id	sid	tid	token	lemma	pos
fcis-30999	1	1	frontiers	frontier	NOUN
fcis-30999	1	2	in	in	ADP
fcis-30999	1	3	computing	computing	NOUN
fcis-30999	1	4	and	and	CCONJ
fcis-30999	1	5	intelligent	intelligent	ADJ
fcis-30999	1	6	systems	system	NOUN
fcis-30999	1	7	issn	issn	VERB
fcis-30999	1	8	:	:	PUNCT
fcis-30999	1	9	2832	2832	NUM
fcis-30999	1	10	-	-	SYM
fcis-30999	1	11	6024	6024	NUM
fcis-30999	1	12	|	|	NOUN
fcis-30999	1	13	vol	vol	NOUN
fcis-30999	1	14	.	.	PROPN
fcis-30999	2	1	12	12	NUM
fcis-30999	2	2	,	,	PUNCT
fcis-30999	2	3	no	no	INTJ
fcis-30999	2	4	.	.	NOUN
fcis-30999	2	5	2	2	NUM
fcis-30999	2	6	,	,	PUNCT
fcis-30999	2	7	2025	2025	NUM
fcis-30999	2	8	70	70	NUM
fcis-30999	2	9	algorithm	algorithm	NOUN
fcis-30999	2	10	optimization	optimization	NOUN
fcis-30999	2	11	and	and	CCONJ
fcis-30999	2	12	performance	performance	NOUN
fcis-30999	2	13	enhancement	enhancement	NOUN
fcis-30999	2	14	in	in	ADP
fcis-30999	2	15	computer	computer	NOUN
fcis-30999	2	16	science	science	NOUN
fcis-30999	2	17	jinyi	jinyi	PROPN
fcis-30999	2	18	jiang	jiang	PROPN
fcis-30999	2	19	*	*	PUNCT
fcis-30999	2	20	faculty	faculty	NOUN
fcis-30999	2	21	of	of	ADP
fcis-30999	2	22	science	science	NOUN
fcis-30999	2	23	and	and	CCONJ
fcis-30999	2	24	engineering	engineering	NOUN
fcis-30999	2	25	,	,	PUNCT
fcis-30999	2	26	university	university	NOUN
fcis-30999	2	27	of	of	ADP
fcis-30999	2	28	liverpool	liverpool	PROPN
fcis-30999	2	29	,	,	PUNCT
fcis-30999	2	30	liverpool	liverpool	PROPN
fcis-30999	2	31	,	,	PUNCT
fcis-30999	2	32	l69	l69	NOUN
fcis-30999	2	33	3bx	3bx	NOUN
fcis-30999	2	34	,	,	PUNCT
fcis-30999	2	35	united	united	ADJ
fcis-30999	2	36	kingdom	kingdom	PROPN
fcis-30999	2	37	*	*	PUNCT
fcis-30999	2	38	corresponding	correspond	VERB
fcis-30999	2	39	author	author	NOUN
fcis-30999	2	40	email	email	NOUN
fcis-30999	2	41	:	:	PUNCT
fcis-30999	2	42	jinyi0208@outlook.com	jinyi0208@outlook.com	X
fcis-30999	3	1	abstract	abstract	ADJ
fcis-30999	3	2	:	:	PUNCT
fcis-30999	3	3	in	in	ADP
fcis-30999	3	4	the	the	DET
fcis-30999	3	5	broad	broad	ADJ
fcis-30999	3	6	field	field	NOUN
fcis-30999	3	7	of	of	ADP
fcis-30999	3	8	computer	computer	NOUN
fcis-30999	3	9	science	science	NOUN
fcis-30999	3	10	,	,	PUNCT
fcis-30999	3	11	algorithm	algorithm	NOUN
fcis-30999	3	12	optimization	optimization	NOUN
fcis-30999	3	13	is	be	AUX
fcis-30999	3	14	regarded	regard	VERB
fcis-30999	3	15	as	as	ADP
fcis-30999	3	16	the	the	DET
fcis-30999	3	17	cornerstone	cornerstone	NOUN
fcis-30999	3	18	of	of	ADP
fcis-30999	3	19	improving	improve	VERB
fcis-30999	3	20	system	system	NOUN
fcis-30999	3	21	performance	performance	NOUN
fcis-30999	3	22	.	.	PUNCT
fcis-30999	4	1	with	with	ADP
fcis-30999	4	2	the	the	DET
fcis-30999	4	3	rapid	rapid	ADJ
fcis-30999	4	4	development	development	NOUN
fcis-30999	4	5	of	of	ADP
fcis-30999	4	6	science	science	NOUN
fcis-30999	4	7	and	and	CCONJ
fcis-30999	4	8	technology	technology	NOUN
fcis-30999	4	9	,	,	PUNCT
fcis-30999	4	10	the	the	DET
fcis-30999	4	11	requirements	requirement	NOUN
fcis-30999	4	12	for	for	ADP
fcis-30999	4	13	data	data	NOUN
fcis-30999	4	14	processing	processing	NOUN
fcis-30999	4	15	and	and	CCONJ
fcis-30999	4	16	computing	computing	NOUN
fcis-30999	4	17	efficiency	efficiency	NOUN
fcis-30999	4	18	are	be	AUX
fcis-30999	4	19	increasing	increase	VERB
fcis-30999	4	20	,	,	PUNCT
fcis-30999	4	21	and	and	CCONJ
fcis-30999	4	22	the	the	DET
fcis-30999	4	23	optimization	optimization	NOUN
fcis-30999	4	24	design	design	NOUN
fcis-30999	4	25	of	of	ADP
fcis-30999	4	26	algorithms	algorithm	NOUN
fcis-30999	4	27	becomes	become	VERB
fcis-30999	4	28	critical	critical	ADJ
fcis-30999	4	29	.	.	PUNCT
fcis-30999	5	1	this	this	DET
fcis-30999	5	2	paper	paper	NOUN
fcis-30999	5	3	will	will	AUX
fcis-30999	5	4	deeply	deeply	ADV
fcis-30999	5	5	discuss	discuss	VERB
fcis-30999	5	6	the	the	DET
fcis-30999	5	7	method	method	NOUN
fcis-30999	5	8	of	of	ADP
fcis-30999	5	9	algorithm	algorithm	NOUN
fcis-30999	5	10	optimization	optimization	NOUN
fcis-30999	5	11	and	and	CCONJ
fcis-30999	5	12	how	how	SCONJ
fcis-30999	5	13	it	it	PRON
fcis-30999	5	14	can	can	AUX
fcis-30999	5	15	help	help	VERB
fcis-30999	5	16	significantly	significantly	ADV
fcis-30999	5	17	improve	improve	VERB
fcis-30999	5	18	the	the	DET
fcis-30999	5	19	computer	computer	NOUN
fcis-30999	5	20	performance	performance	NOUN
fcis-30999	5	21	in	in	ADP
fcis-30999	5	22	practical	practical	ADJ
fcis-30999	5	23	applications	application	NOUN
fcis-30999	5	24	,	,	PUNCT
fcis-30999	5	25	process	process	NOUN
fcis-30999	5	26	data	datum	NOUN
fcis-30999	5	27	more	more	ADV
fcis-30999	5	28	efficiently	efficiently	ADV
fcis-30999	5	29	,	,	PUNCT
fcis-30999	5	30	which	which	PRON
fcis-30999	5	31	prompts	prompt	VERB
fcis-30999	5	32	all	all	DET
fcis-30999	5	33	work	work	NOUN
fcis-30999	5	34	to	to	PART
fcis-30999	5	35	improve	improve	VERB
fcis-30999	5	36	efficiency	efficiency	NOUN
