect	VERB
iajs-4033	76	4	,	,	PUNCT
iajs-4033	76	5	categorized	categorize	VERB
iajs-4033	76	6	,	,	PUNCT
iajs-4033	76	7	and	and	CCONJ
iajs-4033	76	8	reviewed	review	VERB
iajs-4033	76	9	to	to	PART
iajs-4033	76	10	identify	identify	VERB
iajs-4033	76	11	important	important	ADJ
iajs-4033	76	12	information	information	NOUN
iajs-4033	76	13	about	about	ADP
iajs-4033	76	14	various	various	ADJ
iajs-4033	76	15	stakeholders	stakeholder	NOUN
iajs-4033	76	16	in	in	ADP
iajs-4033	76	17	the	the	DET
iajs-4033	76	18	area	area	NOUN
iajs-4033	76	19	of	of	ADP
iajs-4033	76	20	interest	interest	NOUN
iajs-4033	76	21	that	that	PRON
iajs-4033	76	22	can	can	AUX
iajs-4033	76	23	be	be	AUX
iajs-4033	76	24	used	use	VERB
iajs-4033	76	25	later	later	ADV
iajs-4033	76	26	.	.	PUNCT
iajs-4033	77	1	some	some	DET
iajs-4033	77	2	studies	study	NOUN
iajs-4033	77	3	focus	focus	VERB
iajs-4033	77	4	on	on	ADP
iajs-4033	77	5	modeling	model	VERB
iajs-4033	77	6	topics	topic	NOUN
iajs-4033	77	7	and	and	CCONJ
iajs-4033	77	8	topic	topic	NOUN
iajs-4033	77	9	frameworks	framework	NOUN
iajs-4033	77	10	that	that	PRON
iajs-4033	77	11	have	have	VERB
iajs-4033	77	12	various	various	ADJ
iajs-4033	77	13	implementations	implementation	NOUN
iajs-4033	77	14	in	in	ADP
iajs-4033	77	15	natural	natural	ADJ
iajs-4033	77	16	processing	processing	NOUN
iajs-4033	77	17	languages	language	NOUN
iajs-4033	77	18	.	.	PUNCT
iajs-4033	78	1	we	we	PRON
iajs-4033	78	2	divided	divide	VERB
iajs-4033	78	3	the	the	DET
iajs-4033	78	4	important	important	ADJ
iajs-4033	78	5	studies	study	NOUN
iajs-4033	78	6	into	into	ADP
iajs-4033	78	7	two	two	NUM
iajs-4033	78	8	parts	part	NOUN
iajs-4033	78	9	;	;	PUNCT
iajs-4033	78	10	the	the	DET
iajs-4033	78	11	first	first	ADJ
iajs-4033	78	12	part	part	NOUN
iajs-4033	78	13	shows	show	VERB
iajs-4033	78	14	the	the	DET
iajs-4033	78	15	general	general	ADJ
iajs-4033	78	16	studies	study	NOUN
iajs-4033	78	17	using	use	VERB
iajs-4033	78	18	lda	lda	PROPN
iajs-4033	78	19	,	,	PUNCT
iajs-4033	78	20	as	as	SCONJ
iajs-4033	78	21	shown	show	VERB
iajs-4033	78	22	in	in	ADP
iajs-4033	78	23	table	table	NOUN
iajs-4033	78	24	1	1	NUM
iajs-4033	78	25	.	.	PUNCT
iajs-4033	79	1	the	the	DET
iajs-4033	79	2	second	second	NOUN
iajs-4033	79	3	focuses	focus	VERB
iajs-4033	79	4	on	on	ADP
iajs-4033	79	5	various	various	ADJ
iajs-4033	79	6	applications	application	NOUN
iajs-4033	79	7	of	of	ADP
iajs-4033	79	8	lda	lda	PROPN
iajs-4033	79	9	-	-	PUNCT
iajs-4033	79	10	based	base	VERB
iajs-4033	79	11	techniques	technique	NOUN
iajs-4033	79	12	in	in	ADP
iajs-4033	79	13	textual	textual	ADJ
iajs-4033	79	14	evidence	evidence	NOUN
iajs-4033	79	15	analysis	analysis	NOUN
iajs-4033	79	16	and	and	CCONJ
iajs-4033	79	17	digital	digital	ADJ
iajs-4033	79	18	forensics	forensic	NOUN
iajs-4033	79	19	contexts	context	NOUN
iajs-4033	79	20	,	,	PUNCT
iajs-4033	79	21	as	as	SCONJ
iajs-4033	79	22	demonstrated	demonstrate	VERB
iajs-4033	79	23	in	in	ADP
iajs-4033	79	24	table	table	NOUN
iajs-4033	79	25	2	2	NUM
iajs-4033	79	26	.	.	PUNCT
iajs-4033	79	27	table	table	NOUN
iajs-4033	79	28	1	1	NUM
iajs-4033	79	29	.	.	PUNCT
iajs-4033	80	1	summary	summary	NOUN
iajs-4033	80	2	of	of	ADP
iajs-4033	80	3	related	related	ADJ
iajs-4033	80	4	studies	study	NOUN
iajs-4033	80	5	(	(	PUNCT
iajs-4033	80	6	11	11	NUM
iajs-4033	80	7	-	-	SYM
iajs-4033	80	8	15	15	NUM
iajs-4033	80	9	)	)	PUNCT
iajs-4033	80	10	reference	reference	NOUN
iajs-4033	80	11	no	no	DET
iajs-4033	80	12	#	#	NOUN
iajs-4033	80	13	model	model	NOUN
iajs-4033	80	14	employed	employ	VERB
iajs-4033	80	15	method	method	NOUN
iajs-4033	80	16	used	use	VERB
iajs-4033	80	17	limitations	limitation	NOUN
iajs-4033	80	18	problem	problem	NOUN
iajs-4033	80	19	(	(	PUNCT
iajs-4033	80	20	11	11	NUM
iajs-4033	80	21	)	)	PUNCT
iajs-4033	80	22	the	the	DET
iajs-4033	80	23	lda	lda	PROPN
iajs-4033	80	24	algorithm	algorithm	NOUN
iajs-4033	80	25	and	and	CCONJ
iajs-4033	80	26	linear	linear	ADJ
iajs-4033	80	27	regression	regression	NOUN
iajs-4033	80	28	were	be	AUX
iajs-4033	80	29	used	use	VERB
iajs-4033	80	30	to	to	PART
iajs-4033	80	31	analyze	analyze	VERB
iajs-4033	80	32	customer	customer	NOUN
iajs-4033	80	33	promotions	promotion	NOUN
iajs-4033	80	34	,	,	PUNCT
iajs-4033	80	35	this	this	DET
iajs-4033	80	36	research	research	NOUN
iajs-4033	80	37	analyzed	analyze	VERB
iajs-4033	80	38	textual	textual	ADJ
iajs-4033	80	39	data	datum	NOUN
iajs-4033	80	40	from	from	ADP
iajs-4033	80	41	blogs	blog	NOUN
iajs-4033	80	42	and	and	CCONJ
iajs-4033	80	43	social	social	ADJ
iajs-4033	80	44	media	medium	NOUN
iajs-4033	80	45	from,2018	from,2018	NOUN
iajs-4033	80	46	to	to	ADP
iajs-4033	80	47	the	the	DET
iajs-4033	80	48	findings	finding	NOUN
iajs-4033	80	49	primarily	primarily	ADV
iajs-4033	80	50	highlighted	highlight	VERB
iajs-4033	80	51	customer	customer	NOUN
iajs-4033	80	52	interest	interest	NOUN
iajs-4033	80	53	in	in	ADP
iajs-4033	80	54	fragrances	fragrance	NOUN
iajs-4033	80	55	,	,	PUNCT
iajs-4033	80	56	fashion	fashion	NOUN
iajs-4033	80	57	,	,	PUNCT
iajs-4033	80	58	and	and	CCONJ
iajs-4033	80	59	beauty	beauty	NOUN
iajs-4033	80	60	products	product	NOUN
iajs-4033	80	61	.	.	PUNCT
iajs-4033	81	1	ihjpas	ihjpas	PROPN
iajs-4033	81	2	.	.	PUNCT
iajs-4033	82	1	2025	2025	NUM
iajs-4033	82	2	,	,	PUNCT
iajs-4033	82	3	38	38	NUM
iajs-4033	82	4	(	(	PUNCT
iajs-4033	82	5	1	1	NUM
iajs-4033	82	6	)	)	PUNCT
iajs-4033	82	7	504	504	NUM
iajs-4033	82	8	opinions	opinion	NOUN
iajs-4033	82	9	,	,	PUNCT
iajs-4033	82	10	and	and	CCONJ
iajs-4033	82	11	fashion	fashion	NOUN
iajs-4033	82	12	trends	trend	NOUN
iajs-4033	82	13	through	through	ADP
iajs-4033	82	14	text	text	NOUN
iajs-4033	82	15	mining	mining	NOUN
iajs-4033	82	16	.	.	PUNCT
iajs-4033	83	1	2020	2020	NUM
iajs-4033	84	1	using	use	VERB
iajs-4033	84	2	python	python	PROPN
iajs-4033	84	3	version	version	NOUN
iajs-4033	84	4	3.7	3.7	NUM
iajs-4033	84	5	.	.	PUNCT
iajs-4033	85	1	(	(	PUNCT
iajs-4033	85	2	12	12	NUM
iajs-4033	85	3	)	)	PUNCT
iajs-4033	85	4	lda	lda	PROPN
iajs-4033	85	5	,	,	PUNCT
iajs-4033	85	6	ngram	ngram	NOUN
iajs-4033	85	7	,	,	PUNCT
iajs-4033	85	8	and	and	CCONJ
iajs-4033	85	9	lsdm	lsdm	NOUN
iajs-4033	85	10	were	be	AUX
iajs-4033	85	11	used	use	VERB
iajs-4033	85	12	to	to	PART
iajs-4033	85	13	extract	extract	VERB
iajs-4033	85	14	information	information	NOUN
iajs-4033	85	15	and	and	CCONJ
iajs-4033	85	16	model	model	NOUN
iajs-4033	85	17	comparisons	comparison	NOUN
iajs-4033	85	18	between	between	ADP
iajs-4033	85	19	posts	post	NOUN
iajs-4033	85	20	and	and	CCONJ
iajs-4033	85	21	user	user	NOUN
iajs-4033	85	22	accounts	account	NOUN
iajs-4033	85	23	.	.	PUNCT
iajs-4033	86	1	the	the	DET
iajs-4033	86	2	research	research	NOUN
iajs-4033	86	3	analyzed	analyze	VERB
iajs-4033	86	4	texts	text	NOUN
iajs-4033	86	5	and	and	CCONJ
iajs-4033	86	6	documents	document	NOUN
iajs-4033	86	7	using	use	VERB
iajs-4033	86	8	the	the	DET
iajs-4033	86	9	lda	lda	PROPN
iajs-4033	86	10	algorithm	algorithm	NOUN
iajs-4033	86	11	,	,	PUNCT
iajs-4033	86	12	which	which	PRON
iajs-4033	86	13	allows	allow	VERB
iajs-4033	86	14	for	for	ADP
iajs-4033	86	15	information	information	NOUN
iajs-4033	86	16	retrieval	retrieval	NOUN
iajs-4033	86	17	and	and	CCONJ
iajs-4033	86	18	document	document	NOUN
iajs-4033	86	19	summarization	summarization	NOUN
iajs-4033	86	20	.	.	PUNCT
iajs-4033	87	1	lda	lda	PROPN
iajs-4033	87	2	has	have	AUX
iajs-4033	87	3	been	be	AUX
iajs-4033	87	4	used	use	VERB
iajs-4033	87	5	in	in	ADP
iajs-4033	87	6	text	text	NOUN
iajs-4033	87	7	mining	mining	NOUN
iajs-4033	87	8	,	,	PUNCT
iajs-4033	87	9	and	and	CCONJ
iajs-4033	87	10	it	it	PRON
iajs-4033	87	11	is	be	AUX
iajs-4033	87	12	very	very	ADV
iajs-4033	87	13	suitable	suitable	ADJ
iajs-4033	87	14	in	in	ADP
iajs-4033	87	15	this	this	DET
iajs-4033	87	16	field	field	NOUN
iajs-4033	87	17	,	,	PUNCT
iajs-4033	87	18	but	but	CCONJ
iajs-4033	87	19	it	it	PRON
iajs-4033	87	20	has	have	VERB
iajs-4033	87	21	limitations	limitation	NOUN
iajs-4033	87	22	,	,	PUNCT
iajs-4033	87	23	as	as	SCONJ
iajs-4033	87	24	it	it	PRON
iajs-4033	87	25	has	have	AUX
iajs-4033	87	26	only	only	ADV
iajs-4033	87	27	been	be	AUX
iajs-4033	87	28	applied	apply	VERB
iajs-4033	87	29	to	to	ADP
iajs-4033	87	30	the	the	DET
iajs-4033	87	31	english	english	ADJ
iajs-4033	87	32	language	language	NOUN
iajs-4033	87	33	.	.	PUNCT
iajs-4033	88	1	(	(	PUNCT
iajs-4033	88	2	13	13	NUM
iajs-4033	88	3	)	)	PUNCT
iajs-4033	88	4	lda	lda	PROPN
iajs-4033	88	5	,	,	PUNCT
iajs-4033	88	6	an	an	DET
iajs-4033	88	7	unsupervised	unsupervised	ADJ
iajs-4033	88	8	machine	machine	NOUN
iajs-4033	88	9	learning	learning	NOUN
iajs-4033	88	10	technique	technique	NOUN
iajs-4033	88	11	,	,	PUNCT
iajs-4033	88	12	was	be	AUX
iajs-4033	88	13	employed	employ	VERB
iajs-4033	88	14	to	to	PART
iajs-4033	88	15	identify	identify	VERB
iajs-4033	88	16	topics	topic	NOUN
iajs-4033	88	17	and	and	CCONJ
iajs-4033	88	18	uncover	uncover	VERB
iajs-4033	88	19	patterns	pattern	NOUN
iajs-4033	88	20	by	by	ADP
iajs-4033	88	21	clustering	cluster	VERB
iajs-4033	88	22	word	word	NOUN
iajs-4033	88	23	groups	group	NOUN
iajs-4033	88	24	and	and	CCONJ
iajs-4033	88	25	similar	similar	ADJ
iajs-4033	88	26	expressions	expression	NOUN
iajs-4033	88	27	within	within	ADP
iajs-4033	88	28	a	a	DET
iajs-4033	88	29	document	document	NOUN
iajs-4033	88	30	collection	collection	NOUN
iajs-4033	88	31	.	.	PUNCT
iajs-4033	89	1	the	the	DET
iajs-4033	89	2	study	study	NOUN
iajs-4033	89	3	used	use	VERB
iajs-4033	89	4	lda	lda	PROPN
iajs-4033	89	5	the	the	DET
iajs-4033	89	6	paper	paper	NOUN
iajs-4033	89	7	's	's	PART
iajs-4033	89	8	limitations	limitation	NOUN
iajs-4033	89	9	are	be	AUX
iajs-4033	89	10	:	:	PUNCT
iajs-4033	89	11	a.	a.	NOUN
iajs-4033	89	12	limited	limited	ADJ
iajs-4033	89	13	scope	scope	NOUN
iajs-4033	89	14	:	:	PUNCT
iajs-4033	89	15	only	only	ADV
iajs-4033	89	16	data	datum	NOUN
iajs-4033	89	17	from	from	ADP
iajs-4033	89	18	one	one	NUM
iajs-4033	89	19	journal	journal	NOUN
iajs-4033	89	20	was	be	AUX
iajs-4033	89	21	used	use	VERB
iajs-4033	89	22	,	,	PUNCT
iajs-4033	89	23	potentially	potentially	ADV
iajs-4033	89	24	affecting	affect	VERB
iajs-4033	89	25	the	the	DET
iajs-4033	89	26	findings	finding	NOUN
iajs-4033	89	27	'	'	PART
iajs-4033	89	28	generalizability	generalizability	NOUN
iajs-4033	89	29	.	.	PUNCT
iajs-4033	90	1	b.	b.	PROPN
iajs-4033	91	1	no	no	DET
iajs-4033	91	2	direct	direct	ADJ
iajs-4033	91	3	modeling	modeling	NOUN
iajs-4033	91	4	of	of	ADP
iajs-4033	91	5	topic	topic	NOUN
iajs-4033	91	6	occurrence	occurrence	NOUN
iajs-4033	91	7	correlations	correlation	NOUN
iajs-4033	91	8	.	.	PUNCT
iajs-4033	92	1	c.	c.	PROPN
iajs-4033	92	2	requirement	requirement	NOUN
iajs-4033	92	3	for	for	ADP
iajs-4033	92	4	manual	manual	ADJ
iajs-4033	92	5	topic	topic	NOUN
iajs-4033	92	6	labeling	labeling	NOUN
iajs-4033	92	7	.	.	PUNCT
iajs-4033	93	1	d.	d.	PROPN
iajs-4033	93	2	short	short	PROPN
iajs-4033	93	3	dataset	dataset	PROPN
iajs-4033	93	4	span	span	NOUN
iajs-4033	93	5	:	:	PUNCT
iajs-4033	93	6	the	the	DET
iajs-4033	93	7	datasets	dataset	NOUN
iajs-4033	93	8	cover	cover	VERB
iajs-4033	93	9	only	only	ADV
iajs-4033	93	10	about	about	ADV
iajs-4033	93	11	nine	nine	NUM
iajs-4033	93	12	years	year	NOUN
iajs-4033	93	13	,	,	PUNCT
iajs-4033	93	14	possibly	possibly	ADV
iajs-4033	93	15	missing	miss	VERB
iajs-4033	93	16	long	long	ADJ
iajs-4033	93	17	-	-	PUNCT
iajs-4033	93	18	term	term	NOUN
iajs-4033	93	19	trends	trend	NOUN
iajs-4033	93	20	.	.	PUNCT
iajs-4033	94	1	(	(	PUNCT
iajs-4033	94	2	14	14	NUM
iajs-4033	94	3	)	)	PUNCT
iajs-4033	94	4	the	the	DET
iajs-4033	94	5	proposed	propose	VERB
iajs-4033	94	6	technique	technique	NOUN
iajs-4033	94	7	uses	use	VERB
iajs-4033	94	8	historical	historical	ADJ
iajs-4033	94	9	covid-19	covid-19	PROPN
iajs-4033	94	10	data	datum	NOUN
iajs-4033	94	11	and	and	CCONJ
iajs-4033	94	12	textual	textual	ADJ
iajs-4033	94	13	data	datum	NOUN
iajs-4033	94	14	from	from	ADP
iajs-4033	94	15	news	news	NOUN
iajs-4033	94	16	articles	article	NOUN
iajs-4033	94	17	for	for	ADP
iajs-4033	94	18	improved	improved	ADJ
iajs-4033	94	19	feature	feature	NOUN
iajs-4033	94	20	extraction	extraction	NOUN
iajs-4033	94	21	.	.	PUNCT
iajs-4033	95	1	machine	machine	NOUN
iajs-4033	95	2	learning	learn	VERB
iajs-4033	95	3	algorithms	algorithm	NOUN
iajs-4033	95	4	then	then	ADV
iajs-4033	95	5	utilize	utilize	VERB
iajs-4033	95	6	these	these	DET
iajs-4033	95	7	features	feature	NOUN
iajs-4033	95	8	to	to	PART
iajs-4033	95	9	predict	predict	VERB
iajs-4033	95	10	covid19	covid19	NOUN
iajs-4033	95	11	trends	trend	NOUN
iajs-4033	95	12	.	.	PUNCT
iajs-4033	96	1	this	this	DET
iajs-4033	96	2	model	model	NOUN
iajs-4033	96	3	differs	differ	VERB
iajs-4033	96	4	from	from	ADP
iajs-4033	96	5	traditional	traditional	ADJ
iajs-4033	96	6	lda	lda	PROPN
iajs-4033	96	7	by	by	ADP
iajs-4033	96	8	incorporating	incorporate	VERB
iajs-4033	96	9	numerical	numerical	ADJ
iajs-4033	96	10	covid-19	covid-19	PROPN
iajs-4033	96	11	data	datum	NOUN
iajs-4033	96	12	alongside	alongside	ADP
iajs-4033	96	13	text	text	NOUN
iajs-4033	96	14	from	from	ADP
iajs-4033	96	15	specific	specific	ADJ
iajs-4033	96	16	time	time	NOUN
iajs-4033	96	17	frames	frame	NOUN
iajs-4033	96	18	.	.	PUNCT
iajs-4033	97	1	the	the	DET
iajs-4033	97	2	method	method	NOUN
iajs-4033	97	3	uses	use	VERB
iajs-4033	97	4	an	an	DET
iajs-4033	97	5	lda	lda	NOUN
iajs-4033	97	6	-	-	PUNCT
iajs-4033	97	7	based	base	VERB
iajs-4033	97	8	feature	feature	NOUN
iajs-4033	97	9	extraction	extraction	NOUN
iajs-4033	97	10	model	model	NOUN
iajs-4033	97	11	that	that	PRON
iajs-4033	97	12	includes	include	VERB
iajs-4033	97	13	covid-19	covid-19	PROPN
iajs-4033	97	14	data	datum	NOUN
iajs-4033	97	15	and	and	CCONJ
iajs-4033	97	16	online	online	ADJ
iajs-4033	97	17	news	news	NOUN
iajs-4033	97	18	articles	article	NOUN
iajs-4033	97	19	.	.	PUNCT
iajs-4033	98	1	this	this	DET
iajs-4033	98	2	approach	approach	NOUN
iajs-4033	98	3	enhances	enhance	VERB
iajs-4033	98	4	topic	topic	NOUN
iajs-4033	98	5	identification	identification	NOUN
iajs-4033	98	6	and	and	CCONJ
iajs-4033	98	7	feature	feature	NOUN
iajs-4033	98	8	extraction	extraction	NOUN
iajs-4033	98	9	by	by	ADP
iajs-4033	98	10	linking	link	VERB
iajs-4033	98	11	features	feature	NOUN
iajs-4033	98	12	to	to	ADP
iajs-4033	98	13	responses	response	NOUN
iajs-4033	98	14	to	to	ADP
iajs-4033	98	15	covid19	covid19	PROPN
iajs-4033	98	16	's	's	PART
iajs-4033	98	17	spread	spread	NOUN
iajs-4033	98	18	.	.	PUNCT
iajs-4033	99	1	these	these	DET
iajs-4033	99	2	features	feature	NOUN
iajs-4033	99	3	are	be	AUX
iajs-4033	99	4	then	then	ADV
iajs-4033	99	5	used	use	VERB
iajs-4033	99	6	as	as	ADP
iajs-4033	99	7	inputs	input	NOUN
iajs-4033	99	8	for	for	ADP
iajs-4033	99	9	machine	machine	NOUN
iajs-4033	99	10	learning	learn	VERB
iajs-4033	99	11	algorithms	algorithm	NOUN
iajs-4033	99	12	to	to	PART
iajs-4033	99	13	predict	predict	VERB
iajs-4033	99	14	changes	change	NOUN
iajs-4033	99	15	in	in	ADP
iajs-4033	99	16	covid-19	covid-19	PROPN
iajs-4033	99	17	case	case	NOUN
iajs-4033	99	18	numbers	number	NOUN
iajs-4033	99	19	.	.	PUNCT
iajs-4033	100	1	the	the	DET
iajs-4033	100	2	proposed	propose	VERB
iajs-4033	100	3	technique	technique	NOUN
iajs-4033	100	4	is	be	AUX
iajs-4033	100	5	based	base	VERB
iajs-4033	100	6	on	on	ADP
iajs-4033	100	7	the	the	DET
iajs-4033	100	8	assumption	assumption	NOUN
iajs-4033	100	9	that	that	SCONJ
iajs-4033	100	10	news	news	NOUN
iajs-4033	100	11	articles	article	NOUN
iajs-4033	100	12	and	and	CCONJ
iajs-4033	100	13	covid-19	covid-19	PROPN
iajs-4033	100	14	data	datum	NOUN
iajs-4033	100	15	are	be	AUX
iajs-4033	100	16	reliable	reliable	ADJ
iajs-4033	100	17	sources	source	NOUN
iajs-4033	100	18	of	of	ADP
iajs-4033	100	19	information	information	NOUN
iajs-4033	100	20	.	.	PUNCT
iajs-4033	101	1	(	(	PUNCT
iajs-4033	101	2	15	15	NUM
iajs-4033	101	3	)	)	PUNCT
iajs-4033	101	4	the	the	DET
iajs-4033	101	5	model	model	NOUN
iajs-4033	101	6	used	use	VERB
iajs-4033	101	7	pandemiclda	pandemiclda	NOUN
iajs-4033	101	8	(	(	PUNCT
iajs-4033	101	9	pan	pan	NOUN
iajs-4033	101	10	-	-	ADJ
iajs-4033	101	11	lda	lda	ADJ
iajs-4033	101	12	)	)	PUNCT
iajs-4033	101	13	,	,	PUNCT
iajs-4033	101	14	a	a	DET
iajs-4033	101	15	modified	modify	VERB
iajs-4033	101	16	lda	lda	PROPN
iajs-4033	101	17	that	that	PRON
iajs-4033	101	18	incorporates	incorporate	VERB
iajs-4033	101	19	daily	daily	ADJ
iajs-4033	101	20	statistics	statistic	NOUN
iajs-4033	101	21	of	of	ADP
iajs-4033	101	22	new	new	ADJ
iajs-4033	101	23	covid-19	covid-19	PROPN
iajs-4033	101	24	cases	case	NOUN
iajs-4033	101	25	and	and	CCONJ
iajs-4033	101	26	globally	globally	ADV
iajs-4033	101	27	published	publish	VERB
iajs-4033	101	28	news	news	NOUN
iajs-4033	101	29	articles	article	NOUN
iajs-4033	101	30	for	for	ADP
iajs-4033	101	31	feature	feature	NOUN
iajs-4033	101	32	extraction	extraction	NOUN
iajs-4033	101	33	.	.	PUNCT
iajs-4033	102	1	the	the	DET
iajs-4033	102	2	development	development	NOUN
iajs-4033	102	3	of	of	ADP
iajs-4033	102	4	a	a	DET
iajs-4033	102	5	new	new	ADJ
iajs-4033	102	6	feature	feature	NOUN
iajs-4033	102	7	extraction	extraction	NOUN
iajs-4033	102	8	model	model	NOUN
iajs-4033	102	9	,	,	PUNCT
iajs-4033	102	10	pan	pan	PROPN
iajs-4033	102	11	-	-	ADJ
iajs-4033	102	12	lda	lda	ADJ
iajs-4033	102	13	,	,	PUNCT
iajs-4033	102	14	was	be	AUX
iajs-4033	102	15	employed	employ	VERB
iajs-4033	102	16	to	to	PART
iajs-4033	102	17	enhance	enhance	VERB
iajs-4033	102	18	results	result	NOUN
iajs-4033	102	19	by	by	ADP
iajs-4033	102	20	integrating	integrate	VERB
iajs-4033	102	21	news	news	NOUN
iajs-4033	102	22	articles	article	NOUN
iajs-4033	102	23	with	with	ADP
iajs-4033	102	24	data	datum	NOUN
iajs-4033	102	25	on	on	ADP
iajs-4033	102	26	confirmed	confirm	VERB
iajs-4033	102	27	covid-19	covid-19	PROPN
iajs-4033	102	28	cases	case	NOUN
iajs-4033	102	29	.	.	PUNCT
iajs-4033	103	1	the	the	DET
iajs-4033	103	2	main	main	ADJ
iajs-4033	103	3	limitation	limitation	NOUN
iajs-4033	103	4	of	of	ADP
iajs-4033	103	5	the	the	DET
iajs-4033	103	6	paper	paper	NOUN
iajs-4033	103	7	was	be	AUX
iajs-4033	103	8	its	its	PRON
iajs-4033	103	9	failure	failure	NOUN
iajs-4033	103	10	to	to	PART
iajs-4033	103	11	investigate	investigate	VERB
iajs-4033	103	12	the	the	DET
iajs-4033	103	13	optimal	optimal	ADJ
iajs-4033	103	14	hyperparameter	hyperparameter	NOUN
iajs-4033	103	15	values	value	NOUN
iajs-4033	103	16	for	for	ADP
iajs-4033	103	17	machine	machine	NOUN
iajs-4033	103	18	learning	learn	VERB
iajs-4033	103	19	algorithms	algorithm	NOUN
iajs-4033	103	20	like	like	ADP
iajs-4033	103	21	xgboost	xgboost	ADV
iajs-4033	103	22	and	and	CCONJ
iajs-4033	103	23	lightgbm	lightgbm	ADJ
iajs-4033	103	24	,	,	PUNCT
iajs-4033	103	25	and	and	CCONJ
iajs-4033	103	26	it	it	PRON
iajs-4033	103	27	did	do	AUX
iajs-4033	103	28	not	not	PART
iajs-4033	103	29	utilize	utilize	VERB
iajs-4033	103	30	these	these	DET
iajs-4033	103	31	values	value	NOUN
iajs-4033	103	32	.	.	PUNCT
iajs-4033	104	1	also	also	ADV
iajs-4033	104	2	,	,	PUNCT
iajs-4033	104	3	below	below	ADV
iajs-4033	104	4	is	be	AUX
iajs-4033	104	5	a	a	DET
iajs-4033	104	6	table	table	NOUN
iajs-4033	104	7	summarizing	summarize	VERB
iajs-4033	104	8	the	the	DET
iajs-4033	104	9	work	work	NOUN
iajs-4033	104	10	on	on	ADP
iajs-4033	104	11	the	the	DET
iajs-4033	104	12	relationship	relationship	NOUN
iajs-4033	104	13	between	between	ADP
iajs-4033	104	14	latent	latent	NOUN
iajs-4033	104	15	dirichlet	dirichlet	PROPN
iajs-4033	104	16	allocation	allocation	NOUN
iajs-4033	104	17	(	(	PUNCT
iajs-4033	104	18	lda	lda	PROPN
iajs-4033	104	19	)	)	PUNCT
iajs-4033	104	20	and	and	CCONJ
iajs-4033	104	21	digital	digital	ADJ
iajs-4033	104	22	forensics	forensic	NOUN
iajs-4033	104	23	.	.	PUNCT
iajs-4033	105	1	studies	study	NOUN
iajs-4033	105	2	have	have	AUX
iajs-4033	105	3	focused	focus	VERB
iajs-4033	105	4	on	on	ADP
iajs-4033	105	5	various	various	ADJ
iajs-4033	105	6	applications	application	NOUN
iajs-4033	105	7	of	of	ADP
iajs-4033	105	8	ldabased	ldabase	VERB
iajs-4033	105	9	techniques	technique	NOUN
iajs-4033	105	10	in	in	ADP
iajs-4033	105	11	textual	textual	ADJ
iajs-4033	105	12	evidence	evidence	NOUN
iajs-4033	105	13	analysis	analysis	NOUN
iajs-4033	105	14	and	and	CCONJ
iajs-4033	105	15	digital	digital	ADJ
iajs-4033	105	16	forensics	forensic	NOUN
iajs-4033	105	17	contexts	context	NOUN
iajs-4033	105	18	,	,	PUNCT
iajs-4033	105	19	as	as	SCONJ
iajs-4033	105	20	shown	show	VERB
iajs-4033	105	21	in	in	ADP
iajs-4033	105	22	table	table	NOUN
iajs-4033	105	23	2	2	NUM
iajs-4033	105	24	.	.	PUNCT
iajs-4033	105	25	ihjpas	ihjpas	PROPN
iajs-4033	105	26	.	.	PUNCT
iajs-4033	106	1	2025	2025	NUM
iajs-4033	106	2	,	,	PUNCT
iajs-4033	106	3	38	38	NUM
iajs-4033	106	4	(	(	PUNCT
iajs-4033	106	5	1	1	NUM
iajs-4033	106	6	)	)	PUNCT
iajs-4033	106	7	505	505	NUM
iajs-4033	106	8	table	table	NOUN
iajs-4033	106	9	2	2	NUM
iajs-4033	106	10	.	.	PUNCT
iajs-4033	106	11	summary	summary	NOUN
iajs-4033	106	12	of	of	ADP
iajs-4033	106	13	the	the	DET
iajs-4033	106	14	relationship	relationship	NOUN
iajs-4033	106	15	between	between	ADP
iajs-4033	106	16	lda	lda	PROPN
iajs-4033	106	17	and	and	CCONJ
iajs-4033	106	18	digital	digital	ADJ
iajs-4033	106	19	forensics	forensic	NOUN
iajs-4033	106	20	(	(	PUNCT
iajs-4033	106	21	16	16	NUM
iajs-4033	106	22	-	-	SYM
iajs-4033	106	23	20	20	NUM
iajs-4033	106	24	)	)	PUNCT
iajs-4033	106	25	refere	refere	VERB
iajs-4033	106	26	nce	nce	NOUN
iajs-4033	106	27	no	no	DET
iajs-4033	106	28	#	#	NOUN
iajs-4033	106	29	dataset	dataset	NOUN
iajs-4033	106	30	when	when	SCONJ
iajs-4033	106	31	to	to	PART
iajs-4033	106	32	use	use	VERB
iajs-4033	106	33	importance	importance	NOUN
iajs-4033	106	34	applications	application	NOUN
iajs-4033	106	35	advantages	advantage	NOUN
iajs-4033	106	36	challenges	challenge	NOUN
iajs-4033	106	37	(	(	PUNCT
iajs-4033	106	38	16	16	NUM
iajs-4033	106	39	)	)	PUNCT
iajs-4033	106	40	social	social	ADJ
iajs-4033	106	41	media	medium	NOUN
iajs-4033	106	42	chat	chat	VERB
iajs-4033	106	43	logs.pdf	logs.pdf	DET
iajs-4033	106	44	files	file	NOUN
iajs-4033	106	45	when	when	SCONJ
iajs-4033	106	46	clustering	cluster	VERB
iajs-4033	106	47	large	large	ADJ
iajs-4033	106	48	unstructured	unstructured	ADJ
iajs-4033	106	49	text	text	NOUN
iajs-4033	106	50	datasets	dataset	NOUN
iajs-4033	106	51	efficient	efficient	ADJ
iajs-4033	106	52	evidence	evidence	NOUN
iajs-4033	106	53	prioritization	prioritization	NOUN
iajs-4033	106	54	social	social	ADJ
iajs-4033	106	55	media	medium	NOUN
iajs-4033	106	56	analysis	analysis	NOUN
iajs-4033	106	57	,	,	PUNCT
iajs-4033	106	58	document	document	NOUN
iajs-4033	106	59	clustering	clustering	NOUN
iajs-4033	106	60	reduces	reduce	VERB
iajs-4033	106	61	manual	manual	ADJ
iajs-4033	106	62	effort	effort	VERB
iajs-4033	106	63	high	high	ADJ
iajs-4033	106	64	computational	computational	ADJ
iajs-4033	106	65	requirements	requirement	NOUN
iajs-4033	106	66	(	(	PUNCT
iajs-4033	106	67	17	17	NUM
iajs-4033	106	68	)	)	PUNCT
iajs-4033	106	69	forensic	forensic	ADJ
iajs-4033	106	70	investigation	investigation	NOUN
iajs-4033	106	71	reports	report	VERB
iajs-4033	106	72	to	to	PART
iajs-4033	106	73	automate	automate	VERB
iajs-4033	106	74	reporting	reporting	NOUN
iajs-4033	106	75	based	base	VERB
iajs-4033	106	76	on	on	ADP
iajs-4033	106	77	case	case	NOUN
iajs-4033	106	78	evidence	evidence	NOUN
iajs-4033	106	79	simplifies	simplifie	NOUN
iajs-4033	106	80	report	report	VERB
iajs-4033	106	81	generation	generation	NOUN
iajs-4033	106	82	case	case	NOUN
iajs-4033	106	83	-	-	PUNCT
iajs-4033	106	84	specific	specific	ADJ
iajs-4033	106	85	summary	summary	NOUN
iajs-4033	106	86	generation	generation	NOUN
iajs-4033	106	87	time	time	NOUN
iajs-4033	106	88	-	-	PUNCT
iajs-4033	106	89	saving	saving	NOUN
iajs-4033	106	90	for	for	ADP
iajs-4033	106	91	investigators	investigator	NOUN
iajs-4033	106	92	subjectivity	subjectivity	NOUN
iajs-4033	106	93	in	in	ADP
iajs-4033	106	94	topic	topic	NOUN
iajs-4033	106	95	labeling	labeling	NOUN
iajs-4033	106	96	(	(	PUNCT
iajs-4033	106	97	18	18	NUM
iajs-4033	106	98	)	)	PUNCT
iajs-4033	106	99	insider	insider	NOUN
iajs-4033	106	100	threat	threat	NOUN
iajs-4033	106	101	datasets(email	datasets(email	NOUN
iajs-4033	106	102	logs	log	NOUN
iajs-4033	106	103	)	)	PUNCT
iajs-4033	106	104	when	when	SCONJ
iajs-4033	106	105	focusing	focus	VERB
iajs-4033	106	106	on	on	ADP
iajs-4033	106	107	employee	employee	NOUN
iajs-4033	106	108	communications	communication	NOUN
iajs-4033	106	109	detects	detect	NOUN
iajs-4033	106	110	patterns	pattern	NOUN
iajs-4033	106	111	related	relate	VERB
iajs-4033	106	112	to	to	ADP
iajs-4033	106	113	insider	insider	NOUN
iajs-4033	106	114	threats	threat	NOUN
iajs-4033	106	115	organizational	organizational	ADJ
iajs-4033	106	116	security	security	NOUN
iajs-4033	106	117	scalable	scalable	ADJ
iajs-4033	106	118	for	for	ADP
iajs-4033	106	119	large	large	ADJ
iajs-4033	106	120	organizationa	organizationa	NOUN
iajs-4033	106	121	l	l	NOUN
iajs-4033	106	122	datasets	dataset	NOUN
iajs-4033	106	123	privacy	privacy	NOUN
iajs-4033	106	124	concerns	concern	NOUN
iajs-4033	106	125	with	with	ADP
iajs-4033	106	126	sensitive	sensitive	ADJ
iajs-4033	106	127	data	datum	NOUN
iajs-4033	106	128	(	(	PUNCT
iajs-4033	106	129	19	19	NUM
iajs-4033	106	130	)	)	PUNCT
iajs-4033	106	131	corporate	corporate	ADJ
iajs-4033	106	132	datasets	dataset	NOUN
iajs-4033	106	133	,	,	PUNCT
iajs-4033	106	134	email	email	NOUN
iajs-4033	106	135	archives	archive	NOUN
iajs-4033	106	136	for	for	ADP
iajs-4033	106	137	proactive	proactive	ADJ
iajs-4033	106	138	identification	identification	NOUN
iajs-4033	106	139	of	of	ADP
iajs-4033	106	140	risks	risk	NOUN
iajs-4033	106	141	aids	aid	NOUN
iajs-4033	106	142	in	in	ADP
iajs-4033	106	143	forensic	forensic	ADJ
iajs-4033	106	144	readiness	readiness	NOUN
iajs-4033	106	145	and	and	CCONJ
iajs-4033	106	146	prevention	prevention	NOUN
iajs-4033	106	147	fraud	fraud	NOUN
iajs-4033	106	148	detection	detection	NOUN
iajs-4033	106	149	,	,	PUNCT
iajs-4033	106	150	compliance	compliance	NOUN
iajs-4033	106	151	monitoring	monitoring	NOUN
iajs-4033	106	152	prepare	prepare	VERB
iajs-4033	106	153	organizations	organization	NOUN
iajs-4033	106	154	for	for	ADP
iajs-4033	106	155	future	future	ADJ
