id	sid	tid	token	lemma	pos
cana-2318	1	1	communications	communication	NOUN
cana-2318	1	2	on	on	ADP
cana-2318	1	3	applied	apply	VERB
cana-2318	1	4	nonlinear	nonlinear	ADJ
cana-2318	1	5	analysis	analysis	NOUN
cana-2318	1	6	issn	issn	NOUN
cana-2318	1	7	:	:	PUNCT
cana-2318	1	8	1074	1074	NUM
cana-2318	1	9	-	-	PUNCT
cana-2318	1	10	133x	133x	NUM
cana-2318	1	11	vol	vol	NOUN
cana-2318	1	12	32	32	NUM
cana-2318	1	13	no	no	NOUN
cana-2318	1	14	.	.	PUNCT
cana-2318	2	1	1s	1s	NUM
cana-2318	2	2	(	(	PUNCT
cana-2318	2	3	2025	2025	NUM
cana-2318	2	4	)	)	PUNCT
cana-2318	2	5	539	539	NUM
cana-2318	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2318	2	7	predictive	predictive	ADJ
cana-2318	2	8	analysis	analysis	NOUN
cana-2318	2	9	system	system	NOUN
cana-2318	2	10	for	for	ADP
cana-2318	2	11	national	national	ADJ
cana-2318	2	12	ranking	ranking	NOUN
cana-2318	2	13	and	and	CCONJ
cana-2318	2	14	accreditation	accreditation	NOUN
cana-2318	2	15	of	of	ADP
cana-2318	2	16	heis	heis	PROPN
cana-2318	2	17	amrita	amrita	PROPN
cana-2318	2	18	sekhon1	sekhon1	PROPN
cana-2318	2	19	*	*	PUNCT
cana-2318	2	20	and	and	CCONJ
cana-2318	2	21	sukhwinder	sukhwinder	VERB
cana-2318	2	22	singh	singh	PROPN
cana-2318	2	23	oberoi2	oberoi2	PROPN
cana-2318	3	1	1department	1department	NUM
cana-2318	3	2	of	of	ADP
cana-2318	3	3	computer	computer	NOUN
cana-2318	3	4	science	science	NOUN
cana-2318	3	5	,	,	PUNCT
cana-2318	3	6	punjabi	punjabi	PROPN
cana-2318	3	7	university	university	PROPN
cana-2318	3	8	,	,	PUNCT
cana-2318	3	9	patiala	patiala	NOUN
cana-2318	3	10	,	,	PUNCT
cana-2318	3	11	punjab	punjab	PROPN
cana-2318	3	12	,	,	PUNCT
cana-2318	3	13	india	india	PROPN
cana-2318	3	14	.	.	PUNCT
cana-2318	4	1	2head	2head	NUM
cana-2318	4	2	,	,	PUNCT
cana-2318	4	3	department	department	NOUN
cana-2318	4	4	of	of	ADP
cana-2318	4	5	computer	computer	NOUN
cana-2318	4	6	science	science	NOUN
cana-2318	4	7	,	,	PUNCT
cana-2318	4	8	guru	guru	ADJ
cana-2318	4	9	hargobind	hargobind	NOUN
cana-2318	4	10	sahib	sahib	PROPN
cana-2318	4	11	khalsa	khalsa	PROPN
cana-2318	4	12	girls	girls	PROPN
cana-2318	4	13	college	college	PROPN
cana-2318	4	14	,	,	PUNCT
cana-2318	4	15	karhali	karhali	PROPN
cana-2318	4	16	sahib	sahib	NOUN
cana-2318	4	17	,	,	PUNCT
cana-2318	4	18	patiala	patiala	NOUN
cana-2318	4	19	,	,	PUNCT
cana-2318	4	20	punjab	punjab	PROPN
cana-2318	4	21	,	,	PUNCT
cana-2318	4	22	india	india	PROPN
cana-2318	4	23	.	.	PUNCT
cana-2318	5	1	amritakaursandhu@gmail.com	amritakaursandhu@gmail.com	PROPN
cana-2318	5	2	,	,	PUNCT
cana-2318	5	3	oberoimca@yahoo.co.in	oberoimca@yahoo.co.in	PROPN
cana-2318	5	4	article	article	NOUN
cana-2318	5	5	history	history	NOUN
cana-2318	5	6	:	:	PUNCT
cana-2318	5	7	received	receive	VERB
cana-2318	5	8	:	:	PUNCT
cana-2318	5	9	28	28	NUM
cana-2318	5	10	-	-	SYM
cana-2318	5	11	08	08	NUM
cana-2318	5	12	-	-	PUNCT
cana-2318	5	13	2024	2024	NUM
cana-2318	5	14	revised	revise	VERB
cana-2318	5	15	:	:	PUNCT
cana-2318	5	16	14	14	NUM
cana-2318	5	17	-	-	SYM
cana-2318	5	18	10	10	NUM
cana-2318	5	19	-	-	PUNCT
cana-2318	5	20	2024	2024	NUM
cana-2318	5	21	accepted	accept	VERB
cana-2318	5	22	:	:	PUNCT
cana-2318	5	23	31	31	NUM
cana-2318	5	24	-	-	SYM
cana-2318	5	25	10	10	NUM
cana-2318	5	26	-	-	PUNCT
cana-2318	5	27	2024	2024	NUM
cana-2318	5	28	abstract	abstract	NOUN
cana-2318	5	29	:	:	PUNCT
cana-2318	5	30	predictive	predictive	ADJ
cana-2318	5	31	analytical	analytical	ADJ
cana-2318	5	32	models	model	NOUN
cana-2318	5	33	have	have	AUX
cana-2318	5	34	been	be	AUX
cana-2318	5	35	applied	apply	VERB
cana-2318	5	36	in	in	ADP
cana-2318	5	37	context	context	NOUN
cana-2318	5	38	of	of	ADP
cana-2318	5	39	the	the	DET
cana-2318	5	40	indian	indian	ADJ
cana-2318	5	41	higher	high	ADJ
cana-2318	5	42	educational	educational	ADJ
cana-2318	5	43	institutions	institution	NOUN
cana-2318	5	44	dataset	dataset	VERB
cana-2318	5	45	.	.	PUNCT
cana-2318	6	1	this	this	DET
cana-2318	6	2	study	study	NOUN
cana-2318	6	3	is	be	AUX
cana-2318	6	4	aimed	aim	VERB
cana-2318	6	5	to	to	PART
cana-2318	6	6	compare	compare	VERB
cana-2318	6	7	the	the	DET
cana-2318	6	8	predictive	predictive	ADJ
cana-2318	6	9	accuracy	accuracy	NOUN
cana-2318	6	10	level	level	NOUN
cana-2318	6	11	of	of	ADP
cana-2318	6	12	various	various	ADJ
cana-2318	6	13	machine	machine	NOUN
cana-2318	6	14	learning	learn	VERB
cana-2318	6	15	algorithms	algorithm	NOUN
cana-2318	6	16	(	(	PUNCT
cana-2318	6	17	multi	multi	ADJ
cana-2318	6	18	-	-	ADJ
cana-2318	6	19	class	class	ADJ
cana-2318	6	20	classification	classification	NOUN
cana-2318	6	21	prediction	prediction	NOUN
cana-2318	6	22	algorithms	algorithm	NOUN
cana-2318	6	23	)	)	PUNCT
cana-2318	6	24	to	to	PART
cana-2318	6	25	assess	assess	VERB
cana-2318	6	26	the	the	DET
cana-2318	6	27	grading	grade	VERB
cana-2318	6	28	system	system	NOUN
cana-2318	6	29	applicable	applicable	ADJ
cana-2318	6	30	to	to	ADP
cana-2318	6	31	a	a	DET
cana-2318	6	32	college	college	NOUN
cana-2318	6	33	based	base	VERB
cana-2318	6	34	on	on	ADP
cana-2318	6	35	various	various	ADJ
cana-2318	6	36	parameters	parameter	NOUN
cana-2318	6	37	outlined	outline	VERB
cana-2318	6	38	by	by	ADP
cana-2318	6	39	naac	naac	NOUN
cana-2318	6	40	(	(	PUNCT
cana-2318	6	41	national	national	ADJ
cana-2318	6	42	assessment	assessment	NOUN
cana-2318	6	43	and	and	CCONJ
cana-2318	6	44	accreditation	accreditation	NOUN
cana-2318	6	45	council	council	NOUN
cana-2318	6	46	)	)	PUNCT
cana-2318	6	47	.	.	PUNCT
cana-2318	7	1	naac	naac	PROPN
cana-2318	7	2	is	be	AUX
cana-2318	7	3	an	an	DET
cana-2318	7	4	apex	apex	NOUN
cana-2318	7	5	body	body	NOUN
cana-2318	7	6	to	to	PART
cana-2318	7	7	assess	assess	VERB
cana-2318	7	8	and	and	CCONJ
cana-2318	7	9	accredit	accredit	NOUN
cana-2318	7	10	heis	heis	NOUN
cana-2318	7	11	of	of	ADP
cana-2318	7	12	india	india	PROPN
cana-2318	7	13	.	.	PUNCT
cana-2318	8	1	an	an	DET
cana-2318	8	2	ensemble	ensemble	ADJ
cana-2318	8	3	classification	classification	NOUN
cana-2318	8	4	method	method	NOUN
cana-2318	8	5	is	be	AUX
cana-2318	8	6	proposed	propose	VERB
cana-2318	8	7	to	to	PART
cana-2318	8	8	best	well	ADV
cana-2318	8	9	predict	predict	VERB
cana-2318	8	10	the	the	DET
cana-2318	8	11	academic	academic	ADJ
cana-2318	8	12	grading	grading	NOUN
cana-2318	8	13	of	of	ADP
cana-2318	8	14	universityaffiliated	universityaffiliated	ADJ
cana-2318	8	15	colleges	college	NOUN
cana-2318	8	16	of	of	ADP
cana-2318	8	17	india	india	PROPN
cana-2318	8	18	for	for	ADP
cana-2318	8	19	the	the	DET
cana-2318	8	20	naac	naac	ADJ
cana-2318	8	21	accreditation	accreditation	NOUN
cana-2318	8	22	system	system	NOUN
cana-2318	8	23	.	.	PUNCT
cana-2318	9	1	this	this	DET
cana-2318	9	2	maiden	maiden	NOUN
cana-2318	9	3	attempt	attempt	NOUN
cana-2318	9	4	for	for	ADP
cana-2318	9	5	using	use	VERB
cana-2318	9	6	pa	pa	PROPN
cana-2318	9	7	(	(	PUNCT
cana-2318	9	8	predictive	predictive	ADJ
cana-2318	9	9	analysis	analysis	NOUN
cana-2318	9	10	)	)	PUNCT
cana-2318	9	11	on	on	ADP
cana-2318	9	12	such	such	ADJ
cana-2318	9	13	institutional	institutional	ADJ
cana-2318	9	14	credential	credential	ADJ
cana-2318	9	15	data	datum	NOUN
cana-2318	9	16	would	would	AUX
cana-2318	9	17	be	be	AUX
cana-2318	9	18	beneficial	beneficial	ADJ
cana-2318	9	19	to	to	ADP
cana-2318	9	20	colleges	college	NOUN
cana-2318	9	21	applying	apply	VERB
cana-2318	9	22	for	for	ADP
cana-2318	9	23	naac	naac	ADJ
cana-2318	9	24	accreditation	accreditation	NOUN
cana-2318	9	25	to	to	PART
cana-2318	9	26	judge	judge	VERB
cana-2318	9	27	their	their	PRON
cana-2318	9	28	grade	grade	NOUN
cana-2318	9	29	prior	prior	ADV
cana-2318	9	30	to	to	ADP
cana-2318	9	31	final	final	ADJ
cana-2318	9	32	assessment	assessment	NOUN
cana-2318	9	33	.	.	PUNCT
cana-2318	10	1	thus	thus	ADV
cana-2318	10	2	they	they	PRON
cana-2318	10	3	would	would	AUX
cana-2318	10	4	be	be	AUX
cana-2318	10	5	able	able	ADJ
cana-2318	10	6	to	to	PART
cana-2318	10	7	identify	identify	VERB
cana-2318	10	8	their	their	PRON
cana-2318	10	9	strengths	strength	NOUN
cana-2318	10	10	and	and	CCONJ
cana-2318	10	11	weaknesses	weakness	NOUN
cana-2318	10	12	and	and	CCONJ
cana-2318	10	13	eventually	eventually	ADV
cana-2318	10	14	work	work	VERB
cana-2318	10	15	towards	towards	ADP
cana-2318	10	16	further	far	ADV
cana-2318	10	17	improving	improve	VERB
cana-2318	10	18	upon	upon	SCONJ
cana-2318	10	19	their	their	PRON
cana-2318	10	20	grade	grade	NOUN
cana-2318	10	21	.	.	PUNCT
cana-2318	11	1	such	such	DET
cana-2318	11	2	a	a	DET
cana-2318	11	3	system	system	NOUN
cana-2318	11	4	would	would	AUX
cana-2318	11	5	pave	pave	VERB
cana-2318	11	6	the	the	DET
cana-2318	11	7	way	way	NOUN
cana-2318	11	8	for	for	ADP
cana-2318	11	9	designing	design	VERB
cana-2318	11	10	such	such	ADJ
cana-2318	11	11	predictive	predictive	ADJ
cana-2318	11	12	systems	system	NOUN
cana-2318	11	13	to	to	PART
cana-2318	11	14	assess	assess	VERB
cana-2318	11	15	the	the	DET
cana-2318	11	16	institutional	institutional	ADJ
cana-2318	11	17	rankings	ranking	NOUN
cana-2318	11	18	for	for	ADP
cana-2318	11	19	several	several	ADJ
cana-2318	11	20	other	other	ADJ
cana-2318	11	21	assessment	assessment	NOUN
cana-2318	11	22	systems	system	NOUN
cana-2318	11	23	.	.	PUNCT
cana-2318	12	1	keywords	keyword	NOUN
cana-2318	12	2	:	:	PUNCT
cana-2318	12	3	academic	academic	ADJ
cana-2318	12	4	organization	organization	NOUN
cana-2318	12	5	,	,	PUNCT
cana-2318	12	6	higher	high	ADJ
cana-2318	12	7	education	education	NOUN
cana-2318	12	8	institution	institution	NOUN
cana-2318	12	9	,	,	PUNCT
cana-2318	12	10	institutional	institutional	ADJ
cana-2318	12	11	assessment	assessment	NOUN
cana-2318	12	12	,	,	PUNCT
cana-2318	12	13	machine	machine	NOUN
cana-2318	12	14	learning	learning	NOUN
cana-2318	12	15	,	,	PUNCT
cana-2318	12	16	predictive	predictive	ADJ
cana-2318	12	17	analysis	analysis	NOUN
cana-2318	12	18	1	1	NUM
cana-2318	12	19	introduction	introduction	NOUN
cana-2318	12	20	data	datum	NOUN
cana-2318	12	21	mining	mining	NOUN
cana-2318	12	22	enables	enable	VERB
cana-2318	12	23	conversion	conversion	NOUN
cana-2318	12	24	of	of	ADP
cana-2318	12	25	data	datum	NOUN
cana-2318	12	26	to	to	ADP
cana-2318	12	27	information	information	NOUN
cana-2318	12	28	and	and	CCONJ
cana-2318	12	29	information	information	NOUN
cana-2318	12	30	to	to	ADP
cana-2318	12	31	knowledge	knowledge	NOUN
cana-2318	12	32	.	.	PUNCT
cana-2318	13	1	predictive	predictive	ADJ
cana-2318	13	2	analysis	analysis	NOUN
cana-2318	13	3	explores	explore	NOUN
cana-2318	13	4	the	the	DET
cana-2318	13	5	past	past	NOUN
cana-2318	13	6	and	and	CCONJ
cana-2318	13	7	present	present	ADJ
cana-2318	13	8	to	to	PART
cana-2318	13	9	gain	gain	VERB
cana-2318	13	10	insight	insight	NOUN
cana-2318	13	11	about	about	ADP
cana-2318	13	12	the	the	DET
cana-2318	13	13	future	future	NOUN
cana-2318	13	14	.	.	PUNCT
cana-2318	14	1	predictive	predictive	ADJ
cana-2318	14	2	analysis	analysis	NOUN
cana-2318	14	3	holds	hold	VERB
cana-2318	14	4	great	great	ADJ
cana-2318	14	5	significance	significance	NOUN
cana-2318	14	6	not	not	PART
cana-2318	14	7	only	only	ADV
cana-2318	14	8	in	in	ADP
cana-2318	14	9	business	business	NOUN
cana-2318	14	10	and	and	CCONJ
cana-2318	14	11	global	global	ADJ
cana-2318	14	12	economy	economy	NOUN
cana-2318	14	13	but	but	CCONJ
cana-2318	14	14	also	also	ADV
cana-2318	14	15	in	in	ADP
cana-2318	14	16	the	the	DET
cana-2318	14	17	education	education	NOUN
cana-2318	14	18	sector	sector	NOUN
cana-2318	14	19	.	.	PUNCT
cana-2318	15	1	education	education	NOUN
cana-2318	15	2	is	be	AUX
cana-2318	15	3	directly	directly	ADV
cana-2318	15	4	associated	associate	VERB
cana-2318	15	5	to	to	ADP
cana-2318	15	6	the	the	DET
cana-2318	15	7	socio	socio	NOUN
cana-2318	15	8	-	-	PUNCT
cana-2318	15	9	economic	economic	ADJ
cana-2318	15	10	growth	growth	NOUN
cana-2318	15	11	of	of	ADP
cana-2318	15	12	any	any	DET
cana-2318	15	13	country	country	NOUN
cana-2318	15	14	.	.	PUNCT
cana-2318	16	1	higher	high	ADJ
cana-2318	16	2	education	education	NOUN
cana-2318	16	3	institutions	institution	NOUN
cana-2318	16	4	(	(	PUNCT
cana-2318	16	5	heis	heis	PROPN
cana-2318	16	6	)	)	PUNCT
cana-2318	16	7	like	like	ADP
cana-2318	16	8	universities	university	NOUN
cana-2318	16	9	and	and	CCONJ
cana-2318	16	10	colleges	college	NOUN
cana-2318	16	11	play	play	VERB
cana-2318	16	12	a	a	DET
cana-2318	16	13	crucial	crucial	ADJ
cana-2318	16	14	role	role	NOUN
cana-2318	16	15	in	in	ADP
cana-2318	16	16	providing	provide	VERB
cana-2318	16	17	post	post	ADJ
cana-2318	16	18	-	-	ADJ
cana-2318	16	19	secondary	secondary	ADJ
cana-2318	16	20	progression	progression	NOUN
cana-2318	16	21	[	[	X
cana-2318	16	22	1	1	NUM
cana-2318	16	23	]	]	PUNCT
cana-2318	16	24	and	and	CCONJ
cana-2318	16	25	for	for	ADP
cana-2318	16	26	building	build	VERB
cana-2318	16	27	trained	train	VERB
cana-2318	16	28	human	human	ADJ
cana-2318	16	29	capital	capital	NOUN
cana-2318	16	30	which	which	PRON
cana-2318	16	31	in	in	ADP
cana-2318	16	32	turn	turn	NOUN
cana-2318	16	33	supports	support	VERB
cana-2318	16	34	economic	economic	ADJ
cana-2318	16	35	development	development	NOUN
cana-2318	16	36	of	of	ADP
cana-2318	16	37	a	a	DET
cana-2318	16	38	country	country	NOUN
cana-2318	16	39	[	[	X
cana-2318	16	40	2	2	NUM
cana-2318	16	41	]	]	PUNCT
cana-2318	16	42	.	.	PUNCT
cana-2318	17	1	so	so	ADV
cana-2318	17	2	quality	quality	ADJ
cana-2318	17	3	assessment	assessment	NOUN
cana-2318	17	4	of	of	ADP
cana-2318	17	5	such	such	ADJ
cana-2318	17	6	institutions	institution	NOUN
cana-2318	17	7	is	be	AUX
cana-2318	17	8	utmost	utmost	ADV
cana-2318	17	9	important	important	ADJ
cana-2318	17	10	to	to	PART
cana-2318	17	11	measure	measure	VERB
cana-2318	17	12	the	the	DET
cana-2318	17	13	growth	growth	NOUN
cana-2318	17	14	and	and	CCONJ
cana-2318	17	15	development	development	NOUN
cana-2318	17	16	of	of	ADP
cana-2318	17	17	a	a	DET
cana-2318	17	18	country	country	NOUN
cana-2318	17	19	[	[	X
cana-2318	17	20	1	1	NUM
cana-2318	17	21	]	]	PUNCT
cana-2318	17	22	,	,	PUNCT
cana-2318	17	23	which	which	PRON
cana-2318	17	24	in	in	ADP
cana-2318	17	25	turn	turn	NOUN
cana-2318	17	26	is	be	AUX
cana-2318	17	27	necessary	necessary	ADJ
cana-2318	17	28	for	for	ADP
cana-2318	17	29	sustainable	sustainable	ADJ
cana-2318	17	30	global	global	ADJ
cana-2318	17	31	development	development	NOUN
cana-2318	17	32	[	[	X
cana-2318	17	33	3	3	NUM
cana-2318	17	34	]	]	PUNCT
cana-2318	17	35	.	.	PUNCT
cana-2318	18	1	data	datum	NOUN
cana-2318	18	2	mining	mining	NOUN
cana-2318	18	3	works	work	NOUN
cana-2318	18	4	in	in	ADP
cana-2318	18	5	the	the	DET
cana-2318	18	6	domain	domain	NOUN
cana-2318	18	7	of	of	ADP
cana-2318	18	8	analyzing	analyze	VERB
cana-2318	18	9	large	large	ADJ
cana-2318	18	10	repository	repository	NOUN
cana-2318	18	11	of	of	ADP
cana-2318	18	12	data	datum	NOUN
cana-2318	18	13	for	for	ADP
cana-2318	18	14	extracting	extract	VERB
cana-2318	18	15	valuable	valuable	ADJ
cana-2318	18	16	relations	relation	NOUN
cana-2318	18	17	,	,	PUNCT
cana-2318	18	18	associations	association	NOUN
cana-2318	18	19	and	and	CCONJ
cana-2318	18	20	patterns	pattern	NOUN
cana-2318	18	21	in	in	ADP
cana-2318	18	22	it	it	PRON
cana-2318	18	23	.	.	PUNCT
cana-2318	19	1	it	it	PRON
cana-2318	19	2	acts	act	VERB
cana-2318	19	3	as	as	ADP
cana-2318	19	4	a	a	DET
cana-2318	19	5	useful	useful	ADJ
cana-2318	19	6	tool	tool	NOUN
cana-2318	19	7	for	for	ADP
cana-2318	19	8	transforming	transform	VERB
cana-2318	19	9	data	datum	NOUN
cana-2318	19	10	into	into	ADP
cana-2318	19	11	useful	useful	ADJ
cana-2318	19	12	information	information	NOUN
cana-2318	19	13	[	[	X
cana-2318	19	14	4	4	NUM
cana-2318	19	15	]	]	PUNCT
cana-2318	19	16	.	.	PUNCT
cana-2318	20	1	it	it	PRON
cana-2318	20	2	has	have	AUX
cana-2318	20	3	been	be	AUX
cana-2318	20	4	found	find	VERB
cana-2318	20	5	to	to	PART
cana-2318	20	6	be	be	AUX
cana-2318	20	7	useful	useful	ADJ
cana-2318	20	8	in	in	ADP
cana-2318	20	9	health	health	NOUN
cana-2318	20	10	care	care	NOUN
cana-2318	20	11	,	,	PUNCT
cana-2318	20	12	banking	banking	NOUN
cana-2318	20	13	sector	sector	NOUN
cana-2318	20	14	,	,	PUNCT
cana-2318	20	15	telecom	telecom	NOUN
cana-2318	20	16	fraud	fraud	NOUN
cana-2318	20	17	detection	detection	PROPN
cana-2318	20	18	,	,	PUNCT
cana-2318	20	19	manufacturing	manufacturing	NOUN
cana-2318	20	20	,	,	PUNCT
cana-2318	20	21	marketing	marketing	NOUN
cana-2318	20	22	,	,	PUNCT
cana-2318	20	23	social	social	ADJ
cana-2318	20	24	media	medium	NOUN
cana-2318	20	25	personalized	personalize	VERB
cana-2318	20	26	prompting	prompt	VERB
cana-2318	20	27	,	,	PUNCT
cana-2318	20	28	surveillance	surveillance	NOUN
cana-2318	20	29	and	and	CCONJ
cana-2318	20	30	scientific	scientific	ADJ
cana-2318	20	31	research	research	NOUN
cana-2318	20	32	,	,	PUNCT
cana-2318	20	33	etc	etc	X
cana-2318	20	34	.	.	X
cana-2318	20	35	in	in	ADP
cana-2318	20	36	the	the	DET
cana-2318	20	37	field	field	NOUN
cana-2318	20	38	of	of	ADP
cana-2318	20	39	education	education	NOUN
cana-2318	20	40	it	it	PRON
cana-2318	20	41	is	be	AUX
cana-2318	20	42	termed	term	VERB
cana-2318	20	43	as	as	SCONJ
cana-2318	20	44	educational	educational	ADJ
cana-2318	20	45	data	datum	NOUN
cana-2318	20	46	mining	mining	NOUN
cana-2318	20	47	communications	communication	NOUN
cana-2318	20	48	on	on	ADP
cana-2318	20	49	applied	apply	VERB
cana-2318	20	50	nonlinear	nonlinear	ADJ
cana-2318	20	51	analysis	analysis	NOUN
cana-2318	20	52	issn	issn	NOUN
cana-2318	20	53	:	:	PUNCT
cana-2318	20	54	1074	1074	NUM
cana-2318	20	55	-	-	PUNCT
cana-2318	20	56	133x	133x	NUM
cana-2318	20	57	vol	vol	NOUN
cana-2318	20	58	32	32	NUM
cana-2318	20	59	no	no	NOUN
cana-2318	20	60	.	.	PUNCT
cana-2318	21	1	1s	1s	NUM
cana-2318	21	2	(	(	PUNCT
cana-2318	21	3	2025	2025	NUM
cana-2318	21	4	)	)	PUNCT
cana-2318	21	5	540	540	NUM
cana-2318	21	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2318	21	7	where	where	SCONJ
cana-2318	21	8	it	it	PRON
cana-2318	21	9	is	be	AUX
cana-2318	21	10	used	use	VERB
cana-2318	21	11	for	for	ADP
cana-2318	21	12	course	course	NOUN
cana-2318	21	13	curriculum	curriculum	NOUN
cana-2318	21	14	evaluation	evaluation	NOUN
cana-2318	21	15	,	,	PUNCT
cana-2318	21	16	course	course	NOUN
cana-2318	21	17	enrollment	enrollment	NOUN
cana-2318	21	18	prediction	prediction	NOUN
cana-2318	21	19	,	,	PUNCT
cana-2318	21	20	student	student	NOUN
cana-2318	21	21	dropout	dropout	NOUN
cana-2318	21	22	rate	rate	NOUN
cana-2318	21	23	estimation	estimation	NOUN
cana-2318	21	24	at	at	ADP
cana-2318	21	25	early	early	ADJ
cana-2318	21	26	stages	stage	NOUN
cana-2318	21	27	,	,	PUNCT
cana-2318	21	28	student	student	NOUN
cana-2318	21	29	academic	academic	ADJ
cana-2318	21	30	performance	performance	NOUN
cana-2318	21	31	prediction	prediction	NOUN
cana-2318	21	32	,	,	PUNCT
cana-2318	21	33	fresh	fresh	ADJ
cana-2318	21	34	graduate	graduate	NOUN
cana-2318	21	35	employment	employment	NOUN
cana-2318	21	36	prediction	prediction	NOUN
cana-2318	21	37	,	,	PUNCT
cana-2318	21	38	alumni	alumnus	NOUN
cana-2318	21	39	salary	salary	NOUN
cana-2318	21	40	prediction	prediction	NOUN
cana-2318	21	41	,	,	PUNCT
cana-2318	21	42	learning	learn	VERB
cana-2318	21	43	analytics	analytic	NOUN
cana-2318	21	44	dashboards	dashboard	NOUN
cana-2318	21	45	,	,	PUNCT
cana-2318	21	46	online	online	ADJ
cana-2318	21	47	course	course	NOUN
cana-2318	21	48	satisfaction	satisfaction	NOUN
cana-2318	21	49	level	level	NOUN
cana-2318	21	50	estimation	estimation	NOUN
cana-2318	21	51	of	of	ADP
cana-2318	21	52	students	student	NOUN
cana-2318	21	53	,	,	PUNCT
cana-2318	21	54	etc	etc	X
cana-2318	21	55	.	.	X
cana-2318	22	1	it	it	PRON
cana-2318	22	2	is	be	AUX
cana-2318	22	3	very	very	ADV
cana-2318	22	4	important	important	ADJ
cana-2318	22	5	to	to	PART
cana-2318	22	6	assess	assess	VERB
cana-2318	22	7	the	the	DET
cana-2318	22	8	quality	quality	NOUN
cana-2318	22	9	of	of	ADP
cana-2318	22	10	higher	high	ADJ
cana-2318	22	11	education	education	NOUN
cana-2318	22	12	providing	provide	VERB
cana-2318	22	13	systems	system	NOUN
cana-2318	22	14	of	of	ADP
cana-2318	22	15	a	a	DET
cana-2318	22	16	nation	nation	NOUN
cana-2318	22	17	.	.	PUNCT
cana-2318	23	1	it	it	PRON
cana-2318	23	2	involves	involve	VERB
cana-2318	23	3	qualitative	qualitative	ADJ
cana-2318	23	4	and	and	CCONJ
cana-2318	23	5	quantitative	quantitative	ADJ
cana-2318	23	6	assessment	assessment	NOUN
cana-2318	23	7	of	of	ADP
cana-2318	23	8	scholastic	scholastic	ADJ
cana-2318	23	9	and	and	CCONJ
cana-2318	23	10	non	non	ADJ
cana-2318	23	11	-	-	ADJ
cana-2318	23	12	scholastic	scholastic	ADJ
cana-2318	23	13	aspects	aspect	NOUN
cana-2318	23	14	of	of	ADP
cana-2318	23	15	the	the	DET
cana-2318	23	16	organization	organization	NOUN
cana-2318	23	17	.	.	PUNCT
cana-2318	24	1	performance	performance	NOUN
cana-2318	24	2	evaluation	evaluation	NOUN
cana-2318	24	3	is	be	AUX
cana-2318	24	4	necessary	necessary	ADJ
cana-2318	24	5	for	for	ADP
cana-2318	24	6	permanent	permanent	ADJ
cana-2318	24	7	improvement	improvement	NOUN
cana-2318	24	8	and	and	CCONJ
cana-2318	24	9	quality	quality	NOUN
cana-2318	24	10	enhancement	enhancement	NOUN
cana-2318	24	11	of	of	ADP
cana-2318	24	12	heis	heis	PROPN
cana-2318	24	13	[	[	X
cana-2318	24	14	5	5	NUM
cana-2318	24	15	]	]	PUNCT
cana-2318	24	16	.	.	PUNCT
cana-2318	25	1	there	there	PRON
cana-2318	25	2	are	be	VERB
cana-2318	25	3	various	various	ADJ
cana-2318	25	4	agencies	agency	NOUN
cana-2318	25	5	that	that	PRON
cana-2318	25	6	provide	provide	VERB
cana-2318	25	7	national	national	ADJ
cana-2318	25	8	ranking	ranking	NOUN
cana-2318	25	9	for	for	ADP
cana-2318	25	10	quality	quality	NOUN
cana-2318	25	11	measurement	measurement	NOUN
cana-2318	25	12	of	of	ADP
cana-2318	25	13	heis	heis	PROPN
cana-2318	25	14	in	in	ADP
cana-2318	25	15	india	india	PROPN
cana-2318	25	16	based	base	VERB
cana-2318	25	17	on	on	ADP
cana-2318	25	18	well	well	ADV
cana-2318	25	19	-	-	PUNCT
cana-2318	25	20	defined	define	VERB
cana-2318	25	21	parameters	parameter	NOUN
cana-2318	25	22	,	,	PUNCT
cana-2318	25	23	criteria	criterion	NOUN
cana-2318	25	24	and	and	CCONJ
cana-2318	25	25	methodologies	methodology	NOUN
cana-2318	25	26	like	like	ADP
cana-2318	25	27	nirf	nirf	NOUN
cana-2318	25	28	(	(	PUNCT
cana-2318	25	29	national	national	ADJ
cana-2318	25	30	institutional	institutional	ADJ
cana-2318	25	31	ranking	ranking	ADJ
cana-2318	25	32	framework	framework	NOUN
cana-2318	25	33	)	)	PUNCT
cana-2318	25	34	,	,	PUNCT
cana-2318	25	35	qs	qs	ADP
cana-2318	25	36	world	world	PROPN
cana-2318	25	37	university	university	PROPN
cana-2318	25	38	ranking	ranking	NOUN
cana-2318	25	39	,	,	PUNCT
cana-2318	25	40	times	time	NOUN
cana-2318	25	41	higher	high	ADJ
cana-2318	25	42	education	education	NOUN
cana-2318	25	43	world	world	PROPN
cana-2318	25	44	university	university	NOUN
cana-2318	25	45	ranking	ranking	NOUN
cana-2318	25	46	and	and	CCONJ
cana-2318	25	47	outlook	outlook	NOUN
cana-2318	25	48	-	-	PUNCT
cana-2318	25	49	icare	icare	NOUN
cana-2318	25	50	india	india	PROPN
cana-2318	25	51	ranking	ranking	PROPN
cana-2318	25	52	,	,	PUNCT
cana-2318	25	53	etc	etc	X
cana-2318	25	54	.	.	NOUN
cana-2318	25	55	accreditation	accreditation	NOUN
cana-2318	25	56	implies	imply	VERB
cana-2318	25	57	providing	provide	VERB
cana-2318	25	58	certification	certification	NOUN
cana-2318	25	59	after	after	ADP
cana-2318	25	60	evaluating	evaluate	VERB
cana-2318	25	61	the	the	DET
cana-2318	25	62	qualitative	qualitative	ADJ
cana-2318	25	63	proficiency	proficiency	NOUN
cana-2318	25	64	of	of	ADP
cana-2318	25	65	institutions	institution	NOUN
cana-2318	25	66	,	,	PUNCT
cana-2318	25	67	for	for	ADP
cana-2318	25	68	a	a	DET
cana-2318	25	69	certain	certain	ADJ
cana-2318	25	70	period	period	NOUN
cana-2318	25	71	of	of	ADP
cana-2318	25	72	time	time	NOUN
cana-2318	25	73	.	.	PUNCT
cana-2318	26	1	in	in	ADP
cana-2318	26	2	addition	addition	NOUN
cana-2318	26	3	to	to	ADP
cana-2318	26	4	the	the	DET
cana-2318	26	5	above	above	ADJ
cana-2318	26	6	national	national	ADJ
cana-2318	26	7	ranking	ranking	ADJ
cana-2318	26	8	agencies	agency	NOUN
cana-2318	26	9	,	,	PUNCT
cana-2318	26	10	the	the	DET
cana-2318	26	11	main	main	ADJ
cana-2318	26	12	accreditation	accreditation	NOUN
cana-2318	26	13	agencies	agency	NOUN
cana-2318	26	14	for	for	ADP
cana-2318	26	15	heis	heis	PROPN
cana-2318	26	16	in	in	ADP
cana-2318	26	17	india	india	PROPN
cana-2318	26	18	are	be	AUX
cana-2318	26	19	nba	nba	PROPN
cana-2318	26	20	(	(	PUNCT
cana-2318	26	21	national	national	PROPN
cana-2318	26	22	board	board	NOUN
cana-2318	26	23	of	of	ADP
cana-2318	26	24	accreditation	accreditation	NOUN
cana-2318	26	25	)	)	PUNCT
cana-2318	26	26	,	,	PUNCT
cana-2318	26	27	aicte	aicte	NOUN
cana-2318	26	28	(	(	PUNCT
cana-2318	26	29	all	all	DET
cana-2318	26	30	india	india	PROPN
cana-2318	26	31	council	council	PROPN
cana-2318	26	32	for	for	ADP
cana-2318	26	33	technical	technical	ADJ
cana-2318	26	34	education	education	NOUN
cana-2318	26	35	)	)	PUNCT
cana-2318	26	36	,	,	PUNCT
cana-2318	26	37	naac	naac	ADJ
cana-2318	26	38	(	(	PUNCT
cana-2318	26	39	national	national	ADJ
cana-2318	26	40	assessment	assessment	NOUN
cana-2318	26	41	and	and	CCONJ
cana-2318	26	42	accreditation	accreditation	NOUN
cana-2318	26	43	council	council	PROPN
cana-2318	26	44	)	)	PUNCT
cana-2318	26	45	,	,	PUNCT
cana-2318	26	46	etc	etc	X
cana-2318	26	47	.	.	X
cana-2318	26	48	nba	nba	PROPN
cana-2318	26	49	and	and	CCONJ
cana-2318	26	50	aicte	aicte	PROPN
cana-2318	26	51	accredit	accredit	NOUN
cana-2318	26	52	only	only	ADV
cana-2318	26	53	professional	professional	ADJ
cana-2318	26	54	institutions	institution	NOUN
cana-2318	26	55	running	run	VERB
cana-2318	26	56	courses	course	NOUN
cana-2318	26	57	like	like	ADP
cana-2318	26	58	hotel	hotel	NOUN
cana-2318	26	59	management	management	NOUN
cana-2318	26	60	,	,	PUNCT
cana-2318	26	61	engineering	engineering	NOUN
cana-2318	26	62	,	,	PUNCT
cana-2318	26	63	pharmacy	pharmacy	NOUN
cana-2318	26	64	and	and	CCONJ
cana-2318	26	65	computer	computer	NOUN
cana-2318	26	66	applications	application	NOUN
cana-2318	26	67	.	.	PUNCT
cana-2318	27	1	naac	naac	PROPN
cana-2318	27	2	is	be	AUX
cana-2318	27	3	an	an	DET
cana-2318	27	4	autonomous	autonomous	ADJ
cana-2318	27	5	agency	agency	NOUN
cana-2318	27	6	of	of	ADP
cana-2318	27	7	ugc	ugc	PROPN
cana-2318	27	8	(	(	PUNCT
cana-2318	27	9	university	university	NOUN
cana-2318	27	10	grants	grant	NOUN
cana-2318	27	11	commission	commission	PROPN
cana-2318	27	12	)	)	PUNCT
cana-2318	27	13	which	which	PRON
cana-2318	27	14	assesses	assess	VERB
cana-2318	27	15	all	all	DET
cana-2318	27	16	types	type	NOUN
cana-2318	27	17	of	of	ADP
cana-2318	27	18	heis	heis	PROPN
cana-2318	27	19	,	,	PUNCT
cana-2318	27	20	understands	understand	VERB
cana-2318	27	21	their	their	PRON
cana-2318	27	22	quality	quality	NOUN
cana-2318	27	23	status	status	NOUN
cana-2318	27	24	and	and	CCONJ
cana-2318	27	25	provides	provide	VERB
cana-2318	27	26	a	a	DET
cana-2318	27	27	grade	grade	NOUN
cana-2318	27	28	for	for	ADP
cana-2318	27	29	their	their	PRON
cana-2318	27	30	accreditation	accreditation	NOUN
cana-2318	27	31	.	.	PUNCT
cana-2318	28	1	the	the	DET
cana-2318	28	2	method	method	NOUN
cana-2318	28	3	used	use	VERB
cana-2318	28	4	to	to	PART
cana-2318	28	5	assess	assess	VERB
cana-2318	28	6	quality	quality	NOUN
cana-2318	28	7	of	of	ADP
cana-2318	28	8	heis	heis	NOUN
cana-2318	28	9	by	by	ADP
cana-2318	28	10	naac	naac	NOUN
cana-2318	28	11	is	be	AUX
cana-2318	28	12	similar	similar	ADJ
cana-2318	28	13	to	to	ADP
cana-2318	28	14	that	that	PRON
cana-2318	28	15	followed	follow	VERB
cana-2318	28	16	by	by	ADP
cana-2318	28	17	global	global	ADJ
cana-2318	28	18	quality	quality	NOUN
cana-2318	28	19	assurance	assurance	NOUN
cana-2318	28	20	agencies	agency	NOUN
cana-2318	28	21	.	.	PUNCT
cana-2318	29	1	it	it	PRON
cana-2318	29	2	uses	use	VERB
cana-2318	29	3	self	self	NOUN
cana-2318	29	4	-	-	PUNCT
cana-2318	29	5	assessment	assessment	NOUN
cana-2318	29	6	method	method	NOUN
cana-2318	29	7	by	by	ADP
cana-2318	29	8	hei	hei	PROPN
cana-2318	29	9	or	or	CCONJ
cana-2318	29	10	system	system	NOUN
cana-2318	29	11	generated	generate	VERB
cana-2318	29	12	score	score	NOUN
cana-2318	29	13	(	(	PUNCT
cana-2318	29	14	sgs	sgs	PROPN
cana-2318	29	15	)	)	PUNCT
cana-2318	29	16	,	,	PUNCT
cana-2318	29	17	which	which	PRON
cana-2318	29	18	is	be	AUX
cana-2318	29	19	approximately	approximately	ADV
cana-2318	29	20	70	70	NUM
cana-2318	29	21	%	%	NOUN
cana-2318	29	22	(	(	PUNCT
cana-2318	29	23	quantitative	quantitative	ADJ
cana-2318	29	24	metrics	metric	NOUN
cana-2318	29	25	)	)	PUNCT
cana-2318	29	26	of	of	ADP
cana-2318	29	27	total	total	ADJ
cana-2318	29	28	score	score	NOUN
cana-2318	29	29	and	and	CCONJ
cana-2318	29	30	peer	peer	NOUN
cana-2318	29	31	team	team	NOUN
cana-2318	29	32	visit	visit	VERB
cana-2318	29	33	judgment	judgment	NOUN
cana-2318	29	34	by	by	ADP
cana-2318	29	35	naac	naac	PROPN
cana-2318	29	36	,	,	PUNCT
cana-2318	29	37	which	which	PRON
cana-2318	29	38	is	be	AUX
cana-2318	29	39	about	about	ADV
cana-2318	29	40	30	30	NUM
cana-2318	29	41	%	%	NOUN
cana-2318	29	42	(	(	PUNCT
cana-2318	29	43	qualitative	qualitative	ADJ
cana-2318	29	44	metrics	metric	NOUN
cana-2318	29	45	)	)	PUNCT
cana-2318	29	46	of	of	ADP
cana-2318	29	47	total	total	ADJ
cana-2318	29	48	score	score	NOUN
cana-2318	29	49	to	to	PART
cana-2318	29	50	get	get	VERB
cana-2318	29	51	the	the	DET
cana-2318	29	52	final	final	ADJ
