id	sid	tid	token	lemma	pos
fbem-12587	1	1	frontiers	frontier	NOUN
fbem-12587	1	2	in	in	ADP
fbem-12587	1	3	business	business	NOUN
fbem-12587	1	4	,	,	PUNCT
fbem-12587	1	5	economics	economic	NOUN
fbem-12587	1	6	and	and	CCONJ
fbem-12587	1	7	management	management	NOUN
fbem-12587	1	8	issn	issn	PROPN
fbem-12587	1	9	:	:	PUNCT
fbem-12587	1	10	2766	2766	NUM
fbem-12587	1	11	-	-	PUNCT
fbem-12587	1	12	824x	824x	NUM
fbem-12587	1	13	|	|	ADJ
fbem-12587	1	14	vol	vol	NOUN
fbem-12587	1	15	.	.	PUNCT
fbem-12587	2	1	11	11	NUM
fbem-12587	2	2	,	,	PUNCT
fbem-12587	2	3	no	no	INTJ
fbem-12587	2	4	.	.	NOUN
fbem-12587	2	5	2	2	NUM
fbem-12587	2	6	,	,	PUNCT
fbem-12587	2	7	2023	2023	NUM
fbem-12587	2	8	188	188	NUM
fbem-12587	2	9	study	study	NOUN
fbem-12587	2	10	of	of	ADP
fbem-12587	2	11	bursary	bursary	ADJ
fbem-12587	2	12	grade	grade	NOUN
fbem-12587	2	13	prediction	prediction	NOUN
fbem-12587	2	14	based	base	VERB
fbem-12587	2	15	on	on	ADP
fbem-12587	2	16	integrated	integrate	VERB
fbem-12587	2	17	learning	learning	NOUN
fbem-12587	2	18	qian	qian	PROPN
fbem-12587	2	19	niu	niu	PROPN
fbem-12587	2	20	,	,	PUNCT
fbem-12587	2	21	xiaotong	xiaotong	PROPN
fbem-12587	2	22	ye	ye	PROPN
fbem-12587	2	23	sichuan	sichuan	PROPN
fbem-12587	2	24	university	university	PROPN
fbem-12587	2	25	of	of	ADP
fbem-12587	2	26	science	science	PROPN
fbem-12587	2	27	&	&	CCONJ
fbem-12587	2	28	engineering	engineering	PROPN
fbem-12587	2	29	,	,	PUNCT
fbem-12587	2	30	yibin	yibin	PROPN
fbem-12587	2	31	,	,	PUNCT
fbem-12587	2	32	644000	644000	NUM
fbem-12587	2	33	,	,	PUNCT
fbem-12587	2	34	china	china	PROPN
fbem-12587	2	35	abstract	abstract	NOUN
fbem-12587	2	36	:	:	PUNCT
fbem-12587	2	37	with	with	ADP
fbem-12587	2	38	the	the	DET
fbem-12587	2	39	advancement	advancement	NOUN
fbem-12587	2	40	of	of	ADP
fbem-12587	2	41	digital	digital	ADJ
fbem-12587	2	42	campus	campus	NOUN
fbem-12587	2	43	,	,	PUNCT
fbem-12587	2	44	many	many	ADJ
fbem-12587	2	45	scholars	scholar	NOUN
fbem-12587	2	46	have	have	AUX
fbem-12587	2	47	addressed	address	VERB
fbem-12587	2	48	the	the	DET
fbem-12587	2	49	problems	problem	NOUN
fbem-12587	2	50	of	of	ADP
fbem-12587	2	51	low	low	ADJ
fbem-12587	2	52	efficiency	efficiency	NOUN
fbem-12587	2	53	of	of	ADP
fbem-12587	2	54	financial	financial	ADJ
fbem-12587	2	55	aid	aid	NOUN
fbem-12587	2	56	work	work	NOUN
fbem-12587	2	57	in	in	ADP
fbem-12587	2	58	colleges	college	NOUN
fbem-12587	2	59	and	and	CCONJ
fbem-12587	2	60	universities	university	NOUN
fbem-12587	2	61	and	and	CCONJ
fbem-12587	2	62	insufficient	insufficient	ADJ
fbem-12587	2	63	fairness	fairness	NOUN
fbem-12587	2	64	and	and	CCONJ
fbem-12587	2	65	impartiality	impartiality	NOUN
fbem-12587	2	66	of	of	ADP
fbem-12587	2	67	the	the	DET
fbem-12587	2	68	evaluation	evaluation	NOUN
fbem-12587	2	69	process	process	NOUN
fbem-12587	2	70	,	,	PUNCT
fbem-12587	2	71	and	and	CCONJ
fbem-12587	2	72	proposed	propose	VERB
fbem-12587	2	73	the	the	DET
fbem-12587	2	74	solution	solution	NOUN
fbem-12587	2	75	of	of	ADP
fbem-12587	2	76	using	use	VERB
fbem-12587	2	77	big	big	ADJ
fbem-12587	2	78	data	datum	NOUN
fbem-12587	2	79	and	and	CCONJ
fbem-12587	2	80	machine	machine	NOUN
fbem-12587	2	81	learning	learn	VERB
fbem-12587	2	82	algorithms	algorithm	NOUN
fbem-12587	2	83	to	to	PART
fbem-12587	2	84	identify	identify	VERB
fbem-12587	2	85	the	the	DET
fbem-12587	2	86	students	student	NOUN
fbem-12587	2	87	who	who	PRON
fbem-12587	2	88	are	be	AUX
fbem-12587	2	89	really	really	ADV
fbem-12587	2	90	in	in	ADP
fbem-12587	2	91	need	need	NOUN
fbem-12587	2	92	of	of	ADP
fbem-12587	2	93	help	help	NOUN
fbem-12587	2	94	and	and	CCONJ
fbem-12587	2	95	realise	realise	VERB
fbem-12587	2	96	the	the	DET
fbem-12587	2	97	fairness	fairness	NOUN
fbem-12587	2	98	of	of	ADP
fbem-12587	2	99	bursary	bursary	ADJ
fbem-12587	2	100	awarding	awarding	NOUN
fbem-12587	2	101	.	.	PUNCT
fbem-12587	3	1	firstly	firstly	ADV
fbem-12587	3	2	,	,	PUNCT
fbem-12587	3	3	multi	multi	ADJ
fbem-12587	3	4	-	-	ADJ
fbem-12587	3	5	dimensional	dimensional	ADJ
fbem-12587	3	6	feature	feature	NOUN
fbem-12587	3	7	vectors	vector	NOUN
fbem-12587	3	8	are	be	AUX
fbem-12587	3	9	constructed	construct	VERB
fbem-12587	3	10	by	by	ADP
fbem-12587	3	11	processing	processing	NOUN
fbem-12587	3	12	and	and	CCONJ
fbem-12587	3	13	analysing	analyse	VERB
fbem-12587	3	14	students	student	NOUN
fbem-12587	3	15	'	'	PART
fbem-12587	3	16	daily	daily	ADJ
fbem-12587	3	17	behavioural	behavioural	ADJ
fbem-12587	3	18	data	datum	NOUN
fbem-12587	3	19	,	,	PUNCT
fbem-12587	3	20	then	then	ADV
fbem-12587	3	21	multi	multi	ADJ
fbem-12587	3	22	-	-	ADJ
fbem-12587	3	23	smote	smote	ADJ
fbem-12587	3	24	oversampling	oversampling	ADJ
fbem-12587	3	25	technology	technology	NOUN
fbem-12587	3	26	is	be	AUX
fbem-12587	3	27	used	use	VERB
fbem-12587	3	28	to	to	PART
fbem-12587	3	29	solve	solve	VERB
fbem-12587	3	30	the	the	DET
fbem-12587	3	31	problem	problem	NOUN
fbem-12587	3	32	of	of	ADP
fbem-12587	3	33	balancing	balance	VERB
fbem-12587	3	34	classification	classification	NOUN
fbem-12587	3	35	samples	sample	NOUN
fbem-12587	3	36	in	in	ADP
fbem-12587	3	37	the	the	DET
fbem-12587	3	38	process	process	NOUN
fbem-12587	3	39	of	of	ADP
fbem-12587	3	40	bursary	bursary	ADJ
fbem-12587	3	41	evaluation	evaluation	NOUN
fbem-12587	3	42	,	,	PUNCT
fbem-12587	3	43	and	and	CCONJ
fbem-12587	3	44	then	then	ADV
fbem-12587	3	45	stacking	stack	VERB
fbem-12587	3	46	model	model	NOUN
fbem-12587	3	47	fusion	fusion	NOUN
fbem-12587	3	48	algorithms	algorithm	NOUN
fbem-12587	3	49	are	be	AUX
fbem-12587	3	50	used	use	VERB
fbem-12587	3	51	to	to	PART
fbem-12587	3	52	integrate	integrate	VERB
fbem-12587	3	53	multiple	multiple	ADJ
fbem-12587	3	54	classifiers	classifier	NOUN
fbem-12587	3	55	in	in	ADP
fbem-12587	3	56	order	order	NOUN
fbem-12587	3	57	to	to	PART
fbem-12587	3	58	improve	improve	VERB
fbem-12587	3	59	the	the	DET
fbem-12587	3	60	prediction	prediction	NOUN
fbem-12587	3	61	accuracy	accuracy	NOUN
fbem-12587	3	62	.	.	PUNCT
fbem-12587	4	1	the	the	DET
fbem-12587	4	2	experimental	experimental	ADJ
fbem-12587	4	3	results	result	NOUN
fbem-12587	4	4	prove	prove	VERB
fbem-12587	4	5	that	that	SCONJ
fbem-12587	4	6	the	the	DET
fbem-12587	4	7	method	method	NOUN
fbem-12587	4	8	is	be	AUX
fbem-12587	4	9	significantly	significantly	ADV
fbem-12587	4	10	better	well	ADJ
fbem-12587	4	11	than	than	ADP
fbem-12587	4	12	a	a	DET
fbem-12587	4	13	single	single	ADJ
fbem-12587	4	14	classification	classification	NOUN
fbem-12587	4	15	model	model	NOUN
fbem-12587	4	16	in	in	ADP
fbem-12587	4	17	terms	term	NOUN
fbem-12587	4	18	of	of	ADP
fbem-12587	4	19	precision	precision	NOUN
fbem-12587	4	20	and	and	CCONJ
fbem-12587	4	21	recall	recall	NOUN
fbem-12587	4	22	,	,	PUNCT
fbem-12587	4	23	which	which	PRON
fbem-12587	4	24	can	can	AUX
fbem-12587	4	25	improve	improve	VERB
fbem-12587	4	26	the	the	DET
fbem-12587	4	27	efficiency	efficiency	NOUN
fbem-12587	4	28	of	of	ADP
fbem-12587	4	29	college	college	NOUN
fbem-12587	4	30	financial	financial	ADJ
fbem-12587	4	31	aid	aid	NOUN
fbem-12587	4	32	work	work	NOUN
fbem-12587	4	33	,	,	PUNCT
fbem-12587	4	34	as	as	ADV
fbem-12587	4	35	well	well	ADV
fbem-12587	4	36	as	as	ADP
fbem-12587	4	37	ensure	ensure	VERB
fbem-12587	4	38	the	the	DET
fbem-12587	4	39	fairness	fairness	NOUN
fbem-12587	4	40	and	and	CCONJ
fbem-12587	4	41	accuracy	accuracy	NOUN
fbem-12587	4	42	of	of	ADP
fbem-12587	4	43	the	the	DET
fbem-12587	4	44	financial	financial	ADJ
fbem-12587	4	45	aid	aid	NOUN
fbem-12587	4	46	process	process	NOUN
fbem-12587	4	47	and	and	CCONJ
fbem-12587	4	48	provide	provide	VERB
fbem-12587	4	49	better	well	ADJ
fbem-12587	4	50	financial	financial	ADJ
fbem-12587	4	51	aid	aid	NOUN
fbem-12587	4	52	services	service	NOUN
fbem-12587	4	53	for	for	ADP
fbem-12587	4	54	students	student	NOUN
fbem-12587	4	55	.	.	PUNCT
fbem-12587	5	1	keywords	keyword	NOUN
fbem-12587	5	2	:	:	PUNCT
fbem-12587	5	3	bursary	bursary	ADJ
fbem-12587	5	4	evaluation	evaluation	NOUN
fbem-12587	5	5	,	,	PUNCT
fbem-12587	5	6	multi	multi	ADJ
fbem-12587	5	7	-	-	ADJ
fbem-12587	5	8	smote	smote	ADJ
fbem-12587	5	9	,	,	PUNCT
fbem-12587	5	10	stacking	stacking	NOUN
fbem-12587	5	11	.	.	NOUN
fbem-12587	6	1	1	1	NUM
fbem-12587	6	2	.	.	X
fbem-12587	6	3	introduction	introduction	NOUN
fbem-12587	6	4	although	although	SCONJ
fbem-12587	6	5	the	the	DET
fbem-12587	6	6	reform	reform	NOUN
fbem-12587	6	7	of	of	ADP
fbem-12587	6	8	information	information	NOUN
fbem-12587	6	9	technology	technology	NOUN
fbem-12587	6	10	has	have	AUX
fbem-12587	6	11	improved	improve	VERB
fbem-12587	6	12	the	the	DET
fbem-12587	6	13	quality	quality	NOUN
fbem-12587	6	14	of	of	ADP
fbem-12587	6	15	life	life	NOUN
fbem-12587	6	16	of	of	ADP
fbem-12587	6	17	human	human	ADJ
fbem-12587	6	18	beings	being	NOUN
fbem-12587	6	19	,	,	PUNCT
fbem-12587	6	20	the	the	DET
fbem-12587	6	21	phenomenon	phenomenon	NOUN
fbem-12587	6	22	of	of	ADP
fbem-12587	6	23	exponential	exponential	ADJ
fbem-12587	6	24	growth	growth	NOUN
fbem-12587	6	25	of	of	ADP
fbem-12587	6	26	data	datum	NOUN
fbem-12587	6	27	generated	generate	VERB
fbem-12587	6	28	by	by	ADP
fbem-12587	6	29	human	human	ADJ
fbem-12587	6	30	life	life	NOUN
fbem-12587	6	31	can	can	AUX
fbem-12587	6	32	not	not	PART
fbem-12587	6	33	be	be	AUX
fbem-12587	6	34	ignored	ignore	VERB
fbem-12587	6	35	,	,	PUNCT
fbem-12587	6	36	and	and	CCONJ
fbem-12587	6	37	these	these	DET
fbem-12587	6	38	seemingly	seemingly	ADV
fbem-12587	6	39	insignificant	insignificant	ADJ
fbem-12587	6	40	data	datum	NOUN
fbem-12587	6	41	in	in	ADP
fbem-12587	6	42	fact	fact	NOUN
fbem-12587	6	43	contain	contain	VERB
fbem-12587	6	44	enormous	enormous	ADJ
fbem-12587	6	45	value	value	NOUN
fbem-12587	6	46	waiting	wait	VERB
fbem-12587	6	47	for	for	SCONJ
fbem-12587	6	48	human	human	ADJ
fbem-12587	6	49	beings	being	NOUN
fbem-12587	6	50	to	to	PART
fbem-12587	6	51	explore	explore	VERB
fbem-12587	6	52	and	and	CCONJ
fbem-12587	6	53	explore	explore	VERB
fbem-12587	6	54	.	.	PUNCT
fbem-12587	7	1	colleges	college	NOUN
fbem-12587	7	2	and	and	CCONJ
fbem-12587	7	3	universities	university	NOUN
fbem-12587	7	4	as	as	ADP
fbem-12587	7	5	the	the	DET
fbem-12587	7	6	birthplace	birthplace	NOUN
fbem-12587	7	7	of	of	ADP
fbem-12587	7	8	big	big	ADJ
fbem-12587	7	9	data	datum	NOUN
fbem-12587	7	10	technology	technology	NOUN
fbem-12587	7	11	,	,	PUNCT
fbem-12587	7	12	in	in	ADP
fbem-12587	7	13	fact	fact	NOUN
fbem-12587	7	14	,	,	PUNCT
fbem-12587	7	15	there	there	PRON
fbem-12587	7	16	are	be	VERB
fbem-12587	7	17	many	many	ADJ
fbem-12587	7	18	aspects	aspect	NOUN
fbem-12587	7	19	of	of	ADP
fbem-12587	7	20	the	the	DET
fbem-12587	7	21	data	datum	NOUN
fbem-12587	7	22	has	have	AUX
fbem-12587	7	23	not	not	PART
fbem-12587	7	24	yet	yet	ADV
fbem-12587	7	25	been	be	AUX
fbem-12587	7	26	integrated	integrate	VERB
fbem-12587	7	27	and	and	CCONJ
fbem-12587	7	28	analyzed	analyze	VERB
fbem-12587	7	29	,	,	PUNCT
fbem-12587	7	30	the	the	DET
fbem-12587	7	31	identification	identification	NOUN
fbem-12587	7	32	of	of	ADP
fbem-12587	7	33	poor	poor	ADJ
fbem-12587	7	34	students	student	NOUN
fbem-12587	7	35	and	and	CCONJ
fbem-12587	7	36	financial	financial	ADJ
fbem-12587	7	37	assistance	assistance	NOUN
fbem-12587	7	38	is	be	AUX
fbem-12587	7	39	one	one	NUM
fbem-12587	7	40	of	of	ADP
fbem-12587	7	41	the	the	DET
fbem-12587	7	42	important	important	ADJ
fbem-12587	7	43	content	content	NOUN
fbem-12587	7	44	of	of	ADP
fbem-12587	7	45	the	the	DET
fbem-12587	7	46	student	student	NOUN
fbem-12587	7	47	work	work	NOUN
fbem-12587	7	48	department	department	NOUN
fbem-12587	7	49	,	,	PUNCT
fbem-12587	7	50	but	but	CCONJ
fbem-12587	7	51	the	the	DET
fbem-12587	7	52	assessment	assessment	NOUN
fbem-12587	7	53	of	of	ADP
fbem-12587	7	54	grants	grant	NOUN
fbem-12587	7	55	is	be	AUX
fbem-12587	7	56	still	still	ADV
fbem-12587	7	57	mainly	mainly	ADV
fbem-12587	7	58	carried	carry	VERB
fbem-12587	7	59	out	out	ADP
fbem-12587	7	60	offline	offline	ADJ
fbem-12587	7	61	,	,	PUNCT
fbem-12587	7	62	with	with	ADP
fbem-12587	7	63	a	a	DET
fbem-12587	7	64	large	large	ADJ
fbem-12587	7	65	number	number	NOUN
fbem-12587	7	66	of	of	ADP
fbem-12587	7	67	people	people	NOUN
fbem-12587	7	68	involved	involve	VERB
fbem-12587	7	69	,	,	PUNCT
fbem-12587	7	70	the	the	DET
fbem-12587	7	71	process	process	NOUN
fbem-12587	7	72	is	be	AUX
fbem-12587	7	73	complex	complex	ADJ
fbem-12587	7	74	,	,	PUNCT
fbem-12587	7	75	subject	subject	ADJ
fbem-12587	7	76	to	to	ADP
fbem-12587	7	77	the	the	DET
fbem-12587	7	78	human	human	ADJ
fbem-12587	7	79	factor	factor	NOUN
fbem-12587	7	80	has	have	AUX
fbem-12587	7	81	a	a	DET
fbem-12587	7	82	greater	great	ADJ
fbem-12587	7	83	impact	impact	NOUN
fbem-12587	7	84	on	on	ADP
fbem-12587	7	85	the	the	DET
fbem-12587	7	86	identification	identification	NOUN
fbem-12587	7	87	of	of	ADP
fbem-12587	7	88	the	the	DET
fbem-12587	7	89	fairness	fairness	NOUN
fbem-12587	7	90	and	and	CCONJ
fbem-12587	7	91	impartiality	impartiality	NOUN
fbem-12587	7	92	of	of	ADP
fbem-12587	7	93	the	the	DET
fbem-12587	7	94	difficult	difficult	ADJ
fbem-12587	7	95	to	to	PART
fbem-12587	7	96	ensure	ensure	VERB