iajs-4033	106	156	issues	issue	NOUN
iajs-4033	106	157	difficulties	difficulty	NOUN
iajs-4033	106	158	in	in	ADP
iajs-4033	106	159	dynamic	dynamic	ADJ
iajs-4033	106	160	environments	environment	NOUN
iajs-4033	106	161	(	(	PUNCT
iajs-4033	106	162	20	20	NUM
iajs-4033	106	163	)	)	PUNCT
iajs-4033	106	164	cloud	cloud	NOUN
iajs-4033	106	165	storage	storage	NOUN
iajs-4033	106	166	textual	textual	ADJ
iajs-4033	106	167	data	datum	NOUN
iajs-4033	106	168	when	when	SCONJ
iajs-4033	106	169	analyzing	analyze	VERB
iajs-4033	106	170	large	large	ADJ
iajs-4033	106	171	-	-	PUNCT
iajs-4033	106	172	scale	scale	NOUN
iajs-4033	106	173	cloud	cloud	NOUN
iajs-4033	106	174	data	datum	NOUN
iajs-4033	106	175	ensures	ensure	VERB
iajs-4033	106	176	cloudbased	cloudbased	ADJ
iajs-4033	106	177	evidence	evidence	NOUN
iajs-4033	106	178	is	be	AUX
iajs-4033	106	179	processed	process	VERB
iajs-4033	106	180	cloud	cloud	NOUN
iajs-4033	106	181	-	-	PUNCT
iajs-4033	106	182	based	base	VERB
iajs-4033	106	183	forensic	forensic	ADJ
iajs-4033	106	184	analysis	analysis	NOUN
iajs-4033	106	185	handles	handle	NOUN
iajs-4033	106	186	distributed	distribute	VERB
iajs-4033	106	187	datasets	dataset	NOUN
iajs-4033	106	188	efficiently	efficiently	ADV
iajs-4033	106	189	cloud	cloud	ADJ
iajs-4033	106	190	security	security	NOUN
iajs-4033	106	191	and	and	CCONJ
iajs-4033	106	192	data	datum	NOUN
iajs-4033	106	193	privacy	privacy	NOUN
iajs-4033	106	194	concerns	concern	NOUN
iajs-4033	106	195	3	3	NUM
iajs-4033	106	196	.	.	PUNCT
iajs-4033	106	197	methodology	methodology	NOUN
iajs-4033	106	198	in	in	ADP
iajs-4033	106	199	this	this	DET
iajs-4033	106	200	section	section	NOUN
iajs-4033	106	201	,	,	PUNCT
iajs-4033	106	202	a	a	DET
iajs-4033	106	203	structure	structure	NOUN
iajs-4033	106	204	is	be	AUX
iajs-4033	106	205	proposed	propose	VERB
iajs-4033	106	206	to	to	PART
iajs-4033	106	207	determine	determine	VERB
iajs-4033	106	208	which	which	DET
iajs-4033	106	209	topic	topic	NOUN
iajs-4033	106	210	each	each	DET
iajs-4033	106	211	message	message	NOUN
iajs-4033	106	212	belongs	belong	VERB
iajs-4033	106	213	to	to	PART
iajs-4033	106	214	.	.	PUNCT
iajs-4033	107	1	it	it	PRON
iajs-4033	107	2	is	be	AUX
iajs-4033	107	3	explained	explain	VERB
iajs-4033	107	4	step	step	NOUN
iajs-4033	107	5	by	by	ADP
iajs-4033	107	6	step	step	NOUN
iajs-4033	107	7	.	.	PUNCT
iajs-4033	108	1	the	the	DET
iajs-4033	108	2	structure	structure	NOUN
iajs-4033	108	3	consists	consist	VERB
iajs-4033	108	4	of	of	ADP
iajs-4033	108	5	several	several	ADJ
iajs-4033	108	6	main	main	ADJ
iajs-4033	108	7	steps	step	NOUN
iajs-4033	108	8	,	,	PUNCT
iajs-4033	108	9	such	such	ADJ
iajs-4033	108	10	as	as	ADP
iajs-4033	108	11	feature	feature	NOUN
iajs-4033	108	12	selection	selection	NOUN
iajs-4033	108	13	.	.	PUNCT
iajs-4033	109	1	deleting	delete	VERB
iajs-4033	109	2	unrelated	unrelated	ADJ
iajs-4033	109	3	words	word	NOUN
iajs-4033	109	4	using	use	VERB
iajs-4033	109	5	the	the	DET
iajs-4033	109	6	lda	lda	PROPN
iajs-4033	109	7	algorithm	algorithm	NOUN
iajs-4033	109	8	and	and	CCONJ
iajs-4033	109	9	topic	topic	NOUN
iajs-4033	109	10	model	model	NOUN
iajs-4033	109	11	visualization	visualization	NOUN
iajs-4033	109	12	.	.	PUNCT
iajs-4033	110	1	the	the	DET
iajs-4033	110	2	method	method	NOUN
iajs-4033	110	3	is	be	AUX
iajs-4033	110	4	illustrated	illustrate	VERB
iajs-4033	110	5	in	in	ADP
iajs-4033	110	6	figure	figure	NOUN
iajs-4033	110	7	2	2	NUM
iajs-4033	110	8	,	,	PUNCT
iajs-4033	110	9	where	where	SCONJ
iajs-4033	110	10	each	each	DET
iajs-4033	110	11	process	process	NOUN
iajs-4033	110	12	leads	lead	VERB
iajs-4033	110	13	to	to	ADP
iajs-4033	110	14	the	the	DET
iajs-4033	110	15	extraction	extraction	NOUN
iajs-4033	110	16	of	of	ADP
iajs-4033	110	17	clear	clear	ADJ
iajs-4033	110	18	and	and	CCONJ
iajs-4033	110	19	understandable	understandable	ADJ
iajs-4033	110	20	text	text	NOUN
iajs-4033	110	21	from	from	ADP
iajs-4033	110	22	a	a	DET
iajs-4033	110	23	given	give	VERB
iajs-4033	110	24	overlay	overlay	NOUN
iajs-4033	110	25	.	.	PUNCT
iajs-4033	111	1	it	it	PRON
iajs-4033	111	2	is	be	AUX
iajs-4033	111	3	derived	derive	VERB
iajs-4033	111	4	from	from	ADP
iajs-4033	111	5	documents	document	NOUN
iajs-4033	111	6	inserted	insert	VERB
iajs-4033	111	7	via	via	ADP
iajs-4033	111	8	facebook	facebook	PROPN
iajs-4033	111	9	.	.	PUNCT
iajs-4033	112	1	the	the	DET
iajs-4033	112	2	result	result	NOUN
iajs-4033	112	3	is	be	AUX
iajs-4033	112	4	a	a	DET
iajs-4033	112	5	presentation	presentation	NOUN
iajs-4033	112	6	of	of	ADP
iajs-4033	112	7	both	both	DET
iajs-4033	112	8	topics	topic	NOUN
iajs-4033	112	9	provided	provide	VERB
iajs-4033	112	10	in	in	ADP
iajs-4033	112	11	well	well	ADV
iajs-4033	112	12	-	-	PUNCT
iajs-4033	112	13	structured	structure	VERB
iajs-4033	112	14	and	and	CCONJ
iajs-4033	112	15	consistent	consistent	ADJ
iajs-4033	112	16	content	content	NOUN
iajs-4033	112	17	.	.	PUNCT
iajs-4033	113	1	at	at	ADP
iajs-4033	113	2	last	last	ADJ
iajs-4033	113	3	,	,	PUNCT
iajs-4033	113	4	the	the	DET
iajs-4033	113	5	results	result	NOUN
iajs-4033	113	6	will	will	AUX
iajs-4033	113	7	be	be	AUX
iajs-4033	113	8	an	an	DET
iajs-4033	113	9	obvious	obvious	ADJ
iajs-4033	113	10	and	and	CCONJ
iajs-4033	113	11	understandable	understandable	ADJ
iajs-4033	113	12	text	text	NOUN
iajs-4033	113	13	extracted	extract	VERB
iajs-4033	113	14	from	from	ADP
iajs-4033	113	15	a	a	DET
iajs-4033	113	16	set	set	NOUN
iajs-4033	113	17	of	of	ADP
iajs-4033	113	18	overlapping	overlap	VERB
iajs-4033	113	19	data	datum	NOUN
iajs-4033	113	20	for	for	ADP
iajs-4033	113	21	documents	document	NOUN
iajs-4033	113	22	entered	enter	VERB
iajs-4033	113	23	from	from	ADP
iajs-4033	113	24	facebook	facebook	PROPN
iajs-4033	113	25	media	medium	NOUN
iajs-4033	113	26	,	,	PUNCT
iajs-4033	113	27	which	which	PRON
iajs-4033	113	28	gives	give	VERB
iajs-4033	113	29	clear	clear	ADJ
iajs-4033	113	30	texts	text	NOUN
iajs-4033	113	31	.	.	PUNCT
iajs-4033	114	1	figure	figure	NOUN
iajs-4033	114	2	2	2	NUM
iajs-4033	114	3	.	.	PUNCT
iajs-4033	115	1	the	the	DET
iajs-4033	115	2	technique	technique	NOUN
iajs-4033	115	3	used	use	VERB
iajs-4033	115	4	of	of	ADP
iajs-4033	115	5	the	the	DET
iajs-4033	115	6	text	text	NOUN
iajs-4033	115	7	mining	mining	NOUN
iajs-4033	115	8	digital	digital	ADJ
iajs-4033	115	9	forensics	forensic	NOUN
iajs-4033	115	10	.	.	PUNCT
iajs-4033	116	1	extracting	extract	VERB
iajs-4033	116	2	texts	text	NOUN
iajs-4033	116	3	from	from	ADP
iajs-4033	116	4	facebook	facebook	NOUN
iajs-4033	116	5	database	database	NOUN
iajs-4033	116	6	feature	feature	NOUN
iajs-4033	116	7	selection	selection	NOUN
iajs-4033	116	8	removing	remove	VERB
iajs-4033	116	9	useless	useless	ADJ
iajs-4033	116	10	words	word	NOUN
iajs-4033	116	11	topic	topic	NOUN
iajs-4033	116	12	models	model	NOUN
iajs-4033	116	13	lda	lda	PROPN
iajs-4033	116	14	ihjpas	ihjpa	VERB
iajs-4033	116	15	.	.	PUNCT
iajs-4033	117	1	2025	2025	NUM
iajs-4033	117	2	,	,	PUNCT
iajs-4033	117	3	38	38	NUM
iajs-4033	117	4	(	(	PUNCT
iajs-4033	117	5	1	1	NUM
iajs-4033	117	6	)	)	PUNCT
iajs-4033	117	7	506	506	NUM
iajs-4033	117	8	3.1	3.1	NUM
iajs-4033	117	9	dataset	dataset	NOUN
iajs-4033	117	10	datasets	dataset	NOUN
iajs-4033	117	11	that	that	PRON
iajs-4033	117	12	is	be	AUX
iajs-4033	117	13	used	use	VERB
iajs-4033	117	14	non	non	ADJ
iajs-4033	117	15	-	-	ADJ
iajs-4033	117	16	script	script	NOUN
iajs-4033	117	17	are	be	AUX
iajs-4033	117	18	called	call	VERB
iajs-4033	117	19	factoryreports.csv	factoryreports.csv	PROPN
iajs-4033	117	20	.	.	PUNCT
iajs-4033	118	1	this	this	PRON
iajs-4033	118	2	appears	appear	VERB
iajs-4033	118	3	to	to	PART
iajs-4033	118	4	be	be	AUX
iajs-4033	118	5	a	a	DET
iajs-4033	118	6	report	report	NOUN
iajs-4033	118	7	related	relate	VERB
iajs-4033	118	8	to	to	ADP
iajs-4033	118	9	an	an	DET
iajs-4033	118	10	incident	incident	NOUN
iajs-4033	118	11	at	at	ADP
iajs-4033	118	12	the	the	DET
iajs-4033	118	13	factory	factory	NOUN
iajs-4033	118	14	.	.	PUNCT
iajs-4033	119	1	each	each	DET
iajs-4033	119	2	item	item	NOUN
iajs-4033	119	3	in	in	ADP
iajs-4033	119	4	the	the	DET
iajs-4033	119	5	dice	dice	NOUN
iajs-4033	119	6	set	set	NOUN
iajs-4033	119	7	has	have	VERB
iajs-4033	119	8	a	a	DET
iajs-4033	119	9	text	text	NOUN
iajs-4033	119	10	description	description	NOUN
iajs-4033	119	11	of	of	ADP
iajs-4033	119	12	the	the	DET
iajs-4033	119	13	event	event	NOUN
iajs-4033	119	14	along	along	ADP
iajs-4033	119	15	with	with	ADP
iajs-4033	119	16	category	category	NOUN
iajs-4033	119	17	labels	label	NOUN
iajs-4033	119	18	.	.	PUNCT
iajs-4033	120	1	text	text	NOUN
iajs-4033	120	2	descriptions	description	NOUN
iajs-4033	120	3	are	be	AUX
iajs-4033	120	4	the	the	DET
iajs-4033	120	5	main	main	ADJ
iajs-4033	120	6	focus	focus	NOUN
iajs-4033	120	7	of	of	ADP
iajs-4033	120	8	the	the	DET
iajs-4033	120	9	analysis	analysis	NOUN
iajs-4033	120	10	.	.	PUNCT
iajs-4033	121	1	when	when	SCONJ
iajs-4033	121	2	the	the	DET
iajs-4033	121	3	lda	lda	PROPN
iajs-4033	121	4	uses	use	VERB
iajs-4033	121	5	these	these	DET
iajs-4033	121	6	data	datum	NOUN
iajs-4033	121	7	to	to	PART
iajs-4033	121	8	find	find	VERB
iajs-4033	121	9	specific	specific	ADJ
iajs-4033	121	10	topics	topic	NOUN
iajs-4033	121	11	or	or	CCONJ
iajs-4033	121	12	topics	topic	NOUN
iajs-4033	121	13	hidden	hide	VERB
iajs-4033	121	14	in	in	ADP
iajs-4033	121	15	our	our	PRON
iajs-4033	121	16	reports	report	NOUN
iajs-4033	121	17	,	,	PUNCT
iajs-4033	121	18	this	this	DET
iajs-4033	121	19	dataset	dataset	NOUN
iajs-4033	121	20	usually	usually	ADV
iajs-4033	121	21	consists	consist	VERB
iajs-4033	121	22	of	of	ADP
iajs-4033	121	23	a	a	DET
iajs-4033	121	24	collection	collection	NOUN
iajs-4033	121	25	of	of	ADP
iajs-4033	121	26	descriptions	description	NOUN
iajs-4033	121	27	of	of	ADP
iajs-4033	121	28	events	event	NOUN
iajs-4033	121	29	in	in	ADP
iajs-4033	121	30	a	a	DET
iajs-4033	121	31	factory	factory	NOUN
iajs-4033	121	32	.	.	PUNCT
iajs-4033	122	1	this	this	PRON
iajs-4033	122	2	can	can	AUX
iajs-4033	122	3	provide	provide	VERB
iajs-4033	122	4	details	detail	NOUN
iajs-4033	122	5	of	of	ADP
iajs-4033	122	6	events	event	NOUN
iajs-4033	122	7	that	that	PRON
iajs-4033	122	8	have	have	AUX
iajs-4033	122	9	occurred	occur	VERB
iajs-4033	122	10	,	,	PUNCT
iajs-4033	122	11	such	such	ADJ
iajs-4033	122	12	as	as	ADP
iajs-4033	122	13	equipment	equipment	NOUN
iajs-4033	122	14	malfunctioning	malfunctioning	NOUN
iajs-4033	122	15	.	.	PUNCT
iajs-4033	123	1	maintenance	maintenance	NOUN
iajs-4033	123	2	rate	rate	NOUN
iajs-4033	123	3	or	or	CCONJ
iajs-4033	123	4	security	security	NOUN
iajs-4033	123	5	incidents	incident	NOUN
iajs-4033	123	6	by	by	ADP
iajs-4033	123	7	analyzing	analyze	VERB
iajs-4033	123	8	these	these	DET
iajs-4033	123	9	text	text	NOUN
iajs-4033	123	10	descriptions	description	NOUN
iajs-4033	123	11	.	.	PUNCT
iajs-4033	124	1	the	the	DET
iajs-4033	124	2	lda	lda	PROPN
iajs-4033	124	3	can	can	AUX
iajs-4033	124	4	identify	identify	VERB
iajs-4033	124	5	recurring	recur	VERB
iajs-4033	124	6	patterns	pattern	NOUN
iajs-4033	124	7	and	and	CCONJ
iajs-4033	124	8	themes	theme	NOUN
iajs-4033	124	9	.	.	PUNCT
iajs-4033	125	1	it	it	PRON
iajs-4033	125	2	helps	help	VERB
iajs-4033	125	3	categorize	categorize	VERB
iajs-4033	125	4	and	and	CCONJ
iajs-4033	125	5	understand	understand	VERB
iajs-4033	125	6	the	the	DET
iajs-4033	125	7	types	type	NOUN
iajs-4033	125	8	of	of	ADP
iajs-4033	125	9	events	event	NOUN
iajs-4033	125	10	that	that	PRON
iajs-4033	125	11	occur	occur	VERB
iajs-4033	125	12	in	in	ADP
iajs-4033	125	13	a	a	DET
iajs-4033	125	14	factory	factory	NOUN
iajs-4033	125	15	(	(	PUNCT
iajs-4033	125	16	21	21	NUM
iajs-4033	125	17	)	)	PUNCT
iajs-4033	125	18	.	.	PUNCT
iajs-4033	126	1	3.2	3.2	NUM
iajs-4033	126	2	algorithm	algorithm	NOUN
iajs-4033	126	3	parameters	parameter	VERB
iajs-4033	126	4	the	the	DET
iajs-4033	126	5	input	input	NOUN
iajs-4033	126	6	parameters	parameter	NOUN
iajs-4033	126	7	guide	guide	VERB
iajs-4033	126	8	how	how	SCONJ
iajs-4033	126	9	the	the	DET
iajs-4033	126	10	latent	latent	NOUN
iajs-4033	126	11	dirichlet	dirichlet	PROPN
iajs-4033	126	12	allocation	allocation	NOUN
iajs-4033	126	13	(	(	PUNCT
iajs-4033	126	14	lda	lda	PROPN
iajs-4033	126	15	)	)	PUNCT
iajs-4033	126	16	model	model	NOUN
iajs-4033	126	17	works	work	VERB
iajs-4033	126	18	to	to	PART
iajs-4033	126	19	find	find	VERB
iajs-4033	126	20	hidden	hidden	ADJ
iajs-4033	126	21	topics	topic	NOUN
iajs-4033	126	22	in	in	ADP
iajs-4033	126	23	a	a	DET
iajs-4033	126	24	set	set	NOUN
iajs-4033	126	25	of	of	ADP
iajs-4033	126	26	documents	document	NOUN
iajs-4033	126	27	.	.	PUNCT
iajs-4033	127	1	the	the	DET
iajs-4033	127	2	first	first	ADJ
iajs-4033	127	3	item	item	NOUN
iajs-4033	127	4	is	be	AUX
iajs-4033	127	5	the	the	DET
iajs-4033	127	6	given	give	VERB
iajs-4033	127	7	item	item	NOUN
iajs-4033	127	8	.	.	PUNCT
iajs-4033	128	1	this	this	PRON
iajs-4033	128	2	can	can	AUX
iajs-4033	128	3	be	be	AUX
iajs-4033	128	4	displayed	display	VERB
iajs-4033	128	5	in	in	ADP
iajs-4033	128	6	many	many	ADJ
iajs-4033	128	7	different	different	ADJ
iajs-4033	128	8	ways	way	NOUN
iajs-4033	128	9	.	.	PUNCT
iajs-4033	129	1	for	for	ADP
iajs-4033	129	2	example	example	NOUN
iajs-4033	129	3	,	,	PUNCT
iajs-4033	129	4	data	datum	NOUN
iajs-4033	129	5	might	might	AUX
iajs-4033	129	6	consist	consist	VERB
iajs-4033	129	7	of	of	ADP
iajs-4033	129	8	individual	individual	ADJ
iajs-4033	129	9	document	document	NOUN
iajs-4033	129	10	words	word	NOUN
iajs-4033	129	11	or	or	CCONJ
iajs-4033	129	12	phrases	phrase	NOUN
iajs-4033	129	13	along	along	ADP
iajs-4033	129	14	with	with	ADP
iajs-4033	129	15	the	the	DET
iajs-4033	129	16	frequency	frequency	NOUN
iajs-4033	129	17	at	at	ADP
iajs-4033	129	18	which	which	PRON
iajs-4033	129	19	they	they	PRON
iajs-4033	129	20	appear	appear	VERB
iajs-4033	129	21	.	.	PUNCT
iajs-4033	130	1	this	this	PRON
iajs-4033	130	2	is	be	AUX
iajs-4033	130	3	an	an	DET
iajs-4033	130	4	important	important	ADJ
iajs-4033	130	5	starting	starting	NOUN
iajs-4033	130	6	point	point	NOUN
iajs-4033	130	7	because	because	SCONJ
iajs-4033	130	8	the	the	DET
iajs-4033	130	9	model	model	NOUN
iajs-4033	130	10	relies	rely	VERB
iajs-4033	130	11	on	on	ADP
iajs-4033	130	12	word	word	NOUN
iajs-4033	130	13	data	datum	NOUN
iajs-4033	130	14	to	to	PART
iajs-4033	130	15	identify	identify	VERB
iajs-4033	130	16	document	document	NOUN
iajs-4033	130	17	patterns	pattern	NOUN
iajs-4033	130	18	and	and	CCONJ
iajs-4033	130	19	themes	theme	NOUN
iajs-4033	130	20	.	.	PUNCT
iajs-4033	131	1	the	the	DET
iajs-4033	131	2	second	second	ADJ
iajs-4033	131	3	input	input	NOUN
iajs-4033	131	4	,	,	PUNCT
iajs-4033	131	5	k	k	NOUN
iajs-4033	131	6	,	,	PUNCT
iajs-4033	131	7	is	be	AUX
iajs-4033	131	8	the	the	DET
iajs-4033	131	9	number	number	NOUN
iajs-4033	131	10	of	of	ADP
iajs-4033	131	11	topics	topic	NOUN
iajs-4033	131	12	the	the	DET
iajs-4033	131	13	model	model	NOUN
iajs-4033	131	14	expects	expect	VERB
iajs-4033	131	15	to	to	PART
iajs-4033	131	16	find	find	VERB
iajs-4033	131	17	,	,	PUNCT
iajs-4033	131	18	which	which	PRON
iajs-4033	131	19	represents	represent	VERB
iajs-4033	131	20	the	the	DET
iajs-4033	131	21	number	number	NOUN
iajs-4033	131	22	of	of	ADP
iajs-4033	131	23	topics	topic	NOUN
iajs-4033	131	24	or	or	CCONJ
iajs-4033	131	25	categories	category	NOUN
iajs-4033	131	26	the	the	DET
iajs-4033	131	27	model	model	NOUN
iajs-4033	131	28	should	should	AUX
iajs-4033	131	29	discover	discover	VERB
iajs-4033	131	30	within	within	ADP
iajs-4033	131	31	the	the	DET
iajs-4033	131	32	text	text	NOUN
iajs-4033	131	33	collection	collection	NOUN
iajs-4033	131	34	.	.	PUNCT
iajs-4033	132	1	choosing	choose	VERB
iajs-4033	132	2	the	the	DET
iajs-4033	132	3	correct	correct	ADJ
iajs-4033	132	4	number	number	NOUN
iajs-4033	132	5	of	of	ADP
iajs-4033	132	6	topics	topic	NOUN
iajs-4033	132	7	is	be	AUX
iajs-4033	132	8	essential	essential	ADJ
iajs-4033	132	9	.	.	PUNCT
iajs-4033	133	1	because	because	SCONJ
iajs-4033	133	2	too	too	ADV
iajs-4033	133	3	few	few	ADJ
iajs-4033	133	4	topics	topic	NOUN
iajs-4033	133	5	may	may	AUX
iajs-4033	133	6	not	not	PART
iajs-4033	133	7	capture	capture	VERB
iajs-4033	133	8	enough	enough	ADJ
iajs-4033	133	9	details	detail	NOUN
iajs-4033	133	10	,	,	PUNCT
iajs-4033	133	11	too	too	ADV
iajs-4033	133	12	much	much	ADV
iajs-4033	133	13	can	can	AUX
iajs-4033	133	14	make	make	VERB
iajs-4033	133	15	the	the	DET
iajs-4033	133	16	results	result	NOUN
iajs-4033	133	17	confusing	confusing	ADJ
iajs-4033	133	18	or	or	CCONJ
iajs-4033	133	19	less	less	ADV
iajs-4033	133	20	meaningful	meaningful	ADJ
iajs-4033	133	21	.	.	PUNCT
iajs-4033	134	1	finally	finally	ADV
iajs-4033	134	2	,	,	PUNCT
iajs-4033	134	3	additional	additional	ADJ
iajs-4033	134	4	options	option	NOUN
iajs-4033	134	5	allow	allow	VERB
iajs-4033	134	6	users	user	NOUN
iajs-4033	134	7	to	to	ADP
iajs-4033	134	8	fine	fine	ADJ
iajs-4033	134	9	-	-	PUNCT
iajs-4033	134	10	tune	tune	NOUN
iajs-4033	134	11	the	the	DET
iajs-4033	134	12	process	process	NOUN
iajs-4033	134	13	by	by	ADP
iajs-4033	134	14	configuring	configure	VERB
iajs-4033	134	15	different	different	ADJ
iajs-4033	134	16	settings	setting	NOUN
iajs-4033	134	17	.	.	PUNCT
iajs-4033	135	1	these	these	DET
iajs-4033	135	2	options	option	NOUN
iajs-4033	135	3	may	may	AUX
iajs-4033	135	4	include	include	VERB
iajs-4033	135	5	precise	precise	ADJ
iajs-4033	135	6	model	model	NOUN
iajs-4033	135	7	accuracy	accuracy	NOUN
iajs-4033	135	8	.	.	PUNCT
iajs-4033	136	1	or	or	CCONJ
iajs-4033	136	2	should	should	AUX
iajs-4033	136	3	additional	additional	ADJ
iajs-4033	136	4	information	information	NOUN
iajs-4033	136	5	be	be	AUX
iajs-4033	136	6	required	require	VERB
iajs-4033	136	7	during	during	ADP
iajs-4033	136	8	processing	processing	NOUN
iajs-4033	136	9	?	?	PUNCT
iajs-4033	137	1	this	this	DET
iajs-4033	137	2	flexibility	flexibility	NOUN
iajs-4033	137	3	helps	help	VERB
iajs-4033	137	4	adapt	adapt	VERB
iajs-4033	137	5	the	the	DET
iajs-4033	137	6	model	model	NOUN
iajs-4033	137	7	to	to	ADP
iajs-4033	137	8	different	different	ADJ
iajs-4033	137	9	data	datum	NOUN
iajs-4033	137	10	sets	set	NOUN
iajs-4033	137	11	and	and	CCONJ
iajs-4033	137	12	analysis	analysis	NOUN
iajs-4033	137	13	objectives	objective	NOUN
iajs-4033	137	14	.	.	PUNCT
iajs-4033	138	1	3.3	3.3	NUM
iajs-4033	138	2	text	text	NOUN
iajs-4033	138	3	-	-	PUNCT
iajs-4033	138	4	preprocessing	preprocesse	VERB
iajs-4033	138	5	the	the	DET
iajs-4033	138	6	script	script	NOUN
iajs-4033	138	7	uses	use	VERB
iajs-4033	138	8	a	a	DET
iajs-4033	138	9	custom	custom	NOUN
iajs-4033	138	10	function	function	NOUN
iajs-4033	138	11	called	call	VERB
iajs-4033	138	12	(	(	PUNCT
iajs-4033	138	13	preprocess	preprocess	NOUN
iajs-4033	138	14	text	text	NOUN
iajs-4033	138	15	)	)	PUNCT
iajs-4033	138	16	to	to	PART
iajs-4033	138	17	prepare	prepare	VERB
iajs-4033	138	18	text	text	NOUN
iajs-4033	138	19	data	datum	NOUN
iajs-4033	138	20	for	for	ADP
iajs-4033	138	21	systematic	systematic	ADJ
iajs-4033	138	22	analysis	analysis	NOUN
iajs-4033	138	23	.	.	PUNCT
iajs-4033	139	1	the	the	DET
iajs-4033	139	2	first	first	ADJ
iajs-4033	139	3	step	step	NOUN
iajs-4033	139	4	of	of	ADP
iajs-4033	139	5	this	this	DET
iajs-4033	139	6	process	process	NOUN
iajs-4033	139	7	is	be	AUX
iajs-4033	139	8	tokenization	tokenization	NOUN
iajs-4033	139	9	.	.	PUNCT
iajs-4033	140	1	each	each	DET
iajs-4033	140	2	document	document	NOUN
iajs-4033	140	3	is	be	AUX
iajs-4033	140	4	divided	divide	VERB
iajs-4033	140	5	into	into	ADP
iajs-4033	140	6	individual	individual	ADJ
iajs-4033	140	7	tokens	token	NOUN
iajs-4033	140	8	or	or	CCONJ
iajs-4033	140	9	words	word	NOUN
iajs-4033	140	10	.	.	PUNCT
iajs-4033	141	1	once	once	ADV
iajs-4033	141	2	converted	convert	VERB
iajs-4033	141	3	to	to	ADP
iajs-4033	141	4	a	a	DET
iajs-4033	141	5	token	token	NOUN
iajs-4033	141	6	,	,	PUNCT
iajs-4033	141	7	the	the	DET
iajs-4033	141	8	next	next	ADJ
iajs-4033	141	9	step	step	NOUN
iajs-4033	141	10	is	be	AUX
iajs-4033	141	11	to	to	PART
iajs-4033	141	12	make	make	VERB
iajs-4033	141	13	it	it	PRON
iajs-4033	141	14	a	a	DET
iajs-4033	141	15	small	small	ADJ
iajs-4033	141	16	file	file	NOUN
iajs-4033	141	17	to	to	PART
iajs-4033	141	18	facilitate	facilitate	VERB
iajs-4033	141	19	processing	processing	NOUN
iajs-4033	141	20	and	and	CCONJ
iajs-4033	141	21	analysis	analysis	NOUN
iajs-4033	141	22	.	.	PUNCT
iajs-4033	142	1	this	this	PRON
iajs-4033	142	2	involves	involve	VERB
iajs-4033	142	3	discussing	discuss	VERB
iajs-4033	142	4	the	the	DET
iajs-4033	142	5	word	word	NOUN
iajs-4033	142	6	at	at	ADP
iajs-4033	142	7	its	its	PRON
iajs-4033	142	8	root	root	NOUN
iajs-4033	142	9	.	.	PUNCT
iajs-4033	143	1	this	this	PRON
iajs-4033	143	2	guarantees	guarantee	VERB
iajs-4033	143	3	that	that	SCONJ
iajs-4033	143	4	different	different	ADJ
iajs-4033	143	5	conjugations	conjugation	NOUN
iajs-4033	143	6	of	of	ADP
iajs-4033	143	7	the	the	DET
iajs-4033	143	8	same	same	ADJ
iajs-4033	143	9	word	word	NOUN
iajs-4033	143	10	(	(	PUNCT
iajs-4033	143	11	such	such	ADJ
iajs-4033	143	12	as	as	ADP
iajs-4033	143	13	"	"	PUNCT
iajs-4033	143	14	run	run	VERB
iajs-4033	143	15	,	,	PUNCT
iajs-4033	143	16	"	"	PUNCT
iajs-4033	143	17	"	"	PUNCT
iajs-4033	143	18	run	run	VERB
iajs-4033	143	19	,	,	PUNCT
iajs-4033	143	20	"	"	PUNCT
iajs-4033	143	21	and	and	CCONJ
iajs-4033	143	22	"	"	PUNCT
iajs-4033	143	23	run	run	NOUN
iajs-4033	143	24	"	"	PUNCT
iajs-4033	143	25	)	)	PUNCT
iajs-4033	143	26	are	be	AUX
iajs-4033	143	27	treated	treat	VERB
iajs-4033	143	28	as	as	ADP
iajs-4033	143	29	the	the	DET
iajs-4033	143	30	same	same	ADJ
iajs-4033	143	31	token	token	NOUN
iajs-4033	143	32	.	.	PUNCT
iajs-4033	144	1	improved	improved	ADJ
iajs-4033	144	2	consistency	consistency	NOUN
iajs-4033	144	3	between	between	ADP
iajs-4033	144	4	two	two	NUM
iajs-4033	144	5	text	text	NOUN
iajs-4033	144	6	dice	dice	NOUN
iajs-4033	144	7	.	.	PUNCT
iajs-4033	145	1	by	by	ADP
iajs-4033	145	2	formatting	format	VERB
iajs-4033	145	3	words	word	NOUN
iajs-4033	145	4	in	in	ADP
iajs-4033	145	5	this	this	DET
iajs-4033	145	6	way	way	NOUN
iajs-4033	145	7	,	,	PUNCT
iajs-4033	145	8	the	the	DET
iajs-4033	145	9	script	script	NOUN
iajs-4033	145	10	reduces	reduce	VERB
iajs-4033	145	11	redundancy	redundancy	NOUN
iajs-4033	145	12	and	and	CCONJ
iajs-4033	145	13	increases	increase	VERB
iajs-4033	145	14	the	the	DET
iajs-4033	145	15	accuracy	accuracy	NOUN
iajs-4033	145	16	of	of	ADP
iajs-4033	145	17	the	the	DET
iajs-4033	145	18	lda	lda	PROPN
iajs-4033	145	19	model	model	NOUN
iajs-4033	145	20	in	in	ADP
iajs-4033	145	21	identifying	identify	VERB
iajs-4033	145	22	topics	topic	NOUN
iajs-4033	145	23	.	.	PUNCT
iajs-4033	146	1	after	after	ADP
iajs-4033	146	2	inserting	insert	VERB
iajs-4033	146	3	punctuation	punctuation	NOUN
iajs-4033	146	4	marks	mark	NOUN
iajs-4033	146	5	,	,	PUNCT
iajs-4033	146	6	the	the	DET
iajs-4033	146	7	script	script	NOUN
iajs-4033	146	8	will	will	AUX
iajs-4033	146	9	remove	remove	VERB
iajs-4033	146	10	them	they	PRON
iajs-4033	146	11	.	.	PUNCT
iajs-4033	147	1	it	it	PRON
iajs-4033	147	2	eliminates	eliminate	VERB
iajs-4033	147	3	symbols	symbol	NOUN
iajs-4033	147	4	such	such	ADJ
iajs-4033	147	5	as	as	ADP
iajs-4033	147	6	commas	comma	NOUN
iajs-4033	147	7	,	,	PUNCT
iajs-4033	147	8	periods	period	NOUN
iajs-4033	147	9	,	,	PUNCT
iajs-4033	147	10	and	and	CCONJ
iajs-4033	147	11	question	question	NOUN
iajs-4033	147	12	marks	mark	NOUN
iajs-4033	147	13	.	.	PUNCT
iajs-4033	148	1	this	this	PRON
iajs-4033	148	2	is	be	AUX
iajs-4033	148	3	because	because	SCONJ
iajs-4033	148	4	they	they	PRON
iajs-4033	148	5	do	do	AUX
iajs-4033	148	6	not	not	PART
iajs-4033	148	7	contribute	contribute	VERB
iajs-4033	148	8	meaningful	meaningful	ADJ
iajs-4033	148	9	data	datum	NOUN
iajs-4033	148	10	to	to	ADP
iajs-4033	148	11	the	the	DET
iajs-4033	148	12	topic	topic	NOUN
iajs-4033	148	13	model	model	NOUN
iajs-4033	148	14	.	.	PUNCT
iajs-4033	149	1	this	this	DET
iajs-4033	149	2	function	function	NOUN
iajs-4033	149	3	also	also	ADV
iajs-4033	149	4	removes	remove	VERB
iajs-4033	149	5	common	common	ADJ
iajs-4033	149	6	,	,	PUNCT
iajs-4033	149	7	unrelated	unrelated	ADJ
iajs-4033	149	8	words	word	NOUN
iajs-4033	149	9	such	such	ADJ
iajs-4033	149	10	as	as	ADP
iajs-4033	149	11	"	"	PUNCT
iajs-4033	149	12	and	and	CCONJ
iajs-4033	149	13	,	,	PUNCT
iajs-4033	149	14	"	"	PUNCT
iajs-4033	149	15	"	"	PUNCT
iajs-4033	149	16	of	of	ADP
iajs-4033	149	17	,	,	PUNCT
iajs-4033	149	18	"	"	PUNCT
iajs-4033	149	19	and	and	CCONJ
iajs-4033	149	20	"	"	PUNCT
iajs-4033	149	21	or	or	CCONJ
iajs-4033	149	22	,	,	PUNCT
iajs-4033	149	23	"	"	PUNCT
iajs-4033	149	24	which	which	PRON
iajs-4033	149	25	are	be	AUX
iajs-4033	149	26	commonly	commonly	ADV
iajs-4033	149	27	used	use	VERB
iajs-4033	149	28	words	word	NOUN
iajs-4033	149	29	.	.	PUNCT
iajs-4033	150	1	but	but	CCONJ
iajs-4033	150	2	there	there	PRON
iajs-4033	150	3	is	be	VERB
iajs-4033	150	4	little	little	ADJ
iajs-4033	150	5	meaning	meaning	NOUN
iajs-4033	150	6	in	in	ADP
iajs-4033	150	7	searching	search	VERB
iajs-4033	150	8	for	for	ADP
iajs-4033	150	9	topics	topic	NOUN
iajs-4033	150	10	.	.	PUNCT
iajs-4033	151	1	to	to	PART
iajs-4033	151	2	further	far	ADV
iajs-4033	151	3	refine	refine	VERB
iajs-4033	151	4	the	the	DET
iajs-4033	151	5	dice	dice	NOUN
iajs-4033	151	6	set	set	NOUN
iajs-4033	151	7	,	,	PUNCT
iajs-4033	151	8	short	short	ADJ
iajs-4033	151	9	words	word	NOUN
iajs-4033	151	10	(	(	PUNCT
iajs-4033	151	11	less	less	ADJ
iajs-4033	151	12	than	than	ADP
iajs-4033	151	13	three	three	NUM
iajs-4033	151	14	letters	letter	NOUN
iajs-4033	151	15	)	)	PUNCT
iajs-4033	151	16	and	and	CCONJ
iajs-4033	151	17	long	long	ADJ
iajs-4033	151	18	words	word	NOUN
iajs-4033	151	19	(	(	PUNCT
iajs-4033	151	20	more	more	ADJ
iajs-4033	151	21	than	than	ADP
iajs-4033	151	22	fifteen	fifteen	NUM
iajs-4033	151	23	letters	letter	NOUN
iajs-4033	151	24	)	)	PUNCT
iajs-4033	151	25	were	be	AUX
iajs-4033	151	26	filtered	filter	VERB
iajs-4033	151	27	.	.	PUNCT
iajs-4033	152	1	this	this	DET
iajs-4033	152	2	step	step	NOUN
iajs-4033	152	3	ensures	ensure	VERB
iajs-4033	152	4	that	that	SCONJ
iajs-4033	152	5	the	the	DET
iajs-4033	152	6	analysis	analysis	NOUN
iajs-4033	152	7	focuses	focus	VERB
iajs-4033	152	8	on	on	ADP