cana-2318	29	53	gradation	gradation	NOUN
cana-2318	29	54	.	.	PUNCT
cana-2318	30	1	naac	naac	PROPN
cana-2318	30	2	awards	award	NOUN
cana-2318	30	3	a	a	DET
cana-2318	30	4	grade	grade	NOUN
cana-2318	30	5	to	to	ADP
cana-2318	30	6	an	an	DET
cana-2318	30	7	institution	institution	NOUN
cana-2318	30	8	based	base	VERB
cana-2318	30	9	on	on	ADP
cana-2318	30	10	a	a	DET
cana-2318	30	11	seven	seven	NUM
cana-2318	30	12	-	-	PUNCT
cana-2318	30	13	point	point	NOUN
cana-2318	30	14	scale	scale	NOUN
cana-2318	30	15	which	which	PRON
cana-2318	30	16	is	be	AUX
cana-2318	30	17	calculated	calculate	VERB
cana-2318	30	18	on	on	ADP
cana-2318	30	19	the	the	DET
cana-2318	30	20	cumulative	cumulative	ADJ
cana-2318	30	21	grade	grade	NOUN
cana-2318	30	22	point	point	NOUN
cana-2318	30	23	average	average	ADJ
cana-2318	30	24	(	(	PUNCT
cana-2318	30	25	cgpa	cgpa	PROPN
cana-2318	30	26	)	)	PUNCT
cana-2318	30	27	score	score	NOUN
cana-2318	30	28	.	.	PUNCT
cana-2318	31	1	hei	hei	PROPN
cana-2318	32	1	having	have	VERB
cana-2318	32	2	cgpa	cgpa	PROPN
cana-2318	32	3	between	between	ADP
cana-2318	32	4	3.51	3.51	NUM
cana-2318	32	5	to	to	PART
cana-2318	32	6	4	4	NUM
cana-2318	32	7	gets	get	VERB
cana-2318	32	8	a++	a++	NOUN
cana-2318	32	9	grade	grade	NOUN
cana-2318	32	10	,	,	PUNCT
cana-2318	32	11	3.26	3.26	NUM
cana-2318	32	12	to	to	PART
cana-2318	32	13	3.50	3.50	NUM
cana-2318	32	14	gets	get	VERB
cana-2318	32	15	a+	a+	DET
cana-2318	32	16	grade	grade	NOUN
cana-2318	32	17	,	,	PUNCT
cana-2318	32	18	3.01	3.01	NUM
cana-2318	32	19	to	to	PART
cana-2318	32	20	3.25	3.25	NUM
cana-2318	32	21	gets	get	VERB
cana-2318	32	22	a	a	DET
cana-2318	32	23	grade	grade	NOUN
cana-2318	32	24	,	,	PUNCT
cana-2318	32	25	2.76	2.76	NUM
cana-2318	32	26	to	to	PART
cana-2318	32	27	3.00	3.00	NUM
cana-2318	32	28	gets	get	VERB
cana-2318	32	29	b++	b++	NOUN
cana-2318	32	30	grade	grade	NOUN
cana-2318	32	31	,	,	PUNCT
cana-2318	32	32	2.51	2.51	NUM
cana-2318	32	33	to	to	PART
cana-2318	32	34	2.75	2.75	NUM
cana-2318	32	35	gets	get	VERB
cana-2318	32	36	b+	b+	ADP
cana-2318	32	37	grade	grade	NOUN
cana-2318	32	38	,	,	PUNCT
cana-2318	32	39	2.01	2.01	NUM
cana-2318	32	40	to	to	PART
cana-2318	32	41	2.50	2.50	NUM
cana-2318	32	42	gets	get	VERB
cana-2318	32	43	b	b	NOUN
cana-2318	32	44	grade	grade	NOUN
cana-2318	32	45	,	,	PUNCT
cana-2318	32	46	1.51	1.51	NUM
cana-2318	32	47	to	to	PART
cana-2318	32	48	2.00	2.00	NUM
cana-2318	32	49	gets	get	VERB
cana-2318	32	50	c	c	NOUN
cana-2318	32	51	grade	grade	NOUN
cana-2318	32	52	and	and	CCONJ
cana-2318	32	53	below	below	ADP
cana-2318	32	54	1.5	1.5	NUM
cana-2318	32	55	gets	get	VERB
cana-2318	32	56	d	d	NOUN
cana-2318	32	57	grade	grade	NOUN
cana-2318	32	58	or	or	CCONJ
cana-2318	32	59	is	be	AUX
cana-2318	32	60	not	not	PART
cana-2318	32	61	accredited	accredit	VERB
cana-2318	32	62	.	.	PUNCT
cana-2318	33	1	the	the	DET
cana-2318	33	2	naac	naac	ADJ
cana-2318	33	3	grade	grade	NOUN
cana-2318	33	4	is	be	AUX
cana-2318	33	5	valid	valid	ADJ
cana-2318	33	6	for	for	ADP
cana-2318	33	7	5	5	NUM
cana-2318	33	8	years	year	NOUN
cana-2318	33	9	.	.	PUNCT
cana-2318	34	1	after	after	ADP
cana-2318	34	2	that	that	PRON
cana-2318	34	3	the	the	DET
cana-2318	34	4	hei	hei	PROPN
cana-2318	34	5	needs	need	VERB
cana-2318	34	6	to	to	PART
cana-2318	34	7	get	get	VERB
cana-2318	34	8	itself	itself	PRON
cana-2318	34	9	re	re	VERB
cana-2318	34	10	-	-	VERB
cana-2318	34	11	accredited	accredit	VERB
cana-2318	34	12	by	by	ADP
cana-2318	34	13	going	go	VERB
cana-2318	34	14	for	for	ADP
cana-2318	34	15	next	next	ADJ
cana-2318	34	16	cycle	cycle	NOUN
cana-2318	34	17	of	of	ADP
cana-2318	34	18	a	a	PRON
cana-2318	34	19	and	and	CCONJ
cana-2318	34	20	a	a	DET
cana-2318	34	21	(	(	PUNCT
cana-2318	34	22	assessment	assessment	NOUN
cana-2318	34	23	and	and	CCONJ
cana-2318	34	24	accreditation	accreditation	NOUN
cana-2318	34	25	)	)	PUNCT
cana-2318	34	26	.	.	PUNCT
cana-2318	35	1	step	step	NOUN
cana-2318	35	2	one	one	NUM
cana-2318	35	3	is	be	AUX
cana-2318	35	4	to	to	PART
cana-2318	35	5	provide	provide	VERB
cana-2318	35	6	an	an	DET
cana-2318	35	7	ssr	ssr	NOUN
cana-2318	35	8	(	(	PUNCT
cana-2318	35	9	self	self	NOUN
cana-2318	35	10	study	study	NOUN
cana-2318	35	11	report	report	NOUN
cana-2318	35	12	)	)	PUNCT
cana-2318	35	13	,	,	PUNCT
cana-2318	35	14	followed	follow	VERB
cana-2318	35	15	by	by	ADP
cana-2318	35	16	the	the	DET
cana-2318	35	17	procedure	procedure	NOUN
cana-2318	35	18	of	of	ADP
cana-2318	35	19	dvv	dvv	NOUN
cana-2318	35	20	(	(	PUNCT
cana-2318	35	21	data	datum	NOUN
cana-2318	35	22	validation	validation	NOUN
cana-2318	35	23	and	and	CCONJ
cana-2318	35	24	verification	verification	NOUN
cana-2318	35	25	)	)	PUNCT
cana-2318	35	26	,	,	PUNCT
cana-2318	35	27	which	which	PRON
cana-2318	35	28	is	be	AUX
cana-2318	35	29	used	use	VERB
cana-2318	35	30	to	to	PART
cana-2318	35	31	test	test	VERB
cana-2318	35	32	the	the	DET
cana-2318	35	33	ssr	ssr	NOUN
cana-2318	35	34	.	.	PUNCT
cana-2318	36	1	after	after	SCONJ
cana-2318	36	2	dvv	dvv	NOUN
cana-2318	36	3	has	have	AUX
cana-2318	36	4	been	be	AUX
cana-2318	36	5	validated	validate	VERB
cana-2318	36	6	and	and	CCONJ
cana-2318	36	7	clarified	clarify	VERB
cana-2318	36	8	,	,	PUNCT
cana-2318	36	9	onsite	onsite	ADJ
cana-2318	36	10	naac	naac	ADJ
cana-2318	36	11	peer	peer	NOUN
cana-2318	36	12	team	team	NOUN
cana-2318	36	13	visit	visit	NOUN
cana-2318	36	14	is	be	AUX
cana-2318	36	15	conducted	conduct	VERB
cana-2318	36	16	for	for	ADP
cana-2318	36	17	qualitative	qualitative	ADJ
cana-2318	36	18	metrics	metric	NOUN
cana-2318	36	19	evaluation	evaluation	NOUN
cana-2318	36	20	.	.	PUNCT
cana-2318	37	1	2	2	NUM
cana-2318	37	2	related	related	ADJ
cana-2318	37	3	work	work	NOUN
cana-2318	37	4	this	this	DET
cana-2318	37	5	section	section	NOUN
cana-2318	37	6	elaborates	elaborate	VERB
cana-2318	37	7	the	the	DET
cana-2318	37	8	use	use	NOUN
cana-2318	37	9	of	of	ADP
cana-2318	37	10	predictive	predictive	ADJ
cana-2318	37	11	analytical	analytical	ADJ
cana-2318	37	12	models	model	NOUN
cana-2318	37	13	in	in	ADP
cana-2318	37	14	the	the	DET
cana-2318	37	15	education	education	NOUN
cana-2318	37	16	sector	sector	NOUN
cana-2318	37	17	to	to	PART
cana-2318	37	18	achieve	achieve	VERB
cana-2318	37	19	different	different	ADJ
cana-2318	37	20	goals	goal	NOUN
cana-2318	37	21	.	.	PUNCT
cana-2318	38	1	since	since	SCONJ
cana-2318	38	2	the	the	DET
cana-2318	38	3	past	past	ADJ
cana-2318	38	4	two	two	NUM
cana-2318	38	5	decades	decade	NOUN
cana-2318	38	6	,	,	PUNCT
cana-2318	38	7	the	the	DET
cana-2318	38	8	world	world	NOUN
cana-2318	38	9	has	have	AUX
cana-2318	38	10	seen	see	VERB
cana-2318	38	11	an	an	DET
cana-2318	38	12	increase	increase	NOUN
cana-2318	38	13	in	in	ADP
cana-2318	38	14	the	the	DET
cana-2318	38	15	use	use	NOUN
cana-2318	38	16	of	of	ADP
cana-2318	38	17	machine	machine	NOUN
cana-2318	38	18	learning	learn	VERB
cana-2318	38	19	for	for	ADP
cana-2318	38	20	educational	educational	ADJ
cana-2318	38	21	data	datum	NOUN
cana-2318	38	22	mining	mining	NOUN
cana-2318	38	23	.	.	PUNCT
cana-2318	39	1	deep	deep	ADJ
cana-2318	39	2	learning	learning	NOUN
cana-2318	39	3	models	model	NOUN
cana-2318	39	4	have	have	AUX
cana-2318	39	5	been	be	AUX
cana-2318	39	6	used	use	VERB
cana-2318	39	7	to	to	PART
cana-2318	39	8	predict	predict	VERB
cana-2318	39	9	student	student	NOUN
cana-2318	39	10	related	relate	VERB
cana-2318	39	11	academic	academic	ADJ
cana-2318	39	12	outcomes	outcome	NOUN
cana-2318	39	13	aiming	aim	VERB
cana-2318	39	14	to	to	PART
cana-2318	39	15	improve	improve	VERB
cana-2318	39	16	their	their	PRON
cana-2318	39	17	learning	learning	NOUN
cana-2318	39	18	process	process	NOUN
cana-2318	39	19	[	[	X
cana-2318	39	20	6	6	NUM
cana-2318	39	21	]	]	PUNCT
cana-2318	39	22	.	.	PUNCT
cana-2318	40	1	there	there	PRON
cana-2318	40	2	is	be	VERB
cana-2318	40	3	not	not	PART
cana-2318	40	4	much	much	ADJ
cana-2318	40	5	evidence	evidence	NOUN
cana-2318	40	6	of	of	ADP
cana-2318	40	7	the	the	DET
cana-2318	40	8	use	use	NOUN
cana-2318	40	9	of	of	ADP
cana-2318	40	10	machine	machine	NOUN
cana-2318	40	11	learning	learning	NOUN
cana-2318	40	12	and	and	CCONJ
cana-2318	40	13	especially	especially	ADV
cana-2318	40	14	predictive	predictive	ADJ
cana-2318	40	15	analytics	analytic	NOUN
cana-2318	40	16	implementation	implementation	NOUN
cana-2318	40	17	in	in	ADP
cana-2318	40	18	the	the	DET
cana-2318	40	19	field	field	NOUN
cana-2318	40	20	of	of	ADP
cana-2318	40	21	hei	hei	PROPN
cana-2318	40	22	assessment	assessment	NOUN
cana-2318	40	23	for	for	ADP
cana-2318	40	24	accreditation	accreditation	NOUN
cana-2318	40	25	purposes	purpose	NOUN
cana-2318	40	26	.	.	PUNCT
cana-2318	41	1	but	but	CCONJ
cana-2318	41	2	many	many	ADJ
cana-2318	41	3	other	other	ADJ
cana-2318	41	4	areas	area	NOUN
cana-2318	41	5	communications	communication	NOUN
cana-2318	41	6	on	on	ADP
cana-2318	41	7	applied	apply	VERB
cana-2318	41	8	nonlinear	nonlinear	ADJ
cana-2318	41	9	analysis	analysis	NOUN
cana-2318	41	10	issn	issn	NOUN
cana-2318	41	11	:	:	PUNCT
cana-2318	41	12	1074	1074	NUM
cana-2318	41	13	-	-	PUNCT
cana-2318	41	14	133x	133x	NUM
cana-2318	41	15	vol	vol	NOUN
cana-2318	41	16	32	32	NUM
cana-2318	41	17	no	no	NOUN
cana-2318	41	18	.	.	PUNCT
cana-2318	42	1	1s	1s	NUM
cana-2318	42	2	(	(	PUNCT
cana-2318	42	3	2025	2025	NUM
cana-2318	42	4	)	)	PUNCT
cana-2318	42	5	541	541	NUM
cana-2318	42	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2318	42	7	of	of	ADP
cana-2318	42	8	implementation	implementation	NOUN
cana-2318	42	9	of	of	ADP
cana-2318	42	10	ml	ml	NOUN
cana-2318	42	11	(	(	PUNCT
cana-2318	42	12	machine	machine	NOUN
cana-2318	42	13	learning	learning	NOUN
cana-2318	42	14	)	)	PUNCT
cana-2318	42	15	tools	tool	NOUN
cana-2318	42	16	can	can	AUX
cana-2318	42	17	be	be	AUX
cana-2318	42	18	found	find	VERB
cana-2318	42	19	in	in	ADP
cana-2318	42	20	well	well	ADV
cana-2318	42	21	reputed	repute	VERB
cana-2318	42	22	journals	journal	NOUN
cana-2318	42	23	.	.	PUNCT
cana-2318	43	1	this	this	DET
cana-2318	43	2	review	review	NOUN
cana-2318	43	3	provides	provide	VERB
cana-2318	43	4	ground	ground	NOUN
cana-2318	43	5	-	-	PUNCT
cana-2318	43	6	work	work	NOUN
cana-2318	43	7	for	for	ADP
cana-2318	43	8	the	the	DET
cana-2318	43	9	present	present	ADJ
cana-2318	43	10	study	study	NOUN
cana-2318	43	11	to	to	PART
cana-2318	43	12	bring	bring	VERB
cana-2318	43	13	out	out	ADP
cana-2318	43	14	unique	unique	ADJ
cana-2318	43	15	insights	insight	NOUN
cana-2318	43	16	through	through	ADP
cana-2318	43	17	predictive	predictive	ADJ
cana-2318	43	18	analysis	analysis	NOUN
cana-2318	43	19	on	on	ADP
cana-2318	43	20	higher	high	ADJ
cana-2318	43	21	education	education	NOUN
cana-2318	43	22	institutional	institutional	ADJ
cana-2318	43	23	data	datum	NOUN
cana-2318	43	24	.	.	PUNCT
cana-2318	44	1	essa	essa	PROPN
cana-2318	44	2	and	and	CCONJ
cana-2318	44	3	ayad	ayad	PROPN
cana-2318	44	4	(	(	PUNCT
cana-2318	44	5	canada	canada	PROPN
cana-2318	44	6	,	,	PUNCT
cana-2318	44	7	2012	2012	NUM
cana-2318	44	8	)	)	PUNCT
cana-2318	45	1	[	[	X
cana-2318	45	2	7	7	X
cana-2318	45	3	]	]	PUNCT
cana-2318	45	4	presented	present	VERB
cana-2318	45	5	s3	s3	PROPN
cana-2318	45	6	or	or	CCONJ
cana-2318	45	7	student	student	NOUN
cana-2318	45	8	success	success	NOUN
cana-2318	45	9	system	system	NOUN
cana-2318	45	10	to	to	PART
cana-2318	45	11	provide	provide	VERB
cana-2318	45	12	analytical	analytical	ADJ
cana-2318	45	13	and	and	CCONJ
cana-2318	45	14	holistic	holistic	ADJ
cana-2318	45	15	view	view	NOUN
cana-2318	45	16	of	of	ADP
cana-2318	45	17	student	student	NOUN
cana-2318	45	18	academic	academic	ADJ
cana-2318	45	19	progress	progress	NOUN
cana-2318	45	20	.	.	PUNCT
cana-2318	46	1	they	they	PRON
cana-2318	46	2	used	use	VERB
cana-2318	46	3	learning	learn	VERB
cana-2318	46	4	analytics	analytic	NOUN
cana-2318	46	5	that	that	PRON
cana-2318	46	6	is	be	AUX
cana-2318	46	7	statistical	statistical	ADJ
cana-2318	46	8	techniques	technique	NOUN
cana-2318	46	9	aided	aid	VERB
cana-2318	46	10	with	with	ADP
cana-2318	46	11	machine	machine	NOUN
cana-2318	46	12	learning	learning	NOUN
cana-2318	46	13	,	,	PUNCT
cana-2318	46	14	to	to	PART
cana-2318	46	15	provide	provide	VERB
cana-2318	46	16	a	a	DET
cana-2318	46	17	complete	complete	ADJ
cana-2318	46	18	solution	solution	NOUN
cana-2318	46	19	to	to	PART
cana-2318	46	20	identify	identify	VERB
cana-2318	46	21	students	student	NOUN
cana-2318	46	22	who	who	PRON
cana-2318	46	23	are	be	AUX
cana-2318	46	24	at	at	ADP
cana-2318	46	25	risk	risk	NOUN
cana-2318	46	26	of	of	ADP
cana-2318	46	27	failing	fail	VERB
cana-2318	46	28	,	,	PUNCT
cana-2318	46	29	design	design	NOUN
cana-2318	46	30	intervention	intervention	NOUN
cana-2318	46	31	mechanisms	mechanism	NOUN
cana-2318	46	32	for	for	ADP
cana-2318	46	33	risk	risk	NOUN
cana-2318	46	34	mitigation	mitigation	NOUN
cana-2318	46	35	and	and	CCONJ
cana-2318	46	36	track	track	NOUN
cana-2318	46	37	efficiency	efficiency	NOUN
cana-2318	46	38	of	of	ADP
cana-2318	46	39	those	those	DET
cana-2318	46	40	interventions	intervention	NOUN
cana-2318	46	41	using	use	VERB
cana-2318	46	42	feedback	feedback	NOUN
cana-2318	46	43	mechanisms	mechanism	NOUN
cana-2318	46	44	.	.	PUNCT
cana-2318	47	1	the	the	DET
cana-2318	47	2	domains	domain	NOUN
cana-2318	47	3	used	use	VERB
cana-2318	47	4	for	for	ADP
cana-2318	47	5	learning	learn	VERB
cana-2318	47	6	behavior	behavior	NOUN
cana-2318	47	7	were	be	AUX
cana-2318	47	8	participation	participation	NOUN
cana-2318	47	9	,	,	PUNCT
cana-2318	47	10	attendance	attendance	NOUN
cana-2318	47	11	,	,	PUNCT
cana-2318	47	12	social	social	ADJ
cana-2318	47	13	behavior	behavior	NOUN
cana-2318	47	14	and	and	CCONJ
cana-2318	47	15	course	course	VERB
cana-2318	47	16	completion	completion	NOUN
cana-2318	47	17	.	.	PUNCT
cana-2318	48	1	its	its	PRON
cana-2318	48	2	key	key	ADJ
cana-2318	48	3	feature	feature	NOUN
cana-2318	48	4	was	be	AUX
cana-2318	48	5	a	a	DET
cana-2318	48	6	wide	wide	ADJ
cana-2318	48	7	set	set	NOUN
cana-2318	48	8	of	of	ADP
cana-2318	48	9	data	datum	NOUN
cana-2318	48	10	visualizations	visualization	NOUN
cana-2318	48	11	.	.	PUNCT
cana-2318	49	1	balakrishnan	balakrishnan	PROPN
cana-2318	49	2	and	and	CCONJ
cana-2318	49	3	coetzee	coetzee	PROPN
cana-2318	49	4	(	(	PUNCT
cana-2318	49	5	usa	usa	PROPN
cana-2318	49	6	,	,	PUNCT
cana-2318	49	7	2013	2013	NUM
cana-2318	49	8	)	)	PUNCT
cana-2318	50	1	[	[	X
cana-2318	50	2	8	8	NUM
cana-2318	50	3	]	]	PUNCT
cana-2318	50	4	used	use	VERB
cana-2318	50	5	hidden	hide	VERB
cana-2318	50	6	markov	markov	NOUN
cana-2318	50	7	models	model	NOUN
cana-2318	50	8	to	to	PART
cana-2318	50	9	identify	identify	VERB
cana-2318	50	10	defining	define	VERB
cana-2318	50	11	patterns	pattern	NOUN
cana-2318	50	12	or	or	CCONJ
cana-2318	50	13	behavior	behavior	NOUN
cana-2318	50	14	of	of	ADP
cana-2318	50	15	massive	massive	ADJ
cana-2318	50	16	open	open	ADJ
cana-2318	50	17	online	online	ADJ
cana-2318	50	18	course	course	NOUN
cana-2318	50	19	(	(	PUNCT
cana-2318	50	20	mooc	mooc	NOUN
cana-2318	50	21	)	)	PUNCT
cana-2318	50	22	students	student	NOUN
cana-2318	50	23	,	,	PUNCT
cana-2318	50	24	their	their	PRON
cana-2318	50	25	tendency	tendency	NOUN
cana-2318	50	26	to	to	PART
cana-2318	50	27	continue	continue	VERB
cana-2318	50	28	studying	study	VERB
cana-2318	50	29	the	the	DET
cana-2318	50	30	course	course	NOUN
cana-2318	50	31	or	or	CCONJ
cana-2318	50	32	drop	drop	VERB
cana-2318	50	33	at	at	ADP
cana-2318	50	34	varied	varied	ADJ
cana-2318	50	35	points	point	NOUN
cana-2318	50	36	of	of	ADP
cana-2318	50	37	time	time	NOUN
cana-2318	50	38	and	and	CCONJ
cana-2318	50	39	predict	predict	VERB
cana-2318	50	40	student	student	NOUN
cana-2318	50	41	retention	retention	NOUN
cana-2318	50	42	.	.	PUNCT
cana-2318	51	1	individual	individual	ADJ
cana-2318	51	2	hmm	hmm	PROPN
cana-2318	51	3	model	model	NOUN
cana-2318	51	4	was	be	AUX
cana-2318	51	5	used	use	VERB
cana-2318	51	6	to	to	PART
cana-2318	51	7	predict	predict	VERB
cana-2318	51	8	student	student	NOUN
cana-2318	51	9	behavior	behavior	NOUN
cana-2318	51	10	,	,	PUNCT
cana-2318	51	11	while	while	SCONJ
cana-2318	51	12	two	two	NUM
cana-2318	51	13	composite	composite	ADJ
cana-2318	51	14	hmms	hmms	NOUN
cana-2318	51	15	,	,	PUNCT
cana-2318	51	16	one	one	NOUN
cana-2318	51	17	using	use	VERB
cana-2318	51	18	staking	staking	NOUN
cana-2318	51	19	and	and	CCONJ
cana-2318	51	20	another	another	PRON
cana-2318	51	21	using	use	VERB
cana-2318	51	22	cross	cross	NOUN
cana-2318	51	23	product	product	NOUN
cana-2318	51	24	digitization	digitization	NOUN
cana-2318	51	25	were	be	AUX
cana-2318	51	26	used	use	VERB
cana-2318	51	27	to	to	PART
cana-2318	51	28	predict	predict	VERB
cana-2318	51	29	student	student	NOUN
cana-2318	51	30	retention	retention	NOUN
cana-2318	51	31	.	.	PUNCT
cana-2318	52	1	standard	standard	ADJ
cana-2318	52	2	binary	binary	ADJ
cana-2318	52	3	classification	classification	NOUN
cana-2318	52	4	metrics	metric	NOUN
cana-2318	52	5	like	like	ADP
cana-2318	52	6	area	area	NOUN
cana-2318	52	7	under	under	ADP
cana-2318	52	8	curve	curve	NOUN
cana-2318	52	9	(	(	PUNCT
cana-2318	52	10	auc	auc	NOUN
cana-2318	52	11	)	)	PUNCT
cana-2318	52	12	,	,	PUNCT
cana-2318	52	13	f1	f1	NOUN
cana-2318	52	14	score	score	NOUN
cana-2318	52	15	,	,	PUNCT
cana-2318	52	16	precision	precision	NOUN
cana-2318	52	17	,	,	PUNCT
cana-2318	52	18	receiver	receiver	NOUN
cana-2318	52	19	operating	operate	VERB
cana-2318	52	20	characteristic	characteristic	ADJ
cana-2318	52	21	plot	plot	NOUN
cana-2318	52	22	(	(	PUNCT
cana-2318	52	23	roc	roc	PROPN
cana-2318	52	24	)	)	PUNCT
cana-2318	52	25	,	,	PUNCT
cana-2318	52	26	recall	recall	NOUN
cana-2318	52	27	and	and	CCONJ
cana-2318	52	28	matthews	matthews	PROPN
cana-2318	52	29	correlation	correlation	NOUN
cana-2318	52	30	coefficient	coefficient	NOUN
cana-2318	52	31	were	be	AUX
cana-2318	52	32	used	use	VERB
cana-2318	52	33	to	to	PART
cana-2318	52	34	evaluate	evaluate	VERB
cana-2318	52	35	the	the	DET
cana-2318	52	36	predictions	prediction	NOUN
cana-2318	52	37	.	.	PUNCT
cana-2318	53	1	jayaprakash	jayaprakash	PROPN
cana-2318	53	2	et	et	PROPN
cana-2318	53	3	al	al	PROPN
cana-2318	53	4	.	.	PUNCT
cana-2318	54	1	(	(	PUNCT
cana-2318	54	2	usa	usa	PROPN
cana-2318	54	3	,	,	PUNCT
cana-2318	54	4	2014	2014	NUM
cana-2318	54	5	)	)	PUNCT
cana-2318	55	1	[	[	X
cana-2318	55	2	9	9	NUM
cana-2318	55	3	]	]	PUNCT
cana-2318	55	4	discussed	discuss	VERB
cana-2318	55	5	oaai	oaai	ADJ
cana-2318	55	6	,	,	PUNCT
cana-2318	55	7	an	an	DET
cana-2318	55	8	open	open	ADJ
cana-2318	55	9	academic	academic	ADJ
cana-2318	55	10	analytics	analytic	NOUN
cana-2318	55	11	initiative	initiative	NOUN
cana-2318	55	12	project	project	NOUN
cana-2318	55	13	designed	design	VERB
cana-2318	55	14	to	to	PART
cana-2318	55	15	explore	explore	VERB
cana-2318	55	16	the	the	DET
cana-2318	55	17	issue	issue	NOUN
cana-2318	55	18	of	of	ADP
cana-2318	55	19	scaling	scaling	NOUN
cana-2318	55	20	and	and	CCONJ
cana-2318	55	21	portability	portability	NOUN
cana-2318	55	22	of	of	ADP
cana-2318	55	23	learning	learn	VERB
cana-2318	55	24	analytics	analytic	NOUN
cana-2318	55	25	technology	technology	NOUN
cana-2318	55	26	across	across	ADP
cana-2318	55	27	different	different	ADJ
cana-2318	55	28	institutions	institution	NOUN
cana-2318	55	29	.	.	PUNCT
cana-2318	56	1	it	it	PRON
cana-2318	56	2	was	be	AUX
cana-2318	56	3	later	later	ADV
cana-2318	56	4	released	release	VERB
cana-2318	56	5	under	under	ADP
cana-2318	56	6	open	open	ADJ
cana-2318	56	7	source	source	NOUN
cana-2318	56	8	license	license	NOUN
cana-2318	56	9	for	for	ADP
cana-2318	56	10	use	use	NOUN
cana-2318	56	11	by	by	ADP
cana-2318	56	12	others	other	NOUN
cana-2318	56	13	.	.	PUNCT
cana-2318	57	1	it	it	PRON
cana-2318	57	2	used	use	VERB
cana-2318	57	3	four	four	NUM
cana-2318	57	4	classification	classification	NOUN
cana-2318	57	5	models	model	NOUN
cana-2318	57	6	for	for	ADP
cana-2318	57	7	the	the	DET
cana-2318	57	8	purpose	purpose	NOUN
cana-2318	57	9	of	of	ADP
cana-2318	57	10	training	training	NOUN
cana-2318	57	11	in	in	ADP
cana-2318	57	12	predictive	predictive	ADJ
cana-2318	57	13	models	model	NOUN
cana-2318	57	14	namely	namely	ADV
cana-2318	57	15	,	,	PUNCT
cana-2318	57	16	decision	decision	NOUN
cana-2318	57	17	tree	tree	NOUN
cana-2318	57	18	(	(	PUNCT
cana-2318	57	19	j48	j48	PROPN
cana-2318	57	20	)	)	PUNCT
cana-2318	57	21	,	,	PUNCT
cana-2318	57	22	naive	naive	ADJ
cana-2318	57	23	bayes	bayes	NOUN
cana-2318	57	24	,	,	PUNCT
cana-2318	57	25	logistic	logistic	ADJ
cana-2318	57	26	regression	regression	NOUN
cana-2318	57	27	and	and	CCONJ
cana-2318	57	28	support	support	VERB
cana-2318	57	29	vector	vector	NOUN
cana-2318	57	30	machines	machine	NOUN
cana-2318	57	31	.	.	PUNCT
cana-2318	58	1	jindal	jindal	PROPN
cana-2318	58	2	and	and	CCONJ
cana-2318	58	3	dutta	dutta	PROPN
cana-2318	58	4	(	(	PUNCT
cana-2318	58	5	india	india	PROPN
cana-2318	58	6	,	,	PUNCT
cana-2318	58	7	2015	2015	NUM
cana-2318	58	8	)	)	PUNCT
cana-2318	59	1	[	[	X
cana-2318	59	2	10	10	NUM
cana-2318	59	3	]	]	PUNCT
cana-2318	59	4	presented	present	VERB
cana-2318	59	5	a	a	DET
cana-2318	59	6	use	use	NOUN
cana-2318	59	7	case	case	NOUN
cana-2318	59	8	of	of	ADP
cana-2318	59	9	department	department	NOUN
cana-2318	59	10	of	of	ADP
cana-2318	59	11	computer	computer	NOUN
cana-2318	59	12	engineering	engineering	NOUN
cana-2318	59	13	,	,	PUNCT
cana-2318	59	14	delhi	delhi	ADJ
cana-2318	59	15	technological	technological	ADJ
cana-2318	59	16	university	university	NOUN
cana-2318	59	17	for	for	ADP
cana-2318	59	18	determining	determine	VERB
cana-2318	59	19	decision	decision	NOUN
cana-2318	59	20	making	making	NOUN
cana-2318	59	21	based	base	VERB
cana-2318	59	22	on	on	ADP
cana-2318	59	23	predictive	predictive	ADJ
cana-2318	59	24	analytics	analytic	NOUN
cana-2318	59	25	.	.	PUNCT
cana-2318	60	1	predictive	predictive	ADJ
cana-2318	60	2	modeling	modeling	NOUN
cana-2318	60	3	and	and	CCONJ
cana-2318	60	4	data	datum	NOUN
cana-2318	60	5	mining	mining	NOUN
cana-2318	60	6	was	be	AUX
cana-2318	60	7	used	use	VERB
cana-2318	60	8	.	.	PUNCT
cana-2318	61	1	decision	decision	NOUN
cana-2318	61	2	trees	tree	NOUN
cana-2318	61	3	(	(	PUNCT
cana-2318	61	4	c5.0	c5.0	PROPN
cana-2318	61	5	,	,	PUNCT
cana-2318	61	6	c4.5	c4.5	PROPN
cana-2318	61	7	,	,	PUNCT
cana-2318	61	8	c	c	PROPN
cana-2318	61	9	and	and	CCONJ
cana-2318	61	10	rt	rt	PROPN
cana-2318	61	11	,	,	PUNCT
cana-2318	61	12	j48	j48	PROPN
cana-2318	61	13	and	and	CCONJ
cana-2318	61	14	modified	modify	VERB
cana-2318	61	15	c4.5	c4.5	PROPN
cana-2318	61	16	)	)	PUNCT
cana-2318	61	17	,	,	PUNCT
cana-2318	61	18	weka	weka	PROPN
cana-2318	61	19	,	,	PUNCT
cana-2318	61	20	artificial	artificial	ADJ
cana-2318	61	21	neural	neural	ADJ
cana-2318	61	22	network	network	NOUN
cana-2318	61	23	and	and	CCONJ
cana-2318	61	24	spss	spss	PROPN
cana-2318	61	25	clementine	clementine	NOUN
cana-2318	61	26	were	be	AUX
cana-2318	61	27	the	the	DET
cana-2318	61	28	predictive	predictive	ADJ
cana-2318	61	29	tools	tool	NOUN
cana-2318	61	30	implemented	implement	VERB
cana-2318	61	31	in	in	ADP
cana-2318	61	32	the	the	DET
cana-2318	61	33	project	project	NOUN
cana-2318	61	34	.	.	PUNCT
cana-2318	62	1	decision	decision	NOUN
cana-2318	62	2	trees	tree	NOUN
cana-2318	62	3	were	be	AUX
cana-2318	62	4	found	find	VERB
cana-2318	62	5	to	to	PART
cana-2318	62	6	be	be	AUX
cana-2318	62	7	most	most	ADV
cana-2318	62	8	suitable	suitable	ADJ
cana-2318	62	9	to	to	PART
cana-2318	62	10	predict	predict	VERB
cana-2318	62	11	the	the	DET
cana-2318	62	12	satisfaction	satisfaction	NOUN
cana-2318	62	13	level	level	NOUN
cana-2318	62	14	,	,	PUNCT
cana-2318	62	15	branch	branch	NOUN
cana-2318	62	16	of	of	ADP
cana-2318	62	17	study	study	NOUN
cana-2318	62	18	and	and	CCONJ
cana-2318	62	19	future	future	ADJ
cana-2318	62	20	grades	grade	NOUN
cana-2318	62	21	of	of	ADP
cana-2318	62	22	students	student	NOUN
cana-2318	62	23	.	.	PUNCT
cana-2318	63	1	ekowo	ekowo	PROPN
cana-2318	63	2	and	and	CCONJ
cana-2318	63	3	palmer	palmer	PROPN
cana-2318	63	4	(	(	PUNCT
cana-2318	63	5	new	new	PROPN
cana-2318	63	6	america	america	PROPN
cana-2318	63	7	,	,	PUNCT
cana-2318	63	8	2017	2017	NUM
cana-2318	63	9	)	)	PUNCT
cana-2318	64	1	[	[	X
cana-2318	64	2	11	11	NUM
cana-2318	64	3	]	]	PUNCT
cana-2318	64	4	presented	present	VERB
cana-2318	64	5	the	the	DET
cana-2318	64	6	usage	usage	NOUN
cana-2318	64	7	of	of	ADP
cana-2318	64	8	predictive	predictive	ADJ
cana-2318	64	9	analysis	analysis	NOUN
cana-2318	64	10	in	in	ADP
cana-2318	64	11	the	the	DET
cana-2318	64	12	area	area	NOUN
cana-2318	64	13	of	of	ADP
cana-2318	64	14	higher	high	ADJ
cana-2318	64	15	education	education	NOUN
cana-2318	64	16	in	in	ADP
cana-2318	64	17	connection	connection	NOUN
cana-2318	64	18	with	with	ADP
cana-2318	64	19	new	new	PROPN
cana-2318	64	20	america	america	PROPN
cana-2318	64	21	’s	’s	PART
cana-2318	64	22	education	education	NOUN
cana-2318	64	23	policy	policy	NOUN
cana-2318	64	24	.	.	PUNCT
cana-2318	65	1	targeted	target	VERB
cana-2318	65	2	student	student	NOUN
cana-2318	65	3	advising	advising	NOUN
cana-2318	65	4	(	(	PUNCT
cana-2318	65	5	early	early	ADJ
cana-2318	65	6	alert	alert	ADJ
cana-2318	65	7	system	system	NOUN
cana-2318	65	8	and	and	CCONJ
cana-2318	65	9	recommender	recommender	NOUN
cana-2318	65	10	system	system	NOUN
cana-2318	65	11	)	)	PUNCT
cana-2318	65	12	,	,	PUNCT
cana-2318	65	13	development	development	NOUN
cana-2318	65	14	of	of	ADP
cana-2318	65	15	adaptive	adaptive	ADJ
cana-2318	65	16	learning	learning	NOUN
cana-2318	65	17	courseware	courseware	NOUN
cana-2318	65	18	,	,	PUNCT
cana-2318	65	19	managing	manage	VERB
cana-2318	65	20	enrollment	enrollment	NOUN
cana-2318	65	21	of	of	ADP
cana-2318	65	22	students	student	NOUN
cana-2318	65	23	,	,	PUNCT
cana-2318	65	24	performance	performance	NOUN
cana-2318	65	25	based	base	VERB
cana-2318	65	26	funding	funding	NOUN
cana-2318	65	27	,	,	PUNCT
cana-2318	65	28	increasing	increase	VERB
cana-2318	65	29	student	student	NOUN
cana-2318	65	30	retention	retention	NOUN
cana-2318	65	31	to	to	PART
cana-2318	65	32	minimize	minimize	VERB
cana-2318	65	33	loss	loss	NOUN
cana-2318	65	34	in	in	ADP
cana-2318	65	35	revenue	revenue	NOUN
cana-2318	65	36	due	due	ADP
cana-2318	65	37	to	to	ADP
cana-2318	65	38	tuition	tuition	NOUN
cana-2318	65	39	fees	fee	NOUN
cana-2318	65	40	and	and	CCONJ
cana-2318	65	41	anticipating	anticipate	VERB
cana-2318	65	42	financial	financial	ADJ
cana-2318	65	43	aid	aid	NOUN
cana-2318	65	44	are	be	AUX
cana-2318	65	45	some	some	PRON
cana-2318	65	46	of	of	ADP
cana-2318	65	47	the	the	DET
cana-2318	65	48	advantages	advantage	NOUN
cana-2318	65	49	of	of	ADP
cana-2318	65	50	predictive	predictive	ADJ
cana-2318	65	51	analytics	analytic	NOUN
cana-2318	65	52	described	describe	VERB
cana-2318	65	53	with	with	ADP
cana-2318	65	54	practical	practical	ADJ
cana-2318	65	55	examples	example	NOUN
cana-2318	65	56	of	of	ADP
cana-2318	65	57	us	we	PRON
cana-2318	65	58	.	.	PUNCT
cana-2318	66	1	challenges	challenge	NOUN
cana-2318	66	2	of	of	ADP
cana-2318	66	3	predictive	predictive	ADJ
cana-2318	66	4	analytics	analytic	NOUN
cana-2318	66	5	mentioned	mention	VERB
cana-2318	66	6	were	be	AUX
cana-2318	66	7	labeling	labeling	NOUN
cana-2318	66	8	,	,	PUNCT
cana-2318	66	9	discrimination	discrimination	NOUN
cana-2318	66	10	and	and	CCONJ
cana-2318	66	11	stigma	stigma	NOUN
cana-2318	66	12	based	base	VERB
cana-2318	66	13	on	on	ADP
cana-2318	66	14	student	student	NOUN
cana-2318	66	15	demographic	demographic	ADJ
cana-2318	66	16	data	datum	NOUN
cana-2318	66	17	,	,	PUNCT
cana-2318	66	18	transparency	transparency	NOUN
cana-2318	66	19	of	of	ADP
cana-2318	66	20	student	student	NOUN
cana-2318	66	21	and	and	CCONJ
cana-2318	66	22	institutional	institutional	ADJ
cana-2318	66	23	data	datum	NOUN
cana-2318	66	24	,	,	PUNCT
cana-2318	66	25	and	and	CCONJ
cana-2318	66	26	privacy	privacy	NOUN
cana-2318	66	27	and	and	CCONJ
cana-2318	66	28	security	security	NOUN
cana-2318	66	29	.	.	PUNCT
cana-2318	67	1	rahman	rahman	PROPN
cana-2318	67	2	et	et	PROPN
cana-2318	67	3	al	al	PROPN
cana-2318	67	4	.	.	PUNCT
cana-2318	68	1	(	(	PUNCT
cana-2318	68	2	malaysia	malaysia	PROPN
cana-2318	68	3	,	,	PUNCT
cana-2318	68	4	2017	2017	NUM
cana-2318	68	5	)	)	PUNCT
cana-2318	69	1	[	[	X
cana-2318	69	2	12	12	NUM
cana-2318	69	3	]	]	PUNCT
cana-2318	69	4	proposed	propose	VERB
cana-2318	69	5	a	a	DET
cana-2318	69	6	classification	classification	NOUN
cana-2318	69	7	model	model	NOUN
cana-2318	69	8	to	to	PART
cana-2318	69	9	predict	predict	VERB
cana-2318	69	10	and	and	CCONJ
cana-2318	69	11	assess	assess	VERB
cana-2318	69	12	attributes	attribute	NOUN
cana-2318	69	13	necessary	necessary	ADJ
cana-2318	69	14	in	in	ADP
cana-2318	69	15	creating	create	VERB
cana-2318	69	16	student	student	NOUN
cana-2318	69	17	dataset	dataset	NOUN
cana-2318	69	18	for	for	ADP
cana-2318	69	19	suiting	suit	VERB
cana-2318	69	20	selection	selection	NOUN
cana-2318	69	21	benchmarks	benchmark	NOUN
cana-2318	69	22	set	set	VERB
cana-2318	69	23	of	of	ADP
cana-2318	69	24	employment	employment	NOUN
cana-2318	69	25	of	of	ADP
cana-2318	69	26	fresh	fresh	ADJ
cana-2318	69	27	graduates	graduate	NOUN
cana-2318	69	28	.	.	PUNCT
cana-2318	70	1	for	for	ADP
cana-2318	70	2	predicting	predict	VERB
cana-2318	70	3	the	the	DET
cana-2318	70	4	employability	employability	NOUN
cana-2318	70	5	status	status	NOUN
