id	sid	tid	token	lemma	pos
cana-5219	1	1	communications	communication	NOUN
cana-5219	1	2	on	on	ADP
cana-5219	1	3	applied	apply	VERB
cana-5219	1	4	nonlinear	nonlinear	ADJ
cana-5219	1	5	analysis	analysis	NOUN
cana-5219	1	6	issn	issn	NOUN
cana-5219	1	7	:	:	PUNCT
cana-5219	1	8	1074	1074	NUM
cana-5219	1	9	-	-	PUNCT
cana-5219	1	10	133x	133x	NUM
cana-5219	1	11	vol	vol	VERB
cana-5219	1	12	32	32	NUM
cana-5219	1	13	no	no	NOUN
cana-5219	1	14	.	.	PUNCT
cana-5219	2	1	10s	10	NOUN
cana-5219	2	2	(	(	PUNCT
cana-5219	2	3	2025	2025	NUM
cana-5219	2	4	)	)	PUNCT
cana-5219	2	5	1198	1198	NUM
cana-5219	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5219	2	7	evaluating	evaluating	NOUN
cana-5219	2	8	and	and	CCONJ
cana-5219	2	9	forecasting	forecasting	NOUN
cana-5219	2	10	student	student	NOUN
cana-5219	2	11	academic	academic	ADJ
cana-5219	2	12	performance	performance	NOUN
cana-5219	2	13	through	through	ADP
cana-5219	2	14	educational	educational	ADJ
cana-5219	2	15	data	datum	NOUN
cana-5219	2	16	mining	mining	NOUN
cana-5219	2	17	using	use	VERB
cana-5219	2	18	deep	deep	ADJ
cana-5219	2	19	learning	learn	VERB
cana-5219	2	20	mr	mr	PROPN
cana-5219	2	21	.	.	PROPN
cana-5219	2	22	andhale	andhale	PROPN
cana-5219	2	23	rajendra1	rajendra1	PROPN
cana-5219	2	24	,	,	PUNCT
cana-5219	2	25	prof	prof	PROPN
cana-5219	2	26	.	.	PUNCT
cana-5219	3	1	dr	dr	PROPN
cana-5219	3	2	.	.	PROPN
cana-5219	3	3	monika	monika	PROPN
cana-5219	3	4	rokade2	rokade2	PROPN
cana-5219	3	5	,	,	PUNCT
cana-5219	3	6	prof	prof	PROPN
cana-5219	3	7	.	.	PUNCT
cana-5219	4	1	dr	dr	PROPN
cana-5219	4	2	.	.	PROPN
cana-5219	4	3	sunil	sunil	PROPN
cana-5219	4	4	khatal3	khatal3	PROPN
cana-5219	5	1	1department	1department	NUM
cana-5219	5	2	of	of	ADP
cana-5219	5	3	computer	computer	NOUN
cana-5219	5	4	engineering	engineering	NOUN
cana-5219	5	5	,	,	PUNCT
cana-5219	5	6	sharadchandra	sharadchandra	PROPN
cana-5219	5	7	pawar	pawar	PROPN
cana-5219	5	8	college	college	PROPN
cana-5219	5	9	of	of	ADP
cana-5219	5	10	engineering	engineering	PROPN
cana-5219	5	11	,	,	PUNCT
cana-5219	5	12	dumbarwadi	dumbarwadi	NOUN
cana-5219	5	13	,	,	PUNCT
cana-5219	5	14	otur	otur	NOUN
cana-5219	5	15	,	,	PUNCT
cana-5219	5	16	pune	pune	NOUN
cana-5219	5	17	,	,	PUNCT
cana-5219	5	18	india	india	PROPN
cana-5219	5	19	randhale.shivneri@gmail.com	randhale.shivneri@gmail.com	PROPN
cana-5219	5	20	2department	2department	NUM
cana-5219	5	21	of	of	ADP
cana-5219	5	22	computer	computer	NOUN
cana-5219	5	23	engineering	engineering	NOUN
cana-5219	5	24	,	,	PUNCT
cana-5219	5	25	sharadchandra	sharadchandra	PROPN
cana-5219	5	26	pawar	pawar	PROPN
cana-5219	5	27	college	college	PROPN
cana-5219	5	28	of	of	ADP
cana-5219	5	29	engineering	engineering	PROPN
cana-5219	5	30	,	,	PUNCT
cana-5219	5	31	dumbarwadi	dumbarwadi	NOUN
cana-5219	5	32	,	,	PUNCT
cana-5219	5	33	otur	otur	NOUN
cana-5219	5	34	,	,	PUNCT
cana-5219	5	35	pune	pune	NOUN
cana-5219	5	36	,	,	PUNCT
cana-5219	5	37	india	india	PROPN
cana-5219	5	38	monikarokade4@gmail.com	monikarokade4@gmail.com	PROPN
cana-5219	5	39	3hod	3hod	NOUN
cana-5219	5	40	,	,	PUNCT
cana-5219	5	41	department	department	NOUN
cana-5219	5	42	of	of	ADP
cana-5219	5	43	computer	computer	NOUN
cana-5219	5	44	engineering	engineering	NOUN
cana-5219	5	45	,	,	PUNCT
cana-5219	5	46	sharadchandra	sharadchandra	PROPN
cana-5219	5	47	pawar	pawar	PROPN
cana-5219	5	48	college	college	PROPN
cana-5219	5	49	of	of	ADP
cana-5219	5	50	engineering	engineering	PROPN
cana-5219	5	51	,	,	PUNCT
cana-5219	5	52	dumbarwadi	dumbarwadi	NOUN
cana-5219	5	53	,	,	PUNCT
cana-5219	5	54	otur	otur	NOUN
cana-5219	5	55	,	,	PUNCT
cana-5219	5	56	pune	pune	NOUN
cana-5219	5	57	,	,	PUNCT
cana-5219	5	58	india	india	PROPN
cana-5219	5	59	khatalsunil88@gmail.com	khatalsunil88@gmail.com	PROPN
cana-5219	5	60	article	article	NOUN
cana-5219	5	61	history	history	NOUN
cana-5219	5	62	:	:	PUNCT
cana-5219	5	63	received	receive	VERB
cana-5219	5	64	:	:	PUNCT
cana-5219	5	65	12	12	NUM
cana-5219	5	66	-	-	SYM
cana-5219	5	67	01	01	NUM
cana-5219	5	68	-	-	PUNCT
cana-5219	5	69	2025	2025	NUM
cana-5219	5	70	revised	revise	VERB
cana-5219	5	71	:	:	PUNCT
cana-5219	5	72	15	15	NUM
cana-5219	5	73	-	-	NUM
cana-5219	5	74	02	02	NUM
cana-5219	5	75	-	-	PUNCT
cana-5219	5	76	2025	2025	NUM
cana-5219	5	77	accepted	accept	VERB
cana-5219	5	78	:	:	PUNCT
cana-5219	5	79	01	01	NUM
cana-5219	5	80	-	-	SYM
cana-5219	5	81	03	03	NUM
cana-5219	5	82	-	-	PUNCT
cana-5219	5	83	2025	2025	NUM
cana-5219	5	84	abstract	abstract	NOUN
cana-5219	5	85	:	:	PUNCT
cana-5219	5	86	frequent	frequent	ADJ
cana-5219	5	87	failures	failure	NOUN
cana-5219	5	88	during	during	ADP
cana-5219	5	89	various	various	ADJ
cana-5219	5	90	stages	stage	NOUN
cana-5219	5	91	of	of	ADP
cana-5219	5	92	education	education	NOUN
cana-5219	5	93	are	be	AUX
cana-5219	5	94	a	a	DET
cana-5219	5	95	common	common	ADJ
cana-5219	5	96	occurrence	occurrence	NOUN
cana-5219	5	97	.	.	PUNCT
cana-5219	6	1	numerous	numerous	ADJ
cana-5219	6	2	factors	factor	NOUN
cana-5219	6	3	contribute	contribute	VERB
cana-5219	6	4	to	to	ADP
cana-5219	6	5	the	the	DET
cana-5219	6	6	increasing	increase	VERB
cana-5219	6	7	drop	drop	VERB
cana-5219	6	8	-	-	PUNCT
cana-5219	6	9	out	out	ADP
cana-5219	6	10	rates	rate	NOUN
cana-5219	6	11	among	among	ADP
cana-5219	6	12	students	student	NOUN
cana-5219	6	13	,	,	PUNCT
cana-5219	6	14	with	with	ADP
cana-5219	6	15	poor	poor	ADJ
cana-5219	6	16	academic	academic	ADJ
cana-5219	6	17	performance	performance	NOUN
cana-5219	6	18	being	be	AUX
cana-5219	6	19	a	a	DET
cana-5219	6	20	significant	significant	ADJ
cana-5219	6	21	reason	reason	NOUN
cana-5219	6	22	for	for	ADP
cana-5219	6	23	school	school	NOUN
cana-5219	6	24	discontinuation	discontinuation	NOUN
cana-5219	6	25	.	.	PUNCT
cana-5219	7	1	many	many	ADJ
cana-5219	7	2	students	student	NOUN
cana-5219	7	3	struggle	struggle	VERB
cana-5219	7	4	to	to	PART
cana-5219	7	5	adapt	adapt	VERB
cana-5219	7	6	to	to	ADP
cana-5219	7	7	the	the	DET
cana-5219	7	8	academic	academic	ADJ
cana-5219	7	9	environment	environment	NOUN
cana-5219	7	10	of	of	ADP
cana-5219	7	11	their	their	PRON
cana-5219	7	12	institutions	institution	NOUN
cana-5219	7	13	,	,	PUNCT
cana-5219	7	14	which	which	PRON
cana-5219	7	15	negatively	negatively	ADV
cana-5219	7	16	impacts	impact	VERB
cana-5219	7	17	their	their	PRON
cana-5219	7	18	performance	performance	NOUN
cana-5219	7	19	.	.	PUNCT
cana-5219	8	1	additionally	additionally	ADV
cana-5219	8	2	,	,	PUNCT
cana-5219	8	3	involvement	involvement	NOUN
cana-5219	8	4	in	in	ADP
cana-5219	8	5	extracurricular	extracurricular	ADJ
cana-5219	8	6	activities	activity	NOUN
cana-5219	8	7	and	and	CCONJ
cana-5219	8	8	student	student	NOUN
cana-5219	8	9	politics	politic	NOUN
cana-5219	8	10	often	often	ADV
cana-5219	8	11	diverts	divert	VERB
cana-5219	8	12	focus	focus	NOUN
cana-5219	8	13	,	,	PUNCT
cana-5219	8	14	leading	lead	VERB
cana-5219	8	15	to	to	ADP
cana-5219	8	16	unsatisfactory	unsatisfactory	ADJ
cana-5219	8	17	outcomes	outcome	NOUN
cana-5219	8	18	.	.	PUNCT
cana-5219	9	1	these	these	DET
cana-5219	9	2	predictable	predictable	ADJ
cana-5219	9	3	and	and	CCONJ
cana-5219	9	4	unforeseen	unforeseen	ADJ
cana-5219	9	5	factors	factor	NOUN
cana-5219	9	6	collectively	collectively	ADV
cana-5219	9	7	influence	influence	VERB
cana-5219	9	8	academic	academic	ADJ
cana-5219	9	9	growth	growth	NOUN
cana-5219	9	10	and	and	CCONJ
cana-5219	9	11	development	development	NOUN
cana-5219	9	12	.	.	PUNCT
cana-5219	10	1	consequently	consequently	ADV
cana-5219	10	2	,	,	PUNCT
cana-5219	10	3	it	it	PRON
cana-5219	10	4	is	be	AUX
cana-5219	10	5	essential	essential	ADJ
cana-5219	10	6	to	to	PART
cana-5219	10	7	analyze	analyze	VERB
cana-5219	10	8	undergraduate	undergraduate	ADJ
cana-5219	10	9	performance	performance	NOUN
cana-5219	10	10	to	to	PART
cana-5219	10	11	uncover	uncover	VERB
cana-5219	10	12	the	the	DET
cana-5219	10	13	underlying	underlying	ADJ
cana-5219	10	14	causes	cause	NOUN
cana-5219	10	15	of	of	ADP
cana-5219	10	16	students	student	NOUN
cana-5219	10	17	'	'	PART
cana-5219	10	18	varying	vary	VERB
cana-5219	10	19	achievements	achievement	NOUN
cana-5219	10	20	.	.	PUNCT
cana-5219	11	1	the	the	DET
cana-5219	11	2	main	main	ADJ
cana-5219	11	3	objective	objective	NOUN
cana-5219	11	4	of	of	ADP
cana-5219	11	5	our	our	PRON
cana-5219	11	6	study	study	NOUN
cana-5219	11	7	is	be	AUX
cana-5219	11	8	to	to	PART
cana-5219	11	9	detect	detect	VERB
cana-5219	11	10	the	the	DET
cana-5219	11	11	diverse	diverse	ADJ
cana-5219	11	12	factors	factor	NOUN
cana-5219	11	13	that	that	PRON
cana-5219	11	14	impact	impact	VERB
cana-5219	11	15	academic	academic	ADJ
cana-5219	11	16	success	success	NOUN
cana-5219	11	17	at	at	ADP
cana-5219	11	18	the	the	DET
cana-5219	11	19	undergraduate	undergraduate	ADJ
cana-5219	11	20	level	level	NOUN
cana-5219	11	21	.	.	PUNCT
cana-5219	12	1	the	the	DET
cana-5219	12	2	ultimate	ultimate	ADJ
cana-5219	12	3	goal	goal	NOUN
cana-5219	12	4	of	of	ADP
cana-5219	12	5	this	this	DET
cana-5219	12	6	study	study	NOUN
cana-5219	12	7	is	be	AUX
cana-5219	12	8	to	to	PART
cana-5219	12	9	empower	empower	VERB
cana-5219	12	10	students	student	NOUN
cana-5219	12	11	by	by	ADP
cana-5219	12	12	helping	help	VERB
cana-5219	12	13	them	they	PRON
cana-5219	12	14	understand	understand	VERB
cana-5219	12	15	these	these	DET
cana-5219	12	16	influencing	influence	VERB
cana-5219	12	17	factors	factor	NOUN
cana-5219	12	18	,	,	PUNCT
cana-5219	12	19	enabling	enable	VERB
cana-5219	12	20	them	they	PRON
cana-5219	12	21	to	to	PART
cana-5219	12	22	take	take	VERB
cana-5219	12	23	proactive	proactive	ADJ
cana-5219	12	24	steps	step	NOUN
cana-5219	12	25	to	to	PART
cana-5219	12	26	enhance	enhance	VERB
cana-5219	12	27	their	their	PRON
cana-5219	12	28	academic	academic	ADJ
cana-5219	12	29	results	result	NOUN
cana-5219	12	30	.	.	PUNCT
cana-5219	13	1	by	by	ADP
cana-5219	13	2	identifying	identify	VERB
cana-5219	13	3	and	and	CCONJ
cana-5219	13	4	assessing	assess	VERB
cana-5219	13	5	these	these	DET
cana-5219	13	6	key	key	ADJ
cana-5219	13	7	elements	element	NOUN
cana-5219	13	8	,	,	PUNCT
cana-5219	13	9	students	student	NOUN
cana-5219	13	10	,	,	PUNCT
cana-5219	13	11	educators	educator	NOUN
cana-5219	13	12	,	,	PUNCT
cana-5219	13	13	and	and	CCONJ
cana-5219	13	14	institutional	institutional	ADJ
cana-5219	13	15	stakeholders	stakeholder	NOUN
cana-5219	13	16	can	can	AUX
cana-5219	13	17	work	work	VERB
cana-5219	13	18	collaboratively	collaboratively	ADV
cana-5219	13	19	to	to	PART
cana-5219	13	20	create	create	VERB
cana-5219	13	21	a	a	DET
cana-5219	13	22	more	more	ADV
cana-5219	13	23	conducive	conducive	ADJ
cana-5219	13	24	learning	learning	NOUN
cana-5219	13	25	environment	environment	NOUN
cana-5219	13	26	.	.	PUNCT
cana-5219	14	1	this	this	DET
cana-5219	14	2	paper	paper	NOUN
cana-5219	14	3	emphasizes	emphasize	VERB
cana-5219	14	4	the	the	DET
cana-5219	14	5	critical	critical	ADJ
cana-5219	14	6	role	role	NOUN
cana-5219	14	7	of	of	ADP
cana-5219	14	8	utilizing	utilize	VERB
cana-5219	14	9	student	student	NOUN
cana-5219	14	10	data	datum	NOUN
cana-5219	14	11	in	in	ADP
cana-5219	14	12	improving	improve	VERB
cana-5219	14	13	education	education	NOUN
cana-5219	14	14	planning	planning	NOUN
cana-5219	14	15	.	.	PUNCT
cana-5219	15	1	it	it	PRON
cana-5219	15	2	outlines	outline	VERB
cana-5219	15	3	effective	effective	ADJ
cana-5219	15	4	techniques	technique	NOUN
cana-5219	15	5	to	to	PART
cana-5219	15	6	extract	extract	VERB
cana-5219	15	7	valuable	valuable	ADJ
cana-5219	15	8	insights	insight	NOUN
cana-5219	15	9	from	from	ADP
cana-5219	15	10	extensive	extensive	ADJ
cana-5219	15	11	academic	academic	ADJ
cana-5219	15	12	databases	database	NOUN
cana-5219	15	13	containing	contain	VERB
cana-5219	15	14	student	student	NOUN
cana-5219	15	15	information	information	NOUN
cana-5219	15	16	.	.	PUNCT
cana-5219	16	1	a	a	DET
cana-5219	16	2	deep	deep	ADJ
cana-5219	16	3	learning	learning	NOUN
cana-5219	16	4	-	-	PUNCT
cana-5219	16	5	based	base	VERB
cana-5219	16	6	recurrent	recurrent	ADJ
cana-5219	16	7	neural	neural	ADJ
cana-5219	16	8	network	network	NOUN
cana-5219	16	9	classifier	classifier	NOUN
cana-5219	16	10	model	model	NOUN
cana-5219	16	11	is	be	AUX
cana-5219	16	12	suggested	suggest	VERB
cana-5219	16	13	to	to	PART
cana-5219	16	14	help	help	VERB
cana-5219	16	15	make	make	VERB
cana-5219	16	16	early	early	ADJ
cana-5219	16	17	predictions	prediction	NOUN
cana-5219	16	18	about	about	ADP
cana-5219	16	19	how	how	SCONJ
cana-5219	16	20	well	well	ADV
cana-5219	16	21	students	student	NOUN
cana-5219	16	22	will	will	AUX
cana-5219	16	23	do	do	AUX
cana-5219	16	24	in	in	ADP
cana-5219	16	25	school	school	NOUN
cana-5219	16	26	.	.	PUNCT
cana-5219	17	1	the	the	DET
cana-5219	17	2	proposed	propose	VERB
cana-5219	17	3	approach	approach	NOUN
cana-5219	17	4	is	be	AUX
cana-5219	17	5	associated	associate	VERB
cana-5219	17	6	against	against	ADP
cana-5219	17	7	many	many	ADJ
cana-5219	17	8	traditional	traditional	ADJ
cana-5219	17	9	machine	machine	NOUN
cana-5219	17	10	learning	learn	VERB
cana-5219	17	11	classification	classification	NOUN
cana-5219	17	12	models	model	NOUN
cana-5219	17	13	and	and	CCONJ
cana-5219	17	14	rnn	rnn	VERB
cana-5219	17	15	classifiers	classifier	NOUN
