id	sid	tid	token	lemma	pos
fcis-4146	1	1	frontiers	frontier	NOUN
fcis-4146	1	2	in	in	ADP
fcis-4146	1	3	computing	computing	NOUN
fcis-4146	1	4	and	and	CCONJ
fcis-4146	1	5	intelligent	intelligent	ADJ
fcis-4146	1	6	systems	system	NOUN
fcis-4146	1	7	issn	issn	VERB
fcis-4146	1	8	:	:	PUNCT
fcis-4146	1	9	2832	2832	NUM
fcis-4146	1	10	-	-	SYM
fcis-4146	1	11	6024	6024	NUM
fcis-4146	1	12	|	|	NOUN
fcis-4146	1	13	vol	vol	NOUN
fcis-4146	1	14	.	.	PROPN
fcis-4146	2	1	2	2	NUM
fcis-4146	2	2	,	,	PUNCT
fcis-4146	2	3	no	no	INTJ
fcis-4146	2	4	.	.	NOUN
fcis-4146	2	5	2	2	NUM
fcis-4146	2	6	,	,	PUNCT
fcis-4146	2	7	2022	2022	NUM
fcis-4146	2	8	70	70	NUM
fcis-4146	2	9	a	a	DET
fcis-4146	2	10	financial	financial	ADJ
fcis-4146	2	11	handwritten	handwritten	ADJ
fcis-4146	2	12	digit	digit	NOUN
fcis-4146	2	13	recognition	recognition	NOUN
fcis-4146	2	14	model	model	NOUN
fcis-4146	2	15	based	base	VERB
fcis-4146	2	16	on	on	ADP
fcis-4146	2	17	artificial	artificial	ADJ
fcis-4146	2	18	intelligence	intelligence	NOUN
fcis-4146	2	19	qisheng	qisheng	NOUN
fcis-4146	2	20	jiang	jiang	PROPN
fcis-4146	2	21	*	*	PUNCT
fcis-4146	3	1	school	school	NOUN
fcis-4146	3	2	of	of	ADP
fcis-4146	3	3	management	management	NOUN
fcis-4146	3	4	,	,	PUNCT
fcis-4146	3	5	dalian	dalian	PROPN
fcis-4146	3	6	polytechnic	polytechnic	PROPN
fcis-4146	3	7	university	university	PROPN
fcis-4146	3	8	,	,	PUNCT
fcis-4146	3	9	dalian	dalian	PROPN
fcis-4146	3	10	,	,	PUNCT
fcis-4146	3	11	liaoning,116034	liaoning,116034	PROPN
fcis-4146	3	12	,	,	PUNCT
fcis-4146	3	13	china	china	PROPN
fcis-4146	3	14	*	*	PUNCT
fcis-4146	3	15	corresponding	correspond	VERB
fcis-4146	3	16	author	author	NOUN
fcis-4146	3	17	:	:	PUNCT
fcis-4146	3	18	email	email	NOUN
fcis-4146	3	19	:	:	PUNCT
fcis-4146	3	20	jqsxiaoer@163.com	jqsxiaoer@163.com	PROPN
fcis-4146	3	21	abstract	abstract	NOUN
fcis-4146	3	22	:	:	PUNCT
fcis-4146	3	23	handwritten	handwritten	ADJ
fcis-4146	3	24	digit	digit	NOUN
fcis-4146	3	25	recognition	recognition	NOUN
fcis-4146	3	26	is	be	AUX
fcis-4146	3	27	a	a	DET
fcis-4146	3	28	kind	kind	NOUN
fcis-4146	3	29	of	of	ADP
fcis-4146	3	30	image	image	NOUN
fcis-4146	3	31	information	information	NOUN
fcis-4146	3	32	classification	classification	NOUN
fcis-4146	3	33	problem	problem	NOUN
fcis-4146	3	34	through	through	ADP
fcis-4146	3	35	optical	optical	ADJ
fcis-4146	3	36	character	character	NOUN
fcis-4146	3	37	analysis	analysis	NOUN
fcis-4146	3	38	.	.	PUNCT
fcis-4146	4	1	its	its	PRON
fcis-4146	4	2	essence	essence	NOUN
fcis-4146	4	3	is	be	AUX
fcis-4146	4	4	to	to	PART
fcis-4146	4	5	represent	represent	VERB
fcis-4146	4	6	the	the	DET
fcis-4146	4	7	pixel	pixel	PROPN
fcis-4146	4	8	points	point	NOUN
fcis-4146	4	9	of	of	ADP
fcis-4146	4	10	digital	digital	ADJ
fcis-4146	4	11	images	image	NOUN
fcis-4146	4	12	as	as	ADP
fcis-4146	4	13	gray	gray	ADJ
fcis-4146	4	14	values	value	NOUN
fcis-4146	4	15	and	and	CCONJ
fcis-4146	4	16	then	then	ADV
fcis-4146	4	17	replace	replace	VERB
fcis-4146	4	18	the	the	DET
fcis-4146	4	19	pixel	pixel	PROPN
fcis-4146	4	20	matrix	matrix	NOUN
fcis-4146	4	21	with	with	ADP
fcis-4146	4	22	a	a	DET
fcis-4146	4	23	numerical	numerical	ADJ
fcis-4146	4	24	matrix	matrix	NOUN
fcis-4146	4	25	.	.	PUNCT
fcis-4146	5	1	the	the	DET
fcis-4146	5	2	computer	computer	NOUN
fcis-4146	5	3	can	can	AUX
fcis-4146	5	4	deal	deal	VERB
fcis-4146	5	5	with	with	ADP
fcis-4146	5	6	numerical	numerical	ADJ
fcis-4146	5	7	problems	problem	NOUN
fcis-4146	5	8	converted	convert	VERB
fcis-4146	5	9	from	from	ADP
fcis-4146	5	10	handwritten	handwritten	ADJ
fcis-4146	5	11	arabic	arabic	ADJ
fcis-4146	5	12	numeral	numeral	ADJ
fcis-4146	5	13	recognition	recognition	NOUN
fcis-4146	5	14	problems	problem	NOUN
fcis-4146	5	15	through	through	ADP
fcis-4146	5	16	feature	feature	NOUN
fcis-4146	5	17	extraction	extraction	NOUN
fcis-4146	5	18	and	and	CCONJ
fcis-4146	5	19	classification	classification	NOUN
fcis-4146	5	20	.	.	PUNCT
fcis-4146	6	1	with	with	ADP
fcis-4146	6	2	the	the	DET
fcis-4146	6	3	rapid	rapid	ADJ
fcis-4146	6	4	development	development	NOUN
fcis-4146	6	5	of	of	ADP
fcis-4146	6	6	science	science	NOUN
fcis-4146	6	7	and	and	CCONJ
fcis-4146	6	8	technology	technology	NOUN
fcis-4146	6	9	,	,	PUNCT
fcis-4146	6	10	this	this	DET
fcis-4146	6	11	technology	technology	NOUN
fcis-4146	6	12	has	have	AUX
fcis-4146	6	13	dramatically	dramatically	ADV
fcis-4146	6	14	reduced	reduce	VERB
fcis-4146	6	15	the	the	DET
fcis-4146	6	16	cost	cost	NOUN
fcis-4146	6	17	of	of	ADP
fcis-4146	6	18	identification	identification	NOUN
fcis-4146	6	19	and	and	CCONJ
fcis-4146	6	20	human	human	ADJ
fcis-4146	6	21	consumption	consumption	NOUN
fcis-4146	6	22	,	,	PUNCT
fcis-4146	6	23	making	make	VERB
fcis-4146	6	24	identification	identification	NOUN
fcis-4146	6	25	more	more	ADV
fcis-4146	6	26	efficient	efficient	ADJ
fcis-4146	6	27	and	and	CCONJ
fcis-4146	6	28	having	have	VERB
fcis-4146	6	29	a	a	DET
fcis-4146	6	30	specific	specific	ADJ
fcis-4146	6	31	use	use	NOUN
fcis-4146	6	32	value	value	NOUN
fcis-4146	6	33	.	.	PUNCT
fcis-4146	7	1	however	however	ADV
fcis-4146	7	2	,	,	PUNCT
fcis-4146	7	3	the	the	DET
fcis-4146	7	4	current	current	ADJ
fcis-4146	7	5	handwritten	handwritten	ADJ
fcis-4146	7	6	digit	digit	NOUN
fcis-4146	7	7	recognition	recognition	NOUN
fcis-4146	7	8	technology	technology	NOUN
fcis-4146	7	9	will	will	AUX
fcis-4146	7	10	cause	cause	VERB
fcis-4146	7	11	problems	problem	NOUN
fcis-4146	7	12	such	such	ADJ
fcis-4146	7	13	as	as	ADP
fcis-4146	7	14	abnormal	abnormal	ADJ
fcis-4146	7	15	recognition	recognition	NOUN
fcis-4146	7	16	and	and	CCONJ
fcis-4146	7	17	recognition	recognition	NOUN
fcis-4146	7	18	errors	error	NOUN
fcis-4146	7	19	,	,	PUNCT
fcis-4146	7	20	reducing	reduce	VERB
fcis-4146	7	21	recognition	recognition	NOUN
fcis-4146	7	22	accuracy	accuracy	NOUN
fcis-4146	7	23	.	.	PUNCT
fcis-4146	8	1	this	this	PRON
fcis-4146	8	2	will	will	AUX
fcis-4146	8	3	not	not	PART
fcis-4146	8	4	only	only	ADV
fcis-4146	8	5	increase	increase	VERB
fcis-4146	8	6	the	the	DET
fcis-4146	8	7	cost	cost	NOUN
fcis-4146	8	8	of	of	ADP
fcis-4146	8	9	human	human	ADJ
fcis-4146	8	10	recognition	recognition	NOUN
fcis-4146	8	11	but	but	CCONJ
fcis-4146	8	12	also	also	ADV
fcis-4146	8	13	increase	increase	VERB
fcis-4146	8	14	unnecessary	unnecessary	ADJ
fcis-4146	8	15	risks	risk	NOUN
fcis-4146	8	16	.	.	PUNCT
fcis-4146	9	1	based	base	VERB
fcis-4146	9	2	on	on	ADP
fcis-4146	9	3	the	the	DET
fcis-4146	9	4	broad	broad	ADJ
fcis-4146	9	5	application	application	NOUN
fcis-4146	9	6	prospect	prospect	NOUN
fcis-4146	9	7	of	of	ADP
fcis-4146	9	8	handwritten	handwritten	ADJ
fcis-4146	9	9	digit	digit	NOUN
fcis-4146	9	10	recognition	recognition	NOUN
fcis-4146	9	11	in	in	ADP
fcis-4146	9	12	finance	finance	NOUN
fcis-4146	9	13	,	,	PUNCT
fcis-4146	9	14	this	this	DET
fcis-4146	9	15	paper	paper	NOUN
fcis-4146	9	16	focuses	focus	VERB
fcis-4146	9	17	on	on	ADP
fcis-4146	9	18	the	the	DET
fcis-4146	9	19	research	research	NOUN
fcis-4146	9	20	and	and	CCONJ
fcis-4146	9	21	analysis	analysis	NOUN
fcis-4146	9	22	of	of	ADP
fcis-4146	9	23	the	the	DET
fcis-4146	9	24	handwritten	handwritten	ADJ
fcis-4146	9	25	digit	digit	NOUN
fcis-4146	9	26	recognition	recognition	NOUN
fcis-4146	9	27	model	model	NOUN
fcis-4146	9	28	for	for	ADP
fcis-4146	9	29	its	its	PRON
fcis-4146	9	30	insufficient	insufficient	ADJ
fcis-4146	9	31	accuracy	accuracy	NOUN
fcis-4146	9	32	,	,	PUNCT
fcis-4146	9	33	low	low	ADJ
fcis-4146	9	34	performance	performance	NOUN
fcis-4146	9	35	,	,	PUNCT
fcis-4146	9	36	and	and	CCONJ
fcis-4146	9	37	other	other	ADJ
fcis-4146	9	38	problems	problem	NOUN
fcis-4146	9	39	.	.	PUNCT
fcis-4146	10	1	based	base	VERB
fcis-4146	10	2	on	on	ADP
fcis-4146	10	3	traditional	traditional	ADJ
fcis-4146	10	4	data	datum	NOUN
fcis-4146	10	5	analysis	analysis	NOUN
fcis-4146	10	6	,	,	PUNCT
fcis-4146	10	7	this	this	DET
fcis-4146	10	8	paper	paper	NOUN
fcis-4146	10	9	adopts	adopt	VERB
fcis-4146	10	10	deep	deep	ADJ
fcis-4146	10	11	learning	learning	NOUN
fcis-4146	10	12	and	and	CCONJ
fcis-4146	10	13	control	control	VERB
fcis-4146	10	14	variable	variable	ADJ
fcis-4146	10	15	methods	method	NOUN
fcis-4146	10	16	to	to	PART
fcis-4146	10	17	conduct	conduct	VERB
fcis-4146	10	18	multiple	multiple	ADJ
fcis-4146	10	19	groups	group	NOUN
fcis-4146	10	20	of	of	ADP
fcis-4146	10	21	experiments	experiment	NOUN
fcis-4146	10	22	to	to	PART
fcis-4146	10	23	explore	explore	VERB
fcis-4146	10	24	the	the	DET
fcis-4146	10	25	impact	impact	NOUN
fcis-4146	10	26	of	of	ADP
fcis-4146	10	27	different	different	ADJ
fcis-4146	10	28	parameters	parameter	NOUN
fcis-4146	10	29	on	on	ADP
fcis-4146	10	30	the	the	DET
fcis-4146	10	31	accuracy	accuracy	NOUN
fcis-4146	10	32	of	of	ADP
fcis-4146	10	33	experimental	experimental	ADJ
fcis-4146	10	34	results	result	NOUN
fcis-4146	10	35	.	.	PUNCT
fcis-4146	11	1	summarize	summarize	VERB
fcis-4146	11	2	the	the	DET
fcis-4146	11	3	best	good	ADJ
fcis-4146	11	4	recognition	recognition	NOUN
fcis-4146	11	5	accuracy	accuracy	NOUN
fcis-4146	11	6	and	and	CCONJ
fcis-4146	11	7	achieve	achieve	VERB
fcis-4146	11	8	the	the	DET
fcis-4146	11	9	best	good	ADJ
fcis-4146	11	10	model	model	NOUN
fcis-4146	11	11	performance	performance	NOUN
fcis-4146	11	12	.	.	PUNCT
fcis-4146	12	1	keywords	keyword	NOUN
fcis-4146	12	2	:	:	PUNCT
fcis-4146	12	3	handwritten	handwritten	ADJ
fcis-4146	12	4	digit	digit	NOUN
fcis-4146	12	5	recognition	recognition	NOUN
fcis-4146	12	6	;	;	PUNCT
fcis-4146	12	7	artificial	artificial	ADJ
fcis-4146	12	8	intelligence	intelligence	NOUN
fcis-4146	12	9	;	;	PUNCT
fcis-4146	12	10	machine	machine	NOUN
fcis-4146	12	11	learning	learning	NOUN
fcis-4146	12	12	;	;	PUNCT
fcis-4146	12	13	deep	deep	ADJ
fcis-4146	12	14	learning	learning	NOUN
fcis-4146	12	15	;	;	PUNCT
fcis-4146	12	16	financial	financial	ADJ
fcis-4146	12	17	applications	application	NOUN
fcis-4146	12	18	.	.	PUNCT
fcis-4146	13	1	1	1	X
fcis-4146	13	2	.	.	X
fcis-4146	13	3	introduction	introduction	NOUN
fcis-4146	13	4	with	with	ADP
fcis-4146	13	5	the	the	DET
fcis-4146	13	6	rapid	rapid	ADJ
fcis-4146	13	7	development	development	NOUN
fcis-4146	13	8	of	of	ADP
fcis-4146	13	9	artificial	artificial	ADJ
fcis-4146	13	10	intelligence	intelligence	NOUN
fcis-4146	13	11	,	,	PUNCT
fcis-4146	13	12	china	china	PROPN
fcis-4146	13	13	's	's	PART
fcis-4146	13	14	technology	technology	NOUN
fcis-4146	13	15	in	in	ADP
fcis-4146	13	16	this	this	DET
fcis-4146	13	17	field	field	NOUN
fcis-4146	13	18	continues	continue	VERB
fcis-4146	13	19	to	to	PART
fcis-4146	13	20	mature	mature	VERB
fcis-4146	13	21	and	and	CCONJ
fcis-4146	13	22	achieve	achieve	VERB
fcis-4146	13	23	self	self	NOUN
fcis-4146	13	24	-	-	PUNCT
fcis-4146	13	25	reliance	reliance	NOUN
fcis-4146	13	26	.	.	PUNCT
fcis-4146	14	1	still	still	ADV
fcis-4146	14	2	,	,	PUNCT
fcis-4146	14	3	social	social	ADJ
fcis-4146	14	4	needs	need	NOUN
fcis-4146	14	5	are	be	AUX
fcis-4146	14	6	changing	change	VERB
fcis-4146	14	7	,	,	PUNCT
fcis-4146	14	8	human	human	ADJ
fcis-4146	14	9	costs	cost	NOUN
fcis-4146	14	10	are	be	AUX
fcis-4146	14	11	increasing	increase	VERB
fcis-4146	14	12	,	,	PUNCT
fcis-4146	14	13	and	and	CCONJ
fcis-4146	14	14	technology	technology	NOUN
fcis-4146	14	15	needs	need	VERB
fcis-4146	14	16	to	to	PART
fcis-4146	14	17	be	be	AUX
fcis-4146	14	18	constantly	constantly	ADV
fcis-4146	14	19	optimized	optimize	VERB
fcis-4146	14	20	and	and	CCONJ
fcis-4146	14	21	innovated	innovate	VERB
fcis-4146	14	22	.	.	PUNCT
fcis-4146	15	1	in	in	ADP
fcis-4146	15	2	recent	recent	ADJ
fcis-4146	15	3	years	year	NOUN
fcis-4146	15	4	,	,	PUNCT
fcis-4146	15	5	china	china	PROPN
fcis-4146	15	6	's	's	PART
fcis-4146	15	7	research	research	NOUN
fcis-4146	15	8	on	on	ADP
fcis-4146	15	9	artificial	artificial	ADJ
fcis-4146	15	10	intelligence	intelligence	NOUN
fcis-4146	15	11	has	have	AUX
fcis-4146	15	12	focused	focus	VERB
fcis-4146	15	13	on	on	ADP
fcis-4146	15	14	three	three	NUM
fcis-4146	15	15	areas	area	NOUN
fcis-4146	15	16	:	:	PUNCT
fcis-4146	15	17	finance	finance	NOUN
fcis-4146	15	18	,	,	PUNCT
fcis-4146	15	19	medical	medical	ADJ
fcis-4146	15	20	care	care	NOUN
fcis-4146	15	21	,	,	PUNCT
fcis-4146	15	22	and	and	CCONJ
fcis-4146	15	23	cities	city	NOUN
fcis-4146	15	24	.	.	PUNCT
fcis-4146	16	1	with	with	ADP
fcis-4146	16	2	the	the	DET
fcis-4146	16	3	development	development	NOUN
fcis-4146	16	4	of	of	ADP
fcis-4146	16	5	ai	ai	NOUN
fcis-4146	16	6	,	,	PUNCT
fcis-4146	16	7	there	there	PRON
fcis-4146	16	8	are	be	VERB
fcis-4146	16	9	still	still	ADV
fcis-4146	16	10	many	many	ADJ
fcis-4146	16	11	defects	defect	NOUN
fcis-4146	16	12	to	to	PART
fcis-4146	16	13	be	be	AUX
fcis-4146	16	14	solved	solve	VERB
fcis-4146	16	15	for	for	ADP
fcis-4146	16	16	ai	ai	NOUN
fcis-4146	16	17	in	in	ADP
fcis-4146	16	18	the	the	DET
fcis-4146	16	19	financial	financial	ADJ
fcis-4146	16	20	field	field	NOUN
fcis-4146	16	21	.	.	PUNCT
fcis-4146	17	1	the	the	DET
fcis-4146	17	2	literature	literature	NOUN
fcis-4146	17	3	analyzes	analyze	VERB
fcis-4146	17	4	the	the	DET
fcis-4146	17	5	actual	actual	ADJ
fcis-4146	17	6	application	application	NOUN
fcis-4146	17	7	and	and	CCONJ
fcis-4146	17	8	risks	risk	NOUN
fcis-4146	17	9	under	under	ADP
fcis-4146	17	10	the	the	DET
fcis-4146	17	11	economic	economic	ADJ
fcis-4146	17	12	area	area	NOUN
fcis-4146	17	13	and	and	CCONJ
fcis-4146	17	14	ai	ai	PRON
fcis-4146	17	15	combination	combination	NOUN
fcis-4146	17	16	.	.	PUNCT
fcis-4146	18	1	it	it	PRON
fcis-4146	18	2	proposes	propose	VERB
fcis-4146	18	3	risk	risk	NOUN
fcis-4146	18	4	prevention	prevention	NOUN
fcis-4146	18	5	strategies	strategy	NOUN
fcis-4146	18	6	using	use	VERB
fcis-4146	18	7	intelligent	intelligent	ADJ
fcis-4146	18	8	protection	protection	NOUN
fcis-4146	18	9	,	,	PUNCT
fcis-4146	18	10	information	information	NOUN
fcis-4146	18	11	encryption	encryption	NOUN
fcis-4146	18	12	,	,	PUNCT
fcis-4146	18	13	and	and	CCONJ
fcis-4146	18	14	law	law	NOUN
fcis-4146	18	15	improvement	improvement	NOUN
fcis-4146	18	16	.	.	PUNCT
fcis-4146	19	1	many	many	ADJ
fcis-4146	19	2	problems	problem	NOUN
fcis-4146	19	3	,	,	PUNCT
fcis-4146	19	4	such	such	ADJ
fcis-4146	19	5	as	as	ADP
fcis-4146	19	6	data	data	NOUN
fcis-4146	19	7	standardization	standardization	NOUN
fcis-4146	19	8	,	,	PUNCT
fcis-4146	19	9	data	datum	NOUN
fcis-4146	19	10	exchange	exchange	NOUN
fcis-4146	19	11	,	,	PUNCT
fcis-4146	19	12	policy	policy	NOUN
fcis-4146	19	13	supervision	supervision	NOUN
fcis-4146	19	14	,	,	PUNCT
fcis-4146	19	15	and	and	CCONJ
fcis-4146	19	16	algorithm	algorithm	NOUN
fcis-4146	19	17	theory	theory	NOUN
fcis-4146	19	18	,	,	PUNCT
fcis-4146	19	19	have	have	AUX
fcis-4146	19	20	become	become	VERB
fcis-4146	19	21	increasingly	increasingly	ADV
fcis-4146	19	22	prominent	prominent	ADJ
fcis-4146	19	23	in	in	ADP
fcis-4146	19	24	the	the	DET
fcis-4146	19	25	medical	medical	ADJ
fcis-4146	19	26	field	field	NOUN
fcis-4146	19	27	.	.	PUNCT
fcis-4146	20	1	literature	literature	NOUN
fcis-4146	20	2	,	,	PUNCT
fcis-4146	20	3	based	base	VERB
fcis-4146	20	4	on	on	ADP
fcis-4146	20	5	data	data	NOUN
fcis-4146	20	6	-	-	PUNCT
fcis-4146	20	7	driven	drive	VERB
fcis-4146	20	8	in	in	ADP
fcis-4146	20	9	-	-	PUNCT
fcis-4146	20	10	depth	depth	NOUN
fcis-4146	20	11	learning	learning	NOUN
fcis-4146	20	12	,	,	PUNCT
fcis-4146	20	13	studied	study	VERB
fcis-4146	20	14	the	the	DET
fcis-4146	20	15	challenges	challenge	NOUN
fcis-4146	20	16	faced	face	VERB
fcis-4146	20	17	by	by	ADP
fcis-4146	20	18	medical	medical	ADJ
fcis-4146	20	19	ai	ai	PROPN
fcis-4146	20	20	and	and	CCONJ
fcis-4146	20	21	the	the	DET
fcis-4146	20	22	direction	direction	NOUN
fcis-4146	20	23	of	of	ADP
fcis-4146	20	24	future	future	ADJ
fcis-4146	20	25	development	development	NOUN
fcis-4146	20	26	.	.	PUNCT
fcis-4146	21	1	artificial	artificial	ADJ
fcis-4146	21	2	intelligence	intelligence	NOUN
fcis-4146	21	3	and	and	CCONJ
fcis-4146	21	4	machine	machine	NOUN
fcis-4146	21	5	learning	learning	NOUN
fcis-4146	21	6	methods	method	NOUN
fcis-4146	21	7	have	have	AUX
fcis-4146	21	8	gradually	gradually	ADV
fcis-4146	21	9	matured	mature	VERB
fcis-4146	21	10	in	in	ADP
fcis-4146	21	11	urban	urban	ADJ
fcis-4146	21	12	life	life	NOUN
fcis-4146	21	13	,	,	PUNCT
fcis-4146	21	14	bringing	bring	VERB
fcis-4146	21	15	people	people	NOUN
fcis-4146	21	16	many	many	ADJ
fcis-4146	21	17	conveniences	convenience	NOUN
fcis-4146	21	18	.	.	PUNCT
fcis-4146	22	1	based	base	VERB
fcis-4146	22	2	on	on	ADP
fcis-4146	22	3	this	this	PRON
fcis-4146	22	4	,	,	PUNCT
fcis-4146	22	5	literature	literature	NOUN
fcis-4146	22	6	focuses	focus	VERB
fcis-4146	22	7	on	on	ADP
fcis-4146	22	8	analyzing	analyze	VERB
fcis-4146	22	9	ai	ai	VERB
fcis-4146	22	10	applications	application	NOUN
fcis-4146	22	11	in	in	ADP
fcis-4146	22	12	intelligent	intelligent	ADJ
fcis-4146	22	13	medicine	medicine	NOUN
fcis-4146	22	14	,	,	PUNCT
fcis-4146	22	15	intelligent	intelligent	ADJ
fcis-4146	22	16	transportation	transportation	NOUN
fcis-4146	22	17	,	,	PUNCT
fcis-4146	22	18	gait	gait	ADJ
fcis-4146	22	19	recognition	recognition	NOUN
fcis-4146	22	20	,	,	PUNCT
fcis-4146	22	21	and	and	CCONJ
fcis-4146	22	22	face	face	NOUN
fcis-4146	22	23	recognition	recognition	NOUN
fcis-4146	22	24	.	.	PUNCT
fcis-4146	23	1	figure	figure	NOUN
fcis-4146	23	2	1	1	NUM
fcis-4146	23	3	and	and	CCONJ
fcis-4146	23	4	figure	figure	VERB
fcis-4146	23	5	2	2	NUM
fcis-4146	23	6	,	,	PUNCT
fcis-4146	23	7	respectively	respectively	ADV
fcis-4146	23	8	,	,	PUNCT
fcis-4146	23	9	show	show	VERB
fcis-4146	23	10	the	the	DET
fcis-4146	23	11	proportion	proportion	NOUN
fcis-4146	23	12	of	of	ADP
fcis-4146	23	13	china	china	PROPN
fcis-4146	23	14	’s	’s	PART
fcis-4146	23	15	ai	ai	PROPN
fcis-4146	23	16	technology	technology	NOUN
fcis-4146	23	17	sources	source	NOUN
fcis-4146	23	18	and	and	CCONJ
fcis-4146	23	19	patent	patent	NOUN
fcis-4146	23	20	concentration	concentration	NOUN
fcis-4146	23	21	fields	field	NOUN
fcis-4146	23	22	from	from	ADP
fcis-4146	23	23	2018	2018	NUM
fcis-4146	23	24	to	to	ADP
fcis-4146	23	25	2021	2021	NUM
fcis-4146	23	26	.	.	PUNCT
fcis-4146	24	1	figure	figure	NOUN
fcis-4146	24	2	1	1	NUM
fcis-4146	24	3	shows	show	VERB
fcis-4146	24	4	the	the	DET
fcis-4146	24	5	specific	specific	ADJ
fcis-4146	24	6	sources	source	NOUN
fcis-4146	24	7	of	of	ADP
fcis-4146	24	8	china	china	PROPN
fcis-4146	24	9	's	's	PART
fcis-4146	24	10	ai	ai	PROPN
fcis-4146	24	11	technology	technology	NOUN
fcis-4146	24	12	in	in	ADP
fcis-4146	24	13	the	the	DET
fcis-4146	24	14	three	three	NUM
fcis-4146	24	15	years	year	NOUN
fcis-4146	24	16	from	from	ADP
fcis-4146	24	17	2018	2018	NUM
fcis-4146	24	18	to	to	ADP
fcis-4146	24	19	2021	2021	NUM
fcis-4146	24	20	.	.	PUNCT
fcis-4146	25	1	among	among	ADP
fcis-4146	25	2	them	they	PRON
fcis-4146	25	3	,	,	PUNCT
fcis-4146	25	4	china	china	PROPN
fcis-4146	25	5	's	's	PART
fcis-4146	25	6	ai	ai	PROPN