cana-2318	70	6	,	,	PUNCT
cana-2318	70	7	six	six	NUM
cana-2318	70	8	classification	classification	NOUN
cana-2318	70	9	models	model	NOUN
cana-2318	70	10	were	be	AUX
cana-2318	70	11	selected	select	VERB
cana-2318	70	12	for	for	ADP
cana-2318	70	13	the	the	DET
cana-2318	70	14	proposed	propose	VERB
cana-2318	70	15	system	system	NOUN
cana-2318	70	16	,	,	PUNCT
cana-2318	70	17	viz	viz	PROPN
cana-2318	70	18	.	.	PUNCT
cana-2318	71	1	logistic	logistic	ADJ
cana-2318	71	2	regression	regression	NOUN
cana-2318	71	3	(	(	PUNCT
cana-2318	71	4	lr	lr	NOUN
cana-2318	71	5	)	)	PUNCT
cana-2318	71	6	,	,	PUNCT
cana-2318	71	7	support	support	NOUN
cana-2318	71	8	vector	vector	NOUN
cana-2318	71	9	machine	machine	NOUN
cana-2318	71	10	(	(	PUNCT
cana-2318	71	11	svm	svm	PROPN
cana-2318	71	12	)	)	PUNCT
cana-2318	71	13	,	,	PUNCT
cana-2318	71	14	k	k	X
cana-2318	71	15	-	-	PUNCT
cana-2318	71	16	nearest	near	ADJ
cana-2318	71	17	neighbor	neighbor	NOUN
cana-2318	71	18	(	(	PUNCT
cana-2318	71	19	knn	knn	PROPN
cana-2318	71	20	)	)	PUNCT
cana-2318	71	21	,	,	PUNCT
cana-2318	71	22	naive	naive	ADJ
cana-2318	71	23	bayes	bayes	NOUN
cana-2318	71	24	(	(	PUNCT
cana-2318	71	25	nb	nb	NOUN
cana-2318	71	26	)	)	PUNCT
cana-2318	71	27	,	,	PUNCT
cana-2318	71	28	decision	decision	NOUN
cana-2318	71	29	tree	tree	NOUN
cana-2318	71	30	(	(	PUNCT
cana-2318	71	31	dt	dt	NOUN
cana-2318	71	32	)	)	PUNCT
cana-2318	71	33	,	,	PUNCT
cana-2318	71	34	and	and	CCONJ
cana-2318	71	35	neural	neural	ADJ
cana-2318	71	36	networks	network	NOUN
cana-2318	71	37	(	(	PUNCT
cana-2318	71	38	nn	nn	NOUN
cana-2318	71	39	)	)	PUNCT
cana-2318	71	40	.	.	PUNCT
cana-2318	72	1	communications	communication	NOUN
cana-2318	72	2	on	on	ADP
cana-2318	72	3	applied	apply	VERB
cana-2318	72	4	nonlinear	nonlinear	ADJ
cana-2318	72	5	analysis	analysis	NOUN
cana-2318	72	6	issn	issn	NOUN
cana-2318	72	7	:	:	PUNCT
cana-2318	72	8	1074	1074	NUM
cana-2318	72	9	-	-	PUNCT
cana-2318	72	10	133x	133x	NUM
cana-2318	72	11	vol	vol	NOUN
cana-2318	72	12	32	32	NUM
cana-2318	72	13	no	no	NOUN
cana-2318	72	14	.	.	PUNCT
cana-2318	73	1	1s	1s	NUM
cana-2318	73	2	(	(	PUNCT
cana-2318	73	3	2025	2025	NUM
cana-2318	73	4	)	)	PUNCT
cana-2318	73	5	542	542	NUM
cana-2318	74	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2318	74	2	deuja	deuja	NOUN
cana-2318	74	3	et	et	PROPN
cana-2318	74	4	al	al	PROPN
cana-2318	74	5	.	.	PUNCT
cana-2318	75	1	(	(	PUNCT
cana-2318	75	2	nepal	nepal	ADJ
cana-2318	75	3	,	,	PUNCT
cana-2318	75	4	2018	2018	NUM
cana-2318	75	5	)	)	PUNCT
cana-2318	76	1	[	[	X
cana-2318	76	2	13	13	NUM
cana-2318	76	3	]	]	PUNCT
cana-2318	76	4	used	use	VERB
cana-2318	76	5	neural	neural	ADJ
cana-2318	76	6	networks	network	NOUN
cana-2318	76	7	to	to	PART
cana-2318	76	8	predict	predict	VERB
cana-2318	76	9	performance	performance	NOUN
cana-2318	76	10	grades	grade	NOUN
cana-2318	76	11	of	of	ADP
cana-2318	76	12	college	college	NOUN
cana-2318	76	13	students	student	NOUN
cana-2318	76	14	.	.	PUNCT
cana-2318	77	1	j48	j48	ADJ
cana-2318	77	2	decision	decision	NOUN
cana-2318	77	3	tree	tree	NOUN
cana-2318	77	4	was	be	AUX
cana-2318	77	5	implemented	implement	VERB
cana-2318	77	6	for	for	ADP
cana-2318	77	7	training	training	NOUN
cana-2318	77	8	and	and	CCONJ
cana-2318	77	9	testing	testing	NOUN
cana-2318	77	10	data	data	NOUN
cana-2318	77	11	models	model	NOUN
cana-2318	77	12	and	and	CCONJ
cana-2318	77	13	three	three	NUM
cana-2318	77	14	-	-	PUNCT
cana-2318	77	15	layer	layer	NOUN
cana-2318	77	16	perceptron	perceptron	PROPN
cana-2318	77	17	model	model	NOUN
cana-2318	77	18	was	be	AUX
cana-2318	77	19	implemented	implement	VERB
cana-2318	77	20	in	in	ADP
cana-2318	77	21	the	the	DET
cana-2318	77	22	predictive	predictive	ADJ
cana-2318	77	23	model	model	NOUN
cana-2318	77	24	to	to	PART
cana-2318	77	25	provide	provide	VERB
cana-2318	77	26	an	an	DET
cana-2318	77	27	accuracy	accuracy	NOUN
cana-2318	77	28	of	of	ADP
cana-2318	77	29	97.12	97.12	NUM
cana-2318	77	30	.	.	PUNCT
cana-2318	78	1	cui	cui	NOUN
cana-2318	78	2	et	et	PROPN
cana-2318	78	3	al	al	PROPN
cana-2318	78	4	.	.	PUNCT
cana-2318	79	1	(	(	PUNCT
cana-2318	79	2	canada	canada	PROPN
cana-2318	79	3	,	,	PUNCT
cana-2318	79	4	2019	2019	NUM
cana-2318	79	5	)	)	PUNCT
cana-2318	80	1	[	[	X
cana-2318	80	2	14	14	NUM
cana-2318	80	3	]	]	PUNCT
cana-2318	80	4	reviewed	review	VERB
cana-2318	80	5	the	the	DET
cana-2318	80	6	methodological	methodological	ADJ
cana-2318	80	7	considerations	consideration	NOUN
cana-2318	80	8	used	use	VERB
cana-2318	80	9	in	in	ADP
cana-2318	80	10	educational	educational	ADJ
cana-2318	80	11	data	datum	NOUN
cana-2318	80	12	mining	mining	NOUN
cana-2318	80	13	by	by	ADP
cana-2318	80	14	researchers	researcher	NOUN
cana-2318	80	15	.	.	PUNCT
cana-2318	81	1	the	the	DET
cana-2318	81	2	merits	merit	NOUN
cana-2318	81	3	and	and	CCONJ
cana-2318	81	4	demerits	demerit	NOUN
cana-2318	81	5	of	of	ADP
cana-2318	81	6	existing	exist	VERB
cana-2318	81	7	applications	application	NOUN
cana-2318	81	8	that	that	PRON
cana-2318	81	9	were	be	AUX
cana-2318	81	10	using	use	VERB
cana-2318	81	11	predictive	predictive	ADJ
cana-2318	81	12	learning	learning	NOUN
cana-2318	81	13	analysis	analysis	NOUN
cana-2318	81	14	were	be	AUX
cana-2318	81	15	identified	identify	VERB
cana-2318	81	16	.	.	PUNCT
cana-2318	82	1	recommendations	recommendation	NOUN
cana-2318	82	2	about	about	ADP
cana-2318	82	3	development	development	NOUN
cana-2318	82	4	,	,	PUNCT
cana-2318	82	5	use	use	NOUN
cana-2318	82	6	and	and	CCONJ
cana-2318	82	7	evaluation	evaluation	NOUN
cana-2318	82	8	of	of	ADP
cana-2318	82	9	predictive	predictive	ADJ
cana-2318	82	10	models	model	NOUN
cana-2318	82	11	were	be	AUX
cana-2318	82	12	put	put	VERB
cana-2318	82	13	forth	forth	ADV
cana-2318	82	14	.	.	PUNCT
cana-2318	83	1	tomasevic	tomasevic	PROPN
cana-2318	83	2	et	et	PROPN
cana-2318	83	3	al	al	PROPN
cana-2318	83	4	(	(	PUNCT
cana-2318	83	5	serbia	serbia	PROPN
cana-2318	83	6	,	,	PUNCT
cana-2318	83	7	2019	2019	NUM
cana-2318	83	8	)	)	PUNCT
cana-2318	84	1	[	[	X
cana-2318	84	2	15	15	NUM
cana-2318	84	3	]	]	PUNCT
cana-2318	84	4	analyzed	analyze	VERB
cana-2318	84	5	supervised	supervised	ADJ
cana-2318	84	6	machine	machine	NOUN
cana-2318	84	7	learning	learn	VERB
cana-2318	84	8	techniques	technique	NOUN
cana-2318	84	9	for	for	ADP
cana-2318	84	10	predicting	predict	VERB
cana-2318	84	11	student	student	NOUN
cana-2318	84	12	exam	exam	NOUN
cana-2318	84	13	performance	performance	NOUN
cana-2318	84	14	score	score	NOUN
cana-2318	84	15	.	.	PUNCT
cana-2318	85	1	oulad	oulad	ADJ
cana-2318	85	2	(	(	PUNCT
cana-2318	85	3	open	open	ADJ
cana-2318	85	4	university	university	NOUN
cana-2318	85	5	learning	learn	VERB
cana-2318	85	6	analytics	analytic	NOUN
cana-2318	85	7	dataset	dataset	NOUN
cana-2318	85	8	)	)	PUNCT
cana-2318	85	9	was	be	AUX
cana-2318	85	10	used	use	VERB
cana-2318	85	11	as	as	ADP
cana-2318	85	12	dataset	dataset	ADJ
cana-2318	85	13	comprising	comprising	NOUN
cana-2318	85	14	of	of	ADP
cana-2318	85	15	student	student	NOUN
cana-2318	85	16	demographics	demographic	NOUN
cana-2318	85	17	,	,	PUNCT
cana-2318	85	18	engagement	engagement	NOUN
cana-2318	85	19	and	and	CCONJ
cana-2318	85	20	performance	performance	NOUN
cana-2318	85	21	data	datum	NOUN
cana-2318	85	22	.	.	PUNCT
cana-2318	86	1	three	three	NUM
cana-2318	86	2	categories	category	NOUN
cana-2318	86	3	of	of	ADP
cana-2318	86	4	approaches	approach	NOUN
cana-2318	86	5	used	use	VERB
cana-2318	86	6	were	be	AUX
cana-2318	86	7	similarity	similarity	NOUN
cana-2318	86	8	based	base	VERB
cana-2318	86	9	,	,	PUNCT
cana-2318	86	10	model	model	NOUN
cana-2318	86	11	based	base	VERB
cana-2318	86	12	and	and	CCONJ
cana-2318	86	13	probabilistic	probabilistic	VERB
cana-2318	86	14	one	one	NUM
cana-2318	86	15	for	for	ADP
cana-2318	86	16	performing	perform	VERB
cana-2318	86	17	the	the	DET
cana-2318	86	18	analysis	analysis	NOUN
cana-2318	86	19	using	use	VERB
cana-2318	86	20	classification	classification	NOUN
cana-2318	86	21	(	(	PUNCT
cana-2318	86	22	knn	knn	PROPN
cana-2318	86	23	,	,	PUNCT
cana-2318	86	24	svm	svm	PROPN
cana-2318	86	25	,	,	PUNCT
cana-2318	86	26	ann	ann	PROPN
cana-2318	86	27	,	,	PUNCT
cana-2318	86	28	dt	dt	PROPN
cana-2318	86	29	,	,	PUNCT
cana-2318	86	30	nb	nb	INTJ
cana-2318	86	31	and	and	CCONJ
cana-2318	86	32	logistic	logistic	ADJ
cana-2318	86	33	regression	regression	NOUN
cana-2318	86	34	)	)	PUNCT
cana-2318	86	35	and	and	CCONJ
cana-2318	86	36	regression	regression	NOUN
cana-2318	86	37	techniques	technique	NOUN
cana-2318	86	38	(	(	PUNCT
cana-2318	86	39	knn	knn	PROPN
cana-2318	86	40	,	,	PUNCT
cana-2318	86	41	svm	svm	PROPN
cana-2318	86	42	,	,	PUNCT
cana-2318	86	43	ann	ann	PROPN
cana-2318	86	44	,	,	PUNCT
cana-2318	86	45	dt	dt	PROPN
cana-2318	86	46	,	,	PUNCT
cana-2318	86	47	linear	linear	ADJ
cana-2318	86	48	and	and	CCONJ
cana-2318	86	49	bayesian	bayesian	ADJ
cana-2318	86	50	regression	regression	NOUN
cana-2318	86	51	)	)	PUNCT
cana-2318	86	52	.	.	PUNCT
cana-2318	87	1	ann	ann	PROPN
cana-2318	87	2	provided	provide	VERB
cana-2318	87	3	best	good	ADJ
cana-2318	87	4	results	result	NOUN
cana-2318	87	5	for	for	ADP
cana-2318	87	6	both	both	CCONJ
cana-2318	87	7	classification	classification	NOUN
cana-2318	87	8	and	and	CCONJ
cana-2318	87	9	regression	regression	NOUN
cana-2318	87	10	tasks	task	NOUN
cana-2318	87	11	.	.	PUNCT
cana-2318	88	1	waheed	waheed	PROPN
cana-2318	88	2	et	et	PROPN
cana-2318	88	3	al	al	PROPN
cana-2318	88	4	.	.	PUNCT
cana-2318	89	1	(	(	PUNCT
cana-2318	89	2	pakistan	pakistan	PROPN
cana-2318	89	3	,	,	PUNCT
cana-2318	89	4	2019	2019	NUM
cana-2318	89	5	)	)	PUNCT
cana-2318	90	1	[	[	X
cana-2318	90	2	16	16	NUM
cana-2318	90	3	]	]	PUNCT
cana-2318	90	4	used	use	VERB
cana-2318	90	5	deep	deep	ADJ
cana-2318	90	6	artificial	artificial	ADJ
cana-2318	90	7	neural	neural	ADJ
cana-2318	90	8	network	network	NOUN
cana-2318	90	9	on	on	ADP
cana-2318	90	10	free	free	ADJ
cana-2318	90	11	oula	oula	NOUN
cana-2318	90	12	(	(	PUNCT
cana-2318	90	13	open	open	ADJ
cana-2318	90	14	university	university	NOUN
cana-2318	90	15	learning	learning	NOUN
cana-2318	90	16	analytics	analytic	NOUN
cana-2318	90	17	)	)	PUNCT
cana-2318	90	18	dataset	dataset	VERB
cana-2318	90	19	to	to	PART
cana-2318	90	20	analyze	analyze	VERB
cana-2318	90	21	student	student	NOUN
cana-2318	90	22	behavior	behavior	NOUN
cana-2318	90	23	and	and	CCONJ
cana-2318	90	24	impact	impact	NOUN
cana-2318	90	25	on	on	ADP
cana-2318	90	26	their	their	PRON
cana-2318	90	27	performance	performance	NOUN
cana-2318	90	28	of	of	ADP
cana-2318	90	29	their	their	PRON
cana-2318	90	30	interaction	interaction	NOUN
cana-2318	90	31	with	with	ADP
cana-2318	90	32	virtual	virtual	ADJ
cana-2318	90	33	learning	learning	NOUN
cana-2318	90	34	environments	environment	NOUN
cana-2318	90	35	.	.	PUNCT
cana-2318	91	1	they	they	PRON
cana-2318	91	2	achieved	achieve	VERB
cana-2318	91	3	classification	classification	NOUN
cana-2318	91	4	accuracy	accuracy	NOUN
cana-2318	91	5	of	of	ADP
cana-2318	91	6	84	84	NUM
cana-2318	91	7	%	%	NOUN
cana-2318	91	8	to	to	ADP
cana-2318	91	9	93	93	NUM
cana-2318	91	10	%	%	NOUN
cana-2318	91	11	as	as	SCONJ
cana-2318	91	12	it	it	PRON
cana-2318	91	13	outperformed	outperform	VERB
cana-2318	91	14	svm	svm	PROPN
cana-2318	91	15	and	and	CCONJ
cana-2318	91	16	baseline	baseline	VERB
cana-2318	91	17	logistic	logistic	ADJ
cana-2318	91	18	regression	regression	NOUN
cana-2318	91	19	models	model	NOUN
cana-2318	91	20	.	.	PUNCT
cana-2318	92	1	namoun	namoun	NOUN
cana-2318	92	2	and	and	CCONJ
cana-2318	92	3	alshanqiti	alshanqiti	PROPN
cana-2318	92	4	(	(	PUNCT
cana-2318	92	5	saudi	saudi	PROPN
cana-2318	92	6	arabia	arabia	PROPN
cana-2318	92	7	,	,	PUNCT
cana-2318	92	8	2020	2020	NUM
cana-2318	92	9	)	)	PUNCT
cana-2318	93	1	[	[	X
cana-2318	93	2	17	17	NUM
cana-2318	93	3	]	]	PUNCT
cana-2318	93	4	performed	perform	VERB
cana-2318	93	5	extensive	extensive	ADJ
cana-2318	93	6	systematic	systematic	ADJ
cana-2318	93	7	literature	literature	NOUN
cana-2318	93	8	review	review	NOUN
cana-2318	93	9	of	of	ADP
cana-2318	93	10	intelligent	intelligent	ADJ
cana-2318	93	11	models	model	NOUN
cana-2318	93	12	use	use	VERB
cana-2318	93	13	to	to	PART
cana-2318	93	14	predict	predict	VERB
cana-2318	93	15	student	student	NOUN
cana-2318	93	16	learning	learn	VERB
cana-2318	93	17	outcomes	outcome	NOUN
cana-2318	93	18	for	for	ADP
cana-2318	93	19	the	the	DET
cana-2318	93	20	period	period	NOUN
cana-2318	93	21	2010	2010	NUM
cana-2318	93	22	to	to	ADP
cana-2318	93	23	2020	2020	NUM
cana-2318	93	24	.	.	PUNCT
cana-2318	94	1	they	they	PRON
cana-2318	94	2	concluded	conclude	VERB
cana-2318	94	3	supervised	supervised	ADJ
cana-2318	94	4	machine	machine	NOUN
cana-2318	94	5	learning	learning	NOUN
cana-2318	94	6	models	model	NOUN
cana-2318	94	7	and	and	CCONJ
cana-2318	94	8	regression	regression	NOUN
cana-2318	94	9	were	be	AUX
cana-2318	94	10	most	most	ADV
cana-2318	94	11	used	use	VERB
cana-2318	94	12	methods	method	NOUN
cana-2318	94	13	to	to	PART
cana-2318	94	14	classify	classify	VERB
cana-2318	94	15	student	student	NOUN
cana-2318	94	16	performance	performance	NOUN
cana-2318	94	17	,	,	PUNCT
cana-2318	94	18	while	while	SCONJ
cana-2318	94	19	student	student	NOUN
cana-2318	94	20	online	online	ADJ
cana-2318	94	21	activities	activity	NOUN
cana-2318	94	22	,	,	PUNCT
cana-2318	94	23	assessment	assessment	NOUN
cana-2318	94	24	grades	grade	NOUN
cana-2318	94	25	and	and	CCONJ
cana-2318	94	26	academic	academic	ADJ
cana-2318	94	27	emotions	emotion	NOUN
cana-2318	94	28	of	of	ADP
cana-2318	94	29	students	student	NOUN
cana-2318	94	30	were	be	AUX
cana-2318	94	31	the	the	DET
cana-2318	94	32	most	most	ADV
cana-2318	94	33	used	use	VERB
cana-2318	94	34	predictors	predictor	NOUN
cana-2318	94	35	of	of	ADP
cana-2318	94	36	student	student	NOUN
cana-2318	94	37	learning	learn	VERB
cana-2318	94	38	outcomes	outcome	NOUN
cana-2318	94	39	.	.	PUNCT
cana-2318	95	1	mengash	mengash	PROPN
cana-2318	95	2	(	(	PUNCT
cana-2318	95	3	saudi	saudi	PROPN
cana-2318	95	4	arabia	arabia	PROPN
cana-2318	95	5	,	,	PUNCT
cana-2318	95	6	2020	2020	NUM
cana-2318	95	7	)	)	PUNCT
cana-2318	96	1	[	[	X
cana-2318	96	2	18	18	NUM
cana-2318	96	3	]	]	PUNCT
cana-2318	96	4	applied	apply	VERB
cana-2318	96	5	ann	ann	PROPN
cana-2318	96	6	,	,	PUNCT
cana-2318	96	7	dt	dt	X
cana-2318	96	8	,	,	PUNCT
cana-2318	96	9	svm	svm	PROPN
cana-2318	96	10	and	and	CCONJ
cana-2318	96	11	nb	nb	NOUN
cana-2318	96	12	to	to	PART
cana-2318	96	13	predict	predict	VERB
cana-2318	96	14	student	student	NOUN
cana-2318	96	15	academic	academic	ADJ
cana-2318	96	16	performance	performance	NOUN
cana-2318	96	17	before	before	ADP
cana-2318	96	18	their	their	PRON
cana-2318	96	19	admission	admission	NOUN
cana-2318	96	20	to	to	ADP
cana-2318	96	21	a	a	DET
cana-2318	96	22	university	university	NOUN
cana-2318	96	23	.	.	PUNCT
cana-2318	97	1	it	it	PRON
cana-2318	97	2	used	use	VERB
cana-2318	97	3	dataset	dataset	NOUN
cana-2318	97	4	of	of	ADP
cana-2318	97	5	2039	2039	NUM
cana-2318	97	6	students	student	NOUN
cana-2318	97	7	and	and	CCONJ
cana-2318	97	8	concluded	conclude	VERB
cana-2318	97	9	that	that	SCONJ
cana-2318	97	10	ann	ann	PROPN
cana-2318	97	11	performed	perform	VERB
cana-2318	97	12	best	well	ADV
cana-2318	97	13	with	with	ADP
cana-2318	97	14	79.22	79.22	NUM
cana-2318	97	15	%	%	NOUN
cana-2318	97	16	accuracy	accuracy	NOUN
cana-2318	97	17	.	.	PUNCT
cana-2318	98	1	rastrollo	rastrollo	NOUN
cana-2318	98	2	-	-	PUNCT
cana-2318	98	3	guerrero	guerrero	NOUN
cana-2318	98	4	et	et	PROPN
cana-2318	98	5	al	al	PROPN
cana-2318	98	6	.	.	PUNCT
cana-2318	99	1	(	(	PUNCT
cana-2318	99	2	spain	spain	PROPN
cana-2318	99	3	,	,	PUNCT
cana-2318	99	4	2020	2020	NUM
cana-2318	99	5	)	)	PUNCT
cana-2318	100	1	[	[	X
cana-2318	100	2	19	19	NUM
cana-2318	100	3	]	]	PUNCT
cana-2318	100	4	reviewed	review	VERB
cana-2318	100	5	70	70	NUM
cana-2318	100	6	papers	paper	NOUN
cana-2318	100	7	to	to	PART
cana-2318	100	8	study	study	VERB
cana-2318	100	9	techniques	technique	NOUN
cana-2318	100	10	used	use	VERB
cana-2318	100	11	for	for	ADP
cana-2318	100	12	predicting	predict	VERB
cana-2318	100	13	student	student	NOUN
cana-2318	100	14	performance	performance	NOUN
cana-2318	100	15	.	.	PUNCT
cana-2318	101	1	it	it	PRON
cana-2318	101	2	showed	show	VERB
cana-2318	101	3	70	70	NUM
cana-2318	101	4	%	%	NOUN
cana-2318	101	5	research	research	NOUN
cana-2318	101	6	papers	paper	NOUN
cana-2318	101	7	were	be	AUX
cana-2318	101	8	on	on	ADP
cana-2318	101	9	university	university	NOUN
cana-2318	101	10	students	student	NOUN
cana-2318	101	11	and	and	CCONJ
cana-2318	101	12	30	30	NUM
cana-2318	101	13	%	%	NOUN
cana-2318	101	14	at	at	ADP
cana-2318	101	15	school	school	NOUN
cana-2318	101	16	level	level	NOUN
cana-2318	101	17	.	.	PUNCT
cana-2318	102	1	supervised	supervised	ADJ
cana-2318	102	2	learning	learning	NOUN
cana-2318	102	3	(	(	PUNCT
cana-2318	102	4	svm	svm	VERB
cana-2318	102	5	being	be	AUX
cana-2318	102	6	the	the	DET
cana-2318	102	7	most	most	ADV
cana-2318	102	8	used	use	VERB
cana-2318	102	9	followed	follow	VERB
cana-2318	102	10	by	by	ADP
cana-2318	102	11	dt	dt	PROPN
cana-2318	102	12	,	,	PUNCT
cana-2318	102	13	nb	nb	PROPN
cana-2318	102	14	and	and	CCONJ
cana-2318	102	15	rf	rf	VERB
cana-2318	102	16	)	)	PUNCT
cana-2318	102	17	provided	provide	VERB
cana-2318	102	18	accurate	accurate	ADJ
cana-2318	102	19	and	and	CCONJ
cana-2318	102	20	reliable	reliable	ADJ
cana-2318	102	21	results	result	NOUN
cana-2318	102	22	.	.	PUNCT
cana-2318	103	1	unsupervised	unsupervised	ADJ
cana-2318	103	2	learning	learning	NOUN
cana-2318	103	3	was	be	AUX
cana-2318	103	4	not	not	PART
cana-2318	103	5	used	use	VERB
cana-2318	103	6	by	by	ADP
cana-2318	103	7	researchers	researcher	NOUN
cana-2318	103	8	due	due	ADP
cana-2318	103	9	to	to	ADP
cana-2318	103	10	its	its	PRON
cana-2318	103	11	low	low	ADJ
cana-2318	103	12	accuracy	accuracy	NOUN
cana-2318	103	13	predicting	predict	VERB
cana-2318	103	14	student	student	NOUN
cana-2318	103	15	behavior	behavior	NOUN
cana-2318	103	16	.	.	PUNCT
cana-2318	104	1	collaborating	collaborate	VERB
cana-2318	104	2	filtering	filter	VERB
cana-2318	104	3	algorithms	algorithm	NOUN
cana-2318	104	4	were	be	AUX
cana-2318	104	5	used	use	VERB
cana-2318	104	6	for	for	ADP
cana-2318	104	7	recommender	recommender	NOUN
cana-2318	104	8	systems	system	NOUN
cana-2318	104	9	than	than	ADP
cana-2318	104	10	for	for	ADP
cana-2318	104	11	predicting	predict	VERB
cana-2318	104	12	purposes	purpose	NOUN
cana-2318	104	13	.	.	PUNCT
cana-2318	105	1	they	they	PRON
cana-2318	105	2	found	find	VERB
cana-2318	105	3	that	that	SCONJ
cana-2318	105	4	neural	neural	ADJ
cana-2318	105	5	networks	network	NOUN
cana-2318	105	6	were	be	AUX
cana-2318	105	7	less	less	ADV
cana-2318	105	8	used	use	VERB
cana-2318	105	9	despite	despite	SCONJ
cana-2318	105	10	providing	provide	VERB
cana-2318	105	11	great	great	ADJ
cana-2318	105	12	precision	precision	NOUN
cana-2318	105	13	.	.	PUNCT
cana-2318	106	1	baig	baig	PROPN
cana-2318	106	2	et	et	PROPN
cana-2318	106	3	al	al	PROPN
cana-2318	106	4	.	.	PUNCT
cana-2318	107	1	(	(	PUNCT
cana-2318	107	2	malaysia	malaysia	PROPN
cana-2318	107	3	,	,	PUNCT
cana-2318	107	4	2020	2020	NUM
cana-2318	107	5	)	)	PUNCT
cana-2318	108	1	[	[	X
cana-2318	108	2	20	20	NUM
cana-2318	108	3	]	]	PUNCT
cana-2318	108	4	reviewed	review	VERB
cana-2318	108	5	40	40	NUM
cana-2318	108	6	reputed	reputed	ADJ
cana-2318	108	7	journal	journal	NOUN
cana-2318	108	8	publications	publication	NOUN
cana-2318	108	9	from	from	ADP
cana-2318	108	10	2014	2014	NUM
cana-2318	108	11	to	to	ADP
cana-2318	108	12	mid	mid	ADJ
cana-2318	108	13	2019	2019	NUM
cana-2318	108	14	on	on	ADP
cana-2318	108	15	big	big	ADJ
cana-2318	108	16	data	datum	NOUN
cana-2318	108	17	in	in	ADP
cana-2318	108	18	education	education	NOUN
cana-2318	108	19	.	.	PUNCT
cana-2318	109	1	they	they	PRON
cana-2318	109	2	found	find	VERB
cana-2318	109	3	53	53	NUM
cana-2318	109	4	%	%	NOUN
cana-2318	109	5	studies	study	NOUN
cana-2318	109	6	on	on	ADP
cana-2318	109	7	learner	learner	NOUN
cana-2318	109	8	performance	performance	NOUN
cana-2318	109	9	and	and	CCONJ
cana-2318	109	10	behavior	behavior	NOUN
cana-2318	109	11	,	,	PUNCT
cana-2318	109	12	23	23	NUM
cana-2318	109	13	%	%	NOUN
cana-2318	109	14	on	on	ADP
cana-2318	109	15	education	education	NOUN
cana-2318	109	16	system	system	NOUN
cana-2318	109	17	improvement	improvement	NOUN
cana-2318	109	18	,	,	PUNCT
cana-2318	109	19	15	15	NUM
cana-2318	109	20	%	%	NOUN
cana-2318	109	21	on	on	ADP
cana-2318	109	22	educational	educational	ADJ
cana-2318	109	23	data	datum	NOUN
cana-2318	109	24	warehouse	warehouse	NOUN
cana-2318	109	25	and	and	CCONJ
cana-2318	109	26	modeling	modeling	NOUN
cana-2318	109	27	and	and	CCONJ
cana-2318	109	28	10	10	NUM
cana-2318	109	29	%	%	NOUN
cana-2318	109	30	on	on	ADP
cana-2318	109	31	integrating	integrate	VERB
cana-2318	109	32	big	big	ADJ
cana-2318	109	33	data	datum	NOUN
cana-2318	109	34	on	on	ADP
cana-2318	109	35	curriculum	curriculum	NOUN
cana-2318	109	36	theme	theme	NOUN
cana-2318	109	37	.	.	PUNCT
cana-2318	110	1	romero	romero	PROPN
cana-2318	110	2	and	and	CCONJ
cana-2318	110	3	ventura	ventura	PROPN
cana-2318	110	4	(	(	PUNCT
cana-2318	110	5	spain	spain	PROPN
cana-2318	110	6	,	,	PUNCT
cana-2318	110	7	2020	2020	NUM
cana-2318	110	8	)	)	PUNCT
cana-2318	111	1	[	[	X
cana-2318	111	2	21	21	NUM
cana-2318	111	3	]	]	PUNCT
cana-2318	111	4	reviewed	review	VERB
cana-2318	111	5	the	the	DET
cana-2318	111	6	employment	employment	NOUN
cana-2318	111	7	of	of	ADP
cana-2318	111	8	la	la	PROPN
cana-2318	111	9	(	(	PUNCT
cana-2318	111	10	learning	learn	VERB
cana-2318	111	11	analytics	analytic	NOUN
cana-2318	111	12	)	)	PUNCT
cana-2318	111	13	and	and	CCONJ
cana-2318	111	14	edm	edm	PROPN
cana-2318	111	15	(	(	PUNCT
cana-2318	111	16	educational	educational	ADJ
cana-2318	111	17	data	datum	NOUN
cana-2318	111	18	mining	mining	NOUN
cana-2318	111	19	)	)	PUNCT
cana-2318	111	20	on	on	ADP
cana-2318	111	21	educational	educational	ADJ
cana-2318	111	22	data	datum	NOUN
cana-2318	111	23	.	.	PUNCT
cana-2318	112	1	details	detail	NOUN
cana-2318	112	2	about	about	ADP
cana-2318	112	3	top	top	ADJ
cana-2318	112	4	ten	ten	NUM
cana-2318	112	5	books	book	NOUN
cana-2318	112	6	,	,	PUNCT
cana-2318	112	7	journals	journal	NOUN
cana-2318	112	8	,	,	PUNCT
cana-2318	112	9	communications	communication	NOUN
cana-2318	112	10	on	on	ADP
cana-2318	112	11	applied	apply	VERB
cana-2318	112	12	nonlinear	nonlinear	ADJ
cana-2318	112	13	analysis	analysis	NOUN
cana-2318	112	14	issn	issn	NOUN
cana-2318	112	15	:	:	PUNCT
cana-2318	112	16	1074	1074	NUM
cana-2318	112	17	-	-	PUNCT
cana-2318	112	18	133x	133x	NUM
cana-2318	112	19	vol	vol	NOUN
cana-2318	112	20	32	32	NUM
cana-2318	112	21	no	no	NOUN
cana-2318	112	22	.	.	PUNCT
cana-2318	113	1	1s	1s	NUM
cana-2318	113	2	(	(	PUNCT
cana-2318	113	3	2025	2025	NUM
cana-2318	113	4	)	)	PUNCT
cana-2318	113	5	543	543	NUM
cana-2318	113	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2318	113	7	conferences	conference	NOUN
cana-2318	113	8	,	,	PUNCT
cana-2318	113	9	most	most	ADJ
cana-2318	113	10	cites	cite	VERB
cana-2318	113	11	papers	paper	NOUN
cana-2318	113	12	and	and	CCONJ
cana-2318	113	13	most	most	ADV
cana-2318	113	14	used	use	VERB
cana-2318	113	15	la	la	PROPN
cana-2318	113	16	software	software	NOUN
cana-2318	113	17	,	,	PUNCT
cana-2318	113	18	datasets	dataset	NOUN
cana-2318	113	19	and	and	CCONJ
cana-2318	113	20	methods	method	NOUN
cana-2318	113	21	were	be	AUX
cana-2318	113	22	listed	list	VERB
cana-2318	113	23	.	.	PUNCT
cana-2318	114	1	alyahyan	alyahyan	PROPN
cana-2318	114	2	and	and	CCONJ
cana-2318	114	3	dustegor	dustegor	ADJ
cana-2318	114	4	(	(	PUNCT
cana-2318	114	5	saudi	saudi	PROPN
cana-2318	114	6	arabia	arabia	PROPN
cana-2318	114	7	,	,	PUNCT
cana-2318	114	8	2020	2020	NUM
cana-2318	114	9	)	)	PUNCT
cana-2318	115	1	[	[	X
cana-2318	115	2	22	22	NUM
cana-2318	115	3	]	]	PUNCT
cana-2318	115	4	reviewed	review	VERB
cana-2318	115	5	literature	literature	NOUN
cana-2318	115	6	to	to	PART
cana-2318	115	7	provide	provide	VERB
cana-2318	115	8	a	a	DET
cana-2318	115	9	collection	collection	NOUN
cana-2318	115	10	of	of	ADP
cana-2318	115	11	guiding	guide	VERB
cana-2318	115	12	principles	principle	NOUN
cana-2318	115	13	for	for	SCONJ
cana-2318	115	14	educators	educator	NOUN
cana-2318	115	15	to	to	PART
cana-2318	115	16	implement	implement	VERB
cana-2318	115	17	data	datum	NOUN
cana-2318	115	18	mining	mining	NOUN
cana-2318	115	19	techniques	technique	NOUN
cana-2318	115	20	for	for	ADP
cana-2318	115	21	predicting	predict	VERB
cana-2318	115	22	academic	academic	ADJ
cana-2318	115	23	success	success	NOUN
cana-2318	115	24	of	of	ADP
cana-2318	115	25	students	student	NOUN
cana-2318	115	26	.	.	PUNCT
cana-2318	116	1	various	various	ADJ
cana-2318	116	2	best	good	ADJ
cana-2318	116	3	practices	practice	NOUN
cana-2318	116	4	were	be	AUX
cana-2318	116	5	put	put	VERB
cana-2318	116	6	forth	forth	ADV
cana-2318	116	7	along	along	ADP
cana-2318	116	8	with	with	ADP
cana-2318	116	9	implementation	implementation	NOUN
cana-2318	116	10	,	,	PUNCT
cana-2318	116	11	and	and	CCONJ
cana-2318	116	12	design	design	NOUN
cana-2318	116	13	procedures	procedure	NOUN
cana-2318	116	14	from	from	ADP
cana-2318	116	15	related	related	ADJ
cana-2318	116	16	literature	literature	NOUN
cana-2318	116	17	were	be	AUX
cana-2318	116	18	compiled	compile	VERB
cana-2318	116	19	and	and	CCONJ
cana-2318	116	20	presented	present	VERB
cana-2318	116	21	.	.	PUNCT
cana-2318	117	1	salloum	salloum	NOUN
cana-2318	117	2	et	et	PROPN
cana-2318	117	3	al	al	PROPN
cana-2318	117	4	.	.	PROPN
cana-2318	118	1	(	(	PUNCT
cana-2318	118	2	sharjah	sharjah	PROPN
cana-2318	118	3	,	,	PUNCT
cana-2318	118	4	2020	2020	NUM
cana-2318	118	5	)	)	PUNCT
cana-2318	119	1	[	[	X
cana-2318	119	2	23	23	NUM
cana-2318	119	3	]	]	PUNCT
cana-2318	119	4	reviewed	review	VERB
cana-2318	119	5	educational	educational	ADJ
cana-2318	119	6	data	datum	NOUN
cana-2318	119	7	mining	mining	NOUN
cana-2318	119	8	trends	trend	NOUN
cana-2318	119	9	in	in	ADP
cana-2318	119	10	educational	educational	ADJ
cana-2318	119	11	research	research	NOUN
cana-2318	119	12	.	.	PUNCT
cana-2318	120	1	use	use	NOUN
cana-2318	120	2	of	of	ADP
cana-2318	120	3	machine	machine	NOUN
cana-2318	120	4	learning	learning	NOUN
cana-2318	120	5	was	be	AUX
cana-2318	120	6	used	use	VERB
cana-2318	120	7	to	to	PART
cana-2318	120	8	predict	predict	VERB
cana-2318	120	9	student	student	NOUN
cana-2318	120	10	performance	performance	NOUN
cana-2318	120	11	,	,	PUNCT
cana-2318	120	12	testing	testing	NOUN
cana-2318	120	13	and	and	CCONJ
cana-2318	120	14	grading	grade	VERB
cana-2318	120	15	students	student	NOUN
cana-2318	120	16	,	,	PUNCT
cana-2318	120	17	enhance	enhance	VERB
cana-2318	120	18	retention	retention	NOUN
cana-2318	120	19	rate	rate	NOUN
cana-2318	120	20	and	and	CCONJ
cana-2318	120	21	support	support	NOUN
cana-2318	120	22	teachers	teacher	NOUN
cana-2318	120	23	by	by	ADP
cana-2318	120	24	analyzing	analyze	VERB
cana-2318	120	25	assessment	assessment	NOUN
cana-2318	120	26	data	datum	NOUN
cana-2318	120	27	.	.	PUNCT
cana-2318	121	1	as	as	ADP
cana-2318	121	2	future	future	ADJ
cana-2318	121	3	trends	trend	NOUN
cana-2318	121	4	they	they	PRON
cana-2318	121	5	predicted	predict	VERB
cana-2318	121	6	use	use	NOUN
cana-2318	121	7	of	of	ADP
cana-2318	121	8	bigger	big	ADJ
cana-2318	121	9	,	,	PUNCT
cana-2318	121	10	adaptable	adaptable	ADJ
cana-2318	121	11	data	datum	NOUN
cana-2318	121	12	set	set	VERB
cana-2318	121	13	,	,	PUNCT
cana-2318	121	14	hybridize	hybridize	NOUN
cana-2318	121	15	techniques	technique	NOUN
cana-2318	121	16	,	,	PUNCT
cana-2318	121	17	improve	improve	VERB
cana-2318	121	18	edm	edm	PROPN
cana-2318	121	19	credibility	credibility	NOUN
cana-2318	121	20	and	and	CCONJ
cana-2318	121	21	compare	compare	VERB
cana-2318	121	22	different	different	ADJ
cana-2318	121	23	methods	method	NOUN
cana-2318	121	24	.	.	PUNCT
cana-2318	122	1	albreiki	albreiki	PROPN
cana-2318	122	2	et	et	PROPN
cana-2318	122	3	al	al	PROPN
cana-2318	122	4	(	(	PUNCT
cana-2318	122	5	uae	uae	PROPN
cana-2318	122	6	,	,	PUNCT
cana-2318	122	7	2021	2021	NUM
cana-2318	122	8	)	)	PUNCT
cana-2318	123	1	[	[	X
cana-2318	123	2	24	24	NUM
cana-2318	123	3	]	]	PUNCT
cana-2318	123	4	reviewed	review	VERB
cana-2318	123	5	literature	literature	NOUN
cana-2318	123	6	on	on	ADP
cana-2318	123	7	educational	educational	ADJ
cana-2318	123	8	data	datum	NOUN
cana-2318	123	9	mining	mining	NOUN
cana-2318	123	10	from	from	ADP
cana-2318	123	11	2009	2009	NUM
cana-2318	123	12	to	to	ADP
cana-2318	123	13	2021	2021	NUM
cana-2318	123	14	based	base	VERB
cana-2318	123	15	on	on	ADP
cana-2318	123	16	machine	machine	NOUN
cana-2318	123	17	learning	learn	VERB
cana-2318	123	18	techniques	technique	NOUN
cana-2318	123	19	for	for	ADP
cana-2318	123	20	predicting	predict	VERB
cana-2318	123	21	students	student	NOUN
cana-2318	123	22	at	at	ADP
cana-2318	123	23	risk	risk	NOUN
cana-2318	123	24	and	and	CCONJ
cana-2318	123	25	dropping	drop	VERB
cana-2318	123	26	out	out	ADP
cana-2318	123	27	.	.	PUNCT
cana-2318	124	1	it	it	PRON
cana-2318	124	2	was	be	AUX
cana-2318	124	3	observed	observe	VERB
cana-2318	124	4	that	that	SCONJ
cana-2318	124	5	generally	generally	ADV
cana-2318	124	6	small	small	ADJ
cana-2318	124	7	datasets	dataset	NOUN