fcis-30999	5	37	accordingly	accordingly	ADV
fcis-30999	5	38	.	.	PUNCT
fcis-30999	6	1	keywords	keyword	NOUN
fcis-30999	6	2	:	:	PUNCT
fcis-30999	6	3	computer	computer	NOUN
fcis-30999	6	4	science	science	NOUN
fcis-30999	6	5	;	;	PUNCT
fcis-30999	6	6	algorithm	algorithm	NOUN
fcis-30999	6	7	optimization	optimization	NOUN
fcis-30999	6	8	;	;	PUNCT
fcis-30999	6	9	performance	performance	NOUN
fcis-30999	6	10	enhancement	enhancement	NOUN
fcis-30999	6	11	.	.	PUNCT
fcis-30999	7	1	1	1	X
fcis-30999	7	2	.	.	X
fcis-30999	7	3	the	the	DET
fcis-30999	7	4	importance	importance	NOUN
fcis-30999	7	5	of	of	ADP
fcis-30999	7	6	algorithmic	algorithmic	ADJ
fcis-30999	7	7	optimization	optimization	NOUN
fcis-30999	7	8	in	in	ADP
fcis-30999	7	9	today	today	NOUN
fcis-30999	7	10	's	's	PART
fcis-30999	7	11	digital	digital	ADJ
fcis-30999	7	12	world	world	NOUN
fcis-30999	7	13	,	,	PUNCT
fcis-30999	7	14	algorithms	algorithm	NOUN
fcis-30999	7	15	are	be	AUX
fcis-30999	7	16	like	like	ADP
fcis-30999	7	17	the	the	DET
fcis-30999	7	18	engine	engine	NOUN
fcis-30999	7	19	driving	drive	VERB
fcis-30999	7	20	the	the	DET
fcis-30999	7	21	development	development	NOUN
fcis-30999	7	22	of	of	ADP
fcis-30999	7	23	modern	modern	ADJ
fcis-30999	7	24	science	science	NOUN
fcis-30999	7	25	and	and	CCONJ
fcis-30999	7	26	technology	technology	NOUN
fcis-30999	7	27	,	,	PUNCT
fcis-30999	7	28	and	and	CCONJ
fcis-30999	7	29	they	they	PRON
fcis-30999	7	30	are	be	AUX
fcis-30999	7	31	ubiquitous	ubiquitous	ADJ
fcis-30999	7	32	,	,	PUNCT
fcis-30999	7	33	from	from	ADP
fcis-30999	7	34	the	the	DET
fcis-30999	7	35	search	search	NOUN
fcis-30999	7	36	engine	engine	NOUN
fcis-30999	7	37	's	's	PART
fcis-30999	7	38	search	search	NOUN
fcis-30999	7	39	result	result	NOUN
fcis-30999	7	40	sorting	sorting	NOUN
fcis-30999	7	41	,	,	PUNCT
fcis-30999	7	42	to	to	ADP
fcis-30999	7	43	the	the	DET
fcis-30999	7	44	personalized	personalized	ADJ
fcis-30999	7	45	recommendation	recommendation	NOUN
fcis-30999	7	46	of	of	ADP
fcis-30999	7	47	social	social	ADJ
fcis-30999	7	48	media	medium	NOUN
fcis-30999	7	49	,	,	PUNCT
fcis-30999	7	50	to	to	ADP
fcis-30999	7	51	the	the	DET
fcis-30999	7	52	real	real	ADJ
fcis-30999	7	53	-	-	PUNCT
fcis-30999	7	54	time	time	NOUN
fcis-30999	7	55	decision	decision	NOUN
fcis-30999	7	56	-	-	PUNCT
fcis-30999	7	57	making	making	NOUN
fcis-30999	7	58	of	of	ADP
fcis-30999	7	59	financial	financial	ADJ
fcis-30999	7	60	transactions	transaction	NOUN
fcis-30999	7	61	,	,	PUNCT
fcis-30999	7	62	all	all	PRON
fcis-30999	7	63	of	of	ADP
fcis-30999	7	64	them	they	PRON
fcis-30999	7	65	can	can	AUX
fcis-30999	7	66	not	not	PART
fcis-30999	7	67	be	be	AUX
fcis-30999	7	68	separated	separate	VERB
fcis-30999	7	69	from	from	ADP
fcis-30999	7	70	the	the	DET
fcis-30999	7	71	precise	precise	ADJ
fcis-30999	7	72	calculation	calculation	NOUN
fcis-30999	7	73	and	and	CCONJ
fcis-30999	7	74	optimization	optimization	NOUN
fcis-30999	7	75	of	of	ADP
fcis-30999	7	76	algorithms	algorithm	NOUN
fcis-30999	7	77	.	.	PUNCT
fcis-30999	8	1	algorithm	algorithm	NOUN
fcis-30999	8	2	optimization	optimization	NOUN
fcis-30999	8	3	,	,	PUNCT
fcis-30999	8	4	as	as	ADP
fcis-30999	8	5	one	one	NUM
fcis-30999	8	6	of	of	ADP
fcis-30999	8	7	the	the	DET
fcis-30999	8	8	core	core	NOUN
fcis-30999	8	9	technologies	technology	NOUN
fcis-30999	8	10	of	of	ADP
fcis-30999	8	11	computer	computer	NOUN
fcis-30999	8	12	science	science	NOUN
fcis-30999	8	13	and	and	CCONJ
fcis-30999	8	14	software	software	NOUN
fcis-30999	8	15	engineering	engineering	NOUN
fcis-30999	8	16	,	,	PUNCT
fcis-30999	8	17	plays	play	VERB
fcis-30999	8	18	a	a	DET
fcis-30999	8	19	crucial	crucial	ADJ
fcis-30999	8	20	role	role	NOUN
fcis-30999	8	21	in	in	ADP
fcis-30999	8	22	improving	improve	VERB
fcis-30999	8	23	system	system	NOUN
fcis-30999	8	24	performance	performance	NOUN
fcis-30999	8	25	,	,	PUNCT
fcis-30999	8	26	guaranteeing	guarantee	VERB
fcis-30999	8	27	service	service	NOUN
fcis-30999	8	28	quality	quality	NOUN
fcis-30999	8	29	and	and	CCONJ
fcis-30999	8	30	promoting	promote	VERB
fcis-30999	8	31	technological	technological	ADJ
fcis-30999	8	32	innovation	innovation	NOUN
fcis-30999	8	33	.	.	PUNCT
fcis-30999	9	1	[	[	X
fcis-30999	9	2	1	1	NUM
fcis-30999	9	3	]	]	PUNCT
fcis-30999	9	4	algorithm	algorithm	NOUN
fcis-30999	9	5	optimization	optimization	NOUN
fcis-30999	9	6	is	be	AUX
fcis-30999	9	7	the	the	DET
fcis-30999	9	8	key	key	NOUN
fcis-30999	9	9	to	to	ADP
fcis-30999	9	10	big	big	ADJ
fcis-30999	9	11	data	datum	NOUN
fcis-30999	9	12	processing	processing	NOUN
fcis-30999	9	13	.	.	PUNCT
fcis-30999	10	1	with	with	ADP
fcis-30999	10	2	the	the	DET
fcis-30999	10	3	rapid	rapid	ADJ
fcis-30999	10	4	development	development	NOUN
fcis-30999	10	5	of	of	ADP
fcis-30999	10	6	the	the	DET
fcis-30999	10	7	internet	internet	NOUN
fcis-30999	10	8	,	,	PUNCT
fcis-30999	10	9	internet	internet	NOUN
fcis-30999	10	10	of	of	ADP