fcis-4146	25	7	technology	technology	NOUN
fcis-4146	25	8	accounts	account	VERB
fcis-4146	25	9	for	for	ADP
fcis-4146	25	10	a	a	DET
fcis-4146	25	11	large	large	ADJ
fcis-4146	25	12	proportion	proportion	NOUN
fcis-4146	25	13	(	(	PUNCT
fcis-4146	25	14	63	63	NUM
fcis-4146	25	15	%	%	NOUN
fcis-4146	25	16	)	)	PUNCT
fcis-4146	25	17	,	,	PUNCT
fcis-4146	25	18	indicating	indicate	VERB
fcis-4146	25	19	that	that	SCONJ
fcis-4146	25	20	china	china	PROPN
fcis-4146	25	21	's	's	PART
fcis-4146	25	22	ai	ai	PROPN
fcis-4146	25	23	technology	technology	NOUN
fcis-4146	25	24	has	have	AUX
fcis-4146	25	25	developed	develop	VERB
fcis-4146	25	26	rapidly	rapidly	ADV
fcis-4146	25	27	.	.	PUNCT
fcis-4146	26	1	for	for	ADP
fcis-4146	26	2	other	other	ADJ
fcis-4146	26	3	countries	country	NOUN
fcis-4146	26	4	,	,	PUNCT
fcis-4146	26	5	the	the	DET
fcis-4146	26	6	united	united	PROPN
fcis-4146	26	7	states	states	PROPN
fcis-4146	26	8	accounts	account	VERB
fcis-4146	26	9	for	for	ADP
fcis-4146	26	10	about	about	ADV
fcis-4146	26	11	20	20	NUM
fcis-4146	26	12	%	%	NOUN
fcis-4146	26	13	.	.	PUNCT
fcis-4146	27	1	in	in	ADP
fcis-4146	27	2	contrast	contrast	NOUN
fcis-4146	27	3	,	,	PUNCT
fcis-4146	27	4	the	the	DET
fcis-4146	27	5	rest	rest	NOUN
fcis-4146	27	6	of	of	ADP
fcis-4146	27	7	the	the	DET
fcis-4146	27	8	countries	country	NOUN
fcis-4146	27	9	account	account	VERB
fcis-4146	27	10	for	for	ADP
fcis-4146	27	11	a	a	DET
fcis-4146	27	12	relatively	relatively	ADV
fcis-4146	27	13	small	small	ADJ
fcis-4146	27	14	proportion	proportion	NOUN
fcis-4146	27	15	(	(	PUNCT
fcis-4146	27	16	japan	japan	PROPN
fcis-4146	27	17	,	,	PUNCT
fcis-4146	27	18	south	south	PROPN
fcis-4146	27	19	korea	korea	PROPN
fcis-4146	27	20	,	,	PUNCT
fcis-4146	27	21	and	and	CCONJ
fcis-4146	27	22	the	the	DET
fcis-4146	27	23	european	european	PROPN
fcis-4146	27	24	patent	patent	PROPN
fcis-4146	27	25	office	office	NOUN
fcis-4146	27	26	account	account	VERB
fcis-4146	27	27	for	for	ADP
fcis-4146	27	28	8	8	NUM
fcis-4146	27	29	%	%	NOUN
fcis-4146	27	30	,	,	PUNCT
fcis-4146	27	31	6	6	NUM
fcis-4146	27	32	%	%	NOUN
fcis-4146	27	33	,	,	PUNCT
fcis-4146	27	34	and	and	CCONJ
fcis-4146	27	35	2	2	NUM
fcis-4146	27	36	%	%	NOUN
fcis-4146	27	37	,	,	PUNCT
fcis-4146	27	38	respectively	respectively	ADV
fcis-4146	27	39	)	)	PUNCT
fcis-4146	27	40	.	.	PUNCT
fcis-4146	28	1	figure	figure	NOUN
fcis-4146	28	2	1	1	NUM
fcis-4146	28	3	.	.	PUNCT
fcis-4146	29	1	source	source	NOUN
fcis-4146	29	2	distribution	distribution	NOUN
fcis-4146	29	3	of	of	ADP
fcis-4146	29	4	artificial	artificial	ADJ
fcis-4146	29	5	intelligence	intelligence	NOUN
fcis-4146	29	6	technology	technology	NOUN
fcis-4146	29	7	in	in	ADP
fcis-4146	29	8	china	china	PROPN
fcis-4146	29	9	from	from	ADP
fcis-4146	29	10	2018	2018	NUM
fcis-4146	29	11	to	to	ADP
fcis-4146	29	12	2021	2021	NUM
fcis-4146	29	13	figure	figure	NOUN
fcis-4146	29	14	2	2	NUM
fcis-4146	29	15	further	far	ADV
fcis-4146	29	16	shows	show	VERB
fcis-4146	29	17	the	the	DET
fcis-4146	29	18	statistical	statistical	ADJ
fcis-4146	29	19	distribution	distribution	NOUN
fcis-4146	29	20	of	of	ADP
fcis-4146	29	21	essential	essential	ADJ
fcis-4146	29	22	fields	field	NOUN
fcis-4146	29	23	of	of	ADP
fcis-4146	29	24	ai	ai	PRON
fcis-4146	29	25	research	research	NOUN
fcis-4146	29	26	in	in	ADP
fcis-4146	29	27	china	china	PROPN
fcis-4146	29	28	in	in	ADP
fcis-4146	29	29	the	the	DET
fcis-4146	29	30	three	three	NUM
fcis-4146	29	31	years	year	NOUN
fcis-4146	29	32	from	from	ADP
fcis-4146	29	33	2018	2018	NUM
fcis-4146	29	34	to	to	ADP
fcis-4146	29	35	2021	2021	NUM
fcis-4146	29	36	.	.	PUNCT
fcis-4146	30	1	among	among	ADP
fcis-4146	30	2	them	they	PRON
fcis-4146	30	3	,	,	PUNCT
fcis-4146	30	4	image	image	NOUN
fcis-4146	30	5	recognition	recognition	NOUN
fcis-4146	30	6	and	and	CCONJ
fcis-4146	30	7	transmission	transmission	NOUN
fcis-4146	30	8	account	account	NOUN
fcis-4146	30	9	for	for	ADP
fcis-4146	30	10	a	a	DET
fcis-4146	30	11	large	large	ADJ
fcis-4146	30	12	proportion	proportion	NOUN
fcis-4146	30	13	(	(	PUNCT
fcis-4146	30	14	41	41	NUM
fcis-4146	30	15	%	%	NOUN
fcis-4146	30	16	)	)	PUNCT
fcis-4146	30	17	,	,	PUNCT
fcis-4146	30	18	while	while	SCONJ
fcis-4146	30	19	data	datum	NOUN
fcis-4146	30	20	processing	processing	NOUN
fcis-4146	30	21	,	,	PUNCT
fcis-4146	30	22	information	information	NOUN
fcis-4146	30	23	,	,	PUNCT
fcis-4146	30	24	and	and	CCONJ
fcis-4146	30	25	machine	machine	NOUN
fcis-4146	30	26	learning	learn	VERB
fcis-4146	30	27	account	account	NOUN
fcis-4146	30	28	for	for	ADP
fcis-4146	30	29	about	about	ADV
fcis-4146	30	30	20	20	NUM
fcis-4146	30	31	%	%	NOUN
fcis-4146	30	32	,	,	PUNCT
fcis-4146	30	33	indicating	indicate	VERB
fcis-4146	30	34	that	that	SCONJ
fcis-4146	30	35	research	research	NOUN
fcis-4146	30	36	in	in	ADP
fcis-4146	30	37	these	these	DET
fcis-4146	30	38	three	three	NUM
fcis-4146	30	39	fields	field	NOUN
fcis-4146	30	40	is	be	AUX
fcis-4146	30	41	relatively	relatively	ADV
fcis-4146	30	42	popular	popular	ADJ
fcis-4146	30	43	in	in	ADP
fcis-4146	30	44	china	china	PROPN
fcis-4146	30	45	.	.	PUNCT
fcis-4146	31	1	in	in	ADP
fcis-4146	31	2	contrast	contrast	NOUN
fcis-4146	31	3	,	,	PUNCT
fcis-4146	31	4	research	research	NOUN
fcis-4146	31	5	in	in	ADP
fcis-4146	31	6	other	other	ADJ
fcis-4146	31	7	areas	area	NOUN
fcis-4146	31	8	accounts	account	VERB
fcis-4146	31	9	for	for	ADP
fcis-4146	31	10	relatively	relatively	ADV
fcis-4146	31	11	few	few	ADJ
fcis-4146	31	12	(	(	PUNCT
fcis-4146	31	13	robot	robot	NOUN
fcis-4146	31	14	control	control	NOUN
fcis-4146	31	15	,	,	PUNCT
fcis-4146	31	16	ai	ai	VERB
fcis-4146	31	17	supervision	supervision	NOUN
fcis-4146	31	18	,	,	PUNCT
fcis-4146	31	19	and	and	CCONJ
fcis-4146	31	20	natural	natural	ADJ
fcis-4146	31	21	language	language	NOUN
fcis-4146	31	22	processing	processing	NOUN
fcis-4146	31	23	account	account	NOUN
fcis-4146	31	24	for	for	ADP
fcis-4146	31	25	10	10	NUM
fcis-4146	31	26	%	%	NOUN
fcis-4146	31	27	,	,	PUNCT
fcis-4146	31	28	8	8	NUM
fcis-4146	31	29	%	%	NOUN
fcis-4146	31	30	,	,	PUNCT
fcis-4146	31	31	and	and	CCONJ
fcis-4146	31	32	4	4	NUM
fcis-4146	31	33	%	%	NOUN
fcis-4146	31	34	,	,	PUNCT
fcis-4146	31	35	respectively	respectively	ADV
fcis-4146	31	36	)	)	PUNCT
fcis-4146	31	37	.	.	PUNCT
fcis-4146	32	1	figure	figure	NOUN
fcis-4146	32	2	2	2	NUM
fcis-4146	32	3	.	.	PUNCT
fcis-4146	32	4	necessary	necessary	ADJ
fcis-4146	32	5	fields	field	NOUN
fcis-4146	32	6	of	of	ADP
fcis-4146	32	7	artificial	artificial	ADJ
fcis-4146	32	8	intelligence	intelligence	NOUN
fcis-4146	32	9	research	research	NOUN
fcis-4146	32	10	in	in	ADP
fcis-4146	32	11	china	china	PROPN
fcis-4146	32	12	from	from	ADP
fcis-4146	32	13	2018	2018	NUM
fcis-4146	32	14	to	to	ADP
fcis-4146	32	15	2021	2021	NUM
fcis-4146	32	16	71	71	NUM
fcis-4146	32	17	the	the	DET
fcis-4146	32	18	progress	progress	NOUN
fcis-4146	32	19	of	of	ADP
fcis-4146	32	20	artificial	artificial	ADJ
fcis-4146	32	21	intelligence	intelligence	NOUN
fcis-4146	32	22	has	have	AUX
fcis-4146	32	23	driven	drive	VERB
fcis-4146	32	24	the	the	DET
fcis-4146	32	25	development	development	NOUN
fcis-4146	32	26	of	of	ADP
fcis-4146	32	27	the	the	DET
fcis-4146	32	28	financial	financial	ADJ
fcis-4146	32	29	field	field	NOUN
fcis-4146	32	30	.	.	PUNCT
fcis-4146	33	1	the	the	DET
fcis-4146	33	2	transformative	transformative	ADJ
fcis-4146	33	3	force	force	NOUN
fcis-4146	33	4	and	and	CCONJ
fcis-4146	33	5	the	the	DET
fcis-4146	33	6	pace	pace	NOUN
fcis-4146	33	7	of	of	ADP
fcis-4146	33	8	intelligence	intelligence	NOUN
fcis-4146	33	9	are	be	AUX
fcis-4146	33	10	constantly	constantly	ADV
fcis-4146	33	11	increasing	increase	VERB
fcis-4146	33	12	,	,	PUNCT
fcis-4146	33	13	bringing	bring	VERB
fcis-4146	33	14	convenience	convenience	NOUN
fcis-4146	33	15	,	,	PUNCT
fcis-4146	33	16	speed	speed	NOUN
fcis-4146	33	17	,	,	PUNCT
fcis-4146	33	18	and	and	CCONJ
fcis-4146	33	19	security	security	NOUN
fcis-4146	33	20	to	to	ADP
fcis-4146	33	21	people	people	NOUN
fcis-4146	33	22	's	's	PART
fcis-4146	33	23	lives	life	NOUN
fcis-4146	33	24	.	.	PUNCT
fcis-4146	34	1	financial	financial	ADJ
fcis-4146	34	2	technology	technology	NOUN
fcis-4146	34	3	is	be	AUX
fcis-4146	34	4	widely	widely	ADV
fcis-4146	34	5	used	use	VERB
fcis-4146	34	6	in	in	ADP
fcis-4146	34	7	banks	bank	NOUN
fcis-4146	34	8	to	to	PART
fcis-4146	34	9	verify	verify	VERB
fcis-4146	34	10	identity	identity	NOUN
fcis-4146	34	11	information	information	NOUN
fcis-4146	34	12	.	.	PUNCT
fcis-4146	35	1	based	base	VERB
fcis-4146	35	2	on	on	ADP
fcis-4146	35	3	in	in	ADP
fcis-4146	35	4	-	-	PUNCT
fcis-4146	35	5	depth	depth	NOUN
fcis-4146	35	6	learning	learning	NOUN
fcis-4146	35	7	,	,	PUNCT
fcis-4146	35	8	literature	literature	NOUN
fcis-4146	35	9	uses	use	VERB
fcis-4146	35	10	image	image	NOUN
fcis-4146	35	11	processing	processing	NOUN
fcis-4146	35	12	technology	technology	NOUN
fcis-4146	35	13	and	and	CCONJ
fcis-4146	35	14	pattern	pattern	NOUN
fcis-4146	35	15	recognition	recognition	NOUN
fcis-4146	35	16	methods	method	NOUN
fcis-4146	35	17	to	to	PART
fcis-4146	35	18	identify	identify	VERB
fcis-4146	35	19	and	and	CCONJ
fcis-4146	35	20	analyze	analyze	VERB
fcis-4146	35	21	license	license	NOUN
fcis-4146	35	22	information	information	NOUN
fcis-4146	35	23	,	,	PUNCT
fcis-4146	35	24	effectively	effectively	ADV
fcis-4146	35	25	combining	combine	VERB
fcis-4146	35	26	artificial	artificial	ADJ
fcis-4146	35	27	intelligence	intelligence	NOUN
fcis-4146	35	28	and	and	CCONJ
fcis-4146	35	29	financial	financial	ADJ
fcis-4146	35	30	identity	identity	NOUN
fcis-4146	35	31	recognition	recognition	NOUN
fcis-4146	35	32	.	.	PUNCT
fcis-4146	36	1	however	however	ADV
fcis-4146	36	2	,	,	PUNCT
fcis-4146	36	3	in	in	ADP
fcis-4146	36	4	today	today	NOUN
fcis-4146	36	5	's	's	PART
fcis-4146	36	6	developed	develop	VERB
fcis-4146	36	7	network	network	NOUN
fcis-4146	36	8	,	,	PUNCT
fcis-4146	36	9	there	there	PRON
fcis-4146	36	10	are	be	VERB
fcis-4146	36	11	many	many	ADJ
fcis-4146	36	12	hidden	hide	VERB
fcis-4146	36	13	dangers	danger	NOUN
fcis-4146	36	14	behind	behind	ADP
fcis-4146	36	15	the	the	DET
fcis-4146	36	16	advantages	advantage	NOUN
fcis-4146	36	17	of	of	ADP
fcis-4146	36	18	the	the	DET
fcis-4146	36	19	internet	internet	NOUN
fcis-4146	36	20	.	.	PUNCT
fcis-4146	37	1	in	in	ADP
fcis-4146	37	2	order	order	NOUN
fcis-4146	37	3	to	to	PART
fcis-4146	37	4	further	far	ADV
fcis-4146	37	5	improve	improve	VERB
fcis-4146	37	6	the	the	DET
fcis-4146	37	7	security	security	NOUN
fcis-4146	37	8	performance	performance	NOUN
fcis-4146	37	9	of	of	ADP
fcis-4146	37	10	the	the	DET
fcis-4146	37	11	network	network	NOUN
fcis-4146	37	12	system	system	NOUN
fcis-4146	37	13	,	,	PUNCT
fcis-4146	37	14	literature	literature	NOUN
fcis-4146	37	15	designed	design	VERB
fcis-4146	37	16	a	a	DET
fcis-4146	37	17	network	network	NOUN
fcis-4146	37	18	security	security	NOUN
fcis-4146	37	19	protection	protection	NOUN
fcis-4146	37	20	system	system	NOUN
fcis-4146	37	21	from	from	ADP
fcis-4146	37	22	both	both	DET
fcis-4146	37	23	hardware	hardware	NOUN
fcis-4146	37	24	and	and	CCONJ
fcis-4146	37	25	software	software	NOUN
fcis-4146	37	26	aspects	aspect	NOUN
fcis-4146	37	27	,	,	PUNCT
fcis-4146	37	28	in	in	ADP
fcis-4146	37	29	which	which	PRON
fcis-4146	37	30	bp	bp	PROPN
fcis-4146	37	31	neural	neural	ADJ
fcis-4146	37	32	network	network	NOUN
fcis-4146	37	33	algorithm	algorithm	NOUN
fcis-4146	37	34	was	be	AUX
fcis-4146	37	35	used	use	VERB
fcis-4146	37	36	in	in	ADP
fcis-4146	37	37	the	the	DET
fcis-4146	37	38	software	software	NOUN
fcis-4146	37	39	design	design	NOUN
fcis-4146	37	40	to	to	PART
fcis-4146	37	41	extract	extract	VERB
fcis-4146	37	42	and	and	CCONJ
fcis-4146	37	43	process	process	VERB
fcis-4146	37	44	the	the	DET
fcis-4146	37	45	characteristics	characteristic	NOUN
fcis-4146	37	46	of	of	ADP
fcis-4146	37	47	network	network	NOUN
fcis-4146	37	48	abnormal	abnormal	ADJ
fcis-4146	37	49	information	information	NOUN
fcis-4146	37	50	,	,	PUNCT
fcis-4146	37	51	send	send	VERB
fcis-4146	37	52	intrusion	intrusion	NOUN
fcis-4146	37	53	alerts	alert	NOUN
fcis-4146	37	54	,	,	PUNCT
fcis-4146	37	55	prepare	prepare	VERB
fcis-4146	37	56	for	for	ADP
fcis-4146	37	57	more	more	ADV
fcis-4146	37	58	efficient	efficient	ADJ
fcis-4146	37	59	defense	defense	NOUN
fcis-4146	37	60	and	and	CCONJ
fcis-4146	37	61	subsequent	subsequent	ADJ
fcis-4146	37	62	repair	repair	NOUN
fcis-4146	37	63	processing	processing	NOUN
fcis-4146	37	64	,	,	PUNCT
fcis-4146	37	65	and	and	CCONJ
fcis-4146	37	66	ensure	ensure	VERB
fcis-4146	37	67	the	the	DET
fcis-4146	37	68	security	security	NOUN
fcis-4146	37	69	of	of	ADP
fcis-4146	37	70	the	the	DET
fcis-4146	37	71	network	network	NOUN
fcis-4146	37	72	system	system	NOUN
fcis-4146	37	73	.	.	PUNCT
fcis-4146	38	1	in	in	ADP
fcis-4146	38	2	addition	addition	NOUN
fcis-4146	38	3	,	,	PUNCT
fcis-4146	38	4	to	to	PART
fcis-4146	38	5	avoid	avoid	VERB
fcis-4146	38	6	the	the	DET
fcis-4146	38	7	emergence	emergence	NOUN
fcis-4146	38	8	of	of	ADP
fcis-4146	38	9	new	new	ADJ
fcis-4146	38	10	types	type	NOUN
fcis-4146	38	11	of	of	ADP
fcis-4146	38	12	telecommunications	telecommunications	NOUN
fcis-4146	38	13	fraud	fraud	NOUN
fcis-4146	38	14	,	,	PUNCT
fcis-4146	38	15	illegal	illegal	ADJ
fcis-4146	38	16	fund	fund	NOUN
fcis-4146	38	17	-	-	PUNCT
fcis-4146	38	18	raising	raising	NOUN
fcis-4146	38	19	,	,	PUNCT
fcis-4146	38	20	flight	flight	NOUN
fcis-4146	38	21	with	with	ADP
fcis-4146	38	22	money	money	NOUN
fcis-4146	38	23	,	,	PUNCT
fcis-4146	38	24	and	and	CCONJ
fcis-4146	38	25	other	other	ADJ
fcis-4146	38	26	problems	problem	NOUN
fcis-4146	38	27	,	,	PUNCT
fcis-4146	38	28	literature	literature	NOUN
fcis-4146	38	29	established	establish	VERB
fcis-4146	38	30	an	an	DET
fcis-4146	38	31	anti	anti	ADJ
fcis-4146	38	32	-	-	ADJ
fcis-4146	38	33	fraud	fraud	ADJ
fcis-4146	38	34	credit	credit	NOUN
fcis-4146	38	35	scoring	scoring	NOUN
fcis-4146	38	36	model	model	NOUN
fcis-4146	38	37	using	use	VERB
fcis-4146	38	38	machine	machine	NOUN
fcis-4146	38	39	learning	learning	NOUN
fcis-4146	38	40	methods	method	NOUN
fcis-4146	38	41	and	and	CCONJ
fcis-4146	38	42	conducted	conduct	VERB
fcis-4146	38	43	research	research	NOUN
fcis-4146	38	44	on	on	ADP
fcis-4146	38	45	anti	anti	ADJ
fcis-4146	38	46	-	-	ADJ
fcis-4146	38	47	fraud	fraud	ADJ
fcis-4146	38	48	risk	risk	NOUN
fcis-4146	38	49	early	early	ADJ
fcis-4146	38	50	warning	warning	NOUN
fcis-4146	38	51	.	.	PUNCT
fcis-4146	39	1	among	among	ADP
fcis-4146	39	2	them	they	PRON
fcis-4146	39	3	,	,	PUNCT
fcis-4146	39	4	the	the	DET
fcis-4146	39	5	handwritten	handwritten	ADJ
fcis-4146	39	6	digit	digit	NOUN
fcis-4146	39	7	recognition	recognition	NOUN
fcis-4146	39	8	technology	technology	NOUN
fcis-4146	39	9	in	in	ADP
fcis-4146	39	10	artificial	artificial	ADJ
fcis-4146	39	11	intelligence	intelligence	NOUN
fcis-4146	39	12	has	have	VERB
fcis-4146	39	13	a	a	DET
fcis-4146	39	14	significant	significant	ADJ
fcis-4146	39	15	application	application	NOUN
fcis-4146	39	16	value	value	NOUN
fcis-4146	39	17	.	.	PUNCT
fcis-4146	40	1	it	it	PRON
fcis-4146	40	2	is	be	AUX
fcis-4146	40	3	an	an	DET
fcis-4146	40	4	essential	essential	ADJ
fcis-4146	40	5	component	component	NOUN
fcis-4146	40	6	in	in	ADP
fcis-4146	40	7	pattern	pattern	NOUN
fcis-4146	40	8	recognition	recognition	NOUN
fcis-4146	40	9	in	in	ADP
fcis-4146	40	10	computer	computer	NOUN
fcis-4146	40	11	optical	optical	ADJ
fcis-4146	40	12	character	character	NOUN
fcis-4146	40	13	recognition	recognition	NOUN
fcis-4146	40	14	.	.	PUNCT
fcis-4146	41	1	fast	fast	ADJ
fcis-4146	41	2	,	,	PUNCT
fcis-4146	41	3	efficient	efficient	ADJ
fcis-4146	41	4	,	,	PUNCT
fcis-4146	41	5	and	and	CCONJ
fcis-4146	41	6	accurate	accurate	ADJ
fcis-4146	41	7	recognition	recognition	NOUN
fcis-4146	41	8	determines	determine	VERB
fcis-4146	41	9	technical	technical	ADJ
fcis-4146	41	10	performance	performance	NOUN
fcis-4146	41	11	.	.	PUNCT
fcis-4146	42	1	this	this	DET
fcis-4146	42	2	method	method	NOUN
fcis-4146	42	3	is	be	AUX
fcis-4146	42	4	to	to	PART
fcis-4146	42	5	preprocess	preprocess	VERB
fcis-4146	42	6	the	the	DET
fcis-4146	42	7	original	original	ADJ
fcis-4146	42	8	digital	digital	ADJ
fcis-4146	42	9	image	image	NOUN
fcis-4146	42	10	and	and	CCONJ
fcis-4146	42	11	extract	extract	VERB
fcis-4146	42	12	features	feature	NOUN
fcis-4146	42	13	,	,	PUNCT
fcis-4146	42	14	and	and	CCONJ
fcis-4146	42	15	then	then	ADV
fcis-4146	42	16	through	through	ADP
fcis-4146	42	17	pattern	pattern	NOUN
fcis-4146	42	18	recognition	recognition	NOUN
fcis-4146	42	19	from	from	ADP
fcis-4146	42	20	coarse	coarse	ADJ
fcis-4146	42	21	classification	classification	NOUN
fcis-4146	42	22	to	to	ADP
fcis-4146	42	23	subdivision	subdivision	NOUN
fcis-4146	42	24	,	,	PUNCT
fcis-4146	42	25	finally	finally	ADV
fcis-4146	42	26	output	output	VERB
fcis-4146	42	27	the	the	DET
fcis-4146	42	28	results	result	NOUN
fcis-4146	42	29	of	of	ADP
fcis-4146	42	30	model	model	NOUN
fcis-4146	42	31	recognition	recognition	NOUN
fcis-4146	42	32	.	.	PUNCT
fcis-4146	43	1	figure	figure	NOUN
fcis-4146	43	2	3	3	NUM
fcis-4146	43	3	shows	show	VERB
fcis-4146	43	4	the	the	DET
fcis-4146	43	5	digital	digital	ADJ
fcis-4146	43	6	image	image	NOUN
fcis-4146	43	7	recognition	recognition	NOUN
fcis-4146	43	8	process	process	NOUN
fcis-4146	43	9	of	of	ADP
fcis-4146	43	10	inputting	inputte	VERB
fcis-4146	43	11	the	the	DET
fcis-4146	43	12	original	original	ADJ
fcis-4146	43	13	digital	digital	ADJ
fcis-4146	43	14	image	image	NOUN
fcis-4146	43	15	,	,	PUNCT
fcis-4146	43	16	preprocessing	preprocessing	NOUN
fcis-4146	43	17	,	,	PUNCT
fcis-4146	43	18	feature	feature	NOUN
fcis-4146	43	19	extraction	extraction	NOUN
fcis-4146	43	20	,	,	PUNCT
fcis-4146	43	21	pattern	pattern	NOUN
fcis-4146	43	22	recognition	recognition	NOUN
fcis-4146	43	23	,	,	PUNCT
fcis-4146	43	24	rough	rough	ADJ
fcis-4146	43	25	classification	classification	NOUN
fcis-4146	43	26	,	,	PUNCT
fcis-4146	43	27	subdivision	subdivision	NOUN
fcis-4146	43	28	,	,	PUNCT
fcis-4146	43	29	and	and	CCONJ
fcis-4146	43	30	outputs	output	NOUN
fcis-4146	43	31	of	of	ADP
fcis-4146	43	32	the	the	DET
fcis-4146	43	33	recognition	recognition	NOUN
fcis-4146	43	34	results	result	VERB
fcis-4146	43	35	.	.	PUNCT
fcis-4146	44	1	figure	figure	VERB
fcis-4146	44	2	3	3	NUM
fcis-4146	44	3	.	.	PUNCT
fcis-4146	45	1	digital	digital	ADJ
fcis-4146	45	2	image	image	NOUN
fcis-4146	45	3	recognition	recognition	NOUN
fcis-4146	45	4	process	process	NOUN
fcis-4146	45	5	traditionally	traditionally	ADV
fcis-4146	45	6	,	,	PUNCT
fcis-4146	45	7	handwritten	handwritten	ADJ
fcis-4146	45	8	digit	digit	NOUN
fcis-4146	45	9	recognition	recognition	NOUN
fcis-4146	45	10	can	can	AUX
fcis-4146	45	11	be	be	AUX
fcis-4146	45	12	divided	divide	VERB
fcis-4146	45	13	into	into	ADP
fcis-4146	45	14	online	online	ADJ
fcis-4146	45	15	recognition	recognition	NOUN
