id	sid	tid	token	lemma	pos
ajst-29875	1	1	academic	academic	ADJ
ajst-29875	1	2	journal	journal	NOUN
ajst-29875	1	3	of	of	ADP
ajst-29875	1	4	science	science	NOUN
ajst-29875	1	5	and	and	CCONJ
ajst-29875	1	6	technology	technology	NOUN
ajst-29875	1	7	issn	issn	NOUN
ajst-29875	1	8	:	:	PUNCT
ajst-29875	1	9	2771	2771	NUM
ajst-29875	1	10	-	-	SYM
ajst-29875	1	11	3032	3032	NUM
ajst-29875	1	12	|	|	NOUN
ajst-29875	1	13	vol	vol	NOUN
ajst-29875	1	14	.	.	PUNCT
ajst-29875	2	1	14	14	NUM
ajst-29875	2	2	,	,	PUNCT
ajst-29875	2	3	no	no	INTJ
ajst-29875	2	4	.	.	NOUN
ajst-29875	2	5	2	2	NUM
ajst-29875	2	6	,	,	PUNCT
ajst-29875	2	7	2025	2025	NUM
ajst-29875	2	8	180	180	NUM
ajst-29875	2	9	research	research	NOUN
ajst-29875	2	10	on	on	ADP
ajst-29875	2	11	the	the	DET
ajst-29875	2	12	pricing	pricing	NOUN
ajst-29875	2	13	method	method	NOUN
ajst-29875	2	14	of	of	ADP
ajst-29875	2	15	automotive	automotive	ADJ
ajst-29875	2	16	aftermarket	aftermarket	NOUN
ajst-29875	2	17	parts	part	NOUN
ajst-29875	2	18	based	base	VERB
ajst-29875	2	19	on	on	ADP
ajst-29875	2	20	distributed	distribute	VERB
ajst-29875	2	21	computing	computing	NOUN
ajst-29875	2	22	architecture	architecture	NOUN
ajst-29875	2	23	qingyi	qingyi	PROPN
ajst-29875	2	24	dong1	dong1	NOUN
ajst-29875	2	25	,	,	PUNCT
ajst-29875	2	26	2	2	NUM
ajst-29875	2	27	,	,	PUNCT
ajst-29875	2	28	chao	chao	PROPN
ajst-29875	2	29	zhang1	zhang1	PROPN
ajst-29875	2	30	,	,	PUNCT
ajst-29875	2	31	2	2	NUM
ajst-29875	2	32	,	,	PUNCT
ajst-29875	2	33	*	*	ADJ
ajst-29875	2	34	,	,	PUNCT
ajst-29875	2	35	tengjian	tengjian	PROPN
ajst-29875	2	36	yang1	yang1	PROPN
ajst-29875	2	37	,	,	PUNCT
ajst-29875	2	38	2	2	NUM
ajst-29875	2	39	,	,	PUNCT
ajst-29875	2	40	peipei	peipei	PROPN
ajst-29875	2	41	zhu1	zhu1	PROPN
ajst-29875	2	42	,	,	PUNCT
ajst-29875	2	43	2	2	NUM
ajst-29875	2	44	1china	1china	NUM
ajst-29875	2	45	automotive	automotive	ADJ
ajst-29875	2	46	technology	technology	NOUN
ajst-29875	2	47	and	and	CCONJ
ajst-29875	2	48	research	research	PROPN
ajst-29875	2	49	center	center	PROPN
ajst-29875	2	50	co.	co.	PROPN
ajst-29875	2	51	,	,	PUNCT
ajst-29875	2	52	ltd	ltd	PROPN
ajst-29875	3	1	.	.	PROPN
ajst-29875	3	2	tianjin	tianjin	PROPN
ajst-29875	3	3	,	,	PUNCT
ajst-29875	3	4	china	china	PROPN
ajst-29875	3	5	2china	2china	NUM
ajst-29875	3	6	auto	auto	NOUN
ajst-29875	3	7	information	information	NOUN
ajst-29875	3	8	technology	technology	NOUN
ajst-29875	3	9	(	(	PUNCT
ajst-29875	3	10	tianjin	tianjin	PROPN
ajst-29875	3	11	)	)	PUNCT
ajst-29875	3	12	co.	co.	PROPN
ajst-29875	3	13	,	,	PUNCT
ajst-29875	3	14	ltd	ltd	PROPN
ajst-29875	3	15	.	.	PROPN
ajst-29875	3	16	tianjin	tianjin	PROPN
ajst-29875	3	17	,	,	PUNCT
ajst-29875	3	18	china	china	PROPN
ajst-29875	3	19	*	*	PUNCT
ajst-29875	3	20	corresponding	correspond	VERB
ajst-29875	3	21	author	author	NOUN
ajst-29875	3	22	:	:	PUNCT
ajst-29875	3	23	m13502037247_3@163.com	m13502037247_3@163.com	X
ajst-29875	3	24	abstract	abstract	ADJ
ajst-29875	3	25	:	:	PUNCT
ajst-29875	3	26	with	with	ADP
ajst-29875	3	27	the	the	DET
ajst-29875	3	28	rapid	rapid	ADJ
ajst-29875	3	29	development	development	NOUN
ajst-29875	3	30	of	of	ADP
ajst-29875	3	31	the	the	DET
ajst-29875	3	32	automobile	automobile	NOUN
ajst-29875	3	33	industry	industry	NOUN
ajst-29875	3	34	,	,	PUNCT
ajst-29875	3	35	the	the	DET
ajst-29875	3	36	scale	scale	NOUN
ajst-29875	3	37	of	of	ADP
ajst-29875	3	38	the	the	DET
ajst-29875	3	39	automobile	automobile	NOUN
ajst-29875	3	40	aftersales	aftersale	NOUN
ajst-29875	3	41	parts	part	NOUN
ajst-29875	3	42	market	market	NOUN
ajst-29875	3	43	continues	continue	VERB
ajst-29875	3	44	to	to	PART
ajst-29875	3	45	expand	expand	VERB
ajst-29875	3	46	,	,	PUNCT
ajst-29875	3	47	and	and	CCONJ
ajst-29875	3	48	its	its	PRON
ajst-29875	3	49	pricing	pricing	NOUN
ajst-29875	3	50	is	be	AUX
ajst-29875	3	51	of	of	ADP
ajst-29875	3	52	great	great	ADJ
ajst-29875	3	53	significance	significance	NOUN
ajst-29875	3	54	to	to	ADP
ajst-29875	3	55	both	both	DET
ajst-29875	3	56	enterprises	enterprise	NOUN
ajst-29875	3	57	and	and	CCONJ
ajst-29875	3	58	consumers	consumer	NOUN
ajst-29875	3	59	.	.	PUNCT
ajst-29875	4	1	the	the	DET
ajst-29875	4	2	traditional	traditional	ADJ
ajst-29875	4	3	pricing	pricing	NOUN
ajst-29875	4	4	method	method	NOUN
ajst-29875	4	5	has	have	VERB
ajst-29875	4	6	many	many	ADJ
ajst-29875	4	7	limitations	limitation	NOUN
ajst-29875	4	8	,	,	PUNCT
ajst-29875	4	9	it	it	PRON
ajst-29875	4	10	is	be	AUX
ajst-29875	4	11	difficult	difficult	ADJ
ajst-29875	4	12	to	to	PART
ajst-29875	4	13	adapt	adapt	VERB
ajst-29875	4	14	to	to	ADP
ajst-29875	4	15	the	the	DET
ajst-29875	4	16	dynamic	dynamic	ADJ
ajst-29875	4	17	changes	change	NOUN
ajst-29875	4	18	of	of	ADP
ajst-29875	4	19	the	the	DET
ajst-29875	4	20	market	market	NOUN
ajst-29875	4	21	.	.	PUNCT
ajst-29875	5	1	in	in	ADP
ajst-29875	5	2	this	this	DET
ajst-29875	5	3	paper	paper	NOUN
ajst-29875	5	4	,	,	PUNCT
ajst-29875	5	5	an	an	DET
ajst-29875	5	6	automatic	automatic	ADJ
ajst-29875	5	7	pricing	pricing	NOUN
ajst-29875	5	8	tool	tool	NOUN
ajst-29875	5	9	for	for	ADP
ajst-29875	5	10	automotive	automotive	ADJ
ajst-29875	5	11	aftermarket	aftermarket	NOUN
ajst-29875	5	12	parts	part	NOUN
ajst-29875	5	13	based	base	VERB
ajst-29875	5	14	on	on	ADP
ajst-29875	5	15	distributed	distribute	VERB
ajst-29875	5	16	computing	computing	NOUN
ajst-29875	5	17	architecture	architecture	NOUN
ajst-29875	5	18	is	be	AUX
ajst-29875	5	19	deeply	deeply	ADV
ajst-29875	5	20	studied	study	VERB
ajst-29875	5	21	,	,	PUNCT
ajst-29875	5	22	aiming	aim	VERB
ajst-29875	5	23	to	to	PART
ajst-29875	5	24	improve	improve	VERB
ajst-29875	5	25	the	the	DET
ajst-29875	5	26	accuracy	accuracy	NOUN
ajst-29875	5	27	and	and	CCONJ
ajst-29875	5	28	efficiency	efficiency	NOUN
ajst-29875	5	29	of	of	ADP
ajst-29875	5	30	pricing	pricing	NOUN
ajst-29875	5	31	.	.	PUNCT
ajst-29875	6	1	firstly	firstly	ADV
ajst-29875	6	2	,	,	PUNCT
ajst-29875	6	3	the	the	DET
ajst-29875	6	4	cost	cost	NOUN
ajst-29875	6	5	and	and	CCONJ
ajst-29875	6	6	sales	sale	NOUN
ajst-29875	6	7	price	price	NOUN
ajst-29875	6	8	functions	function	NOUN
ajst-29875	6	9	of	of	ADP
ajst-29875	6	10	auto	auto	NOUN
ajst-29875	6	11	aftersales	aftersale	NOUN
ajst-29875	6	12	parts	part	NOUN
ajst-29875	6	13	are	be	AUX
ajst-29875	6	14	determined	determine	VERB
ajst-29875	6	15	.	.	PUNCT
ajst-29875	7	1	based	base	VERB
ajst-29875	7	2	on	on	ADP
ajst-29875	7	3	the	the	DET
ajst-29875	7	4	characteristics	characteristic	NOUN
ajst-29875	7	5	of	of	ADP
ajst-29875	7	6	discrete	discrete	ADJ
ajst-29875	7	7	and	and	CCONJ
ajst-29875	7	8	multi	multi	ADJ
ajst-29875	7	9	-	-	ADJ
ajst-29875	7	10	dimensional	dimensional	ADJ
ajst-29875	7	11	data	datum	NOUN
ajst-29875	7	12	of	of	ADP
ajst-29875	7	13	auto	auto	NOUN
ajst-29875	7	14	aftersales	aftersale	NOUN
ajst-29875	7	15	parts	part	NOUN
ajst-29875	7	16	,	,	PUNCT
ajst-29875	7	17	new	new	ADJ
ajst-29875	7	18	features	feature	NOUN
ajst-29875	7	19	are	be	AUX
ajst-29875	7	20	constructed	construct	VERB
ajst-29875	7	21	by	by	ADP
ajst-29875	7	22	using	use	VERB
ajst-29875	7	23	feature	feature	NOUN
ajst-29875	7	24	engineering	engineering	NOUN
ajst-29875	7	25	method	method	NOUN
ajst-29875	7	26	,	,	PUNCT
ajst-29875	7	27	including	include	VERB
ajst-29875	7	28	data	data	NOUN
ajst-29875	7	29	acquisition	acquisition	NOUN
ajst-29875	7	30	and	and	CCONJ
ajst-29875	7	31	preprocessing	preprocessing	NOUN
ajst-29875	7	32	,	,	PUNCT
ajst-29875	7	33	model	model	NOUN
ajst-29875	7	34	architecture	architecture	NOUN
ajst-29875	7	35	design	design	NOUN
ajst-29875	7	36	,	,	PUNCT
ajst-29875	7	37	etc	etc	X
ajst-29875	7	38	.	.	X
ajst-29875	7	39	then	then	ADV
ajst-29875	7	40	,	,	PUNCT
ajst-29875	7	41	it	it	PRON
ajst-29875	7	42	uses	use	VERB
ajst-29875	7	43	the	the	DET
ajst-29875	7	44	calculation	calculation	NOUN
ajst-29875	7	45	principle	principle	NOUN
ajst-29875	7	46	of	of	ADP
ajst-29875	7	47	spark	spark	NOUN
ajst-29875	7	48	and	and	CCONJ
ajst-29875	7	49	spark	spark	VERB
ajst-29875	7	50	shuffle	shuffle	NOUN
ajst-29875	7	51	to	to	PART
ajst-29875	7	52	build	build	VERB
ajst-29875	7	53	distributed	distribute	VERB
ajst-29875	7	54	computing	computing	NOUN
ajst-29875	7	55	system	system	NOUN
ajst-29875	7	56	and	and	CCONJ
ajst-29875	7	57	distributed	distribute	VERB
ajst-29875	7	58	training	training	NOUN
ajst-29875	7	59	strategy	strategy	NOUN
ajst-29875	7	60	.	.	PUNCT
ajst-29875	8	1	finally	finally	ADV
ajst-29875	8	2	,	,	PUNCT
ajst-29875	8	3	the	the	DET
ajst-29875	8	4	model	model	NOUN
ajst-29875	8	5	is	be	AUX
ajst-29875	8	6	evaluated	evaluate	VERB
ajst-29875	8	7	and	and	CCONJ
ajst-29875	8	8	optimized	optimize	VERB
ajst-29875	8	9	,	,	PUNCT
ajst-29875	8	10	and	and	CCONJ
ajst-29875	8	11	the	the	DET
ajst-29875	8	12	existing	exist	VERB
ajst-29875	8	13	risks	risk	NOUN
ajst-29875	8	14	and	and	CCONJ
ajst-29875	8	15	countermeasures	countermeasure	NOUN
ajst-29875	8	16	are	be	AUX
ajst-29875	8	17	proposed	propose	VERB
ajst-29875	8	18	.	.	PUNCT
ajst-29875	9	1	the	the	DET
ajst-29875	9	2	method	method	NOUN
ajst-29875	9	3	in	in	ADP
ajst-29875	9	4	this	this	DET
ajst-29875	9	5	paper	paper	NOUN
ajst-29875	9	6	can	can	AUX
ajst-29875	9	7	effectively	effectively	ADV
ajst-29875	9	8	solve	solve	VERB
ajst-29875	9	9	many	many	ADJ
ajst-29875	9	10	problems	problem	NOUN
ajst-29875	9	11	faced	face	VERB
ajst-29875	9	12	by	by	ADP
ajst-29875	9	13	the	the	DET
ajst-29875	9	14	traditional	traditional	ADJ
ajst-29875	9	15	pricing	pricing	NOUN
ajst-29875	9	16	,	,	PUNCT
ajst-29875	9	17	and	and	CCONJ
ajst-29875	9	18	improve	improve	VERB
ajst-29875	9	19	the	the	DET
ajst-29875	9	20	accuracy	accuracy	NOUN
ajst-29875	9	21	and	and	CCONJ
ajst-29875	9	22	real	real	ADJ
ajst-29875	9	23	-	-	PUNCT
ajst-29875	9	24	time	time	NOUN
ajst-29875	9	25	pricing	pricing	NOUN
ajst-29875	9	26	.	.	PUNCT
ajst-29875	10	1	it	it	PRON
ajst-29875	10	2	will	will	AUX
ajst-29875	10	3	bring	bring	VERB
ajst-29875	10	4	significant	significant	ADJ
ajst-29875	10	5	economic	economic	ADJ
ajst-29875	10	6	and	and	CCONJ
ajst-29875	10	7	social	social	ADJ
ajst-29875	10	8	benefits	benefit	NOUN
ajst-29875	10	9	to	to	ADP
ajst-29875	10	10	the	the	DET
ajst-29875	10	11	enterprise	enterprise	NOUN
ajst-29875	10	12	,	,	PUNCT
ajst-29875	10	13	and	and	CCONJ
ajst-29875	10	14	promote	promote	VERB
ajst-29875	10	15	the	the	DET
ajst-29875	10	16	healthy	healthy	ADJ
ajst-29875	10	17	development	development	NOUN
ajst-29875	10	18	of	of	ADP
ajst-29875	10	19	the	the	DET
ajst-29875	10	20	automobile	automobile	NOUN
ajst-29875	10	21	aftermarket	aftermarket	NOUN
ajst-29875	10	22	.	.	PUNCT
ajst-29875	11	1	keywords	keyword	NOUN
ajst-29875	11	2	:	:	PUNCT
ajst-29875	11	3	distributed	distribute	VERB
ajst-29875	11	4	;	;	PUNCT
ajst-29875	11	5	feature	feature	NOUN
ajst-29875	11	6	engineering	engineering	NOUN
ajst-29875	11	7	;	;	PUNCT
ajst-29875	11	8	training	training	NOUN
ajst-29875	11	9	strategy	strategy	NOUN
ajst-29875	11	10	;	;	PUNCT
ajst-29875	11	11	aftermarket	aftermarket	NOUN
ajst-29875	11	12	parts	part	NOUN
ajst-29875	11	13	for	for	ADP
ajst-29875	11	14	cars	car	NOUN
ajst-29875	11	15	.	.	PUNCT
ajst-29875	12	1	1	1	X
ajst-29875	12	2	.	.	X
ajst-29875	12	3	background	background	NOUN
ajst-29875	12	4	as	as	ADP
ajst-29875	12	5	an	an	DET
ajst-29875	12	6	important	important	ADJ
ajst-29875	12	7	means	mean	NOUN
ajst-29875	12	8	of	of	ADP
ajst-29875	12	9	transportation	transportation	NOUN
ajst-29875	12	10	in	in	ADP
ajst-29875	12	11	modern	modern	ADJ
ajst-29875	12	12	society	society	NOUN
ajst-29875	12	13	,	,	PUNCT
ajst-29875	12	14	the	the	DET
ajst-29875	12	15	number	number	NOUN
ajst-29875	12	16	of	of	ADP
ajst-29875	12	17	cars	car	NOUN
ajst-29875	12	18	continues	continue	VERB
ajst-29875	12	19	to	to	PART
ajst-29875	12	20	grow	grow	VERB
ajst-29875	12	21	,	,	PUNCT
ajst-29875	12	22	and	and	CCONJ
ajst-29875	12	23	the	the	DET
ajst-29875	12	24	automobile	automobile	NOUN
ajst-29875	12	25	after	after	ADP
ajst-29875	12	26	-	-	PUNCT
ajst-29875	12	27	sales	sale	NOUN
ajst-29875	12	28	parts	part	NOUN
ajst-29875	12	29	market	market	NOUN
ajst-29875	12	30	has	have	AUX
ajst-29875	12	31	also	also	ADV
ajst-29875	12	32	developed	develop	VERB
ajst-29875	12	33	rapidly	rapidly	ADV
ajst-29875	12	34	.	.	PUNCT
ajst-29875	13	1	the	the	DET
ajst-29875	13	2	pricing	pricing	NOUN
ajst-29875	13	3	of	of	ADP
ajst-29875	13	4	after	after	ADP
ajst-29875	13	5	-	-	PUNCT
ajst-29875	13	6	sale	sale	NOUN
ajst-29875	13	7	parts	part	NOUN
ajst-29875	13	8	directly	directly	ADV
ajst-29875	13	9	affects	affect	VERB
ajst-29875	13	10	the	the	DET
ajst-29875	13	11	profits	profit	NOUN
ajst-29875	13	12	of	of	ADP
ajst-29875	13	13	automobile	automobile	NOUN
ajst-29875	13	14	maintenance	maintenance	NOUN
ajst-29875	13	15	enterprises	enterprise	NOUN
ajst-29875	13	16	,	,	PUNCT
ajst-29875	13	17	the	the	DET
ajst-29875	13	18	maintenance	maintenance	NOUN
ajst-29875	13	19	costs	cost	NOUN
ajst-29875	13	20	of	of	ADP
ajst-29875	13	21	consumers	consumer	NOUN
ajst-29875	13	22	and	and	CCONJ
ajst-29875	13	23	the	the	DET
ajst-29875	13	24	competition	competition	NOUN
ajst-29875	13	25	pattern	pattern	NOUN
ajst-29875	13	26	of	of	ADP
ajst-29875	13	27	the	the	DET
ajst-29875	13	28	entire	entire	ADJ
ajst-29875	13	29	market	market	NOUN
ajst-29875	13	30	.	.	PUNCT
ajst-29875	14	1	however	however	ADV
ajst-29875	14	2	,	,	PUNCT
ajst-29875	14	3	the	the	DET
ajst-29875	14	4	traditional	traditional	ADJ
ajst-29875	14	5	pricing	pricing	NOUN
ajst-29875	14	6	method	method	NOUN
ajst-29875	14	7	mainly	mainly	ADV
ajst-29875	14	8	relies	rely	VERB
ajst-29875	14	9	on	on	ADP
ajst-29875	14	10	manual	manual	ADJ
ajst-29875	14	11	experience	experience	NOUN
ajst-29875	14	12	and	and	CCONJ
ajst-29875	14	13	market	market	NOUN
ajst-29875	14	14	research	research	NOUN
ajst-29875	14	15	,	,	PUNCT
ajst-29875	14	16	which	which	PRON
ajst-29875	14	17	is	be	AUX
ajst-29875	14	18	difficult	difficult	ADJ
ajst-29875	14	19	to	to	PART
ajst-29875	14	20	consider	consider	VERB
ajst-29875	14	21	many	many	ADJ
ajst-29875	14	22	complex	complex	ADJ
ajst-29875	14	23	factors	factor	NOUN
ajst-29875	14	24	,	,	PUNCT
ajst-29875	14	25	resulting	result	VERB
ajst-29875	14	26	in	in	ADP
ajst-29875	14	27	pricing	pricing	NOUN
ajst-29875	14	28	is	be	AUX
ajst-29875	14	29	not	not	PART
ajst-29875	14	30	accurate	accurate	ADJ
ajst-29875	14	31	enough	enough	ADV
ajst-29875	14	32	to	to	PART
ajst-29875	14	33	adapt	adapt	VERB
ajst-29875	14	34	to	to	ADP
ajst-29875	14	35	the	the	DET
ajst-29875	14	36	changes	change	NOUN
ajst-29875	14	37	of	of	ADP
ajst-29875	14	38	the	the	DET
ajst-29875	14	39	market	market	NOUN
ajst-29875	14	40	in	in	ADP
ajst-29875	14	41	real	real	ADJ
ajst-29875	14	42	time	time	NOUN
ajst-29875	14	43	.	.	PUNCT
ajst-29875	15	1	at	at	ADP
ajst-29875	15	2	present	present	ADJ
ajst-29875	15	3	,	,	PUNCT
ajst-29875	15	4	there	there	PRON
ajst-29875	15	5	are	be	VERB