fbem-12587	7	97	that	that	SCONJ
fbem-12587	7	98	the	the	DET
fbem-12587	7	99	identification	identification	NOUN
fbem-12587	7	100	of	of	ADP
fbem-12587	7	101	justice	justice	NOUN
fbem-12587	7	102	and	and	CCONJ
fbem-12587	7	103	fairness	fairness	NOUN
fbem-12587	7	104	,	,	PUNCT
fbem-12587	7	105	so	so	ADV
fbem-12587	7	106	through	through	ADP
fbem-12587	7	107	the	the	DET
fbem-12587	7	108	behavior	behavior	NOUN
fbem-12587	7	109	of	of	ADP
fbem-12587	7	110	the	the	DET
fbem-12587	7	111	students	student	NOUN
fbem-12587	7	112	at	at	ADP
fbem-12587	7	113	school	school	NOUN
fbem-12587	7	114	to	to	PART
fbem-12587	7	115	predict	predict	VERB
fbem-12587	7	116	the	the	DET
fbem-12587	7	117	economic	economic	ADJ
fbem-12587	7	118	situation	situation	NOUN
fbem-12587	7	119	of	of	ADP
fbem-12587	7	120	the	the	DET
fbem-12587	7	121	students	student	NOUN
fbem-12587	7	122	,	,	PUNCT
fbem-12587	7	123	it	it	PRON
fbem-12587	7	124	is	be	AUX
fbem-12587	7	125	very	very	ADV
fbem-12587	7	126	difficult	difficult	ADJ
fbem-12587	7	127	to	to	PART
fbem-12587	7	128	ensure	ensure	VERB
fbem-12587	7	129	that	that	SCONJ
fbem-12587	7	130	the	the	DET
fbem-12587	7	131	student	student	NOUN
fbem-12587	7	132	's	's	PART
fbem-12587	7	133	behavior	behavior	NOUN
fbem-12587	7	134	in	in	ADP
fbem-12587	7	135	the	the	DET
fbem-12587	7	136	school	school	NOUN
fbem-12587	7	137	.	.	PUNCT
fbem-12587	8	1	therefore	therefore	ADV
fbem-12587	8	2	,	,	PUNCT
fbem-12587	8	3	it	it	PRON
fbem-12587	8	4	is	be	AUX
fbem-12587	8	5	more	more	ADV
fbem-12587	8	6	urgent	urgent	ADJ
fbem-12587	8	7	to	to	PART
fbem-12587	8	8	predict	predict	VERB
fbem-12587	8	9	the	the	DET
fbem-12587	8	10	economic	economic	ADJ
fbem-12587	8	11	situation	situation	NOUN
fbem-12587	8	12	of	of	ADP
fbem-12587	8	13	students	student	NOUN
fbem-12587	8	14	through	through	ADP
fbem-12587	8	15	their	their	PRON
fbem-12587	8	16	behavior	behavior	NOUN
fbem-12587	8	17	in	in	ADP
fbem-12587	8	18	school	school	NOUN
fbem-12587	8	19	and	and	CCONJ
fbem-12587	8	20	build	build	VERB
fbem-12587	8	21	a	a	DET
fbem-12587	8	22	student	student	NOUN
fbem-12587	8	23	financial	financial	ADJ
fbem-12587	8	24	aid	aid	NOUN
fbem-12587	8	25	management	management	NOUN
fbem-12587	8	26	system	system	NOUN
fbem-12587	8	27	.	.	PUNCT
fbem-12587	9	1	with	with	ADP
fbem-12587	9	2	the	the	DET
fbem-12587	9	3	continuous	continuous	ADJ
fbem-12587	9	4	improvement	improvement	NOUN
fbem-12587	9	5	of	of	ADP
fbem-12587	9	6	campus	campus	NOUN
fbem-12587	9	7	informatization	informatization	NOUN
fbem-12587	9	8	construction	construction	NOUN
fbem-12587	9	9	,	,	PUNCT
fbem-12587	9	10	the	the	DET
fbem-12587	9	11	function	function	NOUN
fbem-12587	9	12	of	of	ADP
fbem-12587	9	13	campus	campus	NOUN
fbem-12587	9	14	one	one	NUM
fbem-12587	9	15	-	-	PUNCT
fbem-12587	9	16	card	card	NOUN
fbem-12587	9	17	is	be	AUX
fbem-12587	9	18	more	more	ADV
fbem-12587	9	19	and	and	CCONJ
fbem-12587	9	20	more	more	ADV
fbem-12587	9	21	powerful	powerful	ADJ
fbem-12587	9	22	,	,	PUNCT
fbem-12587	9	23	and	and	CCONJ
fbem-12587	9	24	some	some	DET
fbem-12587	9	25	scholars	scholar	NOUN
fbem-12587	9	26	began	begin	VERB
fbem-12587	9	27	to	to	PART
fbem-12587	9	28	use	use	VERB
fbem-12587	9	29	data	datum	NOUN
fbem-12587	9	30	mining	mining	NOUN
fbem-12587	9	31	technology	technology	NOUN
fbem-12587	9	32	to	to	PART
fbem-12587	9	33	analyze	analyze	VERB
fbem-12587	9	34	the	the	DET
fbem-12587	9	35	potential	potential	ADJ
fbem-12587	9	36	value	value	NOUN
fbem-12587	9	37	and	and	CCONJ
fbem-12587	9	38	information	information	NOUN
fbem-12587	9	39	in	in	ADP
fbem-12587	9	40	one	one	NUM
fbem-12587	9	41	-	-	PUNCT
fbem-12587	9	42	card	card	NOUN
fbem-12587	9	43	.	.	PUNCT
fbem-12587	10	1	yunchuan	yunchuan	PROPN
fbem-12587	10	2	chen[1	chen[1	PROPN
fbem-12587	10	3	]	]	X
fbem-12587	10	4	et	et	PROPN
fbem-12587	10	5	al	al	PROPN
fbem-12587	10	6	.	.	PROPN
fbem-12587	10	7	analyzed	analyze	VERB
fbem-12587	10	8	the	the	DET
fbem-12587	10	9	campus	campus	NOUN
fbem-12587	10	10	one	one	NUM
fbem-12587	10	11	-	-	PUNCT
fbem-12587	10	12	card	card	NOUN
fbem-12587	10	13	consumption	consumption	NOUN
fbem-12587	10	14	data	datum	NOUN
fbem-12587	10	15	to	to	PART
fbem-12587	10	16	predict	predict	VERB
fbem-12587	10	17	students	student	NOUN
fbem-12587	10	18	'	'	PART
fbem-12587	10	19	family	family	NOUN
fbem-12587	10	20	difficulties	difficulty	NOUN
fbem-12587	10	21	by	by	ADP
fbem-12587	10	22	using	use	VERB
fbem-12587	10	23	decision	decision	NOUN
fbem-12587	10	24	tree	tree	NOUN
fbem-12587	10	25	algorithm	algorithm	NOUN
fbem-12587	10	26	and	and	CCONJ
fbem-12587	10	27	plain	plain	ADJ
fbem-12587	10	28	bayesian	bayesian	NOUN
fbem-12587	10	29	algorithm	algorithm	NOUN
fbem-12587	10	30	,	,	PUNCT
fbem-12587	10	31	and	and	CCONJ
fbem-12587	10	32	after	after	ADP
fbem-12587	10	33	comparing	compare	VERB
fbem-12587	10	34	the	the	DET
fbem-12587	10	35	results	result	NOUN
fbem-12587	10	36	of	of	ADP
fbem-12587	10	37	the	the	DET
fbem-12587	10	38	two	two	NUM
fbem-12587	10	39	models	model	NOUN
fbem-12587	10	40	,	,	PUNCT
fbem-12587	10	41	they	they	PRON
fbem-12587	10	42	found	find	VERB
fbem-12587	10	43	that	that	SCONJ
fbem-12587	10	44	the	the	DET
fbem-12587	10	45	plain	plain	ADJ
fbem-12587	10	46	bayesian	bayesian	NOUN
fbem-12587	10	47	algorithm	algorithm	NOUN
fbem-12587	10	48	is	be	AUX
fbem-12587	10	49	better	well	ADJ
fbem-12587	10	50	in	in	ADP
fbem-12587	10	51	terms	term	NOUN
fbem-12587	10	52	of	of	ADP
fbem-12587	10	53	accuracy	accuracy	NOUN
fbem-12587	10	54	and	and	CCONJ
fbem-12587	10	55	precision	precision	NOUN
fbem-12587	10	56	,	,	PUNCT
fbem-12587	10	57	and	and	CCONJ
fbem-12587	10	58	the	the	DET
fbem-12587	10	59	decision	decision	NOUN
fbem-12587	10	60	tree	tree	NOUN
fbem-12587	10	61	algorithm	algorithm	NOUN
fbem-12587	10	62	is	be	AUX
fbem-12587	10	63	better	well	ADJ
fbem-12587	10	64	in	in	ADP
fbem-12587	10	65	terms	term	NOUN
fbem-12587	10	66	of	of	ADP
fbem-12587	10	67	recall	recall	NOUN
fbem-12587	10	68	rate	rate	NOUN
fbem-12587	10	69	and	and	CCONJ
fbem-12587	10	70	auc	auc	NOUN
fbem-12587	10	71	.	.	PUNCT
fbem-12587	11	1	jie	jie	PROPN
fbem-12587	11	2	ding	ding	PROPN
fbem-12587	11	3	et	et	PROPN
fbem-12587	11	4	al	al	PROPN
fbem-12587	11	5	.	.	PROPN
fbem-12587	12	1	used	use	VERB
fbem-12587	12	2	matrix	matrix	NOUN
fbem-12587	12	3	theory	theory	NOUN
fbem-12587	12	4	and	and	CCONJ
fbem-12587	12	5	cloud	cloud	NOUN
fbem-12587	12	6	data	datum	NOUN
fbem-12587	12	7	platform	platform	NOUN
fbem-12587	12	8	to	to	PART
fbem-12587	12	9	improve	improve	VERB
fbem-12587	12	10	the	the	DET
fbem-12587	12	11	association	association	NOUN
fbem-12587	12	12	rules	rule	NOUN
fbem-12587	12	13	,	,	PUNCT
fbem-12587	12	14	and	and	CCONJ
fbem-12587	12	15	analyzed	analyze	VERB
fbem-12587	12	16	to	to	PART
fbem-12587	12	17	get	get	VERB
fbem-12587	12	18	the	the	DET
fbem-12587	12	19	consumption	consumption	NOUN
fbem-12587	12	20	behavior	behavior	NOUN
fbem-12587	12	21	characteristics	characteristic	NOUN
fbem-12587	12	22	of	of	ADP
fbem-12587	12	23	poor	poor	ADJ
fbem-12587	12	24	student	student	NOUN
fbem-12587	12	25	groups	group	NOUN
fbem-12587	12	26	by	by	ADP
fbem-12587	12	27	classifying	classify	VERB
fbem-12587	12	28	the	the	DET
fbem-12587	12	29	consumption	consumption	NOUN
fbem-12587	12	30	level	level	NOUN
fbem-12587	12	31	of	of	ADP
fbem-12587	12	32	students	student	NOUN
fbem-12587	12	33	,	,	PUNCT
fbem-12587	12	34	which	which	PRON
fbem-12587	12	35	provided	provide	VERB
fbem-12587	12	36	the	the	DET
fbem-12587	12	37	basis	basis	NOUN
fbem-12587	12	38	for	for	ADP
fbem-12587	12	39	the	the	DET
fbem-12587	12	40	identification	identification	NOUN
fbem-12587	12	41	of	of	ADP
fbem-12587	12	42	poverty	poverty	NOUN
fbem-12587	12	43	in	in	ADP
fbem-12587	12	44	colleges	college	NOUN
fbem-12587	12	45	and	and	CCONJ
fbem-12587	12	46	universities	university	NOUN
fbem-12587	12	47	.	.	PUNCT
fbem-12587	13	1	chunzi	chunzi	PROPN
fbem-12587	13	2	tian[2	tian[2	PROPN
fbem-12587	13	3	]	]	X
fbem-12587	13	4	et	et	PROPN
fbem-12587	13	5	al	al	PROPN
fbem-12587	13	6	.	.	PROPN
fbem-12587	14	1	take	take	VERB
fbem-12587	14	2	the	the	DET
fbem-12587	14	3	one	one	NUM
fbem-12587	14	4	-	-	PUNCT
fbem-12587	14	5	card	card	NOUN
fbem-12587	14	6	data	datum	NOUN
fbem-12587	14	7	as	as	ADP
fbem-12587	14	8	the	the	DET
fbem-12587	14	9	source	source	NOUN
fbem-12587	14	10	of	of	ADP
fbem-12587	14	11	data	datum	NOUN
fbem-12587	14	12	analysis	analysis	NOUN
fbem-12587	14	13	,	,	PUNCT
fbem-12587	14	14	use	use	VERB
fbem-12587	14	15	k	k	NOUN
fbem-12587	14	16	-	-	PUNCT
fbem-12587	14	17	means	means	NOUN
fbem-12587	14	18	and	and	CCONJ
fbem-12587	14	19	dbscan	dbscan	ADJ
fbem-12587	14	20	algorithm	algorithm	NOUN
fbem-12587	14	21	to	to	AUX
fbem-12587	14	22	mine	mine	VERB
fbem-12587	14	23	the	the	DET
fbem-12587	14	24	value	value	NOUN
fbem-12587	14	25	information	information	NOUN
fbem-12587	14	26	in	in	ADP
fbem-12587	14	27	the	the	DET
fbem-12587	14	28	students	student	NOUN
fbem-12587	14	29	'	'	PART
fbem-12587	14	30	one	one	NUM
fbem-12587	14	31	-	-	PUNCT
fbem-12587	14	32	card	card	NOUN
fbem-12587	14	33	data	datum	NOUN
fbem-12587	14	34	,	,	PUNCT
fbem-12587	14	35	and	and	CCONJ
fbem-12587	14	36	analyze	analyze	VERB
fbem-12587	14	37	the	the	DET
fbem-12587	14	38	characteristics	characteristic	NOUN
fbem-12587	14	39	of	of	ADP
fbem-12587	14	40	the	the	DET
fbem-12587	14	41	students	student	NOUN
fbem-12587	14	42	'	'	PART
fbem-12587	14	43	consumption	consumption	NOUN
fbem-12587	14	44	behaviors	behavior	NOUN
fbem-12587	14	45	during	during	ADP
fbem-12587	14	46	the	the	DET
fbem-12587	14	47	school	school	NOUN
fbem-12587	14	48	period	period	NOUN
fbem-12587	14	49	,	,	PUNCT
fbem-12587	14	50	which	which	PRON
fbem-12587	14	51	provides	provide	VERB
fbem-12587	14	52	help	help	NOUN
fbem-12587	14	53	for	for	ADP
fbem-12587	14	54	the	the	DET
fbem-12587	14	55	school	school	NOUN
fbem-12587	14	56	's	's	PART
fbem-12587	14	57	management	management	NOUN
fbem-12587	14	58	mode	mode	NOUN
fbem-12587	14	59	.	.	PUNCT
fbem-12587	15	1	ligan	ligan	PROPN
fbem-12587	16	1	gong[3	gong[3	PROPN
fbem-12587	16	2	]	]	X
fbem-12587	16	3	et	et	PROPN
fbem-12587	16	4	al	al	PROPN
fbem-12587	16	5	.	.	PUNCT
fbem-12587	17	1	in	in	ADP
fbem-12587	17	2	order	order	NOUN
fbem-12587	17	3	to	to	PART
fbem-12587	17	4	analyze	analyze	VERB
fbem-12587	17	5	the	the	DET
fbem-12587	17	6	characteristics	characteristic	NOUN
fbem-12587	17	7	of	of	ADP
fbem-12587	17	8	consumption	consumption	NOUN
fbem-12587	17	9	behavior	behavior	NOUN
fbem-12587	17	10	,	,	PUNCT
fbem-12587	17	11	using	use	VERB
fbem-12587	17	12	the	the	DET
fbem-12587	17	13	spark	spark	NOUN
fbem-12587	17	14	framework	framework	NOUN
fbem-12587	17	15	,	,	PUNCT
fbem-12587	17	16	using	use	VERB
fbem-12587	17	17	feature	feature	NOUN
fbem-12587	17	18	engineering	engineering	NOUN
fbem-12587	17	19	to	to	PART
fbem-12587	17	20	construct	construct	VERB
fbem-12587	17	21	the	the	DET
fbem-12587	17	22	clustering	clustering	ADJ
fbem-12587	17	23	features	feature	NOUN
fbem-12587	17	24	in	in	ADP
fbem-12587	17	25	the	the	DET
fbem-12587	17	26	campus	campus	NOUN
fbem-12587	17	27	one	one	NUM
fbem-12587	17	28	-	-	PUNCT
fbem-12587	17	29	card	card	NOUN
fbem-12587	17	30	data	datum	NOUN
fbem-12587	17	31	,	,	PUNCT
fbem-12587	17	32	to	to	PART
fbem-12587	17	33	provide	provide	VERB
fbem-12587	17	34	data	datum	NOUN
fbem-12587	17	35	support	support	NOUN
fbem-12587	17	36	for	for	ADP
fbem-12587	17	37	colleges	college	NOUN
fbem-12587	17	38	and	and	CCONJ
fbem-12587	17	39	universities	university	NOUN
fbem-12587	17	40	to	to	PART
fbem-12587	17	41	carry	carry	VERB
fbem-12587	17	42	out	out	ADP
fbem-12587	17	43	accurate	accurate	ADJ
fbem-12587	17	44	financial	financial	ADJ
fbem-12587	17	45	aid	aid	NOUN
fbem-12587	17	46	or	or	CCONJ
fbem-12587	17	47	psychological	psychological	ADJ
fbem-12587	17	48	counseling	counseling	NOUN
fbem-12587	17	49	.	.	PUNCT
fbem-12587	18	1	zefeng	zefeng	PROPN
fbem-12587	18	2	han[4	han[4	PROPN
fbem-12587	18	3	]	]	PUNCT
fbem-12587	18	4	et	et	PROPN
fbem-12587	18	5	al	al	PROPN
fbem-12587	18	6	.	.	PROPN
fbem-12587	18	7	proposed	propose	VERB
fbem-12587	18	8	a	a	DET
fbem-12587	18	9	consume2vec	consume2vec	NOUN
fbem-12587	18	10	model	model	NOUN
fbem-12587	18	11	based	base	VERB
fbem-12587	18	12	on	on	ADP
fbem-12587	18	13	deep	deep	ADJ
fbem-12587	18	14	neural	neural	ADJ
fbem-12587	18	15	network	network	NOUN
fbem-12587	18	16	to	to	PART
fbem-12587	18	17	mine	mine	VERB
fbem-12587	18	18	the	the	DET
fbem-12587	18	19	consumption	consumption	NOUN
fbem-12587	18	20	data	datum	NOUN
fbem-12587	18	21	of	of	ADP
fbem-12587	18	22	school	school	NOUN
fbem-12587	18	23	students	student	NOUN
fbem-12587	18	24	,	,	PUNCT
fbem-12587	18	25	and	and	CCONJ
fbem-12587	18	26	established	establish	VERB
fbem-12587	18	27	a	a	DET
fbem-12587	18	28	sacd	sacd	NOUN
fbem-12587	18	29	model	model	NOUN
fbem-12587	18	30	for	for	ADP
fbem-12587	18	31	detecting	detect	VERB
fbem-12587	18	32	abnormal	abnormal	ADJ
fbem-12587	18	33	consumption	consumption	NOUN
