id	sid	tid	token	lemma	pos
fcis-14566	1	1	frontiers	frontier	NOUN
fcis-14566	1	2	in	in	ADP
fcis-14566	1	3	computing	computing	NOUN
fcis-14566	1	4	and	and	CCONJ
fcis-14566	1	5	intelligent	intelligent	ADJ
fcis-14566	1	6	systems	system	NOUN
fcis-14566	1	7	issn	issn	VERB
fcis-14566	1	8	:	:	PUNCT
fcis-14566	1	9	2832	2832	NUM
fcis-14566	1	10	-	-	SYM
fcis-14566	1	11	6024	6024	NUM
fcis-14566	1	12	|	|	NOUN
fcis-14566	1	13	vol	vol	NOUN
fcis-14566	1	14	.	.	PROPN
fcis-14566	2	1	6	6	NUM
fcis-14566	2	2	,	,	PUNCT
fcis-14566	2	3	no	no	INTJ
fcis-14566	2	4	.	.	NOUN
fcis-14566	2	5	1	1	NUM
fcis-14566	2	6	,	,	PUNCT
fcis-14566	2	7	2023	2023	NUM
fcis-14566	2	8	11	11	NUM
fcis-14566	2	9	dynamic	dynamic	ADJ
fcis-14566	2	10	allocation	allocation	NOUN
fcis-14566	2	11	mechanism	mechanism	NOUN
fcis-14566	2	12	of	of	ADP
fcis-14566	2	13	cloud	cloud	NOUN
fcis-14566	2	14	computing	compute	VERB
fcis-14566	2	15	resources	resource	NOUN
fcis-14566	2	16	driven	drive	VERB
fcis-14566	2	17	by	by	ADP
fcis-14566	2	18	neural	neural	ADJ
fcis-14566	2	19	network	network	NOUN
fcis-14566	2	20	yining	yine	VERB
fcis-14566	2	21	ou	ou	ADP
fcis-14566	2	22	santa	santa	PROPN
fcis-14566	2	23	clara	clara	PROPN
fcis-14566	2	24	university	university	PROPN
fcis-14566	2	25	,	,	PUNCT
fcis-14566	2	26	santa	santa	PROPN
fcis-14566	2	27	clara	clara	PROPN
fcis-14566	2	28	,	,	PUNCT
fcis-14566	2	29	us	us	PROPN
fcis-14566	2	30	abstract	abstract	NOUN
fcis-14566	2	31	:	:	PUNCT
fcis-14566	2	32	with	with	ADP
fcis-14566	2	33	the	the	DET
fcis-14566	2	34	popularization	popularization	NOUN
fcis-14566	2	35	of	of	ADP
fcis-14566	2	36	cloud	cloud	NOUN
fcis-14566	2	37	computing	computing	NOUN
fcis-14566	2	38	technology	technology	NOUN
fcis-14566	2	39	,	,	PUNCT
fcis-14566	2	40	the	the	DET
fcis-14566	2	41	dynamic	dynamic	ADJ
fcis-14566	2	42	allocation	allocation	NOUN
fcis-14566	2	43	mechanism	mechanism	NOUN
fcis-14566	2	44	of	of	ADP
fcis-14566	2	45	cloud	cloud	NOUN
fcis-14566	2	46	computing	compute	VERB
fcis-14566	2	47	resources	resource	NOUN
fcis-14566	2	48	has	have	AUX
fcis-14566	2	49	become	become	VERB
fcis-14566	2	50	an	an	DET
fcis-14566	2	51	important	important	ADJ
fcis-14566	2	52	research	research	NOUN
fcis-14566	2	53	field	field	NOUN
fcis-14566	2	54	to	to	PART
fcis-14566	2	55	improve	improve	VERB
fcis-14566	2	56	resource	resource	NOUN
fcis-14566	2	57	utilization	utilization	NOUN
fcis-14566	2	58	and	and	CCONJ
fcis-14566	2	59	meet	meet	VERB
fcis-14566	2	60	the	the	DET
fcis-14566	2	61	needs	need	NOUN
fcis-14566	2	62	of	of	ADP
fcis-14566	2	63	diversified	diversified	ADJ
fcis-14566	2	64	workloads	workload	NOUN
fcis-14566	2	65	.	.	PUNCT
fcis-14566	3	1	the	the	DET
fcis-14566	3	2	purpose	purpose	NOUN
fcis-14566	3	3	of	of	ADP
fcis-14566	3	4	this	this	DET
fcis-14566	3	5	study	study	NOUN
fcis-14566	3	6	is	be	AUX
fcis-14566	3	7	to	to	PART
fcis-14566	3	8	explore	explore	VERB
fcis-14566	3	9	the	the	DET
fcis-14566	3	10	dynamic	dynamic	ADJ
fcis-14566	3	11	allocation	allocation	NOUN
fcis-14566	3	12	mechanism	mechanism	NOUN
fcis-14566	3	13	of	of	ADP
fcis-14566	3	14	cloud	cloud	NOUN
fcis-14566	3	15	computing	compute	VERB
fcis-14566	3	16	resources	resource	NOUN
fcis-14566	3	17	driven	drive	VERB
fcis-14566	3	18	by	by	ADP
fcis-14566	3	19	neural	neural	ADJ
fcis-14566	3	20	network	network	NOUN
fcis-14566	3	21	and	and	CCONJ
fcis-14566	3	22	introduce	introduce	VERB
fcis-14566	3	23	the	the	DET
fcis-14566	3	24	powerful	powerful	ADJ
fcis-14566	3	25	ability	ability	NOUN
fcis-14566	3	26	of	of	ADP
fcis-14566	3	27	deep	deep	ADJ
fcis-14566	3	28	learning	learning	NOUN
fcis-14566	3	29	into	into	ADP
fcis-14566	3	30	cloud	cloud	NOUN
fcis-14566	3	31	computing	computing	NOUN
fcis-14566	3	32	environment	environment	NOUN
fcis-14566	3	33	.	.	PUNCT
fcis-14566	4	1	we	we	PRON
fcis-14566	4	2	put	put	VERB
fcis-14566	4	3	forward	forward	ADV
fcis-14566	4	4	a	a	DET
fcis-14566	4	5	comprehensive	comprehensive	ADJ
fcis-14566	4	6	framework	framework	NOUN
fcis-14566	4	7	,	,	PUNCT
fcis-14566	4	8	which	which	PRON
fcis-14566	4	9	combines	combine	VERB
fcis-14566	4	10	data	data	NOUN
fcis-14566	4	11	collection	collection	NOUN
fcis-14566	4	12	,	,	PUNCT
fcis-14566	4	13	analysis	analysis	NOUN
fcis-14566	4	14	,	,	PUNCT
fcis-14566	4	15	decision	decision	NOUN
fcis-14566	4	16	-	-	PUNCT
fcis-14566	4	17	making	making	NOUN
fcis-14566	4	18	and	and	CCONJ
fcis-14566	4	19	implementation	implementation	NOUN
fcis-14566	4	20	to	to	PART
fcis-14566	4	21	realize	realize	VERB
fcis-14566	4	22	intelligent	intelligent	ADJ
fcis-14566	4	23	resource	resource	NOUN
fcis-14566	4	24	allocation	allocation	NOUN
fcis-14566	4	25	.	.	PUNCT
fcis-14566	5	1	these	these	DET
fcis-14566	5	2	data	datum	NOUN
fcis-14566	5	3	will	will	AUX
fcis-14566	5	4	be	be	AUX
fcis-14566	5	5	used	use	VERB
fcis-14566	5	6	to	to	PART
fcis-14566	5	7	train	train	VERB
fcis-14566	5	8	bp	bp	PROPN
fcis-14566	5	9	neural	neural	PROPN
fcis-14566	5	10	network	network	NOUN
fcis-14566	5	11	(	(	PUNCT
fcis-14566	5	12	bpnn	bpnn	NOUN
fcis-14566	5	13	)	)	PUNCT
fcis-14566	5	14	.	.	PUNCT
fcis-14566	6	1	in	in	ADP
fcis-14566	6	2	order	order	NOUN
fcis-14566	6	3	to	to	PART
fcis-14566	6	4	predict	predict	VERB
fcis-14566	6	5	the	the	DET
fcis-14566	6	6	bidding	bidding	NOUN
fcis-14566	6	7	price	price	NOUN
fcis-14566	6	8	,	,	PUNCT
fcis-14566	6	9	a	a	DET
fcis-14566	6	10	bpnn	bpnn	NOUN
fcis-14566	6	11	is	be	AUX
fcis-14566	6	12	designed	design	VERB
fcis-14566	6	13	,	,	PUNCT
fcis-14566	6	14	which	which	PRON
fcis-14566	6	15	usually	usually	ADV
fcis-14566	6	16	includes	include	VERB
fcis-14566	6	17	input	input	NOUN
fcis-14566	6	18	layer	layer	NOUN
fcis-14566	6	19	,	,	PUNCT
fcis-14566	6	20	hidden	hide	VERB
fcis-14566	6	21	layer	layer	NOUN
fcis-14566	6	22	and	and	CCONJ
fcis-14566	6	23	output	output	NOUN
fcis-14566	6	24	layer	layer	NOUN
fcis-14566	6	25	.	.	PUNCT
fcis-14566	7	1	the	the	DET
fcis-14566	7	2	number	number	NOUN
fcis-14566	7	3	of	of	ADP
fcis-14566	7	4	nodes	node	NOUN
fcis-14566	7	5	in	in	ADP
fcis-14566	7	6	the	the	DET
fcis-14566	7	7	input	input	NOUN
fcis-14566	7	8	layer	layer	NOUN
fcis-14566	7	9	is	be	AUX
fcis-14566	7	10	equal	equal	ADJ
fcis-14566	7	11	to	to	ADP
fcis-14566	7	12	the	the	DET
fcis-14566	7	13	dimension	dimension	NOUN
fcis-14566	7	14	of	of	ADP
fcis-14566	7	15	the	the	DET
fcis-14566	7	16	input	input	NOUN
fcis-14566	7	17	feature	feature	NOUN
fcis-14566	7	18	,	,	PUNCT
fcis-14566	7	19	and	and	CCONJ
fcis-14566	7	20	the	the	DET
fcis-14566	7	21	number	number	NOUN
fcis-14566	7	22	of	of	ADP
fcis-14566	7	23	nodes	node	NOUN
fcis-14566	7	24	in	in	ADP
fcis-14566	7	25	the	the	DET
fcis-14566	7	26	output	output	NOUN
fcis-14566	7	27	layer	layer	NOUN
fcis-14566	7	28	is	be	AUX
fcis-14566	7	29	1	1	NUM
fcis-14566	7	30	,	,	PUNCT
fcis-14566	7	31	which	which	PRON
fcis-14566	7	32	indicates	indicate	VERB
fcis-14566	7	33	the	the	DET
fcis-14566	7	34	prediction	prediction	NOUN
fcis-14566	7	35	of	of	ADP
fcis-14566	7	36	the	the	DET
fcis-14566	7	37	bidding	bidding	NOUN
fcis-14566	7	38	price	price	NOUN
fcis-14566	7	39	.	.	PUNCT
fcis-14566	8	1	through	through	ADP
fcis-14566	8	2	experiments	experiment	NOUN
fcis-14566	8	3	and	and	CCONJ
fcis-14566	8	4	simulations	simulation	NOUN
fcis-14566	8	5	,	,	PUNCT
fcis-14566	8	6	we	we	PRON
fcis-14566	8	7	verify	verify	VERB
fcis-14566	8	8	the	the	DET
fcis-14566	8	9	effectiveness	effectiveness	NOUN
fcis-14566	8	10	of	of	ADP
fcis-14566	8	11	the	the	DET
fcis-14566	8	12	dynamic	dynamic	ADJ
fcis-14566	8	13	resource	resource	NOUN
fcis-14566	8	14	allocation	allocation	NOUN
fcis-14566	8	15	mechanism	mechanism	NOUN
fcis-14566	8	16	driven	drive	VERB
fcis-14566	8	17	by	by	ADP
fcis-14566	8	18	neural	neural	ADJ
fcis-14566	8	19	network	network	NOUN
fcis-14566	8	20	.	.	PUNCT
fcis-14566	9	1	the	the	DET
fcis-14566	9	2	results	result	NOUN
fcis-14566	9	3	show	show	VERB
fcis-14566	9	4	that	that	SCONJ
fcis-14566	9	5	this	this	DET
fcis-14566	9	6	mechanism	mechanism	NOUN
fcis-14566	9	7	can	can	AUX
fcis-14566	9	8	better	well	ADV
fcis-14566	9	9	adapt	adapt	VERB
fcis-14566	9	10	to	to	ADP
fcis-14566	9	11	the	the	DET
fcis-14566	9	12	changing	change	VERB
fcis-14566	9	13	workload	workload	NOUN
fcis-14566	9	14	requirements	requirement	NOUN
fcis-14566	9	15	,	,	PUNCT
fcis-14566	9	16	improve	improve	VERB
fcis-14566	9	17	resource	resource	NOUN
fcis-14566	9	18	utilization	utilization	NOUN
fcis-14566	9	19	and	and	CCONJ
fcis-14566	9	20	reduce	reduce	VERB
fcis-14566	9	21	resource	resource	NOUN
fcis-14566	9	22	waste	waste	NOUN
fcis-14566	9	23	.	.	PUNCT
fcis-14566	10	1	in	in	ADP
fcis-14566	10	2	addition	addition	NOUN
fcis-14566	10	3	,	,	PUNCT
fcis-14566	10	4	it	it	PRON
fcis-14566	10	5	provides	provide	VERB
fcis-14566	10	6	better	well	ADJ
fcis-14566	10	7	performance	performance	NOUN
fcis-14566	10	8	and	and	CCONJ
fcis-14566	10	9	user	user	NOUN
fcis-14566	10	10	experience	experience	NOUN
fcis-14566	10	11	,	,	PUNCT
fcis-14566	10	12	thus	thus	ADV
fcis-14566	10	13	enhancing	enhance	VERB
fcis-14566	10	14	the	the	DET
fcis-14566	10	15	competitiveness	competitiveness	NOUN
fcis-14566	10	16	of	of	ADP
fcis-14566	10	17	cloud	cloud	NOUN
fcis-14566	10	18	computing	computing	NOUN
fcis-14566	10	19	systems	system	NOUN
fcis-14566	10	20	.	.	PUNCT
fcis-14566	11	1	keywords	keyword	NOUN
fcis-14566	11	2	:	:	PUNCT
fcis-14566	11	3	neural	neural	ADJ
fcis-14566	11	4	network	network	NOUN
fcis-14566	11	5	;	;	PUNCT
fcis-14566	11	6	cloud	cloud	NOUN
fcis-14566	11	7	computing	computing	NOUN
fcis-14566	11	8	;	;	PUNCT
fcis-14566	11	9	dynamic	dynamic	ADJ
fcis-14566	11	10	allocation	allocation	NOUN
fcis-14566	11	11	.	.	PUNCT
fcis-14566	12	1	1	1	X
fcis-14566	12	2	.	.	X
fcis-14566	12	3	introduction	introduction	NOUN
fcis-14566	12	4	with	with	ADP
fcis-14566	12	5	the	the	DET
fcis-14566	12	6	rapid	rapid	ADJ
fcis-14566	12	7	development	development	NOUN
fcis-14566	12	8	and	and	CCONJ
fcis-14566	12	9	wide	wide	ADJ
fcis-14566	12	10	application	application	NOUN
fcis-14566	12	11	of	of	ADP
fcis-14566	12	12	cloud	cloud	NOUN
fcis-14566	12	13	computing	computing	NOUN
fcis-14566	12	14	technology	technology	NOUN
fcis-14566	12	15	,	,	PUNCT
fcis-14566	12	16	cloud	cloud	NOUN
fcis-14566	12	17	computing	computing	NOUN
fcis-14566	12	18	has	have	AUX
fcis-14566	12	19	become	become	VERB
fcis-14566	12	20	one	one	NUM
fcis-14566	12	21	of	of	ADP
fcis-14566	12	22	the	the	DET
fcis-14566	12	23	key	key	ADJ
fcis-14566	12	24	driving	drive	VERB
fcis-14566	12	25	forces	force	NOUN
fcis-14566	12	26	in	in	ADP
fcis-14566	12	27	the	the	DET
fcis-14566	12	28	field	field	NOUN
fcis-14566	12	29	of	of	ADP
fcis-14566	12	30	modern	modern	ADJ
fcis-14566	12	31	information	information	NOUN
fcis-14566	12	32	technology	technology	NOUN
fcis-14566	13	1	[	[	X
fcis-14566	13	2	1	1	NUM
fcis-14566	13	3	]	]	PUNCT
fcis-14566	13	4	.	.	PUNCT
fcis-14566	14	1	cloud	cloud	PROPN
fcis-14566	14	2	computing	computing	NOUN
fcis-14566	14	3	provides	provide	VERB
fcis-14566	14	4	opportunities	opportunity	NOUN
fcis-14566	14	5	for	for	ADP
fcis-14566	14	6	flexibility	flexibility	NOUN
fcis-14566	14	7	,	,	PUNCT
fcis-14566	14	8	scalability	scalability	NOUN
fcis-14566	14	9	and	and	CCONJ
fcis-14566	14	10	resource	resource	NOUN
fcis-14566	14	11	sharing	sharing	NOUN
fcis-14566	14	12	,	,	PUNCT
fcis-14566	14	13	enabling	enable	VERB
fcis-14566	14	14	various	various	ADJ
fcis-14566	14	15	applications	application	NOUN
fcis-14566	14	16	to	to	PART
fcis-14566	14	17	be	be	AUX
fcis-14566	14	18	deployed	deploy	VERB
fcis-14566	14	19	and	and	CCONJ
fcis-14566	14	20	run	run	VERB
fcis-14566	14	21	on	on	ADP
fcis-14566	14	22	a	a	DET
fcis-14566	14	23	global	global	ADJ
fcis-14566	14	24	scale	scale	NOUN
fcis-14566	14	25	.	.	PUNCT
fcis-14566	15	1	however	however	ADV
fcis-14566	15	2	,	,	PUNCT
fcis-14566	15	3	the	the	DET
fcis-14566	15	4	effective	effective	ADJ
fcis-14566	15	5	allocation	allocation	NOUN
fcis-14566	15	6	of	of	ADP
fcis-14566	15	7	cloud	cloud	NOUN
fcis-14566	15	8	computing	computing	NOUN
fcis-14566	15	9	resources	resource	NOUN
fcis-14566	15	10	has	have	AUX