iajs-4033	152	9	words	word	NOUN
iajs-4033	152	10	with	with	ADP
iajs-4033	152	11	a	a	DET
iajs-4033	152	12	higher	high	ADJ
iajs-4033	152	13	probability	probability	NOUN
iajs-4033	152	14	.	.	PUNCT
iajs-4033	153	1	to	to	PART
iajs-4033	153	2	be	be	AUX
iajs-4033	153	3	involved	involve	VERB
iajs-4033	153	4	:	:	PUNCT
iajs-4033	153	5	it	it	PRON
iajs-4033	153	6	discards	discard	VERB
iajs-4033	153	7	words	word	NOUN
iajs-4033	153	8	that	that	PRON
iajs-4033	153	9	are	be	AUX
iajs-4033	153	10	too	too	ADV
iajs-4033	153	11	short	short	ADJ
iajs-4033	153	12	or	or	CCONJ
iajs-4033	153	13	unusually	unusually	ADV
iajs-4033	153	14	long	long	ADV
iajs-4033	153	15	and	and	CCONJ
iajs-4033	153	16	might	might	AUX
iajs-4033	153	17	introduce	introduce	VERB
iajs-4033	153	18	nonmodel	nonmodel	ADJ
iajs-4033	153	19	noise	noise	NOUN
iajs-4033	153	20	.	.	PUNCT
iajs-4033	154	1	together	together	ADV
iajs-4033	154	2	,	,	PUNCT
iajs-4033	154	3	these	these	DET
iajs-4033	154	4	pre	pre	ADJ
iajs-4033	154	5	-	-	ADJ
iajs-4033	154	6	processing	processing	ADJ
iajs-4033	154	7	steps	step	NOUN
iajs-4033	154	8	create	create	VERB
iajs-4033	154	9	clean	clean	ADJ
iajs-4033	154	10	,	,	PUNCT
iajs-4033	154	11	structured	structured	ADJ
iajs-4033	154	12	inputs	input	NOUN
iajs-4033	154	13	for	for	ADP
iajs-4033	154	14	the	the	DET
iajs-4033	154	15	lda	lda	PROPN
iajs-4033	154	16	model	model	NOUN
iajs-4033	154	17	,	,	PUNCT
iajs-4033	154	18	helping	help	VERB
iajs-4033	154	19	us	we	PRON
iajs-4033	154	20	efficiently	efficiently	ADV
iajs-4033	154	21	uncover	uncover	VERB
iajs-4033	154	22	hidden	hide	VERB
iajs-4033	154	23	topics	topic	NOUN
iajs-4033	154	24	derived	derive	VERB
iajs-4033	154	25	from	from	ADP
iajs-4033	154	26	the	the	DET
iajs-4033	154	27	text	text	NOUN
iajs-4033	154	28	.	.	PUNCT
iajs-4033	155	1	ihjpas	ihjpas	PROPN
iajs-4033	155	2	.	.	PUNCT
iajs-4033	156	1	2025	2025	NUM
iajs-4033	156	2	,	,	PUNCT
iajs-4033	156	3	38	38	NUM
iajs-4033	156	4	(	(	PUNCT
iajs-4033	156	5	1	1	NUM
iajs-4033	156	6	)	)	PUNCT
iajs-4033	156	7	507	507	NUM
iajs-4033	156	8	3.4	3.4	NUM
iajs-4033	156	9	feature	feature	NOUN
iajs-4033	156	10	selection	selection	NOUN
iajs-4033	156	11	here	here	ADV
iajs-4033	156	12	is	be	AUX
iajs-4033	156	13	what	what	PRON
iajs-4033	156	14	happens	happen	VERB
iajs-4033	156	15	after	after	SCONJ
iajs-4033	156	16	you	you	PRON
iajs-4033	156	17	upload	upload	VERB
iajs-4033	156	18	the	the	DET
iajs-4033	156	19	data	datum	NOUN
iajs-4033	156	20	set	set	VERB
iajs-4033	156	21	and	and	CCONJ
iajs-4033	156	22	step	step	NOUN
iajs-4033	156	23	1	1	NUM
iajs-4033	156	24	;	;	PUNCT
iajs-4033	156	25	you	you	PRON
iajs-4033	156	26	need	need	VERB
iajs-4033	156	27	to	to	PART
iajs-4033	156	28	extract	extract	VERB
iajs-4033	156	29	text	text	NOUN
iajs-4033	156	30	information	information	NOUN
iajs-4033	156	31	in	in	ADP
iajs-4033	156	32	this	this	DET
iajs-4033	156	33	step	step	NOUN
iajs-4033	156	34	under	under	ADP
iajs-4033	156	35	the	the	DET
iajs-4033	156	36	field	field	NOUN
iajs-4033	156	37	description	description	NOUN
iajs-4033	156	38	.	.	PUNCT
iajs-4033	157	1	that	that	PRON
iajs-4033	157	2	includes	include	VERB
iajs-4033	157	3	the	the	DET
iajs-4033	157	4	bootstrapping	bootstrapping	NOUN
iajs-4033	157	5	and	and	CCONJ
iajs-4033	157	6	configuration	configuration	NOUN
iajs-4033	157	7	of	of	ADP
iajs-4033	157	8	data	datum	NOUN
iajs-4033	157	9	prior	prior	ADV
iajs-4033	157	10	to	to	ADP
iajs-4033	157	11	analysis	analysis	NOUN
iajs-4033	157	12	.	.	PUNCT
iajs-4033	158	1	in	in	ADP
iajs-4033	158	2	this	this	DET
iajs-4033	158	3	stage	stage	NOUN
iajs-4033	158	4	,	,	PUNCT
iajs-4033	158	5	we	we	PRON
iajs-4033	158	6	create	create	VERB
iajs-4033	158	7	a	a	DET
iajs-4033	158	8	bag	bag	NOUN
iajs-4033	158	9	of	of	ADP
iajs-4033	158	10	words	word	NOUN
iajs-4033	158	11	template	template	NOUN
iajs-4033	158	12	that	that	PRON
iajs-4033	158	13	flags	flag	VERB
iajs-4033	158	14	the	the	DET
iajs-4033	158	15	unique	unique	ADJ
iajs-4033	158	16	words	word	NOUN
iajs-4033	158	17	present	present	ADJ
iajs-4033	158	18	in	in	ADP
iajs-4033	158	19	the	the	DET
iajs-4033	158	20	documents	document	NOUN
iajs-4033	158	21	.	.	PUNCT
iajs-4033	159	1	feature	feature	NOUN
iajs-4033	159	2	selection	selection	NOUN
iajs-4033	159	3	is	be	AUX
iajs-4033	159	4	a	a	DET
iajs-4033	159	5	key	key	ADJ
iajs-4033	159	6	step	step	NOUN
iajs-4033	159	7	that	that	PRON
iajs-4033	159	8	extracts	extract	VERB
iajs-4033	159	9	the	the	DET
iajs-4033	159	10	most	most	ADV
iajs-4033	159	11	informative	informative	ADJ
iajs-4033	159	12	and	and	CCONJ
iajs-4033	159	13	relevant	relevant	ADJ
iajs-4033	159	14	words	word	NOUN
iajs-4033	159	15	from	from	ADP
iajs-4033	159	16	your	your	PRON
iajs-4033	159	17	dataset	dataset	NOUN
iajs-4033	159	18	before	before	ADP
iajs-4033	159	19	modeling	model	VERB
iajs-4033	159	20	them	they	PRON
iajs-4033	159	21	on	on	ADP
iajs-4033	159	22	topic	topic	NOUN
iajs-4033	159	23	.	.	PUNCT
iajs-4033	160	1	the	the	DET
iajs-4033	160	2	goal	goal	NOUN
iajs-4033	160	3	is	be	AUX
iajs-4033	160	4	to	to	PART
iajs-4033	160	5	make	make	VERB
iajs-4033	160	6	the	the	DET
iajs-4033	160	7	labeled	label	VERB
iajs-4033	160	8	tokens	token	NOUN
iajs-4033	160	9	just	just	ADV
iajs-4033	160	10	enough	enough	ADJ
iajs-4033	160	11	to	to	PART
iajs-4033	160	12	represent	represent	VERB
iajs-4033	160	13	the	the	DET
iajs-4033	160	14	main	main	ADJ
iajs-4033	160	15	topics	topic	NOUN
iajs-4033	160	16	in	in	ADP
iajs-4033	160	17	the	the	DET
iajs-4033	160	18	dataset	dataset	NOUN
iajs-4033	160	19	and	and	CCONJ
iajs-4033	160	20	improve	improve	VERB
iajs-4033	160	21	topic	topic	NOUN
iajs-4033	160	22	extraction	extraction	NOUN
iajs-4033	160	23	(	(	PUNCT
iajs-4033	160	24	22	22	NUM
iajs-4033	160	25	–	–	SYM
iajs-4033	160	26	24	24	NUM
iajs-4033	160	27	)	)	PUNCT
iajs-4033	160	28	.	.	PUNCT
iajs-4033	161	1	3.5	3.5	NUM
iajs-4033	161	2	removing	remove	VERB
iajs-4033	161	3	useless	useless	ADJ
iajs-4033	161	4	words	word	NOUN
iajs-4033	161	5	after	after	SCONJ
iajs-4033	161	6	the	the	DET
iajs-4033	161	7	feature	feature	NOUN
iajs-4033	161	8	selection	selection	NOUN
iajs-4033	161	9	step	step	NOUN
iajs-4033	161	10	is	be	AUX
iajs-4033	161	11	finished	finish	VERB
iajs-4033	161	12	,	,	PUNCT
iajs-4033	161	13	we	we	PRON
iajs-4033	161	14	begin	begin	VERB
iajs-4033	161	15	removing	remove	VERB
iajs-4033	161	16	words	word	NOUN
iajs-4033	161	17	that	that	PRON
iajs-4033	161	18	may	may	AUX
iajs-4033	161	19	be	be	AUX
iajs-4033	161	20	irrelevant	irrelevant	ADJ
iajs-4033	161	21	or	or	CCONJ
iajs-4033	161	22	do	do	AUX
iajs-4033	161	23	not	not	PART
iajs-4033	161	24	have	have	VERB
iajs-4033	161	25	any	any	DET
iajs-4033	161	26	significance	significance	NOUN
iajs-4033	161	27	for	for	ADP
iajs-4033	161	28	the	the	DET
iajs-4033	161	29	next	next	ADJ
iajs-4033	161	30	step	step	NOUN
iajs-4033	161	31	.	.	PUNCT
iajs-4033	162	1	this	this	DET
iajs-4033	162	2	part	part	NOUN
iajs-4033	162	3	is	be	AUX
iajs-4033	162	4	a	a	DET
iajs-4033	162	5	very	very	ADV
iajs-4033	162	6	important	important	ADJ
iajs-4033	162	7	step	step	NOUN
iajs-4033	162	8	in	in	ADP
iajs-4033	162	9	making	make	VERB
iajs-4033	162	10	the	the	DET
iajs-4033	162	11	information	information	NOUN
iajs-4033	162	12	safer	safe	ADJ
iajs-4033	162	13	,	,	PUNCT
iajs-4033	162	14	more	more	ADV
iajs-4033	162	15	stable	stable	ADJ
iajs-4033	162	16	,	,	PUNCT
iajs-4033	162	17	and	and	CCONJ
iajs-4033	162	18	clearer	clear	ADJ
iajs-4033	162	19	after	after	SCONJ
iajs-4033	162	20	it	it	PRON
iajs-4033	162	21	develops	develop	VERB
iajs-4033	162	22	.	.	PUNCT
iajs-4033	163	1	text	text	NOUN
iajs-4033	163	2	preprocessing	preprocessing	NOUN
iajs-4033	163	3	converts	convert	NOUN
iajs-4033	163	4	text	text	NOUN
iajs-4033	163	5	data	datum	NOUN
iajs-4033	163	6	into	into	ADP
iajs-4033	163	7	a	a	DET
iajs-4033	163	8	more	more	ADV
iajs-4033	163	9	digestible	digestible	ADJ
iajs-4033	163	10	format	format	NOUN
iajs-4033	163	11	that	that	PRON
iajs-4033	163	12	could	could	AUX
iajs-4033	163	13	be	be	AUX
iajs-4033	163	14	easily	easily	ADV
iajs-4033	163	15	processed	process	VERB
iajs-4033	163	16	for	for	ADP
iajs-4033	163	17	further	further	ADJ
iajs-4033	163	18	data	datum	NOUN
iajs-4033	163	19	mining	mining	NOUN
iajs-4033	163	20	and	and	CCONJ
iajs-4033	163	21	machine	machine	NOUN
iajs-4033	163	22	learning	learning	NOUN
iajs-4033	163	23	-	-	PUNCT
iajs-4033	163	24	based	base	VERB
iajs-4033	163	25	ml	ml	NOUN
iajs-4033	163	26	tasks	task	NOUN
iajs-4033	163	27	.	.	PUNCT
iajs-4033	164	1	preprocessing	preprocessing	NOUN
iajs-4033	164	2	is	be	AUX
iajs-4033	164	3	often	often	ADV
iajs-4033	164	4	used	use	VERB
iajs-4033	164	5	during	during	ADP
iajs-4033	164	6	the	the	DET
iajs-4033	164	7	beginning	beginning	NOUN
iajs-4033	164	8	ai	ai	AUX
iajs-4033	164	9	building	build	VERB
iajs-4033	164	10	stages	stage	NOUN
iajs-4033	164	11	to	to	PART
iajs-4033	164	12	make	make	VERB
iajs-4033	164	13	sure	sure	ADJ
iajs-4033	164	14	that	that	SCONJ
iajs-4033	164	15	the	the	DET
iajs-4033	164	16	only	only	ADJ
iajs-4033	164	17	data	datum	NOUN
iajs-4033	164	18	that	that	PRON
iajs-4033	164	19	gets	get	AUX
iajs-4033	164	20	processed	process	VERB
iajs-4033	164	21	is	be	AUX
iajs-4033	164	22	what	what	PRON
iajs-4033	164	23	requires	require	VERB
iajs-4033	164	24	getting	get	VERB
iajs-4033	164	25	through	through	ADP
iajs-4033	164	26	as	as	ADP
iajs-4033	164	27	a	a	DET
iajs-4033	164	28	clean	clean	ADJ
iajs-4033	164	29	feed	feed	NOUN
iajs-4033	164	30	.	.	PUNCT
iajs-4033	165	1	for	for	ADP
iajs-4033	165	2	this	this	DET
iajs-4033	165	3	task	task	NOUN
iajs-4033	165	4	,	,	PUNCT
iajs-4033	165	5	several	several	ADJ
iajs-4033	165	6	steps	step	NOUN
iajs-4033	165	7	are	be	AUX
iajs-4033	165	8	performed	perform	VERB
iajs-4033	165	9	sequentially	sequentially	ADV
iajs-4033	165	10	,	,	PUNCT
iajs-4033	165	11	such	such	ADJ
iajs-4033	165	12	as	as	ADP
iajs-4033	165	13	tokenization	tokenization	NOUN
iajs-4033	165	14	,	,	PUNCT
iajs-4033	165	15	normalization	normalization	NOUN
iajs-4033	165	16	,	,	PUNCT
iajs-4033	165	17	and	and	CCONJ
iajs-4033	165	18	removal	removal	NOUN
iajs-4033	165	19	of	of	ADP
iajs-4033	165	20	the	the	DET
iajs-4033	165	21	punctuations	punctuation	NOUN
iajs-4033	165	22	and	and	CCONJ
iajs-4033	165	23	stop	stop	VERB
iajs-4033	165	24	words	word	NOUN
iajs-4033	165	25	.	.	PUNCT
iajs-4033	166	1	here	here	ADV
iajs-4033	166	2	is	be	AUX
iajs-4033	166	3	the	the	DET
iajs-4033	166	4	preprocess	preprocess	NOUN
iajs-4033	166	5	function	function	NOUN
iajs-4033	166	6	developed	develop	VERB
iajs-4033	166	7	with	with	ADP
iajs-4033	166	8	matlab	matlab	PROPN
iajs-4033	166	9	and	and	CCONJ
iajs-4033	166	10	performed	perform	VERB
iajs-4033	166	11	in	in	ADP
iajs-4033	166	12	the	the	DET
iajs-4033	166	13	given	give	VERB
iajs-4033	166	14	order	order	NOUN
iajs-4033	166	15	(	(	PUNCT
iajs-4033	166	16	25	25	NUM
iajs-4033	166	17	,	,	PUNCT
iajs-4033	166	18	26	26	NUM
iajs-4033	166	19	):	):	PUNCT
iajs-4033	166	20	i.	i.	NOUN
iajs-4033	166	21	tokenization	tokenization	NOUN
iajs-4033	166	22	:	:	PUNCT
iajs-4033	166	23	the	the	DET
iajs-4033	166	24	text	text	NOUN
iajs-4033	166	25	is	be	AUX
iajs-4033	166	26	converted	convert	VERB
iajs-4033	166	27	into	into	ADP
iajs-4033	166	28	tokens	token	NOUN
iajs-4033	166	29	using	use	VERB
iajs-4033	166	30	the	the	DET
iajs-4033	166	31	tokenizeddocument	tokenizeddocument	NOUN
iajs-4033	166	32	function	function	NOUN
iajs-4033	166	33	.	.	PUNCT
iajs-4033	167	1	ii	ii	PROPN
iajs-4033	167	2	.	.	PUNCT
iajs-4033	168	1	normalization	normalization	NOUN
iajs-4033	168	2	:	:	PUNCT
iajs-4033	168	3	spoken	speak	VERB
iajs-4033	168	4	words	word	NOUN
iajs-4033	168	5	are	be	AUX
iajs-4033	168	6	standardized	standardize	VERB
iajs-4033	168	7	using	use	VERB
iajs-4033	168	8	the	the	DET
iajs-4033	168	9	normalizewords	normalizeword	NOUN
iajs-4033	168	10	function	function	NOUN
iajs-4033	168	11	.	.	PUNCT
iajs-4033	169	1	iii	iii	X
iajs-4033	169	2	.	.	PUNCT
iajs-4033	169	3	punctuation	punctuation	NOUN
iajs-4033	169	4	removal	removal	NOUN
iajs-4033	169	5	:	:	PUNCT
iajs-4033	169	6	punctuation	punctuation	NOUN
iajs-4033	169	7	marks	mark	NOUN
iajs-4033	169	8	are	be	AUX
iajs-4033	169	9	erased	erase	VERB
iajs-4033	169	10	using	use	VERB
iajs-4033	169	11	the	the	DET
iajs-4033	169	12	clear	clear	ADJ
iajs-4033	169	13	punctuation	punctuation	NOUN
iajs-4033	169	14	function	function	NOUN
iajs-4033	169	15	.	.	PUNCT
iajs-4033	170	1	iv	iv	X
iajs-4033	170	2	.	.	X
iajs-4033	170	3	stop	stop	VERB
iajs-4033	170	4	word	word	NOUN
iajs-4033	170	5	removal	removal	NOUN
iajs-4033	170	6	:	:	PUNCT
iajs-4033	170	7	common	common	ADJ
iajs-4033	170	8	words	word	NOUN
iajs-4033	170	9	such	such	ADJ
iajs-4033	170	10	as	as	ADP
iajs-4033	170	11	"	"	PUNCT
iajs-4033	170	12	and	and	CCONJ
iajs-4033	170	13	"	"	PUNCT
iajs-4033	170	14	,	,	PUNCT
iajs-4033	170	15	"	"	PUNCT
iajs-4033	170	16	of	of	ADP
iajs-4033	170	17	"	"	PUNCT
iajs-4033	170	18	,	,	PUNCT
iajs-4033	170	19	and	and	CCONJ
iajs-4033	170	20	"	"	PUNCT
iajs-4033	170	21	the	the	PRON
iajs-4033	170	22	"	"	PUNCT
iajs-4033	170	23	are	be	AUX
iajs-4033	170	24	removed	remove	VERB
iajs-4033	170	25	using	use	VERB
iajs-4033	170	26	the	the	DET
iajs-4033	170	27	removestopwords	removestopword	NOUN
iajs-4033	170	28	function	function	NOUN
iajs-4033	170	29	.	.	PUNCT
iajs-4033	171	1	v.	v.	ADP
iajs-4033	171	2	short	short	ADJ
iajs-4033	171	3	words	word	NOUN
iajs-4033	171	4	removal	removal	NOUN
iajs-4033	171	5	:	:	PUNCT
iajs-4033	171	6	words	word	NOUN
iajs-4033	171	7	with	with	ADP
iajs-4033	171	8	two	two	NUM
iajs-4033	171	9	or	or	CCONJ
iajs-4033	171	10	fewer	few	ADJ
iajs-4033	171	11	characters	character	NOUN
iajs-4033	171	12	are	be	AUX
iajs-4033	171	13	discarded	discard	VERB
iajs-4033	171	14	using	use	VERB
iajs-4033	171	15	the	the	DET
iajs-4033	171	16	removeshortwords	removeshortword	NOUN
iajs-4033	171	17	function	function	NOUN
iajs-4033	171	18	.	.	PUNCT
iajs-4033	172	1	vi	vi	X
iajs-4033	172	2	.	.	NOUN
iajs-4033	172	3	long	long	ADJ
iajs-4033	172	4	words	word	NOUN
iajs-4033	172	5	removal	removal	NOUN
iajs-4033	172	6	:	:	PUNCT
iajs-4033	172	7	words	word	NOUN
iajs-4033	172	8	longer	long	ADV
iajs-4033	172	9	than	than	ADP
iajs-4033	172	10	15	15	NUM
iajs-4033	172	11	characters	character	NOUN
iajs-4033	172	12	are	be	AUX
iajs-4033	172	13	removed	remove	VERB
iajs-4033	172	14	using	use	VERB
iajs-4033	172	15	the	the	DET
iajs-4033	172	16	removelongwords	removelongword	NOUN
iajs-4033	172	17	function	function	NOUN
iajs-4033	172	18	.	.	PUNCT
iajs-4033	173	1	preprocessing	preprocessing	NOUN
iajs-4033	173	2	is	be	AUX
iajs-4033	173	3	used	use	VERB
iajs-4033	173	4	with	with	ADP
iajs-4033	173	5	text	text	NOUN
iajs-4033	173	6	tagging	tagging	NOUN
iajs-4033	173	7	where	where	SCONJ
iajs-4033	173	8	a	a	DET
iajs-4033	173	9	bag	bag	NOUN
iajs-4033	173	10	of	of	ADP
iajs-4033	173	11	words	word	NOUN
iajs-4033	173	12	is	be	AUX
iajs-4033	173	13	made	make	VERB
iajs-4033	173	14	removing	remove	VERB
iajs-4033	173	15	words	word	NOUN
iajs-4033	173	16	which	which	PRON
iajs-4033	173	17	do	do	AUX
iajs-4033	173	18	not	not	PART
iajs-4033	173	19	appear	appear	VERB
iajs-4033	173	20	once	once	ADV
iajs-4033	173	21	or	or	CCONJ
iajs-4033	173	22	more	more	ADJ
iajs-4033	173	23	across	across	ADP
iajs-4033	173	24	the	the	DET
iajs-4033	173	25	dataset	dataset	NOUN
iajs-4033	173	26	.	.	PUNCT
iajs-4033	174	1	further	far	ADV
iajs-4033	174	2	,	,	PUNCT
iajs-4033	174	3	any	any	DET
iajs-4033	174	4	documents	document	NOUN
iajs-4033	174	5	that	that	PRON
iajs-4033	174	6	do	do	AUX
iajs-4033	174	7	not	not	PART
iajs-4033	174	8	have	have	VERB
iajs-4033	174	9	any	any	DET
iajs-4033	174	10	searchable	searchable	ADJ
iajs-4033	174	11	words	word	NOUN
iajs-4033	174	12	after	after	SCONJ
iajs-4033	174	13	this	this	DET
iajs-4033	174	14	process	process	NOUN
iajs-4033	174	15	are	be	AUX
iajs-4033	174	16	evacuated	evacuate	VERB
iajs-4033	174	17	from	from	ADP
iajs-4033	174	18	the	the	DET
iajs-4033	174	19	examination	examination	NOUN
iajs-4033	174	20	,	,	PUNCT
iajs-4033	174	21	which	which	PRON
iajs-4033	174	22	guarantees	guarantee	VERB
iajs-4033	174	23	that	that	SCONJ
iajs-4033	174	24	these	these	PRON
iajs-4033	174	25	staying	stay	VERB
iajs-4033	174	26	on	on	ADP
iajs-4033	174	27	-	-	PUNCT
iajs-4033	174	28	message	message	NOUN
iajs-4033	174	29	segments	segment	NOUN
iajs-4033	174	30	will	will	AUX
iajs-4033	174	31	be	be	AUX
iajs-4033	174	32	both	both	ADV
iajs-4033	174	33	applicable	applicable	ADJ
iajs-4033	174	34	and	and	CCONJ
iajs-4033	174	35	still	still	ADV
iajs-4033	174	36	reasonable	reasonable	ADJ
iajs-4033	174	37	(	(	PUNCT
iajs-4033	174	38	27	27	NUM
iajs-4033	174	39	)	)	PUNCT
iajs-4033	174	40	.	.	PUNCT
iajs-4033	175	1	3.6	3.6	NUM
iajs-4033	175	2	lda	lda	NOUN
iajs-4033	175	3	and	and	CCONJ
iajs-4033	175	4	topic	topic	NOUN
iajs-4033	175	5	modeling	modeling	NOUN
iajs-4033	175	6	lda	lda	PROPN
iajs-4033	175	7	is	be	AUX
iajs-4033	175	8	an	an	DET
iajs-4033	175	9	unsupervised	unsupervised	ADJ
iajs-4033	175	10	ml	ml	NOUN
iajs-4033	175	11	algorithm	algorithm	NOUN
iajs-4033	175	12	used	use	VERB
iajs-4033	175	13	to	to	PART
iajs-4033	175	14	find	find	VERB
iajs-4033	175	15	latent	latent	ADJ
iajs-4033	175	16	topics	topic	NOUN
iajs-4033	175	17	of	of	ADP
iajs-4033	175	18	which	which	PRON
iajs-4033	175	19	documents	document	NOUN
iajs-4033	175	20	are	be	AUX
iajs-4033	175	21	a	a	DET
iajs-4033	175	22	mixture	mixture	NOUN
iajs-4033	175	23	.	.	PUNCT
iajs-4033	176	1	the	the	DET
iajs-4033	176	2	basic	basic	ADJ
iajs-4033	176	3	assumption	assumption	NOUN
iajs-4033	176	4	of	of	ADP
iajs-4033	176	5	lda	lda	PROPN
iajs-4033	176	6	is	be	AUX
iajs-4033	176	7	that	that	SCONJ
iajs-4033	176	8	each	each	DET
iajs-4033	176	9	document	document	NOUN
iajs-4033	176	10	in	in	ADP
iajs-4033	176	11	a	a	DET
iajs-4033	176	12	corpus	corpus	NOUN
iajs-4033	176	13	comprises	comprise	VERB
iajs-4033	176	14	an	an	DET
iajs-4033	176	15	unobserved	unobserved	ADJ
iajs-4033	176	16	probabilistic	probabilistic	ADJ
iajs-4033	176	17	distribution	distribution	NOUN
iajs-4033	176	18	of	of	ADP
iajs-4033	176	19	topics	topic	NOUN
iajs-4033	176	20	.	.	PUNCT
iajs-4033	177	1	likewise	likewise	ADV
iajs-4033	177	2	,	,	PUNCT
iajs-4033	177	3	each	each	DET
iajs-4033	177	4	topic	topic	NOUN
iajs-4033	177	5	is	be	AUX
iajs-4033	177	6	a	a	DET
iajs-4033	177	7	distribution	distribution	NOUN
iajs-4033	177	8	over	over	ADP
iajs-4033	177	9	words	word	NOUN
iajs-4033	177	10	so	so	SCONJ
iajs-4033	177	11	that	that	SCONJ
iajs-4033	177	12	some	some	DET
iajs-4033	177	13	words	word	NOUN
iajs-4033	177	14	are	be	AUX
iajs-4033	177	15	more	more	ADV
iajs-4033	177	16	probable	probable	ADJ
iajs-4033	177	17	than	than	ADP
iajs-4033	177	18	others	other	NOUN
iajs-4033	177	19	in	in	ADP
iajs-4033	177	20	each	each	DET
iajs-4033	177	21	topic	topic	NOUN
iajs-4033	177	22	.	.	PUNCT
iajs-4033	178	1	lda	lda	PROPN
iajs-4033	178	2	is	be	AUX
iajs-4033	178	3	also	also	ADV
iajs-4033	178	4	a	a	DET
iajs-4033	178	5	probabilistic	probabilistic	ADJ
iajs-4033	178	6	generative	generative	ADJ
iajs-4033	178	7	model	model	NOUN
iajs-4033	178	8	that	that	PRON
iajs-4033	178	9	tries	try	VERB
iajs-4033	178	10	to	to	PART
iajs-4033	178	11	explain	explain	VERB
iajs-4033	178	12	how	how	SCONJ
iajs-4033	178	13	documents	document	NOUN
iajs-4033	178	14	are	be	AUX
iajs-4033	178	15	created	create	VERB
iajs-4033	178	16	by	by	ADP
iajs-4033	178	17	picking	pick	VERB
iajs-4033	178	18	the	the	DET
iajs-4033	178	19	topic	topic	NOUN
iajs-4033	178	20	for	for	ADP
iajs-4033	178	21	each	each	DET
iajs-4033	178	22	word	word	NOUN
iajs-4033	178	23	in	in	ADP
iajs-4033	178	24	the	the	DET
iajs-4033	178	25	document	document	NOUN
iajs-4033	178	26	from	from	ADP
iajs-4033	178	27	a	a	DET
iajs-4033	178	28	discussion	discussion	NOUN
iajs-4033	178	29	of	of	ADP
iajs-4033	178	30	topics	topic	NOUN
iajs-4033	178	31	for	for	ADP
iajs-4033	178	32	that	that	DET
iajs-4033	178	33	document	document	NOUN
iajs-4033	178	34	and	and	CCONJ
iajs-4033	178	35	then	then	ADV
iajs-4033	178	36	choosing	choose	VERB
iajs-4033	178	37	a	a	DET
iajs-4033	178	38	word	word	NOUN
iajs-4033	178	39	based	base	VERB
iajs-4033	178	40	on	on	ADP
iajs-4033	178	41	that	that	DET
iajs-4033	178	42	selected	select	VERB
iajs-4033	178	43	topic	topic	NOUN
iajs-4033	178	44	.	.	PUNCT
iajs-4033	179	1	the	the	DET
iajs-4033	179	2	core	core	NOUN
iajs-4033	179	3	of	of	ADP
iajs-4033	179	4	the	the	DET
iajs-4033	179	5	framework	framework	NOUN
iajs-4033	179	6	is	be	AUX
iajs-4033	179	7	the	the	DET
iajs-4033	179	8	application	application	NOUN
iajs-4033	179	9	of	of	ADP
iajs-4033	179	10	the	the	DET
iajs-4033	179	11	lda	lda	PROPN
iajs-4033	179	12	algorithm	algorithm	NOUN
iajs-4033	179	13	.	.	PUNCT
iajs-4033	180	1	this	this	DET
iajs-4033	180	2	probabilistic	probabilistic	ADJ
iajs-4033	180	3	model	model	NOUN
iajs-4033	180	4	is	be	AUX
iajs-4033	180	5	designed	design	VERB
iajs-4033	180	6	to	to	PART
iajs-4033	180	7	classify	classify	VERB
iajs-4033	180	8	the	the	DET
iajs-4033	180	9	documents	document	NOUN
iajs-4033	180	10	based	base	VERB
iajs-4033	180	11	on	on	ADP
iajs-4033	180	12	their	their	PRON
iajs-4033	180	13	word	word	NOUN
iajs-4033	180	14	distributions	distribution	NOUN
iajs-4033	180	15	,	,	PUNCT
iajs-4033	180	16	helping	help	VERB
iajs-4033	180	17	to	to	PART
iajs-4033	180	18	identify	identify	VERB
iajs-4033	180	19	key	key	ADJ
iajs-4033	180	20	ihjpas	ihjpa	NOUN
iajs-4033	180	21	.	.	PUNCT
iajs-4033	181	1	2025	2025	NUM
iajs-4033	181	2	,	,	PUNCT
iajs-4033	181	3	38	38	NUM
iajs-4033	181	4	(	(	PUNCT
iajs-4033	181	5	1	1	NUM
iajs-4033	181	6	)	)	PUNCT
iajs-4033	181	7	508	508	NUM
iajs-4033	181	8	topics	topic	NOUN
iajs-4033	181	9	within	within	ADP
iajs-4033	181	10	the	the	DET
iajs-4033	181	11	dataset	dataset	NOUN
iajs-4033	181	12	.	.	PUNCT
iajs-4033	182	1	the	the	DET
iajs-4033	182	2	lda	lda	PROPN
iajs-4033	182	3	algorithm	algorithm	NOUN
iajs-4033	182	4	works	work	VERB
iajs-4033	182	5	by	by	ADP
iajs-4033	182	6	extracting	extract	VERB
iajs-4033	182	7	the	the	DET
iajs-4033	182	8	relevant	relevant	ADJ
iajs-4033	182	9	words	word	NOUN
iajs-4033	182	10	from	from	ADP
iajs-4033	182	11	each	each	DET
iajs-4033	182	12	group	group	NOUN
iajs-4033	182	13	of	of	ADP
iajs-4033	182	14	texts	text	NOUN
iajs-4033	182	15	and	and	CCONJ
iajs-4033	182	16	classifying	classify	VERB
iajs-4033	182	17	them	they	PRON
iajs-4033	182	18	according	accord	VERB
iajs-4033	182	19	to	to	ADP
iajs-4033	182	20	predefined	predefined	ADJ
iajs-4033	182	21	target	target	NOUN
iajs-4033	182	22	topics	topic	NOUN
iajs-4033	182	23	,	,	PUNCT
iajs-4033	182	24	which	which	PRON
iajs-4033	182	25	the	the	DET
iajs-4033	182	26	designer	designer	NOUN
iajs-4033	182	27	specifies	specify	VERB
iajs-4033	182	28	.	.	PUNCT
iajs-4033	183	1	these	these	DET
iajs-4033	183	2	topics	topic	NOUN
iajs-4033	183	3	are	be	AUX
iajs-4033	183	4	stored	store	VERB
iajs-4033	183	5	within	within	ADP
iajs-4033	183	6	the	the	DET
iajs-4033	183	7	layers	layer	NOUN
iajs-4033	183	8	of	of	ADP
iajs-4033	183	9	the	the	DET
iajs-4033	183	10	lda	lda	PROPN
iajs-4033	183	11	model	model	NOUN
iajs-4033	183	12	,	,	PUNCT
iajs-4033	183	13	ensuring	ensure	VERB
iajs-4033	183	14	that	that	SCONJ
iajs-4033	183	15	the	the	DET
iajs-4033	183	16	extracted	extract	VERB
iajs-4033	183	17	topics	topic	NOUN
iajs-4033	183	18	are	be	AUX
iajs-4033	183	19	aligned	align	VERB
iajs-4033	183	20	with	with	ADP
iajs-4033	183	21	the	the	DET
iajs-4033	183	22	intended	intend	VERB
iajs-4033	183	23	research	research	NOUN
iajs-4033	183	24	goals	goal	NOUN
iajs-4033	183	25	.	.	PUNCT
iajs-4033	184	1	the	the	DET
iajs-4033	184	2	following	follow	VERB
iajs-4033	184	3	configurations	configuration	NOUN
iajs-4033	184	4	are	be	AUX
iajs-4033	184	5	made	make	VERB
iajs-4033	184	6	to	to	PART
iajs-4033	184	7	implement	implement	VERB
iajs-4033	184	8	lda	lda	PROPN
iajs-4033	184	9	in	in	ADP
iajs-4033	184	10	matlab	matlab	PROPN
iajs-4033	184	11	(	(	PUNCT
iajs-4033	184	12	28	28	NUM
iajs-4033	184	13	-	-	SYM
iajs-4033	184	14	31	31	NUM
iajs-4033	184	15	)	)	PUNCT
iajs-4033	184	16	.	.	PUNCT
iajs-4033	185	1	the	the	DET
iajs-4033	185	2	‘	'	PUNCT
iajs-4033	185	3	solver	solver	NOUN
iajs-4033	185	4	'	'	PUNCT
iajs-4033	185	5	option	option	NOUN
iajs-4033	185	6	is	be	AUX
iajs-4033	185	7	set	set	VERB
iajs-4033	185	8	to	to	PART
iajs-4033	185	9	savb	savb	VERB
iajs-4033	185	10	,	,	PUNCT
iajs-4033	185	11	controlling	control	VERB
iajs-4033	185	12	the	the	DET
iajs-4033	185	13	algorithm	algorithm	NOUN
iajs-4033	185	14	efficiency	efficiency	NOUN
iajs-4033	185	15	-	-	PUNCT
iajs-4033	185	16	accuracy	accuracy	NOUN
iajs-4033	185	17	tradeoff	tradeoff	NOUN
iajs-4033	185	18	.	.	PUNCT
iajs-4033	186	1	it	it	PRON
iajs-4033	186	2	is	be	AUX
iajs-4033	186	3	important	important	ADJ
iajs-4033	186	4	to	to	PART
iajs-4033	186	5	choose	choose	VERB
iajs-4033	186	6	the	the	DET
iajs-4033	186	7	right	right	ADJ
iajs-4033	186	8	solver	solver	NOUN
iajs-4033	186	9	,	,	PUNCT
iajs-4033	186	10	as	as	SCONJ
iajs-4033	186	11	it	it	PRON
iajs-4033	186	12	directly	directly	ADV
iajs-4033	186	13	affects	affect	VERB
iajs-4033	186	14	the	the	DET
iajs-4033	186	15	quality	quality	NOUN
iajs-4033	186	16	of	of	ADP
iajs-4033	186	17	topics	topic	NOUN
iajs-4033	186	18	generated	generate	VERB
iajs-4033	186	19	and	and	CCONJ
iajs-4033	186	20	the	the	DET
iajs-4033	186	21	overall	overall	ADJ
iajs-4033	186	22	performance	performance	NOUN
iajs-4033	186	23	of	of	ADP
iajs-4033	186	24	the	the	DET
iajs-4033	186	25	lda	lda	PROPN
iajs-4033	186	26	model	model	NOUN
iajs-4033	186	27	.	.	PUNCT
iajs-4033	187	1	to	to	PART
iajs-4033	187	2	prevent	prevent	VERB
iajs-4033	187	3	verbose	verbose	ADJ
iajs-4033	187	4	output	output	NOUN
iajs-4033	187	5	during	during	ADP
iajs-4033	187	6	execution	execution	NOUN
iajs-4033	187	7	,	,	PUNCT
iajs-4033	187	8	often	often	ADV
iajs-4033	187	9	with	with	ADP
iajs-4033	187	10	large	large	ADJ
iajs-4033	187	11	datasets	dataset	NOUN
iajs-4033	187	12	,	,	PUNCT
iajs-4033	187	13	the	the	DET
iajs-4033	187	14	verbose	verbose	NOUN
iajs-4033	187	15	command	command	NOUN
iajs-4033	187	16	is	be	AUX
iajs-4033	187	17	set	set	VERB
iajs-4033	187	18	to	to	ADP
iajs-4033	187	19	0	0	NUM