fbem-12587	18	34	information	information	NOUN
fbem-12587	18	35	,	,	PUNCT
fbem-12587	18	36	and	and	CCONJ
fbem-12587	18	37	finally	finally	ADV
fbem-12587	18	38	obtained	obtain	VERB
fbem-12587	18	39	the	the	DET
fbem-12587	18	40	consumption	consumption	NOUN
fbem-12587	18	41	patterns	pattern	NOUN
fbem-12587	18	42	and	and	CCONJ
fbem-12587	18	43	characteristics	characteristic	NOUN
fbem-12587	18	44	of	of	ADP
fbem-12587	18	45	students	student	NOUN
fbem-12587	18	46	.	.	PUNCT
fbem-12587	19	1	it	it	PRON
fbem-12587	19	2	can	can	AUX
fbem-12587	19	3	be	be	AUX
fbem-12587	19	4	seen	see	VERB
fbem-12587	19	5	that	that	SCONJ
fbem-12587	19	6	at	at	ADP
fbem-12587	19	7	present	present	NOUN
fbem-12587	19	8	,	,	PUNCT
fbem-12587	19	9	the	the	DET
fbem-12587	19	10	identification	identification	NOUN
fbem-12587	19	11	of	of	ADP
fbem-12587	19	12	poverty	poverty	NOUN
fbem-12587	19	13	grants	grant	NOUN
fbem-12587	19	14	in	in	ADP
fbem-12587	19	15	colleges	college	NOUN
fbem-12587	19	16	and	and	CCONJ
fbem-12587	19	17	universities	university	NOUN
fbem-12587	19	18	is	be	AUX
fbem-12587	19	19	more	more	ADV
fbem-12587	19	20	and	and	CCONJ
fbem-12587	19	21	more	more	ADV
fbem-12587	19	22	inclined	inclined	ADJ
fbem-12587	19	23	to	to	ADP
fbem-12587	19	24	the	the	DET
fbem-12587	19	25	level	level	NOUN
fbem-12587	19	26	of	of	ADP
fbem-12587	19	27	big	big	ADJ
fbem-12587	19	28	data	datum	NOUN
fbem-12587	19	29	.	.	PUNCT
fbem-12587	20	1	scholarship	scholarship	NOUN
fbem-12587	20	2	determination	determination	NOUN
fbem-12587	20	3	work	work	NOUN
fbem-12587	20	4	is	be	AUX
fbem-12587	20	5	complicated	complicated	ADJ
fbem-12587	20	6	and	and	CCONJ
fbem-12587	20	7	complex	complex	ADJ
fbem-12587	20	8	,	,	PUNCT
fbem-12587	20	9	manual	manual	ADJ
fbem-12587	20	10	poverty	poverty	NOUN
fbem-12587	20	11	determination	determination	NOUN
fbem-12587	20	12	work	work	NOUN
fbem-12587	20	13	is	be	AUX
fbem-12587	20	14	often	often	ADV
fbem-12587	20	15	with	with	ADP
fbem-12587	20	16	a	a	DET
fbem-12587	20	17	certain	certain	ADJ
fbem-12587	20	18	degree	degree	NOUN
fbem-12587	20	19	of	of	ADP
fbem-12587	20	20	subjective	subjective	ADJ
fbem-12587	20	21	thinking	thinking	NOUN
fbem-12587	20	22	,	,	PUNCT
fbem-12587	20	23	and	and	CCONJ
fbem-12587	20	24	the	the	DET
fbem-12587	20	25	authenticity	authenticity	NOUN
fbem-12587	20	26	of	of	ADP
fbem-12587	20	27	the	the	DET
fbem-12587	20	28	identification	identification	NOUN
fbem-12587	20	29	materials	material	NOUN
fbem-12587	20	30	submitted	submit	VERB
fbem-12587	20	31	by	by	ADP
fbem-12587	20	32	the	the	DET
fbem-12587	20	33	students	student	NOUN
fbem-12587	20	34	is	be	AUX
fbem-12587	20	35	also	also	ADV
fbem-12587	20	36	debatable	debatable	ADJ
fbem-12587	20	37	,	,	PUNCT
fbem-12587	20	38	does	do	AUX
fbem-12587	20	39	not	not	PART
fbem-12587	20	40	exclude	exclude	VERB
fbem-12587	20	41	some	some	DET
fbem-12587	20	42	students	student	NOUN
fbem-12587	20	43	in	in	ADP
fbem-12587	20	44	order	order	NOUN
fbem-12587	20	45	to	to	PART
fbem-12587	20	46	obtain	obtain	VERB
fbem-12587	20	47	the	the	DET
fbem-12587	20	48	scholarship	scholarship	NOUN
fbem-12587	20	49	quota	quota	NOUN
fbem-12587	20	50	and	and	CCONJ
fbem-12587	20	51	exaggerate	exaggerate	VERB
fbem-12587	20	52	the	the	DET
fbem-12587	20	53	degree	degree	NOUN
fbem-12587	20	54	of	of	ADP
fbem-12587	20	55	poverty	poverty	NOUN
fbem-12587	20	56	in	in	ADP
fbem-12587	20	57	the	the	DET
fbem-12587	20	58	family	family	NOUN
fbem-12587	20	59	,	,	PUNCT
fbem-12587	20	60	which	which	PRON
fbem-12587	20	61	may	may	AUX
fbem-12587	20	62	make	make	VERB
fbem-12587	20	63	some	some	PRON
fbem-12587	20	64	of	of	ADP
fbem-12587	20	65	the	the	DET
fbem-12587	20	66	students	student	NOUN
fbem-12587	20	67	who	who	PRON
fbem-12587	20	68	should	should	AUX
fbem-12587	20	69	be	be	AUX
fbem-12587	20	70	subsidized	subsidize	VERB
fbem-12587	20	71	do	do	AUX
fbem-12587	20	72	not	not	PART
fbem-12587	20	73	get	get	VERB
fbem-12587	20	74	the	the	DET
fbem-12587	20	75	subsidy	subsidy	NOUN
fbem-12587	20	76	.	.	PUNCT
fbem-12587	21	1	reading	read	VERB
fbem-12587	21	2	the	the	DET
fbem-12587	21	3	literature	literature	NOUN
fbem-12587	21	4	,	,	PUNCT
fbem-12587	21	5	we	we	PRON
fbem-12587	21	6	found	find	VERB
fbem-12587	21	7	that	that	SCONJ
fbem-12587	21	8	more	more	ADJ
fbem-12587	21	9	and	and	CCONJ
fbem-12587	21	10	more	more	ADJ
fbem-12587	21	11	scholars	scholar	NOUN
fbem-12587	21	12	have	have	AUX
fbem-12587	21	13	begun	begin	VERB
fbem-12587	21	14	to	to	PART
fbem-12587	21	15	use	use	VERB
fbem-12587	21	16	the	the	DET
fbem-12587	21	17	campus	campus	NOUN
fbem-12587	21	18	card	card	NOUN
fbem-12587	21	19	to	to	PART
fbem-12587	21	20	help	help	VERB
fbem-12587	21	21	carry	carry	VERB
fbem-12587	21	22	out	out	ADP
fbem-12587	21	23	the	the	DET
fbem-12587	21	24	work	work	NOUN
fbem-12587	21	25	of	of	ADP
fbem-12587	21	26	scholarship	scholarship	NOUN
fbem-12587	21	27	recognition	recognition	NOUN
fbem-12587	21	28	,	,	PUNCT
fbem-12587	21	29	because	because	SCONJ
fbem-12587	21	30	the	the	DET
fbem-12587	21	31	card	card	NOUN
fbem-12587	21	32	contains	contain	VERB
fbem-12587	21	33	students	student	NOUN
fbem-12587	21	34	'	'	PART
fbem-12587	21	35	daily	daily	ADJ
fbem-12587	21	36	consumption	consumption	NOUN
fbem-12587	21	37	data	datum	NOUN
fbem-12587	21	38	,	,	PUNCT
fbem-12587	21	39	these	these	DET
fbem-12587	21	40	data	datum	NOUN
fbem-12587	21	41	can	can	AUX
fbem-12587	21	42	not	not	PART
fbem-12587	21	43	be	be	AUX
fbem-12587	21	44	faked	fake	VERB
fbem-12587	21	45	,	,	PUNCT
fbem-12587	21	46	from	from	ADP
fbem-12587	21	47	which	which	PRON
fbem-12587	21	48	we	we	PRON
fbem-12587	21	49	can	can	AUX
fbem-12587	21	50	dig	dig	VERB
fbem-12587	21	51	out	out	ADP
fbem-12587	21	52	the	the	DET
fbem-12587	21	53	students	student	NOUN
fbem-12587	21	54	'	'	PART
fbem-12587	21	55	consumption	consumption	NOUN
fbem-12587	21	56	behavior	behavior	NOUN
fbem-12587	21	57	,	,	PUNCT
fbem-12587	21	58	and	and	CCONJ
fbem-12587	21	59	we	we	PRON
fbem-12587	21	60	can	can	AUX
fbem-12587	21	61	more	more	ADV
fbem-12587	21	62	objectively	objectively	ADV
fbem-12587	21	63	and	and	CCONJ
fbem-12587	21	64	accurately	accurately	ADV
fbem-12587	21	65	judge	judge	VERB
fbem-12587	21	66	whether	whether	SCONJ
fbem-12587	21	67	the	the	DET
fbem-12587	21	68	students	student	NOUN
fbem-12587	21	69	are	be	AUX
fbem-12587	21	70	poor	poor	ADJ
fbem-12587	21	71	or	or	CCONJ
fbem-12587	21	72	not	not	PART
fbem-12587	21	73	,	,	PUNCT
fbem-12587	21	74	and	and	CCONJ
fbem-12587	21	75	then	then	ADV
fbem-12587	21	76	according	accord	VERB
fbem-12587	21	77	to	to	ADP
fbem-12587	21	78	the	the	DET
fbem-12587	21	79	students	student	NOUN
fbem-12587	21	80	'	'	PART
fbem-12587	21	81	grades	grade	NOUN
fbem-12587	21	82	,	,	PUNCT
fbem-12587	21	83	daily	daily	ADJ
fbem-12587	21	84	access	access	NOUN
fbem-12587	21	85	to	to	ADP
fbem-12587	21	86	libraries	library	NOUN
fbem-12587	21	87	and	and	CCONJ
fbem-12587	21	88	the	the	DET
fbem-12587	21	89	results	result	NOUN
fbem-12587	21	90	of	of	ADP
fbem-12587	21	91	the	the	DET
fbem-12587	21	92	previous	previous	ADJ
fbem-12587	21	93	year	year	NOUN
fbem-12587	21	94	's	's	PART
fbem-12587	21	95	scholarships	scholarship	NOUN
fbem-12587	21	96	,	,	PUNCT
fbem-12587	21	97	we	we	PRON
fbem-12587	21	98	can	can	AUX
fbem-12587	21	99	more	more	ADV
fbem-12587	21	100	accurately	accurately	ADV
fbem-12587	21	101	assess	assess	VERB
fbem-12587	21	102	the	the	DET
fbem-12587	21	103	students	student	NOUN
fbem-12587	21	104	'	'	PART
fbem-12587	21	105	poverty	poverty	NOUN
fbem-12587	21	106	.	.	PUNCT
fbem-12587	22	1	the	the	DET
fbem-12587	22	2	data	datum	NOUN
fbem-12587	22	3	can	can	AUX
fbem-12587	22	4	be	be	AUX
fbem-12587	22	5	mined	mine	VERB
fbem-12587	22	6	from	from	ADP
fbem-12587	22	7	these	these	DET
fbem-12587	22	8	data	datum	NOUN
fbem-12587	22	9	to	to	PART
fbem-12587	22	10	find	find	VERB
fbem-12587	22	11	out	out	ADP
fbem-12587	22	12	students	student	NOUN
fbem-12587	22	13	'	'	PART
fbem-12587	22	14	consumption	consumption	NOUN
fbem-12587	22	15	behavior	behavior	NOUN
fbem-12587	22	16	,	,	PUNCT
fbem-12587	22	17	which	which	PRON
fbem-12587	22	18	can	can	AUX
fbem-12587	22	19	more	more	ADV
fbem-12587	22	20	objectively	objectively	ADV
fbem-12587	22	21	and	and	CCONJ
fbem-12587	22	22	accurately	accurately	ADV
fbem-12587	22	23	judge	judge	VERB
fbem-12587	22	24	whether	whether	SCONJ
fbem-12587	22	25	a	a	DET
fbem-12587	22	26	student	student	NOUN
fbem-12587	22	27	is	be	AUX
fbem-12587	22	28	poor	poor	ADJ
fbem-12587	22	29	or	or	CCONJ
fbem-12587	22	30	not	not	PART
fbem-12587	22	31	.	.	PUNCT
fbem-12587	23	1	189	189	NUM
fbem-12587	23	2	2	2	NUM
fbem-12587	23	3	.	.	PUNCT
fbem-12587	23	4	relevant	relevant	ADJ
fbem-12587	23	5	theory	theory	NOUN
fbem-12587	23	6	2.1	2.1	NUM
fbem-12587	23	7	.	.	PUNCT
fbem-12587	24	1	multi	multi	ADJ
fbem-12587	24	2	-	-	ADJ
fbem-12587	24	3	smote	smote	ADJ
fbem-12587	24	4	based	base	VERB
fbem-12587	24	5	over	over	ADP
fbem-12587	24	6	-	-	PUNCT
fbem-12587	24	7	sampling	sample	VERB
fbem-12587	24	8	approach	approach	NOUN
fbem-12587	24	9	multi	multi	ADJ
fbem-12587	24	10	-	-	ADJ
fbem-12587	24	11	smote	smote	ADJ
fbem-12587	24	12	is	be	AUX
fbem-12587	24	13	an	an	DET
fbem-12587	24	14	improved	improved	ADJ
fbem-12587	24	15	oversampling	oversample	VERB
fbem-12587	24	16	algorithm	algorithm	NOUN
fbem-12587	24	17	based	base	VERB
fbem-12587	24	18	on	on	ADP
fbem-12587	24	19	smote	smote	ADJ
fbem-12587	24	20	and	and	CCONJ
fbem-12587	24	21	borderline	borderline	NOUN
fbem-12587	24	22	-	-	PUNCT
fbem-12587	24	23	smote	smote	ADJ
fbem-12587	24	24	,	,	PUNCT
fbem-12587	24	25	and	and	CCONJ
fbem-12587	24	26	its	its	PRON
fbem-12587	24	27	main	main	ADJ
fbem-12587	24	28	idea	idea	NOUN
fbem-12587	24	29	is	be	AUX
fbem-12587	24	30	to	to	PART
fbem-12587	24	31	generate	generate	VERB
fbem-12587	24	32	new	new	ADJ
fbem-12587	24	33	minority	minority	NOUN
fbem-12587	24	34	samples	sample	NOUN
fbem-12587	24	35	by	by	ADP
fbem-12587	24	36	using	use	VERB
fbem-12587	24	37	neighboring	neighbor	VERB
fbem-12587	24	38	minority	minority	NOUN
fbem-12587	24	39	samples	sample	NOUN
fbem-12587	24	40	with	with	ADP
fbem-12587	24	41	multiple	multiple	ADJ
fbem-12587	24	42	neighboring	neighboring	NOUN
fbem-12587	24	43	majority	majority	NOUN
fbem-12587	24	44	samples	sample	NOUN
fbem-12587	24	45	.	.	PUNCT
fbem-12587	25	1	it	it	PRON
fbem-12587	25	2	introduces	introduce	VERB
fbem-12587	25	3	a	a	DET
fbem-12587	25	4	new	new	ADJ
fbem-12587	25	5	weighting	weighting	NOUN
fbem-12587	25	6	method	method	NOUN
fbem-12587	25	7	to	to	PART
fbem-12587	25	8	determine	determine	VERB
fbem-12587	25	9	the	the	DET
fbem-12587	25	10	"	"	PUNCT
fbem-12587	25	11	majority	majority	NOUN
fbem-12587	25	12	"	"	PUNCT
fbem-12587	25	13	category	category	NOUN
fbem-12587	25	14	of	of	ADP
fbem-12587	25	15	each	each	DET
fbem-12587	25	16	minority	minority	NOUN
fbem-12587	25	17	sample	sample	NOUN
fbem-12587	25	18	by	by	ADP
fbem-12587	25	19	calculating	calculate	VERB
fbem-12587	25	20	the	the	DET
fbem-12587	25	21	distance	distance	NOUN
fbem-12587	25	22	of	of	ADP
fbem-12587	25	23	each	each	DET
fbem-12587	25	24	minority	minority	NOUN
fbem-12587	25	25	sample	sample	NOUN
fbem-12587	25	26	from	from	ADP
fbem-12587	25	27	each	each	DET
fbem-12587	25	28	majority	majority	NOUN
fbem-12587	25	29	sample[5	sample[5	PROPN
fbem-12587	25	30	]	]	PUNCT
fbem-12587	25	31	.	.	PUNCT
fbem-12587	26	1	the	the	DET
fbem-12587	26	2	minority	minority	NOUN
fbem-12587	26	3	samples	sample	NOUN
fbem-12587	26	4	from	from	ADP
fbem-12587	26	5	each	each	DET
fbem-12587	26	6	category	category	NOUN
fbem-12587	26	7	are	be	AUX
fbem-12587	26	8	then	then	ADV
fbem-12587	26	9	oversampled	oversample	VERB
fbem-12587	26	10	using	use	VERB
fbem-12587	26	11	the	the	DET
fbem-12587	26	12	smote	smote	ADJ
fbem-12587	26	13	algorithm	algorithm	NOUN
fbem-12587	26	14	to	to	PART
fbem-12587	26	15	generate	generate	VERB
fbem-12587	26	16	new	new	ADJ
fbem-12587	26	17	synthetic	synthetic	ADJ
fbem-12587	26	18	samples	sample	NOUN
fbem-12587	26	19	.	.	PUNCT
fbem-12587	27	1	unlike	unlike	ADP
fbem-12587	27	2	the	the	DET
fbem-12587	27	3	traditional	traditional	ADJ
fbem-12587	27	4	smote	smote	ADJ
fbem-12587	27	5	method	method	NOUN
fbem-12587	27	6	,	,	PUNCT
fbem-12587	27	7	multi	multi	ADJ
fbem-12587	27	8	-	-	ADJ
fbem-12587	27	9	smote	smote	ADJ
fbem-12587	27	10	selects	select	NOUN
fbem-12587	27	11	the	the	DET
fbem-12587	27	12	appropriate	appropriate	ADJ
fbem-12587	27	13	neighborhood	neighborhood	NOUN
fbem-12587	27	14	size	size	NOUN
fbem-12587	27	15	according	accord	VERB
fbem-12587	27	16	to	to	ADP
fbem-12587	27	17	the	the	DET
fbem-12587	27	18	density	density	NOUN
fbem-12587	27	19	of	of	ADP
fbem-12587	27	20	the	the	DET
fbem-12587	27	21	samples	sample	NOUN
fbem-12587	27	22	in	in	ADP
fbem-12587	27	23	each	each	DET
fbem-12587	27	24	category	category	NOUN
fbem-12587	27	25	when	when	SCONJ
fbem-12587	27	26	dealing	deal	VERB
fbem-12587	27	27	with	with	ADP
fbem-12587	27	28	a	a	DET
fbem-12587	27	29	few	few	ADJ
fbem-12587	27	30	categories	category	NOUN