cana-5219	17	16	to	to	PART
cana-5219	17	17	evaluate	evaluate	VERB
cana-5219	17	18	its	its	PRON
cana-5219	17	19	efficacy	efficacy	NOUN
cana-5219	17	20	.	.	PUNCT
cana-5219	18	1	keywords	keyword	NOUN
cana-5219	18	2	:	:	PUNCT
cana-5219	18	3	machine	machine	NOUN
cana-5219	18	4	learning	learning	NOUN
cana-5219	18	5	,	,	PUNCT
cana-5219	18	6	nlp	nlp	ADJ
cana-5219	18	7	,	,	PUNCT
cana-5219	18	8	deep	deep	ADJ
cana-5219	18	9	learning	learning	NOUN
cana-5219	18	10	and	and	CCONJ
cana-5219	18	11	educational	educational	ADJ
cana-5219	18	12	data	datum	NOUN
cana-5219	18	13	mining	mining	NOUN
cana-5219	18	14	(	(	PUNCT
cana-5219	18	15	edm	edm	PROPN
cana-5219	18	16	)	)	PUNCT
cana-5219	18	17	i.	i.	NOUN
cana-5219	18	18	introduction	introduction	NOUN
cana-5219	18	19	in	in	ADP
cana-5219	18	20	the	the	DET
cana-5219	18	21	present	present	ADJ
cana-5219	18	22	era	era	NOUN
cana-5219	18	23	,	,	PUNCT
cana-5219	18	24	educational	educational	ADJ
cana-5219	18	25	sectors	sector	NOUN
cana-5219	18	26	started	start	VERB
cana-5219	18	27	focusing	focus	VERB
cana-5219	18	28	on	on	ADP
cana-5219	18	29	improving	improve	VERB
cana-5219	18	30	students	student	NOUN
cana-5219	18	31	experience	experience	NOUN
cana-5219	18	32	in	in	ADP
cana-5219	18	33	learning	learn	VERB
cana-5219	18	34	.	.	PUNCT
cana-5219	19	1	apart	apart	ADV
cana-5219	19	2	from	from	ADP
cana-5219	19	3	students	student	NOUN
cana-5219	19	4	,	,	PUNCT
cana-5219	19	5	the	the	DET
cana-5219	19	6	other	other	ADJ
cana-5219	19	7	stakeholders	stakeholder	NOUN
cana-5219	19	8	involved	involve	VERB
cana-5219	19	9	in	in	ADP
cana-5219	19	10	educational	educational	ADJ
cana-5219	19	11	enterprises	enterprise	NOUN
cana-5219	19	12	are	be	AUX
cana-5219	19	13	parents	parent	NOUN
cana-5219	19	14	,	,	PUNCT
cana-5219	19	15	community	community	NOUN
cana-5219	19	16	and	and	CCONJ
cana-5219	19	17	employers	employer	NOUN
cana-5219	19	18	.	.	PUNCT
cana-5219	20	1	the	the	DET
cana-5219	20	2	stake	stake	NOUN
cana-5219	20	3	holders	holder	NOUN
cana-5219	20	4	want	want	VERB
cana-5219	20	5	the	the	DET
cana-5219	20	6	educational	educational	ADJ
cana-5219	20	7	institution	institution	NOUN
cana-5219	20	8	to	to	PART
cana-5219	20	9	give	give	VERB
cana-5219	20	10	best	good	ADJ
cana-5219	20	11	education	education	NOUN
cana-5219	20	12	mailto:randhale.shivneri@gmail.com	mailto:randhale.shivneri@gmail.com	X
cana-5219	21	1	mailto:monikarokade4@gmail.com	mailto:monikarokade4@gmail.com	PROPN
cana-5219	21	2	communications	communication	NOUN
cana-5219	21	3	on	on	ADP
cana-5219	21	4	applied	apply	VERB
cana-5219	21	5	nonlinear	nonlinear	ADJ
cana-5219	21	6	analysis	analysis	NOUN
cana-5219	21	7	issn	issn	NOUN
cana-5219	21	8	:	:	PUNCT
cana-5219	21	9	1074	1074	NUM
cana-5219	21	10	-	-	PUNCT
cana-5219	21	11	133x	133x	NUM
cana-5219	21	12	vol	vol	VERB
cana-5219	21	13	32	32	NUM
cana-5219	21	14	no	no	NOUN
cana-5219	21	15	.	.	PUNCT
cana-5219	22	1	10s	10	NOUN
cana-5219	22	2	(	(	PUNCT
cana-5219	22	3	2025	2025	NUM
cana-5219	22	4	)	)	PUNCT
cana-5219	22	5	1199	1199	NUM
cana-5219	22	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5219	22	7	to	to	ADP
cana-5219	22	8	the	the	DET
cana-5219	22	9	students	student	NOUN
cana-5219	22	10	.	.	PUNCT
cana-5219	23	1	the	the	DET
cana-5219	23	2	academic	academic	ADJ
cana-5219	23	3	performance	performance	NOUN
cana-5219	23	4	of	of	ADP
cana-5219	23	5	students	student	NOUN
cana-5219	23	6	has	have	AUX
cana-5219	23	7	long	long	ADV
cana-5219	23	8	been	be	AUX
cana-5219	23	9	a	a	DET
cana-5219	23	10	subject	subject	NOUN
cana-5219	23	11	of	of	ADP
cana-5219	23	12	interest	interest	NOUN
cana-5219	23	13	for	for	ADP
cana-5219	23	14	researchers	researcher	NOUN
cana-5219	23	15	and	and	CCONJ
cana-5219	23	16	educational	educational	ADJ
cana-5219	23	17	institutions	institution	NOUN
cana-5219	23	18	,	,	PUNCT
cana-5219	23	19	tracing	trace	VERB
cana-5219	23	20	back	back	ADV
cana-5219	23	21	to	to	ADP
cana-5219	23	22	the	the	DET
cana-5219	23	23	earliest	early	ADJ
cana-5219	23	24	efforts	effort	NOUN
cana-5219	23	25	in	in	ADP
cana-5219	23	26	education	education	NOUN
cana-5219	23	27	management	management	NOUN
cana-5219	23	28	.	.	PUNCT
cana-5219	24	1	academic	academic	ADJ
cana-5219	24	2	performance	performance	NOUN
cana-5219	24	3	is	be	AUX
cana-5219	24	4	commonly	commonly	ADV
cana-5219	24	5	measured	measure	VERB
cana-5219	24	6	using	use	VERB
cana-5219	24	7	indicators	indicator	NOUN
cana-5219	24	8	such	such	ADJ
cana-5219	24	9	as	as	ADP
cana-5219	24	10	grade	grade	NOUN
cana-5219	24	11	point	point	NOUN
cana-5219	24	12	averages	average	NOUN
cana-5219	24	13	(	(	PUNCT
cana-5219	24	14	gpas	gpas	PROPN
cana-5219	24	15	)	)	PUNCT
cana-5219	24	16	,	,	PUNCT
cana-5219	24	17	individual	individual	ADJ
cana-5219	24	18	test	test	NOUN
cana-5219	24	19	scores	score	NOUN
cana-5219	24	20	,	,	PUNCT
cana-5219	24	21	success	success	NOUN
cana-5219	24	22	in	in	ADP
cana-5219	24	23	specific	specific	ADJ
cana-5219	24	24	modules	module	NOUN
cana-5219	24	25	,	,	PUNCT
cana-5219	24	26	or	or	CCONJ
cana-5219	24	27	other	other	ADJ
cana-5219	24	28	quantifiable	quantifiable	ADJ
cana-5219	24	29	metrics	metric	NOUN
cana-5219	24	30	captured	capture	VERB
cana-5219	24	31	at	at	ADP
cana-5219	24	32	distinct	distinct	ADJ
cana-5219	24	33	intervals	interval	NOUN
cana-5219	24	34	.	.	PUNCT
cana-5219	25	1	predicting	predict	VERB
cana-5219	25	2	student	student	NOUN
cana-5219	25	3	performance	performance	NOUN
cana-5219	25	4	has	have	AUX
cana-5219	25	5	also	also	ADV
cana-5219	25	6	emerged	emerge	VERB
cana-5219	25	7	as	as	ADP
cana-5219	25	8	a	a	DET
cana-5219	25	9	critical	critical	ADJ
cana-5219	25	10	area	area	NOUN
cana-5219	25	11	of	of	ADP
cana-5219	25	12	study	study	NOUN
cana-5219	25	13	,	,	PUNCT
cana-5219	25	14	particularly	particularly	ADV
cana-5219	25	15	with	with	ADP
cana-5219	25	16	the	the	DET
cana-5219	25	17	advent	advent	NOUN
cana-5219	25	18	of	of	ADP
cana-5219	25	19	educational	educational	ADJ
cana-5219	25	20	data	datum	NOUN
cana-5219	25	21	mining	mining	NOUN
cana-5219	25	22	(	(	PUNCT
cana-5219	25	23	edm	edm	PROPN
cana-5219	25	24	)	)	PUNCT
cana-5219	25	25	.	.	PUNCT
cana-5219	26	1	this	this	DET
cana-5219	26	2	predictive	predictive	ADJ
cana-5219	26	3	capability	capability	NOUN
cana-5219	26	4	is	be	AUX
cana-5219	26	5	instrumental	instrumental	ADJ
cana-5219	26	6	in	in	ADP
cana-5219	26	7	enhancing	enhance	VERB
cana-5219	26	8	the	the	DET
cana-5219	26	9	outcomes	outcome	NOUN
cana-5219	26	10	of	of	ADP
cana-5219	26	11	higher	high	ADJ
cana-5219	26	12	education	education	NOUN
cana-5219	26	13	by	by	ADP
cana-5219	26	14	identifying	identify	VERB
cana-5219	26	15	students	student	NOUN
cana-5219	26	16	'	'	PART
cana-5219	26	17	strengths	strength	NOUN
cana-5219	26	18	,	,	PUNCT
cana-5219	26	19	guiding	guide	VERB
cana-5219	26	20	them	they	PRON
cana-5219	26	21	toward	toward	ADP
cana-5219	26	22	areas	area	NOUN
cana-5219	26	23	where	where	SCONJ
cana-5219	26	24	they	they	PRON
cana-5219	26	25	excel	excel	VERB
cana-5219	26	26	,	,	PUNCT
cana-5219	26	27	and	and	CCONJ
cana-5219	26	28	mitigating	mitigate	VERB
cana-5219	26	29	performance	performance	NOUN
cana-5219	26	30	declines	decline	NOUN
cana-5219	26	31	in	in	ADP
cana-5219	26	32	challenging	challenging	ADJ
cana-5219	26	33	subjects	subject	NOUN
cana-5219	26	34	.	.	PUNCT
cana-5219	27	1	edm	edm	PROPN
cana-5219	27	2	offers	offer	VERB
cana-5219	27	3	a	a	DET
cana-5219	27	4	systematic	systematic	ADJ
cana-5219	27	5	approach	approach	NOUN
cana-5219	27	6	to	to	ADP
cana-5219	27	7	analyzing	analyze	VERB
cana-5219	27	8	educational	educational	ADJ
cana-5219	27	9	data	datum	NOUN
cana-5219	27	10	,	,	PUNCT
cana-5219	27	11	involving	involve	VERB
cana-5219	27	12	iterative	iterative	NOUN
cana-5219	27	13	processes	process	NOUN
cana-5219	27	14	of	of	ADP
cana-5219	27	15	hypothesis	hypothesis	NOUN
cana-5219	27	16	generation	generation	NOUN
cana-5219	27	17	and	and	CCONJ
cana-5219	27	18	testing	testing	NOUN
cana-5219	27	19	.	.	PUNCT
cana-5219	28	1	at	at	ADP
cana-5219	28	2	its	its	PRON
cana-5219	28	3	core	core	NOUN
cana-5219	28	4	,	,	PUNCT
cana-5219	28	5	edm	edm	PROPN
cana-5219	28	6	integrates	integrate	VERB
cana-5219	28	7	three	three	NUM
cana-5219	28	8	fundamental	fundamental	ADJ
cana-5219	28	9	disciplines	discipline	NOUN
cana-5219	28	10	:	:	PUNCT
cana-5219	28	11	computer	computer	NOUN
cana-5219	28	12	science	science	NOUN
cana-5219	28	13	,	,	PUNCT
cana-5219	28	14	education	education	NOUN
cana-5219	28	15	,	,	PUNCT
cana-5219	28	16	and	and	CCONJ
cana-5219	28	17	statistics	statistic	NOUN
cana-5219	28	18	.	.	PUNCT
cana-5219	29	1	these	these	DET
cana-5219	29	2	domains	domain	NOUN
cana-5219	29	3	intersect	intersect	ADJ
cana-5219	29	4	to	to	PART
cana-5219	29	5	form	form	VERB
cana-5219	29	6	additional	additional	ADJ
cana-5219	29	7	subfields	subfield	NOUN
cana-5219	29	8	closely	closely	ADV
cana-5219	29	9	related	relate	VERB
cana-5219	29	10	to	to	ADP
cana-5219	29	11	edm	edm	PROPN
cana-5219	29	12	,	,	PUNCT
cana-5219	29	13	including	include	VERB
cana-5219	29	14	computer	computer	NOUN
cana-5219	29	15	-	-	PUNCT
cana-5219	29	16	based	base	VERB
cana-5219	29	17	education	education	NOUN
cana-5219	29	18	,	,	PUNCT
cana-5219	29	19	data	data	NOUN
cana-5219	29	20	mining	mining	NOUN
cana-5219	29	21	,	,	PUNCT
cana-5219	29	22	machine	machine	NOUN
cana-5219	29	23	learning	learning	NOUN
cana-5219	29	24	,	,	PUNCT
cana-5219	29	25	and	and	CCONJ
cana-5219	29	26	learning	learn	VERB
cana-5219	29	27	analytics	analytic	NOUN
cana-5219	29	28	.	.	PUNCT
cana-5219	30	1	these	these	DET
cana-5219	30	2	interdisciplinary	interdisciplinary	ADJ
cana-5219	30	3	approaches	approach	NOUN
cana-5219	30	4	collectively	collectively	ADV
cana-5219	30	5	drive	drive	VERB
cana-5219	30	6	advancements	advancement	NOUN
cana-5219	30	7	in	in	ADP
cana-5219	30	8	understanding	understanding	NOUN
cana-5219	30	9	and	and	CCONJ
cana-5219	30	10	improving	improve	VERB
cana-5219	30	11	educational	educational	ADJ
cana-5219	30	12	systems	system	NOUN
cana-5219	30	13	through	through	ADP
cana-5219	30	14	data	data	NOUN
cana-5219	30	15	-	-	PUNCT
cana-5219	30	16	driven	drive	VERB
cana-5219	30	17	insights	insight	NOUN
cana-5219	30	18	.	.	PUNCT
cana-5219	31	1	ii	ii	PROPN
cana-5219	31	2	.	.	PUNCT
cana-5219	32	1	literature	literature	NOUN
cana-5219	32	2	survey	survey	NOUN
cana-5219	32	3	in	in	ADP
cana-5219	32	4	[	[	X
cana-5219	32	5	1	1	NUM
cana-5219	32	6	]	]	SYM
cana-5219	32	7	2019	2019	NUM
cana-5219	32	8	,	,	PUNCT
cana-5219	32	9	researchers	researcher	NOUN
cana-5219	32	10	can	can	AUX
cana-5219	32	11	explore	explore	VERB
cana-5219	32	12	extensive	extensive	ADJ
cana-5219	32	13	educational	educational	ADJ
cana-5219	32	14	datasets	dataset	NOUN
cana-5219	32	15	to	to	PART
cana-5219	32	16	uncover	uncover	VERB
cana-5219	32	17	valuable	valuable	ADJ
cana-5219	32	18	insights	insight	NOUN
cana-5219	32	19	within	within	ADP
cana-5219	32	20	the	the	DET
cana-5219	32	21	field	field	NOUN
cana-5219	32	22	of	of	ADP
cana-5219	32	23	educational	educational	ADJ
cana-5219	32	24	data	datum	NOUN
cana-5219	32	25	mining	mining	NOUN
cana-5219	32	26	.	.	PUNCT
cana-5219	33	1	this	this	DET
cana-5219	33	2	domain	domain	NOUN
cana-5219	33	3	offers	offer	VERB
cana-5219	33	4	powerful	powerful	ADJ
cana-5219	33	5	tools	tool	NOUN
cana-5219	33	6	to	to	PART
cana-5219	33	7	globally	globally	ADV
cana-5219	33	8	enhance	enhance	VERB
cana-5219	33	9	student	student	NOUN
cana-5219	33	10	engagement	engagement	NOUN
cana-5219	33	11	and	and	CCONJ
cana-5219	33	12	participation	participation	NOUN
cana-5219	33	13	in	in	ADP
cana-5219	33	14	the	the	DET
cana-5219	33	15	learning	learning	NOUN
cana-5219	33	16	process	process	NOUN
cana-5219	33	17	.	.	PUNCT
cana-5219	34	1	by	by	ADP
cana-5219	34	2	leveraging	leverage	VERB
cana-5219	34	3	edm	edm	PROPN
cana-5219	34	4	and	and	CCONJ
cana-5219	34	5	various	various	ADJ
cana-5219	34	6	supervised	supervised	ADJ
cana-5219	34	7	learning	learning	NOUN
cana-5219	34	8	techniques	technique	NOUN
cana-5219	34	9	,	,	PUNCT
cana-5219	34	10	the	the	DET
cana-5219	34	11	research	research	NOUN
cana-5219	34	12	evaluates	evaluate	VERB
cana-5219	34	13	the	the	DET
cana-5219	34	14	effectiveness	effectiveness	NOUN
cana-5219	34	15	of	of	ADP
cana-5219	34	16	multiple	multiple	ADJ
cana-5219	34	17	prediction	prediction	NOUN
cana-5219	34	18	models	model	NOUN
cana-5219	34	19	.	.	PUNCT
cana-5219	35	1	the	the	DET
cana-5219	35	2	findings	finding	NOUN
cana-5219	35	3	highlight	highlight	VERB
cana-5219	35	4	strategic	strategic	ADJ
cana-5219	35	5	approaches	approach	NOUN
cana-5219	35	6	that	that	PRON
cana-5219	35	7	can	can	AUX
cana-5219	35	8	support	support	VERB
cana-5219	35	9	decision	decision	NOUN
cana-5219	35	10	-	-	PUNCT
cana-5219	35	11	making	make	VERB
cana-5219	35	12	processes	process	NOUN
cana-5219	35	13	aimed	aim	VERB
cana-5219	35	14	at	at	ADP
cana-5219	35	15	reducing	reduce	VERB
cana-5219	35	16	student	student	NOUN
cana-5219	35	17	dropout	dropout	NOUN
cana-5219	35	18	rates	rate	NOUN
cana-5219	35	19	and	and	CCONJ
cana-5219	35	20	improving	improve	VERB
cana-5219	35	21	academic	academic	ADJ
cana-5219	35	22	retention	retention	NOUN
cana-5219	35	23	.	.	PUNCT