fcis-14566	15	11	always	always	ADV
fcis-14566	15	12	been	be	AUX
fcis-14566	15	13	a	a	DET
fcis-14566	15	14	challenging	challenging	ADJ
fcis-14566	15	15	issue	issue	NOUN
fcis-14566	15	16	.	.	PUNCT
fcis-14566	16	1	traditional	traditional	ADJ
fcis-14566	16	2	resource	resource	NOUN
fcis-14566	16	3	allocation	allocation	NOUN
fcis-14566	16	4	methods	method	NOUN
fcis-14566	16	5	are	be	AUX
fcis-14566	16	6	usually	usually	ADV
fcis-14566	16	7	based	base	VERB
fcis-14566	16	8	on	on	ADP
fcis-14566	16	9	static	static	ADJ
fcis-14566	16	10	rules	rule	NOUN
fcis-14566	16	11	or	or	CCONJ
fcis-14566	16	12	simple	simple	ADJ
fcis-14566	16	13	heuristic	heuristic	ADJ
fcis-14566	16	14	algorithms	algorithm	NOUN
fcis-14566	16	15	,	,	PUNCT
fcis-14566	16	16	which	which	PRON
fcis-14566	16	17	are	be	AUX
fcis-14566	16	18	difficult	difficult	ADJ
fcis-14566	16	19	to	to	PART
fcis-14566	16	20	adapt	adapt	VERB
fcis-14566	16	21	to	to	ADP
fcis-14566	16	22	the	the	DET
fcis-14566	16	23	changing	change	VERB
fcis-14566	16	24	workload	workload	NOUN
fcis-14566	16	25	requirements	requirement	NOUN
fcis-14566	16	26	.	.	PUNCT
fcis-14566	17	1	in	in	ADP
fcis-14566	17	2	recent	recent	ADJ
fcis-14566	17	3	years	year	NOUN
fcis-14566	17	4	,	,	PUNCT
fcis-14566	17	5	the	the	DET
fcis-14566	17	6	rapid	rapid	ADJ
fcis-14566	17	7	development	development	NOUN
fcis-14566	17	8	of	of	ADP
fcis-14566	17	9	deep	deep	ADJ
fcis-14566	17	10	learning	learning	NOUN
fcis-14566	17	11	and	and	CCONJ
fcis-14566	17	12	neural	neural	ADJ
fcis-14566	17	13	network	network	NOUN
fcis-14566	17	14	technology	technology	NOUN
fcis-14566	17	15	has	have	AUX
fcis-14566	17	16	brought	bring	VERB
fcis-14566	17	17	new	new	ADJ
fcis-14566	17	18	opportunities	opportunity	NOUN
fcis-14566	17	19	and	and	CCONJ
fcis-14566	17	20	challenges	challenge	NOUN
fcis-14566	17	21	to	to	ADP
fcis-14566	17	22	the	the	DET
fcis-14566	17	23	dynamic	dynamic	ADJ
fcis-14566	17	24	allocation	allocation	NOUN
fcis-14566	17	25	of	of	ADP
fcis-14566	17	26	cloud	cloud	NOUN
fcis-14566	17	27	computing	compute	VERB
fcis-14566	17	28	resources	resource	NOUN
fcis-14566	17	29	.	.	PUNCT
fcis-14566	18	1	the	the	DET
fcis-14566	18	2	dynamic	dynamic	ADJ
fcis-14566	18	3	allocation	allocation	NOUN
fcis-14566	18	4	mechanism	mechanism	NOUN
fcis-14566	18	5	of	of	ADP
fcis-14566	18	6	cloud	cloud	NOUN
fcis-14566	18	7	computing	compute	VERB
fcis-14566	18	8	resources	resource	NOUN
fcis-14566	18	9	driven	drive	VERB
fcis-14566	18	10	by	by	ADP
fcis-14566	18	11	neural	neural	ADJ
fcis-14566	18	12	network	network	NOUN
fcis-14566	18	13	combines	combine	VERB
fcis-14566	18	14	the	the	DET
fcis-14566	18	15	advantages	advantage	NOUN
fcis-14566	18	16	of	of	ADP
fcis-14566	18	17	deep	deep	ADJ
fcis-14566	18	18	learning	learning	NOUN
fcis-14566	18	19	and	and	CCONJ
fcis-14566	18	20	cloud	cloud	NOUN
fcis-14566	18	21	computing	computing	NOUN
fcis-14566	18	22	,	,	PUNCT
fcis-14566	18	23	which	which	PRON
fcis-14566	18	24	can	can	AUX
fcis-14566	18	25	better	well	ADV
fcis-14566	18	26	adapt	adapt	VERB
fcis-14566	18	27	to	to	ADP
fcis-14566	18	28	various	various	ADJ
fcis-14566	18	29	workload	workload	NOUN
fcis-14566	18	30	requirements	requirement	NOUN
fcis-14566	18	31	,	,	PUNCT
fcis-14566	18	32	improve	improve	VERB
fcis-14566	18	33	resource	resource	NOUN
fcis-14566	18	34	utilization	utilization	NOUN
fcis-14566	18	35	,	,	PUNCT
fcis-14566	18	36	and	and	CCONJ
fcis-14566	18	37	provide	provide	VERB
fcis-14566	18	38	better	well	ADJ
fcis-14566	18	39	performance	performance	NOUN
fcis-14566	18	40	and	and	CCONJ
fcis-14566	18	41	user	user	NOUN
fcis-14566	18	42	experience	experience	NOUN
fcis-14566	18	43	[	[	X
fcis-14566	18	44	2	2	NUM
fcis-14566	18	45	-	-	SYM
fcis-14566	18	46	3	3	NUM
fcis-14566	18	47	]	]	PUNCT
fcis-14566	18	48	.	.	PUNCT
fcis-14566	19	1	the	the	DET
fcis-14566	19	2	purpose	purpose	NOUN
fcis-14566	19	3	of	of	ADP
fcis-14566	19	4	this	this	DET
fcis-14566	19	5	paper	paper	NOUN
fcis-14566	19	6	is	be	AUX
fcis-14566	19	7	to	to	PART
fcis-14566	19	8	discuss	discuss	VERB
fcis-14566	19	9	the	the	DET
fcis-14566	19	10	principle	principle	NOUN
fcis-14566	19	11	,	,	PUNCT
fcis-14566	19	12	method	method	NOUN
fcis-14566	19	13	and	and	CCONJ
fcis-14566	19	14	application	application	NOUN
fcis-14566	19	15	of	of	ADP
fcis-14566	19	16	dynamic	dynamic	ADJ
fcis-14566	19	17	allocation	allocation	NOUN
fcis-14566	19	18	mechanism	mechanism	NOUN
fcis-14566	19	19	of	of	ADP
fcis-14566	19	20	cloud	cloud	NOUN
fcis-14566	19	21	computing	compute	VERB
fcis-14566	19	22	resources	resource	NOUN
fcis-14566	19	23	driven	drive	VERB
fcis-14566	19	24	by	by	ADP
fcis-14566	19	25	neural	neural	ADJ
fcis-14566	19	26	network	network	NOUN
fcis-14566	19	27	.	.	PUNCT
fcis-14566	20	1	we	we	PRON
fcis-14566	20	2	will	will	AUX
fcis-14566	20	3	introduce	introduce	VERB
fcis-14566	20	4	the	the	DET
fcis-14566	20	5	basic	basic	ADJ
fcis-14566	20	6	concepts	concept	NOUN
fcis-14566	20	7	and	and	CCONJ
fcis-14566	20	8	key	key	ADJ
fcis-14566	20	9	components	component	NOUN
fcis-14566	20	10	of	of	ADP
fcis-14566	20	11	this	this	DET
fcis-14566	20	12	mechanism	mechanism	NOUN
fcis-14566	20	13	.	.	PUNCT
fcis-14566	21	1	through	through	ADP
fcis-14566	21	2	this	this	DET
fcis-14566	21	3	study	study	NOUN
fcis-14566	21	4	,	,	PUNCT
fcis-14566	21	5	we	we	PRON
fcis-14566	21	6	hope	hope	VERB
fcis-14566	21	7	to	to	PART
fcis-14566	21	8	provide	provide	VERB
fcis-14566	21	9	researchers	researcher	NOUN
fcis-14566	21	10	and	and	CCONJ
fcis-14566	21	11	practitioners	practitioner	NOUN
fcis-14566	21	12	in	in	ADP
fcis-14566	21	13	the	the	DET
fcis-14566	21	14	field	field	NOUN
fcis-14566	21	15	of	of	ADP
fcis-14566	21	16	cloud	cloud	NOUN
fcis-14566	21	17	computing	computing	NOUN
fcis-14566	21	18	with	with	ADP
fcis-14566	21	19	an	an	DET
fcis-14566	21	20	in	in	ADP
fcis-14566	21	21	-	-	PUNCT
fcis-14566	21	22	depth	depth	NOUN
fcis-14566	21	23	understanding	understanding	NOUN
fcis-14566	21	24	of	of	ADP
fcis-14566	21	25	the	the	DET
fcis-14566	21	26	dynamic	dynamic	ADJ
fcis-14566	21	27	resource	resource	NOUN
fcis-14566	21	28	allocation	allocation	NOUN
fcis-14566	21	29	mechanism	mechanism	NOUN
fcis-14566	21	30	driven	drive	VERB
fcis-14566	21	31	by	by	ADP
fcis-14566	21	32	neural	neural	ADJ
fcis-14566	21	33	networks	network	NOUN
fcis-14566	21	34	,	,	PUNCT
fcis-14566	21	35	and	and	CCONJ
fcis-14566	21	36	provide	provide	VERB
fcis-14566	21	37	useful	useful	ADJ
fcis-14566	21	38	inspiration	inspiration	NOUN
fcis-14566	21	39	and	and	CCONJ
fcis-14566	21	40	guidance	guidance	NOUN
fcis-14566	21	41	for	for	ADP
fcis-14566	21	42	future	future	ADJ
fcis-14566	21	43	research	research	NOUN
fcis-14566	21	44	and	and	CCONJ
fcis-14566	21	45	application	application	NOUN
fcis-14566	21	46	.	.	PUNCT
fcis-14566	22	1	the	the	DET
fcis-14566	22	2	progress	progress	NOUN
fcis-14566	22	3	in	in	ADP
fcis-14566	22	4	this	this	DET
fcis-14566	22	5	field	field	NOUN
fcis-14566	22	6	will	will	AUX
fcis-14566	22	7	help	help	VERB
fcis-14566	22	8	to	to	PART
fcis-14566	22	9	improve	improve	VERB
fcis-14566	22	10	the	the	DET
fcis-14566	22	11	performance	performance	NOUN
fcis-14566	22	12	,	,	PUNCT
fcis-14566	22	13	efficiency	efficiency	NOUN
fcis-14566	22	14	and	and	CCONJ
fcis-14566	22	15	reliability	reliability	NOUN
fcis-14566	22	16	of	of	ADP
fcis-14566	22	17	cloud	cloud	NOUN
fcis-14566	22	18	computing	computing	NOUN
fcis-14566	22	19	system	system	NOUN
fcis-14566	22	20	,	,	PUNCT
fcis-14566	22	21	thus	thus	ADV
fcis-14566	22	22	promoting	promote	VERB
fcis-14566	22	23	the	the	DET
fcis-14566	22	24	wider	wide	ADJ
fcis-14566	22	25	application	application	NOUN
fcis-14566	22	26	and	and	CCONJ
fcis-14566	22	27	development	development	NOUN
fcis-14566	22	28	of	of	ADP
fcis-14566	22	29	cloud	cloud	NOUN
fcis-14566	22	30	computing	computing	NOUN
fcis-14566	22	31	technology	technology	NOUN
fcis-14566	22	32	.	.	PUNCT
fcis-14566	23	1	2	2	X
fcis-14566	23	2	.	.	X
fcis-14566	23	3	dynamic	dynamic	ADJ
fcis-14566	23	4	allocation	allocation	NOUN
fcis-14566	23	5	mechanism	mechanism	NOUN
fcis-14566	23	6	framework	framework	NOUN
fcis-14566	23	7	of	of	ADP
fcis-14566	23	8	cloud	cloud	NOUN
fcis-14566	23	9	computing	computing	NOUN
fcis-14566	23	10	resources	resource	NOUN
fcis-14566	23	11	the	the	DET
fcis-14566	23	12	dynamic	dynamic	ADJ
fcis-14566	23	13	allocation	allocation	NOUN
fcis-14566	23	14	mechanism	mechanism	NOUN
fcis-14566	23	15	of	of	ADP
fcis-14566	23	16	cloud	cloud	NOUN
fcis-14566	23	17	computing	compute	VERB
fcis-14566	23	18	resources	resource	NOUN
fcis-14566	23	19	refers	refer	VERB
fcis-14566	23	20	to	to	ADP
fcis-14566	23	21	the	the	DET
fcis-14566	23	22	methods	method	NOUN
fcis-14566	23	23	and	and	CCONJ
fcis-14566	23	24	strategies	strategy	NOUN
fcis-14566	23	25	for	for	ADP
fcis-14566	23	26	automatically	automatically	ADV
fcis-14566	23	27	adjusting	adjust	VERB
fcis-14566	23	28	and	and	CCONJ
fcis-14566	23	29	allocating	allocate	VERB
fcis-14566	23	30	computing	computing	NOUN
fcis-14566	23	31	,	,	PUNCT
fcis-14566	23	32	storage	storage	NOUN
fcis-14566	23	33	and	and	CCONJ
fcis-14566	23	34	network	network	NOUN
fcis-14566	23	35	resources	resource	NOUN
fcis-14566	23	36	according	accord	VERB
fcis-14566	23	37	to	to	ADP
fcis-14566	23	38	actual	actual	ADJ
fcis-14566	23	39	needs	need	NOUN
fcis-14566	23	40	in	in	ADP
fcis-14566	23	41	the	the	DET
fcis-14566	23	42	cloud	cloud	NOUN
fcis-14566	23	43	computing	compute	VERB
fcis-14566	23	44	environment	environment	NOUN
fcis-14566	23	45	[	[	X
fcis-14566	23	46	4	4	NUM
fcis-14566	23	47	]	]	PUNCT
fcis-14566	23	48	.	.	PUNCT
fcis-14566	24	1	this	this	DET
fcis-14566	24	2	mechanism	mechanism	NOUN
fcis-14566	24	3	aims	aim	VERB
fcis-14566	24	4	to	to	PART
fcis-14566	24	5	optimize	optimize	VERB
fcis-14566	24	6	resource	resource	NOUN
fcis-14566	24	7	utilization	utilization	NOUN
fcis-14566	24	8	,	,	PUNCT
fcis-14566	24	9	improve	improve	VERB
fcis-14566	24	10	performance	performance	NOUN
fcis-14566	24	11	and	and	CCONJ
fcis-14566	24	12	meet	meet	VERB
fcis-14566	24	13	user	user	NOUN
fcis-14566	24	14	needs	need	NOUN
fcis-14566	24	15	,	,	PUNCT
fcis-14566	24	16	while	while	SCONJ
fcis-14566	24	17	minimizing	minimize	VERB
fcis-14566	24	18	resource	resource	NOUN
fcis-14566	24	19	waste	waste	NOUN
fcis-14566	24	20	.	.	PUNCT
fcis-14566	25	1	virtual	virtual	ADJ
fcis-14566	25	2	machine	machine	NOUN
fcis-14566	25	3	(	(	PUNCT
fcis-14566	25	4	vm	vm	NOUN
fcis-14566	25	5	)	)	PUNCT
fcis-14566	25	6	dynamic	dynamic	ADJ
fcis-14566	25	7	allocation	allocation	NOUN
fcis-14566	25	8	:	:	PUNCT
fcis-14566	25	9	this	this	PRON
fcis-14566	25	10	is	be	AUX
fcis-14566	25	11	one	one	NUM
fcis-14566	25	12	of	of	ADP
fcis-14566	25	13	the	the	DET
fcis-14566	25	14	most	most	ADV
fcis-14566	25	15	common	common	ADJ
fcis-14566	25	16	resource	resource	NOUN
fcis-14566	25	17	allocation	allocation	NOUN
fcis-14566	25	18	mechanisms	mechanism	NOUN
fcis-14566	25	19	in	in	ADP
fcis-14566	25	20	cloud	cloud	NOUN
fcis-14566	25	21	computing	computing	NOUN
fcis-14566	25	22	.	.	PUNCT
fcis-14566	26	1	by	by	ADP
fcis-14566	26	2	monitoring	monitor	VERB
fcis-14566	26	3	the	the	DET
fcis-14566	26	4	performance	performance	NOUN
fcis-14566	26	5	and	and	CCONJ
fcis-14566	26	6	load	load	NOUN
fcis-14566	26	7	of	of	ADP
fcis-14566	26	8	virtual	virtual	ADJ
fcis-14566	26	9	machines	machine	NOUN
fcis-14566	26	10	,	,	PUNCT
fcis-14566	26	11	the	the	DET
fcis-14566	26	12	cloud	cloud	NOUN
fcis-14566	26	13	platform	platform	NOUN
fcis-14566	26	14	can	can	AUX
fcis-14566	26	15	automatically	automatically	ADV
fcis-14566	26	16	adjust	adjust	VERB
fcis-14566	26	17	the	the	DET
fcis-14566	26	18	number	number	NOUN
fcis-14566	26	19	and	and	CCONJ
fcis-14566	26	20	configuration	configuration	NOUN
fcis-14566	26	21	of	of	ADP
fcis-14566	26	22	virtual	virtual	ADJ
fcis-14566	26	23	machines	machine	NOUN
fcis-14566	26	24	to	to	PART
fcis-14566	26	25	meet	meet	VERB
fcis-14566	26	26	different	different	ADJ
fcis-14566	26	27	workload	workload	NOUN
fcis-14566	26	28	requirements	requirement	NOUN
fcis-14566	26	29	.	.	PUNCT
fcis-14566	27	1	this	this	PRON
