id	sid	tid	token	lemma	pos
ajst-25054	1	1	academic	academic	ADJ
ajst-25054	1	2	journal	journal	NOUN
ajst-25054	1	3	of	of	ADP
ajst-25054	1	4	science	science	NOUN
ajst-25054	1	5	and	and	CCONJ
ajst-25054	1	6	technology	technology	NOUN
ajst-25054	1	7	issn	issn	NOUN
ajst-25054	1	8	:	:	PUNCT
ajst-25054	1	9	2771	2771	NUM
ajst-25054	1	10	-	-	SYM
ajst-25054	1	11	3032	3032	NUM
ajst-25054	1	12	|	|	NOUN
ajst-25054	1	13	vol	vol	NOUN
ajst-25054	1	14	.	.	PROPN
ajst-25054	2	1	12	12	NUM
ajst-25054	2	2	,	,	PUNCT
ajst-25054	2	3	no	no	INTJ
ajst-25054	2	4	.	.	NOUN
ajst-25054	2	5	2	2	NUM
ajst-25054	2	6	,	,	PUNCT
ajst-25054	2	7	2024	2024	NUM
ajst-25054	2	8	1	1	NUM
ajst-25054	2	9	machine	machine	NOUN
ajst-25054	2	10	learning	learn	VERB
ajst-25054	2	11	analysis	analysis	NOUN
ajst-25054	2	12	of	of	ADP
ajst-25054	2	13	key	key	ADJ
ajst-25054	2	14	features	feature	NOUN
ajst-25054	2	15	in	in	ADP
ajst-25054	2	16	household	household	NOUN
ajst-25054	2	17	financial	financial	ADJ
ajst-25054	2	18	decision‐making	decision‐make	VERB
ajst-25054	2	19	shenghan	shenghan	PROPN
ajst-25054	2	20	zhao	zhao	PROPN
ajst-25054	2	21	1	1	NUM
ajst-25054	2	22	,	,	PUNCT
ajst-25054	2	23	*	*	PROPN
ajst-25054	2	24	,	,	PUNCT
ajst-25054	2	25	tianxiang	tianxiang	PROPN
ajst-25054	2	26	zhang	zhang	PROPN
ajst-25054	2	27	2	2	NUM
ajst-25054	2	28	,	,	PUNCT
ajst-25054	2	29	a	a	DET
ajst-25054	2	30	,	,	PUNCT
ajst-25054	2	31	ningxin	ningxin	PROPN
ajst-25054	2	32	li	li	PROPN
ajst-25054	2	33	3	3	NUM
ajst-25054	2	34	,	,	PUNCT
ajst-25054	2	35	b	b	PROPN
ajst-25054	2	36	1	1	NUM
ajst-25054	2	37	department	department	NOUN
ajst-25054	2	38	of	of	ADP
ajst-25054	2	39	economics	economic	NOUN
ajst-25054	2	40	,	,	PUNCT
ajst-25054	2	41	cornell	cornell	PROPN
ajst-25054	2	42	university	university	PROPN
ajst-25054	2	43	,	,	PUNCT
ajst-25054	2	44	ithaca	ithaca	PROPN
ajst-25054	2	45	,	,	PUNCT
ajst-25054	2	46	14850	14850	NUM
ajst-25054	2	47	,	,	PUNCT
ajst-25054	2	48	usa	usa	PROPN
ajst-25054	2	49	2	2	NUM
ajst-25054	2	50	tandon	tandon	PROPN
ajst-25054	2	51	school	school	NOUN
ajst-25054	2	52	of	of	ADP
ajst-25054	2	53	engineering	engineering	NOUN
ajst-25054	2	54	,	,	PUNCT
ajst-25054	2	55	new	new	PROPN
ajst-25054	2	56	york	york	PROPN
ajst-25054	2	57	university	university	PROPN
ajst-25054	2	58	,	,	PUNCT
ajst-25054	2	59	new	new	PROPN
ajst-25054	2	60	york	york	PROPN
ajst-25054	2	61	,	,	PUNCT
ajst-25054	2	62	10003	10003	NUM
ajst-25054	2	63	,	,	PUNCT
ajst-25054	2	64	usa	usa	PROPN
ajst-25054	2	65	3	3	NUM
ajst-25054	2	66	fu	fu	PROPN
ajst-25054	2	67	foundation	foundation	NOUN
ajst-25054	2	68	school	school	NOUN
ajst-25054	2	69	of	of	ADP
ajst-25054	2	70	engineering	engineering	NOUN
ajst-25054	2	71	and	and	CCONJ
ajst-25054	2	72	applied	apply	VERB
ajst-25054	2	73	science	science	NOUN
ajst-25054	2	74	,	,	PUNCT
ajst-25054	2	75	columbia	columbia	PROPN
ajst-25054	2	76	university	university	PROPN
ajst-25054	2	77	,	,	PUNCT
ajst-25054	2	78	new	new	PROPN
ajst-25054	2	79	york	york	PROPN
ajst-25054	2	80	,	,	PUNCT
ajst-25054	2	81	10027	10027	NUM
ajst-25054	2	82	,	,	PUNCT
ajst-25054	2	83	usa	usa	PROPN
ajst-25054	2	84	*	*	PUNCT
ajst-25054	2	85	corresponding	correspond	VERB
ajst-25054	2	86	author	author	NOUN
ajst-25054	2	87	:	:	PUNCT
ajst-25054	2	88	shenghan	shenghan	PROPN
ajst-25054	2	89	zhao	zhao	PROPN
ajst-25054	2	90	(	(	PUNCT
ajst-25054	2	91	email	email	NOUN
ajst-25054	2	92	:	:	PUNCT
ajst-25054	2	93	sz449@cornell.edu	sz449@cornell.edu	NOUN
ajst-25054	2	94	)	)	PUNCT
ajst-25054	2	95	,	,	PUNCT
ajst-25054	2	96	a	a	DET
ajst-25054	2	97	tz534@nyu.edu	tz534@nyu.edu	NOUN
ajst-25054	2	98	,	,	PUNCT
ajst-25054	2	99	b	b	PROPN
ajst-25054	2	100	nl2735@columbia.edu	nl2735@columbia.edu	PROPN
ajst-25054	2	101	abstract	abstract	NOUN
ajst-25054	2	102	:	:	PUNCT
ajst-25054	2	103	this	this	DET
ajst-25054	2	104	paper	paper	NOUN
ajst-25054	2	105	explores	explore	VERB
ajst-25054	2	106	the	the	DET
ajst-25054	2	107	potential	potential	NOUN
ajst-25054	2	108	and	and	CCONJ
ajst-25054	2	109	challenges	challenge	NOUN
ajst-25054	2	110	of	of	ADP
ajst-25054	2	111	mobile	mobile	ADJ
ajst-25054	2	112	internet	internet	NOUN
ajst-25054	2	113	in	in	ADP
ajst-25054	2	114	household	household	NOUN
ajst-25054	2	115	investment	investment	NOUN
ajst-25054	2	116	decisions	decision	NOUN
ajst-25054	2	117	.	.	PUNCT
ajst-25054	3	1	the	the	DET
ajst-25054	3	2	rapid	rapid	ADJ
ajst-25054	3	3	development	development	NOUN
ajst-25054	3	4	of	of	ADP
ajst-25054	3	5	mobile	mobile	ADJ
ajst-25054	3	6	internet	internet	NOUN
ajst-25054	3	7	has	have	AUX
ajst-25054	3	8	brought	bring	VERB
ajst-25054	3	9	opportunities	opportunity	NOUN
ajst-25054	3	10	and	and	CCONJ
ajst-25054	3	11	challenges	challenge	NOUN
ajst-25054	3	12	to	to	ADP
ajst-25054	3	13	household	household	NOUN
ajst-25054	3	14	asset	asset	NOUN
ajst-25054	3	15	allocation	allocation	NOUN
ajst-25054	3	16	,	,	PUNCT
ajst-25054	3	17	especially	especially	ADV
ajst-25054	3	18	in	in	ADP
ajst-25054	3	19	promoting	promote	VERB
ajst-25054	3	20	greater	great	ADJ
ajst-25054	3	21	participation	participation	NOUN
ajst-25054	3	22	in	in	ADP
ajst-25054	3	23	venture	venture	NOUN
ajst-25054	3	24	asset	asset	NOUN
ajst-25054	3	25	investment	investment	NOUN
ajst-25054	3	26	.	.	PUNCT
ajst-25054	4	1	this	this	DET
ajst-25054	4	2	paper	paper	NOUN
ajst-25054	4	3	focuses	focus	VERB
ajst-25054	4	4	on	on	ADP
ajst-25054	4	5	the	the	DET
ajst-25054	4	6	application	application	NOUN
ajst-25054	4	7	potential	potential	NOUN
ajst-25054	4	8	of	of	ADP
ajst-25054	4	9	machine	machine	NOUN
ajst-25054	4	10	learning	learning	NOUN
ajst-25054	4	11	in	in	ADP
ajst-25054	4	12	analyzing	analyze	VERB
ajst-25054	4	13	household	household	NOUN
ajst-25054	4	14	investment	investment	NOUN
ajst-25054	4	15	behavior	behavior	NOUN
ajst-25054	4	16	patterns	pattern	NOUN
ajst-25054	4	17	and	and	CCONJ
ajst-25054	4	18	trends	trend	NOUN
ajst-25054	4	19	.	.	PUNCT
ajst-25054	5	1	it	it	PRON
ajst-25054	5	2	reveals	reveal	VERB
ajst-25054	5	3	the	the	DET
ajst-25054	5	4	potential	potential	ADJ
ajst-25054	5	5	household	household	NOUN
ajst-25054	5	6	income	income	NOUN
ajst-25054	5	7	rules	rule	NOUN
ajst-25054	5	8	,	,	PUNCT
ajst-25054	5	9	consumption	consumption	NOUN
ajst-25054	5	10	patterns	pattern	NOUN
ajst-25054	5	11	and	and	CCONJ
ajst-25054	5	12	asset	asset	NOUN
ajst-25054	5	13	allocation	allocation	NOUN
ajst-25054	5	14	preferences	preference	NOUN
ajst-25054	5	15	through	through	ADP
ajst-25054	5	16	extensive	extensive	ADJ
ajst-25054	5	17	data	datum	NOUN
ajst-25054	5	18	analysis	analysis	NOUN
ajst-25054	5	19	.	.	PUNCT
ajst-25054	6	1	however	however	ADV
ajst-25054	6	2	,	,	PUNCT
ajst-25054	6	3	machine	machine	NOUN
ajst-25054	6	4	learning	learning	NOUN
ajst-25054	6	5	faces	face	VERB
ajst-25054	6	6	many	many	ADJ
ajst-25054	6	7	challenges	challenge	NOUN
ajst-25054	6	8	,	,	PUNCT
ajst-25054	6	9	such	such	ADJ
ajst-25054	6	10	as	as	ADP
ajst-25054	6	11	data	data	NOUN
ajst-25054	6	12	privacy	privacy	NOUN
ajst-25054	6	13	protection	protection	NOUN
ajst-25054	6	14	,	,	PUNCT
ajst-25054	6	15	algorithmic	algorithmic	ADJ
ajst-25054	6	16	interpretation	interpretation	NOUN
ajst-25054	6	17	,	,	PUNCT
ajst-25054	6	18	and	and	CCONJ
ajst-25054	6	19	data	datum	NOUN
ajst-25054	6	20	acquisition	acquisition	NOUN
ajst-25054	6	21	costs	cost	NOUN
ajst-25054	6	22	.	.	PUNCT
ajst-25054	7	1	finally	finally	ADV
ajst-25054	7	2	,	,	PUNCT
ajst-25054	7	3	the	the	DET
ajst-25054	7	4	paper	paper	NOUN
ajst-25054	7	5	calls	call	VERB
ajst-25054	7	6	for	for	ADP
ajst-25054	7	7	further	further	ADJ
ajst-25054	7	8	research	research	NOUN
ajst-25054	7	9	and	and	CCONJ
ajst-25054	7	10	exploration	exploration	NOUN
ajst-25054	7	11	to	to	PART
ajst-25054	7	12	deepen	deepen	VERB
ajst-25054	7	13	understanding	understanding	NOUN
ajst-25054	7	14	of	of	ADP
ajst-25054	7	15	how	how	SCONJ
ajst-25054	7	16	technological	technological	ADJ
ajst-25054	7	17	innovation	innovation	NOUN
ajst-25054	7	18	can	can	AUX
ajst-25054	7	19	drive	drive	VERB
ajst-25054	7	20	intelligent	intelligent	ADJ
ajst-25054	7	21	and	and	CCONJ
ajst-25054	7	22	optimized	optimize	VERB
ajst-25054	7	23	household	household	NOUN
ajst-25054	7	24	financial	financial	ADJ
ajst-25054	7	25	decisions	decision	NOUN
ajst-25054	7	26	.	.	PUNCT
ajst-25054	8	1	keywords	keyword	NOUN
ajst-25054	8	2	:	:	PUNCT
ajst-25054	8	3	machine	machine	NOUN
ajst-25054	8	4	learning	learning	NOUN
ajst-25054	8	5	;	;	PUNCT
ajst-25054	8	6	financial	financial	ADJ
ajst-25054	8	7	decisions	decision	NOUN
ajst-25054	8	8	;	;	PUNCT
ajst-25054	8	9	financial	financial	ADJ
ajst-25054	8	10	risk	risk	NOUN
ajst-25054	8	11	management	management	NOUN
ajst-25054	8	12	;	;	PUNCT
ajst-25054	8	13	household	household	NOUN
ajst-25054	8	14	investment	investment	NOUN
ajst-25054	8	15	decision	decision	NOUN
ajst-25054	8	16	.	.	PUNCT
ajst-25054	9	1	1	1	X
ajst-25054	9	2	.	.	X
ajst-25054	9	3	introduction	introduction	NOUN
ajst-25054	9	4	when	when	SCONJ
ajst-25054	9	5	households	household	NOUN
ajst-25054	9	6	,	,	PUNCT
ajst-25054	9	7	as	as	ADP
ajst-25054	9	8	microeconomic	microeconomic	ADJ
ajst-25054	9	9	entities	entity	NOUN
ajst-25054	9	10	,	,	PUNCT
ajst-25054	9	11	make	make	VERB
ajst-25054	9	12	asset	asset	NOUN
ajst-25054	9	13	allocation	allocation	NOUN
ajst-25054	9	14	decisions	decision	NOUN
ajst-25054	9	15	,	,	PUNCT
ajst-25054	9	16	they	they	PRON
ajst-25054	9	17	often	often	ADV
ajst-25054	9	18	face	face	VERB
ajst-25054	9	19	the	the	DET
ajst-25054	9	20	dilemma	dilemma	NOUN
ajst-25054	9	21	of	of	ADP
ajst-25054	9	22	choosing	choose	VERB
ajst-25054	9	23	between	between	ADP
ajst-25054	9	24	various	various	ADJ
ajst-25054	9	25	forms	form	NOUN
ajst-25054	9	26	or	or	CCONJ
ajst-25054	9	27	combinations	combination	NOUN
ajst-25054	9	28	of	of	ADP
ajst-25054	9	29	investments	investment	NOUN
ajst-25054	9	30	.	.	PUNCT
ajst-25054	10	1	this	this	PRON
ajst-25054	10	2	includes	include	VERB
ajst-25054	10	3	decisions	decision	NOUN
ajst-25054	10	4	between	between	ADP
ajst-25054	10	5	financial	financial	ADJ
ajst-25054	10	6	and	and	CCONJ
ajst-25054	10	7	non	non	ADJ
ajst-25054	10	8	-	-	ADJ
ajst-25054	10	9	financial	financial	ADJ
ajst-25054	10	10	assets	asset	NOUN
ajst-25054	10	11	,	,	PUNCT
ajst-25054	10	12	such	such	ADJ
ajst-25054	10	13	as	as	ADP
ajst-25054	10	14	housing	housing	NOUN
ajst-25054	10	15	,	,	PUNCT
ajst-25054	10	16	or	or	CCONJ
ajst-25054	10	17	between	between	ADP
ajst-25054	10	18	risky	risky	ADJ
ajst-25054	10	19	assets	asset	NOUN
ajst-25054	10	20	(	(	PUNCT
ajst-25054	10	21	such	such	ADJ
ajst-25054	10	22	as	as	ADP
ajst-25054	10	23	stocks	stock	NOUN
ajst-25054	10	24	,	,	PUNCT
ajst-25054	10	25	bonds	bond	NOUN
ajst-25054	10	26	,	,	PUNCT
ajst-25054	10	27	funds	fund	NOUN
ajst-25054	10	28	,	,	PUNCT
ajst-25054	10	29	etc	etc	X
ajst-25054	10	30	.	.	X
ajst-25054	10	31	)	)	PUNCT
ajst-25054	10	32	and	and	CCONJ
ajst-25054	10	33	risk	risk	NOUN
ajst-25054	10	34	-	-	PUNCT
ajst-25054	10	35	free	free	ADJ
ajst-25054	10	36	assets	asset	NOUN
ajst-25054	10	37	(	(	PUNCT
ajst-25054	10	38	such	such	ADJ
ajst-25054	10	39	as	as	ADP
ajst-25054	10	40	cash	cash	NOUN
ajst-25054	10	41	,	,	PUNCT
ajst-25054	10	42	deposits	deposit	NOUN
ajst-25054	10	43	,	,	PUNCT
ajst-25054	10	44	etc	etc	X
ajst-25054	10	45	.	.	X
ajst-25054	10	46	)	)	PUNCT
ajst-25054	10	47	.	.	PUNCT
ajst-25054	11	1	in	in	ADP
ajst-25054	11	2	china	china	PROPN
ajst-25054	11	3	's	's	PART
ajst-25054	11	4	capital	capital	NOUN
ajst-25054	11	5	market	market	NOUN
ajst-25054	11	6	,	,	PUNCT
ajst-25054	11	7	investors	investor	NOUN
ajst-25054	11	8	are	be	AUX
ajst-25054	11	9	predominantly	predominantly	ADV
ajst-25054	11	10	retail	retail	ADJ
ajst-25054	11	11	investors	investor	NOUN
ajst-25054	11	12	,	,	PUNCT
ajst-25054	11	13	primarily	primarily	ADV
ajst-25054	11	14	from	from	ADP
ajst-25054	11	15	households	household	NOUN
ajst-25054	11	16	.	.	PUNCT
ajst-25054	12	1	despite	despite	SCONJ
ajst-25054	12	2	this	this	PRON
ajst-25054	12	3	,	,	PUNCT
ajst-25054	12	4	the	the	DET
ajst-25054	12	5	"	"	PUNCT
ajst-25054	12	6	china	china	PROPN
ajst-25054	12	7	household	household	PROPN
ajst-25054	12	8	wealth	wealth	NOUN
ajst-25054	12	9	survey	survey	NOUN
ajst-25054	12	10	report	report	VERB
ajst-25054	12	11	2019	2019	NUM
ajst-25054	12	12	"	"	PUNCT
ajst-25054	12	13	highlights	highlight	NOUN
ajst-25054	12	14	that	that	SCONJ
ajst-25054	12	15	china	china	PROPN
ajst-25054	12	16	's	's	PART
ajst-25054	12	17	households	household	NOUN
ajst-25054	12	18	exhibit	exhibit	VERB
ajst-25054	12	19	a	a	DET
ajst-25054	12	20	simplistic	simplistic	ADJ
ajst-25054	12	21	financial	financial	ADJ
ajst-25054	12	22	asset	asset	NOUN
ajst-25054	12	23	allocation	allocation	NOUN
ajst-25054	12	24	structure	structure	NOUN
ajst-25054	12	25	,	,	PUNCT
ajst-25054	12	26	with	with	ADP
ajst-25054	12	27	cash	cash	NOUN
ajst-25054	12	28	,	,	PUNCT
ajst-25054	12	29	demand	demand	NOUN
ajst-25054	12	30	,	,	PUNCT
ajst-25054	12	31	and	and	CCONJ
ajst-25054	12	32	time	time	NOUN
ajst-25054	12	33	deposits	deposit	NOUN
ajst-25054	12	34	accounting	account	VERB
ajst-25054	12	35	for	for	ADP
ajst-25054	12	36	nearly	nearly	ADV
ajst-25054	12	37	90	90	NUM
ajst-25054	12	38	%	%	NOUN
ajst-25054	12	39	.	.	PUNCT
ajst-25054	13	1	the	the	DET
ajst-25054	13	2	likelihood	likelihood	NOUN
ajst-25054	13	3	and	and	CCONJ
ajst-25054	13	4	extent	extent	NOUN
ajst-25054	13	5	of	of	ADP
ajst-25054	13	6	household	household	NOUN
ajst-25054	13	7	participation	participation	NOUN
ajst-25054	13	8	in	in	ADP
ajst-25054	13	9	risky	risky	ADJ
ajst-25054	13	10	asset	asset	NOUN
ajst-25054	13	11	investments	investment	NOUN
ajst-25054	13	12	remain	remain	VERB
ajst-25054	13	13	low	low	ADJ
ajst-25054	13	14	,	,	PUNCT
ajst-25054	13	15	a	a	DET
ajst-25054	13	16	phenomenon	phenomenon	NOUN
ajst-25054	13	17	known	know	VERB
ajst-25054	13	18	as	as	ADP
ajst-25054	13	19	the	the	DET
ajst-25054	13	20	"	"	PUNCT
ajst-25054	13	21	limited	limited	ADJ
ajst-25054	13	22	participation	participation	NOUN
ajst-25054	13	23	mystery	mystery	NOUN
ajst-25054	13	24	.	.	PUNCT
ajst-25054	13	25	"	"	PUNCT
ajst-25054	14	1	the	the	DET
ajst-25054	14	2	advent	advent	NOUN
ajst-25054	14	3	of	of	ADP
ajst-25054	14	4	the	the	DET
ajst-25054	14	5	mobile	mobile	ADJ
ajst-25054	14	6	internet	internet	NOUN
ajst-25054	14	7	marks	mark	VERB
ajst-25054	14	8	the	the	DET
ajst-25054	14	9	fifth	fifth	ADJ
ajst-25054	14	10	technological	technological	ADJ
ajst-25054	14	11	development	development	NOUN
ajst-25054	14	12	cycle	cycle	NOUN
ajst-25054	14	13	in	in	ADP
ajst-25054	14	14	the	the	DET
ajst-25054	14	15	computing	computing	NOUN
ajst-25054	14	16	realm	realm	NOUN
ajst-25054	14	17	,	,	PUNCT
ajst-25054	14	18	following	follow	VERB
ajst-25054	14	19	mainframes	mainframe	NOUN
ajst-25054	14	20	,	,	PUNCT
ajst-25054	14	21	minicomputers	minicomputer	NOUN
ajst-25054	14	22	,	,	PUNCT
ajst-25054	14	23	personal	personal	ADJ
ajst-25054	14	24	computers	computer	NOUN
ajst-25054	14	25	,	,	PUNCT
ajst-25054	14	26	and	and	CCONJ
ajst-25054	14	27	desktop	desktop	NOUN
ajst-25054	14	28	internet	internet	NOUN
ajst-25054	14	29	,	,	PUNCT
ajst-25054	14	30	and	and	CCONJ
ajst-25054	14	31	is	be	AUX
ajst-25054	14	32	considered	consider	VERB
ajst-25054	14	33	a	a	DET
ajst-25054	14	34	significant	significant	ADJ
ajst-25054	14	35	breakthrough	breakthrough	NOUN
ajst-25054	14	36	in	in	ADP
ajst-25054	14	37	the	the	DET
ajst-25054	14	38	internet	internet	NOUN
ajst-25054	14	39	domain	domain	NOUN
ajst-25054	14	40	.	.	PUNCT
ajst-25054	15	1	with	with	ADP
ajst-25054	15	2	the	the	DET
ajst-25054	15	3	proliferation	proliferation	NOUN
ajst-25054	15	4	of	of	ADP
ajst-25054	15	5	mobile	mobile	ADJ
ajst-25054	15	6	devices	device	NOUN
ajst-25054	15	7	like	like	ADP
ajst-25054	15	8	smartphones	smartphone	NOUN
ajst-25054	15	9	and	and	CCONJ
ajst-25054	15	10	tablets	tablet	NOUN
ajst-25054	15	11	,	,	PUNCT
ajst-25054	15	12	services	service	NOUN
ajst-25054	15	13	such	such	ADJ
ajst-25054	15	14	as	as	ADP
ajst-25054	15	15	instant	instant	ADJ
ajst-25054	15	16	messaging	messaging	NOUN
ajst-25054	15	17	and	and	CCONJ
ajst-25054	15	18	mobile	mobile	NOUN
ajst-25054	15	19	payments	payment	NOUN
ajst-25054	15	20	have	have	AUX
ajst-25054	15	21	flourished	flourish	VERB
ajst-25054	15	22	.	.	PUNCT
ajst-25054	16	1	as	as	ADP
ajst-25054	16	2	the	the	DET
ajst-25054	16	3	latest	late	ADJ
ajst-25054	16	4	phase	phase	NOUN
ajst-25054	16	5	in	in	ADP
ajst-25054	16	6	internet	internet	NOUN
ajst-25054	16	7	evolution	evolution	NOUN
ajst-25054	16	8	,	,	PUNCT
ajst-25054	16	9	the	the	DET
ajst-25054	16	10	mobile	mobile	ADJ
ajst-25054	16	11	internet	internet	NOUN
ajst-25054	16	12	differs	differ	VERB
ajst-25054	16	13	markedly	markedly	ADV
ajst-25054	16	14	from	from	ADP
ajst-25054	16	15	traditional	traditional	ADJ
ajst-25054	16	16	internet	internet	NOUN
ajst-25054	16	17	in	in	ADP
ajst-25054	16	18	its	its	PRON
ajst-25054	16	19	application	application	NOUN
ajst-25054	16	20	scenarios	scenario	NOUN
ajst-25054	16	21	,	,	PUNCT
ajst-25054	16	22	business	business	NOUN
ajst-25054	16	23	models	model	NOUN
ajst-25054	16	24	,	,	PUNCT
ajst-25054	16	25	and	and	CCONJ
ajst-25054	16	26	connectivity	connectivity	NOUN
ajst-25054	16	27	ports	port	NOUN
ajst-25054	16	28	.	.	PUNCT
ajst-25054	17	1	exploring	explore	VERB
ajst-25054	17	2	whether	whether	SCONJ
ajst-25054	17	3	the	the	DET
ajst-25054	17	4	mobile	mobile	ADJ
ajst-25054	17	5	internet	internet	NOUN
ajst-25054	17	6	can	can	AUX
ajst-25054	17	7	mitigate	mitigate	VERB
ajst-25054	17	8	the	the	DET
ajst-25054	17	9	"	"	PUNCT
ajst-25054	17	10	limited	limited	ADJ
ajst-25054	17	11	participation	participation	NOUN
ajst-25054	17	12	"	"	PUNCT
ajst-25054	17	13	of	of	ADP
ajst-25054	17	14	households	household	NOUN
ajst-25054	17	15	in	in	ADP
ajst-25054	17	16	venture	venture	NOUN
ajst-25054	17	17	asset	asset	NOUN
ajst-25054	17	18	investments	investment	NOUN
ajst-25054	17	19	and	and	CCONJ
ajst-25054	17	20	its	its	PRON
ajst-25054	17	21	impact	impact	NOUN
ajst-25054	17	22	on	on	ADP
ajst-25054	17	23	the	the	DET
ajst-25054	17	24	investment	investment	NOUN
ajst-25054	17	25	decisions	decision	NOUN
ajst-25054	17	26	of	of	ADP
ajst-25054	17	27	chinese	chinese	ADJ
ajst-25054	17	28	families	family	NOUN
ajst-25054	17	29	warrants	warrant	NOUN
ajst-25054	17	30	further	further	ADJ
ajst-25054	17	31	investigation	investigation	NOUN
ajst-25054	17	32	.	.	PUNCT
ajst-25054	18	1	machine	machine	NOUN
ajst-25054	18	2	learning	learning	NOUN
ajst-25054	18	3	holds	hold	VERB
ajst-25054	18	4	immense	immense	ADJ
ajst-25054	18	5	potential	potential	NOUN
ajst-25054	18	6	in	in	ADP
ajst-25054	18	7	examining	examine	VERB
ajst-25054	18	8	how	how	SCONJ
ajst-25054	18	9	the	the	DET
ajst-25054	18	10	mobile	mobile	ADJ
ajst-25054	18	11	internet	internet	NOUN
ajst-25054	18	12	influences	influence	VERB
ajst-25054	18	13	household	household	NOUN
ajst-25054	18	14	investment	investment	NOUN
ajst-25054	18	15	decisions	decision	NOUN
ajst-25054	18	16	.	.	PUNCT
ajst-25054	19	1	it	it	PRON
ajst-25054	19	2	excels	excel	VERB
ajst-25054	19	3	in	in	ADP
ajst-25054	19	4	leveraging	leverage	VERB
ajst-25054	19	5	extensive	extensive	ADJ
ajst-25054	19	6	data	datum	NOUN
ajst-25054	19	7	analysis	analysis	NOUN
ajst-25054	19	8	to	to	PART
ajst-25054	19	9	uncover	uncover	VERB
ajst-25054	19	10	the	the	DET
ajst-25054	19	11	underlying	underlie	VERB
ajst-25054	19	12	patterns	pattern	NOUN
ajst-25054	19	13	and	and	CCONJ
ajst-25054	19	14	trends	trend	NOUN
ajst-25054	19	15	in	in	ADP
ajst-25054	19	16	household	household	NOUN
ajst-25054	19	17	investment	investment	NOUN
ajst-25054	19	18	behaviours	behaviour	NOUN
ajst-25054	19	19	.	.	PUNCT
ajst-25054	20	1	by	by	ADP
ajst-25054	20	2	analysing	analyse	VERB
ajst-25054	20	3	multidimensional	multidimensional	ADJ
ajst-25054	20	4	data	datum	NOUN
ajst-25054	20	5	—	—	PUNCT
ajst-25054	20	6	including	include	VERB
ajst-25054	20	7	household	household	NOUN
ajst-25054	20	8	income	income	NOUN
ajst-25054	20	9	,	,	PUNCT
ajst-25054	20	10	spending	spending	NOUN
ajst-25054	20	11	patterns	pattern	NOUN
ajst-25054	20	12	,	,	PUNCT
ajst-25054	20	13	and	and	CCONJ
ajst-25054	20	14	asset	asset	NOUN
ajst-25054	20	15	allocation	allocation	NOUN
ajst-25054	20	16	preferences	preference	NOUN
ajst-25054	20	17	—	—	PUNCT
ajst-25054	20	18	machine	machine	NOUN
ajst-25054	20	19	learning	learning	NOUN
ajst-25054	20	20	can	can	AUX
ajst-25054	20	21	offer	offer	VERB
ajst-25054	20	22	personalised	personalised	ADJ
ajst-25054	20	23	investment	investment	NOUN
ajst-25054	20	24	recommendations	recommendation	NOUN
ajst-25054	20	25	to	to	PART
ajst-25054	20	26	optimise	optimise	VERB
ajst-25054	20	27	asset	asset	NOUN
ajst-25054	20	28	allocation	allocation	NOUN
ajst-25054	20	29	and	and	CCONJ
ajst-25054	20	30	enhance	enhance	VERB
ajst-25054	20	31	investment	investment	NOUN
ajst-25054	20	32	returns	return	NOUN
ajst-25054	20	33	.	.	PUNCT
ajst-25054	21	1	moreover	moreover	ADV
ajst-25054	21	2	,	,	PUNCT
ajst-25054	21	3	machine	machine	NOUN
ajst-25054	21	4	learning	learning	NOUN
ajst-25054	21	5	can	can	AUX
ajst-25054	21	6	automate	automate	VERB
ajst-25054	21	7	the	the	DET
ajst-25054	21	8	processing	processing	NOUN
ajst-25054	21	9	of	of	ADP
ajst-25054	21	10	vast	vast	ADJ
ajst-25054	21	11	datasets	dataset	NOUN
ajst-25054	21	12	,	,	PUNCT
ajst-25054	21	13	thereby	thereby	ADV
ajst-25054	21	14	improving	improve	VERB
ajst-25054	21	15	decision	decision	NOUN
ajst-25054	21	16	-	-	PUNCT
ajst-25054	21	17	making	make	VERB
ajst-25054	21	18	efficiency	efficiency	NOUN
ajst-25054	21	19	and	and	CCONJ
ajst-25054	21	20	accuracy	accuracy	NOUN
ajst-25054	21	21	.	.	PUNCT
ajst-25054	22	1	figure	figure	NOUN
ajst-25054	22	2	1	1	NUM
ajst-25054	22	3	.	.	PUNCT
ajst-25054	23	1	hypotheses	hypothesis	NOUN
ajst-25054	23	2	model	model	NOUN
ajst-25054	23	3	of	of	ADP
ajst-25054	23	4	financial	financial	ADJ
ajst-25054	23	5	decision	decision	NOUN
ajst-25054	23	6	making	making	NOUN
ajst-25054	23	7	in	in	ADP
ajst-25054	23	8	the	the	DET
ajst-25054	23	9	family	family	NOUN
ajst-25054	23	10	firm	firm	NOUN
ajst-25054	23	11	however	however	ADV
ajst-25054	23	12	,	,	PUNCT
ajst-25054	23	13	machine	machine	NOUN
ajst-25054	23	14	learning	learning	NOUN
ajst-25054	23	15	encounters	encounter	VERB
ajst-25054	23	16	several	several	ADJ
ajst-25054	23	17	challenges	challenge	NOUN
ajst-25054	23	18	in	in	ADP
ajst-25054	23	19	this	this	DET
ajst-25054	23	20	domain	domain	NOUN
ajst-25054	23	21	.	.	PUNCT
ajst-25054	24	1	chief	chief	NOUN
ajst-25054	24	2	among	among	ADP
ajst-25054	24	3	them	they	PRON
ajst-25054	24	4	is	be	AUX
ajst-25054	24	5	data	datum	NOUN
ajst-25054	24	6	privacy	privacy	NOUN
ajst-25054	24	7	protection	protection	NOUN
ajst-25054	24	8	,	,	PUNCT
ajst-25054	24	9	particularly	particularly	ADV
ajst-25054	24	10	concerning	concern	VERB
ajst-25054	24	11	sensitive	sensitive	ADJ
ajst-25054	24	12	personal	personal	ADJ
ajst-25054	24	13	financial	financial	ADJ
ajst-25054	24	14	and	and	CCONJ
ajst-25054	24	15	investment	investment	NOUN
ajst-25054	24	16	information	information	NOUN
ajst-25054	24	17	.	.	PUNCT
ajst-25054	25	1	addressing	address	VERB
ajst-25054	25	2	this	this	DET
ajst-25054	25	3	issue	issue	NOUN
ajst-25054	25	4	is	be	AUX
ajst-25054	25	5	crucial	crucial	ADJ
ajst-25054	25	6	to	to	ADP
ajst-25054	25	7	ensuring	ensure	VERB
ajst-25054	25	8	data	datum	NOUN
ajst-25054	25	9	security	security	NOUN
ajst-25054	25	10	and	and	CCONJ
ajst-25054	25	11	privacy	privacy	NOUN
ajst-25054	25	12	.	.	PUNCT
ajst-25054	26	1	another	another	DET
ajst-25054	26	2	significant	significant	ADJ
ajst-25054	26	3	challenge	challenge	NOUN
ajst-25054	26	4	lies	lie	VERB
ajst-25054	26	5	in	in	ADP
ajst-25054	26	6	the	the	DET
ajst-25054	26	7	interpretability	interpretability	NOUN
ajst-25054	26	8	of	of	ADP
ajst-25054	26	9	algorithms	algorithm	NOUN
ajst-25054	26	10	,	,	PUNCT
ajst-25054	26	11	especially	especially	ADV
ajst-25054	26	12	in	in	ADP
ajst-25054	26	13	financial	financial	ADJ
ajst-25054	26	14	decision	decision	NOUN
ajst-25054	26	15	-	-	PUNCT
ajst-25054	26	16	making	make	VERB
ajst-25054	26	17	contexts	context	NOUN
ajst-25054	26	18	where	where	SCONJ
ajst-25054	26	19	decision	decision	NOUN
ajst-25054	26	20	-	-	PUNCT
ajst-25054	26	21	makers	maker	NOUN
ajst-25054	26	22	require	require	VERB
ajst-25054	26	23	insights	insight	NOUN
ajst-25054	26	24	into	into	ADP
ajst-25054	26	25	how	how	SCONJ
ajst-25054	26	26	models	model	NOUN
ajst-25054	26	27	generate	generate	VERB
ajst-25054	26	28	recommendations	recommendation	NOUN
ajst-25054	26	29	to	to	PART
ajst-25054	26	30	build	build	VERB
ajst-25054	26	31	trust	trust	NOUN
ajst-25054	26	32	and	and	CCONJ
ajst-25054	26	33	acceptance	acceptance	NOUN
ajst-25054	26	34	.	.	PUNCT
ajst-25054	27	1	additionally	additionally	ADV
ajst-25054	27	2	,	,	PUNCT
ajst-25054	27	3	the	the	DET
ajst-25054	27	4	complexities	complexity	NOUN
ajst-25054	27	5	and	and	CCONJ
ajst-25054	27	6	costs	cost	NOUN
ajst-25054	27	7	associated	associate	VERB
ajst-25054	27	8	with	with	ADP
ajst-25054	27	9	data	datum	NOUN
ajst-25054	27	10	acquisition	acquisition	NOUN
ajst-25054	27	11	pose	pose	VERB
ajst-25054	27	12	practical	practical	ADJ
ajst-25054	27	13	challenges	challenge	NOUN
ajst-25054	27	14	,	,	PUNCT
ajst-25054	27	15	especially	especially	ADV
ajst-25054	27	16	for	for	ADP
ajst-25054	27	17	complex	complex	ADJ
ajst-25054	27	18	models	model	NOUN
ajst-25054	27	19	requiring	require	VERB
ajst-25054	27	20	data	datum	NOUN
ajst-25054	27	21	integration	integration	NOUN
ajst-25054	27	22	from	from	ADP
ajst-25054	27	23	multiple	multiple	ADJ
ajst-25054	27	24	sources	source	NOUN
ajst-25054	27	25	.	.	PUNCT
ajst-25054	28	1	lastly	lastly	ADV
ajst-25054	28	2	,	,	PUNCT
ajst-25054	28	3	bridging	bridge	VERB
ajst-25054	28	4	the	the	DET
ajst-25054	28	5	gap	gap	NOUN
ajst-25054	28	6	between	between	ADP
ajst-25054	28	7	the	the	DET
ajst-25054	28	8	predictive	predictive	ADJ
ajst-25054	28	9	capabilities	capability	NOUN
ajst-25054	28	10	of	of	ADP
ajst-25054	28	11	machine	machine	NOUN
ajst-25054	28	12	learning	learning	NOUN
ajst-25054	28	13	models	model	NOUN
ajst-25054	28	14	and	and	CCONJ
ajst-25054	28	15	the	the	DET
ajst-25054	28	16	practical	practical	ADJ
ajst-25054	28	17	needs	need	NOUN
ajst-25054	28	18	of	of	ADP