fcis-4146	45	16	and	and	CCONJ
fcis-4146	45	17	offline	offline	ADJ
fcis-4146	45	18	recognition	recognition	NOUN
fcis-4146	45	19	due	due	ADP
fcis-4146	45	20	to	to	ADP
fcis-4146	45	21	different	different	ADJ
fcis-4146	45	22	data	datum	NOUN
fcis-4146	45	23	forms	form	NOUN
fcis-4146	45	24	.	.	PUNCT
fcis-4146	46	1	based	base	VERB
fcis-4146	46	2	on	on	ADP
fcis-4146	46	3	deep	deep	ADJ
fcis-4146	46	4	learning	learning	NOUN
fcis-4146	46	5	and	and	CCONJ
fcis-4146	46	6	nonsegmentation	nonsegmentation	ADJ
fcis-4146	46	7	methods	method	NOUN
fcis-4146	46	8	,	,	PUNCT
fcis-4146	46	9	zhang	zhang	PROPN
fcis-4146	46	10	innovatively	innovatively	ADV
fcis-4146	46	11	used	use	VERB
fcis-4146	46	12	a	a	DET
fcis-4146	46	13	skeleton	skeleton	NOUN
fcis-4146	46	14	method	method	NOUN
fcis-4146	46	15	to	to	PART
fcis-4146	46	16	fuse	fuse	VERB
fcis-4146	46	17	offline	offline	ADJ
fcis-4146	46	18	and	and	CCONJ
fcis-4146	46	19	online	online	ADJ
fcis-4146	46	20	samples	sample	NOUN
fcis-4146	46	21	and	and	CCONJ
fcis-4146	46	22	then	then	ADV
fcis-4146	46	23	conducted	conduct	VERB
fcis-4146	46	24	joint	joint	ADJ
fcis-4146	46	25	training	training	NOUN
fcis-4146	46	26	under	under	ADP
fcis-4146	46	27	the	the	DET
fcis-4146	46	28	dblstm	dblstm	PROPN
fcis-4146	46	29	-	-	PUNCT
fcis-4146	46	30	hmm	hmm	NOUN
fcis-4146	46	31	recognition	recognition	NOUN
fcis-4146	46	32	system	system	NOUN
fcis-4146	46	33	to	to	PART
fcis-4146	46	34	obtain	obtain	VERB
fcis-4146	46	35	better	well	ADJ
fcis-4146	46	36	experimental	experimental	ADJ
fcis-4146	46	37	results	result	NOUN
fcis-4146	46	38	in	in	ADP
fcis-4146	46	39	handwritten	handwritten	ADJ
fcis-4146	46	40	english	english	ADJ
fcis-4146	46	41	recognition	recognition	NOUN
fcis-4146	46	42	.	.	PUNCT
fcis-4146	47	1	online	online	ADJ
fcis-4146	47	2	handwritten	handwritten	ADJ
fcis-4146	47	3	digit	digit	NOUN
fcis-4146	47	4	recognition	recognition	NOUN
fcis-4146	47	5	is	be	AUX
fcis-4146	47	6	a	a	DET
fcis-4146	47	7	relatively	relatively	ADV
fcis-4146	47	8	simple	simple	ADJ
fcis-4146	47	9	way	way	NOUN
fcis-4146	47	10	to	to	PART
fcis-4146	47	11	recognize	recognize	VERB
fcis-4146	47	12	the	the	DET
fcis-4146	47	13	real	real	ADJ
fcis-4146	47	14	-	-	PUNCT
fcis-4146	47	15	time	time	NOUN
fcis-4146	47	16	written	write	VERB
fcis-4146	47	17	character	character	NOUN
fcis-4146	47	18	data	datum	NOUN
fcis-4146	47	19	of	of	ADP
fcis-4146	47	20	the	the	DET
fcis-4146	47	21	handwritten	handwritten	ADJ
fcis-4146	47	22	person	person	NOUN
fcis-4146	47	23	through	through	ADP
fcis-4146	47	24	physical	physical	ADJ
fcis-4146	47	25	devices	device	NOUN
fcis-4146	47	26	;	;	PUNCT
fcis-4146	47	27	offline	offline	ADJ
fcis-4146	47	28	handwritten	handwritten	ADJ
fcis-4146	47	29	digit	digit	NOUN
fcis-4146	47	30	recognition	recognition	NOUN
fcis-4146	47	31	is	be	AUX
fcis-4146	47	32	to	to	PART
fcis-4146	47	33	scan	scan	VERB
fcis-4146	47	34	and	and	CCONJ
fcis-4146	47	35	analyze	analyze	VERB
fcis-4146	47	36	the	the	DET
fcis-4146	47	37	collected	collect	VERB
fcis-4146	47	38	handwritten	handwritten	ADJ
fcis-4146	47	39	text	text	NOUN
fcis-4146	47	40	data	datum	NOUN
fcis-4146	47	41	through	through	ADP
fcis-4146	47	42	image	image	NOUN
fcis-4146	47	43	capture	capture	NOUN
fcis-4146	47	44	equipment	equipment	NOUN
fcis-4146	47	45	.	.	PUNCT
fcis-4146	48	1	the	the	DET
fcis-4146	48	2	difference	difference	NOUN
fcis-4146	48	3	between	between	ADP
fcis-4146	48	4	the	the	DET
fcis-4146	48	5	two	two	NUM
fcis-4146	48	6	is	be	AUX
fcis-4146	48	7	that	that	SCONJ
fcis-4146	48	8	the	the	DET
fcis-4146	48	9	former	former	ADJ
fcis-4146	48	10	can	can	AUX
fcis-4146	48	11	analyze	analyze	VERB
fcis-4146	48	12	and	and	CCONJ
fcis-4146	48	13	obtain	obtain	VERB
fcis-4146	48	14	stroke	stroke	NOUN
fcis-4146	48	15	features	feature	NOUN
fcis-4146	48	16	,	,	PUNCT
fcis-4146	48	17	writing	write	VERB
fcis-4146	48	18	speed	speed	NOUN
fcis-4146	48	19	,	,	PUNCT
fcis-4146	48	20	point	point	NOUN
fcis-4146	48	21	coordinate	coordinate	NOUN
fcis-4146	48	22	information	information	NOUN
fcis-4146	48	23	,	,	PUNCT
fcis-4146	48	24	and	and	CCONJ
fcis-4146	48	25	other	other	ADJ
fcis-4146	48	26	data	datum	NOUN
fcis-4146	48	27	,	,	PUNCT
fcis-4146	48	28	while	while	SCONJ
fcis-4146	48	29	the	the	DET
fcis-4146	48	30	latter	latter	ADJ
fcis-4146	48	31	can	can	AUX
fcis-4146	48	32	not	not	PART
fcis-4146	48	33	identify	identify	VERB
fcis-4146	48	34	valuable	valuable	ADJ
fcis-4146	48	35	details	detail	NOUN
fcis-4146	48	36	,	,	PUNCT
fcis-4146	48	37	which	which	PRON
fcis-4146	48	38	leads	lead	VERB
fcis-4146	48	39	to	to	ADP
fcis-4146	48	40	low	low	ADJ
fcis-4146	48	41	accuracy	accuracy	NOUN
fcis-4146	48	42	of	of	ADP
fcis-4146	48	43	offline	offline	ADJ
fcis-4146	48	44	recognition	recognition	NOUN
fcis-4146	48	45	and	and	CCONJ
fcis-4146	48	46	can	can	AUX
fcis-4146	48	47	not	not	PART
fcis-4146	48	48	meet	meet	VERB
fcis-4146	48	49	the	the	DET
fcis-4146	48	50	number	number	NOUN
fcis-4146	48	51	recognition	recognition	NOUN
fcis-4146	48	52	process	process	NOUN
fcis-4146	48	53	with	with	ADP
fcis-4146	48	54	different	different	ADJ
fcis-4146	48	55	writing	writing	NOUN
fcis-4146	48	56	methods	method	NOUN
fcis-4146	48	57	.	.	PUNCT
fcis-4146	49	1	the	the	DET
fcis-4146	49	2	recognition	recognition	NOUN
fcis-4146	49	3	rate	rate	NOUN
fcis-4146	49	4	and	and	CCONJ
fcis-4146	49	5	accuracy	accuracy	NOUN
fcis-4146	49	6	of	of	ADP
fcis-4146	49	7	handwritten	handwritten	ADJ
fcis-4146	49	8	digit	digit	NOUN
fcis-4146	49	9	recognition	recognition	NOUN
fcis-4146	49	10	can	can	AUX
fcis-4146	49	11	be	be	AUX
fcis-4146	49	12	improved	improve	VERB
fcis-4146	49	13	by	by	ADP
fcis-4146	49	14	using	use	VERB
fcis-4146	49	15	elastic	elastic	ADJ
fcis-4146	49	16	bp	bp	PROPN
fcis-4146	49	17	algorithm	algorithm	NOUN
fcis-4146	50	1	[	[	X
fcis-4146	50	2	1	1	NUM
fcis-4146	50	3	]	]	PUNCT
fcis-4146	50	4	,	,	PUNCT
fcis-4146	50	5	pca	pca	NOUN
fcis-4146	50	6	dimension	dimension	NOUN
fcis-4146	50	7	reduction	reduction	NOUN
fcis-4146	50	8	improved	improve	VERB
fcis-4146	50	9	knn	knn	PROPN
fcis-4146	50	10	algorithm	algorithm	PROPN
fcis-4146	51	1	[	[	X
fcis-4146	51	2	9	9	NUM
fcis-4146	51	3	]	]	PUNCT
fcis-4146	51	4	,	,	PUNCT
fcis-4146	51	5	neural	neural	ADJ
fcis-4146	51	6	network	network	NOUN
fcis-4146	51	7	improvement	improvement	NOUN
fcis-4146	51	8	applied	apply	VERB
fcis-4146	51	9	to	to	ADP
fcis-4146	51	10	handwritten	handwritten	ADJ
fcis-4146	51	11	digit	digit	NOUN
fcis-4146	51	12	recognition	recognition	NOUN
fcis-4146	51	13	[	[	X
fcis-4146	51	14	10	10	NUM
fcis-4146	51	15	]	]	PUNCT
fcis-4146	51	16	,	,	PUNCT
fcis-4146	51	17	as	as	ADV
fcis-4146	51	18	well	well	ADV
fcis-4146	51	19	as	as	ADP
fcis-4146	51	20	alex	alex	PROPN
fcis-4146	51	21	net	net	PROPN
fcis-4146	51	22	model	model	NOUN
fcis-4146	51	23	improved	improve	VERB
fcis-4146	51	24	convolutional	convolutional	ADJ
fcis-4146	51	25	neural	neural	ADJ
fcis-4146	51	26	network	network	NOUN
fcis-4146	51	27	[	[	X
fcis-4146	51	28	11	11	NUM
fcis-4146	51	29	]	]	PUNCT
fcis-4146	51	30	.	.	PUNCT
fcis-4146	52	1	handwritten	handwritten	ADJ
fcis-4146	52	2	digit	digit	NOUN
fcis-4146	52	3	recognition	recognition	NOUN
fcis-4146	52	4	has	have	AUX
fcis-4146	52	5	gradually	gradually	ADV
fcis-4146	52	6	expanded	expand	VERB
fcis-4146	52	7	its	its	PRON
fcis-4146	52	8	application	application	NOUN
fcis-4146	52	9	scope	scope	NOUN
fcis-4146	52	10	in	in	ADP
fcis-4146	52	11	the	the	DET
fcis-4146	52	12	robot	robot	NOUN
fcis-4146	52	13	automation	automation	NOUN
fcis-4146	52	14	environment	environment	NOUN
fcis-4146	52	15	and	and	CCONJ
fcis-4146	52	16	has	have	AUX
fcis-4146	52	17	become	become	VERB
fcis-4146	52	18	a	a	DET
fcis-4146	52	19	promising	promising	ADJ
fcis-4146	52	20	field	field	NOUN
fcis-4146	52	21	of	of	ADP
fcis-4146	52	22	handwritten	handwritten	ADJ
fcis-4146	52	23	digit	digit	NOUN
fcis-4146	52	24	recognition	recognition	NOUN
fcis-4146	52	25	applications	application	NOUN
fcis-4146	52	26	in	in	ADP
fcis-4146	52	27	the	the	DET
fcis-4146	52	28	financial	financial	ADJ
fcis-4146	52	29	field	field	NOUN
fcis-4146	52	30	.	.	PUNCT
fcis-4146	53	1	with	with	ADP
fcis-4146	53	2	the	the	DET
fcis-4146	53	3	rapid	rapid	ADJ
fcis-4146	53	4	growth	growth	NOUN
fcis-4146	53	5	of	of	ADP
fcis-4146	53	6	china	china	PROPN
fcis-4146	53	7	's	's	PART
fcis-4146	53	8	economic	economic	ADJ
fcis-4146	53	9	strength	strength	NOUN
fcis-4146	53	10	,	,	PUNCT
fcis-4146	53	11	the	the	DET
fcis-4146	53	12	demand	demand	NOUN
fcis-4146	53	13	for	for	ADP
fcis-4146	53	14	manual	manual	ADJ
fcis-4146	53	15	processing	processing	NOUN
fcis-4146	53	16	of	of	ADP
fcis-4146	53	17	statistical	statistical	ADJ
fcis-4146	53	18	statements	statement	NOUN
fcis-4146	53	19	,	,	PUNCT
fcis-4146	53	20	financial	financial	ADJ
fcis-4146	53	21	statements	statement	NOUN
fcis-4146	53	22	,	,	PUNCT
fcis-4146	53	23	bank	bank	NOUN
fcis-4146	53	24	bills	bill	NOUN
fcis-4146	53	25	,	,	PUNCT
fcis-4146	53	26	postal	postal	ADJ
fcis-4146	53	27	codes	code	NOUN
fcis-4146	53	28	,	,	PUNCT
fcis-4146	53	29	payments	payment	NOUN
fcis-4146	53	30	,	,	PUNCT
fcis-4146	53	31	and	and	CCONJ
fcis-4146	53	32	other	other	ADJ
fcis-4146	53	33	operations	operation	NOUN
fcis-4146	53	34	is	be	AUX
fcis-4146	53	35	also	also	ADV
fcis-4146	53	36	growing	grow	VERB
fcis-4146	53	37	,	,	PUNCT
fcis-4146	53	38	so	so	SCONJ
fcis-4146	53	39	we	we	PRON
fcis-4146	53	40	hope	hope	VERB
fcis-4146	53	41	to	to	PART
fcis-4146	53	42	introduce	introduce	VERB
fcis-4146	53	43	handwritten	handwritten	ADJ
fcis-4146	53	44	digit	digit	NOUN
fcis-4146	53	45	recognition	recognition	NOUN
fcis-4146	53	46	technology	technology	NOUN
fcis-4146	53	47	under	under	ADP
fcis-4146	53	48	machine	machine	NOUN
fcis-4146	53	49	learning	learn	VERB
fcis-4146	53	50	algorithms	algorithm	NOUN
fcis-4146	53	51	.	.	PUNCT
fcis-4146	54	1	the	the	DET
fcis-4146	54	2	combination	combination	NOUN
fcis-4146	54	3	of	of	ADP
fcis-4146	54	4	artificial	artificial	ADJ
fcis-4146	54	5	intelligence	intelligence	NOUN
fcis-4146	54	6	and	and	CCONJ
fcis-4146	54	7	machine	machine	NOUN
fcis-4146	54	8	learning	learning	NOUN
fcis-4146	54	9	technologies	technology	NOUN
fcis-4146	54	10	with	with	ADP
fcis-4146	54	11	handwritten	handwritten	ADJ
fcis-4146	54	12	digits	digit	NOUN
fcis-4146	54	13	will	will	AUX
fcis-4146	54	14	help	help	VERB
fcis-4146	54	15	to	to	PART
fcis-4146	54	16	analyze	analyze	VERB
fcis-4146	54	17	better	well	ADV
fcis-4146	54	18	and	and	CCONJ
fcis-4146	54	19	recognize	recognize	VERB
fcis-4146	54	20	digital	digital	ADJ
fcis-4146	54	21	information	information	NOUN
fcis-4146	54	22	;	;	PUNCT
fcis-4146	54	23	it	it	PRON
fcis-4146	54	24	can	can	AUX
fcis-4146	54	25	not	not	PART
fcis-4146	54	26	only	only	ADV
fcis-4146	54	27	improve	improve	VERB
fcis-4146	54	28	the	the	DET
fcis-4146	54	29	overall	overall	ADJ
fcis-4146	54	30	work	work	NOUN
fcis-4146	54	31	efficiency	efficiency	NOUN
fcis-4146	54	32	,	,	PUNCT
fcis-4146	54	33	and	and	CCONJ
fcis-4146	54	34	reduce	reduce	VERB
fcis-4146	54	35	labor	labor	NOUN
fcis-4146	54	36	costs	cost	NOUN
fcis-4146	54	37	but	but	CCONJ
fcis-4146	54	38	also	also	ADV
fcis-4146	54	39	enhance	enhance	VERB
fcis-4146	54	40	algorithmic	algorithmic	ADJ
fcis-4146	54	41	transactions	transaction	NOUN
fcis-4146	54	42	through	through	ADP
fcis-4146	54	43	machine	machine	NOUN
fcis-4146	54	44	continuous	continuous	ADJ
fcis-4146	54	45	learning	learning	NOUN
fcis-4146	54	46	and	and	CCONJ
fcis-4146	54	47	summary	summary	NOUN
fcis-4146	54	48	,	,	PUNCT
fcis-4146	54	49	avoid	avoid	VERB
fcis-4146	54	50	financial	financial	ADJ
fcis-4146	54	51	risks	risk	NOUN
fcis-4146	54	52	caused	cause	VERB
fcis-4146	54	53	by	by	ADP
fcis-4146	54	54	errors	error	NOUN
fcis-4146	54	55	in	in	ADP
fcis-4146	54	56	manual	manual	ADJ
fcis-4146	54	57	operation	operation	NOUN
fcis-4146	54	58	,	,	PUNCT
fcis-4146	54	59	moreover	moreover	ADV
fcis-4146	54	60	improve	improve	VERB
fcis-4146	54	61	the	the	DET
fcis-4146	54	62	quality	quality	NOUN
fcis-4146	54	63	of	of	ADP
fcis-4146	54	64	customer	customer	NOUN
fcis-4146	54	65	service	service	NOUN
fcis-4146	54	66	.	.	PUNCT
fcis-4146	55	1	so	so	ADV
fcis-4146	55	2	there	there	PRON
fcis-4146	55	3	is	be	VERB
fcis-4146	55	4	enormous	enormous	ADJ
fcis-4146	55	5	potential	potential	NOUN
fcis-4146	55	6	for	for	ADP
fcis-4146	55	7	applying	apply	VERB
fcis-4146	55	8	artificial	artificial	ADJ
fcis-4146	55	9	intelligence	intelligence	NOUN
fcis-4146	55	10	to	to	PART
fcis-4146	55	11	handwritten	handwritten	VERB
fcis-4146	55	12	digit	digit	NOUN
fcis-4146	55	13	recognition	recognition	NOUN
fcis-4146	55	14	.	.	PUNCT
fcis-4146	56	1	there	there	PRON
fcis-4146	56	2	are	be	VERB
fcis-4146	56	3	still	still	ADV
fcis-4146	56	4	many	many	ADJ
fcis-4146	56	5	challenges	challenge	NOUN
fcis-4146	56	6	in	in	ADP
fcis-4146	56	7	applying	apply	VERB
fcis-4146	56	8	handwritten	handwritten	ADJ
fcis-4146	56	9	digit	digit	NOUN
fcis-4146	56	10	recognition	recognition	NOUN
fcis-4146	56	11	in	in	ADP
fcis-4146	56	12	financial	financial	ADJ
fcis-4146	56	13	fields	field	NOUN
fcis-4146	56	14	.	.	PUNCT
fcis-4146	57	1	although	although	SCONJ
fcis-4146	57	2	there	there	PRON
fcis-4146	57	3	are	be	VERB
fcis-4146	57	4	only	only	ADV
fcis-4146	57	5	ten	ten	NUM
fcis-4146	57	6	types	type	NOUN
fcis-4146	57	7	of	of	ADP
fcis-4146	57	8	arabic	arabic	ADJ
fcis-4146	57	9	numerals	numeral	NOUN
fcis-4146	57	10	,	,	PUNCT
fcis-4146	57	11	the	the	DET
fcis-4146	57	12	machine	machine	NOUN
fcis-4146	57	13	recognition	recognition	NOUN
fcis-4146	57	14	process	process	NOUN
fcis-4146	57	15	is	be	AUX
fcis-4146	57	16	complicated	complicate	VERB
fcis-4146	57	17	due	due	ADJ
fcis-4146	57	18	to	to	ADP
fcis-4146	57	19	various	various	ADJ
fcis-4146	57	20	digital	digital	ADJ
fcis-4146	57	21	differences	difference	NOUN
fcis-4146	57	22	,	,	PUNCT
fcis-4146	57	23	nonstandard	nonstandard	ADJ
fcis-4146	57	24	images	image	NOUN
fcis-4146	57	25	,	,	PUNCT
fcis-4146	57	26	unclear	unclear	ADJ
fcis-4146	57	27	handwriting	handwriting	NOUN
fcis-4146	57	28	,	,	PUNCT
fcis-4146	57	29	and	and	CCONJ
fcis-4146	57	30	different	different	ADJ
fcis-4146	57	31	writing	writing	NOUN
fcis-4146	57	32	methods	method	NOUN
fcis-4146	57	33	caused	cause	VERB
fcis-4146	57	34	by	by	ADP
fcis-4146	57	35	writing	write	VERB
fcis-4146	57	36	habits	habit	NOUN
fcis-4146	57	37	.	.	PUNCT
fcis-4146	58	1	in	in	ADP
fcis-4146	58	2	addition	addition	NOUN
fcis-4146	58	3	,	,	PUNCT
fcis-4146	58	4	the	the	DET
fcis-4146	58	5	accuracy	accuracy	NOUN
fcis-4146	58	6	requirements	requirement	NOUN
fcis-4146	58	7	for	for	ADP
fcis-4146	58	8	digital	digital	ADJ
fcis-4146	58	9	recognition	recognition	NOUN
fcis-4146	58	10	in	in	ADP
fcis-4146	58	11	the	the	DET
fcis-4146	58	12	financial	financial	ADJ
fcis-4146	58	13	field	field	NOUN
fcis-4146	58	14	are	be	AUX
fcis-4146	58	15	often	often	ADV
fcis-4146	58	16	more	more	ADV
fcis-4146	58	17	significant	significant	ADJ
fcis-4146	58	18	than	than	ADP
fcis-4146	58	19	the	the	DET
fcis-4146	58	20	recognition	recognition	NOUN
fcis-4146	58	21	of	of	ADP
fcis-4146	58	22	other	other	ADJ
fcis-4146	58	23	characters	character	NOUN
fcis-4146	58	24	and	and	CCONJ
fcis-4146	58	25	pictures	picture	NOUN
fcis-4146	58	26	.	.	PUNCT
fcis-4146	59	1	therefore	therefore	ADV
fcis-4146	59	2	,	,	PUNCT
fcis-4146	59	3	more	more	ADV
fcis-4146	59	4	excellent	excellent	ADJ
fcis-4146	59	5	methods	method	NOUN
fcis-4146	59	6	are	be	AUX
fcis-4146	59	7	needed	need	VERB
fcis-4146	59	8	to	to	PART
fcis-4146	59	9	research	research	VERB
fcis-4146	59	10	and	and	CCONJ
fcis-4146	59	11	improve	improve	VERB
fcis-4146	59	12	the	the	DET
fcis-4146	59	13	handwritten	handwritten	ADJ
fcis-4146	59	14	numeral	numeral	ADJ
fcis-4146	59	15	model	model	NOUN
fcis-4146	59	16	,	,	PUNCT
fcis-4146	59	17	improve	improve	VERB
fcis-4146	59	18	the	the	DET
fcis-4146	59	19	recognition	recognition	NOUN
fcis-4146	59	20	accuracy	accuracy	NOUN
fcis-4146	59	21	and	and	CCONJ
fcis-4146	59	22	speed	speed	NOUN
fcis-4146	59	23	of	of	ADP
fcis-4146	59	24	the	the	DET
fcis-4146	59	25	model	model	NOUN
fcis-4146	59	26	,	,	PUNCT
fcis-4146	59	27	and	and	CCONJ
fcis-4146	59	28	reduce	reduce	VERB
fcis-4146	59	29	errors	error	NOUN
fcis-4146	59	30	.	.	PUNCT
fcis-4146	60	1	we	we	PRON
fcis-4146	60	2	can	can	AUX
fcis-4146	60	3	only	only	ADV
fcis-4146	60	4	have	have	VERB
fcis-4146	60	5	more	more	ADJ
fcis-4146	60	6	opportunities	opportunity	NOUN
fcis-4146	60	7	to	to	PART
fcis-4146	60	8	apply	apply	VERB
fcis-4146	60	9	this	this	DET
fcis-4146	60	10	technology	technology	NOUN
fcis-4146	60	11	to	to	PART
fcis-4146	60	12	accurate	accurate	VERB
fcis-4146	60	13	handwritten	handwritten	ADJ
fcis-4146	60	14	numeral	numeral	ADJ
fcis-4146	60	15	recognition	recognition	NOUN
fcis-4146	60	16	in	in	ADP
fcis-4146	60	17	the	the	DET
fcis-4146	60	18	future	future	NOUN
fcis-4146	60	19	.	.	PUNCT
fcis-4146	61	1	to	to	PART
fcis-4146	61	2	better	well	ADV
fcis-4146	61	3	realize	realize	VERB
fcis-4146	61	4	the	the	DET
fcis-4146	61	5	integration	integration	NOUN
fcis-4146	61	6	of	of	ADP
fcis-4146	61	7	handwritten	handwritten	ADJ
fcis-4146	61	8	numeral	numeral	ADJ
fcis-4146	61	9	recognition	recognition	NOUN
fcis-4146	61	10	and	and	CCONJ
fcis-4146	61	11	financial	financial	ADJ
fcis-4146	61	12	numerals	numeral	NOUN
fcis-4146	61	13	,	,	PUNCT
fcis-4146	61	14	this	this	DET
fcis-4146	61	15	paper	paper	NOUN
fcis-4146	61	16	will	will	AUX
fcis-4146	61	17	conduct	conduct	VERB
fcis-4146	61	18	a	a	DET
fcis-4146	61	19	large	large	ADJ
fcis-4146	61	20	number	number	NOUN
fcis-4146	61	21	of	of	ADP
fcis-4146	61	22	experiments	experiment	NOUN
fcis-4146	61	23	through	through	ADP
fcis-4146	61	24	the	the	DET
fcis-4146	61	25	improved	improve	VERB
fcis-4146	61	26	handwritten	handwritten	ADJ
fcis-4146	61	27	numeral	numeral	ADJ
fcis-4146	61	28	recognition	recognition	NOUN
fcis-4146	61	29	algorithm	algorithm	NOUN
fcis-4146	61	30	model	model	NOUN
fcis-4146	61	31	,	,	PUNCT
fcis-4146	61	32	test	test	VERB
fcis-4146	61	33	the	the	DET
fcis-4146	61	34	influence	influence	NOUN
fcis-4146	61	35	of	of	ADP
fcis-4146	61	36	the	the	DET
fcis-4146	61	37	learning	learning	NOUN
fcis-4146	61	38	rate	rate	NOUN
fcis-4146	61	39	and	and	CCONJ
fcis-4146	61	40	the	the	DET
fcis-4146	61	41	number	number	NOUN
fcis-4146	61	42	of	of	ADP
fcis-4146	61	43	rounds	round	NOUN
fcis-4146	61	44	of	of	ADP
fcis-4146	61	45	the	the	DET
fcis-4146	61	46	model	model	NOUN
fcis-4146	61	47	on	on	ADP
fcis-4146	61	48	the	the	DET
fcis-4146	61	49	accuracy	accuracy	NOUN
fcis-4146	61	50	of	of	ADP
fcis-4146	61	51	the	the	DET
fcis-4146	61	52	experimental	experimental	ADJ
fcis-4146	61	53	results	result	NOUN
fcis-4146	61	54	,	,	PUNCT
fcis-4146	61	55	get	get	VERB
fcis-4146	61	56	the	the	DET
fcis-4146	61	57	best	good	ADJ
fcis-4146	61	58	model	model	NOUN