fcis-14566	27	2	includes	include	VERB
fcis-14566	27	3	vertical	vertical	ADJ
fcis-14566	27	4	expansion	expansion	NOUN
fcis-14566	27	5	(	(	PUNCT
fcis-14566	27	6	changing	change	VERB
fcis-14566	27	7	virtual	virtual	ADJ
fcis-14566	27	8	machine	machine	NOUN
fcis-14566	27	9	configuration	configuration	NOUN
fcis-14566	27	10	)	)	PUNCT
fcis-14566	27	11	and	and	CCONJ
fcis-14566	27	12	horizontal	horizontal	ADJ
fcis-14566	27	13	expansion	expansion	NOUN
fcis-14566	27	14	(	(	PUNCT
fcis-14566	27	15	increasing	increase	VERB
fcis-14566	27	16	or	or	CCONJ
fcis-14566	27	17	decreasing	decrease	VERB
fcis-14566	27	18	the	the	DET
fcis-14566	27	19	number	number	NOUN
fcis-14566	27	20	of	of	ADP
fcis-14566	27	21	virtual	virtual	ADJ
fcis-14566	27	22	machines	machine	NOUN
fcis-14566	27	23	)	)	PUNCT
fcis-14566	27	24	.	.	PUNCT
fcis-14566	28	1	dynamic	dynamic	ADJ
fcis-14566	28	2	allocation	allocation	NOUN
fcis-14566	28	3	of	of	ADP
fcis-14566	28	4	containers	container	NOUN
fcis-14566	28	5	:	:	PUNCT
fcis-14566	28	6	the	the	DET
fcis-14566	28	7	resource	resource	NOUN
fcis-14566	28	8	allocation	allocation	NOUN
fcis-14566	28	9	mechanism	mechanism	NOUN
fcis-14566	28	10	based	base	VERB
fcis-14566	28	11	on	on	ADP
fcis-14566	28	12	container	container	NOUN
fcis-14566	28	13	technology	technology	NOUN
fcis-14566	28	14	is	be	AUX
fcis-14566	28	15	lighter	light	ADJ
fcis-14566	28	16	and	and	CCONJ
fcis-14566	28	17	faster	fast	ADV
fcis-14566	28	18	.	.	PUNCT
fcis-14566	29	1	containers	container	NOUN
fcis-14566	29	2	can	can	AUX
fcis-14566	29	3	be	be	AUX
fcis-14566	29	4	migrated	migrate	VERB
fcis-14566	29	5	between	between	ADP
fcis-14566	29	6	different	different	ADJ
fcis-14566	29	7	hosts	host	NOUN
fcis-14566	29	8	to	to	PART
fcis-14566	29	9	adapt	adapt	VERB
fcis-14566	29	10	to	to	PART
fcis-14566	29	11	load	load	VERB
fcis-14566	29	12	changes	change	NOUN
fcis-14566	29	13	.	.	PUNCT
fcis-14566	30	1	container	container	NOUN
fcis-14566	30	2	orchestration	orchestration	NOUN
fcis-14566	30	3	tools	tool	NOUN
fcis-14566	30	4	such	such	ADJ
fcis-14566	30	5	as	as	ADP
fcis-14566	30	6	kubernetes	kubernete	NOUN
fcis-14566	30	7	can	can	AUX
fcis-14566	30	8	automatically	automatically	ADV
fcis-14566	30	9	manage	manage	VERB
fcis-14566	30	10	the	the	DET
fcis-14566	30	11	deployment	deployment	NOUN
fcis-14566	30	12	and	and	CCONJ
fcis-14566	30	13	scheduling	scheduling	NOUN
fcis-14566	30	14	of	of	ADP
fcis-14566	30	15	containers	container	NOUN
fcis-14566	30	16	.	.	PUNCT
fcis-14566	31	1	load	load	NOUN
fcis-14566	31	2	balancing	balance	VERB
fcis-14566	31	3	:	:	PUNCT
fcis-14566	31	4	the	the	DET
fcis-14566	31	5	load	load	NOUN
fcis-14566	31	6	balancer	balancer	NOUN
fcis-14566	31	7	can	can	AUX
fcis-14566	31	8	distribute	distribute	VERB
fcis-14566	31	9	traffic	traffic	NOUN
fcis-14566	31	10	to	to	ADP
fcis-14566	31	11	different	different	ADJ
fcis-14566	31	12	servers	server	NOUN
fcis-14566	31	13	to	to	PART
fcis-14566	31	14	ensure	ensure	VERB
fcis-14566	31	15	the	the	DET
fcis-14566	31	16	even	even	ADJ
fcis-14566	31	17	use	use	NOUN
fcis-14566	31	18	of	of	ADP
fcis-14566	31	19	resources	resource	NOUN
fcis-14566	31	20	.	.	PUNCT
fcis-14566	32	1	according	accord	VERB
fcis-14566	32	2	to	to	ADP
fcis-14566	32	3	the	the	DET
fcis-14566	32	4	load	load	NOUN
fcis-14566	32	5	balancing	balancing	NOUN
fcis-14566	32	6	strategy	strategy	NOUN
fcis-14566	32	7	,	,	PUNCT
fcis-14566	32	8	it	it	PRON
fcis-14566	32	9	can	can	AUX
fcis-14566	32	10	automatically	automatically	ADV
fcis-14566	32	11	route	route	VERB
fcis-14566	32	12	the	the	DET
fcis-14566	32	13	request	request	NOUN
fcis-14566	32	14	to	to	ADP
fcis-14566	32	15	the	the	DET
fcis-14566	32	16	most	most	ADV
fcis-14566	32	17	suitable	suitable	ADJ
fcis-14566	32	18	server	server	NOUN
fcis-14566	32	19	according	accord	VERB
fcis-14566	32	20	to	to	ADP
fcis-14566	32	21	the	the	DET
fcis-14566	32	22	load	load	NOUN
fcis-14566	32	23	of	of	ADP
fcis-14566	32	24	the	the	DET
fcis-14566	32	25	server	server	NOUN
fcis-14566	32	26	.	.	PUNCT
fcis-14566	33	1	elastic	elastic	ADJ
fcis-14566	33	2	storage	storage	NOUN
fcis-14566	33	3	:	:	PUNCT
fcis-14566	33	4	cloud	cloud	NOUN
fcis-14566	33	5	computing	computing	NOUN
fcis-14566	33	6	platforms	platform	NOUN
fcis-14566	33	7	usually	usually	ADV
fcis-14566	33	8	provide	provide	VERB
fcis-14566	33	9	elastic	elastic	ADJ
fcis-14566	33	10	storage	storage	NOUN
fcis-14566	33	11	solutions	solution	NOUN
fcis-14566	33	12	,	,	PUNCT
fcis-14566	33	13	allowing	allow	VERB
fcis-14566	33	14	users	user	NOUN
fcis-14566	33	15	to	to	PART
fcis-14566	33	16	expand	expand	VERB
fcis-14566	33	17	or	or	CCONJ
fcis-14566	33	18	reduce	reduce	VERB
fcis-14566	33	19	storage	storage	NOUN
fcis-14566	33	20	capacity	capacity	NOUN
fcis-14566	33	21	according	accord	VERB
fcis-14566	33	22	to	to	ADP
fcis-14566	33	23	their	their	PRON
fcis-14566	33	24	needs	need	NOUN
fcis-14566	33	25	.	.	PUNCT
fcis-14566	34	1	this	this	PRON
fcis-14566	34	2	allows	allow	VERB
fcis-14566	34	3	users	user	NOUN
fcis-14566	34	4	to	to	PART
fcis-14566	34	5	adjust	adjust	VERB
fcis-14566	34	6	the	the	DET
fcis-14566	34	7	storage	storage	NOUN
fcis-14566	34	8	capacity	capacity	NOUN
fcis-14566	34	9	in	in	ADP
fcis-14566	34	10	real	real	ADJ
fcis-14566	34	11	time	time	NOUN
fcis-14566	34	12	according	accord	VERB
fcis-14566	34	13	to	to	ADP
fcis-14566	34	14	data	datum	NOUN
fcis-14566	34	15	requirements	requirement	NOUN
fcis-14566	34	16	.	.	PUNCT
fcis-14566	35	1	12	12	NUM
fcis-14566	35	2	intelligent	intelligent	ADJ
fcis-14566	35	3	decision	decision	NOUN
fcis-14566	35	4	engine	engine	NOUN
fcis-14566	35	5	:	:	PUNCT
fcis-14566	35	6	some	some	DET
fcis-14566	35	7	advanced	advanced	ADJ
fcis-14566	35	8	cloud	cloud	NOUN
fcis-14566	35	9	computing	compute	VERB
fcis-14566	35	10	resource	resource	NOUN
fcis-14566	35	11	dynamic	dynamic	ADJ
fcis-14566	35	12	allocation	allocation	NOUN
fcis-14566	35	13	mechanisms	mechanism	NOUN
fcis-14566	35	14	use	use	VERB
fcis-14566	35	15	machine	machine	NOUN
fcis-14566	35	16	learning	learning	NOUN
fcis-14566	35	17	,	,	PUNCT
fcis-14566	35	18	deep	deep	ADJ
fcis-14566	35	19	learning	learning	NOUN
fcis-14566	35	20	and	and	CCONJ
fcis-14566	35	21	artificial	artificial	ADJ
fcis-14566	35	22	intelligence	intelligence	NOUN
fcis-14566	35	23	technologies	technology	NOUN
fcis-14566	35	24	to	to	PART
fcis-14566	35	25	make	make	VERB
fcis-14566	35	26	smarter	smart	ADJ
fcis-14566	35	27	resource	resource	NOUN
fcis-14566	35	28	allocation	allocation	NOUN
fcis-14566	35	29	decisions	decision	NOUN
fcis-14566	35	30	to	to	PART
fcis-14566	35	31	improve	improve	VERB
fcis-14566	35	32	performance	performance	NOUN
fcis-14566	35	33	and	and	CCONJ
fcis-14566	35	34	resource	resource	NOUN
fcis-14566	35	35	utilization	utilization	NOUN
fcis-14566	35	36	[	[	X
fcis-14566	35	37	5	5	NUM
fcis-14566	35	38	]	]	PUNCT
fcis-14566	35	39	.	.	PUNCT
fcis-14566	36	1	the	the	DET
fcis-14566	36	2	goal	goal	NOUN
fcis-14566	36	3	of	of	ADP
fcis-14566	36	4	these	these	DET
fcis-14566	36	5	mechanisms	mechanism	NOUN
fcis-14566	36	6	is	be	AUX
fcis-14566	36	7	to	to	PART
fcis-14566	36	8	provide	provide	VERB
fcis-14566	36	9	enough	enough	ADJ
fcis-14566	36	10	computing	computing	NOUN
fcis-14566	36	11	,	,	PUNCT
fcis-14566	36	12	storage	storage	NOUN
fcis-14566	36	13	and	and	CCONJ
fcis-14566	36	14	network	network	NOUN
fcis-14566	36	15	resources	resource	NOUN
fcis-14566	36	16	according	accord	VERB
fcis-14566	36	17	to	to	ADP
fcis-14566	36	18	actual	actual	ADJ
fcis-14566	36	19	needs	need	NOUN
fcis-14566	36	20	without	without	ADP
fcis-14566	36	21	wasting	waste	VERB
fcis-14566	36	22	resources	resource	NOUN
fcis-14566	36	23	.	.	PUNCT
fcis-14566	37	1	through	through	ADP
fcis-14566	37	2	dynamic	dynamic	ADJ
fcis-14566	37	3	allocation	allocation	NOUN
fcis-14566	37	4	,	,	PUNCT
fcis-14566	37	5	the	the	DET
fcis-14566	37	6	cloud	cloud	NOUN
fcis-14566	37	7	computing	compute	VERB
fcis-14566	37	8	environment	environment	NOUN
fcis-14566	37	9	can	can	AUX
fcis-14566	37	10	achieve	achieve	VERB
fcis-14566	37	11	higher	high	ADJ
fcis-14566	37	12	efficiency	efficiency	NOUN
fcis-14566	37	13	,	,	PUNCT
fcis-14566	37	14	scalability	scalability	NOUN
fcis-14566	37	15	and	and	CCONJ
fcis-14566	37	16	availability	availability	NOUN
fcis-14566	37	17	,	,	PUNCT
fcis-14566	37	18	thus	thus	ADV
fcis-14566	37	19	better	well	ADV
fcis-14566	37	20	meeting	meet	VERB
fcis-14566	37	21	the	the	DET
fcis-14566	37	22	needs	need	NOUN
fcis-14566	37	23	of	of	ADP
fcis-14566	37	24	users	user	NOUN
fcis-14566	37	25	[	[	X
fcis-14566	37	26	6	6	NUM
fcis-14566	37	27	-	-	SYM
fcis-14566	37	28	7	7	NUM
fcis-14566	37	29	]	]	PUNCT
fcis-14566	37	30	.	.	PUNCT
fcis-14566	38	1	the	the	DET
fcis-14566	38	2	functions	function	NOUN
fcis-14566	38	3	of	of	ADP
fcis-14566	38	4	the	the	DET
fcis-14566	38	5	resource	resource	NOUN
fcis-14566	38	6	allocation	allocation	NOUN
fcis-14566	38	7	mechanism	mechanism	NOUN
fcis-14566	38	8	proposed	propose	VERB
fcis-14566	38	9	in	in	ADP
fcis-14566	38	10	this	this	DET
fcis-14566	38	11	paper	paper	NOUN
fcis-14566	38	12	are	be	AUX
fcis-14566	38	13	mainly	mainly	ADV
fcis-14566	38	14	realized	realize	VERB
fcis-14566	38	15	in	in	ADP
fcis-14566	38	16	the	the	DET
fcis-14566	38	17	provider	provider	NOUN
fcis-14566	38	18	agent	agent	NOUN
fcis-14566	38	19	,	,	PUNCT
fcis-14566	38	20	the	the	DET
fcis-14566	38	21	consumer	consumer	NOUN
fcis-14566	38	22	agent	agent	NOUN
fcis-14566	38	23	and	and	CCONJ
fcis-14566	38	24	the	the	DET
fcis-14566	38	25	auction	auction	NOUN
fcis-14566	38	26	intermediary	intermediary	NOUN
fcis-14566	38	27	.	.	PUNCT
fcis-14566	39	1	the	the	DET
fcis-14566	39	2	provider	provider	NOUN
fcis-14566	39	3	agent	agent	NOUN
fcis-14566	39	4	and	and	CCONJ
fcis-14566	39	5	the	the	DET
fcis-14566	39	6	consumer	consumer	NOUN
fcis-14566	39	7	agent	agent	NOUN
fcis-14566	39	8	are	be	AUX
fcis-14566	39	9	responsible	responsible	ADJ
fcis-14566	39	10	for	for	ADP
fcis-14566	39	11	providing	provide	VERB
fcis-14566	39	12	decision	decision	NOUN
fcis-14566	39	13	support	support	NOUN
fcis-14566	39	14	for	for	ADP
fcis-14566	39	15	the	the	DET
fcis-14566	39	16	objects	object	NOUN
fcis-14566	39	17	they	they	PRON
fcis-14566	39	18	serve	serve	VERB
fcis-14566	39	19	,	,	PUNCT
fcis-14566	39	20	such	such	ADJ
fcis-14566	39	21	as	as	ADP
fcis-14566	39	22	initializing	initialize	VERB
fcis-14566	39	23	the	the	DET
fcis-14566	39	24	bid	bid	NOUN
fcis-14566	39	25	,	,	PUNCT
fcis-14566	39	26	deciding	decide	VERB
fcis-14566	39	27	the	the	DET
fcis-14566	39	28	bidding	bidding	NOUN
fcis-14566	39	29	price	price	NOUN
fcis-14566	39	30	,	,	PUNCT
fcis-14566	39	31	submitting	submit	VERB
fcis-14566	39	32	the	the	DET
fcis-14566	39	33	bid	bid	NOUN
fcis-14566	39	34	,	,	PUNCT
fcis-14566	39	35	scoring	scoring	NOUN
fcis-14566	39	36	,	,	PUNCT
fcis-14566	39	37	etc	etc	X
fcis-14566	39	38	.	.	X
fcis-14566	40	1	the	the	DET
fcis-14566	40	2	auction	auction	NOUN
fcis-14566	40	3	intermediary	intermediary	NOUN
fcis-14566	40	4	is	be	AUX
fcis-14566	40	5	responsible	responsible	ADJ
fcis-14566	40	6	for	for	ADP
fcis-14566	40	7	collecting	collect	VERB
fcis-14566	40	8	the	the	DET
fcis-14566	40	9	bid	bid	NOUN
fcis-14566	40	10	,	,	PUNCT
fcis-14566	40	11	running	run	VERB
fcis-14566	40	12	the	the	DET
fcis-14566	40	13	winning	win	VERB
fcis-14566	40	14	bid	bid	NOUN
fcis-14566	40	15	determination	determination	NOUN
fcis-14566	40	16	algorithm	algorithm	NOUN
fcis-14566	40	17	,	,	PUNCT
fcis-14566	40	18	notifying	notify	VERB
fcis-14566	40	19	the	the	DET
fcis-14566	40	20	auction	auction	NOUN
fcis-14566	40	21	results	result	NOUN
fcis-14566	40	22	,	,	PUNCT
fcis-14566	40	23	releasing	release	VERB
fcis-14566	40	24	the	the	DET
fcis-14566	40	25	market	market	NOUN
fcis-14566	40	26	operation	operation	NOUN
fcis-14566	40	27	data	datum	NOUN
fcis-14566	40	28	and	and	CCONJ
fcis-14566	40	29	managing	manage	VERB
fcis-14566	40	30	the	the	DET
fcis-14566	40	31	prestige	prestige	NOUN
fcis-14566	40	32	system	system	NOUN
fcis-14566	40	33	,	,	PUNCT
fcis-14566	40	34	etc	etc	X
fcis-14566	40	35	.	.	X