fbem-12587	27	31	of	of	ADP
fbem-12587	27	32	samples	sample	NOUN
fbem-12587	27	33	,	,	PUNCT
fbem-12587	27	34	and	and	CCONJ
fbem-12587	27	35	then	then	ADV
fbem-12587	27	36	generates	generate	VERB
fbem-12587	27	37	new	new	ADJ
fbem-12587	27	38	samples	sample	NOUN
fbem-12587	27	39	within	within	ADP
fbem-12587	27	40	each	each	DET
fbem-12587	27	41	category	category	NOUN
fbem-12587	27	42	sample	sample	NOUN
fbem-12587	27	43	set	set	VERB
fbem-12587	27	44	separately	separately	ADV
fbem-12587	27	45	,	,	PUNCT
fbem-12587	27	46	and	and	CCONJ
fbem-12587	27	47	finally	finally	ADV
fbem-12587	27	48	combines	combine	VERB
fbem-12587	27	49	all	all	DET
fbem-12587	27	50	the	the	DET
fbem-12587	27	51	generated	generate	VERB
fbem-12587	27	52	samples	sample	NOUN
fbem-12587	27	53	into	into	ADP
fbem-12587	27	54	a	a	DET
fbem-12587	27	55	new	new	ADJ
fbem-12587	27	56	balanced	balanced	ADJ
fbem-12587	27	57	dataset.the	dataset.the	DET
fbem-12587	27	58	advantage	advantage	NOUN
fbem-12587	27	59	of	of	ADP
fbem-12587	27	60	multi	multi	ADJ
fbem-12587	27	61	-	-	ADJ
fbem-12587	27	62	smote	smote	ADJ
fbem-12587	27	63	is	be	AUX
fbem-12587	27	64	that	that	SCONJ
fbem-12587	27	65	it	it	PRON
fbem-12587	27	66	can	can	AUX
fbem-12587	27	67	deal	deal	VERB
fbem-12587	27	68	with	with	ADP
fbem-12587	27	69	multiple	multiple	ADJ
fbem-12587	27	70	categories	category	NOUN
fbem-12587	27	71	of	of	ADP
fbem-12587	27	72	imbalance	imbalance	NOUN
fbem-12587	27	73	problems	problem	NOUN
fbem-12587	27	74	,	,	PUNCT
fbem-12587	27	75	avoiding	avoid	VERB
fbem-12587	27	76	the	the	DET
fbem-12587	27	77	new	new	ADJ
fbem-12587	27	78	problems	problem	NOUN
fbem-12587	27	79	introduced	introduce	VERB
fbem-12587	27	80	when	when	SCONJ
fbem-12587	27	81	dealing	deal	VERB
fbem-12587	27	82	with	with	ADP
fbem-12587	27	83	each	each	DET
fbem-12587	27	84	category	category	NOUN
fbem-12587	27	85	's	's	PART
fbem-12587	27	86	imbalance	imbalance	NOUN
fbem-12587	27	87	problem	problem	NOUN
fbem-12587	27	88	separately	separately	ADV
fbem-12587	27	89	.	.	PUNCT
fbem-12587	28	1	in	in	ADP
fbem-12587	28	2	addition	addition	NOUN
fbem-12587	28	3	,	,	PUNCT
fbem-12587	28	4	it	it	PRON
fbem-12587	28	5	takes	take	VERB
fbem-12587	28	6	into	into	ADP
fbem-12587	28	7	account	account	NOUN
fbem-12587	28	8	the	the	DET
fbem-12587	28	9	correlation	correlation	NOUN
fbem-12587	28	10	between	between	ADP
fbem-12587	28	11	the	the	DET
fbem-12587	28	12	samples	sample	NOUN
fbem-12587	28	13	and	and	CCONJ
fbem-12587	28	14	generates	generate	VERB
fbem-12587	28	15	more	more	ADV
fbem-12587	28	16	realistic	realistic	ADJ
fbem-12587	28	17	samples	sample	NOUN
fbem-12587	28	18	.	.	PUNCT
fbem-12587	29	1	2.2	2.2	NUM
fbem-12587	29	2	.	.	PUNCT
fbem-12587	29	3	stacking	stack	VERB
fbem-12587	29	4	integrated	integrated	ADJ
fbem-12587	29	5	learning	learning	NOUN
fbem-12587	29	6	approach	approach	NOUN
fbem-12587	29	7	the	the	DET
fbem-12587	29	8	stacking	stacking	NOUN
fbem-12587	29	9	algorithm	algorithm	NOUN
fbem-12587	29	10	is	be	AUX
fbem-12587	29	11	a	a	DET
fbem-12587	29	12	model	model	NOUN
fbem-12587	29	13	fusion	fusion	NOUN
fbem-12587	29	14	algorithm	algorithm	NOUN
fbem-12587	29	15	,	,	PUNCT
fbem-12587	29	16	and	and	CCONJ
fbem-12587	29	17	its	its	PRON
fbem-12587	29	18	basic	basic	ADJ
fbem-12587	29	19	idea	idea	NOUN
fbem-12587	29	20	is	be	AUX
fbem-12587	29	21	to	to	PART
fbem-12587	29	22	input	input	VERB
fbem-12587	29	23	the	the	DET
fbem-12587	29	24	prediction	prediction	NOUN
fbem-12587	29	25	results	result	NOUN
fbem-12587	29	26	of	of	ADP
fbem-12587	29	27	multiple	multiple	ADJ
fbem-12587	29	28	base	base	NOUN
fbem-12587	29	29	models	model	NOUN
fbem-12587	29	30	as	as	ADP
fbem-12587	29	31	new	new	ADJ
fbem-12587	29	32	features	feature	NOUN
fbem-12587	29	33	into	into	ADP
fbem-12587	29	34	a	a	DET
fbem-12587	29	35	meta	meta	NOUN
fbem-12587	29	36	-	-	PUNCT
fbem-12587	29	37	model	model	NOUN
fbem-12587	29	38	to	to	PART
fbem-12587	29	39	get	get	VERB
fbem-12587	29	40	more	more	ADV
fbem-12587	29	41	accurate	accurate	ADJ
fbem-12587	29	42	prediction	prediction	NOUN
fbem-12587	29	43	results	result	NOUN
fbem-12587	29	44	.	.	PUNCT
fbem-12587	30	1	the	the	DET
fbem-12587	30	2	steps	step	NOUN
fbem-12587	30	3	of	of	ADP
fbem-12587	30	4	the	the	DET
fbem-12587	30	5	stacking	stacking	NOUN
fbem-12587	30	6	algorithm	algorithm	NOUN
fbem-12587	30	7	are	be	AUX
fbem-12587	30	8	:	:	PUNCT
fbem-12587	30	9	for	for	ADP
fbem-12587	30	10	the	the	DET
fbem-12587	30	11	training	training	NOUN
fbem-12587	30	12	set	set	VERB
fbem-12587	30	13	data	datum	NOUN
fbem-12587	30	14	in	in	ADP
fbem-12587	30	15	each	each	DET
fbem-12587	30	16	base	base	NOUN
fbem-12587	30	17	learner	learner	NOUN
fbem-12587	30	18	,	,	PUNCT
fbem-12587	30	19	k	k	ADJ
fbem-12587	30	20	-	-	ADJ
fbem-12587	30	21	fold	fold	ADJ
fbem-12587	30	22	crossvalidation	crossvalidation	NOUN
fbem-12587	30	23	is	be	AUX
fbem-12587	30	24	performed	perform	VERB
fbem-12587	30	25	to	to	PART
fbem-12587	30	26	obtain	obtain	VERB
fbem-12587	30	27	n	n	PRON
fbem-12587	30	28	feature	feature	NOUN
fbem-12587	30	29	matrices	matrix	NOUN
fbem-12587	30	30	,	,	PUNCT
fbem-12587	30	31	and	and	CCONJ
fbem-12587	30	32	the	the	DET
fbem-12587	30	33	information	information	NOUN
fbem-12587	30	34	from	from	ADP
fbem-12587	30	35	these	these	DET
fbem-12587	30	36	n	n	PART
fbem-12587	30	37	matrices	matrix	NOUN
fbem-12587	30	38	is	be	AUX
fbem-12587	30	39	merged	merge	VERB
fbem-12587	30	40	to	to	PART
fbem-12587	30	41	obtain	obtain	VERB
fbem-12587	30	42	the	the	DET
fbem-12587	30	43	new	new	ADJ
fbem-12587	30	44	training	training	NOUN
fbem-12587	30	45	set	set	NOUN
fbem-12587	30	46	data𝐷	data𝐷	PROPN
fbem-12587	30	47	;	;	PUNCT
fbem-12587	30	48	while	while	SCONJ
fbem-12587	30	49	performing	perform	VERB
fbem-12587	30	50	the	the	DET
fbem-12587	30	51	cross	cross	NOUN
fbem-12587	30	52	-	-	NOUN
fbem-12587	30	53	validation	validation	NOUN
fbem-12587	30	54	,	,	PUNCT
fbem-12587	30	55	the	the	DET
fbem-12587	30	56	prediction	prediction	NOUN
fbem-12587	30	57	of	of	ADP
fbem-12587	30	58	the	the	DET
fbem-12587	30	59	test	test	NOUN
fbem-12587	30	60	set	set	NOUN
fbem-12587	30	61	is	be	AUX
fbem-12587	30	62	performed	perform	VERB
fbem-12587	30	63	to	to	PART
fbem-12587	30	64	get	get	VERB
fbem-12587	30	65	the	the	DET
fbem-12587	30	66	k	k	PROPN
fbem-12587	30	67	kinds	kind	NOUN
fbem-12587	30	68	of	of	ADP
fbem-12587	30	69	prediction	prediction	NOUN
fbem-12587	30	70	data	datum	NOUN
fbem-12587	30	71	learned	learn	VERB
fbem-12587	30	72	by	by	ADP
fbem-12587	30	73	a	a	DET
fbem-12587	30	74	base	base	NOUN
fbem-12587	30	75	learner	learner	NOUN
fbem-12587	30	76	,	,	PUNCT
fbem-12587	30	77	which	which	PRON
fbem-12587	30	78	is	be	AUX
fbem-12587	30	79	averaged	average	VERB
fbem-12587	30	80	as	as	ADP
fbem-12587	30	81	the	the	DET
fbem-12587	30	82	final	final	ADJ
fbem-12587	30	83	prediction	prediction	NOUN
fbem-12587	30	84	result	result	NOUN
fbem-12587	30	85	of	of	ADP
fbem-12587	30	86	the	the	DET
fbem-12587	30	87	base	base	ADJ
fbem-12587	30	88	learner	learner	NOUN
fbem-12587	30	89	on	on	ADP
fbem-12587	30	90	the	the	DET
fbem-12587	30	91	test	test	NOUN
fbem-12587	30	92	set	set	VERB
fbem-12587	30	93	.	.	PUNCT
fbem-12587	31	1	similar	similar	ADJ
fbem-12587	31	2	to	to	PART
fbem-12587	31	3	step	step	VERB
fbem-12587	31	4	1	1	NUM
fbem-12587	31	5	,	,	PUNCT
fbem-12587	31	6	we	we	PRON
fbem-12587	31	7	will	will	AUX
fbem-12587	31	8	get	get	VERB
fbem-12587	31	9	the	the	DET
fbem-12587	31	10	feature	feature	NOUN
fbem-12587	31	11	matrices	matrix	NOUN
fbem-12587	31	12	of	of	ADP
fbem-12587	31	13	n	n	PRON
fbem-12587	31	14	training	training	NOUN
fbem-12587	31	15	sets	set	NOUN
fbem-12587	31	16	,	,	PUNCT
fbem-12587	31	17	and	and	CCONJ
fbem-12587	31	18	the	the	DET
fbem-12587	31	19	information	information	NOUN
fbem-12587	31	20	of	of	ADP
fbem-12587	31	21	these	these	PRON
fbem-12587	31	22	n	n	PRON
fbem-12587	31	23	matrices	matrix	NOUN
fbem-12587	31	24	will	will	AUX
fbem-12587	31	25	be	be	AUX
fbem-12587	31	26	merged	merge	VERB
fbem-12587	31	27	to	to	PART
fbem-12587	31	28	get	get	VERB
fbem-12587	31	29	the	the	DET
fbem-12587	31	30	new	new	ADJ
fbem-12587	31	31	test	test	NOUN
fbem-12587	31	32	set	set	VERB
fbem-12587	31	33	data𝐷	data𝐷	PROPN
fbem-12587	31	34	;	;	PUNCT
fbem-12587	31	35	the	the	DET
fbem-12587	31	36	training	training	NOUN
fbem-12587	31	37	dataset	dataset	NOUN
fbem-12587	31	38	will	will	AUX
fbem-12587	31	39	be𝐷	be𝐷	VERB
fbem-12587	31	40	to	to	PART
fbem-12587	31	41	train	train	VERB
fbem-12587	31	42	the	the	DET
fbem-12587	31	43	meta	meta	NOUN
fbem-12587	31	44	-	-	PUNCT
fbem-12587	31	45	classifier	classifier	NOUN
fbem-12587	31	46	.	.	PUNCT
fbem-12587	32	1	then	then	ADV
fbem-12587	32	2	the	the	DET
fbem-12587	32	3	test	test	NOUN
fbem-12587	32	4	dataset	dataset	NOUN
fbem-12587	32	5	is	be	AUX
fbem-12587	32	6	utilized	utilize	VERB
fbem-12587	32	7	𝐷	𝐷	NOUN
fbem-12587	32	8	and	and	CCONJ
fbem-12587	32	9	the	the	DET
fbem-12587	32	10	trained	train	VERB
fbem-12587	32	11	metaclassifier	metaclassifier	NOUN
fbem-12587	32	12	,	,	PUNCT
fbem-12587	32	13	the	the	DET
fbem-12587	32	14	test	test	NOUN
fbem-12587	32	15	set	set	NOUN
fbem-12587	32	16	is	be	AUX
fbem-12587	32	17	predicted	predict	VERB
fbem-12587	32	18	to	to	PART
fbem-12587	32	19	get	get	VERB
fbem-12587	32	20	the	the	DET
fbem-12587	32	21	final	final	ADJ
fbem-12587	32	22	classification	classification	NOUN
fbem-12587	32	23	result[6	result[6	NOUN
fbem-12587	32	24	]	]	PUNCT
fbem-12587	32	25	.in	.in	PART
fbem-12587	32	26	python	python	PROPN
fbem-12587	32	27	's	's	PART
fbem-12587	32	28	machine	machine	NOUN
fbem-12587	32	29	learning	learning	NOUN
fbem-12587	32	30	module	module	NOUN
fbem-12587	32	31	,	,	PUNCT
fbem-12587	32	32	each	each	DET
fbem-12587	32	33	classifier	classifier	NOUN
fbem-12587	32	34	calculates	calculate	VERB
fbem-12587	32	35	its	its	PRON
fbem-12587	32	36	probability	probability	NOUN
fbem-12587	32	37	for	for	ADP
fbem-12587	32	38	each	each	DET
fbem-12587	32	39	category	category	NOUN
fbem-12587	32	40	of	of	ADP
fbem-12587	32	41	the	the	DET
fbem-12587	32	42	sample	sample	NOUN
fbem-12587	32	43	,	,	PUNCT
fbem-12587	32	44	and	and	CCONJ
fbem-12587	32	45	then	then	ADV
fbem-12587	32	46	those	those	DET
fbem-12587	32	47	categories	category	NOUN
fbem-12587	32	48	with	with	ADP
fbem-12587	32	49	the	the	DET
fbem-12587	32	50	highest	high	ADJ
fbem-12587	32	51	probability	probability	NOUN
fbem-12587	32	52	are	be	AUX
fbem-12587	32	53	used	use	VERB
fbem-12587	32	54	as	as	SCONJ
fbem-12587	32	55	the	the	DET
fbem-12587	32	56	output.the	output.the	DET
fbem-12587	32	57	flowchart	flowchart	NOUN
fbem-12587	32	58	of	of	ADP
fbem-12587	32	59	the	the	DET
fbem-12587	32	60	stacking	stacking	NOUN
fbem-12587	32	61	algorithm	algorithm	NOUN
fbem-12587	32	62	is	be	AUX
fbem-12587	32	63	shown	show	VERB
fbem-12587	32	64	in	in	ADP
fbem-12587	32	65	fig	fig	NOUN
fbem-12587	32	66	.	.	PUNCT
fbem-12587	33	1	1	1	NUM
fbem-12587	33	2	.	.	X
fbem-12587	33	3	3	3	X
fbem-12587	33	4	.	.	X
fbem-12587	33	5	experimental	experimental	ADJ
fbem-12587	33	6	design	design	NOUN
fbem-12587	33	7	and	and	CCONJ
fbem-12587	33	8	performance	performance	NOUN
fbem-12587	33	9	analysis	analysis	NOUN
fbem-12587	33	10	3.1	3.1	NUM
fbem-12587	33	11	.	.	PUNCT
fbem-12587	34	1	data	datum	NOUN
fbem-12587	34	2	acquisition	acquisition	VERB
fbem-12587	34	3	the	the	DET
fbem-12587	34	4	data	datum	NOUN
fbem-12587	34	5	for	for	ADP
fbem-12587	34	6	this	this	DET
fbem-12587	34	7	experiment	experiment	NOUN
fbem-12587	34	8	was	be	AUX
fbem-12587	34	9	obtained	obtain	VERB
fbem-12587	34	10	from	from	ADP
fbem-12587	34	11	datacastle	datacastle	PROPN
fbem-12587	34	12	competition	competition	NOUN
fbem-12587	34	13	network	network	NOUN
fbem-12587	34	14	,	,	PUNCT
fbem-12587	34	15	which	which	PRON
fbem-12587	34	16	has	have	AUX
fbem-12587	34	17	been	be	AUX
fbem-12587	34	18	fully	fully	ADV
fbem-12587	34	19	desensitized	desensitize	VERB
fbem-12587	34	20	because	because	SCONJ
fbem-12587	34	21	it	it	PRON
fbem-12587	34	22	involves	involve	VERB
fbem-12587	34	23	private	private	ADJ
fbem-12587	34	24	data	datum	NOUN
fbem-12587	34	25	.	.	PUNCT
fbem-12587	35	1	the	the	DET
fbem-12587	35	2	dataset	dataset	NOUN
fbem-12587	35	3	includes	include	VERB
fbem-12587	35	4	a	a	DET
fbem-12587	35	5	test	test	NOUN
fbem-12587	35	6	set	set	VERB
fbem-12587	35	7	and	and	CCONJ
fbem-12587	35	8	a	a	DET
fbem-12587	35	9	training	training	NOUN
fbem-12587	35	10	set	set	NOUN
fbem-12587	35	11	,	,	PUNCT
fbem-12587	35	12	both	both	PRON
fbem-12587	35	13	of	of	ADP
fbem-12587	35	14	which	which	PRON
fbem-12587	35	15	contain	contain	VERB
fbem-12587	35	16	a	a	DET
fbem-12587	35	17	one	one	NUM
fbem-12587	35	18	-	-	PUNCT
fbem-12587	35	19	card	card	NOUN
fbem-12587	35	20	consumption	consumption	NOUN
fbem-12587	35	21	data	datum	NOUN
fbem-12587	35	22	table	table	NOUN
fbem-12587	35	23	,	,	PUNCT
fbem-12587	35	24	a	a	DET
fbem-12587	35	25	library	library	NOUN
fbem-12587	35	26	borrowing	borrowing	NOUN
fbem-12587	35	27	data	datum	NOUN