ajst-25054	28	19	financial	financial	ADJ
ajst-25054	28	20	decision	decision	NOUN
ajst-25054	28	21	-	-	PUNCT
ajst-25054	28	22	making	making	NOUN
ajst-25054	28	23	requires	require	VERB
ajst-25054	28	24	further	further	ADJ
ajst-25054	28	25	research	research	NOUN
ajst-25054	28	26	and	and	CCONJ
ajst-25054	28	27	exploration	exploration	NOUN
ajst-25054	28	28	.	.	PUNCT
ajst-25054	29	1	this	this	DET
ajst-25054	29	2	paper	paper	NOUN
ajst-25054	29	3	explores	explore	VERB
ajst-25054	29	4	the	the	DET
ajst-25054	29	5	potential	potential	NOUN
ajst-25054	29	6	and	and	CCONJ
ajst-25054	29	7	challenges	challenge	NOUN
ajst-25054	29	8	of	of	ADP
ajst-25054	29	9	the	the	DET
ajst-25054	29	10	2	2	NUM
ajst-25054	29	11	mobile	mobile	NOUN
ajst-25054	29	12	internet	internet	NOUN
ajst-25054	29	13	in	in	ADP
ajst-25054	29	14	household	household	NOUN
ajst-25054	29	15	investment	investment	NOUN
ajst-25054	29	16	decision	decision	NOUN
ajst-25054	29	17	-	-	PUNCT
ajst-25054	29	18	making	making	NOUN
ajst-25054	29	19	.	.	PUNCT
ajst-25054	30	1	the	the	DET
ajst-25054	30	2	rapid	rapid	ADJ
ajst-25054	30	3	evolution	evolution	NOUN
ajst-25054	30	4	of	of	ADP
ajst-25054	30	5	the	the	DET
ajst-25054	30	6	mobile	mobile	ADJ
ajst-25054	30	7	internet	internet	NOUN
ajst-25054	30	8	presents	present	VERB
ajst-25054	30	9	opportunities	opportunity	NOUN
ajst-25054	30	10	and	and	CCONJ
ajst-25054	30	11	challenges	challenge	NOUN
ajst-25054	30	12	in	in	ADP
ajst-25054	30	13	household	household	NOUN
ajst-25054	30	14	asset	asset	NOUN
ajst-25054	30	15	allocation	allocation	NOUN
ajst-25054	30	16	,	,	PUNCT
ajst-25054	30	17	particularly	particularly	ADV
ajst-25054	30	18	fostering	foster	VERB
ajst-25054	30	19	greater	great	ADJ
ajst-25054	30	20	participation	participation	NOUN
ajst-25054	30	21	in	in	ADP
ajst-25054	30	22	venture	venture	NOUN
ajst-25054	30	23	asset	asset	NOUN
ajst-25054	30	24	investments	investment	NOUN
ajst-25054	30	25	.	.	PUNCT
ajst-25054	31	1	effectively	effectively	ADV
ajst-25054	31	2	harnessing	harness	VERB
ajst-25054	31	3	machine	machine	NOUN
ajst-25054	31	4	learning	learning	NOUN
ajst-25054	31	5	to	to	PART
ajst-25054	31	6	analyse	analyse	VERB
ajst-25054	31	7	complex	complex	ADJ
ajst-25054	31	8	patterns	pattern	NOUN
ajst-25054	31	9	and	and	CCONJ
ajst-25054	31	10	motivations	motivation	NOUN
ajst-25054	31	11	in	in	ADP
ajst-25054	31	12	household	household	NOUN
ajst-25054	31	13	investment	investment	NOUN
ajst-25054	31	14	behaviour	behaviour	NOUN
ajst-25054	31	15	is	be	AUX
ajst-25054	31	16	key	key	ADJ
ajst-25054	31	17	to	to	ADP
ajst-25054	31	18	unlocking	unlock	VERB
ajst-25054	31	19	this	this	DET
ajst-25054	31	20	potential	potential	NOUN
ajst-25054	31	21	.	.	PUNCT
ajst-25054	32	1	the	the	DET
ajst-25054	32	2	article	article	NOUN
ajst-25054	32	3	aims	aim	VERB
ajst-25054	32	4	to	to	PART
ajst-25054	32	5	delve	delve	VERB
ajst-25054	32	6	into	into	ADP
ajst-25054	32	7	the	the	DET
ajst-25054	32	8	current	current	ADJ
ajst-25054	32	9	applications	application	NOUN
ajst-25054	32	10	of	of	ADP
ajst-25054	32	11	machine	machine	NOUN
ajst-25054	32	12	learning	learn	VERB
ajst-25054	32	13	in	in	ADP
ajst-25054	32	14	analysing	analyse	VERB
ajst-25054	32	15	household	household	NOUN
ajst-25054	32	16	investment	investment	NOUN
ajst-25054	32	17	decisions	decision	NOUN
ajst-25054	32	18	and	and	CCONJ
ajst-25054	32	19	the	the	DET
ajst-25054	32	20	critical	critical	ADJ
ajst-25054	32	21	challenges	challenge	NOUN
ajst-25054	32	22	they	they	PRON
ajst-25054	32	23	face	face	VERB
ajst-25054	32	24	,	,	PUNCT
ajst-25054	32	25	ultimately	ultimately	ADV
ajst-25054	32	26	seeking	seek	VERB
ajst-25054	32	27	to	to	PART
ajst-25054	32	28	deepen	deepen	VERB
ajst-25054	32	29	our	our	PRON
ajst-25054	32	30	understanding	understanding	NOUN
ajst-25054	32	31	of	of	ADP
ajst-25054	32	32	how	how	SCONJ
ajst-25054	32	33	technological	technological	ADJ
ajst-25054	32	34	innovation	innovation	NOUN
ajst-25054	32	35	can	can	AUX
ajst-25054	32	36	drive	drive	VERB
ajst-25054	32	37	intelligent	intelligent	ADJ
ajst-25054	32	38	and	and	CCONJ
ajst-25054	32	39	optimised	optimise	VERB
ajst-25054	32	40	household	household	NOUN
ajst-25054	32	41	financial	financial	ADJ
ajst-25054	32	42	decisions	decision	NOUN
ajst-25054	32	43	.	.	PUNCT
ajst-25054	33	1	2	2	X
ajst-25054	33	2	.	.	X
ajst-25054	33	3	related	relate	VERB
ajst-25054	33	4	work	work	NOUN
ajst-25054	33	5	2.1	2.1	NUM
ajst-25054	33	6	.	.	PUNCT
ajst-25054	34	1	the	the	DET
ajst-25054	34	2	logic	logic	NOUN
ajst-25054	34	3	of	of	ADP
ajst-25054	34	4	family	family	NOUN
ajst-25054	34	5	finance	finance	NOUN
ajst-25054	34	6	development	development	NOUN
ajst-25054	34	7	the	the	DET
ajst-25054	34	8	financial	financial	ADJ
ajst-25054	34	9	system	system	NOUN
ajst-25054	34	10	is	be	AUX
ajst-25054	34	11	inherently	inherently	ADV
ajst-25054	34	12	characterised	characterise	VERB
ajst-25054	34	13	by	by	ADP
ajst-25054	34	14	procyclicality	procyclicality	NOUN
ajst-25054	34	15	,	,	PUNCT
ajst-25054	34	16	vulnerability	vulnerability	NOUN
ajst-25054	34	17	and	and	CCONJ
ajst-25054	34	18	externality	externality	NOUN
ajst-25054	34	19	,	,	PUNCT
ajst-25054	34	20	and	and	CCONJ
ajst-25054	34	21	residents	resident	NOUN
ajst-25054	34	22	,	,	PUNCT
ajst-25054	34	23	as	as	ADP
ajst-25054	34	24	essential	essential	ADJ
ajst-25054	34	25	participants	participant	NOUN
ajst-25054	34	26	in	in	ADP
ajst-25054	34	27	the	the	DET
ajst-25054	34	28	financial	financial	ADJ
ajst-25054	34	29	market	market	NOUN
ajst-25054	34	30	,	,	PUNCT
ajst-25054	34	31	have	have	VERB
ajst-25054	34	32	significant	significant	ADJ
ajst-25054	34	33	differences	difference	NOUN
ajst-25054	34	34	in	in	ADP
ajst-25054	34	35	education	education	NOUN
ajst-25054	34	36	level	level	NOUN
ajst-25054	34	37	,	,	PUNCT
ajst-25054	34	38	cognitive	cognitive	ADJ
ajst-25054	34	39	ability	ability	NOUN
ajst-25054	34	40	,	,	PUNCT
ajst-25054	34	41	financial	financial	ADJ
ajst-25054	34	42	literacy	literacy	NOUN
ajst-25054	34	43	,	,	PUNCT
ajst-25054	34	44	etc	etc	X
ajst-25054	34	45	.	.	X
ajst-25054	34	46	such	such	ADJ
ajst-25054	34	47	differences	difference	NOUN
ajst-25054	34	48	will	will	AUX
ajst-25054	34	49	be	be	AUX
ajst-25054	34	50	reflected	reflect	VERB
ajst-25054	34	51	in	in	ADP
ajst-25054	34	52	family	family	NOUN
ajst-25054	34	53	financial	financial	ADJ
ajst-25054	34	54	activities	activity	NOUN
ajst-25054	34	55	through	through	ADP
ajst-25054	34	56	two	two	NUM
ajst-25054	34	57	dimensions	dimension	NOUN
ajst-25054	34	58	:	:	PUNCT
ajst-25054	34	59	financial	financial	ADJ
ajst-25054	34	60	equity	equity	NOUN
ajst-25054	34	61	and	and	CCONJ
ajst-25054	34	62	efficiency	efficiency	NOUN
ajst-25054	34	63	.	.	PUNCT
ajst-25054	35	1	according	accord	VERB
ajst-25054	35	2	to	to	ADP
ajst-25054	35	3	the	the	DET
ajst-25054	35	4	theory	theory	NOUN
ajst-25054	35	5	of	of	ADP
ajst-25054	35	6	financial	financial	ADJ
ajst-25054	35	7	subject	subject	ADJ
ajst-25054	35	8	ability	ability	NOUN
ajst-25054	35	9	,	,	PUNCT
ajst-25054	35	10	there	there	PRON
ajst-25054	35	11	are	be	VERB
ajst-25054	35	12	congenital	congenital	ADJ
ajst-25054	35	13	and	and	CCONJ
ajst-25054	35	14	significant	significant	ADJ
ajst-25054	35	15	differences	difference	NOUN
ajst-25054	35	16	among	among	ADP
ajst-25054	35	17	residents	resident	NOUN
ajst-25054	35	18	in	in	ADP
ajst-25054	35	19	capital	capital	NOUN
ajst-25054	35	20	strength	strength	NOUN
ajst-25054	35	21	,	,	PUNCT
ajst-25054	35	22	professional	professional	ADJ
ajst-25054	35	23	knowledge	knowledge	NOUN
ajst-25054	35	24	,	,	PUNCT
ajst-25054	35	25	information	information	NOUN
ajst-25054	35	26	searching	searching	NOUN
ajst-25054	35	27	,	,	PUNCT
ajst-25054	35	28	thinking	thinking	NOUN
ajst-25054	35	29	and	and	CCONJ
ajst-25054	35	30	cognition	cognition	NOUN
ajst-25054	35	31	,	,	PUNCT
ajst-25054	35	32	etc	etc	X
ajst-25054	35	33	.	.	X
ajst-25054	36	1	such	such	ADJ
ajst-25054	36	2	differences	difference	NOUN
ajst-25054	36	3	lead	lead	VERB
ajst-25054	36	4	to	to	ADP
ajst-25054	36	5	differences	difference	NOUN
ajst-25054	36	6	in	in	ADP
ajst-25054	36	7	residents	resident	NOUN
ajst-25054	36	8	'	'	PART
ajst-25054	36	9	income	income	NOUN
ajst-25054	36	10	and	and	CCONJ
ajst-25054	36	11	family	family	NOUN
ajst-25054	36	12	financial	financial	ADJ
ajst-25054	36	13	activities	activity	NOUN
ajst-25054	36	14	,	,	PUNCT
ajst-25054	36	15	ultimately	ultimately	ADV
ajst-25054	36	16	resulting	result	VERB
ajst-25054	36	17	in	in	ADP
ajst-25054	36	18	financial	financial	ADJ
ajst-25054	36	19	inequity	inequity	NOUN
ajst-25054	36	20	.	.	PUNCT
ajst-25054	37	1	it	it	PRON
ajst-25054	37	2	includes	include	VERB
ajst-25054	37	3	financial	financial	ADJ
ajst-25054	37	4	exclusion	exclusion	NOUN
ajst-25054	37	5	,	,	PUNCT
ajst-25054	37	6	credit	credit	NOUN
ajst-25054	37	7	constraint	constraint	NOUN
ajst-25054	37	8	,	,	PUNCT
ajst-25054	37	9	financial	financial	ADJ
ajst-25054	37	10	availability	availability	NOUN
ajst-25054	37	11	,	,	PUNCT
ajst-25054	37	12	financial	financial	ADJ
ajst-25054	37	13	literacy	literacy	NOUN
ajst-25054	37	14	difference	difference	NOUN
ajst-25054	37	15	,	,	PUNCT
ajst-25054	37	16	etc	etc	X
ajst-25054	37	17	.	.	X
ajst-25054	38	1	the	the	DET
ajst-25054	38	2	main	main	ADJ
ajst-25054	38	3	starting	starting	NOUN
ajst-25054	38	4	point	point	NOUN
ajst-25054	38	5	of	of	ADP
ajst-25054	38	6	ensuring	ensure	VERB
ajst-25054	38	7	financial	financial	ADJ
ajst-25054	38	8	equity	equity	NOUN
ajst-25054	38	9	is	be	AUX
ajst-25054	38	10	to	to	PART
ajst-25054	38	11	prevent	prevent	VERB
ajst-25054	38	12	the	the	DET
ajst-25054	38	13	congenital	congenital	ADJ
ajst-25054	38	14	internal	internal	ADJ
ajst-25054	38	15	capacity	capacity	NOUN
ajst-25054	38	16	gap	gap	NOUN
ajst-25054	38	17	from	from	ADP
ajst-25054	38	18	widening	widen	VERB
ajst-25054	38	19	through	through	ADP
ajst-25054	38	20	external	external	ADJ
ajst-25054	38	21	effects	effect	NOUN
ajst-25054	38	22	such	such	ADJ
ajst-25054	38	23	as	as	ADP
ajst-25054	38	24	financial	financial	ADJ
ajst-25054	38	25	leverage	leverage	NOUN
ajst-25054	38	26	through	through	ADP
ajst-25054	38	27	practical	practical	ADJ
ajst-25054	38	28	means	mean	NOUN
ajst-25054	38	29	,	,	PUNCT
ajst-25054	38	30	including	include	VERB
ajst-25054	38	31	financial	financial	ADJ
ajst-25054	38	32	inclusion	inclusion	NOUN
ajst-25054	38	33	.	.	PUNCT
ajst-25054	39	1	the	the	DET
ajst-25054	39	2	difference	difference	NOUN
ajst-25054	39	3	in	in	ADP
ajst-25054	39	4	household	household	NOUN
ajst-25054	39	5	financial	financial	ADJ
ajst-25054	39	6	efficiency	efficiency	NOUN
ajst-25054	39	7	is	be	AUX
ajst-25054	39	8	the	the	DET
ajst-25054	39	9	ultimate	ultimate	ADJ
ajst-25054	39	10	manifestation	manifestation	NOUN
ajst-25054	39	11	of	of	ADP
ajst-25054	39	12	the	the	DET
ajst-25054	39	13	economic	economic	ADJ
ajst-25054	39	14	equity	equity	NOUN
ajst-25054	39	15	gap	gap	NOUN
ajst-25054	39	16	.	.	PUNCT
ajst-25054	40	1	regarding	regard	VERB
ajst-25054	40	2	household	household	NOUN
ajst-25054	40	3	asset	asset	NOUN
ajst-25054	40	4	allocation	allocation	NOUN
ajst-25054	40	5	,	,	PUNCT
ajst-25054	40	6	the	the	DET
ajst-25054	40	7	excess	excess	ADJ
ajst-25054	40	8	return	return	NOUN
ajst-25054	40	9	of	of	ADP
ajst-25054	40	10	unit	unit	NOUN
ajst-25054	40	11	risk	risk	NOUN
ajst-25054	40	12	bearing	bear	VERB
ajst-25054	40	13	in	in	ADP
ajst-25054	40	14	the	the	DET
ajst-25054	40	15	two	two	NUM
ajst-25054	40	16	-	-	PUNCT
ajst-25054	40	17	dimensional	dimensional	ADJ
ajst-25054	40	18	framework	framework	NOUN
ajst-25054	40	19	of	of	ADP
ajst-25054	40	20	"	"	PUNCT
ajst-25054	40	21	reap	reap	ADJ
ajst-25054	40	22	-	-	PUNCT
ajst-25054	40	23	risk	risk	NOUN
ajst-25054	40	24	"	"	PUNCT
ajst-25054	40	25	has	have	AUX
ajst-25054	40	26	attracted	attract	VERB
ajst-25054	40	27	more	more	ADJ
ajst-25054	40	28	attention	attention	NOUN
ajst-25054	40	29	,	,	PUNCT
ajst-25054	40	30	which	which	PRON
ajst-25054	40	31	can	can	AUX
ajst-25054	40	32	better	well	ADV
ajst-25054	40	33	reflect	reflect	VERB
ajst-25054	40	34	the	the	DET
ajst-25054	40	35	differences	difference	NOUN
ajst-25054	40	36	in	in	ADP
ajst-25054	40	37	subjective	subjective	ADJ
ajst-25054	40	38	abilities	ability	NOUN
ajst-25054	40	39	such	such	ADJ
ajst-25054	40	40	as	as	ADP
ajst-25054	40	41	cognitive	cognitive	ADJ
ajst-25054	40	42	ability	ability	NOUN
ajst-25054	40	43	and	and	CCONJ
ajst-25054	40	44	financial	financial	ADJ
ajst-25054	40	45	literacy	literacy	NOUN
ajst-25054	40	46	of	of	ADP
ajst-25054	40	47	different	different	ADJ
ajst-25054	40	48	resident	resident	ADJ
ajst-25054	40	49	investors	investor	NOUN
ajst-25054	40	50	.	.	PUNCT
ajst-25054	41	1	in	in	ADP
ajst-25054	41	2	terms	term	NOUN
ajst-25054	41	3	of	of	ADP
ajst-25054	41	4	borrowing	borrowing	NOUN
ajst-25054	41	5	and	and	CCONJ
ajst-25054	41	6	financing	financing	NOUN
ajst-25054	41	7	,	,	PUNCT
ajst-25054	41	8	factors	factor	NOUN
ajst-25054	41	9	such	such	ADJ
ajst-25054	41	10	as	as	ADP
ajst-25054	41	11	credit	credit	NOUN
ajst-25054	41	12	constraints	constraint	NOUN
ajst-25054	41	13	,	,	PUNCT
ajst-25054	41	14	income	income	NOUN
ajst-25054	41	15	levels	level	NOUN
ajst-25054	41	16	and	and	CCONJ
ajst-25054	41	17	financing	financing	NOUN
ajst-25054	41	18	guarantees	guarantee	NOUN
ajst-25054	41	19	faced	face	VERB
ajst-25054	41	20	by	by	ADP
ajst-25054	41	21	households	household	NOUN
ajst-25054	41	22	will	will	AUX
ajst-25054	41	23	also	also	ADV
ajst-25054	41	24	exclude	exclude	VERB
ajst-25054	41	25	some	some	DET
ajst-25054	41	26	residents	resident	NOUN
ajst-25054	41	27	,	,	PUNCT
ajst-25054	41	28	making	make	VERB
ajst-25054	41	29	their	their	PRON
ajst-25054	41	30	reasonable	reasonable	ADJ
ajst-25054	41	31	financing	financing	NOUN
ajst-25054	41	32	needs	need	VERB
ajst-25054	41	33	unable	unable	ADJ
ajst-25054	41	34	to	to	PART
ajst-25054	41	35	be	be	AUX
ajst-25054	41	36	met	meet	VERB
ajst-25054	41	37	,	,	PUNCT
ajst-25054	41	38	thereby	thereby	ADV
ajst-25054	41	39	reducing	reduce	VERB
ajst-25054	41	40	their	their	PRON
ajst-25054	41	41	financing	financing	NOUN
ajst-25054	41	42	efficiency	efficiency	NOUN
ajst-25054	41	43	and	and	CCONJ
ajst-25054	41	44	further	far	ADV
ajst-25054	41	45	losing	lose	VERB
ajst-25054	41	46	financial	financial	ADJ
ajst-25054	41	47	equity	equity	NOUN
ajst-25054	41	48	.	.	PUNCT
ajst-25054	42	1	under	under	ADP
ajst-25054	42	2	the	the	DET
ajst-25054	42	3	current	current	ADJ
ajst-25054	42	4	background	background	NOUN
ajst-25054	42	5	of	of	ADP
ajst-25054	42	6	high	high	ADJ
ajst-25054	42	7	-	-	PUNCT
ajst-25054	42	8	quality	quality	NOUN
ajst-25054	42	9	economic	economic	ADJ
ajst-25054	42	10	development	development	NOUN
ajst-25054	42	11	promoting	promote	VERB
ajst-25054	42	12	shared	share	VERB
ajst-25054	42	13	prosperity	prosperity	NOUN
ajst-25054	42	14	,	,	PUNCT
ajst-25054	42	15	discussing	discuss	VERB
ajst-25054	42	16	the	the	DET
ajst-25054	42	17	family	family	NOUN
ajst-25054	42	18	financial	financial	ADJ
ajst-25054	42	19	logic	logic	NOUN
ajst-25054	42	20	of	of	ADP
ajst-25054	42	21	shared	share	VERB
ajst-25054	42	22	prosperity	prosperity	NOUN
ajst-25054	42	23	realisation	realisation	NOUN
ajst-25054	42	24	from	from	ADP
ajst-25054	42	25	the	the	DET
ajst-25054	42	26	two	two	NUM
ajst-25054	42	27	dimensions	dimension	NOUN
ajst-25054	42	28	of	of	ADP
ajst-25054	42	29	fairness	fairness	NOUN
ajst-25054	42	30	and	and	CCONJ
ajst-25054	42	31	efficiency	efficiency	NOUN
ajst-25054	42	32	and	and	CCONJ
ajst-25054	42	33	exploring	explore	VERB
ajst-25054	42	34	the	the	DET
ajst-25054	42	35	underlying	underlie	VERB
ajst-25054	42	36	economic	economic	ADJ
ajst-25054	42	37	laws	law	NOUN
ajst-25054	42	38	is	be	AUX
ajst-25054	42	39	essential	essential	ADJ
ajst-25054	42	40	.	.	PUNCT
ajst-25054	43	1	2.2	2.2	NUM
ajst-25054	43	2	.	.	PUNCT
ajst-25054	44	1	the	the	DET
ajst-25054	44	2	development	development	NOUN
ajst-25054	44	3	of	of	ADP
ajst-25054	44	4	household	household	NOUN
ajst-25054	44	5	finance	finance	NOUN
ajst-25054	44	6	balances	balance	NOUN
ajst-25054	44	7	fairness	fairness	NOUN
ajst-25054	44	8	and	and	CCONJ
ajst-25054	44	9	efficiency	efficiency	NOUN
ajst-25054	44	10	.	.	PUNCT
ajst-25054	45	1	finance	finance	NOUN
ajst-25054	45	2	is	be	AUX
ajst-25054	45	3	the	the	DET
ajst-25054	45	4	core	core	NOUN
ajst-25054	45	5	of	of	ADP
ajst-25054	45	6	the	the	DET
ajst-25054	45	7	modern	modern	ADJ
ajst-25054	45	8	economy	economy	NOUN
ajst-25054	45	9	,	,	PUNCT
ajst-25054	45	10	and	and	CCONJ
ajst-25054	45	11	financial	financial	ADJ
ajst-25054	45	12	resources	resource	NOUN
ajst-25054	45	13	are	be	AUX
ajst-25054	45	14	also	also	ADV
ajst-25054	45	15	the	the	DET
ajst-25054	45	16	primary	primary	ADJ
ajst-25054	45	17	resources	resource	NOUN
ajst-25054	45	18	for	for	ADP
ajst-25054	45	19	economic	economic	ADJ
ajst-25054	45	20	subjects	subject	NOUN
ajst-25054	45	21	to	to	PART
ajst-25054	45	22	achieve	achieve	VERB
ajst-25054	45	23	optimal	optimal	ADJ
ajst-25054	45	24	goals	goal	NOUN
ajst-25054	45	25	in	in	ADP
ajst-25054	45	26	modern	modern	ADJ
ajst-25054	45	27	economic	economic	ADJ
ajst-25054	45	28	society	society	NOUN
ajst-25054	45	29	.	.	PUNCT
ajst-25054	46	1	the	the	DET
ajst-25054	46	2	primary	primary	ADJ
ajst-25054	46	3	function	function	NOUN
ajst-25054	46	4	of	of	ADP
ajst-25054	46	5	inclusive	inclusive	ADJ
ajst-25054	46	6	finance	finance	NOUN
ajst-25054	46	7	is	be	AUX
ajst-25054	46	8	to	to	PART
ajst-25054	46	9	help	help	VERB
ajst-25054	46	10	all	all	DET
ajst-25054	46	11	economic	economic	ADJ
ajst-25054	46	12	entities	entity	NOUN
ajst-25054	46	13	obtain	obtain	VERB
ajst-25054	46	14	financial	financial	ADJ
ajst-25054	46	15	resources	resource	NOUN
ajst-25054	46	16	for	for	ADP
ajst-25054	46	17	their	their	PRON
ajst-25054	46	18	development	development	NOUN
ajst-25054	46	19	without	without	ADP
ajst-25054	46	20	distinction	distinction	NOUN
ajst-25054	46	21	and	and	CCONJ
ajst-25054	46	22	ultimately	ultimately	ADV
ajst-25054	46	23	achieve	achieve	VERB
ajst-25054	46	24	shared	shared	ADJ
ajst-25054	46	25	prosperity	prosperity	NOUN
ajst-25054	46	26	by	by	ADP
ajst-25054	46	27	optimising	optimise	VERB
ajst-25054	46	28	income	income	NOUN
ajst-25054	46	29	structure	structure	NOUN
ajst-25054	46	30	,	,	PUNCT
ajst-25054	46	31	rationally	rationally	ADV
ajst-25054	46	32	distributing	distribute	VERB
ajst-25054	46	33	wealth	wealth	NOUN
ajst-25054	46	34	,	,	PUNCT
ajst-25054	46	35	and	and	CCONJ
ajst-25054	46	36	improving	improve	VERB
ajst-25054	46	37	development	development	NOUN
ajst-25054	46	38	efficiency	efficiency	NOUN
ajst-25054	46	39	.	.	PUNCT
ajst-25054	47	1	the	the	DET
ajst-25054	47	2	first	first	ADJ
ajst-25054	47	3	is	be	AUX
ajst-25054	47	4	to	to	PART
ajst-25054	47	5	narrow	narrow	VERB
ajst-25054	47	6	the	the	DET
ajst-25054	47	7	structural	structural	ADJ
ajst-25054	47	8	differences	difference	NOUN
ajst-25054	47	9	in	in	ADP
ajst-25054	47	10	the	the	DET
ajst-25054	47	11	degree	degree	NOUN
ajst-25054	47	12	of	of	ADP
ajst-25054	47	13	financial	financial	ADJ
ajst-25054	47	14	resource	resource	NOUN
ajst-25054	47	15	inclusion	inclusion	NOUN
ajst-25054	47	16	.	.	PUNCT
ajst-25054	48	1	capital	capital	PROPN
ajst-25054	48	2	movement	movement	PROPN
ajst-25054	48	3	symbolises	symbolise	VERB
ajst-25054	48	4	the	the	DET
ajst-25054	48	5	"	"	PUNCT
ajst-25054	48	6	blood	blood	NOUN
ajst-25054	48	7	"	"	PUNCT
ajst-25054	48	8	flow	flow	NOUN
ajst-25054	48	9	of	of	ADP
ajst-25054	48	10	the	the	DET
ajst-25054	48	11	national	national	ADJ
ajst-25054	48	12	economy	economy	NOUN
ajst-25054	48	13	and	and	CCONJ
ajst-25054	48	14	is	be	AUX
ajst-25054	48	15	also	also	ADV
ajst-25054	48	16	an	an	DET
ajst-25054	48	17	essential	essential	ADJ
ajst-25054	48	18	embodiment	embodiment	NOUN
ajst-25054	48	19	of	of	ADP
ajst-25054	48	20	the	the	DET
ajst-25054	48	21	movement	movement	NOUN
ajst-25054	48	22	of	of	ADP
ajst-25054	48	23	finance	finance	NOUN
ajst-25054	48	24	as	as	SCONJ
ajst-25054	48	25	modern	modern	ADJ
ajst-25054	48	26	economic	economic	ADJ
ajst-25054	48	27	resources	resource	NOUN
ajst-25054	48	28	gather	gather	VERB
ajst-25054	48	29	among	among	ADP
ajst-25054	48	30	different	different	ADJ
ajst-25054	48	31	economic	economic	ADJ
ajst-25054	48	32	sectors	sector	NOUN
ajst-25054	48	33	.	.	PUNCT
ajst-25054	49	1	as	as	ADP
ajst-25054	49	2	an	an	DET
ajst-25054	49	3	important	important	ADJ
ajst-25054	49	4	economic	economic	ADJ
ajst-25054	49	5	sector	sector	NOUN
ajst-25054	49	6	in	in	ADP
ajst-25054	49	7	the	the	DET
ajst-25054	49	8	development	development	NOUN
ajst-25054	49	9	of	of	ADP
ajst-25054	49	10	the	the	DET
ajst-25054	49	11	national	national	ADJ
ajst-25054	49	12	economy	economy	NOUN
ajst-25054	49	13	,	,	PUNCT
ajst-25054	49	14	the	the	DET
ajst-25054	49	15	family	family	NOUN
ajst-25054	49	16	forms	form	VERB
ajst-25054	49	17	capital	capital	NOUN
ajst-25054	49	18	exchanges	exchange	NOUN
ajst-25054	49	19	with	with	ADP
ajst-25054	49	20	other	other	ADJ
ajst-25054	49	21	economic	economic	ADJ
ajst-25054	49	22	sectors	sector	NOUN
ajst-25054	49	23	mainly	mainly	ADV
ajst-25054	49	24	through	through	ADP
ajst-25054	49	25	participating	participate	VERB
ajst-25054	49	26	in	in	ADP
ajst-25054	49	27	various	various	ADJ
ajst-25054	49	28	transactions	transaction	NOUN
ajst-25054	49	29	.	.	PUNCT
ajst-25054	50	1	by	by	ADP
ajst-25054	50	2	measuring	measure	VERB
ajst-25054	50	3	the	the	DET
ajst-25054	50	4	total	total	ADJ
ajst-25054	50	5	scale	scale	NOUN
ajst-25054	50	6	of	of	ADP
ajst-25054	50	7	capital	capital	NOUN
ajst-25054	50	8	flows	flow	NOUN
ajst-25054	50	9	in	in	ADP
ajst-25054	50	10	different	different	ADJ
ajst-25054	50	11	sectors	sector	NOUN
ajst-25054	50	12	,	,	PUNCT
ajst-25054	50	13	it	it	PRON
ajst-25054	50	14	is	be	AUX
ajst-25054	50	15	found	find	VERB
ajst-25054	50	16	that	that	SCONJ
ajst-25054	50	17	the	the	DET
ajst-25054	50	18	proportion	proportion	NOUN
ajst-25054	50	19	of	of	ADP
ajst-25054	50	20	financial	financial	ADJ
ajst-25054	50	21	resources	resource	NOUN
ajst-25054	50	22	shared	share	VERB
ajst-25054	50	23	by	by	ADP
ajst-25054	50	24	the	the	DET
ajst-25054	50	25	household	household	NOUN
ajst-25054	50	26	sector	sector	NOUN
ajst-25054	50	27	ranks	rank	VERB
ajst-25054	50	28	behind	behind	ADP
ajst-25054	50	29	financial	financial	ADJ
ajst-25054	50	30	institutions	institution	NOUN
ajst-25054	50	31	and	and	CCONJ
ajst-25054	50	32	non	non	ADJ
ajst-25054	50	33	-	-	ADJ
ajst-25054	50	34	financial	financial	ADJ
ajst-25054	50	35	enterprises	enterprise	NOUN
ajst-25054	50	36	for	for	ADP
ajst-25054	50	37	a	a	DET
ajst-25054	50	38	long	long	ADJ
ajst-25054	50	39	time	time	NOUN
ajst-25054	50	40	and	and	CCONJ
ajst-25054	50	41	is	be	AUX
ajst-25054	50	42	generally	generally	ADV
ajst-25054	50	43	higher	high	ADJ
ajst-25054	50	44	than	than	ADP
ajst-25054	50	45	that	that	PRON
ajst-25054	50	46	of	of	ADP
ajst-25054	50	47	government	government	NOUN
ajst-25054	50	48	departments	department	NOUN
ajst-25054	50	49	and	and	CCONJ
ajst-25054	50	50	overseas	overseas	ADJ
ajst-25054	50	51	departments	department	NOUN
ajst-25054	50	52	,	,	PUNCT
ajst-25054	50	53	and	and	CCONJ
ajst-25054	50	54	shows	show	VERB
ajst-25054	50	55	a	a	DET
ajst-25054	50	56	steady	steady	ADJ
ajst-25054	50	57	and	and	CCONJ
ajst-25054	50	58	rising	rise	VERB
ajst-25054	50	59	trend	trend	NOUN
ajst-25054	50	60	,	,	PUNCT
ajst-25054	50	61	indicating	indicate	VERB
ajst-25054	50	62	that	that	SCONJ
ajst-25054	50	63	the	the	DET
ajst-25054	50	64	degree	degree	NOUN
ajst-25054	50	65	of	of	ADP
ajst-25054	50	66	financial	financial	ADJ
ajst-25054	50	67	resources	resource	NOUN
ajst-25054	50	68	"	"	PUNCT
ajst-25054	50	69	benefiting	benefit	VERB
ajst-25054	50	70	"	"	PUNCT
ajst-25054	50	71	the	the	DET
ajst-25054	50	72	household	household	NOUN
ajst-25054	50	73	sector	sector	NOUN
ajst-25054	50	74	is	be	AUX
ajst-25054	50	75	still	still	ADV
ajst-25054	50	76	relatively	relatively	ADV
ajst-25054	50	77	high	high	ADJ
ajst-25054	50	78	.	.	PUNCT
ajst-25054	51	1	from	from	ADP
ajst-25054	51	2	the	the	DET
ajst-25054	51	3	perspective	perspective	NOUN
ajst-25054	51	4	of	of	ADP
ajst-25054	51	5	family	family	NOUN
ajst-25054	51	6	internal	internal	ADJ
ajst-25054	51	7	structure	structure	NOUN
ajst-25054	51	8	,	,	PUNCT
ajst-25054	51	9	there	there	PRON
ajst-25054	51	10	are	be	VERB
ajst-25054	51	11	also	also	ADV
ajst-25054	51	12	significant	significant	ADJ
ajst-25054	51	13	differences	difference	NOUN
ajst-25054	51	14	in	in	ADP
ajst-25054	51	15	the	the	DET
ajst-25054	51	16	level	level	NOUN
ajst-25054	51	17	of	of	ADP
ajst-25054	51	18	financial	financial	ADJ
ajst-25054	51	19	inclusion	inclusion	NOUN
ajst-25054	51	20	among	among	ADP
ajst-25054	51	21	different	different	ADJ
ajst-25054	51	22	families	family	NOUN
ajst-25054	51	23	:	:	PUNCT
ajst-25054	52	1	farmers	farmer	NOUN
ajst-25054	52	2	,	,	PUNCT
ajst-25054	52	3	low	low	ADJ
ajst-25054	52	4	-	-	PUNCT
ajst-25054	52	5	income	income	NOUN
ajst-25054	52	6	families	family	NOUN
ajst-25054	52	7	,	,	PUNCT
ajst-25054	52	8	low	low	ADJ
ajst-25054	52	9	-	-	PUNCT
ajst-25054	52	10	income	income	NOUN
ajst-25054	52	11	families	family	NOUN
ajst-25054	52	12	,	,	PUNCT
ajst-25054	52	13	and	and	CCONJ
ajst-25054	52	14	elderly	elderly	ADJ
ajst-25054	52	15	families	family	NOUN
ajst-25054	52	16	enjoy	enjoy	VERB
ajst-25054	52	17	a	a	DET
ajst-25054	52	18	significantly	significantly	ADV
ajst-25054	52	19	lower	low	ADJ
ajst-25054	52	20	level	level	NOUN
ajst-25054	52	21	of	of	ADP
ajst-25054	52	22	financial	financial	ADJ
ajst-25054	52	23	inclusion	inclusion	NOUN
ajst-25054	52	24	.	.	PUNCT
ajst-25054	53	1	the	the	DET
ajst-25054	53	2	participation	participation	NOUN
ajst-25054	53	3	of	of	ADP
ajst-25054	53	4	households	household	NOUN
ajst-25054	53	5	in	in	ADP
ajst-25054	53	6	the	the	DET
ajst-25054	53	7	formal	formal	ADJ
ajst-25054	53	8	credit	credit	NOUN
ajst-25054	53	9	market	market	NOUN
ajst-25054	53	10	is	be	AUX
ajst-25054	53	11	low	low	ADJ
ajst-25054	53	12	,	,	PUNCT
ajst-25054	53	13	and	and	CCONJ
ajst-25054	53	14	the	the	DET
ajst-25054	53	15	accessibility	accessibility	NOUN
ajst-25054	53	16	and	and	CCONJ
ajst-25054	53	17	quality	quality	NOUN
ajst-25054	53	18	of	of	ADP