iajs-4033	187	20	,	,	PUNCT
iajs-4033	187	21	which	which	PRON
iajs-4033	187	22	simply	simply	ADV
iajs-4033	187	23	keeps	keep	VERB
iajs-4033	187	24	the	the	DET
iajs-4033	187	25	output	output	NOUN
iajs-4033	187	26	clean	clean	ADJ
iajs-4033	187	27	and	and	CCONJ
iajs-4033	187	28	free	free	ADJ
iajs-4033	187	29	from	from	ADP
iajs-4033	187	30	unnecessary	unnecessary	ADJ
iajs-4033	187	31	details	detail	NOUN
iajs-4033	187	32	so	so	SCONJ
iajs-4033	187	33	that	that	SCONJ
iajs-4033	187	34	we	we	PRON
iajs-4033	187	35	can	can	AUX
iajs-4033	187	36	focus	focus	VERB
iajs-4033	187	37	on	on	ADP
iajs-4033	187	38	what	what	PRON
iajs-4033	187	39	matters	matter	VERB
iajs-4033	187	40	most	most	ADV
iajs-4033	187	41	.	.	PUNCT
iajs-4033	188	1	it	it	PRON
iajs-4033	188	2	also	also	ADV
iajs-4033	188	3	approximates	approximate	VERB
iajs-4033	188	4	the	the	DET
iajs-4033	188	5	lda	lda	PROPN
iajs-4033	188	6	model	model	NOUN
iajs-4033	188	7	,	,	PUNCT
iajs-4033	188	8	which	which	PRON
iajs-4033	188	9	means	mean	VERB
iajs-4033	188	10	that	that	SCONJ
iajs-4033	188	11	computational	computational	ADJ
iajs-4033	188	12	efficiency	efficiency	NOUN
iajs-4033	188	13	may	may	AUX
iajs-4033	188	14	be	be	AUX
iajs-4033	188	15	improved	improve	VERB
iajs-4033	188	16	for	for	ADP
iajs-4033	188	17	large	large	ADJ
iajs-4033	188	18	data	datum	NOUN
iajs-4033	188	19	sets	set	NOUN
iajs-4033	188	20	by	by	ADP
iajs-4033	188	21	using	use	VERB
iajs-4033	188	22	fewer	few	ADJ
iajs-4033	188	23	passes	pass	NOUN
iajs-4033	188	24	on	on	ADP
iajs-4033	188	25	the	the	DET
iajs-4033	188	26	data	datum	NOUN
iajs-4033	188	27	and	and	CCONJ
iajs-4033	188	28	still	still	ADV
iajs-4033	188	29	getting	get	VERB
iajs-4033	188	30	high	high	ADJ
iajs-4033	188	31	-	-	PUNCT
iajs-4033	188	32	quality	quality	NOUN
iajs-4033	188	33	topics	topic	NOUN
iajs-4033	188	34	.	.	PUNCT
iajs-4033	189	1	few	few	ADJ
iajs-4033	189	2	steps	step	NOUN
iajs-4033	189	3	can	can	AUX
iajs-4033	189	4	be	be	AUX
iajs-4033	189	5	taken	take	VERB
iajs-4033	189	6	to	to	PART
iajs-4033	189	7	overcome	overcome	VERB
iajs-4033	189	8	the	the	DET
iajs-4033	189	9	challenges	challenge	NOUN
iajs-4033	189	10	in	in	ADP
iajs-4033	189	11	detroit	detroit	PROPN
iajs-4033	189	12	,	,	PUNCT
iajs-4033	189	13	which	which	PRON
iajs-4033	189	14	are	be	AUX
iajs-4033	189	15	specific	specific	ADJ
iajs-4033	189	16	to	to	ADP
iajs-4033	189	17	social	social	ADJ
iajs-4033	189	18	media	medium	NOUN
iajs-4033	189	19	data	datum	NOUN
iajs-4033	189	20	since	since	SCONJ
iajs-4033	189	21	it	it	PRON
iajs-4033	189	22	is	be	AUX
iajs-4033	189	23	often	often	ADV
iajs-4033	189	24	noisy	noisy	ADJ
iajs-4033	189	25	,	,	PUNCT
iajs-4033	189	26	short	short	ADJ
iajs-4033	189	27	,	,	PUNCT
iajs-4033	189	28	and	and	CCONJ
iajs-4033	189	29	informal	informal	ADJ
iajs-4033	189	30	language	language	NOUN
iajs-4033	189	31	and	and	CCONJ
iajs-4033	189	32	improves	improve	VERB
iajs-4033	189	33	the	the	DET
iajs-4033	189	34	performance	performance	NOUN
iajs-4033	189	35	of	of	ADP
iajs-4033	189	36	the	the	DET
iajs-4033	189	37	lda	lda	PROPN
iajs-4033	189	38	algorithm	algorithm	NOUN
iajs-4033	189	39	on	on	ADP
iajs-4033	189	40	facebook	facebook	PROPN
iajs-4033	189	41	posts	post	NOUN
iajs-4033	189	42	.	.	PUNCT
iajs-4033	190	1	the	the	DET
iajs-4033	190	2	steps	step	NOUN
iajs-4033	190	3	for	for	ADP
iajs-4033	190	4	enhancing	enhance	VERB
iajs-4033	190	5	the	the	DET
iajs-4033	190	6	lda	lda	NOUN
iajs-4033	190	7	and	and	CCONJ
iajs-4033	190	8	implementing	implement	VERB
iajs-4033	190	9	it	it	PRON
iajs-4033	190	10	in	in	ADP
iajs-4033	190	11	a	a	DET
iajs-4033	190	12	facebook	facebook	NOUN
iajs-4033	190	13	post	post	NOUN
iajs-4033	190	14	are	be	AUX
iajs-4033	190	15	outlined	outline	VERB
iajs-4033	190	16	in	in	ADP
iajs-4033	190	17	table	table	NOUN
iajs-4033	190	18	1	1	NUM
iajs-4033	190	19	with	with	ADP
iajs-4033	190	20	references	reference	NOUN
iajs-4033	190	21	(	(	PUNCT
iajs-4033	190	22	32	32	NUM
iajs-4033	190	23	,	,	PUNCT
iajs-4033	190	24	33	33	NUM
iajs-4033	190	25	):	):	PUNCT
iajs-4033	190	26	i.	i.	PROPN
iajs-4033	190	27	data	data	PROPN
iajs-4033	190	28	preprocessing	preprocessing	NOUN
iajs-4033	190	29	and	and	CCONJ
iajs-4033	190	30	cleaning	cleaning	NOUN
iajs-4033	190	31	:	:	PUNCT
iajs-4033	190	32	handling	handle	VERB
iajs-4033	190	33	informal	informal	ADJ
iajs-4033	190	34	language	language	NOUN
iajs-4033	190	35	in	in	ADP
iajs-4033	190	36	facebook	facebook	NOUN
iajs-4033	190	37	posts	post	NOUN
iajs-4033	190	38	is	be	AUX
iajs-4033	190	39	crucial	crucial	ADJ
iajs-4033	190	40	,	,	PUNCT
iajs-4033	190	41	as	as	SCONJ
iajs-4033	190	42	they	they	PRON
iajs-4033	190	43	often	often	ADV
iajs-4033	190	44	include	include	VERB
iajs-4033	190	45	slang	slang	PROPN
iajs-4033	190	46	,	,	PUNCT
iajs-4033	190	47	abbreviations	abbreviation	NOUN
iajs-4033	190	48	,	,	PUNCT
iajs-4033	190	49	and	and	CCONJ
iajs-4033	190	50	emojis	emoji	NOUN
iajs-4033	190	51	.	.	PUNCT
iajs-4033	191	1	preprocessing	preprocesse	VERB
iajs-4033	191	2	addresses	address	NOUN
iajs-4033	191	3	this	this	PRON
iajs-4033	191	4	by	by	ADP
iajs-4033	191	5	converting	convert	VERB
iajs-4033	191	6	informal	informal	ADJ
iajs-4033	191	7	language	language	NOUN
iajs-4033	191	8	into	into	ADP
iajs-4033	191	9	standardized	standardized	ADJ
iajs-4033	191	10	terms	term	NOUN
iajs-4033	191	11	,	,	PUNCT
iajs-4033	191	12	such	such	ADJ
iajs-4033	191	13	as	as	ADP
iajs-4033	191	14	changing	change	VERB
iajs-4033	191	15	"	"	PUNCT
iajs-4033	191	16	u	u	NOUN
iajs-4033	191	17	"	"	PUNCT
iajs-4033	191	18	to	to	ADP
iajs-4033	191	19	"	"	PUNCT
iajs-4033	191	20	you	you	PRON
iajs-4033	191	21	"	"	PUNCT
iajs-4033	191	22	and	and	CCONJ
iajs-4033	191	23	removing	remove	VERB
iajs-4033	191	24	unnecessary	unnecessary	ADJ
iajs-4033	191	25	elements	element	NOUN
iajs-4033	191	26	like	like	ADP
iajs-4033	191	27	emojis	emoji	NOUN
iajs-4033	191	28	or	or	CCONJ
iajs-4033	191	29	special	special	ADJ
iajs-4033	191	30	characters	character	NOUN
iajs-4033	191	31	.	.	PUNCT
iajs-4033	192	1	in	in	ADP
iajs-4033	192	2	addition	addition	NOUN
iajs-4033	192	3	,	,	PUNCT
iajs-4033	192	4	posts	post	NOUN
iajs-4033	192	5	may	may	AUX
iajs-4033	192	6	sometimes	sometimes	ADV
iajs-4033	192	7	include	include	VERB
iajs-4033	192	8	useless	useless	ADJ
iajs-4033	192	9	or	or	CCONJ
iajs-4033	192	10	irrelevant	irrelevant	ADJ
iajs-4033	192	11	data	datum	NOUN
iajs-4033	192	12	such	such	ADJ
iajs-4033	192	13	as	as	ADP
iajs-4033	192	14	hashtags	hashtag	NOUN
iajs-4033	192	15	,	,	PUNCT
iajs-4033	192	16	links	link	NOUN
iajs-4033	192	17	,	,	PUNCT
iajs-4033	192	18	or	or	CCONJ
iajs-4033	192	19	repeated	repeat	VERB
iajs-4033	192	20	phrases	phrase	NOUN
iajs-4033	192	21	and	and	CCONJ
iajs-4033	192	22	sentences	sentence	NOUN
iajs-4033	192	23	,	,	PUNCT
iajs-4033	192	24	which	which	PRON
iajs-4033	192	25	eliminates	eliminate	VERB
iajs-4033	192	26	this	this	DET
iajs-4033	192	27	clutter	clutter	NOUN
iajs-4033	192	28	,	,	PUNCT
iajs-4033	192	29	guaranteeing	guarantee	VERB
iajs-4033	192	30	that	that	SCONJ
iajs-4033	192	31	the	the	DET
iajs-4033	192	32	lda	lda	PROPN
iajs-4033	192	33	model	model	NOUN
iajs-4033	192	34	concentrates	concentrate	VERB
iajs-4033	192	35	on	on	ADP
iajs-4033	192	36	content	content	NOUN
iajs-4033	192	37	that	that	PRON
iajs-4033	192	38	is	be	AUX
iajs-4033	192	39	important	important	ADJ
iajs-4033	192	40	.	.	PUNCT
iajs-4033	193	1	another	another	DET
iajs-4033	193	2	major	major	ADJ
iajs-4033	193	3	step	step	NOUN
iajs-4033	193	4	is	be	AUX
iajs-4033	193	5	to	to	PART
iajs-4033	193	6	remove	remove	VERB
iajs-4033	193	7	stop	stop	VERB
iajs-4033	193	8	words	word	NOUN
iajs-4033	193	9	that	that	PRON
iajs-4033	193	10	include	include	VERB
iajs-4033	193	11	everyday	everyday	ADJ
iajs-4033	193	12	terms	term	NOUN
iajs-4033	193	13	like	like	ADP
iajs-4033	193	14	(	(	PUNCT
iajs-4033	193	15	the	the	PRON
iajs-4033	193	16	,	,	PUNCT
iajs-4033	193	17	is	be	AUX
iajs-4033	193	18	,	,	PUNCT
iajs-4033	193	19	and	and	CCONJ
iajs-4033	193	20	at	at	ADP
iajs-4033	193	21	)	)	PUNCT
iajs-4033	193	22	,	,	PUNCT
iajs-4033	193	23	which	which	PRON
iajs-4033	193	24	do	do	AUX
iajs-4033	193	25	n't	not	PART
iajs-4033	193	26	aid	aid	VERB
iajs-4033	193	27	in	in	ADP
iajs-4033	193	28	topic	topic	NOUN
iajs-4033	193	29	comprehension	comprehension	NOUN
iajs-4033	193	30	.	.	PUNCT
iajs-4033	194	1	by	by	ADP
iajs-4033	194	2	removing	remove	VERB
iajs-4033	194	3	those	those	DET
iajs-4033	194	4	words	word	NOUN
iajs-4033	194	5	,	,	PUNCT
iajs-4033	194	6	the	the	DET
iajs-4033	194	7	model	model	NOUN
iajs-4033	194	8	is	be	AUX
iajs-4033	194	9	able	able	ADJ
iajs-4033	194	10	to	to	PART
iajs-4033	194	11	identify	identify	VERB
iajs-4033	194	12	more	more	ADV
iajs-4033	194	13	insightful	insightful	ADJ
iajs-4033	194	14	patterns	pattern	NOUN
iajs-4033	194	15	.	.	PUNCT
iajs-4033	195	1	to	to	PART
iajs-4033	195	2	end	end	VERB
iajs-4033	195	3	this	this	PRON
iajs-4033	195	4	,	,	PUNCT
iajs-4033	195	5	lemmatization	lemmatization	NOUN
iajs-4033	195	6	or	or	CCONJ
iajs-4033	195	7	stemming	stemming	NOUN
iajs-4033	195	8	reduces	reduce	VERB
iajs-4033	195	9	words	word	NOUN
iajs-4033	195	10	to	to	ADP
iajs-4033	195	11	their	their	PRON
iajs-4033	195	12	root	root	NOUN
iajs-4033	195	13	forms	form	NOUN
iajs-4033	195	14	,	,	PUNCT
iajs-4033	195	15	such	such	ADJ
iajs-4033	195	16	as	as	ADP
iajs-4033	195	17	“	"	PUNCT
iajs-4033	195	18	running	run	VERB
iajs-4033	195	19	”	"	PUNCT
iajs-4033	195	20	to	to	AUX
iajs-4033	195	21	“	"	PUNCT
iajs-4033	195	22	run	run	VERB
iajs-4033	195	23	.	.	PUNCT
iajs-4033	195	24	”	"	PUNCT
iajs-4033	196	1	also	also	ADV
iajs-4033	196	2	,	,	PUNCT
iajs-4033	196	3	ensuring	ensure	VERB
iajs-4033	196	4	that	that	SCONJ
iajs-4033	196	5	similar	similar	ADJ
iajs-4033	196	6	words	word	NOUN
iajs-4033	196	7	are	be	AUX
iajs-4033	196	8	handled	handle	VERB
iajs-4033	196	9	on	on	ADP
iajs-4033	196	10	a	a	DET
iajs-4033	196	11	basis	basis	NOUN
iajs-4033	196	12	,	,	PUNCT
iajs-4033	196	13	improving	improve	VERB
iajs-4033	196	14	the	the	DET
iajs-4033	196	15	topics	topic	NOUN
iajs-4033	196	16	that	that	PRON
iajs-4033	196	17	are	be	AUX
iajs-4033	196	18	produced	produce	VERB
iajs-4033	196	19	by	by	ADP
iajs-4033	196	20	the	the	DET
iajs-4033	196	21	lda	lda	PROPN
iajs-4033	196	22	algorithm	algorithm	PROPN
iajs-4033	196	23	's	's	PART
iajs-4033	196	24	overall	overall	ADJ
iajs-4033	196	25	coherence	coherence	NOUN
iajs-4033	196	26	.	.	PUNCT
iajs-4033	197	1	ii	ii	PROPN
iajs-4033	197	2	.	.	PUNCT
iajs-4033	198	1	modifying	modify	VERB
iajs-4033	198	2	lda	lda	PROPN
iajs-4033	198	3	for	for	ADP
iajs-4033	198	4	short	short	ADJ
iajs-4033	198	5	texts	text	NOUN
iajs-4033	198	6	:	:	PUNCT
iajs-4033	198	7	lda	lda	PROPN
iajs-4033	198	8	often	often	ADV
iajs-4033	198	9	has	have	VERB
iajs-4033	198	10	a	a	DET
iajs-4033	198	11	difficult	difficult	ADJ
iajs-4033	198	12	time	time	NOUN
iajs-4033	198	13	with	with	ADP
iajs-4033	198	14	short	short	ADJ
iajs-4033	198	15	documents	document	NOUN
iajs-4033	198	16	like	like	ADP
iajs-4033	198	17	facebook	facebook	NOUN
iajs-4033	198	18	posts	post	NOUN
iajs-4033	198	19	,	,	PUNCT
iajs-4033	198	20	for	for	ADP
iajs-4033	198	21	example	example	NOUN
iajs-4033	198	22	,	,	PUNCT
iajs-4033	198	23	and	and	CCONJ
iajs-4033	198	24	this	this	PRON
iajs-4033	198	25	is	be	AUX
iajs-4033	198	26	due	due	ADJ
iajs-4033	198	27	to	to	ADP
iajs-4033	198	28	the	the	DET
iajs-4033	198	29	limited	limited	ADJ
iajs-4033	198	30	context	context	NOUN
iajs-4033	198	31	that	that	SCONJ
iajs-4033	198	32	each	each	DET
iajs-4033	198	33	document	document	NOUN
iajs-4033	198	34	provides	provide	VERB
iajs-4033	198	35	.	.	PUNCT
iajs-4033	199	1	to	to	PART
iajs-4033	199	2	improve	improve	VERB
iajs-4033	199	3	topic	topic	NOUN
iajs-4033	199	4	coherence	coherence	NOUN
iajs-4033	199	5	in	in	ADP
iajs-4033	199	6	these	these	DET
iajs-4033	199	7	cases	case	NOUN
iajs-4033	199	8	,	,	PUNCT
iajs-4033	199	9	one	one	NUM
iajs-4033	199	10	approach	approach	NOUN
iajs-4033	199	11	is	be	AUX
iajs-4033	199	12	to	to	PART
iajs-4033	199	13	aggregate	aggregate	VERB
iajs-4033	199	14	posts	post	NOUN
iajs-4033	199	15	by	by	ADP
iajs-4033	199	16	combining	combine	VERB
iajs-4033	199	17	multiple	multiple	ADJ
iajs-4033	199	18	posts	post	NOUN
iajs-4033	199	19	from	from	ADP
iajs-4033	199	20	the	the	DET
iajs-4033	199	21	same	same	ADJ
iajs-4033	199	22	user	user	NOUN
iajs-4033	199	23	or	or	CCONJ
iajs-4033	199	24	related	relate	VERB
iajs-4033	199	25	to	to	ADP
iajs-4033	199	26	the	the	DET
iajs-4033	199	27	same	same	ADJ
iajs-4033	199	28	topic	topic	NOUN
iajs-4033	199	29	into	into	ADP
iajs-4033	199	30	a	a	DET
iajs-4033	199	31	single	single	ADJ
iajs-4033	199	32	document	document	NOUN
iajs-4033	199	33	.	.	PUNCT
iajs-4033	200	1	this	this	PRON
iajs-4033	200	2	provides	provide	VERB
iajs-4033	200	3	more	more	ADJ
iajs-4033	200	4	context	context	NOUN
iajs-4033	200	5	for	for	SCONJ
iajs-4033	200	6	lda	lda	PROPN
iajs-4033	200	7	to	to	PART
iajs-4033	200	8	extract	extract	VERB
iajs-4033	200	9	meaningful	meaningful	ADJ
iajs-4033	200	10	topics	topic	NOUN
iajs-4033	200	11	.	.	PUNCT
iajs-4033	201	1	another	another	DET
iajs-4033	201	2	strategy	strategy	NOUN
iajs-4033	201	3	involves	involve	VERB
iajs-4033	201	4	integrating	integrate	VERB
iajs-4033	201	5	word	word	NOUN
iajs-4033	201	6	embeddings	embedding	NOUN
iajs-4033	201	7	,	,	PUNCT
iajs-4033	201	8	such	such	ADJ
iajs-4033	201	9	as	as	ADP
iajs-4033	201	10	word2vec	word2vec	NOUN
iajs-4033	201	11	or	or	CCONJ
iajs-4033	201	12	glove	glove	NOUN
iajs-4033	201	13	,	,	PUNCT
iajs-4033	201	14	to	to	PART
iajs-4033	201	15	enhance	enhance	VERB
iajs-4033	201	16	the	the	DET
iajs-4033	201	17	model	model	NOUN
iajs-4033	201	18	's	's	PART
iajs-4033	201	19	understanding	understanding	NOUN
iajs-4033	201	20	of	of	ADP
iajs-4033	201	21	word	word	NOUN
iajs-4033	201	22	relationships	relationship	NOUN
iajs-4033	201	23	.	.	PUNCT
iajs-4033	202	1	word	word	NOUN
iajs-4033	202	2	embeddings	embedding	NOUN
iajs-4033	202	3	capture	capture	VERB
iajs-4033	202	4	semantic	semantic	ADJ
iajs-4033	202	5	similarities	similarity	NOUN
iajs-4033	202	6	between	between	ADP
iajs-4033	202	7	words	word	NOUN
iajs-4033	202	8	,	,	PUNCT
iajs-4033	202	9	improving	improve	VERB
iajs-4033	202	10	the	the	DET
iajs-4033	202	11	quality	quality	NOUN
iajs-4033	202	12	and	and	CCONJ
iajs-4033	202	13	coherence	coherence	NOUN
iajs-4033	202	14	of	of	ADP
iajs-4033	202	15	the	the	DET
iajs-4033	202	16	topics	topic	NOUN
iajs-4033	202	17	inferred	infer	VERB
iajs-4033	202	18	by	by	ADP
iajs-4033	202	19	lda	lda	PROPN
iajs-4033	202	20	.	.	PUNCT
iajs-4033	203	1	iii	iii	PROPN
iajs-4033	203	2	.	.	PUNCT
iajs-4033	204	1	post	post	ADJ
iajs-4033	204	2	-	-	ADJ
iajs-4033	204	3	processing	processing	NOUN
iajs-4033	204	4	to	to	PART
iajs-4033	204	5	improve	improve	VERB
iajs-4033	204	6	topic	topic	NOUN
iajs-4033	204	7	coherence	coherence	NOUN
iajs-4033	204	8	:	:	PUNCT
iajs-4033	204	9	filtering	filter	VERB
iajs-4033	204	10	low	low	ADJ
iajs-4033	204	11	-	-	PUNCT
iajs-4033	204	12	frequency	frequency	NOUN
iajs-4033	204	13	topics	topic	NOUN
iajs-4033	204	14	is	be	AUX
iajs-4033	204	15	an	an	DET
iajs-4033	204	16	important	important	ADJ
iajs-4033	204	17	step	step	NOUN
iajs-4033	204	18	after	after	ADP
iajs-4033	204	19	running	run	VERB
iajs-4033	204	20	lda	lda	PROPN
iajs-4033	204	21	,	,	PUNCT
iajs-4033	204	22	as	as	SCONJ
iajs-4033	204	23	some	some	DET
iajs-4033	204	24	topics	topic	NOUN
iajs-4033	204	25	may	may	AUX
iajs-4033	204	26	be	be	AUX
iajs-4033	204	27	generated	generate	VERB
iajs-4033	204	28	by	by	ADP
iajs-4033	204	29	rare	rare	ADJ
iajs-4033	204	30	words	word	NOUN
iajs-4033	204	31	or	or	CCONJ
iajs-4033	204	32	outliers	outlier	NOUN
iajs-4033	204	33	that	that	PRON
iajs-4033	204	34	do	do	AUX
iajs-4033	204	35	not	not	PART
iajs-4033	204	36	contribute	contribute	VERB
iajs-4033	204	37	meaningfully	meaningfully	ADV
iajs-4033	204	38	to	to	ADP
iajs-4033	204	39	the	the	DET
iajs-4033	204	40	overall	overall	ADJ
iajs-4033	204	41	analysis	analysis	NOUN
iajs-4033	204	42	.	.	PUNCT
iajs-4033	205	1	removing	remove	VERB
iajs-4033	205	2	these	these	DET
iajs-4033	205	3	topics	topic	NOUN
iajs-4033	205	4	helps	help	VERB
iajs-4033	205	5	to	to	PART
iajs-4033	205	6	improve	improve	VERB
iajs-4033	205	7	the	the	DET
iajs-4033	205	8	coherence	coherence	NOUN
iajs-4033	205	9	of	of	ADP
iajs-4033	205	10	the	the	DET
iajs-4033	205	11	remaining	remain	VERB
iajs-4033	205	12	topics	topic	NOUN
iajs-4033	205	13	.	.	PUNCT
iajs-4033	206	1	additionally	additionally	ADV
iajs-4033	206	2	,	,	PUNCT
iajs-4033	206	3	lda	lda	PROPN
iajs-4033	206	4	can	can	AUX
iajs-4033	206	5	sometimes	sometimes	ADV
iajs-4033	206	6	produce	produce	VERB
iajs-4033	206	7	highly	highly	ADV
iajs-4033	206	8	similar	similar	ADJ
iajs-4033	206	9	ihjpas	ihjpa	NOUN
iajs-4033	206	10	.	.	PUNCT
iajs-4033	207	1	2025	2025	NUM
iajs-4033	207	2	,	,	PUNCT
iajs-4033	207	3	38	38	NUM
iajs-4033	207	4	(	(	PUNCT
iajs-4033	207	5	1	1	NUM
iajs-4033	207	6	)	)	PUNCT
iajs-4033	207	7	509	509	NUM
iajs-4033	207	8	topics	topic	NOUN
iajs-4033	207	9	,	,	PUNCT
iajs-4033	207	10	which	which	PRON
iajs-4033	207	11	may	may	AUX
iajs-4033	207	12	overlap	overlap	VERB
iajs-4033	207	13	significantly	significantly	ADV
iajs-4033	207	14	.	.	PUNCT
iajs-4033	208	1	clustering	cluster	VERB
iajs-4033	208	2	and	and	CCONJ
iajs-4033	208	3	merging	merge	VERB
iajs-4033	208	4	these	these	DET
iajs-4033	208	5	similar	similar	ADJ
iajs-4033	208	6	topics	topic	NOUN
iajs-4033	208	7	can	can	AUX
iajs-4033	208	8	create	create	VERB
iajs-4033	208	9	more	more	ADV
iajs-4033	208	10	distinct	distinct	ADJ
iajs-4033	208	11	and	and	CCONJ
iajs-4033	208	12	meaningful	meaningful	ADJ
iajs-4033	208	13	categories	category	NOUN
iajs-4033	208	14	,	,	PUNCT
iajs-4033	208	15	further	far	ADV
iajs-4033	208	16	refining	refine	VERB
iajs-4033	208	17	the	the	DET
iajs-4033	208	18	quality	quality	NOUN
iajs-4033	208	19	of	of	ADP
iajs-4033	208	20	the	the	DET
iajs-4033	208	21	topic	topic	NOUN
iajs-4033	208	22	model	model	NOUN
iajs-4033	208	23	and	and	CCONJ
iajs-4033	208	24	enhancing	enhance	VERB
iajs-4033	208	25	interpretability	interpretability	NOUN
iajs-4033	208	26	.	.	PUNCT
iajs-4033	209	1	iv	iv	X
iajs-4033	209	2	.	.	PUNCT
iajs-4033	209	3	application	application	NOUN
iajs-4033	209	4	to	to	ADP
iajs-4033	209	5	facebook	facebook	PROPN
iajs-4033	209	6	posts	post	NOUN
iajs-4033	209	7	:	:	PUNCT
iajs-4033	209	8	once	once	SCONJ
iajs-4033	209	9	the	the	DET
iajs-4033	209	10	lda	lda	PROPN
iajs-4033	209	11	model	model	NOUN
iajs-4033	209	12	is	be	AUX
iajs-4033	209	13	optimized	optimize	VERB
iajs-4033	209	14	,	,	PUNCT
iajs-4033	209	15	it	it	PRON
iajs-4033	209	16	can	can	AUX
iajs-4033	209	17	be	be	AUX
iajs-4033	209	18	applied	apply	VERB
iajs-4033	209	19	to	to	ADP
iajs-4033	209	20	a	a	DET
iajs-4033	209	21	large	large	ADJ
iajs-4033	209	22	set	set	NOUN
iajs-4033	209	23	of	of	ADP
iajs-4033	209	24	facebook	facebook	NOUN
iajs-4033	209	25	posts	post	NOUN
iajs-4033	209	26	,	,	PUNCT
iajs-4033	209	27	where	where	SCONJ
iajs-4033	209	28	each	each	DET
iajs-4033	209	29	post	post	NOUN
iajs-4033	209	30	is	be	AUX
iajs-4033	209	31	analyzed	analyze	VERB
iajs-4033	209	32	and	and	CCONJ
iajs-4033	209	33	assigned	assign	VERB
iajs-4033	209	34	a	a	DET
iajs-4033	209	35	distribution	distribution	NOUN
iajs-4033	209	36	of	of	ADP
iajs-4033	209	37	topics	topic	NOUN
iajs-4033	209	38	.	.	PUNCT
iajs-4033	210	1	since	since	SCONJ
iajs-4033	210	2	the	the	DET
iajs-4033	210	3	topics	topic	NOUN
iajs-4033	210	4	generated	generate	VERB
iajs-4033	210	5	by	by	ADP
iajs-4033	210	6	lda	lda	PROPN
iajs-4033	210	7	are	be	AUX
iajs-4033	210	8	usually	usually	ADV
iajs-4033	210	9	unlabeled	unlabele	VERB
iajs-4033	210	10	,	,	PUNCT
iajs-4033	210	11	manual	manual	ADJ
iajs-4033	210	12	or	or	CCONJ
iajs-4033	210	13	semi	semi	ADJ
iajs-4033	210	14	-	-	ADJ
iajs-4033	210	15	automated	automated	ADJ
iajs-4033	210	16	labeling	labeling	NOUN
iajs-4033	210	17	is	be	AUX
iajs-4033	210	18	necessary	necessary	ADJ
iajs-4033	210	19	to	to	PART
iajs-4033	210	20	interpret	interpret	VERB
iajs-4033	210	21	the	the	DET
iajs-4033	210	22	results	result	NOUN
iajs-4033	210	23	.	.	PUNCT
iajs-4033	211	1	for	for	ADP
iajs-4033	211	2	example	example	NOUN
iajs-4033	211	3	,	,	PUNCT
iajs-4033	211	4	a	a	DET
iajs-4033	211	5	topic	topic	NOUN
iajs-4033	211	6	containing	contain	VERB
iajs-4033	211	7	words	word	NOUN
iajs-4033	211	8	like	like	ADP
iajs-4033	211	9	"	"	PUNCT
iajs-4033	211	10	vacation	vacation	NOUN
iajs-4033	211	11	,	,	PUNCT
iajs-4033	211	12	"	"	PUNCT
iajs-4033	211	13	"	"	PUNCT
iajs-4033	211	14	beach	beach	NOUN
iajs-4033	211	15	,	,	PUNCT
iajs-4033	211	16	"	"	PUNCT
iajs-4033	211	17	and	and	CCONJ
iajs-4033	211	18	"	"	PUNCT
iajs-4033	211	19	travel	travel	NOUN
iajs-4033	211	20	"	"	PUNCT
iajs-4033	211	21	could	could	AUX
iajs-4033	211	22	be	be	AUX
iajs-4033	211	23	labeled	label	VERB
iajs-4033	211	24	as	as	ADP
iajs-4033	211	25	"	"	PUNCT
iajs-4033	211	26	travel	travel	NOUN
iajs-4033	211	27	&	&	CCONJ
iajs-4033	211	28	leisure	leisure	NOUN
iajs-4033	211	29	.	.	PUNCT
iajs-4033	211	30	"	"	PUNCT
iajs-4033	212	1	additionally	additionally	ADV
iajs-4033	212	2	,	,	PUNCT
iajs-4033	212	3	applying	apply	VERB
iajs-4033	212	4	lda	lda	PROPN
iajs-4033	212	5	to	to	ADP
iajs-4033	212	6	posts	post	NOUN
iajs-4033	212	7	over	over	ADP
iajs-4033	212	8	time	time	NOUN
iajs-4033	212	9	allows	allow	VERB
iajs-4033	212	10	the	the	DET
iajs-4033	212	11	model	model	NOUN
iajs-4033	212	12	to	to	PART
iajs-4033	212	13	detect	detect	VERB
iajs-4033	212	14	trends	trend	NOUN
iajs-4033	212	15	in	in	ADP
iajs-4033	212	16	user	user	NOUN
iajs-4033	212	17	discussions	discussion	NOUN
iajs-4033	212	18	,	,	PUNCT
iajs-4033	212	19	identifying	identify	VERB
iajs-4033	212	20	how	how	SCONJ
iajs-4033	212	21	certain	certain	ADJ
iajs-4033	212	22	topics	topic	NOUN
iajs-4033	212	23	become	become	VERB
iajs-4033	212	24	more	more	ADV
iajs-4033	212	25	or	or	CCONJ
iajs-4033	212	26	less	less	ADV
iajs-4033	212	27	prevalent	prevalent	ADJ
iajs-4033	212	28	.	.	PUNCT
iajs-4033	213	1	lda	lda	PROPN
iajs-4033	213	2	can	can	AUX
iajs-4033	213	3	also	also	ADV
iajs-4033	213	4	be	be	AUX
iajs-4033	213	5	used	use	VERB
iajs-4033	213	6	for	for	ADP
iajs-4033	213	7	user	user	NOUN
iajs-4033	213	8	segmentation	segmentation	NOUN
iajs-4033	213	9	by	by	ADP
iajs-4033	213	10	grouping	group	VERB
iajs-4033	213	11	users	user	NOUN
iajs-4033	213	12	based	base	VERB
iajs-4033	213	13	on	on	ADP
iajs-4033	213	14	the	the	DET
iajs-4033	213	15	most	most	ADV
iajs-4033	213	16	frequently	frequently	ADV
iajs-4033	213	17	discussed	discuss	VERB
iajs-4033	213	18	topics	topic	NOUN
iajs-4033	213	19	.	.	PUNCT
iajs-4033	214	1	it	it	PRON
iajs-4033	214	2	enables	enable	VERB
iajs-4033	214	3	facebook	facebook	NOUN
iajs-4033	214	4	or	or	CCONJ
iajs-4033	214	5	other	other	ADJ
iajs-4033	214	6	analysts	analyst	NOUN
iajs-4033	214	7	to	to	PART
iajs-4033	214	8	create	create	VERB
iajs-4033	214	9	user	user	NOUN
iajs-4033	214	10	segments	segment	NOUN
iajs-4033	214	11	for	for	ADP
iajs-4033	214	12	personalized	personalized	ADJ
iajs-4033	214	13	content	content	NOUN
iajs-4033	214	14	or	or	CCONJ
iajs-4033	214	15	targeted	target	VERB
iajs-4033	214	16	marketing	marketing	NOUN
iajs-4033	214	17	.	.	PUNCT
iajs-4033	215	1	the	the	DET
iajs-4033	215	2	lda	lda	PROPN
iajs-4033	215	3	model	model	PROPN
iajs-4033	215	4	’s	’s	PART
iajs-4033	215	5	effectiveness	effectiveness	NOUN
iajs-4033	215	6	depends	depend	VERB
iajs-4033	215	7	on	on	ADP
iajs-4033	215	8	its	its	PRON
iajs-4033	215	9	ability	ability	NOUN
iajs-4033	215	10	to	to	PART
iajs-4033	215	11	generate	generate	VERB
iajs-4033	215	12	relevant	relevant	ADJ
iajs-4033	215	13	and	and	CCONJ
iajs-4033	215	14	clear	clear	ADJ
iajs-4033	215	15	known	know	VERB
iajs-4033	215	16	topics	topic	NOUN
iajs-4033	215	17	from	from	ADP
iajs-4033	215	18	the	the	DET
iajs-4033	215	19	document	document	NOUN
iajs-4033	215	20	collections	collection	NOUN
iajs-4033	215	21	.	.	PUNCT
iajs-4033	216	1	with	with	ADP
iajs-4033	216	2	what	what	PRON
iajs-4033	216	3	we	we	PRON
iajs-4033	216	4	have	have	AUX
iajs-4033	216	5	,	,	PUNCT
iajs-4033	216	6	the	the	DET
iajs-4033	216	7	model	model	NOUN
iajs-4033	216	8	is	be	AUX
iajs-4033	216	9	applied	apply	VERB
iajs-4033	216	10	to	to	ADP
iajs-4033	216	11	a	a	DET
iajs-4033	216	12	varying	vary	VERB
iajs-4033	216	13	number	number	NOUN
iajs-4033	216	14	of	of	ADP
iajs-4033	216	15	documents	document	NOUN
iajs-4033	216	16	(	(	PUNCT
iajs-4033	216	17	ns	ns	NUM
iajs-4033	216	18	:	:	PUNCT
iajs-4033	216	19	5	5	NUM
iajs-4033	216	20	,	,	PUNCT
iajs-4033	216	21	7	7	NUM
iajs-4033	216	22	,	,	PUNCT
iajs-4033	216	23	10	10	NUM
iajs-4033	216	24	,	,	PUNCT
iajs-4033	216	25	and	and	CCONJ
iajs-4033	216	26	20	20	NUM
iajs-4033	216	27	)	)	PUNCT
iajs-4033	216	28	;	;	PUNCT
iajs-4033	216	29	this	this	PRON
iajs-4033	216	30	ensures	ensure	VERB
iajs-4033	216	31	that	that	SCONJ
iajs-4033	216	32	the	the	DET
iajs-4033	216	33	topic	topic	NOUN
iajs-4033	216	34	extraction	extraction	NOUN
iajs-4033	216	35	is	be	AUX
iajs-4033	216	36	tough	tough	ADJ
iajs-4033	216	37	across	across	ADP
iajs-4033	216	38	different	different	ADJ
iajs-4033	216	39	sample	sample	NOUN
iajs-4033	216	40	sizes	size	NOUN
iajs-4033	216	41	(	(	PUNCT
iajs-4033	216	42	34	34	NUM
iajs-4033	216	43	)	)	PUNCT
iajs-4033	216	44	.	.	PUNCT
iajs-4033	217	1	3.7	3.7	NUM
iajs-4033	217	2	visualization	visualization	NOUN
iajs-4033	217	3	of	of	ADP
iajs-4033	217	4	topics	topic	NOUN
iajs-4033	217	5	:	:	PUNCT
iajs-4033	217	6	after	after	SCONJ
iajs-4033	217	7	the	the	DET
iajs-4033	217	8	lda	lda	PROPN
iajs-4033	217	9	model	model	NOUN
iajs-4033	217	10	has	have	AUX
iajs-4033	217	11	been	be	AUX
iajs-4033	217	12	applied	apply	VERB
iajs-4033	217	13	and	and	CCONJ
iajs-4033	217	14	used	use	VERB
iajs-4033	217	15	,	,	PUNCT
iajs-4033	217	16	the	the	DET
iajs-4033	217	17	next	next	ADJ
iajs-4033	217	18	step	step	NOUN
iajs-4033	217	19	forward	forward	ADV
iajs-4033	217	20	is	be	AUX
iajs-4033	217	21	to	to	PART
iajs-4033	217	22	visualize	visualize	VERB
iajs-4033	217	23	the	the	DET
iajs-4033	217	24	results	result	NOUN
iajs-4033	217	25	by	by	ADP
iajs-4033	217	26	using	use	VERB