fbem-12587	35	28	table	table	NOUN
fbem-12587	35	29	,	,	PUNCT
fbem-12587	35	30	a	a	DET
fbem-12587	35	31	library	library	NOUN
fbem-12587	35	32	access	access	NOUN
fbem-12587	35	33	data	datum	NOUN
fbem-12587	35	34	table	table	NOUN
fbem-12587	35	35	,	,	PUNCT
fbem-12587	35	36	a	a	DET
fbem-12587	35	37	dormitory	dormitory	NOUN
fbem-12587	35	38	access	access	NOUN
fbem-12587	35	39	data	datum	NOUN
fbem-12587	35	40	table	table	NOUN
fbem-12587	35	41	,	,	PUNCT
fbem-12587	35	42	a	a	DET
fbem-12587	35	43	student	student	NOUN
fbem-12587	35	44	achievement	achievement	NOUN
fbem-12587	35	45	data	datum	NOUN
fbem-12587	35	46	table	table	NOUN
fbem-12587	35	47	,	,	PUNCT
fbem-12587	35	48	and	and	CCONJ
fbem-12587	35	49	a	a	DET
fbem-12587	35	50	bursary	bursary	ADJ
fbem-12587	35	51	acquisition	acquisition	NOUN
fbem-12587	35	52	data	datum	NOUN
fbem-12587	35	53	table	table	NOUN
fbem-12587	35	54	.	.	PUNCT
fbem-12587	36	1	figure	figure	NOUN
fbem-12587	36	2	1	1	NUM
fbem-12587	36	3	.	.	PUNCT
fbem-12587	37	1	flowchart	flowchart	NOUN
fbem-12587	37	2	of	of	ADP
fbem-12587	37	3	stacking	stack	VERB
fbem-12587	37	4	algorithm	algorithm	NOUN
fbem-12587	37	5	3.2	3.2	NUM
fbem-12587	37	6	.	.	PUNCT
fbem-12587	38	1	feature	feature	NOUN
fbem-12587	38	2	engineering	engineer	VERB
fbem-12587	38	3	3.2.1	3.2.1	NUM
fbem-12587	38	4	.	.	PUNCT
fbem-12587	39	1	feature	feature	NOUN
fbem-12587	39	2	construction	construction	NOUN
fbem-12587	39	3	first	first	ADV
fbem-12587	39	4	of	of	ADP
fbem-12587	39	5	all	all	PRON
fbem-12587	39	6	,	,	PUNCT
fbem-12587	39	7	the	the	DET
fbem-12587	39	8	assessment	assessment	NOUN
fbem-12587	39	9	of	of	ADP
fbem-12587	39	10	student	student	NOUN
fbem-12587	39	11	performance	performance	NOUN
fbem-12587	39	12	needs	need	VERB
fbem-12587	39	13	to	to	PART
fbem-12587	39	14	follow	follow	VERB
fbem-12587	39	15	a	a	DET
fbem-12587	39	16	unified	unified	ADJ
fbem-12587	39	17	standard	standard	NOUN
fbem-12587	39	18	,	,	PUNCT
fbem-12587	39	19	in	in	ADP
fbem-12587	39	20	the	the	DET
fbem-12587	39	21	student	student	NOUN
fbem-12587	39	22	performance	performance	NOUN
fbem-12587	39	23	table	table	NOUN
fbem-12587	39	24	there	there	PRON
fbem-12587	39	25	is	be	VERB
fbem-12587	39	26	a	a	DET
fbem-12587	39	27	column	column	NOUN
fbem-12587	39	28	of	of	ADP
fbem-12587	39	29	data	datum	NOUN
fbem-12587	39	30	for	for	ADP
fbem-12587	39	31	student	student	NOUN
fbem-12587	39	32	rankings	ranking	NOUN
fbem-12587	39	33	,	,	PUNCT
fbem-12587	39	34	which	which	PRON
fbem-12587	39	35	is	be	AUX
fbem-12587	39	36	an	an	DET
fbem-12587	39	37	important	important	ADJ
fbem-12587	39	38	reference	reference	NOUN
fbem-12587	39	39	value	value	NOUN
fbem-12587	39	40	for	for	ADP
fbem-12587	39	41	understanding	understand	VERB
fbem-12587	39	42	the	the	DET
fbem-12587	39	43	learning	learning	NOUN
fbem-12587	39	44	level	level	NOUN
fbem-12587	39	45	of	of	ADP
fbem-12587	39	46	students	student	NOUN
fbem-12587	39	47	.	.	PUNCT
fbem-12587	40	1	however	however	ADV
fbem-12587	40	2	,	,	PUNCT
fbem-12587	40	3	the	the	DET
fbem-12587	40	4	ranking	ranking	NOUN
fbem-12587	40	5	of	of	ADP
fbem-12587	40	6	students	student	NOUN
fbem-12587	40	7	is	be	AUX
fbem-12587	40	8	also	also	ADV
fbem-12587	40	9	associated	associate	VERB
fbem-12587	40	10	with	with	ADP
fbem-12587	40	11	the	the	DET
fbem-12587	40	12	number	number	NOUN
fbem-12587	40	13	of	of	ADP
fbem-12587	40	14	students	student	NOUN
fbem-12587	40	15	in	in	ADP
fbem-12587	40	16	the	the	DET
fbem-12587	40	17	college	college	NOUN
fbem-12587	40	18	,	,	PUNCT
fbem-12587	40	19	the	the	DET
fbem-12587	40	20	ranking	ranking	NOUN
fbem-12587	40	21	of	of	ADP
fbem-12587	40	22	students	student	NOUN
fbem-12587	40	23	in	in	ADP
fbem-12587	40	24	two	two	NUM
fbem-12587	40	25	different	different	ADJ
fbem-12587	40	26	colleges	college	NOUN
fbem-12587	40	27	is	be	AUX
fbem-12587	40	28	directly	directly	ADV
fbem-12587	40	29	compared	compare	VERB
fbem-12587	40	30	,	,	PUNCT
fbem-12587	40	31	not	not	PART
fbem-12587	40	32	comparable	comparable	ADJ
fbem-12587	40	33	,	,	PUNCT
fbem-12587	40	34	so	so	CCONJ
fbem-12587	40	35	the	the	DET
fbem-12587	40	36	construction	construction	NOUN
fbem-12587	40	37	of	of	ADP
fbem-12587	40	38	a	a	DET
fbem-12587	40	39	column	column	NOUN
fbem-12587	40	40	of	of	ADP
fbem-12587	40	41	"	"	PUNCT
fbem-12587	40	42	ranking	ranking	ADJ
fbem-12587	40	43	percentage	percentage	NOUN
fbem-12587	40	44	"	"	PUNCT
fbem-12587	40	45	feature	feature	NOUN
fbem-12587	40	46	to	to	PART
fbem-12587	40	47	eliminate	eliminate	VERB
fbem-12587	40	48	the	the	DET
fbem-12587	40	49	differences	difference	NOUN
fbem-12587	40	50	in	in	ADP
fbem-12587	40	51	the	the	DET
fbem-12587	40	52	number	number	NOUN
fbem-12587	40	53	of	of	ADP
fbem-12587	40	54	colleges	college	NOUN
fbem-12587	40	55	due	due	ADP
fbem-12587	40	56	to	to	ADP
fbem-12587	40	57	the	the	DET
fbem-12587	40	58	inaccurate	inaccurate	ADJ
fbem-12587	40	59	assessment	assessment	NOUN
fbem-12587	40	60	of	of	ADP
fbem-12587	40	61	student	student	NOUN
fbem-12587	40	62	learning	learning	NOUN
fbem-12587	40	63	.	.	PUNCT
fbem-12587	41	1	secondly	secondly	ADV
fbem-12587	41	2	,	,	PUNCT
fbem-12587	41	3	the	the	DET
fbem-12587	41	4	data	datum	NOUN
fbem-12587	41	5	in	in	ADP
fbem-12587	41	6	the	the	DET
fbem-12587	41	7	book	book	NOUN
fbem-12587	41	8	borrowing	borrowing	NOUN
fbem-12587	41	9	table	table	NOUN
fbem-12587	41	10	and	and	CCONJ
fbem-12587	41	11	library	library	NOUN
fbem-12587	41	12	access	access	NOUN
fbem-12587	41	13	table	table	NOUN
fbem-12587	41	14	can	can	AUX
fbem-12587	41	15	also	also	ADV
fbem-12587	41	16	be	be	AUX
fbem-12587	41	17	used	use	VERB
fbem-12587	41	18	to	to	PART
fbem-12587	41	19	corroborate	corroborate	VERB
fbem-12587	41	20	the	the	DET
fbem-12587	41	21	students	student	NOUN
fbem-12587	41	22	'	'	PART
fbem-12587	41	23	usual	usual	ADJ
fbem-12587	41	24	student	student	NOUN
fbem-12587	41	25	status	status	NOUN
fbem-12587	41	26	,	,	PUNCT
fbem-12587	41	27	in	in	ADP
fbem-12587	41	28	which	which	PRON
fbem-12587	41	29	the	the	DET
fbem-12587	41	30	number	number	NOUN
fbem-12587	41	31	of	of	ADP
fbem-12587	41	32	times	time	NOUN
fbem-12587	41	33	each	each	DET
fbem-12587	41	34	student	student	NOUN
fbem-12587	41	35	borrows	borrow	VERB
fbem-12587	41	36	books	book	NOUN
fbem-12587	41	37	is	be	AUX
fbem-12587	41	38	mainly	mainly	ADV
fbem-12587	41	39	extracted	extract	VERB
fbem-12587	41	40	from	from	ADP
fbem-12587	41	41	the	the	DET
fbem-12587	41	42	book	book	NOUN
fbem-12587	41	43	borrowing	borrowing	NOUN
fbem-12587	41	44	table	table	NOUN
fbem-12587	41	45	,	,	PUNCT
fbem-12587	41	46	and	and	CCONJ
fbem-12587	41	47	the	the	DET
fbem-12587	41	48	number	number	NOUN
fbem-12587	41	49	of	of	ADP
fbem-12587	41	50	times	time	NOUN
fbem-12587	41	51	each	each	DET
fbem-12587	41	52	student	student	NOUN
fbem-12587	41	53	enters	enter	VERB
fbem-12587	41	54	the	the	DET
fbem-12587	41	55	library	library	NOUN
fbem-12587	41	56	per	per	ADP
fbem-12587	41	57	year	year	NOUN
fbem-12587	41	58	is	be	AUX
fbem-12587	41	59	mainly	mainly	ADV
fbem-12587	41	60	extracted	extract	VERB
fbem-12587	41	61	from	from	ADP
fbem-12587	41	62	the	the	DET
fbem-12587	41	63	library	library	NOUN
fbem-12587	41	64	access	access	NOUN
fbem-12587	41	65	table	table	NOUN
fbem-12587	41	66	.	.	PUNCT
fbem-12587	42	1	in	in	ADP
fbem-12587	42	2	addition	addition	NOUN
fbem-12587	42	3	,	,	PUNCT
fbem-12587	42	4	the	the	DET
fbem-12587	42	5	most	most	ADV
fbem-12587	42	6	important	important	ADJ
fbem-12587	42	7	criterion	criterion	NOUN
fbem-12587	42	8	for	for	ADP
fbem-12587	42	9	judging	judge	VERB
fbem-12587	42	10	whether	whether	SCONJ
fbem-12587	42	11	a	a	DET
fbem-12587	42	12	student	student	NOUN
fbem-12587	42	13	can	can	AUX
fbem-12587	42	14	get	get	VERB
fbem-12587	42	15	a	a	DET
fbem-12587	42	16	scholarship	scholarship	NOUN
fbem-12587	42	17	is	be	AUX
fbem-12587	42	18	the	the	DET
fbem-12587	42	19	economic	economic	ADJ
fbem-12587	42	20	situation	situation	NOUN
fbem-12587	42	21	,	,	PUNCT
fbem-12587	42	22	and	and	CCONJ
fbem-12587	42	23	this	this	DET
fbem-12587	42	24	aspect	aspect	NOUN
fbem-12587	42	25	is	be	AUX
fbem-12587	42	26	mainly	mainly	ADV
fbem-12587	42	27	determined	determine	VERB
fbem-12587	42	28	by	by	ADP
fbem-12587	42	29	the	the	DET
fbem-12587	42	30	student	student	NOUN
fbem-12587	42	31	's	's	PART
fbem-12587	42	32	consumption	consumption	NOUN
fbem-12587	42	33	in	in	ADP
fbem-12587	42	34	school	school	NOUN
fbem-12587	42	35	.	.	PUNCT
fbem-12587	43	1	the	the	DET
fbem-12587	43	2	consumption	consumption	NOUN
fbem-12587	43	3	characteristics	characteristic	NOUN
fbem-12587	43	4	of	of	ADP
fbem-12587	43	5	students	student	NOUN
fbem-12587	43	6	are	be	AUX
fbem-12587	43	7	constructed	construct	VERB
fbem-12587	43	8	by	by	ADP
fbem-12587	43	9	counting	count	VERB
fbem-12587	43	10	the	the	DET
fbem-12587	43	11	total	total	ADJ
fbem-12587	43	12	number	number	NOUN
fbem-12587	43	13	of	of	ADP
fbem-12587	43	14	times	time	NOUN
fbem-12587	43	15	each	each	DET
fbem-12587	43	16	student	student	NOUN
fbem-12587	43	17	consumes	consume	NOUN
fbem-12587	43	18	,	,	PUNCT
fbem-12587	43	19	the	the	DET
fbem-12587	43	20	total	total	ADJ
fbem-12587	43	21	amount	amount	NOUN
fbem-12587	43	22	of	of	ADP
fbem-12587	43	23	consumption	consumption	NOUN
fbem-12587	43	24	,	,	PUNCT
fbem-12587	43	25	the	the	DET
fbem-12587	43	26	maximum	maximum	ADJ
fbem-12587	43	27	amount	amount	NOUN
fbem-12587	43	28	of	of	ADP
fbem-12587	43	29	single	single	ADJ
fbem-12587	43	30	consumption	consumption	NOUN
fbem-12587	43	31	,	,	PUNCT
fbem-12587	43	32	the	the	DET
fbem-12587	43	33	minimum	minimum	NOUN
fbem-12587	43	34	amount	amount	NOUN
fbem-12587	43	35	of	of	ADP
fbem-12587	43	36	single	single	ADJ
fbem-12587	43	37	consumption	consumption	NOUN
fbem-12587	43	38	,	,	PUNCT
fbem-12587	43	39	and	and	CCONJ
fbem-12587	43	40	the	the	DET
fbem-12587	43	41	average	average	ADJ
fbem-12587	43	42	amount	amount	NOUN
fbem-12587	43	43	of	of	ADP
fbem-12587	43	44	single	single	ADJ
fbem-12587	43	45	consumption	consumption	NOUN
fbem-12587	43	46	in	in	ADP
fbem-12587	43	47	the	the	DET
fbem-12587	43	48	data	data	NOUN
fbem-12587	43	49	table	table	NOUN
fbem-12587	43	50	of	of	ADP
fbem-12587	43	51	the	the	DET
fbem-12587	43	52	one	one	NUM
fbem-12587	43	53	-	-	PUNCT
fbem-12587	43	54	card	card	NOUN
fbem-12587	43	55	.	.	PUNCT
fbem-12587	44	1	190	190	NUM
fbem-12587	44	2	3.2.2	3.2.2	NUM
fbem-12587	44	3	.	.	PUNCT
fbem-12587	45	1	missing	miss	VERB
fbem-12587	45	2	value	value	NOUN
fbem-12587	45	3	processing	process	VERB
fbem-12587	45	4	the	the	DET
fbem-12587	45	5	presence	presence	NOUN
fbem-12587	45	6	of	of	ADP
fbem-12587	45	7	null	null	ADJ
fbem-12587	45	8	values	value	NOUN
fbem-12587	45	9	in	in	ADP
fbem-12587	45	10	the	the	DET
fbem-12587	45	11	data	data	NOUN
fbem-12587	45	12	set	set	NOUN
fbem-12587	45	13	will	will	AUX
fbem-12587	45	14	have	have	VERB
fbem-12587	45	15	an	an	DET
fbem-12587	45	16	impact	impact	NOUN
fbem-12587	45	17	on	on	ADP
fbem-12587	45	18	the	the	DET
fbem-12587	45	19	accuracy	accuracy	NOUN
fbem-12587	45	20	of	of	ADP
fbem-12587	45	21	the	the	DET
fbem-12587	45	22	experimental	experimental	ADJ
fbem-12587	45	23	results	result	NOUN
fbem-12587	45	24	,	,	PUNCT
fbem-12587	45	25	and	and	CCONJ
fbem-12587	45	26	it	it	PRON
fbem-12587	45	27	is	be	AUX
fbem-12587	45	28	necessary	necessary	ADJ
fbem-12587	45	29	to	to	PART
fbem-12587	45	30	go	go	VERB
fbem-12587	45	31	to	to	PART
fbem-12587	45	32	fill	fill	VERB
fbem-12587	45	33	in	in	ADP
fbem-12587	45	34	the	the	DET
fbem-12587	45	35	null	null	ADJ
fbem-12587	45	36	values	value	NOUN
fbem-12587	45	37	,	,	PUNCT
fbem-12587	45	38	so	so	SCONJ
fbem-12587	45	39	as	as	SCONJ
fbem-12587	45	40	to	to	PART
fbem-12587	45	41	make	make	VERB
fbem-12587	45	42	the	the	DET
fbem-12587	45	43	data	datum	NOUN
fbem-12587	45	44	more	more	ADV
fbem-12587	45	45	complete	complete	ADJ
fbem-12587	45	46	,	,	PUNCT
fbem-12587	45	47	usually	usually	ADV
fbem-12587	45	48	based	base	VERB
fbem-12587	45	49	on	on	ADP
fbem-12587	45	50	the	the	DET
fbem-12587	45	51	principle	principle	NOUN
fbem-12587	45	52	of	of	ADP
fbem-12587	45	53	statistics	statistic	NOUN
fbem-12587	45	54	,	,	PUNCT
fbem-12587	45	55	based	base	VERB
fbem-12587	45	56	on	on	ADP
fbem-12587	45	57	the	the	DET
fbem-12587	45	58	distribution	distribution	NOUN
fbem-12587	45	59	of	of	ADP
fbem-12587	45	60	other	other	ADJ
fbem-12587	45	61	data	datum	NOUN
fbem-12587	45	62	in	in	ADP
fbem-12587	45	63	the	the	DET
fbem-12587	45	64	data	datum	NOUN
fbem-12587	45	65	set	set	VERB
fbem-12587	45	66	on	on	ADP
fbem-12587	45	67	the	the	DET
fbem-12587	45	68	missing	miss	VERB
fbem-12587	45	69	values	value	NOUN
fbem-12587	45	70	to	to	PART
fbem-12587	45	71	fill	fill	VERB
fbem-12587	45	72	in	in	ADP
fbem-12587	45	73	.	.	PUNCT
fbem-12587	46	1	for	for	SCONJ
fbem-12587	46	2	some	some	DET
fbem-12587	46	3	students	student	NOUN
fbem-12587	46	4	'	'	PART
fbem-12587	46	5	data	datum	NOUN
fbem-12587	46	6	in	in	ADP
fbem-12587	46	7	the	the	DET
fbem-12587	46	8	data	datum	NOUN
fbem-12587	46	9	set	set	VERB
fbem-12587	46	10	have	have	VERB