ajst-25054	53	19	financial	financial	ADJ
ajst-25054	53	20	services	service	NOUN
ajst-25054	53	21	need	need	VERB
ajst-25054	53	22	to	to	PART
ajst-25054	53	23	be	be	AUX
ajst-25054	53	24	improved	improve	VERB
ajst-25054	53	25	.	.	PUNCT
ajst-25054	54	1	the	the	DET
ajst-25054	54	2	current	current	ADJ
ajst-25054	54	3	situation	situation	NOUN
ajst-25054	54	4	shows	show	VERB
ajst-25054	54	5	that	that	SCONJ
ajst-25054	54	6	the	the	DET
ajst-25054	54	7	efficiency	efficiency	NOUN
ajst-25054	54	8	of	of	ADP
ajst-25054	54	9	securities	security	NOUN
ajst-25054	54	10	investment	investment	NOUN
ajst-25054	54	11	in	in	ADP
ajst-25054	54	12	non	non	ADJ
ajst-25054	54	13	-	-	ADJ
ajst-25054	54	14	financial	financial	ADJ
ajst-25054	54	15	enterprises	enterprise	NOUN
ajst-25054	54	16	,	,	PUNCT
ajst-25054	54	17	financial	financial	ADJ
ajst-25054	54	18	institutions	institution	NOUN
ajst-25054	54	19	and	and	CCONJ
ajst-25054	54	20	government	government	NOUN
ajst-25054	54	21	departments	department	NOUN
ajst-25054	54	22	is	be	AUX
ajst-25054	54	23	significantly	significantly	ADV
ajst-25054	54	24	higher	high	ADJ
ajst-25054	54	25	than	than	ADP
ajst-25054	54	26	in	in	ADP
ajst-25054	54	27	the	the	DET
ajst-25054	54	28	household	household	NOUN
ajst-25054	54	29	sector	sector	NOUN
ajst-25054	54	30	.	.	PUNCT
ajst-25054	55	1	the	the	DET
ajst-25054	55	2	specific	specific	ADJ
ajst-25054	55	3	reasons	reason	NOUN
ajst-25054	55	4	for	for	ADP
ajst-25054	55	5	this	this	PRON
ajst-25054	55	6	can	can	AUX
ajst-25054	55	7	be	be	AUX
ajst-25054	55	8	analysed	analyse	VERB
ajst-25054	55	9	from	from	ADP
ajst-25054	55	10	information	information	NOUN
ajst-25054	55	11	asymmetry	asymmetry	NOUN
ajst-25054	55	12	and	and	CCONJ
ajst-25054	55	13	financial	financial	ADJ
ajst-25054	55	14	literacy	literacy	NOUN
ajst-25054	55	15	specialisation	specialisation	NOUN
ajst-25054	55	16	.	.	PUNCT
ajst-25054	56	1	in	in	ADP
ajst-25054	56	2	terms	term	NOUN
ajst-25054	56	3	of	of	ADP
ajst-25054	56	4	information	information	NOUN
ajst-25054	56	5	asymmetry	asymmetry	NOUN
ajst-25054	56	6	,	,	PUNCT
ajst-25054	56	7	compared	compare	VERB
ajst-25054	56	8	with	with	ADP
ajst-25054	56	9	the	the	DET
ajst-25054	56	10	characteristics	characteristic	NOUN
ajst-25054	56	11	of	of	ADP
ajst-25054	56	12	families	family	NOUN
ajst-25054	56	13	that	that	PRON
ajst-25054	56	14	are	be	AUX
ajst-25054	56	15	linked	link	VERB
ajst-25054	56	16	by	by	ADP
ajst-25054	56	17	marriage	marriage	NOUN
ajst-25054	56	18	and	and	CCONJ
ajst-25054	56	19	blood	blood	NOUN
ajst-25054	56	20	,	,	PUNCT
ajst-25054	56	21	non	non	ADJ
ajst-25054	56	22	-	-	ADJ
ajst-25054	56	23	financial	financial	ADJ
ajst-25054	56	24	enterprises	enterprise	NOUN
ajst-25054	56	25	,	,	PUNCT
ajst-25054	56	26	financial	financial	ADJ
ajst-25054	56	27	institutions	institution	NOUN
ajst-25054	56	28	and	and	CCONJ
ajst-25054	56	29	government	government	NOUN
ajst-25054	56	30	departments	department	NOUN
ajst-25054	56	31	all	all	PRON
ajst-25054	56	32	belong	belong	VERB
ajst-25054	56	33	to	to	ADP
ajst-25054	56	34	legal	legal	ADJ
ajst-25054	56	35	organisations	organisation	NOUN
ajst-25054	56	36	and	and	CCONJ
ajst-25054	56	37	have	have	VERB
ajst-25054	56	38	natural	natural	ADJ
ajst-25054	56	39	advantages	advantage	NOUN
ajst-25054	56	40	in	in	ADP
ajst-25054	56	41	information	information	NOUN
ajst-25054	56	42	search	search	NOUN
ajst-25054	56	43	and	and	CCONJ
ajst-25054	56	44	acquisition	acquisition	NOUN
ajst-25054	56	45	.	.	PUNCT
ajst-25054	57	1	however	however	ADV
ajst-25054	57	2	,	,	PUNCT
ajst-25054	57	3	families	family	NOUN
ajst-25054	57	4	are	be	AUX
ajst-25054	57	5	inevitably	inevitably	ADV
ajst-25054	57	6	always	always	ADV
ajst-25054	57	7	at	at	ADP
ajst-25054	57	8	the	the	DET
ajst-25054	57	9	end	end	NOUN
ajst-25054	57	10	of	of	ADP
ajst-25054	57	11	the	the	DET
ajst-25054	57	12	information	information	NOUN
ajst-25054	57	13	transmission	transmission	NOUN
ajst-25054	57	14	chain	chain	NOUN
ajst-25054	57	15	and	and	CCONJ
ajst-25054	57	16	can	can	AUX
ajst-25054	57	17	not	not	PART
ajst-25054	57	18	obtain	obtain	VERB
ajst-25054	57	19	the	the	DET
ajst-25054	57	20	corresponding	correspond	VERB
ajst-25054	57	21	information	information	NOUN
ajst-25054	57	22	asymmetry	asymmetry	NOUN
ajst-25054	57	23	rent	rent	NOUN
ajst-25054	57	24	.	.	PUNCT
ajst-25054	58	1	this	this	PRON
ajst-25054	58	2	,	,	PUNCT
ajst-25054	58	3	combined	combine	VERB
ajst-25054	58	4	with	with	ADP
ajst-25054	58	5	the	the	DET
ajst-25054	58	6	longstanding	longstanding	ADJ
ajst-25054	58	7	position	position	NOUN
ajst-25054	58	8	of	of	ADP
ajst-25054	58	9	households	household	NOUN
ajst-25054	58	10	as	as	ADP
ajst-25054	58	11	the	the	DET
ajst-25054	58	12	primary	primary	ADJ
ajst-25054	58	13	providers	provider	NOUN
ajst-25054	58	14	of	of	ADP
ajst-25054	58	15	capital	capital	NOUN
ajst-25054	58	16	,	,	PUNCT
ajst-25054	58	17	has	have	AUX
ajst-25054	58	18	limited	limit	VERB
ajst-25054	58	19	the	the	DET
ajst-25054	58	20	benefits	benefit	NOUN
ajst-25054	58	21	of	of	ADP
ajst-25054	58	22	asset	asset	NOUN
ajst-25054	58	23	allocation	allocation	NOUN
ajst-25054	58	24	.	.	PUNCT
ajst-25054	59	1	in	in	ADP
ajst-25054	59	2	terms	term	NOUN
ajst-25054	59	3	of	of	ADP
ajst-25054	59	4	the	the	DET
ajst-25054	59	5	specialisation	specialisation	NOUN
ajst-25054	59	6	of	of	ADP
ajst-25054	59	7	financial	financial	ADJ
ajst-25054	59	8	literacy	literacy	NOUN
ajst-25054	59	9	,	,	PUNCT
ajst-25054	59	10	with	with	ADP
ajst-25054	59	11	the	the	DET
ajst-25054	59	12	continuous	continuous	ADJ
ajst-25054	59	13	improvement	improvement	NOUN
ajst-25054	59	14	of	of	ADP
ajst-25054	59	15	the	the	DET
ajst-25054	59	16	level	level	NOUN
ajst-25054	59	17	of	of	ADP
ajst-25054	59	18	economic	economic	ADJ
ajst-25054	59	19	financialisation	financialisation	NOUN
ajst-25054	59	20	,	,	PUNCT
ajst-25054	59	21	more	more	ADJ
ajst-25054	59	22	and	and	CCONJ
ajst-25054	59	23	more	more	ADJ
ajst-25054	59	24	economic	economic	ADJ
ajst-25054	59	25	departments	department	NOUN
ajst-25054	59	26	need	need	VERB
ajst-25054	59	27	more	more	ADJ
ajst-25054	59	28	professional	professional	ADJ
ajst-25054	59	29	teams	team	NOUN
ajst-25054	59	30	with	with	ADP
ajst-25054	59	31	high	high	ADJ
ajst-25054	59	32	-	-	PUNCT
ajst-25054	59	33	level	level	NOUN
ajst-25054	59	34	financial	financial	ADJ
ajst-25054	59	35	literacy	literacy	NOUN
ajst-25054	59	36	to	to	PART
ajst-25054	59	37	take	take	VERB
ajst-25054	59	38	charge	charge	NOUN
ajst-25054	59	39	of	of	ADP
ajst-25054	59	40	the	the	DET
ajst-25054	59	41	financial	financial	ADJ
ajst-25054	59	42	investment	investment	NOUN
ajst-25054	59	43	business	business	NOUN
ajst-25054	59	44	,	,	PUNCT
ajst-25054	59	45	which	which	PRON
ajst-25054	59	46	means	mean	VERB
ajst-25054	59	47	that	that	SCONJ
ajst-25054	59	48	financial	financial	ADJ
ajst-25054	59	49	literacy	literacy	NOUN
ajst-25054	59	50	has	have	AUX
ajst-25054	59	51	entered	enter	VERB
ajst-25054	59	52	the	the	DET
ajst-25054	59	53	production	production	NOUN
ajst-25054	59	54	link	link	NOUN
ajst-25054	59	55	of	of	ADP
ajst-25054	59	56	enterprises	enterprise	NOUN
ajst-25054	59	57	and	and	CCONJ
ajst-25054	59	58	other	other	ADJ
ajst-25054	59	59	economic	economic	ADJ
ajst-25054	59	60	departments	department	NOUN
ajst-25054	59	61	as	as	ADP
ajst-25054	59	62	an	an	DET
ajst-25054	59	63	exclusive	exclusive	ADJ
ajst-25054	59	64	production	production	NOUN
ajst-25054	59	65	factor	factor	NOUN
ajst-25054	59	66	.	.	PUNCT
ajst-25054	60	1	the	the	DET
ajst-25054	60	2	allocation	allocation	NOUN
ajst-25054	60	3	of	of	ADP
ajst-25054	60	4	assets	asset	NOUN
ajst-25054	60	5	in	in	ADP
ajst-25054	60	6	the	the	DET
ajst-25054	60	7	securities	security	NOUN
ajst-25054	60	8	market	market	NOUN
ajst-25054	60	9	has	have	AUX
ajst-25054	60	10	become	become	VERB
ajst-25054	60	11	a	a	DET
ajst-25054	60	12	specialised	specialised	ADJ
ajst-25054	60	13	element	element	NOUN
ajst-25054	60	14	combining	combine	VERB
ajst-25054	60	15	allocation	allocation	NOUN
ajst-25054	60	16	behaviour	behaviour	NOUN
ajst-25054	60	17	with	with	ADP
ajst-25054	60	18	the	the	DET
ajst-25054	60	19	characteristics	characteristic	NOUN
ajst-25054	60	20	of	of	ADP
ajst-25054	60	21	a	a	DET
ajst-25054	60	22	scale	scale	NOUN
ajst-25054	60	23	economy	economy	NOUN
ajst-25054	60	24	.	.	PUNCT
ajst-25054	61	1	3	3	X
ajst-25054	61	2	.	.	X
ajst-25054	61	3	machine	machine	NOUN
ajst-25054	61	4	learning	learning	NOUN
ajst-25054	61	5	in	in	ADP
ajst-25054	61	6	financial	financial	ADJ
ajst-25054	61	7	decision	decision	NOUN
ajst-25054	61	8	-	-	PUNCT
ajst-25054	61	9	making	make	VERB
ajst-25054	61	10	3.1	3.1	NUM
ajst-25054	61	11	.	.	PUNCT
ajst-25054	61	12	artificial	artificial	ADJ
ajst-25054	61	13	intelligence	intelligence	NOUN
ajst-25054	61	14	and	and	CCONJ
ajst-25054	61	15	financial	financial	ADJ
ajst-25054	61	16	risk	risk	NOUN
ajst-25054	61	17	management	management	NOUN
ajst-25054	61	18	artificial	artificial	ADJ
ajst-25054	61	19	intelligence	intelligence	NOUN
ajst-25054	61	20	and	and	CCONJ
ajst-25054	61	21	machine	machine	NOUN
ajst-25054	61	22	learning	learning	NOUN
ajst-25054	61	23	can	can	AUX
ajst-25054	61	24	be	be	AUX
ajst-25054	61	25	used	use	VERB
ajst-25054	61	26	to	to	PART
ajst-25054	61	27	manage	manage	VERB
ajst-25054	61	28	risks	risk	NOUN
ajst-25054	61	29	through	through	ADP
ajst-25054	61	30	earlier	early	ADJ
ajst-25054	61	31	,	,	PUNCT
ajst-25054	61	32	more	more	ADV
ajst-25054	61	33	accurate	accurate	ADJ
ajst-25054	61	34	risk	risk	NOUN
ajst-25054	61	35	assessments	assessment	NOUN
ajst-25054	61	36	.	.	PUNCT
ajst-25054	62	1	ml	ml	X
ajst-25054	62	2	is	be	AUX
ajst-25054	62	3	highly	highly	ADV
ajst-25054	62	4	beneficial	beneficial	ADJ
ajst-25054	62	5	to	to	ADP
ajst-25054	62	6	the	the	DET
ajst-25054	62	7	organisation	organisation	NOUN
ajst-25054	62	8	in	in	ADP
ajst-25054	62	9	making	make	VERB
ajst-25054	62	10	improved	improved	ADJ
ajst-25054	62	11	risk	risk	NOUN
ajst-25054	62	12	management	management	NOUN
ajst-25054	62	13	decisions	decision	NOUN
ajst-25054	62	14	,	,	PUNCT
ajst-25054	62	15	and	and	CCONJ
ajst-25054	62	16	the	the	DET
ajst-25054	62	17	second	second	ADJ
ajst-25054	62	18	most	most	ADV
ajst-25054	62	19	significant	significant	ADJ
ajst-25054	62	20	relationship	relationship	NOUN
ajst-25054	62	21	is	be	AUX
ajst-25054	62	22	discovered	discover	VERB
ajst-25054	62	23	in	in	ADP
ajst-25054	62	24	efficiently	efficiently	ADV
ajst-25054	62	25	managing	manage	VERB
ajst-25054	62	26	the	the	DET
ajst-25054	62	27	organisation	organisation	NOUN
ajst-25054	62	28	’s	’s	PART
ajst-25054	62	29	cash	cash	NOUN
ajst-25054	62	30	.	.	PUNCT
ajst-25054	63	1	for	for	ADP
ajst-25054	63	2	example	example	NOUN
ajst-25054	63	3	,	,	PUNCT
ajst-25054	63	4	suppose	suppose	VERB
ajst-25054	63	5	artificial	artificial	ADJ
ajst-25054	63	6	intelligence	intelligence	NOUN
ajst-25054	63	7	and	and	CCONJ
ajst-25054	63	8	machine	machine	NOUN
ajst-25054	63	9	learning	learning	NOUN
ajst-25054	63	10	allow	allow	VERB
ajst-25054	63	11	decisions	decision	NOUN
ajst-25054	63	12	based	base	VERB
ajst-25054	63	13	on	on	ADP
ajst-25054	63	14	past	past	ADJ
ajst-25054	63	15	relationships	relationship	NOUN
ajst-25054	63	16	between	between	ADP
ajst-25054	63	17	the	the	DET
ajst-25054	63	18	values	value	NOUN
ajst-25054	63	19	of	of	ADP
ajst-25054	63	20	different	different	ADJ
ajst-25054	63	21	assets	asset	NOUN
ajst-25054	63	22	.	.	PUNCT
ajst-25054	64	1	in	in	ADP
ajst-25054	64	2	that	that	DET
ajst-25054	64	3	case	case	NOUN
ajst-25054	64	4	,	,	PUNCT
ajst-25054	64	5	financial	financial	ADJ
ajst-25054	64	6	institutions	institution	NOUN
ajst-25054	64	7	will	will	AUX
ajst-25054	64	8	better	well	ADV
ajst-25054	64	9	manage	manage	VERB
ajst-25054	64	10	these	these	DET
ajst-25054	64	11	risks	risk	NOUN
ajst-25054	64	12	3	3	NUM
ajst-25054	64	13	[	[	X
ajst-25054	64	14	9	9	NUM
ajst-25054	64	15	]	]	PUNCT
ajst-25054	64	16	.	.	PUNCT
ajst-25054	65	1	tools	tool	NOUN
ajst-25054	65	2	to	to	PART
ajst-25054	65	3	reduce	reduce	VERB
ajst-25054	65	4	driving	drive	VERB
ajst-25054	65	5	risks	risk	NOUN
ajst-25054	65	6	can	can	AUX
ajst-25054	65	7	be	be	AUX
ajst-25054	65	8	particularly	particularly	ADV
ajst-25054	65	9	beneficial	beneficial	ADJ
ajst-25054	65	10	for	for	ADP
ajst-25054	65	11	the	the	DET
ajst-25054	65	12	entire	entire	ADJ
ajst-25054	65	13	system	system	NOUN
ajst-25054	65	14	.	.	PUNCT
ajst-25054	66	1	[	[	X
ajst-25054	66	2	5	5	NUM
ajst-25054	66	3	]	]	PUNCT
ajst-25054	66	4	.	.	PUNCT
ajst-25054	67	1	in	in	ADP
ajst-25054	67	2	addition	addition	NOUN
ajst-25054	67	3	,	,	PUNCT
ajst-25054	67	4	artificial	artificial	ADJ
ajst-25054	67	5	intelligence	intelligence	NOUN
ajst-25054	67	6	and	and	CCONJ
ajst-25054	67	7	machine	machine	NOUN
ajst-25054	67	8	learning	learning	NOUN
ajst-25054	67	9	can	can	AUX
ajst-25054	67	10	predict	predict	VERB
ajst-25054	67	11	and	and	CCONJ
ajst-25054	67	12	detect	detect	VERB
ajst-25054	67	13	the	the	DET
ajst-25054	67	14	risk	risk	NOUN
ajst-25054	67	15	of	of	ADP
ajst-25054	67	16	fraud	fraud	NOUN
ajst-25054	67	17	,	,	PUNCT
ajst-25054	67	18	suspicious	suspicious	ADJ
ajst-25054	67	19	transactions	transaction	NOUN
ajst-25054	67	20	,	,	PUNCT
ajst-25054	67	21	late	late	ADJ
ajst-25054	67	22	payments	payment	NOUN
ajst-25054	67	23	,	,	PUNCT
ajst-25054	67	24	and	and	CCONJ
ajst-25054	67	25	cyber	cyber	NOUN
ajst-25054	67	26	-	-	PUNCT
ajst-25054	67	27	attacks	attack	NOUN
ajst-25054	67	28	,	,	PUNCT
ajst-25054	67	29	leading	lead	VERB
ajst-25054	67	30	to	to	ADP
ajst-25054	67	31	better	well	ADJ
ajst-25054	67	32	risk	risk	NOUN
ajst-25054	67	33	management	management	NOUN
ajst-25054	67	34	.	.	PUNCT
ajst-25054	68	1	however	however	ADV
ajst-25054	68	2	,	,	PUNCT
ajst-25054	68	3	artificial	artificial	ADJ
ajst-25054	68	4	intelligence	intelligence	NOUN
ajst-25054	68	5	and	and	CCONJ
ajst-25054	68	6	machine	machine	NOUN
ajst-25054	68	7	learning	learning	NOUN
ajst-25054	68	8	tools	tool	NOUN
ajst-25054	68	9	can	can	AUX
ajst-25054	68	10	also	also	ADV
ajst-25054	68	11	omit	omit	VERB
ajst-25054	68	12	new	new	ADJ
ajst-25054	68	13	types	type	NOUN
ajst-25054	68	14	of	of	ADP
ajst-25054	68	15	dangers	danger	NOUN
ajst-25054	68	16	and	and	CCONJ
ajst-25054	68	17	events	event	NOUN
ajst-25054	68	18	,	,	PUNCT
ajst-25054	68	19	as	as	SCONJ
ajst-25054	68	20	they	they	PRON
ajst-25054	68	21	can	can	AUX
ajst-25054	68	22	potentially	potentially	ADV
ajst-25054	68	23	“	"	PUNCT
ajst-25054	68	24	over	over	ADV
ajst-25054	68	25	-	-	PUNCT
ajst-25054	68	26	educate	educate	VERB
ajst-25054	68	27	”	"	PUNCT
ajst-25054	68	28	previous	previous	ADJ
ajst-25054	68	29	events	event	NOUN
ajst-25054	68	30	[	[	X
ajst-25054	68	31	10	10	NUM
ajst-25054	68	32	]	]	PUNCT
ajst-25054	68	33	.	.	PUNCT
ajst-25054	69	1	while	while	SCONJ
ajst-25054	69	2	artificial	artificial	ADJ
ajst-25054	69	3	intelligence	intelligence	NOUN
ajst-25054	69	4	and	and	CCONJ
ajst-25054	69	5	machine	machine	NOUN
ajst-25054	69	6	learning	learning	NOUN
ajst-25054	69	7	tools	tool	NOUN
ajst-25054	69	8	can	can	AUX
ajst-25054	69	9	improve	improve	VERB
ajst-25054	69	10	risk	risk	NOUN
ajst-25054	69	11	management	management	NOUN
ajst-25054	69	12	,	,	PUNCT
ajst-25054	69	13	the	the	DET
ajst-25054	69	14	latest	late	ADJ
ajst-25054	69	15	developments	development	NOUN
ajst-25054	69	16	in	in	ADP
ajst-25054	69	17	these	these	DET
ajst-25054	69	18	strategies	strategy	NOUN
ajst-25054	69	19	have	have	AUX
ajst-25054	69	20	not	not	PART
ajst-25054	69	21	yet	yet	ADV
ajst-25054	69	22	been	be	AUX
ajst-25054	69	23	tested	test	VERB
ajst-25054	69	24	to	to	PART
ajst-25054	69	25	manage	manage	VERB
ajst-25054	69	26	risks	risk	NOUN
ajst-25054	69	27	in	in	ADP
ajst-25054	69	28	changing	change	VERB
ajst-25054	69	29	economic	economic	ADJ
ajst-25054	69	30	conditions	condition	NOUN
ajst-25054	69	31	.	.	PUNCT
ajst-25054	70	1	this	this	DET
ajst-25054	70	2	research	research	NOUN
ajst-25054	70	3	article	article	NOUN
ajst-25054	70	4	is	be	AUX
ajst-25054	70	5	organised	organise	VERB
ajst-25054	70	6	as	as	SCONJ
ajst-25054	70	7	follows	follow	VERB
ajst-25054	70	8	:	:	PUNCT
ajst-25054	70	9	section	section	NOUN
ajst-25054	70	10	1	1	NUM
ajst-25054	70	11	describes	describe	VERB
ajst-25054	70	12	the	the	DET
ajst-25054	70	13	introduction	introduction	NOUN
ajst-25054	70	14	,	,	PUNCT
ajst-25054	70	15	and	and	CCONJ
ajst-25054	70	16	section	section	NOUN
ajst-25054	70	17	2	2	NUM
ajst-25054	70	18	describes	describe	VERB
ajst-25054	70	19	the	the	DET
ajst-25054	70	20	literature	literature	NOUN
ajst-25054	70	21	work	work	NOUN
ajst-25054	70	22	.	.	PUNCT
ajst-25054	71	1	the	the	DET
ajst-25054	71	2	methodology	methodology	NOUN
ajst-25054	71	3	is	be	AUX
ajst-25054	71	4	described	describe	VERB
ajst-25054	71	5	in	in	ADP
ajst-25054	71	6	section	section	NOUN
ajst-25054	71	7	3	3	NUM
ajst-25054	71	8	.	.	PUNCT
ajst-25054	71	9	section	section	NOUN
ajst-25054	71	10	4	4	NUM
ajst-25054	71	11	summarises	summarise	NOUN
ajst-25054	71	12	the	the	DET
ajst-25054	71	13	outcomes	outcome	NOUN
ajst-25054	71	14	and	and	CCONJ
ajst-25054	71	15	research	research	NOUN
ajst-25054	71	16	findings	finding	NOUN
ajst-25054	71	17	,	,	PUNCT
ajst-25054	71	18	and	and	CCONJ
ajst-25054	71	19	section	section	NOUN
ajst-25054	71	20	5	5	NUM
ajst-25054	71	21	concludes	conclude	VERB
ajst-25054	71	22	with	with	ADP
ajst-25054	71	23	a	a	DET
ajst-25054	71	24	conclusion	conclusion	NOUN
ajst-25054	71	25	and	and	CCONJ
ajst-25054	71	26	future	future	ADJ
ajst-25054	71	27	scope	scope	NOUN
ajst-25054	71	28	.	.	PUNCT
ajst-25054	72	1	using	use	VERB
ajst-25054	72	2	artificial	artificial	ADJ
ajst-25054	72	3	intelligence	intelligence	NOUN
ajst-25054	72	4	and	and	CCONJ
ajst-25054	72	5	machine	machine	NOUN
ajst-25054	72	6	learning	learning	NOUN
ajst-25054	72	7	creates	create	VERB
ajst-25054	72	8	risk	risk	NOUN
ajst-25054	72	9	“	"	PUNCT
ajst-25054	72	10	black	black	ADJ
ajst-25054	72	11	boxes	box	NOUN
ajst-25054	72	12	”	"	PUNCT
ajst-25054	72	13	in	in	ADP
ajst-25054	72	14	decision	decision	NOUN
ajst-25054	72	15	-	-	PUNCT
ajst-25054	72	16	making	making	NOUN
ajst-25054	72	17	that	that	PRON
ajst-25054	72	18	can	can	AUX
ajst-25054	72	19	cause	cause	VERB
ajst-25054	72	20	complex	complex	ADJ
ajst-25054	72	21	problems	problem	NOUN
ajst-25054	72	22	,	,	PUNCT
ajst-25054	72	23	especially	especially	ADV
ajst-25054	72	24	at	at	ADP
ajst-25054	72	25	the	the	DET
ajst-25054	72	26	end	end	NOUN
ajst-25054	72	27	of	of	ADP
ajst-25054	72	28	events	event	NOUN
ajst-25054	72	29	.	.	PUNCT
ajst-25054	73	1	it	it	PRON
ajst-25054	73	2	can	can	AUX
ajst-25054	73	3	be	be	AUX
ajst-25054	73	4	challenging	challenge	VERB
ajst-25054	73	5	for	for	ADP
ajst-25054	73	6	financial	financial	ADJ
ajst-25054	73	7	users	user	NOUN
ajst-25054	73	8	—	—	PUNCT
ajst-25054	73	9	and	and	CCONJ
ajst-25054	73	10	regulators	regulator	NOUN
ajst-25054	73	11	in	in	ADP
ajst-25054	73	12	particular	particular	ADJ
ajst-25054	73	13	—	—	PUNCT
ajst-25054	73	14	to	to	PART
ajst-25054	73	15	understand	understand	VERB
ajst-25054	73	16	how	how	SCONJ
ajst-25054	73	17	decisions	decision	NOUN
ajst-25054	73	18	such	such	ADJ
ajst-25054	73	19	as	as	ADP
ajst-25054	73	20	those	those	PRON
ajst-25054	73	21	relating	relate	VERB
ajst-25054	73	22	to	to	ADP
ajst-25054	73	23	trade	trade	NOUN
ajst-25054	73	24	and	and	CCONJ
ajst-25054	73	25	investment	investment	NOUN
ajst-25054	73	26	were	be	AUX
ajst-25054	73	27	made	make	VERB
ajst-25054	73	28	.	.	PUNCT
ajst-25054	74	1	artificial	artificial	ADJ
ajst-25054	74	2	intelligence	intelligence	NOUN
ajst-25054	74	3	and	and	CCONJ
ajst-25054	74	4	machine	machine	NOUN
ajst-25054	74	5	learning	learning	NOUN
ajst-25054	74	6	are	be	AUX
ajst-25054	74	7	problematic	problematic	ADJ
ajst-25054	74	8	not	not	PART
ajst-25054	74	9	just	just	ADV
ajst-25054	74	10	because	because	SCONJ
ajst-25054	74	11	of	of	ADP
ajst-25054	74	12	the	the	DET
ajst-25054	74	13	lack	lack	NOUN
ajst-25054	74	14	of	of	ADP
ajst-25054	74	15	clarity	clarity	NOUN
ajst-25054	74	16	but	but	CCONJ
ajst-25054	74	17	also	also	ADV
ajst-25054	74	18	because	because	SCONJ
ajst-25054	74	19	of	of	ADP
ajst-25054	74	20	potential	potential	ADJ
ajst-25054	74	21	biases	bias	NOUN
ajst-25054	74	22	acquired	acquire	VERB
ajst-25054	74	23	by	by	ADP
ajst-25054	74	24	the	the	DET
ajst-25054	74	25	techniques	technique	NOUN
ajst-25054	74	26	from	from	ADP
ajst-25054	74	27	human	human	ADJ
ajst-25054	74	28	preconceptions	preconception	NOUN
ajst-25054	74	29	and	and	CCONJ
ajst-25054	74	30	collecting	collect	VERB
ajst-25054	74	31	artefacts	artefact	NOUN
ajst-25054	74	32	buried	bury	VERB
ajst-25054	74	33	in	in	ADP
ajst-25054	74	34	the	the	DET
ajst-25054	74	35	training	training	NOUN
ajst-25054	74	36	data	datum	NOUN
ajst-25054	74	37	,	,	PUNCT
ajst-25054	74	38	which	which	PRON
ajst-25054	74	39	may	may	AUX
ajst-25054	74	40	result	result	VERB
ajst-25054	74	41	in	in	ADP
ajst-25054	74	42	unfair	unfair	ADJ
ajst-25054	74	43	or	or	CCONJ
ajst-25054	74	44	incorrect	incorrect	ADJ
ajst-25054	74	45	choices	choice	NOUN
ajst-25054	74	46	.	.	PUNCT
ajst-25054	75	1	artificial	artificial	ADJ
ajst-25054	75	2	intelligence	intelligence	NOUN
ajst-25054	75	3	and	and	CCONJ
ajst-25054	75	4	machine	machine	NOUN
ajst-25054	75	5	learning	learning	NOUN
ajst-25054	75	6	can	can	AUX
ajst-25054	75	7	facilitate	facilitate	VERB
ajst-25054	75	8	“	"	PUNCT
ajst-25054	75	9	more	more	ADV
ajst-25054	75	10	personal	personal	ADJ
ajst-25054	75	11	”	"	PUNCT
ajst-25054	75	12	and	and	CCONJ
ajst-25054	75	13	“	"	PUNCT
ajst-25054	75	14	more	more	ADV
ajst-25054	75	15	personal	personal	ADJ
ajst-25054	75	16	”	"	PUNCT
ajst-25054	75	17	financial	financial	ADJ
ajst-25054	75	18	services	service	NOUN
ajst-25054	75	19	through	through	ADP
ajst-25054	75	20	big	big	ADJ
ajst-25054	75	21	data	datum	NOUN
ajst-25054	75	22	analytics	analytic	NOUN
ajst-25054	75	23	[	[	X
ajst-25054	75	24	12	12	NUM
ajst-25054	75	25	]	]	PUNCT
ajst-25054	75	26	.	.	PUNCT
ajst-25054	76	1	for	for	ADP
ajst-25054	76	2	example	example	NOUN
ajst-25054	76	3	,	,	PUNCT
ajst-25054	76	4	artificial	artificial	ADJ
ajst-25054	76	5	intelligence	intelligence	NOUN
ajst-25054	76	6	and	and	CCONJ
ajst-25054	76	7	machine	machine	NOUN
ajst-25054	76	8	learning	learning	NOUN
ajst-25054	76	9	can	can	AUX
ajst-25054	76	10	enable	enable	VERB
ajst-25054	76	11	extensive	extensive	ADJ
ajst-25054	76	12	data	datum	NOUN
ajst-25054	76	13	analysis	analysis	NOUN
ajst-25054	76	14	,	,	PUNCT
ajst-25054	76	15	thereby	thereby	ADV
ajst-25054	76	16	clarifying	clarify	VERB
ajst-25054	76	17	the	the	DET
ajst-25054	76	18	characteristics	characteristic	NOUN
ajst-25054	76	19	of	of	ADP
ajst-25054	76	20	individual	individual	ADJ
ajst-25054	76	21	consumers	consumer	NOUN
ajst-25054	76	22	and	and	CCONJ
ajst-25054	76	23	investors	investor	NOUN
ajst-25054	76	24	and	and	CCONJ
ajst-25054	76	25	allowing	allow	VERB
ajst-25054	76	26	companies	company	NOUN
ajst-25054	76	27	to	to	PART
ajst-25054	76	28	design	design	VERB
ajst-25054	76	29	well	well	ADV
ajst-25054	76	30	-	-	PUNCT
ajst-25054	76	31	targeted	target	VERB
ajst-25054	76	32	services	service	NOUN
ajst-25054	76	33	.	.	PUNCT
ajst-25054	77	1	however	however	ADV
ajst-25054	77	2	,	,	PUNCT
ajst-25054	77	3	the	the	DET
ajst-25054	77	4	use	use	NOUN
ajst-25054	77	5	of	of	ADP
ajst-25054	77	6	consumer	consumer	NOUN
ajst-25054	77	7	data	datum	NOUN
ajst-25054	77	8	can	can	AUX
ajst-25054	77	9	lead	lead	VERB
ajst-25054	77	10	to	to	ADP
ajst-25054	77	11	privacy	privacy	NOUN
ajst-25054	77	12	and	and	CCONJ
ajst-25054	77	13	information	information	NOUN
ajst-25054	77	14	security	security	NOUN
ajst-25054	77	15	issues	issue	NOUN
ajst-25054	77	16	.	.	PUNCT
ajst-25054	78	1	in	in	ADP
ajst-25054	78	2	addition	addition	NOUN
ajst-25054	78	3	,	,	PUNCT
ajst-25054	78	4	since	since	SCONJ
ajst-25054	78	5	analytical	analytical	ADJ
ajst-25054	78	6	artificial	artificial	ADJ
ajst-25054	78	7	intelligence	intelligence	NOUN
ajst-25054	78	8	and	and	CCONJ
ajst-25054	78	9	machine	machine	NOUN
ajst-25054	78	10	learning	learn	VERB
ajst-25054	78	11	data	datum	NOUN
ajst-25054	78	12	can	can	AUX
ajst-25054	78	13	analyse	analyse	VERB
ajst-25054	78	14	the	the	DET
ajst-25054	78	15	characteristics	characteristic	NOUN
ajst-25054	78	16	of	of	ADP
ajst-25054	78	17	individual	individual	ADJ
ajst-25054	78	18	customers	customer	NOUN
ajst-25054	78	19	through	through	ADP
ajst-25054	78	20	public	public	ADJ
ajst-25054	78	21	data	datum	NOUN
ajst-25054	78	22	,	,	PUNCT
ajst-25054	78	23	it	it	PRON
ajst-25054	78	24	would	would	AUX
ajst-25054	78	25	be	be	AUX
ajst-25054	78	26	necessary	necessary	ADJ
ajst-25054	78	27	to	to	PART
ajst-25054	78	28	consider	consider	VERB
ajst-25054	78	29	customer	customer	NOUN
ajst-25054	78	30	results	result	NOUN
ajst-25054	78	31	.	.	PUNCT
ajst-25054	79	1	it	it	PRON
ajst-25054	79	2	must	must	AUX
ajst-25054	79	3	be	be	AUX
ajst-25054	79	4	protected	protect	VERB
ajst-25054	79	5	while	while	SCONJ
ajst-25054	79	6	protecting	protect	VERB
ajst-25054	79	7	the	the	DET
ajst-25054	79	8	anonymity	anonymity	NOUN
ajst-25054	79	9	of	of	ADP
ajst-25054	79	10	individual	individual	ADJ
ajst-25054	79	11	consumers	consumer	NOUN
ajst-25054	79	12	and	and	CCONJ
ajst-25054	79	13	facilitating	facilitate	VERB
ajst-25054	79	14	the	the	DET
ajst-25054	79	15	safe	safe	ADJ
ajst-25054	79	16	and	and	CCONJ
ajst-25054	79	17	efficient	efficient	ADJ
ajst-25054	79	18	use	use	NOUN
ajst-25054	79	19	of	of	ADP
ajst-25054	79	20	big	big	ADJ
ajst-25054	79	21	data	datum	NOUN
ajst-25054	79	22	for	for	ADP
ajst-25054	79	23	better	well	ADJ
ajst-25054	79	24	services	service	NOUN
ajst-25054	79	25	[	[	X
ajst-25054	79	26	13	13	NUM
ajst-25054	79	27	]	]	PUNCT
ajst-25054	79	28	.	.	PUNCT
ajst-25054	80	1	deep	deep	ADJ
ajst-25054	80	2	learning	learning	NOUN
ajst-25054	80	3	algorithms	algorithm	NOUN
ajst-25054	80	4	,	,	PUNCT
ajst-25054	80	5	in	in	ADP
ajst-25054	80	6	particular	particular	ADJ
ajst-25054	80	7	,	,	PUNCT
ajst-25054	80	8	offer	offer	VERB
ajst-25054	80	9	benefits	benefit	NOUN
ajst-25054	80	10	for	for	ADP
ajst-25054	80	11	organisational	organisational	ADJ
ajst-25054	80	12	decision	decision	NOUN
ajst-25054	80	13	-	-	PUNCT
ajst-25054	80	14	making	making	NOUN
ajst-25054	80	15	,	,	PUNCT