fcis-4146	61	59	time	time	NOUN
fcis-4146	61	60	consumption	consumption	NOUN
fcis-4146	61	61	,	,	PUNCT
fcis-4146	61	62	improve	improve	VERB
fcis-4146	61	63	the	the	DET
fcis-4146	61	64	overall	overall	ADJ
fcis-4146	61	65	accuracy	accuracy	NOUN
fcis-4146	61	66	of	of	ADP
fcis-4146	61	67	the	the	DET
fcis-4146	61	68	model	model	NOUN
fcis-4146	61	69	,	,	PUNCT
fcis-4146	61	70	and	and	CCONJ
fcis-4146	61	71	finally	finally	ADV
fcis-4146	61	72	select	select	VERB
fcis-4146	61	73	the	the	DET
fcis-4146	61	74	best	good	ADJ
fcis-4146	61	75	scheme	scheme	NOUN
fcis-4146	61	76	to	to	PART
fcis-4146	61	77	try	try	VERB
fcis-4146	61	78	to	to	PART
fcis-4146	61	79	apply	apply	VERB
fcis-4146	61	80	it	it	PRON
fcis-4146	61	81	to	to	PART
fcis-4146	61	82	finance	finance	VERB
fcis-4146	61	83	reasonably	reasonably	ADV
fcis-4146	61	84	.	.	PUNCT
fcis-4146	62	1	the	the	DET
fcis-4146	62	2	main	main	ADJ
fcis-4146	62	3	contributions	contribution	NOUN
fcis-4146	62	4	are	be	AUX
fcis-4146	62	5	:	:	PUNCT
fcis-4146	62	6	(	(	PUNCT
fcis-4146	62	7	1	1	X
fcis-4146	62	8	)	)	PUNCT
fcis-4146	62	9	emphasize	emphasize	VERB
fcis-4146	62	10	the	the	DET
fcis-4146	62	11	potential	potential	ADJ
fcis-4146	62	12	application	application	NOUN
fcis-4146	62	13	value	value	NOUN
fcis-4146	62	14	of	of	ADP
fcis-4146	62	15	handwritten	handwritten	ADJ
fcis-4146	62	16	digit	digit	NOUN
fcis-4146	62	17	recognition	recognition	NOUN
fcis-4146	62	18	in	in	ADP
fcis-4146	62	19	the	the	DET
fcis-4146	62	20	financial	financial	ADJ
fcis-4146	62	21	field	field	NOUN
fcis-4146	62	22	.	.	PUNCT
fcis-4146	63	1	(	(	PUNCT
fcis-4146	63	2	2	2	X
fcis-4146	63	3	)	)	PUNCT
fcis-4146	63	4	this	this	DET
fcis-4146	63	5	paper	paper	NOUN
fcis-4146	63	6	summarizes	summarize	VERB
fcis-4146	63	7	the	the	DET
fcis-4146	63	8	improvements	improvement	NOUN
fcis-4146	63	9	or	or	CCONJ
fcis-4146	63	10	solutions	solution	NOUN
fcis-4146	63	11	to	to	PART
fcis-4146	63	12	handwritten	handwritten	ADJ
fcis-4146	63	13	digit	digit	NOUN
fcis-4146	63	14	recognition	recognition	NOUN
fcis-4146	63	15	proposed	propose	VERB
fcis-4146	63	16	by	by	ADP
fcis-4146	63	17	different	different	ADJ
fcis-4146	63	18	literature	literature	NOUN
fcis-4146	63	19	and	and	CCONJ
fcis-4146	63	20	explains	explain	VERB
fcis-4146	63	21	them	they	PRON
fcis-4146	63	22	.	.	PUNCT
fcis-4146	64	1	(	(	PUNCT
fcis-4146	64	2	3	3	X
fcis-4146	64	3	)	)	PUNCT
fcis-4146	64	4	the	the	DET
fcis-4146	64	5	experimental	experimental	ADJ
fcis-4146	64	6	results	result	NOUN
fcis-4146	64	7	show	show	VERB
fcis-4146	64	8	that	that	SCONJ
fcis-4146	64	9	the	the	DET
fcis-4146	64	10	model	model	NOUN
fcis-4146	64	11	proposed	propose	VERB
fcis-4146	64	12	in	in	ADP
fcis-4146	64	13	this	this	DET
fcis-4146	64	14	paper	paper	NOUN
fcis-4146	64	15	achieves	achieve	VERB
fcis-4146	64	16	better	well	ADJ
fcis-4146	64	17	performance	performance	NOUN
fcis-4146	64	18	on	on	ADP
fcis-4146	64	19	opensource	opensource	NOUN
fcis-4146	64	20	datasets	dataset	NOUN
fcis-4146	64	21	.	.	PUNCT
fcis-4146	65	1	2	2	X
fcis-4146	65	2	.	.	X
fcis-4146	65	3	related	relate	VERB
fcis-4146	65	4	work	work	NOUN
fcis-4146	65	5	artificial	artificial	ADJ
fcis-4146	65	6	intelligence	intelligence	NOUN
fcis-4146	65	7	has	have	AUX
fcis-4146	65	8	been	be	AUX
fcis-4146	65	9	increasingly	increasingly	ADV
fcis-4146	65	10	widely	widely	ADV
fcis-4146	65	11	used	use	VERB
fcis-4146	65	12	in	in	ADP
fcis-4146	65	13	finance	finance	NOUN
fcis-4146	65	14	in	in	ADP
fcis-4146	65	15	recent	recent	ADJ
fcis-4146	65	16	years	year	NOUN
fcis-4146	65	17	.	.	PUNCT
fcis-4146	66	1	moreover	moreover	ADV
fcis-4146	66	2	,	,	PUNCT
fcis-4146	66	3	the	the	DET
fcis-4146	66	4	machine	machine	NOUN
fcis-4146	66	5	learning	learn	VERB
fcis-4146	66	6	technology	technology	NOUN
fcis-4146	66	7	revolution	revolution	NOUN
fcis-4146	66	8	in	in	ADP
fcis-4146	66	9	these	these	DET
fcis-4146	66	10	fields	field	NOUN
fcis-4146	66	11	is	be	AUX
fcis-4146	66	12	also	also	ADV
fcis-4146	66	13	increasingly	increasingly	ADV
fcis-4146	66	14	valued	value	VERB
fcis-4146	66	15	by	by	ADP
fcis-4146	66	16	people	people	NOUN
fcis-4146	66	17	.	.	PUNCT
fcis-4146	67	1	among	among	ADP
fcis-4146	67	2	them	they	PRON
fcis-4146	67	3	,	,	PUNCT
fcis-4146	67	4	lin	lin	PROPN
fcis-4146	67	5	discusses	discuss	VERB
fcis-4146	67	6	the	the	DET
fcis-4146	67	7	specific	specific	ADJ
fcis-4146	67	8	analysis	analysis	NOUN
fcis-4146	67	9	and	and	CCONJ
fcis-4146	67	10	application	application	NOUN
fcis-4146	67	11	of	of	ADP
fcis-4146	67	12	artificial	artificial	ADJ
fcis-4146	67	13	intelligence	intelligence	NOUN
fcis-4146	67	14	technology	technology	NOUN
fcis-4146	67	15	combined	combine	VERB
fcis-4146	67	16	with	with	ADP
fcis-4146	67	17	big	big	ADJ
fcis-4146	67	18	financial	financial	ADJ
fcis-4146	67	19	data	datum	NOUN
fcis-4146	67	20	,	,	PUNCT
fcis-4146	67	21	what	what	PRON
fcis-4146	67	22	's	be	AUX
fcis-4146	67	23	more	more	ADJ
fcis-4146	67	24	,	,	PUNCT
fcis-4146	67	25	provides	provide	VERB
fcis-4146	67	26	more	more	ADV
fcis-4146	67	27	valuable	valuable	ADJ
fcis-4146	67	28	measures	measure	NOUN
fcis-4146	67	29	to	to	PART
fcis-4146	67	30	improve	improve	VERB
fcis-4146	67	31	the	the	DET
fcis-4146	67	32	ability	ability	NOUN
fcis-4146	67	33	of	of	ADP
fcis-4146	67	34	financial	financial	ADJ
fcis-4146	67	35	data	datum	NOUN
fcis-4146	67	36	management	management	NOUN
fcis-4146	67	37	;	;	PUNCT
fcis-4146	67	38	guan	guan	PROPN
fcis-4146	67	39	discussed	discuss	VERB
fcis-4146	67	40	the	the	DET
fcis-4146	67	41	application	application	NOUN
fcis-4146	67	42	status	status	NOUN
fcis-4146	67	43	and	and	CCONJ
fcis-4146	67	44	impact	impact	NOUN
fcis-4146	67	45	of	of	ADP
fcis-4146	67	46	artificial	artificial	ADJ
fcis-4146	67	47	intelligence	intelligence	NOUN
fcis-4146	67	48	in	in	ADP
fcis-4146	67	49	the	the	DET
fcis-4146	67	50	financial	financial	ADJ
fcis-4146	67	51	industry	industry	NOUN
fcis-4146	67	52	,	,	PUNCT
fcis-4146	67	53	as	as	ADV
fcis-4146	67	54	well	well	ADV
fcis-4146	67	55	as	as	ADP
fcis-4146	67	56	the	the	DET
fcis-4146	67	57	future	future	ADJ
fcis-4146	67	58	needs	need	NOUN
fcis-4146	67	59	and	and	CCONJ
fcis-4146	67	60	prospects	prospect	NOUN
fcis-4146	67	61	of	of	ADP
fcis-4146	67	62	artificial	artificial	ADJ
fcis-4146	67	63	intelligence	intelligence	NOUN
fcis-4146	67	64	.	.	PUNCT
fcis-4146	68	1	in	in	ADP
fcis-4146	68	2	addition	addition	NOUN
fcis-4146	68	3	,	,	PUNCT
fcis-4146	68	4	many	many	ADJ
fcis-4146	68	5	scholars	scholar	NOUN
fcis-4146	68	6	have	have	AUX
fcis-4146	68	7	studied	study	VERB
fcis-4146	68	8	the	the	DET
fcis-4146	68	9	application	application	NOUN
fcis-4146	68	10	of	of	ADP
fcis-4146	68	11	ai	ai	NOUN
fcis-4146	68	12	to	to	ADP
fcis-4146	68	13	other	other	ADJ
fcis-4146	68	14	aspects	aspect	NOUN
fcis-4146	68	15	,	,	PUNCT
fcis-4146	68	16	such	such	ADJ
fcis-4146	68	17	as	as	ADP
fcis-4146	68	18	the	the	DET
fcis-4146	68	19	research	research	NOUN
fcis-4146	68	20	on	on	ADP
fcis-4146	68	21	the	the	DET
fcis-4146	68	22	innovation	innovation	NOUN
fcis-4146	68	23	of	of	ADP
fcis-4146	68	24	the	the	DET
fcis-4146	68	25	72	72	NUM
fcis-4146	68	26	"	"	PUNCT
fcis-4146	68	27	smart	smart	ADJ
fcis-4146	68	28	finance	finance	NOUN
fcis-4146	68	29	"	"	PUNCT
fcis-4146	68	30	model	model	NOUN
fcis-4146	68	31	in	in	ADP
fcis-4146	68	32	the	the	DET
fcis-4146	68	33	era	era	NOUN
fcis-4146	68	34	of	of	ADP
fcis-4146	68	35	ai	ai	NOUN
fcis-4146	68	36	,	,	PUNCT
fcis-4146	68	37	the	the	DET
fcis-4146	68	38	research	research	NOUN
fcis-4146	68	39	on	on	ADP
fcis-4146	68	40	the	the	DET
fcis-4146	68	41	application	application	NOUN
fcis-4146	68	42	of	of	ADP
fcis-4146	68	43	ai	ai	NOUN
fcis-4146	68	44	in	in	ADP
fcis-4146	68	45	banking	banking	NOUN
fcis-4146	68	46	and	and	CCONJ
fcis-4146	68	47	securities	security	NOUN
fcis-4146	68	48	investment	investment	NOUN
fcis-4146	68	49	,	,	PUNCT
fcis-4146	68	50	and	and	CCONJ
fcis-4146	68	51	the	the	DET
fcis-4146	68	52	research	research	NOUN
fcis-4146	68	53	on	on	ADP
fcis-4146	68	54	enabling	enable	VERB
fcis-4146	68	55	inclusive	inclusive	ADJ
fcis-4146	68	56	finance	finance	NOUN
fcis-4146	68	57	ai	ai	VERB
fcis-4146	68	58	is	be	AUX
fcis-4146	68	59	still	still	ADV
fcis-4146	68	60	in	in	ADP
fcis-4146	68	61	the	the	DET
fcis-4146	68	62	early	early	ADJ
fcis-4146	68	63	stage	stage	NOUN
fcis-4146	68	64	of	of	ADP
fcis-4146	68	65	development	development	NOUN
fcis-4146	68	66	in	in	ADP
fcis-4146	68	67	the	the	DET
fcis-4146	68	68	financial	financial	ADJ
fcis-4146	68	69	field	field	NOUN
fcis-4146	68	70	;	;	PUNCT
fcis-4146	68	71	many	many	ADJ
fcis-4146	68	72	aspects	aspect	NOUN
fcis-4146	68	73	can	can	AUX
fcis-4146	68	74	develop	develop	VERB
fcis-4146	68	75	potential	potential	ADJ
fcis-4146	68	76	,	,	PUNCT
fcis-4146	68	77	make	make	VERB
fcis-4146	68	78	rational	rational	ADJ
fcis-4146	68	79	use	use	NOUN
fcis-4146	68	80	of	of	ADP
fcis-4146	68	81	ai	ai	NOUN
fcis-4146	68	82	,	,	PUNCT
fcis-4146	68	83	and	and	CCONJ
fcis-4146	68	84	achieve	achieve	VERB
fcis-4146	68	85	intellectualization	intellectualization	NOUN
fcis-4146	68	86	.	.	PUNCT
fcis-4146	69	1	in	in	ADP
fcis-4146	69	2	the	the	DET
fcis-4146	69	3	application	application	NOUN
fcis-4146	69	4	of	of	ADP
fcis-4146	69	5	the	the	DET
fcis-4146	69	6	financial	financial	ADJ
fcis-4146	69	7	field	field	NOUN
fcis-4146	69	8	,	,	PUNCT
fcis-4146	69	9	handwritten	handwritten	ADJ
fcis-4146	69	10	digit	digit	NOUN
fcis-4146	69	11	recognition	recognition	NOUN
fcis-4146	69	12	technology	technology	NOUN
fcis-4146	69	13	has	have	VERB
fcis-4146	69	14	high	high	ADJ
fcis-4146	69	15	requirements	requirement	NOUN
fcis-4146	69	16	.	.	PUNCT
fcis-4146	70	1	the	the	DET
fcis-4146	70	2	accuracy	accuracy	NOUN
fcis-4146	70	3	of	of	ADP
fcis-4146	70	4	model	model	NOUN
fcis-4146	70	5	results	result	NOUN
fcis-4146	70	6	,	,	PUNCT
fcis-4146	70	7	recognition	recognition	NOUN
fcis-4146	70	8	rate	rate	NOUN
fcis-4146	70	9	,	,	PUNCT
fcis-4146	70	10	and	and	CCONJ
fcis-4146	70	11	speed	speed	NOUN
fcis-4146	70	12	will	will	AUX
fcis-4146	70	13	determine	determine	VERB
fcis-4146	70	14	the	the	DET
fcis-4146	70	15	risk	risk	NOUN
fcis-4146	70	16	level	level	NOUN
fcis-4146	70	17	of	of	ADP
fcis-4146	70	18	machine	machine	NOUN
fcis-4146	70	19	handwritten	handwritten	ADJ
fcis-4146	70	20	digit	digit	NOUN
fcis-4146	70	21	recognition	recognition	NOUN
fcis-4146	70	22	.	.	PUNCT
fcis-4146	71	1	many	many	ADJ
fcis-4146	71	2	scholars	scholar	NOUN
fcis-4146	71	3	at	at	ADP
fcis-4146	71	4	home	home	ADV
fcis-4146	71	5	and	and	CCONJ
fcis-4146	71	6	abroad	abroad	ADV
fcis-4146	71	7	have	have	AUX
fcis-4146	71	8	conducted	conduct	VERB
fcis-4146	71	9	in	in	ADP
fcis-4146	71	10	-	-	PUNCT
fcis-4146	71	11	depth	depth	NOUN
fcis-4146	71	12	research	research	NOUN
fcis-4146	71	13	on	on	ADP
fcis-4146	71	14	the	the	DET
fcis-4146	71	15	application	application	NOUN
fcis-4146	71	16	of	of	ADP
fcis-4146	71	17	this	this	DET
fcis-4146	71	18	technology	technology	NOUN
fcis-4146	71	19	in	in	ADP
fcis-4146	71	20	different	different	ADJ
fcis-4146	71	21	ways	way	NOUN
fcis-4146	71	22	and	and	CCONJ
fcis-4146	71	23	proposed	propose	VERB
fcis-4146	71	24	improvement	improvement	NOUN
fcis-4146	71	25	plans	plan	NOUN
fcis-4146	71	26	to	to	PART
fcis-4146	71	27	seek	seek	VERB
fcis-4146	71	28	the	the	DET
fcis-4146	71	29	best	good	ADJ
fcis-4146	71	30	way	way	NOUN
fcis-4146	71	31	to	to	PART
fcis-4146	71	32	improve	improve	VERB
fcis-4146	71	33	the	the	DET
fcis-4146	71	34	accuracy	accuracy	NOUN
fcis-4146	71	35	of	of	ADP
fcis-4146	71	36	the	the	DET
fcis-4146	71	37	technical	technical	ADJ
fcis-4146	71	38	model	model	NOUN
fcis-4146	71	39	.	.	PUNCT
fcis-4146	72	1	they	they	PRON
fcis-4146	72	2	found	find	VERB
fcis-4146	72	3	that	that	SCONJ
fcis-4146	72	4	machine	machine	NOUN
fcis-4146	72	5	learning	learning	NOUN
fcis-4146	72	6	and	and	CCONJ
fcis-4146	72	7	deep	deep	ADJ
fcis-4146	72	8	learning	learning	NOUN
fcis-4146	72	9	can	can	AUX
fcis-4146	72	10	not	not	PART
fcis-4146	72	11	only	only	ADV
fcis-4146	72	12	mine	mine	VERB
fcis-4146	72	13	the	the	DET
fcis-4146	72	14	potential	potential	ADJ
fcis-4146	72	15	value	value	NOUN
fcis-4146	72	16	from	from	ADP
fcis-4146	72	17	a	a	DET
fcis-4146	72	18	large	large	ADJ
fcis-4146	72	19	number	number	NOUN
fcis-4146	72	20	of	of	ADP
fcis-4146	72	21	data	datum	NOUN
fcis-4146	72	22	but	but	CCONJ
fcis-4146	72	23	also	also	ADV
fcis-4146	72	24	make	make	VERB
fcis-4146	72	25	prediction	prediction	NOUN
fcis-4146	72	26	models	model	NOUN
fcis-4146	72	27	and	and	CCONJ
fcis-4146	72	28	imitate	imitate	VERB
fcis-4146	72	29	human	human	ADJ
fcis-4146	72	30	thinking	thinking	NOUN
fcis-4146	72	31	and	and	CCONJ
fcis-4146	72	32	learning	learn	VERB
fcis-4146	72	33	to	to	PART
fcis-4146	72	34	bring	bring	VERB
fcis-4146	72	35	people	people	NOUN
fcis-4146	72	36	much	much	ADJ
fcis-4146	72	37	convenience	convenience	NOUN
fcis-4146	72	38	.	.	PUNCT
fcis-4146	73	1	therefore	therefore	ADV
fcis-4146	73	2	,	,	PUNCT
fcis-4146	73	3	the	the	DET
fcis-4146	73	4	research	research	NOUN
fcis-4146	73	5	on	on	ADP
fcis-4146	73	6	handwritten	handwritten	ADJ
fcis-4146	73	7	digit	digit	NOUN
fcis-4146	73	8	recognition	recognition	NOUN
fcis-4146	73	9	has	have	VERB
fcis-4146	73	10	some	some	DET
fcis-4146	73	11	practical	practical	ADJ
fcis-4146	73	12	value	value	NOUN
fcis-4146	73	13	.	.	PUNCT
fcis-4146	74	1	researchers	researcher	NOUN
fcis-4146	74	2	at	at	ADP
fcis-4146	74	3	home	home	ADV
fcis-4146	74	4	and	and	CCONJ
fcis-4146	74	5	abroad	abroad	ADV
fcis-4146	74	6	have	have	AUX
fcis-4146	74	7	made	make	VERB
fcis-4146	74	8	many	many	ADJ
fcis-4146	74	9	contributions	contribution	NOUN
fcis-4146	74	10	to	to	ADP
fcis-4146	74	11	the	the	DET
fcis-4146	74	12	research	research	NOUN
fcis-4146	74	13	of	of	ADP
fcis-4146	74	14	handwritten	handwritten	ADJ
fcis-4146	74	15	digit	digit	NOUN
fcis-4146	74	16	recognition	recognition	NOUN
fcis-4146	74	17	based	base	VERB
fcis-4146	74	18	on	on	ADP
fcis-4146	74	19	machine	machine	NOUN
fcis-4146	74	20	learning	learning	NOUN
fcis-4146	74	21	and	and	CCONJ
fcis-4146	74	22	depth	depth	NOUN
fcis-4146	74	23	learning	learning	NOUN
fcis-4146	74	24	.	.	PUNCT
fcis-4146	75	1	in	in	ADP
fcis-4146	75	2	the	the	DET
fcis-4146	75	3	field	field	NOUN
fcis-4146	75	4	of	of	ADP
fcis-4146	75	5	neural	neural	ADJ
fcis-4146	75	6	networks	network	NOUN
fcis-4146	75	7	,	,	PUNCT
fcis-4146	75	8	wang	wang	PROPN
fcis-4146	75	9	[	[	X
fcis-4146	75	10	10	10	NUM
fcis-4146	75	11	]	]	PUNCT
fcis-4146	75	12	designs	design	NOUN
fcis-4146	75	13	and	and	CCONJ
fcis-4146	75	14	applies	apply	VERB
fcis-4146	75	15	the	the	DET
fcis-4146	75	16	convolutional	convolutional	ADJ
fcis-4146	75	17	neural	neural	ADJ
fcis-4146	75	18	network	network	NOUN
fcis-4146	75	19	model	model	NOUN
fcis-4146	75	20	to	to	PART
fcis-4146	75	21	handwritten	handwritten	ADJ
fcis-4146	75	22	digit	digit	NOUN
fcis-4146	75	23	recognition	recognition	NOUN
fcis-4146	75	24	and	and	CCONJ
fcis-4146	75	25	improves	improve	VERB
fcis-4146	75	26	two	two	NUM
fcis-4146	75	27	single	single	ADJ
fcis-4146	75	28	-	-	PUNCT
fcis-4146	75	29	hidden	hide	VERB
fcis-4146	75	30	layer	layer	NOUN
fcis-4146	75	31	neural	neural	ADJ
fcis-4146	75	32	network	network	NOUN
fcis-4146	75	33	training	training	NOUN
fcis-4146	75	34	algorithms	algorithm	NOUN
fcis-4146	75	35	to	to	PART
fcis-4146	75	36	obtain	obtain	VERB
fcis-4146	75	37	a	a	DET
fcis-4146	75	38	training	training	NOUN
fcis-4146	75	39	model	model	NOUN
fcis-4146	75	40	with	with	ADP
fcis-4146	75	41	excellent	excellent	ADJ
fcis-4146	75	42	performance	performance	NOUN
fcis-4146	75	43	proposes	propose	VERB
fcis-4146	75	44	to	to	PART
fcis-4146	75	45	locate	locate	VERB
fcis-4146	75	46	and	and	CCONJ
fcis-4146	75	47	recognize	recognize	VERB
fcis-4146	75	48	deformed	deform	VERB
fcis-4146	75	49	handwritten	handwritten	ADJ
fcis-4146	75	50	digits	digit	NOUN
fcis-4146	75	51	for	for	ADP
fcis-4146	75	52	correction	correction	NOUN
fcis-4146	75	53	automatically	automatically	ADV
fcis-4146	75	54	.	.	PUNCT
fcis-4146	76	1	based	base	VERB
fcis-4146	76	2	on	on	ADP
fcis-4146	76	3	different	different	ADJ
fcis-4146	76	4	directions	direction	NOUN
fcis-4146	76	5	of	of	ADP
fcis-4146	76	6	the	the	DET
fcis-4146	76	7	convolutional	convolutional	ADJ
fcis-4146	76	8	neural	neural	ADJ
fcis-4146	76	9	network	network	NOUN
fcis-4146	76	10	,	,	PUNCT
fcis-4146	76	11	xie	xie	PROPN
fcis-4146	76	12	et	et	PROPN
fcis-4146	76	13	al	al	PROPN
fcis-4146	76	14	.	.	PUNCT
fcis-4146	77	1	[	[	X
fcis-4146	77	2	11	11	NUM
fcis-4146	77	3	]	]	PUNCT
fcis-4146	77	4	also	also	ADV
fcis-4146	77	5	made	make	VERB
fcis-4146	77	6	other	other	ADJ
fcis-4146	77	7	improvements	improvement	NOUN
fcis-4146	77	8	to	to	ADP
fcis-4146	77	9	the	the	DET
fcis-4146	77	10	convolutional	convolutional	ADJ
fcis-4146	77	11	neural	neural	ADJ
fcis-4146	77	12	network	network	NOUN
fcis-4146	77	13	.	.	PUNCT
fcis-4146	78	1	they	they	PRON
fcis-4146	78	2	introduced	introduce	VERB
fcis-4146	78	3	the	the	DET
fcis-4146	78	4	inception	inception	ADJ
fcis-4146	78	5	res	re	NOUN
fcis-4146	78	6	net	net	ADJ
fcis-4146	78	7	module	module	NOUN
fcis-4146	78	8	,	,	PUNCT
fcis-4146	78	9	used	use	VERB
fcis-4146	78	10	batch	batch	NOUN
fcis-4146	78	11	-	-	PUNCT
fcis-4146	78	12	specific	specific	ADJ
fcis-4146	78	13	scaling	scaling	NOUN
fcis-4146	78	14	processing	processing	NOUN
fcis-4146	78	15	methods	method	NOUN
fcis-4146	78	16	,	,	PUNCT
fcis-4146	78	17	and	and	CCONJ
fcis-4146	78	18	reduced	reduce	VERB
fcis-4146	78	19	the	the	DET
fcis-4146	78	20	number	number	NOUN
fcis-4146	78	21	of	of	ADP
fcis-4146	78	22	convolution	convolution	NOUN
fcis-4146	78	23	cores	core	NOUN
fcis-4146	78	24	to	to	PART
fcis-4146	78	25	optimize	optimize	VERB
fcis-4146	78	26	the	the	DET
fcis-4146	78	27	final	final	ADJ
fcis-4146	78	28	model	model	NOUN
fcis-4146	78	29	accuracy	accuracy	NOUN
fcis-4146	78	30	.	.	PUNCT
fcis-4146	79	1	literature	literature	NOUN
fcis-4146	79	2	[	[	X
fcis-4146	79	3	1	1	X
fcis-4146	79	4	]	]	PUNCT
fcis-4146	79	5	put	put	VERB
fcis-4146	79	6	forward	forward	ADV
fcis-4146	79	7	a	a	DET
fcis-4146	79	8	different	different	ADJ
fcis-4146	79	9	point	point	NOUN
fcis-4146	79	10	of	of	ADP
fcis-4146	79	11	view	view	NOUN
fcis-4146	79	12	for	for	ADP
fcis-4146	79	13	handwritten	handwritten	ADJ
fcis-4146	79	14	digit	digit	NOUN
fcis-4146	79	15	recognition	recognition	NOUN
fcis-4146	79	16	realized	realize	VERB
fcis-4146	79	17	by	by	ADP
fcis-4146	79	18	the	the	DET
fcis-4146	79	19	improved	improve	VERB
fcis-4146	79	20	neural	neural	ADJ
fcis-4146	79	21	network	network	NOUN
fcis-4146	79	22	method	method	NOUN
fcis-4146	79	23	.	.	PUNCT
fcis-4146	80	1	an	an	DET
fcis-4146	80	2	elastic	elastic	ADJ
fcis-4146	80	3	bp	bp	NOUN
fcis-4146	80	4	algorithm	algorithm	NOUN
fcis-4146	80	5	based	base	VERB