fbem-12587	46	11	too	too	ADV
fbem-12587	46	12	high	high	ADJ
fbem-12587	46	13	missing	missing	ADJ
fbem-12587	46	14	rate	rate	NOUN
fbem-12587	46	15	,	,	PUNCT
fbem-12587	46	16	or	or	CCONJ
fbem-12587	46	17	some	some	DET
fbem-12587	46	18	samples	sample	NOUN
fbem-12587	46	19	have	have	VERB
fbem-12587	46	20	less	less	ADJ
fbem-12587	46	21	relevance	relevance	NOUN
fbem-12587	46	22	to	to	ADP
fbem-12587	46	23	the	the	DET
fbem-12587	46	24	research	research	NOUN
fbem-12587	46	25	results	result	NOUN
fbem-12587	46	26	,	,	PUNCT
fbem-12587	46	27	the	the	DET
fbem-12587	46	28	samples	sample	NOUN
fbem-12587	46	29	in	in	ADP
fbem-12587	46	30	this	this	DET
fbem-12587	46	31	category	category	NOUN
fbem-12587	46	32	can	can	AUX
fbem-12587	46	33	be	be	AUX
fbem-12587	46	34	deleted	delete	VERB
fbem-12587	46	35	directly	directly	ADV
fbem-12587	46	36	.	.	PUNCT
fbem-12587	47	1	3.2.3	3.2.3	X
fbem-12587	47	2	.	.	X
fbem-12587	47	3	category	category	NOUN
fbem-12587	47	4	feature	feature	NOUN
fbem-12587	47	5	coding	code	VERB
fbem-12587	47	6	for	for	ADP
fbem-12587	47	7	non	non	ADJ
fbem-12587	47	8	-	-	ADJ
fbem-12587	47	9	numerical	numerical	ADJ
fbem-12587	47	10	features	feature	NOUN
fbem-12587	47	11	are	be	AUX
fbem-12587	47	12	numerical	numerical	ADJ
fbem-12587	47	13	using	use	VERB
fbem-12587	47	14	one	one	NUM
fbem-12587	47	15	-	-	PUNCT
fbem-12587	47	16	hot	hot	ADJ
fbem-12587	47	17	coding	coding	NOUN
fbem-12587	47	18	,	,	PUNCT
fbem-12587	47	19	and	and	CCONJ
fbem-12587	47	20	then	then	ADV
fbem-12587	47	21	the	the	DET
fbem-12587	47	22	feature	feature	NOUN
fbem-12587	47	23	data	datum	NOUN
fbem-12587	47	24	are	be	AUX
fbem-12587	47	25	normalized	normalize	VERB
fbem-12587	47	26	to	to	PART
fbem-12587	47	27	eliminate	eliminate	VERB
fbem-12587	47	28	the	the	DET
fbem-12587	47	29	magnitude	magnitude	NOUN
fbem-12587	47	30	differences	difference	NOUN
fbem-12587	47	31	between	between	ADP
fbem-12587	47	32	features	feature	NOUN
fbem-12587	47	33	,	,	PUNCT
fbem-12587	47	34	the	the	DET
fbem-12587	47	35	normalization	normalization	NOUN
fbem-12587	47	36	process	process	NOUN
fbem-12587	47	37	is	be	AUX
fbem-12587	47	38	shown	show	VERB
fbem-12587	47	39	in	in	ADP
fbem-12587	47	40	eqs	eqs	PROPN
fbem-12587	47	41	.	.	PUNCT
fbem-12587	48	1	(	(	PUNCT
fbem-12587	48	2	1)-(3	1)-(3	NUM
fbem-12587	48	3	)	)	PUNCT
fbem-12587	48	4	.	.	PUNCT
fbem-12587	49	1	𝑡	𝑡	PROPN
fbem-12587	49	2	(	(	PUNCT
fbem-12587	49	3	1	1	X
fbem-12587	49	4	)	)	PUNCT
fbem-12587	49	5	𝐴𝑉𝐺	𝐴𝑉𝐺	PROPN
fbem-12587	49	6	𝑡	𝑡	PROPN
fbem-12587	49	7	𝑡	𝑡	PROPN
fbem-12587	49	8	⋯	⋯	PROPN
fbem-12587	49	9	𝑡nj	𝑡nj	NOUN
fbem-12587	49	10	(	(	PUNCT
fbem-12587	49	11	2	2	NUM
fbem-12587	49	12	)	)	PUNCT
fbem-12587	49	13	𝜎	𝜎	PROPN
fbem-12587	50	1	𝑡	𝑡	PROPN
fbem-12587	50	2	𝐴𝑉𝐺	𝐴𝑉𝐺	PROPN
fbem-12587	50	3	）	）	PUNCT
fbem-12587	50	4	𝑡	𝑡	PROPN
fbem-12587	50	5	𝐴𝑉𝐺	𝐴𝑉𝐺	PROPN
fbem-12587	50	6	）	）	PUNCT
fbem-12587	50	7	⋯	⋯	ADP
fbem-12587	50	8	𝑡	𝑡	PROPN
fbem-12587	50	9	𝐴𝑉𝐺	𝐴𝑉𝐺	PROPN
fbem-12587	50	10	）	）	PUNCT
fbem-12587	50	11	(	(	PUNCT
fbem-12587	50	12	3	3	NUM
fbem-12587	50	13	)	)	PUNCT
fbem-12587	50	14	where	where	SCONJ
fbem-12587	50	15	,	,	PUNCT
fbem-12587	50	16	tij	tij	PROPN
fbem-12587	50	17	is	be	AUX
fbem-12587	50	18	the	the	DET
fbem-12587	50	19	eigenvalue	eigenvalue	NOUN
fbem-12587	50	20	,	,	PUNCT
fbem-12587	50	21	normalized	normalize	VERB
fbem-12587	50	22	to	to	ADP
fbem-12587	50	23	tij＇	tij＇	PROPN
fbem-12587	50	24	,	,	PUNCT
fbem-12587	50	25	the	the	DET
fbem-12587	50	26	eigenmean	eigenmean	ADJ
fbem-12587	50	27	is	be	AUX
fbem-12587	50	28	avgj	avgj	NOUN
fbem-12587	50	29	,	,	PUNCT
fbem-12587	50	30	and	and	CCONJ
fbem-12587	50	31	the	the	DET
fbem-12587	50	32	eigenstandard	eigenstandard	ADJ
fbem-12587	50	33	deviation	deviation	NOUN
fbem-12587	50	34	is	be	AUX
fbem-12587	50	35	σj	σj	ADJ
fbem-12587	50	36	.	.	PUNCT
fbem-12587	51	1	3.2.4	3.2.4	X
fbem-12587	51	2	.	.	PUNCT
fbem-12587	51	3	data	datum	NOUN
fbem-12587	51	4	imbalance	imbalance	NOUN
fbem-12587	51	5	treatment	treatment	NOUN
fbem-12587	51	6	in	in	ADP
fbem-12587	51	7	this	this	DET
fbem-12587	51	8	experiment	experiment	NOUN
fbem-12587	51	9	,	,	PUNCT
fbem-12587	51	10	due	due	ADP
fbem-12587	51	11	to	to	ADP
fbem-12587	51	12	the	the	DET
fbem-12587	51	13	nature	nature	NOUN
fbem-12587	51	14	of	of	ADP
fbem-12587	51	15	the	the	DET
fbem-12587	51	16	bursary	bursary	ADJ
fbem-12587	51	17	assessment	assessment	NOUN
fbem-12587	51	18	question	question	NOUN
fbem-12587	51	19	,	,	PUNCT
fbem-12587	51	20	the	the	DET
fbem-12587	51	21	majority	majority	NOUN
fbem-12587	51	22	of	of	ADP
fbem-12587	51	23	the	the	DET
fbem-12587	51	24	population	population	NOUN
fbem-12587	51	25	was	be	AUX
fbem-12587	51	26	not	not	PART
fbem-12587	51	27	awarded	award	VERB
fbem-12587	51	28	a	a	DET
fbem-12587	51	29	bursary	bursary	NOUN
fbem-12587	51	30	,	,	PUNCT
fbem-12587	51	31	and	and	CCONJ
fbem-12587	51	32	therefore	therefore	ADV
fbem-12587	51	33	the	the	DET
fbem-12587	51	34	results	result	NOUN
fbem-12587	51	35	in	in	ADP
fbem-12587	51	36	the	the	DET
fbem-12587	51	37	bursary	bursary	ADJ
fbem-12587	51	38	level	level	NOUN
fbem-12587	51	39	classification	classification	NOUN
fbem-12587	51	40	were	be	AUX
fbem-12587	51	41	bound	bind	VERB
fbem-12587	51	42	to	to	PART
fbem-12587	51	43	be	be	AUX
fbem-12587	51	44	skewed	skew	VERB
fbem-12587	51	45	,	,	PUNCT
fbem-12587	51	46	resulting	result	VERB
fbem-12587	51	47	in	in	ADP
fbem-12587	51	48	an	an	DET
fbem-12587	51	49	inflated	inflated	ADJ
fbem-12587	51	50	precision	precision	NOUN
fbem-12587	51	51	in	in	ADP
fbem-12587	51	52	the	the	DET
fbem-12587	51	53	classification	classification	NOUN
fbem-12587	51	54	result	result	NOUN
fbem-12587	51	55	of	of	ADP
fbem-12587	51	56	0	0	NUM
fbem-12587	51	57	for	for	ADP
fbem-12587	51	58	the	the	DET
fbem-12587	51	59	amount	amount	NOUN
fbem-12587	51	60	of	of	ADP
fbem-12587	51	61	bursary	bursary	NOUN
fbem-12587	51	62	received	receive	VERB
fbem-12587	51	63	.	.	PUNCT
fbem-12587	52	1	where	where	SCONJ
fbem-12587	52	2	the	the	DET
fbem-12587	52	3	distribution	distribution	NOUN
fbem-12587	52	4	of	of	ADP
fbem-12587	52	5	bursaries	bursary	NOUN
fbem-12587	52	6	is	be	AUX
fbem-12587	52	7	shown	show	VERB
fbem-12587	52	8	in	in	ADP
fbem-12587	52	9	figure	figure	NOUN
fbem-12587	52	10	3	3	NUM
fbem-12587	52	11	,	,	PUNCT
fbem-12587	52	12	the	the	DET
fbem-12587	52	13	distribution	distribution	NOUN
fbem-12587	52	14	of	of	ADP
fbem-12587	52	15	sample	sample	NOUN
fbem-12587	52	16	sizes	size	NOUN
fbem-12587	52	17	is	be	AUX
fbem-12587	52	18	very	very	ADV
fbem-12587	52	19	unbalanced	unbalanced	ADJ
fbem-12587	52	20	,	,	PUNCT
fbem-12587	52	21	with	with	ADP
fbem-12587	52	22	only	only	ADV
fbem-12587	52	23	about	about	ADV
fbem-12587	52	24	17	17	NUM
fbem-12587	52	25	%	%	NOUN
fbem-12587	52	26	of	of	ADP
fbem-12587	52	27	the	the	DET
fbem-12587	52	28	total	total	ADJ
fbem-12587	52	29	sample	sample	NOUN
fbem-12587	52	30	receiving	receive	VERB
fbem-12587	52	31	financial	financial	ADJ
fbem-12587	52	32	assistance	assistance	NOUN
fbem-12587	52	33	.	.	PUNCT
fbem-12587	53	1	due	due	ADP
fbem-12587	53	2	to	to	ADP
fbem-12587	53	3	the	the	DET
fbem-12587	53	4	limited	limited	ADJ
fbem-12587	53	5	number	number	NOUN
fbem-12587	53	6	of	of	ADP
fbem-12587	53	7	total	total	ADJ
fbem-12587	53	8	samples	sample	NOUN
fbem-12587	53	9	,	,	PUNCT
fbem-12587	53	10	in	in	ADP
fbem-12587	53	11	order	order	NOUN
fbem-12587	53	12	to	to	PART
fbem-12587	53	13	solve	solve	VERB
fbem-12587	53	14	this	this	DET
fbem-12587	53	15	sample	sample	NOUN
fbem-12587	53	16	imbalance	imbalance	NOUN
fbem-12587	53	17	problem	problem	NOUN
fbem-12587	53	18	,	,	PUNCT
fbem-12587	53	19	the	the	DET
fbem-12587	53	20	experiment	experiment	NOUN
fbem-12587	53	21	used	use	VERB
fbem-12587	53	22	the	the	DET
fbem-12587	53	23	oversampling	oversampling	ADJ
fbem-12587	53	24	method	method	NOUN
fbem-12587	53	25	to	to	PART
fbem-12587	53	26	increase	increase	VERB
fbem-12587	53	27	the	the	DET
fbem-12587	53	28	sample	sample	NOUN
fbem-12587	53	29	size	size	NOUN
fbem-12587	53	30	of	of	ADP
fbem-12587	53	31	a	a	DET
fbem-12587	53	32	few	few	ADJ
fbem-12587	53	33	categories	category	NOUN
fbem-12587	53	34	.	.	PUNCT
fbem-12587	54	1	the	the	DET
fbem-12587	54	2	oversampling	oversample	VERB
fbem-12587	54	3	process	process	NOUN
fbem-12587	54	4	resulted	result	VERB
fbem-12587	54	5	in	in	ADP
fbem-12587	54	6	a	a	DET
fbem-12587	54	7	significant	significant	ADJ
fbem-12587	54	8	increase	increase	NOUN
fbem-12587	54	9	in	in	ADP
fbem-12587	54	10	the	the	DET
fbem-12587	54	11	sample	sample	NOUN
fbem-12587	54	12	size	size	NOUN
fbem-12587	54	13	for	for	ADP
fbem-12587	54	14	each	each	DET
fbem-12587	54	15	grant	grant	NOUN
fbem-12587	54	16	amount	amount	NOUN
fbem-12587	54	17	category	category	NOUN
fbem-12587	54	18	.	.	PUNCT
fbem-12587	55	1	there	there	PRON
fbem-12587	55	2	were	be	VERB
fbem-12587	55	3	originally	originally	ADV
fbem-12587	55	4	5,272	5,272	NUM
fbem-12587	55	5	in	in	ADP
fbem-12587	55	6	the	the	DET
fbem-12587	55	7	training	training	NOUN
fbem-12587	55	8	set	set	NOUN
fbem-12587	55	9	who	who	PRON
fbem-12587	55	10	did	do	AUX
fbem-12587	55	11	not	not	PART
fbem-12587	55	12	receive	receive	VERB
fbem-12587	55	13	a	a	DET
fbem-12587	55	14	grant	grant	NOUN
fbem-12587	55	15	,	,	PUNCT
fbem-12587	55	16	504	504	NUM
fbem-12587	55	17	who	who	PRON
fbem-12587	55	18	received	receive	VERB
fbem-12587	55	19	$	$	SYM
fbem-12587	55	20	1,000	1,000	NUM
fbem-12587	55	21	,	,	PUNCT
fbem-12587	55	22	325	325	NUM
fbem-12587	55	23	who	who	PRON
fbem-12587	55	24	received	receive	VERB
fbem-12587	55	25	$	$	SYM
fbem-12587	55	26	1,500	1,500	NUM
fbem-12587	55	27	,	,	PUNCT
fbem-12587	55	28	and	and	CCONJ
fbem-12587	55	29	267	267	NUM
fbem-12587	55	30	who	who	PRON
fbem-12587	55	31	received	receive	VERB
fbem-12587	55	32	$	$	SYM
fbem-12587	55	33	2,000	2,000	NUM
fbem-12587	55	34	,	,	PUNCT
fbem-12587	55	35	and	and	CCONJ
fbem-12587	55	36	the	the	DET
fbem-12587	55	37	oversampling	oversample	VERB
fbem-12587	55	38	process	process	NOUN
fbem-12587	55	39	increased	increase	VERB
fbem-12587	55	40	the	the	DET
fbem-12587	55	41	samples	sample	NOUN
fbem-12587	55	42	of	of	ADP
fbem-12587	55	43	those	those	PRON
fbem-12587	55	44	who	who	PRON
fbem-12587	55	45	did	do	AUX
fbem-12587	55	46	not	not	PART
fbem-12587	55	47	receive	receive	VERB
fbem-12587	55	48	a	a	DET
fbem-12587	55	49	grant	grant	NOUN
fbem-12587	55	50	,	,	PUNCT
fbem-12587	55	51	those	those	PRON
fbem-12587	55	52	who	who	PRON
fbem-12587	55	53	received	receive	VERB
fbem-12587	55	54	$	$	SYM
fbem-12587	55	55	1,000	1,000	NUM
fbem-12587	55	56	,	,	PUNCT
fbem-12587	55	57	those	those	PRON
fbem-12587	55	58	who	who	PRON
fbem-12587	55	59	received	receive	VERB
fbem-12587	55	60	$	$	SYM
fbem-12587	55	61	1,500	1,500	NUM
fbem-12587	55	62	,	,	PUNCT
fbem-12587	55	63	and	and	CCONJ
fbem-12587	55	64	those	those	PRON
fbem-12587	55	65	who	who	PRON
fbem-12587	55	66	received	receive	VERB
fbem-12587	55	67	$	$	SYM
fbem-12587	55	68	2,000	2,000	NUM
fbem-12587	55	69	by	by	ADP
fbem-12587	55	70	a	a	DET
fbem-12587	55	71	factor	factor	NOUN
fbem-12587	55	72	of	of	ADP
fbem-12587	55	73	5	5	NUM
fbem-12587	55	74	,	,	PUNCT
fbem-12587	55	75	8	8	NUM
fbem-12587	55	76	,	,	PUNCT
fbem-12587	55	77	and	and	CCONJ
fbem-12587	55	78	10	10	NUM
fbem-12587	55	79	,	,	PUNCT
fbem-12587	55	80	respectively	respectively	ADV
fbem-12587	55	81	.	.	PUNCT
fbem-12587	56	1	in	in	ADP
fbem-12587	56	2	order	order	NOUN
fbem-12587	56	3	to	to	PART
fbem-12587	56	4	maintain	maintain	VERB
fbem-12587	56	5	a	a	DET
fbem-12587	56	6	balanced	balanced	ADJ
fbem-12587	56	7	distribution	distribution	NOUN
fbem-12587	56	8	of	of	ADP
fbem-12587	56	9	data	datum	NOUN
fbem-12587	56	10	and	and	CCONJ
fbem-12587	56	11	to	to	PART
fbem-12587	56	12	ensure	ensure	VERB
fbem-12587	56	13	the	the	DET
fbem-12587	56	14	accuracy	accuracy	NOUN
fbem-12587	56	15	and	and	CCONJ
fbem-12587	56	16	reliability	reliability	NOUN
fbem-12587	56	17	of	of	ADP
fbem-12587	56	18	the	the	DET
fbem-12587	56	19	model	model	NOUN
fbem-12587	56	20	evaluation	evaluation	NOUN
fbem-12587	56	21	,	,	PUNCT
fbem-12587	56	22	the	the	DET
fbem-12587	56	23	training	training	NOUN
fbem-12587	56	24	set	set	NOUN
fbem-12587	56	25	was	be	AUX
fbem-12587	56	26	divided	divide	VERB
fbem-12587	56	27	into	into	ADP
fbem-12587	56	28	five	five	NUM
fbem-12587	56	29	stratified	stratified	ADJ
fbem-12587	56	30	subsets	subset	NOUN
fbem-12587	56	31	using	use	VERB
fbem-12587	56	32	a	a	DET
fbem-12587	56	33	stratified	stratified	ADJ
fbem-12587	56	34	sampling	sampling	NOUN
fbem-12587	56	35	technique	technique	NOUN
fbem-12587	56	36	to	to	PART
fbem-12587	56	37	divide	divide	VERB
fbem-12587	56	38	the	the	DET
fbem-12587	56	39	cross	cross	ADJ
fbem-12587	56	40	-	-	ADJ
fbem-12587	56	41	validation	validation	ADJ
fbem-12587	56	42	set	set	NOUN
fbem-12587	56	43	.	.	PUNCT
fbem-12587	57	1	in	in	ADP
fbem-12587	57	2	the	the	DET
fbem-12587	57	3	testing	testing	NOUN
fbem-12587	57	4	phase	phase	NOUN
fbem-12587	57	5	of	of	ADP
fbem-12587	57	6	each	each	DET
fbem-12587	57	7	fold	fold	NOUN