ajst-29875	15	6	mainly	mainly	ADV
ajst-29875	15	7	the	the	DET
ajst-29875	15	8	following	following	ADJ
ajst-29875	15	9	ways	way	NOUN
ajst-29875	15	10	to	to	PART
ajst-29875	15	11	price	price	VERB
ajst-29875	15	12	auto	auto	NOUN
ajst-29875	15	13	aftermarket	aftermarket	NOUN
ajst-29875	15	14	parts	part	NOUN
ajst-29875	15	15	:	:	PUNCT
ajst-29875	15	16	cost	cost	NOUN
ajst-29875	15	17	-	-	PUNCT
ajst-29875	15	18	plus	plus	CCONJ
ajst-29875	15	19	-	-	PUNCT
ajst-29875	15	20	based	base	VERB
ajst-29875	15	21	pricing	pricing	NOUN
ajst-29875	15	22	,	,	PUNCT
ajst-29875	15	23	marketoriented	marketoriente	VERB
ajst-29875	15	24	pricing	pricing	NOUN
ajst-29875	15	25	and	and	CCONJ
ajst-29875	15	26	competitor	competitor	NOUN
ajst-29875	15	27	pricing	pricing	NOUN
ajst-29875	15	28	.	.	PUNCT
ajst-29875	16	1	the	the	DET
ajst-29875	16	2	cost	cost	NOUN
ajst-29875	16	3	plus	plus	CCONJ
ajst-29875	16	4	pricing	pricing	NOUN
ajst-29875	16	5	simply	simply	ADV
ajst-29875	16	6	considers	consider	VERB
ajst-29875	16	7	the	the	DET
ajst-29875	16	8	cost	cost	NOUN
ajst-29875	16	9	and	and	CCONJ
ajst-29875	16	10	expected	expect	VERB
ajst-29875	16	11	profit	profit	NOUN
ajst-29875	16	12	of	of	ADP
ajst-29875	16	13	the	the	DET
ajst-29875	16	14	parts	part	NOUN
ajst-29875	16	15	,	,	PUNCT
ajst-29875	16	16	ignoring	ignore	VERB
ajst-29875	16	17	the	the	DET
ajst-29875	16	18	market	market	NOUN
ajst-29875	16	19	demand	demand	NOUN
ajst-29875	16	20	and	and	CCONJ
ajst-29875	16	21	competition	competition	NOUN
ajst-29875	16	22	factors	factor	NOUN
ajst-29875	16	23	;	;	PUNCT
ajst-29875	16	24	marketoriented	marketoriente	VERB
ajst-29875	16	25	pricing	pricing	NOUN
ajst-29875	16	26	focuses	focus	VERB
ajst-29875	16	27	on	on	ADP
ajst-29875	16	28	changes	change	NOUN
ajst-29875	16	29	in	in	ADP
ajst-29875	16	30	market	market	NOUN
ajst-29875	16	31	demand	demand	NOUN
ajst-29875	16	32	,	,	PUNCT
ajst-29875	16	33	but	but	CCONJ
ajst-29875	16	34	lacks	lack	VERB
ajst-29875	16	35	the	the	DET
ajst-29875	16	36	ability	ability	NOUN
ajst-29875	16	37	to	to	PART
ajst-29875	16	38	analyze	analyze	VERB
ajst-29875	16	39	and	and	CCONJ
ajst-29875	16	40	process	process	VERB
ajst-29875	16	41	market	market	NOUN
ajst-29875	16	42	data	datum	NOUN
ajst-29875	16	43	in	in	ADP
ajst-29875	16	44	depth	depth	NOUN
ajst-29875	16	45	;	;	PUNCT
ajst-29875	16	46	competitor	competitor	NOUN
ajst-29875	16	47	pricing	pricing	NOUN
ajst-29875	16	48	mainly	mainly	ADV
ajst-29875	16	49	refers	refer	VERB
ajst-29875	16	50	to	to	ADP
ajst-29875	16	51	the	the	DET
ajst-29875	16	52	prices	price	NOUN
ajst-29875	16	53	of	of	ADP
ajst-29875	16	54	competitors	competitor	NOUN
ajst-29875	16	55	,	,	PUNCT
ajst-29875	16	56	which	which	PRON
ajst-29875	16	57	is	be	AUX
ajst-29875	16	58	easy	easy	ADJ
ajst-29875	16	59	to	to	PART
ajst-29875	16	60	lead	lead	VERB
ajst-29875	16	61	to	to	ADP
ajst-29875	16	62	price	price	NOUN
ajst-29875	16	63	wars	war	NOUN
ajst-29875	16	64	and	and	CCONJ
ajst-29875	16	65	market	market	NOUN
ajst-29875	16	66	chaos	chaos	NOUN
ajst-29875	16	67	.	.	PUNCT
ajst-29875	17	1	automobile	automobile	NOUN
ajst-29875	17	2	after	after	ADP
ajst-29875	17	3	-	-	PUNCT
ajst-29875	17	4	sales	sale	NOUN
ajst-29875	17	5	parts	part	NOUN
ajst-29875	17	6	data	datum	NOUN
ajst-29875	17	7	has	have	VERB
ajst-29875	17	8	the	the	DET
ajst-29875	17	9	characteristics	characteristic	NOUN
ajst-29875	17	10	of	of	ADP
ajst-29875	17	11	diversity	diversity	NOUN
ajst-29875	17	12	,	,	PUNCT
ajst-29875	17	13	dynamic	dynamic	ADJ
ajst-29875	17	14	and	and	CCONJ
ajst-29875	17	15	large	large	ADJ
ajst-29875	17	16	-	-	PUNCT
ajst-29875	17	17	scale	scale	NOUN
ajst-29875	17	18	,	,	PUNCT
ajst-29875	17	19	different	different	ADJ
ajst-29875	17	20	brands	brand	NOUN
ajst-29875	17	21	,	,	PUNCT
ajst-29875	17	22	models	model	NOUN
ajst-29875	17	23	,	,	PUNCT
ajst-29875	17	24	specifications	specification	NOUN
ajst-29875	17	25	of	of	ADP
ajst-29875	17	26	the	the	DET
ajst-29875	17	27	parts	part	NOUN
ajst-29875	17	28	of	of	ADP
ajst-29875	17	29	its	its	PRON
ajst-29875	17	30	characteristics	characteristic	NOUN
ajst-29875	17	31	and	and	CCONJ
ajst-29875	17	32	price	price	NOUN
ajst-29875	17	33	factors	factor	NOUN
ajst-29875	17	34	are	be	AUX
ajst-29875	17	35	not	not	PART
ajst-29875	17	36	the	the	DET
ajst-29875	17	37	same	same	ADJ
ajst-29875	17	38	,	,	PUNCT
ajst-29875	17	39	while	while	SCONJ
ajst-29875	17	40	the	the	DET
ajst-29875	17	41	market	market	NOUN
ajst-29875	17	42	dynamics	dynamic	NOUN
ajst-29875	17	43	and	and	CCONJ
ajst-29875	17	44	consumer	consumer	NOUN
ajst-29875	17	45	demand	demand	NOUN
ajst-29875	17	46	are	be	AUX
ajst-29875	17	47	constantly	constantly	ADV
ajst-29875	17	48	changing	change	VERB
ajst-29875	17	49	,	,	PUNCT
ajst-29875	17	50	which	which	PRON
ajst-29875	17	51	makes	make	VERB
ajst-29875	17	52	the	the	DET
ajst-29875	17	53	processing	processing	NOUN
ajst-29875	17	54	and	and	CCONJ
ajst-29875	17	55	analysis	analysis	NOUN
ajst-29875	17	56	of	of	ADP
ajst-29875	17	57	data	datum	NOUN
ajst-29875	17	58	more	more	ADV
ajst-29875	17	59	difficult	difficult	ADJ
ajst-29875	17	60	.	.	PUNCT
ajst-29875	18	1	the	the	DET
ajst-29875	18	2	price	price	NOUN
ajst-29875	18	3	of	of	ADP
ajst-29875	18	4	spare	spare	ADJ
ajst-29875	18	5	parts	part	NOUN
ajst-29875	18	6	is	be	AUX
ajst-29875	18	7	affected	affect	VERB
ajst-29875	18	8	by	by	ADP
ajst-29875	18	9	a	a	DET
ajst-29875	18	10	variety	variety	NOUN
ajst-29875	18	11	of	of	ADP
ajst-29875	18	12	factors	factor	NOUN
ajst-29875	18	13	,	,	PUNCT
ajst-29875	18	14	such	such	ADJ
ajst-29875	18	15	as	as	ADP
ajst-29875	18	16	brand	brand	NOUN
ajst-29875	18	17	,	,	PUNCT
ajst-29875	18	18	quality	quality	NOUN
ajst-29875	18	19	,	,	PUNCT
ajst-29875	18	20	market	market	NOUN
ajst-29875	18	21	demand	demand	NOUN
ajst-29875	18	22	,	,	PUNCT
ajst-29875	18	23	supply	supply	NOUN
ajst-29875	18	24	,	,	PUNCT
ajst-29875	18	25	etc	etc	X
ajst-29875	18	26	.	.	X
ajst-29875	18	27	,	,	PUNCT
ajst-29875	18	28	there	there	PRON
ajst-29875	18	29	are	be	VERB
ajst-29875	18	30	complex	complex	ADJ
ajst-29875	18	31	causal	causal	ADJ
ajst-29875	18	32	relationships	relationship	NOUN
ajst-29875	18	33	and	and	CCONJ
ajst-29875	18	34	mutual	mutual	ADJ
ajst-29875	18	35	effects	effect	NOUN
ajst-29875	18	36	between	between	ADP
ajst-29875	18	37	these	these	DET
ajst-29875	18	38	factors	factor	NOUN
ajst-29875	18	39	,	,	PUNCT
ajst-29875	18	40	it	it	PRON
ajst-29875	18	41	is	be	AUX
ajst-29875	18	42	difficult	difficult	ADJ
ajst-29875	18	43	to	to	PART
ajst-29875	18	44	use	use	VERB
ajst-29875	18	45	traditional	traditional	ADJ
ajst-29875	18	46	statistical	statistical	ADJ
ajst-29875	18	47	methods	method	NOUN
ajst-29875	18	48	for	for	ADP
ajst-29875	18	49	accurate	accurate	ADJ
ajst-29875	18	50	modeling	modeling	NOUN
ajst-29875	18	51	.	.	PUNCT
ajst-29875	19	1	based	base	VERB
ajst-29875	19	2	on	on	ADP
ajst-29875	19	3	the	the	DET
ajst-29875	19	4	above	above	ADJ
ajst-29875	19	5	factors	factor	NOUN
ajst-29875	19	6	,	,	PUNCT
ajst-29875	19	7	this	this	DET
ajst-29875	19	8	paper	paper	NOUN
ajst-29875	19	9	cites	cite	VERB
ajst-29875	19	10	the	the	DET
ajst-29875	19	11	distributed	distribute	VERB
ajst-29875	19	12	architecture	architecture	NOUN
ajst-29875	19	13	method	method	NOUN
ajst-29875	19	14	.	.	PUNCT
ajst-29875	20	1	distributed	distribute	VERB
ajst-29875	20	2	computing	computing	NOUN
ajst-29875	20	3	and	and	CCONJ
ajst-29875	20	4	distributed	distribute	VERB
ajst-29875	20	5	storage	storage	NOUN
ajst-29875	20	6	technology	technology	NOUN
ajst-29875	20	7	can	can	AUX
ajst-29875	20	8	store	store	VERB
ajst-29875	20	9	massive	massive	ADJ
ajst-29875	20	10	after	after	ADP
ajst-29875	20	11	-	-	PUNCT
ajst-29875	20	12	sale	sale	NOUN
ajst-29875	20	13	parts	part	NOUN
ajst-29875	20	14	data	datum	NOUN
ajst-29875	20	15	on	on	ADP
ajst-29875	20	16	multiple	multiple	ADJ
ajst-29875	20	17	nodes	node	NOUN
ajst-29875	20	18	,	,	PUNCT
ajst-29875	20	19	and	and	CCONJ
ajst-29875	20	20	improve	improve	VERB
ajst-29875	20	21	data	datum	NOUN
ajst-29875	20	22	processing	processing	NOUN
ajst-29875	20	23	power	power	NOUN
ajst-29875	20	24	and	and	CCONJ
ajst-29875	20	25	computing	computing	NOUN
ajst-29875	20	26	efficiency	efficiency	NOUN
ajst-29875	20	27	through	through	ADP
ajst-29875	20	28	parallel	parallel	ADJ
ajst-29875	20	29	processing	processing	NOUN
ajst-29875	20	30	.	.	PUNCT
ajst-29875	21	1	the	the	DET
ajst-29875	21	2	distributed	distribute	VERB
ajst-29875	21	3	architecture	architecture	NOUN
ajst-29875	21	4	method	method	NOUN
ajst-29875	21	5	is	be	AUX
ajst-29875	21	6	used	use	VERB
ajst-29875	21	7	in	in	ADP
ajst-29875	21	8	all	all	DET
ajst-29875	21	9	walks	walk	NOUN
ajst-29875	21	10	of	of	ADP
ajst-29875	21	11	life	life	NOUN
ajst-29875	21	12	.	.	PUNCT
ajst-29875	22	1	for	for	ADP
ajst-29875	22	2	example[1	example[1	NOUN
ajst-29875	22	3	]	]	PUNCT
ajst-29875	22	4	,	,	PUNCT
ajst-29875	22	5	in	in	ADP
ajst-29875	22	6	order	order	NOUN
ajst-29875	22	7	to	to	PART
ajst-29875	22	8	solve	solve	VERB
ajst-29875	22	9	the	the	DET
ajst-29875	22	10	problems	problem	NOUN
ajst-29875	22	11	that	that	PRON
ajst-29875	22	12	the	the	DET
ajst-29875	22	13	existing	exist	VERB
ajst-29875	22	14	researches	research	NOUN
ajst-29875	22	15	on	on	ADP
ajst-29875	22	16	spatial	spatial	ADJ
ajst-29875	22	17	data	data	NOUN
ajst-29875	22	18	models	model	NOUN
ajst-29875	22	19	do	do	AUX
ajst-29875	22	20	not	not	PART
ajst-29875	22	21	involve	involve	VERB
ajst-29875	22	22	the	the	DET
ajst-29875	22	23	behavior	behavior	NOUN
ajst-29875	22	24	characteristics	characteristic	NOUN
ajst-29875	22	25	of	of	ADP
ajst-29875	22	26	entities	entity	NOUN
ajst-29875	22	27	and	and	CCONJ
ajst-29875	22	28	lack	lack	VERB
ajst-29875	22	29	the	the	DET
ajst-29875	22	30	description	description	NOUN
ajst-29875	22	31	of	of	ADP
ajst-29875	22	32	individual	individual	ADJ
ajst-29875	22	33	behaviors	behavior	NOUN
ajst-29875	22	34	,	,	PUNCT
ajst-29875	22	35	an	an	DET
ajst-29875	22	36	innovative	innovative	ADJ
ajst-29875	22	37	database	database	NOUN
ajst-29875	22	38	system	system	NOUN
ajst-29875	22	39	is	be	AUX
ajst-29875	22	40	proposed	propose	VERB
ajst-29875	22	41	,	,	PUNCT
ajst-29875	22	42	whose	whose	DET
ajst-29875	22	43	underlying	underlying	ADJ
ajst-29875	22	44	architecture	architecture	NOUN
ajst-29875	22	45	is	be	AUX
ajst-29875	22	46	specially	specially	ADV
ajst-29875	22	47	built	build	VERB
ajst-29875	22	48	for	for	ADP
ajst-29875	22	49	the	the	DET
ajst-29875	22	50	distributed	distribute	VERB
ajst-29875	22	51	computing	computing	NOUN
ajst-29875	22	52	of	of	ADP
ajst-29875	22	53	dynamic	dynamic	ADJ
ajst-29875	22	54	behaviors	behavior	NOUN
ajst-29875	22	55	.	.	PUNCT
ajst-29875	23	1	the	the	DET
ajst-29875	23	2	system	system	NOUN
ajst-29875	23	3	adopts	adopt	VERB
ajst-29875	23	4	"	"	PUNCT
ajst-29875	23	5	mixed	mixed	ADJ
ajst-29875	23	6	-	-	PUNCT
ajst-29875	23	7	match	match	NOUN
ajst-29875	23	8	"	"	PUNCT
ajst-29875	23	9	data	datum	NOUN
ajst-29875	23	10	storage	storage	NOUN
ajst-29875	23	11	architecture	architecture	NOUN
ajst-29875	23	12	,	,	PUNCT
ajst-29875	23	13	combined	combine	VERB
ajst-29875	23	14	with	with	ADP
ajst-29875	23	15	"	"	PUNCT
ajst-29875	23	16	master	master	NOUN
ajst-29875	23	17	-	-	PUNCT
ajst-29875	23	18	slave	slave	NOUN
ajst-29875	23	19	"	"	PUNCT
ajst-29875	23	20	database	database	NOUN
ajst-29875	23	21	storage	storage	NOUN
ajst-29875	23	22	strategy	strategy	NOUN
ajst-29875	23	23	,	,	PUNCT
ajst-29875	23	24	in	in	ADP
ajst-29875	23	25	order	order	NOUN
ajst-29875	23	26	to	to	PART
ajst-29875	23	27	optimize	optimize	VERB
ajst-29875	23	28	the	the	DET
ajst-29875	23	29	data	datum	NOUN
ajst-29875	23	30	storage	storage	NOUN
ajst-29875	23	31	and	and	CCONJ
ajst-29875	23	32	management	management	NOUN
ajst-29875	23	33	process	process	NOUN
ajst-29875	23	34	.	.	PUNCT
ajst-29875	24	1	this	this	DET
ajst-29875	24	2	realization	realization	NOUN
ajst-29875	24	3	breaks	break	VERB
ajst-29875	24	4	through	through	ADP
ajst-29875	24	5	the	the	DET
ajst-29875	24	6	limitation	limitation	NOUN
ajst-29875	24	7	of	of	ADP
ajst-29875	24	8	traditional	traditional	ADJ
ajst-29875	24	9	dynamic	dynamic	ADJ
ajst-29875	24	10	behavior	behavior	NOUN
ajst-29875	24	11	as	as	ADP
ajst-29875	24	12	process	process	NOUN
ajst-29875	24	13	simulation	simulation	NOUN
ajst-29875	24	14	,	,	PUNCT
ajst-29875	24	15	provides	provide	VERB
ajst-29875	24	16	strong	strong	ADJ
ajst-29875	24	17	distributed	distribute	VERB
ajst-29875	24	18	computing	computing	NOUN
ajst-29875	24	19	support	support	NOUN
ajst-29875	24	20	for	for	ADP
ajst-29875	24	21	the	the	DET
ajst-29875	24	22	dynamic	dynamic	ADJ
ajst-29875	24	23	behavior	behavior	NOUN
ajst-29875	24	24	of	of	ADP
ajst-29875	24	25	spatio	spatio	PROPN
ajst-29875	24	26	-	-	PUNCT
ajst-29875	24	27	temporal	temporal	ADJ
ajst-29875	24	28	objects	object	NOUN
ajst-29875	24	29	,	,	PUNCT
ajst-29875	24	30	and	and	CCONJ
ajst-29875	24	31	shows	show	VERB
ajst-29875	24	32	significant	significant	ADJ
ajst-29875	24	33	performance	performance	NOUN
ajst-29875	24	34	advantages	advantage	NOUN
ajst-29875	24	35	.	.	PUNCT
ajst-29875	25	1	the	the	DET
ajst-29875	25	2	literature[2	literature[2	PROPN
ajst-29875	25	3	]	]	PUNCT
ajst-29875	25	4	introduces	introduce	NOUN
ajst-29875	25	5	distributed	distribute	VERB
ajst-29875	25	6	computing	compute	VERB
ajst-29875	25	7	to	to	PART
ajst-29875	25	8	solve	solve	VERB
ajst-29875	25	9	the	the	DET
ajst-29875	25	10	problem	problem	NOUN
ajst-29875	25	11	of	of	ADP
ajst-29875	25	12	insufficient	insufficient	ADJ
ajst-29875	25	13	traditional	traditional	ADJ
ajst-29875	25	14	stand	stand	NOUN
ajst-29875	25	15	-	-	PUNCT
ajst-29875	25	16	alone	alone	ADV
ajst-29875	25	17	processing	processing	NOUN
ajst-29875	25	18	capacity	capacity	NOUN
ajst-29875	25	19	,	,	PUNCT
ajst-29875	25	20	and	and	CCONJ
ajst-29875	25	21	analyzes	analyze	VERB
ajst-29875	25	22	data	datum	NOUN
ajst-29875	25	23	security	security	NOUN
ajst-29875	25	24	and	and	CCONJ
ajst-29875	25	25	privacy	privacy	NOUN
ajst-29875	25	26	protection	protection	NOUN
ajst-29875	25	27	in	in	ADP
ajst-29875	25	28	combination	combination	NOUN
ajst-29875	25	29	with	with	ADP
ajst-29875	25	30	the	the	DET
ajst-29875	25	31	characteristics	characteristic	NOUN
ajst-29875	25	32	of	of	ADP
ajst-29875	25	33	large	large	ADJ
ajst-29875	25	34	-	-	PUNCT
ajst-29875	25	35	scale	scale	NOUN
ajst-29875	25	36	data	datum	NOUN
ajst-29875	25	37	processing	processing	NOUN
ajst-29875	25	38	,	,	PUNCT
ajst-29875	25	39	so	so	SCONJ
ajst-29875	25	40	as	as	SCONJ
ajst-29875	25	41	to	to	PART
ajst-29875	25	42	provide	provide	VERB
ajst-29875	25	43	technical	technical	ADJ
ajst-29875	25	44	support	support	NOUN
ajst-29875	25	45	for	for	ADP
ajst-29875	25	46	promoting	promote	VERB
ajst-29875	25	47	digital	digital	ADJ
ajst-29875	25	48	transformation	transformation	NOUN
ajst-29875	25	49	and	and	CCONJ