fcis-30999	10	11	things	thing	NOUN
fcis-30999	10	12	and	and	CCONJ
fcis-30999	10	13	other	other	ADJ
fcis-30999	10	14	technologies	technology	NOUN
fcis-30999	10	15	,	,	PUNCT
fcis-30999	10	16	the	the	DET
fcis-30999	10	17	size	size	NOUN
fcis-30999	10	18	and	and	CCONJ
fcis-30999	10	19	complexity	complexity	NOUN
fcis-30999	10	20	of	of	ADP
fcis-30999	10	21	data	datum	NOUN
fcis-30999	10	22	is	be	AUX
fcis-30999	10	23	growing	grow	VERB
fcis-30999	10	24	exponentially	exponentially	ADV
fcis-30999	10	25	.	.	PUNCT
fcis-30999	11	1	to	to	PART
fcis-30999	11	2	deal	deal	VERB
fcis-30999	11	3	with	with	ADP
fcis-30999	11	4	these	these	DET
fcis-30999	11	5	massive	massive	ADJ
fcis-30999	11	6	data	datum	NOUN
fcis-30999	11	7	,	,	PUNCT
fcis-30999	11	8	algorithms	algorithm	NOUN
fcis-30999	11	9	need	need	VERB
fcis-30999	11	10	to	to	PART
fcis-30999	11	11	be	be	AUX
fcis-30999	11	12	able	able	ADJ
fcis-30999	11	13	to	to	PART
fcis-30999	11	14	give	give	VERB
fcis-30999	11	15	accurate	accurate	ADJ
fcis-30999	11	16	results	result	NOUN
fcis-30999	11	17	within	within	ADP
fcis-30999	11	18	a	a	DET
fcis-30999	11	19	limited	limited	ADJ
fcis-30999	11	20	time	time	NOUN
fcis-30999	11	21	,	,	PUNCT
fcis-30999	11	22	otherwise	otherwise	ADV
fcis-30999	11	23	,	,	PUNCT
fcis-30999	11	24	even	even	ADV
fcis-30999	11	25	the	the	DET
fcis-30999	11	26	most	most	ADV
fcis-30999	11	27	powerful	powerful	ADJ
fcis-30999	11	28	hardware	hardware	NOUN
fcis-30999	11	29	can	can	AUX
fcis-30999	11	30	not	not	PART
fcis-30999	11	31	cope	cope	VERB
fcis-30999	11	32	with	with	ADP
fcis-30999	11	33	the	the	DET
fcis-30999	11	34	challenges	challenge	NOUN
fcis-30999	11	35	of	of	ADP
fcis-30999	11	36	massive	massive	ADJ
fcis-30999	11	37	data	datum	NOUN
fcis-30999	11	38	.	.	PUNCT
fcis-30999	12	1	optimized	optimize	VERB
fcis-30999	12	2	algorithms	algorithm	NOUN
fcis-30999	12	3	can	can	AUX
fcis-30999	12	4	process	process	VERB
fcis-30999	12	5	data	datum	NOUN
fcis-30999	12	6	more	more	ADV
fcis-30999	12	7	efficiently	efficiently	ADV
fcis-30999	12	8	,	,	PUNCT
fcis-30999	12	9	reduce	reduce	VERB
fcis-30999	12	10	computation	computation	NOUN
fcis-30999	12	11	time	time	NOUN
fcis-30999	12	12	,	,	PUNCT
fcis-30999	12	13	reduce	reduce	VERB
fcis-30999	12	14	dependence	dependence	NOUN
fcis-30999	12	15	on	on	ADP
fcis-30999	12	16	hardware	hardware	NOUN
fcis-30999	12	17	resources	resource	NOUN
fcis-30999	12	18	,	,	PUNCT
fcis-30999	12	19	and	and	CCONJ
fcis-30999	12	20	make	make	VERB
fcis-30999	12	21	data	datum	NOUN
fcis-30999	12	22	analysis	analysis	NOUN
fcis-30999	12	23	and	and	CCONJ
fcis-30999	12	24	utilization	utilization	NOUN
fcis-30999	12	25	more	more	ADV
fcis-30999	12	26	feasible	feasible	ADJ
fcis-30999	12	27	.	.	PUNCT
fcis-30999	13	1	optimization	optimization	NOUN
fcis-30999	13	2	algorithms	algorithm	NOUN
fcis-30999	13	3	can	can	AUX
fcis-30999	13	4	improve	improve	VERB
fcis-30999	13	5	the	the	DET
fcis-30999	13	6	stability	stability	NOUN
fcis-30999	13	7	and	and	CCONJ
fcis-30999	13	8	reliability	reliability	NOUN
fcis-30999	13	9	of	of	ADP
fcis-30999	13	10	the	the	DET
fcis-30999	13	11	system	system	NOUN
fcis-30999	13	12	.	.	PUNCT
fcis-30999	14	1	a	a	DET
fcis-30999	14	2	well	well	ADV
fcis-30999	14	3	-	-	PUNCT
fcis-30999	14	4	performing	perform	VERB
fcis-30999	14	5	algorithm	algorithm	NOUN
fcis-30999	14	6	is	be	AUX
fcis-30999	14	7	not	not	PART
fcis-30999	14	8	only	only	ADV
fcis-30999	14	9	able	able	ADJ
fcis-30999	14	10	to	to	PART
fcis-30999	14	11	respond	respond	VERB
fcis-30999	14	12	quickly	quickly	ADV
fcis-30999	14	13	to	to	ADP
fcis-30999	14	14	user	user	NOUN
fcis-30999	14	15	requests	request	NOUN
fcis-30999	14	16	,	,	PUNCT
fcis-30999	14	17	but	but	CCONJ
fcis-30999	14	18	also	also	ADV
fcis-30999	14	19	able	able	ADJ
fcis-30999	14	20	to	to	PART
fcis-30999	14	21	cope	cope	VERB
fcis-30999	14	22	with	with	ADP
fcis-30999	14	23	a	a	DET
fcis-30999	14	24	variety	variety	NOUN
fcis-30999	14	25	of	of	ADP
fcis-30999	14	26	abnormal	abnormal	ADJ
fcis-30999	14	27	situations	situation	NOUN
fcis-30999	14	28	to	to	PART
fcis-30999	14	29	ensure	ensure	VERB
fcis-30999	14	30	the	the	DET
fcis-30999	14	31	continuity	continuity	NOUN
fcis-30999	14	32	of	of	ADP
fcis-30999	14	33	service	service	NOUN
fcis-30999	14	34	.	.	PUNCT
fcis-30999	15	1	in	in	ADP
fcis-30999	15	2	highly	highly	ADV
fcis-30999	15	3	concurrent	concurrent	ADJ
fcis-30999	15	4	and	and	CCONJ
fcis-30999	15	5	real	real	ADJ
fcis-30999	15	6	-	-	PUNCT
fcis-30999	15	7	time	time	NOUN
fcis-30999	15	8	demanding	demand	VERB
fcis-30999	15	9	scenarios	scenario	NOUN
fcis-30999	15	10	,	,	PUNCT
fcis-30999	15	11	such	such	ADJ
fcis-30999	15	12	as	as	ADP
fcis-30999	15	13	financial	financial	ADJ
fcis-30999	15	14	trading	trading	NOUN
fcis-30999	15	15	systems	system	NOUN
fcis-30999	15	16	or	or	CCONJ
fcis-30999	15	17	online	online	ADJ
fcis-30999	15	18	game	game	NOUN
fcis-30999	15	19	servers	server	NOUN