fbem-12587	57	8	,	,	PUNCT
fbem-12587	57	9	one	one	NUM
fbem-12587	57	10	of	of	ADP
fbem-12587	57	11	the	the	DET
fbem-12587	57	12	subsets	subset	NOUN
fbem-12587	57	13	will	will	AUX
fbem-12587	57	14	be	be	AUX
fbem-12587	57	15	used	use	VERB
fbem-12587	57	16	as	as	ADP
fbem-12587	57	17	the	the	DET
fbem-12587	57	18	test	test	NOUN
fbem-12587	57	19	set	set	VERB
fbem-12587	57	20	while	while	SCONJ
fbem-12587	57	21	the	the	DET
fbem-12587	57	22	other	other	ADJ
fbem-12587	57	23	subsets	subset	NOUN
fbem-12587	57	24	will	will	AUX
fbem-12587	57	25	be	be	AUX
fbem-12587	57	26	used	use	VERB
fbem-12587	57	27	as	as	ADP
fbem-12587	57	28	the	the	DET
fbem-12587	57	29	training	training	NOUN
fbem-12587	57	30	set	set	NOUN
fbem-12587	57	31	.	.	PUNCT
fbem-12587	58	1	in	in	ADP
fbem-12587	58	2	this	this	DET
fbem-12587	58	3	way	way	NOUN
fbem-12587	58	4	,	,	PUNCT
fbem-12587	58	5	all	all	DET
fbem-12587	58	6	the	the	DET
fbem-12587	58	7	samples	sample	NOUN
fbem-12587	58	8	can	can	AUX
fbem-12587	58	9	be	be	AUX
fbem-12587	58	10	used	use	VERB
fbem-12587	58	11	for	for	ADP
fbem-12587	58	12	training	training	NOUN
fbem-12587	58	13	and	and	CCONJ
fbem-12587	58	14	evaluation	evaluation	NOUN
fbem-12587	58	15	of	of	ADP
fbem-12587	58	16	the	the	DET
fbem-12587	58	17	model	model	NOUN
fbem-12587	58	18	,	,	PUNCT
fbem-12587	58	19	effectively	effectively	ADV
fbem-12587	58	20	assessing	assess	VERB
fbem-12587	58	21	the	the	DET
fbem-12587	58	22	generalization	generalization	NOUN
fbem-12587	58	23	ability	ability	NOUN
fbem-12587	58	24	of	of	ADP
fbem-12587	58	25	the	the	DET
fbem-12587	58	26	model	model	NOUN
fbem-12587	58	27	and	and	CCONJ
fbem-12587	58	28	reducing	reduce	VERB
fbem-12587	58	29	the	the	DET
fbem-12587	58	30	bias	bias	NOUN
fbem-12587	58	31	introduced	introduce	VERB
fbem-12587	58	32	by	by	ADP
fbem-12587	58	33	the	the	DET
fbem-12587	58	34	uncertainty	uncertainty	NOUN
fbem-12587	58	35	of	of	ADP
fbem-12587	58	36	sample	sample	NOUN
fbem-12587	58	37	selection	selection	NOUN
fbem-12587	58	38	.	.	PUNCT
fbem-12587	59	1	figure	figure	NOUN
fbem-12587	59	2	2	2	NUM
fbem-12587	59	3	.	.	PUNCT
fbem-12587	59	4	distribution	distribution	NOUN
fbem-12587	59	5	of	of	ADP
fbem-12587	59	6	grants	grant	NOUN
fbem-12587	59	7	3.3	3.3	NUM
fbem-12587	59	8	.	.	PUNCT
fbem-12587	60	1	evaluation	evaluation	NOUN
fbem-12587	60	2	criteria	criterion	NOUN
fbem-12587	60	3	confusion	confusion	NOUN
fbem-12587	60	4	matrix	matrix	NOUN
fbem-12587	60	5	is	be	AUX
fbem-12587	60	6	a	a	DET
fbem-12587	60	7	tool	tool	NOUN
fbem-12587	60	8	used	use	VERB
fbem-12587	60	9	in	in	ADP
fbem-12587	60	10	machine	machine	NOUN
fbem-12587	60	11	learning	learn	VERB
fbem-12587	60	12	to	to	PART
fbem-12587	60	13	compare	compare	VERB
fbem-12587	60	14	the	the	DET
fbem-12587	60	15	prediction	prediction	NOUN
fbem-12587	60	16	results	result	NOUN
fbem-12587	60	17	of	of	ADP
fbem-12587	60	18	classification	classification	NOUN
fbem-12587	60	19	models[7	models[7	PRON
fbem-12587	60	20	]	]	PUNCT
fbem-12587	60	21	,	,	PUNCT
fbem-12587	60	22	each	each	DET
fbem-12587	60	23	row	row	NOUN
fbem-12587	60	24	in	in	ADP
fbem-12587	60	25	the	the	DET
fbem-12587	60	26	matrix	matrix	NOUN
fbem-12587	60	27	represents	represent	VERB
fbem-12587	60	28	the	the	DET
fbem-12587	60	29	predicted	predict	VERB
fbem-12587	60	30	value	value	NOUN
fbem-12587	60	31	and	and	CCONJ
fbem-12587	60	32	each	each	DET
fbem-12587	60	33	column	column	NOUN
fbem-12587	60	34	represents	represent	VERB
fbem-12587	60	35	the	the	DET
fbem-12587	60	36	true	true	ADJ
fbem-12587	60	37	value	value	NOUN
fbem-12587	60	38	,	,	PUNCT
fbem-12587	60	39	taking	take	VERB
fbem-12587	60	40	the	the	DET
fbem-12587	60	41	dichotomous	dichotomous	ADJ
fbem-12587	60	42	classification	classification	NOUN
fbem-12587	60	43	as	as	ADP
fbem-12587	60	44	an	an	DET
fbem-12587	60	45	example	example	NOUN
fbem-12587	60	46	,	,	PUNCT
fbem-12587	60	47	the	the	DET
fbem-12587	60	48	elements	element	NOUN
fbem-12587	60	49	of	of	ADP
fbem-12587	60	50	the	the	DET
fbem-12587	60	51	confusion	confusion	NOUN
fbem-12587	60	52	matrix	matrix	NOUN
fbem-12587	60	53	are	be	AUX
fbem-12587	60	54	shown	show	VERB
fbem-12587	60	55	in	in	ADP
fbem-12587	60	56	table	table	NOUN
fbem-12587	60	57	1	1	NUM
fbem-12587	60	58	.	.	PUNCT
fbem-12587	60	59	table	table	NOUN
fbem-12587	60	60	1	1	NUM
fbem-12587	60	61	.	.	PUNCT
fbem-12587	60	62	confusion	confusion	NOUN
fbem-12587	60	63	matrix	matrix	NOUN
fbem-12587	60	64	elements	element	NOUN
fbem-12587	60	65	positive	positive	ADJ
fbem-12587	60	66	negative	negative	ADJ
fbem-12587	60	67	positive	positive	ADJ
fbem-12587	60	68	tp	tp	ADP
fbem-12587	60	69	fp	fp	PROPN
fbem-12587	60	70	negative	negative	PROPN
fbem-12587	60	71	tn	tn	PROPN
fbem-12587	60	72	fn	fn	PROPN
fbem-12587	60	73	the	the	DET
fbem-12587	60	74	precision	precision	NOUN
fbem-12587	60	75	and	and	CCONJ
fbem-12587	60	76	recall	recall	NOUN
fbem-12587	60	77	in	in	ADP
fbem-12587	60	78	the	the	DET
fbem-12587	60	79	classification	classification	NOUN
fbem-12587	60	80	metrics	metric	NOUN
fbem-12587	60	81	are	be	AUX
fbem-12587	60	82	based	base	VERB
fbem-12587	60	83	on	on	ADP
fbem-12587	60	84	the	the	DET
fbem-12587	60	85	confusion	confusion	NOUN
fbem-12587	60	86	matrix	matrix	NOUN
fbem-12587	60	87	with	with	ADP
fbem-12587	60	88	the	the	DET
fbem-12587	60	89	following	follow	VERB
fbem-12587	60	90	expressions	expression	NOUN
fbem-12587	60	91	:	:	PUNCT
fbem-12587	60	92	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
fbem-12587	60	93	(	(	PUNCT
fbem-12587	60	94	4	4	NUM
fbem-12587	60	95	)	)	PUNCT
fbem-12587	60	96	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
fbem-12587	60	97	(	(	PUNCT
fbem-12587	60	98	5	5	NUM
fbem-12587	60	99	)	)	PUNCT
fbem-12587	60	100	for	for	ADP
fbem-12587	60	101	multiclassification	multiclassification	NOUN
fbem-12587	60	102	problems	problem	NOUN
fbem-12587	60	103	,	,	PUNCT
fbem-12587	60	104	the	the	DET
fbem-12587	60	105	f1	f1	NOUN
fbem-12587	60	106	of	of	ADP
fbem-12587	60	107	a	a	DET
fbem-12587	60	108	subclass	subclass	NOUN
fbem-12587	60	109	can	can	AUX
fbem-12587	60	110	be	be	AUX
fbem-12587	60	111	calculated	calculate	VERB
fbem-12587	60	112	based	base	VERB
fbem-12587	60	113	on	on	ADP
fbem-12587	60	114	the	the	DET
fbem-12587	60	115	precision	precision	NOUN
fbem-12587	60	116	and	and	CCONJ
fbem-12587	60	117	recall	recall	NOUN
fbem-12587	60	118	of	of	ADP
fbem-12587	60	119	each	each	DET
fbem-12587	60	120	subclass	subclass	NOUN
fbem-12587	60	121	:	:	PUNCT
fbem-12587	60	122	𝐹1	𝐹1	PROPN
fbem-12587	60	123	𝑠𝑐𝑜𝑟𝑒	𝑠𝑐𝑜𝑟𝑒	NOUN
fbem-12587	60	124	2	2	NUM
fbem-12587	60	125	(	(	PUNCT
fbem-12587	60	126	6	6	NUM
fbem-12587	60	127	)	)	PUNCT
fbem-12587	60	128	the	the	DET
fbem-12587	60	129	f1	f1	NOUN
fbem-12587	60	130	-	-	PUNCT
fbem-12587	60	131	score	score	NOUN
fbem-12587	60	132	ranges	range	VERB
fbem-12587	60	133	from	from	ADP
fbem-12587	60	134	0	0	NUM
fbem-12587	60	135	to	to	ADP
fbem-12587	60	136	1	1	NUM
fbem-12587	60	137	,	,	PUNCT
fbem-12587	60	138	and	and	CCONJ
fbem-12587	60	139	its	its	PRON
fbem-12587	60	140	value	value	NOUN
fbem-12587	60	141	depends	depend	VERB
fbem-12587	60	142	on	on	ADP
fbem-12587	60	143	the	the	DET
fbem-12587	60	144	precision	precision	NOUN
fbem-12587	60	145	and	and	CCONJ
fbem-12587	60	146	recall	recall	NOUN
fbem-12587	60	147	,	,	PUNCT
fbem-12587	60	148	and	and	CCONJ
fbem-12587	60	149	only	only	ADV
fbem-12587	60	150	if	if	SCONJ
fbem-12587	60	151	both	both	PRON
fbem-12587	60	152	perform	perform	VERB
fbem-12587	60	153	well	well	ADV
fbem-12587	60	154	can	can	AUX
fbem-12587	60	155	the	the	DET
fbem-12587	60	156	imbalance	imbalance	NOUN
fbem-12587	60	157	data	datum	NOUN
fbem-12587	60	158	be	be	AUX
fbem-12587	60	159	evaluated	evaluate	VERB
fbem-12587	60	160	in	in	ADP
fbem-12587	60	161	a	a	DET
fbem-12587	60	162	more	more	ADV
fbem-12587	60	163	reasonable	reasonable	ADJ
fbem-12587	60	164	way	way	NOUN
fbem-12587	60	165	.	.	PUNCT
fbem-12587	61	1	83	83	NUM
fbem-12587	61	2	%	%	NOUN
fbem-12587	61	3	8	8	NUM
fbem-12587	61	4	%	%	NOUN
fbem-12587	61	5	5	5	NUM
fbem-12587	61	6	%	%	NOUN
fbem-12587	61	7	4	4	NUM
fbem-12587	61	8	%	%	NOUN
fbem-12587	61	9	distribution	distribution	NOUN
fbem-12587	61	10	of	of	ADP
fbem-12587	61	11	grants	grant	NOUN
fbem-12587	61	12	scholarships	scholarship	NOUN
fbem-12587	61	13	not	not	PART
fbem-12587	61	14	awarded	award	VERB
fbem-12587	61	15	1000	1000	NUM
fbem-12587	61	16	1500	1500	NUM
fbem-12587	61	17	2000	2000	NUM
fbem-12587	61	18	191	191	NUM
fbem-12587	61	19	4	4	NUM
fbem-12587	61	20	.	.	PUNCT
fbem-12587	61	21	experimental	experimental	ADJ
fbem-12587	61	22	results	result	NOUN
fbem-12587	61	23	and	and	CCONJ
fbem-12587	61	24	analysis	analysis	NOUN
fbem-12587	61	25	the	the	DET
fbem-12587	61	26	results	result	NOUN
fbem-12587	61	27	are	be	AUX
fbem-12587	61	28	subjected	subject	VERB
fbem-12587	61	29	to	to	ADP
fbem-12587	61	30	five	five	NUM
fbem-12587	61	31	-	-	PUNCT
fbem-12587	61	32	fold	fold	ADJ
fbem-12587	61	33	cross	cross	NOUN
fbem-12587	61	34	-	-	NOUN
fbem-12587	61	35	validation	validation	ADJ
fbem-12587	61	36	,	,	PUNCT
fbem-12587	61	37	and	and	CCONJ
fbem-12587	61	38	the	the	DET
fbem-12587	61	39	results	result	NOUN
fbem-12587	61	40	are	be	AUX
fbem-12587	61	41	shown	show	VERB
fbem-12587	61	42	in	in	ADP
fbem-12587	61	43	table	table	NOUN
fbem-12587	61	44	2	2	NUM
fbem-12587	61	45	below	below	ADV
fbem-12587	61	46	,	,	PUNCT
fbem-12587	61	47	which	which	PRON
fbem-12587	61	48	shows	show	VERB
fbem-12587	61	49	that	that	SCONJ
fbem-12587	61	50	integrating	integrate	VERB
fbem-12587	61	51	random	random	ADJ
fbem-12587	61	52	forest	forest	NOUN
fbem-12587	61	53	,	,	PUNCT
fbem-12587	61	54	knn	knn	PROPN
fbem-12587	61	55	,	,	PUNCT
fbem-12587	61	56	xgboost	xgboost	PROPN
fbem-12587	61	57	,	,	PUNCT
fbem-12587	61	58	catboost	catboost	PROPN
fbem-12587	61	59	,	,	PUNCT
fbem-12587	61	60	which	which	PRON
fbem-12587	61	61	are	be	AUX
fbem-12587	61	62	weak	weak	ADJ
fbem-12587	61	63	classifiers	classifier	NOUN
fbem-12587	61	64	,	,	PUNCT
fbem-12587	61	65	as	as	SCONJ
fbem-12587	61	66	the	the	DET
fbem-12587	61	67	base	base	NOUN
fbem-12587	61	68	learners	learner	NOUN
fbem-12587	61	69	of	of	ADP
fbem-12587	61	70	the	the	DET
fbem-12587	61	71	stacking	stacking	NOUN
fbem-12587	61	72	framework	framework	NOUN
fbem-12587	61	73	for	for	ADP
fbem-12587	61	74	integrated	integrated	ADJ
fbem-12587	61	75	learning	learning	NOUN
fbem-12587	61	76	has	have	VERB
fbem-12587	61	77	better	well	ADJ
fbem-12587	61	78	results	result	NOUN
fbem-12587	61	79	than	than	ADP
fbem-12587	61	80	the	the	DET
fbem-12587	61	81	individual	individual	ADJ
fbem-12587	61	82	models	model	NOUN
fbem-12587	61	83	in	in	ADP
fbem-12587	61	84	the	the	DET
fbem-12587	61	85	model	model	NOUN
fbem-12587	61	86	evaluation	evaluation	NOUN
fbem-12587	61	87	criteria	criterion	NOUN
fbem-12587	61	88	precision	precision	NOUN
fbem-12587	61	89	,	,	PUNCT
fbem-12587	61	90	recall	recall	NOUN
fbem-12587	61	91	,	,	PUNCT
fbem-12587	61	92	and	and	CCONJ
fbem-12587	61	93	f1	f1	PROPN
fbem-12587	61	94	-score	-score	NOUN
fbem-12587	61	95	.	.	PUNCT
fbem-12587	61	96	table	table	NOUN
fbem-12587	61	97	2	2	NUM
fbem-12587	61	98	.	.	PUNCT
fbem-12587	61	99	results	result	NOUN
fbem-12587	61	100	of	of	ADP
fbem-12587	61	101	different	different	ADJ
fbem-12587	61	102	classification	classification	NOUN
fbem-12587	61	103	models	model	NOUN
fbem-12587	61	104	model	model	NOUN
fbem-12587	61	105	precision	precision	PROPN
fbem-12587	61	106	recall	recall	PROPN
fbem-12587	61	107	f1	f1	PROPN
fbem-12587	61	108	-score	-score	PROPN
fbem-12587	61	109	knn	knn	PROPN
fbem-12587	61	110	0.7096	0.7096	NUM
fbem-12587	61	111	0.8424	0.8424	NUM
fbem-12587	61	112	0.7703	0.7703	NUM
fbem-12587	61	113	randomforest	randomforest	NOUN
fbem-12587	61	114	0.7239	0.7239	NUM
fbem-12587	61	115	0.8062	0.8062	NUM
fbem-12587	61	116	0.7596	0.7596	NUM
fbem-12587	61	117	xgboost	xgboost	NOUN
fbem-12587	62	1	0.8909	0.8909	NUM
fbem-12587	62	2	0.8512	0.8512	NUM
fbem-12587	62	3	0.8729	0.8729	NUM
fbem-12587	62	4	catboost	catboost	VERB
fbem-12587	62	5	0.9291	0.9291	NUM
fbem-12587	62	6	0.7532	0.7532	NUM
fbem-12587	62	7	0.8219	0.8219	NUM
fbem-12587	62	8	stacking	stack	VERB
fbem-12587	62	9	0.8846	0.8846	NUM
fbem-12587	62	10	0.8802	0.8802	NUM
fbem-12587	62	11	0.8823	0.8823	NUM
fbem-12587	62	12	5	5	NUM
fbem-12587	62	13	.	.	PUNCT
fbem-12587	63	1	summary	summary	VERB
fbem-12587	63	2	this	this	DET
fbem-12587	63	3	paper	paper	NOUN
fbem-12587	63	4	centers	center	NOUN
fbem-12587	63	5	on	on	ADP
fbem-12587	63	6	the	the	DET
fbem-12587	63	7	grade	grade	NOUN
fbem-12587	63	8	prediction	prediction	NOUN
fbem-12587	63	9	problem	problem	NOUN
fbem-12587	63	10	of	of	ADP
fbem-12587	63	11	college	college	NOUN
fbem-12587	63	12	student	student	NOUN
fbem-12587	63	13	grants	grant	NOUN
fbem-12587	63	14	,	,	PUNCT
fbem-12587	63	15	firstly	firstly	ADV
fbem-12587	63	16	,	,	PUNCT
fbem-12587	63	17	the	the	DET
fbem-12587	63	18	dataset	dataset	NOUN
fbem-12587	63	19	is	be	AUX
fbem-12587	63	20	imbalanced	imbalanced	ADJ
fbem-12587	63	21	,	,	PUNCT