ajst-25054	80	16	such	such	ADJ
ajst-25054	80	17	as	as	ADP
ajst-25054	80	18	supporting	support	VERB
ajst-25054	80	19	employees	employee	NOUN
ajst-25054	80	20	with	with	ADP
ajst-25054	80	21	information	information	NOUN
ajst-25054	80	22	processing	processing	NOUN
ajst-25054	80	23	,	,	PUNCT
ajst-25054	80	24	augmenting	augment	VERB
ajst-25054	80	25	their	their	PRON
ajst-25054	80	26	analytical	analytical	ADJ
ajst-25054	80	27	capacities	capacity	NOUN
ajst-25054	80	28	,	,	PUNCT
ajst-25054	80	29	and	and	CCONJ
ajst-25054	80	30	maybe	maybe	ADV
ajst-25054	80	31	assisting	assist	VERB
ajst-25054	80	32	them	they	PRON
ajst-25054	80	33	in	in	ADP
ajst-25054	80	34	transitioning	transition	VERB
ajst-25054	80	35	to	to	ADP
ajst-25054	80	36	more	more	ADJ
ajst-25054	80	37	design	design	NOUN
ajst-25054	80	38	output	output	NOUN
ajst-25054	80	39	.	.	PUNCT
ajst-25054	81	1	in	in	ADP
ajst-25054	81	2	addition	addition	NOUN
ajst-25054	81	3	,	,	PUNCT
ajst-25054	81	4	to	to	PART
ajst-25054	81	5	protect	protect	VERB
ajst-25054	81	6	consumers	consumer	NOUN
ajst-25054	81	7	and	and	CCONJ
ajst-25054	81	8	investors	investor	NOUN
ajst-25054	81	9	,	,	PUNCT
ajst-25054	81	10	it	it	PRON
ajst-25054	81	11	would	would	AUX
ajst-25054	81	12	be	be	AUX
ajst-25054	81	13	essential	essential	ADJ
ajst-25054	81	14	to	to	PART
ajst-25054	81	15	establish	establish	VERB
ajst-25054	81	16	well	well	ADV
ajst-25054	81	17	-	-	PUNCT
ajst-25054	81	18	designed	design	VERB
ajst-25054	81	19	governance	governance	NOUN
ajst-25054	81	20	structures	structure	NOUN
ajst-25054	81	21	for	for	ADP
ajst-25054	81	22	financial	financial	ADJ
ajst-25054	81	23	service	service	NOUN
ajst-25054	81	24	providers	provider	NOUN
ajst-25054	81	25	using	use	VERB
ajst-25054	81	26	artificial	artificial	ADJ
ajst-25054	81	27	intelligence	intelligence	NOUN
ajst-25054	81	28	and	and	CCONJ
ajst-25054	81	29	machine	machine	NOUN
ajst-25054	81	30	learning	learning	NOUN
ajst-25054	81	31	.	.	PUNCT
ajst-25054	82	1	3.2	3.2	NUM
ajst-25054	82	2	.	.	PUNCT
ajst-25054	82	3	financial	financial	ADJ
ajst-25054	82	4	decision	decision	NOUN
ajst-25054	82	5	model	model	NOUN
ajst-25054	82	6	approach	approach	NOUN
ajst-25054	82	7	order	order	NOUN
ajst-25054	82	8	execution	execution	NOUN
ajst-25054	82	9	optimisation	optimisation	NOUN
ajst-25054	82	10	is	be	AUX
ajst-25054	82	11	a	a	DET
ajst-25054	82	12	fundamental	fundamental	ADJ
ajst-25054	82	13	problem	problem	NOUN
ajst-25054	82	14	in	in	ADP
ajst-25054	82	15	algorithmic	algorithmic	ADJ
ajst-25054	82	16	trading	trading	NOUN
ajst-25054	82	17	,	,	PUNCT
ajst-25054	82	18	which	which	PRON
ajst-25054	82	19	aims	aim	VERB
ajst-25054	82	20	to	to	PART
ajst-25054	82	21	complete	complete	VERB
ajst-25054	82	22	a	a	DET
ajst-25054	82	23	preset	preset	ADJ
ajst-25054	82	24	metaorder	metaorder	NOUN
ajst-25054	82	25	through	through	ADP
ajst-25054	82	26	a	a	DET
ajst-25054	82	27	series	series	NOUN
ajst-25054	82	28	of	of	ADP
ajst-25054	82	29	trading	trading	NOUN
ajst-25054	82	30	decisions	decision	NOUN
ajst-25054	82	31	,	,	PUNCT
ajst-25054	82	32	such	such	ADJ
ajst-25054	82	33	as	as	ADP
ajst-25054	82	34	closing	closing	NOUN
ajst-25054	82	35	,	,	PUNCT
ajst-25054	82	36	opening	opening	NOUN
ajst-25054	82	37	,	,	PUNCT
ajst-25054	82	38	and	and	CCONJ
ajst-25054	82	39	positioning	positioning	NOUN
ajst-25054	82	40	.	.	PUNCT
ajst-25054	83	1	in	in	ADP
ajst-25054	83	2	essence	essence	NOUN
ajst-25054	83	3	,	,	PUNCT
ajst-25054	83	4	the	the	DET
ajst-25054	83	5	goal	goal	NOUN
ajst-25054	83	6	of	of	ADP
ajst-25054	83	7	order	order	NOUN
ajst-25054	83	8	execution	execution	NOUN
ajst-25054	83	9	is	be	AUX
ajst-25054	83	10	twofold	twofold	ADJ
ajst-25054	83	11	,	,	PUNCT
ajst-25054	83	12	not	not	PART
ajst-25054	83	13	only	only	ADV
ajst-25054	83	14	requiring	require	VERB
ajst-25054	83	15	the	the	DET
ajst-25054	83	16	completion	completion	NOUN
ajst-25054	83	17	of	of	ADP
ajst-25054	83	18	the	the	DET
ajst-25054	83	19	entire	entire	ADJ
ajst-25054	83	20	order	order	NOUN
ajst-25054	83	21	,	,	PUNCT
ajst-25054	83	22	but	but	CCONJ
ajst-25054	83	23	also	also	ADV
ajst-25054	83	24	pursuing	pursue	VERB
ajst-25054	83	25	a	a	DET
ajst-25054	83	26	more	more	ADV
ajst-25054	83	27	economical	economical	ADJ
ajst-25054	83	28	execution	execution	NOUN
ajst-25054	83	29	strategy	strategy	NOUN
ajst-25054	83	30	that	that	PRON
ajst-25054	83	31	maximizes	maximize	VERB
ajst-25054	83	32	gains	gain	NOUN
ajst-25054	83	33	or	or	CCONJ
ajst-25054	83	34	minimizes	minimize	NOUN
ajst-25054	83	35	capital	capital	NOUN
ajst-25054	83	36	losses	loss	NOUN
ajst-25054	83	37	.	.	PUNCT
ajst-25054	84	1	for	for	ADP
ajst-25054	84	2	the	the	DET
ajst-25054	84	3	sequential	sequential	ADJ
ajst-25054	84	4	decision	decision	NOUN
ajst-25054	84	5	characteristics	characteristic	NOUN
ajst-25054	84	6	of	of	ADP
ajst-25054	84	7	order	order	NOUN
ajst-25054	84	8	execution	execution	NOUN
ajst-25054	84	9	,	,	PUNCT
ajst-25054	84	10	machine	machine	NOUN
ajst-25054	84	11	learning	learning	NOUN
ajst-25054	84	12	methods	method	NOUN
ajst-25054	84	13	can	can	AUX
ajst-25054	84	14	take	take	VERB
ajst-25054	84	15	advantage	advantage	NOUN
ajst-25054	84	16	of	of	ADP
ajst-25054	84	17	capturing	capture	VERB
ajst-25054	84	18	the	the	DET
ajst-25054	84	19	microstructure	microstructure	NOUN
ajst-25054	84	20	of	of	ADP
ajst-25054	84	21	the	the	DET
ajst-25054	84	22	market	market	NOUN
ajst-25054	84	23	,	,	PUNCT
ajst-25054	84	24	so	so	SCONJ
ajst-25054	84	25	as	as	SCONJ
ajst-25054	84	26	to	to	PART
ajst-25054	84	27	better	well	ADV
ajst-25054	84	28	execute	execute	VERB
ajst-25054	84	29	orders	order	NOUN
ajst-25054	84	30	.	.	PUNCT
ajst-25054	85	1	but	but	CCONJ
ajst-25054	85	2	a	a	DET
ajst-25054	85	3	simple	simple	ADJ
ajst-25054	85	4	,	,	PUNCT
ajst-25054	85	5	straightforward	straightforward	ADJ
ajst-25054	85	6	use	use	NOUN
ajst-25054	85	7	of	of	ADP
ajst-25054	85	8	machine	machine	NOUN
ajst-25054	85	9	learning	learning	NOUN
ajst-25054	85	10	runs	run	VERB
ajst-25054	85	11	into	into	ADP
ajst-25054	85	12	a	a	DET
ajst-25054	85	13	problem	problem	NOUN
ajst-25054	85	14	there	there	PRON
ajst-25054	85	15	is	be	VERB
ajst-25054	85	16	a	a	DET
ajst-25054	85	17	lot	lot	NOUN
ajst-25054	85	18	of	of	ADP
ajst-25054	85	19	noise	noise	NOUN
ajst-25054	85	20	and	and	CCONJ
ajst-25054	85	21	imperfect	imperfect	ADJ
ajst-25054	85	22	information	information	NOUN
ajst-25054	85	23	in	in	ADP
ajst-25054	85	24	the	the	DET
ajst-25054	85	25	raw	raw	ADJ
ajst-25054	85	26	order	order	NOUN
ajst-25054	85	27	and	and	CCONJ
ajst-25054	85	28	market	market	NOUN
ajst-25054	85	29	data	datum	NOUN
ajst-25054	85	30	.	.	PUNCT
ajst-25054	86	1	noisy	noisy	ADJ
ajst-25054	86	2	data	datum	NOUN
ajst-25054	86	3	may	may	AUX
ajst-25054	86	4	lead	lead	VERB
ajst-25054	86	5	to	to	ADP
ajst-25054	86	6	low	low	ADJ
ajst-25054	86	7	sample	sample	NOUN
ajst-25054	86	8	efficiency	efficiency	NOUN
ajst-25054	86	9	of	of	ADP
ajst-25054	86	10	reinforcement	reinforcement	NOUN
ajst-25054	86	11	learning	learning	NOUN
ajst-25054	86	12	and	and	CCONJ
ajst-25054	86	13	reduce	reduce	VERB
ajst-25054	86	14	the	the	DET
ajst-25054	86	15	effectiveness	effectiveness	NOUN
ajst-25054	86	16	of	of	ADP
ajst-25054	86	17	learning	learn	VERB
ajst-25054	86	18	order	order	NOUN
ajst-25054	86	19	execution	execution	NOUN
ajst-25054	86	20	strategies	strategy	NOUN
ajst-25054	86	21	.	.	PUNCT
ajst-25054	87	1	more	more	ADV
ajst-25054	87	2	importantly	importantly	ADV
ajst-25054	87	3	,	,	PUNCT
ajst-25054	87	4	when	when	SCONJ
ajst-25054	87	5	taking	take	VERB
ajst-25054	87	6	action	action	NOUN
ajst-25054	87	7	,	,	PUNCT
ajst-25054	87	8	the	the	DET
ajst-25054	87	9	only	only	ADJ
ajst-25054	87	10	information	information	NOUN
ajst-25054	87	11	available	available	ADJ
ajst-25054	87	12	is	be	AUX
ajst-25054	87	13	historical	historical	ADJ
ajst-25054	87	14	market	market	NOUN
ajst-25054	87	15	information	information	NOUN
ajst-25054	87	16	,	,	PUNCT
ajst-25054	87	17	and	and	CCONJ
ajst-25054	87	18	there	there	PRON
ajst-25054	87	19	are	be	VERB
ajst-25054	87	20	no	no	DET
ajst-25054	87	21	obvious	obvious	ADJ
ajst-25054	87	22	clues	clue	NOUN
ajst-25054	87	23	to	to	PART
ajst-25054	87	24	make	make	VERB
ajst-25054	87	25	accurate	accurate	ADJ
ajst-25054	87	26	predictions	prediction	NOUN
ajst-25054	87	27	about	about	ADP
ajst-25054	87	28	the	the	DET
ajst-25054	87	29	future	future	ADJ
ajst-25054	87	30	trend	trend	NOUN
ajst-25054	87	31	of	of	ADP
ajst-25054	87	32	market	market	NOUN
ajst-25054	87	33	prices	price	NOUN
ajst-25054	87	34	or	or	CCONJ
ajst-25054	87	35	trading	trading	NOUN
ajst-25054	87	36	activity	activity	NOUN
ajst-25054	87	37	.	.	PUNCT
ajst-25054	88	1	figure	figure	NOUN
ajst-25054	88	2	2	2	NUM
ajst-25054	88	3	.	.	PUNCT
ajst-25054	88	4	schematic	schematic	ADJ
ajst-25054	88	5	diagram	diagram	NOUN
ajst-25054	88	6	of	of	ADP
ajst-25054	88	7	opd	opd	PROPN
ajst-25054	88	8	prophetic	prophetic	ADJ
ajst-25054	88	9	strategy	strategy	NOUN
ajst-25054	88	10	extraction	extraction	NOUN
ajst-25054	88	11	realized	realize	VERB
ajst-25054	88	12	by	by	ADP
ajst-25054	88	13	machine	machine	NOUN
ajst-25054	88	14	learning	learn	VERB
ajst-25054	88	15	to	to	ADP
ajst-25054	88	16	this	this	DET
ajst-25054	88	17	end	end	NOUN
ajst-25054	88	18	,	,	PUNCT
ajst-25054	88	19	the	the	DET
ajst-25054	88	20	qlib	qlib	PROPN
ajst-25054	88	21	team	team	NOUN
ajst-25054	88	22	proposed	propose	VERB
ajst-25054	88	23	a	a	DET
ajst-25054	88	24	generic	generic	ADJ
ajst-25054	88	25	optimization	optimization	NOUN
ajst-25054	88	26	framework	framework	NOUN
ajst-25054	88	27	for	for	ADP
ajst-25054	88	28	order	order	NOUN
ajst-25054	88	29	execution	execution	NOUN
ajst-25054	88	30	strategies	strategy	NOUN
ajst-25054	88	31	and	and	CCONJ
ajst-25054	88	32	introduced	introduce	VERB
ajst-25054	88	33	a	a	DET
ajst-25054	88	34	new	new	ADJ
ajst-25054	88	35	strategy	strategy	NOUN
ajst-25054	88	36	extraction	extraction	NOUN
ajst-25054	88	37	method	method	NOUN
ajst-25054	88	38	,	,	PUNCT
ajst-25054	88	39	opd	opd	PROPN
ajst-25054	88	40	(	(	PUNCT
ajst-25054	88	41	oracle	oracle	NOUN
ajst-25054	88	42	policy	policy	NOUN
ajst-25054	88	43	distillation	distillation	NOUN
ajst-25054	88	44	)	)	PUNCT
ajst-25054	88	45	,	,	PUNCT
ajst-25054	88	46	to	to	PART
ajst-25054	88	47	bridge	bridge	VERB
ajst-25054	88	48	the	the	DET
ajst-25054	88	49	gap	gap	NOUN
ajst-25054	88	50	between	between	ADP
ajst-25054	88	51	noise	noise	NOUN
ajst-25054	88	52	and	and	CCONJ
ajst-25054	88	53	imperfect	imperfect	ADJ
ajst-25054	88	54	market	market	NOUN
ajst-25054	88	55	information	information	NOUN
ajst-25054	88	56	and	and	CCONJ
ajst-25054	88	57	optimal	optimal	ADJ
ajst-25054	88	58	order	order	NOUN
ajst-25054	88	59	execution	execution	NOUN
ajst-25054	88	60	strategies	strategy	NOUN
ajst-25054	88	61	.	.	PUNCT
ajst-25054	89	1	the	the	DET
ajst-25054	89	2	technique	technique	NOUN
ajst-25054	89	3	is	be	AUX
ajst-25054	89	4	a	a	DET
ajst-25054	89	5	"	"	PUNCT
ajst-25054	89	6	teacher	teacher	NOUN
ajst-25054	89	7	-	-	PUNCT
ajst-25054	89	8	student	student	NOUN
ajst-25054	89	9	"	"	PUNCT
ajst-25054	89	10	learning	learning	NOUN
ajst-25054	89	11	paradigm	paradigm	NOUN
ajst-25054	89	12	,	,	PUNCT
ajst-25054	89	13	in	in	ADP
ajst-25054	89	14	which	which	PRON
ajst-25054	89	15	the	the	DET
ajst-25054	89	16	"	"	PUNCT
ajst-25054	89	17	teacher	teacher	NOUN
ajst-25054	89	18	"	"	PUNCT
ajst-25054	89	19	is	be	AUX
ajst-25054	89	20	trained	train	VERB
ajst-25054	89	21	to	to	PART
ajst-25054	89	22	be	be	AUX
ajst-25054	89	23	a	a	DET
ajst-25054	89	24	"	"	PUNCT
ajst-25054	89	25	prophet	prophet	NOUN
ajst-25054	89	26	"	"	PUNCT
ajst-25054	89	27	who	who	PRON
ajst-25054	89	28	can	can	AUX
ajst-25054	89	29	find	find	VERB
ajst-25054	89	30	the	the	DET
ajst-25054	89	31	best	good	ADJ
ajst-25054	89	32	trading	trading	NOUN
ajst-25054	89	33	strategy	strategy	NOUN
ajst-25054	89	34	in	in	ADP
ajst-25054	89	35	the	the	DET
ajst-25054	89	36	case	case	NOUN
ajst-25054	89	37	of	of	ADP
ajst-25054	89	38	perfect	perfect	ADJ
ajst-25054	89	39	information	information	NOUN
ajst-25054	89	40	.	.	PUNCT
ajst-25054	90	1	then	then	ADV
ajst-25054	90	2	the	the	DET
ajst-25054	90	3	"	"	PUNCT
ajst-25054	90	4	student	student	NOUN
ajst-25054	90	5	"	"	PUNCT
ajst-25054	90	6	learns	learn	VERB
ajst-25054	90	7	by	by	ADP
ajst-25054	90	8	imitating	imitate	VERB
ajst-25054	90	9	the	the	DET
ajst-25054	90	10	best	good	ADJ
ajst-25054	90	11	behaviour	behaviour	NOUN
ajst-25054	90	12	pattern	pattern	NOUN
ajst-25054	90	13	of	of	ADP
ajst-25054	90	14	the	the	DET
ajst-25054	90	15	"	"	PUNCT
ajst-25054	90	16	teacher	teacher	NOUN
ajst-25054	90	17	"	"	PUNCT
ajst-25054	90	18	.	.	PUNCT
ajst-25054	91	1	when	when	SCONJ
ajst-25054	91	2	the	the	DET
ajst-25054	91	3	model	model	NOUN
ajst-25054	91	4	training	training	NOUN
ajst-25054	91	5	stage	stage	NOUN
ajst-25054	91	6	ends	end	VERB
ajst-25054	91	7	and	and	CCONJ
ajst-25054	91	8	enters	enter	VERB
ajst-25054	91	9	the	the	DET
ajst-25054	91	10	actual	actual	ADJ
ajst-25054	91	11	use	use	NOUN
ajst-25054	91	12	stage	stage	NOUN
ajst-25054	91	13	,	,	PUNCT
ajst-25054	91	14	opd	opd	PROPN
ajst-25054	91	15	will	will	AUX
ajst-25054	91	16	use	use	VERB
ajst-25054	91	17	the	the	DET
ajst-25054	91	18	"	"	PUNCT
ajst-25054	91	19	student	student	NOUN
ajst-25054	91	20	"	"	PUNCT
ajst-25054	91	21	strategy	strategy	NOUN
ajst-25054	91	22	to	to	PART
ajst-25054	91	23	plan	plan	VERB
ajst-25054	91	24	the	the	DET
ajst-25054	91	25	order	order	NOUN
ajst-25054	91	26	execution	execution	NOUN
ajst-25054	91	27	without	without	ADP
ajst-25054	91	28	the	the	DET
ajst-25054	91	29	"	"	PUNCT
ajst-25054	91	30	teacher	teacher	NOUN
ajst-25054	91	31	"	"	PUNCT
ajst-25054	91	32	or	or	CCONJ
ajst-25054	91	33	future	future	ADJ
ajst-25054	91	34	information	information	NOUN
ajst-25054	91	35	.	.	PUNCT
ajst-25054	92	1	moreover	moreover	ADV
ajst-25054	92	2	,	,	PUNCT
ajst-25054	92	3	different	different	ADJ
ajst-25054	92	4	from	from	ADP
ajst-25054	92	5	the	the	DET
ajst-25054	92	6	traditional	traditional	ADJ
ajst-25054	92	7	reinforcement	reinforcement	NOUN
ajst-25054	92	8	learning	learning	NOUN
ajst-25054	92	9	method	method	NOUN
ajst-25054	92	10	,	,	PUNCT
ajst-25054	92	11	which	which	PRON
ajst-25054	92	12	trains	train	VERB
ajst-25054	92	13	a	a	DET
ajst-25054	92	14	single	single	ADJ
ajst-25054	92	15	model	model	NOUN
ajst-25054	92	16	only	only	ADV
ajst-25054	92	17	for	for	ADP
ajst-25054	92	18	a	a	DET
ajst-25054	92	19	single	single	ADJ
ajst-25054	92	20	stock	stock	NOUN
ajst-25054	92	21	,	,	PUNCT
ajst-25054	92	22	the	the	DET
ajst-25054	92	23	reinforcement	reinforcement	NOUN
ajst-25054	92	24	learning	learning	NOUN
ajst-25054	92	25	algorithm	algorithm	NOUN
ajst-25054	92	26	proposed	propose	VERB
ajst-25054	92	27	by	by	ADP
ajst-25054	92	28	the	the	DET
ajst-25054	92	29	qlib	qlib	PROPN
ajst-25054	92	30	team	team	NOUN
ajst-25054	92	31	can	can	AUX
ajst-25054	92	32	use	use	VERB
ajst-25054	92	33	the	the	DET
ajst-25054	92	34	data	datum	NOUN
ajst-25054	92	35	of	of	ADP
ajst-25054	92	36	all	all	DET
ajst-25054	92	37	stocks	stock	NOUN
ajst-25054	92	38	for	for	ADP
ajst-25054	92	39	joint	joint	ADJ
ajst-25054	92	40	training	training	NOUN
ajst-25054	92	41	,	,	PUNCT
ajst-25054	92	42	thus	thus	ADV
ajst-25054	92	43	significantly	significantly	ADV
ajst-25054	92	44	alleviating	alleviate	VERB
ajst-25054	92	45	the	the	DET
ajst-25054	92	46	overfitting	overfitting	ADJ
ajst-25054	92	47	problem	problem	NOUN
ajst-25054	92	48	in	in	ADP
ajst-25054	92	49	the	the	DET
ajst-25054	92	50	learning	learning	NOUN
ajst-25054	92	51	process	process	NOUN
ajst-25054	92	52	.	.	PUNCT
ajst-25054	93	1	the	the	DET
ajst-25054	93	2	experimental	experimental	ADJ
ajst-25054	93	3	results	result	NOUN
ajst-25054	93	4	show	show	VERB
ajst-25054	93	5	that	that	SCONJ
ajst-25054	93	6	the	the	DET
ajst-25054	93	7	performance	performance	NOUN
ajst-25054	93	8	of	of	ADP
ajst-25054	93	9	opd	opd	PROPN
ajst-25054	93	10	is	be	AUX
ajst-25054	93	11	significantly	significantly	ADV
ajst-25054	93	12	better	well	ADJ
ajst-25054	93	13	than	than	ADP
ajst-25054	93	14	that	that	PRON
ajst-25054	93	15	of	of	ADP
ajst-25054	93	16	other	other	ADJ
ajst-25054	93	17	methods	method	NOUN
ajst-25054	93	18	,	,	PUNCT
ajst-25054	93	19	which	which	PRON
ajst-25054	93	20	proves	prove	VERB
ajst-25054	93	21	the	the	DET
ajst-25054	93	22	effectiveness	effectiveness	NOUN
ajst-25054	93	23	of	of	ADP
ajst-25054	93	24	opd	opd	PROPN
ajst-25054	93	25	and	and	CCONJ
ajst-25054	93	26	also	also	ADV
ajst-25054	93	27	confirms	confirm	VERB
ajst-25054	93	28	that	that	SCONJ
ajst-25054	93	29	traditional	traditional	ADJ
ajst-25054	93	30	methods	method	NOUN
ajst-25054	93	31	based	base	VERB
ajst-25054	93	32	on	on	ADP
ajst-25054	93	33	financial	financial	ADJ
ajst-25054	93	34	market	market	NOUN
ajst-25054	93	35	assumptions	assumption	NOUN
ajst-25054	93	36	are	be	AUX
ajst-25054	93	37	not	not	PART
ajst-25054	93	38	applicable	applicable	ADJ
ajst-25054	93	39	in	in	ADP
ajst-25054	93	40	real	real	ADJ
ajst-25054	93	41	scenarios	scenario	NOUN
ajst-25054	93	42	.	.	PUNCT
ajst-25054	94	1	in	in	ADP
ajst-25054	94	2	addition	addition	NOUN
ajst-25054	94	3	,	,	PUNCT
ajst-25054	94	4	other	other	ADJ
ajst-25054	94	5	trainingbased	trainingbase	VERB
ajst-25054	94	6	data	data	NOUN
ajst-25054	94	7	-	-	PUNCT
ajst-25054	94	8	driven	drive	VERB
ajst-25054	94	9	approaches	approach	NOUN
ajst-25054	94	10	need	need	VERB
ajst-25054	94	11	to	to	PART
ajst-25054	94	12	capture	capture	VERB
ajst-25054	94	13	the	the	DET
ajst-25054	94	14	market	market	NOUN
ajst-25054	94	15	's	's	PART
ajst-25054	94	16	microstructure	microstructure	NOUN
ajst-25054	94	17	well	well	ADV
ajst-25054	94	18	enough	enough	ADV
ajst-25054	94	19	to	to	PART
ajst-25054	94	20	adjust	adjust	VERB
ajst-25054	94	21	their	their	PRON
ajst-25054	94	22	strategies	strategy	NOUN
ajst-25054	94	23	accordingly	accordingly	ADV
ajst-25054	94	24	,	,	PUNCT
ajst-25054	94	25	resulting	result	VERB
ajst-25054	94	26	in	in	ADP
ajst-25054	94	27	weaker	weak	ADJ
ajst-25054	94	28	performance	performance	NOUN
ajst-25054	94	29	compared	compare	VERB
ajst-25054	94	30	to	to	ADP
ajst-25054	94	31	opd	opd	PROPN
ajst-25054	94	32	approaches	approach	NOUN
ajst-25054	94	33	.	.	PUNCT
ajst-25054	95	1	table	table	NOUN
ajst-25054	95	2	1	1	NUM
ajst-25054	95	3	.	.	PUNCT
ajst-25054	96	1	experimental	experimental	ADJ
ajst-25054	96	2	results	result	NOUN
ajst-25054	96	3	of	of	ADP
ajst-25054	96	4	the	the	DET
ajst-25054	96	5	opd	opd	PROPN
ajst-25054	96	6	method	method	NOUN
ajst-25054	96	7	for	for	ADP
ajst-25054	96	8	financial	financial	ADJ
ajst-25054	96	9	decision	decision	NOUN
ajst-25054	96	10	-	-	PUNCT
ajst-25054	96	11	making	making	NOUN
ajst-25054	96	12	by	by	ADP
ajst-25054	96	13	machine	machine	NOUN
ajst-25054	96	14	learning	learn	VERB
ajst-25054	96	15	4	4	NUM
ajst-25054	96	16	3.3	3.3	NUM
ajst-25054	96	17	.	.	PUNCT
ajst-25054	97	1	i	i	PRON
ajst-25054	97	2	have	have	AUX
ajst-25054	97	3	frequently	frequently	ADV
ajst-25054	97	4	asked	ask	VERB
ajst-25054	97	5	questions	question	NOUN
ajst-25054	97	6	about	about	ADP
ajst-25054	97	7	the	the	DET
ajst-25054	97	8	application	application	NOUN
ajst-25054	97	9	of	of	ADP
ajst-25054	97	10	machine	machine	NOUN
ajst-25054	97	11	learning	learn	VERB
ajst-25054	97	12	in	in	ADP
ajst-25054	97	13	finance	finance	NOUN
ajst-25054	97	14	1	1	NUM
ajst-25054	97	15	.	.	PUNCT
ajst-25054	98	1	when	when	SCONJ
ajst-25054	98	2	using	use	VERB
ajst-25054	98	3	machine	machine	NOUN
ajst-25054	98	4	learning	learning	NOUN
ajst-25054	98	5	in	in	ADP
ajst-25054	98	6	the	the	DET
ajst-25054	98	7	financial	financial	ADJ
ajst-25054	98	8	field	field	NOUN
ajst-25054	98	9	,	,	PUNCT
ajst-25054	98	10	users	user	NOUN
ajst-25054	98	11	often	often	ADV
ajst-25054	98	12	need	need	VERB
ajst-25054	98	13	to	to	PART
ajst-25054	98	14	connect	connect	VERB
ajst-25054	98	15	with	with	ADP
ajst-25054	98	16	the	the	DET
ajst-25054	98	17	financial	financial	ADJ
ajst-25054	98	18	reinforcement	reinforcement	NOUN
ajst-25054	98	19	learning	learning	NOUN
ajst-25054	98	20	environment	environment	NOUN
ajst-25054	98	21	and	and	CCONJ
ajst-25054	98	22	integrate	integrate	VERB
ajst-25054	98	23	machine	machine	NOUN
ajst-25054	98	24	learning	learn	VERB
ajst-25054	98	25	strategy	strategy	NOUN
ajst-25054	98	26	algorithms	algorithm	NOUN
ajst-25054	98	27	by	by	ADP
ajst-25054	98	28	designing	design	VERB
ajst-25054	98	29	the	the	DET
ajst-25054	98	30	markov	markov	NOUN
ajst-25054	98	31	decision	decision	NOUN
ajst-25054	98	32	process	process	NOUN
ajst-25054	98	33	(	(	PUNCT
ajst-25054	98	34	mdp	mdp	PROPN
ajst-25054	98	35	)	)	PUNCT
ajst-25054	98	36	.	.	PUNCT
ajst-25054	99	1	the	the	DET
ajst-25054	99	2	whole	whole	ADJ
ajst-25054	99	3	process	process	NOUN
ajst-25054	99	4	requires	require	VERB
ajst-25054	99	5	a	a	DET
ajst-25054	99	6	lot	lot	NOUN
ajst-25054	99	7	of	of	ADP
ajst-25054	99	8	engineering	engineering	NOUN
ajst-25054	99	9	work	work	NOUN
ajst-25054	99	10	but	but	CCONJ
ajst-25054	99	11	also	also	ADV
ajst-25054	99	12	a	a	DET
ajst-25054	99	13	lot	lot	NOUN
ajst-25054	99	14	of	of	ADP
ajst-25054	99	15	financial	financial	ADJ
ajst-25054	99	16	expertise	expertise	NOUN
ajst-25054	99	17	and	and	CCONJ
ajst-25054	99	18	field	field	NOUN
ajst-25054	99	19	experience	experience	NOUN
ajst-25054	99	20	,	,	PUNCT
ajst-25054	99	21	which	which	PRON
ajst-25054	99	22	is	be	AUX
ajst-25054	99	23	very	very	ADV
ajst-25054	99	24	time	time	NOUN
ajst-25054	99	25	-	-	PUNCT
ajst-25054	99	26	consuming	consume	VERB
ajst-25054	99	27	and	and	CCONJ
ajst-25054	99	28	laborious	laborious	ADJ
ajst-25054	99	29	,	,	PUNCT
ajst-25054	99	30	and	and	CCONJ
ajst-25054	99	31	researchers	researcher	NOUN
ajst-25054	99	32	can	can	AUX
ajst-25054	99	33	not	not	PART
ajst-25054	99	34	concentrate	concentrate	VERB
ajst-25054	99	35	on	on	ADP
ajst-25054	99	36	the	the	DET
ajst-25054	99	37	research	research	NOUN
ajst-25054	99	38	problem	problem	NOUN
ajst-25054	99	39	itself	itself	PRON
ajst-25054	99	40	.	.	PUNCT
ajst-25054	100	1	qlib	qlib	PROPN
ajst-25054	100	2	directly	directly	ADV
ajst-25054	100	3	provides	provide	VERB
ajst-25054	100	4	a	a	DET
ajst-25054	100	5	complete	complete	ADJ
ajst-25054	100	6	technology	technology	NOUN
ajst-25054	100	7	stack	stack	NOUN
ajst-25054	100	8	covering	cover	VERB
ajst-25054	100	9	the	the	DET
ajst-25054	100	10	above	above	ADJ
ajst-25054	100	11	issues	issue	NOUN
ajst-25054	100	12	,	,	PUNCT
ajst-25054	100	13	eliminating	eliminate	VERB
ajst-25054	100	14	a	a	DET
ajst-25054	100	15	lot	lot	NOUN
ajst-25054	100	16	of	of	ADP
ajst-25054	100	17	tedious	tedious	ADJ
ajst-25054	100	18	reworks	rework	NOUN
ajst-25054	100	19	for	for	ADP
ajst-25054	100	20	researchers	researcher	NOUN
ajst-25054	100	21	.	.	PUNCT
ajst-25054	101	1	2	2	X
ajst-25054	101	2	.	.	X
ajst-25054	101	3	machine	machine	NOUN
ajst-25054	101	4	learning	learning	NOUN
ajst-25054	101	5	optimises	optimise	VERB
ajst-25054	101	6	strategies	strategy	NOUN
ajst-25054	101	7	by	by	ADP
ajst-25054	101	8	interacting	interact	VERB
ajst-25054	101	9	with	with	ADP
ajst-25054	101	10	the	the	DET
ajst-25054	101	11	environment	environment	NOUN
ajst-25054	101	12	through	through	ADP
ajst-25054	101	13	trial	trial	NOUN
ajst-25054	101	14	and	and	CCONJ
ajst-25054	101	15	error	error	NOUN
ajst-25054	101	16	.	.	PUNCT
ajst-25054	102	1	however	however	ADV
ajst-25054	102	2	,	,	PUNCT
ajst-25054	102	3	there	there	PRON
ajst-25054	102	4	are	be	VERB
ajst-25054	102	5	often	often	ADV
ajst-25054	102	6	significant	significant	ADJ
ajst-25054	102	7	differences	difference	NOUN
ajst-25054	102	8	between	between	ADP
ajst-25054	102	9	the	the	DET
ajst-25054	102	10	simulated	simulate	VERB
ajst-25054	102	11	environment	environment	NOUN
ajst-25054	102	12	and	and	CCONJ
ajst-25054	102	13	the	the	DET
ajst-25054	102	14	actual	actual	ADJ
ajst-25054	102	15	market	market	NOUN
ajst-25054	102	16	environment	environment	NOUN
ajst-25054	102	17	,	,	PUNCT
ajst-25054	102	18	which	which	PRON
ajst-25054	102	19	may	may	AUX
ajst-25054	102	20	lead	lead	VERB
ajst-25054	102	21	to	to	ADP
ajst-25054	102	22	a	a	DET
ajst-25054	102	23	large	large	ADJ
ajst-25054	102	24	gap	gap	NOUN
ajst-25054	102	25	between	between	ADP
ajst-25054	102	26	the	the	DET
ajst-25054	102	27	optimal	optimal	ADJ
ajst-25054	102	28	solution	solution	NOUN
ajst-25054	102	29	of	of	ADP
ajst-25054	102	30	the	the	DET
ajst-25054	102	31	simulated	simulate	VERB
ajst-25054	102	32	environment	environment	NOUN
ajst-25054	102	33	and	and	CCONJ
ajst-25054	102	34	the	the	DET
ajst-25054	102	35	optimal	optimal	ADJ
ajst-25054	102	36	solution	solution	NOUN
ajst-25054	102	37	of	of	ADP
ajst-25054	102	38	the	the	DET
ajst-25054	102	39	natural	natural	ADJ
ajst-25054	102	40	environment	environment	NOUN
ajst-25054	102	41	,	,	PUNCT
ajst-25054	102	42	which	which	PRON
ajst-25054	102	43	is	be	AUX
ajst-25054	102	44	one	one	NUM
ajst-25054	102	45	of	of	ADP
ajst-25054	102	46	the	the	DET
ajst-25054	102	47	difficulties	difficulty	NOUN
ajst-25054	102	48	of	of	ADP
ajst-25054	102	49	machine	machine	NOUN
ajst-25054	102	50	learning	learn	VERB
ajst-25054	102	51	research	research	NOUN
ajst-25054	102	52	.	.	PUNCT
ajst-25054	103	1	on	on	ADP
ajst-25054	103	2	the	the	DET
ajst-25054	103	3	one	one	NUM
ajst-25054	103	4	hand	hand	NOUN
ajst-25054	103	5	,	,	PUNCT
ajst-25054	103	6	this	this	DET
ajst-25054	103	7	gap	gap	NOUN
ajst-25054	103	8	comes	come	VERB
ajst-25054	103	9	from	from	ADP
ajst-25054	103	10	the	the	DET
ajst-25054	103	11	fact	fact	NOUN
ajst-25054	103	12	that	that	SCONJ
ajst-25054	103	13	actual	actual	ADJ
ajst-25054	103	14	transactions	transaction	NOUN
ajst-25054	103	15	contain	contain	VERB
ajst-25054	103	16	a	a	DET
ajst-25054	103	17	large	large	ADJ
ajst-25054	103	18	number	number	NOUN
ajst-25054	103	19	of	of	ADP
ajst-25054	103	20	cumbersome	cumbersome	ADJ
ajst-25054	103	21	rules	rule	NOUN
ajst-25054	103	22	,	,	PUNCT
ajst-25054	103	23	which	which	PRON
ajst-25054	103	24	are	be	AUX
ajst-25054	103	25	often	often	ADV
ajst-25054	103	26	ignored	ignore	VERB
ajst-25054	103	27	by	by	ADP
ajst-25054	103	28	trading	trading	NOUN
ajst-25054	103	29	frameworks	framework	NOUN
ajst-25054	103	30	commonly	commonly	ADV
ajst-25054	103	31	used	use	VERB
ajst-25054	103	32	for	for	ADP