cana-5219	36	1	according	accord	VERB
cana-5219	36	2	to	to	ADP
cana-5219	36	3	[	[	X
cana-5219	36	4	2	2	NUM
cana-5219	36	5	]	]	PUNCT
cana-5219	36	6	,	,	PUNCT
cana-5219	36	7	developed	develop	VERB
cana-5219	36	8	education	education	NOUN
cana-5219	36	9	institutions	institution	NOUN
cana-5219	36	10	often	often	ADV
cana-5219	36	11	place	place	VERB
cana-5219	36	12	significant	significant	ADJ
cana-5219	36	13	emphasis	emphasis	NOUN
cana-5219	36	14	on	on	ADP
cana-5219	36	15	evaluating	evaluate	VERB
cana-5219	36	16	the	the	DET
cana-5219	36	17	overall	overall	ADJ
cana-5219	36	18	success	success	NOUN
cana-5219	36	19	rates	rate	NOUN
cana-5219	36	20	of	of	ADP
cana-5219	36	21	their	their	PRON
cana-5219	36	22	graduates	graduate	NOUN
cana-5219	36	23	.	.	PUNCT
cana-5219	37	1	accurately	accurately	ADV
cana-5219	37	2	forecasting	forecast	VERB
cana-5219	37	3	student	student	NOUN
cana-5219	37	4	achievement	achievement	NOUN
cana-5219	37	5	requires	require	VERB
cana-5219	37	6	a	a	DET
cana-5219	37	7	combination	combination	NOUN
cana-5219	37	8	of	of	ADP
cana-5219	37	9	approaches	approach	NOUN
cana-5219	37	10	,	,	PUNCT
cana-5219	37	11	including	include	VERB
cana-5219	37	12	physical	physical	ADJ
cana-5219	37	13	assessments	assessment	NOUN
cana-5219	37	14	,	,	PUNCT
cana-5219	37	15	statistical	statistical	ADJ
cana-5219	37	16	analyses	analysis	NOUN
cana-5219	37	17	,	,	PUNCT
cana-5219	37	18	and	and	CCONJ
cana-5219	37	19	advanced	advanced	ADJ
cana-5219	37	20	data	data	NOUN
cana-5219	37	21	mining	mining	NOUN
cana-5219	37	22	(	(	PUNCT
cana-5219	37	23	dm	dm	NOUN
cana-5219	37	24	)	)	PUNCT
cana-5219	37	25	methods	method	NOUN
cana-5219	37	26	.	.	PUNCT
cana-5219	38	1	educational	educational	ADJ
cana-5219	38	2	data	datum	NOUN
cana-5219	38	3	mining	mining	NOUN
cana-5219	38	4	is	be	AUX
cana-5219	38	5	a	a	DET
cana-5219	38	6	growing	grow	VERB
cana-5219	38	7	field	field	NOUN
cana-5219	38	8	that	that	PRON
cana-5219	38	9	leverages	leverage	VERB
cana-5219	38	10	data	datum	NOUN
cana-5219	38	11	mining	mining	NOUN
cana-5219	38	12	techniques	technique	NOUN
cana-5219	38	13	alongside	alongside	ADP
cana-5219	38	14	statistical	statistical	ADJ
cana-5219	38	15	and	and	CCONJ
cana-5219	38	16	machine	machine	NOUN
cana-5219	38	17	learning	learning	NOUN
cana-5219	38	18	(	(	PUNCT
cana-5219	38	19	ml	ml	NOUN
cana-5219	38	20	)	)	PUNCT
cana-5219	38	21	methodologies	methodology	NOUN
cana-5219	38	22	.	.	PUNCT
cana-5219	39	1	these	these	DET
cana-5219	39	2	tools	tool	NOUN
cana-5219	39	3	enable	enable	VERB
cana-5219	39	4	the	the	DET
cana-5219	39	5	analysis	analysis	NOUN
cana-5219	39	6	of	of	ADP
cana-5219	39	7	students	student	NOUN
cana-5219	39	8	'	'	PART
cana-5219	39	9	study	study	NOUN
cana-5219	39	10	patterns	pattern	NOUN
cana-5219	39	11	,	,	PUNCT
cana-5219	39	12	academic	academic	ADJ
cana-5219	39	13	outcomes	outcome	NOUN
cana-5219	39	14	,	,	PUNCT
cana-5219	39	15	and	and	CCONJ
cana-5219	39	16	potential	potential	ADJ
cana-5219	39	17	growth	growth	NOUN
cana-5219	39	18	trajectories	trajectory	NOUN
cana-5219	39	19	.	.	PUNCT
cana-5219	40	1	this	this	DET
cana-5219	40	2	research	research	NOUN
cana-5219	40	3	explores	explore	VERB
cana-5219	40	4	various	various	ADJ
cana-5219	40	5	data	datum	NOUN
cana-5219	40	6	mining	mining	NOUN
cana-5219	40	7	approaches	approach	NOUN
cana-5219	40	8	to	to	PART
cana-5219	40	9	assess	assess	VERB
cana-5219	40	10	and	and	CCONJ
cana-5219	40	11	predict	predict	VERB
cana-5219	40	12	students	student	NOUN
cana-5219	40	13	'	'	PART
cana-5219	40	14	quality	quality	NOUN
cana-5219	40	15	standards	standard	NOUN
cana-5219	40	16	.	.	PUNCT
cana-5219	41	1	utilizing	utilize	VERB
cana-5219	41	2	the	the	DET
cana-5219	41	3	kalboard	kalboard	NOUN
cana-5219	41	4	360	360	NUM
cana-5219	41	5	dataset	dataset	NOUN
cana-5219	41	6	,	,	PUNCT
cana-5219	41	7	decision	decision	NOUN
cana-5219	41	8	-	-	PUNCT
cana-5219	41	9	making	make	VERB
cana-5219	41	10	methods	method	NOUN
cana-5219	41	11	were	be	AUX
cana-5219	41	12	analyzed	analyze	VERB
cana-5219	41	13	using	use	VERB
cana-5219	41	14	the	the	DET
cana-5219	41	15	weka	weka	PROPN
cana-5219	41	16	platform	platform	NOUN
cana-5219	41	17	,	,	PUNCT
cana-5219	41	18	offering	offer	VERB
cana-5219	41	19	valuable	valuable	ADJ
cana-5219	41	20	insights	insight	NOUN
cana-5219	41	21	into	into	ADP
cana-5219	41	22	academic	academic	ADJ
cana-5219	41	23	performance	performance	NOUN
cana-5219	41	24	forecasting	forecasting	NOUN
cana-5219	41	25	.	.	PUNCT
cana-5219	42	1	in	in	ADP
cana-5219	42	2	[	[	X
cana-5219	42	3	3	3	NUM
cana-5219	42	4	]	]	SYM
cana-5219	42	5	2020	2020	NUM
cana-5219	42	6	,	,	PUNCT
cana-5219	42	7	the	the	DET
cana-5219	42	8	world	world	NOUN
cana-5219	42	9	is	be	AUX
cana-5219	42	10	generating	generate	VERB
cana-5219	42	11	an	an	DET
cana-5219	42	12	abundance	abundance	NOUN
cana-5219	42	13	of	of	ADP
cana-5219	42	14	knowledge	knowledge	NOUN
cana-5219	42	15	;	;	PUNCT
cana-5219	42	16	however	however	ADV
cana-5219	42	17	,	,	PUNCT
cana-5219	42	18	the	the	DET
cana-5219	42	19	educational	educational	ADJ
cana-5219	42	20	system	system	NOUN
cana-5219	42	21	remains	remain	VERB
cana-5219	42	22	unaffected	unaffected	ADJ
cana-5219	42	23	by	by	ADP
cana-5219	42	24	it	it	PRON
cana-5219	42	25	.	.	PUNCT
cana-5219	43	1	the	the	DET
cana-5219	43	2	compilation	compilation	NOUN
cana-5219	43	3	of	of	ADP
cana-5219	43	4	data	datum	NOUN
cana-5219	43	5	requires	require	VERB
cana-5219	43	6	scrutiny	scrutiny	NOUN
cana-5219	43	7	due	due	ADP
cana-5219	43	8	to	to	ADP
cana-5219	43	9	the	the	DET
cana-5219	43	10	increasing	increase	VERB
cana-5219	43	11	emphasis	emphasis	NOUN
cana-5219	43	12	on	on	ADP
cana-5219	43	13	education	education	NOUN
cana-5219	43	14	.	.	PUNCT
cana-5219	44	1	data	datum	NOUN
cana-5219	44	2	analysis	analysis	NOUN
cana-5219	44	3	can	can	AUX
cana-5219	44	4	extract	extract	VERB
cana-5219	44	5	relevant	relevant	ADJ
cana-5219	44	6	information	information	NOUN
cana-5219	44	7	from	from	ADP
cana-5219	44	8	educational	educational	ADJ
cana-5219	44	9	datasets	dataset	NOUN
cana-5219	44	10	and	and	CCONJ
cana-5219	44	11	reveal	reveal	VERB
cana-5219	44	12	significant	significant	ADJ
cana-5219	44	13	correlations	correlation	NOUN
cana-5219	44	14	among	among	ADP
cana-5219	44	15	various	various	ADJ
cana-5219	44	16	aspects	aspect	NOUN
cana-5219	44	17	.	.	PUNCT
cana-5219	45	1	educational	educational	ADJ
cana-5219	45	2	data	datum	NOUN
cana-5219	45	3	analysis	analysis	NOUN
cana-5219	45	4	assesses	assesse	NOUN
cana-5219	45	5	student	student	NOUN
cana-5219	45	6	information	information	NOUN
cana-5219	45	7	to	to	PART
cana-5219	45	8	predict	predict	VERB
cana-5219	45	9	a	a	DET
cana-5219	45	10	student	student	NOUN
cana-5219	45	11	's	's	PART
cana-5219	45	12	behaviour	behaviour	NOUN
cana-5219	45	13	or	or	CCONJ
cana-5219	45	14	examination	examination	NOUN
cana-5219	45	15	outcomes	outcome	NOUN
cana-5219	45	16	.	.	PUNCT
cana-5219	46	1	several	several	ADJ
cana-5219	46	2	machine	machine	NOUN
cana-5219	46	3	learning	learn	VERB
cana-5219	46	4	techniques	technique	NOUN
cana-5219	46	5	govern	govern	VERB
cana-5219	46	6	the	the	DET
cana-5219	46	7	assessment	assessment	NOUN
cana-5219	46	8	of	of	ADP
cana-5219	46	9	educational	educational	ADJ
cana-5219	46	10	data	datum	NOUN
cana-5219	46	11	in	in	ADP
cana-5219	46	12	this	this	DET
cana-5219	46	13	study	study	NOUN
cana-5219	46	14	.	.	PUNCT
cana-5219	47	1	the	the	DET
cana-5219	47	2	primary	primary	ADJ
cana-5219	47	3	objective	objective	NOUN
cana-5219	47	4	is	be	AUX
cana-5219	47	5	to	to	PART
cana-5219	47	6	analyse	analyse	VERB
cana-5219	47	7	the	the	DET
cana-5219	47	8	application	application	NOUN
cana-5219	47	9	of	of	ADP
cana-5219	47	10	various	various	ADJ
cana-5219	47	11	machine	machine	NOUN
cana-5219	47	12	learning	learn	VERB
cana-5219	47	13	approaches	approach	NOUN
cana-5219	47	14	to	to	ADP
cana-5219	47	15	educational	educational	ADJ
cana-5219	47	16	data	datum	NOUN
cana-5219	47	17	for	for	ADP
cana-5219	47	18	predictive	predictive	ADJ
cana-5219	47	19	purposes	purpose	NOUN
cana-5219	47	20	.	.	PUNCT
cana-5219	48	1	communications	communication	NOUN
cana-5219	48	2	on	on	ADP
cana-5219	48	3	applied	apply	VERB
cana-5219	48	4	nonlinear	nonlinear	ADJ
cana-5219	48	5	analysis	analysis	NOUN
cana-5219	48	6	issn	issn	NOUN
cana-5219	48	7	:	:	PUNCT
cana-5219	48	8	1074	1074	NUM
cana-5219	48	9	-	-	PUNCT
cana-5219	48	10	133x	133x	NUM
cana-5219	48	11	vol	vol	VERB
cana-5219	48	12	32	32	NUM
cana-5219	48	13	no	no	NOUN
cana-5219	48	14	.	.	PUNCT
cana-5219	49	1	10s	10	NOUN
cana-5219	49	2	(	(	PUNCT
cana-5219	49	3	2025	2025	NUM
cana-5219	49	4	)	)	PUNCT
cana-5219	49	5	1200	1200	NUM
cana-5219	49	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5219	49	7	in	in	ADP
cana-5219	49	8	[	[	X
cana-5219	49	9	4	4	NUM
cana-5219	49	10	]	]	X
cana-5219	49	11	educational	educational	ADJ
cana-5219	49	12	data	datum	NOUN
cana-5219	49	13	mining	mining	NOUN
cana-5219	49	14	employs	employ	VERB
cana-5219	49	15	machine	machine	NOUN
cana-5219	49	16	learning	learning	NOUN
cana-5219	49	17	,	,	PUNCT
cana-5219	49	18	data	datum	NOUN
cana-5219	49	19	mining	mining	NOUN
cana-5219	49	20	,	,	PUNCT
cana-5219	49	21	and	and	CCONJ
cana-5219	49	22	mathematical	mathematical	ADJ
cana-5219	49	23	techniques	technique	NOUN
cana-5219	49	24	to	to	PART
cana-5219	49	25	analyse	analyse	VERB
cana-5219	49	26	many	many	ADJ
cana-5219	49	27	types	type	NOUN
cana-5219	49	28	of	of	ADP
cana-5219	49	29	educational	educational	ADJ
cana-5219	49	30	data	datum	NOUN
cana-5219	49	31	.	.	PUNCT
cana-5219	50	1	an	an	DET
cana-5219	50	2	application	application	NOUN
cana-5219	50	3	,	,	PUNCT
cana-5219	50	4	known	know	VERB
cana-5219	50	5	as	as	ADP
cana-5219	50	6	a	a	DET
cana-5219	50	7	learner	learner	NOUN
cana-5219	50	8	simulation	simulation	NOUN
cana-5219	50	9	,	,	PUNCT
cana-5219	50	10	proposes	propose	VERB
cana-5219	50	11	or	or	CCONJ
cana-5219	50	12	modifies	modify	VERB
cana-5219	50	13	educational	educational	ADJ
cana-5219	50	14	system	system	NOUN
cana-5219	50	15	resources	resource	NOUN
cana-5219	50	16	.	.	PUNCT
cana-5219	51	1	this	this	DET
cana-5219	51	2	study	study	NOUN
cana-5219	51	3	analyses	analyse	VERB
cana-5219	51	4	the	the	DET
cana-5219	51	5	characteristics	characteristic	NOUN
cana-5219	51	6	of	of	ADP
cana-5219	51	7	more	more	ADJ
cana-5219	51	8	than	than	ADP
cana-5219	51	9	a	a	DET
cana-5219	51	10	few	few	ADJ
cana-5219	51	11	educational	educational	ADJ
cana-5219	51	12	systems	system	NOUN
cana-5219	51	13	.	.	PUNCT
cana-5219	52	1	the	the	DET
cana-5219	52	2	text	text	NOUN
cana-5219	52	3	addresses	address	VERB
cana-5219	52	4	affective	affective	ADJ
cana-5219	52	5	state	state	NOUN
cana-5219	52	6	modelling	modelling	NOUN
cana-5219	52	7	,	,	PUNCT
cana-5219	52	8	predicting	predict	VERB
cana-5219	52	9	academic	academic	ADJ
cana-5219	52	10	accomplishments	accomplishment	NOUN
cana-5219	52	11	for	for	ADP
cana-5219	52	12	students	student	NOUN
cana-5219	52	13	,	,	PUNCT
cana-5219	52	14	and	and	CCONJ
cana-5219	52	15	modelling	model	VERB
cana-5219	52	16	individual	individual	ADJ
cana-5219	52	17	learning	learning	NOUN
cana-5219	52	18	styles	style	NOUN
cana-5219	52	19	.	.	PUNCT
cana-5219	53	1	the	the	DET
cana-5219	53	2	text	text	NOUN
cana-5219	53	3	also	also	ADV
cana-5219	53	4	discusses	discuss	VERB
cana-5219	53	5	student	student	NOUN
cana-5219	53	6	profiling	profiling	NOUN
cana-5219	53	7	,	,	PUNCT
cana-5219	53	8	categorisation	categorisation	NOUN
cana-5219	53	9	,	,	PUNCT
cana-5219	53	10	and	and	CCONJ
cana-5219	53	11	collaborative	collaborative	ADJ
cana-5219	53	12	analysis	analysis	NOUN
cana-5219	53	13	.	.	PUNCT
cana-5219	54	1	a	a	DET
cana-5219	54	2	[	[	X
cana-5219	54	3	5	5	NUM
cana-5219	54	4	]	]	X
cana-5219	54	5	toolkit	toolkit	NOUN
cana-5219	54	6	,	,	PUNCT
cana-5219	54	7	techniques	technique	NOUN
cana-5219	54	8	,	,	PUNCT
cana-5219	54	9	and	and	CCONJ
cana-5219	54	10	methodologies	methodology	NOUN
cana-5219	54	11	for	for	ADP
cana-5219	54	12	study	study	NOUN
cana-5219	54	13	design	design	NOUN
cana-5219	54	14	,	,	PUNCT
cana-5219	54	15	educational	educational	ADJ
cana-5219	54	16	data	datum	NOUN
cana-5219	54	17	mining	mining	NOUN
cana-5219	54	18	(	(	PUNCT
cana-5219	54	19	edm	edm	PROPN
cana-5219	54	20	)	)	PUNCT
cana-5219	54	21	may	may	AUX
cana-5219	54	22	promptly	promptly	ADV
cana-5219	54	23	identify	identify	VERB
cana-5219	54	24	patterns	pattern	NOUN
cana-5219	54	25	and	and	CCONJ
cana-5219	54	26	correlations	correlation	NOUN
cana-5219	54	27	within	within	ADP
cana-5219	54	28	extensive	extensive	ADJ
cana-5219	54	29	data	datum	NOUN
cana-5219	54	30	sets	set	NOUN
cana-5219	54	31	gathered	gather	VERB
cana-5219	54	32	from	from	ADP
cana-5219	54	33	educational	educational	ADJ
cana-5219	54	34	environments	environment	NOUN
cana-5219	54	35	.	.	PUNCT
cana-5219	55	1	the	the	DET
cana-5219	55	2	vast	vast	ADJ
cana-5219	55	3	amount	amount	NOUN
cana-5219	55	4	of	of	ADP
cana-5219	55	5	information	information	NOUN
cana-5219	55	6	in	in	ADP
cana-5219	55	7	extensive	extensive	ADJ
cana-5219	55	8	educational	educational	ADJ
cana-5219	55	9	databases	database	NOUN
cana-5219	55	10	has	have	AUX
cana-5219	55	11	made	make	VERB