iajs-4033	217	27	matlab	matlab	PROPN
iajs-4033	217	28	's	's	PART
iajs-4033	217	29	word	word	NOUN
iajs-4033	217	30	cloud	cloud	NOUN
iajs-4033	217	31	tool	tool	NOUN
iajs-4033	217	32	,	,	PUNCT
iajs-4033	217	33	which	which	PRON
iajs-4033	217	34	provides	provide	VERB
iajs-4033	217	35	a	a	DET
iajs-4033	217	36	visual	visual	ADJ
iajs-4033	217	37	representation	representation	NOUN
iajs-4033	217	38	of	of	ADP
iajs-4033	217	39	the	the	DET
iajs-4033	217	40	words	word	NOUN
iajs-4033	217	41	with	with	ADP
iajs-4033	217	42	the	the	DET
iajs-4033	217	43	highest	high	ADJ
iajs-4033	217	44	percentage	percentage	NOUN
iajs-4033	217	45	in	in	ADP
iajs-4033	217	46	each	each	DET
iajs-4033	217	47	topic	topic	NOUN
iajs-4033	217	48	.	.	PUNCT
iajs-4033	218	1	therefore	therefore	ADV
iajs-4033	218	2	,	,	PUNCT
iajs-4033	218	3	the	the	DET
iajs-4033	218	4	word	word	NOUN
iajs-4033	218	5	cloud	cloud	NOUN
iajs-4033	218	6	for	for	ADP
iajs-4033	218	7	the	the	DET
iajs-4033	218	8	first	first	ADJ
iajs-4033	218	9	four	four	NUM
iajs-4033	218	10	topics	topic	NOUN
iajs-4033	218	11	is	be	AUX
iajs-4033	218	12	generated	generate	VERB
iajs-4033	218	13	,	,	PUNCT
iajs-4033	218	14	allowing	allow	VERB
iajs-4033	218	15	for	for	ADP
iajs-4033	218	16	a	a	DET
iajs-4033	218	17	built	build	VERB
iajs-4033	218	18	-	-	PUNCT
iajs-4033	218	19	in	in	ADP
iajs-4033	218	20	understanding	understanding	NOUN
iajs-4033	218	21	of	of	ADP
iajs-4033	218	22	the	the	DET
iajs-4033	218	23	well	well	ADV
iajs-4033	218	24	-	-	PUNCT
iajs-4033	218	25	known	know	VERB
iajs-4033	218	26	terms	term	NOUN
iajs-4033	218	27	that	that	PRON
iajs-4033	218	28	are	be	AUX
iajs-4033	218	29	associated	associate	VERB
iajs-4033	218	30	with	with	ADP
iajs-4033	218	31	each	each	DET
iajs-4033	218	32	topic	topic	NOUN
iajs-4033	218	33	.	.	PUNCT
iajs-4033	219	1	additionally	additionally	ADV
iajs-4033	219	2	,	,	PUNCT
iajs-4033	219	3	the	the	DET
iajs-4033	219	4	mix	mix	NOUN
iajs-4033	219	5	of	of	ADP
iajs-4033	219	6	topics	topic	NOUN
iajs-4033	219	7	for	for	ADP
iajs-4033	219	8	each	each	DET
iajs-4033	219	9	document	document	NOUN
iajs-4033	219	10	can	can	AUX
iajs-4033	219	11	be	be	AUX
iajs-4033	219	12	visualized	visualize	VERB
iajs-4033	219	13	by	by	ADP
iajs-4033	219	14	converting	convert	VERB
iajs-4033	219	15	the	the	DET
iajs-4033	219	16	documents	document	NOUN
iajs-4033	219	17	into	into	ADP
iajs-4033	219	18	vectors	vector	NOUN
iajs-4033	219	19	.	.	PUNCT
iajs-4033	220	1	this	this	PRON
iajs-4033	220	2	enables	enable	VERB
iajs-4033	220	3	the	the	DET
iajs-4033	220	4	analysis	analysis	NOUN
iajs-4033	220	5	of	of	ADP
iajs-4033	220	6	the	the	DET
iajs-4033	220	7	percentages	percentage	NOUN
iajs-4033	220	8	of	of	ADP
iajs-4033	220	9	each	each	DET
iajs-4033	220	10	matter	matter	NOUN
iajs-4033	220	11	that	that	PRON
iajs-4033	220	12	is	be	AUX
iajs-4033	220	13	present	present	ADJ
iajs-4033	220	14	and	and	CCONJ
iajs-4033	220	15	found	find	VERB
iajs-4033	220	16	in	in	ADP
iajs-4033	220	17	documents	document	NOUN
iajs-4033	220	18	,	,	PUNCT
iajs-4033	220	19	revealing	reveal	VERB
iajs-4033	220	20	the	the	DET
iajs-4033	220	21	complexity	complexity	NOUN
iajs-4033	220	22	of	of	ADP
iajs-4033	220	23	topics	topic	NOUN
iajs-4033	220	24	across	across	ADP
iajs-4033	220	25	the	the	DET
iajs-4033	220	26	dataset	dataset	NOUN
iajs-4033	220	27	.	.	PUNCT
iajs-4033	221	1	the	the	DET
iajs-4033	221	2	topic	topic	NOUN
iajs-4033	221	3	mixture	mixture	NOUN
iajs-4033	221	4	is	be	AUX
iajs-4033	221	5	often	often	ADV
iajs-4033	221	6	visualized	visualize	VERB
iajs-4033	221	7	for	for	ADP
iajs-4033	221	8	the	the	DET
iajs-4033	221	9	first	first	ADJ
iajs-4033	221	10	ns	ns	ADJ
iajs-4033	221	11	number	number	NOUN
iajs-4033	221	12	of	of	ADP
iajs-4033	221	13	documents	document	NOUN
iajs-4033	221	14	,	,	PUNCT
iajs-4033	221	15	which	which	PRON
iajs-4033	221	16	helps	help	VERB
iajs-4033	221	17	to	to	PART
iajs-4033	221	18	identify	identify	VERB
iajs-4033	221	19	patterns	pattern	NOUN
iajs-4033	221	20	and	and	CCONJ
iajs-4033	221	21	the	the	DET
iajs-4033	221	22	overall	overall	ADJ
iajs-4033	221	23	thematic	thematic	ADJ
iajs-4033	221	24	structure	structure	NOUN
iajs-4033	221	25	of	of	ADP
iajs-4033	221	26	the	the	DET
iajs-4033	221	27	data	datum	NOUN
iajs-4033	221	28	.	.	PUNCT
iajs-4033	222	1	the	the	DET
iajs-4033	222	2	visualization	visualization	NOUN
iajs-4033	222	3	of	of	ADP
iajs-4033	222	4	these	these	DET
iajs-4033	222	5	topic	topic	NOUN
iajs-4033	222	6	mixes	mixes	AUX
iajs-4033	222	7	not	not	PART
iajs-4033	222	8	only	only	ADV
iajs-4033	222	9	enhances	enhance	VERB
iajs-4033	222	10	the	the	DET
iajs-4033	222	11	interpretability	interpretability	NOUN
iajs-4033	222	12	of	of	ADP
iajs-4033	222	13	the	the	DET
iajs-4033	222	14	model	model	NOUN
iajs-4033	222	15	results	result	NOUN
iajs-4033	222	16	but	but	CCONJ
iajs-4033	222	17	also	also	ADV
iajs-4033	222	18	facilitates	facilitate	VERB
iajs-4033	222	19	the	the	DET
iajs-4033	222	20	understanding	understanding	NOUN
iajs-4033	222	21	and	and	CCONJ
iajs-4033	222	22	knowledge	knowledge	NOUN
iajs-4033	222	23	of	of	ADP
iajs-4033	222	24	how	how	SCONJ
iajs-4033	222	25	topics	topic	NOUN
iajs-4033	222	26	are	be	AUX
iajs-4033	222	27	distributed	distribute	VERB
iajs-4033	222	28	within	within	ADP
iajs-4033	222	29	the	the	DET
iajs-4033	222	30	dataset	dataset	NOUN
iajs-4033	222	31	,	,	PUNCT
iajs-4033	222	32	allowing	allow	VERB
iajs-4033	222	33	further	further	ADJ
iajs-4033	222	34	actionable	actionable	ADJ
iajs-4033	222	35	insights	insight	NOUN
iajs-4033	222	36	(	(	PUNCT
iajs-4033	222	37	35	35	NUM
iajs-4033	222	38	-	-	SYM
iajs-4033	222	39	40	40	NUM
iajs-4033	222	40	)	)	PUNCT
iajs-4033	222	41	.	.	PUNCT
iajs-4033	223	1	4	4	X
iajs-4033	223	2	.	.	X
iajs-4033	223	3	result	result	NOUN
iajs-4033	223	4	and	and	CCONJ
iajs-4033	223	5	discussion	discussion	VERB
iajs-4033	223	6	the	the	DET
iajs-4033	223	7	given	give	VERB
iajs-4033	223	8	and	and	CCONJ
iajs-4033	223	9	shown	show	VERB
iajs-4033	223	10	method	method	NOUN
iajs-4033	223	11	for	for	ADP
iajs-4033	223	12	the	the	DET
iajs-4033	223	13	text	text	NOUN
iajs-4033	223	14	mining	mining	NOUN
iajs-4033	223	15	was	be	AUX
iajs-4033	223	16	implemented	implement	VERB
iajs-4033	223	17	using	use	VERB
iajs-4033	223	18	matlab	matlab	PROPN
iajs-4033	223	19	version	version	NOUN
iajs-4033	223	20	2020b	2020b	NUM
iajs-4033	223	21	.	.	PUNCT
iajs-4033	224	1	within	within	ADP
iajs-4033	224	2	this	this	DET
iajs-4033	224	3	model	model	NOUN
iajs-4033	224	4	,	,	PUNCT
iajs-4033	224	5	the	the	DET
iajs-4033	224	6	lda	lda	PROPN
iajs-4033	224	7	algorithm	algorithm	NOUN
iajs-4033	224	8	serves	serve	VERB
iajs-4033	224	9	as	as	ADP
iajs-4033	224	10	a	a	DET
iajs-4033	224	11	topic	topic	NOUN
iajs-4033	224	12	mapper	mapper	NOUN
iajs-4033	224	13	to	to	PART
iajs-4033	224	14	detect	detect	VERB
iajs-4033	224	15	key	key	ADJ
iajs-4033	224	16	major	major	ADJ
iajs-4033	224	17	topics	topic	NOUN
iajs-4033	224	18	in	in	ADP
iajs-4033	224	19	a	a	DET
iajs-4033	224	20	document	document	NOUN
iajs-4033	224	21	corpus	corpus	NOUN
iajs-4033	224	22	and	and	CCONJ
iajs-4033	224	23	infer	infer	VERB
iajs-4033	224	24	word	word	NOUN
iajs-4033	224	25	probabilities	probability	NOUN
iajs-4033	224	26	within	within	ADP
iajs-4033	224	27	these	these	DET
iajs-4033	224	28	topics	topic	NOUN
iajs-4033	224	29	.	.	PUNCT
iajs-4033	225	1	this	this	DET
iajs-4033	225	2	initial	initial	ADJ
iajs-4033	225	3	step	step	NOUN
iajs-4033	225	4	involved	involve	VERB
iajs-4033	225	5	the	the	DET
iajs-4033	225	6	process	process	NOUN
iajs-4033	225	7	of	of	ADP
iajs-4033	225	8	uploading	uploading	NOUN
iajs-4033	225	9	project	project	NOUN
iajs-4033	225	10	data	datum	NOUN
iajs-4033	225	11	,	,	PUNCT
iajs-4033	225	12	which	which	PRON
iajs-4033	225	13	consisted	consist	VERB
iajs-4033	225	14	of	of	ADP
iajs-4033	225	15	a	a	DET
iajs-4033	225	16	factory	factory	NOUN
iajs-4033	225	17	report	report	NOUN
iajs-4033	225	18	.	.	PUNCT
iajs-4033	226	1	csv	csv	VERB
iajs-4033	226	2	file	file	NOUN
iajs-4033	226	3	that	that	PRON
iajs-4033	226	4	contains	contain	VERB
iajs-4033	226	5	text	text	NOUN
iajs-4033	226	6	descriptions	description	NOUN
iajs-4033	226	7	and	and	CCONJ
iajs-4033	226	8	categorical	categorical	ADJ
iajs-4033	226	9	labels	label	NOUN
iajs-4033	226	10	for	for	ADP
iajs-4033	226	11	events	event	NOUN
iajs-4033	226	12	within	within	ADP
iajs-4033	226	13	a	a	DET
iajs-4033	226	14	plant	plant	NOUN
iajs-4033	226	15	.	.	PUNCT
iajs-4033	227	1	for	for	ADP
iajs-4033	227	2	example	example	NOUN
iajs-4033	227	3	,	,	PUNCT
iajs-4033	227	4	data	datum	NOUN
iajs-4033	227	5	collected	collect	VERB
iajs-4033	227	6	from	from	ADP
iajs-4033	227	7	facebook	facebook	PROPN
iajs-4033	227	8	was	be	AUX
iajs-4033	227	9	used	use	VERB
iajs-4033	227	10	as	as	ADP
iajs-4033	227	11	factory	factory	NOUN
iajs-4033	227	12	-	-	PUNCT
iajs-4033	227	13	related	relate	VERB
iajs-4033	227	14	information	information	NOUN
iajs-4033	227	15	to	to	PART
iajs-4033	227	16	test	test	VERB
iajs-4033	227	17	the	the	DET
iajs-4033	227	18	model	model	NOUN
iajs-4033	227	19	,	,	PUNCT
iajs-4033	227	20	identifying	identify	VERB
iajs-4033	227	21	four	four	NUM
iajs-4033	227	22	fundamental	fundamental	ADJ
iajs-4033	227	23	topics	topic	NOUN
iajs-4033	227	24	for	for	ADP
iajs-4033	227	25	mining	mining	NOUN
iajs-4033	227	26	.	.	PUNCT
iajs-4033	228	1	there	there	PRON
iajs-4033	228	2	was	be	VERB
iajs-4033	228	3	flexibility	flexibility	NOUN
iajs-4033	228	4	in	in	ADP
iajs-4033	228	5	choosing	choose	VERB
iajs-4033	228	6	the	the	DET
iajs-4033	228	7	number	number	NOUN
iajs-4033	228	8	of	of	ADP
iajs-4033	228	9	subjects	subject	NOUN
iajs-4033	228	10	because	because	SCONJ
iajs-4033	228	11	the	the	DET
iajs-4033	228	12	lda	lda	PROPN
iajs-4033	228	13	model	model	NOUN
iajs-4033	228	14	was	be	AUX
iajs-4033	228	15	developed	develop	VERB
iajs-4033	228	16	using	use	VERB
iajs-4033	228	17	a	a	DET
iajs-4033	228	18	range	range	NOUN
iajs-4033	228	19	of	of	ADP
iajs-4033	228	20	document	document	NOUN
iajs-4033	228	21	counts	count	NOUN
iajs-4033	228	22	(	(	PUNCT
iajs-4033	228	23	ns	ns	NUM
iajs-4033	228	24	=	=	SYM
iajs-4033	228	25	5	5	NUM
iajs-4033	228	26	,	,	PUNCT
iajs-4033	228	27	7	7	NUM
iajs-4033	228	28	,	,	PUNCT
iajs-4033	228	29	10	10	NUM
iajs-4033	228	30	,	,	PUNCT
iajs-4033	228	31	20	20	NUM
iajs-4033	228	32	)	)	PUNCT
iajs-4033	228	33	.	.	PUNCT
iajs-4033	229	1	to	to	PART
iajs-4033	229	2	ensure	ensure	VERB
iajs-4033	229	3	detail	detail	NOUN
iajs-4033	229	4	,	,	PUNCT
iajs-4033	229	5	punctuation	punctuation	NOUN
iajs-4033	229	6	and	and	CCONJ
iajs-4033	229	7	small	small	ADJ
iajs-4033	229	8	and	and	CCONJ
iajs-4033	229	9	large	large	ADJ
iajs-4033	229	10	words	word	NOUN
iajs-4033	229	11	were	be	AUX
iajs-4033	229	12	eliminated	eliminate	VERB
iajs-4033	229	13	during	during	ADP
iajs-4033	229	14	the	the	DET
iajs-4033	229	15	text	text	NOUN
iajs-4033	229	16	mining	mining	NOUN
iajs-4033	229	17	process	process	NOUN
iajs-4033	229	18	.	.	PUNCT
iajs-4033	230	1	the	the	DET
iajs-4033	230	2	results	result	NOUN
iajs-4033	230	3	represent	represent	VERB
iajs-4033	230	4	the	the	DET
iajs-4033	230	5	effectiveness	effectiveness	NOUN
iajs-4033	230	6	of	of	ADP
iajs-4033	230	7	this	this	DET
iajs-4033	230	8	lda	lda	PROPN
iajs-4033	230	9	-	-	PUNCT
iajs-4033	230	10	based	base	VERB
iajs-4033	230	11	model	model	NOUN
iajs-4033	230	12	in	in	ADP
iajs-4033	230	13	successfully	successfully	ADV
iajs-4033	230	14	isolating	isolate	VERB
iajs-4033	230	15	the	the	DET
iajs-4033	230	16	topics	topic	NOUN
iajs-4033	230	17	from	from	ADP
iajs-4033	230	18	the	the	DET
iajs-4033	230	19	input	input	NOUN
iajs-4033	230	20	texts	text	NOUN
iajs-4033	230	21	ihjpas	ihjpa	VERB
iajs-4033	230	22	.	.	PUNCT
iajs-4033	231	1	2025	2025	NUM
iajs-4033	231	2	,	,	PUNCT
iajs-4033	231	3	38	38	NUM
iajs-4033	231	4	(	(	PUNCT
iajs-4033	231	5	1	1	NUM
iajs-4033	231	6	)	)	PUNCT
iajs-4033	231	7	510	510	NUM
iajs-4033	231	8	while	while	SCONJ
iajs-4033	231	9	also	also	ADV
iajs-4033	231	10	removing	remove	VERB
iajs-4033	231	11	fixed	fix	VERB
iajs-4033	231	12	determinants	determinant	NOUN
iajs-4033	231	13	;	;	PUNCT
iajs-4033	231	14	along	along	ADP
iajs-4033	231	15	with	with	ADP
iajs-4033	231	16	that	that	PRON
iajs-4033	231	17	,	,	PUNCT
iajs-4033	231	18	they	they	PRON
iajs-4033	231	19	are	be	AUX
iajs-4033	231	20	visualized	visualize	VERB
iajs-4033	231	21	through	through	ADP
iajs-4033	231	22	matlab	matlab	PROPN
iajs-4033	231	23	’s	’s	PART
iajs-4033	231	24	word	word	NOUN
iajs-4033	231	25	cloud	cloud	PROPN
iajs-4033	231	26	tool	tool	NOUN
iajs-4033	231	27	,	,	PUNCT
iajs-4033	231	28	providing	provide	VERB
iajs-4033	231	29	insights	insight	NOUN
iajs-4033	231	30	into	into	ADP
iajs-4033	231	31	the	the	DET
iajs-4033	231	32	division	division	NOUN
iajs-4033	231	33	of	of	ADP
iajs-4033	231	34	topics	topic	NOUN
iajs-4033	231	35	while	while	SCONJ
iajs-4033	231	36	showing	show	VERB
iajs-4033	231	37	how	how	SCONJ
iajs-4033	231	38	the	the	DET
iajs-4033	231	39	proposed	propose	VERB
iajs-4033	231	40	algorithm	algorithm	NOUN
iajs-4033	231	41	distributes	distribute	VERB
iajs-4033	231	42	topic	topic	NOUN
iajs-4033	231	43	probabilities	probability	NOUN
iajs-4033	231	44	within	within	ADP
iajs-4033	231	45	the	the	DET
iajs-4033	231	46	dataset	dataset	NOUN
iajs-4033	231	47	.	.	PUNCT
iajs-4033	232	1	this	this	DET
iajs-4033	232	2	success	success	NOUN
iajs-4033	232	3	is	be	AUX
iajs-4033	232	4	clearly	clearly	ADV
iajs-4033	232	5	illustrated	illustrate	VERB
iajs-4033	232	6	in	in	ADP
iajs-4033	232	7	figures	figure	NOUN
iajs-4033	232	8	3	3	NUM
iajs-4033	232	9	,	,	PUNCT
iajs-4033	232	10	4	4	NUM
iajs-4033	232	11	,	,	PUNCT
iajs-4033	232	12	and	and	CCONJ
iajs-4033	232	13	5	5	NUM
iajs-4033	232	14	.	.	X
iajs-4033	232	15	figure	figure	NOUN
iajs-4033	232	16	3	3	NUM
iajs-4033	232	17	.	.	PUNCT
iajs-4033	233	1	the	the	DET
iajs-4033	233	2	presentation	presentation	NOUN
iajs-4033	233	3	of	of	ADP
iajs-4033	233	4	the	the	DET
iajs-4033	233	5	cloud	cloud	ADJ
iajs-4033	233	6	word	word	NOUN
iajs-4033	233	7	using	use	VERB
iajs-4033	233	8	text	text	NOUN
iajs-4033	233	9	mining	mining	NOUN
iajs-4033	233	10	for	for	ADP
iajs-4033	233	11	ns=5,7,10	ns=5,7,10	PROPN
iajs-4033	233	12	,	,	PUNCT
iajs-4033	233	13	and	and	CCONJ
iajs-4033	233	14	20	20	NUM
iajs-4033	233	15	documents	document	NOUN
iajs-4033	233	16	.	.	PUNCT
iajs-4033	234	1	in	in	ADP
iajs-4033	234	2	figure	figure	NOUN
iajs-4033	234	3	3	3	NUM
iajs-4033	234	4	,	,	PUNCT
iajs-4033	234	5	we	we	PRON
iajs-4033	234	6	see	see	VERB
iajs-4033	234	7	how	how	SCONJ
iajs-4033	234	8	the	the	DET
iajs-4033	234	9	visualization	visualization	NOUN
iajs-4033	234	10	of	of	ADP
iajs-4033	234	11	topics	topic	NOUN
iajs-4033	234	12	evolves	evolve	VERB
iajs-4033	234	13	with	with	ADP
iajs-4033	234	14	different	different	ADJ
iajs-4033	234	15	sample	sample	NOUN
iajs-4033	234	16	sizes	size	NOUN
iajs-4033	234	17	.	.	PUNCT
iajs-4033	235	1	as	as	ADP
iajs-4033	235	2	the	the	DET
iajs-4033	235	3	number	number	NOUN
iajs-4033	235	4	of	of	ADP
iajs-4033	235	5	documents	document	NOUN
iajs-4033	235	6	(	(	PUNCT
iajs-4033	235	7	ns	ns	NOUN
iajs-4033	235	8	)	)	PUNCT
iajs-4033	235	9	increases	increase	NOUN
iajs-4033	235	10	,	,	PUNCT
iajs-4033	235	11	the	the	DET
iajs-4033	235	12	clarity	clarity	NOUN
iajs-4033	235	13	of	of	ADP
iajs-4033	235	14	topics	topic	NOUN
iajs-4033	235	15	improves	improve	VERB
iajs-4033	235	16	,	,	PUNCT
iajs-4033	235	17	and	and	CCONJ
iajs-4033	235	18	more	more	ADV
iajs-4033	235	19	granular	granular	ADJ
iajs-4033	235	20	and	and	CCONJ
iajs-4033	235	21	distinct	distinct	ADJ
iajs-4033	235	22	topics	topic	NOUN
iajs-4033	235	23	emerge	emerge	VERB
iajs-4033	235	24	.	.	PUNCT
iajs-4033	236	1	for	for	ADP
iajs-4033	236	2	example	example	NOUN
iajs-4033	236	3	,	,	PUNCT
iajs-4033	236	4	at	at	ADP
iajs-4033	236	5	ns	ns	ADJ
iajs-4033	236	6	=	=	SYM
iajs-4033	236	7	5	5	NUM
iajs-4033	236	8	,	,	PUNCT
iajs-4033	236	9	the	the	DET
iajs-4033	236	10	word	word	NOUN
iajs-4033	236	11	clouds	cloud	VERB
iajs-4033	236	12	for	for	ADP
iajs-4033	236	13	each	each	DET
iajs-4033	236	14	topic	topic	NOUN
iajs-4033	236	15	appear	appear	VERB
iajs-4033	236	16	less	less	ADV
iajs-4033	236	17	defined	define	VERB
iajs-4033	236	18	,	,	PUNCT
iajs-4033	236	19	whereas	whereas	SCONJ
iajs-4033	236	20	at	at	ADP
iajs-4033	236	21	ns	ns	NOUN
iajs-4033	236	22	=	=	SYM
iajs-4033	236	23	20	20	NUM
iajs-4033	236	24	,	,	PUNCT
iajs-4033	236	25	the	the	DET
iajs-4033	236	26	topics	topic	NOUN
iajs-4033	236	27	are	be	AUX
iajs-4033	236	28	more	more	ADV
iajs-4033	236	29	well	well	ADV
iajs-4033	236	30	-	-	PUNCT
iajs-4033	236	31	structured	structure	VERB
iajs-4033	236	32	and	and	CCONJ
iajs-4033	236	33	characterized	characterize	VERB
iajs-4033	236	34	by	by	ADP
iajs-4033	236	35	more	more	ADJ
iajs-4033	236	36	specific	specific	ADJ
iajs-4033	236	37	keywords	keyword	NOUN
iajs-4033	236	38	.	.	PUNCT
iajs-4033	237	1	this	this	PRON
iajs-4033	237	2	indicates	indicate	VERB
iajs-4033	237	3	that	that	SCONJ
iajs-4033	237	4	the	the	DET
iajs-4033	237	5	lda	lda	PROPN
iajs-4033	237	6	model	model	NOUN
iajs-4033	237	7	is	be	AUX
iajs-4033	237	8	more	more	ADV
iajs-4033	237	9	effective	effective	ADJ
iajs-4033	237	10	in	in	ADP
iajs-4033	237	11	capturing	capture	VERB
iajs-4033	237	12	refined	refined	ADJ
iajs-4033	237	13	topics	topic	NOUN
iajs-4033	237	14	when	when	SCONJ
iajs-4033	237	15	applied	apply	VERB
iajs-4033	237	16	to	to	ADP
iajs-4033	237	17	a	a	DET
iajs-4033	237	18	larger	large	ADJ
iajs-4033	237	19	set	set	NOUN
iajs-4033	237	20	of	of	ADP
iajs-4033	237	21	documents	document	NOUN
iajs-4033	237	22	,	,	PUNCT
iajs-4033	237	23	allowing	allow	VERB
iajs-4033	237	24	for	for	ADP
iajs-4033	237	25	a	a	DET
iajs-4033	237	26	comprehensive	comprehensive	ADJ
iajs-4033	237	27	analysis	analysis	NOUN
iajs-4033	237	28	of	of	ADP
iajs-4033	237	29	word	word	NOUN
iajs-4033	237	30	distributions	distribution	NOUN
iajs-4033	237	31	and	and	CCONJ
iajs-4033	237	32	co	co	NOUN
iajs-4033	237	33	-	-	NOUN
iajs-4033	237	34	occurrences	occurrence	NOUN
iajs-4033	237	35	.	.	PUNCT
iajs-4033	238	1	figure	figure	VERB
iajs-4033	238	2	4	4	NUM
iajs-4033	238	3	illustrates	illustrate	VERB
iajs-4033	238	4	the	the	DET
iajs-4033	238	5	topic	topic	NOUN
iajs-4033	238	6	probabilities	probability	NOUN
iajs-4033	238	7	across	across	ADP
iajs-4033	238	8	various	various	ADJ
iajs-4033	238	9	n	n	PRON
iajs-4033	238	10	values	value	NOUN
iajs-4033	238	11	.	.	PUNCT
iajs-4033	239	1	the	the	DET
iajs-4033	239	2	histograms	histogram	NOUN
iajs-4033	239	3	represent	represent	VERB
iajs-4033	239	4	the	the	DET
iajs-4033	239	5	likelihood	likelihood	NOUN
iajs-4033	239	6	of	of	ADP
iajs-4033	239	7	specific	specific	ADJ
iajs-4033	239	8	topics	topic	NOUN
iajs-4033	239	9	being	be	AUX
iajs-4033	239	10	associated	associate	VERB
iajs-4033	239	11	with	with	ADP
iajs-4033	239	12	each	each	DET
iajs-4033	239	13	document	document	NOUN
iajs-4033	239	14	.	.	PUNCT
iajs-4033	240	1	the	the	DET
iajs-4033	240	2	topic	topic	NOUN
iajs-4033	240	3	probability	probability	NOUN
iajs-4033	240	4	distribution	distribution	NOUN
iajs-4033	240	5	becomes	become	VERB
iajs-4033	240	6	more	more	ADV
iajs-4033	240	7	spread	spread	VERB
iajs-4033	240	8	out	out	ADP
iajs-4033	240	9	as	as	ADP
iajs-4033	240	10	ns	ns	ADJ
iajs-4033	240	11	increases	increase	NOUN
iajs-4033	240	12	,	,	PUNCT
iajs-4033	240	13	indicating	indicate	VERB
iajs-4033	240	14	that	that	SCONJ
iajs-4033	240	15	a	a	DET
iajs-4033	240	16	larger	large	ADJ
iajs-4033	240	17	and	and	CCONJ
iajs-4033	240	18	more	more	ADV
iajs-4033	240	19	diverse	diverse	ADJ
iajs-4033	240	20	range	range	NOUN
iajs-4033	240	21	of	of	ADP
iajs-4033	240	22	topics	topic	NOUN
iajs-4033	240	23	is	be	AUX
iajs-4033	240	24	detected	detect	VERB
iajs-4033	240	25	across	across	ADP
iajs-4033	240	26	the	the	DET
iajs-4033	240	27	documents	document	NOUN
iajs-4033	240	28	.	.	PUNCT
iajs-4033	241	1	at	at	ADP
iajs-4033	241	2	the	the	DET
iajs-4033	241	3	same	same	ADJ
iajs-4033	241	4	time	time	NOUN
iajs-4033	241	5	,	,	PUNCT
iajs-4033	241	6	smaller	small	ADJ
iajs-4033	241	7	ns	ns	ADJ
iajs-4033	241	8	values	value	NOUN
iajs-4033	241	9	(	(	PUNCT
iajs-4033	241	10	5	5	NUM
iajs-4033	241	11	and	and	CCONJ
iajs-4033	241	12	7	7	NUM
iajs-4033	241	13	)	)	PUNCT
iajs-4033	241	14	show	show	VERB
iajs-4033	241	15	concentrated	concentrated	ADJ
iajs-4033	241	16	topic	topic	NOUN
iajs-4033	241	17	distributions	distribution	NOUN
iajs-4033	241	18	,	,	PUNCT
iajs-4033	241	19	meaning	mean	VERB
iajs-4033	241	20	that	that	SCONJ
iajs-4033	241	21	fewer	few	ADJ
iajs-4033	241	22	topics	topic	NOUN
iajs-4033	241	23	dominate	dominate	VERB
iajs-4033	241	24	the	the	DET
iajs-4033	241	25	documents	document	NOUN
iajs-4033	241	26	.	.	PUNCT
iajs-4033	242	1	for	for	ADP
iajs-4033	242	2	instance	instance	NOUN
iajs-4033	242	3	,	,	PUNCT
iajs-4033	242	4	at	at	ADP
iajs-4033	242	5	ns=5	ns=5	PROPN
iajs-4033	242	6	,	,	PUNCT
iajs-4033	242	7	the	the	DET
iajs-4033	242	8	documents	document	NOUN
iajs-4033	242	9	mainly	mainly	ADV
iajs-4033	242	10	align	align	VERB
iajs-4033	242	11	with	with	ADP
iajs-4033	242	12	two	two	NUM
iajs-4033	242	13	topics	topic	NOUN
iajs-4033	242	14	(	(	PUNCT
iajs-4033	242	15	one	one	NUM
iajs-4033	242	16	and	and	CCONJ
iajs-4033	242	17	four	four	NUM
iajs-4033	242	18	)	)	PUNCT
iajs-4033	242	19	,	,	PUNCT
iajs-4033	242	20	whereas	whereas	SCONJ
iajs-4033	242	21	at	at	ADP
iajs-4033	242	22	ns=20	ns=20	PROPN
iajs-4033	242	23	,	,	PUNCT
iajs-4033	242	24	ihjpas	ihjpas	PROPN
iajs-4033	242	25	.	.	PUNCT
iajs-4033	243	1	2025	2025	NUM
iajs-4033	243	2	,	,	PUNCT
iajs-4033	243	3	38	38	NUM
iajs-4033	243	4	(	(	PUNCT
iajs-4033	243	5	1	1	NUM
iajs-4033	243	6	)	)	PUNCT
iajs-4033	243	7	511	511	NUM
iajs-4033	243	8	the	the	DET
iajs-4033	243	9	documents	document	NOUN
iajs-4033	243	10	are	be	AUX
iajs-4033	243	11	more	more	ADV
iajs-4033	243	12	evenly	evenly	ADV
iajs-4033	243	13	and	and	CCONJ
iajs-4033	243	14	equally	equally	ADV
iajs-4033	243	15	spread	spread	VERB
iajs-4033	243	16	across	across	ADP
iajs-4033	243	17	a	a	DET
iajs-4033	243	18	wider	wide	ADJ
iajs-4033	243	19	set	set	NOUN
iajs-4033	243	20	of	of	ADP
iajs-4033	243	21	topics	topic	NOUN
iajs-4033	243	22	.	.	PUNCT
iajs-4033	244	1	however	however	ADV
iajs-4033	244	2	,	,	PUNCT
iajs-4033	244	3	as	as	SCONJ
iajs-4033	244	4	the	the	DET
iajs-4033	244	5	document	document	NOUN
iajs-4033	244	6	count	count	NOUN
iajs-4033	244	7	increases	increase	VERB
iajs-4033	244	8	to	to	ADP
iajs-4033	244	9	ns	ns	ADJ
iajs-4033	244	10	=	=	NOUN
iajs-4033	244	11	20	20	NUM
iajs-4033	244	12	,	,	PUNCT
iajs-4033	244	13	the	the	DET
iajs-4033	244	14	topic	topic	NOUN
iajs-4033	244	15	mixture	mixture	NOUN
iajs-4033	244	16	becomes	become	VERB
iajs-4033	244	17	more	more	ADV
iajs-4033	244	18	balanced	balanced	ADJ
iajs-4033	244	19	,	,	PUNCT
iajs-4033	244	20	reflecting	reflect	VERB
iajs-4033	244	21	the	the	DET
iajs-4033	244	22	increased	increase	VERB
iajs-4033	244	23	complexity	complexity	NOUN
iajs-4033	244	24	and	and	CCONJ
iajs-4033	244	25	diversity	diversity	NOUN
iajs-4033	244	26	of	of	ADP
iajs-4033	244	27	the	the	DET
iajs-4033	244	28	data	datum	NOUN
iajs-4033	244	29	.	.	PUNCT
iajs-4033	245	1	this	this	PRON
iajs-4033	245	2	illustrates	illustrate	VERB
iajs-4033	245	3	the	the	DET
iajs-4033	245	4	importance	importance	NOUN
iajs-4033	245	5	of	of	ADP
iajs-4033	245	6	sample	sample	NOUN
iajs-4033	245	7	size	size	NOUN
iajs-4033	245	8	in	in	ADP
iajs-4033	245	9	lda	lda	PROPN
iajs-4033	245	10	applications	application	NOUN
iajs-4033	245	11	,	,	PUNCT
iajs-4033	245	12	as	as	SCONJ
iajs-4033	245	13	larger	large	ADJ
iajs-4033	245	14	datasets	dataset	NOUN
iajs-4033	245	15	enable	enable	VERB
iajs-4033	245	16	more	more	ADV
iajs-4033	245	17	detailed	detailed	ADJ
iajs-4033	245	18	and	and	CCONJ
iajs-4033	245	19	nuanced	nuanced	ADJ
iajs-4033	245	20	topic	topic	NOUN
iajs-4033	245	21	detection	detection	NOUN
iajs-4033	245	22	.	.	PUNCT
iajs-4033	246	1	as	as	ADP
iajs-4033	246	2	a	a	DET
iajs-4033	246	3	result	result	NOUN
iajs-4033	246	4	,	,	PUNCT
iajs-4033	246	5	we	we	PRON
iajs-4033	246	6	can	can	AUX
iajs-4033	246	7	see	see	VERB
iajs-4033	246	8	the	the	DET
iajs-4033	246	9	model	model	NOUN
iajs-4033	246	10	’s	’s	PART
iajs-4033	246	11	enhanced	enhance	VERB
iajs-4033	246	12	sensitivity	sensitivity	NOUN
iajs-4033	246	13	in	in	ADP
iajs-4033	246	14	capturing	capture	VERB
iajs-4033	246	15	thematic	thematic	ADJ
iajs-4033	246	16	variations	variation	NOUN
iajs-4033	246	17	as	as	SCONJ
iajs-4033	246	18	the	the	DET
iajs-4033	246	19	dataset	dataset	NOUN
iajs-4033	246	20	grows	grow	VERB
iajs-4033	246	21	.	.	PUNCT
iajs-4033	247	1	furthermore	furthermore	ADV
iajs-4033	247	2	,	,	PUNCT
iajs-4033	247	3	topic	topic	NOUN
iajs-4033	247	4	mixture	mixture	NOUN
iajs-4033	247	5	probabilities	probability	NOUN
iajs-4033	247	6	for	for	ADP
iajs-4033	247	7	individual	individual	ADJ
iajs-4033	247	8	documents	document	NOUN
iajs-4033	247	9	are	be	AUX
iajs-4033	247	10	explained	explain	VERB
iajs-4033	247	11	in	in	ADP
iajs-4033	247	12	figure	figure	NOUN
iajs-4033	247	13	5	5	NUM
iajs-4033	247	14	.	.	PUNCT
iajs-4033	247	15	figure	figure	VERB
iajs-4033	247	16	4	4	NUM
iajs-4033	247	17	.	.	PUNCT
iajs-4033	248	1	the	the	DET
iajs-4033	248	2	probabilities	probability	NOUN
iajs-4033	248	3	achieved	achieve	VERB
iajs-4033	248	4	for	for	ADP
iajs-4033	248	5	the	the	DET
iajs-4033	248	6	documented	document	VERB
iajs-4033	248	7	topic	topic	NOUN
iajs-4033	248	8	with	with	ADP
iajs-4033	248	9	ns=5,7,10	ns=5,7,10	NUM
iajs-4033	248	10	and	and	CCONJ
iajs-4033	248	11	20	20	NUM
iajs-4033	248	12	documents	document	NOUN
iajs-4033	248	13	.	.	PUNCT
iajs-4033	249	1	overall	overall	ADJ
iajs-4033	249	2	,	,	PUNCT
iajs-4033	249	3	as	as	SCONJ
iajs-4033	249	4	demonstrated	demonstrate	VERB
iajs-4033	249	5	by	by	ADP
iajs-4033	249	6	the	the	DET
iajs-4033	249	7	progression	progression	NOUN
iajs-4033	249	8	of	of	ADP
iajs-4033	249	9	results	result	NOUN
iajs-4033	249	10	from	from	ADP
iajs-4033	249	11	ns	ns	ADJ
iajs-4033	249	12	=	=	NOUN
iajs-4033	249	13	5	5	NUM
iajs-4033	249	14	to	to	PART
iajs-4033	249	15	ns	ns	NUM
iajs-4033	249	16	=	=	NOUN
iajs-4033	249	17	20	20	NUM
iajs-4033	249	18	,	,	PUNCT