fcis-14566	41	1	the	the	DET
fcis-14566	41	2	system	system	NOUN
fcis-14566	41	3	framework	framework	NOUN
fcis-14566	41	4	is	be	AUX
fcis-14566	41	5	shown	show	VERB
fcis-14566	41	6	in	in	ADP
fcis-14566	41	7	figure	figure	NOUN
fcis-14566	41	8	1	1	NUM
fcis-14566	41	9	.	.	PUNCT
fcis-14566	41	10	figure	figure	NOUN
fcis-14566	41	11	1	1	NUM
fcis-14566	41	12	.	.	PUNCT
fcis-14566	41	13	dynamic	dynamic	ADJ
fcis-14566	41	14	allocation	allocation	NOUN
fcis-14566	41	15	mechanism	mechanism	NOUN
fcis-14566	41	16	framework	framework	NOUN
fcis-14566	41	17	of	of	ADP
fcis-14566	41	18	cloud	cloud	NOUN
fcis-14566	41	19	computing	compute	VERB
fcis-14566	41	20	resources	resource	NOUN
fcis-14566	41	21	3	3	NUM
fcis-14566	41	22	.	.	X
fcis-14566	41	23	bpnn	bpnn	NOUN
fcis-14566	41	24	training	training	NOUN
fcis-14566	41	25	method	method	NOUN
fcis-14566	41	26	for	for	ADP
fcis-14566	41	27	bidding	bid	VERB
fcis-14566	41	28	price	price	NOUN
fcis-14566	41	29	decision	decision	NOUN
fcis-14566	41	30	mechanism	mechanism	NOUN
fcis-14566	41	31	bp	bp	PROPN
fcis-14566	41	32	neural	neural	ADJ
fcis-14566	41	33	network	network	NOUN
fcis-14566	41	34	(	(	PUNCT
fcis-14566	41	35	bpnn	bpnn	NOUN
fcis-14566	41	36	)	)	PUNCT
fcis-14566	41	37	is	be	AUX
fcis-14566	41	38	a	a	DET
fcis-14566	41	39	type	type	NOUN
fcis-14566	41	40	of	of	ADP
fcis-14566	41	41	artificial	artificial	ADJ
fcis-14566	41	42	neural	neural	ADJ
fcis-14566	41	43	network	network	NOUN
fcis-14566	41	44	(	(	PUNCT
fcis-14566	41	45	ann	ann	PROPN
fcis-14566	41	46	)	)	PUNCT
fcis-14566	41	47	,	,	PUNCT
fcis-14566	41	48	which	which	PRON
fcis-14566	41	49	is	be	AUX
fcis-14566	41	50	used	use	VERB
fcis-14566	41	51	for	for	ADP
fcis-14566	41	52	machine	machine	NOUN
fcis-14566	41	53	learning	learning	NOUN
fcis-14566	41	54	and	and	CCONJ
fcis-14566	41	55	deep	deep	ADJ
fcis-14566	41	56	learning	learning	NOUN
fcis-14566	41	57	tasks	task	NOUN
fcis-14566	41	58	.	.	PUNCT
fcis-14566	42	1	bpnn	bpnn	PROPN
fcis-14566	42	2	is	be	AUX
fcis-14566	42	3	a	a	DET
fcis-14566	42	4	feedforward	feedforward	ADJ
fcis-14566	42	5	neural	neural	ADJ
fcis-14566	42	6	network	network	NOUN
fcis-14566	42	7	,	,	PUNCT
fcis-14566	42	8	which	which	PRON
fcis-14566	42	9	includes	include	VERB
fcis-14566	42	10	input	input	NOUN
fcis-14566	42	11	layer	layer	NOUN
fcis-14566	42	12	,	,	PUNCT
fcis-14566	42	13	hidden	hide	VERB
fcis-14566	42	14	layer	layer	NOUN
fcis-14566	42	15	and	and	CCONJ
fcis-14566	42	16	output	output	NOUN
fcis-14566	42	17	layer	layer	NOUN
fcis-14566	42	18	.	.	PUNCT
fcis-14566	43	1	the	the	DET
fcis-14566	43	2	core	core	ADJ
fcis-14566	43	3	idea	idea	NOUN
fcis-14566	43	4	of	of	ADP
fcis-14566	43	5	this	this	DET
fcis-14566	43	6	network	network	NOUN
fcis-14566	43	7	is	be	AUX
fcis-14566	43	8	to	to	PART
fcis-14566	43	9	train	train	VERB
fcis-14566	43	10	the	the	DET
fcis-14566	43	11	model	model	NOUN
fcis-14566	43	12	through	through	ADP
fcis-14566	43	13	back	back	ADJ
fcis-14566	43	14	propagation	propagation	NOUN
fcis-14566	43	15	algorithm	algorithm	NOUN
fcis-14566	43	16	,	,	PUNCT
fcis-14566	43	17	so	so	SCONJ
fcis-14566	43	18	as	as	SCONJ
fcis-14566	43	19	to	to	PART
fcis-14566	43	20	learn	learn	VERB
fcis-14566	43	21	the	the	DET
fcis-14566	43	22	feature	feature	NOUN
fcis-14566	43	23	representation	representation	NOUN
fcis-14566	43	24	of	of	ADP
fcis-14566	43	25	input	input	NOUN
fcis-14566	43	26	data	datum	NOUN
fcis-14566	43	27	and	and	CCONJ
fcis-14566	43	28	make	make	VERB
fcis-14566	43	29	predictions	prediction	NOUN
fcis-14566	43	30	.	.	PUNCT
fcis-14566	44	1	the	the	DET
fcis-14566	44	2	main	main	ADJ
fcis-14566	44	3	components	component	NOUN
fcis-14566	44	4	of	of	ADP
fcis-14566	44	5	bpnn	bpnn	NOUN
fcis-14566	44	6	include	include	VERB
fcis-14566	44	7	:	:	PUNCT
fcis-14566	44	8	input	input	NOUN
fcis-14566	44	9	layer	layer	NOUN
fcis-14566	44	10	:	:	PUNCT
fcis-14566	44	11	accepts	accept	VERB
fcis-14566	44	12	feature	feature	NOUN
fcis-14566	44	13	inputs	input	NOUN
fcis-14566	44	14	from	from	ADP
fcis-14566	44	15	data	datum	NOUN
fcis-14566	44	16	sets	set	NOUN
fcis-14566	44	17	,	,	PUNCT
fcis-14566	44	18	and	and	CCONJ
fcis-14566	44	19	each	each	DET
fcis-14566	44	20	input	input	NOUN
fcis-14566	44	21	corresponds	correspond	VERB
fcis-14566	44	22	to	to	ADP
fcis-14566	44	23	a	a	DET
fcis-14566	44	24	neuron	neuron	NOUN
fcis-14566	44	25	in	in	ADP
fcis-14566	44	26	the	the	DET
fcis-14566	44	27	network	network	NOUN
fcis-14566	44	28	.	.	PUNCT
fcis-14566	45	1	hidden	hide	VERB
fcis-14566	45	2	layer	layer	NOUN
fcis-14566	45	3	:	:	PUNCT
fcis-14566	45	4	one	one	NUM
fcis-14566	45	5	or	or	CCONJ
fcis-14566	45	6	more	more	ADJ
fcis-14566	45	7	layers	layer	NOUN
fcis-14566	45	8	of	of	ADP
fcis-14566	45	9	neurons	neuron	NOUN
fcis-14566	45	10	located	locate	VERB
fcis-14566	45	11	between	between	ADP
fcis-14566	45	12	the	the	DET
fcis-14566	45	13	input	input	NOUN
fcis-14566	45	14	layer	layer	NOUN
fcis-14566	45	15	and	and	CCONJ
fcis-14566	45	16	the	the	DET
fcis-14566	45	17	output	output	NOUN
fcis-14566	45	18	layer	layer	NOUN
fcis-14566	45	19	,	,	PUNCT
fcis-14566	45	20	used	use	VERB
fcis-14566	45	21	to	to	PART
fcis-14566	45	22	learn	learn	VERB
fcis-14566	45	23	and	and	CCONJ
fcis-14566	45	24	extract	extract	VERB
fcis-14566	45	25	higher	high	ADJ
fcis-14566	45	26	-	-	PUNCT
fcis-14566	45	27	order	order	NOUN
fcis-14566	45	28	features	feature	NOUN
fcis-14566	45	29	of	of	ADP
fcis-14566	45	30	data	datum	NOUN
fcis-14566	45	31	.	.	PUNCT
fcis-14566	46	1	the	the	DET
fcis-14566	46	2	depth	depth	NOUN
fcis-14566	46	3	and	and	CCONJ
fcis-14566	46	4	width	width	NOUN
fcis-14566	46	5	of	of	ADP
fcis-14566	46	6	the	the	DET
fcis-14566	46	7	hidden	hide	VERB
fcis-14566	46	8	layer	layer	NOUN
fcis-14566	46	9	can	can	AUX
fcis-14566	46	10	be	be	AUX
fcis-14566	46	11	set	set	VERB
fcis-14566	46	12	according	accord	VERB
fcis-14566	46	13	to	to	ADP
fcis-14566	46	14	the	the	DET
fcis-14566	46	15	complexity	complexity	NOUN
fcis-14566	46	16	of	of	ADP
fcis-14566	46	17	the	the	DET
fcis-14566	46	18	task	task	NOUN
fcis-14566	46	19	.	.	PUNCT
fcis-14566	47	1	output	output	NOUN
fcis-14566	47	2	layer	layer	NOUN
fcis-14566	47	3	:	:	PUNCT
fcis-14566	47	4	used	use	VERB
fcis-14566	47	5	to	to	PART
fcis-14566	47	6	generate	generate	VERB
fcis-14566	47	7	the	the	DET
fcis-14566	47	8	final	final	ADJ
fcis-14566	47	9	prediction	prediction	NOUN
fcis-14566	47	10	result	result	NOUN
fcis-14566	47	11	of	of	ADP
fcis-14566	47	12	the	the	DET
fcis-14566	47	13	model	model	NOUN
fcis-14566	47	14	,	,	PUNCT
fcis-14566	47	15	and	and	CCONJ
fcis-14566	47	16	each	each	DET
fcis-14566	47	17	output	output	NOUN
fcis-14566	47	18	neuron	neuron	NOUN
fcis-14566	47	19	corresponds	correspond	VERB
fcis-14566	47	20	to	to	ADP
fcis-14566	47	21	a	a	DET
fcis-14566	47	22	category	category	NOUN
fcis-14566	47	23	or	or	CCONJ
fcis-14566	47	24	value	value	NOUN
fcis-14566	47	25	.	.	PUNCT
fcis-14566	48	1	weight	weight	NOUN
fcis-14566	48	2	and	and	CCONJ
fcis-14566	48	3	bias	bias	NOUN
fcis-14566	48	4	:	:	PUNCT
fcis-14566	48	5	the	the	DET
fcis-14566	48	6	connection	connection	NOUN
fcis-14566	48	7	connecting	connect	VERB
fcis-14566	48	8	each	each	DET
fcis-14566	48	9	pair	pair	NOUN
fcis-14566	48	10	of	of	ADP
fcis-14566	48	11	adjacent	adjacent	ADJ
fcis-14566	48	12	neurons	neuron	NOUN
fcis-14566	48	13	has	have	VERB
fcis-14566	48	14	an	an	DET
fcis-14566	48	15	associated	associated	ADJ
fcis-14566	48	16	weight	weight	NOUN
fcis-14566	48	17	,	,	PUNCT
fcis-14566	48	18	which	which	PRON
fcis-14566	48	19	is	be	AUX
fcis-14566	48	20	used	use	VERB
fcis-14566	48	21	to	to	PART
fcis-14566	48	22	adjust	adjust	VERB
fcis-14566	48	23	the	the	DET
fcis-14566	48	24	transmission	transmission	NOUN
fcis-14566	48	25	intensity	intensity	NOUN
fcis-14566	48	26	of	of	ADP
fcis-14566	48	27	the	the	DET
fcis-14566	48	28	signal	signal	NOUN
fcis-14566	48	29	.	.	PUNCT
fcis-14566	49	1	in	in	ADP
fcis-14566	49	2	addition	addition	NOUN
fcis-14566	49	3	,	,	PUNCT
fcis-14566	49	4	each	each	DET
fcis-14566	49	5	neuron	neuron	NOUN
fcis-14566	49	6	has	have	VERB
fcis-14566	49	7	a	a	DET
fcis-14566	49	8	bias	bias	NOUN
fcis-14566	49	9	term	term	NOUN
fcis-14566	49	10	to	to	PART
fcis-14566	49	11	adjust	adjust	VERB
fcis-14566	49	12	the	the	DET
fcis-14566	49	13	activation	activation	NOUN
fcis-14566	49	14	threshold	threshold	NOUN
fcis-14566	49	15	of	of	ADP
fcis-14566	49	16	neurons	neuron	NOUN
fcis-14566	49	17	.	.	PUNCT
fcis-14566	50	1	the	the	DET
fcis-14566	50	2	bidding	bidding	NOUN
fcis-14566	50	3	price	price	NOUN
fcis-14566	50	4	decision	decision	NOUN
fcis-14566	50	5	mechanism	mechanism	NOUN
fcis-14566	50	6	in	in	ADP
fcis-14566	50	7	the	the	DET
fcis-14566	50	8	dynamic	dynamic	ADJ
fcis-14566	50	9	allocation	allocation	NOUN
fcis-14566	50	10	of	of	ADP
fcis-14566	50	11	cloud	cloud	NOUN
fcis-14566	50	12	computing	computing	NOUN
fcis-14566	50	13	resources	resource	NOUN
fcis-14566	50	14	is	be	AUX
fcis-14566	50	15	a	a	DET
fcis-14566	50	16	way	way	NOUN
fcis-14566	50	17	for	for	SCONJ
fcis-14566	50	18	cloud	cloud	NOUN
fcis-14566	50	19	computing	computing	NOUN
fcis-14566	50	20	service	service	NOUN
fcis-14566	50	21	providers	provider	NOUN
fcis-14566	50	22	and	and	CCONJ
fcis-14566	50	23	users	user	NOUN
fcis-14566	50	24	to	to	PART
fcis-14566	50	25	negotiate	negotiate	VERB
fcis-14566	50	26	and	and	CCONJ
fcis-14566	50	27	decide	decide	VERB
fcis-14566	50	28	the	the	DET
fcis-14566	50	29	price	price	NOUN
fcis-14566	50	30	of	of	ADP
fcis-14566	50	31	resource	resource	NOUN
fcis-14566	50	32	leasing	leasing	NOUN
fcis-14566	50	33	.	.	PUNCT
fcis-14566	51	1	this	this	DET
fcis-14566	51	2	mechanism	mechanism	NOUN
fcis-14566	51	3	is	be	AUX
fcis-14566	51	4	usually	usually	ADV
fcis-14566	51	5	used	use	VERB
fcis-14566	51	6	to	to	PART
fcis-14566	51	7	lease	lease	VERB
fcis-14566	51	8	virtual	virtual	ADJ
fcis-14566	51	9	machines	machine	NOUN
fcis-14566	51	10	or	or	CCONJ
fcis-14566	51	11	other	other	ADJ
fcis-14566	51	12	computing	compute	VERB
fcis-14566	51	13	resources	resource	NOUN
fcis-14566	51	14	in	in	ADP
fcis-14566	51	15	the	the	DET
fcis-14566	51	16	cloud	cloud	NOUN
fcis-14566	51	17	computing	compute	VERB
fcis-14566	51	18	market	market	NOUN
fcis-14566	51	19	to	to	PART
fcis-14566	51	20	ensure	ensure	VERB
fcis-14566	51	21	the	the	DET
fcis-14566	51	22	effective	effective	ADJ
fcis-14566	51	23	allocation	allocation	NOUN
fcis-14566	51	24	and	and	CCONJ
fcis-14566	51	25	optimal	optimal	ADJ
fcis-14566	51	26	utilization	utilization	NOUN
fcis-14566	51	27	of	of	ADP
fcis-14566	51	28	resources	resource	NOUN
fcis-14566	51	29	.	.	PUNCT
fcis-14566	52	1	cloud	cloud	NOUN
fcis-14566	52	2	computing	compute	VERB
fcis-14566	52	3	resources	resource	NOUN
fcis-14566	52	4	can	can	AUX
fcis-14566	52	5	be	be	AUX
fcis-14566	52	6	allocated	allocate	VERB
fcis-14566	52	7	by	by	ADP
fcis-14566	52	8	auction	auction	NOUN
fcis-14566	52	9	,	,	PUNCT
fcis-14566	52	10	and	and	CCONJ
fcis-14566	52	11	users	user	NOUN
fcis-14566	52	12	can	can	AUX
fcis-14566	52	13	bid	bid	VERB
fcis-14566	52	14	for	for	ADP
fcis-14566	52	15	resources	resource	NOUN
fcis-14566	52	16	in	in	ADP
fcis-14566	52	17	the	the	DET
fcis-14566	52	18	auction	auction	NOUN
fcis-14566	52	19	.	.	PUNCT
fcis-14566	53	1	this	this	DET
fcis-14566	53	2	mechanism	mechanism	NOUN
fcis-14566	53	3	is	be	AUX
fcis-14566	53	4	usually	usually	ADV
fcis-14566	53	5	used	use	VERB
fcis-14566	53	6	for	for	ADP
fcis-14566	53	7	high	high	ADJ
fcis-14566	53	8	competition	competition	NOUN
fcis-14566	53	9	for	for	ADP
fcis-14566	53	10	resources	resource	NOUN
fcis-14566	53	11	,	,	PUNCT
fcis-14566	53	12	but	but	CCONJ
fcis-14566	53	13	it	it	PRON
fcis-14566	53	14	may	may	AUX
fcis-14566	53	15	lead	lead	VERB
fcis-14566	53	16	to	to	ADP
fcis-14566	53	17	fierce	fierce	ADJ
fcis-14566	53	18	price	price	NOUN
fcis-14566	53	19	fluctuations	fluctuation	NOUN
fcis-14566	53	20	.	.	PUNCT
fcis-14566	54	1	users	user	NOUN
fcis-14566	54	2	can	can	AUX
fcis-14566	54	3	choose	choose	VERB
fcis-14566	54	4	different	different	ADJ
fcis-14566	54	5	resource	resource	NOUN
fcis-14566	54	6	types	type	NOUN