cana-5219	55	12	the	the	DET
cana-5219	55	13	prediction	prediction	NOUN
cana-5219	55	14	of	of	ADP
cana-5219	55	15	student	student	NOUN
cana-5219	55	16	success	success	NOUN
cana-5219	55	17	a	a	DET
cana-5219	55	18	significant	significant	ADJ
cana-5219	55	19	challenge	challenge	NOUN
cana-5219	55	20	.	.	PUNCT
cana-5219	56	1	moreover	moreover	ADV
cana-5219	56	2	,	,	PUNCT
cana-5219	56	3	learning	learn	VERB
cana-5219	56	4	outcome	outcome	NOUN
cana-5219	56	5	assessments	assessment	NOUN
cana-5219	56	6	(	(	PUNCT
cana-5219	56	7	loa	loa	NOUN
cana-5219	56	8	)	)	PUNCT
cana-5219	56	9	are	be	AUX
cana-5219	56	10	crucial	crucial	ADJ
cana-5219	56	11	for	for	ADP
cana-5219	56	12	evaluating	evaluate	VERB
cana-5219	56	13	and	and	CCONJ
cana-5219	56	14	enhancing	enhance	VERB
cana-5219	56	15	instructional	instructional	ADJ
cana-5219	56	16	quality	quality	NOUN
cana-5219	56	17	,	,	PUNCT
cana-5219	56	18	as	as	ADV
cana-5219	56	19	well	well	ADV
cana-5219	56	20	as	as	ADP
cana-5219	56	21	for	for	ADP
cana-5219	56	22	guiding	guide	VERB
cana-5219	56	23	the	the	DET
cana-5219	56	24	growth	growth	NOUN
cana-5219	56	25	of	of	ADP
cana-5219	56	26	individual	individual	ADJ
cana-5219	56	27	students	student	NOUN
cana-5219	56	28	.	.	PUNCT
cana-5219	57	1	they	they	PRON
cana-5219	57	2	employ	employ	VERB
cana-5219	57	3	regression	regression	NOUN
cana-5219	57	4	and	and	CCONJ
cana-5219	57	5	several	several	ADJ
cana-5219	57	6	machine	machine	NOUN
cana-5219	57	7	learning	learn	VERB
cana-5219	57	8	techniques	technique	NOUN
cana-5219	57	9	to	to	PART
cana-5219	57	10	develop	develop	VERB
cana-5219	57	11	learning	learn	VERB
cana-5219	57	12	systems	system	NOUN
cana-5219	57	13	capable	capable	ADJ
cana-5219	57	14	of	of	ADP
cana-5219	57	15	accurately	accurately	ADV
cana-5219	57	16	predicting	predict	VERB
cana-5219	57	17	a	a	DET
cana-5219	57	18	student	student	NOUN
cana-5219	57	19	's	's	PART
cana-5219	57	20	gpa	gpa	PROPN
cana-5219	57	21	.	.	PUNCT
cana-5219	58	1	we	we	PRON
cana-5219	58	2	also	also	ADV
cana-5219	58	3	used	use	VERB
cana-5219	58	4	several	several	ADJ
cana-5219	58	5	attribute	attribute	NOUN
cana-5219	58	6	evaluator	evaluator	NOUN
cana-5219	58	7	methods	method	NOUN
cana-5219	58	8	to	to	PART
cana-5219	58	9	identify	identify	VERB
cana-5219	58	10	the	the	DET
cana-5219	58	11	factors	factor	NOUN
cana-5219	58	12	that	that	PRON
cana-5219	58	13	significantly	significantly	ADV
cana-5219	58	14	impact	impact	VERB
cana-5219	58	15	a	a	DET
cana-5219	58	16	student	student	NOUN
cana-5219	58	17	's	's	PART
cana-5219	58	18	overall	overall	ADJ
cana-5219	58	19	performance	performance	NOUN
cana-5219	58	20	.	.	PUNCT
cana-5219	59	1	in	in	ADP
cana-5219	59	2	[	[	X
cana-5219	59	3	6	6	NUM
cana-5219	59	4	]	]	SYM
cana-5219	59	5	2021	2021	NUM
cana-5219	59	6	,	,	PUNCT
cana-5219	59	7	data	data	NOUN
cana-5219	59	8	mining	mining	NOUN
cana-5219	59	9	and	and	CCONJ
cana-5219	59	10	machine	machine	NOUN
cana-5219	59	11	learning	learning	NOUN
cana-5219	59	12	techniques	technique	NOUN
cana-5219	59	13	have	have	AUX
cana-5219	59	14	witnessed	witness	VERB
cana-5219	59	15	remarkable	remarkable	ADJ
cana-5219	59	16	progress	progress	NOUN
cana-5219	59	17	over	over	ADP
cana-5219	59	18	the	the	DET
cana-5219	59	19	past	past	ADJ
cana-5219	59	20	two	two	NUM
cana-5219	59	21	decades	decade	NOUN
cana-5219	59	22	.	.	PUNCT
cana-5219	60	1	these	these	DET
cana-5219	60	2	advancements	advancement	NOUN
cana-5219	60	3	hold	hold	VERB
cana-5219	60	4	significant	significant	ADJ
cana-5219	60	5	potential	potential	NOUN
cana-5219	60	6	to	to	PART
cana-5219	60	7	deepen	deepen	VERB
cana-5219	60	8	academic	academic	ADJ
cana-5219	60	9	insights	insight	NOUN
cana-5219	60	10	into	into	ADP
cana-5219	60	11	individual	individual	ADJ
cana-5219	60	12	learning	learning	NOUN
cana-5219	60	13	behaviors	behavior	NOUN
cana-5219	60	14	across	across	ADP
cana-5219	60	15	diverse	diverse	ADJ
cana-5219	60	16	educational	educational	ADJ
cana-5219	60	17	settings	setting	NOUN
cana-5219	60	18	.	.	PUNCT
cana-5219	61	1	they	they	PRON
cana-5219	61	2	compare	compare	VERB
cana-5219	61	3	artificial	artificial	ADJ
cana-5219	61	4	neural	neural	ADJ
cana-5219	61	5	networks	network	NOUN
cana-5219	61	6	and	and	CCONJ
cana-5219	61	7	random	random	ADJ
cana-5219	61	8	forest	forest	NOUN
cana-5219	61	9	algorithms	algorithm	NOUN
cana-5219	61	10	for	for	ADP
cana-5219	61	11	guessing	guess	VERB
cana-5219	61	12	how	how	SCONJ
cana-5219	61	13	well	well	ADV
cana-5219	61	14	students	student	NOUN
cana-5219	61	15	will	will	AUX
cana-5219	61	16	do	do	VERB
cana-5219	61	17	in	in	ADP
cana-5219	61	18	school	school	NOUN
cana-5219	61	19	by	by	ADP
cana-5219	61	20	looking	look	VERB
cana-5219	61	21	at	at	ADP
cana-5219	61	22	test	test	NOUN
cana-5219	61	23	scores	score	NOUN
cana-5219	61	24	and	and	CCONJ
cana-5219	61	25	demographic	demographic	ADJ
cana-5219	61	26	information	information	NOUN
cana-5219	61	27	.	.	PUNCT
cana-5219	62	1	the	the	DET
cana-5219	62	2	findings	finding	NOUN
cana-5219	62	3	reveal	reveal	VERB
cana-5219	62	4	that	that	SCONJ
cana-5219	62	5	the	the	DET
cana-5219	62	6	ann	ann	PROPN
cana-5219	62	7	model	model	NOUN
cana-5219	62	8	outperformed	outperform	VERB
cana-5219	62	9	the	the	DET
cana-5219	62	10	rf	rf	ADJ
cana-5219	62	11	algorithm	algorithm	NOUN
cana-5219	62	12	,	,	PUNCT
cana-5219	62	13	achieving	achieve	VERB
cana-5219	62	14	an	an	DET
cana-5219	62	15	accuracy	accuracy	NOUN
cana-5219	62	16	of	of	ADP
cana-5219	62	17	91.08	91.08	NUM
cana-5219	62	18	%	%	NOUN
cana-5219	62	19	compared	compare	VERB
cana-5219	62	20	to	to	ADP
cana-5219	62	21	81.35	81.35	NUM
cana-5219	62	22	%	%	NOUN
cana-5219	62	23	.	.	PUNCT
cana-5219	63	1	the	the	DET
cana-5219	63	2	results	result	NOUN
cana-5219	63	3	underscore	underscore	VERB
cana-5219	63	4	the	the	DET
cana-5219	63	5	superior	superior	ADJ
cana-5219	63	6	performance	performance	NOUN
cana-5219	63	7	of	of	ADP
cana-5219	63	8	ann	ann	PROPN
cana-5219	63	9	in	in	ADP
cana-5219	63	10	predicting	predict	VERB
cana-5219	63	11	academic	academic	ADJ
cana-5219	63	12	success	success	NOUN
cana-5219	63	13	and	and	CCONJ
cana-5219	63	14	its	its	PRON
cana-5219	63	15	utility	utility	NOUN
cana-5219	63	16	in	in	ADP
cana-5219	63	17	establishing	establish	VERB
cana-5219	63	18	early	early	ADJ
cana-5219	63	19	intervention	intervention	NOUN
cana-5219	63	20	systems	system	NOUN
cana-5219	63	21	..	..	PUNCT
cana-5219	63	22	in	in	ADP
cana-5219	63	23	[	[	X
cana-5219	63	24	7	7	NUM
cana-5219	63	25	]	]	SYM
cana-5219	63	26	2019	2019	NUM
cana-5219	63	27	,	,	PUNCT
cana-5219	63	28	the	the	DET
cana-5219	63	29	vast	vast	ADJ
cana-5219	63	30	volume	volume	NOUN
cana-5219	63	31	of	of	ADP
cana-5219	63	32	records	record	NOUN
cana-5219	63	33	in	in	ADP
cana-5219	63	34	educational	educational	ADJ
cana-5219	63	35	datasets	dataset	NOUN
cana-5219	63	36	might	might	AUX
cana-5219	63	37	hinder	hinder	VERB
cana-5219	63	38	the	the	DET
cana-5219	63	39	production	production	NOUN
cana-5219	63	40	of	of	ADP
cana-5219	63	41	highquality	highquality	NOUN
cana-5219	63	42	data	datum	NOUN
cana-5219	63	43	.	.	PUNCT
cana-5219	64	1	numerous	numerous	ADJ
cana-5219	64	2	experts	expert	NOUN
cana-5219	64	3	in	in	ADP
cana-5219	64	4	the	the	DET
cana-5219	64	5	education	education	NOUN
cana-5219	64	6	sector	sector	NOUN
cana-5219	64	7	are	be	AUX
cana-5219	64	8	now	now	ADV
cana-5219	64	9	using	use	VERB
cana-5219	64	10	the	the	DET
cana-5219	64	11	dm	dm	PROPN
cana-5219	64	12	approach	approach	NOUN
cana-5219	64	13	for	for	ADP
cana-5219	64	14	data	datum	NOUN
cana-5219	64	15	analysis	analysis	NOUN
cana-5219	64	16	.	.	PUNCT
cana-5219	65	1	consequently	consequently	ADV
cana-5219	65	2	,	,	PUNCT
cana-5219	65	3	completing	complete	VERB
cana-5219	65	4	the	the	DET
cana-5219	65	5	categorisation	categorisation	NOUN
cana-5219	65	6	of	of	ADP
cana-5219	65	7	the	the	DET
cana-5219	65	8	dataset	dataset	NOUN
cana-5219	65	9	requires	require	VERB
cana-5219	65	10	considerable	considerable	ADJ
cana-5219	65	11	processing	processing	NOUN
cana-5219	65	12	time	time	NOUN
cana-5219	65	13	,	,	PUNCT
cana-5219	65	14	owing	owe	VERB
cana-5219	65	15	to	to	ADP
cana-5219	65	16	its	its	PRON
cana-5219	65	17	substantial	substantial	ADJ
cana-5219	65	18	computing	computing	NOUN
cana-5219	65	19	needs	need	NOUN
cana-5219	65	20	.	.	PUNCT
cana-5219	66	1	this	this	DET
cana-5219	66	2	article	article	NOUN
cana-5219	66	3	presents	present	VERB
cana-5219	66	4	an	an	DET
cana-5219	66	5	overview	overview	NOUN
cana-5219	66	6	of	of	ADP
cana-5219	66	7	the	the	DET
cana-5219	66	8	approaches	approach	NOUN
cana-5219	66	9	used	use	VERB
cana-5219	66	10	for	for	ADP
cana-5219	66	11	feature	feature	NOUN
cana-5219	66	12	selection	selection	NOUN
cana-5219	66	13	in	in	ADP
cana-5219	66	14	the	the	DET
cana-5219	66	15	assessment	assessment	NOUN
cana-5219	66	16	of	of	ADP
cana-5219	66	17	data	datum	NOUN
cana-5219	66	18	characteristics	characteristic	NOUN
cana-5219	66	19	.	.	PUNCT
cana-5219	67	1	the	the	DET
cana-5219	67	2	proposed	propose	VERB
cana-5219	67	3	hybrid	hybrid	NOUN
cana-5219	67	4	approach	approach	NOUN
cana-5219	67	5	enhances	enhance	VERB
cana-5219	67	6	the	the	DET
cana-5219	67	7	quality	quality	NOUN
cana-5219	67	8	of	of	ADP
cana-5219	67	9	students	student	NOUN
cana-5219	67	10	'	'	PART
cana-5219	67	11	data	datum	NOUN
cana-5219	67	12	gathering	gathering	NOUN
cana-5219	67	13	by	by	ADP
cana-5219	67	14	integrating	integrate	VERB
cana-5219	67	15	feature	feature	NOUN
cana-5219	67	16	extraction	extraction	NOUN
cana-5219	67	17	with	with	ADP
cana-5219	67	18	wrapper	wrapper	NOUN
cana-5219	67	19	-	-	PUNCT
cana-5219	67	20	based	base	VERB
cana-5219	67	21	techniques	technique	NOUN
cana-5219	67	22	.	.	PUNCT
cana-5219	68	1	in	in	ADP
cana-5219	68	2	[	[	X
cana-5219	68	3	8	8	NUM
cana-5219	68	4	]	]	SYM
cana-5219	68	5	2020	2020	NUM
cana-5219	68	6	,	,	PUNCT
cana-5219	68	7	making	make	VERB
cana-5219	68	8	appropriate	appropriate	ADJ
cana-5219	68	9	decisions	decision	NOUN
cana-5219	68	10	in	in	ADP
cana-5219	68	11	university	university	NOUN
cana-5219	68	12	academic	academic	ADJ
cana-5219	68	13	processes	process	NOUN
cana-5219	68	14	significantly	significantly	ADV
cana-5219	68	15	enhances	enhance	VERB
cana-5219	68	16	the	the	DET
cana-5219	68	17	quality	quality	NOUN
cana-5219	68	18	of	of	ADP
cana-5219	68	19	education	education	NOUN
cana-5219	68	20	and	and	CCONJ
cana-5219	68	21	may	may	AUX
cana-5219	68	22	be	be	AUX
cana-5219	68	23	very	very	ADV
cana-5219	68	24	beneficial	beneficial	ADJ
cana-5219	68	25	for	for	ADP
cana-5219	68	26	students	student	NOUN
cana-5219	68	27	,	,	PUNCT
cana-5219	68	28	faculty	faculty	NOUN
cana-5219	68	29	,	,	PUNCT
cana-5219	68	30	and	and	CCONJ
cana-5219	68	31	the	the	DET
cana-5219	68	32	whole	whole	ADJ
cana-5219	68	33	academic	academic	ADJ
cana-5219	68	34	community	community	NOUN
cana-5219	68	35	.	.	PUNCT
cana-5219	69	1	the	the	DET
cana-5219	69	2	study	study	NOUN
cana-5219	69	3	shows	show	VERB
cana-5219	69	4	a	a	DET
cana-5219	69	5	decision	decision	NOUN
cana-5219	69	6	support	support	NOUN
cana-5219	69	7	technology	technology	NOUN
cana-5219	69	8	that	that	PRON
cana-5219	69	9	can	can	AUX
cana-5219	69	10	make	make	VERB
cana-5219	69	11	learning	learning	NOUN
cana-5219	69	12	systems	system	NOUN
cana-5219	69	13	more	more	ADV
cana-5219	69	14	useful	useful	ADJ
cana-5219	69	15	for	for	ADP
cana-5219	69	16	people	people	NOUN
cana-5219	69	17	who	who	PRON
cana-5219	69	18	have	have	VERB
cana-5219	69	19	to	to	PART
cana-5219	69	20	make	make	VERB
cana-5219	69	21	choices	choice	NOUN
cana-5219	69	22	by	by	ADP
cana-5219	69	23	giving	give	VERB
cana-5219	69	24	accurate	accurate	ADJ
cana-5219	69	25	feedback	feedback	NOUN
cana-5219	69	26	,	,	PUNCT
cana-5219	69	27	good	good	ADJ
cana-5219	69	28	choice	choice	NOUN
cana-5219	69	29	help	help	NOUN
cana-5219	69	30	,	,	PUNCT
cana-5219	69	31	and	and	CCONJ
cana-5219	69	32	the	the	DET
cana-5219	69	33	ability	ability	NOUN
cana-5219	69	34	to	to	PART
cana-5219	69	35	keep	keep	VERB
cana-5219	69	36	an	an	DET
cana-5219	69	37	eye	eye	NOUN
cana-5219	69	38	on	on	ADP
cana-5219	69	39	things	thing	NOUN
cana-5219	69	40	and	and	CCONJ
cana-5219	69	41	make	make	VERB
cana-5219	69	42	plans	plan	NOUN
cana-5219	69	43	.	.	PUNCT
cana-5219	70	1	we	we	PRON
cana-5219	70	2	achieve	achieve	VERB
cana-5219	70	3	this	this	PRON
cana-5219	70	4	by	by	ADP
cana-5219	70	5	utilising	utilise	VERB
cana-5219	70	6	a	a	DET
cana-5219	70	7	variety	variety	NOUN
cana-5219	70	8	of	of	ADP
cana-5219	70	9	machine	machine	NOUN
cana-5219	70	10	learning	learning	NOUN
cana-5219	70	11	approaches	approach	NOUN
cana-5219	70	12	.	.	PUNCT
cana-5219	71	1	the	the	DET
cana-5219	71	2	results	result	NOUN
cana-5219	71	3	indicate	indicate	VERB
cana-5219	71	4	that	that	SCONJ
cana-5219	71	5	it	it	PRON
cana-5219	71	6	may	may	AUX
cana-5219	71	7	predict	predict	VERB
cana-5219	71	8	student	student	NOUN
cana-5219	71	9	success	success	NOUN
cana-5219	71	10	,	,	PUNCT
cana-5219	71	11	which	which	PRON
cana-5219	71	12	facilitates	facilitate	VERB
cana-5219	71	13	decision	decision	NOUN
cana-5219	71	14	-	-	PUNCT
cana-5219	71	15	making	making	NOUN
cana-5219	71	16	.	.	PUNCT
cana-5219	72	1	in	in	ADP
cana-5219	72	2	[	[	X