ajst-29875	25	50	information	information	NOUN
ajst-29875	25	51	construction	construction	NOUN
ajst-29875	25	52	.	.	PUNCT
ajst-29875	26	1	in	in	ADP
ajst-29875	26	2	order	order	NOUN
ajst-29875	26	3	to	to	PART
ajst-29875	26	4	efficiently	efficiently	ADV
ajst-29875	26	5	store	store	VERB
ajst-29875	26	6	and	and	CCONJ
ajst-29875	26	7	manage	manage	VERB
ajst-29875	26	8	big	big	ADJ
ajst-29875	26	9	data	datum	NOUN
ajst-29875	26	10	of	of	ADP
ajst-29875	26	11	water	water	NOUN
ajst-29875	26	12	conservancy	conservancy	NOUN
ajst-29875	26	13	and	and	CCONJ
ajst-29875	26	14	geospatial	geospatial	NOUN
ajst-29875	26	15	,	,	PUNCT
ajst-29875	26	16	a	a	DET
ajst-29875	26	17	distributed	distribute	VERB
ajst-29875	26	18	storage	storage	NOUN
ajst-29875	26	19	and	and	CCONJ
ajst-29875	26	20	computing	compute	VERB
ajst-29875	26	21	architecture	architecture	NOUN
ajst-29875	26	22	based	base	VERB
ajst-29875	26	23	on	on	ADP
ajst-29875	26	24	hadoop	hadoop	NOUN
ajst-29875	26	25	and	and	CCONJ
ajst-29875	26	26	spark	spark	NOUN
ajst-29875	26	27	is	be	AUX
ajst-29875	26	28	proposed	propose	VERB
ajst-29875	26	29	in	in	ADP
ajst-29875	26	30	the	the	DET
ajst-29875	26	31	literature[3	literature[3	PROPN
ajst-29875	26	32	]	]	PUNCT
ajst-29875	26	33	.	.	PUNCT
ajst-29875	27	1	at	at	ADP
ajst-29875	27	2	the	the	DET
ajst-29875	27	3	same	same	ADJ
ajst-29875	27	4	time	time	NOUN
ajst-29875	27	5	,	,	PUNCT
ajst-29875	27	6	the	the	DET
ajst-29875	27	7	memory	memory	NOUN
ajst-29875	27	8	and	and	CCONJ
ajst-29875	27	9	cache	cache	NOUN
ajst-29875	27	10	mechanism	mechanism	NOUN
ajst-29875	27	11	of	of	ADP
ajst-29875	27	12	spark	spark	NOUN
ajst-29875	27	13	are	be	AUX
ajst-29875	27	14	rationally	rationally	ADV
ajst-29875	27	15	used	use	VERB
ajst-29875	27	16	to	to	PART
ajst-29875	27	17	design	design	VERB
ajst-29875	27	18	and	and	CCONJ
ajst-29875	27	19	implement	implement	VERB
ajst-29875	27	20	a	a	DET
ajst-29875	27	21	distributed	distribute	VERB
ajst-29875	27	22	storage	storage	NOUN
ajst-29875	27	23	and	and	CCONJ
ajst-29875	27	24	computing	computing	NOUN
ajst-29875	27	25	method	method	NOUN
ajst-29875	27	26	for	for	ADP
ajst-29875	27	27	spatial	spatial	ADJ
ajst-29875	27	28	big	big	ADJ
ajst-29875	27	29	data	datum	NOUN
ajst-29875	27	30	.	.	PUNCT
ajst-29875	28	1	based	base	VERB
ajst-29875	28	2	on	on	ADP
ajst-29875	28	3	the	the	DET
ajst-29875	28	4	dem	dem	PROPN
ajst-29875	28	5	data	datum	NOUN
ajst-29875	28	6	of	of	ADP
ajst-29875	28	7	a	a	DET
ajst-29875	28	8	hydropower	hydropower	NOUN
ajst-29875	28	9	station	station	NOUN
ajst-29875	28	10	reservoir	reservoir	NOUN
ajst-29875	28	11	area	area	NOUN
ajst-29875	28	12	,	,	PUNCT
ajst-29875	28	13	the	the	DET
ajst-29875	28	14	calculation	calculation	NOUN
ajst-29875	28	15	method	method	NOUN
ajst-29875	28	16	proposed	propose	VERB
ajst-29875	28	17	in	in	ADP
ajst-29875	28	18	this	this	DET
ajst-29875	28	19	paper	paper	NOUN
ajst-29875	28	20	is	be	AUX
ajst-29875	28	21	verified	verify	VERB
ajst-29875	28	22	,	,	PUNCT
ajst-29875	28	23	and	and	CCONJ
ajst-29875	28	24	the	the	DET
ajst-29875	28	25	method	method	NOUN
ajst-29875	28	26	has	have	VERB
ajst-29875	28	27	higher	high	ADJ
ajst-29875	28	28	computing	computing	NOUN
ajst-29875	28	29	efficiency	efficiency	NOUN
ajst-29875	28	30	and	and	CCONJ
ajst-29875	28	31	good	good	ADJ
ajst-29875	28	32	scalability	scalability	NOUN
ajst-29875	28	33	.	.	PUNCT
ajst-29875	29	1	to	to	PART
ajst-29875	29	2	sum	sum	VERB
ajst-29875	29	3	up	up	ADP
ajst-29875	29	4	,	,	PUNCT
ajst-29875	29	5	this	this	DET
ajst-29875	29	6	paper	paper	NOUN
ajst-29875	29	7	aims	aim	VERB
ajst-29875	29	8	to	to	PART
ajst-29875	29	9	build	build	VERB
ajst-29875	29	10	an	an	DET
ajst-29875	29	11	auto	auto	NOUN
ajst-29875	29	12	aftermarket	aftermarket	NOUN
ajst-29875	29	13	181	181	NUM
ajst-29875	29	14	parts	part	NOUN
ajst-29875	29	15	automatic	automatic	ADJ
ajst-29875	29	16	pricing	pricing	NOUN
ajst-29875	29	17	tool	tool	NOUN
ajst-29875	29	18	based	base	VERB
ajst-29875	29	19	on	on	ADP
ajst-29875	29	20	distributed	distribute	VERB
ajst-29875	29	21	computing	computing	NOUN
ajst-29875	29	22	,	,	PUNCT
ajst-29875	29	23	fully	fully	ADV
ajst-29875	29	24	exploit	exploit	VERB
ajst-29875	29	25	and	and	CCONJ
ajst-29875	29	26	utilize	utilize	VERB
ajst-29875	29	27	massive	massive	ADJ
ajst-29875	29	28	aftermarket	aftermarket	NOUN
ajst-29875	29	29	parts	part	NOUN
ajst-29875	29	30	data	datum	NOUN
ajst-29875	29	31	,	,	PUNCT
ajst-29875	29	32	comprehensively	comprehensively	ADV
ajst-29875	29	33	consider	consider	VERB
ajst-29875	29	34	the	the	DET
ajst-29875	29	35	influence	influence	NOUN
ajst-29875	29	36	of	of	ADP
ajst-29875	29	37	various	various	ADJ
ajst-29875	29	38	factors	factor	NOUN
ajst-29875	29	39	on	on	ADP
ajst-29875	29	40	prices	price	NOUN
ajst-29875	29	41	,	,	PUNCT
ajst-29875	29	42	improve	improve	VERB
ajst-29875	29	43	the	the	DET
ajst-29875	29	44	accuracy	accuracy	NOUN
ajst-29875	29	45	and	and	CCONJ
ajst-29875	29	46	real	real	ADJ
ajst-29875	29	47	-	-	PUNCT
ajst-29875	29	48	time	time	NOUN
ajst-29875	29	49	pricing	pricing	NOUN
ajst-29875	29	50	,	,	PUNCT
ajst-29875	29	51	provide	provide	VERB
ajst-29875	29	52	scientific	scientific	ADJ
ajst-29875	29	53	and	and	CCONJ
ajst-29875	29	54	reasonable	reasonable	ADJ
ajst-29875	29	55	pricing	pricing	NOUN
ajst-29875	29	56	decision	decision	NOUN
ajst-29875	29	57	support	support	NOUN
ajst-29875	29	58	for	for	ADP
ajst-29875	29	59	enterprises	enterprise	NOUN
ajst-29875	29	60	,	,	PUNCT
ajst-29875	29	61	and	and	CCONJ
ajst-29875	29	62	promote	promote	VERB
ajst-29875	29	63	the	the	DET
ajst-29875	29	64	healthy	healthy	ADJ
ajst-29875	29	65	development	development	NOUN
ajst-29875	29	66	of	of	ADP
ajst-29875	29	67	the	the	DET
ajst-29875	29	68	automobile	automobile	NOUN
ajst-29875	29	69	aftermarket	aftermarket	NOUN
ajst-29875	29	70	.	.	PUNCT
ajst-29875	30	1	2	2	X
ajst-29875	30	2	.	.	X
ajst-29875	30	3	research	research	NOUN
ajst-29875	30	4	methods	method	NOUN
ajst-29875	30	5	the	the	DET
ajst-29875	30	6	research	research	NOUN
ajst-29875	30	7	method	method	NOUN
ajst-29875	30	8	of	of	ADP
ajst-29875	30	9	this	this	DET
ajst-29875	30	10	paper	paper	NOUN
ajst-29875	30	11	includes	include	VERB
ajst-29875	30	12	four	four	NUM
ajst-29875	30	13	parts	part	NOUN
ajst-29875	30	14	:	:	PUNCT
ajst-29875	30	15	the	the	DET
ajst-29875	30	16	determination	determination	NOUN
ajst-29875	30	17	of	of	ADP
ajst-29875	30	18	accessory	accessory	ADJ
ajst-29875	30	19	price	price	NOUN
ajst-29875	30	20	calculation	calculation	NOUN
ajst-29875	30	21	method	method	NOUN
ajst-29875	30	22	,	,	PUNCT
ajst-29875	30	23	distributed	distribute	VERB
ajst-29875	30	24	calculation	calculation	NOUN
ajst-29875	30	25	principle	principle	NOUN
ajst-29875	30	26	,	,	PUNCT
ajst-29875	30	27	model	model	NOUN
ajst-29875	30	28	evaluation	evaluation	NOUN
ajst-29875	30	29	and	and	CCONJ
ajst-29875	30	30	optimization	optimization	NOUN
ajst-29875	30	31	,	,	PUNCT
ajst-29875	30	32	model	model	NOUN
ajst-29875	30	33	tuning	tuning	NOUN
ajst-29875	30	34	and	and	CCONJ
ajst-29875	30	35	risk	risk	NOUN
ajst-29875	30	36	control	control	NOUN
ajst-29875	30	37	.	.	PUNCT
ajst-29875	31	1	among	among	ADP
ajst-29875	31	2	them	they	PRON
ajst-29875	31	3	,	,	PUNCT
ajst-29875	31	4	the	the	DET
ajst-29875	31	5	determination	determination	NOUN
ajst-29875	31	6	of	of	ADP
ajst-29875	31	7	the	the	DET
ajst-29875	31	8	calculation	calculation	NOUN
ajst-29875	31	9	method	method	NOUN
ajst-29875	31	10	of	of	ADP
ajst-29875	31	11	the	the	DET
ajst-29875	31	12	spare	spare	ADJ
ajst-29875	31	13	parts	part	NOUN
ajst-29875	31	14	price	price	NOUN
ajst-29875	31	15	is	be	AUX
ajst-29875	31	16	mainly	mainly	ADV
ajst-29875	31	17	based	base	VERB
ajst-29875	31	18	on	on	ADP
ajst-29875	31	19	the	the	DET
ajst-29875	31	20	characteristics	characteristic	NOUN
ajst-29875	31	21	of	of	ADP
ajst-29875	31	22	the	the	DET
ajst-29875	31	23	automobile	automobile	NOUN
ajst-29875	31	24	after	after	ADP
ajst-29875	31	25	-	-	PUNCT
ajst-29875	31	26	sale	sale	NOUN
ajst-29875	31	27	parts	part	NOUN
ajst-29875	31	28	data	datum	NOUN
ajst-29875	31	29	,	,	PUNCT
ajst-29875	31	30	to	to	PART
ajst-29875	31	31	generate	generate	VERB
ajst-29875	31	32	new	new	ADJ
ajst-29875	31	33	characteristics	characteristic	NOUN
ajst-29875	31	34	;	;	PUNCT
ajst-29875	31	35	the	the	DET
ajst-29875	31	36	principle	principle	NOUN
ajst-29875	31	37	of	of	ADP
ajst-29875	31	38	distributed	distribute	VERB
ajst-29875	31	39	computing	computing	NOUN
ajst-29875	31	40	mainly	mainly	ADV
ajst-29875	31	41	includes	include	VERB
ajst-29875	31	42	spark	spark	NOUN
ajst-29875	31	43	memory	memory	NOUN
ajst-29875	31	44	scheduling	scheduling	NOUN
ajst-29875	31	45	mechanism	mechanism	NOUN
ajst-29875	31	46	,	,	PUNCT
ajst-29875	31	47	spark	spark	VERB
ajst-29875	31	48	shuffle	shuffle	NOUN
ajst-29875	31	49	principle	principle	NOUN
ajst-29875	31	50	and	and	CCONJ
ajst-29875	31	51	other	other	ADJ
ajst-29875	31	52	computer	computer	NOUN
ajst-29875	31	53	science	science	NOUN
ajst-29875	31	54	content	content	NOUN
ajst-29875	31	55	;	;	PUNCT
ajst-29875	31	56	model	model	NOUN
ajst-29875	31	57	evaluation	evaluation	NOUN
ajst-29875	31	58	and	and	CCONJ
ajst-29875	31	59	optimization	optimization	NOUN
ajst-29875	31	60	use	use	NOUN
ajst-29875	31	61	accuracy	accuracy	NOUN
ajst-29875	31	62	,	,	PUNCT
ajst-29875	31	63	mean	mean	ADJ
ajst-29875	31	64	square	square	ADJ
ajst-29875	31	65	error	error	NOUN
ajst-29875	31	66	(	(	PUNCT
ajst-29875	31	67	mse	mse	NOUN
ajst-29875	31	68	)	)	PUNCT
ajst-29875	31	69	,	,	PUNCT
ajst-29875	31	70	mean	mean	VERB
ajst-29875	31	71	absolute	absolute	ADJ
ajst-29875	31	72	error	error	NOUN
ajst-29875	31	73	(	(	PUNCT
ajst-29875	31	74	mae	mae	PROPN
ajst-29875	31	75	)	)	PUNCT
ajst-29875	31	76	and	and	CCONJ
ajst-29875	31	77	other	other	ADJ
ajst-29875	31	78	indicators	indicator	NOUN
ajst-29875	31	79	to	to	PART
ajst-29875	31	80	evaluate	evaluate	VERB
ajst-29875	31	81	the	the	DET
ajst-29875	31	82	pricing	pricing	NOUN
ajst-29875	31	83	accuracy	accuracy	NOUN
ajst-29875	31	84	of	of	ADP
ajst-29875	31	85	the	the	DET
ajst-29875	31	86	model	model	NOUN
ajst-29875	31	87	.	.	PUNCT
ajst-29875	32	1	risk	risk	NOUN
ajst-29875	32	2	control	control	NOUN
ajst-29875	32	3	mainly	mainly	ADV
ajst-29875	32	4	focuses	focus	VERB
ajst-29875	32	5	on	on	ADP
ajst-29875	32	6	the	the	DET
ajst-29875	32	7	research	research	NOUN
ajst-29875	32	8	of	of	ADP
ajst-29875	32	9	data	datum	NOUN
ajst-29875	32	10	privacy	privacy	NOUN
ajst-29875	32	11	and	and	CCONJ
ajst-29875	32	12	security	security	NOUN
ajst-29875	32	13	,	,	PUNCT
ajst-29875	32	14	model	model	NOUN
ajst-29875	32	15	interpretability	interpretability	NOUN
ajst-29875	32	16	,	,	PUNCT
ajst-29875	32	17	data	datum	NOUN
ajst-29875	32	18	update	update	NOUN
ajst-29875	32	19	and	and	CCONJ
ajst-29875	32	20	model	model	NOUN
ajst-29875	32	21	adaptability	adaptability	NOUN
ajst-29875	32	22	,	,	PUNCT
ajst-29875	32	23	etc	etc	X
ajst-29875	32	24	.	.	X
ajst-29875	33	1	the	the	DET
ajst-29875	33	2	research	research	NOUN
ajst-29875	33	3	methods	method	NOUN
ajst-29875	33	4	in	in	ADP
ajst-29875	33	5	this	this	DET
ajst-29875	33	6	paper	paper	NOUN
ajst-29875	33	7	are	be	AUX
ajst-29875	33	8	shown	show	VERB
ajst-29875	33	9	in	in	ADP
ajst-29875	33	10	figure	figure	NOUN
ajst-29875	33	11	1	1	NUM
ajst-29875	33	12	below	below	ADV
ajst-29875	33	13	.	.	PUNCT
ajst-29875	34	1	figure	figure	NOUN
ajst-29875	34	2	1	1	NUM
ajst-29875	34	3	.	.	PUNCT
ajst-29875	35	1	roadmap	roadmap	NOUN
ajst-29875	35	2	of	of	ADP
ajst-29875	35	3	research	research	NOUN
ajst-29875	35	4	methods	method	NOUN
ajst-29875	35	5	in	in	ADP
ajst-29875	35	6	this	this	DET
ajst-29875	35	7	paper	paper	NOUN
ajst-29875	35	8	2.1	2.1	NUM
ajst-29875	35	9	.	.	PUNCT
ajst-29875	35	10	determine	determine	VERB
ajst-29875	35	11	the	the	DET
ajst-29875	35	12	calculation	calculation	NOUN
ajst-29875	35	13	method	method	NOUN
ajst-29875	35	14	of	of	ADP
ajst-29875	35	15	aftersale	aftersale	NOUN
ajst-29875	35	16	parts	part	NOUN
ajst-29875	35	17	price	price	NOUN
ajst-29875	35	18	2.1.1	2.1.1	NUM
ajst-29875	35	19	.	.	PUNCT
ajst-29875	36	1	cost	cost	NOUN
ajst-29875	36	2	and	and	CCONJ
ajst-29875	36	3	selling	sell	VERB
ajst-29875	36	4	price	price	NOUN
ajst-29875	36	5	pricing	pricing	NOUN
ajst-29875	36	6	model	model	NOUN
ajst-29875	36	7	the	the	DET
ajst-29875	36	8	calculation	calculation	NOUN
ajst-29875	36	9	method	method	NOUN
ajst-29875	36	10	of	of	ADP
ajst-29875	36	11	after	after	ADP
ajst-29875	36	12	-	-	PUNCT
ajst-29875	36	13	sale	sale	NOUN
ajst-29875	36	14	parts	part	NOUN
ajst-29875	36	15	price	price	NOUN
ajst-29875	36	16	mainly	mainly	ADV
ajst-29875	36	17	includes	include	VERB
ajst-29875	36	18	auto	auto	NOUN
ajst-29875	36	19	parts	part	NOUN
ajst-29875	36	20	cost	cost	NOUN
ajst-29875	36	21	pricing	pricing	NOUN
ajst-29875	36	22	model	model	NOUN
ajst-29875	36	23	and	and	CCONJ
ajst-29875	36	24	parts	part	NOUN
ajst-29875	36	25	sales	sale	NOUN
ajst-29875	36	26	pricing	pricing	NOUN
ajst-29875	36	27	function	function	NOUN
ajst-29875	36	28	,	,	PUNCT
ajst-29875	36	29	as	as	SCONJ
ajst-29875	36	30	follows	follow	VERB
ajst-29875	36	31	.	.	PUNCT
ajst-29875	37	1	(	(	PUNCT
ajst-29875	37	2	1	1	X
ajst-29875	37	3	)	)	PUNCT
ajst-29875	37	4	construct	construct	VERB
ajst-29875	37	5	the	the	DET
ajst-29875	37	6	auto	auto	NOUN
ajst-29875	37	7	parts	part	NOUN
ajst-29875	37	8	cost	cost	NOUN
ajst-29875	37	9	pricing	pricing	NOUN
ajst-29875	37	10	model	model	NOUN
ajst-29875	37	11	function	function	NOUN
ajst-29875	37	12	,	,	PUNCT
ajst-29875	37	13	as	as	SCONJ
ajst-29875	37	14	shown	show	VERB
ajst-29875	37	15	in	in	ADP
ajst-29875	37	16	formula	formula	NOUN
ajst-29875	37	17	(	(	PUNCT
ajst-29875	37	18	1	1	NUM
ajst-29875	37	19	)	)	PUNCT
ajst-29875	37	20	below	below	ADV
ajst-29875	37	21	.	.	PUNCT
ajst-29875	38	1	(	(	PUNCT
ajst-29875	38	2	)	)	PUNCT
ajst-29875	38	3	,	,	PUNCT
ajst-29875	38	4	1	1	NUM
ajst-29875	38	5	,	,	PUNCT
ajst-29875	38	6	,	,	PUNCT
ajst-29875	38	7	ip	ip	NOUN
ajst-29875	38	8	f	f	NOUN
ajst-29875	38	9	x	x	NOUN
ajst-29875	39	1	i	i	PRON
ajst-29875	39	2	n	n	NOUN
ajst-29875	40	1			NUM
ajst-29875	40	2			NOUN
ajst-29875	40	3	(	(	PUNCT
ajst-29875	40	4	1	1	NUM
ajst-29875	40	5	)	)	PUNCT
ajst-29875	40	6	where	where	SCONJ
ajst-29875	40	7	,	,	PUNCT
ajst-29875	40	8	p	p	NOUN
ajst-29875	40	9	is	be	AUX
ajst-29875	40	10	the	the	DET
ajst-29875	40	11	cost	cost	NOUN
ajst-29875	40	12	price	price	NOUN
ajst-29875	40	13	of	of	ADP
ajst-29875	40	14	auto	auto	NOUN
ajst-29875	40	15	parts	part	NOUN
ajst-29875	40	16	,	,	PUNCT
ajst-29875	40	17	f	f	PROPN
ajst-29875	40	18	is	be	AUX
ajst-29875	40	19	the	the	DET
ajst-29875	40	20	fitting	fitting	ADJ
ajst-29875	40	21	polynomial	polynomial	ADJ
ajst-29875	40	22	function	function	NOUN
ajst-29875	40	23	,	,	PUNCT
ajst-29875	40	24	ix	ix	ADV
ajst-29875	40	25	is	be	AUX