fcis-30999	15	20	,	,	PUNCT
fcis-30999	15	21	the	the	DET
fcis-30999	15	22	performance	performance	NOUN
fcis-30999	15	23	of	of	ADP
fcis-30999	15	24	the	the	DET
fcis-30999	15	25	algorithm	algorithm	NOUN
fcis-30999	15	26	directly	directly	ADV
fcis-30999	15	27	affects	affect	VERB
fcis-30999	15	28	the	the	DET
fcis-30999	15	29	user	user	NOUN
fcis-30999	15	30	experience	experience	NOUN
fcis-30999	15	31	and	and	CCONJ
fcis-30999	15	32	system	system	NOUN
fcis-30999	15	33	security	security	NOUN
fcis-30999	15	34	.	.	PUNCT
fcis-30999	16	1	optimizing	optimize	VERB
fcis-30999	16	2	algorithms	algorithm	NOUN
fcis-30999	16	3	can	can	AUX
fcis-30999	16	4	help	help	VERB
fcis-30999	16	5	reduce	reduce	VERB
fcis-30999	16	6	errors	error	NOUN
fcis-30999	16	7	and	and	CCONJ
fcis-30999	16	8	exceptions	exception	NOUN
fcis-30999	16	9	,	,	PUNCT
fcis-30999	16	10	improve	improve	VERB
fcis-30999	16	11	the	the	DET
fcis-30999	16	12	robustness	robustness	NOUN
fcis-30999	16	13	of	of	ADP
fcis-30999	16	14	the	the	DET
fcis-30999	16	15	system	system	NOUN
fcis-30999	16	16	,	,	PUNCT
fcis-30999	16	17	and	and	CCONJ
fcis-30999	16	18	thus	thus	ADV
fcis-30999	16	19	ensure	ensure	VERB
fcis-30999	16	20	the	the	DET
fcis-30999	16	21	stable	stable	ADJ
fcis-30999	16	22	operation	operation	NOUN
fcis-30999	16	23	of	of	ADP
fcis-30999	16	24	the	the	DET
fcis-30999	16	25	service	service	NOUN
fcis-30999	16	26	[	[	X
fcis-30999	16	27	2	2	NUM
fcis-30999	16	28	]	]	PUNCT
fcis-30999	16	29	.	.	PUNCT
fcis-30999	17	1	2	2	X
fcis-30999	17	2	.	.	X
fcis-30999	17	3	algorithmic	algorithmic	ADJ
fcis-30999	17	4	optimization	optimization	NOUN
fcis-30999	17	5	strategies	strategy	NOUN
fcis-30999	17	6	in	in	ADP
fcis-30999	17	7	the	the	DET
fcis-30999	17	8	practice	practice	NOUN
fcis-30999	17	9	of	of	ADP
fcis-30999	17	10	algorithm	algorithm	NOUN
fcis-30999	17	11	optimization	optimization	NOUN
fcis-30999	17	12	,	,	PUNCT
fcis-30999	17	13	developers	developer	NOUN
fcis-30999	17	14	often	often	ADV
fcis-30999	17	15	use	use	VERB
fcis-30999	17	16	a	a	DET
fcis-30999	17	17	series	series	NOUN
fcis-30999	17	18	of	of	ADP
fcis-30999	17	19	strategies	strategy	NOUN
fcis-30999	17	20	to	to	PART
fcis-30999	17	21	improve	improve	VERB
fcis-30999	17	22	the	the	DET
fcis-30999	17	23	performance	performance	NOUN
fcis-30999	17	24	of	of	ADP
fcis-30999	17	25	algorithms	algorithm	NOUN
fcis-30999	17	26	.	.	PUNCT
fcis-30999	18	1	these	these	DET
fcis-30999	18	2	strategies	strategy	NOUN
fcis-30999	18	3	can	can	AUX
fcis-30999	18	4	be	be	AUX
fcis-30999	18	5	classified	classify	VERB
fcis-30999	18	6	into	into	ADP
fcis-30999	18	7	different	different	ADJ
fcis-30999	18	8	categories	category	NOUN
fcis-30999	18	9	according	accord	VERB
fcis-30999	18	10	to	to	ADP
fcis-30999	18	11	the	the	DET
fcis-30999	18	12	problem	problem	NOUN
fcis-30999	18	13	characteristics	characteristic	NOUN
fcis-30999	18	14	and	and	CCONJ
fcis-30999	18	15	optimization	optimization	NOUN
fcis-30999	18	16	goals	goal	NOUN
fcis-30999	18	17	,	,	PUNCT
fcis-30999	18	18	including	include	VERB
fcis-30999	18	19	the	the	DET
fcis-30999	18	20	use	use	NOUN
fcis-30999	18	21	of	of	ADP
fcis-30999	18	22	efficient	efficient	ADJ
fcis-30999	18	23	algorithm	algorithm	NOUN
fcis-30999	18	24	design	design	NOUN
fcis-30999	18	25	,	,	PUNCT
fcis-30999	18	26	optimization	optimization	NOUN
fcis-30999	18	27	of	of	ADP
fcis-30999	18	28	data	datum	NOUN
fcis-30999	18	29	structures	structure	NOUN
fcis-30999	18	30	,	,	PUNCT
fcis-30999	18	31	parallel	parallel	ADJ
fcis-30999	18	32	and	and	CCONJ
fcis-30999	18	33	distributed	distributed	ADJ
fcis-30999	18	34	computing	computing	NOUN
fcis-30999	18	35	,	,	PUNCT
fcis-30999	18	36	and	and	CCONJ
fcis-30999	18	37	algorithmic	algorithmic	ADJ
fcis-30999	18	38	improvement	improvement	NOUN
fcis-30999	18	39	using	use	VERB
fcis-30999	18	40	specific	specific	ADJ
fcis-30999	18	41	techniques	technique	NOUN
fcis-30999	18	42	,	,	PUNCT
fcis-30999	18	43	etc	etc	X
fcis-30999	18	44	.	.	X
fcis-30999	19	1	in	in	ADP
fcis-30999	19	2	the	the	DET
fcis-30999	19	3	following	following	NOUN
fcis-30999	19	4	,	,	PUNCT
fcis-30999	19	5	we	we	PRON
fcis-30999	19	6	will	will	AUX
fcis-30999	19	7	discuss	discuss	VERB
fcis-30999	19	8	each	each	PRON
fcis-30999	19	9	of	of	ADP
fcis-30999	19	10	these	these	DET
fcis-30999	19	11	strategies	strategy	NOUN
fcis-30999	19	12	and	and	CCONJ
fcis-30999	19	13	illustrate	illustrate	VERB
fcis-30999	19	14	their	their	PRON
fcis-30999	19	15	application	application	NOUN
fcis-30999	19	16	and	and	CCONJ
fcis-30999	19	17	effect	effect	NOUN
fcis-30999	19	18	through	through	ADP
fcis-30999	19	19	examples	example	NOUN
fcis-30999	19	20	.	.	PUNCT
fcis-30999	20	1	in	in	ADP
fcis-30999	20	2	the	the	DET
fcis-30999	20	3	following	following	NOUN
fcis-30999	20	4	,	,	PUNCT
fcis-30999	20	5	we	we	PRON
fcis-30999	20	6	will	will	AUX
fcis-30999	20	7	discuss	discuss	VERB