cana-5219	72	3	9	9	NUM
cana-5219	72	4	]	]	X
cana-5219	72	5	daily	daily	ADJ
cana-5219	72	6	records	record	NOUN
cana-5219	72	7	of	of	ADP
cana-5219	72	8	student	student	NOUN
cana-5219	72	9	interaction	interaction	NOUN
cana-5219	72	10	with	with	ADP
cana-5219	72	11	vles	vle	NOUN
cana-5219	72	12	are	be	AUX
cana-5219	72	13	collected	collect	VERB
cana-5219	72	14	;	;	PUNCT
cana-5219	72	15	hence	hence	ADV
cana-5219	72	16	,	,	PUNCT
cana-5219	72	17	automated	automate	VERB
cana-5219	72	18	systems	system	NOUN
cana-5219	72	19	are	be	AUX
cana-5219	72	20	anticipated	anticipate	VERB
cana-5219	72	21	to	to	PART
cana-5219	72	22	manage	manage	VERB
cana-5219	72	23	and	and	CCONJ
cana-5219	72	24	assess	assess	VERB
cana-5219	72	25	this	this	DET
cana-5219	72	26	substantial	substantial	ADJ
cana-5219	72	27	volume	volume	NOUN
cana-5219	72	28	of	of	ADP
cana-5219	72	29	data	datum	NOUN
cana-5219	72	30	.	.	PUNCT
cana-5219	73	1	students	student	NOUN
cana-5219	73	2	,	,	PUNCT
cana-5219	73	3	educators	educator	NOUN
cana-5219	73	4	,	,	PUNCT
cana-5219	73	5	administrators	administrator	NOUN
cana-5219	73	6	,	,	PUNCT
cana-5219	73	7	and	and	CCONJ
cana-5219	73	8	other	other	ADJ
cana-5219	73	9	stakeholders	stakeholder	NOUN
cana-5219	73	10	involved	involve	VERB
cana-5219	73	11	in	in	ADP
cana-5219	73	12	the	the	DET
cana-5219	73	13	learning	learning	NOUN
cana-5219	73	14	activities	activity	NOUN
cana-5219	73	15	of	of	ADP
cana-5219	73	16	vles	vle	NOUN
cana-5219	73	17	can	can	AUX
cana-5219	73	18	use	use	VERB
cana-5219	73	19	the	the	DET
cana-5219	73	20	insights	insight	NOUN
cana-5219	73	21	obtained	obtain	VERB
cana-5219	73	22	from	from	ADP
cana-5219	73	23	communications	communication	NOUN
cana-5219	73	24	on	on	ADP
cana-5219	73	25	applied	apply	VERB
cana-5219	73	26	nonlinear	nonlinear	ADJ
cana-5219	73	27	analysis	analysis	NOUN
cana-5219	73	28	issn	issn	NOUN
cana-5219	73	29	:	:	PUNCT
cana-5219	73	30	1074	1074	NUM
cana-5219	73	31	-	-	PUNCT
cana-5219	73	32	133x	133x	NUM
cana-5219	73	33	vol	vol	VERB
cana-5219	73	34	32	32	NUM
cana-5219	73	35	no	no	NOUN
cana-5219	73	36	.	.	PUNCT
cana-5219	73	37	10s	10	NOUN
cana-5219	73	38	(	(	PUNCT
cana-5219	73	39	2025	2025	NUM
cana-5219	73	40	)	)	PUNCT
cana-5219	73	41	1201	1201	NUM
cana-5219	73	42	https://internationalpubls.com	https://internationalpubls.com	X
cana-5219	73	43	educational	educational	ADJ
cana-5219	73	44	data	datum	NOUN
cana-5219	73	45	.	.	PUNCT
cana-5219	74	1	the	the	DET
cana-5219	74	2	application	application	NOUN
cana-5219	74	3	of	of	ADP
cana-5219	74	4	machine	machine	NOUN
cana-5219	74	5	learning	learning	NOUN
cana-5219	74	6	methodologies	methodology	NOUN
cana-5219	74	7	can	can	AUX
cana-5219	74	8	yield	yield	VERB
cana-5219	74	9	valuable	valuable	ADJ
cana-5219	74	10	information	information	NOUN
cana-5219	74	11	.	.	PUNCT
cana-5219	75	1	static	static	ADJ
cana-5219	75	2	machine	machine	NOUN
cana-5219	75	3	learning	learn	VERB
cana-5219	75	4	algorithms	algorithm	NOUN
cana-5219	75	5	have	have	AUX
cana-5219	75	6	historically	historically	ADV
cana-5219	75	7	analysed	analyse	VERB
cana-5219	75	8	educational	educational	ADJ
cana-5219	75	9	datasets	dataset	NOUN
cana-5219	75	10	.	.	PUNCT
cana-5219	76	1	however	however	ADV
cana-5219	76	2	,	,	PUNCT
cana-5219	76	3	because	because	SCONJ
cana-5219	76	4	educational	educational	ADJ
cana-5219	76	5	datasets	dataset	NOUN
cana-5219	76	6	are	be	AUX
cana-5219	76	7	inherently	inherently	ADV
cana-5219	76	8	non	non	ADJ
cana-5219	76	9	-	-	ADJ
cana-5219	76	10	stationary	stationary	ADJ
cana-5219	76	11	,	,	PUNCT
cana-5219	76	12	managing	manage	VERB
cana-5219	76	13	them	they	PRON
cana-5219	76	14	as	as	SCONJ
cana-5219	76	15	data	data	NOUN
cana-5219	76	16	streams	stream	NOUN
cana-5219	76	17	is	be	AUX
cana-5219	76	18	the	the	DET
cana-5219	76	19	most	most	ADV
cana-5219	76	20	effective	effective	ADJ
cana-5219	76	21	approach	approach	NOUN
cana-5219	76	22	.	.	PUNCT
cana-5219	77	1	the	the	DET
cana-5219	77	2	vast	vast	ADJ
cana-5219	77	3	volume	volume	NOUN
cana-5219	77	4	of	of	ADP
cana-5219	77	5	data	datum	NOUN
cana-5219	77	6	contained	contain	VERB
cana-5219	77	7	within	within	ADP
cana-5219	77	8	educational	educational	ADJ
cana-5219	77	9	databases	database	NOUN
cana-5219	77	10	presents	present	VERB
cana-5219	77	11	a	a	DET
cana-5219	77	12	significant	significant	ADJ
cana-5219	77	13	challenge	challenge	NOUN
cana-5219	77	14	in	in	ADP
cana-5219	77	15	predicting	predict	VERB
cana-5219	77	16	student	student	NOUN
cana-5219	77	17	performance	performance	NOUN
cana-5219	77	18	,	,	PUNCT
cana-5219	77	19	as	as	SCONJ
cana-5219	77	20	noted	note	VERB
cana-5219	77	21	in	in	ADP
cana-5219	77	22	[	[	X
cana-5219	77	23	10	10	NUM
cana-5219	77	24	]	]	PUNCT
cana-5219	77	25	.	.	PUNCT
cana-5219	78	1	we	we	PRON
cana-5219	78	2	suggest	suggest	VERB
cana-5219	78	3	a	a	DET
cana-5219	78	4	thorough	thorough	ADJ
cana-5219	78	5	literature	literature	NOUN
cana-5219	78	6	review	review	NOUN
cana-5219	78	7	to	to	PART
cana-5219	78	8	deal	deal	VERB
cana-5219	78	9	with	with	ADP
cana-5219	78	10	this	this	DET
cana-5219	78	11	level	level	NOUN
cana-5219	78	12	of	of	ADP
cana-5219	78	13	complexity	complexity	NOUN
cana-5219	78	14	,	,	PUNCT
cana-5219	78	15	focussing	focusse	VERB
cana-5219	78	16	on	on	ADP
cana-5219	78	17	using	use	VERB
cana-5219	78	18	data	datum	NOUN
cana-5219	78	19	mining	mining	NOUN
cana-5219	78	20	techniques	technique	NOUN
cana-5219	78	21	,	,	PUNCT
cana-5219	78	22	especially	especially	ADV
cana-5219	78	23	the	the	DET
cana-5219	78	24	c4.5	c4.5	PROPN
cana-5219	78	25	algorithm	algorithm	NOUN
cana-5219	78	26	,	,	PUNCT
cana-5219	78	27	to	to	PART
cana-5219	78	28	predict	predict	VERB
cana-5219	78	29	how	how	SCONJ
cana-5219	78	30	students	student	NOUN
cana-5219	78	31	will	will	AUX
cana-5219	78	32	do	do	VERB
cana-5219	78	33	in	in	ADP
cana-5219	78	34	school	school	NOUN
cana-5219	78	35	.	.	PUNCT
cana-5219	79	1	the	the	DET
cana-5219	79	2	primary	primary	ADJ
cana-5219	79	3	aim	aim	NOUN
cana-5219	79	4	of	of	ADP
cana-5219	79	5	this	this	DET
cana-5219	79	6	research	research	NOUN
cana-5219	79	7	is	be	AUX
cana-5219	79	8	to	to	PART
cana-5219	79	9	explore	explore	VERB
cana-5219	79	10	data	data	NOUN
cana-5219	79	11	mining	mining	NOUN
cana-5219	79	12	methodologies	methodology	NOUN
cana-5219	79	13	used	use	VERB
cana-5219	79	14	for	for	ADP
cana-5219	79	15	predicting	predict	VERB
cana-5219	79	16	academic	academic	ADJ
cana-5219	79	17	achievement	achievement	NOUN
cana-5219	79	18	.	.	PUNCT
cana-5219	80	1	this	this	DET
cana-5219	80	2	study	study	NOUN
cana-5219	80	3	specifically	specifically	ADV
cana-5219	80	4	examines	examine	VERB
cana-5219	80	5	the	the	DET
cana-5219	80	6	application	application	NOUN
cana-5219	80	7	of	of	ADP
cana-5219	80	8	classification	classification	NOUN
cana-5219	80	9	techniques	technique	NOUN
cana-5219	80	10	to	to	PART
cana-5219	80	11	organise	organise	VERB
cana-5219	80	12	and	and	CCONJ
cana-5219	80	13	analyse	analyse	VERB
cana-5219	80	14	critical	critical	ADJ
cana-5219	80	15	aspects	aspect	NOUN
cana-5219	80	16	of	of	ADP
cana-5219	80	17	student	student	NOUN
cana-5219	80	18	data	datum	NOUN
cana-5219	80	19	.	.	PUNCT
cana-5219	81	1	we	we	PRON
cana-5219	81	2	can	can	AUX
cana-5219	81	3	enhance	enhance	VERB
cana-5219	81	4	student	student	NOUN
cana-5219	81	5	performance	performance	NOUN
cana-5219	81	6	and	and	CCONJ
cana-5219	81	7	support	support	VERB
cana-5219	81	8	broader	broad	ADJ
cana-5219	81	9	academic	academic	ADJ
cana-5219	81	10	growth	growth	NOUN
cana-5219	81	11	by	by	ADP
cana-5219	81	12	leveraging	leverage	VERB
cana-5219	81	13	educational	educational	ADJ
cana-5219	81	14	data	datum	NOUN
cana-5219	81	15	mining	mining	NOUN
cana-5219	81	16	tools	tool	NOUN
cana-5219	81	17	,	,	PUNCT
cana-5219	81	18	particularly	particularly	ADV
cana-5219	81	19	the	the	DET
cana-5219	81	20	c4.5	c4.5	PROPN
cana-5219	81	21	classifier	classifier	NOUN
cana-5219	81	22	.	.	PUNCT
cana-5219	82	1	the	the	DET
cana-5219	82	2	findings	finding	NOUN
cana-5219	82	3	indicate	indicate	VERB
cana-5219	82	4	that	that	SCONJ
cana-5219	82	5	the	the	DET
cana-5219	82	6	c4.5	c4.5	PROPN
cana-5219	82	7	algorithm	algorithm	NOUN
cana-5219	82	8	achieved	achieve	VERB
cana-5219	82	9	an	an	DET
cana-5219	82	10	efficiency	efficiency	NOUN
cana-5219	82	11	rate	rate	NOUN
cana-5219	82	12	of	of	ADP
cana-5219	82	13	71.9	71.9	NUM
cana-5219	82	14	%	%	NOUN
cana-5219	82	15	,	,	PUNCT
cana-5219	82	16	based	base	VERB
cana-5219	82	17	on	on	ADP
cana-5219	82	18	the	the	DET
cana-5219	82	19	analysed	analyse	VERB
cana-5219	82	20	dataset	dataset	NOUN
cana-5219	82	21	.	.	PUNCT
cana-5219	83	1	these	these	DET
cana-5219	83	2	results	result	NOUN
cana-5219	83	3	highlight	highlight	VERB
cana-5219	83	4	the	the	DET
cana-5219	83	5	potential	potential	ADJ
cana-5219	83	6	benefits	benefit	NOUN
cana-5219	83	7	for	for	ADP
cana-5219	83	8	students	student	NOUN
cana-5219	83	9	,	,	PUNCT
cana-5219	83	10	educators	educator	NOUN
cana-5219	83	11	,	,	PUNCT
cana-5219	83	12	and	and	CCONJ
cana-5219	83	13	academic	academic	ADJ
cana-5219	83	14	institutions	institution	NOUN
cana-5219	83	15	in	in	ADP
cana-5219	83	16	improving	improve	VERB
cana-5219	83	17	educational	educational	ADJ
cana-5219	83	18	outcomes	outcome	NOUN
cana-5219	83	19	and	and	CCONJ
cana-5219	83	20	driving	drive	VERB
cana-5219	83	21	meaningful	meaningful	ADJ
cana-5219	83	22	advancements	advancement	NOUN
cana-5219	83	23	.	.	PUNCT
cana-5219	84	1	iii	iii	PROPN
cana-5219	84	2	.	.	PROPN
cana-5219	84	3	proposed	propose	VERB
cana-5219	84	4	system	system	NOUN
cana-5219	84	5	design	design	VERB
cana-5219	84	6	our	our	PRON
cana-5219	84	7	proposed	propose	VERB
cana-5219	84	8	study	study	NOUN
cana-5219	84	9	employs	employ	VERB
cana-5219	84	10	a	a	DET
cana-5219	84	11	deep	deep	ADJ
cana-5219	84	12	learning	learning	NOUN
cana-5219	84	13	approach	approach	NOUN
cana-5219	84	14	,	,	PUNCT
cana-5219	84	15	utilising	utilise	VERB
cana-5219	84	16	an	an	DET
cana-5219	84	17	rnn	rnn	NOUN
cana-5219	84	18	-	-	PUNCT
cana-5219	84	19	based	base	VERB
cana-5219	84	20	classification	classification	NOUN
cana-5219	84	21	algorithm	algorithm	NOUN
cana-5219	84	22	to	to	PART
cana-5219	84	23	predict	predict	VERB
cana-5219	84	24	students	student	NOUN
cana-5219	84	25	'	'	PART
cana-5219	84	26	academic	academic	ADJ
cana-5219	84	27	performance	performance	NOUN
cana-5219	84	28	.	.	PUNCT
cana-5219	85	1	this	this	DET
cana-5219	85	2	methodology	methodology	NOUN
cana-5219	85	3	incorporates	incorporate	VERB
cana-5219	85	4	both	both	CCONJ
cana-5219	85	5	synthetic	synthetic	ADJ
cana-5219	85	6	datasets	dataset	NOUN
cana-5219	85	7	and	and	CCONJ
cana-5219	85	8	real	real	ADJ
cana-5219	85	9	-	-	PUNCT
cana-5219	85	10	time	time	NOUN
cana-5219	85	11	student	student	NOUN
cana-5219	85	12	data	datum	NOUN
cana-5219	85	13	to	to	PART
cana-5219	85	14	ensure	ensure	VERB
cana-5219	85	15	comprehensive	comprehensive	ADJ
cana-5219	85	16	analysis	analysis	NOUN
cana-5219	85	17	.	.	PUNCT
cana-5219	86	1	for	for	ADP
cana-5219	86	2	a	a	DET
cana-5219	86	3	detailed	detailed	ADJ
cana-5219	86	4	explanation	explanation	NOUN
cana-5219	86	5	of	of	ADP
cana-5219	86	6	the	the	DET
cana-5219	86	7	proposed	propose	VERB
cana-5219	86	8	rnn	rnn	NOUN
cana-5219	86	9	classifier	classifier	PROPN
cana-5219	86	10	design	design	PROPN
cana-5219	86	11	,	,	PUNCT
cana-5219	86	12	refer	refer	VERB
cana-5219	86	13	to	to	ADP
cana-5219	86	14	the	the	DET
cana-5219	86	15	accompanying	accompany	VERB
cana-5219	86	16	figure	figure	NOUN
cana-5219	86	17	.	.	PUNCT
cana-5219	87	1	figure	figure	NOUN
cana-5219	87	2	2	2	NUM
cana-5219	87	3	illustrates	illustrate	VERB
cana-5219	87	4	the	the	DET
cana-5219	87	5	architecture	architecture	NOUN
cana-5219	87	6	of	of	ADP
cana-5219	87	7	the	the	DET
cana-5219	87	8	proposed	propose	VERB
cana-5219	87	9	system	system	NOUN
cana-5219	87	10	,	,	PUNCT
cana-5219	87	11	which	which	PRON
cana-5219	87	12	is	be	AUX
cana-5219	87	13	centred	centre	VERB
cana-5219	87	14	around	around	ADP
cana-5219	87	15	an	an	DET
cana-5219	87	16	rnn	rnn	NOUN
cana-5219	87	17	classifier	classifier	NOUN
cana-5219	87	18	.	.	PUNCT
cana-5219	88	1	the	the	DET
cana-5219	88	2	data	data	NOUN
cana-5219	88	3	collection	collection	NOUN
cana-5219	88	4	process	process	NOUN
cana-5219	88	5	involved	involve	VERB
cana-5219	88	6	aggregating	aggregate	VERB
cana-5219	88	7	information	information	NOUN
cana-5219	88	8	from	from	ADP
cana-5219	88	9	various	various	ADJ
cana-5219	88	10	sources	source	NOUN
cana-5219	88	11	,	,	PUNCT
cana-5219	88	12	including	include	VERB
cana-5219	88	13	web	web	NOUN
cana-5219	88	14	applications	application	NOUN
cana-5219	88	15	,	,	PUNCT
cana-5219	88	16	realworld	realworld	PROPN
cana-5219	88	17	student	student	NOUN
cana-5219	88	18	records	record	NOUN
cana-5219	88	19	,	,	PUNCT
cana-5219	88	20	and	and	CCONJ
cana-5219	88	21	synthetic	synthetic	ADJ
cana-5219	88	22	datasets	dataset	NOUN
cana-5219	88	23	derived	derive	VERB
cana-5219	88	24	from	from	ADP
cana-5219	88	25	diverse	diverse	ADJ
cana-5219	88	26	origins	origin	NOUN
cana-5219	88	27	.	.	PUNCT
cana-5219	89	1	this	this	DET
cana-5219	89	2	multifaceted	multifaceted	ADJ
cana-5219	89	3	approach	approach	NOUN