ajst-29875	40	26	the	the	DET
ajst-29875	40	27	index	index	NOUN
ajst-29875	40	28	after	after	ADP
ajst-29875	40	29	simplified	simplified	ADJ
ajst-29875	40	30	pricing	pricing	NOUN
ajst-29875	40	31	evaluation	evaluation	NOUN
ajst-29875	40	32	,	,	PUNCT
ajst-29875	40	33	and	and	CCONJ
ajst-29875	40	34	n	n	PRON
ajst-29875	40	35	is	be	AUX
ajst-29875	40	36	the	the	DET
ajst-29875	40	37	number	number	NOUN
ajst-29875	40	38	of	of	ADP
ajst-29875	40	39	indicators	indicator	NOUN
ajst-29875	40	40	after	after	ADP
ajst-29875	40	41	simplified	simplified	ADJ
ajst-29875	40	42	pricing	pricing	NOUN
ajst-29875	40	43	.	.	PUNCT
ajst-29875	41	1	(	(	PUNCT
ajst-29875	41	2	2	2	X
ajst-29875	41	3	)	)	PUNCT
ajst-29875	41	4	construct	construct	VERB
ajst-29875	41	5	the	the	DET
ajst-29875	41	6	parts	part	NOUN
ajst-29875	41	7	sales	sale	NOUN
ajst-29875	41	8	pricing	pricing	NOUN
ajst-29875	41	9	function	function	NOUN
ajst-29875	41	10	construct	construct	VERB
ajst-29875	41	11	the	the	DET
ajst-29875	41	12	auto	auto	NOUN
ajst-29875	41	13	parts	part	NOUN
ajst-29875	41	14	sales	sale	NOUN
ajst-29875	41	15	pricing	pricing	NOUN
ajst-29875	41	16	model	model	NOUN
ajst-29875	41	17	function	function	NOUN
ajst-29875	41	18	,	,	PUNCT
ajst-29875	41	19	as	as	SCONJ
ajst-29875	41	20	shown	show	VERB
ajst-29875	41	21	in	in	ADP
ajst-29875	41	22	the	the	DET
ajst-29875	41	23	following	follow	VERB
ajst-29875	41	24	formula	formula	NOUN
ajst-29875	41	25	(	(	PUNCT
ajst-29875	41	26	2	2	NUM
ajst-29875	41	27	)	)	PUNCT
ajst-29875	41	28	.	.	PUNCT
ajst-29875	41	29	'	'	PUNCT
ajst-29875	42	1	(	(	PUNCT
ajst-29875	42	2	1	1	NUM
ajst-29875	42	3	%	%	NOUN
ajst-29875	42	4	)	)	PUNCT
ajst-29875	43	1	p	p	X
ajst-29875	43	2	p	p	X
ajst-29875	43	3	m	m	NOUN
ajst-29875	43	4			NOUN
ajst-29875	43	5			X
ajst-29875	43	6	(	(	PUNCT
ajst-29875	43	7	2	2	NUM
ajst-29875	43	8	)	)	PUNCT
ajst-29875	43	9	where	where	SCONJ
ajst-29875	43	10	,	,	PUNCT
ajst-29875	43	11	'	'	PUNCT
ajst-29875	43	12	p	p	PRON
ajst-29875	43	13	is	be	AUX
ajst-29875	43	14	the	the	DET
ajst-29875	43	15	sale	sale	NOUN
ajst-29875	43	16	price	price	NOUN
ajst-29875	43	17	of	of	ADP
ajst-29875	43	18	auto	auto	NOUN
ajst-29875	43	19	parts	part	NOUN
ajst-29875	43	20	,	,	PUNCT
ajst-29875	43	21	p	p	PRON
ajst-29875	43	22	is	be	AUX
ajst-29875	43	23	the	the	DET
ajst-29875	43	24	cost	cost	NOUN
ajst-29875	43	25	pricing	pricing	NOUN
ajst-29875	43	26	function	function	NOUN
ajst-29875	43	27	of	of	ADP
ajst-29875	43	28	new	new	ADJ
ajst-29875	43	29	energy	energy	NOUN
ajst-29875	43	30	auto	auto	NOUN
ajst-29875	43	31	parts	part	NOUN
ajst-29875	43	32	,	,	PUNCT
ajst-29875	43	33	m	m	VERB
ajst-29875	43	34	is	be	AUX
ajst-29875	43	35	the	the	DET
ajst-29875	43	36	profit	profit	NOUN
ajst-29875	43	37	percentage	percentage	NOUN
ajst-29875	43	38	(	(	PUNCT
ajst-29875	43	39	compared	compare	VERB
ajst-29875	43	40	to	to	ADP
ajst-29875	43	41	cost	cost	NOUN
ajst-29875	43	42	pricing	pricing	NOUN
ajst-29875	43	43	)	)	PUNCT
ajst-29875	43	44	.	.	PUNCT
ajst-29875	44	1	2.1.2	2.1.2	X
ajst-29875	44	2	.	.	NOUN
ajst-29875	44	3	feature	feature	NOUN
ajst-29875	44	4	engineering	engineering	NOUN
ajst-29875	44	5	before	before	ADP
ajst-29875	44	6	feature	feature	NOUN
ajst-29875	44	7	engineering	engineering	NOUN
ajst-29875	44	8	,	,	PUNCT
ajst-29875	44	9	it	it	PRON
ajst-29875	44	10	is	be	AUX
ajst-29875	44	11	necessary	necessary	ADJ
ajst-29875	44	12	to	to	PART
ajst-29875	44	13	clean	clean	VERB
ajst-29875	44	14	the	the	DET
ajst-29875	44	15	collected	collect	VERB
ajst-29875	44	16	data	datum	NOUN
ajst-29875	44	17	,	,	PUNCT
ajst-29875	44	18	remove	remove	VERB
ajst-29875	44	19	duplicate	duplicate	NOUN
ajst-29875	44	20	,	,	PUNCT
ajst-29875	44	21	invalid	invalid	ADJ
ajst-29875	44	22	and	and	CCONJ
ajst-29875	44	23	wrong	wrong	ADJ
ajst-29875	44	24	data	datum	NOUN
ajst-29875	44	25	records	record	NOUN
ajst-29875	44	26	,	,	PUNCT
ajst-29875	44	27	and	and	CCONJ
ajst-29875	44	28	then	then	ADV
ajst-29875	44	29	carry	carry	VERB
ajst-29875	44	30	out	out	ADP
ajst-29875	44	31	pre	pre	ADJ
ajst-29875	44	32	-	-	ADJ
ajst-29875	44	33	processing	processing	ADJ
ajst-29875	44	34	operations	operation	NOUN
ajst-29875	44	35	,	,	PUNCT
ajst-29875	44	36	such	such	ADJ
ajst-29875	44	37	as	as	ADP
ajst-29875	44	38	data	data	NOUN
ajst-29875	44	39	standardization	standardization	NOUN
ajst-29875	44	40	,	,	PUNCT
ajst-29875	44	41	missing	miss	VERB
ajst-29875	44	42	value	value	NOUN
ajst-29875	44	43	filling	filling	NOUN
ajst-29875	44	44	,	,	PUNCT
ajst-29875	44	45	feature	feature	NOUN
ajst-29875	44	46	extraction	extraction	NOUN
ajst-29875	44	47	,	,	PUNCT
ajst-29875	44	48	etc	etc	X
ajst-29875	44	49	.	.	X
ajst-29875	45	1	the	the	DET
ajst-29875	45	2	data	datum	NOUN
ajst-29875	45	3	after	after	ADP
ajst-29875	45	4	cleaning	clean	VERB
ajst-29875	45	5	and	and	CCONJ
ajst-29875	45	6	preprocessing	preprocessing	NOUN
ajst-29875	45	7	is	be	AUX
ajst-29875	45	8	stored	store	VERB
ajst-29875	45	9	in[4	in[4	X
ajst-29875	45	10	]	]	PUNCT
ajst-29875	45	11	a	a	DET
ajst-29875	45	12	distributed	distribute	VERB
ajst-29875	45	13	file	file	NOUN
ajst-29875	45	14	system	system	NOUN
ajst-29875	45	15	or	or	CCONJ
ajst-29875	45	16	database	database	NOUN
ajst-29875	45	17	.	.	PUNCT
ajst-29875	46	1	feature	feature	NOUN
ajst-29875	46	2	engineering	engineering	NOUN
ajst-29875	46	3	is	be	AUX
ajst-29875	46	4	mainly	mainly	ADV
ajst-29875	46	5	to	to	PART
ajst-29875	46	6	generate	generate	VERB
ajst-29875	46	7	new	new	ADJ
ajst-29875	46	8	features	feature	NOUN
ajst-29875	46	9	based	base	VERB
ajst-29875	46	10	on	on	ADP
ajst-29875	46	11	the	the	DET
ajst-29875	46	12	characteristics	characteristic	NOUN
ajst-29875	46	13	of	of	ADP
ajst-29875	46	14	auto	auto	NOUN
ajst-29875	46	15	aftermarket	aftermarket	NOUN
ajst-29875	46	16	parts	part	NOUN
ajst-29875	46	17	data	datum	NOUN
ajst-29875	46	18	.	.	PUNCT
ajst-29875	47	1	the	the	DET
ajst-29875	47	2	brand	brand	NOUN
ajst-29875	47	3	,	,	PUNCT
ajst-29875	47	4	model	model	NOUN
ajst-29875	47	5	and	and	CCONJ
ajst-29875	47	6	other	other	ADJ
ajst-29875	47	7	classification	classification	NOUN
ajst-29875	47	8	features	feature	NOUN
ajst-29875	47	9	of	of	ADP
ajst-29875	47	10	the	the	DET
ajst-29875	47	11	unique	unique	ADJ
ajst-29875	47	12	thermal	thermal	ADJ
ajst-29875	47	13	coding	coding	NOUN
ajst-29875	47	14	,	,	PUNCT
ajst-29875	47	15	the	the	DET
ajst-29875	47	16	numerical	numerical	ADJ
ajst-29875	47	17	characteristics	characteristic	NOUN
ajst-29875	47	18	of	of	ADP
ajst-29875	47	19	the	the	DET
ajst-29875	47	20	normalization	normalization	NOUN
ajst-29875	47	21	process	process	NOUN
ajst-29875	47	22	,	,	PUNCT
ajst-29875	47	23	at	at	ADP
ajst-29875	47	24	the	the	DET
ajst-29875	47	25	same	same	ADJ
ajst-29875	47	26	time	time	NOUN
ajst-29875	47	27	for	for	ADP
ajst-29875	47	28	different	different	ADJ
ajst-29875	47	29	features	feature	NOUN
ajst-29875	47	30	cross	cross	NOUN
ajst-29875	47	31	combination	combination	NOUN
ajst-29875	47	32	,	,	PUNCT
ajst-29875	47	33	generate	generate	VERB
ajst-29875	47	34	new	new	ADJ
ajst-29875	47	35	features	feature	NOUN
ajst-29875	47	36	,	,	PUNCT
ajst-29875	47	37	in	in	ADP
ajst-29875	47	38	order	order	NOUN
ajst-29875	47	39	to	to	PART
ajst-29875	47	40	better	well	ADV
ajst-29875	47	41	describe	describe	VERB
ajst-29875	47	42	the	the	DET
ajst-29875	47	43	relationship[5	relationship[5	NOUN
ajst-29875	47	44	]	]	PUNCT
ajst-29875	47	45	between	between	ADP
ajst-29875	47	46	the	the	DET
ajst-29875	47	47	parts	part	NOUN
ajst-29875	47	48	and	and	CCONJ
ajst-29875	47	49	the	the	DET
ajst-29875	47	50	price	price	NOUN
ajst-29875	47	51	.	.	PUNCT
ajst-29875	48	1	for	for	ADP
ajst-29875	48	2	discrete	discrete	ADJ
ajst-29875	48	3	data	datum	NOUN
ajst-29875	48	4	,	,	PUNCT
ajst-29875	48	5	in	in	ADP
ajst-29875	48	6	order	order	NOUN
ajst-29875	48	7	to	to	PART
ajst-29875	48	8	facilitate	facilitate	VERB
ajst-29875	48	9	the	the	DET
ajst-29875	48	10	following	follow	VERB
ajst-29875	48	11	calculation	calculation	NOUN
ajst-29875	48	12	,	,	PUNCT
ajst-29875	48	13	it	it	PRON
ajst-29875	48	14	is	be	AUX
ajst-29875	48	15	necessary	necessary	ADJ
ajst-29875	48	16	to	to	PART
ajst-29875	48	17	carry	carry	VERB
ajst-29875	48	18	out	out	ADP
ajst-29875	48	19	numerical	numerical	ADJ
ajst-29875	48	20	processing	processing	NOUN
ajst-29875	48	21	of	of	ADP
ajst-29875	48	22	factor	factor	NOUN
ajst-29875	48	23	indicators	indicator	NOUN
ajst-29875	48	24	.	.	PUNCT
ajst-29875	49	1	the	the	DET
ajst-29875	49	2	numerical	numerical	ADJ
ajst-29875	49	3	processing	processing	NOUN
ajst-29875	49	4	calculation	calculation	NOUN
ajst-29875	49	5	function	function	NOUN
ajst-29875	49	6	of	of	ADP
ajst-29875	49	7	the	the	DET
ajst-29875	49	8	characteristic	characteristic	ADJ
ajst-29875	49	9	index	index	NOUN
ajst-29875	49	10	is	be	AUX
ajst-29875	49	11	shown	show	VERB
ajst-29875	49	12	in	in	ADP
ajst-29875	49	13	the	the	DET
ajst-29875	49	14	following	follow	VERB
ajst-29875	49	15	formula	formula	NOUN
ajst-29875	49	16	(	(	PUNCT
ajst-29875	49	17	3	3	NUM
ajst-29875	49	18	)	)	PUNCT
ajst-29875	49	19	.	.	PUNCT
ajst-29875	50	1	max	max	PROPN
ajst-29875	50	2	_	_	PUNCT
ajst-29875	50	3	min	min	PROPN
ajst-29875	50	4	_	_	PRON
ajst-29875	50	5	(	(	PUNCT
ajst-29875	50	6	)	)	PUNCT
ajst-29875	50	7	min	min	NOUN
ajst-29875	50	8	_	_	PRON
ajst-29875	50	9	(	(	PUNCT
ajst-29875	50	10	)	)	PUNCT
ajst-29875	50	11	s	s	PART
ajst-29875	50	12	s	s	NOUN
ajst-29875	50	13	s	s	NOUN
ajst-29875	50	14	index	index	NOUN
ajst-29875	50	15	feature	feature	NOUN
ajst-29875	50	16	s	s	VERB
ajst-29875	50	17	num	num	ADJ
ajst-29875	50	18	feature	feature	NOUN
ajst-29875	50	19			NOUN
ajst-29875	50	20			PROPN
ajst-29875	50	21			NOUN
ajst-29875	50	22			PROPN
ajst-29875	50	23	(	(	PUNCT
ajst-29875	50	24	3	3	NUM
ajst-29875	50	25	)	)	PUNCT
ajst-29875	50	26	where	where	SCONJ
ajst-29875	50	27	,	,	PUNCT
ajst-29875	50	28	s	s	VERB
ajst-29875	50	29	is	be	AUX
ajst-29875	50	30	the	the	DET
ajst-29875	50	31	processed	process	VERB
ajst-29875	50	32	data	datum	NOUN
ajst-29875	50	33	,	,	PUNCT
ajst-29875	50	34	max	max	PROPN
ajst-29875	50	35	_	_	PUNCT
ajst-29875	50	36	s	s	VERB
ajst-29875	50	37	is	be	AUX
ajst-29875	50	38	the	the	DET
ajst-29875	50	39	upper	upper	ADJ
ajst-29875	50	40	limit	limit	NOUN
ajst-29875	50	41	of	of	ADP
ajst-29875	50	42	numerical	numerical	ADJ
ajst-29875	50	43	processing	processing	NOUN
ajst-29875	50	44	,	,	PUNCT
ajst-29875	50	45	min	min	PROPN
ajst-29875	50	46	_	_	NOUN
ajst-29875	50	47	s	s	VERB
ajst-29875	50	48	is	be	AUX
ajst-29875	50	49	the	the	DET
ajst-29875	50	50	lower	low	ADJ
ajst-29875	50	51	limit	limit	NOUN
ajst-29875	50	52	of	of	ADP
ajst-29875	50	53	numerical	numerical	ADJ
ajst-29875	50	54	processing	processing	NOUN
ajst-29875	50	55	,	,	PUNCT
ajst-29875	50	56	(	(	PUNCT
ajst-29875	50	57	)	)	PUNCT
ajst-29875	50	58	num	num	ADJ
ajst-29875	50	59	feature	feature	NOUN
ajst-29875	50	60	is	be	AUX
ajst-29875	50	61	the	the	DET
ajst-29875	50	62	number	number	NOUN
ajst-29875	50	63	of	of	ADP
ajst-29875	50	64	eigenvalues	eigenvalue	NOUN
ajst-29875	50	65	of	of	ADP
ajst-29875	50	66	an	an	DET
ajst-29875	50	67	influencing	influence	VERB
ajst-29875	50	68	factor	factor	NOUN
ajst-29875	50	69	,	,	PUNCT
ajst-29875	50	70	and	and	CCONJ
ajst-29875	50	71	(	(	PUNCT
ajst-29875	50	72	)	)	PUNCT
ajst-29875	50	73	index	index	NOUN
ajst-29875	50	74	feature	feature	NOUN
ajst-29875	50	75	is	be	AUX
ajst-29875	50	76	the	the	DET
ajst-29875	50	77	ranking	ranking	NOUN
ajst-29875	50	78	of	of	ADP
ajst-29875	50	79	the	the	DET
ajst-29875	50	80	index	index	NOUN
ajst-29875	50	81	eigenvalues	eigenvalue	VERB
ajst-29875	50	82	.	.	PUNCT
ajst-29875	51	1	2.2	2.2	NUM
ajst-29875	51	2	.	.	PUNCT
ajst-29875	51	3	principle	principle	NOUN
ajst-29875	51	4	of	of	ADP
ajst-29875	51	5	distributed	distribute	VERB
ajst-29875	51	6	computing	computing	NOUN
ajst-29875	51	7	distributed	distribute	VERB
ajst-29875	51	8	computing	computing	NOUN
ajst-29875	51	9	and	and	CCONJ
ajst-29875	51	10	distributed	distribute	VERB
ajst-29875	51	11	storage	storage	NOUN
ajst-29875	51	12	technology	technology	NOUN
ajst-29875	51	13	can	can	AUX
ajst-29875	51	14	store	store	VERB
ajst-29875	51	15	massive	massive	ADJ
ajst-29875	51	16	after	after	ADP
ajst-29875	51	17	-	-	PUNCT
ajst-29875	51	18	sale	sale	NOUN
ajst-29875	51	19	parts	part	NOUN
ajst-29875	51	20	data	datum	NOUN
ajst-29875	51	21	on	on	ADP
ajst-29875	51	22	multiple	multiple	ADJ
ajst-29875	51	23	nodes	node	NOUN
ajst-29875	51	24	,	,	PUNCT
ajst-29875	51	25	and	and	CCONJ
ajst-29875	51	26	improve	improve	VERB
ajst-29875	51	27	data	datum	NOUN
ajst-29875	51	28	processing	processing	NOUN
ajst-29875	51	29	capacity	capacity	NOUN
ajst-29875	51	30	and	and	CCONJ
ajst-29875	51	31	computing	computing	NOUN
ajst-29875	51	32	efficiency	efficiency	NOUN
ajst-29875	51	33	through	through	ADP
ajst-29875	51	34	parallel	parallel	ADJ
ajst-29875	51	35	processing	processing	NOUN
ajst-29875	51	36	.	.	PUNCT
ajst-29875	52	1	at	at	ADP
ajst-29875	52	2	the	the	DET
ajst-29875	52	3	same	same	ADJ
ajst-29875	52	4	time	time	NOUN
ajst-29875	52	5	,	,	PUNCT
ajst-29875	52	6	the	the	DET
ajst-29875	52	7	distributed	distribute	VERB
ajst-29875	52	8	architecture	architecture	NOUN
ajst-29875	52	9	has	have	VERB
ajst-29875	52	10	good	good	ADJ
ajst-29875	52	11	scalability	scalability	NOUN
ajst-29875	52	12	and	and	CCONJ
ajst-29875	52	13	fault	fault	VERB
ajst-29875	52	14	tolerance	tolerance	NOUN
ajst-29875	52	15	,	,	PUNCT
ajst-29875	52	16	and	and	CCONJ
ajst-29875	52	17	can	can	AUX
ajst-29875	52	18	adapt	adapt	VERB
ajst-29875	52	19	to	to	ADP
ajst-29875	52	20	the	the	DET
ajst-29875	52	21	rapid	rapid	ADJ
ajst-29875	52	22	growth	growth	NOUN
ajst-29875	52	23	of	of	ADP
ajst-29875	52	24	data	datum	NOUN
ajst-29875	52	25	volume	volume	NOUN
ajst-29875	52	26	and	and	CCONJ
ajst-29875	52	27	the	the	DET
ajst-29875	52	28	high	high	ADJ
ajst-29875	52	29	load	load	NOUN
ajst-29875	52	30	of	of	ADP
ajst-29875	52	31	processing	processing	NOUN
ajst-29875	52	32	tasks	task	NOUN
ajst-29875	52	33	.	.	PUNCT
ajst-29875	53	1	in	in	ADP
ajst-29875	53	2	the	the	DET
ajst-29875	53	3	actual	actual	ADJ
ajst-29875	53	4	operation	operation	NOUN
ajst-29875	53	5	process	process	NOUN
ajst-29875	53	6	,	,	PUNCT
ajst-29875	53	7	distributed	distribute	VERB
ajst-29875	53	8	deep	deep	ADJ
ajst-29875	53	9	learning	learning	NOUN
ajst-29875	53	10	frameworks	framework	NOUN
ajst-29875	53	11	such	such	ADJ
ajst-29875	53	12	as	as	ADP
ajst-29875	53	13	tensorflow	tensorflow	NOUN
ajst-29875	53	14	and	and	CCONJ
ajst-29875	53	15	pytorch	pytorch	NOUN
ajst-29875	53	16	are	be	AUX
ajst-29875	53	17	used	use	VERB
ajst-29875	53	18	to	to	PART
ajst-29875	53	19	design	design	VERB
ajst-29875	53	20	a	a	DET
ajst-29875	53	21	reasonable	reasonable	ADJ
ajst-29875	53	22	distributed	distribute	VERB
ajst-29875	53	23	training	training	NOUN
ajst-29875	53	24	scheme	scheme	NOUN