iajs-4033	249	19	the	the	DET
iajs-4033	249	20	represented	represent	VERB
iajs-4033	249	21	lda	lda	PROPN
iajs-4033	249	22	model	model	NOUN
iajs-4033	249	23	performs	perform	VERB
iajs-4033	249	24	effectively	effectively	ADV
iajs-4033	249	25	across	across	ADP
iajs-4033	249	26	a	a	DET
iajs-4033	249	27	variety	variety	NOUN
iajs-4033	249	28	of	of	ADP
iajs-4033	249	29	document	document	NOUN
iajs-4033	249	30	sizes	size	NOUN
iajs-4033	249	31	.	.	PUNCT
iajs-4033	250	1	this	this	PRON
iajs-4033	250	2	proves	prove	VERB
iajs-4033	250	3	the	the	DET
iajs-4033	250	4	model	model	NOUN
iajs-4033	250	5	's	's	PART
iajs-4033	250	6	ability	ability	NOUN
iajs-4033	250	7	to	to	PART
iajs-4033	250	8	adapt	adapt	VERB
iajs-4033	250	9	to	to	ADP
iajs-4033	250	10	varying	vary	VERB
iajs-4033	250	11	data	datum	NOUN
iajs-4033	250	12	sizes	size	NOUN
iajs-4033	250	13	and	and	CCONJ
iajs-4033	250	14	produce	produce	VERB
iajs-4033	250	15	detailed	detailed	ADJ
iajs-4033	250	16	topic	topic	NOUN
iajs-4033	250	17	analysis	analysis	NOUN
iajs-4033	250	18	,	,	PUNCT
iajs-4033	250	19	making	make	VERB
iajs-4033	250	20	it	it	PRON
iajs-4033	250	21	suitable	suitable	ADJ
iajs-4033	250	22	for	for	ADP
iajs-4033	250	23	mining	mine	VERB
iajs-4033	250	24	large	large	ADJ
iajs-4033	250	25	text	text	NOUN
iajs-4033	250	26	datasets	dataset	NOUN
iajs-4033	250	27	and	and	CCONJ
iajs-4033	250	28	improving	improve	VERB
iajs-4033	250	29	the	the	DET
iajs-4033	250	30	efficiency	efficiency	NOUN
iajs-4033	250	31	of	of	ADP
iajs-4033	250	32	topic	topic	NOUN
iajs-4033	250	33	detection	detection	NOUN
iajs-4033	250	34	in	in	ADP
iajs-4033	250	35	real	real	ADJ
iajs-4033	250	36	-	-	PUNCT
iajs-4033	250	37	world	world	NOUN
iajs-4033	250	38	applications	application	NOUN
iajs-4033	250	39	and	and	CCONJ
iajs-4033	250	40	uses	use	NOUN
iajs-4033	250	41	.	.	PUNCT
iajs-4033	251	1	thus	thus	ADV
iajs-4033	251	2	,	,	PUNCT
iajs-4033	251	3	our	our	PRON
iajs-4033	251	4	suggested	suggest	VERB
iajs-4033	251	5	technique	technique	NOUN
iajs-4033	251	6	will	will	AUX
iajs-4033	251	7	use	use	VERB
iajs-4033	251	8	the	the	DET
iajs-4033	251	9	lda	lda	ADJ
iajs-4033	251	10	algorithm	algorithm	NOUN
iajs-4033	251	11	for	for	ADP
iajs-4033	251	12	text	text	NOUN
iajs-4033	251	13	mining	mining	NOUN
iajs-4033	251	14	and	and	CCONJ
iajs-4033	251	15	apply	apply	VERB
iajs-4033	251	16	particular	particular	ADJ
iajs-4033	251	17	limitations	limitation	NOUN
iajs-4033	251	18	on	on	ADP
iajs-4033	251	19	analyzed	analyze	VERB
iajs-4033	251	20	and	and	CCONJ
iajs-4033	251	21	examined	examine	VERB
iajs-4033	251	22	text	text	NOUN
iajs-4033	251	23	units	unit	NOUN
iajs-4033	251	24	that	that	PRON
iajs-4033	251	25	meet	meet	VERB
iajs-4033	251	26	our	our	PRON
iajs-4033	251	27	design	design	NOUN
iajs-4033	251	28	objectives	objective	NOUN
iajs-4033	251	29	of	of	ADP
iajs-4033	251	30	producing	produce	VERB
iajs-4033	251	31	correct	correct	ADJ
iajs-4033	251	32	and	and	CCONJ
iajs-4033	251	33	clear	clear	ADJ
iajs-4033	251	34	topics	topic	NOUN
iajs-4033	251	35	suitable	suitable	ADJ
iajs-4033	251	36	for	for	ADP
iajs-4033	251	37	safety	safety	NOUN
iajs-4033	251	38	and	and	CCONJ
iajs-4033	251	39	privacy	privacy	NOUN
iajs-4033	251	40	applications	application	NOUN
iajs-4033	251	41	.	.	PUNCT
iajs-4033	252	1	ihjpas	ihjpas	PROPN
iajs-4033	252	2	.	.	PUNCT
iajs-4033	253	1	2025	2025	NUM
iajs-4033	253	2	,	,	PUNCT
iajs-4033	253	3	38	38	NUM
iajs-4033	253	4	(	(	PUNCT
iajs-4033	253	5	1	1	NUM
iajs-4033	253	6	)	)	PUNCT
iajs-4033	253	7	512	512	NUM
iajs-4033	253	8	figure	figure	NOUN
iajs-4033	253	9	5	5	NUM
iajs-4033	253	10	.	.	PUNCT
iajs-4033	254	1	the	the	DET
iajs-4033	254	2	probabilities	probability	NOUN
iajs-4033	254	3	of	of	ADP
iajs-4033	254	4	each	each	DET
iajs-4033	254	5	documented	document	VERB
iajs-4033	254	6	topic	topic	NOUN
iajs-4033	254	7	mixture	mixture	NOUN
iajs-4033	254	8	with	with	ADP
iajs-4033	254	9	ns=5,7,10	ns=5,7,10	NUM
iajs-4033	254	10	and	and	CCONJ
iajs-4033	254	11	20	20	NUM
iajs-4033	254	12	documents	document	NOUN
iajs-4033	254	13	.	.	PUNCT
iajs-4033	255	1	table	table	NOUN
iajs-4033	255	2	3	3	NUM
iajs-4033	255	3	compares	compare	VERB
iajs-4033	255	4	the	the	DET
iajs-4033	255	5	proposed	propose	VERB
iajs-4033	255	6	method	method	NOUN
iajs-4033	255	7	's	's	PART
iajs-4033	255	8	results	result	NOUN
iajs-4033	255	9	with	with	ADP
iajs-4033	255	10	recent	recent	ADJ
iajs-4033	255	11	work	work	NOUN
iajs-4033	255	12	and	and	CCONJ
iajs-4033	255	13	shows	show	VERB
iajs-4033	255	14	its	its	PRON
iajs-4033	255	15	effectiveness	effectiveness	NOUN
iajs-4033	255	16	.	.	PUNCT
iajs-4033	256	1	table	table	NOUN
iajs-4033	256	2	3	3	NUM
iajs-4033	256	3	.	.	PUNCT
iajs-4033	257	1	a	a	DET
iajs-4033	257	2	comparison	comparison	NOUN
iajs-4033	257	3	with	with	ADP
iajs-4033	257	4	recent	recent	ADJ
iajs-4033	257	5	work	work	NOUN
iajs-4033	257	6	.	.	PUNCT
iajs-4033	258	1	5	5	X
iajs-4033	258	2	.	.	X
iajs-4033	258	3	conclusion	conclusion	NOUN
iajs-4033	258	4	this	this	DET
iajs-4033	258	5	paper	paper	NOUN
iajs-4033	258	6	presents	present	VERB
iajs-4033	258	7	a	a	DET
iajs-4033	258	8	strongly	strongly	ADV
iajs-4033	258	9	built	build	VERB
iajs-4033	258	10	approach	approach	NOUN
iajs-4033	258	11	to	to	ADP
iajs-4033	258	12	text	text	NOUN
iajs-4033	258	13	mining	mining	NOUN
iajs-4033	258	14	using	use	VERB
iajs-4033	258	15	the	the	DET
iajs-4033	258	16	latent	latent	NOUN
iajs-4033	258	17	dirichlet	dirichlet	PROPN
iajs-4033	258	18	allocation	allocation	NOUN
iajs-4033	258	19	(	(	PUNCT
iajs-4033	258	20	lda	lda	PROPN
iajs-4033	258	21	)	)	PUNCT
iajs-4033	258	22	algorithm	algorithm	NOUN
iajs-4033	258	23	,	,	PUNCT
iajs-4033	258	24	specifically	specifically	ADV
iajs-4033	258	25	applied	apply	VERB
iajs-4033	258	26	to	to	ADP
iajs-4033	258	27	social	social	ADJ
iajs-4033	258	28	media	medium	NOUN
iajs-4033	258	29	data	datum	NOUN
iajs-4033	258	30	.	.	PUNCT
iajs-4033	259	1	this	this	DET
iajs-4033	259	2	method	method	NOUN
iajs-4033	259	3	proves	prove	VERB
iajs-4033	259	4	its	its	PRON
iajs-4033	259	5	effectiveness	effectiveness	NOUN
iajs-4033	259	6	in	in	ADP
iajs-4033	259	7	identifying	identify	VERB
iajs-4033	259	8	key	key	ADJ
iajs-4033	259	9	topics	topic	NOUN
iajs-4033	259	10	within	within	ADP
iajs-4033	259	11	large	large	ADJ
iajs-4033	259	12	and	and	CCONJ
iajs-4033	259	13	complex	complex	ADJ
iajs-4033	259	14	datasets	dataset	NOUN
iajs-4033	259	15	while	while	SCONJ
iajs-4033	259	16	providing	provide	VERB
iajs-4033	259	17	a	a	DET
iajs-4033	259	18	more	more	ADV
iajs-4033	259	19	structured	structured	ADJ
iajs-4033	259	20	understanding	understanding	NOUN
iajs-4033	259	21	of	of	ADP
iajs-4033	259	22	unorganized	unorganized	ADJ
iajs-4033	259	23	text	text	NOUN
iajs-4033	259	24	data	datum	NOUN
iajs-4033	259	25	.	.	PUNCT
iajs-4033	260	1	this	this	PRON
iajs-4033	260	2	is	be	AUX
iajs-4033	260	3	done	do	VERB
iajs-4033	260	4	by	by	ADP
iajs-4033	260	5	improving	improve	VERB
iajs-4033	260	6	the	the	DET
iajs-4033	260	7	efficiency	efficiency	NOUN
iajs-4033	260	8	and	and	CCONJ
iajs-4033	260	9	accuracy	accuracy	NOUN
iajs-4033	260	10	of	of	ADP
iajs-4033	260	11	topic	topic	NOUN
iajs-4033	260	12	detection	detection	NOUN
iajs-4033	260	13	.	.	PUNCT
iajs-4033	261	1	the	the	DET
iajs-4033	261	2	proposed	propose	VERB
iajs-4033	261	3	approach	approach	NOUN
iajs-4033	261	4	addresses	address	VERB
iajs-4033	261	5	the	the	DET
iajs-4033	261	6	challenges	challenge	NOUN
iajs-4033	261	7	and	and	CCONJ
iajs-4033	261	8	difficulties	difficulty	NOUN
iajs-4033	261	9	of	of	ADP
iajs-4033	261	10	processing	process	VERB
iajs-4033	261	11	vast	vast	ADJ
iajs-4033	261	12	amounts	amount	NOUN
iajs-4033	261	13	of	of	ADP
iajs-4033	261	14	data	datum	NOUN
iajs-4033	261	15	,	,	PUNCT
iajs-4033	261	16	such	such	ADJ
iajs-4033	261	17	as	as	ADP
iajs-4033	261	18	those	those	PRON
iajs-4033	261	19	found	find	VERB
iajs-4033	261	20	on	on	ADP
iajs-4033	261	21	platforms	platform	NOUN
iajs-4033	261	22	like	like	ADP
iajs-4033	261	23	facebook	facebook	PROPN
iajs-4033	261	24	.	.	PUNCT
iajs-4033	262	1	it	it	PRON
iajs-4033	262	2	utilized	utilize	VERB
iajs-4033	262	3	real	real	ADJ
iajs-4033	262	4	-	-	PUNCT
iajs-4033	262	5	world	world	NOUN
iajs-4033	262	6	social	social	ADJ
iajs-4033	262	7	no	no	DET
iajs-4033	262	8	recent	recent	ADJ
iajs-4033	262	9	work	work	NOUN
iajs-4033	262	10	method	method	NOUN
iajs-4033	262	11	used	use	VERB
iajs-4033	262	12	1	1	NUM
iajs-4033	262	13	it	it	PRON
iajs-4033	262	14	is	be	AUX
iajs-4033	262	15	based	base	VERB
iajs-4033	262	16	on	on	ADP
iajs-4033	262	17	a	a	DET
iajs-4033	262	18	relatively	relatively	ADV
iajs-4033	262	19	small	small	ADJ
iajs-4033	262	20	sample	sample	NOUN
iajs-4033	262	21	of	of	ADP
iajs-4033	262	22	texts	text	NOUN
iajs-4033	262	23	that	that	PRON
iajs-4033	262	24	can	can	AUX
iajs-4033	262	25	not	not	PART
iajs-4033	262	26	be	be	AUX
iajs-4033	262	27	validated	validate	VERB
iajs-4033	262	28	using	use	VERB
iajs-4033	262	29	big	big	ADJ
iajs-4033	262	30	data	datum	NOUN
iajs-4033	262	31	.	.	PUNCT
iajs-4033	263	1	it	it	PRON
iajs-4033	263	2	is	be	AUX
iajs-4033	263	3	implemented	implement	VERB
iajs-4033	263	4	on	on	ADP
iajs-4033	263	5	a	a	DET
iajs-4033	263	6	large	large	ADJ
iajs-4033	263	7	amount	amount	NOUN
iajs-4033	263	8	of	of	ADP
iajs-4033	263	9	data	datum	NOUN
iajs-4033	263	10	and	and	CCONJ
iajs-4033	263	11	can	can	AUX
iajs-4033	263	12	be	be	AUX
iajs-4033	263	13	applied	apply	VERB
iajs-4033	263	14	to	to	ADP
iajs-4033	263	15	big	big	ADJ
iajs-4033	263	16	data	datum	NOUN
iajs-4033	263	17	in	in	ADP
iajs-4033	263	18	the	the	DET
iajs-4033	263	19	future	future	NOUN
iajs-4033	263	20	.	.	PUNCT
iajs-4033	264	1	2	2	NUM
iajs-4033	264	2	the	the	DET
iajs-4033	264	3	images	image	NOUN
iajs-4033	264	4	in	in	ADP
iajs-4033	264	5	the	the	DET
iajs-4033	264	6	tweet	tweet	NOUN
iajs-4033	264	7	can	can	AUX
iajs-4033	264	8	be	be	AUX
iajs-4033	264	9	considered	consider	VERB
iajs-4033	264	10	when	when	SCONJ
iajs-4033	264	11	implementing	implement	VERB
iajs-4033	264	12	the	the	DET
iajs-4033	264	13	model	model	NOUN
iajs-4033	264	14	.	.	PUNCT
iajs-4033	265	1	the	the	DET
iajs-4033	265	2	images	image	NOUN
iajs-4033	265	3	in	in	ADP
iajs-4033	265	4	the	the	DET
iajs-4033	265	5	tweet	tweet	NOUN
iajs-4033	265	6	can	can	AUX
iajs-4033	265	7	be	be	AUX
iajs-4033	265	8	considered	consider	VERB
iajs-4033	265	9	when	when	SCONJ
iajs-4033	265	10	implementing	implement	VERB
iajs-4033	265	11	the	the	DET
iajs-4033	265	12	model	model	NOUN
iajs-4033	265	13	.	.	PUNCT
iajs-4033	266	1	3	3	NUM
iajs-4033	266	2	the	the	DET
iajs-4033	266	3	performance	performance	NOUN
iajs-4033	266	4	can	can	AUX
iajs-4033	266	5	be	be	AUX
iajs-4033	266	6	affected	affect	VERB
iajs-4033	266	7	by	by	ADP
iajs-4033	266	8	more	more	ADJ
iajs-4033	266	9	enormous	enormous	ADJ
iajs-4033	266	10	datasets	dataset	NOUN
iajs-4033	266	11	or	or	CCONJ
iajs-4033	266	12	images	image	NOUN
iajs-4033	266	13	.	.	PUNCT
iajs-4033	267	1	the	the	DET
iajs-4033	267	2	performance	performance	NOUN
iajs-4033	267	3	will	will	AUX
iajs-4033	267	4	not	not	PART
iajs-4033	267	5	be	be	AUX
iajs-4033	267	6	that	that	ADV
iajs-4033	267	7	much	much	ADV
iajs-4033	267	8	affected	affect	VERB
iajs-4033	267	9	in	in	ADP
iajs-4033	267	10	the	the	DET
iajs-4033	267	11	case	case	NOUN
iajs-4033	267	12	of	of	ADP
iajs-4033	267	13	more	more	ADV
iajs-4033	267	14	enormous	enormous	ADJ
iajs-4033	267	15	datasets	dataset	NOUN
iajs-4033	267	16	or	or	CCONJ
iajs-4033	267	17	images	image	NOUN
iajs-4033	267	18	.	.	PUNCT
iajs-4033	268	1	ihjpas	ihjpas	PROPN
iajs-4033	268	2	.	.	PUNCT
iajs-4033	269	1	2025	2025	NUM
iajs-4033	269	2	,	,	PUNCT
iajs-4033	269	3	38	38	NUM
iajs-4033	269	4	(	(	PUNCT
iajs-4033	269	5	1	1	NUM
iajs-4033	269	6	)	)	PUNCT
iajs-4033	269	7	513	513	NUM
iajs-4033	269	8	media	medium	NOUN
iajs-4033	269	9	data	datum	NOUN
iajs-4033	269	10	to	to	PART
iajs-4033	269	11	enhance	enhance	VERB
iajs-4033	269	12	the	the	DET
iajs-4033	269	13	relevance	relevance	NOUN
iajs-4033	269	14	of	of	ADP
iajs-4033	269	15	the	the	DET
iajs-4033	269	16	findings	finding	NOUN
iajs-4033	269	17	for	for	ADP
iajs-4033	269	18	practical	practical	ADJ
iajs-4033	269	19	applications	application	NOUN
iajs-4033	269	20	,	,	PUNCT
iajs-4033	269	21	including	include	VERB
iajs-4033	269	22	sentiment	sentiment	NOUN
iajs-4033	269	23	analysis	analysis	NOUN
iajs-4033	269	24	,	,	PUNCT
iajs-4033	269	25	trend	trend	NOUN
iajs-4033	269	26	prediction	prediction	NOUN
iajs-4033	269	27	,	,	PUNCT
iajs-4033	269	28	and	and	CCONJ
iajs-4033	269	29	security	security	NOUN
iajs-4033	269	30	monitoring	monitoring	NOUN
iajs-4033	269	31	.	.	PUNCT
iajs-4033	270	1	this	this	DET
iajs-4033	270	2	method	method	NOUN
iajs-4033	270	3	improved	improve	VERB
iajs-4033	270	4	existing	exist	VERB
iajs-4033	270	5	lda	lda	NOUN
iajs-4033	270	6	-	-	PUNCT
iajs-4033	270	7	based	base	VERB
iajs-4033	270	8	techniques	technique	NOUN
iajs-4033	270	9	and	and	CCONJ
iajs-4033	270	10	reduced	reduce	VERB
iajs-4033	270	11	errors	error	NOUN
iajs-4033	270	12	and	and	CCONJ
iajs-4033	270	13	performance	performance	NOUN
iajs-4033	270	14	by	by	ADP
iajs-4033	270	15	tuning	tune	VERB
iajs-4033	270	16	the	the	DET
iajs-4033	270	17	preprocessing	preprocessing	NOUN
iajs-4033	270	18	and	and	CCONJ
iajs-4033	270	19	text	text	NOUN
iajs-4033	270	20	classification	classification	NOUN
iajs-4033	270	21	steps	step	NOUN
iajs-4033	270	22	.	.	PUNCT
iajs-4033	271	1	these	these	DET
iajs-4033	271	2	advancements	advancement	NOUN
iajs-4033	271	3	make	make	VERB
iajs-4033	271	4	it	it	PRON
iajs-4033	271	5	more	more	ADV
iajs-4033	271	6	suitable	suitable	ADJ
iajs-4033	271	7	for	for	ADP
iajs-4033	271	8	handling	handle	VERB
iajs-4033	271	9	the	the	DET
iajs-4033	271	10	noisy	noisy	ADJ
iajs-4033	271	11	,	,	PUNCT
iajs-4033	271	12	diverse	diverse	ADJ
iajs-4033	271	13	,	,	PUNCT
iajs-4033	271	14	and	and	CCONJ
iajs-4033	271	15	unstructured	unstructured	ADJ
iajs-4033	271	16	data	datum	NOUN
iajs-4033	271	17	that	that	PRON
iajs-4033	271	18	social	social	ADJ
iajs-4033	271	19	media	medium	NOUN
iajs-4033	271	20	platforms	platform	NOUN
iajs-4033	271	21	generate	generate	VERB
iajs-4033	271	22	.	.	PUNCT
iajs-4033	272	1	moreover	moreover	ADV
iajs-4033	272	2	,	,	PUNCT
iajs-4033	272	3	the	the	DET
iajs-4033	272	4	latent	latent	ADJ
iajs-4033	272	5	dirichlet	dirichlet	PROPN
iajs-4033	272	6	allocation	allocation	NOUN
iajs-4033	272	7	(	(	PUNCT
iajs-4033	272	8	lda	lda	PROPN
iajs-4033	272	9	)	)	PUNCT
iajs-4033	272	10	algorithm	algorithm	NOUN
iajs-4033	272	11	has	have	AUX
iajs-4033	272	12	proven	prove	VERB
iajs-4033	272	13	to	to	ADP
iajs-4033	272	14	us	we	PRON
iajs-4033	272	15	that	that	SCONJ
iajs-4033	272	16	it	it	PRON
iajs-4033	272	17	is	be	AUX
iajs-4033	272	18	a	a	DET
iajs-4033	272	19	valuable	valuable	ADJ
iajs-4033	272	20	tool	tool	NOUN
iajs-4033	272	21	in	in	ADP
iajs-4033	272	22	the	the	DET
iajs-4033	272	23	field	field	NOUN
iajs-4033	272	24	of	of	ADP
iajs-4033	272	25	digital	digital	ADJ
iajs-4033	272	26	forensics	forensic	NOUN
iajs-4033	272	27	involving	involve	VERB
iajs-4033	272	28	textual	textual	ADJ
iajs-4033	272	29	data	datum	NOUN
iajs-4033	272	30	analysis	analysis	NOUN
iajs-4033	272	31	and	and	CCONJ
iajs-4033	272	32	topic	topic	NOUN
iajs-4033	272	33	modeling	modeling	NOUN
iajs-4033	272	34	.	.	PUNCT
iajs-4033	273	1	it	it	PRON
iajs-4033	273	2	has	have	AUX
iajs-4033	273	3	been	be	AUX
iajs-4033	273	4	shown	show	VERB
iajs-4033	273	5	to	to	PART
iajs-4033	273	6	be	be	AUX
iajs-4033	273	7	able	able	ADJ
iajs-4033	273	8	to	to	PART
iajs-4033	273	9	uncover	uncover	VERB
iajs-4033	273	10	topics	topic	NOUN
iajs-4033	273	11	in	in	ADP
iajs-4033	273	12	unstructured	unstructured	ADJ
iajs-4033	273	13	textual	textual	ADJ
iajs-4033	273	14	data	datum	NOUN
iajs-4033	273	15	,	,	PUNCT
iajs-4033	273	16	which	which	PRON
iajs-4033	273	17	also	also	ADV
iajs-4033	273	18	makes	make	VERB
iajs-4033	273	19	it	it	PRON
iajs-4033	273	20	useful	useful	ADJ
iajs-4033	273	21	in	in	ADP
iajs-4033	273	22	analyzing	analyze	VERB
iajs-4033	273	23	digital	digital	ADJ
iajs-4033	273	24	evidence	evidence	NOUN
iajs-4033	273	25	,	,	PUNCT
iajs-4033	273	26	such	such	ADJ
iajs-4033	273	27	as	as	ADP
iajs-4033	273	28	emails	email	NOUN
iajs-4033	273	29	and	and	CCONJ
iajs-4033	273	30	documents	document	NOUN
iajs-4033	273	31	,	,	PUNCT
iajs-4033	273	32	and	and	CCONJ
iajs-4033	273	33	efficiently	efficiently	ADV
iajs-4033	273	34	summarize	summarize	VERB
iajs-4033	273	35	data	datum	NOUN
iajs-4033	273	36	that	that	PRON
iajs-4033	273	37	might	might	AUX
iajs-4033	273	38	otherwise	otherwise	ADV
iajs-4033	273	39	remain	remain	VERB
iajs-4033	273	40	hidden	hidden	ADJ
iajs-4033	273	41	.	.	PUNCT
iajs-4033	274	1	despite	despite	SCONJ
iajs-4033	274	2	its	its	PRON
iajs-4033	274	3	advantages	advantage	NOUN
iajs-4033	274	4	,	,	PUNCT
iajs-4033	274	5	the	the	DET
iajs-4033	274	6	algorithm	algorithm	NOUN
iajs-4033	274	7	has	have	VERB
iajs-4033	274	8	challenges	challenge	NOUN
iajs-4033	274	9	,	,	PUNCT
iajs-4033	274	10	such	such	ADJ
iajs-4033	274	11	as	as	ADP
iajs-4033	274	12	its	its	PRON
iajs-4033	274	13	reliance	reliance	NOUN
iajs-4033	274	14	on	on	ADP
iajs-4033	274	15	parameter	parameter	NOUN
iajs-4033	274	16	tuning	tuning	NOUN
iajs-4033	274	17	for	for	ADP
iajs-4033	274	18	large	large	ADJ
iajs-4033	274	19	data	datum	NOUN
iajs-4033	274	20	sets	set	NOUN
iajs-4033	274	21	and	and	CCONJ
iajs-4033	274	22	its	its	PRON
iajs-4033	274	23	inability	inability	NOUN
iajs-4033	274	24	to	to	PART
iajs-4033	274	25	interpret	interpret	VERB
iajs-4033	274	26	message	message	NOUN
iajs-4033	274	27	patterns	pattern	NOUN
iajs-4033	274	28	directly	directly	ADV
iajs-4033	274	29	.	.	PUNCT
iajs-4033	275	1	in	in	ADP
iajs-4033	275	2	conclusion	conclusion	NOUN
iajs-4033	275	3	,	,	PUNCT
iajs-4033	275	4	linear	linear	ADJ
iajs-4033	275	5	data	datum	NOUN
iajs-4033	275	6	analysis	analysis	NOUN
iajs-4033	275	7	technology	technology	NOUN
iajs-4033	275	8	contributes	contribute	VERB
iajs-4033	275	9	significantly	significantly	ADV
iajs-4033	275	10	to	to	ADP
iajs-4033	275	11	the	the	DET
iajs-4033	275	12	analytical	analytical	ADJ
iajs-4033	275	13	toolkit	toolkit	NOUN
iajs-4033	275	14	used	use	VERB
iajs-4033	275	15	in	in	ADP
iajs-4033	275	16	digital	digital	ADJ
iajs-4033	275	17	forensic	forensic	ADJ
iajs-4033	275	18	social	social	ADJ
iajs-4033	275	19	media	medium	NOUN
iajs-4033	275	20	investigations	investigation	NOUN
iajs-4033	275	21	such	such	ADJ
iajs-4033	275	22	as	as	ADP
iajs-4033	275	23	facebook	facebook	PROPN
iajs-4033	275	24	.	.	PUNCT
iajs-4033	276	1	integrating	integrate	VERB
iajs-4033	276	2	this	this	DET
iajs-4033	276	3	approach	approach	NOUN
iajs-4033	276	4	into	into	ADP
iajs-4033	276	5	security	security	NOUN
iajs-4033	276	6	and	and	CCONJ
iajs-4033	276	7	surveillance	surveillance	NOUN
iajs-4033	276	8	applications	application	NOUN
iajs-4033	276	9	opens	open	VERB
iajs-4033	276	10	new	new	ADJ
iajs-4033	276	11	possibilities	possibility	NOUN
iajs-4033	276	12	for	for	ADP
iajs-4033	276	13	real	real	ADJ
iajs-4033	276	14	-	-	PUNCT
iajs-4033	276	15	time	time	NOUN
iajs-4033	276	16	monitoring	monitoring	NOUN
iajs-4033	276	17	and	and	CCONJ
iajs-4033	276	18	threat	threat	NOUN
iajs-4033	276	19	detection	detection	NOUN
iajs-4033	276	20	using	use	VERB
iajs-4033	276	21	usergenerated	usergenerated	ADJ
iajs-4033	276	22	content	content	NOUN
iajs-4033	276	23	.	.	PUNCT
iajs-4033	277	1	advances	advance	NOUN
iajs-4033	277	2	in	in	ADP
iajs-4033	277	3	linear	linear	ADJ
iajs-4033	277	4	data	datum	NOUN
iajs-4033	277	5	analysis	analysis	NOUN
iajs-4033	277	6	technology	technology	NOUN
iajs-4033	277	7	,	,	PUNCT
iajs-4033	277	8	combined	combine	VERB
iajs-4033	277	9	with	with	ADP
iajs-4033	277	10	its	its	PRON
iajs-4033	277	11	integration	integration	NOUN
iajs-4033	277	12	into	into	ADP
iajs-4033	277	13	other	other	ADJ
iajs-4033	277	14	algorithms	algorithm	NOUN
iajs-4033	277	15	,	,	PUNCT
iajs-4033	277	16	could	could	AUX
iajs-4033	277	17	further	far	ADV
iajs-4033	277	18	enhance	enhance	VERB
iajs-4033	277	19	its	its	PRON
iajs-4033	277	20	effectiveness	effectiveness	NOUN
iajs-4033	277	21	and	and	CCONJ
iajs-4033	277	22	strengthen	strengthen	VERB
iajs-4033	277	23	its	its	PRON
iajs-4033	277	24	role	role	NOUN
iajs-4033	277	25	in	in	ADP
iajs-4033	277	26	managing	manage	VERB
iajs-4033	277	27	the	the	DET
iajs-4033	277	28	growing	grow	VERB
iajs-4033	277	29	complexity	complexity	NOUN
iajs-4033	277	30	of	of	ADP
iajs-4033	277	31	digital	digital	ADJ
iajs-4033	277	32	forensic	forensic	ADJ
iajs-4033	277	33	investigations	investigation	NOUN
iajs-4033	277	34	.	.	PUNCT
iajs-4033	278	1	acknowledgment	acknowledgment	NOUN
iajs-4033	278	2	our	our	PRON
iajs-4033	278	3	researcher	researcher	NOUN
iajs-4033	278	4	extends	extend	VERB
iajs-4033	278	5	his	his	PRON
iajs-4033	278	6	sincere	sincere	ADJ
iajs-4033	278	7	thanks	thank	NOUN
iajs-4033	278	8	to	to	ADP
iajs-4033	278	9	the	the	DET
iajs-4033	278	10	editor	editor	NOUN
iajs-4033	278	11	and	and	CCONJ
iajs-4033	278	12	members	member	NOUN
iajs-4033	278	13	of	of	ADP
iajs-4033	278	14	the	the	DET
iajs-4033	278	15	ibn	ibn	PROPN
iajs-4033	278	16	al	al	PROPN
iajs-4033	278	17	-	-	PUNCT
iajs-4033	278	18	haitham	haitham	PROPN
iajs-4033	278	19	journal	journal	PROPN
iajs-4033	278	20	of	of	ADP
iajs-4033	278	21	pure	pure	ADJ
iajs-4033	278	22	and	and	CCONJ
iajs-4033	278	23	applied	apply	VERB
iajs-4033	278	24	sciences	science	NOUN
iajs-4033	278	25	preparatory	preparatory	NOUN
iajs-4033	278	26	committee	committee	NOUN
iajs-4033	278	27	.	.	PUNCT
iajs-4033	279	1	conflict	conflict	NOUN
iajs-4033	279	2	of	of	ADP
iajs-4033	279	3	interest	interest	NOUN
iajs-4033	279	4	there	there	PRON
iajs-4033	279	5	are	be	VERB
iajs-4033	279	6	no	no	DET
iajs-4033	279	7	conflicts	conflict	NOUN
iajs-4033	279	8	of	of	ADP
iajs-4033	279	9	interest	interest	NOUN
iajs-4033	279	10	.	.	PUNCT
iajs-4033	280	1	funding	funding	NOUN
iajs-4033	280	2	there	there	PRON
iajs-4033	280	3	is	be	VERB
iajs-4033	280	4	no	no	DET
iajs-4033	280	5	funding	funding	NOUN
iajs-4033	280	6	for	for	ADP
iajs-4033	280	7	the	the	DET
iajs-4033	280	8	article	article	NOUN
iajs-4033	280	9	references	reference	VERB
iajs-4033	280	10	1	1	NUM
iajs-4033	280	11	.	.	PUNCT
iajs-4033	281	1	bormida	bormida	PROPN
iajs-4033	281	2	md	md	PROPN
iajs-4033	281	3	.	.	PUNCT
iajs-4033	282	1	the	the	DET
iajs-4033	282	2	big	big	ADJ
iajs-4033	282	3	data	datum	NOUN
iajs-4033	282	4	world	world	NOUN
iajs-4033	282	5	:	:	PUNCT
iajs-4033	282	6	benefits	benefit	NOUN
iajs-4033	282	7	,	,	PUNCT
iajs-4033	282	8	threats	threat	NOUN
iajs-4033	282	9	and	and	CCONJ
iajs-4033	282	10	ethical	ethical	ADJ
iajs-4033	282	11	challenges	challenge	NOUN
iajs-4033	282	12	.	.	PUNCT
iajs-4033	283	1	ethical	ethical	ADJ
iajs-4033	283	2	issues	issue	NOUN
iajs-4033	283	3	in	in	ADP
iajs-4033	283	4	covert	covert	ADJ
iajs-4033	283	5	,	,	PUNCT
iajs-4033	283	6	security	security	NOUN
iajs-4033	283	7	and	and	CCONJ
iajs-4033	283	8	surveillance	surveillance	NOUN
iajs-4033	283	9	research	research	NOUN
iajs-4033	283	10	.	.	PUNCT
iajs-4033	284	1	advances	advance	NOUN
iajs-4033	284	2	in	in	ADP
iajs-4033	284	3	research	research	NOUN
iajs-4033	284	4	ethics	ethic	NOUN
iajs-4033	284	5	and	and	CCONJ
iajs-4033	284	6	integrity	integrity	NOUN
iajs-4033	284	7	.	.	PUNCT
iajs-4033	285	1	leeds	leed	NOUN
iajs-4033	285	2	:	:	PUNCT
iajs-4033	285	3	emerald	emerald	PROPN
iajs-4033	285	4	publishing	publishing	NOUN
iajs-4033	285	5	limited	limit	VERB
iajs-4033	285	6	;	;	PUNCT
iajs-4033	285	7	2021	2021	NUM
iajs-4033	285	8	.	.	PUNCT
iajs-4033	286	1	p.	p.	NOUN
iajs-4033	286	2	71–91	71–91	NUM
iajs-4033	286	3	.	.	PUNCT
iajs-4033	287	1	available	available	ADJ
iajs-4033	287	2	from	from	ADP
iajs-4033	287	3	:	:	PUNCT
iajs-4033	287	4	https://doi.org/10.1108/s2398601820210000008007	https://doi.org/10.1108/s2398601820210000008007	PROPN
iajs-4033	287	5	2	2	NUM
iajs-4033	287	6	.	.	X
iajs-4033	287	7	jelodar	jelodar	PROPN
iajs-4033	287	8	h	h	PROPN
iajs-4033	287	9	,	,	PUNCT
iajs-4033	287	10	wang	wang	PROPN
iajs-4033	287	11	y	y	PROPN
iajs-4033	287	12	,	,	PUNCT
iajs-4033	287	13	yuan	yuan	PROPN
iajs-4033	287	14	c	c	X
iajs-4033	287	15	,	,	PUNCT
iajs-4033	287	16	feng	feng	PROPN
iajs-4033	287	17	x	x	PROPN
iajs-4033	287	18	,	,	PUNCT
iajs-4033	287	19	jiang	jiang	PROPN
iajs-4033	287	20	x	x	PROPN
iajs-4033	287	21	,	,	PUNCT
iajs-4033	287	22	li	li	PROPN
iajs-4033	287	23	y	y	PROPN
iajs-4033	287	24	,	,	PUNCT
iajs-4033	287	25	zhao	zhao	PROPN
iajs-4033	287	26	l.	l.	PROPN
iajs-4033	287	27	latent	latent	PROPN
iajs-4033	287	28	dirichlet	dirichlet	PROPN
iajs-4033	287	29	allocation	allocation	NOUN
iajs-4033	287	30	(	(	PUNCT
iajs-4033	287	31	lda	lda	PROPN
iajs-4033	287	32	)	)	PUNCT
iajs-4033	287	33	and	and	CCONJ
iajs-4033	287	34	topic	topic	NOUN
iajs-4033	287	35	modeling	modeling	NOUN
iajs-4033	287	36	:	:	PUNCT
iajs-4033	287	37	models	model	NOUN
iajs-4033	287	38	,	,	PUNCT
iajs-4033	287	39	applications	application	NOUN
iajs-4033	287	40	,	,	PUNCT
iajs-4033	287	41	a	a	DET
iajs-4033	287	42	survey	survey	NOUN
iajs-4033	287	43	.	.	PUNCT
iajs-4033	288	1	multimedia	multimedia	NOUN
iajs-4033	288	2	tools	tool	NOUN
iajs-4033	288	3	appl	appl	NOUN
iajs-4033	288	4	.	.	PUNCT
iajs-4033	289	1	2019;78:15169–211	2019;78:15169–211	X
iajs-4033	289	2	.	.	PUNCT
iajs-4033	289	3	available	available	ADJ
iajs-4033	289	4	from	from	ADP
iajs-4033	289	5	:	:	PUNCT
iajs-4033	289	6	https://doi.org/10.1007/s11042-018-6894-4	https://doi.org/10.1007/s11042-018-6894-4	NUM
iajs-4033	289	7	3	3	NUM
iajs-4033	289	8	.	.	PUNCT
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iajs-4033	289	10	u	u	PROPN
iajs-4033	289	11	,	,	PUNCT
iajs-4033	289	12	shah	shah	NOUN
iajs-4033	289	13	a.	a.	NOUN
iajs-4033	289	14	topic	topic	NOUN
iajs-4033	289	15	modeling	modeling	NOUN
iajs-4033	289	16	using	use	VERB
iajs-4033	289	17	latent	latent	ADJ
iajs-4033	289	18	dirichlet	dirichlet	PROPN
iajs-4033	289	19	allocation	allocation	NOUN
iajs-4033	289	20	:	:	PUNCT
iajs-4033	289	21	a	a	DET
iajs-4033	289	22	survey	survey	NOUN
iajs-4033	289	23	.	.	PUNCT
iajs-4033	290	1	acm	acm	PROPN
iajs-4033	290	2	comput	comput	PROPN
iajs-4033	290	3	surv	surv	PROPN