fcis-4146	80	6	on	on	ADP
fcis-4146	80	7	the	the	DET
fcis-4146	80	8	matlab	matlab	PROPN
fcis-4146	80	9	platform	platform	NOUN
fcis-4146	80	10	will	will	AUX
fcis-4146	80	11	result	result	VERB
fcis-4146	80	12	in	in	ADP
fcis-4146	80	13	low	low	ADJ
fcis-4146	80	14	-	-	PUNCT
fcis-4146	80	15	noise	noise	NOUN
fcis-4146	80	16	handwritten	handwritten	ADJ
fcis-4146	80	17	digit	digit	NOUN
fcis-4146	80	18	recognition	recognition	NOUN
fcis-4146	80	19	.	.	PUNCT
fcis-4146	81	1	among	among	ADP
fcis-4146	81	2	other	other	ADJ
fcis-4146	81	3	research	research	NOUN
fcis-4146	81	4	methods	method	NOUN
fcis-4146	81	5	,	,	PUNCT
fcis-4146	81	6	hu	hu	PROPN
fcis-4146	81	7	et	et	PROPN
fcis-4146	81	8	al	al	PROPN
fcis-4146	81	9	.	.	PUNCT
fcis-4146	82	1	[	[	X
fcis-4146	82	2	9	9	NUM
fcis-4146	82	3	]	]	PUNCT
fcis-4146	82	4	improved	improve	VERB
fcis-4146	82	5	the	the	DET
fcis-4146	82	6	handwritten	handwritten	ADJ
fcis-4146	82	7	digit	digit	NOUN
fcis-4146	82	8	recognition	recognition	NOUN
fcis-4146	82	9	realized	realize	VERB
fcis-4146	82	10	by	by	ADP
fcis-4146	82	11	the	the	DET
fcis-4146	82	12	traditional	traditional	ADJ
fcis-4146	82	13	knn	knn	PROPN
fcis-4146	82	14	nearest	near	ADJ
fcis-4146	82	15	neighbor	neighbor	NOUN
fcis-4146	82	16	classification	classification	NOUN
fcis-4146	82	17	algorithm	algorithm	NOUN
fcis-4146	82	18	by	by	ADP
fcis-4146	82	19	using	use	VERB
fcis-4146	82	20	distance	distance	NOUN
fcis-4146	82	21	weight	weight	NOUN
fcis-4146	82	22	statistics	statistic	NOUN
fcis-4146	82	23	to	to	PART
fcis-4146	82	24	reduce	reduce	VERB
fcis-4146	82	25	the	the	DET
fcis-4146	82	26	time	time	NOUN
fcis-4146	82	27	and	and	CCONJ
fcis-4146	82	28	space	space	NOUN
fcis-4146	82	29	complexity	complexity	NOUN
fcis-4146	82	30	when	when	SCONJ
fcis-4146	82	31	calculating	calculate	VERB
fcis-4146	82	32	the	the	DET
fcis-4146	82	33	distance	distance	NOUN
fcis-4146	82	34	,	,	PUNCT
fcis-4146	82	35	thus	thus	ADV
fcis-4146	82	36	improving	improve	VERB
fcis-4146	82	37	the	the	DET
fcis-4146	82	38	accuracy	accuracy	NOUN
fcis-4146	82	39	of	of	ADP
fcis-4146	82	40	handwritten	handwritten	ADJ
fcis-4146	82	41	digit	digit	NOUN
fcis-4146	82	42	recognition	recognition	NOUN
fcis-4146	82	43	.	.	PUNCT
fcis-4146	83	1	in	in	ADP
fcis-4146	83	2	addition	addition	NOUN
fcis-4146	83	3	,	,	PUNCT
fcis-4146	83	4	there	there	PRON
fcis-4146	83	5	are	be	VERB
fcis-4146	83	6	also	also	ADV
fcis-4146	83	7	many	many	ADJ
fcis-4146	83	8	types	type	NOUN
fcis-4146	83	9	of	of	ADP
fcis-4146	83	10	research	research	NOUN
fcis-4146	83	11	on	on	ADP
fcis-4146	83	12	the	the	DET
fcis-4146	83	13	improvement	improvement	NOUN
fcis-4146	83	14	of	of	ADP
fcis-4146	83	15	traditional	traditional	ADJ
fcis-4146	83	16	methods	method	NOUN
fcis-4146	83	17	applied	apply	VERB
fcis-4146	83	18	to	to	ADP
fcis-4146	83	19	handwritten	handwritten	ADJ
fcis-4146	83	20	digit	digit	NOUN
fcis-4146	83	21	recognition	recognition	NOUN
fcis-4146	83	22	:	:	PUNCT
fcis-4146	83	23	handwritten	handwritten	ADJ
fcis-4146	83	24	digit	digit	NOUN
fcis-4146	83	25	recognition	recognition	NOUN
fcis-4146	83	26	method	method	NOUN
fcis-4146	83	27	based	base	VERB
fcis-4146	83	28	on	on	ADP
fcis-4146	83	29	improved	improved	ADJ
fcis-4146	83	30	c	c	NOUN
fcis-4146	83	31	-	-	PUNCT
fcis-4146	83	32	support	support	NOUN
fcis-4146	83	33	vector	vector	NOUN
fcis-4146	83	34	machine	machine	NOUN
fcis-4146	83	35	optimizes	optimize	VERB
fcis-4146	83	36	the	the	DET
fcis-4146	83	37	feature	feature	NOUN
fcis-4146	83	38	extraction	extraction	NOUN
fcis-4146	83	39	process	process	NOUN
fcis-4146	83	40	to	to	PART
fcis-4146	83	41	improve	improve	VERB
fcis-4146	83	42	accuracy	accuracy	NOUN
fcis-4146	84	1	[	[	X
fcis-4146	84	2	12	12	NUM
fcis-4146	84	3	]	]	PUNCT
fcis-4146	84	4	,	,	PUNCT
fcis-4146	84	5	and	and	CCONJ
fcis-4146	84	6	support	support	VERB
fcis-4146	84	7	vector	vector	NOUN
fcis-4146	84	8	machine	machine	NOUN
fcis-4146	84	9	tree	tree	NOUN
fcis-4146	84	10	hybrid	hybrid	ADJ
fcis-4146	84	11	learning	learning	NOUN
fcis-4146	84	12	model	model	NOUN
fcis-4146	84	13	based	base	VERB
fcis-4146	84	14	on	on	ADP
fcis-4146	84	15	the	the	DET
fcis-4146	84	16	sensitivity	sensitivity	NOUN
fcis-4146	84	17	value	value	NOUN
fcis-4146	84	18	of	of	ADP
fcis-4146	84	19	boundary	boundary	NOUN
fcis-4146	84	20	to	to	PART
fcis-4146	84	21	feature	feature	VERB
fcis-4146	84	22	selection	selection	NOUN
fcis-4146	84	23	to	to	PART
fcis-4146	84	24	improve	improve	VERB
fcis-4146	84	25	accuracy	accuracy	NOUN
fcis-4146	84	26	[	[	X
fcis-4146	84	27	18	18	NUM
fcis-4146	84	28	]	]	PUNCT
fcis-4146	84	29	.	.	PUNCT
fcis-4146	85	1	in	in	ADP
fcis-4146	85	2	the	the	DET
fcis-4146	85	3	field	field	NOUN
fcis-4146	85	4	of	of	ADP
fcis-4146	85	5	handwritten	handwritten	ADJ
fcis-4146	85	6	digit	digit	NOUN
fcis-4146	85	7	recognition	recognition	NOUN
fcis-4146	85	8	in	in	ADP
fcis-4146	85	9	finance	finance	NOUN
fcis-4146	85	10	,	,	PUNCT
fcis-4146	85	11	some	some	DET
fcis-4146	85	12	pioneers	pioneer	NOUN
fcis-4146	85	13	have	have	AUX
fcis-4146	85	14	done	do	VERB
fcis-4146	85	15	relevant	relevant	ADJ
fcis-4146	85	16	research	research	NOUN
fcis-4146	85	17	on	on	ADP
fcis-4146	85	18	handwritten	handwritten	ADJ
fcis-4146	85	19	digit	digit	NOUN
fcis-4146	85	20	recognition	recognition	NOUN
fcis-4146	85	21	.	.	PUNCT
fcis-4146	86	1	zhang	zhang	PROPN
fcis-4146	87	1	[	[	X
fcis-4146	87	2	19	19	NUM
fcis-4146	87	3	]	]	PUNCT
fcis-4146	87	4	applied	apply	VERB
fcis-4146	87	5	handwritten	handwritten	ADJ
fcis-4146	87	6	digit	digit	NOUN
fcis-4146	87	7	recognition	recognition	NOUN
fcis-4146	87	8	to	to	ADP
fcis-4146	87	9	the	the	DET
fcis-4146	87	10	layout	layout	ADJ
fcis-4146	87	11	analysis	analysis	NOUN
fcis-4146	87	12	of	of	ADP
fcis-4146	87	13	financial	financial	ADJ
fcis-4146	87	14	instruments	instrument	NOUN
fcis-4146	87	15	,	,	PUNCT
fcis-4146	87	16	compared	compare	VERB
fcis-4146	87	17	the	the	DET
fcis-4146	87	18	topological	topological	ADJ
fcis-4146	87	19	structure	structure	NOUN
fcis-4146	87	20	-	-	PUNCT
fcis-4146	87	21	based	base	VERB
fcis-4146	87	22	method	method	NOUN
fcis-4146	87	23	of	of	ADP
fcis-4146	87	24	handwritten	handwritten	ADJ
fcis-4146	87	25	digit	digit	NOUN
fcis-4146	87	26	recognition	recognition	NOUN
fcis-4146	87	27	with	with	ADP
fcis-4146	87	28	the	the	DET
fcis-4146	87	29	process	process	NOUN
fcis-4146	87	30	based	base	VERB
fcis-4146	87	31	on	on	ADP
fcis-4146	87	32	contour	contour	NOUN
fcis-4146	87	33	segmentation	segmentation	NOUN
fcis-4146	87	34	,	,	PUNCT
fcis-4146	87	35	and	and	CCONJ
fcis-4146	87	36	then	then	ADV
fcis-4146	87	37	improved	improve	VERB
fcis-4146	87	38	the	the	DET
fcis-4146	87	39	existing	exist	VERB
fcis-4146	87	40	handwritten	handwritten	ADJ
fcis-4146	87	41	digit	digit	NOUN
fcis-4146	87	42	recognition	recognition	NOUN
fcis-4146	87	43	model	model	NOUN
fcis-4146	87	44	using	use	VERB
fcis-4146	87	45	multiple	multiple	ADJ
fcis-4146	87	46	classifier	classifier	NOUN
fcis-4146	87	47	technology	technology	NOUN
fcis-4146	87	48	to	to	PART
fcis-4146	87	49	optimize	optimize	VERB
fcis-4146	87	50	the	the	DET
fcis-4146	87	51	processing	processing	NOUN
fcis-4146	87	52	system	system	NOUN
fcis-4146	87	53	of	of	ADP
fcis-4146	87	54	financial	financial	ADJ
fcis-4146	87	55	instruments	instrument	NOUN
fcis-4146	87	56	.	.	PUNCT
fcis-4146	88	1	in	in	ADP
fcis-4146	88	2	addition	addition	NOUN
fcis-4146	88	3	,	,	PUNCT
fcis-4146	88	4	lu	lu	PROPN
fcis-4146	88	5	et	et	PROPN
fcis-4146	88	6	al	al	PROPN
fcis-4146	88	7	.	.	PROPN
fcis-4146	88	8	used	use	VERB
fcis-4146	88	9	the	the	DET
fcis-4146	88	10	improved	improved	ADJ
fcis-4146	88	11	bp	bp	PROPN
fcis-4146	88	12	algorithm	algorithm	NOUN
fcis-4146	88	13	of	of	ADP
fcis-4146	88	14	a	a	DET
fcis-4146	88	15	neural	neural	ADJ
fcis-4146	88	16	network	network	NOUN
fcis-4146	88	17	to	to	PART
fcis-4146	88	18	solve	solve	VERB
fcis-4146	88	19	the	the	DET
fcis-4146	88	20	problem	problem	NOUN
fcis-4146	88	21	of	of	ADP
fcis-4146	88	22	handwritten	handwritten	ADJ
fcis-4146	88	23	digit	digit	NOUN
fcis-4146	88	24	feature	feature	NOUN
fcis-4146	88	25	recognition	recognition	NOUN
fcis-4146	88	26	in	in	ADP
fcis-4146	88	27	financial	financial	ADJ
fcis-4146	88	28	bills	bill	NOUN
fcis-4146	88	29	.	.	PUNCT
fcis-4146	89	1	finally	finally	ADV
fcis-4146	89	2	,	,	PUNCT
fcis-4146	89	3	the	the	DET
fcis-4146	89	4	results	result	NOUN
fcis-4146	89	5	obtained	obtain	VERB
fcis-4146	89	6	a	a	DET
fcis-4146	89	7	relatively	relatively	ADV
fcis-4146	89	8	good	good	ADJ
fcis-4146	89	9	recognition	recognition	NOUN
fcis-4146	89	10	effect	effect	NOUN
fcis-4146	89	11	.	.	PUNCT
fcis-4146	90	1	in	in	ADP
fcis-4146	90	2	this	this	DET
fcis-4146	90	3	paper	paper	NOUN
fcis-4146	90	4	,	,	PUNCT
fcis-4146	90	5	we	we	PRON
fcis-4146	90	6	will	will	AUX
fcis-4146	90	7	use	use	VERB
fcis-4146	90	8	the	the	DET
fcis-4146	90	9	depth	depth	NOUN
fcis-4146	90	10	learning	learning	NOUN
fcis-4146	90	11	method	method	NOUN
fcis-4146	90	12	to	to	PART
fcis-4146	90	13	compare	compare	VERB
fcis-4146	90	14	the	the	DET
fcis-4146	90	15	research	research	NOUN
fcis-4146	90	16	schemes	scheme	NOUN
fcis-4146	90	17	after	after	ADP
fcis-4146	90	18	different	different	ADJ
fcis-4146	90	19	improved	improved	ADJ
fcis-4146	90	20	parameters	parameter	NOUN
fcis-4146	90	21	,	,	PUNCT
fcis-4146	90	22	apply	apply	VERB
fcis-4146	90	23	various	various	ADJ
fcis-4146	90	24	techniques	technique	NOUN
fcis-4146	90	25	to	to	PART
fcis-4146	90	26	handwritten	handwritten	VERB
fcis-4146	90	27	digit	digit	NOUN
fcis-4146	90	28	recognition	recognition	NOUN
fcis-4146	90	29	in	in	ADP
fcis-4146	90	30	finance	finance	NOUN
fcis-4146	90	31	,	,	PUNCT
fcis-4146	90	32	and	and	CCONJ
fcis-4146	90	33	explain	explain	VERB
fcis-4146	90	34	.	.	PUNCT
fcis-4146	91	1	after	after	ADP
fcis-4146	91	2	many	many	ADJ
fcis-4146	91	3	experiments	experiment	NOUN
fcis-4146	91	4	,	,	PUNCT
fcis-4146	91	5	we	we	PRON
fcis-4146	91	6	can	can	AUX
fcis-4146	91	7	get	get	VERB
fcis-4146	91	8	a	a	DET
fcis-4146	91	9	better	well	ADJ
fcis-4146	91	10	recognition	recognition	NOUN
fcis-4146	91	11	model	model	NOUN
fcis-4146	91	12	and	and	CCONJ
fcis-4146	91	13	accuracy	accuracy	NOUN
fcis-4146	91	14	and	and	CCONJ
fcis-4146	91	15	a	a	DET
fcis-4146	91	16	shorter	short	ADJ
fcis-4146	91	17	recognition	recognition	NOUN
fcis-4146	91	18	time	time	NOUN
fcis-4146	91	19	,	,	PUNCT
fcis-4146	91	20	hoping	hope	VERB
fcis-4146	91	21	to	to	PART
fcis-4146	91	22	apply	apply	VERB
fcis-4146	91	23	it	it	PRON
fcis-4146	91	24	to	to	ADP
fcis-4146	91	25	the	the	DET
fcis-4146	91	26	financial	financial	ADJ
fcis-4146	91	27	field	field	NOUN
fcis-4146	91	28	with	with	ADP
fcis-4146	91	29	the	the	DET
fcis-4146	91	30	best	good	ADJ
fcis-4146	91	31	model	model	NOUN
fcis-4146	91	32	performance	performance	NOUN
fcis-4146	91	33	.	.	PUNCT
fcis-4146	92	1	3	3	X
fcis-4146	92	2	.	.	X
fcis-4146	92	3	experiment	experiment	NOUN
fcis-4146	92	4	this	this	DET
fcis-4146	92	5	paper	paper	NOUN
fcis-4146	92	6	introduces	introduce	VERB
fcis-4146	92	7	the	the	DET
fcis-4146	92	8	static	static	ADJ
fcis-4146	92	9	and	and	CCONJ
fcis-4146	92	10	dynamic	dynamic	ADJ
fcis-4146	92	11	attributes	attribute	NOUN
fcis-4146	92	12	of	of	ADP
fcis-4146	92	13	the	the	DET
fcis-4146	92	14	data	datum	NOUN
fcis-4146	92	15	set	set	VERB
fcis-4146	92	16	,	,	PUNCT
fcis-4146	92	17	as	as	ADV
fcis-4146	92	18	well	well	ADV
fcis-4146	92	19	as	as	ADP
fcis-4146	92	20	the	the	DET
fcis-4146	92	21	table	table	NOUN
fcis-4146	92	22	description	description	NOUN
fcis-4146	92	23	and	and	CCONJ
fcis-4146	92	24	network	network	NOUN
fcis-4146	92	25	structure	structure	NOUN
fcis-4146	92	26	description	description	NOUN
fcis-4146	92	27	of	of	ADP
fcis-4146	92	28	the	the	DET
fcis-4146	92	29	data	datum	NOUN
fcis-4146	92	30	set	set	VERB
fcis-4146	92	31	.	.	PUNCT
fcis-4146	93	1	the	the	DET
fcis-4146	93	2	experiment	experiment	NOUN
fcis-4146	93	3	is	be	AUX
fcis-4146	93	4	based	base	VERB
fcis-4146	93	5	on	on	ADP
fcis-4146	93	6	the	the	DET
fcis-4146	93	7	design	design	NOUN
fcis-4146	93	8	of	of	ADP
fcis-4146	93	9	a	a	DET
fcis-4146	93	10	handwritten	handwritten	ADJ
fcis-4146	93	11	digit	digit	NOUN
fcis-4146	93	12	recognition	recognition	NOUN
fcis-4146	93	13	model	model	NOUN
fcis-4146	93	14	of	of	ADP
fcis-4146	93	15	a	a	DET
fcis-4146	93	16	neural	neural	ADJ
fcis-4146	93	17	network	network	NOUN
fcis-4146	93	18	object	object	NOUN
fcis-4146	93	19	.	.	PUNCT
fcis-4146	94	1	it	it	PRON
fcis-4146	94	2	uses	use	VERB
fcis-4146	94	3	the	the	DET
fcis-4146	94	4	control	control	NOUN
fcis-4146	94	5	variable	variable	ADJ
fcis-4146	94	6	method	method	NOUN
fcis-4146	94	7	to	to	PART
fcis-4146	94	8	preliminarily	preliminarily	ADV
fcis-4146	94	9	explore	explore	VERB
fcis-4146	94	10	the	the	DET
fcis-4146	94	11	impact	impact	NOUN
fcis-4146	94	12	of	of	ADP
fcis-4146	94	13	learning	learn	VERB
fcis-4146	94	14	rate	rate	NOUN
fcis-4146	94	15	and	and	CCONJ
fcis-4146	94	16	rounds	round	NOUN
fcis-4146	94	17	on	on	ADP
fcis-4146	94	18	the	the	DET
fcis-4146	94	19	optimal	optimal	ADJ
fcis-4146	94	20	accuracy	accuracy	NOUN
fcis-4146	94	21	rate	rate	NOUN
fcis-4146	94	22	to	to	PART
fcis-4146	94	23	optimize	optimize	VERB
fcis-4146	94	24	the	the	DET
fcis-4146	94	25	final	final	ADJ
fcis-4146	94	26	recognition	recognition	NOUN
fcis-4146	94	27	effect	effect	NOUN
fcis-4146	94	28	.	.	PUNCT
fcis-4146	95	1	3.1	3.1	NUM
fcis-4146	95	2	.	.	PUNCT
fcis-4146	95	3	introduction	introduction	NOUN
fcis-4146	95	4	to	to	ADP
fcis-4146	95	5	static	static	ADJ
fcis-4146	95	6	and	and	CCONJ
fcis-4146	95	7	dynamic	dynamic	ADJ
fcis-4146	95	8	attributes	attribute	NOUN
fcis-4146	95	9	of	of	ADP
fcis-4146	95	10	datasets	dataset	NOUN
fcis-4146	95	11	the	the	DET
fcis-4146	95	12	static	static	ADJ
fcis-4146	95	13	attributes	attribute	NOUN
fcis-4146	95	14	of	of	ADP
fcis-4146	95	15	a	a	DET
fcis-4146	95	16	dataset	dataset	ADJ
fcis-4146	95	17	refer	refer	NOUN
fcis-4146	95	18	to	to	ADP
fcis-4146	95	19	the	the	DET
fcis-4146	95	20	unchanging	unchanging	ADJ
fcis-4146	95	21	file	file	NOUN
fcis-4146	95	22	attributes	attribute	NOUN
fcis-4146	95	23	collected	collect	VERB
fcis-4146	95	24	under	under	ADP
fcis-4146	95	25	different	different	ADJ
fcis-4146	95	26	requests	request	NOUN
fcis-4146	95	27	;	;	PUNCT
fcis-4146	95	28	furthermore	furthermore	ADV
fcis-4146	95	29	,	,	PUNCT
fcis-4146	95	30	generally	generally	ADV
fcis-4146	95	31	do	do	AUX
fcis-4146	95	32	not	not	PART
fcis-4146	95	33	change	change	VERB
fcis-4146	95	34	with	with	ADP
fcis-4146	95	35	access	access	NOUN
fcis-4146	95	36	.	.	PUNCT
fcis-4146	96	1	the	the	DET
fcis-4146	96	2	key	key	NOUN
fcis-4146	96	3	to	to	ADP
fcis-4146	96	4	judging	judge	VERB
fcis-4146	96	5	a	a	DET
fcis-4146	96	6	dataset	dataset	NOUN
fcis-4146	96	7	's	's	PART
fcis-4146	96	8	static	static	ADJ
fcis-4146	96	9	attributes	attribute	NOUN
fcis-4146	96	10	is	be	AUX
fcis-4146	96	11	determined	determine	VERB
fcis-4146	96	12	by	by	ADP
fcis-4146	96	13	factors	factor	NOUN
fcis-4146	96	14	such	such	ADJ
fcis-4146	96	15	as	as	ADP
fcis-4146	96	16	the	the	DET
fcis-4146	96	17	fixed	fix	VERB
fcis-4146	96	18	time	time	NOUN
fcis-4146	96	19	of	of	ADP
fcis-4146	96	20	the	the	DET
fcis-4146	96	21	dataset	dataset	NOUN
fcis-4146	96	22	attributes	attribute	NOUN
fcis-4146	96	23	,	,	PUNCT
fcis-4146	96	24	whether	whether	SCONJ
fcis-4146	96	25	they	they	PRON
fcis-4146	96	26	are	be	AUX
fcis-4146	96	27	updated	update	VERB
fcis-4146	96	28	regularly	regularly	ADV
fcis-4146	96	29	,	,	PUNCT
fcis-4146	96	30	and	and	CCONJ
fcis-4146	96	31	whether	whether	SCONJ
fcis-4146	96	32	they	they	PRON
fcis-4146	96	33	are	be	AUX
fcis-4146	96	34	valid	valid	ADJ
fcis-4146	96	35	.	.	PUNCT
fcis-4146	97	1	it	it	PRON
fcis-4146	97	2	can	can	AUX
fcis-4146	97	3	better	well	ADV
fcis-4146	97	4	reflect	reflect	VERB
fcis-4146	97	5	the	the	DET
fcis-4146	97	6	reference	reference	NOUN
fcis-4146	97	7	value	value	NOUN
fcis-4146	97	8	and	and	CCONJ
fcis-4146	97	9	specific	specific	ADJ
fcis-4146	97	10	data	datum	NOUN
fcis-4146	97	11	set	set	VERB
fcis-4146	97	12	attribute	attribute	NOUN
fcis-4146	97	13	time	time	NOUN
fcis-4146	97	14	points	point	NOUN
fcis-4146	97	15	.	.	PUNCT
fcis-4146	98	1	although	although	SCONJ
fcis-4146	98	2	static	static	ADJ
fcis-4146	98	3	attributes	attribute	NOUN
fcis-4146	98	4	have	have	VERB
fcis-4146	98	5	good	good	ADJ
fcis-4146	98	6	stability	stability	NOUN
fcis-4146	98	7	,	,	PUNCT
fcis-4146	98	8	their	their	PRON
fcis-4146	98	9	value	value	NOUN
fcis-4146	98	10	is	be	AUX
fcis-4146	98	11	single	single	ADJ
fcis-4146	98	12	and	and	CCONJ
fcis-4146	98	13	limited	limited	ADJ
fcis-4146	98	14	.	.	PUNCT
fcis-4146	99	1	the	the	DET
fcis-4146	99	2	dynamic	dynamic	ADJ
fcis-4146	99	3	attribute	attribute	NOUN
fcis-4146	99	4	of	of	ADP
fcis-4146	99	5	a	a	DET
fcis-4146	99	6	dataset	dataset	NOUN
fcis-4146	99	7	refers	refer	VERB
fcis-4146	99	8	to	to	ADP
fcis-4146	99	9	the	the	DET
fcis-4146	99	10	changed	change	VERB
fcis-4146	99	11	file	file	NOUN
fcis-4146	99	12	attributes	attribute	NOUN
fcis-4146	99	13	collected	collect	VERB
fcis-4146	99	14	under	under	ADP
fcis-4146	99	15	different	different	ADJ
fcis-4146	99	16	requests	request	NOUN
fcis-4146	99	17	.	.	PUNCT
fcis-4146	100	1	this	this	PRON
fcis-4146	100	2	indicates	indicate	VERB
fcis-4146	100	3	that	that	SCONJ
fcis-4146	100	4	the	the	DET
fcis-4146	100	5	dataset	dataset	NOUN
fcis-4146	100	6	's	's	PART
fcis-4146	100	7	characteristics	characteristic	NOUN
fcis-4146	100	8	can	can	AUX
fcis-4146	100	9	be	be	AUX
fcis-4146	100	10	updated	update	VERB
fcis-4146	100	11	at	at	ADP
fcis-4146	100	12	any	any	DET
fcis-4146	100	13	time	time	NOUN
fcis-4146	100	14	,	,	PUNCT
fcis-4146	100	15	and	and	CCONJ
fcis-4146	100	16	the	the	DET
fcis-4146	100	17	latest	late	ADJ
fcis-4146	100	18	dynamic	dynamic	ADJ
fcis-4146	100	19	dataset	dataset	NOUN
fcis-4146	100	20	attributes	attribute	NOUN
fcis-4146	100	21	can	can	AUX
fcis-4146	100	22	be	be	AUX
fcis-4146	100	23	displayed	display	VERB
fcis-4146	100	24	as	as	ADP
fcis-4146	100	25	required	require	VERB
fcis-4146	100	26	,	,	PUNCT
fcis-4146	100	27	which	which	PRON
fcis-4146	100	28	has	have	VERB
fcis-4146	100	29	real	real	ADJ
fcis-4146	100	30	-	-	PUNCT
fcis-4146	100	31	time	time	NOUN
fcis-4146	100	32	value	value	NOUN
fcis-4146	100	33	.	.	PUNCT
fcis-4146	101	1	however	however	ADV
fcis-4146	101	2	,	,	PUNCT
fcis-4146	101	3	collecting	collect	VERB
fcis-4146	101	4	the	the	DET
fcis-4146	101	5	newest	new	ADJ
fcis-4146	101	6	dataset	dataset	VERB
fcis-4146	101	7	attributes	attribute	NOUN
fcis-4146	101	8	requires	require	VERB
fcis-4146	101	9	costs	cost	NOUN
fcis-4146	101	10	.	.	PUNCT
fcis-4146	102	1	furthermore	furthermore	ADV
fcis-4146	102	2	,	,	PUNCT
fcis-4146	102	3	the	the	DET
fcis-4146	102	4	value	value	NOUN
fcis-4146	102	5	of	of	ADP