ajst-29875	53	25	combined	combine	VERB
ajst-29875	53	26	with	with	ADP
ajst-29875	53	27	the	the	DET
ajst-29875	53	28	model	model	NOUN
ajst-29875	53	29	parallelism	parallelism	NOUN
ajst-29875	53	30	of	of	ADP
ajst-29875	53	31	data	datum	NOUN
ajst-29875	53	32	parallel	parallel	ADJ
ajst-29875	53	33	and	and	CCONJ
ajst-29875	53	34	the	the	DET
ajst-29875	53	35	update	update	NOUN
ajst-29875	53	36	strategy	strategy	NOUN
ajst-29875	53	37	of	of	ADP
ajst-29875	53	38	synchronization	synchronization	NOUN
ajst-29875	53	39	and	and	CCONJ
ajst-29875	53	40	asynchronism	asynchronism	NOUN
ajst-29875	53	41	of	of	ADP
ajst-29875	53	42	parameters	parameter	NOUN
ajst-29875	53	43	.	.	PUNCT
ajst-29875	54	1	the	the	DET
ajst-29875	54	2	data	data	NOUN
ajst-29875	54	3	is	be	AUX
ajst-29875	54	4	processed	process	VERB
ajst-29875	54	5	in	in	ADP
ajst-29875	54	6	parallel	parallel	NOUN
ajst-29875	54	7	on	on	ADP
ajst-29875	54	8	multiple	multiple	ADJ
ajst-29875	54	9	computing	computing	NOUN
ajst-29875	54	10	nodes	node	NOUN
ajst-29875	54	11	,	,	PUNCT
ajst-29875	54	12	and	and	CCONJ
ajst-29875	54	13	the	the	DET
ajst-29875	54	14	parameters	parameter	NOUN
ajst-29875	54	15	of	of	ADP
ajst-29875	54	16	the	the	DET
ajst-29875	54	17	model	model	NOUN
ajst-29875	54	18	are	be	AUX
ajst-29875	54	19	updated	update	VERB
ajst-29875	54	20	synchronously	synchronously	ADV
ajst-29875	54	21	or	or	CCONJ
ajst-29875	54	22	asynchronously	asynchronously	ADJ
ajst-29875	54	23	to	to	PART
ajst-29875	54	24	improve	improve	VERB
ajst-29875	54	25	the	the	DET
ajst-29875	54	26	training	training	NOUN
ajst-29875	54	27	speed	speed	NOUN
ajst-29875	54	28	of	of	ADP
ajst-29875	54	29	the	the	DET
ajst-29875	54	30	model	model	NOUN
ajst-29875	54	31	.	.	PUNCT
ajst-29875	55	1	2.2.1	2.2.1	NUM
ajst-29875	55	2	.	.	PUNCT
ajst-29875	55	3	spark	spark	NOUN
ajst-29875	55	4	memory	memory	NOUN
ajst-29875	55	5	scheduling	scheduling	NOUN
ajst-29875	55	6	mechanism	mechanism	NOUN
ajst-29875	55	7	in	in	ADP
ajst-29875	55	8	spark	spark	NOUN
ajst-29875	55	9	,	,	PUNCT
ajst-29875	55	10	an	an	DET
ajst-29875	55	11	application	application	NOUN
ajst-29875	55	12	includes	include	VERB
ajst-29875	55	13	three	three	NUM
ajst-29875	55	14	basic	basic	ADJ
ajst-29875	55	15	concepts	concept	NOUN
ajst-29875	55	16	:	:	PUNCT
ajst-29875	55	17	job	job	NOUN
ajst-29875	55	18	,	,	PUNCT
ajst-29875	55	19	stage	stage	NOUN
ajst-29875	55	20	and	and	CCONJ
ajst-29875	55	21	task	task	NOUN
ajst-29875	55	22	.	.	PUNCT
ajst-29875	56	1	a	a	DET
ajst-29875	56	2	spark	spark	NOUN
ajst-29875	56	3	application	application	NOUN
ajst-29875	56	4	is	be	AUX
ajst-29875	56	5	usually	usually	ADV
ajst-29875	56	6	composed	compose	VERB
ajst-29875	56	7	of	of	ADP
ajst-29875	56	8	multiple	multiple	ADJ
ajst-29875	56	9	jobs	job	NOUN
ajst-29875	56	10	.	.	PUNCT
ajst-29875	57	1	it	it	PRON
ajst-29875	57	2	is	be	AUX
ajst-29875	57	3	a	a	DET
ajst-29875	57	4	logical	logical	ADJ
ajst-29875	57	5	unit	unit	NOUN
ajst-29875	57	6	,	,	PUNCT
ajst-29875	57	7	which	which	PRON
ajst-29875	57	8	represents	represent	VERB
ajst-29875	57	9	a	a	DET
ajst-29875	57	10	complete	complete	ADJ
ajst-29875	57	11	logical	logical	ADJ
ajst-29875	57	12	execution	execution	NOUN
ajst-29875	57	13	process	process	NOUN
ajst-29875	57	14	in	in	ADP
ajst-29875	57	15	the	the	DET
ajst-29875	57	16	user	user	NOUN
ajst-29875	57	17	code	code	PROPN
ajst-29875	57	18	.	.	PUNCT
ajst-29875	58	1	job	job	NOUN
ajst-29875	58	2	refers	refer	VERB
ajst-29875	58	3	to	to	ADP
ajst-29875	58	4	a	a	DET
ajst-29875	58	5	set	set	NOUN
ajst-29875	58	6	of	of	ADP
ajst-29875	58	7	rdd	rdd	NOUN
ajst-29875	58	8	conversion	conversion	NOUN
ajst-29875	58	9	operations	operation	NOUN
ajst-29875	58	10	and	and	CCONJ
ajst-29875	58	11	action	action	NOUN
ajst-29875	58	12	operations	operation	NOUN
ajst-29875	58	13	.	.	PUNCT
ajst-29875	59	1	these	these	DET
ajst-29875	59	2	operations	operation	NOUN
ajst-29875	59	3	form	form	VERB
ajst-29875	59	4	a	a	DET
ajst-29875	59	5	directed	direct	VERB
ajst-29875	59	6	acyclic	acyclic	ADJ
ajst-29875	59	7	graph	graph	NOUN
ajst-29875	59	8	.	.	PUNCT
ajst-29875	60	1	whenever	whenever	SCONJ
ajst-29875	60	2	an	an	DET
ajst-29875	60	3	action	action	NOUN
ajst-29875	60	4	operation	operation	NOUN
ajst-29875	60	5	is	be	AUX
ajst-29875	60	6	invoked	invoke	VERB
ajst-29875	60	7	,	,	PUNCT
ajst-29875	60	8	spark	spark	NOUN
ajst-29875	60	9	will	will	AUX
ajst-29875	60	10	trigger	trigger	VERB
ajst-29875	60	11	a	a	DET
ajst-29875	60	12	new	new	ADJ
ajst-29875	60	13	job	job	NOUN
ajst-29875	60	14	on	on	ADP
ajst-29875	60	15	the	the	DET
ajst-29875	60	16	dag	dag	PROPN
ajst-29875	60	17	graph	graph	NOUN
ajst-29875	60	18	.	.	PUNCT
ajst-29875	61	1	typically	typically	ADV
ajst-29875	61	2	,	,	PUNCT
ajst-29875	61	3	each	each	DET
ajst-29875	61	4	job	job	NOUN
ajst-29875	61	5	will	will	AUX
ajst-29875	61	6	correspond	correspond	VERB
ajst-29875	61	7	to	to	ADP
ajst-29875	61	8	one	one	NUM
ajst-29875	61	9	or	or	CCONJ
ajst-29875	61	10	more	more	ADJ
ajst-29875	61	11	input	input	NOUN
ajst-29875	61	12	rdds	rdd	NOUN
ajst-29875	61	13	,	,	PUNCT
ajst-29875	61	14	and	and	CCONJ
ajst-29875	61	15	one	one	NUM
ajst-29875	61	16	or	or	CCONJ
ajst-29875	61	17	more	more	ADJ
ajst-29875	61	18	output	output	NOUN
ajst-29875	61	19	rdds	rdd	NOUN
ajst-29875	61	20	.	.	PUNCT
ajst-29875	62	1	when	when	SCONJ
ajst-29875	62	2	a	a	DET
ajst-29875	62	3	job	job	NOUN
ajst-29875	62	4	is	be	AUX
ajst-29875	62	5	182	182	NUM
ajst-29875	62	6	broken	break	VERB
ajst-29875	62	7	down	down	ADP
ajst-29875	62	8	into	into	ADP
ajst-29875	62	9	smaller	small	ADJ
ajst-29875	62	10	units	unit	NOUN
ajst-29875	62	11	,	,	PUNCT
ajst-29875	62	12	it	it	PRON
ajst-29875	62	13	is	be	AUX
ajst-29875	62	14	called	call	VERB
ajst-29875	62	15	a	a	DET
ajst-29875	62	16	phase	phase	NOUN
ajst-29875	62	17	,	,	PUNCT
ajst-29875	62	18	and	and	CCONJ
ajst-29875	62	19	a	a	DET
ajst-29875	62	20	phase	phase	NOUN
ajst-29875	62	21	is	be	AUX
ajst-29875	62	22	made	make	VERB
ajst-29875	62	23	up	up	ADP
ajst-29875	62	24	of	of	ADP
ajst-29875	62	25	a	a	DET
ajst-29875	62	26	group	group	NOUN
ajst-29875	62	27	of	of	ADP
ajst-29875	62	28	tasks	task	NOUN
ajst-29875	62	29	with	with	ADP
ajst-29875	62	30	the	the	DET
ajst-29875	62	31	same	same	ADJ
ajst-29875	62	32	computational	computational	ADJ
ajst-29875	62	33	logic	logic	NOUN
ajst-29875	62	34	that	that	PRON
ajst-29875	62	35	can	can	AUX
ajst-29875	62	36	be	be	AUX
ajst-29875	62	37	executed	execute	VERB
ajst-29875	62	38	in	in	ADP
ajst-29875	62	39	parallel	parallel	NOUN
ajst-29875	62	40	and	and	CCONJ
ajst-29875	62	41	without	without	ADP
ajst-29875	62	42	relying	rely	VERB
ajst-29875	62	43	on	on	ADP
ajst-29875	62	44	the	the	DET
ajst-29875	62	45	output	output	NOUN
ajst-29875	62	46	of	of	ADP
ajst-29875	62	47	other	other	ADJ
ajst-29875	62	48	tasks	task	NOUN
ajst-29875	62	49	.	.	PUNCT
ajst-29875	63	1	phase	phase	NOUN
ajst-29875	63	2	division	division	NOUN
ajst-29875	63	3	is	be	AUX
ajst-29875	63	4	carried	carry	VERB
ajst-29875	63	5	out	out	ADP
ajst-29875	63	6	according	accord	VERB
ajst-29875	63	7	to	to	ADP
ajst-29875	63	8	the	the	DET
ajst-29875	63	9	dependency	dependency	NOUN
ajst-29875	63	10	relationship	relationship	NOUN
ajst-29875	63	11	between	between	ADP
ajst-29875	63	12	rdd	rdd	NOUN
ajst-29875	63	13	.	.	PUNCT
ajst-29875	64	1	narrow	narrow	ADJ
ajst-29875	64	2	dependency	dependency	NOUN
ajst-29875	64	3	does	do	AUX
ajst-29875	64	4	not	not	PART
ajst-29875	64	5	result	result	VERB
ajst-29875	64	6	in	in	ADP
ajst-29875	64	7	phase	phase	NOUN
ajst-29875	64	8	division	division	NOUN
ajst-29875	64	9	,	,	PUNCT
ajst-29875	64	10	while	while	SCONJ
ajst-29875	64	11	wide	wide	ADJ
ajst-29875	64	12	dependency	dependency	NOUN
ajst-29875	64	13	involves	involve	VERB
ajst-29875	64	14	shuffle	shuffle	ADJ
ajst-29875	64	15	operation	operation	NOUN
ajst-29875	64	16	of	of	ADP
ajst-29875	64	17	data	datum	NOUN
ajst-29875	64	18	in	in	ADP
ajst-29875	64	19	different	different	ADJ
ajst-29875	64	20	partitions	partition	NOUN
ajst-29875	64	21	,	,	PUNCT
ajst-29875	64	22	so	so	SCONJ
ajst-29875	64	23	it	it	PRON
ajst-29875	64	24	involves	involve	VERB
ajst-29875	64	25	phase	phase	NOUN
ajst-29875	64	26	division	division	NOUN
ajst-29875	64	27	.	.	PUNCT
ajst-29875	65	1	when	when	SCONJ
ajst-29875	65	2	encountering	encounter	VERB
ajst-29875	65	3	a	a	DET
ajst-29875	65	4	wide	wide	ADJ
ajst-29875	65	5	dependency	dependency	NOUN
ajst-29875	65	6	(	(	PUNCT
ajst-29875	65	7	such	such	ADJ
ajst-29875	65	8	as	as	ADP
ajst-29875	65	9	shuffle	shuffle	NOUN
ajst-29875	65	10	operation	operation	NOUN
ajst-29875	65	11	)	)	PUNCT
ajst-29875	65	12	,	,	PUNCT
ajst-29875	65	13	the	the	DET
ajst-29875	65	14	phase	phase	NOUN
ajst-29875	65	15	is	be	AUX
ajst-29875	65	16	divided	divide	VERB
ajst-29875	65	17	into	into	ADP
ajst-29875	65	18	the	the	DET
ajst-29875	65	19	smallest	small	ADJ
ajst-29875	65	20	execution	execution	NOUN
ajst-29875	65	21	unit	unit	NOUN
ajst-29875	65	22	task	task	NOUN
ajst-29875	65	23	.	.	PUNCT
ajst-29875	66	1	the	the	DET
ajst-29875	66	2	spark	spark	NOUN
ajst-29875	66	3	execution	execution	NOUN
ajst-29875	66	4	engine	engine	NOUN
ajst-29875	66	5	will	will	AUX
ajst-29875	66	6	try	try	VERB
ajst-29875	66	7	its	its	PRON
ajst-29875	66	8	best	good	ADJ
ajst-29875	66	9	to	to	PART
ajst-29875	66	10	optimize	optimize	VERB
ajst-29875	66	11	the	the	DET
ajst-29875	66	12	data	data	NOUN
ajst-29875	66	13	transmission	transmission	NOUN
ajst-29875	66	14	and	and	CCONJ
ajst-29875	66	15	calculation	calculation	NOUN
ajst-29875	66	16	process	process	NOUN
ajst-29875	66	17	between	between	ADP
ajst-29875	66	18	phases	phase	NOUN
ajst-29875	66	19	to	to	PART
ajst-29875	66	20	improve	improve	VERB
ajst-29875	66	21	the	the	DET
ajst-29875	66	22	overall	overall	ADJ
ajst-29875	66	23	execution	execution	NOUN
ajst-29875	66	24	efficiency	efficiency	NOUN
ajst-29875	66	25	,	,	PUNCT
ajst-29875	66	26	which	which	PRON
ajst-29875	66	27	involves	involve	VERB
ajst-29875	66	28	the	the	DET
ajst-29875	66	29	spark	spark	NOUN
ajst-29875	66	30	memory	memory	NOUN
ajst-29875	66	31	scheduling	scheduling	NOUN
ajst-29875	66	32	content[6	content[6	NOUN
ajst-29875	66	33	]	]	PUNCT
ajst-29875	66	34	that	that	PRON
ajst-29875	66	35	will	will	AUX
ajst-29875	66	36	be	be	AUX
ajst-29875	66	37	studied	study	VERB
ajst-29875	66	38	in	in	ADP
ajst-29875	66	39	the	the	DET
ajst-29875	66	40	following	follow	VERB
ajst-29875	66	41	sections	section	NOUN
ajst-29875	66	42	.	.	PUNCT
ajst-29875	67	1	the	the	DET
ajst-29875	67	2	spark	spark	NOUN
ajst-29875	67	3	architecture	architecture	NOUN
ajst-29875	67	4	diagram	diagram	NOUN
ajst-29875	67	5	is	be	AUX
ajst-29875	67	6	shown	show	VERB
ajst-29875	67	7	in	in	ADP
ajst-29875	67	8	figure	figure	NOUN
ajst-29875	67	9	2	2	NUM
ajst-29875	67	10	.	.	PUNCT
ajst-29875	67	11	figure	figure	NOUN
ajst-29875	67	12	2	2	NUM
ajst-29875	67	13	.	.	PUNCT
ajst-29875	67	14	spark	spark	NOUN
ajst-29875	67	15	architecture	architecture	NOUN
ajst-29875	67	16	diagram	diagram	NOUN
ajst-29875	67	17	2.2.2	2.2.2	NUM
ajst-29875	67	18	.	.	PUNCT
ajst-29875	67	19	basic	basic	ADJ
ajst-29875	67	20	principle	principle	NOUN
ajst-29875	67	21	of	of	ADP
ajst-29875	67	22	spark	spark	NOUN
ajst-29875	67	23	shuffle	shuffle	NOUN
ajst-29875	67	24	spark	spark	NOUN
ajst-29875	67	25	shuffle	shuffle	NOUN
ajst-29875	67	26	refers	refer	VERB
ajst-29875	67	27	to	to	ADP
ajst-29875	67	28	a	a	DET
ajst-29875	67	29	data	datum	NOUN
ajst-29875	67	30	repartitioning	repartitione	VERB
ajst-29875	67	31	operation	operation	NOUN
ajst-29875	67	32	in	in	ADP
ajst-29875	67	33	the	the	DET
ajst-29875	67	34	spark	spark	NOUN
ajst-29875	67	35	computing	compute	VERB
ajst-29875	67	36	framework	framework	NOUN
ajst-29875	67	37	,	,	PUNCT
ajst-29875	67	38	which	which	PRON
ajst-29875	67	39	is	be	AUX
ajst-29875	67	40	used	use	VERB
ajst-29875	67	41	to	to	PART
ajst-29875	67	42	transfer	transfer	VERB
ajst-29875	67	43	data	datum	NOUN
ajst-29875	67	44	from	from	ADP
ajst-29875	67	45	nodes	node	NOUN
ajst-29875	67	46	in	in	ADP
ajst-29875	67	47	the	the	DET
ajst-29875	67	48	previous	previous	ADJ
ajst-29875	67	49	computing	computing	NOUN
ajst-29875	67	50	phase	phase	NOUN
ajst-29875	67	51	to	to	ADP
ajst-29875	67	52	nodes	node	NOUN
ajst-29875	67	53	in	in	ADP
ajst-29875	67	54	the	the	DET
ajst-29875	67	55	next	next	ADJ
ajst-29875	67	56	computing	computing	NOUN
ajst-29875	67	57	phase	phase	NOUN
ajst-29875	67	58	in	in	ADP
ajst-29875	67	59	distributed	distribute	VERB
ajst-29875	67	60	computing	computing	NOUN
ajst-29875	67	61	.	.	PUNCT
ajst-29875	68	1	the	the	DET
ajst-29875	68	2	shuffle	shuffle	PROPN
ajst-29875	68	3	operation	operation	NOUN
ajst-29875	68	4	is	be	AUX
ajst-29875	68	5	very	very	ADV
ajst-29875	68	6	common	common	ADJ
ajst-29875	68	7	in	in	ADP
ajst-29875	68	8	spark	spark	NOUN
ajst-29875	68	9	computing	computing	NOUN
ajst-29875	68	10	,	,	PUNCT
ajst-29875	68	11	especially	especially	ADV
ajst-29875	68	12	when	when	SCONJ
ajst-29875	68	13	dealing	deal	VERB
ajst-29875	68	14	with	with	ADP
ajst-29875	68	15	large	large	ADJ
ajst-29875	68	16	data	datum	NOUN
ajst-29875	68	17	sets	set	NOUN
ajst-29875	68	18	.	.	PUNCT
ajst-29875	69	1	it	it	PRON
ajst-29875	69	2	is	be	AUX
ajst-29875	69	3	an	an	DET
ajst-29875	69	4	essential	essential	ADJ
ajst-29875	69	5	step	step	NOUN
ajst-29875	69	6	in	in	ADP
ajst-29875	69	7	many	many	ADJ
ajst-29875	69	8	data	datum	NOUN
ajst-29875	69	9	-	-	PUNCT
ajst-29875	69	10	intensive	intensive	ADJ
ajst-29875	69	11	computing	computing	NOUN
ajst-29875	69	12	tasks	task	NOUN
ajst-29875	69	13	,	,	PUNCT
ajst-29875	69	14	such	such	ADJ
ajst-29875	69	15	as	as	ADP
ajst-29875	69	16	grouping	group	VERB
ajst-29875	69	17	and	and	CCONJ
ajst-29875	69	18	merging	merging	NOUN
ajst-29875	69	19	by	by	ADP
ajst-29875	69	20	primary	primary	ADJ
ajst-29875	69	21	key	key	NOUN
ajst-29875	69	22	.	.	PUNCT
ajst-29875	70	1	the	the	DET
ajst-29875	70	2	core	core	ADJ
ajst-29875	70	3	goal	goal	NOUN
ajst-29875	70	4	of	of	ADP
ajst-29875	70	5	spark	spark	NOUN
ajst-29875	70	6	shuffle	shuffle	NOUN
ajst-29875	70	7	is	be	AUX
ajst-29875	70	8	to	to	PART
ajst-29875	70	9	efficiently	efficiently	ADV
ajst-29875	70	10	and	and	CCONJ
ajst-29875	70	11	evenly	evenly	ADV
ajst-29875	70	12	distribute	distribute	VERB
ajst-29875	70	13	data	datum	NOUN
ajst-29875	70	14	to	to	ADP
ajst-29875	70	15	each	each	DET
ajst-29875	70	16	compute	compute	NOUN
ajst-29875	70	17	node	node	NOUN
ajst-29875	70	18	through	through	ADP
ajst-29875	70	19	reasonable	reasonable	ADJ
ajst-29875	70	20	data	datum	NOUN
ajst-29875	70	21	distribution	distribution	NOUN
ajst-29875	70	22	policies	policy	NOUN
ajst-29875	70	23	and	and	CCONJ
ajst-29875	70	24	network	network	NOUN
ajst-29875	70	25	transmission	transmission	NOUN
ajst-29875	70	26	technologies	technology	NOUN
ajst-29875	70	27	,	,	PUNCT
ajst-29875	70	28	thereby	thereby	ADV