cana-2318	124	8	were	be	AUX
cana-2318	124	9	used	use	VERB
cana-2318	124	10	and	and	CCONJ
cana-2318	124	11	mostly	mostly	ADV
cana-2318	124	12	traditional	traditional	ADJ
cana-2318	124	13	machine	machine	NOUN
cana-2318	124	14	learning	learning	NOUN
cana-2318	124	15	techniques	technique	NOUN
cana-2318	124	16	were	be	AUX
cana-2318	124	17	used	use	VERB
cana-2318	124	18	instead	instead	ADV
cana-2318	124	19	of	of	ADP
cana-2318	124	20	deep	deep	ADJ
cana-2318	124	21	learning	learning	NOUN
cana-2318	124	22	techniques	technique	NOUN
cana-2318	124	23	.	.	PUNCT
cana-2318	125	1	yağcı	yağcı	NOUN
cana-2318	125	2	(	(	PUNCT
cana-2318	125	3	turkey	turkey	NOUN
cana-2318	125	4	,	,	PUNCT
cana-2318	125	5	2022	2022	NUM
cana-2318	125	6	)	)	PUNCT
cana-2318	126	1	[	[	X
cana-2318	126	2	25	25	NUM
cana-2318	126	3	]	]	PUNCT
cana-2318	126	4	showed	show	VERB
cana-2318	126	5	comparison	comparison	NOUN
cana-2318	126	6	of	of	ADP
cana-2318	126	7	rf	rf	NOUN
cana-2318	126	8	,	,	PUNCT
cana-2318	126	9	lr	lr	INTJ
cana-2318	126	10	,	,	PUNCT
cana-2318	126	11	nb	nb	PROPN
cana-2318	126	12	,	,	PUNCT
cana-2318	126	13	svm	svm	PROPN
cana-2318	126	14	,	,	PUNCT
cana-2318	126	15	nn	nn	PROPN
cana-2318	126	16	and	and	CCONJ
cana-2318	126	17	knn	knn	PROPN
cana-2318	126	18	algorithms	algorithm	NOUN
cana-2318	126	19	to	to	PART
cana-2318	126	20	predict	predict	VERB
cana-2318	126	21	student	student	NOUN
cana-2318	126	22	academic	academic	ADJ
cana-2318	126	23	performance	performance	NOUN
cana-2318	126	24	based	base	VERB
cana-2318	126	25	on	on	ADP
cana-2318	126	26	student	student	NOUN
cana-2318	126	27	mid	mid	ADJ
cana-2318	126	28	-	-	NOUN
cana-2318	126	29	term	term	NOUN
cana-2318	126	30	exams	exam	NOUN
cana-2318	126	31	.	.	PUNCT
cana-2318	127	1	they	they	PRON
cana-2318	127	2	achieved	achieve	VERB
cana-2318	127	3	classification	classification	NOUN
cana-2318	127	4	accuracy	accuracy	NOUN
cana-2318	127	5	of	of	ADP
cana-2318	127	6	74.6	74.6	NUM
cana-2318	127	7	%	%	NOUN
cana-2318	127	8	with	with	ADP
cana-2318	127	9	rf	rf	NOUN
cana-2318	127	10	and	and	CCONJ
cana-2318	127	11	nn	nn	PROPN
cana-2318	127	12	.	.	PROPN
cana-2318	127	13	umer	umer	PROPN
cana-2318	127	14	et	et	PROPN
cana-2318	127	15	al	al	PROPN
cana-2318	127	16	.	.	PUNCT
cana-2318	128	1	(	(	PUNCT
cana-2318	128	2	australia	australia	PROPN
cana-2318	128	3	,	,	PUNCT
cana-2318	128	4	2023	2023	NUM
cana-2318	128	5	)	)	PUNCT
cana-2318	129	1	[	[	X
cana-2318	129	2	26	26	NUM
cana-2318	129	3	]	]	SYM
cana-2318	129	4	surveyed	survey	VERB
cana-2318	129	5	research	research	NOUN
cana-2318	129	6	papers	paper	NOUN
cana-2318	129	7	to	to	PART
cana-2318	129	8	gain	gain	VERB
cana-2318	129	9	insights	insight	NOUN
cana-2318	129	10	about	about	ADP
cana-2318	129	11	the	the	DET
cana-2318	129	12	commonly	commonly	ADV
cana-2318	129	13	used	use	VERB
cana-2318	129	14	data	datum	NOUN
cana-2318	129	15	as	as	ADP
cana-2318	129	16	student	student	NOUN
cana-2318	129	17	performance	performance	NOUN
cana-2318	129	18	indicator	indicator	NOUN
cana-2318	129	19	,	,	PUNCT
cana-2318	129	20	commonly	commonly	ADV
cana-2318	129	21	used	use	VERB
cana-2318	129	22	machine	machine	NOUN
cana-2318	129	23	learning	learn	VERB
cana-2318	129	24	algorithms	algorithm	NOUN
cana-2318	129	25	for	for	ADP
cana-2318	129	26	making	make	VERB
cana-2318	129	27	predictions	prediction	NOUN
cana-2318	129	28	and	and	CCONJ
cana-2318	129	29	evaluation	evaluation	NOUN
cana-2318	129	30	methods	method	NOUN
cana-2318	129	31	for	for	ADP
cana-2318	129	32	result	result	NOUN
cana-2318	129	33	analysis	analysis	NOUN
cana-2318	129	34	,	,	PUNCT
cana-2318	129	35	their	their	PRON
cana-2318	129	36	challenges	challenge	NOUN
cana-2318	129	37	and	and	CCONJ
cana-2318	129	38	limitations	limitation	NOUN
cana-2318	129	39	and	and	CCONJ
cana-2318	129	40	future	future	ADJ
cana-2318	129	41	research	research	NOUN
cana-2318	129	42	directions	direction	NOUN
cana-2318	129	43	.	.	PUNCT
cana-2318	130	1	sghir	sghir	NOUN
cana-2318	130	2	et	et	PROPN
cana-2318	130	3	al	al	PROPN
cana-2318	130	4	.	.	PUNCT
cana-2318	131	1	(	(	PUNCT
cana-2318	131	2	morocco	morocco	PROPN
cana-2318	131	3	,	,	PUNCT
cana-2318	131	4	2023	2023	NUM
cana-2318	131	5	)	)	PUNCT
cana-2318	132	1	[	[	X
cana-2318	132	2	27	27	NUM
cana-2318	132	3	]	]	PUNCT
cana-2318	132	4	extensively	extensively	ADV
cana-2318	132	5	surveyed	survey	VERB
cana-2318	132	6	literature	literature	NOUN
cana-2318	132	7	on	on	ADP
cana-2318	132	8	pla	pla	PROPN
cana-2318	132	9	in	in	ADP
cana-2318	132	10	higher	high	ADJ
cana-2318	132	11	education	education	NOUN
cana-2318	132	12	and	and	CCONJ
cana-2318	132	13	concluded	conclude	VERB
cana-2318	132	14	that	that	SCONJ
cana-2318	132	15	deep	deep	ADJ
cana-2318	132	16	learning	learning	NOUN
cana-2318	132	17	was	be	AUX
cana-2318	132	18	the	the	DET
cana-2318	132	19	choicest	choice	ADJ
cana-2318	132	20	method	method	NOUN
cana-2318	132	21	for	for	ADP
cana-2318	132	22	predictive	predictive	ADJ
cana-2318	132	23	analysis	analysis	NOUN
cana-2318	132	24	followed	follow	VERB
cana-2318	132	25	by	by	ADP
cana-2318	132	26	random	random	ADJ
cana-2318	132	27	forest	forest	NOUN
cana-2318	132	28	and	and	CCONJ
cana-2318	132	29	gradient	gradient	NOUN
cana-2318	132	30	boosting	boosting	NOUN
cana-2318	132	31	.	.	PUNCT
cana-2318	133	1	for	for	ADP
cana-2318	133	2	evaluating	evaluate	VERB
cana-2318	133	3	the	the	DET
cana-2318	133	4	performance	performance	NOUN
cana-2318	133	5	of	of	ADP
cana-2318	133	6	algorithms	algorithm	NOUN
cana-2318	133	7	confusion	confusion	NOUN
cana-2318	133	8	matrix	matrix	NOUN
cana-2318	133	9	was	be	AUX
cana-2318	133	10	mostly	mostly	ADV
cana-2318	133	11	employed	employ	VERB
cana-2318	133	12	followed	follow	VERB
cana-2318	133	13	by	by	ADP
cana-2318	133	14	mean	mean	ADJ
cana-2318	133	15	squared	square	VERB
cana-2318	133	16	error	error	NOUN
cana-2318	133	17	(	(	PUNCT
cana-2318	133	18	mse	mse	NOUN
cana-2318	133	19	)	)	PUNCT
cana-2318	133	20	,	,	PUNCT
cana-2318	133	21	and	and	CCONJ
cana-2318	133	22	r	r	X
cana-2318	133	23	-	-	PUNCT
cana-2318	133	24	squared	square	VERB
cana-2318	133	25	coefficient	coefficient	NOUN
cana-2318	133	26	method	method	NOUN
cana-2318	133	27	.	.	PUNCT
cana-2318	134	1	table1	table1	PROPN
cana-2318	134	2	summarizes	summarize	VERB
cana-2318	134	3	the	the	DET
cana-2318	134	4	predictive	predictive	ADJ
cana-2318	134	5	analytical	analytical	ADJ
cana-2318	134	6	algorithms	algorithm	NOUN
cana-2318	134	7	used	use	VERB
cana-2318	134	8	for	for	ADP
cana-2318	134	9	making	make	VERB
cana-2318	134	10	different	different	ADJ
cana-2318	134	11	predictions	prediction	NOUN
cana-2318	134	12	in	in	ADP
cana-2318	134	13	the	the	DET
cana-2318	134	14	field	field	NOUN
cana-2318	134	15	of	of	ADP
cana-2318	134	16	education	education	NOUN
cana-2318	134	17	.	.	PUNCT
cana-2318	135	1	study	study	NOUN
cana-2318	135	2	data	datum	NOUN
cana-2318	135	3	used	use	VERB
cana-2318	135	4	prediction	prediction	NOUN
cana-2318	135	5	target	target	NOUN
cana-2318	135	6	predictive	predictive	ADJ
cana-2318	135	7	alogorithms	alogorithm	NOUN
cana-2318	135	8	prediction	prediction	NOUN
cana-2318	135	9	accuracy	accuracy	NOUN
cana-2318	135	10	essa	essa	PROPN
cana-2318	135	11	and	and	CCONJ
cana-2318	135	12	ayad	ayad	PROPN
cana-2318	135	13	(	(	PUNCT
cana-2318	135	14	2012	2012	NUM
cana-2318	135	15	)	)	PUNCT
cana-2318	135	16	lms	lm	NOUN
cana-2318	135	17	student	student	NOUN
cana-2318	135	18	success	success	NOUN
cana-2318	135	19	predictive	predictive	ADJ
cana-2318	135	20	ensemble	ensemble	ADJ
cana-2318	135	21	methods	method	NOUN
cana-2318	135	22	not	not	PART
cana-2318	135	23	specified	specify	VERB
cana-2318	135	24	balakrishnan	balakrishnan	NOUN
cana-2318	135	25	and	and	CCONJ
cana-2318	135	26	coetzee	coetzee	PROPN
cana-2318	135	27	(	(	PUNCT
cana-2318	135	28	2013	2013	NUM
cana-2318	135	29	)	)	PUNCT
cana-2318	135	30	29,882	29,882	NUM
cana-2318	135	31	mooc	mooc	PROPN
cana-2318	135	32	students	student	NOUN
cana-2318	135	33	student	student	NOUN
cana-2318	135	34	retention	retention	NOUN
cana-2318	135	35	prediction	prediction	NOUN
cana-2318	135	36	composite	composite	ADJ
cana-2318	135	37	hidden	hide	VERB
cana-2318	135	38	markov	markov	NOUN
cana-2318	135	39	models	model	NOUN
cana-2318	135	40	auc	auc	VERB
cana-2318	135	41	score	score	NOUN
cana-2318	135	42	=	=	PUNCT
cana-2318	135	43	0.710	0.710	NUM
cana-2318	135	44	jayaprakash	jayaprakash	NOUN
cana-2318	135	45	et	et	PROPN
cana-2318	135	46	al	al	PROPN
cana-2318	135	47	.	.	PROPN
cana-2318	136	1	(	(	PUNCT
cana-2318	136	2	2014	2014	NUM
cana-2318	136	3	)	)	PUNCT
cana-2318	136	4	1,739	1,739	NUM
cana-2318	136	5	college	college	NOUN
cana-2318	136	6	student	student	NOUN
cana-2318	136	7	data	data	PROPN
cana-2318	136	8	student	student	NOUN
cana-2318	136	9	academic	academic	ADJ
cana-2318	136	10	risk	risk	NOUN
cana-2318	136	11	prediction	prediction	NOUN
cana-2318	136	12	logistic	logistic	ADJ
cana-2318	136	13	regression	regression	NOUN
cana-2318	136	14	,	,	PUNCT
cana-2318	136	15	naïve	naïve	ADJ
cana-2318	136	16	bayes	bayes	NOUN
cana-2318	136	17	,	,	PUNCT
cana-2318	136	18	svm	svm	PROPN
cana-2318	136	19	/	/	SYM
cana-2318	136	20	smo	smo	PROPN
cana-2318	136	21	,	,	PUNCT
cana-2318	136	22	j48	j48	PROPN
cana-2318	136	23	dt	dt	NOUN
cana-2318	136	24	recall	recall	PROPN
cana-2318	136	25	=	=	SYM
cana-2318	136	26	74.5	74.5	NUM
cana-2318	136	27	%	%	NOUN
cana-2318	136	28	jindal	jindal	NOUN
cana-2318	136	29	and	and	CCONJ
cana-2318	136	30	dutta	dutta	PROPN
cana-2318	136	31	(	(	PUNCT
cana-2318	136	32	2015	2015	NUM
cana-2318	136	33	)	)	PUNCT
cana-2318	136	34	65,300	65,300	NUM
cana-2318	136	35	aieee	aieee	NOUN
cana-2318	136	36	2007	2007	NUM
cana-2318	136	37	dataset	dataset	NOUN
cana-2318	136	38	satisfaction	satisfaction	NOUN
cana-2318	136	39	level	level	NOUN
cana-2318	136	40	,	,	PUNCT
cana-2318	136	41	branch	branch	NOUN
cana-2318	136	42	of	of	ADP
cana-2318	136	43	study	study	NOUN
cana-2318	136	44	dt	dt	PROPN
cana-2318	136	45	,	,	PUNCT
cana-2318	136	46	weka	weka	PROPN
cana-2318	136	47	,	,	PUNCT
cana-2318	136	48	ann	ann	PROPN
cana-2318	136	49	,	,	PUNCT
cana-2318	136	50	spss	spss	PROPN
cana-2318	136	51	c5.0=99.95	c5.0=99.95	PROPN
cana-2318	136	52	%	%	NOUN
cana-2318	136	53	(	(	PUNCT
cana-2318	136	54	enrolment	enrolment	NOUN
cana-2318	136	55	prediction	prediction	NOUN
cana-2318	136	56	)	)	PUNCT
cana-2318	136	57	communications	communication	NOUN
cana-2318	136	58	on	on	ADP
cana-2318	136	59	applied	apply	VERB
cana-2318	136	60	nonlinear	nonlinear	ADJ
cana-2318	136	61	analysis	analysis	NOUN
cana-2318	136	62	issn	issn	NOUN
cana-2318	136	63	:	:	PUNCT
cana-2318	136	64	1074	1074	NUM
cana-2318	136	65	-	-	PUNCT
cana-2318	136	66	133x	133x	NUM
cana-2318	136	67	vol	vol	NOUN
cana-2318	136	68	32	32	NUM
cana-2318	136	69	no	no	NOUN
cana-2318	136	70	.	.	PUNCT
cana-2318	137	1	1s	1s	NUM
cana-2318	137	2	(	(	PUNCT
cana-2318	137	3	2025	2025	NUM
cana-2318	137	4	)	)	PUNCT
cana-2318	137	5	544	544	NUM
cana-2318	137	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2318	137	7	(	(	PUNCT
cana-2318	137	8	for	for	ADP
cana-2318	137	9	enrolment	enrolment	NOUN
cana-2318	137	10	)	)	PUNCT
cana-2318	137	11	and	and	CCONJ
cana-2318	137	12	student	student	NOUN
cana-2318	137	13	data	datum	NOUN
cana-2318	137	14	of	of	ADP
cana-2318	137	15	2	2	NUM
cana-2318	137	16	colleges	college	NOUN
cana-2318	137	17	(	(	PUNCT
cana-2318	137	18	for	for	ADP
cana-2318	137	19	future	future	ADJ
cana-2318	137	20	grades	grade	NOUN
cana-2318	137	21	prediction	prediction	NOUN
cana-2318	137	22	)	)	PUNCT
cana-2318	137	23	and	and	CCONJ
cana-2318	137	24	future	future	ADJ
cana-2318	137	25	grades	grade	NOUN
cana-2318	137	26	of	of	ADP
cana-2318	137	27	students	student	NOUN
cana-2318	137	28	c4.5=67	c4.5=67	VERB
cana-2318	137	29	%	%	NOUN
cana-2318	137	30	(	(	PUNCT
cana-2318	137	31	future	future	ADJ
cana-2318	137	32	grade	grade	NOUN
cana-2318	137	33	prediction	prediction	NOUN
cana-2318	137	34	)	)	PUNCT
cana-2318	137	35	c4.5=60	c4.5=60	VERB
cana-2318	137	36	%	%	NOUN
cana-2318	137	37	(	(	PUNCT
cana-2318	137	38	satisfaction	satisfaction	NOUN
cana-2318	137	39	level	level	NOUN
cana-2318	137	40	prediction	prediction	NOUN
cana-2318	137	41	)	)	PUNCT
cana-2318	138	1	rahman	rahman	PROPN
cana-2318	138	2	et	et	PROPN
cana-2318	138	3	al	al	PROPN
cana-2318	138	4	.	.	PROPN
cana-2318	139	1	(	(	PUNCT
cana-2318	139	2	2017	2017	NUM
cana-2318	139	3	)	)	PUNCT
cana-2318	139	4	tracer	tracer	NOUN
cana-2318	139	5	study	study	NOUN
cana-2318	139	6	,	,	PUNCT
cana-2318	139	7	ministry	ministry	PROPN
cana-2318	139	8	of	of	ADP
cana-2318	139	9	he	he	PRON
cana-2318	139	10	data	data	VERB
cana-2318	139	11	employability	employability	NOUN
cana-2318	139	12	prediction	prediction	NOUN
cana-2318	139	13	of	of	ADP
cana-2318	139	14	fresh	fresh	ADJ
cana-2318	139	15	graduates	graduate	NOUN
cana-2318	139	16	knn	knn	PROPN
cana-2318	139	17	,	,	PUNCT
cana-2318	139	18	nb	nb	INTJ
cana-2318	139	19	,	,	PUNCT
cana-2318	139	20	dt	dt	PROPN
cana-2318	139	21	,	,	PUNCT
cana-2318	139	22	nn	nn	PROPN
cana-2318	139	23	,	,	PUNCT
cana-2318	139	24	lr	lr	NOUN
cana-2318	139	25	,	,	PUNCT
cana-2318	139	26	svm	svm	VERB
cana-2318	139	27	on	on	ADP
cana-2318	139	28	rapid	rapid	ADJ
cana-2318	139	29	miner	miner	NOUN
cana-2318	139	30	knn	knn	PROPN
cana-2318	139	31	accuracy=97.78	accuracy=97.78	PROPN
cana-2318	139	32	%	%	PROPN
cana-2318	139	33	,	,	PUNCT
cana-2318	139	34	classification	classification	NOUN
cana-2318	139	35	error=2.22	error=2.22	NOUN
cana-2318	139	36	%	%	NOUN
cana-2318	139	37	,	,	PUNCT
cana-2318	139	38	rms	rms	AUX
cana-2318	139	39	error=0.149+/	error=0.149+/	VERB
cana-2318	139	40	deuja	deuja	NOUN
cana-2318	139	41	et	et	PROPN
cana-2318	139	42	al	al	PROPN
cana-2318	139	43	.	.	PROPN
cana-2318	140	1	(	(	PUNCT
cana-2318	140	2	2018	2018	NUM
cana-2318	140	3	)	)	PUNCT
cana-2318	140	4	2,016	2,016	NUM
cana-2318	140	5	college	college	NOUN
cana-2318	140	6	students	student	NOUN
cana-2318	140	7	data	datum	NOUN
cana-2318	140	8	student	student	NOUN
cana-2318	140	9	performance	performance	NOUN
cana-2318	140	10	prediction	prediction	NOUN
cana-2318	140	11	multilayer	multilayer	PROPN
cana-2318	140	12	perceptron	perceptron	PROPN
cana-2318	140	13	accuracy=97.12	accuracy=97.12	PROPN
cana-2318	140	14	%	%	NOUN
cana-2318	140	15	,	,	PUNCT
cana-2318	140	16	rms	rm	NOUN
cana-2318	140	17	error=0.0989	error=0.0989	PRON
cana-2318	140	18	waheed	waheed	PROPN
cana-2318	140	19	et	et	PROPN
cana-2318	140	20	al	al	PROPN
cana-2318	140	21	.	.	PROPN
cana-2318	141	1	(	(	PUNCT
cana-2318	141	2	2019	2019	NUM
cana-2318	141	3	)	)	PUNCT
cana-2318	141	4	32,593	32,593	NUM
cana-2318	141	5	students	student	NOUN
cana-2318	141	6	dataset	dataset	VERB
cana-2318	141	7	of	of	ADP
cana-2318	141	8	oula	oula	NOUN
cana-2318	141	9	students	student	NOUN
cana-2318	141	10	at	at	ADP
cana-2318	141	11	risk	risk	NOUN
cana-2318	141	12	of	of	ADP
cana-2318	141	13	failure	failure	NOUN
cana-2318	141	14	prediction	prediction	NOUN
cana-2318	141	15	deep	deep	ADJ
cana-2318	141	16	ann	ann	PROPN
cana-2318	141	17	at	at	ADP
cana-2318	141	18	risk	risk	NOUN
cana-2318	141	19	precision=93	precision=93	NOUN
cana-2318	141	20	%	%	NOUN
cana-2318	141	21	,	,	PUNCT
cana-2318	141	22	accuracy=88	accuracy=88	VERB
cana-2318	141	23	%	%	NOUN
cana-2318	141	24	,	,	PUNCT
cana-2318	141	25	early	early	ADJ
cana-2318	141	26	withdrawal	withdrawal	NOUN
cana-2318	141	27	precision=96	precision=96	NOUN
cana-2318	141	28	%	%	NOUN
cana-2318	141	29	,	,	PUNCT
cana-2318	141	30	accuracy=93	accuracy=93	VERB
cana-2318	141	31	%	%	NOUN
cana-2318	141	32	,	,	PUNCT
cana-2318	141	33	distinction	distinction	NOUN
cana-2318	141	34	precision=81	precision=81	NOUN
cana-2318	141	35	%	%	NOUN
cana-2318	141	36	,	,	PUNCT
cana-2318	141	37	accuracy=85	accuracy=85	NOUN
cana-2318	141	38	%	%	NOUN
cana-2318	141	39	tomasevic	tomasevic	PROPN
cana-2318	141	40	et	et	PROPN
cana-2318	141	41	al	al	PROPN
cana-2318	141	42	(	(	PUNCT
cana-2318	141	43	2019	2019	NUM
cana-2318	141	44	)	)	PUNCT
cana-2318	141	45	3,166	3,166	NUM
cana-2318	141	46	students	student	NOUN
cana-2318	141	47	dataset	dataset	VERB
cana-2318	141	48	of	of	ADP
cana-2318	141	49	oula	oula	NOUN
cana-2318	141	50	dropout	dropout	NOUN
cana-2318	141	51	risk	risk	NOUN
cana-2318	141	52	and	and	CCONJ
cana-2318	141	53	exam	exam	NOUN
cana-2318	141	54	performance	performance	NOUN
cana-2318	141	55	prediction	prediction	NOUN
cana-2318	141	56	knn	knn	PROPN
cana-2318	141	57	,	,	PUNCT
cana-2318	141	58	svm	svm	PROPN
cana-2318	141	59	,	,	PUNCT
cana-2318	141	60	ann	ann	PROPN
cana-2318	141	61	,	,	PUNCT
cana-2318	141	62	nb	nb	PROPN
cana-2318	141	63	,	,	PUNCT
cana-2318	141	64	logistic	logistic	ADJ
cana-2318	141	65	regression	regression	NOUN
cana-2318	141	66	,	,	PUNCT
cana-2318	141	67	dt	dt	X
cana-2318	141	68	,	,	PUNCT
cana-2318	141	69	br	br	PROPN
cana-2318	141	70	,	,	PUNCT
cana-2318	141	71	linear	linear	ADJ
cana-2318	141	72	regression	regression	NOUN
cana-2318	141	73	ann	ann	PROPN
cana-2318	141	74	precision=0.9662	precision=0.9662	PUNCT
cana-2318	141	75	ann	ann	PROPN
cana-2318	141	76	rmse=12.1256	rmse=12.1256	PROPN
cana-2318	141	77	mengash	mengash	NOUN
cana-2318	141	78	(	(	PUNCT
cana-2318	141	79	2020	2020	NUM
cana-2318	141	80	)	)	PUNCT
cana-2318	141	81	2,039	2,039	NUM
cana-2318	141	82	university	university	NOUN
cana-2318	141	83	(	(	PUNCT
cana-2318	141	84	ccis	ccis	PROPN
cana-2318	141	85	at	at	ADP
cana-2318	141	86	pnu	pnu	PROPN
cana-2318	141	87	)	)	PUNCT
cana-2318	141	88	students	student	NOUN
cana-2318	141	89	data	data	VERB
cana-2318	141	90	academic	academic	ADJ
cana-2318	141	91	performance	performance	NOUN
cana-2318	141	92	prediction	prediction	NOUN
cana-2318	141	93	in	in	ADP
cana-2318	141	94	admission	admission	NOUN
cana-2318	141	95	system	system	NOUN
cana-2318	141	96	dt	dt	PROPN
cana-2318	141	97	,	,	PUNCT
cana-2318	141	98	svm	svm	PROPN
cana-2318	141	99	,	,	PUNCT
cana-2318	141	100	nb	nb	PROPN
cana-2318	141	101	,	,	PUNCT
cana-2318	141	102	ann	ann	PROPN
cana-2318	141	103	ann	ann	PROPN
cana-2318	141	104	accuracy=79.22	accuracy=79.22	PROPN
cana-2318	141	105	%	%	PROPN
cana-2318	141	106	,	,	PUNCT
cana-2318	141	107	precision=81.44	precision=81.44	PROPN
cana-2318	141	108	%	%	NOUN
cana-2318	141	109	dt	dt	X
cana-2318	141	110	recall=80.24	recall=80.24	NUM
cana-2318	141	111	%	%	NOUN
cana-2318	141	112	,	,	PUNCT
cana-2318	141	113	f1=80.63	f1=80.63	NUM
cana-2318	141	114	%	%	NOUN
cana-2318	141	115	yağcı	yağcı	NOUN
cana-2318	141	116	(	(	PUNCT
cana-2318	141	117	2022	2022	NUM
cana-2318	141	118	)	)	PUNCT
cana-2318	141	119	1,854	1,854	NUM
cana-2318	141	120	university	university	NOUN
cana-2318	141	121	students	student	NOUN
cana-2318	141	122	data	data	VERB
cana-2318	141	123	final	final	ADJ
cana-2318	141	124	exam	exam	NOUN
cana-2318	141	125	grade	grade	NOUN
cana-2318	141	126	prediction	prediction	NOUN
cana-2318	141	127	rf	rf	NOUN
cana-2318	141	128	,	,	PUNCT
cana-2318	141	129	nn	nn	NOUN
cana-2318	141	130	,	,	PUNCT
cana-2318	141	131	svm	svm	ADJ
cana-2318	141	132	,	,	PUNCT
cana-2318	141	133	logistic	logistic	ADJ
cana-2318	141	134	regression	regression	NOUN
cana-2318	141	135	,	,	PUNCT
cana-2318	141	136	nb	nb	PROPN
cana-2318	141	137	,	,	PUNCT
cana-2318	141	138	knn	knn	PROPN
cana-2318	142	1	rf	rf	VERB
cana-2318	142	2	classification	classification	NOUN
cana-2318	142	3	accuracy=74.6	accuracy=74.6	NOUN
cana-2318	142	4	%	%	PROPN
cana-2318	142	5	table1	table1	PROPN
cana-2318	142	6	.	.	PUNCT
cana-2318	143	1	comparative	comparative	ADJ
cana-2318	143	2	analysis	analysis	NOUN
cana-2318	143	3	of	of	ADP
cana-2318	143	4	studies	study	NOUN
cana-2318	143	5	on	on	ADP
cana-2318	143	6	predictive	predictive	ADJ
cana-2318	143	7	analysis	analysis	NOUN
cana-2318	143	8	in	in	ADP
cana-2318	143	9	higher	high	ADJ
cana-2318	143	10	education	education	NOUN
cana-2318	143	11	sector	sector	NOUN
cana-2318	143	12	3	3	NUM
cana-2318	143	13	problem	problem	NOUN
cana-2318	143	14	statement	statement	NOUN
cana-2318	143	15	in	in	ADP
cana-2318	143	16	india	india	PROPN
cana-2318	143	17	naac	naac	PROPN
cana-2318	143	18	accreditation	accreditation	NOUN
cana-2318	143	19	is	be	AUX
cana-2318	143	20	considered	consider	VERB
cana-2318	143	21	as	as	ADP
cana-2318	143	22	a	a	DET
cana-2318	143	23	benchmark	benchmark	NOUN
cana-2318	143	24	for	for	ADP
cana-2318	143	25	assessing	assess	VERB
cana-2318	143	26	heis	heis	PROPN
cana-2318	143	27	educational	educational	ADJ
cana-2318	143	28	excellence	excellence	PROPN
cana-2318	143	29	.	.	PUNCT
cana-2318	144	1	it	it	PRON
cana-2318	144	2	has	have	AUX
cana-2318	144	3	been	be	AUX
cana-2318	144	4	made	make	VERB
cana-2318	144	5	mandatory	mandatory	ADJ
cana-2318	144	6	for	for	ADP
cana-2318	144	7	heis	heis	NOUN
cana-2318	144	8	to	to	PART
cana-2318	144	9	get	get	VERB
cana-2318	144	10	it	it	PRON
cana-2318	144	11	done	do	VERB
cana-2318	144	12	since	since	SCONJ
cana-2318	144	13	2022	2022	NUM
cana-2318	144	14	for	for	ADP
cana-2318	144	15	various	various	ADJ
cana-2318	144	16	financial	financial	ADJ
cana-2318	144	17	approvals	approval	NOUN
cana-2318	144	18	.	.	PUNCT
cana-2318	145	1	of	of	ADP
cana-2318	145	2	the	the	DET
cana-2318	145	3	seven	seven	NUM
cana-2318	145	4	criteria	criterion	NOUN
cana-2318	145	5	involved	involve	VERB
cana-2318	145	6	in	in	ADP
cana-2318	145	7	naac	naac	ADJ
cana-2318	145	8	assessment	assessment	NOUN
cana-2318	145	9	,	,	PUNCT
cana-2318	145	10	two	two	NUM
cana-2318	145	11	criteria	criterion	NOUN
cana-2318	145	12	are	be	AUX
cana-2318	145	13	related	relate	VERB
cana-2318	145	14	to	to	ADP
cana-2318	145	15	student	student	NOUN
cana-2318	145	16	services	service	NOUN
cana-2318	145	17	.	.	PUNCT
cana-2318	146	1	these	these	DET
cana-2318	146	2	two	two	NUM
cana-2318	146	3	criteria	criterion	NOUN
cana-2318	146	4	contribute	contribute	VERB
cana-2318	146	5	48	48	NUM
cana-2318	146	6	to	to	PART
cana-2318	146	7	50	50	NUM
cana-2318	146	8	%	%	NOUN
cana-2318	146	9	of	of	ADP
cana-2318	146	10	the	the	DET
cana-2318	146	11	total	total	ADJ
cana-2318	146	12	score	score	NOUN
cana-2318	146	13	.	.	PUNCT
cana-2318	147	1	machine	machine	NOUN
cana-2318	147	2	learning	learning	NOUN
cana-2318	147	3	has	have	AUX
cana-2318	147	4	been	be	AUX
cana-2318	147	5	used	use	VERB
cana-2318	147	6	communications	communication	NOUN
cana-2318	147	7	on	on	ADP
cana-2318	147	8	applied	apply	VERB
cana-2318	147	9	nonlinear	nonlinear	ADJ
cana-2318	147	10	analysis	analysis	NOUN
cana-2318	147	11	issn	issn	NOUN
cana-2318	147	12	:	:	PUNCT
cana-2318	147	13	1074	1074	NUM
cana-2318	147	14	-	-	PUNCT
cana-2318	147	15	133x	133x	NUM
cana-2318	147	16	vol	vol	NOUN
cana-2318	147	17	32	32	NUM
cana-2318	147	18	no	no	NOUN
cana-2318	147	19	.	.	PUNCT
cana-2318	148	1	1s	1s	NUM
cana-2318	148	2	(	(	PUNCT
cana-2318	148	3	2025	2025	NUM
cana-2318	148	4	)	)	PUNCT
cana-2318	148	5	545	545	NUM
cana-2318	148	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2318	148	7	in	in	ADP
cana-2318	148	8	education	education	NOUN
cana-2318	148	9	sector	sector	NOUN
cana-2318	148	10	for	for	ADP
cana-2318	148	11	a	a	DET
cana-2318	148	12	long	long	ADJ
cana-2318	148	13	while	while	NOUN
cana-2318	148	14	,	,	PUNCT
cana-2318	148	15	but	but	CCONJ
cana-2318	148	16	never	never	ADV
cana-2318	148	17	for	for	ADP
cana-2318	148	18	predicting	predict	VERB
cana-2318	148	19	the	the	DET
cana-2318	148	20	assessment	assessment	NOUN
cana-2318	148	21	of	of	ADP
cana-2318	148	22	any	any	DET
cana-2318	148	23	institution	institution	NOUN
cana-2318	148	24	.	.	PUNCT
cana-2318	149	1	this	this	DET
cana-2318	149	2	paper	paper	NOUN
cana-2318	149	3	tries	try	VERB
cana-2318	149	4	to	to	PART
cana-2318	149	5	figure	figure	VERB
cana-2318	149	6	out	out	ADP
cana-2318	149	7	the	the	DET
cana-2318	149	8	use	use	NOUN
cana-2318	149	9	of	of	ADP
cana-2318	149	10	various	various	ADJ
cana-2318	149	11	predictive	predictive	ADJ
cana-2318	149	12	analytical	analytical	ADJ
cana-2318	149	13	algorithms	algorithm	NOUN
cana-2318	149	14	on	on	ADP
cana-2318	149	15	institutional	institutional	ADJ
cana-2318	149	16	assessment	assessment	NOUN
cana-2318	149	17	and	and	CCONJ
cana-2318	149	18	the	the	DET
cana-2318	149	19	effect	effect	NOUN
cana-2318	149	20	of	of	ADP
cana-2318	149	21	student	student	NOUN
cana-2318	149	22	services	service	NOUN
cana-2318	149	23	on	on	ADP
cana-2318	149	24	its	its	PRON
cana-2318	149	25	overall	overall	ADJ
cana-2318	149	26	grading	grading	NOUN
cana-2318	149	27	.	.	PUNCT
cana-2318	150	1	thus	thus	ADV
cana-2318	150	2	they	they	PRON
cana-2318	150	3	would	would	AUX
cana-2318	150	4	be	be	AUX
cana-2318	150	5	able	able	ADJ
cana-2318	150	6	to	to	PART
cana-2318	150	7	identify	identify	VERB
cana-2318	150	8	their	their	PRON
cana-2318	150	9	strengths	strength	NOUN
cana-2318	150	10	and	and	CCONJ
cana-2318	150	11	weaknesses	weakness	NOUN
cana-2318	150	12	and	and	CCONJ
cana-2318	150	13	eventually	eventually	ADV
cana-2318	150	14	work	work	VERB
cana-2318	150	15	towards	towards	ADP
cana-2318	150	16	further	far	ADV
cana-2318	150	17	improving	improve	VERB
cana-2318	150	18	upon	upon	SCONJ
cana-2318	150	19	their	their	PRON
cana-2318	150	20	grade	grade	NOUN
cana-2318	150	21	.	.	PUNCT
cana-2318	151	1	4	4	NUM
cana-2318	151	2	methodology	methodology	NOUN
cana-2318	151	3	the	the	DET
cana-2318	151	4	aim	aim	NOUN
cana-2318	151	5	of	of	ADP
cana-2318	151	6	this	this	DET
cana-2318	151	7	study	study	NOUN
cana-2318	151	8	is	be	AUX
cana-2318	151	9	to	to	PART
cana-2318	151	10	find	find	VERB
cana-2318	151	11	the	the	DET
cana-2318	151	12	use	use	NOUN
cana-2318	151	13	and	and	CCONJ
cana-2318	151	14	compare	compare	VERB
cana-2318	151	15	the	the	DET
cana-2318	151	16	various	various	ADJ
cana-2318	151	17	predictive	predictive	ADJ
cana-2318	151	18	analytical	analytical	ADJ
cana-2318	151	19	models	model	NOUN
cana-2318	151	20	to	to	PART
cana-2318	151	21	analyze	analyze	VERB
cana-2318	151	22	the	the	DET
cana-2318	151	23	higher	high	ADJ
cana-2318	151	24	educational	educational	ADJ
cana-2318	151	25	institutions	institution	NOUN
cana-2318	151	26	for	for	ADP
cana-2318	151	27	assessing	assess	VERB
cana-2318	151	28	the	the	DET
cana-2318	151	29	naac	naac	NOUN
cana-2318	151	30	(	(	PUNCT
cana-2318	151	31	national	national	ADJ
cana-2318	151	32	assessment	assessment	NOUN
cana-2318	151	33	and	and	CCONJ
cana-2318	151	34	accreditation	accreditation	NOUN
cana-2318	151	35	council	council	NOUN
cana-2318	151	36	)	)	PUNCT
cana-2318	151	37	grade	grade	NOUN
cana-2318	151	38	.	.	PUNCT
cana-2318	152	1	for	for	ADP
cana-2318	152	2	this	this	DET
cana-2318	152	3	purpose	purpose	NOUN
cana-2318	152	4	data	datum	NOUN
cana-2318	152	5	from	from	ADP
cana-2318	152	6	ssrs	ssrs	PROPN
cana-2318	152	7	(	(	PUNCT
cana-2318	152	8	self	self	NOUN
cana-2318	152	9	study	study	NOUN
cana-2318	152	10	reports	report	NOUN
cana-2318	152	11	)	)	PUNCT
cana-2318	152	12	of	of	ADP
cana-2318	152	13	175	175	NUM
cana-2318	152	14	different	different	ADJ
cana-2318	152	15	naac	naac	ADJ
cana-2318	152	16	accredited	accredit	VERB
cana-2318	152	17	colleges	college	NOUN
cana-2318	152	18	of	of	ADP
cana-2318	152	19	india	india	PROPN
cana-2318	152	20	between	between	ADP
cana-2318	152	21	the	the	DET
cana-2318	152	22	years	year	NOUN
cana-2318	152	23	2018	2018	NUM
cana-2318	152	24	to	to	ADP
cana-2318	152	25	2023	2023	NUM
cana-2318	152	26	were	be	AUX
cana-2318	152	27	used	use	VERB
cana-2318	152	28	.	.	PUNCT
cana-2318	153	1	there	there	PRON
cana-2318	153	2	are	be	VERB
cana-2318	153	3	seven	seven	NUM
cana-2318	153	4	different	different	ADJ
cana-2318	153	5	accreditation	accreditation	NOUN
cana-2318	153	6	grades	grade	NOUN
cana-2318	153	7	provided	provide	VERB
cana-2318	153	8	by	by	ADP
cana-2318	153	9	naac	naac	NOUN
cana-2318	153	10	to	to	ADP
cana-2318	153	11	various	various	ADJ
cana-2318	153	12	heis	heis	NOUN
cana-2318	153	13	.	.	PUNCT
cana-2318	154	1	the	the	DET
cana-2318	154	2	sample	sample	NOUN
cana-2318	154	3	size	size	NOUN
cana-2318	154	4	included	include	VERB
cana-2318	154	5	25	25	NUM
cana-2318	154	6	university	university	NOUN
cana-2318	154	7	affiliated	affiliate	VERB
cana-2318	154	8	colleges	college	NOUN
cana-2318	154	9	each	each	PRON
cana-2318	154	10	having	have	VERB
cana-2318	154	11	grades	grade	NOUN
cana-2318	154	12	a++	a++	NOUN
cana-2318	154	13	,	,	PUNCT
cana-2318	154	14	a+	a+	ADP
cana-2318	154	15	,	,	PUNCT
cana-2318	154	16	a	a	DET
cana-2318	154	17	,	,	PUNCT
cana-2318	154	18	b++	b++	NOUN
cana-2318	154	19	,	,	PUNCT
cana-2318	154	20	b+	b+	X
cana-2318	154	21	,	,	PUNCT
cana-2318	154	22	b	b	NOUN
cana-2318	154	23	and	and	CCONJ
cana-2318	154	24	c.	c.	NOUN
cana-2318	154	25	the	the	DET
cana-2318	154	26	ssr	ssr	ADJ
cana-2318	154	27	comprises	comprise	NOUN
cana-2318	154	28	of	of	ADP
cana-2318	154	29	the	the	DET
cana-2318	154	30	executive	executive	ADJ
cana-2318	154	31	summary	summary	NOUN
cana-2318	154	32	of	of	ADP
cana-2318	154	33	the	the	DET
cana-2318	154	34	college	college	NOUN
cana-2318	154	35	,	,	PUNCT
cana-2318	154	36	which	which	PRON
cana-2318	154	37	includes	include	VERB
cana-2318	154	38	the	the	DET
cana-2318	154	39	introduction	introduction	NOUN
cana-2318	154	40	of	of	ADP
cana-2318	154	41	college	college	NOUN
cana-2318	154	42	,	,	PUNCT
cana-2318	154	43	its	its	PRON
cana-2318	154	44	vision	vision	NOUN