fcis-4146	102	6	dynamic	dynamic	ADJ
fcis-4146	102	7	characteristics	characteristic	NOUN
fcis-4146	102	8	is	be	AUX
fcis-4146	102	9	less	less	ADV
fcis-4146	102	10	trusted	trust	VERB
fcis-4146	102	11	than	than	ADP
fcis-4146	102	12	that	that	PRON
fcis-4146	102	13	of	of	ADP
fcis-4146	102	14	static	static	ADJ
fcis-4146	102	15	data	datum	NOUN
fcis-4146	102	16	.	.	PUNCT
fcis-4146	103	1	the	the	DET
fcis-4146	103	2	static	static	ADJ
fcis-4146	103	3	attribute	attribute	NOUN
fcis-4146	103	4	of	of	ADP
fcis-4146	103	5	the	the	DET
fcis-4146	103	6	dataset	dataset	NOUN
fcis-4146	103	7	is	be	AUX
fcis-4146	103	8	the	the	DET
fcis-4146	103	9	mainstream	mainstream	NOUN
fcis-4146	103	10	of	of	ADP
fcis-4146	103	11	machine	machine	NOUN
fcis-4146	103	12	learning	learning	NOUN
fcis-4146	103	13	.	.	PUNCT
fcis-4146	104	1	this	this	DET
fcis-4146	104	2	paper	paper	NOUN
fcis-4146	104	3	’s	’s	PART
fcis-4146	104	4	static	static	ADJ
fcis-4146	104	5	quality	quality	NOUN
fcis-4146	104	6	of	of	ADP
fcis-4146	104	7	handwritten	handwritten	ADJ
fcis-4146	104	8	digit	digit	NOUN
fcis-4146	104	9	recognition	recognition	NOUN
fcis-4146	104	10	is	be	AUX
fcis-4146	104	11	arabic	arabic	ADJ
fcis-4146	104	12	numerals	numeral	NOUN
fcis-4146	104	13	.	.	PUNCT
fcis-4146	105	1	in	in	ADP
fcis-4146	105	2	addition	addition	NOUN
fcis-4146	105	3	,	,	PUNCT
fcis-4146	105	4	the	the	DET
fcis-4146	105	5	dynamic	dynamic	ADJ
fcis-4146	105	6	characteristics	characteristic	NOUN
fcis-4146	105	7	of	of	ADP
fcis-4146	105	8	data	datum	NOUN
fcis-4146	105	9	sets	set	NOUN
fcis-4146	105	10	also	also	ADV
fcis-4146	105	11	have	have	VERB
fcis-4146	105	12	some	some	DET
fcis-4146	105	13	value	value	NOUN
fcis-4146	105	14	,	,	PUNCT
fcis-4146	105	15	even	even	ADV
fcis-4146	105	16	above	above	ADP
fcis-4146	105	17	the	the	DET
fcis-4146	105	18	fixed	fix	VERB
fcis-4146	105	19	points	point	NOUN
fcis-4146	105	20	,	,	PUNCT
fcis-4146	105	21	in	in	ADP
fcis-4146	105	22	which	which	PRON
fcis-4146	105	23	the	the	DET
fcis-4146	105	24	features	feature	NOUN
fcis-4146	105	25	and	and	CCONJ
fcis-4146	105	26	symbols	symbol	NOUN
fcis-4146	105	27	of	of	ADP
fcis-4146	105	28	numbers	number	NOUN
fcis-4146	105	29	are	be	AUX
fcis-4146	105	30	dynamic	dynamic	ADJ
fcis-4146	105	31	attributes	attribute	NOUN
fcis-4146	105	32	of	of	ADP
fcis-4146	105	33	handwritten	handwritten	ADJ
fcis-4146	105	34	digit	digit	NOUN
fcis-4146	105	35	recognition	recognition	NOUN
fcis-4146	105	36	.	.	PUNCT
fcis-4146	106	1	3.2	3.2	NUM
fcis-4146	106	2	.	.	PUNCT
fcis-4146	106	3	dataset	dataset	ADJ
fcis-4146	106	4	table	table	NOUN
fcis-4146	106	5	description	description	NOUN
fcis-4146	106	6	table	table	NOUN
fcis-4146	106	7	1	1	NUM
fcis-4146	106	8	shows	show	VERB
fcis-4146	106	9	the	the	DET
fcis-4146	106	10	distribution	distribution	NOUN
fcis-4146	106	11	of	of	ADP
fcis-4146	106	12	the	the	DET
fcis-4146	106	13	ten	ten	NUM
fcis-4146	106	14	numbers	number	NOUN
fcis-4146	106	15	0	0	NUM
fcis-4146	106	16	to	to	ADP
fcis-4146	106	17	9	9	NUM
fcis-4146	106	18	in	in	ADP
fcis-4146	106	19	the	the	DET
fcis-4146	106	20	training	training	NOUN
fcis-4146	106	21	and	and	CCONJ
fcis-4146	106	22	test	test	NOUN
fcis-4146	106	23	sets	set	NOUN
fcis-4146	106	24	,	,	PUNCT
fcis-4146	106	25	respectively	respectively	ADV
fcis-4146	106	26	.	.	PUNCT
fcis-4146	107	1	the	the	DET
fcis-4146	107	2	total	total	ADJ
fcis-4146	107	3	number	number	NOUN
fcis-4146	107	4	of	of	ADP
fcis-4146	107	5	samples	sample	NOUN
fcis-4146	107	6	is	be	AUX
fcis-4146	107	7	60000	60000	NUM
fcis-4146	107	8	.	.	PUNCT
fcis-4146	108	1	it	it	PRON
fcis-4146	108	2	can	can	AUX
fcis-4146	108	3	be	be	AUX
fcis-4146	108	4	observed	observe	VERB
fcis-4146	108	5	that	that	SCONJ
fcis-4146	108	6	the	the	DET
fcis-4146	108	7	distribution	distribution	NOUN
fcis-4146	108	8	proportion	proportion	NOUN
fcis-4146	108	9	of	of	ADP
fcis-4146	108	10	the	the	DET
fcis-4146	108	11	ten	ten	NUM
fcis-4146	108	12	numbers	number	NOUN
fcis-4146	108	13	is	be	AUX
fcis-4146	108	14	relatively	relatively	ADV
fcis-4146	108	15	balanced	balanced	ADJ
fcis-4146	108	16	.	.	PUNCT
fcis-4146	109	1	at	at	ADP
fcis-4146	109	2	the	the	DET
fcis-4146	109	3	same	same	ADJ
fcis-4146	109	4	time	time	NOUN
fcis-4146	109	5	,	,	PUNCT
fcis-4146	109	6	it	it	PRON
fcis-4146	109	7	also	also	ADV
fcis-4146	109	8	shows	show	VERB
fcis-4146	109	9	the	the	DET
fcis-4146	109	10	comparison	comparison	NOUN
fcis-4146	109	11	between	between	ADP
fcis-4146	109	12	the	the	DET
fcis-4146	109	13	number	number	NOUN
fcis-4146	109	14	of	of	ADP
fcis-4146	109	15	training	training	NOUN
fcis-4146	109	16	sets	set	NOUN
fcis-4146	109	17	and	and	CCONJ
fcis-4146	109	18	the	the	DET
fcis-4146	109	19	number	number	NOUN
fcis-4146	109	20	of	of	ADP
fcis-4146	109	21	test	test	NOUN
fcis-4146	109	22	sets	set	NOUN
fcis-4146	109	23	for	for	ADP
fcis-4146	109	24	each	each	DET
fcis-4146	109	25	number	number	NOUN
fcis-4146	109	26	,	,	PUNCT
fcis-4146	109	27	as	as	ADV
fcis-4146	109	28	well	well	ADV
fcis-4146	109	29	as	as	ADP
fcis-4146	109	30	the	the	DET
fcis-4146	109	31	digital	digital	ADJ
fcis-4146	109	32	visualization	visualization	NOUN
fcis-4146	109	33	results	result	NOUN
fcis-4146	109	34	and	and	CCONJ
fcis-4146	109	35	data	datum	NOUN
fcis-4146	109	36	set	set	VERB
fcis-4146	109	37	sources	source	NOUN
fcis-4146	109	38	.	.	PUNCT
fcis-4146	110	1	3.3	3.3	NUM
fcis-4146	110	2	.	.	PUNCT
fcis-4146	111	1	network	network	NOUN
fcis-4146	111	2	structure	structure	NOUN
fcis-4146	111	3	description	description	NOUN
fcis-4146	111	4	this	this	DET
fcis-4146	111	5	paper	paper	NOUN
fcis-4146	111	6	uses	use	VERB
fcis-4146	111	7	the	the	DET
fcis-4146	111	8	neural	neural	ADJ
fcis-4146	111	9	network	network	NOUN
fcis-4146	111	10	model	model	NOUN
fcis-4146	111	11	to	to	PART
fcis-4146	111	12	extract	extract	VERB
fcis-4146	111	13	features	feature	NOUN
fcis-4146	111	14	and	and	CCONJ
fcis-4146	111	15	try	try	VERB
fcis-4146	111	16	various	various	ADJ
fcis-4146	111	17	architectures	architecture	NOUN
fcis-4146	111	18	.	.	PUNCT
fcis-4146	112	1	for	for	ADP
fcis-4146	112	2	a	a	DET
fcis-4146	112	3	more	more	ADV
fcis-4146	112	4	intuitive	intuitive	ADJ
fcis-4146	112	5	display	display	NOUN
fcis-4146	112	6	,	,	PUNCT
fcis-4146	112	7	figure	figure	NOUN
fcis-4146	112	8	4	4	NUM
fcis-4146	112	9	visualizes	visualize	VERB
fcis-4146	112	10	the	the	DET
fcis-4146	112	11	most	most	ADV
fcis-4146	112	12	basic	basic	ADJ
fcis-4146	112	13	neural	neural	ADJ
fcis-4146	112	14	network	network	NOUN
fcis-4146	112	15	structure	structure	NOUN
fcis-4146	112	16	,	,	PUNCT
fcis-4146	112	17	showing	show	VERB
fcis-4146	112	18	that	that	SCONJ
fcis-4146	112	19	this	this	DET
fcis-4146	112	20	neural	neural	ADJ
fcis-4146	112	21	network	network	NOUN
fcis-4146	112	22	has	have	VERB
fcis-4146	112	23	only	only	ADV
fcis-4146	112	24	three	three	NUM
fcis-4146	112	25	design	design	NOUN
fcis-4146	112	26	layers	layer	NOUN
fcis-4146	112	27	,	,	PUNCT
fcis-4146	112	28	including	include	VERB
fcis-4146	112	29	an	an	DET
fcis-4146	112	30	input	input	NOUN
fcis-4146	112	31	layer	layer	NOUN
fcis-4146	112	32	,	,	PUNCT
fcis-4146	112	33	a	a	DET
fcis-4146	112	34	hidden	hidden	ADJ
fcis-4146	112	35	layer	layer	NOUN
fcis-4146	112	36	,	,	PUNCT
fcis-4146	112	37	and	and	CCONJ
fcis-4146	112	38	an	an	DET
fcis-4146	112	39	output	output	NOUN
fcis-4146	112	40	layer	layer	NOUN
fcis-4146	112	41	.	.	PUNCT
fcis-4146	113	1	input	input	NOUN
fcis-4146	113	2	layer	layer	NOUN
fcis-4146	113	3	:	:	PUNCT
fcis-4146	113	4	import	import	VERB
fcis-4146	113	5	the	the	DET
fcis-4146	113	6	data	datum	NOUN
fcis-4146	113	7	you	you	PRON
fcis-4146	113	8	want	want	VERB
fcis-4146	113	9	into	into	ADP
fcis-4146	113	10	the	the	DET
fcis-4146	113	11	neural	neural	ADJ
fcis-4146	113	12	network	network	NOUN
fcis-4146	113	13	.	.	PUNCT
fcis-4146	114	1	73	73	NUM
fcis-4146	114	2	hidden	hidden	ADJ
fcis-4146	114	3	layer	layer	NOUN
fcis-4146	114	4	:	:	PUNCT
fcis-4146	114	5	it	it	PRON
fcis-4146	114	6	abstracts	abstract	VERB
fcis-4146	114	7	the	the	DET
fcis-4146	114	8	features	feature	NOUN
fcis-4146	114	9	of	of	ADP
fcis-4146	114	10	input	input	NOUN
fcis-4146	114	11	data	datum	NOUN
fcis-4146	114	12	,	,	PUNCT
fcis-4146	114	13	realizes	realize	VERB
fcis-4146	114	14	feature	feature	NOUN
fcis-4146	114	15	extraction	extraction	NOUN
fcis-4146	114	16	,	,	PUNCT
fcis-4146	114	17	and	and	CCONJ
fcis-4146	114	18	increases	increase	VERB
fcis-4146	114	19	the	the	DET
fcis-4146	114	20	complexity	complexity	NOUN
fcis-4146	114	21	of	of	ADP
fcis-4146	114	22	the	the	DET
fcis-4146	114	23	network	network	NOUN
fcis-4146	114	24	structure	structure	NOUN
fcis-4146	114	25	.	.	PUNCT
fcis-4146	115	1	the	the	DET
fcis-4146	115	2	number	number	NOUN
fcis-4146	115	3	of	of	ADP
fcis-4146	115	4	nodes	node	NOUN
fcis-4146	115	5	is	be	AUX
fcis-4146	115	6	variable	variable	ADJ
fcis-4146	115	7	,	,	PUNCT
fcis-4146	115	8	and	and	CCONJ
fcis-4146	115	9	its	its	PRON
fcis-4146	115	10	neural	neural	ADJ
fcis-4146	115	11	network	network	NOUN
fcis-4146	115	12	representation	representation	NOUN
fcis-4146	115	13	ability	ability	NOUN
fcis-4146	115	14	positively	positively	ADV
fcis-4146	115	15	correlates	correlate	VERB
fcis-4146	115	16	with	with	ADP
fcis-4146	115	17	the	the	DET
fcis-4146	115	18	number	number	NOUN
fcis-4146	115	19	of	of	ADP
fcis-4146	115	20	nodes	node	NOUN
fcis-4146	115	21	.	.	PUNCT
fcis-4146	116	1	output	output	NOUN
fcis-4146	116	2	layer	layer	NOUN
fcis-4146	116	3	:	:	PUNCT
fcis-4146	116	4	output	output	VERB
fcis-4146	116	5	the	the	DET
fcis-4146	116	6	final	final	ADJ
fcis-4146	116	7	calculation	calculation	NOUN
fcis-4146	116	8	results	result	NOUN
fcis-4146	116	9	of	of	ADP
fcis-4146	116	10	the	the	DET
fcis-4146	116	11	network	network	NOUN
fcis-4146	116	12	structure	structure	NOUN
fcis-4146	116	13	,	,	PUNCT
fcis-4146	116	14	and	and	CCONJ
fcis-4146	116	15	the	the	DET
fcis-4146	116	16	number	number	NOUN
fcis-4146	116	17	of	of	ADP
fcis-4146	116	18	nodes	node	NOUN
fcis-4146	116	19	is	be	AUX
fcis-4146	116	20	fixed	fix	VERB
fcis-4146	116	21	.	.	PUNCT
fcis-4146	117	1	table	table	NOUN
fcis-4146	117	2	1	1	NUM
fcis-4146	117	3	.	.	PUNCT
fcis-4146	117	4	dataset	dataset	ADJ
fcis-4146	117	5	description	description	NOUN
fcis-4146	117	6	num	num	ADJ
fcis-4146	117	7	ber	ber	NOUN
fcis-4146	117	8	distribution	distribution	NOUN
fcis-4146	117	9	of	of	ADP
fcis-4146	117	10	numbers	number	NOUN
fcis-4146	117	11	train/	train/	NUM
fcis-4146	117	12	test	test	NOUN
fcis-4146	117	13	visualiz	visualiz	PROPN
fcis-4146	117	14	ation	ation	PROPN
fcis-4146	117	15	dataset	dataset	PROPN
fcis-4146	117	16	source	source	NOUN
fcis-4146	117	17	number/	number/	NUM
fcis-4146	117	18	train	train	NOUN
fcis-4146	117	19	number	number	NOUN
fcis-4146	117	20	/test	/test	X
fcis-4146	117	21	0	0	NUM
fcis-4146	117	22	5923	5923	NUM
fcis-4146	117	23	/60000	/60000	SYM
fcis-4146	118	1	980	980	NUM
fcis-4146	118	2	/10000	/10000	SYM
fcis-4146	118	3	6.044	6.044	NUM
fcis-4146	118	4	survival	survival	NOUN
fcis-4146	118	5	strategies	strategy	NOUN
fcis-4146	118	6	for	for	ADP
fcis-4146	118	7	the	the	DET
fcis-4146	118	8	robot	robot	NOUN
fcis-4146	118	9	rebellion	rebellion	NOUN
fcis-4146	118	10	(	(	PUNCT
fcis-4146	118	11	pjreddie	pjreddie	PROPN
fcis-4146	118	12	.	.	PUNCT
fcis-4146	118	13	com	com	NOUN
fcis-4146	118	14	)	)	PUNCT
fcis-4146	118	15	1	1	NUM
fcis-4146	118	16	6742	6742	NUM
fcis-4146	118	17	/60000	/60000	SYM
fcis-4146	118	18	1135	1135	NUM
fcis-4146	118	19	/10000	/10000	PUNCT
fcis-4146	118	20	5.940	5.940	NUM
fcis-4146	118	21	2	2	NUM
fcis-4146	118	22	5958	5958	NUM
fcis-4146	118	23	/60000	/60000	PUNCT
fcis-4146	118	24	1032	1032	NUM
fcis-4146	118	25	/10000	/10000	PUNCT
fcis-4146	118	26	5.773	5.773	NUM
fcis-4146	118	27	3	3	NUM
fcis-4146	118	28	6131	6131	NUM
fcis-4146	118	29	/60000	/60000	SYM
fcis-4146	118	30	1010	1010	NUM
fcis-4146	118	31	/10000	/10000	PUNCT
fcis-4146	118	32	6.070	6.070	NUM
fcis-4146	118	33	4	4	NUM
fcis-4146	118	34	5842	5842	NUM
fcis-4146	118	35	/60000	/60000	PUNCT
fcis-4146	118	36	982	982	NUM
fcis-4146	118	37	/10000	/10000	NUM
fcis-4146	118	38	5.949	5.949	NUM
fcis-4146	118	39	5	5	NUM
fcis-4146	118	40	5421	5421	NUM
fcis-4146	118	41	/60000	/60000	SYM
fcis-4146	118	42	892	892	NUM
fcis-4146	118	43	/10000	/10000	NUM
fcis-4146	118	44	6.077	6.077	NUM
fcis-4146	118	45	6	6	NUM
fcis-4146	118	46	5918	5918	NUM
fcis-4146	118	47	/60000	/60000	PUNCT
fcis-4146	118	48	958	958	NUM
fcis-4146	118	49	/10000	/10000	SYM
fcis-4146	118	50	6.177	6.177	NUM
fcis-4146	118	51	7	7	NUM
fcis-4146	118	52	6265	6265	NUM
fcis-4146	118	53	/60000	/60000	SYM
fcis-4146	118	54	1028	1028	NUM
fcis-4146	118	55	/10000	/10000	PUNCT
fcis-4146	118	56	6.094	6.094	NUM
fcis-4146	118	57	8	8	NUM
fcis-4146	118	58	5851	5851	NUM
fcis-4146	118	59	/60000	/60000	PUNCT
fcis-4146	118	60	974	974	NUM
fcis-4146	118	61	/10000	/10000	SYM
fcis-4146	118	62	6.007	6.007	NUM
fcis-4146	118	63	9	9	NUM
fcis-4146	118	64	5949	5949	NUM
fcis-4146	118	65	/60000	/60000	SYM
fcis-4146	118	66	1009	1009	NUM
fcis-4146	118	67	/10000	/10000	PUNCT
fcis-4146	118	68	5.896	5.896	NUM
fcis-4146	118	69	figure	figure	NOUN
fcis-4146	118	70	4	4	NUM
fcis-4146	118	71	.	.	PUNCT
fcis-4146	118	72	schematic	schematic	ADJ
fcis-4146	118	73	diagram	diagram	NOUN
fcis-4146	118	74	of	of	ADP
fcis-4146	118	75	neural	neural	ADJ
fcis-4146	118	76	network	network	NOUN
fcis-4146	118	77	structure	structure	NOUN
fcis-4146	118	78	3.4	3.4	NUM
fcis-4146	118	79	.	.	PUNCT
fcis-4146	118	80	explore	explore	VERB
fcis-4146	118	81	the	the	DET
fcis-4146	118	82	influence	influence	NOUN
fcis-4146	118	83	of	of	ADP
fcis-4146	118	84	different	different	ADJ
fcis-4146	118	85	learning	learning	NOUN
fcis-4146	118	86	rates	rate	NOUN
fcis-4146	118	87	on	on	ADP
fcis-4146	118	88	the	the	DET
fcis-4146	118	89	accuracy	accuracy	NOUN
fcis-4146	118	90	of	of	ADP
fcis-4146	118	91	experiments	experiment	NOUN
fcis-4146	118	92	keep	keep	VERB
fcis-4146	118	93	the	the	DET
fcis-4146	118	94	optimal	optimal	ADJ
fcis-4146	118	95	number	number	NOUN
fcis-4146	118	96	of	of	ADP
fcis-4146	118	97	rounds	round	NOUN
fcis-4146	118	98	at	at	ADP
fcis-4146	118	99	50	50	NUM
fcis-4146	118	100	,	,	PUNCT
fcis-4146	118	101	and	and	CCONJ
fcis-4146	118	102	explore	explore	VERB
fcis-4146	118	103	the	the	DET
fcis-4146	118	104	change	change	NOUN
fcis-4146	118	105	of	of	ADP
fcis-4146	118	106	the	the	DET
fcis-4146	118	107	best	good	ADJ
fcis-4146	118	108	total	total	ADJ
fcis-4146	118	109	accuracy	accuracy	NOUN
fcis-4146	118	110	rate	rate	NOUN
fcis-4146	118	111	with	with	ADP
fcis-4146	118	112	the	the	DET
fcis-4146	118	113	learning	learning	NOUN
fcis-4146	118	114	rate	rate	NOUN
fcis-4146	118	115	of	of	ADP
fcis-4146	118	116	0.0001	0.0001	NUM
fcis-4146	118	117	,	,	PUNCT
fcis-4146	118	118	0.0005	0.0005	NUM
fcis-4146	118	119	,	,	PUNCT
fcis-4146	118	120	0.001	0.001	NUM
fcis-4146	118	121	,	,	PUNCT
fcis-4146	118	122	0.005	0.005	NUM
fcis-4146	118	123	,	,	PUNCT
fcis-4146	118	124	0.01	0.01	NUM
fcis-4146	118	125	,	,	PUNCT
fcis-4146	118	126	0.05	0.05	NUM
fcis-4146	118	127	,	,	PUNCT
fcis-4146	118	128	0.1	0.1	NUM
fcis-4146	118	129	,	,	PUNCT
fcis-4146	118	130	0.5	0.5	NUM
fcis-4146	118	131	,	,	PUNCT
fcis-4146	118	132	1	1	NUM
fcis-4146	118	133	,	,	PUNCT
fcis-4146	118	134	2	2	NUM
fcis-4146	118	135	.	.	PUNCT
fcis-4146	119	1	the	the	DET
fcis-4146	119	2	experiment	experiment	NOUN
fcis-4146	119	3	shows	show	VERB
fcis-4146	119	4	that	that	SCONJ
fcis-4146	119	5	the	the	DET
fcis-4146	119	6	accuracy	accuracy	NOUN
fcis-4146	119	7	rate	rate	NOUN
fcis-4146	119	8	is	be	AUX
fcis-4146	119	9	36.45	36.45	NUM
fcis-4146	119	10	%	%	NOUN
fcis-4146	119	11	when	when	SCONJ
fcis-4146	119	12	the	the	DET
fcis-4146	119	13	learning	learning	NOUN
fcis-4146	119	14	rate	rate	NOUN
fcis-4146	119	15	is	be	AUX
fcis-4146	119	16	0.0001	0.0001	NUM
fcis-4146	119	17	,	,	PUNCT
fcis-4146	119	18	36.45	36.45	NUM
fcis-4146	119	19	%	%	NOUN
fcis-4146	119	20	when	when	SCONJ
fcis-4146	119	21	the	the	DET
fcis-4146	119	22	learning	learning	NOUN
fcis-4146	119	23	rate	rate	NOUN
fcis-4146	119	24	is	be	AUX
fcis-4146	119	25	0.0005	0.0005	NUM
fcis-4146	119	26	,	,	PUNCT
fcis-4146	119	27	71.65	71.65	NUM
fcis-4146	119	28	%	%	NOUN
fcis-4146	119	29	when	when	SCONJ
fcis-4146	119	30	the	the	DET
fcis-4146	119	31	learning	learning	NOUN
fcis-4146	119	32	rate	rate	NOUN
fcis-4146	119	33	is	be	AUX
fcis-4146	119	34	0.001	0.001	NUM
fcis-4146	119	35	,	,	PUNCT
fcis-4146	119	36	84.10	84.10	NUM
fcis-4146	119	37	%	%	NOUN
fcis-4146	119	38	when	when	SCONJ
fcis-4146	119	39	the	the	DET
fcis-4146	119	40	learning	learning	NOUN
fcis-4146	119	41	rate	rate	NOUN
fcis-4146	119	42	is	be	AUX
fcis-4146	119	43	0.005	0.005	NUM
fcis-4146	119	44	,	,	PUNCT
fcis-4146	119	45	87.62	87.62	NUM
fcis-4146	119	46	%	%	NOUN
fcis-4146	119	47	when	when	SCONJ
fcis-4146	119	48	the	the	DET
fcis-4146	119	49	learning	learning	NOUN
fcis-4146	119	50	rate	rate	NOUN
fcis-4146	119	51	is	be	AUX
fcis-4146	119	52	0.01	0.01	NUM
fcis-4146	119	53	,	,	PUNCT
fcis-4146	119	54	89.71	89.71	NUM
fcis-4146	119	55	%	%	NOUN
fcis-4146	119	56	when	when	SCONJ
fcis-4146	119	57	the	the	DET
fcis-4146	119	58	learning	learning	NOUN
fcis-4146	119	59	rate	rate	NOUN
fcis-4146	119	60	is	be	AUX
fcis-4146	119	61	0.05	0.05	NUM
fcis-4146	119	62	,	,	PUNCT
fcis-4146	119	63	89.76	89.76	NUM
fcis-4146	119	64	%	%	NOUN
fcis-4146	119	65	when	when	SCONJ
fcis-4146	119	66	the	the	DET
fcis-4146	119	67	learning	learning	NOUN
fcis-4146	119	68	rate	rate	NOUN
fcis-4146	119	69	is	be	AUX
fcis-4146	119	70	0.1	0.1	NUM
fcis-4146	119	71	,	,	PUNCT
fcis-4146	119	72	86.28	86.28	NUM
fcis-4146	119	73	%	%	NOUN
fcis-4146	119	74	when	when	SCONJ
fcis-4146	119	75	the	the	DET
fcis-4146	119	76	learning	learning	NOUN
fcis-4146	119	77	rate	rate	NOUN
fcis-4146	119	78	is	be	AUX
fcis-4146	119	79	0.5	0.5	NUM
fcis-4146	119	80	,	,	PUNCT
fcis-4146	119	81	and	and	CCONJ
fcis-4146	119	82	83.36	83.36	NUM
fcis-4146	119	83	%	%	NOUN
fcis-4146	119	84	when	when	SCONJ
fcis-4146	119	85	the	the	DET
fcis-4146	119	86	learning	learning	NOUN
fcis-4146	119	87	rate	rate	NOUN
fcis-4146	119	88	is	be	AUX
fcis-4146	119	89	1	1	NUM
fcis-4146	119	90	,	,	PUNCT
fcis-4146	119	91	when	when	SCONJ
fcis-4146	119	92	the	the	DET
fcis-4146	119	93	learning	learning	NOUN
fcis-4146	119	94	rate	rate	NOUN
fcis-4146	119	95	is	be	AUX
fcis-4146	119	96	2	2	NUM
fcis-4146	119	97	,	,	PUNCT
fcis-4146	119	98	the	the	DET
fcis-4146	119	99	accuracy	accuracy	NOUN
fcis-4146	119	100	rate	rate	NOUN
fcis-4146	119	101	is	be	AUX
fcis-4146	119	102	80.02	80.02	NUM
fcis-4146	119	103	%	%	NOUN
fcis-4146	119	104	.	.	PUNCT
fcis-4146	120	1	when	when	SCONJ
fcis-4146	120	2	the	the	DET
fcis-4146	120	3	learning	learning	NOUN
fcis-4146	120	4	rate	rate	NOUN
fcis-4146	120	5	is	be	AUX
fcis-4146	120	6	0.0001	0.0001	NUM
fcis-4146	120	7	-	-	PUNCT