ajst-25054	103	33	academic	academic	ADJ
ajst-25054	103	34	research	research	NOUN
ajst-25054	103	35	.	.	PUNCT
ajst-25054	104	1	on	on	ADP
ajst-25054	104	2	the	the	DET
ajst-25054	104	3	other	other	ADJ
ajst-25054	104	4	hand	hand	NOUN
ajst-25054	104	5	,	,	PUNCT
ajst-25054	104	6	actual	actual	ADJ
ajst-25054	104	7	trading	trading	NOUN
ajst-25054	104	8	is	be	AUX
ajst-25054	104	9	usually	usually	ADV
ajst-25054	104	10	a	a	DET
ajst-25054	104	11	combination	combination	NOUN
ajst-25054	104	12	of	of	ADP
ajst-25054	104	13	different	different	ADJ
ajst-25054	104	14	levels	level	NOUN
ajst-25054	104	15	of	of	ADP
ajst-25054	104	16	trading	trading	NOUN
ajst-25054	104	17	(	(	PUNCT
ajst-25054	104	18	such	such	ADJ
ajst-25054	104	19	as	as	ADP
ajst-25054	104	20	daily	daily	ADJ
ajst-25054	104	21	frequency	frequency	NOUN
ajst-25054	104	22	trading	trading	NOUN
ajst-25054	104	23	and	and	CCONJ
ajst-25054	104	24	highfrequency	highfrequency	NOUN
ajst-25054	104	25	trading	trading	NOUN
ajst-25054	104	26	)	)	PUNCT
ajst-25054	104	27	,	,	PUNCT
ajst-25054	104	28	ignoring	ignore	VERB
ajst-25054	104	29	this	this	DET
ajst-25054	104	30	part	part	NOUN
ajst-25054	104	31	of	of	ADP
ajst-25054	104	32	the	the	DET
ajst-25054	104	33	interaction	interaction	NOUN
ajst-25054	104	34	will	will	AUX
ajst-25054	104	35	also	also	ADV
ajst-25054	104	36	cause	cause	VERB
ajst-25054	104	37	bias	bias	NOUN
ajst-25054	104	38	to	to	ADP
ajst-25054	104	39	the	the	DET
ajst-25054	104	40	simulation	simulation	NOUN
ajst-25054	104	41	.	.	PUNCT
ajst-25054	105	1	qlib	qlib	PROPN
ajst-25054	105	2	is	be	AUX
ajst-25054	105	3	designed	design	VERB
ajst-25054	105	4	with	with	ADP
ajst-25054	105	5	various	various	ADJ
ajst-25054	105	6	rules	rule	NOUN
ajst-25054	105	7	in	in	ADP
ajst-25054	105	8	mind	mind	NOUN
ajst-25054	105	9	as	as	ADV
ajst-25054	105	10	much	much	ADV
ajst-25054	105	11	as	as	ADP
ajst-25054	105	12	possible	possible	ADJ
ajst-25054	105	13	,	,	PUNCT
ajst-25054	105	14	and	and	CCONJ
ajst-25054	105	15	the	the	DET
ajst-25054	105	16	nested	nested	ADJ
ajst-25054	105	17	decision	decision	NOUN
ajst-25054	105	18	-	-	PUNCT
ajst-25054	105	19	making	make	VERB
ajst-25054	105	20	framework	framework	NOUN
ajst-25054	105	21	is	be	AUX
ajst-25054	105	22	used	use	VERB
ajst-25054	105	23	to	to	PART
ajst-25054	105	24	simulate	simulate	VERB
ajst-25054	105	25	the	the	DET
ajst-25054	105	26	interaction	interaction	NOUN
ajst-25054	105	27	of	of	ADP
ajst-25054	105	28	different	different	ADJ
ajst-25054	105	29	levels	level	NOUN
ajst-25054	105	30	of	of	ADP
ajst-25054	105	31	trading	trading	NOUN
ajst-25054	105	32	strategies	strategy	NOUN
ajst-25054	105	33	in	in	ADP
ajst-25054	105	34	actual	actual	ADJ
ajst-25054	105	35	trading	trading	NOUN
ajst-25054	105	36	,	,	PUNCT
ajst-25054	105	37	thus	thus	ADV
ajst-25054	105	38	minimizing	minimize	VERB
ajst-25054	105	39	simulation	simulation	NOUN
ajst-25054	105	40	errors	error	NOUN
ajst-25054	105	41	.	.	PUNCT
ajst-25054	106	1	3	3	X
ajst-25054	106	2	.	.	X
ajst-25054	106	3	machine	machine	NOUN
ajst-25054	106	4	learning	learning	NOUN
ajst-25054	106	5	requires	require	VERB
ajst-25054	106	6	a	a	DET
ajst-25054	106	7	lot	lot	NOUN
ajst-25054	106	8	of	of	ADP
ajst-25054	106	9	computing	compute	VERB
ajst-25054	106	10	resources	resource	NOUN
ajst-25054	106	11	,	,	PUNCT
ajst-25054	106	12	involves	involve	VERB
ajst-25054	106	13	interaction	interaction	NOUN
ajst-25054	106	14	with	with	ADP
ajst-25054	106	15	the	the	DET
ajst-25054	106	16	environment	environment	NOUN
ajst-25054	106	17	and	and	CCONJ
ajst-25054	106	18	trial	trial	NOUN
ajst-25054	106	19	and	and	CCONJ
ajst-25054	106	20	error	error	NOUN
ajst-25054	106	21	,	,	PUNCT
ajst-25054	106	22	and	and	CCONJ
ajst-25054	106	23	may	may	AUX
ajst-25054	106	24	require	require	VERB
ajst-25054	106	25	multiple	multiple	ADJ
ajst-25054	106	26	iterations	iteration	NOUN
ajst-25054	106	27	to	to	PART
ajst-25054	106	28	reach	reach	VERB
ajst-25054	106	29	the	the	DET
ajst-25054	106	30	optimal	optimal	ADJ
ajst-25054	106	31	strategy	strategy	NOUN
ajst-25054	106	32	.	.	PUNCT
ajst-25054	107	1	especially	especially	ADV
ajst-25054	107	2	under	under	ADP
ajst-25054	107	3	the	the	DET
ajst-25054	107	4	complex	complex	ADJ
ajst-25054	107	5	rules	rule	NOUN
ajst-25054	107	6	of	of	ADP
ajst-25054	107	7	financial	financial	ADJ
ajst-25054	107	8	markets	market	NOUN
ajst-25054	107	9	,	,	PUNCT
ajst-25054	107	10	these	these	DET
ajst-25054	107	11	interactions	interaction	NOUN
ajst-25054	107	12	can	can	AUX
ajst-25054	107	13	be	be	AUX
ajst-25054	107	14	very	very	ADV
ajst-25054	107	15	time	time	NOUN
ajst-25054	107	16	-	-	PUNCT
ajst-25054	107	17	consuming	consume	VERB
ajst-25054	107	18	and	and	CCONJ
ajst-25054	107	19	require	require	VERB
ajst-25054	107	20	a	a	DET
ajst-25054	107	21	lot	lot	NOUN
ajst-25054	107	22	of	of	ADP
ajst-25054	107	23	memory	memory	NOUN
ajst-25054	107	24	and	and	CCONJ
ajst-25054	107	25	computation	computation	NOUN
ajst-25054	107	26	.	.	PUNCT
ajst-25054	108	1	in	in	ADP
ajst-25054	108	2	order	order	NOUN
ajst-25054	108	3	to	to	PART
ajst-25054	108	4	accelerate	accelerate	VERB
ajst-25054	108	5	the	the	DET
ajst-25054	108	6	research	research	NOUN
ajst-25054	108	7	iteration	iteration	NOUN
ajst-25054	108	8	of	of	ADP
ajst-25054	108	9	machine	machine	NOUN
ajst-25054	108	10	learning	learning	NOUN
ajst-25054	108	11	,	,	PUNCT
ajst-25054	108	12	optimizing	optimize	VERB
ajst-25054	108	13	the	the	DET
ajst-25054	108	14	training	training	NOUN
ajst-25054	108	15	and	and	CCONJ
ajst-25054	108	16	testing	testing	NOUN
ajst-25054	108	17	process	process	NOUN
ajst-25054	108	18	is	be	AUX
ajst-25054	108	19	critical	critical	ADJ
ajst-25054	108	20	.	.	PUNCT
ajst-25054	109	1	qlib	qlib	PROPN
ajst-25054	109	2	provides	provide	VERB
ajst-25054	109	3	simulators	simulator	NOUN
ajst-25054	109	4	with	with	ADP
ajst-25054	109	5	different	different	ADJ
ajst-25054	109	6	simulation	simulation	NOUN
ajst-25054	109	7	degrees	degree	NOUN
ajst-25054	109	8	.	.	PUNCT
ajst-25054	110	1	users	user	NOUN
ajst-25054	110	2	can	can	AUX
ajst-25054	110	3	use	use	VERB
ajst-25054	110	4	simulators	simulator	NOUN
ajst-25054	110	5	with	with	ADP
ajst-25054	110	6	different	different	ADJ
ajst-25054	110	7	simulation	simulation	NOUN
ajst-25054	110	8	degrees	degree	NOUN
ajst-25054	110	9	at	at	ADP
ajst-25054	110	10	different	different	ADJ
ajst-25054	110	11	stages	stage	NOUN
ajst-25054	110	12	during	during	ADP
ajst-25054	110	13	training	training	NOUN
ajst-25054	110	14	(	(	PUNCT
ajst-25054	110	15	for	for	ADP
ajst-25054	110	16	example	example	NOUN
ajst-25054	110	17	,	,	PUNCT
ajst-25054	110	18	simulators	simulator	NOUN
ajst-25054	110	19	with	with	ADP
ajst-25054	110	20	low	low	ADJ
ajst-25054	110	21	simulation	simulation	NOUN
ajst-25054	110	22	degree	degree	NOUN
ajst-25054	110	23	but	but	CCONJ
ajst-25054	110	24	high	high	ADJ
ajst-25054	110	25	operation	operation	NOUN
ajst-25054	110	26	efficiency	efficiency	NOUN
ajst-25054	110	27	are	be	AUX
ajst-25054	110	28	used	use	VERB
ajst-25054	110	29	in	in	ADP
ajst-25054	110	30	the	the	DET
ajst-25054	110	31	early	early	ADJ
ajst-25054	110	32	stage	stage	NOUN
ajst-25054	110	33	of	of	ADP
ajst-25054	110	34	training	training	NOUN
ajst-25054	110	35	,	,	PUNCT
ajst-25054	110	36	and	and	CCONJ
ajst-25054	110	37	simulators	simulator	NOUN
ajst-25054	110	38	with	with	ADP
ajst-25054	110	39	high	high	ADJ
ajst-25054	110	40	simulation	simulation	NOUN
ajst-25054	110	41	and	and	CCONJ
ajst-25054	110	42	high	high	ADJ
ajst-25054	110	43	resource	resource	NOUN
ajst-25054	110	44	cost	cost	NOUN
ajst-25054	110	45	are	be	AUX
ajst-25054	110	46	used	use	VERB
ajst-25054	110	47	in	in	ADP
ajst-25054	110	48	the	the	DET
ajst-25054	110	49	later	later	ADJ
ajst-25054	110	50	stage	stage	NOUN
ajst-25054	110	51	of	of	ADP
ajst-25054	110	52	training	training	NOUN
ajst-25054	110	53	)	)	PUNCT
ajst-25054	110	54	,	,	PUNCT
ajst-25054	110	55	so	so	SCONJ
ajst-25054	110	56	as	as	SCONJ
ajst-25054	110	57	to	to	PART
ajst-25054	110	58	achieve	achieve	VERB
ajst-25054	110	59	the	the	DET
ajst-25054	110	60	optimal	optimal	ADJ
ajst-25054	110	61	strategy	strategy	NOUN
ajst-25054	110	62	in	in	ADP
ajst-25054	110	63	a	a	DET
ajst-25054	110	64	high	high	ADJ
ajst-25054	110	65	simulation	simulation	NOUN
ajst-25054	110	66	environment	environment	NOUN
ajst-25054	110	67	.	.	PUNCT
ajst-25054	111	1	save	save	VERB
ajst-25054	111	2	computing	compute	VERB
ajst-25054	111	3	resources	resource	NOUN
ajst-25054	111	4	and	and	CCONJ
ajst-25054	111	5	speed	speed	VERB
ajst-25054	111	6	up	up	ADP
ajst-25054	111	7	training	training	NOUN
ajst-25054	111	8	.	.	PUNCT
ajst-25054	112	1	in	in	ADP
ajst-25054	112	2	the	the	DET
ajst-25054	112	3	test	test	NOUN
ajst-25054	112	4	process	process	NOUN
ajst-25054	112	5	,	,	PUNCT
ajst-25054	112	6	qlib	qlib	PROPN
ajst-25054	112	7	can	can	AUX
ajst-25054	112	8	flexibly	flexibly	ADV
ajst-25054	112	9	schedule	schedule	VERB
ajst-25054	112	10	the	the	DET
ajst-25054	112	11	training	training	NOUN
ajst-25054	112	12	of	of	ADP
ajst-25054	112	13	machine	machine	NOUN
ajst-25054	112	14	learning	learn	VERB
ajst-25054	112	15	agents	agent	NOUN
ajst-25054	112	16	and	and	CCONJ
ajst-25054	112	17	the	the	DET
ajst-25054	112	18	test	test	NOUN
ajst-25054	112	19	environment	environment	NOUN
ajst-25054	112	20	,	,	PUNCT
ajst-25054	112	21	so	so	SCONJ
ajst-25054	112	22	as	as	SCONJ
ajst-25054	112	23	to	to	PART
ajst-25054	112	24	improve	improve	VERB
ajst-25054	112	25	the	the	DET
ajst-25054	112	26	parallelism	parallelism	NOUN
ajst-25054	112	27	of	of	ADP
ajst-25054	112	28	backtest	backt	ADJ
ajst-25054	112	29	and	and	CCONJ
ajst-25054	112	30	accelerate	accelerate	VERB
ajst-25054	112	31	the	the	DET
ajst-25054	112	32	evaluation	evaluation	NOUN
ajst-25054	112	33	of	of	ADP
ajst-25054	112	34	strategies	strategy	NOUN
ajst-25054	112	35	.	.	PUNCT
ajst-25054	113	1	4	4	X
ajst-25054	113	2	.	.	X
ajst-25054	113	3	methodology	methodology	NOUN
ajst-25054	113	4	this	this	DET
ajst-25054	113	5	paper	paper	NOUN
ajst-25054	113	6	aims	aim	VERB
ajst-25054	113	7	to	to	PART
ajst-25054	113	8	explore	explore	VERB
ajst-25054	113	9	the	the	DET
ajst-25054	113	10	significance	significance	NOUN
ajst-25054	113	11	of	of	ADP
ajst-25054	113	12	machine	machine	NOUN
ajst-25054	113	13	learning	learning	NOUN
ajst-25054	113	14	methods	method	NOUN
ajst-25054	113	15	in	in	ADP
ajst-25054	113	16	supporting	support	VERB
ajst-25054	113	17	household	household	NOUN
ajst-25054	113	18	financial	financial	ADJ
ajst-25054	113	19	decisions	decision	NOUN
ajst-25054	113	20	.	.	PUNCT
ajst-25054	114	1	the	the	DET
ajst-25054	114	2	researchers	researcher	NOUN
ajst-25054	114	3	selected	select	VERB
ajst-25054	114	4	private	private	ADJ
ajst-25054	114	5	banks	bank	NOUN
ajst-25054	114	6	and	and	CCONJ
ajst-25054	114	7	financial	financial	ADJ
ajst-25054	114	8	institutions	institution	NOUN
ajst-25054	114	9	in	in	ADP
ajst-25054	114	10	india	india	PROPN
ajst-25054	114	11	for	for	ADP
ajst-25054	114	12	the	the	DET
ajst-25054	114	13	study	study	NOUN
ajst-25054	114	14	and	and	CCONJ
ajst-25054	114	15	collected	collect	VERB
ajst-25054	114	16	data	datum	NOUN
ajst-25054	114	17	from	from	ADP
ajst-25054	114	18	the	the	DET
ajst-25054	114	19	respondents	respondent	NOUN
ajst-25054	114	20	.	.	PUNCT
ajst-25054	115	1	machine	machine	NOUN
ajst-25054	115	2	learning	learn	VERB
ajst-25054	115	3	algorithms	algorithm	NOUN
ajst-25054	115	4	play	play	VERB
ajst-25054	115	5	a	a	DET
ajst-25054	115	6	key	key	ADJ
ajst-25054	115	7	role	role	NOUN
ajst-25054	115	8	in	in	ADP
ajst-25054	115	9	the	the	DET
ajst-25054	115	10	financial	financial	ADJ
ajst-25054	115	11	sector	sector	NOUN
ajst-25054	115	12	,	,	PUNCT
ajst-25054	115	13	including	include	VERB
ajst-25054	115	14	identifying	identify	VERB
ajst-25054	115	15	fraud	fraud	NOUN
ajst-25054	115	16	,	,	PUNCT
ajst-25054	115	17	streamlining	streamline	VERB
ajst-25054	115	18	transaction	transaction	NOUN
ajst-25054	115	19	processes	process	NOUN
ajst-25054	115	20	,	,	PUNCT
ajst-25054	115	21	and	and	CCONJ
ajst-25054	115	22	providing	provide	VERB
ajst-25054	115	23	financial	financial	ADJ
ajst-25054	115	24	advice	advice	NOUN
ajst-25054	115	25	to	to	ADP
ajst-25054	115	26	clients	client	NOUN
ajst-25054	115	27	.	.	PUNCT
ajst-25054	116	1	machine	machine	NOUN
ajst-25054	116	2	learning	learning	NOUN
ajst-25054	116	3	is	be	AUX
ajst-25054	116	4	able	able	ADJ
ajst-25054	116	5	to	to	PART
ajst-25054	116	6	analyze	analyze	VERB
ajst-25054	116	7	large	large	ADJ
ajst-25054	116	8	data	datum	NOUN
ajst-25054	116	9	sets	set	NOUN
ajst-25054	116	10	in	in	ADP
ajst-25054	116	11	a	a	DET
ajst-25054	116	12	short	short	ADJ
ajst-25054	116	13	period	period	NOUN
ajst-25054	116	14	of	of	ADP
ajst-25054	116	15	time	time	NOUN
ajst-25054	116	16	to	to	PART
ajst-25054	116	17	improve	improve	VERB
ajst-25054	116	18	results	result	NOUN
ajst-25054	116	19	.	.	PUNCT
ajst-25054	117	1	4.1	4.1	NUM
ajst-25054	117	2	.	.	PUNCT
ajst-25054	117	3	data	datum	NOUN
ajst-25054	117	4	sets	set	NOUN
ajst-25054	117	5	and	and	CCONJ
ajst-25054	117	6	assumptions	assumption	VERB
ajst-25054	117	7	the	the	DET
ajst-25054	117	8	researchers	researcher	NOUN
ajst-25054	117	9	used	use	VERB
ajst-25054	117	10	a	a	DET
ajst-25054	117	11	descriptive	descriptive	ADJ
ajst-25054	117	12	research	research	NOUN
ajst-25054	117	13	design	design	NOUN
ajst-25054	117	14	because	because	SCONJ
ajst-25054	117	15	the	the	DET
ajst-25054	117	16	use	use	NOUN
ajst-25054	117	17	of	of	ADP
ajst-25054	117	18	machine	machine	NOUN
ajst-25054	117	19	learning	learning	NOUN
ajst-25054	117	20	in	in	ADP
ajst-25054	117	21	financial	financial	ADJ
ajst-25054	117	22	decision	decision	NOUN
ajst-25054	117	23	-	-	PUNCT
ajst-25054	117	24	making	making	NOUN
ajst-25054	117	25	is	be	AUX
ajst-25054	117	26	becoming	become	VERB
ajst-25054	117	27	increasingly	increasingly	ADV
ajst-25054	117	28	important	important	ADJ
ajst-25054	117	29	in	in	ADP
ajst-25054	117	30	emerging	emerge	VERB
ajst-25054	117	31	economies	economy	NOUN
ajst-25054	117	32	.	.	PUNCT
ajst-25054	118	1	in	in	ADP
ajst-25054	118	2	addition	addition	NOUN
ajst-25054	118	3	,	,	PUNCT
ajst-25054	118	4	business	business	NOUN
ajst-25054	118	5	leaders	leader	NOUN
ajst-25054	118	6	are	be	AUX
ajst-25054	118	7	looking	look	VERB
ajst-25054	118	8	to	to	PART
ajst-25054	118	9	implement	implement	VERB
ajst-25054	118	10	new	new	ADJ
ajst-25054	118	11	technologies	technology	NOUN
ajst-25054	118	12	to	to	PART
ajst-25054	118	13	effectively	effectively	ADV
ajst-25054	118	14	manage	manage	VERB
ajst-25054	118	15	risk	risk	NOUN
ajst-25054	118	16	,	,	PUNCT
ajst-25054	118	17	optimize	optimize	VERB
ajst-25054	118	18	cash	cash	NOUN
ajst-25054	118	19	inflows	inflow	NOUN
ajst-25054	118	20	and	and	CCONJ
ajst-25054	118	21	outflows	outflow	NOUN
ajst-25054	118	22	,	,	PUNCT
ajst-25054	118	23	support	support	NOUN
ajst-25054	118	24	securities	security	NOUN
ajst-25054	118	25	pricing	pricing	NOUN
ajst-25054	118	26	,	,	PUNCT
ajst-25054	118	27	and	and	CCONJ
ajst-25054	118	28	understand	understand	VERB
ajst-25054	118	29	areas	area	NOUN
ajst-25054	118	30	that	that	PRON
ajst-25054	118	31	generate	generate	VERB
ajst-25054	118	32	better	well	ADJ
ajst-25054	118	33	financial	financial	ADJ
ajst-25054	118	34	returns	return	NOUN
ajst-25054	118	35	.	.	PUNCT
ajst-25054	119	1	data	datum	NOUN
ajst-25054	119	2	were	be	AUX
ajst-25054	119	3	collected	collect	VERB
ajst-25054	119	4	through	through	ADP
ajst-25054	119	5	questionnaires	questionnaire	NOUN
ajst-25054	119	6	using	use	VERB
ajst-25054	119	7	nonprobabilistic	nonprobabilistic	ADJ
ajst-25054	119	8	sampling	sampling	NOUN
ajst-25054	119	9	methods	method	NOUN
ajst-25054	119	10	,	,	PUNCT
ajst-25054	119	11	and	and	CCONJ
ajst-25054	119	12	the	the	DET
ajst-25054	119	13	researchers	researcher	NOUN
ajst-25054	119	14	obtained	obtain	VERB
ajst-25054	119	15	229	229	NUM
ajst-25054	119	16	complete	complete	ADJ
ajst-25054	119	17	data	datum	NOUN
ajst-25054	119	18	from	from	ADP
ajst-25054	119	19	the	the	DET
ajst-25054	119	20	sample	sample	NOUN
ajst-25054	119	21	population	population	NOUN
ajst-25054	119	22	,	,	PUNCT
ajst-25054	119	23	all	all	PRON
ajst-25054	119	24	of	of	ADP
ajst-25054	119	25	which	which	PRON
ajst-25054	119	26	were	be	AUX
ajst-25054	119	27	used	use	VERB
ajst-25054	119	28	for	for	ADP
ajst-25054	119	29	analysis	analysis	NOUN
ajst-25054	119	30	.	.	PUNCT
ajst-25054	120	1	the	the	DET
ajst-25054	120	2	use	use	NOUN
ajst-25054	120	3	of	of	ADP
ajst-25054	120	4	closed	closed	ADJ
ajst-25054	120	5	questionnaires	questionnaire	NOUN
ajst-25054	120	6	enables	enable	VERB
ajst-25054	120	7	researchers	researcher	NOUN
ajst-25054	120	8	to	to	PART
ajst-25054	120	9	obtain	obtain	VERB
ajst-25054	120	10	responses	response	NOUN
ajst-25054	120	11	from	from	ADP
ajst-25054	120	12	the	the	DET
ajst-25054	120	13	sample	sample	NOUN
ajst-25054	120	14	population	population	NOUN
ajst-25054	120	15	effectively	effectively	ADV
ajst-25054	120	16	.	.	PUNCT
ajst-25054	121	1	to	to	PART
ajst-25054	121	2	translate	translate	VERB
ajst-25054	121	3	the	the	DET
ajst-25054	121	4	overall	overall	ADJ
ajst-25054	121	5	response	response	NOUN
ajst-25054	121	6	into	into	ADP
ajst-25054	121	7	quantitative	quantitative	ADJ
ajst-25054	121	8	aspects	aspect	NOUN
ajst-25054	121	9	,	,	PUNCT
ajst-25054	121	10	likert	likert	ADJ
ajst-25054	121	11	scale	scale	NOUN
ajst-25054	121	12	principles	principle	NOUN
ajst-25054	121	13	(	(	PUNCT
ajst-25054	121	14	1	1	NUM
ajst-25054	121	15	:	:	PUNCT
ajst-25054	121	16	strongly	strongly	ADV
ajst-25054	121	17	disagree	disagree	VERB
ajst-25054	121	18	,	,	PUNCT
ajst-25054	121	19	5	5	NUM
ajst-25054	121	20	:	:	PUNCT
ajst-25054	121	21	strongly	strongly	ADV
ajst-25054	121	22	agree	agree	VERB
ajst-25054	121	23	)	)	PUNCT
ajst-25054	121	24	were	be	AUX
ajst-25054	121	25	applied	apply	VERB
ajst-25054	121	26	.	.	PUNCT
ajst-25054	122	1	hypothesis	hypothesis	NOUN
ajst-25054	122	2	1	1	NUM
ajst-25054	122	3	.	.	PUNCT
ajst-25054	123	1	ho	ho	PROPN
ajst-25054	123	2	:	:	PUNCT
ajst-25054	123	3	there	there	PRON
ajst-25054	123	4	is	be	VERB
ajst-25054	123	5	no	no	DET
ajst-25054	123	6	significant	significant	ADJ
ajst-25054	123	7	correlation	correlation	NOUN
ajst-25054	123	8	between	between	ADP
ajst-25054	123	9	the	the	DET
ajst-25054	123	10	application	application	NOUN
ajst-25054	123	11	of	of	ADP
ajst-25054	123	12	machine	machine	NOUN
ajst-25054	123	13	learning	learn	VERB
ajst-25054	123	14	in	in	ADP
ajst-25054	123	15	risk	risk	NOUN
ajst-25054	123	16	management	management	NOUN
ajst-25054	123	17	and	and	CCONJ
ajst-25054	123	18	effective	effective	ADJ
ajst-25054	123	19	financial	financial	ADJ
ajst-25054	123	20	decision	decision	NOUN
ajst-25054	123	21	making	making	NOUN
ajst-25054	123	22	in	in	ADP
ajst-25054	123	23	an	an	DET
ajst-25054	123	24	organization	organization	NOUN
ajst-25054	123	25	.	.	PUNCT
ajst-25054	124	1	2	2	X
ajst-25054	124	2	.	.	X
ajst-25054	124	3	ho	ho	PROPN
ajst-25054	124	4	:	:	PUNCT
ajst-25054	124	5	there	there	PRON
ajst-25054	124	6	is	be	VERB
ajst-25054	124	7	no	no	DET
ajst-25054	124	8	significant	significant	ADJ
ajst-25054	124	9	correlation	correlation	NOUN
ajst-25054	124	10	between	between	ADP
ajst-25054	124	11	the	the	DET
ajst-25054	124	12	application	application	NOUN
ajst-25054	124	13	of	of	ADP
ajst-25054	124	14	machine	machine	NOUN
ajst-25054	124	15	learning	learn	VERB
ajst-25054	124	16	to	to	PART
ajst-25054	124	17	analyze	analyze	VERB
ajst-25054	124	18	and	and	CCONJ
ajst-25054	124	19	improve	improve	VERB
ajst-25054	124	20	financial	financial	ADJ
ajst-25054	124	21	performance	performance	NOUN
ajst-25054	124	22	and	and	CCONJ
ajst-25054	124	23	effective	effective	ADJ
ajst-25054	124	24	financial	financial	ADJ
ajst-25054	124	25	decision	decision	NOUN
ajst-25054	124	26	making	making	NOUN
ajst-25054	124	27	in	in	ADP
ajst-25054	124	28	organizations	organization	NOUN
ajst-25054	124	29	.	.	PUNCT
ajst-25054	125	1	3	3	X
ajst-25054	125	2	.	.	X
ajst-25054	125	3	ho	ho	PROPN
ajst-25054	125	4	:	:	PUNCT
ajst-25054	125	5	there	there	PRON
ajst-25054	125	6	is	be	VERB
ajst-25054	125	7	no	no	DET
ajst-25054	125	8	significant	significant	ADJ
ajst-25054	125	9	correlation	correlation	NOUN
ajst-25054	125	10	between	between	ADP
ajst-25054	125	11	cash	cash	NOUN
ajst-25054	125	12	management	management	NOUN
ajst-25054	125	13	and	and	CCONJ
ajst-25054	125	14	effective	effective	ADJ
ajst-25054	125	15	financial	financial	ADJ
ajst-25054	125	16	decision	decision	NOUN
ajst-25054	125	17	making	making	NOUN
ajst-25054	125	18	in	in	ADP
ajst-25054	125	19	an	an	DET
ajst-25054	125	20	organization	organization	NOUN
ajst-25054	125	21	.	.	PUNCT
ajst-25054	126	1	4.2	4.2	NUM
ajst-25054	126	2	.	.	PUNCT
ajst-25054	127	1	data	datum	NOUN
ajst-25054	127	2	analyze	analyze	NOUN
ajst-25054	127	3	table	table	NOUN
ajst-25054	127	4	2	2	NUM
ajst-25054	127	5	.	.	PUNCT
ajst-25054	127	6	demographic	demographic	ADJ
ajst-25054	127	7	analysis	analysis	NOUN
ajst-25054	127	8	.	.	PUNCT
ajst-25054	128	1	demographic	demographic	ADJ
ajst-25054	128	2	variables	variable	NOUN
ajst-25054	128	3	features	feature	VERB
ajst-25054	128	4	frequency	frequency	NOUN
ajst-25054	128	5	percent	percent	NOUN
ajst-25054	128	6	gender	gender	NOUN
ajst-25054	128	7	category	category	NOUN
ajst-25054	128	8	male	male	NOUN
ajst-25054	128	9	197	197	NUM
ajst-25054	128	10	86	86	NUM
ajst-25054	128	11	female	female	ADJ
ajst-25054	128	12	32	32	NUM
ajst-25054	128	13	14	14	NUM
ajst-25054	128	14	age	age	NOUN
ajst-25054	128	15	category	category	NOUN
ajst-25054	128	16	less	less	ADJ
ajst-25054	128	17	than	than	ADP
ajst-25054	128	18	30	30	NUM
ajst-25054	128	19	years	year	NOUN
ajst-25054	128	20	66	66	NUM
ajst-25054	128	21	28.8	28.8	NUM
ajst-25054	128	22	31–40	31–40	NUM
ajst-25054	128	23	years	year	NOUN
ajst-25054	128	24	70	70	NUM
ajst-25054	128	25	30.6	30.6	NUM
ajst-25054	128	26	41–50	41–50	NUM
ajst-25054	128	27	years	year	NOUN
ajst-25054	128	28	30	30	NUM
ajst-25054	128	29	13.1	13.1	NUM
ajst-25054	128	30	above	above	ADP
ajst-25054	128	31	50	50	NUM
ajst-25054	128	32	years	year	NOUN
ajst-25054	128	33	63	63	NUM
ajst-25054	128	34	27.5	27.5	NUM
ajst-25054	128	35	type	type	NOUN
ajst-25054	128	36	of	of	ADP
ajst-25054	128	37	family	family	NOUN
ajst-25054	128	38	currently	currently	ADV
ajst-25054	128	39	living	live	VERB
ajst-25054	128	40	joint	joint	ADJ
ajst-25054	128	41	family	family	NOUN
ajst-25054	128	42	119	119	NUM
ajst-25054	128	43	52	52	NUM
ajst-25054	128	44	nuclear	nuclear	ADJ
ajst-25054	128	45	family	family	NOUN
ajst-25054	128	46	110	110	NUM
ajst-25054	128	47	48	48	NUM
ajst-25054	128	48	nature	nature	NOUN
ajst-25054	128	49	of	of	ADP
ajst-25054	128	50	industry	industry	NOUN
ajst-25054	128	51	banking	banking	NOUN
ajst-25054	128	52	companies	company	NOUN
ajst-25054	128	53	141	141	NUM
ajst-25054	128	54	61.6	61.6	NUM
ajst-25054	128	55	financial	financial	ADJ
ajst-25054	128	56	and	and	CCONJ
ajst-25054	128	57	nonbanking	nonbanking	ADJ
ajst-25054	128	58	companies	company	NOUN
ajst-25054	128	59	88	88	NUM
ajst-25054	128	60	38.4	38.4	NUM
ajst-25054	128	61	management	management	NOUN
ajst-25054	128	62	cadre	cadre	NOUN
ajst-25054	128	63	lower	low	ADJ
ajst-25054	128	64	-	-	PUNCT
ajst-25054	128	65	level	level	NOUN
ajst-25054	128	66	management	management	NOUN
ajst-25054	128	67	62	62	NUM
ajst-25054	128	68	27.1	27.1	NUM
ajst-25054	128	69	middle	middle	ADJ
ajst-25054	128	70	level	level	NOUN
ajst-25054	128	71	management	management	NOUN
ajst-25054	128	72	134	134	NUM
ajst-25054	128	73	58.5	58.5	NUM
ajst-25054	128	74	process	process	NOUN
ajst-25054	128	75	head	head	VERB
ajst-25054	128	76	33	33	NUM
ajst-25054	128	77	14.4	14.4	NUM
ajst-25054	128	78	total	total	NOUN
ajst-25054	128	79	experience	experience	NOUN
ajst-25054	128	80	less	less	ADJ
ajst-25054	128	81	than	than	ADP
ajst-25054	128	82	3	3	NUM
ajst-25054	128	83	years	year	NOUN
ajst-25054	128	84	of	of	ADP
ajst-25054	128	85	experience	experience	NOUN
ajst-25054	128	86	60	60	NUM
ajst-25054	128	87	26.2	26.2	NUM
ajst-25054	128	88	4–8	4–8	NUM
ajst-25054	128	89	years	year	NOUN
ajst-25054	128	90	54	54	NUM
ajst-25054	128	91	23.6	23.6	NUM
ajst-25054	128	92	8–12	8–12	NUM
ajst-25054	128	93	years	year	NOUN
ajst-25054	128	94	32	32	NUM
ajst-25054	128	95	this	this	DET
ajst-25054	128	96	section	section	NOUN
ajst-25054	128	97	provides	provide	VERB
ajst-25054	128	98	a	a	DET
ajst-25054	128	99	detailed	detailed	ADJ
ajst-25054	128	100	analysis	analysis	NOUN
ajst-25054	128	101	based	base	VERB
ajst-25054	128	102	on	on	ADP
ajst-25054	128	103	the	the	DET
ajst-25054	128	104	data	datum	NOUN
ajst-25054	128	105	collected	collect	VERB
ajst-25054	128	106	by	by	ADP
ajst-25054	128	107	the	the	DET
ajst-25054	128	108	authors	author	NOUN
ajst-25054	128	109	;	;	PUNCT
ajst-25054	128	110	the	the	DET
ajst-25054	128	111	main	main	ADJ
ajst-25054	128	112	analysis	analysis	NOUN
ajst-25054	128	113	includes	include	VERB
ajst-25054	128	114	percentage	percentage	NOUN
ajst-25054	128	115	analysis	analysis	NOUN
ajst-25054	128	116	,	,	PUNCT
ajst-25054	128	117	correlation	correlation	NOUN
ajst-25054	128	118	analysis	analysis	NOUN
ajst-25054	128	119	and	and	CCONJ
ajst-25054	128	120	structural	structural	ADJ
ajst-25054	128	121	equation	equation	NOUN
ajst-25054	128	122	model	model	NOUN
ajst-25054	128	123	(	(	PUNCT
ajst-25054	128	124	sem	sem	NOUN
ajst-25054	128	125	)	)	PUNCT
ajst-25054	128	126	analysis	analysis	NOUN
ajst-25054	128	127	.	.	PUNCT
ajst-25054	129	1	according	accord	VERB
ajst-25054	129	2	to	to	ADP
ajst-25054	129	3	the	the	DET
ajst-25054	129	4	analysis	analysis	NOUN
ajst-25054	129	5	in	in	ADP
ajst-25054	129	6	table	table	NOUN
ajst-25054	129	7	2	2	NUM
ajst-25054	129	8	,	,	PUNCT
ajst-25054	129	9	86	86	NUM
ajst-25054	129	10	%	%	NOUN
ajst-25054	129	11	of	of	ADP
ajst-25054	129	12	the	the	DET
ajst-25054	129	13	sample	sample	NOUN
ajst-25054	129	14	population	population	NOUN
ajst-25054	129	15	are	be	AUX
ajst-25054	129	16	male	male	ADJ
ajst-25054	129	17	and	and	CCONJ
ajst-25054	129	18	the	the	DET
ajst-25054	129	19	rest	rest	NOUN
ajst-25054	129	20	are	be	AUX
ajst-25054	129	21	female	female	ADJ
ajst-25054	129	22	.	.	PUNCT
ajst-25054	130	1	30.6	30.6	NUM