ajst-29875	70	29	improving	improve	VERB
ajst-29875	70	30	the	the	DET
ajst-29875	70	31	execution	execution	NOUN
ajst-29875	70	32	efficiency	efficiency	NOUN
ajst-29875	70	33	and	and	CCONJ
ajst-29875	70	34	performance[7	performance[7	NOUN
ajst-29875	70	35	]	]	PUNCT
ajst-29875	70	36	of	of	ADP
ajst-29875	70	37	the	the	DET
ajst-29875	70	38	entire	entire	ADJ
ajst-29875	70	39	computing	computing	NOUN
ajst-29875	70	40	task	task	NOUN
ajst-29875	70	41	.	.	PUNCT
ajst-29875	71	1	the	the	DET
ajst-29875	71	2	schematic	schematic	ADJ
ajst-29875	71	3	diagram	diagram	NOUN
ajst-29875	71	4	of	of	ADP
ajst-29875	71	5	spark	spark	NOUN
ajst-29875	71	6	shuffle	shuffle	NOUN
ajst-29875	71	7	is	be	AUX
ajst-29875	71	8	shown	show	VERB
ajst-29875	71	9	in	in	ADP
ajst-29875	71	10	figure	figure	NOUN
ajst-29875	71	11	3	3	NUM
ajst-29875	71	12	.	.	PUNCT
ajst-29875	71	13	figure	figure	NOUN
ajst-29875	71	14	3	3	NUM
ajst-29875	71	15	.	.	PUNCT
ajst-29875	71	16	schematic	schematic	ADJ
ajst-29875	71	17	diagram	diagram	NOUN
ajst-29875	71	18	of	of	ADP
ajst-29875	71	19	spark	spark	NOUN
ajst-29875	71	20	shuffle	shuffle	NOUN
ajst-29875	71	21	2.3	2.3	NUM
ajst-29875	71	22	.	.	PUNCT
ajst-29875	72	1	model	model	NOUN
ajst-29875	72	2	evaluation	evaluation	NOUN
ajst-29875	72	3	(	(	PUNCT
ajst-29875	72	4	1	1	NUM
ajst-29875	72	5	)	)	PUNCT
ajst-29875	72	6	k	k	ADJ
ajst-29875	72	7	-	-	ADJ
ajst-29875	72	8	fold	fold	ADJ
ajst-29875	72	9	cross	cross	NOUN
ajst-29875	72	10	-	-	NOUN
ajst-29875	72	11	validation	validation	ADJ
ajst-29875	72	12	the	the	DET
ajst-29875	72	13	cross	cross	ADJ
ajst-29875	72	14	-	-	ADJ
ajst-29875	72	15	validation	validation	ADJ
ajst-29875	72	16	method	method	NOUN
ajst-29875	72	17	is	be	AUX
ajst-29875	72	18	used	use	VERB
ajst-29875	72	19	to	to	PART
ajst-29875	72	20	evaluate	evaluate	VERB
ajst-29875	72	21	the	the	DET
ajst-29875	72	22	generalization	generalization	NOUN
ajst-29875	72	23	ability	ability	NOUN
ajst-29875	72	24	of	of	ADP
ajst-29875	72	25	the	the	DET
ajst-29875	72	26	model	model	NOUN
ajst-29875	72	27	and	and	CCONJ
ajst-29875	72	28	ensure	ensure	VERB
ajst-29875	72	29	the	the	DET
ajst-29875	72	30	stability	stability	NOUN
ajst-29875	72	31	and	and	CCONJ
ajst-29875	72	32	validity	validity	NOUN
ajst-29875	72	33	of	of	ADP
ajst-29875	72	34	the	the	DET
ajst-29875	72	35	model	model	NOUN
ajst-29875	72	36	on	on	ADP
ajst-29875	72	37	different	different	ADJ
ajst-29875	72	38	data	data	NOUN
ajst-29875	72	39	sets	set	NOUN
ajst-29875	72	40	.	.	PUNCT
ajst-29875	73	1	cross	cross	ADJ
ajst-29875	73	2	-	-	NOUN
ajst-29875	73	3	validation	validation	NOUN
ajst-29875	73	4	is	be	AUX
ajst-29875	73	5	a	a	DET
ajst-29875	73	6	method	method	NOUN
ajst-29875	73	7	of	of	ADP
ajst-29875	73	8	evaluating	evaluate	VERB
ajst-29875	73	9	the	the	DET
ajst-29875	73	10	performance	performance	NOUN
ajst-29875	73	11	of	of	ADP
ajst-29875	73	12	a	a	DET
ajst-29875	73	13	model	model	NOUN
ajst-29875	73	14	by	by	ADP
ajst-29875	73	15	training	training	NOUN
ajst-29875	73	16	and	and	CCONJ
ajst-29875	73	17	testing	test	VERB
ajst-29875	73	18	it	it	PRON
ajst-29875	73	19	multiple	multiple	ADJ
ajst-29875	73	20	times	time	NOUN
ajst-29875	73	21	.	.	PUNCT
ajst-29875	74	1	it	it	PRON
ajst-29875	74	2	divides	divide	VERB
ajst-29875	74	3	the	the	DET
ajst-29875	74	4	data	datum	NOUN
ajst-29875	74	5	set	set	VERB
ajst-29875	74	6	into	into	ADP
ajst-29875	74	7	subsets	subset	NOUN
ajst-29875	74	8	,	,	PUNCT
ajst-29875	74	9	and	and	CCONJ
ajst-29875	74	10	then	then	ADV
ajst-29875	74	11	in	in	ADP
ajst-29875	74	12	turn	turn	NOUN
ajst-29875	74	13	uses	use	VERB
ajst-29875	74	14	one	one	NUM
ajst-29875	74	15	of	of	ADP
ajst-29875	74	16	them	they	PRON
ajst-29875	74	17	as	as	ADP
ajst-29875	74	18	the	the	DET
ajst-29875	74	19	test	test	NOUN
ajst-29875	74	20	set	set	VERB
ajst-29875	74	21	and	and	CCONJ
ajst-29875	74	22	the	the	DET
ajst-29875	74	23	rest	rest	NOUN
ajst-29875	74	24	as	as	ADP
ajst-29875	74	25	the	the	DET
ajst-29875	74	26	training	training	NOUN
ajst-29875	74	27	set[8	set[8	NOUN
ajst-29875	74	28	-	-	PUNCT
ajst-29875	74	29	9	9	NUM
ajst-29875	74	30	]	]	PUNCT
ajst-29875	74	31	.	.	PUNCT
ajst-29875	75	1	method	method	PROPN
ajst-29875	75	2	:	:	PUNCT
ajst-29875	75	3	divide	divide	VERB
ajst-29875	75	4	the	the	DET
ajst-29875	75	5	data	datum	NOUN
ajst-29875	75	6	set	set	VERB
ajst-29875	75	7	into	into	ADP
ajst-29875	75	8	k	k	PROPN
ajst-29875	75	9	subsets	subset	NOUN
ajst-29875	75	10	,	,	PUNCT
ajst-29875	75	11	selecting	select	VERB
ajst-29875	75	12	one	one	NUM
ajst-29875	75	13	of	of	ADP
ajst-29875	75	14	them	they	PRON
ajst-29875	75	15	at	at	ADP
ajst-29875	75	16	a	a	DET
ajst-29875	75	17	time	time	NOUN
ajst-29875	75	18	as	as	SCONJ
ajst-29875	75	19	the	the	DET
ajst-29875	75	20	test	test	NOUN
ajst-29875	75	21	set	set	VERB
ajst-29875	75	22	and	and	CCONJ
ajst-29875	75	23	the	the	DET
ajst-29875	75	24	remaining	remain	VERB
ajst-29875	75	25	k-1	k-1	PROPN
ajst-29875	75	26	subsets	subset	NOUN
ajst-29875	75	27	as	as	ADP
ajst-29875	75	28	the	the	DET
ajst-29875	75	29	training	training	NOUN
ajst-29875	75	30	set	set	NOUN
ajst-29875	75	31	.	.	PUNCT
ajst-29875	76	1	repeat	repeat	VERB
ajst-29875	76	2	this	this	DET
ajst-29875	76	3	process	process	NOUN
ajst-29875	76	4	k	k	PROPN
ajst-29875	76	5	times	time	NOUN
ajst-29875	76	6	,	,	PUNCT
ajst-29875	76	7	each	each	DET
ajst-29875	76	8	time	time	NOUN
ajst-29875	76	9	selecting	select	VERB
ajst-29875	76	10	a	a	DET
ajst-29875	76	11	different	different	ADJ
ajst-29875	76	12	subset	subset	NOUN
ajst-29875	76	13	as	as	ADP
ajst-29875	76	14	the	the	DET
ajst-29875	76	15	test	test	NOUN
ajst-29875	76	16	set	set	VERB
ajst-29875	76	17	.	.	PUNCT
ajst-29875	77	1	(	(	PUNCT
ajst-29875	77	2	2	2	X
ajst-29875	77	3	)	)	PUNCT
ajst-29875	77	4	performance	performance	NOUN
ajst-29875	77	5	evaluation	evaluation	NOUN
ajst-29875	77	6	indicators	indicator	NOUN
ajst-29875	77	7	for	for	ADP
ajst-29875	77	8	different	different	ADJ
ajst-29875	77	9	types	type	NOUN
ajst-29875	77	10	of	of	ADP
ajst-29875	77	11	models	model	NOUN
ajst-29875	77	12	and	and	CCONJ
ajst-29875	77	13	tasks	task	NOUN
ajst-29875	77	14	,	,	PUNCT
ajst-29875	77	15	different	different	ADJ
ajst-29875	77	16	performance	performance	NOUN
ajst-29875	77	17	evaluation	evaluation	NOUN
ajst-29875	77	18	indicators	indicator	NOUN
ajst-29875	77	19	can	can	AUX
ajst-29875	77	20	be	be	AUX
ajst-29875	77	21	used	use	VERB
ajst-29875	77	22	to	to	PART
ajst-29875	77	23	measure	measure	VERB
ajst-29875	77	24	the	the	DET
ajst-29875	77	25	performance	performance	NOUN
ajst-29875	77	26	of	of	ADP
ajst-29875	77	27	the	the	DET
ajst-29875	77	28	model	model	NOUN
ajst-29875	77	29	.	.	PUNCT
ajst-29875	78	1	use	use	VERB
ajst-29875	78	2	the	the	DET
ajst-29875	78	3	following	follow	VERB
ajst-29875	78	4	performance	performance	NOUN
ajst-29875	78	5	evaluation	evaluation	NOUN
ajst-29875	78	6	metrics	metric	NOUN
ajst-29875	78	7	and	and	CCONJ
ajst-29875	78	8	their	their	PRON
ajst-29875	78	9	formulas[8	formulas[8	PROPN
ajst-29875	78	10	-	-	PROPN
ajst-29875	78	11	9	9	NUM
ajst-29875	78	12	]	]	PUNCT
ajst-29875	78	13	:	:	PUNCT
ajst-29875	78	14	①	①	NUM
ajst-29875	78	15	accuracy	accuracy	NOUN
ajst-29875	78	16	definition	definition	NOUN
ajst-29875	78	17	:	:	PUNCT
ajst-29875	78	18	the	the	DET
ajst-29875	78	19	proportion	proportion	NOUN
ajst-29875	78	20	of	of	ADP
ajst-29875	78	21	the	the	DET
ajst-29875	78	22	number	number	NOUN
ajst-29875	78	23	of	of	ADP
ajst-29875	78	24	samples	sample	NOUN
ajst-29875	78	25	correctly	correctly	ADV
ajst-29875	78	26	predicted	predict	VERB
ajst-29875	78	27	by	by	ADP
ajst-29875	78	28	the	the	DET
ajst-29875	78	29	model	model	NOUN
ajst-29875	78	30	to	to	ADP
ajst-29875	78	31	the	the	DET
ajst-29875	78	32	total	total	ADJ
ajst-29875	78	33	number	number	NOUN
ajst-29875	78	34	of	of	ADP
ajst-29875	78	35	samples	sample	NOUN
ajst-29875	78	36	.	.	PUNCT
ajst-29875	79	1	formula	formula	NOUN
ajst-29875	79	2	:	:	PUNCT
ajst-29875	79	3	accuracy	accuracy	NOUN
ajst-29875	79	4	=	=	SYM
ajst-29875	79	5	(	(	PUNCT
ajst-29875	79	6	true	true	ADJ
ajst-29875	79	7	example	example	NOUN
ajst-29875	79	8	+	+	CCONJ
ajst-29875	79	9	true	true	ADJ
ajst-29875	79	10	counterexample	counterexample	NOUN
ajst-29875	79	11	)	)	PUNCT
ajst-29875	79	12	/	/	PUNCT
ajst-29875	79	13	(	(	PUNCT
ajst-29875	79	14	true	true	ADJ
ajst-29875	79	15	example	example	NOUN
ajst-29875	79	16	+	+	CCONJ
ajst-29875	79	17	true	true	ADJ
ajst-29875	79	18	counterexample	counterexample	NOUN
ajst-29875	79	19	+	+	CCONJ
ajst-29875	79	20	false	false	ADJ
ajst-29875	79	21	positive	positive	ADJ
ajst-29875	79	22	example	example	NOUN
ajst-29875	79	23	+	+	CCONJ
ajst-29875	79	24	false	false	ADJ
ajst-29875	79	25	counterexample	counterexample	NOUN
ajst-29875	79	26	)	)	PUNCT
ajst-29875	79	27	;	;	PUNCT
ajst-29875	79	28	②	②	NUM
ajst-29875	79	29	accuracy	accuracy	NOUN
ajst-29875	79	30	rate	rate	NOUN
ajst-29875	79	31	definition	definition	NOUN
ajst-29875	79	32	:	:	PUNCT
ajst-29875	79	33	the	the	DET
ajst-29875	79	34	proportion	proportion	NOUN
ajst-29875	79	35	of	of	ADP
ajst-29875	79	36	positive	positive	ADJ
ajst-29875	79	37	samples	sample	NOUN
ajst-29875	79	38	that	that	PRON
ajst-29875	79	39	are	be	AUX
ajst-29875	79	40	actually	actually	ADV
ajst-29875	79	41	positive	positive	ADJ
ajst-29875	79	42	samples	sample	NOUN
ajst-29875	79	43	in	in	ADP
ajst-29875	79	44	all	all	DET
ajst-29875	79	45	instances	instance	NOUN
ajst-29875	79	46	predicted	predict	VERB
ajst-29875	79	47	as	as	ADP
ajst-29875	79	48	positive	positive	ADJ
ajst-29875	79	49	samples	sample	NOUN
ajst-29875	79	50	.	.	PUNCT
ajst-29875	80	1	formula	formula	NOUN
ajst-29875	80	2	:	:	PUNCT
ajst-29875	80	3	precision	precision	NOUN
ajst-29875	80	4	rate	rate	NOUN
ajst-29875	80	5	=	=	PUNCT
ajst-29875	80	6	true	true	ADJ
ajst-29875	80	7	examples	example	NOUN
ajst-29875	80	8	/	/	PUNCT
ajst-29875	80	9	(	(	PUNCT
ajst-29875	80	10	true	true	ADJ
ajst-29875	80	11	examples	example	NOUN
ajst-29875	80	12	+	+	CCONJ
ajst-29875	80	13	false	false	ADJ
ajst-29875	80	14	positive	positive	ADJ
ajst-29875	80	15	examples	example	NOUN
ajst-29875	80	16	)	)	PUNCT
ajst-29875	80	17	;	;	PUNCT
ajst-29875	80	18	③	③	NUM
ajst-29875	80	19	recall	recall	NOUN
ajst-29875	80	20	is	be	AUX
ajst-29875	80	21	defined	define	VERB
ajst-29875	80	22	as	as	ADP
ajst-29875	80	23	the	the	DET
ajst-29875	80	24	percentage	percentage	NOUN
ajst-29875	80	25	of	of	ADP
ajst-29875	80	26	all	all	DET
ajst-29875	80	27	instances	instance	NOUN
ajst-29875	80	28	that	that	PRON
ajst-29875	80	29	are	be	AUX
ajst-29875	80	30	actually	actually	ADV
ajst-29875	80	31	positive	positive	ADJ
ajst-29875	80	32	samples	sample	NOUN
ajst-29875	80	33	that	that	PRON
ajst-29875	80	34	are	be	AUX
ajst-29875	80	35	correctly	correctly	ADV
ajst-29875	80	36	predicted	predict	VERB
ajst-29875	80	37	to	to	PART
ajst-29875	80	38	be	be	AUX
ajst-29875	80	39	positive	positive	ADJ
ajst-29875	80	40	samples	sample	NOUN
ajst-29875	80	41	.	.	PUNCT
ajst-29875	81	1	formula	formula	NOUN
ajst-29875	81	2	:	:	PUNCT
ajst-29875	81	3	recall	recall	NOUN
ajst-29875	81	4	rate	rate	NOUN
ajst-29875	81	5	=	=	PUNCT
ajst-29875	81	6	true	true	ADJ
ajst-29875	81	7	examples	example	NOUN
ajst-29875	81	8	/	/	PUNCT
ajst-29875	81	9	(	(	PUNCT
ajst-29875	81	10	true	true	ADJ
ajst-29875	81	11	examples	example	NOUN
ajst-29875	81	12	+	+	CCONJ
ajst-29875	81	13	false	false	ADJ
ajst-29875	81	14	counterexamples	counterexample	NOUN
ajst-29875	81	15	)	)	PUNCT
ajst-29875	81	16	.	.	PUNCT
ajst-29875	82	1	2.4	2.4	NUM
ajst-29875	82	2	.	.	PUNCT
ajst-29875	82	3	model	model	NOUN
ajst-29875	82	4	tuning	tuning	NOUN
ajst-29875	82	5	and	and	CCONJ
ajst-29875	82	6	risk	risk	NOUN
ajst-29875	82	7	control	control	NOUN
ajst-29875	82	8	2.4.1	2.4.1	NUM
ajst-29875	82	9	.	.	PUNCT
ajst-29875	82	10	model	model	NOUN
ajst-29875	82	11	tuning	tuning	NOUN
ajst-29875	82	12	according	accord	VERB
ajst-29875	82	13	to	to	ADP
ajst-29875	82	14	the	the	DET
ajst-29875	82	15	evaluation	evaluation	NOUN
ajst-29875	82	16	results	result	NOUN
ajst-29875	82	17	,	,	PUNCT
ajst-29875	82	18	the	the	DET
ajst-29875	82	19	model	model	NOUN
ajst-29875	82	20	was	be	AUX
ajst-29875	82	21	optimized	optimize	VERB
ajst-29875	82	22	by	by	ADP
ajst-29875	82	23	adjusting	adjust	VERB
ajst-29875	82	24	the	the	DET
ajst-29875	82	25	model	model	NOUN
ajst-29875	82	26	structure	structure	NOUN
ajst-29875	82	27	,	,	PUNCT
ajst-29875	82	28	increasing	increase	VERB
ajst-29875	82	29	the	the	DET
ajst-29875	82	30	amount	amount	NOUN
ajst-29875	82	31	of	of	ADP
ajst-29875	82	32	data	datum	NOUN
ajst-29875	82	33	and	and	CCONJ
ajst-29875	82	34	improving	improve	VERB
ajst-29875	82	35	the	the	DET
ajst-29875	82	36	training	training	NOUN
ajst-29875	82	37	algorithm	algorithm	NOUN
ajst-29875	82	38	.	.	PUNCT
ajst-29875	83	1	the	the	DET
ajst-29875	83	2	model	model	NOUN
ajst-29875	83	3	is	be	AUX
ajst-29875	83	4	updated	update	VERB
ajst-29875	83	5	regularly	regularly	ADV
ajst-29875	83	6	to	to	PART
ajst-29875	83	7	adapt	adapt	VERB
ajst-29875	83	8	to	to	ADP
ajst-29875	83	9	new	new	ADJ
ajst-29875	83	10	data	datum	NOUN
ajst-29875	83	11	and	and	CCONJ
ajst-29875	83	12	market	market	NOUN
ajst-29875	83	13	changes	change	NOUN
ajst-29875	83	14	,	,	PUNCT
ajst-29875	83	15	so	so	SCONJ
ajst-29875	83	16	that	that	SCONJ
ajst-29875	83	17	the	the	DET
ajst-29875	83	18	model	model	NOUN
ajst-29875	83	19	is	be	AUX
ajst-29875	83	20	always	always	ADV
ajst-29875	83	21	efficient	efficient	ADJ
ajst-29875	83	22	and	and	CCONJ
ajst-29875	83	23	accurate	accurate	ADJ
ajst-29875	83	24	.	.	PUNCT
ajst-29875	84	1	(	(	PUNCT
ajst-29875	84	2	1	1	X
ajst-29875	84	3	)	)	PUNCT
ajst-29875	84	4	model	model	NOUN
ajst-29875	84	5	structure	structure	NOUN
ajst-29875	84	6	optimization	optimization	NOUN
ajst-29875	84	7	model	model	NOUN
ajst-29875	84	8	structure	structure	NOUN
ajst-29875	84	9	tuning	tuning	NOUN
ajst-29875	84	10	refers	refer	VERB
ajst-29875	84	11	to	to	ADP
ajst-29875	84	12	improving	improve	VERB
ajst-29875	84	13	the	the	DET
ajst-29875	84	14	performance	performance	NOUN
ajst-29875	84	15	of	of	ADP
ajst-29875	84	16	the	the	DET
ajst-29875	84	17	model	model	NOUN
ajst-29875	84	18	by	by	ADP
ajst-29875	84	19	changing	change	VERB
ajst-29875	84	20	the	the	DET
ajst-29875	84	21	structure	structure	NOUN
ajst-29875	84	22	of	of	ADP
ajst-29875	84	23	the	the	DET
ajst-29875	84	24	model	model	NOUN
ajst-29875	84	25	.	.	PUNCT
ajst-29875	85	1	in	in	ADP
ajst-29875	85	2	machine	machine	NOUN
ajst-29875	85	3	learning	learning	NOUN
ajst-29875	85	4	and	and	CCONJ
ajst-29875	85	5	deep	deep	ADJ
ajst-29875	85	6	learning	learning	NOUN
ajst-29875	85	7	,	,	PUNCT
ajst-29875	85	8	the	the	DET
ajst-29875	85	9	structure	structure	NOUN
ajst-29875	85	10	of	of	ADP
ajst-29875	85	11	a	a	DET
ajst-29875	85	12	model	model	NOUN
ajst-29875	85	13	has	have	VERB
ajst-29875	85	14	a	a	DET
ajst-29875	85	15	crucial	crucial	ADJ