cana-2318	154	45	and	and	CCONJ
cana-2318	154	46	mission	mission	NOUN
cana-2318	154	47	,	,	PUNCT
cana-2318	154	48	its	its	PRON
cana-2318	154	49	swoc	swoc	ADJ
cana-2318	154	50	(	(	PUNCT
cana-2318	154	51	strength	strength	NOUN
cana-2318	154	52	,	,	PUNCT
cana-2318	154	53	weakness	weakness	NOUN
cana-2318	154	54	,	,	PUNCT
cana-2318	154	55	opportunity	opportunity	NOUN
cana-2318	154	56	and	and	CCONJ
cana-2318	154	57	challenge	challenge	ADJ
cana-2318	154	58	)	)	PUNCT
cana-2318	154	59	record	record	NOUN
cana-2318	154	60	,	,	PUNCT
cana-2318	154	61	criteria	criterion	NOUN
cana-2318	154	62	wise	wise	ADJ
cana-2318	154	63	summary	summary	NOUN
cana-2318	154	64	,	,	PUNCT
cana-2318	154	65	extensive	extensive	ADJ
cana-2318	154	66	basic	basic	ADJ
cana-2318	154	67	profile	profile	NOUN
cana-2318	154	68	of	of	ADP
cana-2318	154	69	the	the	DET
cana-2318	154	70	college	college	NOUN
cana-2318	154	71	along	along	ADP
cana-2318	154	72	with	with	ADP
cana-2318	154	73	extended	extended	ADJ
cana-2318	154	74	profile	profile	NOUN
cana-2318	154	75	and	and	CCONJ
cana-2318	154	76	the	the	DET
cana-2318	154	77	quality	quality	NOUN
cana-2318	154	78	indicator	indicator	NOUN
cana-2318	154	79	framework	framework	NOUN
cana-2318	154	80	(	(	PUNCT
cana-2318	154	81	qif	qif	PROPN
cana-2318	154	82	)	)	PUNCT
cana-2318	154	83	.	.	PUNCT
cana-2318	155	1	this	this	DET
cana-2318	155	2	qif	qif	PROPN
cana-2318	155	3	contains	contain	VERB
cana-2318	155	4	extensive	extensive	ADJ
cana-2318	155	5	data	datum	NOUN
cana-2318	155	6	of	of	ADP
cana-2318	155	7	five	five	NUM
cana-2318	155	8	years	year	NOUN
cana-2318	155	9	about	about	ADP
cana-2318	155	10	the	the	DET
cana-2318	155	11	institution	institution	NOUN
cana-2318	155	12	which	which	PRON
cana-2318	155	13	is	be	AUX
cana-2318	155	14	grouped	group	VERB
cana-2318	155	15	under	under	ADP
cana-2318	155	16	seven	seven	NUM
cana-2318	155	17	different	different	ADJ
cana-2318	155	18	criteria	criterion	NOUN
cana-2318	155	19	,	,	PUNCT
cana-2318	155	20	namely	namely	ADV
cana-2318	155	21	curricular	curricular	ADJ
cana-2318	155	22	aspects	aspect	NOUN
cana-2318	155	23	,	,	PUNCT
cana-2318	155	24	teaching	teaching	NOUN
cana-2318	155	25	-	-	PUNCT
cana-2318	155	26	learning	learning	NOUN
cana-2318	155	27	&	&	CCONJ
cana-2318	155	28	evaluation	evaluation	NOUN
cana-2318	155	29	,	,	PUNCT
cana-2318	155	30	research	research	NOUN
cana-2318	155	31	,	,	PUNCT
cana-2318	155	32	innovations	innovation	NOUN
cana-2318	155	33	&	&	CCONJ
cana-2318	155	34	extension	extension	NOUN
cana-2318	155	35	,	,	PUNCT
cana-2318	155	36	infrastructure	infrastructure	NOUN
cana-2318	155	37	&	&	CCONJ
cana-2318	155	38	learning	learning	PROPN
cana-2318	155	39	resources	resource	NOUN
cana-2318	155	40	,	,	PUNCT
cana-2318	155	41	student	student	NOUN
cana-2318	155	42	support	support	NOUN
cana-2318	155	43	&	&	CCONJ
cana-2318	155	44	progression	progression	NOUN
cana-2318	155	45	,	,	PUNCT
cana-2318	155	46	governance	governance	NOUN
cana-2318	155	47	,	,	PUNCT
cana-2318	155	48	leadership	leadership	NOUN
cana-2318	155	49	&	&	CCONJ
cana-2318	155	50	management	management	NOUN
cana-2318	155	51	and	and	CCONJ
cana-2318	155	52	institutional	institutional	ADJ
cana-2318	155	53	values	value	NOUN
cana-2318	155	54	and	and	CCONJ
cana-2318	155	55	best	good	ADJ
cana-2318	155	56	practices	practice	NOUN
cana-2318	155	57	.	.	PUNCT
cana-2318	156	1	each	each	PRON
cana-2318	156	2	of	of	ADP
cana-2318	156	3	these	these	DET
cana-2318	156	4	criteria	criterion	NOUN
cana-2318	156	5	further	further	ADJ
cana-2318	156	6	comprise	comprise	VERB
cana-2318	156	7	of	of	ADP
cana-2318	156	8	multiple	multiple	ADJ
cana-2318	156	9	sub	sub	NOUN
cana-2318	156	10	headings	heading	NOUN
cana-2318	156	11	called	call	VERB
cana-2318	156	12	key	key	ADJ
cana-2318	156	13	indicators	indicator	NOUN
cana-2318	156	14	where	where	SCONJ
cana-2318	156	15	data	datum	NOUN
cana-2318	156	16	under	under	ADP
cana-2318	156	17	those	those	DET
cana-2318	156	18	heads	head	NOUN
cana-2318	156	19	is	be	AUX
cana-2318	156	20	submitted	submit	VERB
cana-2318	156	21	by	by	ADP
cana-2318	156	22	each	each	DET
cana-2318	156	23	college	college	NOUN
cana-2318	156	24	.	.	PUNCT
cana-2318	157	1	it	it	PRON
cana-2318	157	2	has	have	AUX
cana-2318	157	3	been	be	AUX
cana-2318	157	4	mandated	mandate	VERB
cana-2318	157	5	by	by	ADP
cana-2318	157	6	naac	naac	NOUN
cana-2318	157	7	to	to	PART
cana-2318	157	8	upload	upload	VERB
cana-2318	157	9	the	the	DET
cana-2318	157	10	ssr	ssr	NOUN
cana-2318	157	11	of	of	ADP
cana-2318	157	12	college	college	NOUN
cana-2318	157	13	or	or	CCONJ
cana-2318	157	14	university	university	NOUN
cana-2318	157	15	on	on	ADP
cana-2318	157	16	their	their	PRON
cana-2318	157	17	respective	respective	ADJ
cana-2318	157	18	websites	website	NOUN
cana-2318	157	19	during	during	ADP
cana-2318	157	20	the	the	DET
cana-2318	157	21	accreditation	accreditation	NOUN
cana-2318	157	22	process	process	NOUN
cana-2318	157	23	.	.	PUNCT
cana-2318	158	1	since	since	SCONJ
cana-2318	158	2	the	the	DET
cana-2318	158	3	scope	scope	NOUN
cana-2318	158	4	of	of	ADP
cana-2318	158	5	this	this	DET
cana-2318	158	6	research	research	NOUN
cana-2318	158	7	is	be	AUX
cana-2318	158	8	confined	confine	VERB
cana-2318	158	9	to	to	ADP
cana-2318	158	10	student	student	NOUN
cana-2318	158	11	services	service	NOUN
cana-2318	158	12	provided	provide	VERB
cana-2318	158	13	to	to	ADP
cana-2318	158	14	university	university	NOUN
cana-2318	158	15	affiliated	affiliate	VERB
cana-2318	158	16	college	college	NOUN
cana-2318	158	17	students	student	NOUN
cana-2318	158	18	,	,	PUNCT
cana-2318	158	19	only	only	ADV
cana-2318	158	20	criteria	criterion	NOUN
cana-2318	158	21	2	2	NUM
cana-2318	158	22	and	and	CCONJ
cana-2318	158	23	5	5	NUM
cana-2318	158	24	were	be	AUX
cana-2318	158	25	used	use	VERB
cana-2318	158	26	for	for	ADP
cana-2318	158	27	data	data	NOUN
cana-2318	158	28	collection	collection	NOUN
cana-2318	158	29	and	and	CCONJ
cana-2318	158	30	observation	observation	NOUN
cana-2318	158	31	.	.	PUNCT
cana-2318	159	1	criteria	criterion	NOUN
cana-2318	159	2	2	2	NUM
cana-2318	159	3	(	(	PUNCT
cana-2318	159	4	teaching	teaching	NOUN
cana-2318	159	5	-	-	PUNCT
cana-2318	159	6	learning	learning	NOUN
cana-2318	159	7	and	and	CCONJ
cana-2318	159	8	evaluation	evaluation	NOUN
cana-2318	159	9	)	)	PUNCT
cana-2318	159	10	contains	contain	VERB
cana-2318	159	11	data	datum	NOUN
cana-2318	159	12	pertaining	pertain	VERB
cana-2318	159	13	to	to	ADP
cana-2318	159	14	student	student	NOUN
cana-2318	159	15	enrolment	enrolment	NOUN
cana-2318	159	16	,	,	PUNCT
cana-2318	159	17	students	student	NOUN
cana-2318	159	18	admitted	admit	VERB
cana-2318	159	19	during	during	ADP
cana-2318	159	20	the	the	DET
cana-2318	159	21	last	last	ADJ
cana-2318	159	22	5	5	NUM
cana-2318	159	23	years	year	NOUN
cana-2318	159	24	,	,	PUNCT
cana-2318	159	25	number	number	NOUN
cana-2318	159	26	of	of	ADP
cana-2318	159	27	seats	seat	NOUN
cana-2318	159	28	sanctioned	sanction	VERB
cana-2318	159	29	for	for	ADP
cana-2318	159	30	open	open	ADJ
cana-2318	159	31	and	and	CCONJ
cana-2318	159	32	reserved	reserved	ADJ
cana-2318	159	33	categories	category	NOUN
cana-2318	159	34	during	during	ADP
cana-2318	159	35	those	those	DET
cana-2318	159	36	5	5	NUM
cana-2318	159	37	years	year	NOUN
cana-2318	159	38	and	and	CCONJ
cana-2318	159	39	percentage	percentage	NOUN
cana-2318	159	40	and	and	CCONJ
cana-2318	159	41	number	number	NOUN
cana-2318	159	42	of	of	ADP
cana-2318	159	43	seats	seat	NOUN
cana-2318	159	44	filled	fill	VERB
cana-2318	159	45	in	in	ADP
cana-2318	159	46	various	various	ADJ
cana-2318	159	47	reserved	reserved	ADJ
cana-2318	159	48	categories	category	NOUN
cana-2318	159	49	.	.	PUNCT
cana-2318	160	1	the	the	DET
cana-2318	160	2	teaching	teaching	NOUN
cana-2318	160	3	learning	learn	VERB
cana-2318	160	4	process	process	NOUN
cana-2318	160	5	contains	contain	VERB
cana-2318	160	6	student	student	NOUN
cana-2318	160	7	to	to	ADP
cana-2318	160	8	full	full	ADJ
cana-2318	160	9	time	time	NOUN
cana-2318	160	10	faculty	faculty	NOUN
cana-2318	160	11	ratio	ratio	NOUN
cana-2318	160	12	,	,	PUNCT
cana-2318	160	13	student	student	NOUN
cana-2318	160	14	centric	centric	NOUN
cana-2318	160	15	activities	activity	NOUN
cana-2318	160	16	performed	perform	VERB
cana-2318	160	17	,	,	PUNCT
cana-2318	160	18	percentage	percentage	NOUN
cana-2318	160	19	of	of	ADP
cana-2318	160	20	full	full	ADJ
cana-2318	160	21	time	time	NOUN
cana-2318	160	22	teachers	teacher	NOUN
cana-2318	160	23	employed	employ	VERB
cana-2318	160	24	against	against	ADP
cana-2318	160	25	the	the	DET
cana-2318	160	26	sanctioned	sanction	VERB
cana-2318	160	27	posts	post	NOUN
cana-2318	160	28	and	and	CCONJ
cana-2318	160	29	their	their	PRON
cana-2318	160	30	number	number	NOUN
cana-2318	160	31	,	,	PUNCT
cana-2318	160	32	percentage	percentage	NOUN
cana-2318	160	33	and	and	CCONJ
cana-2318	160	34	number	number	NOUN
cana-2318	160	35	of	of	ADP
cana-2318	160	36	teachers	teacher	NOUN
cana-2318	160	37	with	with	ADP
cana-2318	160	38	additional	additional	ADJ
cana-2318	160	39	higher	high	ADJ
cana-2318	160	40	degrees	degree	NOUN
cana-2318	160	41	apart	apart	ADV
cana-2318	160	42	from	from	ADP
cana-2318	160	43	basic	basic	ADJ
cana-2318	160	44	qualification	qualification	NOUN
cana-2318	160	45	.	.	PUNCT
cana-2318	161	1	the	the	DET
cana-2318	161	2	evaluation	evaluation	NOUN
cana-2318	161	3	process	process	NOUN
cana-2318	161	4	includes	include	VERB
cana-2318	161	5	assessment	assessment	NOUN
cana-2318	161	6	mechanism	mechanism	NOUN
cana-2318	161	7	and	and	CCONJ
cana-2318	161	8	grievance	grievance	NOUN
cana-2318	161	9	redressal	redressal	NOUN
cana-2318	161	10	mechanisms	mechanism	NOUN
cana-2318	161	11	used	use	VERB
cana-2318	161	12	,	,	PUNCT
cana-2318	161	13	course	course	NOUN
cana-2318	161	14	and	and	CCONJ
cana-2318	161	15	programme	programme	VERB
cana-2318	161	16	outcomes	outcome	NOUN
cana-2318	161	17	of	of	ADP
cana-2318	161	18	all	all	DET
cana-2318	161	19	courses	course	NOUN
cana-2318	161	20	.	.	PUNCT
cana-2318	162	1	pass	pass	VERB
cana-2318	162	2	percentage	percentage	NOUN
cana-2318	162	3	,	,	PUNCT
cana-2318	162	4	number	number	NOUN
cana-2318	162	5	of	of	ADP
cana-2318	162	6	final	final	ADJ
cana-2318	162	7	year	year	NOUN
cana-2318	162	8	students	student	NOUN
cana-2318	162	9	appearing	appear	VERB
cana-2318	162	10	and	and	CCONJ
cana-2318	162	11	passed	pass	VERB
cana-2318	162	12	and	and	CCONJ
cana-2318	162	13	the	the	DET
cana-2318	162	14	online	online	ADJ
cana-2318	162	15	student	student	NOUN
cana-2318	162	16	satisfaction	satisfaction	NOUN
cana-2318	162	17	survey	survey	NOUN
cana-2318	162	18	report	report	NOUN
cana-2318	162	19	about	about	ADP
cana-2318	162	20	the	the	DET
cana-2318	162	21	entire	entire	ADJ
cana-2318	162	22	teaching	teaching	NOUN
cana-2318	162	23	learning	learning	NOUN
cana-2318	162	24	process	process	NOUN
cana-2318	162	25	.	.	PUNCT
cana-2318	163	1	criteria	criterion	NOUN
cana-2318	163	2	5	5	NUM
cana-2318	163	3	(	(	PUNCT
cana-2318	163	4	student	student	NOUN
cana-2318	163	5	support	support	NOUN
cana-2318	163	6	and	and	CCONJ
cana-2318	163	7	progression	progression	NOUN
cana-2318	163	8	)	)	PUNCT
cana-2318	163	9	contains	contain	VERB
cana-2318	163	10	data	datum	NOUN
cana-2318	163	11	about	about	ADP
cana-2318	163	12	students	student	NOUN
cana-2318	163	13	receiving	receive	VERB
cana-2318	163	14	scholarships	scholarship	NOUN
cana-2318	163	15	from	from	ADP
cana-2318	163	16	various	various	ADJ
cana-2318	163	17	government	government	NOUN
cana-2318	163	18	and	and	CCONJ
cana-2318	163	19	non	non	ADJ
cana-2318	163	20	-	-	ADJ
cana-2318	163	21	government	government	ADJ
cana-2318	163	22	sources	source	NOUN
cana-2318	163	23	,	,	PUNCT
cana-2318	163	24	skill	skill	NOUN
cana-2318	163	25	enhancement	enhancement	NOUN
cana-2318	163	26	initiatives	initiative	NOUN
cana-2318	163	27	of	of	ADP
cana-2318	163	28	organization	organization	NOUN
cana-2318	163	29	,	,	PUNCT
cana-2318	163	30	students	student	NOUN
cana-2318	163	31	benefitted	benefit	VERB
cana-2318	163	32	from	from	ADP
cana-2318	163	33	career	career	NOUN
cana-2318	163	34	counseling	counseling	NOUN
cana-2318	163	35	and	and	CCONJ
cana-2318	163	36	guidance	guidance	NOUN
cana-2318	163	37	about	about	ADP
cana-2318	163	38	competitive	competitive	ADJ
cana-2318	163	39	exams	exam	NOUN
cana-2318	163	40	.	.	PUNCT
cana-2318	164	1	student	student	NOUN
cana-2318	164	2	progression	progression	NOUN
cana-2318	164	3	includes	include	VERB
cana-2318	164	4	data	datum	NOUN
cana-2318	164	5	about	about	ADP
cana-2318	164	6	placement	placement	NOUN
cana-2318	164	7	of	of	ADP
cana-2318	164	8	students	student	NOUN
cana-2318	164	9	and	and	CCONJ
cana-2318	164	10	those	those	PRON
cana-2318	164	11	going	go	VERB
cana-2318	164	12	for	for	ADP
cana-2318	164	13	higher	high	ADJ
cana-2318	164	14	education	education	NOUN
cana-2318	164	15	and	and	CCONJ
cana-2318	164	16	data	datum	NOUN
cana-2318	164	17	about	about	ADP
cana-2318	164	18	students	student	NOUN
cana-2318	164	19	appeared	appear	VERB
cana-2318	164	20	and	and	CCONJ
cana-2318	164	21	qualified	qualified	ADJ
cana-2318	164	22	competitive	competitive	ADJ
cana-2318	164	23	exams	exam	NOUN
cana-2318	164	24	.	.	PUNCT
cana-2318	165	1	communications	communication	NOUN
cana-2318	165	2	on	on	ADP
cana-2318	165	3	applied	apply	VERB
cana-2318	165	4	nonlinear	nonlinear	ADJ
cana-2318	165	5	analysis	analysis	NOUN
cana-2318	165	6	issn	issn	NOUN
cana-2318	165	7	:	:	PUNCT
cana-2318	165	8	1074	1074	NUM
cana-2318	165	9	-	-	PUNCT
cana-2318	165	10	133x	133x	NUM
cana-2318	165	11	vol	vol	NOUN
cana-2318	165	12	32	32	NUM
cana-2318	165	13	no	no	NOUN
cana-2318	165	14	.	.	PUNCT
cana-2318	166	1	1s	1s	NUM
cana-2318	166	2	(	(	PUNCT
cana-2318	166	3	2025	2025	NUM
cana-2318	166	4	)	)	PUNCT
cana-2318	166	5	546	546	NUM
cana-2318	166	6	https://internationalpubls.com	https://internationalpubls.com	NOUN
cana-2318	166	7	student	student	NOUN
cana-2318	166	8	participation	participation	NOUN
cana-2318	166	9	/	/	SYM
cana-2318	166	10	activities	activity	NOUN
cana-2318	166	11	comprises	comprise	NOUN
cana-2318	166	12	of	of	ADP
cana-2318	166	13	data	datum	NOUN
cana-2318	166	14	about	about	ADP
cana-2318	166	15	number	number	NOUN
cana-2318	166	16	of	of	ADP
cana-2318	166	17	awards	award	NOUN
cana-2318	166	18	achieved	achieve	VERB
cana-2318	166	19	and	and	CCONJ
cana-2318	166	20	number	number	NOUN
cana-2318	166	21	of	of	ADP
cana-2318	166	22	sports	sport	NOUN
cana-2318	166	23	and	and	CCONJ
cana-2318	166	24	cultural	cultural	ADJ
cana-2318	166	25	events	event	NOUN
cana-2318	166	26	organized	organize	VERB
cana-2318	166	27	.	.	PUNCT
cana-2318	167	1	the	the	DET
cana-2318	167	2	alumni	alumnus	NOUN
cana-2318	167	3	engagement	engagement	NOUN
cana-2318	167	4	part	part	NOUN
cana-2318	167	5	includes	include	VERB
cana-2318	167	6	the	the	DET
cana-2318	167	7	alumni	alumnus	NOUN
cana-2318	167	8	association	association	NOUN
cana-2318	167	9	registration	registration	NOUN
cana-2318	167	10	record	record	NOUN
cana-2318	167	11	and	and	CCONJ
cana-2318	167	12	its	its	PRON
cana-2318	167	13	contribution	contribution	NOUN
cana-2318	167	14	towards	towards	ADP
cana-2318	167	15	the	the	DET
cana-2318	167	16	development	development	NOUN
cana-2318	167	17	of	of	ADP
cana-2318	167	18	the	the	DET
cana-2318	167	19	higher	high	ADJ
cana-2318	167	20	education	education	NOUN
cana-2318	167	21	institution	institution	NOUN
cana-2318	167	22	.	.	PUNCT
cana-2318	168	1	the	the	DET
cana-2318	168	2	weightage	weightage	NOUN
cana-2318	168	3	of	of	ADP
cana-2318	168	4	key	key	ADJ
cana-2318	168	5	indicators	indicator	NOUN
cana-2318	168	6	for	for	ADP
cana-2318	168	7	affiliated	affiliated	ADJ
cana-2318	168	8	colleges	college	NOUN
cana-2318	168	9	for	for	ADP
cana-2318	168	10	criteria	criterion	NOUN
cana-2318	168	11	2	2	NUM
cana-2318	168	12	is	be	AUX
cana-2318	168	13	350	350	NUM
cana-2318	168	14	marks	mark	NOUN
cana-2318	168	15	and	and	CCONJ
cana-2318	168	16	for	for	ADP
cana-2318	168	17	criteria	criterion	NOUN
cana-2318	168	18	5	5	NUM
cana-2318	168	19	it	it	PRON
cana-2318	168	20	is	be	AUX
cana-2318	168	21	140	140	NUM
cana-2318	168	22	for	for	ADP
cana-2318	168	23	ug	ug	X
cana-2318	168	24	(	(	PUNCT
cana-2318	168	25	under	under	NOUN
cana-2318	168	26	-	-	PUNCT
cana-2318	168	27	graduate	graduate	NOUN
cana-2318	168	28	)	)	PUNCT
cana-2318	168	29	and	and	CCONJ
cana-2318	168	30	130	130	NUM
cana-2318	168	31	for	for	ADP
cana-2318	168	32	pg	pg	PROPN
cana-2318	168	33	(	(	PUNCT
cana-2318	168	34	post	post	ADJ
cana-2318	168	35	-	-	ADJ
cana-2318	168	36	graduate	graduate	ADJ
cana-2318	168	37	)	)	PUNCT
cana-2318	168	38	.	.	PUNCT
cana-2318	169	1	criteria	criterion	NOUN
cana-2318	169	2	2	2	NUM
cana-2318	169	3	and	and	CCONJ
cana-2318	169	4	5	5	NUM
cana-2318	169	5	combined	combine	VERB
cana-2318	169	6	comprise	comprise	NOUN
cana-2318	169	7	of	of	ADP
cana-2318	169	8	490	490	NUM
cana-2318	169	9	(	(	PUNCT
cana-2318	169	10	ug	ug	NOUN
cana-2318	169	11	)	)	PUNCT
cana-2318	169	12	or	or	CCONJ
cana-2318	169	13	480	480	NUM
cana-2318	169	14	(	(	PUNCT
cana-2318	169	15	pg	pg	NOUN
cana-2318	169	16	)	)	PUNCT
cana-2318	169	17	marks	mark	NOUN
cana-2318	169	18	,	,	PUNCT
cana-2318	169	19	which	which	PRON
cana-2318	169	20	is	be	AUX
cana-2318	169	21	approximately	approximately	ADV
cana-2318	169	22	50	50	NUM
cana-2318	169	23	%	%	NOUN
cana-2318	169	24	of	of	ADP
cana-2318	169	25	the	the	DET
cana-2318	169	26	total	total	ADJ
cana-2318	169	27	score	score	NOUN
cana-2318	169	28	of	of	ADP
cana-2318	169	29	1000	1000	NUM
cana-2318	169	30	marks	mark	NOUN
cana-2318	169	31	.	.	PUNCT
cana-2318	170	1	since	since	SCONJ
cana-2318	170	2	the	the	DET
cana-2318	170	3	data	datum	NOUN
cana-2318	170	4	collected	collect	VERB
cana-2318	170	5	involves	involve	VERB
cana-2318	170	6	two	two	NUM
cana-2318	170	7	criteria	criterion	NOUN
cana-2318	170	8	,	,	PUNCT
cana-2318	170	9	the	the	DET
cana-2318	170	10	aim	aim	NOUN
cana-2318	170	11	of	of	ADP
cana-2318	170	12	this	this	DET
cana-2318	170	13	study	study	NOUN
cana-2318	170	14	is	be	AUX
cana-2318	170	15	to	to	PART
cana-2318	170	16	evaluate	evaluate	VERB
cana-2318	170	17	the	the	DET
cana-2318	170	18	score	score	NOUN
cana-2318	170	19	of	of	ADP
cana-2318	170	20	these	these	DET
cana-2318	170	21	two	two	NUM
cana-2318	170	22	criteria	criterion	NOUN
cana-2318	170	23	and	and	CCONJ
cana-2318	170	24	its	its	PRON
cana-2318	170	25	effect	effect	NOUN
cana-2318	170	26	on	on	ADP
cana-2318	170	27	the	the	DET
cana-2318	170	28	overall	overall	ADJ
cana-2318	170	29	naac	naac	ADJ
cana-2318	170	30	grade	grade	NOUN
cana-2318	170	31	of	of	ADP
cana-2318	170	32	any	any	DET
cana-2318	170	33	university	university	NOUN
cana-2318	170	34	affiliated	affiliate	VERB
cana-2318	170	35	college	college	NOUN
cana-2318	170	36	.	.	PUNCT
cana-2318	171	1	the	the	DET
cana-2318	171	2	study	study	NOUN
cana-2318	171	3	involves	involve	VERB
cana-2318	171	4	use	use	NOUN
cana-2318	171	5	of	of	ADP
cana-2318	171	6	predictive	predictive	ADJ
cana-2318	171	7	modeling	modeling	NOUN
cana-2318	171	8	techniques	technique	NOUN
cana-2318	171	9	.	.	PUNCT
cana-2318	172	1	figure	figure	NOUN
cana-2318	172	2	1	1	NUM
cana-2318	172	3	shows	show	VERB
cana-2318	172	4	the	the	DET
cana-2318	172	5	flowchart	flowchart	NOUN
cana-2318	172	6	of	of	ADP
cana-2318	172	7	methodology	methodology	NOUN
cana-2318	172	8	used	use	VERB
cana-2318	172	9	for	for	ADP
cana-2318	172	10	the	the	DET
cana-2318	172	11	research	research	NOUN
cana-2318	172	12	.	.	PUNCT
cana-2318	173	1	fig	fig	NOUN
cana-2318	173	2	.	.	PUNCT
cana-2318	174	1	1	1	NUM
cana-2318	174	2	workflow	workflow	NOUN
cana-2318	174	3	of	of	ADP
cana-2318	174	4	college	college	NOUN
cana-2318	174	5	classification	classification	NOUN
cana-2318	174	6	model	model	NOUN
cana-2318	174	7	5	5	NUM
cana-2318	174	8	dataset	dataset	VERB
cana-2318	174	9	the	the	DET
cana-2318	174	10	data	datum	NOUN
cana-2318	174	11	used	use	VERB
cana-2318	174	12	as	as	ADP
cana-2318	174	13	input	input	NOUN
cana-2318	174	14	for	for	ADP
cana-2318	174	15	this	this	DET
cana-2318	174	16	study	study	NOUN
cana-2318	174	17	was	be	AUX
cana-2318	174	18	collected	collect	VERB
cana-2318	174	19	from	from	ADP
cana-2318	174	20	different	different	ADJ
cana-2318	174	21	sources	source	NOUN
cana-2318	174	22	like	like	ADP
cana-2318	174	23	college	college	NOUN
cana-2318	174	24	websites	website	NOUN
cana-2318	174	25	of	of	ADP
cana-2318	174	26	various	various	ADJ
cana-2318	174	27	naac	naac	ADJ
cana-2318	174	28	accredited	accredit	VERB
cana-2318	174	29	colleges	college	NOUN
cana-2318	174	30	from	from	ADP
cana-2318	174	31	throughout	throughout	ADP
cana-2318	174	32	the	the	DET
cana-2318	174	33	country	country	NOUN
cana-2318	174	34	india	india	PROPN
cana-2318	174	35	.	.	PUNCT
cana-2318	175	1	some	some	DET
cana-2318	175	2	colleges	college	NOUN
cana-2318	175	3	who	who	PRON
cana-2318	175	4	did	do	AUX
cana-2318	175	5	not	not	PART
cana-2318	175	6	get	get	VERB
cana-2318	175	7	good	good	ADJ
cana-2318	175	8	ranking	ranking	NOUN
cana-2318	175	9	had	have	AUX
cana-2318	175	10	not	not	PART
cana-2318	175	11	posted	post	VERB
cana-2318	175	12	their	their	PRON
cana-2318	175	13	ssrs	ssr	NOUN
cana-2318	175	14	on	on	ADP
cana-2318	175	15	their	their	PRON
cana-2318	175	16	websites	website	NOUN
cana-2318	175	17	,	,	PUNCT
cana-2318	175	18	so	so	ADV
cana-2318	175	19	their	their	PRON
cana-2318	175	20	data	datum	NOUN
cana-2318	175	21	was	be	AUX
cana-2318	175	22	extracted	extract	VERB
cana-2318	175	23	from	from	ADP
cana-2318	175	24	naac	naac	ADJ
cana-2318	175	25	data	datum	NOUN
cana-2318	175	26	repository	repository	NOUN
cana-2318	175	27	containing	contain	VERB
cana-2318	175	28	data	datum	NOUN
cana-2318	175	29	regarding	regard	VERB
cana-2318	175	30	grading	grade	VERB
cana-2318	175	31	,	,	PUNCT
cana-2318	175	32	score	score	NOUN
cana-2318	175	33	sheets	sheet	NOUN
cana-2318	175	34	and	and	CCONJ
cana-2318	175	35	institutional	institutional	ADJ
cana-2318	175	36	statistics	statistic	NOUN
cana-2318	175	37	.	.	PUNCT
cana-2318	176	1	the	the	DET
cana-2318	176	2	main	main	ADJ
cana-2318	176	3	data	datum	NOUN
cana-2318	176	4	specifically	specifically	ADV
cana-2318	176	5	comprised	comprise	VERB
cana-2318	176	6	of	of	ADP
cana-2318	176	7	colleges	college	NOUN
cana-2318	176	8	accredited	accredit	VERB
cana-2318	176	9	by	by	ADP
cana-2318	176	10	naac	naac	NOUN
cana-2318	176	11	during	during	ADP
cana-2318	176	12	the	the	DET
cana-2318	176	13	period	period	NOUN
cana-2318	176	14	from	from	ADP
cana-2318	176	15	2018	2018	NUM
cana-2318	176	16	to	to	ADP
cana-2318	176	17	2023	2023	NUM
cana-2318	176	18	.	.	PUNCT
cana-2318	177	1	the	the	DET
cana-2318	177	2	original	original	ADJ
cana-2318	177	3	dataset	dataset	NOUN
cana-2318	177	4	consisted	consist	VERB
cana-2318	177	5	of	of	ADP
cana-2318	177	6	200	200	NUM
cana-2318	177	7	colleges	college	NOUN
cana-2318	177	8	before	before	ADP
cana-2318	177	9	performing	perform	VERB
cana-2318	177	10	data	datum	NOUN
cana-2318	177	11	analysis	analysis	NOUN
cana-2318	177	12	.	.	PUNCT
cana-2318	178	1	data	datum	NOUN
cana-2318	178	2	preprocessing	preprocessing	NOUN
cana-2318	178	3	and	and	CCONJ
cana-2318	178	4	data	datum	NOUN
cana-2318	178	5	cleaning	cleaning	NOUN
cana-2318	178	6	was	be	AUX
cana-2318	178	7	performed	perform	VERB
cana-2318	178	8	manually	manually	ADV
cana-2318	178	9	as	as	SCONJ
cana-2318	178	10	there	there	PRON
cana-2318	178	11	were	be	VERB
cana-2318	178	12	a	a	DET
cana-2318	178	13	number	number	NOUN
cana-2318	178	14	of	of	ADP
cana-2318	178	15	attributes	attribute	NOUN
cana-2318	178	16	that	that	PRON
cana-2318	178	17	needed	need	VERB
cana-2318	178	18	to	to	PART
cana-2318	178	19	be	be	AUX
cana-2318	178	20	calculated	calculate	VERB
cana-2318	178	21	before	before	ADP
cana-2318	178	22	entering	enter	VERB
cana-2318	178	23	into	into	ADP
cana-2318	178	24	the	the	DET
cana-2318	178	25	database	database	NOUN
cana-2318	178	26	.	.	PUNCT
cana-2318	179	1	in	in	ADP
cana-2318	179	2	order	order	NOUN
cana-2318	179	3	to	to	PART
cana-2318	179	4	have	have	AUX
cana-2318	179	5	consistent	consistent	ADJ
cana-2318	179	6	data	datum	NOUN
cana-2318	179	7	for	for	ADP
cana-2318	179	8	proper	proper	ADJ
cana-2318	179	9	class	class	NOUN
cana-2318	179	10	balancing	balancing	NOUN
cana-2318	179	11	,	,	PUNCT
cana-2318	179	12	25	25	NUM
cana-2318	179	13	colleges	college	NOUN
cana-2318	179	14	of	of	ADP
cana-2318	179	15	each	each	DET
cana-2318	179	16	grade	grade	NOUN
cana-2318	179	17	were	be	AUX
cana-2318	179	18	selected	select	VERB
cana-2318	179	19	from	from	ADP
cana-2318	179	20	throughout	throughout	ADP
cana-2318	179	21	the	the	DET
cana-2318	179	22	country	country	NOUN
cana-2318	179	23	.	.	PUNCT
cana-2318	180	1	data	datum	NOUN
cana-2318	180	2	balancing	balancing	NOUN
cana-2318	180	3	ensures	ensure	VERB
cana-2318	180	4	high	high	ADJ
cana-2318	180	5	classification	classification	NOUN
cana-2318	180	6	performance	performance	NOUN
cana-2318	180	7	[	[	X
cana-2318	180	8	14	14	NUM
cana-2318	180	9	]	]	PUNCT
cana-2318	180	10	.	.	PUNCT
cana-2318	181	1	there	there	PRON
cana-2318	181	2	are	be	VERB
cana-2318	181	3	7	7	NUM
cana-2318	181	4	grades	grade	NOUN
cana-2318	181	5	for	for	ADP
cana-2318	181	6	accredited	accredited	ADJ
cana-2318	181	7	institutions	institution	NOUN
cana-2318	181	8	,	,	PUNCT
cana-2318	181	9	namely	namely	ADV
cana-2318	181	10	a++	a++	NOUN
cana-2318	181	11	,	,	PUNCT
cana-2318	181	12	a+	a+	ADP
cana-2318	181	13	,	,	PUNCT
cana-2318	181	14	a	a	DET
cana-2318	181	15	,	,	PUNCT
cana-2318	181	16	b++	b++	NOUN
cana-2318	181	17	,	,	PUNCT
cana-2318	181	18	b+	b+	X
cana-2318	181	19	,	,	PUNCT
cana-2318	181	20	b	b	NOUN
cana-2318	181	21	and	and	CCONJ
cana-2318	181	22	c.	c.	PROPN
cana-2318	181	23	grade	grade	PROPN
cana-2318	181	24	d	d	PROPN
cana-2318	181	25	implies	imply	VERB
cana-2318	181	26	that	that	SCONJ
cana-2318	181	27	the	the	DET
cana-2318	181	28	institution	institution	NOUN
cana-2318	181	29	is	be	AUX
cana-2318	181	30	not	not	PART
cana-2318	181	31	accredited	accredit	VERB
cana-2318	181	32	.	.	PUNCT
cana-2318	182	1	a	a	DET
cana-2318	182	2	total	total	NOUN
cana-2318	182	3	of	of	ADP
cana-2318	182	4	175	175	NUM
cana-2318	182	5	colleges	college	NOUN
cana-2318	182	6	’	'	PUNCT
cana-2318	182	7	data	datum	NOUN
cana-2318	182	8	was	be	AUX
cana-2318	182	9	collected	collect	VERB
cana-2318	182	10	.	.	PUNCT
cana-2318	183	1	each	each	DET
cana-2318	183	2	college	college	NOUN
cana-2318	183	3	included	include	VERB
cana-2318	183	4	institutional	institutional	ADJ
cana-2318	183	5	data	datum	NOUN
cana-2318	183	6	of	of	ADP
cana-2318	183	7	the	the	DET
cana-2318	183	8	last	last	ADJ
cana-2318	183	9	5	5	NUM
cana-2318	183	10	years	year	NOUN
cana-2318	183	11	for	for	ADP
cana-2318	183	12	assessment	assessment	NOUN
cana-2318	183	13	,	,	PUNCT
cana-2318	183	14	so	so	ADV
cana-2318	183	15	a	a	DET
cana-2318	183	16	total	total	NOUN
cana-2318	183	17	of	of	ADP
cana-2318	183	18	875	875	NUM
cana-2318	183	19	entities	entity	NOUN
cana-2318	183	20	were	be	AUX
cana-2318	183	21	added	add	VERB
cana-2318	183	22	to	to	ADP
cana-2318	183	23	the	the	DET
cana-2318	183	24	database	database	NOUN
cana-2318	183	25	.	.	PUNCT
cana-2318	184	1	this	this	DET
cana-2318	184	2	final	final	ADJ
cana-2318	184	3	dataset	dataset	NOUN
cana-2318	184	4	of	of	ADP
cana-2318	184	5	875	875	NUM
cana-2318	184	6	samples	sample	NOUN
cana-2318	184	7	used	use	VERB
cana-2318	184	8	20	20	NUM
cana-2318	184	9	features	feature	NOUN
cana-2318	184	10	.	.	PUNCT
cana-2318	185	1	table	table	NOUN
cana-2318	185	2	2	2	NUM
cana-2318	185	3	shows	show	VERB
cana-2318	185	4	the	the	DET
cana-2318	185	5	list	list	NOUN
cana-2318	185	6	of	of	ADP
cana-2318	185	7	states	state	NOUN
cana-2318	185	8	and	and	CCONJ
cana-2318	185	9	number	number	NOUN
cana-2318	185	10	of	of	ADP
cana-2318	185	11	colleges	college	NOUN
cana-2318	185	12	selected	select	VERB
cana-2318	185	13	from	from	ADP
cana-2318	185	14	each	each	DET
cana-2318	185	15	state	state	NOUN
cana-2318	185	16	as	as	ADP
cana-2318	185	17	our	our	PRON
cana-2318	185	18	sample	sample	NOUN
cana-2318	185	19	data	datum	NOUN
cana-2318	185	20	.	.	PUNCT
cana-2318	186	1	communications	communication	NOUN
cana-2318	186	2	on	on	ADP
cana-2318	186	3	applied	apply	VERB
cana-2318	186	4	nonlinear	nonlinear	ADJ
cana-2318	186	5	analysis	analysis	NOUN
cana-2318	186	6	issn	issn	NOUN
cana-2318	186	7	:	:	PUNCT
cana-2318	186	8	1074	1074	NUM
cana-2318	186	9	-	-	PUNCT
cana-2318	186	10	133x	133x	NUM
cana-2318	186	11	vol	vol	NOUN
cana-2318	186	12	32	32	NUM
cana-2318	186	13	no	no	NOUN
cana-2318	186	14	.	.	PUNCT
cana-2318	187	1	1s	1s	NUM
cana-2318	187	2	(	(	PUNCT
cana-2318	187	3	2025	2025	NUM
cana-2318	187	4	)	)	PUNCT
cana-2318	187	5	547	547	NUM
cana-2318	187	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2318	187	7	number	number	NOUN
cana-2318	187	8	of	of	ADP
cana-2318	187	9	colleges	college	NOUN
cana-2318	187	10	for	for	ADP
cana-2318	187	11	each	each	DET
cana-2318	187	12	naac	naac	ADJ
cana-2318	187	13	grade	grade	NOUN
cana-2318	187	14	states	state	NOUN
cana-2318	187	15	of	of	ADP
cana-2318	187	16	india	india	PROPN
cana-2318	187	17	a++	a++	NOUN
cana-2318	187	18	a+	a+	PUNCT
cana-2318	187	19	a	a	DET