fcis-30999	20	8	these	these	DET
fcis-30999	20	9	strategies	strategy	NOUN
fcis-30999	20	10	one	one	NUM
fcis-30999	20	11	by	by	ADP
fcis-30999	20	12	one	one	NUM
fcis-30999	20	13	,	,	PUNCT
fcis-30999	20	14	and	and	CCONJ
fcis-30999	20	15	illustrate	illustrate	VERB
fcis-30999	20	16	their	their	PRON
fcis-30999	20	17	applications	application	NOUN
fcis-30999	20	18	and	and	CCONJ
fcis-30999	20	19	effects	effect	NOUN
fcis-30999	20	20	through	through	ADP
fcis-30999	20	21	examples	example	NOUN
fcis-30999	20	22	.	.	PUNCT
fcis-30999	21	1	2.1	2.1	NUM
fcis-30999	21	2	.	.	PUNCT
fcis-30999	21	3	choosing	choose	VERB
fcis-30999	21	4	an	an	DET
fcis-30999	21	5	appropriate	appropriate	ADJ
fcis-30999	21	6	algorithm	algorithm	NOUN
fcis-30999	21	7	design	design	NOUN
fcis-30999	21	8	that	that	SCONJ
fcis-30999	21	9	choosing	choose	VERB
fcis-30999	21	10	the	the	DET
fcis-30999	21	11	correct	correct	ADJ
fcis-30999	21	12	algorithm	algorithm	NOUN
fcis-30999	21	13	is	be	AUX
fcis-30999	21	14	the	the	DET
fcis-30999	21	15	first	first	ADJ
fcis-30999	21	16	step	step	NOUN
fcis-30999	21	17	in	in	ADP
fcis-30999	21	18	the	the	DET
fcis-30999	21	19	optimization	optimization	NOUN
fcis-30999	21	20	process	process	NOUN
fcis-30999	21	21	.	.	PUNCT
fcis-30999	22	1	different	different	ADJ
fcis-30999	22	2	algorithms	algorithm	NOUN
fcis-30999	22	3	have	have	VERB
fcis-30999	22	4	different	different	ADJ
fcis-30999	22	5	time	time	NOUN
fcis-30999	22	6	complexity	complexity	NOUN
fcis-30999	22	7	and	and	CCONJ
fcis-30999	22	8	space	space	NOUN
fcis-30999	22	9	complexity	complexity	NOUN
fcis-30999	22	10	,	,	PUNCT
fcis-30999	22	11	which	which	PRON
fcis-30999	22	12	are	be	AUX
fcis-30999	22	13	suitable	suitable	ADJ
fcis-30999	22	14	for	for	ADP
fcis-30999	22	15	different	different	ADJ
fcis-30999	22	16	problem	problem	NOUN
fcis-30999	22	17	scenarios	scenario	NOUN
fcis-30999	22	18	.	.	PUNCT
fcis-30999	23	1	for	for	ADP
fcis-30999	23	2	example	example	NOUN
fcis-30999	23	3	,	,	PUNCT
fcis-30999	23	4	greedy	greedy	ADJ
fcis-30999	23	5	algorithms	algorithm	NOUN
fcis-30999	23	6	are	be	AUX
fcis-30999	23	7	suitable	suitable	ADJ
fcis-30999	23	8	for	for	ADP
fcis-30999	23	9	solving	solve	VERB
fcis-30999	23	10	problems	problem	NOUN
fcis-30999	23	11	with	with	ADP
fcis-30999	23	12	optimal	optimal	ADJ
fcis-30999	23	13	substructure	substructure	NOUN
fcis-30999	23	14	and	and	CCONJ
fcis-30999	23	15	greedy	greedy	ADJ
fcis-30999	23	16	selection	selection	NOUN
fcis-30999	23	17	properties	property	NOUN
fcis-30999	23	18	.	.	PUNCT
fcis-30999	24	1	for	for	ADP
fcis-30999	24	2	example	example	NOUN
fcis-30999	24	3	,	,	PUNCT
fcis-30999	24	4	huffman	huffman	PROPN
fcis-30999	24	5	coding	coding	NOUN
fcis-30999	24	6	is	be	AUX
fcis-30999	24	7	used	use	VERB
fcis-30999	24	8	to	to	PART
fcis-30999	24	9	construct	construct	VERB
fcis-30999	24	10	the	the	DET
fcis-30999	24	11	minimum	minimum	ADJ
fcis-30999	24	12	weight	weight	NOUN
fcis-30999	24	13	path	path	NOUN
fcis-30999	24	14	tree	tree	NOUN
fcis-30999	24	15	,	,	PUNCT
fcis-30999	24	16	so	so	SCONJ
fcis-30999	24	17	that	that	SCONJ
fcis-30999	24	18	the	the	DET
fcis-30999	24	19	generated	generate	VERB
fcis-30999	24	20	coding	code	VERB
fcis-30999	24	21	dictionary	dictionary	NOUN
fcis-30999	24	22	has	have	VERB
fcis-30999	24	23	the	the	DET
fcis-30999	24	24	optimal	optimal	ADJ
fcis-30999	24	25	compression	compression	NOUN
fcis-30999	24	26	effect	effect	NOUN
fcis-30999	24	27	.	.	PUNCT
fcis-30999	25	1	dynamic	dynamic	ADJ
fcis-30999	25	2	programming	programming	NOUN
fcis-30999	25	3	is	be	AUX
fcis-30999	25	4	often	often	ADV
fcis-30999	25	5	used	use	VERB
fcis-30999	25	6	to	to	PART
fcis-30999	25	7	solve	solve	VERB
fcis-30999	25	8	problems	problem	NOUN
fcis-30999	25	9	with	with	ADP
fcis-30999	25	10	overlapping	overlap	VERB
fcis-30999	25	11	subproblems	subproblem	NOUN
fcis-30999	25	12	and	and	CCONJ
fcis-30999	25	13	optimization	optimization	NOUN
fcis-30999	25	14	properties	property	NOUN
fcis-30999	25	15	,	,	PUNCT
fcis-30999	25	16	such	such	ADJ
fcis-30999	25	17	as	as	ADP
fcis-30999	25	18	finding	find	VERB
fcis-30999	25	19	the	the	DET
fcis-30999	25	20	shortest	short	ADJ
fcis-30999	25	21	path	path	NOUN
fcis-30999	25	22	in	in	ADP
fcis-30999	25	23	the	the	DET
fcis-30999	25	24	traveling	travel	VERB
fcis-30999	25	25	salesman	salesman	NOUN
fcis-30999	25	26	problem	problem	NOUN
fcis-30999	25	27	(	(	PUNCT
fcis-30999	25	28	tsp	tsp	NOUN
fcis-30999	25	29	)	)	PUNCT
fcis-30999	25	30	.	.	PUNCT
fcis-30999	26	1	the	the	DET
fcis-30999	26	2	divide	divide	NOUN
fcis-30999	26	3	and	and	CCONJ
fcis-30999	26	4	conquer	conquer	VERB
fcis-30999	26	5	strategy	strategy	NOUN
fcis-30999	26	6	performs	perform	VERB
fcis-30999	26	7	well	well	ADV
fcis-30999	26	8	in	in	ADP
fcis-30999	26	9	dealing	deal	VERB
fcis-30999	26	10	with	with	ADP
fcis-30999	26	11	large	large	ADJ
fcis-30999	26	12	-	-	PUNCT