ajst-29875	85	16	impact	impact	NOUN
ajst-29875	85	17	on	on	ADP
ajst-29875	85	18	its	its	PRON
ajst-29875	85	19	performance	performance	NOUN
ajst-29875	85	20	.	.	PUNCT
ajst-29875	86	1	in	in	ADP
ajst-29875	86	2	this	this	DET
ajst-29875	86	3	paper	paper	NOUN
ajst-29875	86	4	,	,	PUNCT
ajst-29875	86	5	the	the	DET
ajst-29875	86	6	following	follow	VERB
ajst-29875	86	7	methods	method	NOUN
ajst-29875	86	8	are	be	AUX
ajst-29875	86	9	adopted	adopt	VERB
ajst-29875	86	10	to	to	PART
ajst-29875	86	11	optimize	optimize	VERB
ajst-29875	86	12	the	the	DET
ajst-29875	86	13	183	183	NUM
ajst-29875	86	14	structure	structure	NOUN
ajst-29875	86	15	of	of	ADP
ajst-29875	86	16	the	the	DET
ajst-29875	86	17	model	model	NOUN
ajst-29875	86	18	and	and	CCONJ
ajst-29875	86	19	improve	improve	VERB
ajst-29875	86	20	the	the	DET
ajst-29875	86	21	performance	performance	NOUN
ajst-29875	86	22	of	of	ADP
ajst-29875	86	23	the	the	DET
ajst-29875	86	24	model	model	NOUN
ajst-29875	86	25	.	.	PUNCT
ajst-29875	87	1	in	in	ADP
ajst-29875	87	2	the	the	DET
ajst-29875	87	3	neural	neural	ADJ
ajst-29875	87	4	network	network	NOUN
ajst-29875	87	5	model	model	NOUN
ajst-29875	87	6	,	,	PUNCT
ajst-29875	87	7	the	the	DET
ajst-29875	87	8	structure	structure	NOUN
ajst-29875	87	9	is	be	AUX
ajst-29875	87	10	optimized	optimize	VERB
ajst-29875	87	11	based	base	VERB
ajst-29875	87	12	on	on	ADP
ajst-29875	87	13	the	the	DET
ajst-29875	87	14	adjustment	adjustment	NOUN
ajst-29875	87	15	of	of	ADP
ajst-29875	87	16	the	the	DET
ajst-29875	87	17	number	number	NOUN
ajst-29875	87	18	of	of	ADP
ajst-29875	87	19	layers	layer	NOUN
ajst-29875	87	20	,	,	PUNCT
ajst-29875	87	21	the	the	DET
ajst-29875	87	22	number	number	NOUN
ajst-29875	87	23	of	of	ADP
ajst-29875	87	24	nodes	node	NOUN
ajst-29875	87	25	,	,	PUNCT
ajst-29875	87	26	and	and	CCONJ
ajst-29875	87	27	the	the	DET
ajst-29875	87	28	activation	activation	NOUN
ajst-29875	87	29	function	function	NOUN
ajst-29875	87	30	.	.	PUNCT
ajst-29875	88	1	in	in	ADP
ajst-29875	88	2	various	various	ADJ
ajst-29875	88	3	tree	tree	NOUN
ajst-29875	88	4	models	model	NOUN
ajst-29875	88	5	,	,	PUNCT
ajst-29875	88	6	adjusting	adjust	VERB
ajst-29875	88	7	the	the	DET
ajst-29875	88	8	depth	depth	NOUN
ajst-29875	88	9	of	of	ADP
ajst-29875	88	10	the	the	DET
ajst-29875	88	11	tree	tree	NOUN
ajst-29875	88	12	,	,	PUNCT
ajst-29875	88	13	the	the	DET
ajst-29875	88	14	number	number	NOUN
ajst-29875	88	15	of	of	ADP
ajst-29875	88	16	leaf	leaf	NOUN
ajst-29875	88	17	nodes	node	NOUN
ajst-29875	88	18	,	,	PUNCT
ajst-29875	88	19	splitting	splitting	NOUN
ajst-29875	88	20	criteria	criterion	NOUN
ajst-29875	88	21	and	and	CCONJ
ajst-29875	88	22	other	other	ADJ
ajst-29875	88	23	methods	method	NOUN
ajst-29875	88	24	are	be	AUX
ajst-29875	88	25	used	use	VERB
ajst-29875	88	26	to	to	PART
ajst-29875	88	27	optimize	optimize	VERB
ajst-29875	88	28	the	the	DET
ajst-29875	88	29	model	model	NOUN
ajst-29875	88	30	structure	structure	NOUN
ajst-29875	88	31	.	.	PUNCT
ajst-29875	89	1	(	(	PUNCT
ajst-29875	89	2	2	2	X
ajst-29875	89	3	)	)	PUNCT
ajst-29875	89	4	hyperparameter	hyperparameter	NOUN
ajst-29875	89	5	tuning	tune	VERB
ajst-29875	89	6	the	the	DET
ajst-29875	89	7	goal	goal	NOUN
ajst-29875	89	8	of	of	ADP
ajst-29875	89	9	hyperparameter	hyperparameter	NOUN
ajst-29875	89	10	tuning	tune	VERB
ajst-29875	89	11	is	be	AUX
ajst-29875	89	12	to	to	PART
ajst-29875	89	13	find	find	VERB
ajst-29875	89	14	an	an	DET
ajst-29875	89	15	optimal	optimal	ADJ
ajst-29875	89	16	set	set	NOUN
ajst-29875	89	17	of	of	ADP
ajst-29875	89	18	hyperparameter	hyperparameter	NOUN
ajst-29875	89	19	configurations	configuration	NOUN
ajst-29875	89	20	such	such	ADJ
ajst-29875	89	21	that	that	SCONJ
ajst-29875	89	22	the	the	DET
ajst-29875	89	23	model	model	NOUN
ajst-29875	89	24	performs	perform	VERB
ajst-29875	89	25	best	good	ADJ
ajst-29875	89	26	on	on	ADP
ajst-29875	89	27	a	a	DET
ajst-29875	89	28	given	give	VERB
ajst-29875	89	29	data	datum	NOUN
ajst-29875	89	30	set	set	VERB
ajst-29875	89	31	and	and	CCONJ
ajst-29875	89	32	task	task	NOUN
ajst-29875	89	33	.	.	PUNCT
ajst-29875	90	1	this	this	PRON
ajst-29875	90	2	usually	usually	ADV
ajst-29875	90	3	involves	involve	VERB
ajst-29875	90	4	conducting	conduct	VERB
ajst-29875	90	5	a	a	DET
ajst-29875	90	6	search	search	NOUN
ajst-29875	90	7	across	across	ADP
ajst-29875	90	8	multiple	multiple	ADJ
ajst-29875	90	9	hyperparameters	hyperparameter	NOUN
ajst-29875	90	10	,	,	PUNCT
ajst-29875	90	11	evaluating	evaluate	VERB
ajst-29875	90	12	the	the	DET
ajst-29875	90	13	model	model	NOUN
ajst-29875	90	14	's	's	PART
ajst-29875	90	15	performance	performance	NOUN
ajst-29875	90	16	under	under	ADP
ajst-29875	90	17	each	each	DET
ajst-29875	90	18	configuration	configuration	NOUN
ajst-29875	90	19	,	,	PUNCT
ajst-29875	90	20	and	and	CCONJ
ajst-29875	90	21	selecting	select	VERB
ajst-29875	90	22	the	the	DET
ajst-29875	90	23	optimal	optimal	ADJ
ajst-29875	90	24	configuration	configuration	NOUN
ajst-29875	90	25	based	base	VERB
ajst-29875	90	26	on	on	ADP
ajst-29875	90	27	the	the	DET
ajst-29875	90	28	performance	performance	NOUN
ajst-29875	90	29	results	result	NOUN
ajst-29875	90	30	.	.	PUNCT
ajst-29875	91	1	the	the	DET
ajst-29875	91	2	following	follow	VERB
ajst-29875	91	3	are	be	AUX
ajst-29875	91	4	commonly	commonly	ADV
ajst-29875	91	5	used	use	VERB
ajst-29875	91	6	hyperparameter	hyperparameter	NOUN
ajst-29875	91	7	tuning	tune	VERB
ajst-29875	91	8	in	in	ADP
ajst-29875	91	9	engineering	engineering	NOUN
ajst-29875	91	10	.	.	PUNCT
ajst-29875	92	1	①	①	NUM
ajst-29875	92	2	grid	grid	NOUN
ajst-29875	92	3	search	search	NOUN
ajst-29875	92	4	:	:	PUNCT
ajst-29875	92	5	full	full	ADJ
ajst-29875	92	6	parameter	parameter	NOUN
ajst-29875	92	7	combination	combination	NOUN
ajst-29875	92	8	traversal	traversal	NOUN
ajst-29875	92	9	,	,	PUNCT
ajst-29875	92	10	suitable	suitable	ADJ
ajst-29875	92	11	for	for	ADP
ajst-29875	92	12	small	small	ADJ
ajst-29875	92	13	parameter	parameter	NOUN
ajst-29875	92	14	space	space	NOUN
ajst-29875	92	15	.	.	PUNCT
ajst-29875	93	1	②	②	NUM
ajst-29875	93	2	random	random	ADJ
ajst-29875	93	3	search	search	NOUN
ajst-29875	93	4	:	:	PUNCT
ajst-29875	93	5	efficiently	efficiently	ADV
ajst-29875	93	6	explore	explore	VERB
ajst-29875	93	7	large	large	ADJ
ajst-29875	93	8	parameter	parameter	NOUN
ajst-29875	93	9	spaces	space	NOUN
ajst-29875	93	10	.	.	PUNCT
ajst-29875	94	1	③	③	NUM
ajst-29875	94	2	bayesian	bayesian	NOUN
ajst-29875	94	3	optimization	optimization	NOUN
ajst-29875	94	4	:	:	PUNCT
ajst-29875	94	5	guided	guide	VERB
ajst-29875	94	6	search	search	NOUN
ajst-29875	94	7	based	base	VERB
ajst-29875	94	8	on	on	ADP
ajst-29875	94	9	probabilistic	probabilistic	ADJ
ajst-29875	94	10	models	model	NOUN
ajst-29875	94	11	.	.	PUNCT
ajst-29875	95	1	in	in	ADP
ajst-29875	95	2	some	some	DET
ajst-29875	95	3	neural	neural	ADJ
ajst-29875	95	4	network	network	NOUN
ajst-29875	95	5	evolution	evolution	NOUN
ajst-29875	95	6	algorithms	algorithm	NOUN
ajst-29875	95	7	,	,	PUNCT
ajst-29875	95	8	the	the	DET
ajst-29875	95	9	learning	learning	NOUN
ajst-29875	95	10	rate	rate	NOUN
ajst-29875	95	11	,	,	PUNCT
ajst-29875	95	12	regularization	regularization	NOUN
ajst-29875	95	13	coefficient	coefficient	NOUN
ajst-29875	95	14	(	(	PUNCT
ajst-29875	95	15	l1	l1	PROPN
ajst-29875	95	16	/	/	SYM
ajst-29875	95	17	l2	l2	NOUN
ajst-29875	95	18	)	)	PUNCT
ajst-29875	95	19	,	,	PUNCT
ajst-29875	95	20	the	the	DET
ajst-29875	95	21	maximum	maximum	ADJ
ajst-29875	95	22	depth	depth	NOUN
ajst-29875	95	23	of	of	ADP
ajst-29875	95	24	the	the	DET
ajst-29875	95	25	tree	tree	NOUN
ajst-29875	95	26	.	.	PUNCT
ajst-29875	96	1	batch	batch	NOUN
ajst-29875	96	2	size	size	NOUN
ajst-29875	96	3	,	,	PUNCT
ajst-29875	96	4	number	number	NOUN
ajst-29875	96	5	of	of	ADP
ajst-29875	96	6	iterations	iteration	NOUN
ajst-29875	96	7	are	be	AUX
ajst-29875	96	8	tuned	tune	VERB
ajst-29875	96	9	.	.	PUNCT
ajst-29875	97	1	2.4.2	2.4.2	X
ajst-29875	97	2	.	.	PUNCT
ajst-29875	97	3	risk	risk	NOUN
ajst-29875	97	4	control	control	NOUN
ajst-29875	97	5	(	(	PUNCT
ajst-29875	97	6	1	1	X
ajst-29875	97	7	)	)	PUNCT
ajst-29875	97	8	data	datum	NOUN
ajst-29875	97	9	privacy	privacy	NOUN
ajst-29875	97	10	and	and	CCONJ
ajst-29875	97	11	security	security	NOUN
ajst-29875	97	12	issues	issue	NOUN
ajst-29875	97	13	:	:	PUNCT
ajst-29875	97	14	in	in	ADP
ajst-29875	97	15	the	the	DET
ajst-29875	97	16	process	process	NOUN
ajst-29875	97	17	of	of	ADP
ajst-29875	97	18	pricing	price	VERB
ajst-29875	97	19	automotive	automotive	ADJ
ajst-29875	97	20	aftermarket	aftermarket	NOUN
ajst-29875	97	21	parts	part	NOUN
ajst-29875	97	22	,	,	PUNCT
ajst-29875	97	23	issues	issue	NOUN
ajst-29875	97	24	such	such	ADJ
ajst-29875	97	25	as	as	ADP
ajst-29875	97	26	model	model	NOUN
ajst-29875	97	27	interpretability	interpretability	NOUN
ajst-29875	97	28	and	and	CCONJ
ajst-29875	97	29	data	datum	NOUN
ajst-29875	97	30	update	update	NOUN
ajst-29875	97	31	and	and	CCONJ
ajst-29875	97	32	model	model	NOUN
ajst-29875	97	33	adaptability	adaptability	NOUN
ajst-29875	97	34	involve	involve	VERB
ajst-29875	97	35	a	a	DET
ajst-29875	97	36	large	large	ADJ
ajst-29875	97	37	amount	amount	NOUN
ajst-29875	97	38	of	of	ADP
ajst-29875	97	39	data	datum	NOUN
ajst-29875	97	40	information	information	NOUN
ajst-29875	97	41	,	,	PUNCT
ajst-29875	97	42	such	such	ADJ
ajst-29875	97	43	as	as	ADP
ajst-29875	97	44	sales	sale	NOUN
ajst-29875	97	45	data	datum	NOUN
ajst-29875	97	46	.	.	PUNCT
ajst-29875	98	1	there	there	PRON
ajst-29875	98	2	are	be	VERB
ajst-29875	98	3	potential	potential	ADJ
ajst-29875	98	4	data	datum	NOUN
ajst-29875	98	5	privacy	privacy	NOUN
ajst-29875	98	6	and	and	CCONJ
ajst-29875	98	7	security	security	NOUN
ajst-29875	98	8	risks	risk	NOUN
ajst-29875	98	9	.	.	PUNCT
ajst-29875	99	1	therefore	therefore	ADV
ajst-29875	99	2	,	,	PUNCT
ajst-29875	99	3	in	in	ADP
ajst-29875	99	4	this	this	DET
ajst-29875	99	5	paper	paper	NOUN
ajst-29875	99	6	,	,	PUNCT
ajst-29875	99	7	operations	operation	NOUN
ajst-29875	99	8	regarding	regard	VERB
ajst-29875	99	9	data	data	NOUN
ajst-29875	99	10	privacy	privacy	NOUN
ajst-29875	99	11	and	and	CCONJ
ajst-29875	99	12	security	security	NOUN
ajst-29875	99	13	access	access	NOUN
ajst-29875	99	14	are	be	AUX
ajst-29875	99	15	carried	carry	VERB
ajst-29875	99	16	out	out	ADP
ajst-29875	99	17	in	in	ADP
ajst-29875	99	18	full	full	ADJ
ajst-29875	99	19	compliance	compliance	NOUN
ajst-29875	99	20	with	with	ADP
ajst-29875	99	21	data	datum	NOUN
ajst-29875	99	22	laws	law	NOUN
ajst-29875	99	23	.	.	PUNCT
ajst-29875	100	1	(	(	PUNCT
ajst-29875	100	2	2	2	X
ajst-29875	100	3	)	)	PUNCT
ajst-29875	100	4	model	model	NOUN
ajst-29875	100	5	interpretability	interpretability	NOUN
ajst-29875	100	6	problems	problem	NOUN
ajst-29875	100	7	:	:	PUNCT
ajst-29875	100	8	the	the	DET
ajst-29875	100	9	deep	deep	ADJ
ajst-29875	100	10	learning	learning	NOUN
ajst-29875	100	11	model	model	NOUN
ajst-29875	100	12	is	be	AUX
ajst-29875	100	13	a	a	DET
ajst-29875	100	14	black	black	ADJ
ajst-29875	100	15	box	box	NOUN
ajst-29875	100	16	model	model	NOUN
ajst-29875	100	17	,	,	PUNCT
ajst-29875	100	18	and	and	CCONJ
ajst-29875	100	19	its	its	PRON
ajst-29875	100	20	internal	internal	ADJ
ajst-29875	100	21	decision	decision	NOUN
ajst-29875	100	22	-	-	PUNCT
ajst-29875	100	23	making	make	VERB
ajst-29875	100	24	mechanism	mechanism	NOUN
ajst-29875	100	25	is	be	AUX
ajst-29875	100	26	difficult	difficult	ADJ
ajst-29875	100	27	to	to	PART
ajst-29875	100	28	explain	explain	VERB
ajst-29875	100	29	.	.	PUNCT
ajst-29875	101	1	in	in	ADP
ajst-29875	101	2	this	this	DET
ajst-29875	101	3	paper	paper	NOUN
ajst-29875	101	4	,	,	PUNCT
ajst-29875	101	5	the	the	DET
ajst-29875	101	6	interpretability	interpretability	NOUN
ajst-29875	101	7	of	of	ADP
ajst-29875	101	8	the	the	DET
ajst-29875	101	9	model	model	NOUN
ajst-29875	101	10	is	be	AUX
ajst-29875	101	11	improved	improve	VERB
ajst-29875	101	12	based	base	VERB
ajst-29875	101	13	on	on	ADP
ajst-29875	101	14	code	code	NOUN
ajst-29875	101	15	and	and	CCONJ
ajst-29875	101	16	expository	expository	ADJ
ajst-29875	101	17	text	text	NOUN
ajst-29875	101	18	,	,	PUNCT
ajst-29875	101	19	and	and	CCONJ
ajst-29875	101	20	users	user	NOUN
ajst-29875	101	21	'	'	PART
ajst-29875	101	22	trust	trust	NOUN
ajst-29875	101	23	in	in	ADP
ajst-29875	101	24	the	the	DET
ajst-29875	101	25	model	model	NOUN
ajst-29875	101	26	is	be	AUX
ajst-29875	101	27	increased	increase	VERB
ajst-29875	101	28	.	.	PUNCT
ajst-29875	102	1	(	(	PUNCT
ajst-29875	102	2	3	3	X
ajst-29875	102	3	)	)	PUNCT
ajst-29875	102	4	data	datum	NOUN
ajst-29875	102	5	update	update	NOUN
ajst-29875	102	6	and	and	CCONJ
ajst-29875	102	7	model	model	NOUN
ajst-29875	102	8	adaptability	adaptability	NOUN
ajst-29875	102	9	:	:	PUNCT
ajst-29875	102	10	the	the	DET
ajst-29875	102	11	market	market	NOUN
ajst-29875	102	12	data	datum	NOUN
ajst-29875	102	13	of	of	ADP
ajst-29875	102	14	automobile	automobile	NOUN
ajst-29875	102	15	aftermarket	aftermarket	NOUN
ajst-29875	102	16	parts	part	NOUN
ajst-29875	102	17	is	be	AUX
ajst-29875	102	18	in	in	ADP
ajst-29875	102	19	dynamic	dynamic	ADJ
ajst-29875	102	20	change	change	NOUN
ajst-29875	102	21	,	,	PUNCT
ajst-29875	102	22	new	new	ADJ
ajst-29875	102	23	products	product	NOUN
ajst-29875	102	24	appear	appear	VERB
ajst-29875	102	25	,	,	PUNCT
ajst-29875	102	26	the	the	DET
ajst-29875	102	27	market	market	NOUN
ajst-29875	102	28	supply	supply	NOUN
ajst-29875	102	29	and	and	CCONJ
ajst-29875	102	30	demand	demand	NOUN
ajst-29875	102	31	relationship	relationship	NOUN
ajst-29875	102	32	changes	change	NOUN
ajst-29875	102	33	,	,	PUNCT
ajst-29875	102	34	if	if	SCONJ
ajst-29875	102	35	the	the	DET
ajst-29875	102	36	original	original	ADJ
ajst-29875	102	37	model	model	NOUN
ajst-29875	102	38	can	can	AUX
ajst-29875	102	39	not	not	PART
ajst-29875	102	40	update	update	VERB
ajst-29875	102	41	and	and	CCONJ
ajst-29875	102	42	process	process	VERB
ajst-29875	102	43	the	the	DET
ajst-29875	102	44	data	datum	NOUN
ajst-29875	102	45	in	in	ADP
ajst-29875	102	46	time	time	NOUN
ajst-29875	102	47	,	,	PUNCT
ajst-29875	102	48	it	it	PRON
ajst-29875	102	49	may	may	AUX
ajst-29875	102	50	lead	lead	VERB
ajst-29875	102	51	to	to	ADP
ajst-29875	102	52	inaccurate	inaccurate	ADJ
ajst-29875	102	53	prediction	prediction	NOUN
ajst-29875	102	54	results	result	NOUN
ajst-29875	102	55	.	.	PUNCT
ajst-29875	103	1	therefore	therefore	ADV
ajst-29875	103	2	,	,	PUNCT
ajst-29875	103	3	this	this	DET
ajst-29875	103	4	paper	paper	NOUN
ajst-29875	103	5	designs	design	VERB
ajst-29875	103	6	a	a	DET
ajst-29875	103	7	dynamic	dynamic	ADJ
ajst-29875	103	8	monitoring	monitoring	NOUN
ajst-29875	103	9	model	model	NOUN
ajst-29875	103	10	update	update	NOUN
ajst-29875	103	11	and	and	CCONJ
ajst-29875	103	12	learning	learn	VERB
ajst-29875	103	13	mechanism	mechanism	NOUN
ajst-29875	103	14	at	at	ADP