fbem-12587	63	22	then	then	ADV
fbem-12587	63	23	the	the	DET
fbem-12587	63	24	original	original	ADJ
fbem-12587	63	25	dataset	dataset	NOUN
fbem-12587	63	26	is	be	AUX
fbem-12587	63	27	feature	feature	NOUN
fbem-12587	63	28	engineered	engineer	VERB
fbem-12587	63	29	to	to	PART
fbem-12587	63	30	screen	screen	VERB
fbem-12587	63	31	out	out	ADP
fbem-12587	63	32	the	the	DET
fbem-12587	63	33	features	feature	NOUN
fbem-12587	63	34	that	that	PRON
fbem-12587	63	35	have	have	VERB
fbem-12587	63	36	an	an	DET
fbem-12587	63	37	important	important	ADJ
fbem-12587	63	38	influence	influence	NOUN
fbem-12587	63	39	on	on	ADP
fbem-12587	63	40	the	the	DET
fbem-12587	63	41	prediction	prediction	NOUN
fbem-12587	63	42	of	of	ADP
fbem-12587	63	43	grant	grant	NOUN
fbem-12587	63	44	grades	grade	NOUN
fbem-12587	63	45	,	,	PUNCT
fbem-12587	63	46	and	and	CCONJ
fbem-12587	63	47	finally	finally	ADV
fbem-12587	63	48	,	,	PUNCT
fbem-12587	63	49	the	the	DET
fbem-12587	63	50	stacking	stack	VERB
fbem-12587	63	51	integrated	integrate	VERB
fbem-12587	63	52	model	model	NOUN
fbem-12587	63	53	is	be	AUX
fbem-12587	63	54	constructed	construct	VERB
fbem-12587	63	55	with	with	ADP
fbem-12587	63	56	random	random	ADJ
fbem-12587	63	57	forest	forest	NOUN
fbem-12587	63	58	,	,	PUNCT
fbem-12587	63	59	knn	knn	PROPN
fbem-12587	63	60	,	,	PUNCT
fbem-12587	63	61	xgboost	xgboost	ADV
fbem-12587	63	62	,	,	PUNCT
fbem-12587	63	63	and	and	CCONJ
fbem-12587	63	64	catboost	catboost	VERB
fbem-12587	63	65	as	as	ADP
fbem-12587	63	66	the	the	DET
fbem-12587	63	67	base	base	NOUN
fbem-12587	63	68	learners	learner	NOUN
fbem-12587	63	69	,	,	PUNCT
fbem-12587	63	70	and	and	CCONJ
fbem-12587	63	71	the	the	DET
fbem-12587	63	72	results	result	NOUN
fbem-12587	63	73	show	show	VERB
fbem-12587	63	74	that	that	SCONJ
fbem-12587	63	75	the	the	DET
fbem-12587	63	76	stacking	stack	VERB
fbem-12587	63	77	integrated	integrate	VERB
fbem-12587	63	78	model	model	NOUN
fbem-12587	63	79	has	have	VERB
fbem-12587	63	80	a	a	DET
fbem-12587	63	81	significant	significant	ADJ
fbem-12587	63	82	improvement	improvement	NOUN
fbem-12587	63	83	in	in	ADP
fbem-12587	63	84	precision	precision	NOUN
fbem-12587	63	85	,	,	PUNCT
fbem-12587	63	86	recall	recall	NOUN
fbem-12587	63	87	,	,	PUNCT
fbem-12587	63	88	and	and	CCONJ
fbem-12587	63	89	f1	f1	NOUN
fbem-12587	63	90	-	-	PUNCT
fbem-12587	63	91	score	score	NOUN
fbem-12587	63	92	in	in	ADP
fbem-12587	63	93	these	these	DET
fbem-12587	63	94	evaluation	evaluation	NOUN
fbem-12587	63	95	criteria	criterion	NOUN
fbem-12587	63	96	by	by	ADP
fbem-12587	63	97	comparing	compare	VERB
fbem-12587	63	98	it	it	PRON
fbem-12587	63	99	with	with	ADP
fbem-12587	63	100	the	the	DET
fbem-12587	63	101	other	other	ADJ
fbem-12587	63	102	single	single	ADJ
fbem-12587	63	103	models	model	NOUN
fbem-12587	63	104	.	.	PUNCT
fbem-12587	64	1	comparison	comparison	NOUN
fbem-12587	64	2	,	,	PUNCT
fbem-12587	64	3	the	the	DET
fbem-12587	64	4	results	result	NOUN
fbem-12587	64	5	show	show	VERB
fbem-12587	64	6	that	that	SCONJ
fbem-12587	64	7	,	,	PUNCT
fbem-12587	64	8	in	in	ADP
fbem-12587	64	9	a	a	DET
fbem-12587	64	10	comprehensive	comprehensive	ADJ
fbem-12587	64	11	view	view	NOUN
fbem-12587	64	12	,	,	PUNCT
fbem-12587	64	13	the	the	DET
fbem-12587	64	14	stacking	stack	VERB
fbem-12587	64	15	integrated	integrate	VERB
fbem-12587	64	16	model	model	NOUN
fbem-12587	64	17	has	have	VERB
fbem-12587	64	18	a	a	DET
fbem-12587	64	19	significant	significant	ADJ
fbem-12587	64	20	improvement	improvement	NOUN
fbem-12587	64	21	in	in	ADP
fbem-12587	64	22	the	the	DET
fbem-12587	64	23	evaluation	evaluation	NOUN
fbem-12587	64	24	criteria	criterion	NOUN
fbem-12587	64	25	of	of	ADP
fbem-12587	64	26	precision	precision	NOUN
fbem-12587	64	27	,	,	PUNCT
fbem-12587	64	28	recall	recall	NOUN
fbem-12587	64	29	,	,	PUNCT
fbem-12587	64	30	f1	f1	NOUN
fbem-12587	64	31	-score	-score	NOUN
fbem-12587	64	32	.	.	PUNCT
fbem-12587	65	1	references	reference	NOUN
fbem-12587	65	2	[	[	X
fbem-12587	65	3	1	1	NUM
fbem-12587	65	4	]	]	X
fbem-12587	65	5	yunchuan	yunchuan	PROPN
fbem-12587	65	6	chen	chen	PROPN
fbem-12587	65	7	,	,	PUNCT
fbem-12587	65	8	hao	hao	PROPN
fbem-12587	65	9	song	song	PROPN
fbem-12587	65	10	,	,	PUNCT
fbem-12587	65	11	ye	ye	PROPN
fbem-12587	65	12	zhao	zhao	PROPN
fbem-12587	65	13	et	et	NOUN
fbem-12587	65	14	al.data	al.data	VERB
fbem-12587	65	15	mining	mining	NOUN
fbem-12587	65	16	and	and	CCONJ
fbem-12587	65	17	application	application	NOUN
fbem-12587	65	18	of	of	ADP
fbem-12587	65	19	campus	campus	NOUN
fbem-12587	65	20	card	card	NOUN
fbem-12587	65	21	based	base	VERB
fbem-12587	65	22	on	on	ADP
fbem-12587	65	23	logistic	logistic	ADJ
fbem-12587	65	24	regression	regression	NOUN
fbem-12587	65	25	algorithm	algorithm	NOUN
fbem-12587	66	1	[	[	X
fbem-12587	66	2	j	j	X
fbem-12587	66	3	]	]	X
fbem-12587	66	4	.	.	PUNCT
fbem-12587	67	1	journal	journal	PROPN
fbem-12587	67	2	of	of	ADP
fbem-12587	67	3	kunming	kunming	PROPN
fbem-12587	67	4	metallurgy	metallurgy	PROPN
fbem-12587	67	5	higher	high	ADJ
fbem-12587	67	6	college	college	NOUN
fbem-12587	67	7	,	,	PUNCT
fbem-12587	67	8	2020	2020	NUM
fbem-12587	67	9	,	,	PUNCT
fbem-12587	67	10	36(03):57	36(03):57	NOUN
fbem-12587	67	11	-	-	SYM
fbem-12587	67	12	61	61	NUM
fbem-12587	67	13	.	.	PUNCT
fbem-12587	68	1	[	[	X
fbem-12587	68	2	2	2	NUM
fbem-12587	68	3	]	]	PUNCT
fbem-12587	68	4	chunzi	chunzi	NOUN
fbem-12587	68	5	tian	tian	PROPN
fbem-12587	68	6	,	,	PUNCT
fbem-12587	68	7	wan	wan	PROPN
fbem-12587	68	8	yang	yang	PROPN
fbem-12587	68	9	,	,	PUNCT
fbem-12587	68	10	dehui	dehui	PROPN
fbem-12587	68	11	yang	yang	PROPN
fbem-12587	68	12	et	et	PROPN
fbem-12587	68	13	al	al	PROPN
fbem-12587	68	14	.	.	PROPN
fbem-12587	68	15	based	base	VERB
fbem-12587	68	16	on	on	ADP
fbem-12587	68	17	k	k	NOUN
fbem-12587	68	18	-	-	PUNCT
fbem-12587	68	19	means	means	NOUN
fbem-12587	68	20	and	and	CCONJ
fbem-12587	68	21	dbscan	dbscan	VERB
fbem-12587	68	22	clustering	cluster	VERB
fbem-12587	68	23	algorithms	algorithm	NOUN
fbem-12587	68	24	according	accord	VERB
fbem-12587	68	25	to	to	ADP
fbem-12587	68	26	the	the	DET
fbem-12587	68	27	context	context	NOUN
fbem-12587	68	28	of	of	ADP
fbem-12587	68	29	student	student	NOUN
fbem-12587	68	30	behaviour	behaviour	NOUN
fbem-12587	68	31	analysis	analysis	NOUN
fbem-12587	68	32	and	and	CCONJ
fbem-12587	68	33	research	research	NOUN
fbem-12587	68	34	based	base	VERB
fbem-12587	68	35	on	on	ADP
fbem-12587	68	36	comprehensive	comprehensive	ADJ
fbem-12587	68	37	university	university	NOUN
fbem-12587	68	38	data[j	data[j	NOUN
fbem-12587	68	39	]	]	PUNCT
fbem-12587	68	40	.	.	PUNCT
fbem-12587	69	1	science	science	NOUN
fbem-12587	69	2	and	and	CCONJ
fbem-12587	69	3	technology	technology	NOUN
fbem-12587	69	4	innovation,2020(32):86	innovation,2020(32):86	NOUN
fbem-12587	69	5	-	-	PUNCT
fbem-12587	69	6	88	88	NUM
fbem-12587	69	7	.	.	PUNCT
fbem-12587	70	1	[	[	X
fbem-12587	70	2	3	3	X
fbem-12587	70	3	]	]	PUNCT
fbem-12587	70	4	lixing	lixe	VERB
fbem-12587	70	5	gong	gong	NOUN
fbem-12587	70	6	,	,	PUNCT
fbem-12587	70	7	kun	kun	PROPN
fbem-12587	70	8	gu	gu	PROPN
fbem-12587	70	9	,	,	PUNCT
fbem-12587	70	10	xinming	xinme	VERB
fbem-12587	70	11	ming	ming	PROPN
fbem-12587	70	12	et	et	PROPN
fbem-12587	70	13	al	al	PROPN
fbem-12587	70	14	.	.	PROPN
fbem-12587	71	1	analysis	analysis	NOUN
fbem-12587	71	2	of	of	ADP
fbem-12587	71	3	college	college	NOUN
fbem-12587	71	4	students	student	NOUN
fbem-12587	71	5	’	'	PUNCT
fbem-12587	71	6	consumption	consumption	NOUN
fbem-12587	71	7	behavior	behavior	NOUN
fbem-12587	71	8	based	base	VERB
fbem-12587	71	9	on	on	ADP
fbem-12587	71	10	campus	campus	NOUN
fbem-12587	71	11	card	card	NOUN
fbem-12587	71	12	data[j	data[j	NOUN
fbem-12587	71	13	]	]	PUNCT
fbem-12587	71	14	.	.	PUNCT
fbem-12587	72	1	journal	journal	PROPN
fbem-12587	72	2	of	of	ADP
fbem-12587	72	3	shenzhen	shenzhen	PROPN
fbem-12587	72	4	university	university	PROPN
fbem-12587	72	5	(	(	PUNCT
fbem-12587	72	6	science	science	NOUN
fbem-12587	72	7	and	and	CCONJ
fbem-12587	72	8	technology	technology	NOUN
fbem-12587	72	9	edition),2020,37(s1):150	edition),2020,37(s1):150	PROPN
fbem-12587	72	10	154	154	NUM
fbem-12587	72	11	.	.	PUNCT
fbem-12587	73	1	[	[	X
fbem-12587	73	2	4	4	NUM
fbem-12587	73	3	]	]	X
fbem-12587	73	4	zefeng	zefeng	PROPN
fbem-12587	73	5	han	han	PROPN
fbem-12587	73	6	,	,	PUNCT
fbem-12587	73	7	tao	tao	PROPN
fbem-12587	73	8	yang	yang	PROPN
fbem-12587	73	9	,	,	PUNCT
fbem-12587	73	10	linlin	linlin	PROPN
fbem-12587	73	11	hou	hou	PROPN
fbem-12587	73	12	et	et	PROPN
fbem-12587	73	13	al	al	PROPN
fbem-12587	73	14	.	.	PROPN
fbem-12587	73	15	consume2vec	consume2vec	PUNCT
fbem-12587	73	16	model	model	NOUN
fbem-12587	73	17	-	-	PUNCT
fbem-12587	73	18	based	base	VERB
fbem-12587	73	19	analysis	analysis	NOUN
fbem-12587	73	20	of	of	ADP
fbem-12587	73	21	campus	campus	NOUN
fbem-12587	73	22	card	card	NOUN
fbem-12587	73	23	big	big	ADJ
fbem-12587	73	24	data	datum	NOUN
fbem-12587	74	1	[	[	X
fbem-12587	74	2	j	j	X
fbem-12587	74	3	]	]	X
fbem-12587	74	4	.	.	PUNCT
fbem-12587	75	1	computer	computer	NOUN
fbem-12587	75	2	application,2020,40(s1):85	application,2020,40(s1):85	NOUN
fbem-12587	75	3	-	-	PUNCT
fbem-12587	75	4	91	91	NUM
fbem-12587	75	5	.	.	PUNCT
fbem-12587	76	1	[	[	X
fbem-12587	76	2	5	5	X
fbem-12587	76	3	]	]	X
fbem-12587	76	4	zhongqiang	zhongqiang	X
fbem-12587	76	5	liu	liu	PROPN
fbem-12587	76	6	,	,	PUNCT
fbem-12587	76	7	weiwei	weiwei	PROPN
fbem-12587	76	8	zou	zou	PROPN
fbem-12587	76	9	.	.	PROPN
fbem-12587	76	10	anomaly	anomaly	PROPN
fbem-12587	76	11	detection	detection	NOUN
fbem-12587	76	12	model	model	NOUN
fbem-12587	76	13	for	for	ADP
fbem-12587	76	14	consumer	consumer	NOUN
fbem-12587	76	15	electricity	electricity	NOUN
fbem-12587	76	16	usage	usage	NOUN
fbem-12587	76	17	based	base	VERB
fbem-12587	76	18	on	on	ADP
fbem-12587	76	19	sampling	sample	VERB
fbem-12587	76	20	technique	technique	NOUN
fbem-12587	76	21	and	and	CCONJ
fbem-12587	76	22	lightgbm[j].computer	lightgbm[j].computer	NOUN
fbem-12587	76	23	system	system	NOUN
fbem-12587	76	24	applications	application	NOUN
fbem-12587	76	25	,	,	PUNCT
fbem-12587	76	26	2021	2021	NUM
fbem-12587	76	27	,	,	PUNCT
fbem-12587	76	28	30(09):232	30(09):232	NUM
fbem-12587	76	29	-	-	SYM
fbem-12587	76	30	236	236	NUM
fbem-12587	76	31	.	.	PUNCT
fbem-12587	76	32	doi	doi	NOUN
fbem-12587	76	33	:	:	PUNCT
fbem-12587	76	34	10.15888	10.15888	NUM
fbem-12587	76	35	/	/	SYM
fbem-12587	76	36	j.cnki.csa.008157	j.cnki.csa.008157	PROPN
fbem-12587	76	37	.	.	PUNCT
fbem-12587	77	1	[	[	X
fbem-12587	77	2	6	6	NUM
fbem-12587	77	3	]	]	PUNCT
fbem-12587	77	4	miaofang	miaofang	PROPN
fbem-12587	77	5	lin	lin	PROPN
fbem-12587	77	6	.	.	PUNCT
fbem-12587	78	1	spectral	spectral	ADJ
fbem-12587	78	2	classification	classification	NOUN
fbem-12587	78	3	algorithm	algorithm	NOUN
fbem-12587	78	4	based	base	VERB
fbem-12587	78	5	on	on	ADP
fbem-12587	78	6	bp	bp	PROPN
fbem-12587	78	7	neural	neural	ADJ
fbem-12587	78	8	network	network	NOUN
fbem-12587	78	9	with	with	ADP
fbem-12587	78	10	stacking	stack	VERB
fbem-12587	78	11	model	model	NOUN
fbem-12587	78	12	fusion[j	fusion[j	PROPN
fbem-12587	78	13	]	]	PUNCT
fbem-12587	78	14	.	.	PUNCT
fbem-12587	79	1	modern	modern	ADJ
fbem-12587	79	2	information	information	NOUN
fbem-12587	79	3	technology	technology	NOUN
fbem-12587	79	4	,	,	PUNCT
fbem-12587	79	5	2022	2022	NUM
fbem-12587	79	6	,	,	PUNCT
fbem-12587	79	7	6(04):91	6(04):91	NUM
fbem-12587	79	8	-	-	SYM
fbem-12587	79	9	94	94	NUM
fbem-12587	79	10	+	+	SYM
fbem-12587	79	11	99	99	NUM
fbem-12587	79	12	.	.	PUNCT
fbem-12587	80	1	doi:10.19850	doi:10.19850	PROPN
fbem-12587	80	2	/	/	SYM
fbem-12587	80	3	j.cnki.2096	j.cnki.2096	NOUN
fbem-12587	80	4	-	-	PUNCT
fbem-12587	80	5	4706.2022.04.024	4706.2022.04.024	NOUN
fbem-12587	80	6	.	.	PUNCT
fbem-12587	81	1	[	[	X
fbem-12587	81	2	7	7	X
fbem-12587	81	3	]	]	SYM
fbem-12587	81	4	qinli	qinli	NOUN
fbem-12587	81	5	yu	yu	PROPN
fbem-12587	81	6	,	,	PUNCT
fbem-12587	81	7	haizheng	haizheng	PROPN
fbem-12587	81	8	yu	yu	PROPN
fbem-12587	81	9	.	.	PROPN
fbem-12587	81	10	credit	credit	NOUN
fbem-12587	81	11	risk	risk	NOUN
fbem-12587	81	12	assessment	assessment	NOUN
fbem-12587	81	13	model	model	NOUN
fbem-12587	81	14	based	base	VERB
fbem-12587	81	15	on	on	ADP
fbem-12587	81	16	improved	improved	ADJ
fbem-12587	81	17	smote	smote	ADJ
fbem-12587	81	18	adaptive	adaptive	ADJ
fbem-12587	81	19	integration	integration	NOUN
fbem-12587	82	1	[	[	X
fbem-12587	82	2	j	j	X
fbem-12587	82	3	]	]	X
fbem-12587	82	4	.	.	PUNCT
fbem-12587	83	1	journal	journal	PROPN
fbem-12587	83	2	of	of	ADP
fbem-12587	83	3	chongqing	chongqing	PROPN
fbem-12587	83	4	university	university	PROPN
fbem-12587	83	5	of	of	ADP
fbem-12587	83	6	technology(natural	technology(natural	ADJ
fbem-12587	83	7	science	science	NOUN
fbem-12587	83	8	)	)	PUNCT
fbem-12587	83	9	,	,	PUNCT
fbem-12587	83	10	2022	2022	NUM
fbem-12587	83	11	,	,	PUNCT
fbem-12587	83	12	36(07	36(07	NUM
fbem-12587	83	13	):	):	PUNCT
fbem-12587	83	14	293	293	NUM
fbem-12587	83	15	-	-	SYM
fbem-12587	83	16	302	302	NUM
fbem-12587	83	17	.	.	PUNCT