ajst-25054	130	2	%	%	NOUN
ajst-25054	130	3	of	of	ADP
ajst-25054	130	4	the	the	DET
ajst-25054	130	5	respondents	respondent	NOUN
ajst-25054	130	6	were	be	AUX
ajst-25054	130	7	aged	age	VERB
ajst-25054	130	8	between	between	ADP
ajst-25054	130	9	31	31	NUM
ajst-25054	130	10	-	-	SYM
ajst-25054	130	11	40	40	NUM
ajst-25054	130	12	,	,	PUNCT
ajst-25054	130	13	28.8	28.8	NUM
ajst-25054	130	14	%	%	NOUN
ajst-25054	130	15	were	be	AUX
ajst-25054	130	16	under	under	ADP
ajst-25054	130	17	30	30	NUM
ajst-25054	130	18	,	,	PUNCT
ajst-25054	130	19	27.5	27.5	NUM
ajst-25054	130	20	%	%	NOUN
ajst-25054	130	21	were	be	AUX
ajst-25054	130	22	over	over	ADP
ajst-25054	130	23	50	50	NUM
ajst-25054	130	24	,	,	PUNCT
ajst-25054	130	25	and	and	CCONJ
ajst-25054	130	26	the	the	DET
ajst-25054	130	27	rest	rest	NOUN
ajst-25054	130	28	were	be	AUX
ajst-25054	130	29	between	between	ADP
ajst-25054	130	30	41	41	NUM
ajst-25054	130	31	-	-	SYM
ajst-25054	130	32	50	50	NUM
ajst-25054	130	33	.	.	PUNCT
ajst-25054	131	1	52	52	NUM
ajst-25054	131	2	%	%	NOUN
ajst-25054	131	3	5	5	NUM
ajst-25054	131	4	of	of	ADP
ajst-25054	131	5	respondents	respondent	NOUN
ajst-25054	131	6	live	live	VERB
ajst-25054	131	7	in	in	ADP
ajst-25054	131	8	joint	joint	ADJ
ajst-25054	131	9	households	household	NOUN
ajst-25054	131	10	,	,	PUNCT
ajst-25054	131	11	61.6	61.6	NUM
ajst-25054	131	12	%	%	NOUN
ajst-25054	131	13	work	work	NOUN
ajst-25054	131	14	in	in	ADP
ajst-25054	131	15	banking	banking	NOUN
ajst-25054	131	16	companies	company	NOUN
ajst-25054	131	17	,	,	PUNCT
ajst-25054	131	18	and	and	CCONJ
ajst-25054	131	19	the	the	DET
ajst-25054	131	20	remaining	remain	VERB
ajst-25054	131	21	38.4	38.4	NUM
ajst-25054	131	22	%	%	NOUN
ajst-25054	131	23	work	work	NOUN
ajst-25054	131	24	in	in	ADP
ajst-25054	131	25	financial	financial	ADJ
ajst-25054	131	26	and	and	CCONJ
ajst-25054	131	27	non	non	ADJ
ajst-25054	131	28	-	-	ADJ
ajst-25054	131	29	banking	banking	ADJ
ajst-25054	131	30	companies	company	NOUN
ajst-25054	131	31	.	.	PUNCT
ajst-25054	132	1	58.5	58.5	NUM
ajst-25054	132	2	%	%	NOUN
ajst-25054	132	3	are	be	AUX
ajst-25054	132	4	in	in	ADP
ajst-25054	132	5	middle	middle	ADJ
ajst-25054	132	6	management	management	NOUN
ajst-25054	132	7	positions	position	NOUN
ajst-25054	132	8	,	,	PUNCT
ajst-25054	132	9	27.10	27.10	NUM
ajst-25054	132	10	%	%	NOUN
ajst-25054	132	11	are	be	AUX
ajst-25054	132	12	in	in	ADP
ajst-25054	132	13	junior	junior	ADJ
ajst-25054	132	14	management	management	NOUN
ajst-25054	132	15	positions	position	NOUN
ajst-25054	132	16	,	,	PUNCT
ajst-25054	132	17	and	and	CCONJ
ajst-25054	132	18	the	the	DET
ajst-25054	132	19	rest	rest	NOUN
ajst-25054	132	20	are	be	AUX
ajst-25054	132	21	process	process	NOUN
ajst-25054	132	22	leaders	leader	NOUN
ajst-25054	132	23	in	in	ADP
ajst-25054	132	24	the	the	DET
ajst-25054	132	25	current	current	ADJ
ajst-25054	132	26	organization	organization	NOUN
ajst-25054	132	27	;	;	PUNCT
ajst-25054	132	28	26.2	26.2	NUM
ajst-25054	132	29	%	%	NOUN
ajst-25054	132	30	of	of	ADP
ajst-25054	132	31	respondents	respondent	NOUN
ajst-25054	132	32	had	have	VERB
ajst-25054	132	33	less	less	ADJ
ajst-25054	132	34	than	than	ADP
ajst-25054	132	35	3	3	NUM
ajst-25054	132	36	years	year	NOUN
ajst-25054	132	37	of	of	ADP
ajst-25054	132	38	experience	experience	NOUN
ajst-25054	132	39	,	,	PUNCT
ajst-25054	132	40	23.6	23.6	NUM
ajst-25054	132	41	%	%	NOUN
ajst-25054	132	42	had	have	VERB
ajst-25054	132	43	between	between	ADP
ajst-25054	132	44	4	4	NUM
ajst-25054	132	45	and	and	CCONJ
ajst-25054	132	46	8	8	NUM
ajst-25054	132	47	years	year	NOUN
ajst-25054	132	48	of	of	ADP
ajst-25054	132	49	experience	experience	NOUN
ajst-25054	132	50	,	,	PUNCT
ajst-25054	132	51	and	and	CCONJ
ajst-25054	132	52	14	14	NUM
ajst-25054	132	53	%	%	NOUN
ajst-25054	132	54	had	have	VERB
ajst-25054	132	55	between	between	ADP
ajst-25054	132	56	8	8	NUM
ajst-25054	132	57	and	and	CCONJ
ajst-25054	132	58	12	12	NUM
ajst-25054	132	59	years	year	NOUN
ajst-25054	132	60	of	of	ADP
ajst-25054	132	61	experience	experience	NOUN
ajst-25054	132	62	.	.	PUNCT
ajst-25054	133	1	these	these	DET
ajst-25054	133	2	detailed	detailed	ADJ
ajst-25054	133	3	analysis	analysis	NOUN
ajst-25054	133	4	results	result	NOUN
ajst-25054	133	5	help	help	VERB
ajst-25054	133	6	to	to	PART
ajst-25054	133	7	understand	understand	VERB
ajst-25054	133	8	the	the	DET
ajst-25054	133	9	characteristics	characteristic	NOUN
ajst-25054	133	10	of	of	ADP
ajst-25054	133	11	the	the	DET
ajst-25054	133	12	sample	sample	NOUN
ajst-25054	133	13	population	population	NOUN
ajst-25054	133	14	and	and	CCONJ
ajst-25054	133	15	lay	lie	VERB
ajst-25054	133	16	the	the	DET
ajst-25054	133	17	foundation	foundation	NOUN
ajst-25054	133	18	for	for	ADP
ajst-25054	133	19	subsequent	subsequent	ADJ
ajst-25054	133	20	quantitative	quantitative	ADJ
ajst-25054	133	21	analysis	analysis	NOUN
ajst-25054	133	22	,	,	PUNCT
ajst-25054	133	23	such	such	ADJ
ajst-25054	133	24	as	as	ADP
ajst-25054	133	25	the	the	DET
ajst-25054	133	26	application	application	NOUN
ajst-25054	133	27	of	of	ADP
ajst-25054	133	28	structural	structural	ADJ
ajst-25054	133	29	equation	equation	NOUN
ajst-25054	133	30	modeling	modeling	NOUN
ajst-25054	133	31	(	(	PUNCT
ajst-25054	133	32	sem	sem	NOUN
ajst-25054	133	33	)	)	PUNCT
ajst-25054	133	34	.	.	PUNCT
ajst-25054	134	1	4.3	4.3	NUM
ajst-25054	134	2	.	.	PUNCT
ajst-25054	134	3	machine	machine	NOUN
ajst-25054	134	4	learning	learning	NOUN
ajst-25054	134	5	possesses	possess	VERB
ajst-25054	134	6	more	more	ADJ
ajst-25054	134	7	opportunities	opportunity	NOUN
ajst-25054	134	8	.	.	PUNCT
ajst-25054	135	1	figure	figure	VERB
ajst-25054	135	2	3	3	NUM
ajst-25054	135	3	.	.	PUNCT
ajst-25054	136	1	introduces	introduce	NOUN
ajst-25054	136	2	a	a	DET
ajst-25054	136	3	chart	chart	NOUN
ajst-25054	136	4	that	that	PRON
ajst-25054	136	5	represents	represent	VERB
ajst-25054	136	6	the	the	DET
ajst-25054	136	7	opportunities	opportunity	NOUN
ajst-25054	136	8	possessed	possess	VERB
ajst-25054	136	9	by	by	ADP
ajst-25054	136	10	machine	machine	NOUN
ajst-25054	136	11	learning	learning	NOUN
ajst-25054	136	12	according	accord	VERB
ajst-25054	136	13	to	to	ADP
ajst-25054	136	14	the	the	DET
ajst-25054	136	15	results	result	NOUN
ajst-25054	136	16	of	of	ADP
ajst-25054	136	17	the	the	DET
ajst-25054	136	18	data	datum	NOUN
ajst-25054	136	19	analysis	analysis	NOUN
ajst-25054	136	20	in	in	ADP
ajst-25054	136	21	table	table	NOUN
ajst-25054	136	22	3	3	NUM
ajst-25054	136	23	,	,	PUNCT
ajst-25054	136	24	39.3	39.3	NUM
ajst-25054	136	25	%	%	NOUN
ajst-25054	136	26	of	of	ADP
ajst-25054	136	27	respondents	respondent	NOUN
ajst-25054	136	28	strongly	strongly	ADV
ajst-25054	136	29	agreed	agree	VERB
ajst-25054	136	30	with	with	ADP
ajst-25054	136	31	the	the	DET
ajst-25054	136	32	application	application	NOUN
ajst-25054	136	33	of	of	ADP
ajst-25054	136	34	machine	machine	NOUN
ajst-25054	136	35	learning	learn	VERB
ajst-25054	136	36	in	in	ADP
ajst-25054	136	37	managing	manage	VERB
ajst-25054	136	38	total	total	ADJ
ajst-25054	136	39	operating	operating	NOUN
ajst-25054	136	40	costs	cost	NOUN
ajst-25054	136	41	,	,	PUNCT
ajst-25054	136	42	and	and	CCONJ
ajst-25054	136	43	another	another	DET
ajst-25054	136	44	30.1	30.1	NUM
ajst-25054	136	45	%	%	NOUN
ajst-25054	136	46	agreed	agree	VERB
ajst-25054	136	47	.	.	PUNCT
ajst-25054	137	1	at	at	ADP
ajst-25054	137	2	the	the	DET
ajst-25054	137	3	same	same	ADJ
ajst-25054	137	4	time	time	NOUN
ajst-25054	137	5	,	,	PUNCT
ajst-25054	137	6	15.7	15.7	NUM
ajst-25054	137	7	%	%	NOUN
ajst-25054	137	8	of	of	ADP
ajst-25054	137	9	respondents	respondent	NOUN
ajst-25054	137	10	were	be	AUX
ajst-25054	137	11	neutral	neutral	ADJ
ajst-25054	137	12	,	,	PUNCT
ajst-25054	137	13	9.6	9.6	NUM
ajst-25054	137	14	%	%	NOUN
ajst-25054	137	15	disagreed	disagree	VERB
ajst-25054	137	16	,	,	PUNCT
ajst-25054	137	17	and	and	CCONJ
ajst-25054	137	18	5.2	5.2	NUM
ajst-25054	137	19	%	%	NOUN
ajst-25054	137	20	strongly	strongly	ADV
ajst-25054	137	21	disagreed	disagree	VERB
ajst-25054	137	22	.	.	PUNCT
ajst-25054	138	1	figure	figure	NOUN
ajst-25054	138	2	2	2	NUM
ajst-25054	138	3	shows	show	VERB
ajst-25054	138	4	the	the	DET
ajst-25054	138	5	support	support	NOUN
ajst-25054	138	6	of	of	ADP
ajst-25054	138	7	machine	machine	NOUN
ajst-25054	138	8	learning	learn	VERB
ajst-25054	138	9	in	in	ADP
ajst-25054	138	10	managing	manage	VERB
ajst-25054	138	11	cost	cost	NOUN
ajst-25054	138	12	-	-	PUNCT
ajst-25054	138	13	effectiveness	effectiveness	NOUN
ajst-25054	138	14	based	base	VERB
ajst-25054	138	15	on	on	ADP
ajst-25054	138	16	feedback	feedback	NOUN
ajst-25054	138	17	values	value	NOUN
ajst-25054	138	18	from	from	ADP
ajst-25054	138	19	different	different	ADJ
ajst-25054	138	20	respondents	respondent	NOUN
ajst-25054	138	21	,	,	PUNCT
ajst-25054	138	22	including	include	VERB
ajst-25054	138	23	strongly	strongly	ADV
ajst-25054	138	24	disagree	disagree	VERB
ajst-25054	138	25	,	,	PUNCT
ajst-25054	138	26	disagree	disagree	VERB
ajst-25054	138	27	,	,	PUNCT
ajst-25054	138	28	neutral	neutral	ADJ
ajst-25054	138	29	,	,	PUNCT
ajst-25054	138	30	agree	agree	VERB
ajst-25054	138	31	,	,	PUNCT
ajst-25054	138	32	and	and	CCONJ
ajst-25054	138	33	strongly	strongly	ADV
ajst-25054	138	34	agree	agree	VERB
ajst-25054	138	35	.	.	PUNCT
ajst-25054	139	1	correlation	correlation	NOUN
ajst-25054	139	2	analysis	analysis	NOUN
ajst-25054	139	3	is	be	AUX
ajst-25054	139	4	a	a	DET
ajst-25054	139	5	valuable	valuable	ADJ
ajst-25054	139	6	statistical	statistical	ADJ
ajst-25054	139	7	tool	tool	NOUN
ajst-25054	139	8	that	that	PRON
ajst-25054	139	9	can	can	AUX
ajst-25054	139	10	be	be	AUX
ajst-25054	139	11	used	use	VERB
ajst-25054	139	12	to	to	PART
ajst-25054	139	13	assess	assess	VERB
ajst-25054	139	14	the	the	DET
ajst-25054	139	15	overall	overall	ADJ
ajst-25054	139	16	relationship	relationship	NOUN
ajst-25054	139	17	between	between	ADP
ajst-25054	139	18	variables	variable	NOUN
ajst-25054	139	19	.	.	PUNCT
ajst-25054	140	1	in	in	ADP
ajst-25054	140	2	this	this	DET
ajst-25054	140	3	study	study	NOUN
ajst-25054	140	4	,	,	PUNCT
ajst-25054	140	5	the	the	DET
ajst-25054	140	6	researchers	researcher	NOUN
ajst-25054	140	7	examined	examine	VERB
ajst-25054	140	8	three	three	NUM
ajst-25054	140	9	key	key	ADJ
ajst-25054	140	10	independent	independent	ADJ
ajst-25054	140	11	variables	variable	NOUN
ajst-25054	140	12	:	:	PUNCT
ajst-25054	140	13	risk	risk	NOUN
ajst-25054	140	14	management	management	NOUN
ajst-25054	140	15	,	,	PUNCT
ajst-25054	140	16	areas	area	NOUN
ajst-25054	140	17	of	of	ADP
ajst-25054	140	18	enhancing	enhance	VERB
ajst-25054	140	19	financial	financial	ADJ
ajst-25054	140	20	performance	performance	NOUN
ajst-25054	140	21	,	,	PUNCT
ajst-25054	140	22	and	and	CCONJ
ajst-25054	140	23	effective	effective	ADJ
ajst-25054	140	24	cash	cash	NOUN
ajst-25054	140	25	management	management	NOUN
ajst-25054	140	26	,	,	PUNCT
ajst-25054	140	27	in	in	ADP
ajst-25054	140	28	relation	relation	NOUN
ajst-25054	140	29	to	to	ADP
ajst-25054	140	30	the	the	DET
ajst-25054	140	31	dependent	dependent	ADJ
ajst-25054	140	32	variable	variable	NOUN
ajst-25054	140	33	of	of	ADP
ajst-25054	140	34	improved	improved	ADJ
ajst-25054	140	35	financial	financial	ADJ
ajst-25054	140	36	decisionmaking	decisionmaking	NOUN
ajst-25054	140	37	.	.	PUNCT
ajst-25054	141	1	5	5	X
ajst-25054	141	2	.	.	X
ajst-25054	141	3	conclusion	conclusion	NOUN
ajst-25054	141	4	according	accord	VERB
ajst-25054	141	5	to	to	ADP
ajst-25054	141	6	the	the	DET
ajst-25054	141	7	correlation	correlation	NOUN
ajst-25054	141	8	analysis	analysis	NOUN
ajst-25054	141	9	presented	present	VERB
ajst-25054	141	10	in	in	ADP
ajst-25054	141	11	table	table	NOUN
ajst-25054	141	12	4	4	NUM
ajst-25054	141	13	,	,	PUNCT
ajst-25054	141	14	significant	significant	ADJ
ajst-25054	141	15	positive	positive	ADJ
ajst-25054	141	16	associations	association	NOUN
ajst-25054	141	17	were	be	AUX
ajst-25054	141	18	observed	observe	VERB
ajst-25054	141	19	among	among	ADP
ajst-25054	141	20	these	these	DET
ajst-25054	141	21	variables	variable	NOUN
ajst-25054	141	22	,	,	PUNCT
ajst-25054	141	23	with	with	ADP
ajst-25054	141	24	correlation	correlation	NOUN
ajst-25054	141	25	coefficients	coefficient	NOUN
ajst-25054	141	26	exceeding	exceed	VERB
ajst-25054	141	27	+0.700	+0.700	NOUN
ajst-25054	141	28	.	.	PUNCT
ajst-25054	142	1	particularly	particularly	ADV
ajst-25054	142	2	noteworthy	noteworthy	ADJ
ajst-25054	142	3	is	be	AUX
ajst-25054	142	4	the	the	DET
ajst-25054	142	5	strong	strong	ADJ
ajst-25054	142	6	correlation	correlation	NOUN
ajst-25054	142	7	between	between	ADP
ajst-25054	142	8	financial	financial	ADJ
ajst-25054	142	9	decision	decision	NOUN
ajst-25054	142	10	-	-	PUNCT
ajst-25054	142	11	making	make	VERB
ajst-25054	142	12	and	and	CCONJ
ajst-25054	142	13	risk	risk	NOUN
ajst-25054	142	14	management	management	NOUN
ajst-25054	142	15	,	,	PUNCT
ajst-25054	142	16	indicating	indicate	VERB
ajst-25054	142	17	that	that	SCONJ
ajst-25054	142	18	machine	machine	NOUN
ajst-25054	142	19	learning	learning	NOUN
ajst-25054	142	20	(	(	PUNCT
ajst-25054	142	21	ml	ml	NOUN
ajst-25054	142	22	)	)	PUNCT
ajst-25054	142	23	greatly	greatly	ADV
ajst-25054	142	24	facilitates	facilitate	VERB
ajst-25054	142	25	enhanced	enhanced	ADJ
ajst-25054	142	26	decision	decision	NOUN
ajst-25054	142	27	-	-	PUNCT
ajst-25054	142	28	making	making	NOUN
ajst-25054	142	29	in	in	ADP
ajst-25054	142	30	risk	risk	NOUN
ajst-25054	142	31	management	management	NOUN
ajst-25054	142	32	within	within	ADP
ajst-25054	142	33	organizations	organization	NOUN
ajst-25054	142	34	.	.	PUNCT
ajst-25054	143	1	additionally	additionally	ADV
ajst-25054	143	2	,	,	PUNCT
ajst-25054	143	3	effective	effective	ADJ
ajst-25054	143	4	cash	cash	NOUN
ajst-25054	143	5	management	management	NOUN
ajst-25054	143	6	showed	show	VERB
ajst-25054	143	7	the	the	DET
ajst-25054	143	8	next	next	ADJ
ajst-25054	143	9	highest	high	ADJ
ajst-25054	143	10	correlation	correlation	NOUN
ajst-25054	143	11	,	,	PUNCT
ajst-25054	143	12	highlighting	highlight	VERB
ajst-25054	143	13	ml	ml	ADP
ajst-25054	143	14	's	's	PART
ajst-25054	143	15	role	role	NOUN
ajst-25054	143	16	in	in	ADP
ajst-25054	143	17	enabling	enable	VERB
ajst-25054	143	18	swift	swift	ADJ
ajst-25054	143	19	and	and	CCONJ
ajst-25054	143	20	informed	informed	ADJ
ajst-25054	143	21	decisions	decision	NOUN
ajst-25054	143	22	concerning	concern	VERB
ajst-25054	143	23	organizational	organizational	ADJ
ajst-25054	143	24	cash	cash	NOUN
ajst-25054	143	25	flow	flow	NOUN
ajst-25054	143	26	optimization	optimization	NOUN
ajst-25054	143	27	.	.	PUNCT
ajst-25054	144	1	businesses	business	NOUN
ajst-25054	144	2	can	can	AUX
ajst-25054	144	3	efficiently	efficiently	ADV
ajst-25054	144	4	manage	manage	VERB
ajst-25054	144	5	cash	cash	NOUN
ajst-25054	144	6	inflows	inflow	NOUN
ajst-25054	144	7	from	from	ADP
ajst-25054	144	8	sales	sale	NOUN
ajst-25054	144	9	and	and	CCONJ
ajst-25054	144	10	other	other	ADJ
ajst-25054	144	11	sources	source	NOUN
ajst-25054	144	12	,	,	PUNCT
ajst-25054	144	13	thereby	thereby	ADV
ajst-25054	144	14	minimizing	minimize	VERB
ajst-25054	144	15	costs	cost	NOUN
ajst-25054	144	16	and	and	CCONJ
ajst-25054	144	17	maximizing	maximize	VERB
ajst-25054	144	18	profits	profit	NOUN
ajst-25054	144	19	with	with	ADP
ajst-25054	144	20	the	the	DET
ajst-25054	144	21	support	support	NOUN
ajst-25054	144	22	of	of	ADP
ajst-25054	144	23	machine	machine	NOUN
ajst-25054	144	24	learning	learning	NOUN
ajst-25054	144	25	technologies	technology	NOUN
ajst-25054	144	26	.	.	PUNCT
ajst-25054	145	1	in	in	ADP
ajst-25054	145	2	the	the	DET
ajst-25054	145	3	future	future	NOUN
ajst-25054	145	4	,	,	PUNCT
ajst-25054	145	5	with	with	ADP
ajst-25054	145	6	the	the	DET
ajst-25054	145	7	further	further	ADJ
ajst-25054	145	8	popularization	popularization	NOUN
ajst-25054	145	9	and	and	CCONJ
ajst-25054	145	10	development	development	NOUN
ajst-25054	145	11	of	of	ADP
ajst-25054	145	12	mobile	mobile	ADJ
ajst-25054	145	13	internet	internet	NOUN
ajst-25054	145	14	technology	technology	NOUN
ajst-25054	145	15	,	,	PUNCT
ajst-25054	145	16	family	family	NOUN
ajst-25054	145	17	investment	investment	NOUN
ajst-25054	145	18	decisions	decision	NOUN
ajst-25054	145	19	will	will	AUX
ajst-25054	145	20	be	be	AUX
ajst-25054	145	21	further	far	ADV
ajst-25054	145	22	intelligent	intelligent	ADJ
ajst-25054	145	23	and	and	CCONJ
ajst-25054	145	24	personalized	personalized	ADJ
ajst-25054	145	25	.	.	PUNCT
ajst-25054	146	1	future	future	ADJ
ajst-25054	146	2	research	research	NOUN
ajst-25054	146	3	is	be	AUX
ajst-25054	146	4	expected	expect	VERB
ajst-25054	146	5	to	to	PART
ajst-25054	146	6	focus	focus	VERB
ajst-25054	146	7	more	more	ADV
ajst-25054	146	8	on	on	ADP
ajst-25054	146	9	how	how	SCONJ
ajst-25054	146	10	to	to	PART
ajst-25054	146	11	leverage	leverage	VERB
ajst-25054	146	12	more	more	ADV
ajst-25054	146	13	accurate	accurate	ADJ
ajst-25054	146	14	data	data	NOUN
ajst-25054	146	15	models	model	NOUN
ajst-25054	146	16	and	and	CCONJ
ajst-25054	146	17	deep	deep	ADJ
ajst-25054	146	18	learning	learning	NOUN
ajst-25054	146	19	algorithms	algorithm	NOUN
ajst-25054	146	20	to	to	PART
ajst-25054	146	21	optimize	optimize	VERB
ajst-25054	146	22	portfolio	portfolio	NOUN
ajst-25054	146	23	allocation	allocation	NOUN
ajst-25054	146	24	for	for	ADP
ajst-25054	146	25	greater	great	ADJ
ajst-25054	146	26	return	return	NOUN
ajst-25054	146	27	and	and	CCONJ
ajst-25054	146	28	risk	risk	NOUN
ajst-25054	146	29	control	control	NOUN
ajst-25054	146	30	.	.	PUNCT
ajst-25054	147	1	in	in	ADP
ajst-25054	147	2	addition	addition	NOUN
ajst-25054	147	3	,	,	PUNCT
ajst-25054	147	4	with	with	ADP
ajst-25054	147	5	the	the	DET
ajst-25054	147	6	continuous	continuous	ADJ
ajst-25054	147	7	advancement	advancement	NOUN
ajst-25054	147	8	of	of	ADP
ajst-25054	147	9	data	datum	NOUN
ajst-25054	147	10	security	security	NOUN
ajst-25054	147	11	and	and	CCONJ
ajst-25054	147	12	privacy	privacy	NOUN
ajst-25054	147	13	protection	protection	NOUN
ajst-25054	147	14	technology	technology	NOUN
ajst-25054	147	15	,	,	PUNCT
ajst-25054	147	16	it	it	PRON
ajst-25054	147	17	is	be	AUX
ajst-25054	147	18	foreseeable	foreseeable	ADJ
ajst-25054	147	19	that	that	SCONJ
ajst-25054	147	20	home	home	NOUN
ajst-25054	147	21	investors	investor	NOUN
ajst-25054	147	22	can	can	AUX
ajst-25054	147	23	enjoy	enjoy	VERB
ajst-25054	147	24	the	the	DET
ajst-25054	147	25	convenience	convenience	NOUN
ajst-25054	147	26	and	and	CCONJ
ajst-25054	147	27	efficiency	efficiency	NOUN
ajst-25054	147	28	brought	bring	VERB
ajst-25054	147	29	by	by	ADP
ajst-25054	147	30	the	the	DET
ajst-25054	147	31	mobile	mobile	ADJ
ajst-25054	147	32	internet	internet	NOUN
ajst-25054	147	33	,	,	PUNCT
ajst-25054	147	34	but	but	CCONJ
ajst-25054	147	35	also	also	ADV
ajst-25054	147	36	more	more	ADV
ajst-25054	147	37	secure	secure	ADJ
ajst-25054	147	38	protection	protection	NOUN
ajst-25054	147	39	of	of	ADP
ajst-25054	147	40	personal	personal	ADJ
ajst-25054	147	41	financial	financial	ADJ
ajst-25054	147	42	information	information	NOUN
ajst-25054	147	43	.	.	PUNCT
ajst-25054	148	1	in	in	ADP
ajst-25054	148	2	summary	summary	NOUN
ajst-25054	148	3	,	,	PUNCT
ajst-25054	148	4	the	the	DET
ajst-25054	148	5	mobile	mobile	ADJ
ajst-25054	148	6	internet	internet	NOUN
ajst-25054	148	7	has	have	VERB
ajst-25054	148	8	great	great	ADJ
ajst-25054	148	9	potential	potential	NOUN
ajst-25054	148	10	for	for	ADP
ajst-25054	148	11	household	household	NOUN
ajst-25054	148	12	investment	investment	NOUN
ajst-25054	148	13	decisions	decision	NOUN
ajst-25054	148	14	,	,	PUNCT
ajst-25054	148	15	but	but	CCONJ
ajst-25054	148	16	it	it	PRON
ajst-25054	148	17	also	also	ADV
ajst-25054	148	18	faces	face	VERB
ajst-25054	148	19	many	many	ADJ
ajst-25054	148	20	technical	technical	ADJ
ajst-25054	148	21	and	and	CCONJ
ajst-25054	148	22	legal	legal	ADJ
ajst-25054	148	23	challenges	challenge	NOUN
ajst-25054	148	24	.	.	PUNCT
ajst-25054	149	1	with	with	ADP
ajst-25054	149	2	the	the	DET
ajst-25054	149	3	advancement	advancement	NOUN
ajst-25054	149	4	of	of	ADP
ajst-25054	149	5	relevant	relevant	ADJ
ajst-25054	149	6	technologies	technology	NOUN
ajst-25054	149	7	and	and	CCONJ
ajst-25054	149	8	policies	policy	NOUN
ajst-25054	149	9	,	,	PUNCT
ajst-25054	149	10	we	we	PRON
ajst-25054	149	11	are	be	AUX
ajst-25054	149	12	confident	confident	ADJ
ajst-25054	149	13	that	that	SCONJ
ajst-25054	149	14	in	in	ADP
ajst-25054	149	15	the	the	DET
ajst-25054	149	16	future	future	NOUN
ajst-25054	149	17	we	we	PRON
ajst-25054	149	18	will	will	AUX
ajst-25054	149	19	see	see	VERB
ajst-25054	149	20	the	the	DET
ajst-25054	149	21	arrival	arrival	NOUN
ajst-25054	149	22	of	of	ADP
ajst-25054	149	23	a	a	DET
ajst-25054	149	24	more	more	ADV
ajst-25054	149	25	intelligent	intelligent	ADJ
ajst-25054	149	26	and	and	CCONJ
ajst-25054	149	27	secure	secure	ADJ
ajst-25054	149	28	home	home	NOUN
ajst-25054	149	29	asset	asset	NOUN
ajst-25054	149	30	management	management	NOUN
ajst-25054	149	31	environment	environment	NOUN
ajst-25054	149	32	,	,	PUNCT
ajst-25054	149	33	providing	provide	VERB
ajst-25054	149	34	more	more	ADJ
ajst-25054	149	35	investment	investment	NOUN
ajst-25054	149	36	options	option	NOUN
ajst-25054	149	37	and	and	CCONJ
ajst-25054	149	38	optimized	optimize	VERB
ajst-25054	149	39	decision	decision	NOUN
ajst-25054	149	40	support	support	NOUN
ajst-25054	149	41	for	for	ADP
ajst-25054	149	42	ordinary	ordinary	ADJ
ajst-25054	149	43	families	family	NOUN
ajst-25054	149	44	.	.	PUNCT
ajst-25054	150	1	references	reference	NOUN
ajst-25054	150	2	[	[	X
ajst-25054	150	3	1	1	NUM
ajst-25054	150	4	]	]	SYM
ajst-25054	150	5	li	li	PROPN
ajst-25054	150	6	,	,	PUNCT
ajst-25054	150	7	s.	s.	PROPN
ajst-25054	150	8	,	,	PUNCT
ajst-25054	150	9	lin	lin	PROPN
ajst-25054	150	10	,	,	PUNCT
ajst-25054	150	11	r.	r.	PROPN
ajst-25054	150	12	,	,	PUNCT
ajst-25054	150	13	&	&	CCONJ
ajst-25054	150	14	pei	pei	PROPN
ajst-25054	150	15	,	,	PUNCT
ajst-25054	150	16	s.	s.	PROPN
ajst-25054	150	17	(	(	PUNCT
ajst-25054	150	18	2024	2024	NUM
ajst-25054	150	19	)	)	PUNCT
ajst-25054	150	20	.	.	PUNCT
ajst-25054	151	1	multi	multi	ADJ
ajst-25054	151	2	-	-	ADJ
ajst-25054	151	3	modal	modal	ADJ
ajst-25054	151	4	preference	preference	NOUN
ajst-25054	151	5	alignment	alignment	NOUN
ajst-25054	151	6	remedies	remedy	VERB
ajst-25054	151	7	regression	regression	NOUN
ajst-25054	151	8	of	of	ADP
ajst-25054	151	9	visual	visual	ADJ
ajst-25054	151	10	instruction	instruction	NOUN
ajst-25054	151	11	tuning	tuning	NOUN
ajst-25054	151	12	on	on	ADP
ajst-25054	151	13	language	language	NOUN
ajst-25054	151	14	model	model	NOUN
ajst-25054	151	15	.	.	PUNCT
ajst-25054	152	1	arxiv	arxiv	PROPN
ajst-25054	152	2	preprint	preprint	PROPN
ajst-25054	152	3	arxiv:2402.10884	arxiv:2402.10884	NUM
ajst-25054	152	4	.	.	PUNCT
ajst-25054	153	1	[	[	X
ajst-25054	153	2	2	2	NUM
ajst-25054	153	3	]	]	SYM
ajst-25054	153	4	li	li	PROPN
ajst-25054	153	5	,	,	PUNCT
ajst-25054	153	6	s.	s.	PROPN
ajst-25054	153	7	,	,	PUNCT
ajst-25054	153	8	&	&	CCONJ
ajst-25054	153	9	tajbakhsh	tajbakhsh	PROPN
ajst-25054	153	10	,	,	PUNCT
ajst-25054	153	11	n.	n.	NOUN
ajst-25054	153	12	(	(	PUNCT
ajst-25054	153	13	2023	2023	NUM
ajst-25054	153	14	)	)	PUNCT
ajst-25054	153	15	.	.	PUNCT
ajst-25054	154	1	scigraphqa	scigraphqa	NOUN
ajst-25054	154	2	:	:	PUNCT
ajst-25054	154	3	a	a	DET
ajst-25054	154	4	large	large	ADJ
ajst-25054	154	5	-	-	PUNCT
ajst-25054	154	6	scale	scale	NOUN
ajst-25054	154	7	synthetic	synthetic	ADJ
ajst-25054	154	8	multi	multi	ADJ
ajst-25054	154	9	-	-	ADJ
ajst-25054	154	10	turn	turn	ADJ
ajst-25054	154	11	question	question	NOUN
ajst-25054	154	12	-	-	PUNCT
ajst-25054	154	13	answering	answer	VERB
ajst-25054	154	14	dataset	dataset	NOUN
ajst-25054	154	15	for	for	ADP
ajst-25054	154	16	scientific	scientific	ADJ
ajst-25054	154	17	graphs	graph	NOUN
ajst-25054	154	18	.	.	PUNCT
ajst-25054	155	1	arxiv	arxiv	PROPN
ajst-25054	155	2	preprint	preprint	NOUN
ajst-25054	155	3	arxiv:2308.03349	arxiv:2308.03349	PROPN
ajst-25054	155	4	.	.	PUNCT
ajst-25054	156	1	[	[	X
ajst-25054	156	2	3	3	NUM
ajst-25054	156	3	]	]	X
ajst-25054	156	4	liu	liu	PROPN
ajst-25054	156	5	,	,	PUNCT
ajst-25054	156	6	h.	h.	PROPN
ajst-25054	156	7	,	,	PUNCT
ajst-25054	156	8	xie	xie	PROPN
ajst-25054	156	9	,	,	PUNCT
ajst-25054	156	10	r.	r.	PROPN
ajst-25054	156	11	,	,	PUNCT
ajst-25054	156	12	qin	qin	PROPN
ajst-25054	156	13	,	,	PUNCT
ajst-25054	156	14	h.	h.	PROPN
ajst-25054	156	15	,	,	PUNCT
ajst-25054	156	16	&	&	CCONJ
ajst-25054	156	17	li	li	PROPN
ajst-25054	156	18	,	,	PUNCT
ajst-25054	156	19	y.	y.	PROPN
ajst-25054	156	20	(	(	PUNCT
ajst-25054	156	21	2024	2024	NUM
ajst-25054	156	22	)	)	PUNCT
ajst-25054	156	23	.	.	PUNCT
ajst-25054	157	1	research	research	NOUN
ajst-25054	157	2	on	on	ADP
ajst-25054	157	3	dangerous	dangerous	ADJ
ajst-25054	157	4	flight	flight	NOUN
ajst-25054	157	5	weather	weather	NOUN
ajst-25054	157	6	prediction	prediction	NOUN
ajst-25054	157	7	based	base	VERB
ajst-25054	157	8	on	on	ADP
ajst-25054	157	9	machine	machine	NOUN
ajst-25054	157	10	learning	learning	NOUN
ajst-25054	157	11	.	.	PUNCT
ajst-25054	158	1	arxiv	arxiv	PROPN
ajst-25054	158	2	preprint	preprint	VERB
ajst-25054	158	3	arxiv:2406.12298	arxiv:2406.12298	NOUN
ajst-25054	158	4	.	.	PUNCT
ajst-25054	159	1	[	[	X
ajst-25054	159	2	4	4	NUM
ajst-25054	159	3	]	]	X
ajst-25054	159	4	liu	liu	PROPN
ajst-25054	159	5	,	,	PUNCT
ajst-25054	159	6	h.	h.	PROPN
ajst-25054	159	7	,	,	PUNCT
ajst-25054	159	8	shen	shen	PROPN
ajst-25054	159	9	,	,	PUNCT
ajst-25054	159	10	f.	f.	PROPN
ajst-25054	159	11	,	,	PUNCT
ajst-25054	159	12	qin	qin	PROPN
ajst-25054	159	13	,	,	PUNCT
ajst-25054	159	14	h.	h.	PROPN
ajst-25054	159	15	,	,	PUNCT
ajst-25054	159	16	&	&	CCONJ
ajst-25054	159	17	gao	gao	PROPN
ajst-25054	159	18	,	,	PUNCT
ajst-25054	159	19	f.	f.	PROPN
ajst-25054	159	20	(	(	PUNCT
ajst-25054	159	21	2024	2024	NUM
ajst-25054	159	22	)	)	PUNCT
ajst-25054	159	23	.	.	PUNCT
ajst-25054	160	1	research	research	NOUN
ajst-25054	160	2	on	on	ADP
ajst-25054	160	3	flight	flight	NOUN
ajst-25054	160	4	accidents	accident	NOUN
ajst-25054	160	5	prediction	prediction	NOUN
ajst-25054	160	6	based	base	VERB
ajst-25054	160	7	back	back	NOUN