cana-2318	187	20	b++	b++	NOUN
cana-2318	187	21	b+	b+	X
cana-2318	187	22	b	b	PROPN
cana-2318	187	23	c	c	PROPN
cana-2318	187	24	total	total	NOUN
cana-2318	187	25	colleges	college	NOUN
cana-2318	187	26	andaman	andaman	NOUN
cana-2318	187	27	and	and	CCONJ
cana-2318	187	28	nicobar	nicobar	PROPN
cana-2318	187	29	1	1	NUM
cana-2318	187	30	1	1	NUM
cana-2318	187	31	andhra	andhra	PROPN
cana-2318	187	32	pradesh	pradesh	NOUN
cana-2318	187	33	1	1	NUM
cana-2318	187	34	1	1	NUM
cana-2318	187	35	3	3	NUM
cana-2318	187	36	2	2	NUM
cana-2318	187	37	7	7	NUM
cana-2318	187	38	assam	assam	NOUN
cana-2318	187	39	2	2	NUM
cana-2318	187	40	2	2	NUM
cana-2318	187	41	1	1	NUM
cana-2318	187	42	2	2	NUM
cana-2318	187	43	2	2	NUM
cana-2318	187	44	9	9	NUM
cana-2318	187	45	bihar	bihar	NOUN
cana-2318	187	46	1	1	NUM
cana-2318	187	47	1	1	NUM
cana-2318	187	48	1	1	NUM
cana-2318	187	49	3	3	NUM
cana-2318	187	50	chandigarh	chandigarh	NOUN
cana-2318	187	51	1	1	NUM
cana-2318	187	52	1	1	NUM
cana-2318	187	53	2	2	NUM
cana-2318	187	54	chattisgarh	chattisgarh	NOUN
cana-2318	187	55	1	1	NUM
cana-2318	187	56	2	2	NUM
cana-2318	187	57	3	3	NUM
cana-2318	187	58	daman	daman	NOUN
cana-2318	187	59	and	and	CCONJ
cana-2318	187	60	diu	diu	NOUN
cana-2318	187	61	1	1	NUM
cana-2318	187	62	1	1	NUM
cana-2318	187	63	2	2	NUM
cana-2318	187	64	gujarat	gujarat	NOUN
cana-2318	187	65	1	1	NUM
cana-2318	187	66	1	1	NUM
cana-2318	187	67	haryana	haryana	NOUN
cana-2318	187	68	1	1	NUM
cana-2318	187	69	1	1	NUM
cana-2318	187	70	1	1	NUM
cana-2318	187	71	3	3	NUM
cana-2318	187	72	himachal	himachal	NOUN
cana-2318	187	73	pradesh	pradesh	NOUN
cana-2318	187	74	1	1	NUM
cana-2318	187	75	1	1	NUM
cana-2318	187	76	jammu	jammu	PROPN
cana-2318	187	77	and	and	CCONJ
cana-2318	187	78	kashmir	kashmir	PROPN
cana-2318	187	79	1	1	NUM
cana-2318	187	80	1	1	NUM
cana-2318	187	81	karnataka	karnataka	NOUN
cana-2318	187	82	2	2	NUM
cana-2318	187	83	2	2	NUM
cana-2318	187	84	4	4	NUM
cana-2318	187	85	1	1	NUM
cana-2318	187	86	1	1	NUM
cana-2318	187	87	10	10	NUM
cana-2318	187	88	kerala	kerala	NOUN
cana-2318	187	89	6	6	NUM
cana-2318	187	90	2	2	NUM
cana-2318	187	91	2	2	NUM
cana-2318	187	92	1	1	NUM
cana-2318	187	93	1	1	NUM
cana-2318	187	94	12	12	NUM
cana-2318	187	95	madhya	madhya	PROPN
cana-2318	187	96	pradesh	pradesh	NOUN
cana-2318	187	97	1	1	NUM
cana-2318	187	98	1	1	NUM
cana-2318	187	99	6	6	NUM
cana-2318	187	100	7	7	NUM
cana-2318	187	101	19	19	NUM
cana-2318	187	102	34	34	NUM
cana-2318	187	103	maharashtra	maharashtra	PROPN
cana-2318	187	104	2	2	NUM
cana-2318	187	105	7	7	NUM
cana-2318	187	106	3	3	NUM
cana-2318	187	107	8	8	NUM
cana-2318	187	108	3	3	NUM
cana-2318	187	109	3	3	NUM
cana-2318	187	110	3	3	NUM
cana-2318	187	111	29	29	NUM
cana-2318	187	112	nagaland	nagaland	NOUN
cana-2318	187	113	1	1	NUM
cana-2318	187	114	1	1	NUM
cana-2318	187	115	new	new	ADJ
cana-2318	187	116	delhi	delhi	ADJ
cana-2318	188	1	4	4	NUM
cana-2318	188	2	3	3	NUM
cana-2318	188	3	2	2	NUM
cana-2318	188	4	9	9	NUM
cana-2318	188	5	punjab	punjab	NOUN
cana-2318	188	6	1	1	NUM
cana-2318	188	7	3	3	NUM
cana-2318	188	8	3	3	NUM
cana-2318	188	9	1	1	NUM
cana-2318	188	10	1	1	NUM
cana-2318	188	11	9	9	NUM
cana-2318	188	12	rajasthan	rajasthan	NOUN
cana-2318	188	13	1	1	NUM
cana-2318	188	14	1	1	NUM
cana-2318	188	15	tamil	tamil	NOUN
cana-2318	188	16	nadu	nadu	NOUN
cana-2318	188	17	6	6	NUM
cana-2318	188	18	3	3	NUM
cana-2318	188	19	4	4	NUM
cana-2318	188	20	1	1	NUM
cana-2318	188	21	1	1	NUM
cana-2318	188	22	1	1	NUM
cana-2318	188	23	16	16	NUM
cana-2318	188	24	telangana	telangana	NOUN
cana-2318	188	25	1	1	NUM
cana-2318	188	26	1	1	NUM
cana-2318	188	27	2	2	NUM
cana-2318	188	28	tripura	tripura	NOUN
cana-2318	188	29	1	1	NUM
cana-2318	188	30	1	1	NUM
cana-2318	188	31	uttar	uttar	NOUN
cana-2318	188	32	pradesh	pradesh	PROPN
cana-2318	188	33	1	1	NUM
cana-2318	188	34	1	1	NUM
cana-2318	188	35	2	2	NUM
cana-2318	188	36	uttarakhand	uttarakhand	NOUN
cana-2318	188	37	1	1	NUM
cana-2318	188	38	1	1	NUM
cana-2318	188	39	west	west	NOUN
cana-2318	188	40	bengal	bengal	ADJ
cana-2318	188	41	1	1	NUM
cana-2318	188	42	3	3	NUM
cana-2318	188	43	3	3	NUM
cana-2318	188	44	2	2	NUM
cana-2318	188	45	3	3	NUM
cana-2318	188	46	2	2	NUM
cana-2318	188	47	1	1	NUM
cana-2318	188	48	15	15	NUM
cana-2318	188	49	grand	grand	ADJ
cana-2318	188	50	total	total	NOUN
cana-2318	188	51	25	25	NUM
cana-2318	188	52	25	25	NUM
cana-2318	188	53	25	25	NUM
cana-2318	188	54	25	25	NUM
cana-2318	188	55	25	25	NUM
cana-2318	188	56	25	25	NUM
cana-2318	188	57	25	25	NUM
cana-2318	188	58	175	175	NUM
cana-2318	188	59	table	table	NOUN
cana-2318	188	60	2	2	NUM
cana-2318	188	61	dataset	dataset	NOUN
cana-2318	188	62	of	of	ADP
cana-2318	188	63	colleges	college	NOUN
cana-2318	188	64	with	with	ADP
cana-2318	188	65	corresponding	correspond	VERB
cana-2318	188	66	naac	naac	ADJ
cana-2318	188	67	grade	grade	NOUN
cana-2318	188	68	and	and	CCONJ
cana-2318	188	69	states	state	VERB
cana-2318	188	70	6	6	NUM
cana-2318	188	71	data	datum	NOUN
cana-2318	188	72	preparation	preparation	NOUN
cana-2318	188	73	the	the	DET
cana-2318	188	74	data	datum	NOUN
cana-2318	188	75	obtained	obtain	VERB
cana-2318	188	76	from	from	ADP
cana-2318	188	77	various	various	ADJ
cana-2318	188	78	websites	website	NOUN
cana-2318	188	79	of	of	ADP
cana-2318	188	80	heis	heis	PROPN
cana-2318	188	81	contained	contain	VERB
cana-2318	188	82	missing	miss	VERB
cana-2318	188	83	data	datum	NOUN
cana-2318	188	84	at	at	ADP
cana-2318	188	85	times	time	NOUN
cana-2318	188	86	.	.	PUNCT
cana-2318	189	1	this	this	DET
cana-2318	189	2	missing	miss	VERB
cana-2318	189	3	data	datum	NOUN
cana-2318	189	4	was	be	AUX
cana-2318	189	5	searched	search	VERB
cana-2318	189	6	at	at	ADP
cana-2318	189	7	other	other	ADJ
cana-2318	189	8	locations	location	NOUN
cana-2318	189	9	within	within	ADP
cana-2318	189	10	the	the	DET
cana-2318	189	11	same	same	ADJ
cana-2318	189	12	or	or	CCONJ
cana-2318	189	13	related	related	ADJ
cana-2318	189	14	files	file	NOUN
cana-2318	189	15	and	and	CCONJ
cana-2318	189	16	then	then	ADV
cana-2318	189	17	noted	note	VERB
cana-2318	189	18	down	down	ADP
cana-2318	189	19	manually	manually	ADV
cana-2318	189	20	.	.	PUNCT
cana-2318	190	1	sometimes	sometimes	ADV
cana-2318	190	2	percentage	percentage	NOUN
cana-2318	190	3	proportion	proportion	NOUN
cana-2318	190	4	of	of	ADP
cana-2318	190	5	a	a	DET
cana-2318	190	6	certain	certain	ADJ
cana-2318	190	7	field	field	NOUN
cana-2318	190	8	was	be	AUX
cana-2318	190	9	given	give	VERB
cana-2318	190	10	and	and	CCONJ
cana-2318	190	11	the	the	DET
cana-2318	190	12	exact	exact	ADJ
cana-2318	190	13	data	datum	NOUN
cana-2318	190	14	needed	need	VERB
cana-2318	190	15	to	to	PART
cana-2318	190	16	be	be	AUX
cana-2318	190	17	calculated	calculate	VERB
cana-2318	190	18	.	.	PUNCT
cana-2318	191	1	thus	thus	ADV
cana-2318	191	2	all	all	DET
cana-2318	191	3	the	the	DET
cana-2318	191	4	pre	pre	ADJ
cana-2318	191	5	-	-	ADJ
cana-2318	191	6	processing	processing	ADJ
cana-2318	191	7	like	like	ADP
cana-2318	191	8	data	datum	NOUN
cana-2318	191	9	cleaning	cleaning	NOUN
cana-2318	191	10	and	and	CCONJ
cana-2318	191	11	data	datum	NOUN
cana-2318	191	12	wrangling	wrangling	NOUN
cana-2318	191	13	was	be	AUX
cana-2318	191	14	done	do	VERB
cana-2318	191	15	manually	manually	ADV
cana-2318	191	16	before	before	ADP
cana-2318	191	17	recording	record	VERB
cana-2318	191	18	the	the	DET
cana-2318	191	19	relevant	relevant	ADJ
cana-2318	191	20	data	datum	NOUN
cana-2318	191	21	in	in	ADP
cana-2318	191	22	the	the	DET
cana-2318	191	23	database	database	NOUN
cana-2318	191	24	.	.	PUNCT
cana-2318	192	1	the	the	DET
cana-2318	192	2	database	database	NOUN
cana-2318	192	3	was	be	AUX
cana-2318	192	4	split	split	VERB
cana-2318	192	5	for	for	ADP
cana-2318	192	6	making	make	VERB
cana-2318	192	7	predictions	prediction	NOUN
cana-2318	192	8	in	in	ADP
cana-2318	192	9	the	the	DET
cana-2318	192	10	proportion	proportion	NOUN
cana-2318	192	11	80	80	NUM
cana-2318	192	12	%	%	NOUN
cana-2318	192	13	for	for	ADP
cana-2318	192	14	training	training	NOUN
cana-2318	192	15	and	and	CCONJ
cana-2318	192	16	20	20	NUM
cana-2318	192	17	%	%	NOUN
cana-2318	192	18	for	for	ADP
cana-2318	192	19	testing	testing	NOUN
cana-2318	192	20	.	.	PUNCT
cana-2318	193	1	this	this	DET
cana-2318	193	2	division	division	NOUN
cana-2318	193	3	is	be	AUX
cana-2318	193	4	necessary	necessary	ADJ
cana-2318	193	5	for	for	ADP
cana-2318	193	6	validating	validate	VERB
cana-2318	193	7	the	the	DET
cana-2318	193	8	model	model	NOUN
cana-2318	193	9	’s	’s	PART
cana-2318	193	10	ability	ability	NOUN
cana-2318	193	11	to	to	PART
cana-2318	193	12	generalize	generalize	VERB
cana-2318	193	13	on	on	ADP
cana-2318	193	14	new	new	ADJ
cana-2318	193	15	data	datum	NOUN
cana-2318	193	16	[	[	X
cana-2318	193	17	28	28	NUM
cana-2318	193	18	]	]	PUNCT
cana-2318	193	19	.	.	PUNCT
cana-2318	194	1	figure	figure	NOUN
cana-2318	194	2	2	2	NUM
cana-2318	194	3	shows	show	VERB
cana-2318	194	4	the	the	DET
cana-2318	194	5	cluster	cluster	NOUN
cana-2318	194	6	map	map	NOUN
cana-2318	194	7	of	of	ADP
cana-2318	194	8	features	feature	NOUN
cana-2318	194	9	depicting	depict	VERB
cana-2318	194	10	the	the	DET
cana-2318	194	11	correlation	correlation	NOUN
cana-2318	194	12	between	between	ADP
cana-2318	194	13	them	they	PRON
cana-2318	194	14	.	.	PUNCT
cana-2318	195	1	communications	communication	NOUN
cana-2318	195	2	on	on	ADP
cana-2318	195	3	applied	apply	VERB
cana-2318	195	4	nonlinear	nonlinear	ADJ
cana-2318	195	5	analysis	analysis	NOUN
cana-2318	195	6	issn	issn	NOUN
cana-2318	195	7	:	:	PUNCT
cana-2318	195	8	1074	1074	NUM
cana-2318	195	9	-	-	PUNCT
cana-2318	195	10	133x	133x	NUM
cana-2318	195	11	vol	vol	NOUN
cana-2318	195	12	32	32	NUM
cana-2318	195	13	no	no	NOUN
cana-2318	195	14	.	.	PUNCT
cana-2318	196	1	1s	1s	NUM
cana-2318	196	2	(	(	PUNCT
cana-2318	196	3	2025	2025	NUM
cana-2318	196	4	)	)	PUNCT
cana-2318	196	5	548	548	NUM
cana-2318	196	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2318	196	7	fig	fig	NOUN
cana-2318	196	8	.	.	PUNCT
cana-2318	197	1	2	2	NUM
cana-2318	197	2	cluster	cluster	NOUN
cana-2318	197	3	map	map	NOUN
cana-2318	197	4	showing	show	VERB
cana-2318	197	5	feature	feature	NOUN
cana-2318	197	6	correlations	correlation	NOUN
cana-2318	197	7	7	7	NUM
cana-2318	197	8	modeling	model	VERB
cana-2318	197	9	classification	classification	NOUN
cana-2318	197	10	is	be	AUX
cana-2318	197	11	the	the	DET
cana-2318	197	12	supervised	supervised	ADJ
cana-2318	197	13	data	data	NOUN
cana-2318	197	14	mining	mining	NOUN
cana-2318	197	15	technique	technique	NOUN
cana-2318	197	16	used	use	VERB
cana-2318	197	17	to	to	PART
cana-2318	197	18	perform	perform	VERB
cana-2318	197	19	predictive	predictive	ADJ
cana-2318	197	20	analysis	analysis	NOUN
cana-2318	197	21	of	of	ADP
cana-2318	197	22	the	the	DET
cana-2318	197	23	naac	naac	ADJ
cana-2318	197	24	grade	grade	NOUN
cana-2318	197	25	of	of	ADP
cana-2318	197	26	a	a	DET
cana-2318	197	27	college	college	NOUN
cana-2318	197	28	.	.	PUNCT
cana-2318	198	1	five	five	NUM
cana-2318	198	2	traditional	traditional	ADJ
cana-2318	198	3	classification	classification	NOUN
cana-2318	198	4	methods	method	NOUN
cana-2318	198	5	or	or	CCONJ
cana-2318	198	6	base	base	NOUN
cana-2318	198	7	models	model	NOUN
cana-2318	198	8	utilized	utilize	VERB
cana-2318	198	9	for	for	ADP
cana-2318	198	10	this	this	DET
cana-2318	198	11	research	research	NOUN
cana-2318	198	12	were	be	AUX
cana-2318	198	13	decision	decision	NOUN
cana-2318	198	14	tree	tree	NOUN
cana-2318	198	15	,	,	PUNCT
cana-2318	198	16	support	support	VERB
cana-2318	198	17	vector	vector	NOUN
cana-2318	198	18	machine	machine	NOUN
cana-2318	198	19	,	,	PUNCT
cana-2318	198	20	neural	neural	ADJ
cana-2318	198	21	network	network	NOUN
cana-2318	198	22	,	,	PUNCT
cana-2318	198	23	naive	naive	ADJ
cana-2318	198	24	bayes	bayes	NOUN
cana-2318	198	25	and	and	CCONJ
cana-2318	198	26	knearest	knearest	NOUN
cana-2318	198	27	neighbors	neighbor	NOUN
cana-2318	198	28	.	.	PUNCT
cana-2318	199	1	in	in	ADP
cana-2318	199	2	addition	addition	NOUN
cana-2318	199	3	eight	eight	NUM
cana-2318	199	4	ensemble	ensemble	ADJ
cana-2318	199	5	algorithms	algorithm	NOUN
cana-2318	199	6	like	like	ADP
cana-2318	199	7	random	random	ADJ
cana-2318	199	8	forest	forest	NOUN
cana-2318	199	9	,	,	PUNCT
cana-2318	199	10	extra	extra	ADJ
cana-2318	199	11	trees	tree	NOUN
cana-2318	199	12	,	,	PUNCT
cana-2318	199	13	adaboost	adaboost	ADV
cana-2318	199	14	,	,	PUNCT
cana-2318	199	15	voting	voting	NOUN
cana-2318	199	16	classifer	classifer	NOUN
cana-2318	199	17	(	(	PUNCT
cana-2318	199	18	dt	dt	NOUN
cana-2318	199	19	-	-	PUNCT
cana-2318	199	20	svc	svc	PROPN
cana-2318	199	21	)	)	PUNCT
cana-2318	199	22	,	,	PUNCT
cana-2318	199	23	multinomial	multinomial	ADJ
cana-2318	199	24	logistic	logistic	ADJ
cana-2318	199	25	regression	regression	NOUN
cana-2318	199	26	,	,	PUNCT
cana-2318	199	27	linear	linear	ADJ
cana-2318	199	28	discriminant	discriminant	ADJ
cana-2318	199	29	analysis	analysis	NOUN
cana-2318	199	30	,	,	PUNCT
cana-2318	199	31	gradient	gradient	ADJ
cana-2318	199	32	boosting	boost	VERB
cana-2318	199	33	classifier	classifier	NOUN
cana-2318	199	34	and	and	CCONJ
cana-2318	199	35	bagging	bagging	NOUN
cana-2318	199	36	were	be	AUX
cana-2318	199	37	used	use	VERB
cana-2318	199	38	for	for	ADP
cana-2318	199	39	comparison	comparison	NOUN
cana-2318	199	40	purposes	purpose	NOUN
cana-2318	199	41	.	.	PUNCT
cana-2318	200	1	ensemble	ensemble	ADJ
cana-2318	200	2	models	model	NOUN
cana-2318	200	3	were	be	AUX
cana-2318	200	4	used	use	VERB
cana-2318	200	5	for	for	ADP
cana-2318	200	6	making	make	VERB
cana-2318	200	7	better	well	ADJ
cana-2318	200	8	predictions	prediction	NOUN
cana-2318	200	9	by	by	ADP
cana-2318	200	10	combining	combine	VERB
cana-2318	200	11	multiple	multiple	ADJ
cana-2318	200	12	models	model	NOUN
cana-2318	200	13	than	than	ADP
cana-2318	200	14	using	use	VERB
cana-2318	200	15	single	single	ADJ
cana-2318	200	16	model	model	NOUN
cana-2318	200	17	alone	alone	ADV
cana-2318	200	18	.	.	PUNCT
cana-2318	201	1	logistic	logistic	ADJ
cana-2318	201	2	regression	regression	NOUN
cana-2318	201	3	,	,	PUNCT
cana-2318	201	4	a	a	DET
cana-2318	201	5	famous	famous	ADJ
cana-2318	201	6	classification	classification	NOUN
cana-2318	201	7	model	model	NOUN
cana-2318	201	8	was	be	AUX
cana-2318	201	9	not	not	PART
cana-2318	201	10	used	use	VERB
cana-2318	201	11	in	in	ADP
cana-2318	201	12	this	this	DET
cana-2318	201	13	analysis	analysis	NOUN
cana-2318	201	14	as	as	SCONJ
cana-2318	201	15	it	it	PRON
cana-2318	201	16	works	work	VERB
cana-2318	201	17	only	only	ADV
cana-2318	201	18	on	on	ADP
cana-2318	201	19	binary	binary	ADJ
cana-2318	201	20	dependent	dependent	ADJ
cana-2318	201	21	variables	variable	NOUN
cana-2318	201	22	.	.	PUNCT
cana-2318	202	1	bagging	bag	VERB
cana-2318	202	2	ensemble	ensemble	ADJ
cana-2318	202	3	model	model	NOUN
cana-2318	202	4	was	be	AUX
cana-2318	202	5	proposed	propose	VERB
cana-2318	202	6	to	to	PART
cana-2318	202	7	improve	improve	VERB
cana-2318	202	8	the	the	DET
cana-2318	202	9	accuracy	accuracy	NOUN
cana-2318	202	10	of	of	ADP
cana-2318	202	11	prediction	prediction	NOUN
cana-2318	202	12	.	.	PUNCT
cana-2318	203	1	the	the	DET
cana-2318	203	2	research	research	NOUN
cana-2318	203	3	was	be	AUX
cana-2318	203	4	carried	carry	VERB
cana-2318	203	5	out	out	ADP
cana-2318	203	6	on	on	ADP
cana-2318	203	7	an	an	DET
cana-2318	203	8	open	open	ADJ
cana-2318	203	9	source	source	NOUN
cana-2318	203	10	platform	platform	NOUN
cana-2318	203	11	in	in	ADP
cana-2318	203	12	python	python	NOUN
cana-2318	203	13	–	–	PUNCT
cana-2318	203	14	django	django	NOUN
cana-2318	203	15	framework	framework	NOUN
cana-2318	203	16	(	(	PUNCT
cana-2318	203	17	version	version	NOUN
cana-2318	203	18	4.2.6	4.2.6	NUM
cana-2318	203	19	)	)	PUNCT
cana-2318	203	20	for	for	ADP
cana-2318	203	21	providing	provide	VERB
cana-2318	203	22	data	data	PROPN
cana-2318	203	23	science	science	PROPN
cana-2318	203	24	development	development	NOUN
cana-2318	203	25	environment	environment	NOUN
cana-2318	203	26	and	and	CCONJ
cana-2318	203	27	data	datum	NOUN
cana-2318	203	28	was	be	AUX
cana-2318	203	29	stored	store	VERB
cana-2318	203	30	in	in	ADP
cana-2318	203	31	mysql	mysql	NOUN
cana-2318	203	32	file	file	NOUN
cana-2318	203	33	(	(	PUNCT
cana-2318	203	34	mysql	mysql	NOUN
cana-2318	203	35	workbench	workbench	NOUN
cana-2318	203	36	version	version	NOUN
cana-2318	203	37	8.0.33	8.0.33	NUM
cana-2318	203	38	)	)	PUNCT
cana-2318	203	39	.	.	PUNCT
cana-2318	204	1	8	8	NUM
cana-2318	204	2	model	model	NOUN
cana-2318	204	3	evaluation	evaluation	NOUN
cana-2318	204	4	and	and	CCONJ
cana-2318	204	5	results	result	VERB
cana-2318	204	6	thirteen	thirteen	NUM
cana-2318	204	7	different	different	ADJ
cana-2318	204	8	kinds	kind	NOUN
cana-2318	204	9	of	of	ADP
cana-2318	204	10	predictive	predictive	ADJ
cana-2318	204	11	analytics	analytic	NOUN
cana-2318	204	12	classification	classification	NOUN
cana-2318	204	13	algorithms	algorithm	NOUN
cana-2318	204	14	were	be	AUX
cana-2318	204	15	applied	apply	VERB
cana-2318	204	16	on	on	ADP
cana-2318	204	17	the	the	DET
cana-2318	204	18	two	two	NUM
cana-2318	204	19	criteria	criterion	NOUN
cana-2318	204	20	chosen	choose	VERB
cana-2318	204	21	from	from	ADP
cana-2318	204	22	the	the	DET
cana-2318	204	23	naac	naac	ADJ
cana-2318	204	24	quality	quality	NOUN
cana-2318	204	25	index	index	NOUN
cana-2318	204	26	framework	framework	NOUN
cana-2318	204	27	of	of	ADP
cana-2318	204	28	self	self	NOUN
cana-2318	204	29	study	study	NOUN
cana-2318	204	30	reports	report	NOUN
cana-2318	204	31	containing	contain	VERB
cana-2318	204	32	data	datum	NOUN
cana-2318	204	33	of	of	ADP
cana-2318	204	34	five	five	NUM
cana-2318	204	35	previous	previous	ADJ
cana-2318	204	36	years	year	NOUN
cana-2318	204	37	of	of	ADP
cana-2318	204	38	175	175	NUM
cana-2318	204	39	colleges	college	NOUN
cana-2318	204	40	from	from	ADP
cana-2318	204	41	all	all	ADV
cana-2318	204	42	across	across	ADP
cana-2318	204	43	india	india	PROPN
cana-2318	204	44	.	.	PUNCT
cana-2318	205	1	figure	figure	NOUN
cana-2318	205	2	4	4	NUM
cana-2318	205	3	shows	show	VERB
cana-2318	205	4	comparative	comparative	ADJ
cana-2318	205	5	study	study	NOUN
cana-2318	205	6	of	of	ADP
cana-2318	205	7	accuracies	accuracy	NOUN
cana-2318	205	8	of	of	ADP
cana-2318	205	9	the	the	DET
cana-2318	205	10	algorithms	algorithm	NOUN
cana-2318	205	11	on	on	ADP
cana-2318	205	12	four	four	NUM
cana-2318	205	13	parameters	parameter	NOUN
cana-2318	205	14	namely	namely	ADV
cana-2318	205	15	grade	grade	NOUN
cana-2318	205	16	based	base	VERB
cana-2318	205	17	on	on	ADP
cana-2318	205	18	criterion	criterion	NOUN
cana-2318	205	19	2	2	NUM
cana-2318	205	20	alone	alone	ADV
cana-2318	205	21	(	(	PUNCT
cana-2318	205	22	c2	c2	PROPN
cana-2318	205	23	)	)	PUNCT
cana-2318	205	24	,	,	PUNCT
cana-2318	205	25	grade	grade	NOUN
cana-2318	205	26	based	base	VERB
cana-2318	205	27	on	on	ADP
cana-2318	205	28	criterion	criterion	NOUN
cana-2318	205	29	5	5	NUM
cana-2318	205	30	alone	alone	ADV
cana-2318	205	31	(	(	PUNCT
cana-2318	205	32	c5	c5	PROPN
cana-2318	205	33	)	)	PUNCT
cana-2318	205	34	,	,	PUNCT
cana-2318	205	35	grade	grade	NOUN
cana-2318	205	36	based	base	VERB
cana-2318	205	37	on	on	ADP
cana-2318	205	38	combined	combined	ADJ
cana-2318	205	39	effect	effect	NOUN
cana-2318	205	40	of	of	ADP
cana-2318	205	41	criteria	criterion	NOUN
cana-2318	205	42	2	2	NUM
cana-2318	205	43	and	and	CCONJ
cana-2318	205	44	5	5	NUM
cana-2318	205	45	(	(	PUNCT
cana-2318	205	46	c25	c25	PROPN
cana-2318	205	47	)	)	PUNCT
cana-2318	205	48	and	and	CCONJ
cana-2318	205	49	finally	finally	ADV
cana-2318	205	50	the	the	DET
cana-2318	205	51	effect	effect	NOUN
cana-2318	205	52	of	of	ADP
cana-2318	205	53	criteria	criterion	NOUN
cana-2318	205	54	2	2	NUM
cana-2318	205	55	and	and	CCONJ
cana-2318	205	56	5	5	NUM
cana-2318	205	57	on	on	ADP
cana-2318	205	58	overall	overall	ADJ
cana-2318	205	59	naac	naac	ADJ
cana-2318	205	60	grade	grade	NOUN
cana-2318	205	61	of	of	ADP
cana-2318	205	62	the	the	DET
cana-2318	205	63	college	college	NOUN
cana-2318	205	64	.	.	PUNCT
cana-2318	206	1	table	table	NOUN
cana-2318	206	2	3	3	NUM
cana-2318	206	3	shows	show	VERB
cana-2318	206	4	the	the	DET
cana-2318	206	5	accuracies	accuracy	NOUN
cana-2318	206	6	obtained	obtain	VERB
cana-2318	206	7	by	by	ADP
cana-2318	206	8	using	use	VERB
cana-2318	206	9	various	various	ADJ
cana-2318	206	10	predictive	predictive	ADJ
cana-2318	206	11	analysis	analysis	NOUN
cana-2318	206	12	tools	tool	NOUN
cana-2318	206	13	for	for	ADP
cana-2318	206	14	communications	communication	NOUN
cana-2318	206	15	on	on	ADP
cana-2318	206	16	applied	apply	VERB
cana-2318	206	17	nonlinear	nonlinear	ADJ
cana-2318	206	18	analysis	analysis	NOUN
cana-2318	206	19	issn	issn	NOUN
cana-2318	206	20	:	:	PUNCT
cana-2318	206	21	1074	1074	NUM
cana-2318	206	22	-	-	PUNCT
cana-2318	206	23	133x	133x	NUM
cana-2318	206	24	vol	vol	NOUN
cana-2318	206	25	32	32	NUM
cana-2318	206	26	no	no	NOUN
cana-2318	206	27	.	.	PUNCT
cana-2318	207	1	1s	1s	NUM
cana-2318	207	2	(	(	PUNCT
cana-2318	207	3	2025	2025	NUM
cana-2318	207	4	)	)	PUNCT
cana-2318	207	5	549	549	NUM
cana-2318	207	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2318	207	7	various	various	ADJ
cana-2318	207	8	criteria	criterion	NOUN
cana-2318	207	9	based	base	VERB
cana-2318	207	10	grading	grade	VERB
cana-2318	207	11	systems	system	NOUN
cana-2318	207	12	.	.	PUNCT
cana-2318	208	1	sr	sr	PROPN
cana-2318	208	2	no	no	DET
cana-2318	208	3	predictive	predictive	ADJ
cana-2318	208	4	analytics	analytic	NOUN
cana-2318	208	5	tools	tool	NOUN
cana-2318	208	6	c2	c2	PROPN
cana-2318	208	7	c5	c5	PROPN
cana-2318	208	8	c25	c25	PROPN
cana-2318	208	9	naac	naac	ADJ
cana-2318	208	10	grade	grade	NOUN
cana-2318	208	11	1	1	NUM
cana-2318	208	12	decision	decision	NOUN
cana-2318	208	13	tree	tree	NOUN
cana-2318	208	14	25.71	25.71	NUM
cana-2318	208	15	%	%	NOUN
cana-2318	208	16	54.29	54.29	NUM
cana-2318	208	17	%	%	NOUN
cana-2318	208	18	45.71	45.71	NUM
cana-2318	208	19	%	%	NOUN
cana-2318	208	20	51.43	51.43	NUM
cana-2318	208	21	%	%	NOUN
cana-2318	208	22	2	2	NUM
cana-2318	208	23	support	support	NOUN
cana-2318	208	24	vector	vector	NOUN
cana-2318	208	25	machine	machine	NOUN
cana-2318	208	26	17.14	17.14	NUM
cana-2318	208	27	%	%	NOUN
cana-2318	208	28	22.86	22.86	NUM
cana-2318	208	29	%	%	NOUN
cana-2318	208	30	11.43	11.43	NUM
cana-2318	208	31	%	%	NOUN
cana-2318	208	32	8.57	8.57	NUM
cana-2318	208	33	%	%	NOUN
cana-2318	208	34	3	3	NUM
cana-2318	208	35	neural	neural	ADJ
cana-2318	208	36	network	network	NOUN
cana-2318	208	37	14.29	14.29	NUM
cana-2318	208	38	%	%	NOUN
cana-2318	208	39	20.00	20.00	NUM
cana-2318	208	40	%	%	NOUN
cana-2318	208	41	28.57	28.57	NUM
cana-2318	208	42	%	%	NOUN
cana-2318	208	43	22.86	22.86	NUM
cana-2318	208	44	%	%	NOUN
cana-2318	208	45	4	4	NUM
cana-2318	208	46	na	na	NOUN
cana-2318	208	47	ı̈ve	ı̈ve	NOUN
cana-2318	208	48	bayes	bayes	NOUN
cana-2318	208	49	31.43	31.43	NUM
cana-2318	208	50	%	%	NOUN
cana-2318	208	51	34.29	34.29	NUM
cana-2318	208	52	%	%	NOUN
cana-2318	208	53	42.86	42.86	NUM
cana-2318	208	54	%	%	NOUN
cana-2318	208	55	42.86	42.86	NUM
cana-2318	208	56	%	%	NOUN
cana-2318	208	57	5	5	NUM
cana-2318	208	58	k	k	ADV
cana-2318	208	59	-	-	PUNCT
cana-2318	208	60	nearest	near	ADJ
cana-2318	208	61	neighbors	neighbor	NOUN
cana-2318	208	62	25.71	25.71	NUM
cana-2318	208	63	%	%	NOUN
cana-2318	208	64	34.29	34.29	NUM
cana-2318	208	65	%	%	NOUN
cana-2318	208	66	37.14	37.14	NUM
cana-2318	208	67	%	%	NOUN
cana-2318	208	68	34.29	34.29	NUM
cana-2318	208	69	%	%	NOUN
cana-2318	208	70	6	6	NUM
cana-2318	208	71	random	random	ADJ
cana-2318	208	72	forest	forest	NOUN
cana-2318	208	73	40.00	40.00	NUM
cana-2318	208	74	%	%	NOUN
cana-2318	208	75	51.43	51.43	NUM
cana-2318	208	76	%	%	NOUN
cana-2318	208	77	51.43	51.43	NUM
cana-2318	208	78	%	%	NOUN
cana-2318	208	79	42.86	42.86	NUM
cana-2318	208	80	%	%	NOUN
cana-2318	208	81	7	7	NUM
cana-2318	208	82	adaboost	adaboost	ADV
cana-2318	208	83	28.57	28.57	NUM
cana-2318	208	84	%	%	NOUN
cana-2318	208	85	37.14	37.14	NUM
cana-2318	208	86	%	%	NOUN
cana-2318	208	87	31.43	31.43	NUM
cana-2318	208	88	%	%	NOUN
cana-2318	208	89	25.71	25.71	NUM
cana-2318	208	90	%	%	NOUN
cana-2318	208	91	8	8	NUM
cana-2318	208	92	voting	voting	NOUN
cana-2318	208	93	classifier	classifier	NOUN
cana-2318	208	94	17.14	17.14	NUM
cana-2318	208	95	%	%	NOUN
cana-2318	208	96	22.86	22.86	NUM
cana-2318	208	97	%	%	NOUN
cana-2318	208	98	48.57	48.57	NUM
cana-2318	208	99	%	%	NOUN
cana-2318	208	100	28.57	28.57	NUM
cana-2318	208	101	%	%	NOUN
cana-2318	208	102	9	9	NUM
cana-2318	208	103	multinomial	multinomial	ADJ
cana-2318	208	104	logistic	logistic	ADJ
cana-2318	208	105	regression	regression	NOUN
cana-2318	208	106	22.86	22.86	NUM
cana-2318	208	107	%	%	NOUN
cana-2318	208	108	28.57	28.57	NUM
cana-2318	208	109	%	%	NOUN
cana-2318	208	110	34.29	34.29	NUM
cana-2318	208	111	%	%	NOUN
cana-2318	208	112	28.57	28.57	NUM
cana-2318	208	113	%	%	NOUN
cana-2318	208	114	10	10	NUM
cana-2318	208	115	linear	linear	ADJ
cana-2318	208	116	discriminant	discriminant	ADJ
cana-2318	208	117	analysis	analysis	NOUN
cana-2318	208	118	14.29	14.29	NUM
cana-2318	208	119	%	%	NOUN
cana-2318	208	120	20.00	20.00	NUM
cana-2318	208	121	%	%	NOUN
cana-2318	208	122	34.39	34.39	NUM
cana-2318	208	123	%	%	NOUN
cana-2318	208	124	31.39	31.39	NUM
cana-2318	208	125	%	%	NOUN
cana-2318	208	126	11	11	NUM
cana-2318	208	127	gradient	gradient	NOUN
cana-2318	208	128	boosting	boost	VERB
cana-2318	208	129	classifier	classifier	NOUN
cana-2318	208	130	42.86	42.86	NUM
cana-2318	208	131	%	%	NOUN
cana-2318	208	132	45.71	45.71	NUM
cana-2318	208	133	%	%	NOUN
cana-2318	208	134	40.00	40.00	NUM
cana-2318	208	135	%	%	NOUN
cana-2318	208	136	40.00	40.00	NUM
cana-2318	208	137	%	%	NOUN
cana-2318	208	138	12	12	NUM
cana-2318	208	139	extra	extra	ADJ
cana-2318	208	140	trees	tree	NOUN
cana-2318	208	141	42.86	42.86	NUM
cana-2318	208	142	%	%	NOUN
cana-2318	208	143	57.14	57.14	NUM
cana-2318	208	144	%	%	NOUN
cana-2318	208	145	54.29	54.29	NUM
cana-2318	208	146	%	%	NOUN
cana-2318	208	147	51.43	51.43	NUM
cana-2318	208	148	%	%	NOUN
cana-2318	208	149	13	13	NUM
cana-2318	208	150	bagging	bag	VERB
cana-2318	208	151	31.43	31.43	NUM
cana-2318	208	152	%	%	NOUN
cana-2318	208	153	51.43	51.43	NUM
cana-2318	208	154	%	%	NOUN
cana-2318	208	155	40.00	40.00	NUM
cana-2318	208	156	%	%	NOUN
cana-2318	208	157	60.00	60.00	NUM
cana-2318	208	158	%	%	NOUN
cana-2318	208	159	table	table	NOUN
cana-2318	208	160	3	3	NUM
cana-2318	208	161	accuracies	accuracy	NOUN
cana-2318	208	162	of	of	ADP
cana-2318	208	163	predictive	predictive	ADJ
cana-2318	208	164	analysis	analysis	NOUN
cana-2318	208	165	tools	tool	NOUN
cana-2318	208	166	for	for	ADP
cana-2318	208	167	various	various	ADJ
cana-2318	208	168	criteria	criterion	NOUN
cana-2318	208	169	based	base	VERB
cana-2318	208	170	grading	grade	VERB
cana-2318	208	171	it	it	PRON
cana-2318	208	172	was	be	AUX
cana-2318	208	173	observed	observe	VERB
cana-2318	208	174	that	that	SCONJ
cana-2318	208	175	extra	extra	ADJ
cana-2318	208	176	trees	tree	NOUN
cana-2318	208	177	(	(	PUNCT
cana-2318	208	178	or	or	CCONJ
cana-2318	208	179	extremely	extremely	ADV
cana-2318	208	180	randomized	randomized	ADJ
cana-2318	208	181	trees	tree	NOUN
cana-2318	208	182	)	)	PUNCT
cana-2318	208	183	algorithm	algorithm	NOUN
cana-2318	208	184	gave	give	VERB
cana-2318	208	185	best	good	ADJ
cana-2318	208	186	accuracy	accuracy	NOUN
cana-2318	208	187	while	while	SCONJ
cana-2318	208	188	predicting	predict	VERB
cana-2318	208	189	the	the	DET
cana-2318	208	190	individual	individual	ADJ
cana-2318	208	191	grades	grade	NOUN
cana-2318	208	192	obtained	obtain	VERB
cana-2318	208	193	from	from	ADP
cana-2318	208	194	criteria	criterion	NOUN
cana-2318	208	195	2	2	NUM
cana-2318	208	196	and	and	CCONJ
cana-2318	208	197	5	5	NUM
cana-2318	208	198	and	and	CCONJ
cana-2318	208	199	combined	combined	ADJ
cana-2318	208	200	grade	grade	NOUN
cana-2318	208	201	obtained	obtain	VERB
cana-2318	208	202	from	from	ADP
cana-2318	208	203	both	both	DET
cana-2318	208	204	the	the	DET
cana-2318	208	205	criteria	criterion	NOUN
cana-2318	208	206	2	2	NUM
cana-2318	208	207	and	and	CCONJ
cana-2318	208	208	5	5	NUM
cana-2318	208	209	.	.	PUNCT
cana-2318	209	1	but	but	CCONJ
cana-2318	209	2	for	for	ADP
cana-2318	209	3	making	make	VERB
cana-2318	209	4	the	the	DET
cana-2318	209	5	overall	overall	ADJ
cana-2318	209	6	naac	naac	ADJ
cana-2318	209	7	grade	grade	NOUN
cana-2318	209	8	prediction	prediction	NOUN
cana-2318	209	9	,	,	PUNCT
cana-2318	209	10	bagging	bag	VERB
cana-2318	209	11	ensemble	ensemble	ADJ
cana-2318	209	12	method	method	NOUN
cana-2318	209	13	with	with	ADP
cana-2318	209	14	base	base	NOUN
cana-2318	209	15	estimator	estimator	NOUN
cana-2318	209	16	as	as	ADP
cana-2318	209	17	decision	decision	NOUN
cana-2318	209	18	tree	tree	NOUN
cana-2318	209	19	classifier	classifier	NOUN
cana-2318	209	20	having	have	VERB
cana-2318	209	21	42	42	NUM
cana-2318	209	22	random	random	ADJ
cana-2318	209	23	states	state	NOUN
cana-2318	209	24	and	and	CCONJ
cana-2318	209	25	10	10	NUM
cana-2318	209	26	n	n	CCONJ
cana-2318	209	27	-	-	PUNCT
cana-2318	209	28	estimators	estimator	NOUN
cana-2318	209	29	gave	give	VERB
cana-2318	209	30	the	the	DET