fcis-14566	54	7	and	and	CCONJ
fcis-14566	54	8	price	price	NOUN
fcis-14566	54	9	models	model	NOUN
fcis-14566	54	10	to	to	PART
fcis-14566	54	11	combine	combine	VERB
fcis-14566	54	12	resources	resource	NOUN
fcis-14566	54	13	according	accord	VERB
fcis-14566	54	14	to	to	ADP
fcis-14566	54	15	their	their	PRON
fcis-14566	54	16	needs	need	NOUN
fcis-14566	54	17	.	.	PUNCT
fcis-14566	55	1	this	this	DET
fcis-14566	55	2	mechanism	mechanism	NOUN
fcis-14566	55	3	allows	allow	VERB
fcis-14566	55	4	users	user	NOUN
fcis-14566	55	5	to	to	PART
fcis-14566	55	6	meet	meet	VERB
fcis-14566	55	7	their	their	PRON
fcis-14566	55	8	needs	need	NOUN
fcis-14566	55	9	more	more	ADV
fcis-14566	55	10	flexibly	flexibly	ADV
fcis-14566	55	11	,	,	PUNCT
fcis-14566	55	12	but	but	CCONJ
fcis-14566	55	13	costs	cost	NOUN
fcis-14566	55	14	need	need	VERB
fcis-14566	55	15	to	to	PART
fcis-14566	55	16	be	be	AUX
fcis-14566	55	17	carefully	carefully	ADV
fcis-14566	55	18	managed	manage	VERB
fcis-14566	55	19	.	.	PUNCT
fcis-14566	56	1	different	different	ADJ
fcis-14566	56	2	bidding	bidding	NOUN
fcis-14566	56	3	price	price	NOUN
fcis-14566	56	4	decision	decision	NOUN
fcis-14566	56	5	-	-	PUNCT
fcis-14566	56	6	making	make	VERB
fcis-14566	56	7	mechanisms	mechanism	NOUN
fcis-14566	56	8	are	be	AUX
fcis-14566	56	9	suitable	suitable	ADJ
fcis-14566	56	10	for	for	ADP
fcis-14566	56	11	different	different	ADJ
fcis-14566	56	12	use	use	NOUN
fcis-14566	56	13	situations	situation	NOUN
fcis-14566	56	14	and	and	CCONJ
fcis-14566	56	15	needs	need	NOUN
fcis-14566	56	16	.	.	PUNCT
fcis-14566	57	1	users	user	NOUN
fcis-14566	57	2	and	and	CCONJ
fcis-14566	57	3	cloud	cloud	NOUN
fcis-14566	57	4	computing	computing	NOUN
fcis-14566	57	5	service	service	NOUN
fcis-14566	57	6	providers	provider	NOUN
fcis-14566	57	7	need	need	VERB
fcis-14566	57	8	to	to	PART
fcis-14566	57	9	choose	choose	VERB
fcis-14566	57	10	appropriate	appropriate	ADJ
fcis-14566	57	11	mechanisms	mechanism	NOUN
fcis-14566	57	12	according	accord	VERB
fcis-14566	57	13	to	to	ADP
fcis-14566	57	14	their	their	PRON
fcis-14566	57	15	specific	specific	ADJ
fcis-14566	57	16	conditions	condition	NOUN
fcis-14566	57	17	to	to	PART
fcis-14566	57	18	balance	balance	VERB
fcis-14566	57	19	cost	cost	NOUN
fcis-14566	57	20	,	,	PUNCT
fcis-14566	57	21	resource	resource	NOUN
fcis-14566	57	22	availability	availability	NOUN
fcis-14566	57	23	and	and	CCONJ
fcis-14566	57	24	performance	performance	NOUN
fcis-14566	57	25	.	.	PUNCT
fcis-14566	58	1	at	at	ADP
fcis-14566	58	2	the	the	DET
fcis-14566	58	3	same	same	ADJ
fcis-14566	58	4	time	time	NOUN
fcis-14566	58	5	,	,	PUNCT
fcis-14566	58	6	intelligent	intelligent	ADJ
fcis-14566	58	7	algorithms	algorithm	NOUN
fcis-14566	58	8	and	and	CCONJ
fcis-14566	58	9	automation	automation	NOUN
fcis-14566	58	10	systems	system	NOUN
fcis-14566	58	11	also	also	ADV
fcis-14566	58	12	play	play	VERB
fcis-14566	58	13	an	an	DET
fcis-14566	58	14	important	important	ADJ
fcis-14566	58	15	role	role	NOUN
fcis-14566	58	16	in	in	ADP
fcis-14566	58	17	the	the	DET
fcis-14566	58	18	dynamic	dynamic	ADJ
fcis-14566	58	19	allocation	allocation	NOUN
fcis-14566	58	20	of	of	ADP
fcis-14566	58	21	resources	resource	NOUN
fcis-14566	58	22	to	to	PART
fcis-14566	58	23	help	help	VERB
fcis-14566	58	24	optimize	optimize	VERB
fcis-14566	58	25	decision	decision	NOUN
fcis-14566	58	26	-	-	PUNCT
fcis-14566	58	27	making	making	NOUN
fcis-14566	58	28	and	and	CCONJ
fcis-14566	58	29	manage	manage	VERB
fcis-14566	58	30	resources	resource	NOUN
fcis-14566	58	31	.	.	PUNCT
fcis-14566	59	1	the	the	DET
fcis-14566	59	2	introduction	introduction	NOUN
fcis-14566	59	3	of	of	ADP
fcis-14566	59	4	bidding	bidding	NOUN
fcis-14566	59	5	price	price	NOUN
fcis-14566	59	6	decision	decision	NOUN
fcis-14566	59	7	mechanism	mechanism	NOUN
fcis-14566	59	8	and	and	CCONJ
fcis-14566	59	9	the	the	DET
fcis-14566	59	10	training	training	NOUN
fcis-14566	59	11	method	method	NOUN
fcis-14566	59	12	using	use	VERB
fcis-14566	59	13	bpnn	bpnn	NOUN
fcis-14566	59	14	can	can	AUX
fcis-14566	59	15	enhance	enhance	VERB
fcis-14566	59	16	the	the	DET
fcis-14566	59	17	efficiency	efficiency	NOUN
fcis-14566	59	18	and	and	CCONJ
fcis-14566	59	19	performance	performance	NOUN
fcis-14566	59	20	of	of	ADP
fcis-14566	59	21	dynamic	dynamic	ADJ
fcis-14566	59	22	allocation	allocation	NOUN
fcis-14566	59	23	of	of	ADP
fcis-14566	59	24	cloud	cloud	NOUN
fcis-14566	59	25	computing	compute	VERB
fcis-14566	59	26	resources	resource	NOUN
fcis-14566	59	27	.	.	PUNCT
fcis-14566	60	1	this	this	DET
fcis-14566	60	2	method	method	NOUN
fcis-14566	60	3	will	will	AUX
fcis-14566	60	4	consider	consider	VERB
fcis-14566	60	5	the	the	DET
fcis-14566	60	6	price	price	NOUN
fcis-14566	60	7	of	of	ADP
fcis-14566	60	8	resources	resource	NOUN
fcis-14566	60	9	in	in	ADP
fcis-14566	60	10	order	order	NOUN
fcis-14566	60	11	to	to	PART
fcis-14566	60	12	better	well	ADV
fcis-14566	60	13	meet	meet	VERB
fcis-14566	60	14	the	the	DET
fcis-14566	60	15	needs	need	NOUN
fcis-14566	60	16	of	of	ADP
fcis-14566	60	17	users	user	NOUN
fcis-14566	60	18	and	and	CCONJ
fcis-14566	60	19	reduce	reduce	VERB
fcis-14566	60	20	costs	cost	NOUN
fcis-14566	60	21	[	[	X
fcis-14566	60	22	8	8	NUM
fcis-14566	60	23	]	]	PUNCT
fcis-14566	60	24	.	.	PUNCT
fcis-14566	61	1	collect	collect	VERB
fcis-14566	61	2	historical	historical	ADJ
fcis-14566	61	3	data	datum	NOUN
fcis-14566	61	4	,	,	PUNCT
fcis-14566	61	5	including	include	VERB
fcis-14566	61	6	resource	resource	NOUN
fcis-14566	61	7	requirements	requirement	NOUN
fcis-14566	61	8	,	,	PUNCT
fcis-14566	61	9	workload	workload	NOUN
fcis-14566	61	10	characteristics	characteristic	NOUN
fcis-14566	61	11	,	,	PUNCT
fcis-14566	61	12	resource	resource	NOUN
fcis-14566	61	13	prices	price	NOUN
fcis-14566	61	14	,	,	PUNCT
fcis-14566	61	15	etc	etc	X
fcis-14566	61	16	.	.	X
fcis-14566	62	1	these	these	DET
fcis-14566	62	2	data	datum	NOUN
fcis-14566	62	3	will	will	AUX
fcis-14566	62	4	be	be	AUX
fcis-14566	62	5	used	use	VERB
fcis-14566	62	6	to	to	PART
fcis-14566	62	7	train	train	VERB
fcis-14566	62	8	bpnn	bpnn	NOUN
fcis-14566	62	9	.	.	PUNCT
fcis-14566	63	1	in	in	ADP
fcis-14566	63	2	order	order	NOUN
fcis-14566	63	3	to	to	PART
fcis-14566	63	4	predict	predict	VERB
fcis-14566	63	5	the	the	DET
fcis-14566	63	6	bidding	bidding	NOUN
fcis-14566	63	7	price	price	NOUN
fcis-14566	63	8	,	,	PUNCT
fcis-14566	63	9	a	a	DET
fcis-14566	63	10	bpnn	bpnn	NOUN
fcis-14566	63	11	is	be	AUX
fcis-14566	63	12	designed	design	VERB
fcis-14566	63	13	,	,	PUNCT
fcis-14566	63	14	which	which	PRON
fcis-14566	63	15	usually	usually	ADV
fcis-14566	63	16	includes	include	VERB
fcis-14566	63	17	input	input	NOUN
fcis-14566	63	18	layer	layer	NOUN
fcis-14566	63	19	,	,	PUNCT
fcis-14566	63	20	hidden	hide	VERB
fcis-14566	63	21	layer	layer	NOUN
fcis-14566	63	22	and	and	CCONJ
fcis-14566	63	23	output	output	NOUN
fcis-14566	63	24	layer	layer	NOUN
fcis-14566	63	25	.	.	PUNCT
fcis-14566	64	1	the	the	DET
fcis-14566	64	2	number	number	NOUN
fcis-14566	64	3	of	of	ADP
fcis-14566	64	4	nodes	node	NOUN
fcis-14566	64	5	in	in	ADP
fcis-14566	64	6	the	the	DET
fcis-14566	64	7	input	input	NOUN
fcis-14566	64	8	layer	layer	NOUN
fcis-14566	64	9	is	be	AUX
fcis-14566	64	10	equal	equal	ADJ
fcis-14566	64	11	to	to	ADP
fcis-14566	64	12	the	the	DET
fcis-14566	64	13	dimension	dimension	NOUN
fcis-14566	64	14	of	of	ADP
fcis-14566	64	15	the	the	DET
fcis-14566	64	16	input	input	NOUN
fcis-14566	64	17	feature	feature	NOUN
fcis-14566	64	18	,	,	PUNCT
fcis-14566	64	19	and	and	CCONJ
fcis-14566	64	20	the	the	DET
fcis-14566	64	21	number	number	NOUN
fcis-14566	64	22	of	of	ADP
fcis-14566	64	23	nodes	node	NOUN
fcis-14566	64	24	in	in	ADP
fcis-14566	64	25	the	the	DET
fcis-14566	64	26	output	output	NOUN
fcis-14566	64	27	layer	layer	NOUN
fcis-14566	64	28	is	be	AUX
fcis-14566	64	29	1	1	NUM
fcis-14566	64	30	,	,	PUNCT
fcis-14566	64	31	which	which	PRON
fcis-14566	64	32	indicates	indicate	VERB
fcis-14566	64	33	the	the	DET
fcis-14566	64	34	prediction	prediction	NOUN
fcis-14566	64	35	of	of	ADP
fcis-14566	64	36	the	the	DET
fcis-14566	64	37	bidding	bidding	NOUN
fcis-14566	64	38	price	price	NOUN
fcis-14566	64	39	.	.	PUNCT
fcis-14566	65	1	the	the	DET
fcis-14566	65	2	characteristics	characteristic	NOUN
fcis-14566	65	3	of	of	ADP
fcis-14566	65	4	the	the	DET
fcis-14566	65	5	input	input	NOUN
fcis-14566	65	6	layer	layer	NOUN
fcis-14566	65	7	include	include	VERB
fcis-14566	65	8	:	:	PUNCT
fcis-14566	65	9	resource	resource	NOUN
fcis-14566	65	10	requirements	requirement	NOUN
fcis-14566	65	11	,	,	PUNCT
fcis-14566	65	12	workload	workload	NOUN
fcis-14566	65	13	load	load	NOUN
fcis-14566	65	14	,	,	PUNCT
fcis-14566	65	15	timestamp	timestamp	NOUN
fcis-14566	65	16	,	,	PUNCT
fcis-14566	65	17	historical	historical	ADJ
fcis-14566	65	18	bid	bid	NOUN
fcis-14566	65	19	price	price	NOUN
fcis-14566	65	20	,	,	PUNCT
fcis-14566	65	21	etc	etc	X
fcis-14566	65	22	.	.	X
fcis-14566	66	1	the	the	DET
fcis-14566	66	2	output	output	NOUN
fcis-14566	66	3	layer	layer	NOUN
fcis-14566	66	4	of	of	ADP
fcis-14566	66	5	neural	neural	ADJ
fcis-14566	66	6	network	network	NOUN
fcis-14566	66	7	will	will	AUX
fcis-14566	66	8	give	give	VERB
fcis-14566	66	9	the	the	DET
fcis-14566	66	10	predicted	predict	VERB
fcis-14566	66	11	value	value	NOUN
fcis-14566	66	12	of	of	ADP
fcis-14566	66	13	bidding	bidding	NOUN
fcis-14566	66	14	price	price	NOUN
fcis-14566	66	15	.	.	PUNCT
fcis-14566	67	1	the	the	DET
fcis-14566	67	2	loss	loss	NOUN
fcis-14566	67	3	function	function	NOUN
fcis-14566	67	4	is	be	AUX
fcis-14566	67	5	selected	select	VERB
fcis-14566	67	6	to	to	PART
fcis-14566	67	7	measure	measure	VERB
fcis-14566	67	8	the	the	DET
fcis-14566	67	9	error	error	NOUN
fcis-14566	67	10	between	between	ADP
fcis-14566	67	11	the	the	DET
fcis-14566	67	12	predicted	predict	VERB
fcis-14566	67	13	value	value	NOUN
fcis-14566	67	14	and	and	CCONJ
fcis-14566	67	15	the	the	DET
fcis-14566	67	16	actual	actual	ADJ
fcis-14566	67	17	bidding	bidding	NOUN
fcis-14566	67	18	price	price	NOUN
fcis-14566	67	19	.	.	PUNCT
fcis-14566	68	1	a	a	DET
fcis-14566	68	2	common	common	ADJ
fcis-14566	68	3	choice	choice	NOUN
fcis-14566	68	4	is	be	AUX
fcis-14566	68	5	mean	mean	VERB
fcis-14566	68	6	squared	square	VERB
fcis-14566	68	7	error(mse	error(mse	NOUN
fcis-14566	68	8	):	):	PUNCT
fcis-14566	68	9	21	21	NUM
fcis-14566	68	10			NUM
fcis-14566	68	11	d)(y	d)(y	PROPN
fcis-14566	68	12	y_pre	y_pre	PROPN
fcis-14566	68	13	n	n	PRON
fcis-14566	68	14	mse	mse	NOUN
fcis-14566	68	15	(	(	PUNCT
fcis-14566	68	16	1	1	NUM
fcis-14566	68	17	)	)	PUNCT
fcis-14566	68	18	where	where	SCONJ
fcis-14566	68	19	n	n	PRON
fcis-14566	68	20	represents	represent	VERB
fcis-14566	68	21	the	the	DET
fcis-14566	68	22	number	number	NOUN
fcis-14566	68	23	of	of	ADP
fcis-14566	68	24	samples	sample	NOUN
fcis-14566	68	25	,	,	PUNCT
fcis-14566	68	26	y	y	PROPN
fcis-14566	68	27	represents	represent	VERB
fcis-14566	68	28	the	the	DET
fcis-14566	68	29	actual	actual	ADJ
fcis-14566	68	30	bidding	bidding	NOUN
fcis-14566	68	31	price	price	NOUN
fcis-14566	68	32	,	,	PUNCT
fcis-14566	68	33	and	and	CCONJ
fcis-14566	68	34	y_pred	y_pred	NUM
fcis-14566	68	35	represents	represent	VERB
fcis-14566	68	36	the	the	DET
fcis-14566	68	37	predicted	predict	VERB
fcis-14566	68	38	value	value	NOUN
fcis-14566	68	39	of	of	ADP
fcis-14566	68	40	the	the	DET
fcis-14566	68	41	neural	neural	ADJ
fcis-14566	68	42	network	network	NOUN
fcis-14566	68	43	.	.	PUNCT
fcis-14566	69	1	back	back	ADJ
fcis-14566	69	2	propagation	propagation	NOUN
fcis-14566	69	3	algorithm	algorithm	NOUN
fcis-14566	69	4	is	be	AUX
fcis-14566	69	5	used	use	VERB
fcis-14566	69	6	to	to	PART
fcis-14566	69	7	calculate	calculate	VERB
fcis-14566	69	8	the	the	DET
fcis-14566	69	9	gradient	gradient	NOUN
fcis-14566	69	10	of	of	ADP
fcis-14566	69	11	loss	loss	NOUN
fcis-14566	69	12	function	function	NOUN
fcis-14566	69	13	relative	relative	ADJ
fcis-14566	69	14	to	to	ADP
fcis-14566	69	15	the	the	DET
fcis-14566	69	16	weight	weight	NOUN
fcis-14566	69	17	of	of	ADP
fcis-14566	69	18	neural	neural	ADJ
fcis-14566	69	19	network	network	NOUN