cana-5219	89	4	ensures	ensure	VERB
cana-5219	89	5	a	a	DET
cana-5219	89	6	robust	robust	ADJ
cana-5219	89	7	foundation	foundation	NOUN
cana-5219	89	8	for	for	ADP
cana-5219	89	9	accurate	accurate	ADJ
cana-5219	89	10	performance	performance	NOUN
cana-5219	89	11	prediction	prediction	NOUN
cana-5219	89	12	and	and	CCONJ
cana-5219	89	13	analysis	analysis	NOUN
cana-5219	89	14	..	..	PUNCT
cana-5219	89	15	figure	figure	NOUN
cana-5219	89	16	1	1	NUM
cana-5219	89	17	:	:	PUNCT
cana-5219	89	18	proposed	propose	VERB
cana-5219	89	19	system	system	NOUN
cana-5219	89	20	design	design	NOUN
cana-5219	89	21	communications	communication	NOUN
cana-5219	89	22	on	on	ADP
cana-5219	89	23	applied	apply	VERB
cana-5219	89	24	nonlinear	nonlinear	ADJ
cana-5219	89	25	analysis	analysis	NOUN
cana-5219	89	26	issn	issn	NOUN
cana-5219	89	27	:	:	PUNCT
cana-5219	89	28	1074	1074	NUM
cana-5219	89	29	-	-	PUNCT
cana-5219	89	30	133x	133x	NUM
cana-5219	89	31	vol	vol	VERB
cana-5219	89	32	32	32	NUM
cana-5219	89	33	no	no	NOUN
cana-5219	89	34	.	.	PUNCT
cana-5219	90	1	10s	10	NOUN
cana-5219	90	2	(	(	PUNCT
cana-5219	90	3	2025	2025	NUM
cana-5219	90	4	)	)	PUNCT
cana-5219	90	5	1202	1202	NUM
cana-5219	90	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5219	90	7	implement	implement	VERB
cana-5219	90	8	module	module	NOUN
cana-5219	90	9	data	datum	NOUN
cana-5219	90	10	collection	collection	NOUN
cana-5219	90	11	we	we	PRON
cana-5219	90	12	collect	collect	VERB
cana-5219	90	13	data	datum	NOUN
cana-5219	90	14	from	from	ADP
cana-5219	90	15	multiple	multiple	ADJ
cana-5219	90	16	sources	source	NOUN
cana-5219	90	17	,	,	PUNCT
cana-5219	90	18	such	such	ADJ
cana-5219	90	19	as	as	ADP
cana-5219	90	20	the	the	DET
cana-5219	90	21	uci	uci	PROPN
cana-5219	90	22	machine	machine	NOUN
cana-5219	90	23	learning	learn	VERB
cana-5219	90	24	repository	repository	NOUN
cana-5219	90	25	,	,	PUNCT
cana-5219	90	26	kaggle	kaggle	VERB
cana-5219	90	27	,	,	PUNCT
cana-5219	90	28	and	and	CCONJ
cana-5219	90	29	various	various	ADJ
cana-5219	90	30	data	datum	NOUN
cana-5219	90	31	streams	stream	NOUN
cana-5219	90	32	.	.	PUNCT
cana-5219	91	1	prior	prior	ADV
cana-5219	91	2	to	to	ADP
cana-5219	91	3	performing	perform	VERB
cana-5219	91	4	the	the	DET
cana-5219	91	5	classification	classification	NOUN
cana-5219	91	6	task	task	NOUN
cana-5219	91	7	,	,	PUNCT
cana-5219	91	8	it	it	PRON
cana-5219	91	9	is	be	AUX
cana-5219	91	10	essential	essential	ADJ
cana-5219	91	11	to	to	AUX
cana-5219	91	12	pre	pre	VERB
cana-5219	91	13	-	-	VERB
cana-5219	91	14	process	process	VERB
cana-5219	91	15	the	the	DET
cana-5219	91	16	data	datum	NOUN
cana-5219	91	17	to	to	PART
cana-5219	91	18	optimise	optimise	VERB
cana-5219	91	19	the	the	DET
cana-5219	91	20	outcomes	outcome	NOUN
cana-5219	91	21	.	.	PUNCT
cana-5219	92	1	efficient	efficient	ADJ
cana-5219	92	2	data	datum	NOUN
cana-5219	92	3	handling	handling	NOUN
cana-5219	92	4	is	be	AUX
cana-5219	92	5	crucial	crucial	ADJ
cana-5219	92	6	to	to	ADP
cana-5219	92	7	achieving	achieve	VERB
cana-5219	92	8	the	the	DET
cana-5219	92	9	best	good	ADJ
cana-5219	92	10	possible	possible	ADJ
cana-5219	92	11	results	result	NOUN
cana-5219	92	12	during	during	ADP
cana-5219	92	13	the	the	DET
cana-5219	92	14	data	data	NOUN
cana-5219	92	15	mining	mining	NOUN
cana-5219	92	16	process	process	NOUN
cana-5219	92	17	.	.	PUNCT
cana-5219	93	1	pre	pre	ADJ
cana-5219	93	2	-	-	ADJ
cana-5219	93	3	processing	processing	NOUN
cana-5219	93	4	and	and	CCONJ
cana-5219	93	5	normalization	normalization	NOUN
cana-5219	93	6	:	:	PUNCT
cana-5219	93	7	there	there	PRON
cana-5219	93	8	may	may	AUX
cana-5219	93	9	be	be	AUX
cana-5219	93	10	a	a	DET
cana-5219	93	11	lot	lot	NOUN
cana-5219	93	12	of	of	ADP
cana-5219	93	13	useless	useless	ADJ
cana-5219	93	14	information	information	NOUN
cana-5219	93	15	and	and	CCONJ
cana-5219	93	16	gaps	gap	NOUN
cana-5219	93	17	in	in	ADP
cana-5219	93	18	the	the	DET
cana-5219	93	19	data	datum	NOUN
cana-5219	93	20	.	.	PUNCT
cana-5219	94	1	this	this	DET
cana-5219	94	2	portion	portion	NOUN
cana-5219	94	3	requires	require	VERB
cana-5219	94	4	data	datum	NOUN
cana-5219	94	5	preparation	preparation	NOUN
cana-5219	94	6	.	.	PUNCT
cana-5219	95	1	we	we	PRON
cana-5219	95	2	have	have	AUX
cana-5219	95	3	used	use	VERB
cana-5219	95	4	a	a	DET
cana-5219	95	5	variety	variety	NOUN
cana-5219	95	6	of	of	ADP
cana-5219	95	7	data	datum	NOUN
cana-5219	95	8	pre	pre	ADJ
cana-5219	95	9	-	-	ADJ
cana-5219	95	10	processing	processing	ADJ
cana-5219	95	11	techniques	technique	NOUN
cana-5219	95	12	at	at	ADP
cana-5219	95	13	this	this	DET
cana-5219	95	14	step	step	NOUN
cana-5219	95	15	,	,	PUNCT
cana-5219	95	16	including	include	VERB
cana-5219	95	17	data	datum	NOUN
cana-5219	95	18	cleansing	cleansing	NOUN
cana-5219	95	19	,	,	PUNCT
cana-5219	95	20	data	data	NOUN
cana-5219	95	21	transformation	transformation	NOUN
cana-5219	95	22	,	,	PUNCT
cana-5219	95	23	and	and	CCONJ
cana-5219	95	24	data	datum	NOUN
cana-5219	95	25	reduction	reduction	NOUN
cana-5219	95	26	.	.	PUNCT
cana-5219	96	1	data	datum	NOUN
cana-5219	96	2	cleaningwhen	cleaningwhen	PROPN
cana-5219	96	3	data	data	PROPN
cana-5219	96	4	is	be	AUX
cana-5219	96	5	incomplete	incomplete	ADJ
cana-5219	96	6	,	,	PUNCT
cana-5219	96	7	various	various	ADJ
cana-5219	96	8	approaches	approach	NOUN
cana-5219	96	9	can	can	AUX
cana-5219	96	10	be	be	AUX
cana-5219	96	11	employed	employ	VERB
cana-5219	96	12	,	,	PUNCT
cana-5219	96	13	such	such	ADJ
cana-5219	96	14	as	as	ADP
cana-5219	96	15	filling	fill	VERB
cana-5219	96	16	in	in	ADP
cana-5219	96	17	the	the	DET
cana-5219	96	18	missing	miss	VERB
cana-5219	96	19	values	value	NOUN
cana-5219	96	20	or	or	CCONJ
cana-5219	96	21	discarding	discard	VERB
cana-5219	96	22	incomplete	incomplete	ADJ
cana-5219	96	23	entries	entry	NOUN
cana-5219	96	24	.	.	PUNCT
cana-5219	97	1	null	null	ADJ
cana-5219	97	2	values	value	NOUN
cana-5219	97	3	in	in	ADP
cana-5219	97	4	the	the	DET
cana-5219	97	5	data	datum	NOUN
cana-5219	97	6	can	can	AUX
cana-5219	97	7	create	create	VERB
cana-5219	97	8	challenges	challenge	NOUN
cana-5219	97	9	,	,	PUNCT
cana-5219	97	10	as	as	SCONJ
cana-5219	97	11	they	they	PRON
cana-5219	97	12	are	be	AUX
cana-5219	97	13	often	often	ADV
cana-5219	97	14	unrecognised	unrecognise	VERB
cana-5219	97	15	by	by	ADP
cana-5219	97	16	machine	machine	NOUN
cana-5219	97	17	algorithms	algorithm	NOUN
cana-5219	97	18	.	.	PUNCT
cana-5219	98	1	this	this	DET
cana-5219	98	2	incomplete	incomplete	ADJ
cana-5219	98	3	or	or	CCONJ
cana-5219	98	4	"	"	PUNCT
cana-5219	98	5	noisy	noisy	ADJ
cana-5219	98	6	"	"	PUNCT
cana-5219	98	7	data	datum	NOUN
cana-5219	98	8	may	may	AUX
cana-5219	98	9	arise	arise	VERB
cana-5219	98	10	from	from	ADP
cana-5219	98	11	issues	issue	NOUN
cana-5219	98	12	like	like	ADP
cana-5219	98	13	inaccurate	inaccurate	ADJ
cana-5219	98	14	data	datum	NOUN
cana-5219	98	15	collection	collection	NOUN
cana-5219	98	16	or	or	CCONJ
cana-5219	98	17	incorrect	incorrect	ADJ
cana-5219	98	18	data	datum	NOUN
cana-5219	98	19	entry	entry	NOUN
cana-5219	98	20	.	.	PUNCT
cana-5219	99	1	to	to	PART
cana-5219	99	2	handle	handle	VERB
cana-5219	99	3	this	this	PRON
cana-5219	99	4	,	,	PUNCT
cana-5219	99	5	we	we	PRON
cana-5219	99	6	apply	apply	VERB
cana-5219	99	7	techniques	technique	NOUN
cana-5219	99	8	such	such	ADJ
cana-5219	99	9	as	as	ADP
cana-5219	99	10	regression	regression	NOUN
cana-5219	99	11	,	,	PUNCT
cana-5219	99	12	clustering	clustering	NOUN
cana-5219	99	13	,	,	PUNCT
cana-5219	99	14	and	and	CCONJ
cana-5219	99	15	binning	bin	VERB
cana-5219	99	16	to	to	PART
cana-5219	99	17	clean	clean	VERB
cana-5219	99	18	and	and	CCONJ
cana-5219	99	19	process	process	VERB
cana-5219	99	20	the	the	DET
cana-5219	99	21	data	datum	NOUN
cana-5219	99	22	effectively	effectively	ADV
cana-5219	99	23	.	.	PUNCT
cana-5219	100	1	•	•	NUM
cana-5219	100	2	data	datum	NOUN
cana-5219	100	3	transformationthis	transformationthis	PRON
cana-5219	100	4	method	method	NOUN
cana-5219	100	5	converts	convert	VERB
cana-5219	100	6	the	the	DET
cana-5219	100	7	data	datum	NOUN
cana-5219	100	8	into	into	ADP
cana-5219	100	9	a	a	DET
cana-5219	100	10	suitable	suitable	ADJ
cana-5219	100	11	format	format	NOUN
cana-5219	100	12	for	for	ADP
cana-5219	100	13	the	the	DET
cana-5219	100	14	mining	mining	NOUN
cana-5219	100	15	process	process	NOUN
cana-5219	100	16	.	.	PUNCT
cana-5219	101	1	it	it	PRON
cana-5219	101	2	includes	include	VERB
cana-5219	101	3	steps	step	NOUN
cana-5219	101	4	such	such	ADJ
cana-5219	101	5	as	as	ADP
cana-5219	101	6	normalisation	normalisation	NOUN
cana-5219	101	7	,	,	PUNCT
cana-5219	101	8	feature	feature	NOUN
cana-5219	101	9	selection	selection	NOUN
cana-5219	101	10	,	,	PUNCT
cana-5219	101	11	and	and	CCONJ
cana-5219	101	12	discretisation	discretisation	NOUN
cana-5219	101	13	to	to	PART
cana-5219	101	14	prepare	prepare	VERB
cana-5219	101	15	the	the	DET
cana-5219	101	16	data	datum	NOUN
cana-5219	101	17	effectively	effectively	ADV
cana-5219	101	18	.	.	PUNCT
cana-5219	102	1	•	•	NUM
cana-5219	102	2	stopword	stopword	PROPN
cana-5219	102	3	removal	removal	NOUN
cana-5219	102	4	and	and	CCONJ
cana-5219	102	5	stemming	stem	VERB
cana-5219	102	6	:	:	PUNCT
cana-5219	102	7	next	next	ADV
cana-5219	102	8	,	,	PUNCT
cana-5219	102	9	we	we	PRON
cana-5219	102	10	will	will	AUX
cana-5219	102	11	implement	implement	VERB
cana-5219	102	12	several	several	ADJ
cana-5219	102	13	preprocessing	preprocessing	NOUN
cana-5219	102	14	techniques	technique	NOUN
cana-5219	102	15	,	,	PUNCT
cana-5219	102	16	including	include	VERB
cana-5219	102	17	lexical	lexical	ADJ
cana-5219	102	18	analysis	analysis	NOUN
cana-5219	102	19	,	,	PUNCT
cana-5219	102	20	removal	removal	NOUN
cana-5219	102	21	of	of	ADP
cana-5219	102	22	stopwords	stopword	NOUN
cana-5219	102	23	,	,	PUNCT
cana-5219	102	24	stemming	stem	VERB
cana-5219	102	25	using	use	VERB
cana-5219	102	26	porter	porter	NOUN
cana-5219	102	27	's	's	PART
cana-5219	102	28	algorithm	algorithm	NOUN
cana-5219	102	29	,	,	PUNCT
cana-5219	102	30	selection	selection	NOUN
cana-5219	102	31	of	of	ADP
cana-5219	102	32	index	index	NOUN
cana-5219	102	33	terms	term	NOUN
cana-5219	102	34	,	,	PUNCT
cana-5219	102	35	and	and	CCONJ
cana-5219	102	36	data	datum	NOUN
cana-5219	102	37	cleaning	clean	VERB
cana-5219	102	38	,	,	PUNCT
cana-5219	102	39	to	to	PART
cana-5219	102	40	ensure	ensure	VERB
cana-5219	102	41	our	our	PRON
cana-5219	102	42	dataset	dataset	NOUN
cana-5219	102	43	is	be	AUX
cana-5219	102	44	properly	properly	ADV
cana-5219	102	45	prepared	prepare	VERB
cana-5219	102	46	for	for	ADP
cana-5219	102	47	analysis	analysis	NOUN
cana-5219	102	48	..	..	PUNCT
cana-5219	102	49	feature	feature	NOUN
cana-5219	102	50	extraction	extraction	NOUN
cana-5219	102	51	and	and	CCONJ
cana-5219	102	52	selection	selection	NOUN
cana-5219	102	53	this	this	DET
cana-5219	102	54	method	method	NOUN
cana-5219	102	55	extracts	extract	VERB
cana-5219	102	56	multiple	multiple	ADJ
cana-5219	102	57	attributes	attribute	NOUN
cana-5219	102	58	from	from	ADP
cana-5219	102	59	the	the	DET
cana-5219	102	60	provided	provide	VERB
cana-5219	102	61	data	datum	NOUN
cana-5219	102	62	.	.	PUNCT
cana-5219	103	1	we	we	PRON
cana-5219	103	2	apply	apply	VERB
cana-5219	103	3	a	a	DET
cana-5219	103	4	feature	feature	NOUN
cana-5219	103	5	selection	selection	NOUN
cana-5219	103	6	threshold	threshold	NOUN
cana-5219	103	7	to	to	PART
cana-5219	103	8	standardise	standardise	VERB
cana-5219	103	9	the	the	DET
cana-5219	103	10	extracted	extract	VERB
cana-5219	103	11	features	feature	NOUN
cana-5219	103	12	,	,	PUNCT
cana-5219	103	13	eliminating	eliminate	VERB
cana-5219	103	14	redundant	redundant	ADJ
cana-5219	103	15	and	and	CCONJ
cana-5219	103	16	irrelevant	irrelevant	ADJ
cana-5219	103	17	ones	one	NOUN
cana-5219	103	18	to	to	PART
cana-5219	103	19	enhance	enhance	VERB
cana-5219	103	20	training	training	NOUN
cana-5219	103	21	efficiency	efficiency	NOUN
cana-5219	103	22	.	.	PUNCT
cana-5219	104	1	we	we	PRON
cana-5219	104	2	use	use	VERB
cana-5219	104	3	normalised	normalise	VERB
cana-5219	104	4	data	datum	NOUN
cana-5219	104	5	along	along	ADP
cana-5219	104	6	with	with	ADP
cana-5219	104	7	relational	relational	ADJ
cana-5219	104	8	features	feature	NOUN
cana-5219	104	9	to	to	PART
cana-5219	104	10	derive	derive	VERB
cana-5219	104	11	a	a	DET
cana-5219	104	12	set	set	NOUN
cana-5219	104	13	of	of	ADP
cana-5219	104	14	hybrid	hybrid	ADJ
cana-5219	104	15	attributes	attribute	NOUN
cana-5219	104	16	,	,	PUNCT
cana-5219	104	17	followed	follow	VERB
cana-5219	104	18	by	by	ADP
cana-5219	104	19	the	the	DET
cana-5219	104	20	selection	selection	NOUN
cana-5219	104	21	of	of	ADP
cana-5219	104	22	an	an	DET
cana-5219	104	23	optimisation	optimisation	NOUN
cana-5219	104	24	strategy	strategy	NOUN
cana-5219	104	25	for	for	ADP
cana-5219	104	26	training	training	NOUN
cana-5219	104	27	.	.	PUNCT
cana-5219	105	1	we	we	PRON
cana-5219	105	2	employ	employ	VERB
cana-5219	105	3	the	the	DET
cana-5219	105	4	hybrid	hybrid	ADJ
cana-5219	105	5	approach	approach	NOUN
cana-5219	105	6	to	to	PART
cana-5219	105	7	select	select	VERB
cana-5219	105	8	high	high	ADJ
cana-5219	105	9	-	-	PUNCT
cana-5219	105	10	quality	quality	NOUN