fcis-4146	120	8	0.05	0.05	NUM
fcis-4146	120	9	,	,	PUNCT
fcis-4146	120	10	the	the	DET
fcis-4146	120	11	accuracy	accuracy	NOUN
fcis-4146	120	12	rate	rate	NOUN
fcis-4146	120	13	increases	increase	NOUN
fcis-4146	120	14	.	.	PUNCT
fcis-4146	121	1	when	when	SCONJ
fcis-4146	121	2	the	the	DET
fcis-4146	121	3	learning	learning	NOUN
fcis-4146	121	4	rate	rate	NOUN
fcis-4146	121	5	is	be	AUX
fcis-4146	121	6	0.05	0.05	NUM
fcis-4146	121	7	-	-	SYM
fcis-4146	121	8	0.1	0.1	NUM
fcis-4146	121	9	,	,	PUNCT
fcis-4146	121	10	the	the	DET
fcis-4146	121	11	accuracy	accuracy	NOUN
fcis-4146	121	12	rate	rate	NOUN
fcis-4146	121	13	is	be	AUX
fcis-4146	121	14	stable	stable	ADJ
fcis-4146	121	15	but	but	CCONJ
fcis-4146	121	16	fluctuates	fluctuate	NOUN
fcis-4146	121	17	.	.	PUNCT
fcis-4146	122	1	due	due	ADP
fcis-4146	122	2	to	to	ADP
fcis-4146	122	3	the	the	DET
fcis-4146	122	4	overfitting	overfitting	NOUN
fcis-4146	122	5	of	of	ADP
fcis-4146	122	6	the	the	DET
fcis-4146	122	7	model	model	NOUN
fcis-4146	122	8	,	,	PUNCT
fcis-4146	122	9	the	the	DET
fcis-4146	122	10	accuracy	accuracy	NOUN
fcis-4146	122	11	rate	rate	NOUN
fcis-4146	122	12	decreases	decrease	VERB
fcis-4146	122	13	slowly	slowly	ADV
fcis-4146	122	14	from	from	ADP
fcis-4146	122	15	0.1	0.1	NUM
fcis-4146	122	16	-	-	SYM
fcis-4146	122	17	2	2	NUM
fcis-4146	122	18	.	.	PUNCT
fcis-4146	123	1	therefore	therefore	ADV
fcis-4146	123	2	,	,	PUNCT
fcis-4146	123	3	the	the	DET
fcis-4146	123	4	best	good	ADJ
fcis-4146	123	5	experimental	experimental	ADJ
fcis-4146	123	6	result	result	NOUN
fcis-4146	123	7	is	be	AUX
fcis-4146	123	8	that	that	SCONJ
fcis-4146	123	9	when	when	SCONJ
fcis-4146	123	10	the	the	DET
fcis-4146	123	11	learning	learning	NOUN
fcis-4146	123	12	rate	rate	NOUN
fcis-4146	123	13	is	be	AUX
fcis-4146	123	14	0.1	0.1	NUM
fcis-4146	123	15	,	,	PUNCT
fcis-4146	123	16	the	the	DET
fcis-4146	123	17	accuracy	accuracy	NOUN
fcis-4146	123	18	rate	rate	NOUN
fcis-4146	123	19	is	be	AUX
fcis-4146	123	20	89.76	89.76	NUM
fcis-4146	123	21	%	%	NOUN
fcis-4146	123	22	.	.	PUNCT
fcis-4146	124	1	figure	figure	NOUN
fcis-4146	124	2	5	5	NUM
fcis-4146	124	3	shows	show	VERB
fcis-4146	124	4	the	the	DET
fcis-4146	124	5	effect	effect	NOUN
fcis-4146	124	6	of	of	ADP
fcis-4146	124	7	different	different	ADJ
fcis-4146	124	8	learning	learning	NOUN
fcis-4146	124	9	rates	rate	NOUN
fcis-4146	124	10	on	on	ADP
fcis-4146	124	11	the	the	DET
fcis-4146	124	12	accuracy	accuracy	NOUN
fcis-4146	124	13	of	of	ADP
fcis-4146	124	14	the	the	DET
fcis-4146	124	15	experiment	experiment	NOUN
fcis-4146	124	16	when	when	SCONJ
fcis-4146	124	17	the	the	DET
fcis-4146	124	18	number	number	NOUN
fcis-4146	124	19	of	of	ADP
fcis-4146	124	20	rounds	round	NOUN
fcis-4146	124	21	is	be	AUX
fcis-4146	124	22	unchanged	unchanged	ADJ
fcis-4146	124	23	.	.	PUNCT
fcis-4146	125	1	figure	figure	NOUN
fcis-4146	125	2	5	5	NUM
fcis-4146	125	3	.	.	PUNCT
fcis-4146	125	4	effect	effect	NOUN
fcis-4146	125	5	of	of	ADP
fcis-4146	125	6	learning	learn	VERB
fcis-4146	125	7	rate	rate	NOUN
fcis-4146	125	8	on	on	ADP
fcis-4146	125	9	model	model	NOUN
fcis-4146	125	10	accuracy	accuracy	NOUN
fcis-4146	125	11	based	base	VERB
fcis-4146	125	12	on	on	ADP
fcis-4146	125	13	figure	figure	NOUN
fcis-4146	125	14	5	5	NUM
fcis-4146	125	15	,	,	PUNCT
fcis-4146	125	16	further	far	ADV
fcis-4146	125	17	explore	explore	VERB
fcis-4146	125	18	the	the	DET
fcis-4146	125	19	impact	impact	NOUN
fcis-4146	125	20	of	of	ADP
fcis-4146	125	21	the	the	DET
fcis-4146	125	22	number	number	NOUN
fcis-4146	125	23	of	of	ADP
fcis-4146	125	24	training	training	NOUN
fcis-4146	125	25	rounds	round	NOUN
fcis-4146	125	26	on	on	ADP
fcis-4146	125	27	the	the	DET
fcis-4146	125	28	training	training	NOUN
fcis-4146	125	29	set	set	NOUN
fcis-4146	125	30	.	.	PUNCT
fcis-4146	126	1	this	this	DET
fcis-4146	126	2	paper	paper	NOUN
fcis-4146	126	3	will	will	AUX
fcis-4146	126	4	conduct	conduct	VERB
fcis-4146	126	5	ten	ten	NUM
fcis-4146	126	6	experiments	experiment	NOUN
fcis-4146	126	7	with	with	ADP
fcis-4146	126	8	learning	learn	VERB
fcis-4146	126	9	rates	rate	NOUN
fcis-4146	126	10	of	of	ADP
fcis-4146	126	11	0.0001	0.0001	NUM
fcis-4146	126	12	,	,	PUNCT
fcis-4146	126	13	0.0005	0.0005	NUM
fcis-4146	126	14	,	,	PUNCT
fcis-4146	126	15	0.001	0.001	NUM
fcis-4146	126	16	,	,	PUNCT
fcis-4146	126	17	0.005	0.005	NUM
fcis-4146	126	18	,	,	PUNCT
fcis-4146	126	19	0.01	0.01	NUM
fcis-4146	126	20	,	,	PUNCT
fcis-4146	126	21	0.05	0.05	NUM
fcis-4146	126	22	,	,	PUNCT
fcis-4146	126	23	0.1	0.1	NUM
fcis-4146	126	24	,	,	PUNCT
fcis-4146	126	25	0.5	0.5	NUM
fcis-4146	126	26	,	,	PUNCT
fcis-4146	126	27	1	1	NUM
fcis-4146	126	28	,	,	PUNCT
fcis-4146	126	29	and	and	CCONJ
fcis-4146	126	30	2	2	X
fcis-4146	126	31	.	.	X
fcis-4146	126	32	each	each	DET
fcis-4146	126	33	group	group	NOUN
fcis-4146	126	34	will	will	AUX
fcis-4146	126	35	compare	compare	VERB
fcis-4146	126	36	the	the	DET
fcis-4146	126	37	changes	change	NOUN
fcis-4146	126	38	in	in	ADP
fcis-4146	126	39	the	the	DET
fcis-4146	126	40	final	final	ADJ
fcis-4146	126	41	accuracy	accuracy	NOUN
fcis-4146	126	42	rate	rate	NOUN
fcis-4146	126	43	of	of	ADP
fcis-4146	126	44	the	the	DET
fcis-4146	126	45	experiment	experiment	NOUN
fcis-4146	126	46	when	when	SCONJ
fcis-4146	126	47	the	the	DET
fcis-4146	126	48	number	number	NOUN
fcis-4146	126	49	of	of	ADP
fcis-4146	126	50	rounds	round	NOUN
fcis-4146	126	51	is	be	AUX
fcis-4146	126	52	15	15	NUM
fcis-4146	126	53	,	,	PUNCT
fcis-4146	126	54	30	30	NUM
fcis-4146	126	55	,	,	PUNCT
fcis-4146	126	56	and	and	CCONJ
fcis-4146	126	57	50	50	NUM
fcis-4146	126	58	.	.	PUNCT
fcis-4146	127	1	the	the	DET
fcis-4146	127	2	investigation	investigation	NOUN
fcis-4146	127	3	shows	show	VERB
fcis-4146	127	4	that	that	SCONJ
fcis-4146	127	5	the	the	DET
fcis-4146	127	6	experiment	experiment	NOUN
fcis-4146	127	7	’s	’s	PART
fcis-4146	127	8	accuracy	accuracy	NOUN
fcis-4146	127	9	rate	rate	NOUN
fcis-4146	127	10	increases	increase	VERB
fcis-4146	127	11	with	with	ADP
fcis-4146	127	12	the	the	DET
fcis-4146	127	13	number	number	NOUN
fcis-4146	127	14	of	of	ADP
fcis-4146	127	15	games	game	NOUN
fcis-4146	127	16	of	of	ADP
fcis-4146	127	17	model	model	NOUN
fcis-4146	127	18	training	training	NOUN
fcis-4146	127	19	.	.	PUNCT
fcis-4146	128	1	however	however	ADV
fcis-4146	128	2	,	,	PUNCT
fcis-4146	128	3	when	when	SCONJ
fcis-4146	128	4	the	the	DET
fcis-4146	128	5	learning	learning	NOUN
fcis-4146	128	6	rate	rate	NOUN
fcis-4146	128	7	is	be	AUX
fcis-4146	128	8	closer	close	ADJ
fcis-4146	128	9	to	to	ADP
fcis-4146	128	10	the	the	DET
fcis-4146	128	11	best	good	ADJ
fcis-4146	128	12	(	(	PUNCT
fcis-4146	128	13	the	the	DET
fcis-4146	128	14	best	well	ADV
fcis-4146	128	15	learning	learning	NOUN
fcis-4146	128	16	rate	rate	NOUN
fcis-4146	128	17	in	in	ADP
fcis-4146	128	18	this	this	DET
fcis-4146	128	19	experiment	experiment	NOUN
fcis-4146	128	20	is	be	AUX
fcis-4146	128	21	0.05	0.05	NUM
fcis-4146	128	22	)	)	PUNCT
fcis-4146	128	23	,	,	PUNCT
fcis-4146	128	24	the	the	DET
fcis-4146	128	25	increase	increase	NOUN
fcis-4146	128	26	in	in	ADP
fcis-4146	128	27	the	the	DET
fcis-4146	128	28	number	number	NOUN
fcis-4146	128	29	of	of	ADP
fcis-4146	128	30	rounds	round	NOUN
fcis-4146	128	31	has	have	VERB
fcis-4146	128	32	less	less	ADJ
fcis-4146	128	33	impact	impact	NOUN
fcis-4146	128	34	on	on	ADP
fcis-4146	128	35	improving	improve	VERB
fcis-4146	128	36	the	the	DET
fcis-4146	128	37	accuracy	accuracy	NOUN
fcis-4146	128	38	rate	rate	NOUN
fcis-4146	128	39	.	.	PUNCT
fcis-4146	129	1	on	on	ADP
fcis-4146	129	2	the	the	DET
fcis-4146	129	3	contrary	contrary	NOUN
fcis-4146	129	4	,	,	PUNCT
fcis-4146	129	5	the	the	PRON
fcis-4146	129	6	greater	great	ADJ
fcis-4146	129	7	the	the	DET
fcis-4146	129	8	absolute	absolute	ADJ
fcis-4146	129	9	value	value	NOUN
fcis-4146	129	10	of	of	ADP
fcis-4146	129	11	the	the	DET
fcis-4146	129	12	difference	difference	NOUN
fcis-4146	129	13	between	between	ADP
fcis-4146	129	14	the	the	DET
fcis-4146	129	15	learning	learning	NOUN
fcis-4146	129	16	rate	rate	NOUN
fcis-4146	129	17	and	and	CCONJ
fcis-4146	129	18	the	the	DET
fcis-4146	129	19	best	good	ADJ
fcis-4146	129	20	learning	learning	NOUN
fcis-4146	129	21	rate	rate	NOUN
fcis-4146	129	22	,	,	PUNCT
fcis-4146	129	23	the	the	PRON
fcis-4146	129	24	more	more	ADV
fcis-4146	129	25	significant	significant	ADJ
fcis-4146	129	26	the	the	DET
fcis-4146	129	27	impact	impact	NOUN
fcis-4146	129	28	of	of	ADP
fcis-4146	129	29	the	the	DET
fcis-4146	129	30	increase	increase	NOUN
fcis-4146	129	31	in	in	ADP
fcis-4146	129	32	the	the	DET
fcis-4146	129	33	number	number	NOUN
fcis-4146	129	34	of	of	ADP
fcis-4146	129	35	rounds	round	NOUN
fcis-4146	129	36	on	on	ADP
fcis-4146	129	37	improving	improve	VERB
fcis-4146	129	38	the	the	DET
fcis-4146	129	39	accuracy	accuracy	NOUN
fcis-4146	129	40	rate	rate	NOUN
fcis-4146	129	41	.	.	PUNCT
fcis-4146	130	1	figure	figure	NOUN
fcis-4146	130	2	6	6	NUM
fcis-4146	130	3	shows	show	VERB
fcis-4146	130	4	the	the	DET
fcis-4146	130	5	effect	effect	NOUN
fcis-4146	130	6	of	of	ADP
fcis-4146	130	7	different	different	ADJ
fcis-4146	130	8	games	game	NOUN
fcis-4146	130	9	on	on	ADP
fcis-4146	130	10	the	the	DET
fcis-4146	130	11	accuracy	accuracy	NOUN
fcis-4146	130	12	of	of	ADP
fcis-4146	130	13	the	the	DET
fcis-4146	130	14	experiment	experiment	NOUN
fcis-4146	130	15	under	under	ADP
fcis-4146	130	16	each	each	DET
fcis-4146	130	17	group	group	NOUN
fcis-4146	130	18	of	of	ADP
fcis-4146	130	19	learning	learn	VERB
fcis-4146	130	20	rates	rate	NOUN
fcis-4146	130	21	.	.	PUNCT
fcis-4146	131	1	figure	figure	VERB
fcis-4146	131	2	6	6	NUM
fcis-4146	131	3	.	.	PUNCT
fcis-4146	132	1	effect	effect	NOUN
fcis-4146	132	2	of	of	ADP
fcis-4146	132	3	number	number	NOUN
fcis-4146	132	4	of	of	ADP
fcis-4146	132	5	rounds	round	NOUN
fcis-4146	132	6	on	on	ADP
fcis-4146	132	7	accuracy	accuracy	NOUN
fcis-4146	132	8	under	under	ADP
fcis-4146	132	9	each	each	DET
fcis-4146	132	10	learning	learning	NOUN
fcis-4146	132	11	rate	rate	NOUN
fcis-4146	132	12	4	4	NUM
fcis-4146	132	13	.	.	PUNCT
fcis-4146	133	1	conclusion	conclusion	NOUN
fcis-4146	133	2	this	this	DET
fcis-4146	133	3	paper	paper	NOUN
fcis-4146	133	4	proposes	propose	VERB
fcis-4146	133	5	a	a	DET
fcis-4146	133	6	handwritten	handwritten	ADJ
fcis-4146	133	7	digit	digit	NOUN
fcis-4146	133	8	recognition	recognition	NOUN
fcis-4146	133	9	model	model	NOUN
fcis-4146	133	10	based	base	VERB
fcis-4146	133	11	on	on	ADP
fcis-4146	133	12	the	the	DET
fcis-4146	133	13	financial	financial	ADJ
fcis-4146	133	14	system	system	NOUN
fcis-4146	133	15	and	and	CCONJ
fcis-4146	133	16	trains	train	VERB
fcis-4146	133	17	the	the	DET
fcis-4146	133	18	intelligent	intelligent	ADJ
fcis-4146	133	19	digit	digit	NOUN
fcis-4146	133	20	recognition	recognition	NOUN
fcis-4146	133	21	model	model	NOUN
fcis-4146	133	22	through	through	ADP
fcis-4146	133	23	deep	deep	ADJ
fcis-4146	133	24	learning	learning	NOUN
fcis-4146	133	25	,	,	PUNCT
fcis-4146	133	26	which	which	PRON
fcis-4146	133	27	replaces	replace	VERB
fcis-4146	133	28	the	the	DET
fcis-4146	133	29	74	74	NUM
fcis-4146	133	30	traditional	traditional	ADJ
fcis-4146	133	31	complex	complex	ADJ
fcis-4146	133	32	artificial	artificial	ADJ
fcis-4146	133	33	process	process	NOUN
fcis-4146	133	34	.	.	PUNCT
fcis-4146	134	1	through	through	ADP
fcis-4146	134	2	artificial	artificial	ADJ
fcis-4146	134	3	intelligence	intelligence	NOUN
fcis-4146	134	4	,	,	PUNCT
fcis-4146	134	5	the	the	DET
fcis-4146	134	6	analysis	analysis	NOUN
fcis-4146	134	7	process	process	NOUN
fcis-4146	134	8	in	in	ADP
fcis-4146	134	9	the	the	DET
fcis-4146	134	10	financial	financial	ADJ
fcis-4146	134	11	system	system	NOUN
fcis-4146	134	12	is	be	AUX
fcis-4146	134	13	accelerated	accelerate	VERB
fcis-4146	134	14	,	,	PUNCT
fcis-4146	134	15	and	and	CCONJ
fcis-4146	134	16	the	the	DET
fcis-4146	134	17	accuracy	accuracy	NOUN
fcis-4146	134	18	of	of	ADP
fcis-4146	134	19	the	the	DET
fcis-4146	134	20	data	datum	NOUN
fcis-4146	134	21	is	be	AUX
fcis-4146	134	22	guaranteed	guarantee	VERB
fcis-4146	134	23	.	.	PUNCT
fcis-4146	135	1	the	the	DET
fcis-4146	135	2	economic	economic	ADJ
fcis-4146	135	3	system	system	NOUN
fcis-4146	135	4	often	often	ADV
fcis-4146	135	5	has	have	VERB
fcis-4146	135	6	a	a	DET
fcis-4146	135	7	large	large	ADJ
fcis-4146	135	8	amount	amount	NOUN
fcis-4146	135	9	of	of	ADP
fcis-4146	135	10	data	datum	NOUN
fcis-4146	135	11	,	,	PUNCT
fcis-4146	135	12	and	and	CCONJ
fcis-4146	135	13	traditional	traditional	ADJ
fcis-4146	135	14	data	datum	NOUN
fcis-4146	135	15	analysis	analysis	NOUN
fcis-4146	135	16	methods	method	NOUN
fcis-4146	135	17	need	need	VERB
fcis-4146	135	18	to	to	PART
fcis-4146	135	19	rely	rely	VERB
fcis-4146	135	20	on	on	ADP
fcis-4146	135	21	manual	manual	ADJ
fcis-4146	135	22	input	input	NOUN
fcis-4146	135	23	.	.	PUNCT
fcis-4146	136	1	the	the	DET
fcis-4146	136	2	model	model	NOUN
fcis-4146	136	3	based	base	VERB
fcis-4146	136	4	on	on	ADP
fcis-4146	136	5	deep	deep	ADJ
fcis-4146	136	6	learning	learning	NOUN
fcis-4146	136	7	proposed	propose	VERB
fcis-4146	136	8	in	in	ADP
fcis-4146	136	9	this	this	DET
fcis-4146	136	10	paper	paper	NOUN
fcis-4146	136	11	can	can	AUX
fcis-4146	136	12	efficiently	efficiently	ADV
fcis-4146	136	13	use	use	VERB
fcis-4146	136	14	training	training	NOUN
fcis-4146	136	15	data	datum	NOUN
fcis-4146	136	16	and	and	CCONJ
fcis-4146	136	17	a	a	DET
fcis-4146	136	18	large	large	ADJ
fcis-4146	136	19	amount	amount	NOUN
fcis-4146	136	20	of	of	ADP
fcis-4146	136	21	data	datum	NOUN
fcis-4146	136	22	to	to	PART
fcis-4146	136	23	learn	learn	VERB
fcis-4146	136	24	better	well	ADJ
fcis-4146	136	25	feature	feature	NOUN
fcis-4146	136	26	representation	representation	NOUN
fcis-4146	136	27	ability	ability	NOUN
fcis-4146	136	28	.	.	PUNCT
fcis-4146	137	1	the	the	DET
fcis-4146	137	2	experimental	experimental	ADJ
fcis-4146	137	3	results	result	NOUN
fcis-4146	137	4	show	show	VERB
fcis-4146	137	5	that	that	SCONJ
fcis-4146	137	6	the	the	DET
fcis-4146	137	7	intelligent	intelligent	ADJ
fcis-4146	137	8	model	model	NOUN
fcis-4146	137	9	proposed	propose	VERB
fcis-4146	137	10	in	in	ADP
fcis-4146	137	11	this	this	DET
fcis-4146	137	12	paper	paper	NOUN
fcis-4146	137	13	has	have	AUX
fcis-4146	137	14	achieved	achieve	VERB
fcis-4146	137	15	good	good	ADJ
fcis-4146	137	16	results	result	NOUN
fcis-4146	137	17	on	on	ADP
fcis-4146	137	18	the	the	DET
fcis-4146	137	19	open	open	ADJ
fcis-4146	137	20	-	-	PUNCT
fcis-4146	137	21	source	source	NOUN
fcis-4146	137	22	dataset	dataset	NOUN
fcis-4146	137	23	mnist	mnist	NOUN
fcis-4146	137	24	and	and	CCONJ
fcis-4146	137	25	has	have	VERB
fcis-4146	137	26	practical	practical	ADJ
fcis-4146	137	27	application	application	NOUN
fcis-4146	137	28	value	value	NOUN
fcis-4146	137	29	.	.	PUNCT
fcis-4146	138	1	references	reference	NOUN
fcis-4146	138	2	[	[	X
fcis-4146	138	3	1	1	NUM
fcis-4146	138	4	]	]	X
fcis-4146	138	5	jin	jin	NOUN
fcis-4146	138	6	,	,	PUNCT
fcis-4146	138	7	j.	j.	PROPN
fcis-4146	138	8	,	,	PUNCT
fcis-4146	138	9	zhang	zhang	PROPN
fcis-4146	138	10	,	,	PUNCT
fcis-4146	138	11	y.	y.	PROPN
fcis-4146	138	12	(	(	PUNCT
fcis-4146	138	13	2022	2022	NUM
fcis-4146	138	14	)	)	PUNCT
fcis-4146	138	15	research	research	NOUN
fcis-4146	138	16	on	on	ADP
fcis-4146	138	17	the	the	DET
fcis-4146	138	18	development	development	NOUN
fcis-4146	138	19	,	,	PUNCT
fcis-4146	138	20	risk	risk	NOUN
fcis-4146	138	21	,	,	PUNCT
fcis-4146	138	22	and	and	CCONJ
fcis-4146	138	23	countermeasures	countermeasure	NOUN
fcis-4146	138	24	of	of	ADP
fcis-4146	138	25	finance	finance	NOUN
fcis-4146	138	26	from	from	ADP
fcis-4146	138	27	the	the	DET
fcis-4146	138	28	perspective	perspective	NOUN
fcis-4146	138	29	of	of	ADP
fcis-4146	138	30	artificial	artificial	ADJ
fcis-4146	138	31	intelligence	intelligence	NOUN
fcis-4146	138	32	.	.	PUNCT
fcis-4146	139	1	economic	economic	ADJ
fcis-4146	139	2	research	research	NOUN
fcis-4146	139	3	guide	guide	NOUN
fcis-4146	139	4	,	,	PUNCT
fcis-4146	139	5	12:74	12:74	NUM
fcis-4146	139	6	-	-	SYM
fcis-4146	139	7	76	76	NUM
fcis-4146	139	8	.	.	PUNCT
fcis-4146	140	1	[	[	X
fcis-4146	140	2	2	2	NUM
fcis-4146	140	3	]	]	X
fcis-4146	140	4	zhu	zhu	PROPN
fcis-4146	140	5	,	,	PUNCT
fcis-4146	140	6	w.	w.	PROPN
fcis-4146	140	7	,	,	PUNCT
fcis-4146	140	8	lv	lv	PROPN
fcis-4146	140	9	,	,	PUNCT
fcis-4146	140	10	w.	w.	PROPN
fcis-4146	140	11	(	(	PUNCT
fcis-4146	140	12	2022	2022	NUM
fcis-4146	140	13	)	)	PUNCT
fcis-4146	140	14	current	current	ADJ
fcis-4146	140	15	situation	situation	NOUN
fcis-4146	140	16	and	and	CCONJ
fcis-4146	140	17	prospect	prospect	NOUN
fcis-4146	140	18	of	of	ADP
fcis-4146	140	19	medical	medical	ADJ
fcis-4146	140	20	artificial	artificial	ADJ
fcis-4146	140	21	intelligence	intelligence	NOUN
fcis-4146	140	22	.	.	PUNCT
fcis-4146	141	1	radiologic	radiologic	ADJ
fcis-4146	141	2	practice	practice	NOUN
fcis-4146	141	3	,	,	PUNCT
fcis-4146	141	4	37(1):1	37(1):1	PROPN
fcis-4146	141	5	-	-	SYM
fcis-4146	141	6	3	3	NUM
fcis-4146	141	7	.	.	PUNCT
fcis-4146	142	1	[	[	X
fcis-4146	142	2	3	3	X
fcis-4146	142	3	]	]	PUNCT
fcis-4146	142	4	he	he	PRON
fcis-4146	142	5	,	,	PUNCT
fcis-4146	142	6	z.	z.	PROPN
fcis-4146	142	7	(	(	PUNCT
fcis-4146	142	8	2022	2022	NUM
fcis-4146	142	9	)	)	PUNCT
fcis-4146	142	10	application	application	NOUN
fcis-4146	142	11	of	of	ADP
fcis-4146	142	12	artificial	artificial	ADJ
fcis-4146	142	13	intelligence	intelligence	NOUN
fcis-4146	142	14	and	and	CCONJ
fcis-4146	142	15	machine	machine	NOUN
fcis-4146	142	16	learning	learn	VERB
fcis-4146	142	17	technology	technology	NOUN
fcis-4146	142	18	in	in	ADP
fcis-4146	142	19	smart	smart	ADJ
fcis-4146	142	20	city	city	NOUN
fcis-4146	142	21	.	.	PUNCT
fcis-4146	143	1	wireless	wireless	ADJ
fcis-4146	143	2	internet	internet	NOUN
fcis-4146	143	3	technology	technology	NOUN
fcis-4146	143	4	,	,	PUNCT
fcis-4146	143	5	19(7):103	19(7):103	NOUN
fcis-4146	143	6	-	-	SYM
fcis-4146	143	7	104	104	NUM
fcis-4146	143	8	.	.	PUNCT
fcis-4146	144	1	[	[	X
fcis-4146	144	2	4	4	NUM
fcis-4146	144	3	]	]	X
fcis-4146	144	4	guo	guo	PROPN
fcis-4146	144	5	,	,	PUNCT
fcis-4146	144	6	j.	j.	PROPN
fcis-4146	144	7	(	(	PUNCT
fcis-4146	144	8	2022	2022	NUM
fcis-4146	144	9	)	)	PUNCT
fcis-4146	144	10	application	application	NOUN
fcis-4146	144	11	of	of	ADP
fcis-4146	144	12	license	license	NOUN
fcis-4146	144	13	recognition	recognition	NOUN
fcis-4146	144	14	based	base	VERB
fcis-4146	144	15	on	on	ADP
fcis-4146	144	16	deep	deep	ADJ
fcis-4146	144	17	learning	learning	NOUN
fcis-4146	144	18	technology	technology	NOUN
fcis-4146	144	19	in	in	ADP
fcis-4146	144	20	banks	bank	NOUN
fcis-4146	144	21	.	.	PUNCT
fcis-4146	145	1	china	china	PROPN
fcis-4146	145	2	's	's	PART
fcis-4146	145	3	high	high	ADJ
fcis-4146	145	4	-	-	PUNCT
fcis-4146	145	5	tech	tech	NOUN
fcis-4146	145	6	,	,	PUNCT
fcis-4146	145	7	7:4445	7:4445	NOUN