ajst-29875	103	15	any	any	DET
ajst-29875	103	16	time	time	NOUN
ajst-29875	103	17	,	,	PUNCT
ajst-29875	103	18	so	so	SCONJ
ajst-29875	103	19	that	that	SCONJ
ajst-29875	103	20	the	the	DET
ajst-29875	103	21	model	model	NOUN
ajst-29875	103	22	can	can	AUX
ajst-29875	103	23	quickly	quickly	ADV
ajst-29875	103	24	adapt	adapt	VERB
ajst-29875	103	25	to	to	ADP
ajst-29875	103	26	the	the	DET
ajst-29875	103	27	new	new	ADJ
ajst-29875	103	28	data	datum	NOUN
ajst-29875	103	29	,	,	PUNCT
ajst-29875	103	30	maintain	maintain	VERB
ajst-29875	103	31	continuous	continuous	ADJ
ajst-29875	103	32	forecasting	forecasting	NOUN
ajst-29875	103	33	ability	ability	NOUN
ajst-29875	103	34	.	.	PUNCT
ajst-29875	104	1	3	3	X
ajst-29875	104	2	.	.	X
ajst-29875	104	3	discussion	discussion	NOUN
ajst-29875	104	4	and	and	CCONJ
ajst-29875	104	5	analysis	analysis	NOUN
ajst-29875	104	6	the	the	DET
ajst-29875	104	7	experimental	experimental	ADJ
ajst-29875	104	8	results	result	NOUN
ajst-29875	104	9	show	show	VERB
ajst-29875	104	10	that	that	SCONJ
ajst-29875	104	11	the	the	DET
ajst-29875	104	12	pricing	pricing	NOUN
ajst-29875	104	13	model	model	NOUN
ajst-29875	104	14	based	base	VERB
ajst-29875	104	15	on	on	ADP
ajst-29875	104	16	distributed	distribute	VERB
ajst-29875	104	17	computing	computing	NOUN
ajst-29875	104	18	architecture	architecture	NOUN
ajst-29875	104	19	has	have	VERB
ajst-29875	104	20	outstanding	outstanding	ADJ
ajst-29875	104	21	performance	performance	NOUN
ajst-29875	104	22	in	in	ADP
ajst-29875	104	23	accuracy	accuracy	NOUN
ajst-29875	104	24	,	,	PUNCT
ajst-29875	104	25	mean	mean	ADJ
ajst-29875	104	26	square	square	NOUN
ajst-29875	104	27	error	error	NOUN
ajst-29875	104	28	,	,	PUNCT
ajst-29875	104	29	average	average	ADJ
ajst-29875	104	30	absolute	absolute	ADJ
ajst-29875	104	31	error	error	NOUN
ajst-29875	104	32	and	and	CCONJ
ajst-29875	104	33	other	other	ADJ
ajst-29875	104	34	evaluation	evaluation	NOUN
ajst-29875	104	35	indicators	indicator	NOUN
ajst-29875	104	36	in	in	ADP
ajst-29875	104	37	comparison	comparison	NOUN
ajst-29875	104	38	with	with	ADP
ajst-29875	104	39	traditional	traditional	ADJ
ajst-29875	104	40	pricing	pricing	NOUN
ajst-29875	104	41	models	model	NOUN
ajst-29875	104	42	,	,	PUNCT
ajst-29875	104	43	and	and	CCONJ
ajst-29875	104	44	can	can	AUX
ajst-29875	104	45	more	more	ADV
ajst-29875	104	46	accurately	accurately	ADV
ajst-29875	104	47	capture	capture	VERB
ajst-29875	104	48	the	the	DET
ajst-29875	104	49	relationship	relationship	NOUN
ajst-29875	104	50	between	between	ADP
ajst-29875	104	51	after	after	ADP
ajst-29875	104	52	-	-	PUNCT
ajst-29875	104	53	sale	sale	NOUN
ajst-29875	104	54	parts	part	NOUN
ajst-29875	104	55	prices	price	NOUN
ajst-29875	104	56	and	and	CCONJ
ajst-29875	104	57	various	various	ADJ
ajst-29875	104	58	influencing	influence	VERB
ajst-29875	104	59	factors	factor	NOUN
ajst-29875	104	60	.	.	PUNCT
ajst-29875	105	1	at	at	ADP
ajst-29875	105	2	the	the	DET
ajst-29875	105	3	same	same	ADJ
ajst-29875	105	4	time	time	NOUN
ajst-29875	105	5	,	,	PUNCT
ajst-29875	105	6	distributed	distribute	VERB
ajst-29875	105	7	computing	computing	NOUN
ajst-29875	105	8	significantly	significantly	ADV
ajst-29875	105	9	improves	improve	VERB
ajst-29875	105	10	the	the	DET
ajst-29875	105	11	training	training	NOUN
ajst-29875	105	12	speed	speed	NOUN
ajst-29875	105	13	and	and	CCONJ
ajst-29875	105	14	scalability	scalability	NOUN
ajst-29875	105	15	of	of	ADP
ajst-29875	105	16	the	the	DET
ajst-29875	105	17	model	model	NOUN
ajst-29875	105	18	.	.	PUNCT
ajst-29875	106	1	through	through	ADP
ajst-29875	106	2	the	the	DET
ajst-29875	106	3	analysis	analysis	NOUN
ajst-29875	106	4	of	of	ADP
ajst-29875	106	5	the	the	DET
ajst-29875	106	6	importance	importance	NOUN
ajst-29875	106	7	of	of	ADP
ajst-29875	106	8	different	different	ADJ
ajst-29875	106	9	features	feature	NOUN
ajst-29875	106	10	,	,	PUNCT
ajst-29875	106	11	the	the	DET
ajst-29875	106	12	actual	actual	ADJ
ajst-29875	106	13	role	role	NOUN
ajst-29875	106	14	of	of	ADP
ajst-29875	106	15	each	each	DET
ajst-29875	106	16	influencing	influence	VERB
ajst-29875	106	17	factor	factor	NOUN
ajst-29875	106	18	in	in	ADP
ajst-29875	106	19	pricing	pricing	NOUN
ajst-29875	106	20	is	be	AUX
ajst-29875	106	21	deeply	deeply	ADV
ajst-29875	106	22	understood	understand	VERB
ajst-29875	106	23	,	,	PUNCT
ajst-29875	106	24	and	and	CCONJ
ajst-29875	106	25	key	key	ADJ
ajst-29875	106	26	information	information	NOUN
ajst-29875	106	27	is	be	AUX
ajst-29875	106	28	provided	provide	VERB
ajst-29875	106	29	for	for	ADP
ajst-29875	106	30	further	further	ADJ
ajst-29875	106	31	optimization	optimization	NOUN
ajst-29875	106	32	of	of	ADP
ajst-29875	106	33	the	the	DET
ajst-29875	106	34	model	model	NOUN
ajst-29875	106	35	and	and	CCONJ
ajst-29875	106	36	pricing	pricing	NOUN
ajst-29875	106	37	strategy	strategy	NOUN
ajst-29875	106	38	.	.	PUNCT
ajst-29875	107	1	therefore	therefore	ADV
ajst-29875	107	2	,	,	PUNCT
ajst-29875	107	3	the	the	DET
ajst-29875	107	4	auto	auto	NOUN
ajst-29875	107	5	after	after	ADP
ajst-29875	107	6	-	-	PUNCT
ajst-29875	107	7	sale	sale	NOUN
ajst-29875	107	8	parts	part	NOUN
ajst-29875	107	9	automatic	automatic	ADJ
ajst-29875	107	10	pricing	pricing	NOUN
ajst-29875	107	11	tool	tool	NOUN
ajst-29875	107	12	based	base	VERB
ajst-29875	107	13	on	on	ADP
ajst-29875	107	14	distributed	distribute	VERB
ajst-29875	107	15	and	and	CCONJ
ajst-29875	107	16	deep	deep	ADJ
ajst-29875	107	17	learning	learning	NOUN
ajst-29875	107	18	proposed	propose	VERB
ajst-29875	107	19	in	in	ADP
ajst-29875	107	20	this	this	DET
ajst-29875	107	21	paper	paper	NOUN
ajst-29875	107	22	can	can	AUX
ajst-29875	107	23	effectively	effectively	ADV
ajst-29875	107	24	solve	solve	VERB
ajst-29875	107	25	many	many	ADJ
ajst-29875	107	26	problems	problem	NOUN
ajst-29875	107	27	faced	face	VERB
ajst-29875	107	28	by	by	ADP
ajst-29875	107	29	traditional	traditional	ADJ
ajst-29875	107	30	pricing	pricing	NOUN
ajst-29875	107	31	methods	method	NOUN
ajst-29875	107	32	and	and	CCONJ
ajst-29875	107	33	improve	improve	VERB
ajst-29875	107	34	the	the	DET
ajst-29875	107	35	accuracy	accuracy	NOUN
ajst-29875	107	36	and	and	CCONJ
ajst-29875	107	37	real	real	ADJ
ajst-29875	107	38	-	-	PUNCT
ajst-29875	107	39	time	time	NOUN
ajst-29875	107	40	pricing	pricing	NOUN
ajst-29875	107	41	.	.	PUNCT
ajst-29875	108	1	it	it	PRON
ajst-29875	108	2	will	will	AUX
ajst-29875	108	3	bring	bring	VERB
ajst-29875	108	4	significant	significant	ADJ
ajst-29875	108	5	economic	economic	ADJ
ajst-29875	108	6	and	and	CCONJ
ajst-29875	108	7	social	social	ADJ
ajst-29875	108	8	benefits	benefit	NOUN
ajst-29875	108	9	to	to	ADP
ajst-29875	108	10	enterprises	enterprise	NOUN
ajst-29875	108	11	,	,	PUNCT
ajst-29875	108	12	and	and	CCONJ
ajst-29875	108	13	promote	promote	VERB
ajst-29875	108	14	the	the	DET
ajst-29875	108	15	healthy	healthy	ADJ
ajst-29875	108	16	development	development	NOUN
ajst-29875	108	17	of	of	ADP
ajst-29875	108	18	the	the	DET
ajst-29875	108	19	automobile	automobile	NOUN
ajst-29875	108	20	after	after	ADP
ajst-29875	108	21	-	-	PUNCT
ajst-29875	108	22	sales	sale	NOUN
ajst-29875	108	23	market	market	NOUN
ajst-29875	108	24	.	.	PUNCT
ajst-29875	109	1	references	reference	NOUN
ajst-29875	109	2	[	[	X
ajst-29875	109	3	1	1	X
ajst-29875	109	4	]	]	X
ajst-29875	109	5	zeng	zeng	PROPN
ajst-29875	109	6	mengxiong	mengxiong	PROPN
ajst-29875	109	7	,	,	PUNCT
ajst-29875	109	8	zhang	zhang	PROPN
ajst-29875	109	9	zheng	zheng	PROPN
ajst-29875	109	10	,	,	PUNCT
ajst-29875	109	11	zhang	zhang	PROPN
ajst-29875	109	12	jiangshui	jiangshui	PROPN
ajst-29875	109	13	,	,	PUNCT
ajst-29875	109	14	et	et	PROPN
ajst-29875	109	15	al	al	PROPN
ajst-29875	109	16	.	.	PUNCT
ajst-29875	110	1	[	[	X
ajst-29875	110	2	j	j	X
ajst-29875	110	3	]	]	X
ajst-29875	110	4	.	.	PUNCT
ajst-29875	111	1	journal	journal	PROPN
ajst-29875	111	2	of	of	ADP
ajst-29875	111	3	science	science	NOUN
ajst-29875	111	4	and	and	CCONJ
ajst-29875	111	5	technology	technology	NOUN
ajst-29875	111	6	of	of	ADP
ajst-29875	111	7	surveying	surveying	NOUN
ajst-29875	111	8	and	and	CCONJ
ajst-29875	111	9	mapping	mapping	NOUN
ajst-29875	111	10	,	,	PUNCT
ajst-29875	111	11	2024	2024	NUM
ajst-29875	111	12	,	,	PUNCT
ajst-29875	111	13	40	40	NUM
ajst-29875	111	14	(	(	PUNCT
ajst-29875	111	15	06	06	NUM
ajst-29875	111	16	):	):	PUNCT
ajst-29875	111	17	658	658	NUM
ajst-29875	111	18	-	-	SYM
ajst-29875	111	19	665	665	NUM
ajst-29875	111	20	.	.	PUNCT
ajst-29875	112	1	(	(	PUNCT
ajst-29875	112	2	in	in	ADP
ajst-29875	112	3	chinese	chinese	PROPN
ajst-29875	112	4	)	)	PUNCT
ajst-29875	113	1	[	[	X
ajst-29875	113	2	2	2	X
ajst-29875	113	3	]	]	X
ajst-29875	113	4	wang	wang	PROPN
ajst-29875	113	5	lei	lei	PROPN
ajst-29875	113	6	,	,	PUNCT
ajst-29875	113	7	chen	chen	PROPN
ajst-29875	113	8	ying	ying	PROPN
ajst-29875	113	9	.	.	PUNCT
ajst-29875	113	10	research	research	NOUN
ajst-29875	113	11	on	on	ADP
ajst-29875	113	12	large	large	ADJ
ajst-29875	113	13	-	-	PUNCT
ajst-29875	113	14	scale	scale	NOUN
ajst-29875	113	15	data	datum	NOUN
ajst-29875	113	16	processing	processing	NOUN
ajst-29875	113	17	technology	technology	NOUN
ajst-29875	113	18	in	in	ADP
ajst-29875	113	19	distributed	distribute	VERB
ajst-29875	113	20	computing	computing	NOUN
ajst-29875	113	21	environment	environment	NOUN
ajst-29875	114	1	[	[	X
ajst-29875	114	2	j	j	X
ajst-29875	114	3	]	]	X
ajst-29875	114	4	.	.	PUNCT
ajst-29875	115	1	china	china	PROPN
ajst-29875	115	2	science	science	PROPN
ajst-29875	115	3	and	and	CCONJ
ajst-29875	115	4	technology	technology	NOUN
ajst-29875	115	5	investment	investment	NOUN
ajst-29875	115	6	,	,	PUNCT
ajst-29875	115	7	2024	2024	NUM
ajst-29875	115	8	,	,	PUNCT
ajst-29875	115	9	(	(	PUNCT
ajst-29875	115	10	26	26	NUM
ajst-29875	115	11	):	):	PUNCT
ajst-29875	115	12	27	27	NUM
ajst-29875	115	13	-	-	SYM
ajst-29875	115	14	29	29	NUM
ajst-29875	115	15	.	.	PUNCT
ajst-29875	116	1	[	[	X
ajst-29875	116	2	3	3	NUM
ajst-29875	116	3	]	]	X
ajst-29875	116	4	yuan	yuan	PROPN
ajst-29875	116	5	zewen	zewen	PROPN
ajst-29875	116	6	,	,	PUNCT
ajst-29875	116	7	zhou	zhou	PROPN
ajst-29875	116	8	guocheng	guocheng	PROPN
ajst-29875	116	9	,	,	PUNCT
ajst-29875	116	10	zhou	zhou	PROPN
ajst-29875	116	11	shengjie	shengjie	PROPN
ajst-29875	116	12	,	,	PUNCT
ajst-29875	116	13	et	et	PROPN
ajst-29875	116	14	al	al	PROPN
ajst-29875	116	15	.	.	PUNCT
ajst-29875	116	16	application	application	NOUN
ajst-29875	116	17	of	of	ADP
ajst-29875	116	18	distributed	distribute	VERB
ajst-29875	116	19	storage	storage	NOUN
ajst-29875	116	20	and	and	CCONJ
ajst-29875	116	21	calculation	calculation	NOUN
ajst-29875	116	22	method	method	NOUN
ajst-29875	116	23	in	in	ADP
ajst-29875	116	24	big	big	ADJ
ajst-29875	116	25	data	datum	NOUN
ajst-29875	116	26	of	of	ADP
ajst-29875	116	27	water	water	NOUN
ajst-29875	116	28	conservancy	conservancy	NOUN
ajst-29875	116	29	geospatial	geospatial	NOUN
ajst-29875	117	1	[	[	X
ajst-29875	117	2	j	j	X
ajst-29875	117	3	]	]	X
ajst-29875	117	4	.	.	PUNCT
ajst-29875	118	1	surveying	surveying	NOUN
ajst-29875	118	2	,	,	PUNCT
ajst-29875	118	3	mapping	mapping	NOUN
ajst-29875	118	4	and	and	CCONJ
ajst-29875	118	5	spatial	spatial	ADJ
ajst-29875	118	6	geographic	geographic	ADJ
ajst-29875	118	7	information	information	NOUN
ajst-29875	118	8	,	,	PUNCT
ajst-29875	118	9	2024	2024	NUM
ajst-29875	118	10	,	,	PUNCT
ajst-29875	118	11	47	47	NUM
ajst-29875	118	12	(	(	PUNCT
ajst-29875	118	13	07	07	NUM
ajst-29875	118	14	):	):	PUNCT
ajst-29875	118	15	10	10	NUM
ajst-29875	118	16	-	-	SYM
ajst-29875	118	17	13	13	NUM
ajst-29875	118	18	.	.	PUNCT
ajst-29875	119	1	[	[	X
ajst-29875	119	2	4	4	NUM
ajst-29875	119	3	]	]	PUNCT
ajst-29875	119	4	xie	xie	PROPN
ajst-29875	119	5	yuting	yuting	PROPN
ajst-29875	119	6	,	,	PUNCT
ajst-29875	119	7	yang	yang	PROPN
ajst-29875	119	8	wei	wei	PROPN
ajst-29875	119	9	,	,	PUNCT
ajst-29875	119	10	qin	qin	PROPN
ajst-29875	119	11	jie	jie	PROPN
ajst-29875	119	12	,	,	PUNCT
ajst-29875	119	13	et	et	PROPN
ajst-29875	119	14	al	al	PROPN
ajst-29875	119	15	.	.	PUNCT
ajst-29875	119	16	power	power	PROPN
ajst-29875	119	17	user	user	NOUN
ajst-29875	119	18	behavior	behavior	NOUN
ajst-29875	119	19	profiling	profiling	NOUN
ajst-29875	119	20	based	base	VERB
ajst-29875	119	21	on	on	ADP
ajst-29875	119	22	unsupervised	unsupervised	ADJ
ajst-29875	119	23	learning	learning	NOUN
ajst-29875	119	24	and	and	CCONJ
ajst-29875	119	25	feature	feature	NOUN
ajst-29875	119	26	engineering	engineering	NOUN
ajst-29875	120	1	[	[	X
ajst-29875	120	2	j	j	X
ajst-29875	120	3	]	]	X
ajst-29875	120	4	.	.	PUNCT
ajst-29875	121	1	journal	journal	PROPN
ajst-29875	121	2	of	of	ADP
ajst-29875	121	3	electric	electric	ADJ
ajst-29875	121	4	power	power	NOUN
ajst-29875	121	5	systems	system	NOUN
ajst-29875	121	6	and	and	CCONJ
ajst-29875	121	7	automation	automation	NOUN
ajst-29875	121	8	,	,	PUNCT
ajst-29875	121	9	2025	2025	NUM
ajst-29875	121	10	,	,	PUNCT
ajst-29875	121	11	37	37	NUM
ajst-29875	121	12	(	(	PUNCT
ajst-29875	121	13	01	01	NUM
ajst-29875	121	14	):	):	PUNCT
ajst-29875	121	15	112	112	NUM
ajst-29875	121	16	-	-	SYM
ajst-29875	121	17	119	119	NUM
ajst-29875	121	18	.	.	PUNCT
ajst-29875	121	19	doi:10.19635	doi:10.19635	NOUN
ajst-29875	121	20	/	/	SYM
ajst-29875	121	21	j.cnki.csuepsa.001460	j.cnki.csuepsa.001460	PROPN
ajst-29875	121	22	.	.	PUNCT
ajst-29875	122	1	[	[	X
ajst-29875	122	2	5	5	X
ajst-29875	122	3	]	]	X
ajst-29875	122	4	liu	liu	PROPN
ajst-29875	122	5	yulin	yulin	PROPN
ajst-29875	122	6	,	,	PUNCT
ajst-29875	122	7	bai	bai	PROPN
ajst-29875	122	8	yang	yang	PROPN
ajst-29875	122	9	,	,	PUNCT
ajst-29875	122	10	cui	cui	PROPN
ajst-29875	122	11	bin	bin	PROPN
ajst-29875	122	12	,	,	PUNCT
ajst-29875	122	13	et	et	PROPN
ajst-29875	122	14	al	al	PROPN
ajst-29875	122	15	.	.	PROPN
ajst-29875	122	16	review	review	NOUN
ajst-29875	122	17	of	of	ADP
ajst-29875	122	18	automated	automate	VERB
ajst-29875	122	19	feature	feature	NOUN
ajst-29875	122	20	engineering	engineering	NOUN
ajst-29875	122	21	for	for	ADP
ajst-29875	122	22	machine	machine	NOUN
ajst-29875	122	23	learning	learn	VERB
ajst-29875	123	1	[	[	X
ajst-29875	123	2	j	j	X
ajst-29875	123	3	]	]	X
ajst-29875	123	4	.	.	PUNCT
ajst-29875	124	1	journal	journal	PROPN
ajst-29875	124	2	of	of	ADP
ajst-29875	124	3	computer	computer	NOUN
ajst-29875	124	4	applications	application	NOUN
ajst-29875	124	5	and	and	CCONJ
ajst-29875	124	6	software	software	NOUN
ajst-29875	124	7	,	,	PUNCT
ajst-29875	124	8	2025	2025	NUM
ajst-29875	124	9	,	,	PUNCT
ajst-29875	124	10	42	42	NUM
ajst-29875	124	11	(	(	PUNCT
ajst-29875	124	12	01	01	NUM
ajst-29875	124	13	):	):	PUNCT
ajst-29875	124	14	1	1	NUM
ajst-29875	124	15	-	-	SYM
ajst-29875	124	16	10	10	NUM
ajst-29875	124	17	+	+	NOUN
ajst-29875	124	18	40	40	NUM
ajst-29875	124	19	.	.	PUNCT
ajst-29875	125	1	[	[	X
ajst-29875	125	2	6	6	NUM
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