fcis-30999	26	13	scale	scale	NOUN
fcis-30999	26	14	data	datum	NOUN
fcis-30999	26	15	problems	problem	NOUN
fcis-30999	26	16	,	,	PUNCT
fcis-30999	26	17	such	such	ADJ
fcis-30999	26	18	as	as	ADP
fcis-30999	26	19	quick	quick	ADJ
fcis-30999	26	20	sorting	sorting	NOUN
fcis-30999	26	21	and	and	CCONJ
fcis-30999	26	22	merge	merge	VERB
fcis-30999	26	23	sorting	sorting	NOUN
fcis-30999	26	24	.	.	PUNCT
fcis-30999	27	1	they	they	PRON
fcis-30999	27	2	decompose	decompose	VERB
fcis-30999	27	3	large	large	ADJ
fcis-30999	27	4	problems	problem	NOUN
fcis-30999	27	5	into	into	ADP
fcis-30999	27	6	small	small	ADJ
fcis-30999	27	7	problems	problem	NOUN
fcis-30999	27	8	and	and	CCONJ
fcis-30999	27	9	then	then	ADV
fcis-30999	27	10	solve	solve	VERB
fcis-30999	27	11	them	they	PRON
fcis-30999	27	12	recursively	recursively	ADV
fcis-30999	27	13	.	.	PUNCT
fcis-30999	28	1	2.2	2.2	NUM
fcis-30999	28	2	.	.	PUNCT
fcis-30999	29	1	optimizing	optimize	VERB
fcis-30999	29	2	the	the	DET
fcis-30999	29	3	data	data	NOUN
fcis-30999	29	4	structure	structure	NOUN
fcis-30999	29	5	the	the	DET
fcis-30999	29	6	selection	selection	NOUN
fcis-30999	29	7	and	and	CCONJ
fcis-30999	29	8	optimization	optimization	NOUN
fcis-30999	29	9	of	of	ADP
fcis-30999	29	10	data	datum	NOUN
fcis-30999	29	11	structures	structure	NOUN
fcis-30999	29	12	have	have	VERB
fcis-30999	29	13	an	an	DET
fcis-30999	29	14	obvious	obvious	ADJ
fcis-30999	29	15	impact	impact	NOUN
fcis-30999	29	16	on	on	ADP
fcis-30999	29	17	the	the	DET
fcis-30999	29	18	performance	performance	NOUN
fcis-30999	29	19	of	of	ADP
fcis-30999	29	20	the	the	DET
fcis-30999	29	21	algorithm	algorithm	NOUN
fcis-30999	29	22	.	.	PUNCT
fcis-30999	30	1	appropriate	appropriate	ADJ
fcis-30999	30	2	data	datum	NOUN
fcis-30999	30	3	structure	structure	NOUN
fcis-30999	30	4	can	can	AUX
fcis-30999	30	5	greatly	greatly	ADV
fcis-30999	30	6	reduce	reduce	VERB
fcis-30999	30	7	the	the	DET
fcis-30999	30	8	time	time	NOUN
fcis-30999	30	9	complexity	complexity	NOUN
fcis-30999	30	10	of	of	ADP
fcis-30999	30	11	the	the	DET
fcis-30999	30	12	algorithm	algorithm	NOUN
fcis-30999	30	13	.	.	PUNCT
fcis-30999	31	1	for	for	ADP
fcis-30999	31	2	example	example	NOUN
fcis-30999	31	3	,	,	PUNCT
fcis-30999	31	4	when	when	SCONJ
fcis-30999	31	5	implementing	implement	VERB
fcis-30999	31	6	the	the	DET
fcis-30999	31	7	dictionary	dictionary	ADJ
fcis-30999	31	8	function	function	NOUN
fcis-30999	31	9	,	,	PUNCT
fcis-30999	31	10	the	the	DET
fcis-30999	31	11	hash	hash	NOUN
fcis-30999	31	12	table	table	NOUN
fcis-30999	31	13	directly	directly	ADV
fcis-30999	31	14	maps	map	VERB
fcis-30999	31	15	the	the	DET
fcis-30999	31	16	key	key	NOUN
fcis-30999	31	17	to	to	ADP
fcis-30999	31	18	the	the	DET
fcis-30999	31	19	storage	storage	NOUN
fcis-30999	31	20	location	location	NOUN
fcis-30999	31	21	through	through	ADP
fcis-30999	31	22	the	the	DET
fcis-30999	31	23	hash	hash	NOUN
fcis-30999	31	24	function	function	NOUN
fcis-30999	31	25	,	,	PUNCT
fcis-30999	31	26	and	and	CCONJ
fcis-30999	31	27	the	the	DET
fcis-30999	31	28	time	time	NOUN
fcis-30999	31	29	complexity	complexity	NOUN
fcis-30999	31	30	constant	constant	ADJ
fcis-30999	31	31	level	level	NOUN
fcis-30999	31	32	of	of	ADP
fcis-30999	31	33	access	access	NOUN
fcis-30999	31	34	,	,	PUNCT
fcis-30999	31	35	insert	insert	ADJ
fcis-30999	31	36	and	and	CCONJ
fcis-30999	31	37	delete	delete	ADJ
fcis-30999	31	38	operations	operation	NOUN
fcis-30999	31	39	is	be	AUX
fcis-30999	31	40	significantly	significantly	ADV
fcis-30999	31	41	better	well	ADJ
fcis-30999	31	42	than	than	ADP
fcis-30999	31	43	the	the	DET
fcis-30999	31	44	linear	linear	ADJ
fcis-30999	31	45	search	search	NOUN
fcis-30999	31	46	array	array	NOUN
fcis-30999	31	47	.	.	PUNCT
fcis-30999	32	1	balanced	balanced	ADJ
fcis-30999	32	2	binary	binary	ADJ
fcis-30999	32	3	search	search	NOUN
fcis-30999	32	4	trees	tree	NOUN
fcis-30999	32	5	(	(	PUNCT
fcis-30999	32	6	such	such	ADJ
fcis-30999	32	7	as	as	ADP
fcis-30999	32	8	avl	avl	PROPN
fcis-30999	32	9	trees	tree	NOUN
fcis-30999	32	10	or	or	CCONJ
fcis-30999	32	11	red	red	ADJ
fcis-30999	32	12	black	black	ADJ
fcis-30999	32	13	trees	tree	NOUN
fcis-30999	32	14	)	)	PUNCT
fcis-30999	32	15	ensure	ensure	VERB
fcis-30999	32	16	that	that	SCONJ
fcis-30999	32	17	the	the	DET
fcis-30999	32	18	time	time	NOUN
fcis-30999	32	19	complexity	complexity	NOUN
fcis-30999	32	20	of	of	ADP
fcis-30999	32	21	search	search	NOUN
fcis-30999	32	22	,	,	PUNCT
fcis-30999	32	23	insert	insert	ADJ
fcis-30999	32	24	and	and	CCONJ
fcis-30999	32	25	delete	delete	ADJ
fcis-30999	32	26	operations	operation	NOUN
fcis-30999	32	27	is	be	AUX
fcis-30999	32	28	close	close	ADJ
fcis-30999	32	29	to	to	ADP
fcis-30999	32	30	o	o	PROPN
fcis-30999	32	31	(	(	PUNCT
fcis-30999	32	32	log	log	NOUN
fcis-30999	32	33	n	n	CCONJ
fcis-30999	32	34	)	)	PUNCT
fcis-30999	32	35	,	,	PUNCT
fcis-30999	32	36	which	which	PRON
fcis-30999	32	37	is	be	AUX