iajs-4033	290	4	.	.	PUNCT
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iajs-4033	291	2	.	.	PROPN
iajs-4033	291	3	4	4	NUM
iajs-4033	291	4	.	.	X
iajs-4033	292	1	amenah	amenah	PROPN
iajs-4033	292	2	ha	ha	INTJ
iajs-4033	292	3	,	,	PUNCT
iajs-4033	292	4	bara’a	bara’a	PROPN
iajs-4033	292	5	aa	aa	PROPN
iajs-4033	292	6	,	,	PUNCT
iajs-4033	292	7	rashid	rashid	PROPN
iajs-4033	292	8	an	an	PROPN
iajs-4033	292	9	,	,	PUNCT
iajs-4033	292	10	al	al	PROPN
iajs-4033	292	11	-	-	PUNCT
iajs-4033	292	12	ani	ani	NOUN
iajs-4033	292	13	m.	m.	NOUN
iajs-4033	292	14	a	a	DET
iajs-4033	292	15	new	new	ADJ
iajs-4033	292	16	evolutionary	evolutionary	ADJ
iajs-4033	292	17	algorithm	algorithm	NOUN
iajs-4033	292	18	with	with	ADP
iajs-4033	292	19	locally	locally	ADV
iajs-4033	292	20	assisted	assist	VERB
iajs-4033	292	21	heuristic	heuristic	NOUN
iajs-4033	292	22	for	for	ADP
iajs-4033	292	23	complex	complex	ADJ
iajs-4033	292	24	detection	detection	NOUN
iajs-4033	292	25	in	in	ADP
iajs-4033	292	26	protein	protein	NOUN
iajs-4033	292	27	interaction	interaction	NOUN
iajs-4033	292	28	networks	network	NOUN
iajs-4033	292	29	.	.	PUNCT
iajs-4033	293	1	appl	appl	PROPN
iajs-4033	293	2	soft	soft	ADJ
iajs-4033	293	3	comput	comput	NOUN
iajs-4033	293	4	.	.	PUNCT
iajs-4033	294	1	2018;73:1004–25	2018;73:1004–25	NUM
iajs-4033	294	2	.	.	PUNCT
iajs-4033	294	3	available	available	ADJ
iajs-4033	294	4	from	from	ADP
iajs-4033	294	5	:	:	PUNCT
iajs-4033	294	6	https://doi.org/10.1016/j.asoc.2018.09.031	https://doi.org/10.1016/j.asoc.2018.09.031	PROPN
iajs-4033	294	7	https://doi.org/10.1108/s2398-601820210000008007	https://doi.org/10.1108/s2398-601820210000008007	PROPN
iajs-4033	294	8	https://doi.org/10.1108/s2398-601820210000008007	https://doi.org/10.1108/s2398-601820210000008007	PROPN
iajs-4033	294	9	https://doi.org/10.1007/s11042-018-6894-4	https://doi.org/10.1007/s11042-018-6894-4	NUM
iajs-4033	295	1	https://doi.org/10.1016/j.asoc.2018.09.031	https://doi.org/10.1016/j.asoc.2018.09.031	NOUN
iajs-4033	295	2	ihjpas	ihjpa	NOUN
iajs-4033	295	3	.	.	PUNCT
iajs-4033	296	1	2025	2025	NUM
iajs-4033	296	2	,	,	PUNCT
iajs-4033	296	3	38	38	NUM
iajs-4033	296	4	(	(	PUNCT
iajs-4033	296	5	1	1	NUM
iajs-4033	296	6	)	)	PUNCT
iajs-4033	296	7	514	514	NUM
iajs-4033	296	8	5	5	NUM
iajs-4033	296	9	.	.	PUNCT
iajs-4033	297	1	hashim	hashim	PROPN
iajs-4033	297	2	ar	ar	PROPN
iajs-4033	297	3	.	.	PROPN
iajs-4033	297	4	pupil	pupil	NOUN
iajs-4033	297	5	detection	detection	NOUN
iajs-4033	297	6	based	base	VERB
iajs-4033	297	7	on	on	ADP
iajs-4033	297	8	color	color	NOUN
iajs-4033	297	9	difference	difference	NOUN
iajs-4033	297	10	and	and	CCONJ
iajs-4033	297	11	circular	circular	ADJ
iajs-4033	297	12	hough	hough	PROPN
iajs-4033	297	13	transform	transform	NOUN
iajs-4033	297	14	.	.	PUNCT
iajs-4033	298	1	int	int	PROPN
iajs-4033	298	2	j	j	PROPN
iajs-4033	298	3	electr	electr	PROPN
iajs-4033	298	4	comput	comput	PROPN
iajs-4033	298	5	eng	eng	PROPN
iajs-4033	298	6	.	.	PUNCT
iajs-4033	299	1	2018;8:3278–84	2018;8:3278–84	NOUN
iajs-4033	299	2	.	.	PUNCT
iajs-4033	299	3	available	available	ADJ
iajs-4033	299	4	from	from	ADP
iajs-4033	299	5	:	:	PUNCT
iajs-4033	299	6	https://doi.org/10.11591/ijece.v8i5.pp3278-3284	https://doi.org/10.11591/ijece.v8i5.pp3278-3284	NOUN
iajs-4033	299	7	6	6	NUM
iajs-4033	299	8	.	.	PUNCT
iajs-4033	299	9	abdulsalam	abdulsalam	PROPN
iajs-4033	299	10	wh	wh	PROPN
iajs-4033	299	11	,	,	PUNCT
iajs-4033	299	12	alhamdani	alhamdani	X
iajs-4033	299	13	rs	rs	PROPN
iajs-4033	299	14	,	,	PUNCT
iajs-4033	299	15	abdullah	abdullah	PROPN
iajs-4033	299	16	mn	mn	PROPN
iajs-4033	299	17	.	.	PROPN
iajs-4033	300	1	emotion	emotion	NOUN
iajs-4033	300	2	recognition	recognition	NOUN
iajs-4033	300	3	system	system	NOUN
iajs-4033	300	4	based	base	VERB
iajs-4033	300	5	on	on	ADP
iajs-4033	300	6	hybrid	hybrid	ADJ
iajs-4033	300	7	techniques	technique	NOUN
iajs-4033	300	8	.	.	PUNCT
iajs-4033	301	1	int	int	NOUN
iajs-4033	301	2	j	j	PROPN
iajs-4033	301	3	mach	mach	NOUN
iajs-4033	301	4	learn	learn	VERB
iajs-4033	301	5	comput	comput	NOUN
iajs-4033	301	6	.	.	PUNCT
iajs-4033	302	1	2019;9(4	2019;9(4	NUM
iajs-4033	302	2	)	)	PUNCT
iajs-4033	302	3	.	.	PUNCT
iajs-4033	303	1	available	available	ADJ
iajs-4033	303	2	from	from	ADP
iajs-4033	303	3	:	:	PUNCT
iajs-4033	303	4	https://doi.org/10.18178/ijmlc.2019.9.4.831	https://doi.org/10.18178/ijmlc.2019.9.4.831	ADP
iajs-4033	303	5	7	7	X
iajs-4033	303	6	.	.	X
iajs-4033	303	7	rajab	rajab	PROPN
iajs-4033	303	8	ma	ma	PROPN
iajs-4033	303	9	,	,	PUNCT
iajs-4033	303	10	hashim	hashim	PROPN
iajs-4033	303	11	km	km	PROPN
iajs-4033	303	12	.	.	PUNCT
iajs-4033	304	1	an	an	DET
iajs-4033	304	2	automatic	automatic	ADJ
iajs-4033	304	3	lip	lip	NOUN
iajs-4033	304	4	reading	read	VERB
iajs-4033	304	5	for	for	ADP
iajs-4033	304	6	short	short	ADJ
iajs-4033	304	7	sentences	sentence	NOUN
iajs-4033	304	8	using	use	VERB
iajs-4033	304	9	deep	deep	ADJ
iajs-4033	304	10	learning	learning	NOUN
iajs-4033	304	11	nets	net	NOUN
iajs-4033	304	12	.	.	PUNCT
iajs-4033	305	1	int	int	NOUN
iajs-4033	306	1	j	j	PROPN
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iajs-4033	307	4	.	.	PUNCT
iajs-4033	308	1	2023;9(1	2023;9(1	NUM
iajs-4033	308	2	)	)	PUNCT
iajs-4033	308	3	.	.	PUNCT
iajs-4033	309	1	available	available	ADJ
iajs-4033	309	2	from	from	ADP
iajs-4033	309	3	:	:	PUNCT
iajs-4033	309	4	https://doi.org/10.26555/ijain.v9i1.920	https://doi.org/10.26555/ijain.v9i1.920	PROPN
iajs-4033	309	5	8	8	NUM
iajs-4033	309	6	.	.	PUNCT
iajs-4033	310	1	lu	lu	PROPN
iajs-4033	310	2	hm	hm	PROPN
iajs-4033	310	3	,	,	PUNCT
iajs-4033	310	4	wei	wei	PROPN
iajs-4033	310	5	cp	cp	PROPN
iajs-4033	310	6	,	,	PUNCT
iajs-4033	310	7	hsiao	hsiao	PROPN
iajs-4033	310	8	fy	fy	PROPN
iajs-4033	310	9	.	.	PROPN
iajs-4033	311	1	modeling	model	VERB
iajs-4033	311	2	healthcare	healthcare	PROPN
iajs-4033	311	3	data	datum	NOUN
iajs-4033	311	4	using	use	VERB
iajs-4033	311	5	multiple	multiple	ADJ
iajs-4033	311	6	-	-	PUNCT
iajs-4033	311	7	channel	channel	NOUN
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iajs-4033	311	9	dirichlet	dirichlet	PROPN
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iajs-4033	311	11	.	.	PUNCT
iajs-4033	312	1	j	j	PROPN
iajs-4033	312	2	biomed	biome	VERB
iajs-4033	312	3	inform	inform	NOUN
iajs-4033	312	4	.	.	PUNCT
iajs-4033	313	1	2016;60:210–23	2016;60:210–23	X
iajs-4033	313	2	.	.	PUNCT
iajs-4033	314	1	available	available	ADJ
iajs-4033	314	2	from	from	ADP
iajs-4033	314	3	:	:	PUNCT
iajs-4033	314	4	https://doi.org/10.1016/j.jbi.2016.02.003	https://doi.org/10.1016/j.jbi.2016.02.003	PROPN
iajs-4033	314	5	9	9	NUM
iajs-4033	314	6	.	.	PUNCT
iajs-4033	314	7	lui	lui	PROPN
iajs-4033	314	8	m	m	PROPN
iajs-4033	314	9	,	,	PUNCT
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iajs-4033	314	11	jh	jh	PROPN
iajs-4033	314	12	,	,	PUNCT
iajs-4033	314	13	baldwin	baldwin	PROPN
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iajs-4033	314	15	automatic	automatic	ADJ
iajs-4033	314	16	detection	detection	NOUN
iajs-4033	314	17	and	and	CCONJ
iajs-4033	314	18	language	language	NOUN
iajs-4033	314	19	identification	identification	NOUN
iajs-4033	314	20	of	of	ADP
iajs-4033	314	21	multilingual	multilingual	ADJ
iajs-4033	314	22	documents	document	NOUN
iajs-4033	314	23	.	.	PUNCT
iajs-4033	315	1	trans	trans	PROPN
iajs-4033	315	2	assoc	assoc	PROPN
iajs-4033	315	3	comput	comput	PROPN
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iajs-4033	315	5	.	.	PUNCT
iajs-4033	316	1	2014;2:27–40	2014;2:27–40	NUM
iajs-4033	316	2	.	.	PUNCT
iajs-4033	316	3	available	available	ADJ
iajs-4033	316	4	from	from	ADP
iajs-4033	316	5	:	:	PUNCT
iajs-4033	316	6	https://doi.org/10.1162/tacl_a_00163	https://doi.org/10.1162/tacl_a_00163	PROPN
iajs-4033	316	7	10	10	NUM
iajs-4033	316	8	.	.	PUNCT
iajs-4033	316	9	zoghbi	zoghbi	PROPN
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iajs-4033	316	18	latent	latent	PROPN
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iajs-4033	316	21	for	for	ADP
iajs-4033	316	22	linking	link	VERB
iajs-4033	316	23	user	user	NOUN
iajs-4033	316	24	-	-	PUNCT
iajs-4033	316	25	generated	generate	VERB
iajs-4033	316	26	content	content	NOUN
iajs-4033	316	27	and	and	CCONJ
iajs-4033	316	28	ecommerce	ecommerce	PROPN
iajs-4033	316	29	data	data	PROPN
iajs-4033	316	30	.	.	PUNCT
iajs-4033	317	1	inf	inf	PROPN
iajs-4033	317	2	sci	sci	PROPN
iajs-4033	317	3	.	.	PUNCT
iajs-4033	318	1	2016;367:573–99	2016;367:573–99	X
iajs-4033	318	2	.	.	PUNCT
iajs-4033	319	1	available	available	ADJ
iajs-4033	319	2	from	from	ADP
iajs-4033	319	3	:	:	PUNCT
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iajs-4033	319	6	.	.	PUNCT
iajs-4033	320	1	kim	kim	PROPN
iajs-4033	320	2	h	h	PROPN
iajs-4033	320	3	,	,	PUNCT
iajs-4033	320	4	cho	cho	PROPN
iajs-4033	320	5	i	i	PRON
iajs-4033	320	6	,	,	PUNCT
iajs-4033	320	7	park	park	NOUN
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iajs-4033	320	10	genderless	genderless	ADJ
iajs-4033	320	11	fashion	fashion	NOUN
iajs-4033	320	12	trends	trend	NOUN
iajs-4033	320	13	of	of	ADP
iajs-4033	320	14	consumers	consumer	NOUN
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iajs-4033	320	16	perceptions	perception	NOUN
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iajs-4033	320	18	social	social	ADJ
iajs-4033	320	19	media	medium	NOUN
iajs-4033	320	20	:	:	PUNCT
iajs-4033	320	21	using	use	VERB
iajs-4033	320	22	unstructured	unstructured	ADJ
iajs-4033	320	23	big	big	ADJ
iajs-4033	320	24	data	datum	NOUN
iajs-4033	320	25	analysis	analysis	NOUN
iajs-4033	320	26	through	through	ADP
iajs-4033	320	27	latent	latent	ADJ
iajs-4033	320	28	dirichlet	dirichlet	PROPN
iajs-4033	320	29	allocation	allocation	NOUN
iajs-4033	320	30	-	-	PUNCT
iajs-4033	320	31	based	base	VERB
iajs-4033	320	32	topic	topic	NOUN
iajs-4033	320	33	modeling	modeling	NOUN
iajs-4033	320	34	.	.	PUNCT
iajs-4033	321	1	fashion	fashion	NOUN
iajs-4033	321	2	text	text	NOUN
iajs-4033	321	3	.	.	PUNCT
iajs-4033	322	1	2022;9(1):1–21	2022;9(1):1–21	NUM
iajs-4033	322	2	.	.	X
iajs-4033	323	1	12	12	NUM
iajs-4033	323	2	.	.	PUNCT
iajs-4033	324	1	gnanavel	gnanavel	PROPN
iajs-4033	324	2	s	s	PROPN
iajs-4033	324	3	,	,	PUNCT
iajs-4033	324	4	mani	mani	PROPN
iajs-4033	324	5	v	v	NOUN
iajs-4033	324	6	,	,	PUNCT
iajs-4033	324	7	sreekrishna	sreekrishna	NOUN
iajs-4033	324	8	m	m	PROPN
iajs-4033	324	9	,	,	PUNCT
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iajs-4033	324	12	,	,	PUNCT
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iajs-4033	324	17	n	n	CCONJ
iajs-4033	324	18	,	,	PUNCT
iajs-4033	324	19	et	et	PROPN
iajs-4033	324	20	al	al	PROPN
iajs-4033	324	21	.	.	PROPN
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iajs-4033	325	2	text	text	NOUN
iajs-4033	325	3	retrieval	retrieval	NOUN
iajs-4033	325	4	and	and	CCONJ
iajs-4033	325	5	analysis	analysis	NOUN
iajs-4033	325	6	supporting	support	VERB
iajs-4033	325	7	latent	latent	ADJ
iajs-4033	325	8	dirichlet	dirichlet	NOUN
iajs-4033	325	9	allocation	allocation	NOUN
iajs-4033	325	10	based	base	VERB
iajs-4033	325	11	on	on	ADP
iajs-4033	325	12	probabilistic	probabilistic	ADJ
iajs-4033	325	13	models	model	NOUN
iajs-4033	325	14	.	.	PUNCT
iajs-4033	326	1	mob	mob	PROPN
iajs-4033	326	2	inf	inf	PROPN
iajs-4033	326	3	syst	syst	PROPN
iajs-4033	326	4	.	.	PUNCT
iajs-4033	326	5	2022	2022	NUM
iajs-4033	326	6	.	.	PUNCT
iajs-4033	327	1	available	available	ADJ
iajs-4033	327	2	from	from	ADP
iajs-4033	327	3	:	:	PUNCT
iajs-4033	327	4	https://doi.org/10.1155/2022/6028739	https://doi.org/10.1155/2022/6028739	PROPN
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iajs-4033	327	6	.	.	PUNCT
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iajs-4033	328	9	,	,	PUNCT
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iajs-4033	328	11	tr	tr	VERB
iajs-4033	328	12	.	.	PUNCT
iajs-4033	329	1	a	a	DET
iajs-4033	329	2	comprehensive	comprehensive	ADJ
iajs-4033	329	3	survey	survey	NOUN
iajs-4033	329	4	on	on	ADP
iajs-4033	329	5	aspect	aspect	NOUN
iajs-4033	329	6	-	-	PUNCT
iajs-4033	329	7	based	base	VERB
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iajs-4033	329	9	analysis	analysis	NOUN
iajs-4033	329	10	.	.	PUNCT
iajs-4033	330	1	int	int	PROPN
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iajs-4033	330	5	model	model	PROPN
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iajs-4033	330	7	.	.	PUNCT
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iajs-4033	331	2	.	.	PUNCT
iajs-4033	332	1	available	available	ADJ
iajs-4033	332	2	from	from	ADP
iajs-4033	332	3	:	:	PUNCT
iajs-4033	332	4	https://doi.org/10.1504/ijesms.2021.119892	https://doi.org/10.1504/ijesms.2021.119892	PROPN
iajs-4033	332	5	14	14	NUM
iajs-4033	332	6	.	.	PUNCT
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iajs-4033	333	2	y	y	PROPN
iajs-4033	333	3	,	,	PUNCT
iajs-4033	333	4	chen	chen	PROPN
iajs-4033	333	5	m	m	PROPN
iajs-4033	333	6	,	,	PUNCT
iajs-4033	333	7	huang	huang	PROPN
iajs-4033	333	8	d	d	PROPN
iajs-4033	333	9	,	,	PUNCT
iajs-4033	333	10	wu	wu	PROPN
iajs-4033	333	11	d	d	PROPN
iajs-4033	333	12	,	,	PUNCT
iajs-4033	333	13	li	li	PROPN
iajs-4033	333	14	y.	y.	PROPN
iajs-4033	333	15	idoctor	idoctor	NOUN
iajs-4033	333	16	:	:	PUNCT
iajs-4033	333	17	personalized	personalized	ADJ
iajs-4033	333	18	and	and	CCONJ
iajs-4033	333	19	professionalized	professionalize	VERB
iajs-4033	333	20	medical	medical	ADJ
iajs-4033	333	21	recommendations	recommendation	NOUN
iajs-4033	333	22	based	base	VERB
iajs-4033	333	23	on	on	ADP
iajs-4033	333	24	hybrid	hybrid	ADJ
iajs-4033	333	25	matrix	matrix	NOUN
iajs-4033	333	26	factorization	factorization	NOUN
iajs-4033	333	27	.	.	PUNCT
iajs-4033	334	1	future	future	ADJ
iajs-4033	334	2	gener	gener	PROPN
iajs-4033	334	3	comput	comput	PROPN
iajs-4033	334	4	syst	syst	PROPN
iajs-4033	334	5	.	.	PUNCT
iajs-4033	335	1	2017;66:30–5	2017;66:30–5	NOUN
iajs-4033	335	2	.	.	PUNCT
iajs-4033	335	3	available	available	ADJ
iajs-4033	335	4	from	from	ADP
iajs-4033	335	5	:	:	PUNCT
iajs-4033	335	6	https://doi.org/10.1016/j.future.2015.12.001	https://doi.org/10.1016/j.future.2015.12.001	NOUN
iajs-4033	335	7	15	15	NUM
iajs-4033	335	8	.	.	PUNCT
iajs-4033	336	1	sun	sun	PROPN
iajs-4033	336	2	s	s	PROPN
iajs-4033	336	3	,	,	PUNCT
iajs-4033	336	4	luo	luo	PROPN
iajs-4033	336	5	c	c	PROPN
iajs-4033	336	6	,	,	PUNCT
iajs-4033	336	7	chen	chen	PROPN
iajs-4033	336	8	j.	j.	PROPN
iajs-4033	336	9	a	a	DET
iajs-4033	336	10	review	review	NOUN
iajs-4033	336	11	of	of	ADP
iajs-4033	336	12	natural	natural	ADJ
iajs-4033	336	13	language	language	NOUN
iajs-4033	336	14	processing	processing	NOUN
iajs-4033	336	15	techniques	technique	NOUN
iajs-4033	336	16	for	for	ADP
iajs-4033	336	17	opinion	opinion	NOUN
iajs-4033	336	18	mining	mining	NOUN
iajs-4033	336	19	systems	system	NOUN
iajs-4033	336	20	.	.	PUNCT
iajs-4033	337	1	inf	inf	ADJ
iajs-4033	337	2	fusion	fusion	NOUN
iajs-4033	337	3	.	.	PUNCT
iajs-4033	338	1	2017;36:10–25	2017;36:10–25	NUM
iajs-4033	338	2	.	.	PUNCT
iajs-4033	338	3	available	available	ADJ
iajs-4033	338	4	from	from	ADP
iajs-4033	338	5	:	:	PUNCT
iajs-4033	338	6	https://doi.org/10.1016/j.inffus.2016.10.004	https://doi.org/10.1016/j.inffus.2016.10.004	PROPN
iajs-4033	338	7	16	16	NUM
iajs-4033	338	8	.	.	PUNCT
iajs-4033	339	1	anwar	anwar	PROPN
iajs-4033	339	2	w	w	PROPN
iajs-4033	339	3	,	,	PUNCT
iajs-4033	339	4	bajwa	bajwa	PROPN
iajs-4033	339	5	is	be	AUX
iajs-4033	339	6	,	,	PUNCT
iajs-4033	339	7	choudhary	choudhary	PROPN
iajs-4033	339	8	ma	ma	PROPN
iajs-4033	339	9	,	,	PUNCT
iajs-4033	339	10	ramzan	ramzan	PROPN
iajs-4033	339	11	s.	s.	PROPN
iajs-4033	339	12	an	an	DET
iajs-4033	339	13	empirical	empirical	ADJ
iajs-4033	339	14	study	study	NOUN
iajs-4033	339	15	on	on	ADP
iajs-4033	339	16	forensic	forensic	ADJ
iajs-4033	339	17	analysis	analysis	NOUN
iajs-4033	339	18	of	of	ADP
iajs-4033	339	19	urdu	urdu	NOUN
iajs-4033	339	20	text	text	NOUN
iajs-4033	339	21	using	use	VERB
iajs-4033	339	22	lda	lda	PROPN
iajs-4033	339	23	-	-	PUNCT
iajs-4033	339	24	based	base	VERB
iajs-4033	339	25	authorship	authorship	NOUN
iajs-4033	339	26	attribution	attribution	NOUN
iajs-4033	339	27	.	.	PUNCT
iajs-4033	340	1	ieee	ieee	NOUN
iajs-4033	340	2	access	access	NOUN
iajs-4033	340	3	.	.	PUNCT
iajs-4033	341	1	2019;7:3224	2019;7:3224	NUM
iajs-4033	341	2	-	-	PUNCT
iajs-4033	341	3	3234	3234	NUM
iajs-4033	341	4	.	.	PUNCT
iajs-4033	342	1	doi	doi	NOUN
iajs-4033	342	2	:	:	PUNCT
iajs-4033	342	3	https://doi.org/10.1109/access.2018.2885011	https://doi.org/10.1109/access.2018.2885011	PROPN
iajs-4033	342	4	17	17	NUM
iajs-4033	342	5	.	.	PUNCT
iajs-4033	343	1	qadir	qadir	PROPN
iajs-4033	343	2	am	be	AUX
iajs-4033	343	3	,	,	PUNCT
iajs-4033	343	4	varol	varol	VERB
iajs-4033	343	5	a.	a.	NOUN
iajs-4033	343	6	the	the	DET
iajs-4033	343	7	role	role	NOUN
iajs-4033	343	8	of	of	ADP
iajs-4033	343	9	machine	machine	NOUN
iajs-4033	343	10	learning	learning	NOUN
iajs-4033	343	11	in	in	ADP
iajs-4033	343	12	digital	digital	ADJ
iajs-4033	343	13	forensics	forensic	NOUN
iajs-4033	343	14	.	.	PUNCT
iajs-4033	344	1	in	in	ADP
iajs-4033	344	2	:	:	PUNCT
iajs-4033	344	3	8th	8th	ADJ
iajs-4033	344	4	int	int	NOUN
iajs-4033	344	5	.	.	PUNCT
iajs-4033	345	1	symp	symp	PROPN
iajs-4033	345	2	.	.	PUNCT
iajs-4033	346	1	digit	digit	PROPN
iajs-4033	346	2	.	.	PUNCT
iajs-4033	347	1	forensics	forensic	NOUN
iajs-4033	347	2	secur	secur	PROPN
iajs-4033	347	3	.	.	PUNCT
iajs-4033	348	1	isdfs	isdfs	PROPN
iajs-4033	348	2	2020	2020	NUM
iajs-4033	348	3	;	;	PUNCT
iajs-4033	348	4	2020	2020	NUM
iajs-4033	348	5	.	.	PUNCT
iajs-4033	349	1	https://doi.org/10.1109/isdfs49300.2020.9116298	https://doi.org/10.1109/isdfs49300.2020.9116298	PROPN
iajs-4033	349	2	18	18	NUM
iajs-4033	349	3	.	.	PUNCT
iajs-4033	350	1	bin	bin	NOUN
iajs-4033	350	2	sarhan	sarhan	PROPN
iajs-4033	350	3	b	b	PROPN
iajs-4033	350	4	,	,	PUNCT
iajs-4033	350	5	altwaijry	altwaijry	PROPN
iajs-4033	350	6	n.	n.	PROPN
iajs-4033	350	7	insider	insider	PROPN
iajs-4033	350	8	threat	threat	NOUN
iajs-4033	350	9	detection	detection	NOUN
iajs-4033	350	10	using	use	VERB
iajs-4033	350	11	machine	machine	NOUN
iajs-4033	350	12	learning	learning	NOUN
iajs-4033	350	13	approach	approach	NOUN
iajs-4033	350	14	.	.	PUNCT
iajs-4033	351	1	appl	appl	PROPN
iajs-4033	351	2	sci	sci	PROPN
iajs-4033	351	3	.	.	PUNCT
iajs-4033	352	1	2023;13(1	2023;13(1	NUM
iajs-4033	352	2	)	)	PUNCT
iajs-4033	352	3	.	.	PUNCT
iajs-4033	353	1	doi	doi	NOUN
iajs-4033	353	2	:	:	PUNCT
iajs-4033	353	3	https://doi.org/10.3390/app13010259	https://doi.org/10.3390/app13010259	NOUN
iajs-4033	353	4	19	19	NUM
iajs-4033	353	5	.	.	PUNCT
iajs-4033	354	1	knn	knn	PROPN
iajs-4033	354	2	ru	ru	PROPN
iajs-4033	354	3	,	,	PUNCT
iajs-4033	354	4	regression	regression	NOUN
iajs-4033	354	5	l.	l.	PROPN
iajs-4033	354	6	credit	credit	PROPN
iajs-4033	354	7	card	card	NOUN
iajs-4033	354	8	fraud	fraud	NOUN
iajs-4033	354	9	detection	detection	NOUN
iajs-4033	354	10	:	:	PUNCT
iajs-4033	354	11	an	an	DET
iajs-4033	354	12	improved	improved	ADJ
iajs-4033	354	13	strategy	strategy	NOUN
iajs-4033	354	14	for	for	ADP
iajs-4033	354	15	high	high	ADJ
iajs-4033	354	16	.	.	PUNCT
iajs-4033	355	1	2023	2023	NUM
iajs-4033	355	2	.	.	X
iajs-4033	356	1	20	20	NUM
iajs-4033	356	2	.	.	X
iajs-4033	357	1	lu	lu	PROPN
iajs-4033	357	2	y	y	PROPN
iajs-4033	357	3	,	,	PUNCT
iajs-4033	357	4	wang	wang	PROPN
iajs-4033	357	5	j.	j.	PROPN
iajs-4033	357	6	constructing	construct	VERB
iajs-4033	357	7	a	a	DET
iajs-4033	357	8	digital	digital	ADJ
iajs-4033	357	9	capability	capability	NOUN
iajs-4033	357	10	evaluation	evaluation	NOUN
iajs-4033	357	11	framework	framework	NOUN
iajs-4033	357	12	for	for	ADP
iajs-4033	357	13	manufacturing	manufacturing	NOUN
iajs-4033	357	14	enterprises	enterprise	NOUN
iajs-4033	357	15	in	in	ADP
iajs-4033	357	16	the	the	DET
iajs-4033	357	17	context	context	NOUN
iajs-4033	357	18	of	of	ADP
iajs-4033	357	19	digital	digital	ADJ
iajs-4033	357	20	economy	economy	NOUN
iajs-4033	357	21	:	:	PUNCT
iajs-4033	357	22	based	base	VERB
iajs-4033	357	23	on	on	ADP
iajs-4033	357	24	lda	lda	PROPN
iajs-4033	357	25	,	,	PUNCT
iajs-4033	357	26	entropy	entropy	VERB
iajs-4033	357	27	weight	weight	NOUN
iajs-4033	357	28	and	and	CCONJ
iajs-4033	357	29	topsis	topsis	NOUN
iajs-4033	357	30	model	model	NOUN
iajs-4033	357	31	.	.	PUNCT
iajs-4033	358	1	2024	2024	NUM
iajs-4033	358	2	.	.	PUNCT
iajs-4033	359	1	doi	doi	NOUN
iajs-4033	359	2	:	:	PUNCT
iajs-4033	359	3	https://doi.org/10.4108/eai.23-2-2024.2345917	https://doi.org/10.4108/eai.23-2-2024.2345917	PROPN
iajs-4033	359	4	21	21	NUM
iajs-4033	359	5	.	.	PUNCT
iajs-4033	360	1	xu	xu	PROPN
iajs-4033	361	1	z	z	PROPN
iajs-4033	361	2	,	,	PUNCT
iajs-4033	361	3	liu	liu	PROPN
iajs-4033	361	4	y	y	PROPN
iajs-4033	361	5	,	,	PUNCT
iajs-4033	361	6	xuan	xuan	PROPN
iajs-4033	361	7	j	j	PROPN
iajs-4033	361	8	,	,	PUNCT
iajs-4033	361	9	chen	chen	PROPN
iajs-4033	361	10	h	h	PROPN
iajs-4033	361	11	,	,	PUNCT
iajs-4033	361	12	mei	mei	PROPN
iajs-4033	361	13	l.	l.	PROPN
iajs-4033	361	14	crowdsourcing	crowdsourcing	PROPN
iajs-4033	361	15	based	base	VERB
iajs-4033	361	16	social	social	ADJ
iajs-4033	361	17	media	medium	NOUN
iajs-4033	361	18	data	datum	NOUN
iajs-4033	361	19	analysis	analysis	NOUN
iajs-4033	361	20	of	of	ADP
iajs-4033	361	21	urban	urban	ADJ
iajs-4033	361	22	emergency	emergency	NOUN
iajs-4033	361	23	events	event	NOUN
iajs-4033	361	24	.	.	PUNCT
iajs-4033	362	1	multimedia	multimedia	NOUN
iajs-4033	362	2	tools	tool	NOUN
iajs-4033	362	3	appl	appl	NOUN
iajs-4033	362	4	.	.	PUNCT
iajs-4033	363	1	2017;76:11567	2017;76:11567	NUM
iajs-4033	363	2	-	-	SYM
iajs-4033	363	3	11584	11584	NUM
iajs-4033	363	4	.	.	PUNCT
iajs-4033	364	1	doi	doi	NOUN
iajs-4033	364	2	:	:	PUNCT
iajs-4033	364	3	https://doi.org/10.1007/s11042015-2731-1	https://doi.org/10.1007/s11042015-2731-1	PROPN
iajs-4033	364	4	22	22	NUM
iajs-4033	364	5	.	.	PUNCT
iajs-4033	365	1	chen	chen	PROPN
iajs-4033	365	2	t	t	PROPN
iajs-4033	365	3	-	-	PUNCT
iajs-4033	365	4	h	h	PROPN
iajs-4033	365	5	,	,	PUNCT
iajs-4033	365	6	thomas	thomas	PROPN
iajs-4033	365	7	sw	sw	PROPN
iajs-4033	365	8	,	,	PUNCT
iajs-4033	365	9	hassan	hassan	PROPN
iajs-4033	365	10	ae	ae	PROPN
iajs-4033	365	11	.	.	PUNCT
iajs-4033	366	1	a	a	DET
iajs-4033	366	2	survey	survey	NOUN
iajs-4033	366	3	on	on	ADP
iajs-4033	366	4	the	the	DET
iajs-4033	366	5	use	use	NOUN
iajs-4033	366	6	of	of	ADP
iajs-4033	366	7	topic	topic	NOUN
iajs-4033	366	8	models	model	NOUN
iajs-4033	366	9	when	when	SCONJ
iajs-4033	366	10	mining	mining	NOUN
iajs-4033	366	11	software	software	NOUN
iajs-4033	366	12	repositories	repository	NOUN
iajs-4033	366	13	.	.	PUNCT
iajs-4033	367	1	empir	empir	PROPN
iajs-4033	367	2	softw	softw	ADJ
iajs-4033	367	3	eng	eng	PROPN
iajs-4033	367	4	.	.	PUNCT
iajs-4033	368	1	2016;21(5):1843	2016;21(5):1843	NUM
iajs-4033	368	2	-	-	PUNCT
iajs-4033	368	3	1919	1919	NUM
iajs-4033	368	4	.	.	PUNCT
iajs-4033	369	1	doi	doi	NOUN
iajs-4033	369	2	:	:	PUNCT
iajs-4033	369	3	https://doi.org/10.1007/s10664-015-9402-8	https://doi.org/10.1007/s10664-015-9402-8	NUM
iajs-4033	369	4	https://doi.org/10.11591/ijece.v8i5.pp3278-3284	https://doi.org/10.11591/ijece.v8i5.pp3278-3284	NOUN
iajs-4033	369	5	https://doi.org/10.18178/ijmlc.2019.9.4.831	https://doi.org/10.18178/ijmlc.2019.9.4.831	ADP
iajs-4033	370	1	https://doi.org/10.26555/ijain.v9i1.920	https://doi.org/10.26555/ijain.v9i1.920	PROPN
iajs-4033	370	2	https://doi.org/10.1016/j.jbi.2016.02.003	https://doi.org/10.1016/j.jbi.2016.02.003	PROPN
iajs-4033	370	3	https://doi.org/10.1162/tacl_a_00163	https://doi.org/10.1162/tacl_a_00163	PROPN
iajs-4033	371	1	https://doi.org/10.1016/j.ins.2016.05.047	https://doi.org/10.1016/j.ins.2016.05.047	PROPN
iajs-4033	371	2	https://doi.org/10.1155/2022/6028739	https://doi.org/10.1155/2022/6028739	PROPN
iajs-4033	371	3	https://doi.org/10.1504/ijesms.2021.119892	https://doi.org/10.1504/ijesms.2021.119892	PROPN
iajs-4033	371	4	https://doi.org/10.1016/j.future.2015.12.001	https://doi.org/10.1016/j.future.2015.12.001	NOUN
iajs-4033	371	5	https://doi.org/10.1016/j.inffus.2016.10.004	https://doi.org/10.1016/j.inffus.2016.10.004	NOUN
iajs-4033	371	6	https://doi.org/10.1109/access.2018.2885011	https://doi.org/10.1109/access.2018.2885011	PROPN
iajs-4033	371	7	https://doi.org/10.1109/isdfs49300.2020.9116298	https://doi.org/10.1109/isdfs49300.2020.9116298	NOUN
iajs-4033	371	8	https://doi.org/10.3390/app13010259	https://doi.org/10.3390/app13010259	NOUN
iajs-4033	371	9	https://doi.org/10.4108/eai.23-2-2024.2345917	https://doi.org/10.4108/eai.23-2-2024.2345917	PROPN
iajs-4033	371	10	https://doi.org/10.1007/s11042-015-2731-1	https://doi.org/10.1007/s11042-015-2731-1	PRON
iajs-4033	371	11	https://doi.org/10.1007/s11042-015-2731-1	https://doi.org/10.1007/s11042-015-2731-1	NOUN
iajs-4033	371	12	https://doi.org/10.1007/s10664-015-9402-8	https://doi.org/10.1007/s10664-015-9402-8	NUM
iajs-4033	371	13	ihjpas	ihjpa	NOUN
iajs-4033	371	14	.	.	PUNCT
iajs-4033	372	1	2025	2025	NUM
iajs-4033	372	2	,	,	PUNCT
iajs-4033	372	3	38	38	NUM
iajs-4033	372	4	(	(	PUNCT
iajs-4033	372	5	1	1	NUM
iajs-4033	372	6	)	)	PUNCT
iajs-4033	372	7	515	515	NUM
iajs-4033	372	8	23	23	NUM
iajs-4033	372	9	.	.	PUNCT
iajs-4033	373	1	debortoli	debortoli	PROPN
iajs-4033	373	2	s	s	PROPN
iajs-4033	373	3	,	,	PUNCT
iajs-4033	373	4	müller	müller	PROPN
iajs-4033	373	5	o	o	PROPN
iajs-4033	373	6	,	,	PUNCT
iajs-4033	373	7	junglas	junglas	PROPN
iajs-4033	373	8	i	i	PROPN
iajs-4033	373	9	,	,	PUNCT
iajs-4033	373	10	vom	vom	PROPN
iajs-4033	373	11	brocke	brocke	PROPN
iajs-4033	373	12	j.	j.	PROPN
iajs-4033	373	13	text	text	PROPN
iajs-4033	373	14	mining	mining	NOUN
iajs-4033	373	15	for	for	ADP
iajs-4033	373	16	information	information	NOUN
iajs-4033	373	17	systems	system	NOUN
iajs-4033	373	18	researchers	researcher	NOUN
iajs-4033	373	19	:	:	PUNCT
iajs-4033	373	20	an	an	DET
iajs-4033	373	21	annotated	annotate	VERB
iajs-4033	373	22	topic	topic	NOUN
iajs-4033	373	23	modeling	modeling	NOUN
iajs-4033	373	24	tutorial	tutorial	NOUN
iajs-4033	373	25	.	.	PUNCT
iajs-4033	374	1	commun	commun	PROPN
iajs-4033	374	2	assoc	assoc	PROPN
iajs-4033	374	3	inf	inf	PROPN
iajs-4033	374	4	syst	syst	PROPN