fcis-4146	145	8	.	.	PUNCT
fcis-4146	146	1	[	[	X
fcis-4146	146	2	5	5	NUM
fcis-4146	146	3	]	]	PUNCT
fcis-4146	146	4	shen	shen	NOUN
fcis-4146	146	5	,	,	PUNCT
fcis-4146	146	6	j.	j.	PROPN
fcis-4146	146	7	(	(	PUNCT
fcis-4146	146	8	2022	2022	NUM
fcis-4146	146	9	)	)	PUNCT
fcis-4146	146	10	design	design	NOUN
fcis-4146	146	11	of	of	ADP
fcis-4146	146	12	network	network	NOUN
fcis-4146	146	13	security	security	NOUN
fcis-4146	146	14	protection	protection	NOUN
fcis-4146	146	15	system	system	NOUN
fcis-4146	146	16	based	base	VERB
fcis-4146	146	17	on	on	ADP
fcis-4146	146	18	artificial	artificial	ADJ
fcis-4146	146	19	intelligence	intelligence	NOUN
fcis-4146	146	20	technology	technology	NOUN
fcis-4146	146	21	.	.	PUNCT
fcis-4146	147	1	modern	modern	ADJ
fcis-4146	147	2	transmission,4:64	transmission,4:64	PROPN
fcis-4146	147	3	-	-	PUNCT
fcis-4146	147	4	67	67	PROPN
fcis-4146	147	5	.	.	PUNCT
fcis-4146	148	1	[	[	X
fcis-4146	148	2	6	6	NUM
fcis-4146	148	3	]	]	PUNCT
fcis-4146	148	4	he	he	PRON
fcis-4146	148	5	,	,	PUNCT
fcis-4146	148	6	p.	p.	NOUN
fcis-4146	148	7	(	(	PUNCT
fcis-4146	148	8	2021	2021	NUM
fcis-4146	148	9	)	)	PUNCT
fcis-4146	148	10	research	research	NOUN
fcis-4146	148	11	on	on	ADP
fcis-4146	148	12	credit	credit	NOUN
fcis-4146	148	13	anti	anti	ADJ
fcis-4146	148	14	-	-	ADJ
fcis-4146	148	15	fraud	fraud	ADJ
fcis-4146	148	16	model	model	NOUN
fcis-4146	148	17	prediction	prediction	NOUN
fcis-4146	148	18	based	base	VERB
fcis-4146	148	19	on	on	ADP
fcis-4146	148	20	machine	machine	NOUN
fcis-4146	148	21	learning	learning	NOUN
fcis-4146	148	22	.	.	PUNCT
fcis-4146	149	1	shanghai	shanghai	PROPN
fcis-4146	149	2	normal	normal	ADJ
fcis-4146	149	3	university	university	PROPN
fcis-4146	149	4	press	press	NOUN
fcis-4146	149	5	,	,	PUNCT
fcis-4146	149	6	shanghai	shanghai	PROPN
fcis-4146	149	7	.	.	PUNCT
fcis-4146	150	1	[	[	X
fcis-4146	150	2	7	7	NUM
fcis-4146	150	3	]	]	X
fcis-4146	150	4	zhang	zhang	PROPN
fcis-4146	150	5	,	,	PUNCT
fcis-4146	150	6	x.	x.	NOUN
fcis-4146	150	7	(	(	PUNCT
fcis-4146	150	8	2015	2015	NUM
fcis-4146	150	9	)	)	PUNCT
fcis-4146	150	10	offline	offline	ADJ
fcis-4146	150	11	-	-	PUNCT
fcis-4146	150	12	online	online	ADJ
fcis-4146	150	13	skeleton	skeleton	NOUN
fcis-4146	150	14	samples	sample	NOUN
fcis-4146	150	15	cotraining	cotraine	VERB
fcis-4146	150	16	based	base	VERB
fcis-4146	150	17	dblstm	dblstm	NOUN
fcis-4146	150	18	handwritten	handwritten	ADJ
fcis-4146	150	19	english	english	PROPN
fcis-4146	150	20	recognition	recognition	NOUN
fcis-4146	150	21	.	.	PUNCT
fcis-4146	151	1	harbin	harbin	PROPN
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fcis-4146	151	4	technology	technology	PROPN
fcis-4146	151	5	press	press	PROPN
fcis-4146	151	6	,	,	PUNCT
fcis-4146	151	7	harbin	harbin	NOUN
fcis-4146	151	8	.	.	PUNCT
fcis-4146	152	1	[	[	X
fcis-4146	152	2	8	8	NUM
fcis-4146	152	3	]	]	X
fcis-4146	152	4	wang	wang	PROPN
fcis-4146	152	5	,	,	PUNCT
fcis-4146	152	6	j.	j.	PROPN
fcis-4146	152	7	(	(	PUNCT
fcis-4146	152	8	2021	2021	NUM
fcis-4146	152	9	)	)	PUNCT
fcis-4146	152	10	handwritten	handwritten	ADJ
fcis-4146	152	11	digit	digit	NOUN
fcis-4146	152	12	recognition	recognition	NOUN
fcis-4146	152	13	based	base	VERB
fcis-4146	152	14	on	on	ADP
fcis-4146	152	15	elastic	elastic	ADJ
fcis-4146	152	16	bp	bp	PROPN
fcis-4146	152	17	algorithm	algorithm	NOUN
fcis-4146	152	18	.	.	PUNCT
fcis-4146	153	1	journal	journal	PROPN
fcis-4146	153	2	of	of	ADP
fcis-4146	153	3	xinxiang	xinxiang	PROPN
fcis-4146	153	4	university	university	PROPN
fcis-4146	153	5	,	,	PUNCT
fcis-4146	153	6	38(6):24	38(6):24	NUM
fcis-4146	153	7	-	-	SYM
fcis-4146	153	8	27	27	NUM
fcis-4146	153	9	.	.	PUNCT
fcis-4146	154	1	[	[	X
fcis-4146	154	2	9	9	NUM
fcis-4146	154	3	]	]	SYM
fcis-4146	154	4	hu	hu	PROPN
fcis-4146	154	5	,	,	PUNCT
fcis-4146	154	6	j.	j.	PROPN
fcis-4146	154	7	,	,	PUNCT
fcis-4146	154	8	fu	fu	PROPN
fcis-4146	154	9	,	,	PUNCT
fcis-4146	154	10	k.	k.	PROPN
fcis-4146	154	11	(	(	PUNCT
fcis-4146	154	12	2019	2019	NUM
fcis-4146	154	13	)	)	PUNCT
fcis-4146	154	14	an	an	DET
fcis-4146	154	15	improved	improved	ADJ
fcis-4146	154	16	knn	knn	NOUN
fcis-4146	154	17	algorithm	algorithm	NOUN
fcis-4146	154	18	for	for	ADP
fcis-4146	154	19	recognition	recognition	NOUN
fcis-4146	154	20	of	of	ADP
fcis-4146	154	21	handwritten	handwritten	ADJ
fcis-4146	154	22	numerals	numeral	NOUN
fcis-4146	154	23	.	.	PUNCT
fcis-4146	155	1	journal	journal	PROPN
fcis-4146	155	2	of	of	ADP
fcis-4146	155	3	wuhan	wuhan	PROPN
fcis-4146	155	4	university	university	PROPN
fcis-4146	155	5	of	of	ADP
fcis-4146	155	6	technology	technology	NOUN
fcis-4146	155	7	(	(	PUNCT
fcis-4146	155	8	information	information	NOUN
fcis-4146	155	9	and	and	CCONJ
fcis-4146	155	10	management	management	NOUN
fcis-4146	155	11	engineering	engineering	NOUN
fcis-4146	155	12	)	)	PUNCT
fcis-4146	155	13	,	,	PUNCT
fcis-4146	155	14	41(1):22	41(1):22	PROPN
fcis-4146	155	15	-	-	SYM
fcis-4146	155	16	26	26	NUM
fcis-4146	155	17	.	.	PUNCT
fcis-4146	156	1	[	[	X
fcis-4146	156	2	10	10	NUM
fcis-4146	156	3	]	]	X
fcis-4146	156	4	wang	wang	PROPN
fcis-4146	156	5	,	,	PUNCT
fcis-4146	156	6	j.	j.	PROPN
fcis-4146	156	7	(	(	PUNCT
fcis-4146	156	8	2018	2018	NUM
fcis-4146	156	9	)	)	PUNCT
fcis-4146	156	10	research	research	NOUN
fcis-4146	156	11	on	on	ADP
fcis-4146	156	12	improved	improved	ADJ
fcis-4146	156	13	algorithm	algorithm	NOUN
fcis-4146	156	14	and	and	CCONJ
fcis-4146	156	15	system	system	NOUN
fcis-4146	156	16	of	of	ADP
fcis-4146	156	17	handwritten	handwritten	ADJ
fcis-4146	156	18	digit	digit	NOUN
fcis-4146	156	19	recognition	recognition	NOUN
fcis-4146	156	20	based	base	VERB
fcis-4146	156	21	on	on	ADP
fcis-4146	156	22	neural	neural	ADJ
fcis-4146	156	23	network	network	NOUN
fcis-4146	156	24	.	.	PUNCT
fcis-4146	157	1	xidian	xidian	PROPN
fcis-4146	157	2	university	university	PROPN
fcis-4146	157	3	press	press	NOUN
fcis-4146	157	4	,	,	PUNCT
fcis-4146	157	5	xi’an	xi’an	PROPN
fcis-4146	157	6	.	.	PUNCT
fcis-4146	158	1	[	[	X
fcis-4146	158	2	11	11	NUM
fcis-4146	158	3	]	]	X
fcis-4146	158	4	xie	xie	PROPN
fcis-4146	158	5	,	,	PUNCT
fcis-4146	158	6	d.	d.	PROPN
fcis-4146	158	7	,	,	PUNCT
fcis-4146	158	8	li	li	PROPN
fcis-4146	158	9	,	,	PUNCT
fcis-4146	158	10	l.	l.	PROPN
fcis-4146	158	11	,	,	PUNCT
fcis-4146	158	12	miao	miao	PROPN
fcis-4146	158	13	,	,	PUNCT
fcis-4146	158	14	c.	c.	NOUN
fcis-4146	158	15	(	(	PUNCT
fcis-4146	158	16	2021	2021	NUM
fcis-4146	158	17	)	)	PUNCT
fcis-4146	158	18	handwritten	handwritten	ADJ
fcis-4146	158	19	number	number	NOUN
fcis-4146	158	20	recognition	recognition	NOUN
fcis-4146	158	21	based	base	VERB
fcis-4146	158	22	on	on	ADP
fcis-4146	158	23	improved	improved	ADJ
fcis-4146	158	24	alexnet	alexnet	ADJ
fcis-4146	158	25	convolutional	convolutional	ADJ
fcis-4146	158	26	neural	neural	ADJ
fcis-4146	158	27	network	network	NOUN
fcis-4146	158	28	.	.	PUNCT
fcis-4146	159	1	journal	journal	PROPN
fcis-4146	159	2	of	of	ADP
fcis-4146	159	3	hebei	hebei	PROPN
fcis-4146	159	4	university	university	PROPN
fcis-4146	159	5	of	of	ADP
fcis-4146	159	6	technology	technology	NOUN
fcis-4146	159	7	(	(	PUNCT
fcis-4146	159	8	natural	natural	ADJ
fcis-4146	159	9	science	science	NOUN
fcis-4146	159	10	edition	edition	NOUN
fcis-4146	159	11	)	)	PUNCT
fcis-4146	159	12	,	,	PUNCT
fcis-4146	159	13	38(4):102	38(4):102	PROPN
fcis-4146	159	14	-	-	PUNCT
fcis-4146	159	15	106	106	NUM
fcis-4146	159	16	.	.	PUNCT
fcis-4146	160	1	[	[	X
fcis-4146	160	2	12	12	NUM
fcis-4146	160	3	]	]	X
fcis-4146	160	4	lin	lin	PROPN
fcis-4146	160	5	,	,	PUNCT
fcis-4146	160	6	s.	s.	PROPN
fcis-4146	160	7	(	(	PUNCT
fcis-4146	160	8	2022	2022	NUM
fcis-4146	160	9	)	)	PUNCT
fcis-4146	160	10	application	application	NOUN
fcis-4146	160	11	of	of	ADP
fcis-4146	160	12	ai	ai	VERB
fcis-4146	160	13	based	base	VERB
fcis-4146	160	14	on	on	ADP
fcis-4146	160	15	enterprise	enterprise	NOUN
fcis-4146	160	16	financial	financial	ADJ
fcis-4146	160	17	big	big	ADJ
fcis-4146	160	18	data	datum	NOUN
fcis-4146	160	19	.	.	PUNCT
fcis-4146	161	1	modernization	modernization	NOUN
fcis-4146	161	2	of	of	ADP
fcis-4146	161	3	shopping	shopping	NOUN
fcis-4146	161	4	malls	mall	NOUN
fcis-4146	161	5	,	,	PUNCT
fcis-4146	161	6	12:147	12:147	NUM
fcis-4146	161	7	-	-	SYM
fcis-4146	161	8	149	149	NUM
fcis-4146	161	9	.	.	PUNCT
fcis-4146	162	1	[	[	X
fcis-4146	162	2	13	13	NUM
fcis-4146	162	3	]	]	X
fcis-4146	162	4	guan	guan	PROPN
fcis-4146	162	5	,	,	PUNCT
fcis-4146	162	6	y.	y.	PROPN
fcis-4146	162	7	(	(	PUNCT
fcis-4146	162	8	2021	2021	NUM
fcis-4146	162	9	)	)	PUNCT
fcis-4146	162	10	an	an	DET
fcis-4146	162	11	analysis	analysis	NOUN
fcis-4146	162	12	of	of	ADP
fcis-4146	162	13	application	application	NOUN
fcis-4146	162	14	status	status	NOUN
fcis-4146	162	15	and	and	CCONJ
fcis-4146	162	16	future	future	ADJ
fcis-4146	162	17	demand	demand	NOUN
fcis-4146	162	18	of	of	ADP
fcis-4146	162	19	artificial	artificial	ADJ
fcis-4146	162	20	intelligence	intelligence	NOUN
fcis-4146	162	21	in	in	ADP
fcis-4146	162	22	financial	financial	ADJ
fcis-4146	162	23	field	field	NOUN
fcis-4146	162	24	.	.	PUNCT
fcis-4146	163	1	journal	journal	NOUN
fcis-4146	163	2	of	of	ADP
fcis-4146	163	3	shenzhen	shenzhen	PROPN
fcis-4146	163	4	college	college	PROPN
fcis-4146	163	5	of	of	ADP
fcis-4146	163	6	information	information	NOUN
fcis-4146	163	7	technology	technology	NOUN
fcis-4146	163	8	,	,	PUNCT
fcis-4146	163	9	19(1):57	19(1):57	NUM
fcis-4146	163	10	-	-	SYM
fcis-4146	163	11	61	61	NUM
fcis-4146	163	12	.	.	PUNCT
fcis-4146	164	1	[	[	X
fcis-4146	164	2	14	14	NUM
fcis-4146	164	3	]	]	X
fcis-4146	164	4	jiang	jiang	PROPN
fcis-4146	164	5	,	,	PUNCT
fcis-4146	164	6	q.	q.	PROPN
fcis-4146	164	7	(	(	PUNCT
fcis-4146	164	8	2022	2022	NUM
fcis-4146	164	9	)	)	PUNCT
fcis-4146	164	10	research	research	NOUN
fcis-4146	164	11	on	on	ADP
fcis-4146	164	12	innovation	innovation	NOUN
fcis-4146	164	13	of	of	ADP
fcis-4146	164	14	"	"	PUNCT
fcis-4146	164	15	smart	smart	ADJ
fcis-4146	164	16	finance	finance	NOUN
fcis-4146	164	17	"	"	PUNCT
fcis-4146	164	18	mode	mode	NOUN
fcis-4146	164	19	in	in	ADP
fcis-4146	164	20	the	the	DET
fcis-4146	164	21	era	era	NOUN
fcis-4146	164	22	of	of	ADP
fcis-4146	164	23	artificial	artificial	ADJ
fcis-4146	164	24	intelligence	intelligence	NOUN
fcis-4146	164	25	.	.	PUNCT
fcis-4146	165	1	modern	modern	ADJ
fcis-4146	165	2	business	business	NOUN
fcis-4146	165	3	,	,	PUNCT
fcis-4146	165	4	7:157	7:157	NUM
fcis-4146	165	5	-	-	SYM
fcis-4146	165	6	159	159	NUM
fcis-4146	165	7	.	.	PUNCT
fcis-4146	166	1	[	[	X
fcis-4146	166	2	15	15	NUM
fcis-4146	166	3	]	]	X
fcis-4146	166	4	lu	lu	PROPN
fcis-4146	166	5	,	,	PUNCT
fcis-4146	166	6	m.	m.	NOUN
fcis-4146	166	7	,	,	PUNCT
fcis-4146	166	8	wang	wang	PROPN
fcis-4146	166	9	,	,	PUNCT
fcis-4146	166	10	z.	z.	PROPN
fcis-4146	166	11	(	(	PUNCT
fcis-4146	166	12	2021	2021	NUM
fcis-4146	166	13	)	)	PUNCT
fcis-4146	166	14	the	the	DET
fcis-4146	166	15	current	current	ADJ
fcis-4146	166	16	situation	situation	NOUN
fcis-4146	166	17	,	,	PUNCT
fcis-4146	166	18	problems	problem	NOUN
fcis-4146	166	19	,	,	PUNCT
fcis-4146	166	20	and	and	CCONJ
fcis-4146	166	21	countermeasures	countermeasure	NOUN
fcis-4146	166	22	of	of	ADP
fcis-4146	166	23	artificial	artificial	ADJ
fcis-4146	166	24	intelligence	intelligence	NOUN
fcis-4146	166	25	application	application	NOUN
fcis-4146	166	26	in	in	ADP
fcis-4146	166	27	modern	modern	ADJ
fcis-4146	166	28	business	business	NOUN
fcis-4146	166	29	financial	financial	ADJ
fcis-4146	166	30	industry	industry	NOUN
fcis-4146	166	31	-based	-base	VERB
fcis-4146	166	32	on	on	ADP
fcis-4146	166	33	the	the	DET
fcis-4146	166	34	sample	sample	NOUN
fcis-4146	166	35	analysis	analysis	NOUN
fcis-4146	166	36	of	of	ADP
fcis-4146	166	37	digital	digital	ADJ
fcis-4146	166	38	robot	robot	NOUN
fcis-4146	166	39	application	application	NOUN
fcis-4146	166	40	in	in	ADP
fcis-4146	166	41	commercial	commercial	ADJ
fcis-4146	166	42	banks	bank	NOUN
fcis-4146	166	43	.	.	PUNCT
fcis-4146	167	1	financial	financial	ADJ
fcis-4146	167	2	technology	technology	PROPN
fcis-4146	167	3	era	era	NOUN
fcis-4146	167	4	,	,	PUNCT
fcis-4146	167	5	1:13	1:13	NUM
fcis-4146	167	6	-	-	SYM
fcis-4146	167	7	22	22	NUM
fcis-4146	167	8	.	.	PUNCT
fcis-4146	168	1	[	[	X
fcis-4146	168	2	16	16	NUM
fcis-4146	168	3	]	]	X
fcis-4146	168	4	fang	fang	X
fcis-4146	168	5	,	,	PUNCT
fcis-4146	168	6	l.	l.	PROPN
fcis-4146	168	7	(	(	PUNCT
fcis-4146	168	8	2022	2022	NUM
fcis-4146	168	9	)	)	PUNCT
fcis-4146	168	10	research	research	NOUN
fcis-4146	168	11	on	on	ADP
fcis-4146	168	12	the	the	DET
fcis-4146	168	13	application	application	NOUN
fcis-4146	168	14	of	of	ADP
fcis-4146	168	15	“	"	PUNCT
fcis-4146	168	16	artificial	artificial	ADJ
fcis-4146	168	17	intelligence+finance	intelligence+finance	PROPN
fcis-4146	168	18	”	"	PUNCT
fcis-4146	168	19	in	in	ADP
fcis-4146	168	20	the	the	DET
fcis-4146	168	21	field	field	NOUN
fcis-4146	168	22	of	of	ADP
fcis-4146	168	23	securities	security	NOUN
fcis-4146	168	24	investment	investment	NOUN
fcis-4146	168	25	.	.	PUNCT
fcis-4146	169	1	current	current	ADJ
fcis-4146	169	2	economic	economic	ADJ
fcis-4146	169	3	information	information	NOUN
fcis-4146	169	4	,	,	PUNCT
fcis-4146	169	5	37(18):68	37(18):68	NUM
fcis-4146	169	6	-	-	SYM
fcis-4146	169	7	70	70	NUM
fcis-4146	169	8	.	.	PUNCT
fcis-4146	170	1	[	[	X
fcis-4146	170	2	17	17	NUM
fcis-4146	170	3	]	]	X
fcis-4146	170	4	xu	xu	PROPN
fcis-4146	170	5	,	,	PUNCT
fcis-4146	170	6	j.	j.	PROPN
fcis-4146	170	7	,	,	PUNCT
fcis-4146	170	8	zhang	zhang	PROPN
fcis-4146	170	9	,	,	PUNCT
fcis-4146	170	10	l.(2022	l.(2022	PROPN
fcis-4146	170	11	)	)	PUNCT
fcis-4146	170	12	research	research	NOUN
fcis-4146	170	13	on	on	ADP
fcis-4146	170	14	ai	ai	PRON
fcis-4146	170	15	technology	technology	NOUN
fcis-4146	170	16	enabling	enable	VERB
fcis-4146	170	17	inclusive	inclusive	ADJ
fcis-4146	170	18	financial	financial	ADJ
fcis-4146	170	19	development	development	NOUN
fcis-4146	170	20	.	.	PUNCT
fcis-4146	171	1	financial	financial	ADJ
fcis-4146	171	2	technology	technology	PROPN
fcis-4146	171	3	era	era	NOUN
fcis-4146	171	4	,	,	PUNCT
fcis-4146	171	5	30(2):89	30(2):89	NUM
fcis-4146	171	6	-	-	SYM
fcis-4146	171	7	92	92	NUM
fcis-4146	171	8	.	.	PUNCT
fcis-4146	172	1	[	[	X
fcis-4146	172	2	18	18	NUM
fcis-4146	172	3	]	]	SYM
fcis-4146	172	4	hu	hu	PROPN
fcis-4146	172	5	,	,	PUNCT
fcis-4146	172	6	l.	l.	PROPN
fcis-4146	172	7	(	(	PUNCT
fcis-4146	172	8	2019	2019	NUM
fcis-4146	172	9	)	)	PUNCT
fcis-4146	172	10	research	research	NOUN
fcis-4146	172	11	on	on	ADP
fcis-4146	172	12	high	high	ADJ
fcis-4146	172	13	recognition	recognition	NOUN
fcis-4146	172	14	rate	rate	NOUN
fcis-4146	172	15	method	method	NOUN
fcis-4146	172	16	of	of	ADP
fcis-4146	172	17	handwritten	handwritten	ADJ
fcis-4146	172	18	digits	digit	NOUN
fcis-4146	172	19	based	base	VERB
fcis-4146	172	20	on	on	ADP
fcis-4146	172	21	improved	improved	ADJ
fcis-4146	172	22	c	c	NOUN
fcis-4146	172	23	-	-	PUNCT
fcis-4146	172	24	svm	svm	ADJ
fcis-4146	172	25	.	.	PUNCT
fcis-4146	173	1	digital	digital	ADJ
fcis-4146	173	2	communication	communication	NOUN
fcis-4146	173	3	world	world	NOUN
fcis-4146	173	4	,	,	PUNCT
fcis-4146	173	5	1	1	NUM
fcis-4146	173	6	:	:	SYM
fcis-4146	173	7	244,264	244,264	NUM
fcis-4146	173	8	.	.	PUNCT
fcis-4146	174	1	[	[	X
fcis-4146	174	2	19	19	NUM
fcis-4146	174	3	]	]	SYM
fcis-4146	174	4	xu	xu	PROPN
fcis-4146	174	5	,	,	PUNCT
fcis-4146	174	6	q.	q.	PROPN
fcis-4146	174	7	,	,	PUNCT
fcis-4146	174	8	yang	yang	PROPN
fcis-4146	174	9	,	,	PUNCT
fcis-4146	174	10	l.	l.	PROPN
fcis-4146	174	11	(	(	PUNCT
fcis-4146	174	12	2010	2010	NUM
fcis-4146	174	13	)	)	PUNCT
fcis-4146	174	14	an	an	DET
fcis-4146	174	15	improved	improve	VERB
fcis-4146	174	16	hybrid	hybrid	ADJ
fcis-4146	174	17	learning	learning	NOUN
fcis-4146	174	18	model	model	NOUN
fcis-4146	174	19	based	base	VERB
fcis-4146	174	20	handwritten	handwritten	ADJ
fcis-4146	174	21	digits	digit	NOUN
fcis-4146	174	22	recognition	recognition	NOUN
fcis-4146	174	23	approach	approach	NOUN
fcis-4146	174	24	.	.	PUNCT
fcis-4146	175	1	journal	journal	NOUN
fcis-4146	175	2	of	of	ADP
fcis-4146	175	3	electronics	electronic	NOUN
fcis-4146	175	4	and	and	CCONJ
fcis-4146	175	5	information	information	NOUN
fcis-4146	175	6	technology	technology	NOUN
fcis-4146	175	7	,	,	PUNCT
fcis-4146	175	8	32(2):433	32(2):433	PROPN
fcis-4146	175	9	-	-	PUNCT
fcis-4146	175	10	438	438	NUM
fcis-4146	175	11	.	.	PUNCT
fcis-4146	176	1	[	[	X
fcis-4146	176	2	20	20	NUM
fcis-4146	176	3	]	]	SYM
fcis-4146	176	4	zhang	zhang	PROPN
fcis-4146	176	5	,	,	PUNCT
fcis-4146	176	6	z.	z.	PROPN
fcis-4146	176	7	(	(	PUNCT
fcis-4146	176	8	2000	2000	NUM
fcis-4146	176	9	)	)	PUNCT
fcis-4146	176	10	document	document	NOUN
fcis-4146	176	11	analysis	analysis	NOUN
fcis-4146	176	12	of	of	ADP
fcis-4146	176	13	the	the	DET
fcis-4146	176	14	financial	financial	ADJ
fcis-4146	176	15	bill	bill	NOUN
fcis-4146	176	16	and	and	CCONJ
fcis-4146	176	17	recognition	recognition	NOUN
fcis-4146	176	18	of	of	ADP
fcis-4146	176	19	handwritten	handwritten	ADJ
fcis-4146	176	20	digits	digit	NOUN
fcis-4146	176	21	.	.	PUNCT
fcis-4146	177	1	central	central	ADJ
fcis-4146	177	2	china	china	PROPN
fcis-4146	177	3	normal	normal	PROPN
fcis-4146	177	4	university	university	PROPN
fcis-4146	177	5	press	press	NOUN
fcis-4146	177	6	,	,	PUNCT
fcis-4146	177	7	wuhan	wuhan	PROPN
fcis-4146	177	8	.	.	PUNCT
fcis-4146	178	1	[	[	X
fcis-4146	178	2	21	21	NUM
fcis-4146	178	3	]	]	X
fcis-4146	178	4	lu	lu	PROPN
fcis-4146	178	5	,	,	PUNCT
fcis-4146	178	6	f.	f.	PROPN
fcis-4146	178	7	,	,	PUNCT
fcis-4146	178	8	yi	yi	PROPN
fcis-4146	178	9	,	,	PUNCT
fcis-4146	178	10	w.	w.	PROPN
fcis-4146	178	11	,	,	PUNCT
fcis-4146	178	12	yuan	yuan	PROPN
fcis-4146	178	13	,	,	PUNCT
fcis-4146	178	14	x.	x.	NOUN
fcis-4146	178	15	(	(	PUNCT
fcis-4146	178	16	2003	2003	NUM
fcis-4146	178	17	)	)	PUNCT
fcis-4146	178	18	research	research	NOUN
fcis-4146	178	19	on	on	ADP
fcis-4146	178	20	the	the	DET
fcis-4146	178	21	method	method	NOUN
fcis-4146	178	22	of	of	ADP
fcis-4146	178	23	numerals	numeral	NOUN
fcis-4146	178	24	recognition	recognition	NOUN
fcis-4146	178	25	in	in	ADP
fcis-4146	178	26	financial	financial	ADJ
fcis-4146	178	27	notes	note	NOUN
fcis-4146	178	28	with	with	ADP
fcis-4146	178	29	pattern	pattern	NOUN
fcis-4146	178	30	recognition	recognition	NOUN
fcis-4146	178	31	of	of	ADP
fcis-4146	178	32	neural	neural	ADJ
fcis-4146	178	33	network	network	NOUN
fcis-4146	178	34	.	.	PUNCT
fcis-4146	178	35	journal	journal	PROPN
fcis-4146	178	36	of	of	ADP
fcis-4146	178	37	soochow	soochow	PROPN
fcis-4146	178	38	university	university	PROPN
fcis-4146	178	39	(	(	PUNCT
fcis-4146	178	40	engineering	engineering	NOUN
fcis-4146	178	41	edition	edition	NOUN
fcis-4146	178	42	)	)	PUNCT
fcis-4146	178	43	,	,	PUNCT
fcis-4146	178	44	23(4):44	23(4):44	NUM
fcis-4146	178	45	-	-	SYM
fcis-4146	178	46	51	51	NUM
fcis-4146	178	47	.	.	PUNCT