ajst-25054	160	8	propagation	propagation	NOUN
ajst-25054	160	9	neural	neural	ADJ
ajst-25054	160	10	network	network	NOUN
ajst-25054	160	11	.	.	PUNCT
ajst-25054	161	1	arxiv	arxiv	PROPN
ajst-25054	161	2	preprint	preprint	NOUN
ajst-25054	161	3	arxiv:2406.13954	arxiv:2406.13954	PROPN
ajst-25054	161	4	.	.	PUNCT
ajst-25054	162	1	[	[	X
ajst-25054	162	2	5	5	NUM
ajst-25054	162	3	]	]	SYM
ajst-25054	162	4	haowei	haowei	PROPN
ajst-25054	162	5	,	,	PUNCT
ajst-25054	162	6	ma	ma	PROPN
ajst-25054	162	7	,	,	PUNCT
ajst-25054	162	8	et	et	PROPN
ajst-25054	162	9	al	al	PROPN
ajst-25054	162	10	.	.	PUNCT
ajst-25054	162	11	"	"	PUNCT
ajst-25054	162	12	crispr	crispr	ADJ
ajst-25054	162	13	/	/	SYM
ajst-25054	162	14	cas	cas	NOUN
ajst-25054	162	15	-	-	PUNCT
ajst-25054	162	16	based	base	VERB
ajst-25054	162	17	nanobiosensors	nanobiosensor	NOUN
ajst-25054	162	18	:	:	PUNCT
ajst-25054	162	19	a	a	DET
ajst-25054	162	20	reinforced	reinforce	VERB
ajst-25054	162	21	approach	approach	NOUN
ajst-25054	162	22	for	for	ADP
ajst-25054	162	23	specific	specific	ADJ
ajst-25054	162	24	and	and	CCONJ
ajst-25054	162	25	sensitive	sensitive	ADJ
ajst-25054	162	26	recognition	recognition	NOUN
ajst-25054	162	27	of	of	ADP
ajst-25054	162	28	mycotoxins	mycotoxin	NOUN
ajst-25054	162	29	.	.	PUNCT
ajst-25054	162	30	"	"	PUNCT
ajst-25054	163	1	food	food	NOUN
ajst-25054	163	2	bioscience	bioscience	NOUN
ajst-25054	163	3	56	56	NUM
ajst-25054	163	4	(	(	PUNCT
ajst-25054	163	5	2023	2023	NUM
ajst-25054	163	6	):	):	PUNCT
ajst-25054	163	7	103110	103110	NUM
ajst-25054	163	8	.	.	PUNCT
ajst-25054	164	1	[	[	X
ajst-25054	164	2	6	6	NUM
ajst-25054	164	3	]	]	SYM
ajst-25054	164	4	li	li	PROPN
ajst-25054	164	5	,	,	PUNCT
ajst-25054	164	6	j.	j.	PROPN
ajst-25054	164	7	,	,	PUNCT
ajst-25054	164	8	wang	wang	PROPN
ajst-25054	164	9	,	,	PUNCT
ajst-25054	164	10	y.	y.	PROPN
ajst-25054	164	11	,	,	PUNCT
ajst-25054	164	12	xu	xu	PROPN
ajst-25054	164	13	,	,	PUNCT
ajst-25054	164	14	c.	c.	PROPN
ajst-25054	164	15	,	,	PUNCT
ajst-25054	164	16	liu	liu	PROPN
ajst-25054	164	17	,	,	PUNCT
ajst-25054	164	18	s.	s.	PROPN
ajst-25054	164	19	,	,	PUNCT
ajst-25054	164	20	dai	dai	PROPN
ajst-25054	164	21	,	,	PUNCT
ajst-25054	164	22	j.	j.	PROPN
ajst-25054	164	23	,	,	PUNCT
ajst-25054	164	24	&	&	CCONJ
ajst-25054	164	25	lan	lan	PROPN
ajst-25054	164	26	,	,	PUNCT
ajst-25054	164	27	k.	k.	PROPN
ajst-25054	164	28	(	(	PUNCT
ajst-25054	164	29	2024	2024	NUM
ajst-25054	164	30	)	)	PUNCT
ajst-25054	164	31	.	.	PUNCT
ajst-25054	165	1	bioplastic	bioplastic	ADJ
ajst-25054	165	2	derived	derive	VERB
ajst-25054	165	3	from	from	ADP
ajst-25054	165	4	corn	corn	NOUN
ajst-25054	165	5	stover	stover	NOUN
ajst-25054	165	6	:	:	PUNCT
ajst-25054	165	7	life	life	NOUN
ajst-25054	165	8	cycle	cycle	NOUN
ajst-25054	165	9	assessment	assessment	NOUN
ajst-25054	165	10	and	and	CCONJ
ajst-25054	165	11	artificial	artificial	ADJ
ajst-25054	165	12	intelligence	intelligence	NOUN
ajst-25054	165	13	-	-	PUNCT
ajst-25054	165	14	based	base	VERB
ajst-25054	165	15	analysis	analysis	NOUN
ajst-25054	165	16	of	of	ADP
ajst-25054	165	17	uncertainty	uncertainty	NOUN
ajst-25054	165	18	and	and	CCONJ
ajst-25054	165	19	variability	variability	NOUN
ajst-25054	165	20	.	.	PUNCT
ajst-25054	166	1	science	science	NOUN
ajst-25054	166	2	of	of	ADP
ajst-25054	166	3	the	the	DET
ajst-25054	166	4	total	total	ADJ
ajst-25054	166	5	environment	environment	NOUN
ajst-25054	166	6	,	,	PUNCT
ajst-25054	166	7	174349	174349	NUM
ajst-25054	166	8	.	.	PUNCT
ajst-25054	167	1	[	[	X
ajst-25054	167	2	7	7	NUM
ajst-25054	167	3	]	]	X
ajst-25054	167	4	lai	lai	PROPN
ajst-25054	167	5	,	,	PUNCT
ajst-25054	167	6	s.	s.	PROPN
ajst-25054	167	7	,	,	PUNCT
ajst-25054	167	8	feng	feng	PROPN
ajst-25054	167	9	,	,	PUNCT
ajst-25054	167	10	n.	n.	PROPN
ajst-25054	167	11	,	,	PUNCT
ajst-25054	167	12	sui	sui	PROPN
ajst-25054	167	13	,	,	PUNCT
ajst-25054	167	14	h.	h.	PROPN
ajst-25054	167	15	,	,	PUNCT
ajst-25054	167	16	ma	ma	PROPN
ajst-25054	167	17	,	,	PUNCT
ajst-25054	167	18	z.	z.	PROPN
ajst-25054	167	19	,	,	PUNCT
ajst-25054	167	20	wang	wang	PROPN
ajst-25054	167	21	,	,	PUNCT
ajst-25054	167	22	h.	h.	PROPN
ajst-25054	167	23	,	,	PUNCT
ajst-25054	167	24	song	song	NOUN
ajst-25054	167	25	,	,	PUNCT
ajst-25054	167	26	z.	z.	PROPN
ajst-25054	167	27	,	,	PUNCT
ajst-25054	167	28	...	...	PUNCT
ajst-25054	167	29	&	&	CCONJ
ajst-25054	167	30	yue	yue	PROPN
ajst-25054	167	31	,	,	PUNCT
ajst-25054	167	32	y.	y.	PROPN
ajst-25054	167	33	(	(	PUNCT
ajst-25054	167	34	2024	2024	NUM
ajst-25054	167	35	)	)	PUNCT
ajst-25054	167	36	.	.	PUNCT
ajst-25054	168	1	fts	fts	PROPN
ajst-25054	168	2	:	:	PUNCT
ajst-25054	168	3	a	a	DET
ajst-25054	168	4	framework	framework	NOUN
ajst-25054	168	5	to	to	PART
ajst-25054	168	6	find	find	VERB
ajst-25054	168	7	a	a	DET
ajst-25054	168	8	faithful	faithful	ADJ
ajst-25054	168	9	timesieve	timesieve	NOUN
ajst-25054	168	10	.	.	PUNCT
ajst-25054	169	1	arxiv	arxiv	PROPN
ajst-25054	169	2	preprint	preprint	VERB
ajst-25054	169	3	arxiv:2405.19647	arxiv:2405.19647	NOUN
ajst-25054	169	4	.	.	PUNCT
ajst-25054	170	1	[	[	X
ajst-25054	170	2	8	8	NUM
ajst-25054	170	3	]	]	X
ajst-25054	170	4	wang	wang	PROPN
ajst-25054	170	5	,	,	PUNCT
ajst-25054	170	6	h.	h.	PROPN
ajst-25054	170	7	,	,	PUNCT
ajst-25054	170	8	li	li	PROPN
ajst-25054	170	9	,	,	PUNCT
ajst-25054	170	10	j.	j.	PROPN
ajst-25054	170	11	,	,	PUNCT
ajst-25054	170	12	&	&	CCONJ
ajst-25054	170	13	li	li	PROPN
ajst-25054	170	14	,	,	PUNCT
ajst-25054	170	15	z.	z.	PROPN
ajst-25054	170	16	(	(	PUNCT
ajst-25054	170	17	2024	2024	NUM
ajst-25054	170	18	)	)	PUNCT
ajst-25054	170	19	.	.	PUNCT
ajst-25054	171	1	ai	ai	VERB
ajst-25054	171	2	-	-	PUNCT
ajst-25054	171	3	generated	generate	VERB
ajst-25054	171	4	text	text	NOUN
ajst-25054	171	5	detection	detection	NOUN
ajst-25054	171	6	and	and	CCONJ
ajst-25054	171	7	classification	classification	NOUN
ajst-25054	171	8	based	base	VERB
ajst-25054	171	9	on	on	ADP
ajst-25054	171	10	bert	bert	PROPN
ajst-25054	171	11	deep	deep	ADJ
ajst-25054	171	12	learning	learning	NOUN
ajst-25054	171	13	algorithm	algorithm	NOUN
ajst-25054	171	14	.	.	PUNCT
ajst-25054	172	1	arxiv	arxiv	PROPN
ajst-25054	172	2	preprint	preprint	NOUN
ajst-25054	172	3	arxiv:2405.16422	arxiv:2405.16422	NOUN
ajst-25054	172	4	.	.	PUNCT
ajst-25054	173	1	[	[	X
ajst-25054	173	2	9	9	NUM
ajst-25054	173	3	]	]	X
ajst-25054	173	4	zhang	zhang	PROPN
ajst-25054	173	5	,	,	PUNCT
ajst-25054	173	6	x.	x.	PROPN
ajst-25054	173	7	,	,	PUNCT
ajst-25054	173	8	xu	xu	PROPN
ajst-25054	173	9	,	,	PUNCT
ajst-25054	173	10	l.	l.	PROPN
ajst-25054	173	11	,	,	PUNCT
ajst-25054	173	12	li	li	PROPN
ajst-25054	173	13	,	,	PUNCT
ajst-25054	173	14	n.	n.	NOUN
ajst-25054	173	15	,	,	PUNCT
ajst-25054	173	16	&	&	CCONJ
ajst-25054	173	17	zou	zou	PROPN
ajst-25054	173	18	,	,	PUNCT
ajst-25054	173	19	j.	j.	PROPN
ajst-25054	173	20	(	(	PUNCT
ajst-25054	173	21	2024	2024	NUM
ajst-25054	173	22	)	)	PUNCT
ajst-25054	173	23	.	.	PUNCT
ajst-25054	174	1	research	research	NOUN
ajst-25054	174	2	on	on	ADP
ajst-25054	174	3	credit	credit	NOUN
ajst-25054	174	4	risk	risk	NOUN
ajst-25054	174	5	assessment	assessment	NOUN
ajst-25054	174	6	optimization	optimization	NOUN
ajst-25054	174	7	based	base	VERB
ajst-25054	174	8	on	on	ADP
ajst-25054	174	9	machine	machine	NOUN
ajst-25054	174	10	learning	learning	NOUN
ajst-25054	174	11	.	.	PUNCT
ajst-25054	175	1	6	6	NUM
ajst-25054	176	1	[	[	SYM
ajst-25054	176	2	10	10	NUM
ajst-25054	176	3	]	]	X
ajst-25054	176	4	huang	huang	PROPN
ajst-25054	176	5	,	,	PUNCT
ajst-25054	176	6	d.	d.	PROPN
ajst-25054	176	7	,	,	PUNCT
ajst-25054	176	8	xu	xu	PROPN
ajst-25054	176	9	,	,	PUNCT
ajst-25054	176	10	l.	l.	PROPN
ajst-25054	176	11	,	,	PUNCT
ajst-25054	176	12	tao	tao	PROPN
ajst-25054	176	13	,	,	PUNCT
ajst-25054	176	14	w.	w.	PROPN
ajst-25054	176	15	,	,	PUNCT
ajst-25054	176	16	&	&	CCONJ
ajst-25054	176	17	li	li	PROPN
ajst-25054	176	18	,	,	PUNCT
ajst-25054	176	19	y.	y.	PROPN
ajst-25054	176	20	(	(	PUNCT
ajst-25054	176	21	2024	2024	NUM
ajst-25054	176	22	)	)	PUNCT
ajst-25054	176	23	.	.	PUNCT
ajst-25054	177	1	research	research	NOUN
ajst-25054	177	2	on	on	ADP
ajst-25054	177	3	genome	genome	NOUN
ajst-25054	177	4	data	datum	NOUN
ajst-25054	177	5	recognition	recognition	NOUN
ajst-25054	177	6	and	and	CCONJ
ajst-25054	177	7	analysis	analysis	NOUN
ajst-25054	177	8	based	base	VERB
ajst-25054	177	9	on	on	ADP
ajst-25054	177	10	louvain	louvain	NOUN
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ajst-25054	177	12	.	.	PUNCT
ajst-25054	178	1	[	[	X
ajst-25054	178	2	11	11	NUM
ajst-25054	178	3	]	]	X
ajst-25054	178	4	huang	huang	PROPN
ajst-25054	178	5	,	,	PUNCT
ajst-25054	178	6	d.	d.	PROPN
ajst-25054	178	7	,	,	PUNCT
ajst-25054	178	8	liu	liu	PROPN
ajst-25054	178	9	,	,	PUNCT
ajst-25054	178	10	z.	z.	PROPN
ajst-25054	178	11	,	,	PUNCT
ajst-25054	178	12	&	&	CCONJ
ajst-25054	178	13	li	li	PROPN
ajst-25054	178	14	,	,	PUNCT
ajst-25054	178	15	y.	y.	PROPN
ajst-25054	178	16	(	(	PUNCT
ajst-25054	178	17	2024	2024	NUM
ajst-25054	178	18	)	)	PUNCT
ajst-25054	178	19	.	.	PUNCT
ajst-25054	179	1	research	research	NOUN
ajst-25054	179	2	on	on	ADP
ajst-25054	179	3	tumors	tumor	NOUN
ajst-25054	179	4	segmentation	segmentation	NOUN
ajst-25054	179	5	based	base	VERB
ajst-25054	179	6	on	on	ADP
ajst-25054	179	7	image	image	NOUN
ajst-25054	179	8	enhancement	enhancement	NOUN
ajst-25054	179	9	method	method	NOUN
ajst-25054	179	10	.	.	PUNCT
ajst-25054	180	1	arxiv	arxiv	PROPN
ajst-25054	180	2	preprint	preprint	NOUN
ajst-25054	180	3	arxiv:2406.05170	arxiv:2406.05170	NOUN
ajst-25054	180	4	.	.	PUNCT
ajst-25054	181	1	[	[	X
ajst-25054	181	2	12	12	NUM
ajst-25054	181	3	]	]	X
ajst-25054	181	4	xiao	xiao	PROPN
ajst-25054	181	5	,	,	PUNCT
ajst-25054	181	6	j.	j.	PROPN
ajst-25054	181	7	,	,	PUNCT
ajst-25054	181	8	wang	wang	PROPN
ajst-25054	181	9	,	,	PUNCT
ajst-25054	181	10	j.	j.	PROPN
ajst-25054	181	11	,	,	PUNCT
ajst-25054	181	12	bao	bao	PROPN
ajst-25054	181	13	,	,	PUNCT
ajst-25054	181	14	w.	w.	PROPN
ajst-25054	181	15	,	,	PUNCT
ajst-25054	181	16	deng	deng	PROPN
ajst-25054	181	17	,	,	PUNCT
ajst-25054	181	18	t.	t.	PROPN
ajst-25054	181	19	and	and	CCONJ
ajst-25054	181	20	bi	bi	PROPN
ajst-25054	181	21	,	,	PUNCT
ajst-25054	181	22	s.	s.	PROPN
ajst-25054	181	23	,	,	PUNCT
ajst-25054	181	24	application	application	NOUN
ajst-25054	181	25	progress	progress	NOUN
ajst-25054	181	26	of	of	ADP
ajst-25054	181	27	natural	natural	ADJ
ajst-25054	181	28	language	language	NOUN
ajst-25054	181	29	processing	processing	NOUN
ajst-25054	181	30	technology	technology	NOUN
ajst-25054	181	31	in	in	ADP
ajst-25054	181	32	financial	financial	ADJ
ajst-25054	181	33	research	research	NOUN
ajst-25054	181	34	.	.	PUNCT
ajst-25054	182	1	[	[	X
ajst-25054	182	2	13	13	NUM
ajst-25054	182	3	]	]	SYM
ajst-25054	182	4	fruehwirth	fruehwirth	NOUN
ajst-25054	182	5	,	,	PUNCT
ajst-25054	182	6	jane	jane	PROPN
ajst-25054	182	7	cooley	cooley	PROPN
ajst-25054	182	8	,	,	PUNCT
ajst-25054	182	9	alex	alex	PROPN
ajst-25054	182	10	xingbang	xingbang	PROPN
ajst-25054	182	11	weng	weng	PROPN
ajst-25054	182	12	,	,	PUNCT
ajst-25054	182	13	and	and	CCONJ
ajst-25054	182	14	krista	krista	PROPN
ajst-25054	182	15	mperreira	mperreira	PROPN
ajst-25054	182	16	.	.	PUNCT
ajst-25054	183	1	"the	"the	DET
ajst-25054	183	2	effect	effect	NOUN
ajst-25054	183	3	of	of	ADP
ajst-25054	183	4	social	social	ADJ
ajst-25054	183	5	media	medium	NOUN
ajst-25054	183	6	use	use	NOUN
ajst-25054	183	7	on	on	ADP
ajst-25054	183	8	mental	mental	ADJ
ajst-25054	183	9	health	health	PROPN
ajst-25054	183	10	ofcollege	ofcollege	PROPN
ajst-25054	183	11	students	student	NOUN
ajst-25054	183	12	during	during	ADP
ajst-25054	183	13	the	the	DET
ajst-25054	183	14	pandemic	pandemic	NOUN
ajst-25054	183	15	.	.	PUNCT
ajst-25054	183	16	"	"	PUNCT
ajst-25054	184	1	health	health	NOUN
ajst-25054	184	2	economics	economic	NOUN
ajst-25054	184	3	(	(	PUNCT
ajst-25054	184	4	2024	2024	NUM
ajst-25054	184	5	)	)	PUNCT
ajst-25054	184	6	.	.	PUNCT
ajst-25054	185	1	[	[	X
ajst-25054	185	2	14	14	NUM
ajst-25054	185	3	]	]	X
ajst-25054	185	4	jin	jin	NOUN
ajst-25054	185	5	,	,	PUNCT
ajst-25054	185	6	y.	y.	PROPN
ajst-25054	185	7	,	,	PUNCT
ajst-25054	185	8	shimizu	shimizu	PROPN
ajst-25054	185	9	,	,	PUNCT
ajst-25054	185	10	s.	s.	PROPN
ajst-25054	185	11	,	,	PUNCT
ajst-25054	185	12	li	li	PROPN
ajst-25054	185	13	,	,	PUNCT
ajst-25054	185	14	y.	y.	PROPN
ajst-25054	185	15	,	,	PUNCT
ajst-25054	185	16	yao	yao	PROPN
ajst-25054	185	17	,	,	PUNCT
ajst-25054	185	18	y.	y.	PROPN
ajst-25054	185	19	,	,	PUNCT
ajst-25054	185	20	liu	liu	PROPN
ajst-25054	185	21	,	,	PUNCT
ajst-25054	185	22	x.	x.	PROPN
ajst-25054	185	23	,	,	PUNCT
ajst-25054	185	24	si	si	PROPN
ajst-25054	185	25	,	,	PUNCT
ajst-25054	185	26	h.	h.	PROPN
ajst-25054	185	27	,	,	PUNCT
ajst-25054	185	28	...	...	PUNCT
ajst-25054	185	29	&	&	CCONJ
ajst-25054	185	30	xiao	xiao	PROPN
ajst-25054	185	31	,	,	PUNCT
ajst-25054	185	32	w.	w.	PROPN
ajst-25054	185	33	(	(	PUNCT
ajst-25054	185	34	2023	2023	NUM
ajst-25054	185	35	)	)	PUNCT
ajst-25054	185	36	.	.	PUNCT
ajst-25054	186	1	proton	proton	NOUN
ajst-25054	186	2	therapy	therapy	NOUN
ajst-25054	186	3	(	(	PUNCT
ajst-25054	186	4	pt	pt	NOUN
ajst-25054	186	5	)	)	PUNCT
ajst-25054	186	6	combined	combine	VERB
ajst-25054	186	7	with	with	ADP
ajst-25054	186	8	concurrent	concurrent	ADJ
ajst-25054	186	9	chemotherapy	chemotherapy	NOUN
ajst-25054	186	10	for	for	ADP
ajst-25054	186	11	locally	locally	ADV
ajst-25054	186	12	advanced	advanced	ADJ
ajst-25054	186	13	non	non	ADJ
ajst-25054	186	14	-	-	ADJ
ajst-25054	186	15	small	small	ADJ
ajst-25054	186	16	cell	cell	NOUN
ajst-25054	186	17	lung	lung	NOUN
ajst-25054	186	18	cancer	cancer	NOUN
ajst-25054	186	19	with	with	ADP
ajst-25054	186	20	negative	negative	ADJ
ajst-25054	186	21	driver	driver	NOUN
ajst-25054	186	22	genes	gene	NOUN
ajst-25054	186	23	.	.	PUNCT
ajst-25054	187	1	radiation	radiation	NOUN
ajst-25054	187	2	oncology	oncology	NOUN
ajst-25054	187	3	,	,	PUNCT
ajst-25054	187	4	18(1	18(1	NUM
ajst-25054	187	5	)	)	PUNCT
ajst-25054	187	6	,	,	PUNCT
ajst-25054	187	7	189	189	NUM
ajst-25054	187	8	.	.	PUNCT
ajst-25054	188	1	[	[	X
ajst-25054	188	2	15	15	NUM
ajst-25054	188	3	]	]	X
ajst-25054	188	4	li	li	PROPN
ajst-25054	188	5	,	,	PUNCT
ajst-25054	188	6	b.	b.	PROPN
ajst-25054	188	7	,	,	PUNCT
ajst-25054	188	8	zhang	zhang	PROPN
ajst-25054	188	9	,	,	PUNCT
ajst-25054	188	10	x.	x.	PROPN
ajst-25054	188	11	,	,	PUNCT
ajst-25054	188	12	wang	wang	PROPN
ajst-25054	188	13	,	,	PUNCT
ajst-25054	188	14	x.	x.	PROPN
ajst-25054	188	15	a.	a.	PROPN
ajst-25054	188	16	,	,	PUNCT
ajst-25054	188	17	yong	yong	PROPN
ajst-25054	188	18	,	,	PUNCT
ajst-25054	188	19	s.	s.	PROPN
ajst-25054	188	20	,	,	PUNCT
ajst-25054	188	21	zhang	zhang	PROPN
ajst-25054	188	22	,	,	PUNCT
ajst-25054	188	23	j.	j.	PROPN
ajst-25054	188	24	,	,	PUNCT
ajst-25054	188	25	&	&	CCONJ
ajst-25054	188	26	huang	huang	PROPN
ajst-25054	188	27	,	,	PUNCT
ajst-25054	188	28	j.	j.	PROPN
ajst-25054	188	29	(	(	PUNCT
ajst-25054	188	30	2019	2019	NUM
ajst-25054	188	31	,	,	PUNCT
ajst-25054	188	32	april	april	PROPN
ajst-25054	188	33	)	)	PUNCT
ajst-25054	188	34	.	.	PUNCT
ajst-25054	189	1	a	a	DET
ajst-25054	189	2	feature	feature	NOUN
ajst-25054	189	3	extraction	extraction	NOUN
ajst-25054	189	4	method	method	NOUN
ajst-25054	189	5	for	for	ADP
ajst-25054	189	6	dailyperiodic	dailyperiodic	ADJ
ajst-25054	189	7	time	time	NOUN
ajst-25054	189	8	series	series	NOUN
ajst-25054	189	9	based	base	VERB
ajst-25054	189	10	on	on	ADP
ajst-25054	189	11	aeta	aeta	PROPN
ajst-25054	189	12	electromagnetic	electromagnetic	ADJ
ajst-25054	189	13	disturbance	disturbance	NOUN
ajst-25054	189	14	data	datum	NOUN
ajst-25054	189	15	.	.	PUNCT
ajst-25054	190	1	in	in	ADP
ajst-25054	190	2	proceedings	proceeding	NOUN
ajst-25054	190	3	of	of	ADP
ajst-25054	190	4	the	the	DET
ajst-25054	190	5	2019	2019	NUM
ajst-25054	190	6	4th	4th	ADJ
ajst-25054	190	7	international	international	ADJ
ajst-25054	190	8	conference	conference	NOUN
ajst-25054	190	9	on	on	ADP
ajst-25054	190	10	mathematics	mathematic	NOUN
ajst-25054	190	11	and	and	CCONJ
ajst-25054	190	12	artificial	artificial	ADJ
ajst-25054	190	13	intelligence	intelligence	NOUN
ajst-25054	190	14	(	(	PUNCT
ajst-25054	190	15	pp	pp	ADJ
ajst-25054	190	16	.	.	PUNCT
ajst-25054	191	1	215	215	NUM
ajst-25054	191	2	-	-	SYM
ajst-25054	191	3	219	219	NUM
ajst-25054	191	4	)	)	PUNCT
ajst-25054	191	5	.	.	PUNCT
ajst-25054	192	1	[	[	X
ajst-25054	192	2	16	16	NUM
ajst-25054	192	3	]	]	X
ajst-25054	192	4	li	li	PROPN
ajst-25054	192	5	,	,	PUNCT
ajst-25054	192	6	b.	b.	PROPN
ajst-25054	192	7	,	,	PUNCT
ajst-25054	192	8	zhang	zhang	PROPN
ajst-25054	192	9	,	,	PUNCT
ajst-25054	192	10	k.	k.	PROPN
ajst-25054	192	11	,	,	PUNCT
ajst-25054	192	12	sun	sun	PROPN
ajst-25054	192	13	,	,	PUNCT
ajst-25054	192	14	y.	y.	PROPN
ajst-25054	192	15	,	,	PUNCT
ajst-25054	192	16	&	&	CCONJ
ajst-25054	192	17	zou	zou	PROPN
ajst-25054	192	18	,	,	PUNCT
ajst-25054	192	19	j.	j.	PROPN
ajst-25054	192	20	(	(	PUNCT
ajst-25054	192	21	2024	2024	NUM
ajst-25054	192	22	)	)	PUNCT
ajst-25054	192	23	.	.	PUNCT
ajst-25054	193	1	research	research	NOUN
ajst-25054	193	2	on	on	ADP
ajst-25054	193	3	travel	travel	NOUN
ajst-25054	193	4	route	route	NOUN
ajst-25054	193	5	planning	planning	NOUN
ajst-25054	193	6	optimization	optimization	NOUN
ajst-25054	193	7	based	base	VERB
ajst-25054	193	8	on	on	ADP
ajst-25054	193	9	large	large	ADJ
ajst-25054	193	10	language	language	NOUN
ajst-25054	193	11	model	model	NOUN
ajst-25054	193	12	.	.	PUNCT
ajst-25054	194	1	[	[	X
ajst-25054	194	2	17	17	NUM
ajst-25054	194	3	]	]	X
ajst-25054	194	4	yang	yang	PROPN
ajst-25054	194	5	,	,	PUNCT
ajst-25054	194	6	j.	j.	PROPN
ajst-25054	194	7	,	,	PUNCT
ajst-25054	194	8	qin	qin	PROPN
ajst-25054	194	9	,	,	PUNCT
ajst-25054	194	10	h.	h.	PROPN
ajst-25054	194	11	,	,	PUNCT
ajst-25054	194	12	por	por	PROPN
ajst-25054	194	13	,	,	PUNCT
ajst-25054	194	14	l.	l.	PROPN
ajst-25054	194	15	y.	y.	PROPN
ajst-25054	194	16	,	,	PUNCT
ajst-25054	194	17	shaikh	shaikh	PROPN
ajst-25054	194	18	,	,	PUNCT
ajst-25054	194	19	z.	z.	PROPN
ajst-25054	194	20	a.	a.	PROPN
ajst-25054	194	21	,	,	PUNCT
ajst-25054	194	22	alfarraj	alfarraj	VERB
ajst-25054	194	23	,	,	PUNCT
ajst-25054	194	24	o.	o.	PROPN
ajst-25054	194	25	,	,	PUNCT
ajst-25054	194	26	tolba	tolba	PROPN
ajst-25054	194	27	,	,	PUNCT
ajst-25054	194	28	a.	a.	NOUN
ajst-25054	194	29	,	,	PUNCT
ajst-25054	194	30	...	...	PUNCT
ajst-25054	194	31	&	&	CCONJ
ajst-25054	194	32	thwin	thwin	PROPN
ajst-25054	194	33	,	,	PUNCT
ajst-25054	194	34	m.	m.	NOUN
ajst-25054	194	35	(	(	PUNCT
ajst-25054	194	36	2024	2024	NUM
ajst-25054	194	37	)	)	PUNCT
ajst-25054	194	38	.	.	PUNCT
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ajst-25054	195	2	diabetic	diabetic	ADJ
ajst-25054	195	3	retinopathy	retinopathy	ADJ
ajst-25054	195	4	detection	detection	NOUN
ajst-25054	195	5	with	with	ADP
ajst-25054	195	6	inception	inception	NOUN
ajst-25054	195	7	-	-	PUNCT
ajst-25054	195	8	v4	v4	NOUN
ajst-25054	195	9	and	and	CCONJ
ajst-25054	195	10	dynamic	dynamic	ADJ
ajst-25054	195	11	version	version	NOUN
ajst-25054	195	12	of	of	ADP
ajst-25054	195	13	snow	snow	NOUN
ajst-25054	195	14	leopard	leopard	NOUN
ajst-25054	195	15	optimization	optimization	NOUN
ajst-25054	195	16	algorithm	algorithm	NOUN
ajst-25054	195	17	.	.	PUNCT
ajst-25054	196	1	biomedical	biomedical	ADJ
ajst-25054	196	2	signal	signal	NOUN
ajst-25054	196	3	processing	processing	NOUN
ajst-25054	196	4	and	and	CCONJ
ajst-25054	196	5	control	control	NOUN
ajst-25054	196	6	,	,	PUNCT
ajst-25054	196	7	96	96	NUM
ajst-25054	196	8	,	,	PUNCT
ajst-25054	196	9	106501	106501	NUM
ajst-25054	196	10	.	.	PUNCT
ajst-25054	197	1	[	[	X
ajst-25054	197	2	18	18	NUM
ajst-25054	197	3	]	]	SYM
ajst-25054	197	4	li	li	PROPN
ajst-25054	197	5	,	,	PUNCT
ajst-25054	197	6	b.	b.	PROPN
ajst-25054	197	7	,	,	PUNCT
ajst-25054	197	8	jiang	jiang	PROPN
ajst-25054	197	9	,	,	PUNCT
ajst-25054	197	10	g.	g.	PROPN
ajst-25054	197	11	,	,	PUNCT
ajst-25054	197	12	li	li	PROPN
ajst-25054	197	13	,	,	PUNCT
ajst-25054	197	14	n.	n.	NOUN
ajst-25054	197	15	,	,	PUNCT
ajst-25054	197	16	&	&	CCONJ
ajst-25054	197	17	song	song	PROPN
ajst-25054	197	18	,	,	PUNCT
ajst-25054	197	19	c.	c.	PROPN
ajst-25054	197	20	(	(	PUNCT
ajst-25054	197	21	2024	2024	NUM
ajst-25054	197	22	)	)	PUNCT
ajst-25054	197	23	.	.	PUNCT
ajst-25054	198	1	research	research	NOUN
ajst-25054	198	2	on	on	ADP
ajst-25054	198	3	largescale	largescale	NOUN
ajst-25054	198	4	structured	structure	VERB
ajst-25054	198	5	and	and	CCONJ
ajst-25054	198	6	unstructured	unstructured	ADJ
ajst-25054	198	7	data	data	NOUN
ajst-25054	198	8	processing	processing	NOUN
ajst-25054	198	9	based	base	VERB
ajst-25054	198	10	on	on	ADP
ajst-25054	198	11	large	large	ADJ
ajst-25054	198	12	language	language	NOUN
ajst-25054	198	13	model	model	NOUN
ajst-25054	198	14	.	.	PUNCT
ajst-25054	199	1	[	[	X
ajst-25054	199	2	19	19	NUM
ajst-25054	199	3	]	]	SYM
ajst-25054	199	4	yang	yang	PROPN
ajst-25054	199	5	,	,	PUNCT
ajst-25054	199	6	j.	j.	PROPN
ajst-25054	199	7	,	,	PUNCT
ajst-25054	199	8	qin	qin	PROPN
ajst-25054	199	9	,	,	PUNCT
ajst-25054	199	10	h.	h.	PROPN
ajst-25054	199	11	,	,	PUNCT
ajst-25054	199	12	por	por	PROPN
ajst-25054	199	13	,	,	PUNCT
ajst-25054	199	14	l.	l.	PROPN
ajst-25054	199	15	y.	y.	PROPN
ajst-25054	199	16	,	,	PUNCT
ajst-25054	199	17	shaikh	shaikh	PROPN
ajst-25054	199	18	,	,	PUNCT
ajst-25054	199	19	z.	z.	PROPN
ajst-25054	199	20	a.	a.	PROPN
ajst-25054	199	21	,	,	PUNCT
ajst-25054	199	22	alfarraj	alfarraj	VERB
ajst-25054	199	23	,	,	PUNCT
ajst-25054	199	24	o.	o.	PROPN
ajst-25054	199	25	,	,	PUNCT
ajst-25054	199	26	tolba	tolba	PROPN
ajst-25054	199	27	,	,	PUNCT
ajst-25054	199	28	a.	a.	NOUN
ajst-25054	199	29	,	,	PUNCT
ajst-25054	199	30	...	...	PUNCT
ajst-25054	199	31	&	&	CCONJ
ajst-25054	199	32	thwin	thwin	PROPN
ajst-25054	199	33	,	,	PUNCT
ajst-25054	199	34	m.	m.	NOUN
ajst-25054	199	35	(	(	PUNCT
ajst-25054	199	36	2024	2024	NUM
ajst-25054	199	37	)	)	PUNCT
ajst-25054	199	38	.	.	PUNCT
ajst-25054	200	1	optimizing	optimize	VERB
ajst-25054	200	2	diabetic	diabetic	ADJ
ajst-25054	200	3	retinopathy	retinopathy	ADJ
ajst-25054	200	4	detection	detection	NOUN
ajst-25054	200	5	with	with	ADP
ajst-25054	200	6	inception	inception	NOUN
ajst-25054	200	7	-	-	PUNCT
ajst-25054	200	8	v4	v4	NOUN
ajst-25054	200	9	and	and	CCONJ
ajst-25054	200	10	dynamic	dynamic	ADJ
ajst-25054	200	11	version	version	NOUN
ajst-25054	200	12	of	of	ADP
ajst-25054	200	13	snow	snow	NOUN
ajst-25054	200	14	leopard	leopard	NOUN
ajst-25054	200	15	optimization	optimization	NOUN
ajst-25054	200	16	algorithm	algorithm	NOUN
ajst-25054	200	17	.	.	PUNCT
ajst-25054	201	1	biomedical	biomedical	ADJ
ajst-25054	201	2	signal	signal	NOUN
ajst-25054	201	3	processing	processing	NOUN
ajst-25054	201	4	and	and	CCONJ
ajst-25054	201	5	control	control	NOUN
ajst-25054	201	6	,	,	PUNCT
ajst-25054	201	7	96	96	NUM
ajst-25054	201	8	,	,	PUNCT
ajst-25054	201	9	106501	106501	NUM
ajst-25054	201	10	.	.	PUNCT
ajst-25054	202	1	[	[	X
ajst-25054	202	2	20	20	NUM
ajst-25054	202	3	]	]	SYM
ajst-25054	202	4	li	li	PROPN
ajst-25054	202	5	,	,	PUNCT
ajst-25054	202	6	y.	y.	PROPN
ajst-25054	202	7	,	,	PUNCT
ajst-25054	202	8	matsumoto	matsumoto	PROPN
ajst-25054	202	9	,	,	PUNCT
ajst-25054	202	10	y.	y.	PROPN
ajst-25054	202	11	,	,	PUNCT
ajst-25054	202	12	chen	chen	PROPN
ajst-25054	202	13	,	,	PUNCT
ajst-25054	202	14	l.	l.	PROPN
ajst-25054	202	15	,	,	PUNCT
ajst-25054	202	16	sugawara	sugawara	NOUN
ajst-25054	202	17	,	,	PUNCT
ajst-25054	202	18	y.	y.	PROPN
ajst-25054	202	19	,	,	PUNCT
ajst-25054	202	20	oe	oe	PROPN
ajst-25054	202	21	,	,	PUNCT
ajst-25054	202	22	e.	e.	PROPN
ajst-25054	202	23	,	,	PUNCT
ajst-25054	202	24	fujisawa	fujisawa	PROPN
ajst-25054	202	25	,	,	PUNCT
ajst-25054	202	26	n.	n.	NOUN
ajst-25054	202	27	,	,	PUNCT
ajst-25054	202	28	...	...	PUNCT
ajst-25054	202	29	&	&	CCONJ
ajst-25054	202	30	sakurai	sakurai	PROPN
ajst-25054	202	31	,	,	PUNCT
ajst-25054	202	32	h.	h.	PROPN
ajst-25054	202	33	(	(	PUNCT
ajst-25054	202	34	2023	2023	NUM
ajst-25054	202	35	)	)	PUNCT
ajst-25054	202	36	.	.	PUNCT
ajst-25054	202	37	smart	smart	ADJ
ajst-25054	202	38	nanofiber	nanofiber	PROPN
ajst-25054	202	39	mesh	mesh	NOUN
ajst-25054	202	40	with	with	ADP
ajst-25054	202	41	locally	locally	ADV
ajst-25054	202	42	sustained	sustain	VERB
ajst-25054	202	43	drug	drug	NOUN
ajst-25054	202	44	release	release	NOUN
ajst-25054	202	45	enabled	enable	VERB
ajst-25054	202	46	synergistic	synergistic	ADJ
ajst-25054	202	47	combination	combination	NOUN
ajst-25054	202	48	therapy	therapy	NOUN
ajst-25054	202	49	for	for	ADP
ajst-25054	202	50	glioblastoma	glioblastoma	NOUN
ajst-25054	202	51	.	.	PUNCT
ajst-25054	203	1	nanomaterials	nanomaterial	NOUN
ajst-25054	203	2	,	,	PUNCT
ajst-25054	203	3	13(3	13(3	NUM
ajst-25054	203	4	)	)	PUNCT
ajst-25054	203	5	,	,	PUNCT
ajst-25054	203	6	414	414	NUM
ajst-25054	203	7	.	.	PUNCT
ajst-25054	204	1	[	[	X
ajst-25054	204	2	21	21	NUM
ajst-25054	204	3	]	]	X
ajst-25054	204	4	jin	jin	NOUN
ajst-25054	204	5	,	,	PUNCT
ajst-25054	204	6	y.	y.	PROPN
ajst-25054	204	7	,	,	PUNCT
ajst-25054	204	8	shimizu	shimizu	PROPN
ajst-25054	204	9	,	,	PUNCT
ajst-25054	204	10	s.	s.	PROPN
ajst-25054	204	11	,	,	PUNCT
ajst-25054	204	12	li	li	PROPN
ajst-25054	204	13	,	,	PUNCT
ajst-25054	204	14	y.	y.	PROPN
ajst-25054	204	15	,	,	PUNCT
ajst-25054	204	16	yao	yao	PROPN
ajst-25054	204	17	,	,	PUNCT
ajst-25054	204	18	y.	y.	PROPN
ajst-25054	204	19	,	,	PUNCT
ajst-25054	204	20	liu	liu	PROPN
ajst-25054	204	21	,	,	PUNCT
ajst-25054	204	22	x.	x.	PROPN
ajst-25054	204	23	,	,	PUNCT
ajst-25054	204	24	si	si	PROPN
ajst-25054	204	25	,	,	PUNCT
ajst-25054	204	26	h.	h.	PROPN
ajst-25054	204	27	,	,	PUNCT
ajst-25054	204	28	...	...	PUNCT
ajst-25054	204	29	&	&	CCONJ
ajst-25054	204	30	xiao	xiao	PROPN
ajst-25054	204	31	,	,	PUNCT
ajst-25054	204	32	w.	w.	PROPN
ajst-25054	204	33	(	(	PUNCT
ajst-25054	204	34	2023	2023	NUM
ajst-25054	204	35	)	)	PUNCT
ajst-25054	204	36	.	.	PUNCT
ajst-25054	205	1	proton	proton	NOUN
ajst-25054	205	2	therapy	therapy	NOUN
ajst-25054	205	3	(	(	PUNCT
ajst-25054	205	4	pt	pt	NOUN
ajst-25054	205	5	)	)	PUNCT
ajst-25054	205	6	combined	combine	VERB
ajst-25054	205	7	with	with	ADP
ajst-25054	205	8	concurrent	concurrent	ADJ
ajst-25054	205	9	chemotherapy	chemotherapy	NOUN
ajst-25054	205	10	for	for	ADP