fcis-30999	32	38	very	very	ADV
fcis-30999	32	39	effective	effective	ADJ
fcis-30999	32	40	for	for	ADP
fcis-30999	32	41	processing	process	VERB
fcis-30999	32	42	large	large	ADJ
fcis-30999	32	43	amounts	amount	NOUN
fcis-30999	32	44	of	of	ADP
fcis-30999	32	45	ordered	order	VERB
fcis-30999	32	46	data	datum	NOUN
fcis-30999	32	47	.	.	PUNCT
fcis-30999	33	1	2.3	2.3	NUM
fcis-30999	33	2	.	.	PUNCT
fcis-30999	34	1	parallel	parallel	ADJ
fcis-30999	34	2	and	and	CCONJ
fcis-30999	34	3	distributed	distributed	ADJ
fcis-30999	34	4	computing	computing	NOUN
fcis-30999	34	5	for	for	ADP
fcis-30999	34	6	large	large	ADJ
fcis-30999	34	7	-	-	PUNCT
fcis-30999	34	8	scale	scale	NOUN
fcis-30999	34	9	data	datum	NOUN
fcis-30999	34	10	and	and	CCONJ
fcis-30999	34	11	computing	compute	VERB
fcis-30999	34	12	intensive	intensive	ADJ
fcis-30999	34	13	tasks	task	NOUN
fcis-30999	34	14	,	,	PUNCT
fcis-30999	34	15	single	single	ADJ
fcis-30999	34	16	71	71	NUM
fcis-30999	34	17	machine	machine	NOUN
fcis-30999	34	18	or	or	CCONJ
fcis-30999	34	19	single	single	ADJ
fcis-30999	34	20	thread	thread	NOUN
fcis-30999	34	21	computing	computing	NOUN
fcis-30999	34	22	often	often	ADV
fcis-30999	34	23	can	can	AUX
fcis-30999	34	24	not	not	PART
fcis-30999	34	25	meet	meet	VERB
fcis-30999	34	26	the	the	DET
fcis-30999	34	27	performance	performance	NOUN
fcis-30999	34	28	requirements	requirement	NOUN
fcis-30999	34	29	.	.	PUNCT
fcis-30999	35	1	at	at	ADP
fcis-30999	35	2	this	this	DET
fcis-30999	35	3	time	time	NOUN
fcis-30999	35	4	,	,	PUNCT
fcis-30999	35	5	parallel	parallel	ADJ
fcis-30999	35	6	computing	computing	NOUN
fcis-30999	35	7	and	and	CCONJ
fcis-30999	35	8	distributed	distribute	VERB
fcis-30999	35	9	computing	computing	NOUN
fcis-30999	35	10	can	can	AUX
fcis-30999	35	11	significantly	significantly	ADV
fcis-30999	35	12	improve	improve	VERB
fcis-30999	35	13	the	the	DET
fcis-30999	35	14	efficiency	efficiency	NOUN
fcis-30999	35	15	of	of	ADP
fcis-30999	35	16	the	the	DET
fcis-30999	35	17	algorithm	algorithm	NOUN
fcis-30999	35	18	.	.	PUNCT
fcis-30999	36	1	for	for	ADP
fcis-30999	36	2	example	example	NOUN
fcis-30999	36	3	,	,	PUNCT
fcis-30999	36	4	when	when	SCONJ
fcis-30999	36	5	processing	process	VERB
fcis-30999	36	6	large	large	ADJ
fcis-30999	36	7	-	-	PUNCT
fcis-30999	36	8	scale	scale	NOUN
fcis-30999	36	9	image	image	NOUN
fcis-30999	36	10	data	datum	NOUN
fcis-30999	36	11	,	,	PUNCT
fcis-30999	36	12	the	the	DET
fcis-30999	36	13	image	image	NOUN
fcis-30999	36	14	can	can	AUX
fcis-30999	36	15	be	be	AUX
fcis-30999	36	16	divided	divide	VERB
fcis-30999	36	17	into	into	ADP
fcis-30999	36	18	small	small	ADJ
fcis-30999	36	19	pieces	piece	NOUN
fcis-30999	36	20	,	,	PUNCT
fcis-30999	36	21	and	and	CCONJ
fcis-30999	36	22	then	then	ADV
fcis-30999	36	23	processed	process	VERB
fcis-30999	36	24	in	in	ADP
fcis-30999	36	25	parallel	parallel	NOUN
fcis-30999	36	26	on	on	ADP
fcis-30999	36	27	multiple	multiple	ADJ
fcis-30999	36	28	processors	processor	NOUN
fcis-30999	36	29	.	.	PUNCT
fcis-30999	37	1	distributed	distribute	VERB
fcis-30999	37	2	computing	computing	NOUN
fcis-30999	37	3	can	can	AUX
fcis-30999	37	4	distribute	distribute	VERB
fcis-30999	37	5	tasks	task	NOUN
fcis-30999	37	6	to	to	ADP
fcis-30999	37	7	multiple	multiple	ADJ
fcis-30999	37	8	computers	computer	NOUN
fcis-30999	37	9	for	for	ADP
fcis-30999	37	10	execution	execution	NOUN
fcis-30999	37	11	,	,	PUNCT
fcis-30999	37	12	such	such	ADJ
fcis-30999	37	13	as	as	ADP
fcis-30999	37	14	google	google	PROPN
fcis-30999	37	15	's	's	PART
fcis-30999	37	16	mapreduce	mapreduce	NOUN
fcis-30999	37	17	framework	framework	NOUN
fcis-30999	37	18	,	,	PUNCT
fcis-30999	37	19	which	which	PRON
fcis-30999	37	20	is	be	AUX
fcis-30999	37	21	commonly	commonly	ADV
fcis-30999	37	22	used	use	VERB
fcis-30999	37	23	for	for	ADP
fcis-30999	37	24	big	big	ADJ
fcis-30999	37	25	data	datum	NOUN
fcis-30999	37	26	processing	processing	NOUN
fcis-30999	37	27	.	.	PUNCT
fcis-30999	38	1	through	through	ADP
fcis-30999	38	2	the	the	DET
fcis-30999	38	3	two	two	NUM
fcis-30999	38	4	stages	stage	NOUN
fcis-30999	38	5	of	of	ADP
fcis-30999	38	6	"	"	PUNCT
fcis-30999	38	7	map	map	NOUN
fcis-30999	38	8	"	"	PUNCT
fcis-30999	38	9	and	and	CCONJ
fcis-30999	38	10	"	"	PUNCT
fcis-30999	38	11	reduce	reduce	VERB
fcis-30999	38	12	"	"	PUNCT
fcis-30999	38	13	,	,	PUNCT
fcis-30999	38	14	the	the	DET
fcis-30999	38	15	data	datum	NOUN
fcis-30999	38	16	can	can	AUX
fcis-30999	38	17	be	be	AUX
fcis-30999	38	18	distributed	distribute	VERB
fcis-30999	38	19	for	for	ADP
fcis-30999	38	20	processing	processing	NOUN
fcis-30999	38	21	,	,	PUNCT
fcis-30999	38	22	and	and	CCONJ
fcis-30999	38	23	then	then	ADV
fcis-30999	38	24	the	the	DET
fcis-30999	38	25	results	result	NOUN
fcis-30999	38	26	can	can	AUX
fcis-30999	38	27	be	be	AUX
fcis-30999	38	28	summarized	summarize	VERB
fcis-30999	38	29	.	.	PUNCT
fcis-30999	39	1	2.4	2.4	NUM