iajs-4033	374	5	(	(	PUNCT
iajs-4033	374	6	cais	cais	PROPN
iajs-4033	374	7	)	)	PUNCT
iajs-4033	374	8	.	.	PUNCT
iajs-4033	375	1	2016;39(1):7	2016;39(1):7	NUM
iajs-4033	375	2	.	.	PUNCT
iajs-4033	376	1	24	24	NUM
iajs-4033	376	2	.	.	PUNCT
iajs-4033	377	1	debortoli	debortoli	PROPN
iajs-4033	377	2	s	s	PROPN
iajs-4033	377	3	,	,	PUNCT
iajs-4033	377	4	et	et	PROPN
iajs-4033	377	5	al	al	PROPN
iajs-4033	377	6	.	.	PUNCT
iajs-4033	378	1	text	text	NOUN
iajs-4033	378	2	mining	mining	NOUN
iajs-4033	378	3	for	for	ADP
iajs-4033	378	4	information	information	NOUN
iajs-4033	378	5	systems	system	NOUN
iajs-4033	378	6	researchers	researcher	NOUN
iajs-4033	378	7	:	:	PUNCT
iajs-4033	378	8	an	an	DET
iajs-4033	378	9	annotated	annotate	VERB
iajs-4033	378	10	topic	topic	NOUN
iajs-4033	378	11	modeling	modeling	NOUN
iajs-4033	378	12	tutorial	tutorial	NOUN
iajs-4033	378	13	.	.	PUNCT
iajs-4033	379	1	cais	cais	PROPN
iajs-4033	379	2	.	.	PUNCT
iajs-4033	380	1	2016;39:7	2016;39:7	NUM
iajs-4033	380	2	.	.	PUNCT
iajs-4033	381	1	25	25	NUM
iajs-4033	381	2	.	.	PUNCT
iajs-4033	382	1	sun	sun	PROPN
iajs-4033	382	2	x	x	PROPN
iajs-4033	382	3	,	,	PUNCT
iajs-4033	382	4	et	et	PROPN
iajs-4033	382	5	al	al	PROPN
iajs-4033	382	6	.	.	PUNCT
iajs-4033	382	7	exploring	explore	VERB
iajs-4033	382	8	topic	topic	NOUN
iajs-4033	382	9	models	model	NOUN
iajs-4033	382	10	in	in	ADP
iajs-4033	382	11	software	software	NOUN
iajs-4033	382	12	engineering	engineering	NOUN
iajs-4033	382	13	data	datum	NOUN
iajs-4033	382	14	analysis	analysis	NOUN
iajs-4033	382	15	:	:	PUNCT
iajs-4033	382	16	a	a	DET
iajs-4033	382	17	survey	survey	NOUN
iajs-4033	382	18	.	.	PUNCT
iajs-4033	383	1	in	in	ADP
iajs-4033	383	2	:	:	PUNCT
iajs-4033	383	3	2016	2016	NUM
iajs-4033	383	4	17th	17th	ADJ
iajs-4033	383	5	ieee	ieee	PROPN
iajs-4033	383	6	/	/	SYM
iajs-4033	383	7	acis	acis	PROPN
iajs-4033	383	8	international	international	PROPN
iajs-4033	383	9	conference	conference	PROPN
iajs-4033	383	10	on	on	ADP
iajs-4033	383	11	software	software	NOUN
iajs-4033	383	12	engineering	engineering	NOUN
iajs-4033	383	13	,	,	PUNCT
iajs-4033	383	14	artificial	artificial	ADJ
iajs-4033	383	15	intelligence	intelligence	NOUN
iajs-4033	383	16	,	,	PUNCT
iajs-4033	383	17	networking	networking	NOUN
iajs-4033	383	18	and	and	CCONJ
iajs-4033	383	19	parallel	parallel	ADJ
iajs-4033	383	20	/	/	SYM
iajs-4033	383	21	distributed	distribute	VERB
iajs-4033	383	22	computing	computing	NOUN
iajs-4033	383	23	(	(	PUNCT
iajs-4033	383	24	snpd	snpd	PROPN
iajs-4033	383	25	)	)	PUNCT
iajs-4033	383	26	;	;	PUNCT
iajs-4033	383	27	2016	2016	NUM
iajs-4033	383	28	.	.	PUNCT
iajs-4033	384	1	ieee	ieee	PROPN
iajs-4033	384	2	.	.	PUNCT
iajs-4033	385	1	26	26	NUM
iajs-4033	385	2	.	.	PUNCT
iajs-4033	386	1	pejić	pejić	PROPN
iajs-4033	386	2	bach	bach	PROPN
iajs-4033	386	3	m	m	PROPN
iajs-4033	386	4	,	,	PUNCT
iajs-4033	386	5	krstić	krstić	PROPN
iajs-4033	386	6	ž	ž	PROPN
iajs-4033	386	7	,	,	PUNCT
iajs-4033	386	8	seljan	seljan	PROPN
iajs-4033	386	9	s	s	PROPN
iajs-4033	386	10	,	,	PUNCT
iajs-4033	386	11	turulja	turulja	ADJ
iajs-4033	386	12	l.	l.	NOUN
iajs-4033	386	13	text	text	NOUN
iajs-4033	386	14	mining	mining	NOUN
iajs-4033	386	15	for	for	ADP
iajs-4033	386	16	big	big	ADJ
iajs-4033	386	17	data	datum	NOUN
iajs-4033	386	18	analysis	analysis	NOUN
iajs-4033	386	19	in	in	ADP
iajs-4033	386	20	financial	financial	ADJ
iajs-4033	386	21	sector	sector	NOUN
iajs-4033	386	22	:	:	PUNCT
iajs-4033	386	23	a	a	DET
iajs-4033	386	24	literature	literature	NOUN
iajs-4033	386	25	review	review	NOUN
iajs-4033	386	26	.	.	PUNCT
iajs-4033	387	1	sustainability	sustainability	NOUN
iajs-4033	387	2	.	.	PUNCT
iajs-4033	388	1	2019;11(5):1277	2019;11(5):1277	NUM
iajs-4033	388	2	.	.	PUNCT
iajs-4033	389	1	doi	doi	NOUN
iajs-4033	389	2	:	:	PUNCT
iajs-4033	389	3	https://doi.org/10.3390/su11051277	https://doi.org/10.3390/su11051277	PROPN
iajs-4033	389	4	27	27	NUM
iajs-4033	389	5	.	.	PUNCT
iajs-4033	390	1	amado	amado	PROPN
iajs-4033	390	2	a	a	NOUN
iajs-4033	390	3	,	,	PUNCT
iajs-4033	390	4	cortez	cortez	PROPN
iajs-4033	390	5	p	p	X
iajs-4033	390	6	,	,	PUNCT
iajs-4033	390	7	rita	rita	PROPN
iajs-4033	390	8	p	p	X
iajs-4033	390	9	,	,	PUNCT
iajs-4033	390	10	moro	moro	PROPN
iajs-4033	390	11	s.	s.	PROPN
iajs-4033	390	12	research	research	NOUN
iajs-4033	390	13	trends	trend	NOUN
iajs-4033	390	14	on	on	ADP
iajs-4033	390	15	big	big	ADJ
iajs-4033	390	16	data	datum	NOUN
iajs-4033	390	17	in	in	ADP
iajs-4033	390	18	marketing	marketing	NOUN
iajs-4033	390	19	:	:	PUNCT
iajs-4033	390	20	a	a	DET
iajs-4033	390	21	text	text	NOUN
iajs-4033	390	22	mining	mining	NOUN
iajs-4033	390	23	and	and	CCONJ
iajs-4033	390	24	topic	topic	NOUN
iajs-4033	390	25	modeling	modeling	NOUN
iajs-4033	390	26	based	base	VERB
iajs-4033	390	27	literature	literature	NOUN
iajs-4033	390	28	analysis	analysis	NOUN
iajs-4033	390	29	.	.	PUNCT
iajs-4033	391	1	eur	eur	NOUN
iajs-4033	391	2	res	re	NOUN
iajs-4033	391	3	manag	manag	PROPN
iajs-4033	391	4	bus	bus	NOUN
iajs-4033	391	5	econ	econ	NOUN
iajs-4033	391	6	.	.	PUNCT
iajs-4033	392	1	2018;24(1):1	2018;24(1):1	NUM
iajs-4033	392	2	-	-	SYM
iajs-4033	392	3	7	7	NUM
iajs-4033	392	4	.	.	PUNCT
iajs-4033	392	5	doi	doi	NOUN
iajs-4033	392	6	:	:	PUNCT
iajs-4033	392	7	https://doi.org/10.1016/j.iedeen.2017.06.002	https://doi.org/10.1016/j.iedeen.2017.06.002	PROPN
iajs-4033	392	8	28	28	NUM
iajs-4033	392	9	.	.	PUNCT
iajs-4033	393	1	wang	wang	PROPN
iajs-4033	393	2	y	y	PROPN
iajs-4033	393	3	-	-	PUNCT
iajs-4033	393	4	c	c	PROPN
iajs-4033	393	5	,	,	PUNCT
iajs-4033	393	6	burke	burke	PROPN
iajs-4033	393	7	m	m	PROPN
iajs-4033	393	8	,	,	PUNCT
iajs-4033	393	9	kraut	kraut	PROPN
iajs-4033	393	10	re	re	PROPN
iajs-4033	393	11	.	.	PROPN
iajs-4033	393	12	gender	gender	NOUN
iajs-4033	393	13	,	,	PUNCT
iajs-4033	393	14	topic	topic	NOUN
iajs-4033	393	15	,	,	PUNCT
iajs-4033	393	16	and	and	CCONJ
iajs-4033	393	17	audience	audience	NOUN
iajs-4033	393	18	response	response	NOUN
iajs-4033	393	19	:	:	PUNCT
iajs-4033	393	20	an	an	DET
iajs-4033	393	21	analysis	analysis	NOUN
iajs-4033	393	22	of	of	ADP
iajs-4033	393	23	user	user	NOUN
iajs-4033	393	24	-	-	PUNCT
iajs-4033	393	25	generated	generate	VERB
iajs-4033	393	26	content	content	NOUN
iajs-4033	393	27	on	on	ADP
iajs-4033	393	28	facebook	facebook	PROPN
iajs-4033	393	29	.	.	PUNCT
iajs-4033	394	1	in	in	ADP
iajs-4033	394	2	:	:	PUNCT
iajs-4033	394	3	proceedings	proceeding	NOUN
iajs-4033	394	4	of	of	ADP
iajs-4033	394	5	the	the	DET
iajs-4033	394	6	sigchi	sigchi	PROPN
iajs-4033	394	7	conference	conference	NOUN
iajs-4033	394	8	on	on	ADP
iajs-4033	394	9	human	human	ADJ
iajs-4033	394	10	factors	factor	NOUN
iajs-4033	394	11	in	in	ADP
iajs-4033	394	12	computing	computing	NOUN
iajs-4033	394	13	systems	system	NOUN
iajs-4033	394	14	;	;	PUNCT
iajs-4033	394	15	2013	2013	NUM
iajs-4033	394	16	.	.	PUNCT
iajs-4033	394	17	acm	acm	PROPN
iajs-4033	394	18	.	.	PROPN
iajs-4033	394	19	29	29	NUM
iajs-4033	394	20	.	.	PUNCT
iajs-4033	395	1	alashri	alashri	PROPN
iajs-4033	395	2	s	s	PROPN
iajs-4033	395	3	,	,	PUNCT
iajs-4033	395	4	kandala	kandala	PROPN
iajs-4033	395	5	ss	ss	PROPN
iajs-4033	395	6	,	,	PUNCT
iajs-4033	395	7	bajaj	bajaj	PROPN
iajs-4033	395	8	v	v	NOUN
iajs-4033	395	9	,	,	PUNCT
iajs-4033	395	10	ravi	ravi	NOUN
iajs-4033	395	11	r	r	NOUN
iajs-4033	395	12	,	,	PUNCT
iajs-4033	395	13	smith	smith	PROPN
iajs-4033	395	14	kl	kl	PROPN
iajs-4033	395	15	,	,	PUNCT
iajs-4033	395	16	desouza	desouza	PROPN
iajs-4033	395	17	kc	kc	PROPN
iajs-4033	395	18	.	.	PUNCT
iajs-4033	396	1	an	an	DET
iajs-4033	396	2	analysis	analysis	NOUN
iajs-4033	396	3	of	of	ADP
iajs-4033	396	4	sentiments	sentiment	NOUN
iajs-4033	396	5	on	on	ADP
iajs-4033	396	6	facebook	facebook	NOUN
iajs-4033	396	7	during	during	ADP
iajs-4033	396	8	the	the	DET
iajs-4033	396	9	2016	2016	NUM
iajs-4033	396	10	us	us	PROPN
iajs-4033	396	11	presidential	presidential	ADJ
iajs-4033	396	12	election	election	NOUN
iajs-4033	396	13	.	.	PUNCT
iajs-4033	397	1	in	in	ADP
iajs-4033	397	2	:	:	PUNCT
iajs-4033	397	3	2016	2016	NUM
iajs-4033	397	4	ieee	ieee	NOUN
iajs-4033	397	5	/	/	SYM
iajs-4033	397	6	acm	acm	PROPN
iajs-4033	397	7	international	international	ADJ
iajs-4033	397	8	conference	conference	NOUN
iajs-4033	397	9	on	on	ADP
iajs-4033	397	10	advances	advance	NOUN
iajs-4033	397	11	in	in	ADP
iajs-4033	397	12	social	social	ADJ
iajs-4033	397	13	networks	network	NOUN
iajs-4033	397	14	analysis	analysis	NOUN
iajs-4033	397	15	and	and	CCONJ
iajs-4033	397	16	mining	mining	NOUN
iajs-4033	397	17	(	(	PUNCT
iajs-4033	397	18	asonam	asonam	PROPN
iajs-4033	397	19	)	)	PUNCT
iajs-4033	397	20	;	;	PUNCT
iajs-4033	398	1	2016	2016	NUM
iajs-4033	398	2	.	.	PUNCT
iajs-4033	398	3	ieee	ieee	NOUN
iajs-4033	398	4	;	;	PUNCT
iajs-4033	398	5	2016:795	2016:795	NUM
iajs-4033	398	6	-	-	SYM
iajs-4033	398	7	802	802	NUM
iajs-4033	398	8	.	.	PUNCT
iajs-4033	399	1	doi	doi	NOUN
iajs-4033	399	2	:	:	PUNCT
iajs-4033	399	3	https://doi.org/10.1109/asonam.2016.7752329	https://doi.org/10.1109/asonam.2016.7752329	PROPN
iajs-4033	399	4	30	30	NUM
iajs-4033	399	5	.	.	PUNCT
iajs-4033	400	1	bastani	bastani	PROPN
iajs-4033	400	2	k	k	PROPN
iajs-4033	400	3	,	,	PUNCT
iajs-4033	400	4	namavari	namavari	ADJ
iajs-4033	400	5	h	h	NOUN
iajs-4033	400	6	,	,	PUNCT
iajs-4033	400	7	shaffer	shaffer	PROPN
iajs-4033	400	8	j.	j.	PROPN
iajs-4033	400	9	latent	latent	PROPN
iajs-4033	400	10	dirichlet	dirichlet	PROPN
iajs-4033	400	11	allocation	allocation	NOUN
iajs-4033	400	12	(	(	PUNCT
iajs-4033	400	13	lda	lda	PROPN
iajs-4033	400	14	)	)	PUNCT
iajs-4033	400	15	for	for	ADP
iajs-4033	400	16	topic	topic	NOUN
iajs-4033	400	17	modeling	modeling	NOUN
iajs-4033	400	18	of	of	ADP
iajs-4033	400	19	the	the	DET
iajs-4033	400	20	cfpb	cfpb	NOUN
iajs-4033	400	21	consumer	consumer	NOUN
iajs-4033	400	22	complaints	complaint	NOUN
iajs-4033	400	23	.	.	PUNCT
iajs-4033	401	1	expert	expert	PROPN
iajs-4033	401	2	syst	syst	PROPN
iajs-4033	401	3	appl	appl	PROPN
iajs-4033	401	4	.	.	PUNCT
iajs-4033	402	1	2019;127:256	2019;127:256	PROPN
iajs-4033	402	2	-	-	PUNCT
iajs-4033	402	3	271	271	NUM
iajs-4033	402	4	.	.	PUNCT
iajs-4033	403	1	doi	doi	NOUN
iajs-4033	403	2	:	:	PUNCT
iajs-4033	403	3	https://doi.org/10.1016/j.eswa.2019.03.001	https://doi.org/10.1016/j.eswa.2019.03.001	NOUN
iajs-4033	403	4	.	.	PROPN
iajs-4033	404	1	31	31	NUM
iajs-4033	404	2	.	.	PUNCT
iajs-4033	405	1	li	li	PROPN
iajs-4033	405	2	h	h	PROPN
iajs-4033	405	3	,	,	PUNCT
iajs-4033	405	4	lu	lu	PROPN
iajs-4033	405	5	w.	w.	PROPN
iajs-4033	405	6	learning	learning	PROPN
iajs-4033	405	7	latent	latent	PROPN
iajs-4033	405	8	sentiment	sentiment	NOUN
iajs-4033	405	9	scopes	scope	VERB
iajs-4033	405	10	for	for	ADP
iajs-4033	405	11	entity	entity	NOUN
iajs-4033	405	12	-	-	PUNCT
iajs-4033	405	13	level	level	NOUN
iajs-4033	405	14	sentiment	sentiment	NOUN
iajs-4033	405	15	analysis	analysis	NOUN
iajs-4033	405	16	.	.	PUNCT
iajs-4033	406	1	in	in	ADP
iajs-4033	406	2	:	:	PUNCT
iajs-4033	406	3	proceedings	proceeding	NOUN
iajs-4033	406	4	of	of	ADP
iajs-4033	406	5	the	the	DET
iajs-4033	406	6	aaai	aaai	PROPN
iajs-4033	406	7	conference	conference	NOUN
iajs-4033	406	8	on	on	ADP
iajs-4033	406	9	artificial	artificial	ADJ
iajs-4033	406	10	intelligence	intelligence	NOUN
iajs-4033	406	11	.	.	PUNCT
iajs-4033	407	1	2017;31(1	2017;31(1	NUM
iajs-4033	407	2	)	)	PUNCT
iajs-4033	407	3	.	.	PUNCT
iajs-4033	408	1	available	available	ADJ
iajs-4033	408	2	from	from	ADP
iajs-4033	408	3	:	:	PUNCT
iajs-4033	408	4	https://doi.org/10.1609/aaai.v31i1.11016	https://doi.org/10.1609/aaai.v31i1.11016	PROPN
iajs-4033	408	5	32	32	NUM
iajs-4033	408	6	.	.	PUNCT
iajs-4033	409	1	mouhssine	mouhssine	PROPN
iajs-4033	409	2	e	e	PROPN
iajs-4033	409	3	,	,	PUNCT
iajs-4033	409	4	khalid	khalid	PROPN
iajs-4033	409	5	c.	c.	PROPN
iajs-4033	409	6	social	social	PROPN
iajs-4033	409	7	big	big	ADJ
iajs-4033	409	8	data	datum	NOUN
iajs-4033	409	9	mining	mining	NOUN
iajs-4033	409	10	framework	framework	NOUN
iajs-4033	409	11	for	for	ADP
iajs-4033	409	12	extremist	extremist	ADJ
iajs-4033	409	13	content	content	NOUN
iajs-4033	409	14	detection	detection	NOUN
iajs-4033	409	15	in	in	ADP
iajs-4033	409	16	social	social	ADJ
iajs-4033	409	17	networks	network	NOUN
iajs-4033	409	18	.	.	PUNCT
iajs-4033	410	1	in	in	ADP
iajs-4033	410	2	:	:	PUNCT
iajs-4033	410	3	2018	2018	NUM
iajs-4033	410	4	international	international	ADJ
iajs-4033	410	5	symposium	symposium	NOUN
iajs-4033	410	6	on	on	ADP
iajs-4033	410	7	advanced	advanced	ADJ
iajs-4033	410	8	electrical	electrical	ADJ
iajs-4033	410	9	and	and	CCONJ
iajs-4033	410	10	communication	communication	NOUN
iajs-4033	410	11	technologies	technology	NOUN
iajs-4033	410	12	(	(	PUNCT
iajs-4033	410	13	isaect	isaect	ADJ
iajs-4033	410	14	)	)	PUNCT
iajs-4033	410	15	.	.	PUNCT
iajs-4033	411	1	ieee	ieee	NOUN
iajs-4033	411	2	;	;	PUNCT
iajs-4033	411	3	2018	2018	NUM
iajs-4033	411	4	nov	nov	NOUN
iajs-4033	411	5	.	.	PUNCT
iajs-4033	412	1	p.	p.	NOUN
iajs-4033	412	2	1–5	1–5	NUM
iajs-4033	412	3	.	.	PUNCT
iajs-4033	412	4	available	available	ADJ
iajs-4033	412	5	from	from	ADP
iajs-4033	412	6	:	:	PUNCT
iajs-4033	412	7	https://doi.org/10.1109/isaect.2018.8618726	https://doi.org/10.1109/isaect.2018.8618726	PROPN
iajs-4033	412	8	33	33	NUM
iajs-4033	412	9	.	.	PUNCT
iajs-4033	413	1	quan	quan	PROPN
iajs-4033	413	2	x	x	PROPN
iajs-4033	413	3	,	,	PUNCT
iajs-4033	413	4	kit	kit	NOUN
iajs-4033	413	5	c	c	NOUN
iajs-4033	413	6	,	,	PUNCT
iajs-4033	413	7	ge	ge	PROPN
iajs-4033	413	8	y	y	PROPN
iajs-4033	413	9	,	,	PUNCT
iajs-4033	413	10	pan	pan	NOUN
iajs-4033	413	11	sj	sj	PROPN
iajs-4033	413	12	.	.	PUNCT
iajs-4033	413	13	short	short	ADJ
iajs-4033	413	14	and	and	CCONJ
iajs-4033	413	15	sparse	sparse	ADJ
iajs-4033	413	16	text	text	NOUN
iajs-4033	413	17	topic	topic	NOUN
iajs-4033	413	18	modeling	modeling	NOUN
iajs-4033	413	19	via	via	ADP
iajs-4033	413	20	self	self	NOUN
iajs-4033	413	21	-	-	PUNCT
iajs-4033	413	22	aggregation	aggregation	NOUN
iajs-4033	413	23	.	.	PUNCT
iajs-4033	414	1	in	in	ADP
iajs-4033	414	2	:	:	PUNCT
iajs-4033	414	3	yang	yang	PROPN
iajs-4033	414	4	q	q	PROPN
iajs-4033	414	5	,	,	PUNCT
iajs-4033	414	6	wooldridge	wooldridge	PROPN
iajs-4033	414	7	m	m	PROPN
iajs-4033	414	8	,	,	PUNCT
iajs-4033	414	9	editors	editor	NOUN
iajs-4033	414	10	.	.	PUNCT
iajs-4033	415	1	proceedings	proceeding	NOUN
iajs-4033	415	2	of	of	ADP
iajs-4033	415	3	the	the	DET
iajs-4033	415	4	twenty	twenty	NUM
iajs-4033	415	5	-	-	PUNCT
iajs-4033	415	6	fourth	fourth	ADJ
iajs-4033	415	7	international	international	ADJ
iajs-4033	415	8	joint	joint	ADJ
iajs-4033	415	9	conference	conference	NOUN
iajs-4033	415	10	on	on	ADP
iajs-4033	415	11	artificial	artificial	ADJ
iajs-4033	415	12	intelligence	intelligence	NOUN
iajs-4033	415	13	(	(	PUNCT
iajs-4033	415	14	ijcai	ijcai	NOUN
iajs-4033	415	15	)	)	PUNCT
iajs-4033	415	16	.	.	PUNCT
iajs-4033	416	1	2015	2015	NUM
iajs-4033	416	2	.	.	PUNCT
iajs-4033	417	1	p.	p.	NOUN
iajs-4033	417	2	2270–6	2270–6	NUM
iajs-4033	417	3	.	.	PUNCT
iajs-4033	417	4	available	available	ADJ
iajs-4033	417	5	from	from	ADP
iajs-4033	417	6	:	:	PUNCT
iajs-4033	417	7	https://www.ijcai.org/abstract/15/321	https://www.ijcai.org/abstract/15/321	PROPN
iajs-4033	417	8	34	34	NUM
iajs-4033	417	9	.	.	PUNCT
iajs-4033	417	10	laureate	laureate	PROPN
iajs-4033	417	11	cdp	cdp	PROPN
iajs-4033	417	12	,	,	PUNCT
iajs-4033	417	13	buntine	buntine	PROPN
iajs-4033	417	14	w	w	PROPN
iajs-4033	417	15	,	,	PUNCT
iajs-4033	417	16	linger	linger	ADJ
iajs-4033	417	17	h.	h.	PROPN
iajs-4033	418	1	a	a	DET
iajs-4033	418	2	systematic	systematic	ADJ
iajs-4033	418	3	review	review	NOUN
iajs-4033	418	4	of	of	ADP
iajs-4033	418	5	the	the	DET
iajs-4033	418	6	use	use	NOUN
iajs-4033	418	7	of	of	ADP
iajs-4033	418	8	topic	topic	NOUN
iajs-4033	418	9	models	model	NOUN
iajs-4033	418	10	for	for	ADP
iajs-4033	418	11	short	short	ADJ
iajs-4033	418	12	text	text	NOUN
iajs-4033	418	13	social	social	ADJ
iajs-4033	418	14	media	medium	NOUN
iajs-4033	418	15	analysis	analysis	NOUN
iajs-4033	418	16	.	.	PUNCT
iajs-4033	419	1	artif	artif	PROPN
iajs-4033	419	2	intell	intell	PROPN
iajs-4033	419	3	rev	rev	VERB
iajs-4033	419	4	.	.	PROPN
iajs-4033	419	5	2023;56(12):14223–55	2023;56(12):14223–55	NUM
iajs-4033	419	6	.	.	PUNCT
iajs-4033	420	1	available	available	ADJ
iajs-4033	420	2	from	from	ADP
iajs-4033	420	3	:	:	PUNCT
iajs-4033	420	4	https://doi.org/10.1007/s10462-023-10471-x	https://doi.org/10.1007/s10462-023-10471-x	PROPN
iajs-4033	420	5	35	35	NUM
iajs-4033	420	6	.	.	PUNCT
iajs-4033	421	1	mhamdi	mhamdi	PROPN
iajs-4033	421	2	c	c	PROPN
iajs-4033	421	3	,	,	PUNCT
iajs-4033	421	4	al	al	PROPN
iajs-4033	421	5	-	-	PUNCT
iajs-4033	421	6	emran	emran	NOUN
iajs-4033	421	7	m	m	PROPN
iajs-4033	421	8	,	,	PUNCT
iajs-4033	421	9	salloum	salloum	PROPN
iajs-4033	421	10	sa	sa	PROPN
iajs-4033	421	11	.	.	PUNCT
iajs-4033	421	12	text	text	NOUN
iajs-4033	421	13	mining	mining	NOUN
iajs-4033	421	14	and	and	CCONJ
iajs-4033	421	15	analytics	analytic	NOUN
iajs-4033	421	16	:	:	PUNCT
iajs-4033	421	17	a	a	DET
iajs-4033	421	18	case	case	NOUN
iajs-4033	421	19	study	study	NOUN
iajs-4033	421	20	from	from	ADP
iajs-4033	421	21	news	news	NOUN
iajs-4033	421	22	channels	channel	NOUN
iajs-4033	421	23	posts	post	NOUN
iajs-4033	421	24	on	on	ADP
iajs-4033	421	25	facebook	facebook	PROPN
iajs-4033	421	26	.	.	PUNCT
iajs-4033	422	1	in	in	ADP
iajs-4033	422	2	:	:	PUNCT
iajs-4033	422	3	intelligent	intelligent	ADJ
iajs-4033	422	4	natural	natural	ADJ
iajs-4033	422	5	language	language	NOUN
iajs-4033	422	6	processing	processing	NOUN
iajs-4033	422	7	:	:	PUNCT
iajs-4033	422	8	trends	trend	NOUN
iajs-4033	422	9	and	and	CCONJ
iajs-4033	422	10	applications	application	NOUN
iajs-4033	422	11	.	.	PUNCT
iajs-4033	422	12	2018	2018	NUM
iajs-4033	422	13	.	.	PUNCT
iajs-4033	423	1	p.	p.	NOUN
iajs-4033	423	2	399	399	NUM
iajs-4033	423	3	–	–	PUNCT
iajs-4033	423	4	415	415	NUM
iajs-4033	423	5	.	.	PUNCT
iajs-4033	423	6	available	available	ADJ
iajs-4033	423	7	from	from	ADP
iajs-4033	423	8	:	:	PUNCT
iajs-4033	423	9	https://doi.org/10.1007/978-3-319-67056-0_19	https://doi.org/10.1007/978-3-319-67056-0_19	PROPN
iajs-4033	423	10	36	36	NUM
iajs-4033	423	11	.	.	PUNCT
iajs-4033	424	1	li	li	PROPN
iajs-4033	424	2	h	h	PROPN
iajs-4033	424	3	,	,	PUNCT
iajs-4033	424	4	lu	lu	PROPN
iajs-4033	424	5	w.	w.	PROPN
iajs-4033	424	6	learning	learning	PROPN
iajs-4033	424	7	latent	latent	PROPN
iajs-4033	424	8	sentiment	sentiment	NOUN
iajs-4033	424	9	scopes	scope	VERB
iajs-4033	424	10	for	for	ADP
iajs-4033	424	11	entity	entity	NOUN
iajs-4033	424	12	-	-	PUNCT
iajs-4033	424	13	level	level	NOUN
iajs-4033	424	14	sentiment	sentiment	NOUN
iajs-4033	424	15	analysis	analysis	NOUN
iajs-4033	424	16	.	.	PUNCT
iajs-4033	425	1	in	in	ADP
iajs-4033	425	2	:	:	PUNCT
iajs-4033	425	3	proceedings	proceeding	NOUN
iajs-4033	425	4	of	of	ADP
iajs-4033	425	5	the	the	DET
iajs-4033	425	6	aaai	aaai	PROPN
iajs-4033	425	7	conference	conference	NOUN
iajs-4033	425	8	on	on	ADP
iajs-4033	425	9	artificial	artificial	ADJ
iajs-4033	425	10	intelligence	intelligence	NOUN
iajs-4033	425	11	.	.	PUNCT
iajs-4033	426	1	2017;31	2017;31	NOUN
iajs-4033	426	2	.	.	PUNCT
iajs-4033	426	3	available	available	ADJ
iajs-4033	426	4	from	from	ADP
iajs-4033	426	5	:	:	PUNCT
iajs-4033	426	6	https://doi.org/10.1609/aaai.v31i1.11016	https://doi.org/10.1609/aaai.v31i1.11016	PROPN
iajs-4033	426	7	37	37	NUM
iajs-4033	426	8	.	.	PUNCT
iajs-4033	427	1	mouhssine	mouhssine	PROPN
iajs-4033	427	2	e	e	PROPN
iajs-4033	427	3	,	,	PUNCT
iajs-4033	427	4	khalid	khalid	PROPN
iajs-4033	427	5	c.	c.	PROPN
iajs-4033	427	6	social	social	PROPN
iajs-4033	427	7	big	big	ADJ
iajs-4033	427	8	data	datum	NOUN
iajs-4033	427	9	mining	mining	NOUN
iajs-4033	427	10	framework	framework	NOUN
iajs-4033	427	11	for	for	ADP
iajs-4033	427	12	extremist	extremist	ADJ
iajs-4033	427	13	content	content	NOUN
iajs-4033	427	14	detection	detection	NOUN
iajs-4033	427	15	in	in	ADP
iajs-4033	427	16	social	social	ADJ
iajs-4033	427	17	networks	network	NOUN
iajs-4033	427	18	.	.	PUNCT
iajs-4033	428	1	2018	2018	NUM
iajs-4033	428	2	.	.	PUNCT
iajs-4033	429	1	available	available	ADJ
iajs-4033	429	2	from	from	ADP
iajs-4033	429	3	:	:	PUNCT
iajs-4033	429	4	https://doi.org/10.1109/isaect.2018.8618726	https://doi.org/10.1109/isaect.2018.8618726	PROPN
iajs-4033	429	5	38	38	NUM
iajs-4033	429	6	.	.	PUNCT
iajs-4033	430	1	niu	niu	PROPN
iajs-4033	430	2	y	y	PROPN
iajs-4033	430	3	,	,	PUNCT
iajs-4033	430	4	zhang	zhang	PROPN
iajs-4033	430	5	h	h	PROPN
iajs-4033	430	6	,	,	PUNCT
iajs-4033	430	7	li	li	PROPN
iajs-4033	430	8	j.	j.	PROPN
iajs-4033	430	9	a	a	DET
iajs-4033	430	10	pitman	pitman	PROPN
iajs-4033	430	11	-	-	PUNCT
iajs-4033	430	12	yor	yor	PROPN
iajs-4033	430	13	process	process	NOUN
iajs-4033	430	14	self	self	NOUN
iajs-4033	430	15	-	-	PUNCT
iajs-4033	430	16	aggregated	aggregate	VERB
iajs-4033	430	17	topic	topic	NOUN
iajs-4033	430	18	model	model	NOUN
iajs-4033	430	19	for	for	ADP
iajs-4033	430	20	short	short	ADJ
iajs-4033	430	21	texts	text	NOUN
iajs-4033	430	22	of	of	ADP
iajs-4033	430	23	social	social	ADJ
iajs-4033	430	24	media	medium	NOUN
iajs-4033	430	25	.	.	PUNCT
iajs-4033	431	1	ieee	ieee	NOUN
iajs-4033	431	2	access	access	NOUN
iajs-4033	431	3	.	.	PUNCT
iajs-4033	432	1	2021;9:129011–21	2021;9:129011–21	X
iajs-4033	432	2	.	.	NOUN
iajs-4033	432	3	available	available	ADJ
iajs-4033	432	4	from	from	ADP
iajs-4033	432	5	:	:	PUNCT
iajs-4033	432	6	https://doi.org/10.1109/access.2021.3113320	https://doi.org/10.1109/access.2021.3113320	NOUN
iajs-4033	432	7	https://doi.org/10.3390/su11051277	https://doi.org/10.3390/su11051277	ADP
iajs-4033	432	8	https://doi.org/10.1016/j.iedeen.2017.06.002	https://doi.org/10.1016/j.iedeen.2017.06.002	ADJ
iajs-4033	432	9	https://doi.org/10.1109/asonam.2016.7752329	https://doi.org/10.1109/asonam.2016.7752329	PROPN
iajs-4033	432	10	https://doi.org/10.1016/j.eswa.2019.03.001	https://doi.org/10.1016/j.eswa.2019.03.001	NOUN
iajs-4033	432	11	https://doi.org/10.1609/aaai.v31i1.11016	https://doi.org/10.1609/aaai.v31i1.11016	X
iajs-4033	432	12	https://doi.org/10.1109/isaect.2018.8618726	https://doi.org/10.1109/isaect.2018.8618726	PROPN
iajs-4033	432	13	https://www.ijcai.org/abstract/15/321	https://www.ijcai.org/abstract/15/321	PROPN
iajs-4033	432	14	https://doi.org/10.1007/s10462-023-10471-x	https://doi.org/10.1007/s10462-023-10471-x	PROPN
iajs-4033	433	1	https://doi.org/10.1007/978-3-319-67056-0_19	https://doi.org/10.1007/978-3-319-67056-0_19	PRON
iajs-4033	433	2	https://doi.org/10.1609/aaai.v31i1.11016	https://doi.org/10.1609/aaai.v31i1.11016	X
iajs-4033	434	1	https://doi.org/10.1109/isaect.2018.8618726	https://doi.org/10.1109/isaect.2018.8618726	PROPN
iajs-4033	434	2	https://doi.org/10.1109/access.2021.3113320	https://doi.org/10.1109/access.2021.3113320	PROPN
iajs-4033	434	3	ihjpas	ihjpas	PROPN
iajs-4033	434	4	.	.	PUNCT
iajs-4033	435	1	2025	2025	NUM
iajs-4033	435	2	,	,	PUNCT
iajs-4033	435	3	38	38	NUM
iajs-4033	435	4	(	(	PUNCT
iajs-4033	435	5	1	1	NUM
iajs-4033	435	6	)	)	PUNCT
iajs-4033	435	7	516	516	NUM
iajs-4033	435	8	39	39	NUM
iajs-4033	435	9	.	.	PUNCT
iajs-4033	436	1	laureate	laureate	PROPN
iajs-4033	436	2	cdp	cdp	PROPN
iajs-4033	436	3	,	,	PUNCT
iajs-4033	436	4	buntine	buntine	PROPN
iajs-4033	436	5	w	w	PROPN
iajs-4033	436	6	,	,	PUNCT
iajs-4033	436	7	linger	linger	ADJ
iajs-4033	436	8	h.	h.	PROPN
iajs-4033	437	1	a	a	DET
iajs-4033	437	2	systematic	systematic	ADJ
iajs-4033	437	3	review	review	NOUN
iajs-4033	437	4	of	of	ADP
iajs-4033	437	5	the	the	DET
iajs-4033	437	6	use	use	NOUN
iajs-4033	437	7	of	of	ADP
iajs-4033	437	8	topic	topic	NOUN
iajs-4033	437	9	models	model	NOUN
iajs-4033	437	10	for	for	ADP
iajs-4033	437	11	short	short	ADJ
iajs-4033	437	12	text	text	NOUN
iajs-4033	437	13	social	social	ADJ
iajs-4033	437	14	media	medium	NOUN
iajs-4033	437	15	analysis	analysis	NOUN
iajs-4033	437	16	.	.	PUNCT
iajs-4033	438	1	artif	artif	PROPN
iajs-4033	438	2	intell	intell	PROPN
iajs-4033	438	3	rev	rev	VERB
iajs-4033	438	4	.	.	PROPN
iajs-4033	438	5	2023	2023	NUM
iajs-4033	438	6	.	.	PUNCT
iajs-4033	439	1	available	available	ADJ
iajs-4033	439	2	from	from	ADP
iajs-4033	439	3	:	:	PUNCT
iajs-4033	439	4	https://doi.org/10.1007/s10462-023-10471-x	https://doi.org/10.1007/s10462-023-10471-x	NOUN
iajs-4033	439	5	40	40	NUM
iajs-4033	439	6	.	.	PUNCT
iajs-4033	440	1	mhamdi	mhamdi	PROPN
iajs-4033	440	2	c	c	PROPN
iajs-4033	440	3	,	,	PUNCT
iajs-4033	440	4	al	al	PROPN
iajs-4033	440	5	-	-	PUNCT
iajs-4033	440	6	emran	emran	NOUN
iajs-4033	440	7	m	m	PROPN
iajs-4033	440	8	,	,	PUNCT
iajs-4033	440	9	salloum	salloum	PROPN
iajs-4033	440	10	sa	sa	PROPN
iajs-4033	440	11	.	.	PUNCT
iajs-4033	440	12	text	text	NOUN
iajs-4033	440	13	mining	mining	NOUN
iajs-4033	440	14	and	and	CCONJ
iajs-4033	440	15	analytics	analytic	NOUN
iajs-4033	440	16	:	:	PUNCT
iajs-4033	440	17	a	a	DET
iajs-4033	440	18	case	case	NOUN
iajs-4033	440	19	study	study	NOUN
iajs-4033	440	20	from	from	ADP
iajs-4033	440	21	news	news	NOUN
iajs-4033	440	22	channels	channel	NOUN
iajs-4033	440	23	posts	post	NOUN
iajs-4033	440	24	on	on	ADP
iajs-4033	440	25	facebook	facebook	PROPN
iajs-4033	440	26	.	.	PUNCT
iajs-4033	441	1	in	in	ADP
iajs-4033	441	2	:	:	PUNCT
iajs-4033	441	3	intelligent	intelligent	ADJ
iajs-4033	441	4	natural	natural	ADJ
iajs-4033	441	5	language	language	NOUN
iajs-4033	441	6	processing	processing	NOUN
iajs-4033	441	7	:	:	PUNCT
iajs-4033	441	8	trends	trend	NOUN
iajs-4033	441	9	and	and	CCONJ
iajs-4033	441	10	applications	application	NOUN
iajs-4033	441	11	.	.	PUNCT
iajs-4033	441	12	2017	2017	NUM
iajs-4033	441	13	.	.	PUNCT
iajs-4033	442	1	p.	p.	NOUN
iajs-4033	442	2	399	399	NUM
iajs-4033	442	3	–	–	PUNCT
iajs-4033	442	4	415	415	NUM
iajs-4033	442	5	.	.	PUNCT
iajs-4033	442	6	available	available	ADJ
iajs-4033	442	7	from	from	ADP
iajs-4033	442	8	:	:	PUNCT
iajs-4033	443	1	https://doi.org/10.1007/978-3-319-67056-0_19	https://doi.org/10.1007/978-3-319-67056-0_19	PROPN
iajs-4033	443	2	https://doi.org/10.1007/s10462-023-10471-x	https://doi.org/10.1007/s10462-023-10471-x	INTJ
iajs-4033	443	3	https://doi.org/10.1007/978-3-319-67056-0_19	https://doi.org/10.1007/978-3-319-67056-0_19	INTJ