cana-5219	105	11	features	feature	NOUN
cana-5219	105	12	from	from	ADP
cana-5219	105	13	the	the	DET
cana-5219	105	14	fully	fully	ADV
cana-5219	105	15	extracted	extract	VERB
cana-5219	105	16	data	datum	NOUN
cana-5219	105	17	,	,	PUNCT
cana-5219	105	18	thereby	thereby	ADV
cana-5219	105	19	improving	improve	VERB
cana-5219	105	20	classification	classification	NOUN
cana-5219	105	21	accuracy	accuracy	NOUN
cana-5219	105	22	.	.	PUNCT
cana-5219	106	1	during	during	ADP
cana-5219	106	2	the	the	DET
cana-5219	106	3	feature	feature	NOUN
cana-5219	106	4	extraction	extraction	NOUN
cana-5219	106	5	process	process	NOUN
cana-5219	106	6	,	,	PUNCT
cana-5219	106	7	irrelevant	irrelevant	ADJ
cana-5219	106	8	attributes	attribute	NOUN
cana-5219	106	9	may	may	AUX
cana-5219	106	10	appear	appear	VERB
cana-5219	106	11	,	,	PUNCT
cana-5219	106	12	requiring	require	VERB
cana-5219	106	13	their	their	PRON
cana-5219	106	14	removal	removal	NOUN
cana-5219	106	15	during	during	ADP
cana-5219	106	16	selection	selection	NOUN
cana-5219	106	17	.	.	PUNCT
cana-5219	107	1	this	this	DET
cana-5219	107	2	approach	approach	NOUN
cana-5219	107	3	tailors	tailor	VERB
cana-5219	107	4	the	the	DET
cana-5219	107	5	feature	feature	NOUN
cana-5219	107	6	selection	selection	NOUN
cana-5219	107	7	process	process	NOUN
cana-5219	107	8	to	to	ADP
cana-5219	107	9	each	each	DET
cana-5219	107	10	distinct	distinct	ADJ
cana-5219	107	11	feature	feature	NOUN
cana-5219	107	12	set	set	VERB
cana-5219	107	13	.	.	PUNCT
cana-5219	108	1	classifier	classifier	NOUN
cana-5219	108	2	models	model	NOUN
cana-5219	108	3	:	:	PUNCT
cana-5219	108	4	once	once	SCONJ
cana-5219	108	5	the	the	DET
cana-5219	108	6	section	section	NOUN
cana-5219	108	7	has	have	AUX
cana-5219	108	8	been	be	AUX
cana-5219	108	9	successfully	successfully	ADV
cana-5219	108	10	implemented	implement	VERB
cana-5219	108	11	,	,	PUNCT
cana-5219	108	12	a	a	DET
cana-5219	108	13	selection	selection	NOUN
cana-5219	108	14	of	of	ADP
cana-5219	108	15	features	feature	NOUN
cana-5219	108	16	is	be	AUX
cana-5219	108	17	added	add	VERB
cana-5219	108	18	to	to	ADP
cana-5219	108	19	the	the	DET
cana-5219	108	20	training	training	NOUN
cana-5219	108	21	part	part	NOUN
cana-5219	108	22	,	,	PUNCT
cana-5219	108	23	which	which	PRON
cana-5219	108	24	develops	develop	VERB
cana-5219	108	25	complete	complete	ADJ
cana-5219	108	26	background	background	NOUN
cana-5219	108	27	knowledge	knowledge	NOUN
cana-5219	108	28	designed	design	VERB
cana-5219	108	29	for	for	ADP
cana-5219	108	30	the	the	DET
cana-5219	108	31	entire	entire	ADJ
cana-5219	108	32	system	system	NOUN
cana-5219	108	33	.	.	PUNCT
cana-5219	109	1	once	once	SCONJ
cana-5219	109	2	we	we	PRON
cana-5219	109	3	have	have	AUX
cana-5219	109	4	obtained	obtain	VERB
cana-5219	109	5	the	the	DET
cana-5219	109	6	trained	train	VERB
cana-5219	109	7	model	model	NOUN
cana-5219	109	8	,	,	PUNCT
cana-5219	109	9	we	we	PRON
cana-5219	109	10	can	can	AUX
cana-5219	109	11	then	then	ADV
cana-5219	109	12	input	input	VERB
cana-5219	109	13	the	the	DET
cana-5219	109	14	test	test	NOUN
cana-5219	109	15	data	datum	NOUN
cana-5219	109	16	to	to	PART
cana-5219	109	17	make	make	VERB
cana-5219	109	18	classification	classification	NOUN
cana-5219	109	19	predictions	prediction	NOUN
cana-5219	109	20	.	.	PUNCT
cana-5219	110	1	the	the	DET
cana-5219	110	2	testing	testing	NOUN
cana-5219	110	3	phase	phase	NOUN
cana-5219	110	4	involves	involve	VERB
cana-5219	110	5	preparing	prepare	VERB
cana-5219	110	6	the	the	DET
cana-5219	110	7	test	test	NOUN
cana-5219	110	8	data	datum	NOUN
cana-5219	110	9	,	,	PUNCT
cana-5219	110	10	vectoring	vectore	VERB
cana-5219	110	11	it	it	PRON
cana-5219	110	12	,	,	PUNCT
cana-5219	110	13	and	and	CCONJ
cana-5219	110	14	classifying	classify	VERB
cana-5219	110	15	the	the	DET
cana-5219	110	16	text	text	NOUN
cana-5219	110	17	.	.	PUNCT
cana-5219	111	1	this	this	DET
cana-5219	111	2	phase	phase	NOUN
cana-5219	111	3	assesses	assess	VERB
cana-5219	111	4	the	the	DET
cana-5219	111	5	system	system	NOUN
cana-5219	111	6	’s	’s	PART
cana-5219	111	7	prediction	prediction	NOUN
cana-5219	111	8	accuracy	accuracy	NOUN
cana-5219	111	9	using	use	VERB
cana-5219	111	10	deep	deep	ADJ
cana-5219	111	11	learning	learning	NOUN
cana-5219	111	12	techniques	technique	NOUN
cana-5219	111	13	such	such	ADJ
cana-5219	111	14	as	as	ADP
cana-5219	111	15	rnn	rnn	NOUN
cana-5219	111	16	.	.	PUNCT
cana-5219	112	1	the	the	DET
cana-5219	112	2	phase	phase	NOUN
cana-5219	112	3	assesses	assess	VERB
cana-5219	112	4	the	the	DET
cana-5219	112	5	system	system	NOUN
cana-5219	112	6	's	's	PART
cana-5219	112	7	performance	performance	NOUN
cana-5219	112	8	using	use	VERB
cana-5219	112	9	various	various	ADJ
cana-5219	112	10	datasets	dataset	NOUN
cana-5219	112	11	.	.	PUNCT
cana-5219	113	1	communications	communication	NOUN
cana-5219	113	2	on	on	ADP
cana-5219	113	3	applied	apply	VERB
cana-5219	113	4	nonlinear	nonlinear	ADJ
cana-5219	113	5	analysis	analysis	NOUN
cana-5219	113	6	issn	issn	NOUN
cana-5219	113	7	:	:	PUNCT
cana-5219	113	8	1074	1074	NUM
cana-5219	113	9	-	-	PUNCT
cana-5219	113	10	133x	133x	NUM
cana-5219	113	11	vol	vol	VERB
cana-5219	113	12	32	32	NUM
cana-5219	113	13	no	no	NOUN
cana-5219	113	14	.	.	PUNCT
cana-5219	114	1	10s	10	NOUN
cana-5219	114	2	(	(	PUNCT
cana-5219	114	3	2025	2025	NUM
cana-5219	114	4	)	)	PUNCT
cana-5219	114	5	1203	1203	NUM
cana-5219	114	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5219	114	7	result	result	NOUN
cana-5219	114	8	and	and	CCONJ
cana-5219	114	9	analysis	analysis	NOUN
cana-5219	114	10	the	the	DET
cana-5219	114	11	rnn	rnn	PROPN
cana-5219	114	12	model	model	NOUN
cana-5219	114	13	experiment	experiment	NOUN
cana-5219	114	14	gives	give	VERB
cana-5219	114	15	metrics	metric	NOUN
cana-5219	114	16	for	for	ADP
cana-5219	114	17	accuracy	accuracy	NOUN
cana-5219	114	18	,	,	PUNCT
cana-5219	114	19	precision	precision	NOUN
cana-5219	114	20	,	,	PUNCT
cana-5219	114	21	recall	recall	NOUN
cana-5219	114	22	,	,	PUNCT
cana-5219	114	23	and	and	CCONJ
cana-5219	114	24	f	f	X
cana-5219	114	25	-	-	PUNCT
cana-5219	114	26	scores	score	NOUN
cana-5219	114	27	for	for	ADP
cana-5219	114	28	different	different	ADJ
cana-5219	114	29	cross	cross	ADJ
cana-5219	114	30	-	-	ADJ
cana-5219	114	31	validation	validation	ADJ
cana-5219	114	32	cycles	cycle	NOUN
cana-5219	114	33	.	.	PUNCT
cana-5219	115	1	figure	figure	NOUN
cana-5219	115	2	1.1	1.1	NUM
cana-5219	115	3	demonstrates	demonstrate	VERB
cana-5219	115	4	the	the	DET
cana-5219	115	5	validation	validation	NOUN
cana-5219	115	6	of	of	ADP
cana-5219	115	7	the	the	DET
cana-5219	115	8	model	model	NOUN
cana-5219	115	9	using	use	VERB
cana-5219	115	10	5	5	NUM
cana-5219	115	11	-	-	ADJ
cana-5219	115	12	fold	fold	ADJ
cana-5219	115	13	crossvalidation	crossvalidation	NOUN
cana-5219	115	14	with	with	ADP
cana-5219	115	15	the	the	DET
cana-5219	115	16	rnn	rnn	NOUN
cana-5219	115	17	classifier	classifier	NOUN
cana-5219	115	18	.	.	PUNCT
cana-5219	116	1	figure	figure	VERB
cana-5219	116	2	1.1	1.1	NUM
cana-5219	116	3	:	:	PUNCT
cana-5219	116	4	model	model	NOUN
cana-5219	116	5	validation	validation	NOUN
cana-5219	116	6	utilising	utilise	VERB
cana-5219	116	7	5	5	NUM
cana-5219	116	8	-	-	ADJ
cana-5219	116	9	fold	fold	ADJ
cana-5219	116	10	cross	cross	NOUN
cana-5219	116	11	-	-	NOUN
cana-5219	116	12	validation	validation	NOUN
cana-5219	116	13	with	with	ADP
cana-5219	116	14	an	an	DET
cana-5219	116	15	rnn	rnn	NOUN
cana-5219	116	16	classifier	classifier	NOUN
cana-5219	116	17	conclusion	conclusion	NOUN
cana-5219	116	18	in	in	ADP
cana-5219	116	19	this	this	DET
cana-5219	116	20	research	research	NOUN
cana-5219	116	21	proposed	propose	VERB
cana-5219	116	22	machine	machine	NOUN
cana-5219	116	23	learning	learn	VERB
cana-5219	116	24	classification	classification	NOUN
cana-5219	116	25	algorithms	algorithm	NOUN
cana-5219	116	26	are	be	AUX
cana-5219	116	27	used	use	VERB
cana-5219	116	28	to	to	PART
cana-5219	116	29	predict	predict	VERB
cana-5219	116	30	student	student	NOUN
cana-5219	116	31	achievement	achievement	NOUN
cana-5219	116	32	in	in	ADP
cana-5219	116	33	binary	binary	ADJ
cana-5219	116	34	categories	category	NOUN
cana-5219	116	35	,	,	PUNCT
cana-5219	116	36	such	such	ADJ
cana-5219	116	37	as	as	ADP
cana-5219	116	38	pass	pass	NOUN
cana-5219	116	39	or	or	CCONJ
cana-5219	116	40	fail	fail	VERB
cana-5219	116	41	.	.	PUNCT
cana-5219	117	1	on	on	ADP
cana-5219	117	2	the	the	DET
cana-5219	117	3	other	other	ADJ
cana-5219	117	4	side	side	NOUN
cana-5219	117	5	,	,	PUNCT
cana-5219	117	6	predicting	predict	VERB
cana-5219	117	7	success	success	NOUN
cana-5219	117	8	in	in	ADP
cana-5219	117	9	terms	term	NOUN
cana-5219	117	10	of	of	ADP
cana-5219	117	11	pass	pass	NOUN
cana-5219	117	12	or	or	CCONJ
cana-5219	117	13	fail	fail	VERB
cana-5219	117	14	does	do	AUX
cana-5219	117	15	not	not	PART
cana-5219	117	16	provide	provide	VERB
cana-5219	117	17	a	a	DET
cana-5219	117	18	better	well	ADJ
cana-5219	117	19	insight	insight	NOUN
cana-5219	117	20	of	of	ADP
cana-5219	117	21	the	the	DET
cana-5219	117	22	accomplishment	accomplishment	NOUN
cana-5219	117	23	of	of	ADP
cana-5219	117	24	pupils	pupil	NOUN
cana-5219	117	25	.	.	PUNCT
cana-5219	118	1	these	these	DET
cana-5219	118	2	methodologies	methodology	NOUN
cana-5219	118	3	’	'	PUNCT
cana-5219	118	4	failure	failure	NOUN
cana-5219	118	5	to	to	PART
cana-5219	118	6	assess	assess	VERB
cana-5219	118	7	the	the	DET
cana-5219	118	8	total	total	ADJ
cana-5219	118	9	interrelationship	interrelationship	NOUN
cana-5219	118	10	of	of	ADP
cana-5219	118	11	predictor	predictor	NOUN
cana-5219	118	12	elements	element	NOUN
cana-5219	118	13	in	in	ADP
cana-5219	118	14	student	student	NOUN
cana-5219	118	15	data	datum	NOUN
cana-5219	118	16	is	be	AUX
cana-5219	118	17	another	another	DET
cana-5219	118	18	significant	significant	ADJ
cana-5219	118	19	issue	issue	NOUN
cana-5219	118	20	.	.	PUNCT
cana-5219	119	1	conventional	conventional	ADJ
cana-5219	119	2	ml	ml	NOUN
cana-5219	119	3	classifiers	classifier	NOUN
cana-5219	119	4	ca	can	AUX
cana-5219	119	5	n't	not	PART
cana-5219	119	6	accurately	accurately	ADV
cana-5219	119	7	predict	predict	VERB
cana-5219	119	8	student	student	NOUN
cana-5219	119	9	performance	performance	NOUN
cana-5219	119	10	based	base	VERB
cana-5219	119	11	on	on	ADP
cana-5219	119	12	academic	academic	ADJ
cana-5219	119	13	information	information	NOUN
cana-5219	119	14	.	.	PUNCT
cana-5219	120	1	recently	recently	ADV
cana-5219	120	2	,	,	PUNCT
cana-5219	120	3	supervised	supervise	VERB
cana-5219	120	4	learning	learning	NOUN
cana-5219	120	5	techniques	technique	NOUN
cana-5219	120	6	helped	help	VERB
cana-5219	120	7	academic	academic	ADJ
cana-5219	120	8	institution	institution	NOUN
cana-5219	120	9	to	to	PART
cana-5219	120	10	automatically	automatically	ADV
cana-5219	120	11	retrieve	retrieve	VERB
cana-5219	120	12	high	high	ADJ
cana-5219	120	13	level	level	NOUN
cana-5219	120	14	features	feature	NOUN
cana-5219	120	15	from	from	ADP
cana-5219	120	16	the	the	DET
cana-5219	120	17	raw	raw	ADJ
cana-5219	120	18	information	information	NOUN
cana-5219	120	19	.	.	PUNCT
cana-5219	121	1	in	in	ADP
cana-5219	121	2	the	the	DET
cana-5219	121	3	proposed	propose	VERB
cana-5219	121	4	research	research	NOUN
cana-5219	121	5	work	work	NOUN
cana-5219	121	6	,	,	PUNCT
cana-5219	121	7	long	long	ADJ
cana-5219	121	8	short	short	ADJ
cana-5219	121	9	-	-	PUNCT
cana-5219	121	10	term	term	NOUN
cana-5219	121	11	memory	memory	NOUN
cana-5219	121	12	with	with	ADP
cana-5219	121	13	recurrent	recurrent	ADJ
cana-5219	121	14	neural	neural	ADJ
cana-5219	121	15	network	network	NOUN
cana-5219	121	16	is	be	AUX
cana-5219	121	17	utilized	utilize	VERB
cana-5219	121	18	to	to	PART
cana-5219	121	19	forecast	forecast	VERB
cana-5219	121	20	student	student	NOUN
cana-5219	121	21	achievement	achievement	NOUN
cana-5219	121	22	on	on	ADP
cana-5219	121	23	real	real	ADJ
cana-5219	121	24	-	-	PUNCT
cana-5219	121	25	time	time	NOUN
cana-5219	121	26	heterogeneous	heterogeneous	ADJ
cana-5219	121	27	data	datum	NOUN
cana-5219	121	28	.	.	PUNCT
cana-5219	122	1	with	with	ADP
cana-5219	122	2	the	the	DET
cana-5219	122	3	developed	develop	VERB
cana-5219	122	4	rnn	rnn	NOUN
cana-5219	122	5	-	-	PUNCT
cana-5219	122	6	lstm	lstm	PROPN
cana-5219	122	7	,	,	PUNCT
cana-5219	122	8	a	a	DET
cana-5219	122	9	comparison	comparison	NOUN
cana-5219	122	10	between	between	ADP
cana-5219	122	11	deep	deep	ADJ
cana-5219	122	12	learning	learning	NOUN
cana-5219	122	13	classifiers	classifier	NOUN
cana-5219	122	14	and	and	CCONJ
cana-5219	122	15	conventional	conventional	ADJ
cana-5219	122	16	machine	machine	NOUN
cana-5219	122	17	learning	learning	NOUN
cana-5219	122	18	methods	method	NOUN
cana-5219	122	19	is	be	AUX
cana-5219	122	20	also	also	ADV
cana-5219	122	21	performed	perform	VERB
cana-5219	122	22	.	.	PUNCT
cana-5219	123	1	references	reference	NOUN
cana-5219	123	2	[	[	X
cana-5219	123	3	1	1	X
cana-5219	123	4	]	]	PUNCT
cana-5219	123	5	kelly	kelly	PROPN
cana-5219	123	6	j.	j.	PROPN
cana-5219	123	7	de	de	PROPN
cana-5219	123	8	o.	o.	PROPN
cana-5219	123	9	santos	santos	PROPN
cana-5219	123	10	,	,	PUNCT
cana-5219	123	11	angelo	angelo	PROPN
cana-5219	123	12	g.	g.	PROPN