ajst-25054	205	11	locally	locally	ADV
ajst-25054	205	12	advanced	advanced	ADJ
ajst-25054	205	13	non	non	ADJ
ajst-25054	205	14	-	-	ADJ
ajst-25054	205	15	small	small	ADJ
ajst-25054	205	16	cell	cell	NOUN
ajst-25054	205	17	lung	lung	NOUN
ajst-25054	205	18	cancer	cancer	NOUN
ajst-25054	205	19	with	with	ADP
ajst-25054	205	20	negative	negative	ADJ
ajst-25054	205	21	driver	driver	NOUN
ajst-25054	205	22	genes	gene	NOUN
ajst-25054	205	23	.	.	PUNCT
ajst-25054	206	1	radiation	radiation	NOUN
ajst-25054	206	2	oncology	oncology	NOUN
ajst-25054	206	3	,	,	PUNCT
ajst-25054	206	4	18(1	18(1	NUM
ajst-25054	206	5	)	)	PUNCT
ajst-25054	206	6	,	,	PUNCT
ajst-25054	206	7	189	189	NUM
ajst-25054	206	8	.	.	PUNCT
ajst-25054	207	1	[	[	X
ajst-25054	207	2	22	22	NUM
ajst-25054	207	3	]	]	SYM
ajst-25054	207	4	nitta	nitta	PROPN
ajst-25054	207	5	,	,	PUNCT
ajst-25054	207	6	h.	h.	PROPN
ajst-25054	207	7	,	,	PUNCT
ajst-25054	207	8	mizumoto	mizumoto	NOUN
ajst-25054	207	9	,	,	PUNCT
ajst-25054	207	10	m.	m.	NOUN
ajst-25054	207	11	,	,	PUNCT
ajst-25054	207	12	li	li	PROPN
ajst-25054	207	13	,	,	PUNCT
ajst-25054	207	14	y.	y.	PROPN
ajst-25054	207	15	,	,	PUNCT
ajst-25054	207	16	oshiro	oshiro	PROPN
ajst-25054	207	17	,	,	PUNCT
ajst-25054	207	18	y.	y.	PROPN
ajst-25054	207	19	,	,	PUNCT
ajst-25054	207	20	fukushima	fukushima	PROPN
ajst-25054	207	21	,	,	PUNCT
ajst-25054	207	22	h.	h.	PROPN
ajst-25054	207	23	,	,	PUNCT
ajst-25054	207	24	suzuki	suzuki	PROPN
ajst-25054	207	25	,	,	PUNCT
ajst-25054	207	26	r.	r.	PROPN
ajst-25054	207	27	,	,	PUNCT
ajst-25054	207	28	...	...	PUNCT
ajst-25054	207	29	&	&	CCONJ
ajst-25054	207	30	sakurai	sakurai	PROPN
ajst-25054	207	31	,	,	PUNCT
ajst-25054	207	32	h.	h.	PROPN
ajst-25054	207	33	(	(	PUNCT
ajst-25054	207	34	2024	2024	NUM
ajst-25054	207	35	)	)	PUNCT
ajst-25054	207	36	.	.	PUNCT
ajst-25054	208	1	an	an	DET
ajst-25054	208	2	analysis	analysis	NOUN
ajst-25054	208	3	of	of	ADP
ajst-25054	208	4	muscle	muscle	NOUN
ajst-25054	208	5	growth	growth	NOUN
ajst-25054	208	6	after	after	ADP
ajst-25054	208	7	proton	proton	NOUN
ajst-25054	208	8	beam	beam	NOUN
ajst-25054	208	9	therapy	therapy	NOUN
ajst-25054	208	10	for	for	ADP
ajst-25054	208	11	pediatric	pediatric	ADJ
ajst-25054	208	12	cancer	cancer	NOUN
ajst-25054	208	13	.	.	PUNCT
ajst-25054	209	1	journal	journal	NOUN
ajst-25054	209	2	of	of	ADP
ajst-25054	209	3	radiation	radiation	NOUN
ajst-25054	209	4	research	research	NOUN
ajst-25054	209	5	,	,	PUNCT
ajst-25054	209	6	65(2	65(2	NOUN
ajst-25054	209	7	)	)	PUNCT
ajst-25054	209	8	,	,	PUNCT
ajst-25054	209	9	251	251	NUM
ajst-25054	209	10	-	-	SYM
ajst-25054	209	11	255	255	NUM
ajst-25054	209	12	.	.	PUNCT
ajst-25054	210	1	[	[	X
ajst-25054	210	2	23	23	NUM
ajst-25054	210	3	]	]	PUNCT
ajst-25054	210	4	nakamura	nakamura	NOUN
ajst-25054	210	5	,	,	PUNCT
ajst-25054	210	6	m.	m.	NOUN
ajst-25054	210	7	,	,	PUNCT
ajst-25054	210	8	mizumoto	mizumoto	NOUN
ajst-25054	210	9	,	,	PUNCT
ajst-25054	210	10	m.	m.	NOUN
ajst-25054	210	11	,	,	PUNCT
ajst-25054	210	12	saito	saito	PROPN
ajst-25054	210	13	,	,	PUNCT
ajst-25054	210	14	t.	t.	PROPN
ajst-25054	210	15	,	,	PUNCT
ajst-25054	210	16	shimizu	shimizu	PROPN
ajst-25054	210	17	,	,	PUNCT
ajst-25054	210	18	s.	s.	PROPN
ajst-25054	210	19	,	,	PUNCT
ajst-25054	210	20	li	li	PROPN
ajst-25054	210	21	,	,	PUNCT
ajst-25054	210	22	y.	y.	PROPN
ajst-25054	210	23	,	,	PUNCT
ajst-25054	210	24	oshiro	oshiro	PROPN
ajst-25054	210	25	,	,	PUNCT
ajst-25054	210	26	y.	y.	PROPN
ajst-25054	210	27	,	,	PUNCT
ajst-25054	210	28	...	...	PUNCT
ajst-25054	210	29	&	&	CCONJ
ajst-25054	210	30	sakurai	sakurai	PROPN
ajst-25054	210	31	,	,	PUNCT
ajst-25054	210	32	h.	h.	PROPN
ajst-25054	210	33	(	(	PUNCT
ajst-25054	210	34	2024	2024	NUM
ajst-25054	210	35	)	)	PUNCT
ajst-25054	210	36	.	.	PUNCT
ajst-25054	211	1	a	a	DET
ajst-25054	211	2	systematic	systematic	ADJ
ajst-25054	211	3	review	review	NOUN
ajst-25054	211	4	and	and	CCONJ
ajst-25054	211	5	meta	meta	ADJ
ajst-25054	211	6	-	-	PUNCT
ajst-25054	211	7	analysis	analysis	NOUN
ajst-25054	211	8	of	of	ADP
ajst-25054	211	9	radiotherapy	radiotherapy	NOUN
ajst-25054	211	10	and	and	CCONJ
ajst-25054	211	11	particle	particle	NOUN
ajst-25054	211	12	beam	beam	NOUN
ajst-25054	211	13	therapy	therapy	NOUN
ajst-25054	211	14	for	for	ADP
ajst-25054	211	15	skull	skull	NOUN
ajst-25054	211	16	base	base	PROPN
ajst-25054	211	17	chondrosarcoma	chondrosarcoma	NOUN
ajst-25054	211	18	:	:	PUNCT
ajst-25054	211	19	trp	trp	ADJ
ajst-25054	211	20	-	-	PUNCT
ajst-25054	211	21	chondrosarcoma	chondrosarcoma	NOUN
ajst-25054	211	22	2024	2024	NUM
ajst-25054	211	23	.	.	PUNCT
ajst-25054	212	1	frontiers	frontier	NOUN
ajst-25054	212	2	in	in	ADP
ajst-25054	212	3	oncology	oncology	NOUN
ajst-25054	212	4	,	,	PUNCT
ajst-25054	212	5	14	14	NUM
ajst-25054	212	6	,	,	PUNCT
ajst-25054	212	7	1380716	1380716	NUM
ajst-25054	212	8	.	.	PUNCT
ajst-25054	213	1	[	[	X
ajst-25054	213	2	24	24	NUM
ajst-25054	213	3	]	]	SYM
ajst-25054	213	4	li	li	PROPN
ajst-25054	213	5	,	,	PUNCT
ajst-25054	213	6	y.	y.	PROPN
ajst-25054	213	7	,	,	PUNCT
ajst-25054	213	8	mizumoto	mizumoto	NOUN
ajst-25054	213	9	,	,	PUNCT
ajst-25054	213	10	m.	m.	NOUN
ajst-25054	213	11	,	,	PUNCT
ajst-25054	213	12	oshiro	oshiro	PROPN
ajst-25054	213	13	,	,	PUNCT
ajst-25054	213	14	y.	y.	PROPN
ajst-25054	213	15	,	,	PUNCT
ajst-25054	213	16	nitta	nitta	PROPN
ajst-25054	213	17	,	,	PUNCT
ajst-25054	213	18	h.	h.	PROPN
ajst-25054	213	19	,	,	PUNCT
ajst-25054	213	20	saito	saito	PROPN
ajst-25054	213	21	,	,	PUNCT
ajst-25054	213	22	t.	t.	PROPN
ajst-25054	213	23	,	,	PUNCT
ajst-25054	213	24	iizumi	iizumi	NOUN
ajst-25054	213	25	,	,	PUNCT
ajst-25054	213	26	t.	t.	PROPN
ajst-25054	213	27	,	,	PUNCT
ajst-25054	213	28	...	...	PUNCT
ajst-25054	213	29	&	&	CCONJ
ajst-25054	213	30	sakurai	sakurai	PROPN
ajst-25054	213	31	,	,	PUNCT
ajst-25054	213	32	h.	h.	PROPN
ajst-25054	213	33	(	(	PUNCT
ajst-25054	213	34	2023	2023	NUM
ajst-25054	213	35	)	)	PUNCT
ajst-25054	213	36	.	.	PUNCT
ajst-25054	214	1	a	a	DET
ajst-25054	214	2	retrospective	retrospective	ADJ
ajst-25054	214	3	study	study	NOUN
ajst-25054	214	4	of	of	ADP
ajst-25054	214	5	renal	renal	ADJ
ajst-25054	214	6	growth	growth	NOUN
ajst-25054	214	7	changes	change	NOUN
ajst-25054	214	8	after	after	ADP
ajst-25054	214	9	proton	proton	NOUN
ajst-25054	214	10	beam	beam	NOUN
ajst-25054	214	11	therapy	therapy	NOUN
ajst-25054	214	12	for	for	ADP
ajst-25054	214	13	pediatric	pediatric	ADJ
ajst-25054	214	14	malignant	malignant	ADJ
ajst-25054	214	15	tumor	tumor	NOUN
ajst-25054	214	16	.	.	PUNCT
ajst-25054	215	1	current	current	ADJ
ajst-25054	215	2	oncology	oncology	NOUN
ajst-25054	215	3	,	,	PUNCT
ajst-25054	215	4	30(2	30(2	NUM
ajst-25054	215	5	)	)	PUNCT
ajst-25054	215	6	,	,	PUNCT
ajst-25054	215	7	1560	1560	NUM
ajst-25054	215	8	-	-	SYM
ajst-25054	215	9	1570	1570	NUM
ajst-25054	215	10	.	.	PUNCT
ajst-25054	216	1	[	[	X
ajst-25054	216	2	25	25	NUM
ajst-25054	216	3	]	]	X
ajst-25054	216	4	shimizu	shimizu	PROPN
ajst-25054	216	5	,	,	PUNCT
ajst-25054	216	6	s.	s.	PROPN
ajst-25054	216	7	,	,	PUNCT
ajst-25054	216	8	mizumoto	mizumoto	NOUN
ajst-25054	216	9	,	,	PUNCT
ajst-25054	216	10	m.	m.	NOUN
ajst-25054	216	11	,	,	PUNCT
ajst-25054	216	12	okumura	okumura	ADJ
ajst-25054	216	13	,	,	PUNCT
ajst-25054	216	14	t.	t.	PROPN
ajst-25054	216	15	,	,	PUNCT
ajst-25054	216	16	li	li	PROPN
ajst-25054	216	17	,	,	PUNCT
ajst-25054	216	18	y.	y.	PROPN
ajst-25054	216	19	,	,	PUNCT
ajst-25054	216	20	baba	baba	PROPN
ajst-25054	216	21	,	,	PUNCT
ajst-25054	216	22	k.	k.	PROPN
ajst-25054	216	23	,	,	PUNCT
ajst-25054	216	24	murakami	murakami	NOUN
ajst-25054	216	25	,	,	PUNCT
ajst-25054	216	26	m.	m.	NOUN
ajst-25054	216	27	,	,	PUNCT
ajst-25054	216	28	...	...	PUNCT
ajst-25054	216	29	&	&	CCONJ
ajst-25054	216	30	sakurai	sakurai	PROPN
ajst-25054	216	31	,	,	PUNCT
ajst-25054	216	32	h.	h.	PROPN
ajst-25054	216	33	(	(	PUNCT
ajst-25054	216	34	2021	2021	NUM
ajst-25054	216	35	)	)	PUNCT
ajst-25054	216	36	.	.	PUNCT
ajst-25054	216	37	proton	proton	NOUN
ajst-25054	216	38	beam	beam	NOUN
ajst-25054	216	39	therapy	therapy	NOUN
ajst-25054	216	40	for	for	ADP
ajst-25054	216	41	a	a	DET
ajst-25054	216	42	giant	giant	ADJ
ajst-25054	216	43	hepatic	hepatic	ADJ
ajst-25054	216	44	hemangioma	hemangioma	NOUN
ajst-25054	216	45	:	:	PUNCT
ajst-25054	216	46	a	a	DET
ajst-25054	216	47	case	case	NOUN
ajst-25054	216	48	report	report	NOUN
ajst-25054	216	49	and	and	CCONJ
ajst-25054	216	50	literature	literature	PROPN
ajst-25054	216	51	review	review	PROPN
ajst-25054	216	52	.	.	PUNCT
ajst-25054	217	1	clinical	clinical	ADJ
ajst-25054	217	2	and	and	CCONJ
ajst-25054	217	3	translational	translational	ADJ
ajst-25054	217	4	radiation	radiation	NOUN
ajst-25054	217	5	oncology	oncology	NOUN
ajst-25054	217	6	,	,	PUNCT
ajst-25054	217	7	27	27	NUM
ajst-25054	217	8	,	,	PUNCT
ajst-25054	217	9	152	152	NUM
ajst-25054	217	10	-	-	SYM
ajst-25054	217	11	156	156	NUM
ajst-25054	217	12	.	.	PUNCT
ajst-25054	218	1	[	[	X
ajst-25054	218	2	26	26	NUM
ajst-25054	218	3	]	]	X
ajst-25054	218	4	kumada	kumada	PROPN
ajst-25054	218	5	,	,	PUNCT
ajst-25054	218	6	h.	h.	PROPN
ajst-25054	218	7	,	,	PUNCT
ajst-25054	218	8	li	li	PROPN
ajst-25054	218	9	,	,	PUNCT
ajst-25054	218	10	y.	y.	PROPN
ajst-25054	218	11	,	,	PUNCT
ajst-25054	218	12	yasuoka	yasuoka	PROPN
ajst-25054	218	13	,	,	PUNCT
ajst-25054	218	14	k.	k.	PROPN
ajst-25054	218	15	,	,	PUNCT
ajst-25054	218	16	naito	naito	PROPN
ajst-25054	218	17	,	,	PUNCT
ajst-25054	218	18	f.	f.	PROPN
ajst-25054	218	19	,	,	PUNCT
ajst-25054	218	20	kurihara	kurihara	PROPN
ajst-25054	218	21	,	,	PUNCT
ajst-25054	218	22	t.	t.	PROPN
ajst-25054	218	23	,	,	PUNCT
ajst-25054	218	24	sugimura	sugimura	NOUN
ajst-25054	218	25	,	,	PUNCT
ajst-25054	218	26	t.	t.	PROPN
ajst-25054	218	27	,	,	PUNCT
ajst-25054	218	28	...	...	PUNCT
ajst-25054	218	29	&	&	CCONJ
ajst-25054	218	30	sakae	sakae	NOUN
ajst-25054	218	31	,	,	PUNCT
ajst-25054	218	32	t.	t.	PROPN
ajst-25054	218	33	(	(	PUNCT
ajst-25054	218	34	2022	2022	NUM
ajst-25054	218	35	)	)	PUNCT
ajst-25054	218	36	.	.	PUNCT
ajst-25054	219	1	current	current	ADJ
ajst-25054	219	2	development	development	NOUN
ajst-25054	219	3	status	status	NOUN
ajst-25054	219	4	of	of	ADP
ajst-25054	219	5	ibnct001	ibnct001	PROPN
ajst-25054	219	6	,	,	PUNCT
ajst-25054	219	7	demonstrator	demonstrator	NOUN
ajst-25054	219	8	of	of	ADP
ajst-25054	219	9	a	a	DET
ajst-25054	219	10	linac	linac	NOUN
ajst-25054	219	11	-	-	PUNCT
ajst-25054	219	12	based	base	VERB
ajst-25054	219	13	neutron	neutron	NOUN
ajst-25054	219	14	source	source	NOUN
ajst-25054	219	15	for	for	ADP
ajst-25054	219	16	bnct	bnct	NOUN
ajst-25054	219	17	.	.	PUNCT
ajst-25054	220	1	journal	journal	PROPN
ajst-25054	220	2	of	of	ADP
ajst-25054	220	3	neutron	neutron	PROPN
ajst-25054	220	4	research	research	NOUN
ajst-25054	220	5	,	,	PUNCT
ajst-25054	220	6	24(3	24(3	NUM
ajst-25054	220	7	-	-	SYM
ajst-25054	220	8	4	4	NUM
ajst-25054	220	9	)	)	PUNCT
ajst-25054	220	10	,	,	PUNCT
ajst-25054	220	11	347358	347358	NUM
ajst-25054	220	12	.	.	PUNCT
ajst-25054	221	1	[	[	X
ajst-25054	221	2	27	27	NUM
ajst-25054	221	3	]	]	X
ajst-25054	221	4	shimizu	shimizu	PROPN
ajst-25054	221	5	,	,	PUNCT
ajst-25054	221	6	s.	s.	PROPN
ajst-25054	221	7	,	,	PUNCT
ajst-25054	221	8	nakai	nakai	PROPN
ajst-25054	221	9	,	,	PUNCT
ajst-25054	221	10	k.	k.	PROPN
ajst-25054	221	11	,	,	PUNCT
ajst-25054	221	12	li	li	PROPN
ajst-25054	221	13	,	,	PUNCT
ajst-25054	221	14	y.	y.	PROPN
ajst-25054	221	15	,	,	PUNCT
ajst-25054	221	16	mizumoto	mizumoto	NOUN
ajst-25054	221	17	,	,	PUNCT
ajst-25054	221	18	m.	m.	NOUN
ajst-25054	221	19	,	,	PUNCT
ajst-25054	221	20	kumada	kumada	PROPN
ajst-25054	221	21	,	,	PUNCT
ajst-25054	221	22	h.	h.	PROPN
ajst-25054	221	23	,	,	PUNCT
ajst-25054	221	24	ishikawa	ishikawa	PROPN
ajst-25054	221	25	,	,	PUNCT
ajst-25054	221	26	e.	e.	PROPN
ajst-25054	221	27	,	,	PUNCT
ajst-25054	221	28	...	...	PUNCT
ajst-25054	221	29	&	&	CCONJ
ajst-25054	221	30	sakurai	sakurai	PROPN
ajst-25054	221	31	,	,	PUNCT
ajst-25054	221	32	h.	h.	PROPN
ajst-25054	221	33	(	(	PUNCT
ajst-25054	221	34	2023	2023	NUM
ajst-25054	221	35	)	)	PUNCT
ajst-25054	221	36	.	.	PUNCT
ajst-25054	222	1	boron	boron	NOUN
ajst-25054	222	2	neutron	neutron	NOUN
ajst-25054	222	3	capture	capture	NOUN
ajst-25054	222	4	therapy	therapy	NOUN
ajst-25054	222	5	for	for	ADP
ajst-25054	222	6	recurrent	recurrent	ADJ
ajst-25054	222	7	glioblastoma	glioblastoma	NOUN
ajst-25054	222	8	multiforme	multiforme	NOUN
ajst-25054	222	9	:	:	PUNCT
ajst-25054	222	10	imaging	imaging	NOUN
ajst-25054	222	11	evaluation	evaluation	NOUN
ajst-25054	222	12	of	of	ADP
ajst-25054	222	13	a	a	DET
ajst-25054	222	14	case	case	NOUN
ajst-25054	222	15	with	with	ADP
ajst-25054	222	16	long	long	ADJ
ajst-25054	222	17	-	-	PUNCT
ajst-25054	222	18	term	term	NOUN
ajst-25054	222	19	local	local	ADJ
ajst-25054	222	20	control	control	NOUN
ajst-25054	222	21	and	and	CCONJ
ajst-25054	222	22	survival	survival	NOUN
ajst-25054	222	23	.	.	PUNCT
ajst-25054	223	1	cureus	cureus	NOUN
ajst-25054	223	2	,	,	PUNCT
ajst-25054	223	3	15(1	15(1	NUM
ajst-25054	223	4	)	)	PUNCT
ajst-25054	223	5	.	.	PUNCT
ajst-25054	224	1	[	[	X
ajst-25054	224	2	28	28	NUM
ajst-25054	224	3	]	]	X
ajst-25054	224	4	gupta	gupta	PROPN
ajst-25054	224	5	,	,	PUNCT
ajst-25054	224	6	s.	s.	PROPN
ajst-25054	224	7	,	,	PUNCT
ajst-25054	224	8	motwani	motwani	PROPN
ajst-25054	224	9	,	,	PUNCT
ajst-25054	224	10	s.	s.	PROPN
ajst-25054	224	11	s.	s.	PROPN
ajst-25054	224	12	,	,	PUNCT
ajst-25054	224	13	seitter	seitter	PROPN
ajst-25054	224	14	,	,	PUNCT
ajst-25054	224	15	r.	r.	PROPN
ajst-25054	224	16	h.	h.	PROPN
ajst-25054	224	17	,	,	PUNCT
ajst-25054	224	18	wang	wang	PROPN
ajst-25054	224	19	,	,	PUNCT
ajst-25054	224	20	w.	w.	PROPN
ajst-25054	224	21	,	,	PUNCT
ajst-25054	224	22	mu	mu	PROPN
ajst-25054	224	23	,	,	PUNCT
ajst-25054	224	24	y.	y.	NOUN
ajst-25054	224	25	,	,	PUNCT
ajst-25054	224	26	chute	chute	VERB
ajst-25054	224	27	,	,	PUNCT
ajst-25054	224	28	d.	d.	PROPN
ajst-25054	224	29	f.	f.	PROPN
ajst-25054	224	30	,	,	PUNCT
ajst-25054	224	31	...	...	PUNCT
ajst-25054	224	32	&	&	CCONJ
ajst-25054	224	33	curhan	curhan	PROPN
ajst-25054	224	34	,	,	PUNCT
ajst-25054	224	35	g.	g.	PROPN
ajst-25054	224	36	c.	c.	PROPN
ajst-25054	224	37	(	(	PUNCT
ajst-25054	224	38	2023	2023	NUM
ajst-25054	224	39	)	)	PUNCT
ajst-25054	224	40	.	.	PUNCT
ajst-25054	225	1	development	development	NOUN
ajst-25054	225	2	and	and	CCONJ
ajst-25054	225	3	validation	validation	NOUN
ajst-25054	225	4	of	of	ADP
ajst-25054	225	5	a	a	DET
ajst-25054	225	6	risk	risk	NOUN
ajst-25054	225	7	model	model	NOUN
ajst-25054	225	8	for	for	ADP
ajst-25054	225	9	predicting	predict	VERB
ajst-25054	225	10	contrast	contrast	NOUN
ajst-25054	225	11	-	-	PUNCT
ajst-25054	225	12	associated	associate	VERB
ajst-25054	225	13	acute	acute	NOUN
ajst-25054	225	14	kidney	kidney	NOUN
ajst-25054	225	15	injury	injury	NOUN
ajst-25054	225	16	in	in	ADP
ajst-25054	225	17	patients	patient	NOUN
ajst-25054	225	18	with	with	ADP
ajst-25054	225	19	cancer	cancer	NOUN
ajst-25054	225	20	:	:	PUNCT
ajst-25054	225	21	evaluation	evaluation	NOUN
ajst-25054	225	22	in	in	ADP
ajst-25054	225	23	over	over	ADP
ajst-25054	225	24	46,000	46,000	NUM
ajst-25054	225	25	ct	ct	NUM
ajst-25054	225	26	examinations	examination	NOUN
ajst-25054	225	27	.	.	PUNCT
ajst-25054	226	1	american	american	ADJ
ajst-25054	226	2	journal	journal	PROPN
ajst-25054	226	3	of	of	ADP
ajst-25054	226	4	roentgenology	roentgenology	NOUN
ajst-25054	226	5	,	,	PUNCT
ajst-25054	226	6	221(4	221(4	NUM
ajst-25054	226	7	)	)	PUNCT
ajst-25054	226	8	,	,	PUNCT
ajst-25054	226	9	486	486	NUM
ajst-25054	226	10	-	-	SYM
ajst-25054	226	11	501	501	NUM
ajst-25054	226	12	.	.	PUNCT
ajst-25054	227	1	[	[	X
ajst-25054	227	2	29	29	NUM
ajst-25054	227	3	]	]	X
ajst-25054	227	4	rosner	rosner	PROPN
ajst-25054	227	5	,	,	PUNCT
ajst-25054	227	6	b.	b.	PROPN
ajst-25054	227	7	,	,	PUNCT
ajst-25054	227	8	glynn	glynn	PROPN
ajst-25054	227	9	,	,	PUNCT
ajst-25054	227	10	r.	r.	PROPN
ajst-25054	227	11	j.	j.	PROPN
ajst-25054	227	12	,	,	PUNCT
ajst-25054	227	13	eliassen	eliassen	PROPN
ajst-25054	227	14	,	,	PUNCT
ajst-25054	227	15	a.	a.	PROPN
ajst-25054	227	16	h.	h.	PROPN
ajst-25054	227	17	,	,	PUNCT
ajst-25054	227	18	hankinson	hankinson	PROPN
ajst-25054	227	19	,	,	PUNCT
ajst-25054	227	20	s.	s.	PROPN
ajst-25054	227	21	e.	e.	PROPN
ajst-25054	227	22	,	,	PUNCT
ajst-25054	227	23	tamimi	tamimi	PROPN
ajst-25054	227	24	,	,	PUNCT
ajst-25054	227	25	r.	r.	PROPN
ajst-25054	227	26	m.	m.	PROPN
ajst-25054	227	27	,	,	PUNCT
ajst-25054	227	28	chen	chen	PROPN
ajst-25054	227	29	,	,	PUNCT
ajst-25054	227	30	w.	w.	PROPN
ajst-25054	227	31	y.	y.	PROPN
ajst-25054	227	32	,	,	PUNCT
ajst-25054	227	33	...	...	PUNCT
ajst-25054	227	34	&	&	CCONJ
ajst-25054	227	35	tworoger	tworoger	PROPN
ajst-25054	227	36	,	,	PUNCT
ajst-25054	227	37	s.	s.	PROPN
ajst-25054	227	38	s.	s.	PROPN
ajst-25054	227	39	(	(	PUNCT
ajst-25054	227	40	2022	2022	NUM
ajst-25054	227	41	)	)	PUNCT
ajst-25054	227	42	.	.	PUNCT
ajst-25054	228	1	a	a	DET
ajst-25054	228	2	multi	multi	ADJ
ajst-25054	228	3	-	-	ADJ
ajst-25054	228	4	state	state	ADJ
ajst-25054	228	5	survival	survival	NOUN
ajst-25054	228	6	model	model	NOUN
ajst-25054	228	7	for	for	ADP
ajst-25054	228	8	time	time	NOUN
ajst-25054	228	9	to	to	ADP
ajst-25054	228	10	breast	breast	NOUN
ajst-25054	228	11	cancer	cancer	NOUN
ajst-25054	228	12	mortality	mortality	NOUN
ajst-25054	228	13	among	among	ADP
ajst-25054	228	14	a	a	DET
ajst-25054	228	15	cohort	cohort	NOUN
ajst-25054	228	16	of	of	ADP
ajst-25054	228	17	initially	initially	ADV
ajst-25054	228	18	disease	disease	NOUN
ajst-25054	228	19	-	-	PUNCT
ajst-25054	228	20	free	free	ADJ
ajst-25054	228	21	women	woman	NOUN
ajst-25054	228	22	.	.	PUNCT
ajst-25054	229	1	cancer	cancer	NOUN
ajst-25054	229	2	epidemiology	epidemiology	NOUN
ajst-25054	229	3	,	,	PUNCT
ajst-25054	229	4	biomarkers	biomarker	NOUN
ajst-25054	229	5	&	&	CCONJ
ajst-25054	229	6	prevention	prevention	NOUN
ajst-25054	229	7	,	,	PUNCT
ajst-25054	229	8	31(8	31(8	NUM
ajst-25054	229	9	)	)	PUNCT
ajst-25054	229	10	,	,	PUNCT
ajst-25054	229	11	1582	1582	NUM
ajst-25054	229	12	-	-	SYM
ajst-25054	229	13	1592	1592	NUM
ajst-25054	229	14	.	.	PUNCT
ajst-25054	230	1	[	[	X
ajst-25054	230	2	30	30	NUM
ajst-25054	230	3	]	]	SYM
ajst-25054	230	4	yaghjyan	yaghjyan	PROPN
ajst-25054	230	5	,	,	PUNCT
ajst-25054	230	6	l.	l.	PROPN
ajst-25054	230	7	,	,	PUNCT
ajst-25054	230	8	heng	heng	PROPN
ajst-25054	230	9	,	,	PUNCT
ajst-25054	230	10	y.	y.	PROPN
ajst-25054	230	11	j.	j.	PROPN
ajst-25054	230	12	,	,	PUNCT
ajst-25054	230	13	baker	baker	PROPN
ajst-25054	230	14	,	,	PUNCT
ajst-25054	230	15	g.	g.	PROPN
ajst-25054	230	16	m.	m.	PROPN
ajst-25054	230	17	,	,	PUNCT
ajst-25054	230	18	bret	bret	PROPN
ajst-25054	230	19	-	-	PUNCT
ajst-25054	230	20	mounet	mounet	PROPN
ajst-25054	230	21	,	,	PUNCT
ajst-25054	230	22	v.	v.	PROPN
ajst-25054	230	23	,	,	PUNCT
ajst-25054	230	24	murthy	murthy	PROPN
ajst-25054	230	25	,	,	PUNCT
ajst-25054	230	26	d.	d.	PROPN
ajst-25054	230	27	,	,	PUNCT
ajst-25054	230	28	mahoney	mahoney	PROPN
ajst-25054	230	29	,	,	PUNCT
ajst-25054	230	30	m.	m.	PROPN
ajst-25054	230	31	b.	b.	PROPN
ajst-25054	230	32	,	,	PUNCT
ajst-25054	230	33	...	...	PUNCT
ajst-25054	230	34	&	&	CCONJ
ajst-25054	230	35	tamimi	tamimi	PROPN
ajst-25054	230	36	,	,	PUNCT
ajst-25054	230	37	r.	r.	PROPN
ajst-25054	230	38	m.	m.	PROPN
ajst-25054	230	39	(	(	PUNCT
ajst-25054	230	40	2022	2022	NUM
ajst-25054	230	41	)	)	PUNCT
ajst-25054	230	42	.	.	PUNCT
ajst-25054	231	1	reliability	reliability	NOUN
ajst-25054	231	2	of	of	ADP
ajst-25054	231	3	cd44	cd44	PROPN
ajst-25054	231	4	,	,	PUNCT
ajst-25054	231	5	cd24	cd24	PROPN
ajst-25054	231	6	,	,	PUNCT
ajst-25054	231	7	and	and	CCONJ
ajst-25054	231	8	aldh1a1	aldh1a1	ADV
ajst-25054	231	9	immunohistochemical	immunohistochemical	ADJ
ajst-25054	231	10	staining	staining	NOUN
ajst-25054	231	11	:	:	PUNCT
ajst-25054	231	12	pathologist	pathologist	NOUN
ajst-25054	231	13	assessment	assessment	NOUN
ajst-25054	231	14	compared	compare	VERB
ajst-25054	231	15	to	to	ADP
ajst-25054	231	16	quantitative	quantitative	ADJ
ajst-25054	231	17	image	image	NOUN
ajst-25054	231	18	analysis	analysis	NOUN
ajst-25054	231	19	.	.	PUNCT
ajst-25054	232	1	frontiers	frontier	NOUN
ajst-25054	232	2	in	in	ADP
ajst-25054	232	3	medicine	medicine	NOUN
ajst-25054	232	4	,	,	PUNCT
ajst-25054	232	5	9	9	NUM
ajst-25054	232	6	,	,	PUNCT
ajst-25054	232	7	1040061	1040061	NUM
ajst-25054	232	8	.	.	PUNCT
ajst-25054	233	1	[	[	X
ajst-25054	233	2	31	31	NUM
ajst-25054	233	3	]	]	X
ajst-25054	233	4	zhou	zhou	PROPN
ajst-25054	233	5	,	,	PUNCT
ajst-25054	233	6	q.	q.	PROPN
ajst-25054	233	7	(	(	PUNCT
ajst-25054	233	8	2024	2024	NUM
ajst-25054	233	9	)	)	PUNCT
ajst-25054	233	10	.	.	PUNCT
ajst-25054	234	1	portfolio	portfolio	NOUN
ajst-25054	234	2	optimization	optimization	NOUN
ajst-25054	234	3	with	with	ADP
ajst-25054	234	4	robust	robust	ADJ
ajst-25054	234	5	covariance	covariance	NOUN
ajst-25054	234	6	and	and	CCONJ
ajst-25054	234	7	conditional	conditional	ADJ
ajst-25054	234	8	value	value	NOUN
ajst-25054	234	9	-	-	PUNCT
ajst-25054	234	10	at	at	ADP
ajst-25054	234	11	-	-	PUNCT
ajst-25054	234	12	risk	risk	NOUN
ajst-25054	234	13	constraints	constraint	NOUN
ajst-25054	234	14	.	.	PUNCT
ajst-25054	235	1	arxiv	arxiv	PROPN
ajst-25054	235	2	preprint	preprint	PROPN
ajst-25054	235	3	arxiv:2406.00610	arxiv:2406.00610	PROPN
ajst-25054	235	4	.	.	PUNCT
ajst-25054	236	1	[	[	X
ajst-25054	236	2	32	32	NUM
ajst-25054	236	3	]	]	X
ajst-25054	236	4	zhou	zhou	PROPN
ajst-25054	236	5	,	,	PUNCT
ajst-25054	236	6	q.	q.	PROPN
ajst-25054	236	7	(	(	PUNCT
ajst-25054	236	8	2024	2024	NUM
ajst-25054	236	9	)	)	PUNCT
ajst-25054	236	10	.	.	PUNCT
ajst-25054	237	1	application	application	NOUN
ajst-25054	237	2	of	of	ADP
ajst-25054	237	3	black	black	ADJ
ajst-25054	237	4	-	-	PUNCT
ajst-25054	237	5	litterman	litterman	NOUN
ajst-25054	237	6	bayesian	bayesian	NOUN
ajst-25054	237	7	in	in	ADP
ajst-25054	237	8	statistical	statistical	ADJ
ajst-25054	237	9	arbitrage	arbitrage	NOUN
ajst-25054	237	10	.	.	PUNCT
ajst-25054	238	1	arxiv	arxiv	PROPN
ajst-25054	238	2	preprint	preprint	PROPN
ajst-25054	238	3	arxiv:2406.06706	arxiv:2406.06706	PROPN
ajst-25054	238	4	.	.	PUNCT
ajst-25054	239	1	[	[	X
ajst-25054	239	2	33	33	NUM
ajst-25054	239	3	]	]	X
ajst-25054	239	4	chen	chen	PROPN
ajst-25054	239	5	,	,	PUNCT
ajst-25054	239	6	z.	z.	PROPN
ajst-25054	239	7	,	,	PUNCT
ajst-25054	239	8	ge	ge	PROPN
ajst-25054	239	9	,	,	PUNCT
ajst-25054	239	10	j.	j.	PROPN
ajst-25054	239	11	,	,	PUNCT
ajst-25054	239	12	zhan	zhan	PROPN
ajst-25054	239	13	,	,	PUNCT
ajst-25054	239	14	h.	h.	PROPN
ajst-25054	239	15	,	,	PUNCT
ajst-25054	239	16	huang	huang	PROPN
ajst-25054	239	17	,	,	PUNCT
ajst-25054	239	18	s.	s.	PROPN
ajst-25054	239	19	,	,	PUNCT
ajst-25054	239	20	&	&	CCONJ
ajst-25054	239	21	wang	wang	PROPN
ajst-25054	239	22	,	,	PUNCT
ajst-25054	239	23	d.	d.	PROPN
ajst-25054	239	24	(	(	PUNCT
ajst-25054	239	25	2021	2021	NUM
ajst-25054	239	26	)	)	PUNCT
ajst-25054	239	27	.	.	PUNCT
ajst-25054	240	1	pareto	pareto	VERB
ajst-25054	240	2	self	self	NOUN
ajst-25054	240	3	-	-	PUNCT
ajst-25054	240	4	supervised	supervise	VERB
ajst-25054	240	5	training	training	NOUN
ajst-25054	240	6	for	for	ADP
ajst-25054	240	7	few	few	ADJ
ajst-25054	240	8	-	-	PUNCT
ajst-25054	240	9	shot	shot	NOUN
ajst-25054	240	10	learning	learning	NOUN
ajst-25054	240	11	.	.	PUNCT
ajst-25054	241	1	in	in	ADP
ajst-25054	241	2	proceedings	proceeding	NOUN
ajst-25054	241	3	of	of	ADP
ajst-25054	241	4	the	the	DET
ajst-25054	241	5	ieee	ieee	NOUN
ajst-25054	241	6	/	/	SYM
ajst-25054	241	7	cvf	cvf	NOUN
ajst-25054	241	8	conference	conference	NOUN
ajst-25054	241	9	on	on	ADP
ajst-25054	241	10	computer	computer	NOUN
ajst-25054	241	11	vision	vision	NOUN
ajst-25054	241	12	and	and	CCONJ
ajst-25054	241	13	pattern	pattern	NOUN
ajst-25054	241	14	recognition	recognition	NOUN
ajst-25054	241	15	(	(	PUNCT
ajst-25054	241	16	pp	pp	ADJ
ajst-25054	241	17	.	.	PUNCT
ajst-25054	241	18	13663	13663	NUM
ajst-25054	241	19	-	-	SYM
ajst-25054	241	20	13672	13672	NUM
ajst-25054	241	21	)	)	PUNCT
ajst-25054	241	22	.	.	PUNCT
ajst-25054	242	1	[	[	X
ajst-25054	242	2	34	34	NUM
ajst-25054	242	3	]	]	X
ajst-25054	242	4	zhang	zhang	PROPN
ajst-25054	242	5	,	,	PUNCT
ajst-25054	242	6	y.	y.	PROPN
ajst-25054	242	7	,	,	PUNCT
ajst-25054	242	8	qu	qu	PROPN
ajst-25054	242	9	,	,	PUNCT
ajst-25054	242	10	t.	t.	PROPN
ajst-25054	242	11	,	,	PUNCT
ajst-25054	242	12	yao	yao	PROPN
ajst-25054	242	13	,	,	PUNCT
ajst-25054	242	14	t.	t.	PROPN
ajst-25054	242	15	,	,	PUNCT
ajst-25054	242	16	gong	gong	PROPN
ajst-25054	242	17	,	,	PUNCT
ajst-25054	242	18	y.	y.	PROPN
ajst-25054	242	19	,	,	PUNCT
ajst-25054	242	20	&	&	CCONJ
ajst-25054	242	21	bian	bian	PROPN
ajst-25054	242	22	,	,	PUNCT
ajst-25054	242	23	x.	x.	NOUN
ajst-25054	242	24	(	(	PUNCT
ajst-25054	242	25	2024	2024	NUM
ajst-25054	242	26	)	)	PUNCT
ajst-25054	242	27	.	.	PUNCT
ajst-25054	243	1	research	research	NOUN
ajst-25054	243	2	on	on	ADP
ajst-25054	243	3	the	the	DET
ajst-25054	243	4	application	application	NOUN
ajst-25054	243	5	of	of	ADP
ajst-25054	243	6	bim	bim	NOUN
ajst-25054	243	7	technology	technology	NOUN
ajst-25054	243	8	in	in	ADP
ajst-25054	243	9	intelligent	intelligent	ADJ
ajst-25054	243	10	building	building	NOUN
ajst-25054	243	11	technology	technology	NOUN
ajst-25054	243	12	.	.	PUNCT
ajst-25054	244	1	applied	apply	VERB
ajst-25054	244	2	and	and	CCONJ
ajst-25054	244	3	computational	computational	ADJ
ajst-25054	244	4	engineering	engineering	NOUN
ajst-25054	244	5	,	,	PUNCT
ajst-25054	244	6	61	61	NUM
ajst-25054	244	7	,	,	PUNCT
ajst-25054	244	8	29	29	NUM
ajst-25054	244	9	-	-	SYM
ajst-25054	244	10	34	34	NUM
ajst-25054	244	11	.	.	PUNCT
ajst-25054	245	1	[	[	X
ajst-25054	245	2	35	35	NUM
ajst-25054	245	3	]	]	X
ajst-25054	245	4	weng	weng	PROPN
ajst-25054	245	5	a.	a.	NOUN
ajst-25054	245	6	depression	depression	NOUN
ajst-25054	245	7	and	and	CCONJ
ajst-25054	245	8	risky	risky	ADJ
ajst-25054	245	9	health	health	NOUN
ajst-25054	245	10	behaviors[j	behaviors[j	PROPN
ajst-25054	245	11	]	]	PUNCT
ajst-25054	245	12	.	.	PUNCT
ajst-25054	246	1	available	available	ADJ
ajst-25054	246	2	at	at	ADP
ajst-25054	246	3	ssrn	ssrn	PROPN
ajst-25054	246	4	4843979	4843979	NUM
ajst-25054	246	5	.	.	PUNCT