fcis-14566	69	20	.	.	PUNCT
fcis-14566	70	1	then	then	ADV
fcis-14566	70	2	,	,	PUNCT
fcis-14566	70	3	according	accord	VERB
fcis-14566	70	4	to	to	ADP
fcis-14566	70	5	the	the	DET
fcis-14566	70	6	gradient	gradient	ADJ
fcis-14566	70	7	descent	descent	NOUN
fcis-14566	70	8	method	method	NOUN
fcis-14566	70	9	,	,	PUNCT
fcis-14566	70	10	the	the	DET
fcis-14566	70	11	weights	weight	NOUN
fcis-14566	70	12	of	of	ADP
fcis-14566	70	13	the	the	DET
fcis-14566	70	14	neural	neural	ADJ
fcis-14566	70	15	network	network	NOUN
fcis-14566	70	16	are	be	AUX
fcis-14566	70	17	updated	update	VERB
fcis-14566	70	18	to	to	PART
fcis-14566	70	19	reduce	reduce	VERB
fcis-14566	70	20	the	the	DET
fcis-14566	70	21	value	value	NOUN
fcis-14566	70	22	of	of	ADP
fcis-14566	70	23	the	the	DET
fcis-14566	70	24	loss	loss	NOUN
fcis-14566	70	25	function	function	NOUN
fcis-14566	70	26	.	.	PUNCT
fcis-14566	71	1	lw	lw	PROPN
fcis-14566	71	2			PROPN
fcis-14566	71	3			NUM
fcis-14566	71	4	(	(	PUNCT
fcis-14566	71	5	2	2	X
fcis-14566	71	6	)	)	PUNCT
fcis-14566	71	7	where	where	SCONJ
fcis-14566	71	8	w	w	NOUN
fcis-14566	71	9	is	be	AUX
fcis-14566	71	10	the	the	DET
fcis-14566	71	11	update	update	NOUN
fcis-14566	71	12	of	of	ADP
fcis-14566	71	13	the	the	DET
fcis-14566	71	14	weight	weight	NOUN
fcis-14566	71	15	,	,	PUNCT
fcis-14566	71	16			NUM
fcis-14566	71	17	is	be	AUX
fcis-14566	71	18	the	the	DET
fcis-14566	71	19	learning	learning	NOUN
fcis-14566	71	20	rate	rate	NOUN
fcis-14566	71	21	,	,	PUNCT
fcis-14566	71	22	and	and	CCONJ
fcis-14566	71	23	l	l	PROPN
fcis-14566	71	24	is	be	AUX
fcis-14566	71	25	the	the	DET
fcis-14566	71	26	gradient	gradient	NOUN
fcis-14566	71	27	of	of	ADP
fcis-14566	71	28	the	the	DET
fcis-14566	71	29	loss	loss	NOUN
fcis-14566	71	30	function	function	NOUN
fcis-14566	71	31	with	with	ADP
fcis-14566	71	32	respect	respect	NOUN
fcis-14566	71	33	to	to	ADP
fcis-14566	71	34	the	the	DET
fcis-14566	71	35	weight	weight	NOUN
fcis-14566	71	36	.	.	PUNCT
fcis-14566	72	1	repeat	repeat	VERB
fcis-14566	72	2	the	the	DET
fcis-14566	72	3	process	process	NOUN
fcis-14566	72	4	of	of	ADP
fcis-14566	72	5	back	back	ADJ
fcis-14566	72	6	propagation	propagation	NOUN
fcis-14566	72	7	and	and	CCONJ
fcis-14566	72	8	weight	weight	NOUN
fcis-14566	72	9	updating	updating	NOUN
fcis-14566	72	10	until	until	SCONJ
fcis-14566	72	11	the	the	DET
fcis-14566	72	12	loss	loss	NOUN
fcis-14566	72	13	function	function	NOUN
fcis-14566	72	14	converges	converge	VERB
fcis-14566	72	15	or	or	CCONJ
fcis-14566	72	16	reaches	reach	VERB
fcis-14566	72	17	a	a	DET
fcis-14566	72	18	predetermined	predetermined	ADJ
fcis-14566	72	19	stop	stop	NOUN
fcis-14566	72	20	condition	condition	NOUN
fcis-14566	72	21	.	.	PUNCT
fcis-14566	73	1	once	once	ADV
fcis-14566	73	2	the	the	DET
fcis-14566	73	3	neural	neural	ADJ
fcis-14566	73	4	network	network	NOUN
fcis-14566	73	5	training	training	NOUN
fcis-14566	73	6	is	be	AUX
fcis-14566	73	7	completed	complete	VERB
fcis-14566	73	8	,	,	PUNCT
fcis-14566	73	9	it	it	PRON
fcis-14566	73	10	can	can	AUX
fcis-14566	73	11	be	be	AUX
fcis-14566	73	12	used	use	VERB
fcis-14566	73	13	to	to	PART
fcis-14566	73	14	predict	predict	VERB
fcis-14566	73	15	the	the	DET
fcis-14566	73	16	bidding	bidding	NOUN
fcis-14566	73	17	13	13	NUM
fcis-14566	73	18	price	price	NOUN
fcis-14566	73	19	of	of	ADP
fcis-14566	73	20	future	future	ADJ
fcis-14566	73	21	resources	resource	NOUN
fcis-14566	73	22	.	.	PUNCT
fcis-14566	74	1	pass	pass	VERB
fcis-14566	74	2	the	the	DET
fcis-14566	74	3	new	new	ADJ
fcis-14566	74	4	input	input	NOUN
fcis-14566	74	5	features	feature	VERB
fcis-14566	74	6	to	to	ADP
fcis-14566	74	7	the	the	DET
fcis-14566	74	8	network	network	NOUN
fcis-14566	74	9	,	,	PUNCT
fcis-14566	74	10	and	and	CCONJ
fcis-14566	74	11	get	get	VERB
fcis-14566	74	12	the	the	DET
fcis-14566	74	13	predicted	predict	VERB
fcis-14566	74	14	bid	bid	NOUN
fcis-14566	74	15	price	price	NOUN
fcis-14566	75	1	[	[	X
fcis-14566	75	2	9	9	NUM
fcis-14566	75	3	-	-	SYM
fcis-14566	75	4	10	10	NUM
fcis-14566	75	5	]	]	PUNCT
fcis-14566	75	6	.	.	PUNCT
fcis-14566	76	1	this	this	DET
fcis-14566	76	2	training	training	NOUN
fcis-14566	76	3	method	method	NOUN
fcis-14566	76	4	allows	allow	VERB
fcis-14566	76	5	the	the	DET
fcis-14566	76	6	cloud	cloud	NOUN
fcis-14566	76	7	computing	compute	VERB
fcis-14566	76	8	system	system	NOUN
fcis-14566	76	9	to	to	PART
fcis-14566	76	10	predict	predict	VERB
fcis-14566	76	11	the	the	DET
fcis-14566	76	12	bidding	bidding	NOUN
fcis-14566	76	13	price	price	NOUN
fcis-14566	76	14	of	of	ADP
fcis-14566	76	15	future	future	ADJ
fcis-14566	76	16	resources	resource	NOUN
fcis-14566	76	17	in	in	ADP
fcis-14566	76	18	order	order	NOUN
fcis-14566	76	19	to	to	PART
fcis-14566	76	20	make	make	VERB
fcis-14566	76	21	more	more	ADV
fcis-14566	76	22	informed	informed	ADJ
fcis-14566	76	23	resource	resource	NOUN
fcis-14566	76	24	allocation	allocation	NOUN
fcis-14566	76	25	decisions	decision	NOUN
fcis-14566	76	26	.	.	PUNCT
fcis-14566	77	1	it	it	PRON
fcis-14566	77	2	needs	need	VERB
fcis-14566	77	3	to	to	PART
fcis-14566	77	4	reasonably	reasonably	ADV
fcis-14566	77	5	select	select	VERB
fcis-14566	77	6	input	input	NOUN
fcis-14566	77	7	features	feature	NOUN
fcis-14566	77	8	,	,	PUNCT
fcis-14566	77	9	neural	neural	ADJ
fcis-14566	77	10	network	network	NOUN
fcis-14566	77	11	structure	structure	NOUN
fcis-14566	77	12	and	and	CCONJ
fcis-14566	77	13	training	training	NOUN
fcis-14566	77	14	parameters	parameter	NOUN
fcis-14566	77	15	to	to	PART
fcis-14566	77	16	improve	improve	VERB
fcis-14566	77	17	the	the	DET
fcis-14566	77	18	accuracy	accuracy	NOUN
fcis-14566	77	19	and	and	CCONJ
fcis-14566	77	20	reliability	reliability	NOUN
fcis-14566	77	21	of	of	ADP
fcis-14566	77	22	prediction	prediction	NOUN
fcis-14566	77	23	[	[	X
fcis-14566	77	24	11	11	NUM
fcis-14566	77	25	]	]	PUNCT
fcis-14566	77	26	.	.	PUNCT
fcis-14566	78	1	the	the	DET
fcis-14566	78	2	advantage	advantage	NOUN
fcis-14566	78	3	of	of	ADP
fcis-14566	78	4	using	use	VERB
fcis-14566	78	5	bpnn	bpnn	NOUN
fcis-14566	78	6	to	to	PART
fcis-14566	78	7	predict	predict	VERB
fcis-14566	78	8	the	the	DET
fcis-14566	78	9	bidding	bidding	NOUN
fcis-14566	78	10	price	price	NOUN
fcis-14566	78	11	is	be	AUX
fcis-14566	78	12	that	that	SCONJ
fcis-14566	78	13	it	it	PRON
fcis-14566	78	14	can	can	AUX
fcis-14566	78	15	learn	learn	VERB
fcis-14566	78	16	complex	complex	ADJ
fcis-14566	78	17	price	price	NOUN
fcis-14566	78	18	patterns	pattern	NOUN
fcis-14566	78	19	and	and	CCONJ
fcis-14566	78	20	trends	trend	NOUN
fcis-14566	78	21	,	,	PUNCT
fcis-14566	78	22	and	and	CCONJ
fcis-14566	78	23	constantly	constantly	ADV
fcis-14566	78	24	improve	improve	VERB
fcis-14566	78	25	the	the	DET
fcis-14566	78	26	prediction	prediction	NOUN
fcis-14566	78	27	according	accord	VERB
fcis-14566	78	28	to	to	ADP
fcis-14566	78	29	the	the	DET
fcis-14566	78	30	actual	actual	ADJ
fcis-14566	78	31	data	datum	NOUN
fcis-14566	78	32	.	.	PUNCT
fcis-14566	79	1	this	this	PRON
fcis-14566	79	2	will	will	AUX
fcis-14566	79	3	help	help	VERB
fcis-14566	79	4	to	to	PART
fcis-14566	79	5	improve	improve	VERB
fcis-14566	79	6	the	the	DET
fcis-14566	79	7	cost	cost	NOUN
fcis-14566	79	8	-	-	PUNCT
fcis-14566	79	9	effectiveness	effectiveness	NOUN
fcis-14566	79	10	of	of	ADP
fcis-14566	79	11	resource	resource	NOUN
fcis-14566	79	12	allocation	allocation	NOUN
fcis-14566	79	13	and	and	CCONJ
fcis-14566	79	14	better	well	ADV
fcis-14566	79	15	meet	meet	VERB
fcis-14566	79	16	the	the	DET
fcis-14566	79	17	needs	need	NOUN
fcis-14566	79	18	of	of	ADP
fcis-14566	79	19	users	user	NOUN
fcis-14566	79	20	.	.	PUNCT
fcis-14566	80	1	4	4	X
fcis-14566	80	2	.	.	X
fcis-14566	80	3	experimental	experimental	ADJ
fcis-14566	80	4	analysis	analysis	NOUN
fcis-14566	80	5	based	base	VERB
fcis-14566	80	6	on	on	ADP
fcis-14566	80	7	the	the	DET
fcis-14566	80	8	simjava2.0	simjava2.0	PROPN
fcis-14566	80	9	toolkit	toolkit	NOUN
fcis-14566	80	10	,	,	PUNCT
fcis-14566	80	11	this	this	DET
fcis-14566	80	12	paper	paper	NOUN
fcis-14566	80	13	uses	use	VERB
fcis-14566	80	14	jdk1.6	jdk1.6	PROPN
fcis-14566	80	15	for	for	ADP
fcis-14566	80	16	simulation	simulation	NOUN
fcis-14566	80	17	.	.	PUNCT
fcis-14566	81	1	the	the	DET
fcis-14566	81	2	service	service	NOUN
fcis-14566	81	3	type	type	NOUN
fcis-14566	81	4	is	be	AUX
fcis-14566	81	5	set	set	VERB
fcis-14566	81	6	with	with	ADP
fcis-14566	81	7	reference	reference	NOUN
fcis-14566	81	8	to	to	ADP
fcis-14566	81	9	amazon	amazon	PROPN
fcis-14566	81	10	cloud	cloud	PROPN
fcis-14566	81	11	computing	computing	NOUN
fcis-14566	81	12	platform	platform	NOUN
fcis-14566	81	13	,	,	PUNCT
fcis-14566	81	14	the	the	DET
fcis-14566	81	15	processing	processing	NOUN
fcis-14566	81	16	capacity	capacity	NOUN
fcis-14566	81	17	of	of	ADP
fcis-14566	81	18	various	various	ADJ
fcis-14566	81	19	resources	resource	NOUN
fcis-14566	81	20	is	be	AUX
fcis-14566	81	21	set	set	VERB
fcis-14566	81	22	with	with	ADP
fcis-14566	81	23	reference	reference	NOUN
fcis-14566	81	24	to	to	ADP
fcis-14566	81	25	the	the	DET
fcis-14566	81	26	resource	resource	NOUN
fcis-14566	81	27	list	list	NOUN
fcis-14566	81	28	of	of	ADP
fcis-14566	81	29	teragrid	teragrid	ADJ
fcis-14566	81	30	partners	partner	NOUN
fcis-14566	81	31	,	,	PUNCT
fcis-14566	81	32	and	and	CCONJ
fcis-14566	81	33	the	the	DET
fcis-14566	81	34	price	price	NOUN
fcis-14566	81	35	is	be	AUX
fcis-14566	81	36	set	set	VERB
fcis-14566	81	37	with	with	ADP
fcis-14566	81	38	reference	reference	NOUN
fcis-14566	81	39	to	to	ADP
fcis-14566	81	40	the	the	DET
fcis-14566	81	41	resource	resource	NOUN
fcis-14566	81	42	price	price	NOUN
fcis-14566	81	43	of	of	ADP
fcis-14566	81	44	amazon	amazon	NOUN
fcis-14566	81	45	cloud	cloud	NOUN
fcis-14566	81	46	platform	platform	NOUN
fcis-14566	81	47	.	.	PUNCT
fcis-14566	82	1	the	the	DET
fcis-14566	82	2	parameters	parameter	NOUN
fcis-14566	82	3	of	of	ADP
fcis-14566	82	4	bp	bp	PROPN
fcis-14566	82	5	bidding	bidding	NOUN
fcis-14566	82	6	decision	decision	NOUN
fcis-14566	82	7	-	-	PUNCT
fcis-14566	82	8	making	make	VERB
fcis-14566	82	9	mechanism	mechanism	NOUN
fcis-14566	82	10	are	be	AUX
fcis-14566	82	11	set	set	VERB
fcis-14566	82	12	according	accord	VERB
fcis-14566	82	13	to	to	ADP
fcis-14566	82	14	reference	reference	NOUN
fcis-14566	82	15	[	[	X
fcis-14566	82	16	6	6	NUM
fcis-14566	82	17	]	]	PUNCT
fcis-14566	82	18	.	.	PUNCT
fcis-14566	83	1	in	in	ADP
fcis-14566	83	2	this	this	DET
fcis-14566	83	3	paper	paper	NOUN
fcis-14566	83	4	,	,	PUNCT
fcis-14566	83	5	the	the	DET
fcis-14566	83	6	benchmark	benchmark	NOUN
fcis-14566	83	7	mechanism	mechanism	NOUN
fcis-14566	83	8	for	for	ADP
fcis-14566	83	9	performance	performance	NOUN
fcis-14566	83	10	comparison	comparison	NOUN
fcis-14566	83	11	is	be	AUX
fcis-14566	83	12	the	the	DET
fcis-14566	83	13	stable	stable	ADJ
fcis-14566	83	14	continuous	continuous	ADJ
fcis-14566	83	15	two	two	NUM
fcis-14566	83	16	-	-	PUNCT
fcis-14566	83	17	way	way	NOUN
fcis-14566	83	18	auction	auction	NOUN
fcis-14566	83	19	mechanism	mechanism	NOUN
fcis-14566	83	20	proposed	propose	VERB
fcis-14566	83	21	in	in	ADP
fcis-14566	83	22	reference	reference	NOUN
fcis-14566	83	23	[	[	X
fcis-14566	83	24	8	8	NUM
fcis-14566	83	25	]	]	PUNCT
fcis-14566	83	26	,	,	PUNCT
fcis-14566	83	27	and	and	CCONJ
fcis-14566	83	28	the	the	DET
fcis-14566	83	29	comparison	comparison	NOUN
fcis-14566	83	30	data	datum	NOUN
fcis-14566	83	31	are	be	AUX
fcis-14566	83	32	obtained	obtain	VERB
fcis-14566	83	33	by	by	ADP
fcis-14566	83	34	averaging	average	VERB
fcis-14566	83	35	each	each	DET
fcis-14566	83	36	mechanism	mechanism	NOUN
fcis-14566	83	37	for	for	ADP
fcis-14566	83	38	20	20	NUM
fcis-14566	83	39	times	time	NOUN
fcis-14566	83	40	under	under	ADP
fcis-14566	83	41	specified	specified	ADJ
fcis-14566	83	42	circumstances	circumstance	NOUN
fcis-14566	83	43	.	.	PUNCT
fcis-14566	84	1	the	the	DET
fcis-14566	84	2	fixed	fix	VERB
fcis-14566	84	3	task	task	NOUN
fcis-14566	84	4	granularity	granularity	NOUN
fcis-14566	84	5	is	be	AUX
fcis-14566	84	6	normal	normal	ADJ
fcis-14566	84	7	,	,	PUNCT
fcis-14566	84	8	and	and	CCONJ
fcis-14566	84	9	the	the	DET