cana-2318	209	31	best	good	ADJ
cana-2318	209	32	accuracy	accuracy	NOUN
cana-2318	209	33	.	.	PUNCT
cana-2318	210	1	support	support	NOUN
cana-2318	210	2	vector	vector	NOUN
cana-2318	210	3	machines	machine	NOUN
cana-2318	210	4	performed	perform	VERB
cana-2318	210	5	poorly	poorly	ADV
cana-2318	210	6	in	in	ADP
cana-2318	210	7	the	the	DET
cana-2318	210	8	research	research	NOUN
cana-2318	210	9	as	as	SCONJ
cana-2318	210	10	it	it	PRON
cana-2318	210	11	is	be	AUX
cana-2318	210	12	generally	generally	ADV
cana-2318	210	13	used	use	VERB
cana-2318	210	14	for	for	ADP
cana-2318	210	15	two	two	NUM
cana-2318	210	16	group	group	NOUN
cana-2318	210	17	classification	classification	NOUN
cana-2318	210	18	problems	problem	NOUN
cana-2318	210	19	.	.	PUNCT
cana-2318	211	1	it	it	PRON
cana-2318	211	2	was	be	AUX
cana-2318	211	3	used	use	VERB
cana-2318	211	4	only	only	ADV
cana-2318	211	5	for	for	ADP
cana-2318	211	6	comparison	comparison	NOUN
cana-2318	211	7	purposes	purpose	NOUN
cana-2318	211	8	here	here	ADV
cana-2318	211	9	.	.	PUNCT
cana-2318	212	1	the	the	DET
cana-2318	212	2	general	general	ADJ
cana-2318	212	3	conclusion	conclusion	NOUN
cana-2318	212	4	drawn	draw	VERB
cana-2318	212	5	from	from	ADP
cana-2318	212	6	this	this	DET
cana-2318	212	7	research	research	NOUN
cana-2318	212	8	is	be	AUX
cana-2318	212	9	that	that	SCONJ
cana-2318	212	10	ensemble	ensemble	ADJ
cana-2318	212	11	learning	learning	NOUN
cana-2318	212	12	methods	method	NOUN
cana-2318	212	13	produce	produce	VERB
cana-2318	212	14	more	more	ADV
cana-2318	212	15	accurate	accurate	ADJ
cana-2318	212	16	and	and	CCONJ
cana-2318	212	17	robust	robust	ADJ
cana-2318	212	18	models	model	NOUN
cana-2318	212	19	by	by	ADP
cana-2318	212	20	combining	combine	VERB
cana-2318	212	21	individual	individual	ADJ
cana-2318	212	22	models	model	NOUN
cana-2318	212	23	.	.	PUNCT
cana-2318	213	1	they	they	PRON
cana-2318	213	2	utilize	utilize	VERB
cana-2318	213	3	the	the	DET
cana-2318	213	4	strengths	strength	NOUN
cana-2318	213	5	and	and	CCONJ
cana-2318	213	6	balance	balance	VERB
cana-2318	213	7	out	out	ADP
cana-2318	213	8	the	the	DET
cana-2318	213	9	weaknesses	weakness	NOUN
cana-2318	213	10	of	of	ADP
cana-2318	213	11	multiple	multiple	ADJ
cana-2318	213	12	models	model	NOUN
cana-2318	213	13	and	and	CCONJ
cana-2318	213	14	produce	produce	VERB
cana-2318	213	15	more	more	ADV
cana-2318	213	16	robust	robust	ADJ
cana-2318	213	17	and	and	CCONJ
cana-2318	213	18	consistent	consistent	ADJ
cana-2318	213	19	prediction	prediction	NOUN
cana-2318	213	20	systems	system	NOUN
cana-2318	213	21	.	.	PUNCT
cana-2318	214	1	although	although	SCONJ
cana-2318	214	2	60	60	NUM
cana-2318	214	3	%	%	NOUN
cana-2318	214	4	is	be	AUX
cana-2318	214	5	not	not	PART
cana-2318	214	6	very	very	ADV
cana-2318	214	7	high	high	ADJ
cana-2318	214	8	accuracy	accuracy	NOUN
cana-2318	214	9	,	,	PUNCT
cana-2318	214	10	but	but	CCONJ
cana-2318	214	11	it	it	PRON
cana-2318	214	12	is	be	AUX
cana-2318	214	13	fairly	fairly	ADV
cana-2318	214	14	good	good	ADJ
cana-2318	214	15	in	in	ADP
cana-2318	214	16	this	this	DET
cana-2318	214	17	case	case	NOUN
cana-2318	214	18	,	,	PUNCT
cana-2318	214	19	as	as	SCONJ
cana-2318	214	20	we	we	PRON
cana-2318	214	21	are	be	AUX
cana-2318	214	22	working	work	VERB
cana-2318	214	23	here	here	ADV
cana-2318	214	24	only	only	ADV
cana-2318	214	25	on	on	ADP
cana-2318	214	26	two	two	NUM
cana-2318	214	27	criteria	criterion	NOUN
cana-2318	214	28	as	as	ADP
cana-2318	214	29	per	per	ADP
cana-2318	214	30	the	the	DET
cana-2318	214	31	scope	scope	NOUN
cana-2318	214	32	of	of	ADP
cana-2318	214	33	this	this	DET
cana-2318	214	34	research	research	NOUN
cana-2318	214	35	and	and	CCONJ
cana-2318	214	36	the	the	DET
cana-2318	214	37	overall	overall	ADJ
cana-2318	214	38	naac	naac	ADJ
cana-2318	214	39	grade	grade	NOUN
cana-2318	214	40	of	of	ADP
cana-2318	214	41	an	an	DET
cana-2318	214	42	organization	organization	NOUN
cana-2318	214	43	depends	depend	VERB
cana-2318	214	44	on	on	ADP
cana-2318	214	45	seven	seven	NUM
cana-2318	214	46	criteria	criterion	NOUN
cana-2318	214	47	.	.	PUNCT
cana-2318	215	1	9	9	NUM
cana-2318	215	2	conclusion	conclusion	NOUN
cana-2318	215	3	and	and	CCONJ
cana-2318	215	4	future	future	ADJ
cana-2318	215	5	scope	scope	NOUN
cana-2318	215	6	higher	high	ADJ
cana-2318	215	7	educational	educational	ADJ
cana-2318	215	8	institutions	institution	NOUN
cana-2318	215	9	have	have	VERB
cana-2318	215	10	stringent	stringent	ADJ
cana-2318	215	11	,	,	PUNCT
cana-2318	215	12	relevant	relevant	ADJ
cana-2318	215	13	,	,	PUNCT
cana-2318	215	14	productive	productive	ADJ
cana-2318	215	15	and	and	CCONJ
cana-2318	215	16	consistent	consistent	ADJ
cana-2318	215	17	performance	performance	NOUN
cana-2318	215	18	appraisal	appraisal	NOUN
cana-2318	215	19	for	for	ADP
cana-2318	215	20	quality	quality	NOUN
cana-2318	215	21	assurance	assurance	NOUN
cana-2318	215	22	and	and	CCONJ
cana-2318	215	23	this	this	DET
cana-2318	215	24	study	study	NOUN
cana-2318	215	25	would	would	AUX
cana-2318	215	26	assist	assist	VERB
cana-2318	215	27	them	they	PRON
cana-2318	215	28	in	in	ADP
cana-2318	215	29	this	this	DET
cana-2318	215	30	direction	direction	NOUN
cana-2318	215	31	.	.	PUNCT
cana-2318	216	1	the	the	DET
cana-2318	216	2	paper	paper	NOUN
cana-2318	216	3	presented	present	VERB
cana-2318	216	4	a	a	DET
cana-2318	216	5	comparative	comparative	ADJ
cana-2318	216	6	analysis	analysis	NOUN
cana-2318	216	7	of	of	ADP
cana-2318	216	8	several	several	ADJ
cana-2318	216	9	traditional	traditional	ADJ
cana-2318	216	10	and	and	CCONJ
cana-2318	216	11	ensemble	ensemble	ADJ
cana-2318	216	12	machine	machine	NOUN
cana-2318	216	13	learning	learning	NOUN
cana-2318	216	14	models	model	NOUN
cana-2318	216	15	for	for	ADP
cana-2318	216	16	predicting	predict	VERB
cana-2318	216	17	the	the	DET
cana-2318	216	18	grade	grade	NOUN
cana-2318	216	19	of	of	ADP
cana-2318	216	20	heis	heis	PROPN
cana-2318	216	21	of	of	ADP
cana-2318	216	22	india	india	PROPN
cana-2318	216	23	based	base	VERB
cana-2318	216	24	on	on	ADP
cana-2318	216	25	the	the	DET
cana-2318	216	26	naac	naac	ADJ
cana-2318	216	27	assessment	assessment	NOUN
cana-2318	216	28	and	and	CCONJ
cana-2318	216	29	accreditation	accreditation	NOUN
cana-2318	216	30	system	system	NOUN
cana-2318	216	31	.	.	PUNCT
cana-2318	217	1	the	the	DET
cana-2318	217	2	study	study	NOUN
cana-2318	217	3	proposed	propose	VERB
cana-2318	217	4	bagging	bag	VERB
cana-2318	217	5	ensemble	ensemble	ADJ
cana-2318	217	6	model	model	NOUN
cana-2318	217	7	as	as	ADP
cana-2318	217	8	a	a	DET
cana-2318	217	9	powerful	powerful	ADJ
cana-2318	217	10	technique	technique	NOUN
cana-2318	217	11	in	in	ADP
cana-2318	217	12	improving	improve	VERB
cana-2318	217	13	the	the	DET
cana-2318	217	14	accuracy	accuracy	NOUN
cana-2318	217	15	of	of	ADP
cana-2318	217	16	this	this	DET
cana-2318	217	17	machine	machine	NOUN
cana-2318	217	18	learning	learn	VERB
cana-2318	217	19	model	model	NOUN
cana-2318	217	20	.	.	PUNCT
cana-2318	218	1	the	the	DET
cana-2318	218	2	model	model	NOUN
cana-2318	218	3	provided	provide	VERB
cana-2318	218	4	an	an	DET
cana-2318	218	5	accuracy	accuracy	NOUN
cana-2318	218	6	of	of	ADP
cana-2318	218	7	60	60	NUM
cana-2318	218	8	%	%	NOUN
cana-2318	218	9	of	of	ADP
cana-2318	218	10	the	the	DET
cana-2318	218	11	effect	effect	NOUN
cana-2318	218	12	of	of	ADP
cana-2318	218	13	criteria	criterion	NOUN
cana-2318	218	14	2	2	NUM
cana-2318	218	15	and	and	CCONJ
cana-2318	218	16	5	5	NUM
cana-2318	218	17	on	on	ADP
cana-2318	218	18	the	the	DET
cana-2318	218	19	overall	overall	ADJ
cana-2318	218	20	achieved	achieve	VERB
cana-2318	218	21	grade	grade	NOUN
cana-2318	218	22	of	of	ADP
cana-2318	218	23	an	an	DET
cana-2318	218	24	institution	institution	NOUN
cana-2318	218	25	which	which	PRON
cana-2318	218	26	indicates	indicate	VERB
cana-2318	218	27	that	that	SCONJ
cana-2318	218	28	although	although	SCONJ
cana-2318	218	29	these	these	DET
cana-2318	218	30	two	two	NUM
cana-2318	218	31	criteria	criterion	NOUN
cana-2318	218	32	contribute	contribute	VERB
cana-2318	218	33	about	about	ADV
cana-2318	218	34	50	50	NUM
cana-2318	218	35	%	%	NOUN
cana-2318	218	36	to	to	ADP
cana-2318	218	37	the	the	DET
cana-2318	218	38	grade	grade	NOUN
cana-2318	218	39	,	,	PUNCT
cana-2318	218	40	but	but	CCONJ
cana-2318	218	41	still	still	ADV
cana-2318	218	42	do	do	AUX
cana-2318	218	43	not	not	PART
cana-2318	218	44	have	have	VERB
cana-2318	218	45	a	a	DET
cana-2318	218	46	big	big	ADJ
cana-2318	218	47	impact	impact	NOUN
cana-2318	218	48	on	on	ADP
cana-2318	218	49	the	the	DET
cana-2318	218	50	final	final	ADJ
cana-2318	218	51	grade	grade	NOUN
cana-2318	218	52	.	.	PUNCT
cana-2318	219	1	the	the	DET
cana-2318	219	2	practical	practical	ADJ
cana-2318	219	3	implication	implication	NOUN
cana-2318	219	4	of	of	ADP
cana-2318	219	5	this	this	DET
cana-2318	219	6	research	research	NOUN
cana-2318	219	7	is	be	AUX
cana-2318	219	8	that	that	SCONJ
cana-2318	219	9	when	when	SCONJ
cana-2318	219	10	the	the	DET
cana-2318	219	11	heis	heis	NOUN
cana-2318	219	12	prepare	prepare	VERB
cana-2318	219	13	for	for	ADP
cana-2318	219	14	accreditation	accreditation	NOUN
cana-2318	219	15	or	or	CCONJ
cana-2318	219	16	re	re	NOUN
cana-2318	219	17	-	-	NOUN
cana-2318	219	18	accreditation	accreditation	NOUN
cana-2318	219	19	,	,	PUNCT
cana-2318	219	20	this	this	DET
cana-2318	219	21	system	system	NOUN
cana-2318	219	22	would	would	AUX
cana-2318	219	23	provide	provide	VERB
cana-2318	219	24	a	a	DET
cana-2318	219	25	clear	clear	ADJ
cana-2318	219	26	idea	idea	NOUN
cana-2318	219	27	of	of	ADP
cana-2318	219	28	the	the	DET
cana-2318	219	29	expected	expect	VERB
cana-2318	219	30	score	score	NOUN
cana-2318	219	31	or	or	CCONJ
cana-2318	219	32	grade	grade	NOUN
cana-2318	219	33	and	and	CCONJ
cana-2318	219	34	the	the	DET
cana-2318	219	35	institution	institution	NOUN
cana-2318	219	36	would	would	AUX
cana-2318	219	37	get	get	VERB
cana-2318	219	38	a	a	DET
cana-2318	219	39	chance	chance	NOUN
cana-2318	219	40	to	to	PART
cana-2318	219	41	make	make	VERB
cana-2318	219	42	required	required	ADJ
cana-2318	219	43	improvements	improvement	NOUN
cana-2318	219	44	for	for	ADP
cana-2318	219	45	upgrading	upgrade	VERB
cana-2318	219	46	their	their	PRON
cana-2318	219	47	communications	communication	NOUN
cana-2318	219	48	on	on	ADP
cana-2318	219	49	applied	apply	VERB
cana-2318	219	50	nonlinear	nonlinear	ADJ
cana-2318	219	51	analysis	analysis	NOUN
cana-2318	219	52	issn	issn	NOUN
cana-2318	219	53	:	:	PUNCT
cana-2318	219	54	1074	1074	NUM
cana-2318	219	55	-	-	PUNCT
cana-2318	219	56	133x	133x	NUM
cana-2318	219	57	vol	vol	NOUN
cana-2318	219	58	32	32	NUM
cana-2318	219	59	no	no	NOUN
cana-2318	219	60	.	.	PUNCT
cana-2318	220	1	1s	1s	NUM
cana-2318	220	2	(	(	PUNCT
cana-2318	220	3	2025	2025	NUM
cana-2318	220	4	)	)	PUNCT
cana-2318	220	5	550	550	NUM
cana-2318	220	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2318	220	7	quality	quality	NOUN
cana-2318	220	8	score	score	NOUN
cana-2318	220	9	significantly	significantly	ADV
cana-2318	220	10	prior	prior	ADV
cana-2318	220	11	to	to	ADP
cana-2318	220	12	actual	actual	ADJ
cana-2318	220	13	evaluation	evaluation	NOUN
cana-2318	220	14	.	.	PUNCT
cana-2318	221	1	on	on	ADP
cana-2318	221	2	29	29	NUM
cana-2318	221	3	july	july	PROPN
cana-2318	221	4	2024	2024	NUM
cana-2318	221	5	,	,	PUNCT
cana-2318	221	6	naac	naac	ADJ
cana-2318	221	7	reforms	reform	NOUN
cana-2318	221	8	2024	2024	NUM
cana-2318	221	9	were	be	AUX
cana-2318	221	10	announced	announce	VERB
cana-2318	221	11	which	which	PRON
cana-2318	221	12	proposed	propose	VERB
cana-2318	221	13	binary	binary	ADJ
cana-2318	221	14	accreditation	accreditation	NOUN
cana-2318	221	15	system	system	NOUN
cana-2318	221	16	and	and	CCONJ
cana-2318	221	17	mbgl	mbgl	NOUN
cana-2318	221	18	(	(	PUNCT
cana-2318	221	19	maturity	maturity	NOUN
cana-2318	221	20	based	base	VERB
cana-2318	221	21	graded	grade	VERB
cana-2318	221	22	levels	level	NOUN
cana-2318	221	23	)	)	PUNCT
cana-2318	221	24	.	.	PUNCT
cana-2318	222	1	this	this	PRON
cana-2318	222	2	has	have	AUX
cana-2318	222	3	been	be	AUX
cana-2318	222	4	decided	decide	VERB
cana-2318	222	5	so	so	SCONJ
cana-2318	222	6	that	that	SCONJ
cana-2318	222	7	more	more	ADJ
cana-2318	222	8	heis	heis	NOUN
cana-2318	222	9	may	may	AUX
cana-2318	222	10	participate	participate	VERB
cana-2318	222	11	in	in	ADP
cana-2318	222	12	the	the	DET
cana-2318	222	13	accreditation	accreditation	NOUN
cana-2318	222	14	process	process	NOUN
cana-2318	222	15	.	.	PUNCT
cana-2318	223	1	the	the	DET
cana-2318	223	2	future	future	ADJ
cana-2318	223	3	scope	scope	NOUN
cana-2318	223	4	of	of	ADP
cana-2318	223	5	this	this	DET
cana-2318	223	6	research	research	NOUN
cana-2318	223	7	would	would	AUX
cana-2318	223	8	include	include	VERB
cana-2318	223	9	using	use	VERB
cana-2318	223	10	all	all	DET
cana-2318	223	11	the	the	DET
cana-2318	223	12	seven	seven	NUM
cana-2318	223	13	parameters	parameter	NOUN
cana-2318	223	14	involved	involve	VERB
cana-2318	223	15	in	in	ADP
cana-2318	223	16	the	the	DET
cana-2318	223	17	naac	naac	ADJ
cana-2318	223	18	accreditation	accreditation	NOUN
cana-2318	223	19	grade	grade	NOUN
cana-2318	223	20	evaluation	evaluation	NOUN
cana-2318	223	21	process	process	NOUN
cana-2318	223	22	to	to	PART
cana-2318	223	23	give	give	VERB
cana-2318	223	24	more	more	ADV
cana-2318	223	25	accurate	accurate	ADJ
cana-2318	223	26	assessment	assessment	NOUN
cana-2318	223	27	prediction	prediction	NOUN
cana-2318	223	28	.	.	PUNCT
cana-2318	224	1	also	also	ADV
cana-2318	224	2	implementation	implementation	NOUN
cana-2318	224	3	of	of	ADP
cana-2318	224	4	the	the	DET
cana-2318	224	5	new	new	ADJ
cana-2318	224	6	mbgl	mbgl	NOUN
cana-2318	224	7	and	and	CCONJ
cana-2318	224	8	binary	binary	ADJ
cana-2318	224	9	evaluation	evaluation	NOUN
cana-2318	224	10	system	system	NOUN
cana-2318	224	11	would	would	AUX
cana-2318	224	12	be	be	AUX
cana-2318	224	13	part	part	NOUN
cana-2318	224	14	of	of	ADP
cana-2318	224	15	the	the	DET
cana-2318	224	16	next	next	ADJ
cana-2318	224	17	phase	phase	NOUN
cana-2318	224	18	of	of	ADP
cana-2318	224	19	this	this	DET
cana-2318	224	20	research	research	NOUN
cana-2318	224	21	.	.	PUNCT
cana-2318	225	1	the	the	DET
cana-2318	225	2	results	result	NOUN
cana-2318	225	3	are	be	AUX
cana-2318	225	4	expected	expect	VERB
cana-2318	225	5	to	to	PART
cana-2318	225	6	improve	improve	VERB
cana-2318	225	7	in	in	ADP
cana-2318	225	8	the	the	DET
cana-2318	225	9	future	future	ADJ
cana-2318	225	10	scope	scope	NOUN
cana-2318	225	11	of	of	ADP
cana-2318	225	12	this	this	DET
cana-2318	225	13	research	research	NOUN
cana-2318	225	14	as	as	SCONJ
cana-2318	225	15	it	it	PRON
cana-2318	225	16	would	would	AUX
cana-2318	225	17	turn	turn	VERB
cana-2318	225	18	into	into	ADP
cana-2318	225	19	a	a	DET
cana-2318	225	20	binary	binary	ADJ
cana-2318	225	21	classification	classification	NOUN
cana-2318	225	22	problem	problem	NOUN
cana-2318	225	23	(	(	PUNCT
cana-2318	225	24	accredited	accredit	VERB
cana-2318	225	25	or	or	CCONJ
cana-2318	225	26	not	not	PART
cana-2318	225	27	accredited	accredit	VERB
cana-2318	225	28	)	)	PUNCT
cana-2318	225	29	instead	instead	ADV
cana-2318	225	30	of	of	ADP
cana-2318	225	31	the	the	DET
cana-2318	225	32	eight	eight	NUM
cana-2318	225	33	grades	grade	NOUN
cana-2318	225	34	(	(	PUNCT
cana-2318	225	35	a++	a++	NOUN
cana-2318	225	36	,	,	PUNCT
cana-2318	225	37	a+	a+	ADP
cana-2318	225	38	,	,	PUNCT
cana-2318	225	39	a	a	DET
cana-2318	225	40	,	,	PUNCT
cana-2318	225	41	b++	b++	NOUN
cana-2318	225	42	,	,	PUNCT
cana-2318	225	43	b+	b+	X
cana-2318	225	44	,	,	PUNCT
cana-2318	225	45	b	b	X
cana-2318	225	46	,	,	PUNCT
cana-2318	225	47	c	c	PROPN
cana-2318	225	48	and	and	CCONJ
cana-2318	225	49	d	d	X
cana-2318	225	50	)	)	PUNCT
cana-2318	225	51	multi	multi	ADJ
cana-2318	225	52	class	class	NOUN
cana-2318	225	53	classification	classification	NOUN
cana-2318	225	54	problem	problem	NOUN
cana-2318	225	55	.	.	PUNCT
cana-2318	226	1	references	reference	NOUN
cana-2318	226	2	[	[	X
cana-2318	226	3	1	1	NUM
cana-2318	226	4	]	]	X
cana-2318	226	5	basheer	basheer	NOUN
cana-2318	226	6	,	,	PUNCT
cana-2318	226	7	n.	n.	PROPN
cana-2318	226	8	,	,	PUNCT
cana-2318	226	9	ahmed	ahmed	PROPN
cana-2318	226	10	,	,	PUNCT
cana-2318	226	11	v.	v.	PROPN
cana-2318	226	12	,	,	PUNCT
cana-2318	226	13	bahroun	bahroun	PROPN
cana-2318	226	14	,	,	PUNCT
cana-2318	226	15	z.	z.	PROPN
cana-2318	226	16	,	,	PUNCT
cana-2318	226	17	&	&	CCONJ
cana-2318	226	18	anane	anane	PROPN
cana-2318	226	19	,	,	PUNCT
cana-2318	226	20	c.	c.	PROPN
cana-2318	226	21	(	(	PUNCT
cana-2318	226	22	2024	2024	NUM
cana-2318	226	23	)	)	PUNCT
cana-2318	226	24	.	.	PUNCT
cana-2318	227	1	exploring	explore	VERB
cana-2318	227	2	sustainability	sustainability	NOUN
cana-2318	227	3	assessment	assessment	NOUN
cana-2318	227	4	practices	practice	NOUN
cana-2318	227	5	in	in	ADP
cana-2318	227	6	higher	high	ADJ
cana-2318	227	7	education	education	NOUN
cana-2318	227	8	:	:	PUNCT
cana-2318	227	9	a	a	DET
cana-2318	227	10	comprehensive	comprehensive	ADJ
cana-2318	227	11	review	review	NOUN
cana-2318	227	12	through	through	ADP
cana-2318	227	13	content	content	NOUN
cana-2318	227	14	and	and	CCONJ
cana-2318	227	15	bibliometric	bibliometric	ADJ
cana-2318	227	16	analyses	analysis	NOUN
cana-2318	227	17	.	.	PUNCT
cana-2318	228	1	sustainability	sustainability	NOUN
cana-2318	228	2	,	,	PUNCT
cana-2318	228	3	16(13	16(13	NUM
cana-2318	228	4	)	)	PUNCT
cana-2318	228	5	,	,	PUNCT
cana-2318	228	6	5799	5799	NUM
cana-2318	228	7	.	.	PUNCT
cana-2318	229	1	[	[	X
cana-2318	229	2	2	2	NUM
cana-2318	229	3	]	]	PUNCT
cana-2318	229	4	brunner	brunner	NOUN
cana-2318	229	5	,	,	PUNCT
cana-2318	229	6	j.	j.	PROPN
cana-2318	229	7	j.	j.	PROPN
cana-2318	229	8	,	,	PUNCT
cana-2318	229	9	gacel	gacel	PROPN
cana-2318	229	10	-	-	PUNCT
cana-2318	229	11	avilà	avilà	PROPN
cana-2318	229	12	,	,	PUNCT
cana-2318	229	13	j.	j.	PROPN
cana-2318	229	14	,	,	PUNCT
cana-2318	229	15	laverde	laverde	PROPN
cana-2318	229	16	,	,	PUNCT
cana-2318	229	17	m.	m.	NOUN
cana-2318	229	18	,	,	PUNCT
cana-2318	229	19	puukka	puukka	NOUN
cana-2318	229	20	,	,	PUNCT
cana-2318	229	21	j.	j.	PROPN
cana-2318	229	22	,	,	PUNCT
cana-2318	229	23	rubio	rubio	PROPN
cana-2318	229	24	,	,	PUNCT
cana-2318	229	25	j.	j.	PROPN
cana-2318	229	26	,	,	PUNCT
cana-2318	229	27	schwartzman	schwartzman	PROPN
cana-2318	229	28	,	,	PUNCT
cana-2318	229	29	s.	s.	PROPN
cana-2318	229	30	,	,	PUNCT
cana-2318	229	31	&	&	CCONJ
cana-2318	229	32	valiente	valiente	PROPN
cana-2318	229	33	,	,	PUNCT
cana-2318	229	34	ó	ó	PROPN
cana-2318	229	35	.	.	PUNCT
cana-2318	229	36	(	(	PUNCT
cana-2318	229	37	2012	2012	NUM
cana-2318	229	38	)	)	PUNCT
cana-2318	229	39	.	.	PUNCT
cana-2318	230	1	higher	high	ADJ
cana-2318	230	2	education	education	NOUN
cana-2318	230	3	in	in	ADP
cana-2318	230	4	regional	regional	ADJ
cana-2318	230	5	and	and	CCONJ
cana-2318	230	6	city	city	NOUN
cana-2318	230	7	development	development	NOUN
cana-2318	230	8	antioquia	antioquia	PROPN
cana-2318	230	9	,	,	PUNCT
cana-2318	230	10	colombia	colombia	PROPN
cana-2318	230	11	.	.	PUNCT
cana-2318	231	1	[	[	X
cana-2318	231	2	3	3	NUM
cana-2318	231	3	]	]	X
cana-2318	231	4	franco	franco	PROPN
cana-2318	231	5	,	,	PUNCT
cana-2318	231	6	i.	i.	PROPN
cana-2318	231	7	,	,	PUNCT
cana-2318	231	8	saito	saito	PROPN
cana-2318	231	9	,	,	PUNCT
cana-2318	231	10	o.	o.	PROPN
cana-2318	231	11	,	,	PUNCT
cana-2318	231	12	vaughter	vaughter	VERB
cana-2318	231	13	,	,	PUNCT
cana-2318	231	14	p.	p.	PROPN
cana-2318	231	15	,	,	PUNCT
cana-2318	231	16	whereat	whereat	PROPN
cana-2318	231	17	,	,	PUNCT
cana-2318	231	18	j.	j.	PROPN
cana-2318	231	19	,	,	PUNCT
cana-2318	231	20	kanie	kanie	PROPN
cana-2318	231	21	,	,	PUNCT
cana-2318	231	22	n.	n.	NOUN
cana-2318	231	23	,	,	PUNCT
cana-2318	231	24	&	&	CCONJ
cana-2318	231	25	takemoto	takemoto	PROPN
cana-2318	231	26	,	,	PUNCT
cana-2318	231	27	k.	k.	PROPN
cana-2318	231	28	(	(	PUNCT
cana-2318	231	29	2019	2019	NUM
cana-2318	231	30	)	)	PUNCT
cana-2318	231	31	.	.	PUNCT
cana-2318	232	1	higher	high	ADJ
cana-2318	232	2	education	education	NOUN
cana-2318	232	3	for	for	ADP
cana-2318	232	4	sustainable	sustainable	ADJ
cana-2318	232	5	development	development	NOUN
cana-2318	232	6	:	:	PUNCT
cana-2318	232	7	actioning	action	VERB
cana-2318	232	8	the	the	DET
cana-2318	232	9	global	global	ADJ
cana-2318	232	10	goals	goal	NOUN
cana-2318	232	11	in	in	ADP
cana-2318	232	12	policy	policy	NOUN
cana-2318	232	13	,	,	PUNCT
cana-2318	232	14	curriculum	curriculum	NOUN
cana-2318	232	15	and	and	CCONJ
cana-2318	232	16	practice	practice	NOUN
cana-2318	232	17	.	.	PUNCT
cana-2318	233	1	sustainability	sustainability	NOUN
cana-2318	233	2	science	science	NOUN
cana-2318	233	3	,	,	PUNCT
cana-2318	233	4	14(6	14(6	NOUN
cana-2318	233	5	)	)	PUNCT
cana-2318	233	6	,	,	PUNCT
cana-2318	233	7	16211642	16211642	NUM
cana-2318	233	8	.	.	PUNCT
cana-2318	234	1	[	[	X
cana-2318	234	2	4	4	NUM
cana-2318	234	3	]	]	PUNCT
cana-2318	234	4	devasia	devasia	NOUN
cana-2318	234	5	,	,	PUNCT
cana-2318	234	6	t.	t.	PROPN
cana-2318	234	7	,	,	PUNCT
cana-2318	234	8	vinushree	vinushree	NOUN
cana-2318	234	9	,	,	PUNCT
cana-2318	234	10	t.	t.	PROPN
cana-2318	234	11	p.	p.	PROPN
cana-2318	234	12	,	,	PUNCT
cana-2318	234	13	&	&	CCONJ
cana-2318	234	14	hegde	hegde	PROPN
cana-2318	234	15	,	,	PUNCT
cana-2318	234	16	v.	v.	PROPN
cana-2318	234	17	(	(	PUNCT
cana-2318	234	18	2016	2016	NUM
cana-2318	234	19	,	,	PUNCT
cana-2318	234	20	march	march	PROPN
cana-2318	234	21	)	)	PUNCT
cana-2318	234	22	.	.	PUNCT
cana-2318	235	1	prediction	prediction	NOUN
cana-2318	235	2	of	of	ADP
cana-2318	235	3	students	student	NOUN
cana-2318	235	4	performance	performance	NOUN
cana-2318	235	5	using	use	VERB
cana-2318	235	6	educational	educational	ADJ
cana-2318	235	7	data	datum	NOUN
cana-2318	235	8	mining	mining	NOUN
cana-2318	235	9	.	.	PUNCT
cana-2318	236	1	in	in	ADP
cana-2318	236	2	2016	2016	NUM
cana-2318	236	3	international	international	ADJ
cana-2318	236	4	conference	conference	NOUN
cana-2318	236	5	on	on	ADP
cana-2318	236	6	data	datum	NOUN
cana-2318	236	7	mining	mining	NOUN
cana-2318	236	8	and	and	CCONJ
cana-2318	236	9	advanced	advanced	ADJ
cana-2318	236	10	computing	computing	NOUN
cana-2318	236	11	(	(	PUNCT
cana-2318	236	12	sapience	sapience	NOUN
cana-2318	236	13	)	)	PUNCT
cana-2318	236	14	(	(	PUNCT
cana-2318	236	15	pp	pp	X
cana-2318	236	16	.	.	PUNCT
cana-2318	237	1	91	91	NUM
cana-2318	237	2	-	-	SYM
cana-2318	237	3	95	95	NUM
cana-2318	237	4	)	)	PUNCT
cana-2318	237	5	.	.	PUNCT
cana-2318	238	1	ieee	ieee	NOUN
cana-2318	238	2	.	.	PUNCT
cana-2318	239	1	[	[	X
cana-2318	239	2	5	5	NUM
cana-2318	239	3	]	]	X
cana-2318	239	4	jalaliyoon	jalaliyoon	NOUN
cana-2318	239	5	,	,	PUNCT
cana-2318	239	6	n.	n.	NOUN
cana-2318	239	7	,	,	PUNCT
cana-2318	239	8	&	&	CCONJ
cana-2318	239	9	taherdoost	taherdoost	PROPN
cana-2318	239	10	,	,	PUNCT
cana-2318	239	11	h.	h.	PROPN
cana-2318	239	12	(	(	PUNCT
cana-2318	239	13	2012	2012	NUM
cana-2318	239	14	)	)	PUNCT
cana-2318	239	15	.	.	PUNCT
cana-2318	240	1	performance	performance	NOUN
cana-2318	240	2	evaluation	evaluation	NOUN
cana-2318	240	3	of	of	ADP
cana-2318	240	4	higher	high	ADJ
cana-2318	240	5	education	education	NOUN
cana-2318	240	6	;	;	PUNCT
cana-2318	240	7	a	a	DET
cana-2318	240	8	necessity	necessity	NOUN
cana-2318	240	9	.	.	PUNCT
cana-2318	241	1	procedia	procedia	NOUN
cana-2318	241	2	-	-	PUNCT
cana-2318	241	3	social	social	ADJ
cana-2318	241	4	and	and	CCONJ
cana-2318	241	5	behavioral	behavioral	ADJ
cana-2318	241	6	sciences	science	NOUN
cana-2318	241	7	,	,	PUNCT
cana-2318	241	8	46	46	NUM
cana-2318	241	9	,	,	PUNCT
cana-2318	241	10	5682	5682	NUM
cana-2318	241	11	-	-	SYM
cana-2318	241	12	5686	5686	NUM
cana-2318	241	13	.	.	PUNCT
cana-2318	242	1	[	[	X
cana-2318	242	2	6	6	NUM
cana-2318	242	3	]	]	SYM
cana-2318	242	4	sghir	sghir	NOUN
cana-2318	242	5	,	,	PUNCT
cana-2318	242	6	n.	n.	NOUN
cana-2318	242	7	,	,	PUNCT
cana-2318	242	8	adadi	adadi	NOUN
cana-2318	242	9	,	,	PUNCT
cana-2318	242	10	a.	a.	NOUN
cana-2318	242	11	,	,	PUNCT
cana-2318	242	12	&	&	CCONJ
cana-2318	242	13	lahmer	lahmer	PROPN
cana-2318	242	14	,	,	PUNCT
cana-2318	242	15	m.	m.	NOUN
cana-2318	242	16	(	(	PUNCT
cana-2318	242	17	2023	2023	NUM
cana-2318	242	18	)	)	PUNCT
cana-2318	242	19	.	.	PUNCT
cana-2318	243	1	recent	recent	ADJ
cana-2318	243	2	advances	advance	NOUN
cana-2318	243	3	in	in	ADP
cana-2318	243	4	predictive	predictive	ADJ
cana-2318	243	5	learning	learning	NOUN
cana-2318	243	6	analytics	analytic	NOUN
cana-2318	243	7	:	:	PUNCT
cana-2318	243	8	a	a	DET
cana-2318	243	9	decade	decade	NOUN
cana-2318	243	10	systematic	systematic	ADJ
cana-2318	243	11	review	review	NOUN
cana-2318	243	12	(	(	PUNCT
cana-2318	243	13	2012–2022	2012–2022	NUM
cana-2318	243	14	)	)	PUNCT
cana-2318	243	15	.	.	PUNCT
cana-2318	244	1	education	education	NOUN
cana-2318	244	2	and	and	CCONJ
cana-2318	244	3	information	information	NOUN
cana-2318	244	4	technologies	technology	NOUN
cana-2318	244	5	,	,	PUNCT
cana-2318	244	6	28(7	28(7	NUM
cana-2318	244	7	)	)	PUNCT
cana-2318	244	8	,	,	PUNCT
cana-2318	244	9	8299	8299	NUM
cana-2318	244	10	-	-	SYM
cana-2318	244	11	8333	8333	NUM
cana-2318	244	12	.	.	PUNCT
cana-2318	245	1	[	[	X
cana-2318	245	2	7	7	NUM
cana-2318	245	3	]	]	X
cana-2318	245	4	essa	essa	PROPN
cana-2318	245	5	,	,	PUNCT
cana-2318	245	6	a.	a.	PROPN
cana-2318	245	7	,	,	PUNCT
cana-2318	245	8	&	&	CCONJ
cana-2318	245	9	ayad	ayad	PROPN
cana-2318	245	10	,	,	PUNCT
cana-2318	245	11	h.	h.	PROPN
cana-2318	245	12	(	(	PUNCT
cana-2318	245	13	2012	2012	NUM
cana-2318	245	14	)	)	PUNCT
cana-2318	245	15	.	.	PUNCT
cana-2318	246	1	improving	improve	VERB
cana-2318	246	2	student	student	NOUN
cana-2318	246	3	success	success	NOUN
cana-2318	246	4	using	use	VERB
cana-2318	246	5	predictive	predictive	ADJ
cana-2318	246	6	models	model	NOUN
cana-2318	246	7	and	and	CCONJ
cana-2318	246	8	data	datum	NOUN
cana-2318	246	9	visualisations	visualisation	NOUN
cana-2318	246	10	.	.	PUNCT
cana-2318	247	1	research	research	NOUN
cana-2318	247	2	in	in	ADP
cana-2318	247	3	learning	learn	VERB
cana-2318	247	4	technology	technology	NOUN
cana-2318	247	5	,	,	PUNCT
cana-2318	247	6	20	20	NUM
cana-2318	247	7	.	.	PUNCT
cana-2318	248	1	[	[	X
cana-2318	248	2	8	8	NUM
cana-2318	248	3	]	]	X
cana-2318	248	4	balakrishnan	balakrishnan	PROPN
cana-2318	248	5	,	,	PUNCT
cana-2318	248	6	g.	g.	PROPN
cana-2318	248	7	,	,	PUNCT
cana-2318	248	8	&	&	CCONJ
cana-2318	248	9	coetzee	coetzee	PROPN
cana-2318	248	10	,	,	PUNCT
cana-2318	248	11	d.	d.	PROPN
cana-2318	248	12	(	(	PUNCT
cana-2318	248	13	2013	2013	NUM
cana-2318	248	14	)	)	PUNCT
cana-2318	248	15	.	.	PUNCT
cana-2318	249	1	predicting	predict	VERB
cana-2318	249	2	student	student	NOUN
cana-2318	249	3	retention	retention	NOUN
cana-2318	249	4	in	in	ADP
cana-2318	249	5	massive	massive	ADJ
cana-2318	249	6	open	open	ADJ
cana-2318	249	7	online	online	ADJ
cana-2318	249	8	courses	course	NOUN
cana-2318	249	9	using	use	VERB
cana-2318	249	10	hidden	hidden	ADJ
cana-2318	249	11	markov	markov	NOUN
cana-2318	249	12	models	model	NOUN
cana-2318	249	13	.	.	PUNCT
cana-2318	250	1	electrical	electrical	ADJ
cana-2318	250	2	engineering	engineering	NOUN
cana-2318	250	3	and	and	CCONJ
cana-2318	250	4	computer	computer	NOUN
cana-2318	250	5	sciences	sciences	PROPN
cana-2318	250	6	university	university	PROPN
cana-2318	250	7	of	of	ADP
cana-2318	250	8	california	california	PROPN
cana-2318	250	9	at	at	ADP
cana-2318	250	10	berkeley	berkeley	PROPN
cana-2318	250	11	,	,	PUNCT
cana-2318	250	12	53	53	NUM
cana-2318	250	13	,	,	PUNCT
cana-2318	250	14	57	57	NUM
cana-2318	250	15	-	-	SYM
cana-2318	250	16	58	58	NUM
cana-2318	250	17	.	.	PUNCT
cana-2318	251	1	[	[	X
cana-2318	251	2	9	9	NUM
cana-2318	251	3	]	]	X
cana-2318	251	4	jayaprakash	jayaprakash	NOUN
cana-2318	251	5	,	,	PUNCT
cana-2318	251	6	s.	s.	PROPN
cana-2318	251	7	m.	m.	PROPN
cana-2318	251	8	,	,	PUNCT
cana-2318	251	9	moody	moody	PROPN
cana-2318	251	10	,	,	PUNCT
cana-2318	251	11	e.	e.	PROPN
cana-2318	251	12	w.	w.	PROPN
cana-2318	251	13	,	,	PUNCT
cana-2318	251	14	lauría	lauría	PROPN
cana-2318	251	15	,	,	PUNCT
cana-2318	251	16	e.	e.	PROPN
cana-2318	251	17	j.	j.	PROPN
cana-2318	251	18	,	,	PUNCT
cana-2318	251	19	regan	regan	PROPN
cana-2318	251	20	,	,	PUNCT
cana-2318	251	21	j.	j.	PROPN
cana-2318	251	22	r.	r.	PROPN
cana-2318	251	23	,	,	PUNCT
cana-2318	251	24	&	&	CCONJ
cana-2318	251	25	baron	baron	NOUN
cana-2318	251	26	,	,	PUNCT
cana-2318	251	27	j.	j.	PROPN
cana-2318	251	28	d.	d.	PROPN
cana-2318	251	29	(	(	PUNCT
cana-2318	251	30	2014	2014	NUM
cana-2318	251	31	)	)	PUNCT
cana-2318	251	32	.	.	PUNCT
cana-2318	252	1	early	early	ADJ
cana-2318	252	2	alert	alert	NOUN
cana-2318	252	3	of	of	ADP
cana-2318	252	4	academically	academically	ADV
cana-2318	252	5	atrisk	atrisk	PROPN
cana-2318	252	6	students	student	NOUN
cana-2318	252	7	:	:	PUNCT
cana-2318	252	8	an	an	DET
cana-2318	252	9	open	open	ADJ
cana-2318	252	10	source	source	NOUN
cana-2318	252	11	analytics	analytic	NOUN
cana-2318	252	12	initiative	initiative	NOUN
cana-2318	252	13	.	.	PUNCT
cana-2318	253	1	journal	journal	NOUN
cana-2318	253	2	of	of	ADP
cana-2318	253	3	learning	learn	VERB
cana-2318	253	4	analytics	analytic	NOUN
cana-2318	253	5	,	,	PUNCT
cana-2318	253	6	1(1	1(1	NUM