cana-5219	123	13	menezes	menezes	PROPN
cana-5219	123	14	,	,	PUNCT
cana-5219	123	15	andre	andre	PROPN
cana-5219	123	16	b.	b.	PROPN
cana-5219	123	17	de	de	PROPN
cana-5219	123	18	carvalho	carvalho	PROPN
cana-5219	123	19	and	and	CCONJ
cana-5219	123	20	carlos	carlos	PROPN
cana-5219	123	21	a.	a.	PROPN
cana-5219	123	22	e.	e.	PROPN
cana-5219	123	23	montesco	montesco	PROPN
cana-5219	123	24	.	.	PUNCT
cana-5219	124	1	“	"	PUNCT
cana-5219	124	2	supervised	supervise	VERB
cana-5219	124	3	learning	learning	NOUN
cana-5219	124	4	in	in	ADP
cana-5219	124	5	the	the	DET
cana-5219	124	6	context	context	NOUN
cana-5219	124	7	of	of	ADP
cana-5219	124	8	educational	educational	ADJ
cana-5219	124	9	data	datum	NOUN
cana-5219	124	10	mining	mining	NOUN
cana-5219	124	11	to	to	PART
cana-5219	124	12	avoid	avoid	VERB
cana-5219	124	13	university	university	NOUN
cana-5219	124	14	students	student	NOUN
cana-5219	124	15	dropout	dropout	VERB
cana-5219	124	16	”	"	PUNCT
cana-5219	124	17	,	,	PUNCT
cana-5219	124	18	2019	2019	NUM
cana-5219	124	19	,	,	PUNCT
cana-5219	124	20	19th	19th	ADJ
cana-5219	124	21	international	international	ADJ
cana-5219	124	22	conference	conference	NOUN
cana-5219	124	23	on	on	ADP
cana-5219	124	24	advanced	advanced	ADJ
cana-5219	124	25	learning	learning	NOUN
cana-5219	124	26	technologies	technology	NOUN
cana-5219	124	27	(	(	PUNCT
cana-5219	124	28	icalt	icalt	NOUN
cana-5219	124	29	)	)	PUNCT
cana-5219	124	30	,	,	PUNCT
cana-5219	124	31	ieee	ieee	NOUN
cana-5219	124	32	.	.	PUNCT
cana-5219	125	1	[	[	X
cana-5219	125	2	2	2	X
cana-5219	125	3	]	]	X
cana-5219	125	4	chitra	chitra	PROPN
cana-5219	125	5	jalota	jalota	PROPN
cana-5219	125	6	and	and	CCONJ
cana-5219	125	7	rashmi	rashmi	PROPN
cana-5219	125	8	agrawal	agrawal	PROPN
cana-5219	125	9	.	.	PUNCT
cana-5219	126	1	“	"	PUNCT
cana-5219	126	2	analysis	analysis	NOUN
cana-5219	126	3	of	of	ADP
cana-5219	126	4	educational	educational	ADJ
cana-5219	126	5	data	datum	NOUN
cana-5219	126	6	mining	mining	NOUN
cana-5219	126	7	using	use	VERB
cana-5219	126	8	classification	classification	NOUN
cana-5219	126	9	”	"	PUNCT
cana-5219	126	10	,	,	PUNCT
cana-5219	126	11	2019	2019	NUM
cana-5219	126	12	,	,	PUNCT
cana-5219	126	13	international	international	ADJ
cana-5219	126	14	conference	conference	NOUN
cana-5219	126	15	on	on	ADP
cana-5219	126	16	machine	machine	NOUN
cana-5219	126	17	learning	learning	NOUN
cana-5219	126	18	,	,	PUNCT
cana-5219	126	19	big	big	ADJ
cana-5219	126	20	data	datum	NOUN
cana-5219	126	21	,	,	PUNCT
cana-5219	126	22	cloud	cloud	NOUN
cana-5219	126	23	and	and	CCONJ
cana-5219	126	24	parallel	parallel	ADJ
cana-5219	126	25	computing	computing	NOUN
cana-5219	126	26	(	(	PUNCT
cana-5219	126	27	com	com	NOUN
cana-5219	126	28	-	-	PUNCT
cana-5219	126	29	it	it	PRON
cana-5219	126	30	-	-	PUNCT
cana-5219	126	31	con	con	NOUN
cana-5219	126	32	)	)	PUNCT
cana-5219	126	33	,	,	PUNCT
cana-5219	126	34	ieee	ieee	NOUN
cana-5219	126	35	.	.	PUNCT
cana-5219	127	1	[	[	X
cana-5219	127	2	3	3	NUM
cana-5219	127	3	]	]	X
cana-5219	127	4	dr	dr	PROPN
cana-5219	127	5	.	.	PROPN
cana-5219	127	6	r.	r.	PROPN
cana-5219	127	7	raju	raju	PROPN
cana-5219	127	8	,	,	PUNCT
cana-5219	127	9	mrs	mrs	PROPN
cana-5219	127	10	.	.	PROPN
cana-5219	127	11	n.	n.	PROPN
cana-5219	127	12	kalaiselvi	kalaiselvi	PROPN
cana-5219	127	13	,	,	PUNCT
cana-5219	127	14	aathiqa	aathiqa	VERB
cana-5219	127	15	sulthana	sulthana	PROPN
cana-5219	127	16	m	m	PROPN
cana-5219	127	17	,	,	PUNCT
cana-5219	127	18	divya	divya	PROPN
cana-5219	127	19	i	i	PROPN
cana-5219	127	20	and	and	CCONJ
cana-5219	127	21	selvarani	selvarani	VERB
cana-5219	127	22	a.	a.	NOUN
cana-5219	127	23	“	"	PUNCT
cana-5219	127	24	educational	educational	ADJ
cana-5219	127	25	data	datum	NOUN
cana-5219	127	26	mining	mining	NOUN
cana-5219	127	27	:	:	PUNCT
cana-5219	127	28	a	a	DET
cana-5219	127	29	comprehensive	comprehensive	ADJ
cana-5219	127	30	study	study	NOUN
cana-5219	127	31	”	"	PUNCT
cana-5219	127	32	,	,	PUNCT
cana-5219	127	33	2020	2020	NUM
cana-5219	127	34	,	,	PUNCT
cana-5219	127	35	ieee	ieee	NOUN
cana-5219	127	36	.	.	PUNCT
cana-5219	128	1	[	[	X
cana-5219	128	2	4	4	NUM
cana-5219	128	3	]	]	X
cana-5219	128	4	nabila	nabila	PROPN
cana-5219	128	5	khodeir	khodeir	PROPN
cana-5219	128	6	.	.	PUNCT
cana-5219	129	1	“	"	PUNCT
cana-5219	129	2	student	student	NOUN
cana-5219	129	3	modeling	modeling	NOUN
cana-5219	129	4	using	use	VERB
cana-5219	129	5	educational	educational	ADJ
cana-5219	129	6	data	datum	NOUN
cana-5219	129	7	mining	mining	NOUN
cana-5219	129	8	techniques	technique	NOUN
cana-5219	129	9	”	"	PUNCT
cana-5219	129	10	,	,	PUNCT
cana-5219	129	11	2019	2019	NUM
cana-5219	129	12	,	,	PUNCT
cana-5219	129	13	ieee	ieee	NOUN
cana-5219	129	14	.	.	PUNCT
cana-5219	130	1	communications	communication	NOUN
cana-5219	130	2	on	on	ADP
cana-5219	130	3	applied	apply	VERB
cana-5219	130	4	nonlinear	nonlinear	ADJ
cana-5219	130	5	analysis	analysis	NOUN
cana-5219	130	6	issn	issn	NOUN
cana-5219	130	7	:	:	PUNCT
cana-5219	130	8	1074	1074	NUM
cana-5219	130	9	-	-	PUNCT
cana-5219	130	10	133x	133x	NUM
cana-5219	130	11	vol	vol	VERB
cana-5219	130	12	32	32	NUM
cana-5219	130	13	no	no	NOUN
cana-5219	130	14	.	.	PUNCT
cana-5219	131	1	10s	10	NOUN
cana-5219	131	2	(	(	PUNCT
cana-5219	131	3	2025	2025	NUM
cana-5219	131	4	)	)	PUNCT
cana-5219	131	5	1204	1204	NUM
cana-5219	131	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5219	132	1	[	[	X
cana-5219	132	2	5	5	NUM
cana-5219	132	3	]	]	PUNCT
cana-5219	132	4	balqis	balqi	NOUN
cana-5219	132	5	al	al	PROPN
cana-5219	132	6	breiki	breiki	PROPN
cana-5219	132	7	,	,	PUNCT
cana-5219	132	8	nazar	nazar	PROPN
cana-5219	132	9	zaki	zaki	PROPN
cana-5219	132	10	and	and	CCONJ
cana-5219	132	11	elfadil	elfadil	PROPN
cana-5219	132	12	a.	a.	PROPN
cana-5219	132	13	mohamed	mohamed	PROPN
cana-5219	132	14	.	.	PUNCT
cana-5219	133	1	“	"	PUNCT
cana-5219	133	2	using	use	VERB
cana-5219	133	3	educational	educational	ADJ
cana-5219	133	4	data	datum	NOUN
cana-5219	133	5	mining	mining	NOUN
cana-5219	133	6	techniques	technique	NOUN
cana-5219	133	7	to	to	PART
cana-5219	133	8	predict	predict	VERB
cana-5219	133	9	student	student	NOUN
cana-5219	133	10	performance	performance	NOUN
cana-5219	133	11	”	"	PUNCT
cana-5219	133	12	,	,	PUNCT
cana-5219	133	13	2019	2019	NUM
cana-5219	133	14	,	,	PUNCT
cana-5219	133	15	international	international	ADJ
cana-5219	133	16	conference	conference	NOUN
cana-5219	133	17	on	on	ADP
cana-5219	133	18	electrical	electrical	ADJ
cana-5219	133	19	and	and	CCONJ
cana-5219	133	20	computing	computing	NOUN
cana-5219	133	21	technologies	technology	NOUN
cana-5219	133	22	and	and	CCONJ
cana-5219	133	23	applications	application	NOUN
cana-5219	133	24	(	(	PUNCT
cana-5219	133	25	icecta	icecta	ADJ
cana-5219	133	26	)	)	PUNCT
cana-5219	133	27	,	,	PUNCT
cana-5219	133	28	ieee	ieee	NOUN
cana-5219	133	29	.	.	PUNCT
cana-5219	134	1	[	[	X
cana-5219	134	2	6	6	X
cana-5219	134	3	]	]	PUNCT
cana-5219	134	4	muhammad	muhammad	PROPN
cana-5219	134	5	sammy	sammy	PROPN
cana-5219	134	6	ahmad	ahmad	PROPN
cana-5219	134	7	,	,	PUNCT
cana-5219	134	8	ahmed	ahmed	PROPN
cana-5219	134	9	h.	h.	PROPN
cana-5219	134	10	asad	asad	PROPN
cana-5219	134	11	and	and	CCONJ
cana-5219	134	12	ammar	ammar	PROPN
cana-5219	134	13	mohammed	mohammed	PROPN
cana-5219	134	14	.	.	PUNCT
cana-5219	135	1	“	"	PUNCT
cana-5219	135	2	a	a	DET
cana-5219	135	3	machine	machine	NOUN
cana-5219	135	4	learning	learn	VERB
cana-5219	135	5	based	base	VERB
cana-5219	135	6	approach	approach	NOUN
cana-5219	135	7	for	for	ADP
cana-5219	135	8	student	student	NOUN
cana-5219	135	9	performance	performance	NOUN
cana-5219	135	10	evaluation	evaluation	NOUN
cana-5219	135	11	in	in	ADP
cana-5219	135	12	educational	educational	ADJ
cana-5219	135	13	data	datum	NOUN
cana-5219	135	14	mining	mining	NOUN
cana-5219	135	15	”	"	PUNCT
cana-5219	135	16	,	,	PUNCT
cana-5219	135	17	2021	2021	NUM
cana-5219	135	18	,	,	PUNCT
cana-5219	135	19	ieee	ieee	NOUN
cana-5219	135	20	.	.	PUNCT
cana-5219	136	1	[	[	X
cana-5219	136	2	7	7	X
cana-5219	136	3	]	]	X
cana-5219	136	4	usman	usman	PROPN
cana-5219	136	5	ali	ali	PROPN
cana-5219	136	6	,	,	PUNCT
cana-5219	136	7	khawaja	khawaja	PROPN
cana-5219	136	8	sarmad	sarmad	PROPN
cana-5219	136	9	arif	arif	PROPN
cana-5219	136	10	and	and	CCONJ
cana-5219	136	11	dr	dr	PROPN
cana-5219	136	12	.	.	PROPN
cana-5219	136	13	usman	usman	PROPN
cana-5219	136	14	qamar	qamar	PROPN
cana-5219	136	15	.	.	PUNCT
cana-5219	137	1	“	"	PUNCT
cana-5219	137	2	a	a	DET
cana-5219	137	3	hybrid	hybrid	ADJ
cana-5219	137	4	scheme	scheme	NOUN
cana-5219	137	5	for	for	ADP
cana-5219	137	6	feature	feature	NOUN
cana-5219	137	7	selection	selection	NOUN
cana-5219	137	8	of	of	ADP
cana-5219	137	9	high	high	ADJ
cana-5219	137	10	dimensional	dimensional	ADJ
cana-5219	137	11	educational	educational	ADJ
cana-5219	137	12	data	datum	NOUN
cana-5219	137	13	”	"	PUNCT
cana-5219	137	14	,	,	PUNCT
cana-5219	137	15	2019	2019	NUM
cana-5219	137	16	,	,	PUNCT
cana-5219	137	17	international	international	ADJ
cana-5219	137	18	conference	conference	NOUN
cana-5219	137	19	on	on	ADP
cana-5219	137	20	communication	communication	NOUN
cana-5219	137	21	technologies	technology	NOUN
cana-5219	137	22	(	(	PUNCT
cana-5219	137	23	comtech	comtech	NOUN
cana-5219	137	24	2019	2019	NUM
cana-5219	137	25	)	)	PUNCT
cana-5219	137	26	,	,	PUNCT
cana-5219	137	27	ieee	ieee	NOUN
cana-5219	138	1	[	[	X
cana-5219	138	2	8	8	NUM
cana-5219	138	3	]	]	X
cana-5219	138	4	muhib	muhib	PROPN
cana-5219	138	5	al	al	PROPN
cana-5219	138	6	-	-	PUNCT
cana-5219	138	7	kmali	kmali	PROPN
cana-5219	138	8	,	,	PUNCT
cana-5219	138	9	hamzah	hamzah	PROPN
cana-5219	138	10	mugahed	mugahe	VERB
cana-5219	138	11	,	,	PUNCT
cana-5219	138	12	wadii	wadii	NOUN
cana-5219	138	13	boulila	boulila	NOUN
cana-5219	138	14	,	,	PUNCT
cana-5219	138	15	mohammed	mohammed	PROPN
cana-5219	138	16	al	al	PROPN
cana-5219	138	17	-	-	PUNCT
cana-5219	138	18	sarem	sarem	PROPN
cana-5219	138	19	and	and	CCONJ
cana-5219	138	20	anmar	anmar	PROPN
cana-5219	138	21	abuhamdah	abuhamdah	PROPN
cana-5219	138	22	.	.	PUNCT
cana-5219	139	1	“	"	PUNCT
cana-5219	139	2	a	a	DET
cana-5219	139	3	machine	machine	NOUN
cana-5219	139	4	-	-	PUNCT
cana-5219	139	5	learning	learn	VERB
cana-5219	139	6	based	base	VERB
cana-5219	139	7	approach	approach	NOUN
cana-5219	139	8	to	to	PART
cana-5219	139	9	support	support	VERB
cana-5219	139	10	academic	academic	ADJ
cana-5219	139	11	decision	decision	NOUN
cana-5219	139	12	-	-	PUNCT
cana-5219	139	13	making	making	NOUN
cana-5219	139	14	at	at	ADP
cana-5219	139	15	higher	high	ADJ
cana-5219	139	16	educational	educational	ADJ
cana-5219	139	17	institutions	institution	NOUN
cana-5219	139	18	”	"	PUNCT
cana-5219	139	19	,	,	PUNCT
cana-5219	139	20	2020	2020	NUM
cana-5219	139	21	,	,	PUNCT
cana-5219	139	22	ieee	ieee	NOUN
cana-5219	139	23	[	[	X
cana-5219	139	24	9	9	NUM
cana-5219	139	25	]	]	PUNCT
cana-5219	139	26	gabriella	gabriella	PROPN
cana-5219	139	27	casalino	casalino	PROPN
cana-5219	139	28	,	,	PUNCT
cana-5219	139	29	giovanna	giovanna	PROPN
cana-5219	139	30	castellano	castellano	PROPN
cana-5219	139	31	,	,	PUNCT
cana-5219	139	32	andrea	andrea	PROPN
cana-5219	139	33	mannavola	mannavola	PROPN
cana-5219	139	34	and	and	CCONJ
cana-5219	139	35	gennaro	gennaro	PROPN
cana-5219	139	36	vessio	vessio	PROPN
cana-5219	139	37	.	.	PUNCT
cana-5219	140	1	“	"	PUNCT
cana-5219	140	2	educational	educational	ADJ
cana-5219	140	3	stream	stream	NOUN
cana-5219	140	4	data	datum	NOUN
cana-5219	140	5	analysis	analysis	NOUN
cana-5219	140	6	:	:	PUNCT
cana-5219	140	7	a	a	DET
cana-5219	140	8	case	case	NOUN
cana-5219	140	9	study	study	NOUN
cana-5219	140	10	”	"	PUNCT
cana-5219	140	11	,	,	PUNCT
cana-5219	140	12	2020	2020	NUM
cana-5219	140	13	,	,	PUNCT
cana-5219	140	14	ieee	ieee	NOUN
cana-5219	140	15	.	.	PUNCT
cana-5219	141	1	[	[	X
cana-5219	141	2	10	10	NUM
cana-5219	141	3	]	]	X
cana-5219	141	4	latifaestrelita	latifaestrelita	NOUN
cana-5219	141	5	indi	indi	PROPN
cana-5219	141	6	pramesti	pramesti	PROPN
cana-5219	141	7	aji	aji	PROPN
cana-5219	141	8	and	and	CCONJ
cana-5219	141	9	andi	andi	PROPN
cana-5219	141	10	sunyoto	sunyoto	PROPN
cana-5219	141	11	.	.	PUNCT
cana-5219	142	1	“	"	PUNCT
cana-5219	142	2	an	an	DET
cana-5219	142	3	implementation	implementation	NOUN
cana-5219	142	4	of	of	ADP
cana-5219	142	5	c4.5	c4.5	PROPN
cana-5219	142	6	classification	classification	NOUN
cana-5219	142	7	algorithm	algorithm	NOUN
cana-5219	142	8	to	to	PART
cana-5219	142	9	analyze	analyze	VERB
cana-5219	142	10	student	student	NOUN
cana-5219	142	11	’s	’s	PART
cana-5219	142	12	performance	performance	NOUN
cana-5219	142	13	”	"	PUNCT
cana-5219	142	14	,	,	PUNCT
cana-5219	142	15	2020	2020	NUM
cana-5219	142	16	,	,	PUNCT
cana-5219	142	17	3rd	3rd	ADJ
cana-5219	142	18	international	international	ADJ
cana-5219	142	19	conference	conference	NOUN
cana-5219	142	20	oninformation	oninformation	NOUN
cana-5219	142	21	and	and	CCONJ
cana-5219	142	22	communication	communication	NOUN
cana-5219	142	23	technology	technology	NOUN
cana-5219	142	24	(	(	PUNCT
cana-5219	142	25	icoiact	icoiact	NOUN
cana-5219	142	26	)	)	PUNCT
cana-5219	142	27	,	,	PUNCT
cana-5219	142	28	ieee	ieee	NOUN
cana-5219	142	29	.	.	PUNCT