fcis-14566	84	10	relationship	relationship	NOUN
fcis-14566	84	11	between	between	ADP
fcis-14566	84	12	supply	supply	NOUN
fcis-14566	84	13	and	and	CCONJ
fcis-14566	84	14	demand	demand	NOUN
fcis-14566	84	15	in	in	ADP
fcis-14566	84	16	the	the	DET
fcis-14566	84	17	market	market	NOUN
fcis-14566	84	18	is	be	AUX
fcis-14566	84	19	balanced	balanced	ADJ
fcis-14566	84	20	.	.	PUNCT
fcis-14566	85	1	figure	figure	NOUN
fcis-14566	85	2	2	2	NUM
fcis-14566	85	3	shows	show	VERB
fcis-14566	85	4	the	the	DET
fcis-14566	85	5	comparison	comparison	NOUN
fcis-14566	85	6	of	of	ADP
fcis-14566	85	7	the	the	DET
fcis-14566	85	8	time	time	NOUN
fcis-14566	85	9	expenditure	expenditure	NOUN
fcis-14566	85	10	of	of	ADP
fcis-14566	85	11	the	the	DET
fcis-14566	85	12	two	two	NUM
fcis-14566	85	13	mechanisms	mechanism	NOUN
fcis-14566	85	14	under	under	ADP
fcis-14566	85	15	different	different	ADJ
fcis-14566	85	16	market	market	NOUN
fcis-14566	85	17	scales	scale	NOUN
fcis-14566	85	18	,	,	PUNCT
fcis-14566	85	19	in	in	ADP
fcis-14566	85	20	which	which	PRON
fcis-14566	85	21	figure	figure	NOUN
fcis-14566	85	22	2(a	2(a	NUM
fcis-14566	85	23	)	)	PUNCT
fcis-14566	85	24	counts	count	VERB
fcis-14566	85	25	the	the	DET
fcis-14566	85	26	training	training	NOUN
fcis-14566	85	27	time	time	NOUN
fcis-14566	85	28	of	of	ADP
fcis-14566	85	29	the	the	DET
fcis-14566	85	30	neural	neural	ADJ
fcis-14566	85	31	network	network	NOUN
fcis-14566	85	32	in	in	ADP
fcis-14566	85	33	the	the	DET
fcis-14566	85	34	proposed	propose	VERB
fcis-14566	85	35	method	method	NOUN
fcis-14566	85	36	into	into	ADP
fcis-14566	85	37	the	the	DET
fcis-14566	85	38	time	time	NOUN
fcis-14566	85	39	expenditure	expenditure	NOUN
fcis-14566	85	40	,	,	PUNCT
fcis-14566	85	41	and	and	CCONJ
fcis-14566	85	42	figure	figure	VERB
fcis-14566	85	43	2(b	2(b	NUM
fcis-14566	85	44	)	)	PUNCT
fcis-14566	85	45	shows	show	VERB
fcis-14566	85	46	the	the	DET
fcis-14566	85	47	comparison	comparison	NOUN
fcis-14566	85	48	of	of	ADP
fcis-14566	85	49	the	the	DET
fcis-14566	85	50	time	time	NOUN
fcis-14566	85	51	expenditure	expenditure	NOUN
fcis-14566	85	52	when	when	SCONJ
fcis-14566	85	53	the	the	DET
fcis-14566	85	54	neural	neural	ADJ
fcis-14566	85	55	network	network	NOUN
fcis-14566	85	56	is	be	AUX
fcis-14566	85	57	trained	train	VERB
fcis-14566	85	58	offline	offline	ADJ
fcis-14566	85	59	,	,	PUNCT
fcis-14566	85	60	that	that	ADV
fcis-14566	85	61	is	is	ADV
fcis-14566	85	62	,	,	PUNCT
fcis-14566	85	63	the	the	DET
fcis-14566	85	64	time	time	NOUN
fcis-14566	85	65	expenditure	expenditure	NOUN
fcis-14566	85	66	of	of	ADP
fcis-14566	85	67	the	the	DET
fcis-14566	85	68	proposed	propose	VERB
fcis-14566	85	69	method	method	NOUN
fcis-14566	85	70	does	do	AUX
fcis-14566	85	71	not	not	PART
fcis-14566	85	72	include	include	VERB
fcis-14566	85	73	the	the	DET
fcis-14566	85	74	training	training	NOUN
fcis-14566	85	75	time	time	NOUN
fcis-14566	85	76	of	of	ADP
fcis-14566	85	77	the	the	DET
fcis-14566	85	78	neural	neural	ADJ
fcis-14566	85	79	network	network	NOUN
fcis-14566	85	80	.	.	PUNCT
fcis-14566	86	1	figure	figure	NOUN
fcis-14566	86	2	2	2	NUM
fcis-14566	86	3	.	.	PUNCT
fcis-14566	87	1	comparison	comparison	NOUN
fcis-14566	87	2	of	of	ADP
fcis-14566	87	3	time	time	NOUN
fcis-14566	87	4	expenditure	expenditure	NOUN
fcis-14566	87	5	under	under	ADP
fcis-14566	87	6	different	different	ADJ
fcis-14566	87	7	market	market	NOUN
fcis-14566	87	8	sizes	size	NOUN
fcis-14566	87	9	it	it	PRON
fcis-14566	87	10	can	can	AUX
fcis-14566	87	11	be	be	AUX
fcis-14566	87	12	seen	see	VERB
fcis-14566	87	13	that	that	SCONJ
fcis-14566	87	14	the	the	DET
fcis-14566	87	15	time	time	NOUN
fcis-14566	87	16	cost	cost	NOUN
fcis-14566	87	17	of	of	ADP
fcis-14566	87	18	the	the	DET
fcis-14566	87	19	proposed	propose	VERB
fcis-14566	87	20	method	method	NOUN
fcis-14566	87	21	is	be	AUX
fcis-14566	87	22	higher	high	ADJ
fcis-14566	87	23	than	than	ADP
fcis-14566	87	24	that	that	PRON
fcis-14566	87	25	of	of	ADP
fcis-14566	87	26	ref[8	ref[8	NOUN
fcis-14566	87	27	]	]	PUNCT
fcis-14566	87	28	.	.	PUNCT
fcis-14566	88	1	this	this	PRON
fcis-14566	88	2	is	be	AUX
fcis-14566	88	3	because	because	SCONJ
fcis-14566	88	4	with	with	ADP
fcis-14566	88	5	the	the	DET
fcis-14566	88	6	expansion	expansion	NOUN
fcis-14566	88	7	of	of	ADP
fcis-14566	88	8	the	the	DET
fcis-14566	88	9	market	market	NOUN
fcis-14566	88	10	,	,	PUNCT
fcis-14566	88	11	the	the	DET
fcis-14566	88	12	time	time	NOUN
fcis-14566	88	13	for	for	ADP
fcis-14566	88	14	training	train	VERB
fcis-14566	88	15	the	the	DET
fcis-14566	88	16	neural	neural	ADJ
fcis-14566	88	17	network	network	NOUN
fcis-14566	88	18	and	and	CCONJ
fcis-14566	88	19	determining	determine	VERB
fcis-14566	88	20	the	the	DET
fcis-14566	88	21	winning	win	VERB
fcis-14566	88	22	bid	bid	NOUN
fcis-14566	88	23	of	of	ADP
fcis-14566	88	24	intelligent	intelligent	ADJ
fcis-14566	88	25	algorithm	algorithm	NOUN
fcis-14566	88	26	will	will	AUX
fcis-14566	88	27	increase	increase	VERB
fcis-14566	88	28	obviously	obviously	ADV
fcis-14566	88	29	.	.	PUNCT
fcis-14566	89	1	however	however	ADV
fcis-14566	89	2	,	,	PUNCT
fcis-14566	89	3	the	the	DET
fcis-14566	89	4	resource	resource	NOUN
fcis-14566	89	5	allocation	allocation	NOUN
fcis-14566	89	6	in	in	ADP
fcis-14566	89	7	the	the	DET
fcis-14566	89	8	cloud	cloud	NOUN
fcis-14566	89	9	environment	environment	NOUN
fcis-14566	89	10	is	be	AUX
fcis-14566	89	11	usually	usually	ADV
fcis-14566	89	12	not	not	PART
fcis-14566	89	13	very	very	ADV
fcis-14566	89	14	strict	strict	ADJ
fcis-14566	89	15	,	,	PUNCT
fcis-14566	89	16	and	and	CCONJ
fcis-14566	89	17	when	when	SCONJ
fcis-14566	89	18	enough	enough	ADJ
fcis-14566	89	19	training	training	NOUN
fcis-14566	89	20	samples	sample	NOUN
fcis-14566	89	21	are	be	AUX
fcis-14566	89	22	obtained	obtain	VERB
fcis-14566	89	23	,	,	PUNCT
fcis-14566	89	24	the	the	DET
fcis-14566	89	25	system	system	NOUN
fcis-14566	89	26	can	can	AUX
fcis-14566	89	27	train	train	VERB
fcis-14566	89	28	the	the	DET
fcis-14566	89	29	neural	neural	ADJ
fcis-14566	89	30	network	network	NOUN
fcis-14566	89	31	offline	offline	NOUN
fcis-14566	89	32	and	and	CCONJ
fcis-14566	89	33	directly	directly	ADV
fcis-14566	89	34	use	use	VERB
fcis-14566	89	35	the	the	DET
fcis-14566	89	36	neural	neural	ADJ
fcis-14566	89	37	network	network	NOUN
fcis-14566	89	38	to	to	PART
fcis-14566	89	39	bid	bid	VERB
fcis-14566	89	40	online	online	ADV
fcis-14566	89	41	,	,	PUNCT
fcis-14566	89	42	which	which	PRON
fcis-14566	89	43	will	will	AUX
fcis-14566	89	44	greatly	greatly	ADV
fcis-14566	89	45	reduce	reduce	VERB
fcis-14566	89	46	the	the	DET
fcis-14566	89	47	time	time	NOUN
fcis-14566	89	48	cost	cost	NOUN
fcis-14566	89	49	of	of	ADP
fcis-14566	89	50	the	the	DET
fcis-14566	89	51	proposed	propose	VERB
fcis-14566	89	52	method	method	NOUN
fcis-14566	89	53	.	.	PUNCT
fcis-14566	90	1	the	the	DET
fcis-14566	90	2	performance	performance	NOUN
fcis-14566	90	3	of	of	ADP
fcis-14566	90	4	the	the	DET
fcis-14566	90	5	mechanism	mechanism	NOUN
fcis-14566	90	6	in	in	ADP
fcis-14566	90	7	this	this	DET
fcis-14566	90	8	paper	paper	NOUN
fcis-14566	90	9	is	be	AUX
fcis-14566	90	10	better	well	ADJ
fcis-14566	90	11	than	than	ADP
fcis-14566	90	12	that	that	PRON
fcis-14566	90	13	of	of	ADP
fcis-14566	90	14	the	the	DET
fcis-14566	90	15	benchmark	benchmark	NOUN
fcis-14566	90	16	mechanism	mechanism	NOUN
fcis-14566	90	17	,	,	PUNCT
fcis-14566	90	18	but	but	CCONJ
fcis-14566	90	19	the	the	DET
fcis-14566	90	20	time	time	NOUN
fcis-14566	90	21	cost	cost	NOUN
fcis-14566	90	22	is	be	AUX
fcis-14566	90	23	large	large	ADJ
fcis-14566	90	24	.	.	PUNCT
fcis-14566	91	1	if	if	SCONJ
fcis-14566	91	2	the	the	DET
fcis-14566	91	3	neural	neural	ADJ
fcis-14566	91	4	network	network	NOUN
fcis-14566	91	5	is	be	AUX
fcis-14566	91	6	trained	train	VERB
fcis-14566	91	7	offline	offline	ADJ
fcis-14566	91	8	,	,	PUNCT
fcis-14566	91	9	the	the	DET
fcis-14566	91	10	time	time	NOUN
fcis-14566	91	11	cost	cost	NOUN
fcis-14566	91	12	of	of	ADP
fcis-14566	91	13	this	this	DET
fcis-14566	91	14	mechanism	mechanism	NOUN
fcis-14566	91	15	can	can	AUX
fcis-14566	91	16	be	be	AUX
fcis-14566	91	17	significantly	significantly	ADV
fcis-14566	91	18	reduced	reduce	VERB
fcis-14566	91	19	.	.	PUNCT
fcis-14566	92	1	although	although	SCONJ
fcis-14566	92	2	the	the	DET
fcis-14566	92	3	performance	performance	NOUN
fcis-14566	92	4	of	of	ADP
fcis-14566	92	5	the	the	DET
fcis-14566	92	6	benchmark	benchmark	NOUN
fcis-14566	92	7	mechanism	mechanism	NOUN
fcis-14566	92	8	is	be	AUX
fcis-14566	92	9	obviously	obviously	ADV
fcis-14566	92	10	not	not	PART
fcis-14566	92	11	as	as	ADV
fcis-14566	92	12	good	good	ADJ
fcis-14566	92	13	as	as	ADP
fcis-14566	92	14	that	that	PRON
fcis-14566	92	15	of	of	ADP
fcis-14566	92	16	this	this	DET
fcis-14566	92	17	mechanism	mechanism	NOUN
fcis-14566	92	18	,	,	PUNCT
fcis-14566	92	19	the	the	DET
fcis-14566	92	20	time	time	NOUN
fcis-14566	92	21	cost	cost	NOUN
fcis-14566	92	22	is	be	AUX
fcis-14566	92	23	low	low	ADJ
fcis-14566	92	24	.	.	PUNCT
fcis-14566	93	1	the	the	DET
fcis-14566	93	2	superiority	superiority	NOUN
fcis-14566	93	3	of	of	ADP
fcis-14566	93	4	this	this	DET
fcis-14566	93	5	mechanism	mechanism	NOUN
fcis-14566	93	6	in	in	ADP
fcis-14566	93	7	performance	performance	NOUN
fcis-14566	93	8	is	be	AUX
fcis-14566	93	9	mainly	mainly	ADV
fcis-14566	93	10	due	due	ADP
fcis-14566	93	11	to	to	ADP
fcis-14566	93	12	the	the	DET
fcis-14566	93	13	adoption	adoption	NOUN
fcis-14566	93	14	of	of	ADP
fcis-14566	93	15	the	the	DET
fcis-14566	93	16	bidding	bidding	NOUN
fcis-14566	93	17	decision	decision	NOUN
fcis-14566	93	18	mechanism	mechanism	NOUN
fcis-14566	93	19	using	use	VERB
fcis-14566	93	20	historical	historical	ADJ
fcis-14566	93	21	bidding	bidding	NOUN
fcis-14566	93	22	data	datum	NOUN
fcis-14566	93	23	and	and	CCONJ
fcis-14566	93	24	the	the	DET
fcis-14566	93	25	intelligent	intelligent	ADJ
fcis-14566	93	26	winning	winning	NOUN
fcis-14566	93	27	bid	bid	NOUN
fcis-14566	93	28	determination	determination	NOUN
fcis-14566	93	29	method	method	NOUN
fcis-14566	93	30	,	,	PUNCT
fcis-14566	93	31	which	which	PRON
fcis-14566	93	32	is	be	AUX
fcis-14566	93	33	the	the	DET
fcis-14566	93	34	biggest	big	ADJ
fcis-14566	93	35	difference	difference	NOUN
fcis-14566	93	36	between	between	ADP
fcis-14566	93	37	this	this	DET
fcis-14566	93	38	mechanism	mechanism	NOUN
fcis-14566	93	39	and	and	CCONJ
fcis-14566	93	40	related	relate	VERB
fcis-14566	93	41	research	research	NOUN
fcis-14566	93	42	work	work	NOUN
fcis-14566	93	43	.	.	PUNCT
fcis-14566	94	1	5	5	X
fcis-14566	94	2	.	.	X
fcis-14566	94	3	conclusion	conclusion	VERB
fcis-14566	94	4	the	the	DET
fcis-14566	94	5	dynamic	dynamic	ADJ
fcis-14566	94	6	resource	resource	NOUN
fcis-14566	94	7	allocation	allocation	NOUN
fcis-14566	94	8	mechanism	mechanism	NOUN
fcis-14566	94	9	driven	drive	VERB
fcis-14566	94	10	by	by	ADP
fcis-14566	94	11	neural	neural	ADJ
fcis-14566	94	12	network	network	NOUN
fcis-14566	94	13	can	can	AUX
fcis-14566	94	14	predict	predict	VERB
fcis-14566	94	15	the	the	DET
fcis-14566	94	16	resource	resource	NOUN
fcis-14566	94	17	demand	demand	NOUN
fcis-14566	94	18	more	more	ADV
fcis-14566	94	19	accurately	accurately	ADV
fcis-14566	94	20	to	to	PART
fcis-14566	94	21	meet	meet	VERB
fcis-14566	94	22	the	the	DET
fcis-14566	94	23	workload	workload	NOUN
fcis-14566	94	24	demand	demand	NOUN
fcis-14566	94	25	,	,	PUNCT
fcis-14566	94	26	thus	thus	ADV
fcis-14566	94	27	improving	improve	VERB
fcis-14566	94	28	the	the	DET
fcis-14566	94	29	resource	resource	NOUN
fcis-14566	94	30	utilization	utilization	NOUN
fcis-14566	94	31	rate	rate	NOUN
fcis-14566	94	32	.	.	PUNCT
fcis-14566	95	1	this	this	PRON
fcis-14566	95	2	helps	help	VERB
fcis-14566	95	3	to	to	PART
fcis-14566	95	4	reduce	reduce	VERB
fcis-14566	95	5	the	the	DET
fcis-14566	95	6	cost	cost	NOUN
fcis-14566	95	7	of	of	ADP
fcis-14566	95	8	cloud	cloud	NOUN
fcis-14566	95	9	computing	computing	NOUN
fcis-14566	95	10	and	and	CCONJ
fcis-14566	95	11	reduce	reduce	VERB
fcis-14566	95	12	the	the	DET
fcis-14566	95	13	waste	waste	NOUN
fcis-14566	95	14	of	of	ADP