cana-2318	253	7	)	)	PUNCT
cana-2318	253	8	,	,	PUNCT
cana-2318	253	9	6	6	NUM
cana-2318	253	10	-	-	SYM
cana-2318	253	11	47	47	NUM
cana-2318	253	12	.	.	PUNCT
cana-2318	254	1	[	[	X
cana-2318	254	2	10	10	NUM
cana-2318	254	3	]	]	X
cana-2318	254	4	rajni	rajni	NOUN
cana-2318	254	5	,	,	PUNCT
cana-2318	254	6	j.	j.	PROPN
cana-2318	254	7	,	,	PUNCT
cana-2318	254	8	&	&	CCONJ
cana-2318	254	9	malaya	malaya	PROPN
cana-2318	254	10	,	,	PUNCT
cana-2318	254	11	d.	d.	PROPN
cana-2318	254	12	b.	b.	PROPN
cana-2318	254	13	(	(	PUNCT
cana-2318	254	14	2015	2015	NUM
cana-2318	254	15	)	)	PUNCT
cana-2318	254	16	.	.	PUNCT
cana-2318	255	1	predictive	predictive	ADJ
cana-2318	255	2	analytics	analytic	NOUN
cana-2318	255	3	in	in	ADP
cana-2318	255	4	a	a	DET
cana-2318	255	5	higher	high	ADJ
cana-2318	255	6	education	education	NOUN
cana-2318	255	7	context	context	NOUN
cana-2318	255	8	.	.	PUNCT
cana-2318	256	1	it	it	PRON
cana-2318	256	2	professional	professional	ADJ
cana-2318	256	3	,	,	PUNCT
cana-2318	256	4	17(4	17(4	NUM
cana-2318	256	5	)	)	PUNCT
cana-2318	256	6	,	,	PUNCT
cana-2318	256	7	24	24	NUM
cana-2318	256	8	-	-	SYM
cana-2318	256	9	33	33	NUM
cana-2318	256	10	.	.	PUNCT
cana-2318	257	1	[	[	X
cana-2318	257	2	11	11	NUM
cana-2318	257	3	]	]	X
cana-2318	257	4	ekowo	ekowo	NOUN
cana-2318	257	5	,	,	PUNCT
cana-2318	257	6	m.	m.	NOUN
cana-2318	257	7	,	,	PUNCT
cana-2318	257	8	&	&	CCONJ
cana-2318	257	9	palmer	palmer	PROPN
cana-2318	257	10	,	,	PUNCT
cana-2318	257	11	i.	i.	PROPN
cana-2318	257	12	(	(	PUNCT
cana-2318	257	13	2017	2017	NUM
cana-2318	257	14	)	)	PUNCT
cana-2318	257	15	.	.	PUNCT
cana-2318	258	1	predictive	predictive	ADJ
cana-2318	258	2	analytics	analytic	NOUN
cana-2318	258	3	in	in	ADP
cana-2318	258	4	higher	high	ADJ
cana-2318	258	5	education	education	NOUN
cana-2318	258	6	.	.	PUNCT
cana-2318	259	1	new	new	PROPN
cana-2318	259	2	america	america	PROPN
cana-2318	259	3	.	.	PUNCT
cana-2318	260	1	[	[	X
cana-2318	260	2	12	12	NUM
cana-2318	260	3	]	]	X
cana-2318	260	4	rahman	rahman	PROPN
cana-2318	260	5	,	,	PUNCT
cana-2318	260	6	n.	n.	PROPN
cana-2318	260	7	a.	a.	PROPN
cana-2318	260	8	a.	a.	PROPN
cana-2318	260	9	,	,	PUNCT
cana-2318	260	10	tan	tan	PROPN
cana-2318	260	11	,	,	PUNCT
cana-2318	260	12	k.	k.	PROPN
cana-2318	260	13	l.	l.	PROPN
cana-2318	260	14	,	,	PUNCT
cana-2318	260	15	&	&	CCONJ
cana-2318	260	16	lim	lim	PROPN
cana-2318	260	17	,	,	PUNCT
cana-2318	260	18	c.	c.	PROPN
cana-2318	260	19	k.	k.	PROPN
cana-2318	260	20	(	(	PUNCT
cana-2318	260	21	2017	2017	NUM
cana-2318	260	22	,	,	PUNCT
cana-2318	260	23	october	october	PROPN
cana-2318	260	24	)	)	PUNCT
cana-2318	260	25	.	.	PUNCT
cana-2318	261	1	predictive	predictive	ADJ
cana-2318	261	2	analysis	analysis	NOUN
cana-2318	261	3	and	and	CCONJ
cana-2318	261	4	data	datum	NOUN
cana-2318	261	5	mining	mining	NOUN
cana-2318	261	6	among	among	ADP
cana-2318	261	7	the	the	DET
cana-2318	261	8	employment	employment	NOUN
cana-2318	261	9	of	of	ADP
cana-2318	261	10	fresh	fresh	ADJ
cana-2318	261	11	graduate	graduate	NOUN
cana-2318	261	12	students	student	NOUN
cana-2318	261	13	in	in	ADP
cana-2318	261	14	hei	hei	PROPN
cana-2318	261	15	.	.	PUNCT
cana-2318	262	1	in	in	ADP
cana-2318	262	2	aip	aip	PROPN
cana-2318	262	3	conference	conference	NOUN
cana-2318	262	4	proceedings	proceeding	NOUN
cana-2318	262	5	(	(	PUNCT
cana-2318	262	6	vol	vol	NOUN
cana-2318	262	7	.	.	PUNCT
cana-2318	262	8	1891	1891	NUM
cana-2318	262	9	,	,	PUNCT
cana-2318	262	10	no	no	INTJ
cana-2318	262	11	.	.	NOUN
cana-2318	262	12	1	1	NUM
cana-2318	262	13	)	)	PUNCT
cana-2318	262	14	.	.	PUNCT
cana-2318	263	1	aip	aip	PROPN
cana-2318	263	2	publishing	publishing	PROPN
cana-2318	263	3	.	.	PUNCT
cana-2318	264	1	[	[	X
cana-2318	264	2	13	13	NUM
cana-2318	264	3	]	]	SYM
cana-2318	264	4	deuja	deuja	NOUN
cana-2318	264	5	,	,	PUNCT
cana-2318	264	6	r.	r.	PROPN
cana-2318	264	7	,	,	PUNCT
cana-2318	264	8	karna	karna	PROPN
cana-2318	264	9	,	,	PUNCT
cana-2318	264	10	r.	r.	PROPN
cana-2318	264	11	,	,	PUNCT
cana-2318	264	12	&	&	CCONJ
cana-2318	264	13	kusatha	kusatha	PROPN
cana-2318	264	14	,	,	PUNCT
cana-2318	264	15	r.	r.	PROPN
cana-2318	264	16	(	(	PUNCT
cana-2318	264	17	2018	2018	NUM
cana-2318	264	18	,	,	PUNCT
cana-2318	264	19	october	october	PROPN
cana-2318	264	20	)	)	PUNCT
cana-2318	264	21	.	.	PUNCT
cana-2318	265	1	data	data	NOUN
cana-2318	265	2	-	-	PUNCT
cana-2318	265	3	driven	drive	VERB
cana-2318	265	4	predictive	predictive	ADJ
cana-2318	265	5	analysis	analysis	NOUN
cana-2318	265	6	of	of	ADP
cana-2318	265	7	student	student	NOUN
cana-2318	265	8	performance	performance	NOUN
cana-2318	265	9	in	in	ADP
cana-2318	265	10	college	college	NOUN
cana-2318	265	11	using	use	VERB
cana-2318	265	12	neural	neural	ADJ
cana-2318	265	13	networks	network	NOUN
cana-2318	265	14	.	.	PUNCT
cana-2318	266	1	in	in	ADP
cana-2318	266	2	2018	2018	NUM
cana-2318	266	3	ieee	ieee	NOUN
cana-2318	266	4	3rd	3rd	PROPN
cana-2318	266	5	international	international	ADJ
cana-2318	266	6	conference	conference	NOUN
cana-2318	266	7	on	on	ADP
cana-2318	266	8	computing	computing	NOUN
cana-2318	266	9	,	,	PUNCT
cana-2318	266	10	communication	communication	NOUN
cana-2318	266	11	and	and	CCONJ
cana-2318	266	12	security	security	NOUN
cana-2318	266	13	(	(	PUNCT
cana-2318	266	14	icccs	icccs	NOUN
cana-2318	266	15	)	)	PUNCT
cana-2318	266	16	(	(	PUNCT
cana-2318	266	17	pp	pp	ADJ
cana-2318	266	18	.	.	PUNCT
cana-2318	267	1	77	77	NUM
cana-2318	267	2	-	-	SYM
cana-2318	267	3	81	81	NUM
cana-2318	267	4	)	)	PUNCT
cana-2318	267	5	.	.	PUNCT
cana-2318	268	1	ieee	ieee	NOUN
cana-2318	268	2	.	.	PUNCT
cana-2318	269	1	[	[	X
cana-2318	269	2	14	14	NUM
cana-2318	269	3	]	]	SYM
cana-2318	269	4	cui	cui	NOUN
cana-2318	269	5	,	,	PUNCT
cana-2318	269	6	y.	y.	PROPN
cana-2318	269	7	,	,	PUNCT
cana-2318	269	8	chen	chen	PROPN
cana-2318	269	9	,	,	PUNCT
cana-2318	269	10	f.	f.	PROPN
cana-2318	269	11	,	,	PUNCT
cana-2318	269	12	shiri	shiri	PROPN
cana-2318	269	13	,	,	PUNCT
cana-2318	269	14	a.	a.	PROPN
cana-2318	269	15	,	,	PUNCT
cana-2318	269	16	&	&	CCONJ
cana-2318	269	17	fan	fan	PROPN
cana-2318	269	18	,	,	PUNCT
cana-2318	269	19	y.	y.	PROPN
cana-2318	269	20	(	(	PUNCT
cana-2318	269	21	2019	2019	NUM
cana-2318	269	22	)	)	PUNCT
cana-2318	269	23	.	.	PUNCT
cana-2318	270	1	predictive	predictive	ADJ
cana-2318	270	2	analytic	analytic	ADJ
cana-2318	270	3	models	model	NOUN
cana-2318	270	4	of	of	ADP
cana-2318	270	5	student	student	NOUN
cana-2318	270	6	success	success	NOUN
cana-2318	270	7	in	in	ADP
cana-2318	270	8	higher	high	ADJ
cana-2318	270	9	education	education	NOUN
cana-2318	270	10	:	:	PUNCT
cana-2318	270	11	a	a	DET
cana-2318	270	12	review	review	NOUN
cana-2318	270	13	of	of	ADP
cana-2318	270	14	methodology	methodology	NOUN
cana-2318	270	15	.	.	PUNCT
cana-2318	271	1	information	information	NOUN
cana-2318	271	2	and	and	CCONJ
cana-2318	271	3	learning	learn	VERB
cana-2318	271	4	sciences	science	NOUN
cana-2318	271	5	,	,	PUNCT
cana-2318	271	6	120(3/4	120(3/4	NUM
cana-2318	271	7	)	)	PUNCT
cana-2318	271	8	,	,	PUNCT
cana-2318	271	9	208	208	NUM
cana-2318	271	10	-	-	SYM
cana-2318	271	11	227	227	NUM
cana-2318	271	12	.	.	PUNCT
cana-2318	272	1	[	[	X
cana-2318	272	2	15	15	NUM
cana-2318	272	3	]	]	X
cana-2318	272	4	tomasevic	tomasevic	NOUN
cana-2318	272	5	,	,	PUNCT
cana-2318	272	6	n.	n.	NOUN
cana-2318	272	7	,	,	PUNCT
cana-2318	272	8	gvozdenovic	gvozdenovic	NOUN
cana-2318	272	9	,	,	PUNCT
cana-2318	272	10	n.	n.	NOUN
cana-2318	272	11	,	,	PUNCT
cana-2318	272	12	&	&	CCONJ
cana-2318	272	13	vranes	vranes	PROPN
cana-2318	272	14	,	,	PUNCT
cana-2318	272	15	s.	s.	PROPN
cana-2318	272	16	(	(	PUNCT
cana-2318	272	17	2020	2020	NUM
cana-2318	272	18	)	)	PUNCT
cana-2318	272	19	.	.	PUNCT
cana-2318	273	1	an	an	DET
cana-2318	273	2	overview	overview	NOUN
cana-2318	273	3	and	and	CCONJ
cana-2318	273	4	comparison	comparison	NOUN
cana-2318	273	5	of	of	ADP
cana-2318	273	6	supervised	supervised	ADJ
cana-2318	273	7	data	datum	NOUN
cana-2318	273	8	mining	mining	NOUN
cana-2318	273	9	techniques	technique	NOUN
cana-2318	273	10	for	for	ADP
cana-2318	273	11	student	student	NOUN
cana-2318	273	12	exam	exam	NOUN
cana-2318	273	13	performance	performance	NOUN
cana-2318	273	14	prediction	prediction	NOUN
cana-2318	273	15	.	.	PUNCT
cana-2318	274	1	computers	computer	NOUN
cana-2318	274	2	&	&	CCONJ
cana-2318	274	3	education	education	PROPN
cana-2318	274	4	,	,	PUNCT
cana-2318	274	5	143	143	NUM
cana-2318	274	6	,	,	PUNCT
cana-2318	274	7	103676	103676	NUM
cana-2318	274	8	.	.	PUNCT
cana-2318	275	1	[	[	X
cana-2318	275	2	16	16	NUM
cana-2318	275	3	]	]	X
cana-2318	275	4	waheed	waheed	PROPN
cana-2318	275	5	,	,	PUNCT
cana-2318	275	6	h.	h.	PROPN
cana-2318	275	7	,	,	PUNCT
cana-2318	275	8	hassan	hassan	PROPN
cana-2318	275	9	,	,	PUNCT
cana-2318	275	10	s.	s.	PROPN
cana-2318	275	11	u.	u.	PROPN
cana-2318	275	12	,	,	PUNCT
cana-2318	275	13	aljohani	aljohani	PROPN
cana-2318	275	14	,	,	PUNCT
cana-2318	275	15	n.	n.	PROPN
cana-2318	275	16	r.	r.	PROPN
cana-2318	275	17	,	,	PUNCT
cana-2318	275	18	hardman	hardman	PROPN
cana-2318	275	19	,	,	PUNCT
cana-2318	275	20	j.	j.	PROPN
cana-2318	275	21	,	,	PUNCT
cana-2318	275	22	alelyani	alelyani	PROPN
cana-2318	275	23	,	,	PUNCT
cana-2318	275	24	s.	s.	PROPN
cana-2318	275	25	,	,	PUNCT
cana-2318	275	26	&	&	CCONJ
cana-2318	275	27	nawaz	nawaz	PROPN
cana-2318	275	28	,	,	PUNCT
cana-2318	275	29	r.	r.	PROPN
cana-2318	275	30	(	(	PUNCT
cana-2318	275	31	2020	2020	NUM
cana-2318	275	32	)	)	PUNCT
cana-2318	275	33	.	.	PUNCT
cana-2318	276	1	predicting	predict	VERB
cana-2318	276	2	academic	academic	ADJ
cana-2318	276	3	performance	performance	NOUN
cana-2318	276	4	of	of	ADP
cana-2318	276	5	students	student	NOUN
cana-2318	276	6	from	from	ADP
cana-2318	276	7	vle	vle	PRON
cana-2318	276	8	big	big	ADJ
cana-2318	276	9	data	datum	NOUN
cana-2318	276	10	using	use	VERB
cana-2318	276	11	deep	deep	ADJ
cana-2318	276	12	learning	learning	NOUN
cana-2318	276	13	models	model	NOUN
cana-2318	276	14	.	.	PUNCT
cana-2318	277	1	computers	computer	NOUN
cana-2318	277	2	in	in	ADP
cana-2318	277	3	human	human	ADJ
cana-2318	277	4	behavior	behavior	NOUN
cana-2318	277	5	,	,	PUNCT
cana-2318	277	6	104	104	NUM
cana-2318	277	7	,	,	PUNCT
cana-2318	277	8	106189	106189	NUM
cana-2318	277	9	.	.	PUNCT
cana-2318	278	1	[	[	X
cana-2318	278	2	17	17	NUM
cana-2318	278	3	]	]	X
cana-2318	278	4	namoun	namoun	PROPN
cana-2318	278	5	,	,	PUNCT
cana-2318	278	6	a.	a.	NOUN
cana-2318	278	7	,	,	PUNCT
cana-2318	278	8	&	&	CCONJ
cana-2318	278	9	alshanqiti	alshanqiti	PROPN
cana-2318	278	10	,	,	PUNCT
cana-2318	278	11	a.	a.	NOUN
cana-2318	278	12	(	(	PUNCT
cana-2318	278	13	2020	2020	NUM
cana-2318	278	14	)	)	PUNCT
cana-2318	278	15	.	.	PUNCT
cana-2318	279	1	predicting	predict	VERB
cana-2318	279	2	student	student	NOUN
cana-2318	279	3	performance	performance	NOUN
cana-2318	279	4	using	use	VERB
cana-2318	279	5	data	datum	NOUN
cana-2318	279	6	mining	mining	NOUN
cana-2318	279	7	and	and	CCONJ
cana-2318	279	8	learning	learn	VERB
cana-2318	279	9	analytics	analytic	NOUN
cana-2318	279	10	techniques	technique	NOUN
cana-2318	279	11	:	:	PUNCT
cana-2318	279	12	a	a	DET
cana-2318	279	13	systematic	systematic	ADJ
cana-2318	279	14	literature	literature	PROPN
cana-2318	279	15	review	review	PROPN
cana-2318	279	16	.	.	PUNCT
cana-2318	280	1	applied	apply	VERB
cana-2318	280	2	sciences	science	NOUN
cana-2318	280	3	,	,	PUNCT
cana-2318	280	4	11(1	11(1	NUM
cana-2318	280	5	)	)	PUNCT
cana-2318	280	6	,	,	PUNCT
cana-2318	280	7	237	237	NUM
cana-2318	280	8	.	.	PUNCT
cana-2318	281	1	communications	communication	NOUN
cana-2318	281	2	on	on	ADP
cana-2318	281	3	applied	apply	VERB
cana-2318	281	4	nonlinear	nonlinear	ADJ
cana-2318	281	5	analysis	analysis	NOUN
cana-2318	281	6	issn	issn	NOUN
cana-2318	281	7	:	:	PUNCT
cana-2318	281	8	1074	1074	NUM
cana-2318	281	9	-	-	PUNCT
cana-2318	281	10	133x	133x	NUM
cana-2318	281	11	vol	vol	NOUN
cana-2318	281	12	32	32	NUM
cana-2318	281	13	no	no	NOUN
cana-2318	281	14	.	.	PUNCT
cana-2318	282	1	1s	1s	NUM
cana-2318	282	2	(	(	PUNCT
cana-2318	282	3	2025	2025	NUM
cana-2318	282	4	)	)	PUNCT
cana-2318	282	5	551	551	NUM
cana-2318	282	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2318	283	1	[	[	X
cana-2318	283	2	18	18	NUM
cana-2318	283	3	]	]	PUNCT
cana-2318	283	4	mengash	mengash	NOUN
cana-2318	283	5	,	,	PUNCT
cana-2318	283	6	h.	h.	PROPN
cana-2318	283	7	a.	a.	PROPN
cana-2318	283	8	(	(	PUNCT
cana-2318	283	9	2020	2020	NUM
cana-2318	283	10	)	)	PUNCT
cana-2318	283	11	.	.	PUNCT
cana-2318	284	1	using	use	VERB
cana-2318	284	2	data	datum	NOUN
cana-2318	284	3	mining	mining	NOUN
cana-2318	284	4	techniques	technique	NOUN
cana-2318	284	5	to	to	PART
cana-2318	284	6	predict	predict	VERB
cana-2318	284	7	student	student	NOUN
cana-2318	284	8	performance	performance	NOUN
cana-2318	284	9	to	to	PART
cana-2318	284	10	support	support	VERB
cana-2318	284	11	decision	decision	NOUN
cana-2318	284	12	making	making	NOUN
cana-2318	284	13	in	in	ADP
cana-2318	284	14	university	university	NOUN
cana-2318	284	15	admission	admission	NOUN
cana-2318	284	16	systems	system	NOUN
cana-2318	284	17	.	.	PUNCT
cana-2318	285	1	ieee	ieee	NOUN
cana-2318	285	2	access	access	NOUN
cana-2318	285	3	,	,	PUNCT
cana-2318	285	4	8	8	NUM
cana-2318	285	5	,	,	PUNCT
cana-2318	285	6	55462	55462	NUM
cana-2318	285	7	-	-	SYM
cana-2318	285	8	55470	55470	NUM
cana-2318	285	9	.	.	PUNCT
cana-2318	286	1	[	[	X
cana-2318	286	2	19	19	NUM
cana-2318	286	3	]	]	PUNCT
cana-2318	286	4	rastrollo	rastrollo	NOUN
cana-2318	286	5	-	-	PUNCT
cana-2318	286	6	guerrero	guerrero	NOUN
cana-2318	286	7	,	,	PUNCT
cana-2318	286	8	j.	j.	PROPN
cana-2318	286	9	l.	l.	PROPN
cana-2318	286	10	,	,	PUNCT
cana-2318	286	11	gómez	gómez	NOUN
cana-2318	286	12	-	-	PUNCT
cana-2318	286	13	pulido	pulido	NOUN
cana-2318	286	14	,	,	PUNCT
cana-2318	286	15	j.	j.	PROPN
cana-2318	286	16	a.	a.	PROPN
cana-2318	286	17	,	,	PUNCT
cana-2318	286	18	&	&	CCONJ
cana-2318	286	19	durán	durán	NOUN
cana-2318	286	20	-	-	PUNCT
cana-2318	286	21	domínguez	domínguez	NOUN
cana-2318	286	22	,	,	PUNCT
cana-2318	286	23	a.	a.	NOUN
cana-2318	286	24	(	(	PUNCT
cana-2318	286	25	2020	2020	NUM
cana-2318	286	26	)	)	PUNCT
cana-2318	286	27	.	.	PUNCT
cana-2318	287	1	analyzing	analyze	VERB
cana-2318	287	2	and	and	CCONJ
cana-2318	287	3	predicting	predict	VERB
cana-2318	287	4	students	student	NOUN
cana-2318	287	5	’	’	PART
cana-2318	287	6	performance	performance	NOUN
cana-2318	287	7	by	by	ADP
cana-2318	287	8	means	mean	NOUN
cana-2318	287	9	of	of	ADP
cana-2318	287	10	machine	machine	NOUN
cana-2318	287	11	learning	learning	NOUN
cana-2318	287	12	:	:	PUNCT
cana-2318	287	13	a	a	DET
cana-2318	287	14	review	review	NOUN
cana-2318	287	15	.	.	PUNCT
cana-2318	288	1	applied	apply	VERB
cana-2318	288	2	sciences	science	NOUN
cana-2318	288	3	,	,	PUNCT
cana-2318	288	4	10(3	10(3	NUM
cana-2318	288	5	)	)	PUNCT
cana-2318	288	6	,	,	PUNCT
cana-2318	288	7	1042	1042	NUM
cana-2318	288	8	.	.	PUNCT
cana-2318	289	1	[	[	X
cana-2318	289	2	20	20	NUM
cana-2318	289	3	]	]	X
cana-2318	289	4	baig	baig	PROPN
cana-2318	289	5	,	,	PUNCT
cana-2318	289	6	m.	m.	NOUN
cana-2318	289	7	i.	i.	PROPN
cana-2318	289	8	,	,	PUNCT
cana-2318	289	9	shuib	shuib	PROPN
cana-2318	289	10	,	,	PUNCT
cana-2318	289	11	l.	l.	PROPN
cana-2318	289	12	,	,	PUNCT
cana-2318	289	13	&	&	CCONJ
cana-2318	289	14	yadegaridehkordi	yadegaridehkordi	PROPN
cana-2318	289	15	,	,	PUNCT
cana-2318	289	16	e.	e.	PROPN
cana-2318	289	17	(	(	PUNCT
cana-2318	289	18	2020	2020	NUM
cana-2318	289	19	)	)	PUNCT
cana-2318	289	20	.	.	PUNCT
cana-2318	290	1	big	big	ADJ
cana-2318	290	2	data	datum	NOUN
cana-2318	290	3	in	in	ADP
cana-2318	290	4	education	education	NOUN
cana-2318	290	5	:	:	PUNCT
cana-2318	290	6	a	a	DET
cana-2318	290	7	state	state	NOUN
cana-2318	290	8	of	of	ADP
cana-2318	290	9	the	the	DET
cana-2318	290	10	art	art	NOUN
cana-2318	290	11	,	,	PUNCT
cana-2318	290	12	limitations	limitation	NOUN
cana-2318	290	13	,	,	PUNCT
cana-2318	290	14	and	and	CCONJ
cana-2318	290	15	future	future	ADJ
cana-2318	290	16	research	research	NOUN
cana-2318	290	17	directions	direction	NOUN
cana-2318	290	18	.	.	PUNCT
cana-2318	291	1	international	international	ADJ
cana-2318	291	2	journal	journal	NOUN
cana-2318	291	3	of	of	ADP
cana-2318	291	4	educational	educational	ADJ
cana-2318	291	5	technology	technology	NOUN
cana-2318	291	6	in	in	ADP
cana-2318	291	7	higher	high	ADJ
cana-2318	291	8	education	education	NOUN
cana-2318	291	9	,	,	PUNCT
cana-2318	291	10	17	17	NUM
cana-2318	291	11	,	,	PUNCT
cana-2318	291	12	1	1	NUM
cana-2318	291	13	-	-	SYM
cana-2318	291	14	23	23	NUM
cana-2318	291	15	.	.	PUNCT
cana-2318	292	1	[	[	X
cana-2318	292	2	21	21	NUM
cana-2318	292	3	]	]	X
cana-2318	292	4	romero	romero	PROPN
cana-2318	292	5	,	,	PUNCT
cana-2318	292	6	c.	c.	PROPN
cana-2318	292	7	,	,	PUNCT
cana-2318	292	8	&	&	CCONJ
cana-2318	292	9	ventura	ventura	PROPN
cana-2318	292	10	,	,	PUNCT
cana-2318	292	11	s.	s.	PROPN
cana-2318	292	12	(	(	PUNCT
cana-2318	292	13	2020	2020	NUM
cana-2318	292	14	)	)	PUNCT
cana-2318	292	15	.	.	PUNCT
cana-2318	293	1	educational	educational	ADJ
cana-2318	293	2	data	datum	NOUN
cana-2318	293	3	mining	mining	NOUN
cana-2318	293	4	and	and	CCONJ
cana-2318	293	5	learning	learn	VERB
cana-2318	293	6	analytics	analytic	NOUN
cana-2318	293	7	:	:	PUNCT
cana-2318	293	8	an	an	DET
cana-2318	293	9	updated	update	VERB
cana-2318	293	10	survey	survey	NOUN
cana-2318	293	11	.	.	PUNCT
cana-2318	294	1	wiley	wiley	PROPN
cana-2318	294	2	interdisciplinary	interdisciplinary	ADJ
cana-2318	294	3	reviews	review	NOUN
cana-2318	294	4	:	:	PUNCT
cana-2318	294	5	data	datum	NOUN
cana-2318	294	6	mining	mining	NOUN
cana-2318	294	7	and	and	CCONJ
cana-2318	294	8	knowledge	knowledge	NOUN
cana-2318	294	9	discovery	discovery	NOUN
cana-2318	294	10	,	,	PUNCT
cana-2318	294	11	10(3	10(3	NUM
cana-2318	294	12	)	)	PUNCT
cana-2318	294	13	,	,	PUNCT
cana-2318	294	14	e1355	e1355	PROPN
cana-2318	294	15	.	.	PUNCT
cana-2318	295	1	[	[	X
cana-2318	295	2	22	22	NUM
cana-2318	295	3	]	]	SYM
cana-2318	295	4	alyahyan	alyahyan	ADJ
cana-2318	295	5	,	,	PUNCT
cana-2318	295	6	e.	e.	PROPN
cana-2318	295	7	,	,	PUNCT
cana-2318	295	8	&	&	CCONJ
cana-2318	295	9	düştegör	düştegör	PROPN
cana-2318	295	10	,	,	PUNCT
cana-2318	295	11	d.	d.	PROPN
cana-2318	295	12	(	(	PUNCT
cana-2318	295	13	2020	2020	NUM
cana-2318	295	14	)	)	PUNCT
cana-2318	295	15	.	.	PUNCT
cana-2318	296	1	predicting	predict	VERB
cana-2318	296	2	academic	academic	ADJ
cana-2318	296	3	success	success	NOUN
cana-2318	296	4	in	in	ADP
cana-2318	296	5	higher	high	ADJ
cana-2318	296	6	education	education	NOUN
cana-2318	296	7	:	:	PUNCT
cana-2318	296	8	literature	literature	NOUN
cana-2318	296	9	review	review	NOUN
cana-2318	296	10	and	and	CCONJ
cana-2318	296	11	best	good	ADJ
cana-2318	296	12	practices	practice	NOUN
cana-2318	296	13	.	.	PUNCT
cana-2318	297	1	international	international	ADJ
cana-2318	297	2	journal	journal	NOUN
cana-2318	297	3	of	of	ADP
cana-2318	297	4	educational	educational	ADJ
cana-2318	297	5	technology	technology	NOUN
cana-2318	297	6	in	in	ADP
cana-2318	297	7	higher	high	ADJ
cana-2318	297	8	education	education	NOUN
cana-2318	297	9	,	,	PUNCT
cana-2318	297	10	17(1	17(1	NUM
cana-2318	297	11	)	)	PUNCT
cana-2318	297	12	,	,	PUNCT
cana-2318	297	13	3	3	X
cana-2318	297	14	.	.	PUNCT
cana-2318	298	1	[	[	X
cana-2318	298	2	23	23	NUM
cana-2318	298	3	]	]	X
cana-2318	298	4	salloum	salloum	NOUN
cana-2318	298	5	,	,	PUNCT
cana-2318	298	6	s.	s.	PROPN
cana-2318	298	7	a.	a.	PROPN
cana-2318	298	8	,	,	PUNCT
cana-2318	298	9	alshurideh	alshurideh	ADV
cana-2318	298	10	,	,	PUNCT
cana-2318	298	11	m.	m.	NOUN
cana-2318	298	12	,	,	PUNCT
cana-2318	298	13	elnagar	elnagar	PROPN
cana-2318	298	14	,	,	PUNCT
cana-2318	298	15	a.	a.	PROPN
cana-2318	298	16	,	,	PUNCT
cana-2318	298	17	&	&	CCONJ
cana-2318	298	18	shaalan	shaalan	PROPN
cana-2318	298	19	,	,	PUNCT
cana-2318	298	20	k.	k.	PROPN
cana-2318	298	21	(	(	PUNCT
cana-2318	298	22	2020	2020	NUM
cana-2318	298	23	)	)	PUNCT
cana-2318	298	24	.	.	PUNCT
cana-2318	299	1	mining	mining	NOUN
cana-2318	299	2	in	in	ADP
cana-2318	299	3	educational	educational	ADJ
cana-2318	299	4	data	datum	NOUN
cana-2318	299	5	:	:	PUNCT
cana-2318	299	6	review	review	NOUN
cana-2318	299	7	and	and	CCONJ
cana-2318	299	8	future	future	ADJ
cana-2318	299	9	directions	direction	NOUN
cana-2318	299	10	.	.	PUNCT
cana-2318	300	1	in	in	ADP
cana-2318	300	2	proceedings	proceeding	NOUN
cana-2318	300	3	of	of	ADP
cana-2318	300	4	the	the	DET
cana-2318	300	5	international	international	ADJ
cana-2318	300	6	conference	conference	NOUN
cana-2318	300	7	on	on	ADP
cana-2318	300	8	artificial	artificial	ADJ
cana-2318	300	9	intelligence	intelligence	NOUN
cana-2318	300	10	and	and	CCONJ
cana-2318	300	11	computer	computer	NOUN
cana-2318	300	12	vision	vision	NOUN
cana-2318	300	13	(	(	PUNCT
cana-2318	300	14	aicv2020	aicv2020	PROPN
cana-2318	300	15	)	)	PUNCT
cana-2318	300	16	(	(	PUNCT
cana-2318	300	17	pp	pp	INTJ
cana-2318	300	18	.	.	PUNCT
cana-2318	301	1	92	92	NUM
cana-2318	301	2	-	-	SYM
cana-2318	301	3	102	102	NUM
cana-2318	301	4	)	)	PUNCT
cana-2318	301	5	.	.	PUNCT
cana-2318	302	1	springer	springer	NOUN
cana-2318	302	2	international	international	ADJ
cana-2318	302	3	publishing	publishing	NOUN
cana-2318	302	4	.	.	PUNCT
cana-2318	303	1	[	[	X
cana-2318	303	2	24	24	NUM
cana-2318	303	3	]	]	SYM
cana-2318	303	4	albreiki	albreiki	PROPN
cana-2318	303	5	,	,	PUNCT
cana-2318	303	6	b.	b.	PROPN
cana-2318	303	7	,	,	PUNCT
cana-2318	303	8	zaki	zaki	PROPN
cana-2318	303	9	,	,	PUNCT
cana-2318	303	10	n.	n.	NOUN
cana-2318	303	11	,	,	PUNCT
cana-2318	303	12	&	&	CCONJ
cana-2318	303	13	alashwal	alashwal	PROPN
cana-2318	303	14	,	,	PUNCT
cana-2318	303	15	h.	h.	PROPN
cana-2318	303	16	(	(	PUNCT
cana-2318	303	17	2021	2021	NUM
cana-2318	303	18	)	)	PUNCT
cana-2318	303	19	.	.	PUNCT
cana-2318	304	1	a	a	DET
cana-2318	304	2	systematic	systematic	ADJ
cana-2318	304	3	literature	literature	NOUN
cana-2318	304	4	review	review	NOUN
cana-2318	304	5	of	of	ADP
cana-2318	304	6	student’performance	student’performance	NOUN
cana-2318	304	7	prediction	prediction	NOUN
cana-2318	304	8	using	use	VERB
cana-2318	304	9	machine	machine	NOUN
cana-2318	304	10	learning	learn	VERB
cana-2318	304	11	techniques	technique	NOUN
cana-2318	304	12	.	.	PUNCT
cana-2318	305	1	education	education	NOUN
cana-2318	305	2	sciences	sciences	PROPN
cana-2318	305	3	,	,	PUNCT
cana-2318	305	4	11(9	11(9	PROPN
cana-2318	305	5	)	)	PUNCT
cana-2318	305	6	,	,	PUNCT
cana-2318	305	7	552	552	NUM
cana-2318	305	8	.	.	PUNCT
cana-2318	306	1	[	[	X
cana-2318	306	2	25	25	NUM
cana-2318	306	3	]	]	PUNCT
cana-2318	306	4	yağcı	yağcı	NOUN
cana-2318	306	5	,	,	PUNCT
cana-2318	306	6	m.	m.	NOUN
cana-2318	306	7	(	(	PUNCT
cana-2318	306	8	2022	2022	NUM
cana-2318	306	9	)	)	PUNCT
cana-2318	306	10	.	.	PUNCT
cana-2318	307	1	educational	educational	ADJ
cana-2318	307	2	data	datum	NOUN
cana-2318	307	3	mining	mining	NOUN
cana-2318	307	4	:	:	PUNCT
cana-2318	307	5	prediction	prediction	NOUN
cana-2318	307	6	of	of	ADP
cana-2318	307	7	students	student	NOUN
cana-2318	307	8	'	'	PART
cana-2318	307	9	academic	academic	ADJ
cana-2318	307	10	performance	performance	NOUN
cana-2318	307	11	using	use	VERB
cana-2318	307	12	machine	machine	NOUN
cana-2318	307	13	learning	learning	NOUN
cana-2318	307	14	algorithms	algorithm	NOUN
cana-2318	307	15	.	.	PUNCT
cana-2318	308	1	smart	smart	ADJ
cana-2318	308	2	learning	learning	NOUN
cana-2318	308	3	environments	environment	NOUN
cana-2318	308	4	,	,	PUNCT
cana-2318	308	5	9(1	9(1	NUM
cana-2318	308	6	)	)	PUNCT
cana-2318	308	7	,	,	PUNCT
cana-2318	308	8	11	11	NUM
cana-2318	308	9	.	.	PUNCT
cana-2318	309	1	[	[	X
cana-2318	309	2	26	26	NUM
cana-2318	309	3	]	]	X
cana-2318	309	4	umer	umer	PROPN
cana-2318	309	5	,	,	PUNCT
cana-2318	309	6	r.	r.	PROPN
cana-2318	309	7	,	,	PUNCT
cana-2318	309	8	susnjak	susnjak	PROPN
cana-2318	309	9	,	,	PUNCT
cana-2318	309	10	t.	t.	PROPN
cana-2318	309	11	,	,	PUNCT
cana-2318	309	12	mathrani	mathrani	PROPN
cana-2318	309	13	,	,	PUNCT
cana-2318	309	14	a.	a.	PROPN
cana-2318	309	15	,	,	PUNCT
cana-2318	309	16	&	&	CCONJ
cana-2318	309	17	suriadi	suriadi	PROPN
cana-2318	309	18	,	,	PUNCT
cana-2318	309	19	l.	l.	PROPN
cana-2318	309	20	(	(	PUNCT
cana-2318	309	21	2023	2023	NUM
cana-2318	309	22	)	)	PUNCT
cana-2318	309	23	.	.	PUNCT
cana-2318	310	1	current	current	ADJ
cana-2318	310	2	stance	stance	NOUN
cana-2318	310	3	on	on	ADP
cana-2318	310	4	predictive	predictive	ADJ
cana-2318	310	5	analytics	analytic	NOUN
cana-2318	310	6	in	in	ADP
cana-2318	310	7	higher	high	ADJ
cana-2318	310	8	education	education	NOUN
cana-2318	310	9	:	:	PUNCT
cana-2318	310	10	opportunities	opportunity	NOUN
cana-2318	310	11	,	,	PUNCT
cana-2318	310	12	challenges	challenge	NOUN
cana-2318	310	13	and	and	CCONJ
cana-2318	310	14	future	future	ADJ
cana-2318	310	15	directions	direction	NOUN
cana-2318	310	16	.	.	PUNCT
cana-2318	311	1	interactive	interactive	ADJ
cana-2318	311	2	learning	learning	NOUN
cana-2318	311	3	environments	environment	NOUN
cana-2318	311	4	,	,	PUNCT
cana-2318	311	5	31(6	31(6	NUM
cana-2318	311	6	)	)	PUNCT
cana-2318	311	7	,	,	PUNCT
cana-2318	311	8	3503	3503	NUM
cana-2318	311	9	-	-	SYM
cana-2318	311	10	3528	3528	NUM
cana-2318	311	11	.	.	PUNCT
cana-2318	312	1	[	[	X
cana-2318	312	2	27	27	NUM
cana-2318	312	3	]	]	SYM
cana-2318	312	4	sghir	sghir	NOUN
cana-2318	312	5	,	,	PUNCT
cana-2318	312	6	n.	n.	NOUN
cana-2318	312	7	,	,	PUNCT
cana-2318	312	8	adadi	adadi	NOUN
cana-2318	312	9	,	,	PUNCT
cana-2318	312	10	a.	a.	NOUN
cana-2318	312	11	,	,	PUNCT
cana-2318	312	12	&	&	CCONJ
cana-2318	312	13	lahmer	lahmer	PROPN
cana-2318	312	14	,	,	PUNCT
cana-2318	312	15	m.	m.	NOUN
cana-2318	312	16	(	(	PUNCT
cana-2318	312	17	2023	2023	NUM
cana-2318	312	18	)	)	PUNCT
cana-2318	312	19	.	.	PUNCT
cana-2318	313	1	recent	recent	ADJ
cana-2318	313	2	advances	advance	NOUN
cana-2318	313	3	in	in	ADP
cana-2318	313	4	predictive	predictive	ADJ
cana-2318	313	5	learning	learning	NOUN
cana-2318	313	6	analytics	analytic	NOUN
cana-2318	313	7	:	:	PUNCT
cana-2318	313	8	a	a	DET
cana-2318	313	9	decade	decade	NOUN
cana-2318	313	10	systematic	systematic	ADJ
cana-2318	313	11	review	review	NOUN
cana-2318	313	12	(	(	PUNCT
cana-2318	313	13	2012–2022	2012–2022	NUM
cana-2318	313	14	)	)	PUNCT
cana-2318	313	15	.	.	PUNCT
cana-2318	314	1	education	education	NOUN
cana-2318	314	2	and	and	CCONJ
cana-2318	314	3	information	information	NOUN
cana-2318	314	4	technologies	technology	NOUN
cana-2318	314	5	,	,	PUNCT
cana-2318	314	6	28(7	28(7	NUM
cana-2318	314	7	)	)	PUNCT
cana-2318	314	8	,	,	PUNCT
cana-2318	314	9	8299	8299	NUM
cana-2318	314	10	-	-	SYM
cana-2318	314	11	8333	8333	NUM
cana-2318	314	12	.	.	PUNCT
cana-2318	315	1	[	[	X
cana-2318	315	2	28	28	NUM
cana-2318	315	3	]	]	X
cana-2318	315	4	atallah	atallah	PROPN
cana-2318	315	5	,	,	PUNCT
cana-2318	315	6	r.	r.	PROPN
cana-2318	315	7	,	,	PUNCT
cana-2318	315	8	&	&	CCONJ
cana-2318	315	9	al	al	PROPN
cana-2318	315	10	-	-	PUNCT
cana-2318	315	11	mousa	mousa	PROPN
cana-2318	315	12	,	,	PUNCT
cana-2318	315	13	a.	a.	NOUN
cana-2318	315	14	(	(	PUNCT
cana-2318	315	15	2019	2019	NUM
cana-2318	315	16	,	,	PUNCT
cana-2318	315	17	october	october	PROPN
cana-2318	315	18	)	)	PUNCT
cana-2318	315	19	.	.	PUNCT
cana-2318	316	1	heart	heart	NOUN
cana-2318	316	2	disease	disease	NOUN
cana-2318	316	3	detection	detection	NOUN
cana-2318	316	4	using	use	VERB
cana-2318	316	5	machine	machine	NOUN
cana-2318	316	6	learning	learn	VERB
cana-2318	316	7	majority	majority	NOUN
cana-2318	316	8	voting	vote	VERB
cana-2318	316	9	ensemble	ensemble	ADJ
cana-2318	316	10	method	method	NOUN
cana-2318	316	11	.	.	PUNCT
cana-2318	317	1	in	in	ADP
cana-2318	317	2	2019	2019	NUM
cana-2318	317	3	2nd	2nd	ADJ
cana-2318	317	4	international	international	ADJ
cana-2318	317	5	conference	conference	NOUN
cana-2318	317	6	on	on	ADP
cana-2318	317	7	new	new	ADJ
cana-2318	317	8	trends	trend	NOUN
cana-2318	317	9	in	in	ADP
cana-2318	317	10	computing	compute	VERB
cana-2318	317	11	sciences	science	NOUN
cana-2318	317	12	(	(	PUNCT
cana-2318	317	13	ictcs	ictcs	NOUN
cana-2318	317	14	)	)	PUNCT
cana-2318	317	15	(	(	PUNCT
cana-2318	317	16	pp	pp	X
cana-2318	317	17	.	.	PUNCT
cana-2318	318	1	1	1	NUM
cana-2318	318	2	-	-	SYM
cana-2318	318	3	6	6	NUM
cana-2318	318	4	)	)	PUNCT
cana-2318	318	5	.	.	PUNCT
cana-2318	319	1	ieee	ieee	NOUN
cana-2318	319	2	.	.	PUNCT
cana-2318	320	1	[	[	X
cana-2318	320	2	29	29	NUM
cana-2318	320	3	]	]	SYM
cana-2318	320	4	naac	naac	ADJ
cana-2318	320	5	(	(	PUNCT
cana-2318	320	6	n.d	n.d	PROPN
cana-2318	320	7	.	.	PROPN
cana-2318	320	8	)	)	PUNCT
cana-2318	320	9	.	.	PUNCT
cana-2318	321	1	naac	naac	ADJ
cana-2318	321	2	reforms	reform	NOUN
cana-2318	321	3	2024	2024	NUM
cana-2318	321	4	:	:	PUNCT
cana-2318	321	5	important	important	ADJ
cana-2318	321	6	announcement	announcement	NOUN
cana-2318	321	7	–	–	PUNCT
cana-2318	321	8	dt	dt	NOUN
cana-2318	321	9	29th	29th	ADJ
cana-2318	321	10	june	june	PROPN
cana-2318	321	11	2024	2024	NUM
cana-2318	321	12	retrieved	retrieve	VERB
cana-2318	321	13	july	july	PROPN
cana-2318	321	14	11	11	NUM
cana-2318	321	15	,	,	PUNCT
cana-2318	321	16	2024	2024	NUM
cana-2318	321	17	,	,	PUNCT
cana-2318	321	18	from	from	ADP
cana-2318	321	19	http://naac.gov.in/index.php/en/	http://naac.gov.in/index.php/en/	X