fcis-14566	95	15	resources	resource	NOUN
fcis-14566	95	16	.	.	PUNCT
fcis-14566	96	1	this	this	DET
fcis-14566	96	2	mechanism	mechanism	NOUN
fcis-14566	96	3	can	can	AUX
fcis-14566	96	4	adjust	adjust	VERB
fcis-14566	96	5	the	the	DET
fcis-14566	96	6	resource	resource	NOUN
fcis-14566	96	7	allocation	allocation	NOUN
fcis-14566	96	8	in	in	ADP
fcis-14566	96	9	real	real	ADJ
fcis-14566	96	10	time	time	NOUN
fcis-14566	96	11	according	accord	VERB
fcis-14566	96	12	to	to	ADP
fcis-14566	96	13	the	the	DET
fcis-14566	96	14	changing	change	VERB
fcis-14566	96	15	workload	workload	NOUN
fcis-14566	96	16	requirements	requirement	NOUN
fcis-14566	96	17	,	,	PUNCT
fcis-14566	96	18	thus	thus	ADV
fcis-14566	96	19	enhancing	enhance	VERB
fcis-14566	96	20	the	the	DET
fcis-14566	96	21	adaptability	adaptability	NOUN
fcis-14566	96	22	of	of	ADP
fcis-14566	96	23	the	the	DET
fcis-14566	96	24	cloud	cloud	NOUN
fcis-14566	96	25	computing	computing	NOUN
fcis-14566	96	26	system	system	NOUN
fcis-14566	96	27	.	.	PUNCT
fcis-14566	97	1	this	this	PRON
fcis-14566	97	2	enables	enable	VERB
fcis-14566	97	3	the	the	DET
fcis-14566	97	4	system	system	NOUN
fcis-14566	97	5	to	to	PART
fcis-14566	97	6	better	well	ADV
fcis-14566	97	7	adapt	adapt	VERB
fcis-14566	97	8	to	to	ADP
fcis-14566	97	9	different	different	ADJ
fcis-14566	97	10	application	application	NOUN
fcis-14566	97	11	scenarios	scenario	NOUN
fcis-14566	97	12	and	and	CCONJ
fcis-14566	97	13	load	load	VERB
fcis-14566	97	14	fluctuations	fluctuation	NOUN
fcis-14566	97	15	.	.	PUNCT
fcis-14566	98	1	through	through	ADP
fcis-14566	98	2	more	more	ADV
fcis-14566	98	3	intelligent	intelligent	ADJ
fcis-14566	98	4	resource	resource	NOUN
fcis-14566	98	5	allocation	allocation	NOUN
fcis-14566	98	6	decision	decision	NOUN
fcis-14566	98	7	,	,	PUNCT
fcis-14566	98	8	neural	neural	ADJ
fcis-14566	98	9	network	network	NOUN
fcis-14566	98	10	-	-	PUNCT
fcis-14566	98	11	driven	drive	VERB
fcis-14566	98	12	mechanism	mechanism	NOUN
fcis-14566	98	13	can	can	AUX
fcis-14566	98	14	improve	improve	VERB
fcis-14566	98	15	the	the	DET
fcis-14566	98	16	performance	performance	NOUN
fcis-14566	98	17	and	and	CCONJ
fcis-14566	98	18	user	user	NOUN
fcis-14566	98	19	experience	experience	NOUN
fcis-14566	98	20	of	of	ADP
fcis-14566	98	21	cloud	cloud	NOUN
fcis-14566	98	22	computing	computing	NOUN
fcis-14566	98	23	system	system	NOUN
fcis-14566	98	24	.	.	PUNCT
fcis-14566	99	1	users	user	NOUN
fcis-14566	99	2	can	can	AUX
fcis-14566	99	3	get	get	VERB
fcis-14566	99	4	higher	high	ADJ
fcis-14566	99	5	performance	performance	NOUN
fcis-14566	99	6	and	and	CCONJ
fcis-14566	99	7	better	well	ADV
fcis-14566	99	8	meet	meet	VERB
fcis-14566	99	9	their	their	PRON
fcis-14566	99	10	service	service	NOUN
fcis-14566	99	11	quality	quality	NOUN
fcis-14566	99	12	requirements	requirement	NOUN
fcis-14566	99	13	.	.	PUNCT
fcis-14566	100	1	through	through	ADP
fcis-14566	100	2	more	more	ADV
fcis-14566	100	3	intelligent	intelligent	ADJ
fcis-14566	100	4	,	,	PUNCT
fcis-14566	100	5	adaptive	adaptive	ADJ
fcis-14566	100	6	and	and	CCONJ
fcis-14566	100	7	efficient	efficient	ADJ
fcis-14566	100	8	resource	resource	NOUN
fcis-14566	100	9	allocation	allocation	NOUN
fcis-14566	100	10	,	,	PUNCT
fcis-14566	100	11	this	this	DET
fcis-14566	100	12	mechanism	mechanism	NOUN
fcis-14566	100	13	is	be	AUX
fcis-14566	100	14	expected	expect	VERB
fcis-14566	100	15	to	to	PART
fcis-14566	100	16	promote	promote	VERB
fcis-14566	100	17	the	the	DET
fcis-14566	100	18	further	further	ADJ
fcis-14566	100	19	development	development	NOUN
fcis-14566	100	20	of	of	ADP
fcis-14566	100	21	cloud	cloud	NOUN
fcis-14566	100	22	computing	computing	NOUN
fcis-14566	100	23	technology	technology	NOUN
fcis-14566	100	24	and	and	CCONJ
fcis-14566	100	25	provide	provide	VERB
fcis-14566	100	26	users	user	NOUN
fcis-14566	100	27	with	with	ADP
fcis-14566	100	28	better	well	ADJ
fcis-14566	100	29	services	service	NOUN
fcis-14566	100	30	and	and	CCONJ
fcis-14566	100	31	economic	economic	ADJ
fcis-14566	100	32	benefits	benefit	NOUN
fcis-14566	100	33	.	.	PUNCT
fcis-14566	101	1	future	future	ADJ
fcis-14566	101	2	work	work	NOUN
fcis-14566	101	3	will	will	AUX
fcis-14566	101	4	continue	continue	VERB
fcis-14566	101	5	to	to	PART
fcis-14566	101	6	explore	explore	VERB
fcis-14566	101	7	new	new	ADJ
fcis-14566	101	8	methods	method	NOUN
fcis-14566	101	9	and	and	CCONJ
fcis-14566	101	10	technologies	technology	NOUN
fcis-14566	101	11	to	to	PART
fcis-14566	101	12	further	far	ADV
fcis-14566	101	13	optimize	optimize	VERB
fcis-14566	101	14	the	the	DET
fcis-14566	101	15	performance	performance	NOUN
fcis-14566	101	16	and	and	CCONJ
fcis-14566	101	17	usability	usability	NOUN
fcis-14566	101	18	in	in	ADP
fcis-14566	101	19	this	this	DET
fcis-14566	101	20	field	field	NOUN
fcis-14566	101	21	.	.	PUNCT
fcis-14566	102	1	references	reference	NOUN
fcis-14566	102	2	[	[	X
fcis-14566	102	3	1	1	NUM
fcis-14566	102	4	]	]	X
fcis-14566	102	5	lin	lin	PROPN
fcis-14566	102	6	,	,	PUNCT
fcis-14566	102	7	w.	w.	PROPN
fcis-14566	102	8	,	,	PUNCT
fcis-14566	102	9	wang	wang	PROPN
fcis-14566	102	10	,	,	PUNCT
fcis-14566	102	11	j.	j.	PROPN
fcis-14566	102	12	z.	z.	PROPN
fcis-14566	102	13	,	,	PUNCT
fcis-14566	102	14	liang	liang	PROPN
fcis-14566	102	15	,	,	PUNCT
fcis-14566	102	16	c.	c.	PROPN
fcis-14566	102	17	,	,	PUNCT
fcis-14566	102	18	&	&	CCONJ
fcis-14566	102	19	qi	qi	PROPN
fcis-14566	102	20	,	,	PUNCT
fcis-14566	102	21	d.	d.	PROPN
fcis-14566	102	22	(	(	PUNCT
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fcis-14566	102	24	)	)	PUNCT
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fcis-14566	104	1	procedia	procedia	PROPN
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fcis-14566	104	4	23(12	23(12	NUM
fcis-14566	104	5	)	)	PUNCT
fcis-14566	104	6	,	,	PUNCT
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fcis-14566	104	8	-	-	SYM
fcis-14566	104	9	703	703	NUM
fcis-14566	104	10	.	.	PUNCT
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fcis-14566	105	14	h.	h.	PROPN
fcis-14566	105	15	,	,	PUNCT
fcis-14566	105	16	fan	fan	PROPN
fcis-14566	105	17	,	,	PUNCT
fcis-14566	105	18	x.	x.	PROPN
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fcis-14566	105	20	&	&	CCONJ
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fcis-14566	105	26	)	)	PUNCT
fcis-14566	105	27	.	.	PUNCT
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fcis-14566	106	5	game	game	NOUN
fcis-14566	106	6	based	base	VERB
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fcis-14566	106	9	using	use	VERB
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fcis-14566	106	15	.	.	PUNCT
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fcis-14566	107	5	computing	computing	NOUN
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fcis-14566	107	7	11(99	11(99	NUM
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fcis-14566	108	16	.	.	PUNCT
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fcis-14566	109	2	resource	resource	NOUN
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fcis-14566	109	4	in	in	ADP
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fcis-14566	109	6	infrastructure	infrastructure	NOUN
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fcis-14566	109	8	ant	ant	ADJ
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fcis-14566	109	13	-	-	PUNCT
fcis-14566	109	14	regression	regression	NOUN
fcis-14566	109	15	model	model	NOUN
fcis-14566	109	16	.	.	PUNCT
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fcis-14566	110	2	journal	journal	NOUN
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fcis-14566	110	6	)	)	PUNCT
fcis-14566	110	7	,	,	PUNCT
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fcis-14566	110	9	.	.	PUNCT
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fcis-14566	111	2	4	4	NUM
fcis-14566	111	3	]	]	X
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fcis-14566	111	10	.	.	PUNCT
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fcis-14566	112	8	time	time	NOUN
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fcis-14566	112	12	computing	computing	NOUN
fcis-14566	112	13	data	datum	NOUN
fcis-14566	112	14	center	center	NOUN
fcis-14566	112	15	.	.	PUNCT
fcis-14566	113	1	acta	acta	PROPN
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fcis-14566	113	9	,	,	PUNCT
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fcis-14566	113	11	)	)	PUNCT
fcis-14566	113	12	,	,	PUNCT
fcis-14566	113	13	187	187	NUM
fcis-14566	113	14	-	-	SYM
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fcis-14566	113	16	.	.	PUNCT
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fcis-14566	114	2	5	5	NUM
fcis-14566	114	3	]	]	X
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fcis-14566	114	5	,	,	PUNCT
fcis-14566	114	6	q.	q.	PROPN
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fcis-14566	115	12	.	.	PUNCT
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fcis-14566	116	7	5(4	5(4	NUM
fcis-14566	116	8	)	)	PUNCT
fcis-14566	116	9	,	,	PUNCT
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fcis-14566	116	11	-	-	SYM
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fcis-14566	118	3	]	]	SYM
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fcis-14566	118	18	)	)	PUNCT
fcis-14566	118	19	.	.	PUNCT
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fcis-14566	119	2	placement	placement	NOUN
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fcis-14566	119	4	resources	resource	NOUN
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fcis-14566	119	11	.	.	PUNCT
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fcis-14566	120	3	,	,	PUNCT
fcis-14566	120	4	115(10	115(10	NUM
fcis-14566	120	5	)	)	PUNCT
fcis-14566	120	6	,	,	PUNCT
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fcis-14566	120	8	-	-	SYM
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fcis-14566	120	10	.	.	PUNCT
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fcis-14566	121	9	,	,	PUNCT
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fcis-14566	123	7	)	)	PUNCT
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fcis-14566	123	10	-	-	SYM
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fcis-14566	131	9	storms	storm	NOUN
fcis-14566	131	10	.	.	PUNCT
fcis-14566	132	1	ieee	ieee	NOUN
fcis-14566	132	2	transactions	transaction	NOUN
fcis-14566	132	3	on	on	ADP
fcis-14566	132	4	cloud	cloud	NOUN
fcis-14566	132	5	computing	computing	NOUN
fcis-14566	132	6	,	,	PUNCT
fcis-14566	132	7	(	(	PUNCT
fcis-14566	132	8	99	99	NUM
fcis-14566	132	9	)	)	PUNCT
fcis-14566	132	10	,	,	PUNCT
fcis-14566	132	11	1	1	NUM
fcis-14566	132	12	-	-	SYM
fcis-14566	132	13	1	1	NUM
fcis-14566	132	14	.	.	PUNCT
fcis-14566	133	1	[	[	X
fcis-14566	133	2	11	11	NUM
fcis-14566	133	3	]	]	SYM
fcis-14566	133	4	deng	deng	PROPN
fcis-14566	133	5	,	,	PUNCT
fcis-14566	133	6	y.	y.	PROPN
fcis-14566	133	7	,	,	PUNCT
fcis-14566	133	8	xu	xu	PROPN
fcis-14566	133	9	,	,	PUNCT
fcis-14566	133	10	z.	z.	PROPN
fcis-14566	133	11	,	,	PUNCT
fcis-14566	133	12	&	&	CCONJ
fcis-14566	133	13	tian	tian	PROPN
fcis-14566	133	14	,	,	PUNCT
fcis-14566	133	15	z.	z.	PROPN
fcis-14566	133	16	(	(	PUNCT
fcis-14566	133	17	2019	2019	NUM
fcis-14566	133	18	)	)	PUNCT
fcis-14566	133	19	.	.	PUNCT
fcis-14566	134	1	dynamic	dynamic	ADJ
fcis-14566	134	2	adaptive	adaptive	ADJ
fcis-14566	134	3	streaming	streaming	NOUN
fcis-14566	134	4	over	over	ADP
fcis-14566	134	5	http	http	ADV
fcis-14566	134	6	-	-	PUNCT
fcis-14566	134	7	based	base	VERB
fcis-14566	134	8	3d	3d	NUM
fcis-14566	134	9	resource	resource	NOUN
fcis-14566	134	10	allocation	allocation	NOUN
fcis-14566	134	11	algorithm	algorithm	NOUN
fcis-14566	134	12	.	.	PUNCT
fcis-14566	135	1	the	the	DET
fcis-14566	135	2	journal	journal	NOUN
fcis-14566	135	3	of	of	ADP
fcis-14566	135	4	engineering	engineering	NOUN
fcis-14566	135	5	,	,	PUNCT
fcis-14566	135	6	2019(23	2019(23	NOUN
fcis-14566	135	7	)	)	PUNCT
fcis-14566	135	8	,	,	PUNCT
fcis-14566	135	9	8888	8888	NUM
fcis-14566	135	10	-	-	SYM
fcis-14566	135	11	8890	8890	NUM
fcis-14566	135	12	.	.	PUNCT