fcis-30999	39	2	.	.	PUNCT
fcis-30999	40	1	genetic	genetic	ADJ
fcis-30999	40	2	algorithms	algorithm	NOUN
fcis-30999	40	3	and	and	CCONJ
fcis-30999	40	4	evolutionary	evolutionary	ADJ
fcis-30999	40	5	computation	computation	NOUN
fcis-30999	40	6	in	in	ADP
fcis-30999	40	7	some	some	DET
fcis-30999	40	8	cases	case	NOUN
fcis-30999	40	9	,	,	PUNCT
fcis-30999	40	10	the	the	DET
fcis-30999	40	11	optimization	optimization	NOUN
fcis-30999	40	12	problem	problem	NOUN
fcis-30999	40	13	may	may	AUX
fcis-30999	40	14	not	not	PART
fcis-30999	40	15	have	have	VERB
fcis-30999	40	16	a	a	DET
fcis-30999	40	17	clear	clear	ADJ
fcis-30999	40	18	optimal	optimal	ADJ
fcis-30999	40	19	solution	solution	NOUN
fcis-30999	40	20	,	,	PUNCT
fcis-30999	40	21	or	or	CCONJ
fcis-30999	40	22	it	it	PRON
fcis-30999	40	23	is	be	AUX
fcis-30999	40	24	difficult	difficult	ADJ
fcis-30999	40	25	to	to	PART
fcis-30999	40	26	obtain	obtain	VERB
fcis-30999	40	27	the	the	DET
fcis-30999	40	28	optimal	optimal	ADJ
fcis-30999	40	29	solution	solution	NOUN
fcis-30999	40	30	directly	directly	ADV
fcis-30999	40	31	.	.	PUNCT
fcis-30999	41	1	in	in	ADP
fcis-30999	41	2	this	this	DET
fcis-30999	41	3	case	case	NOUN
fcis-30999	41	4	,	,	PUNCT
fcis-30999	41	5	genetic	genetic	ADJ
fcis-30999	41	6	algorithm	algorithm	NOUN
fcis-30999	41	7	simulating	simulate	VERB
fcis-30999	41	8	natural	natural	ADJ
fcis-30999	41	9	selection	selection	NOUN
fcis-30999	41	10	and	and	CCONJ
fcis-30999	41	11	genetic	genetic	ADJ
fcis-30999	41	12	mechanism	mechanism	NOUN
fcis-30999	41	13	can	can	AUX
fcis-30999	41	14	be	be	AUX
fcis-30999	41	15	used	use	VERB
fcis-30999	41	16	for	for	ADP
fcis-30999	41	17	optimization	optimization	NOUN
fcis-30999	41	18	.	.	PUNCT
fcis-30999	42	1	for	for	ADP
fcis-30999	42	2	example	example	NOUN
fcis-30999	42	3	,	,	PUNCT
fcis-30999	42	4	the	the	DET
fcis-30999	42	5	genetic	genetic	ADJ
fcis-30999	42	6	algorithm	algorithm	NOUN
fcis-30999	42	7	used	use	VERB
fcis-30999	42	8	to	to	PART
fcis-30999	42	9	solve	solve	VERB
fcis-30999	42	10	the	the	DET
fcis-30999	42	11	traveling	travel	VERB
fcis-30999	42	12	salesman	salesman	NOUN
fcis-30999	42	13	problem	problem	NOUN
fcis-30999	42	14	generates	generate	VERB
fcis-30999	42	15	multiple	multiple	ADJ
fcis-30999	42	16	possible	possible	ADJ
fcis-30999	42	17	solutions	solution	NOUN
fcis-30999	42	18	,	,	PUNCT
fcis-30999	42	19	and	and	CCONJ
fcis-30999	42	20	then	then	ADV
fcis-30999	42	21	iteratively	iteratively	ADV
fcis-30999	42	22	optimizes	optimize	VERB
fcis-30999	42	23	through	through	ADP
fcis-30999	42	24	crossover	crossover	NOUN
fcis-30999	42	25	,	,	PUNCT
fcis-30999	42	26	mutation	mutation	NOUN
fcis-30999	42	27	and	and	CCONJ
fcis-30999	42	28	selection	selection	NOUN
fcis-30999	42	29	operations	operation	NOUN
fcis-30999	42	30	to	to	PART
fcis-30999	42	31	finally	finally	ADV
fcis-30999	42	32	find	find	VERB
fcis-30999	42	33	the	the	DET
fcis-30999	42	34	near	near	ADJ
fcis-30999	42	35	optimal	optimal	ADJ
fcis-30999	42	36	solution	solution	NOUN
fcis-30999	43	1	[	[	X
fcis-30999	43	2	3	3	NUM
fcis-30999	43	3	]	]	PUNCT
fcis-30999	43	4	.	.	PUNCT
fcis-30999	44	1	2.5	2.5	NUM
fcis-30999	44	2	.	.	PUNCT
fcis-30999	45	1	utilizing	utilize	VERB
fcis-30999	45	2	tools	tool	NOUN
fcis-30999	45	3	and	and	CCONJ
fcis-30999	45	4	libraries	library	NOUN
fcis-30999	45	5	using	use	VERB
fcis-30999	45	6	performance	performance	NOUN
fcis-30999	45	7	evaluation	evaluation	NOUN
fcis-30999	45	8	tools	tool	NOUN
fcis-30999	45	9	,	,	PUNCT
fcis-30999	45	10	such	such	ADJ
fcis-30999	45	11	as	as	ADP
fcis-30999	45	12	matlab	matlab	PROPN
fcis-30999	45	13	profiler	profiler	NOUN
fcis-30999	45	14	or	or	CCONJ
fcis-30999	45	15	python	python	NOUN
fcis-30999	45	16	cprofile	cprofile	NOUN
fcis-30999	45	17	,	,	PUNCT
fcis-30999	45	18	can	can	AUX
fcis-30999	45	19	help	help	VERB
fcis-30999	45	20	developers	developer	NOUN
fcis-30999	45	21	identify	identify	VERB
fcis-30999	45	22	the	the	DET
fcis-30999	45	23	bottleneck	bottleneck	NOUN
fcis-30999	45	24	of	of	ADP
fcis-30999	45	25	the	the	DET
fcis-30999	45	26	algorithm	algorithm	NOUN
fcis-30999	45	27	,	,	PUNCT
fcis-30999	45	28	so	so	SCONJ
fcis-30999	45	29	as	as	SCONJ
fcis-30999	45	30	to	to	PART
fcis-30999	45	31	carry	carry	VERB
fcis-30999	45	32	out	out	ADP
fcis-30999	45	33	targeted	target	VERB
fcis-30999	45	34	optimization	optimization	NOUN
fcis-30999	45	35	.	.	PUNCT
fcis-30999	46	1	in	in	ADP
fcis-30999	46	2	addition	addition	NOUN
fcis-30999	46	3	,	,	PUNCT
fcis-30999	46	4	many	many	ADJ
fcis-30999	46	5	high	high	ADJ
fcis-30999	46	6	-	-	PUNCT
fcis-30999	46	7	performance	performance	NOUN
fcis-30999	46	8	computing	computing	NOUN
fcis-30999	46	9	libraries	library	NOUN
fcis-30999	46	10	(	(	PUNCT
fcis-30999	46	11	such	such	ADJ
fcis-30999	46	12	as	as	ADP
fcis-30999	46	13	numpy	numpy	NOUN
fcis-30999	46	14	,	,	PUNCT
fcis-30999	46	15	pandas	panda	NOUN
fcis-30999	46	16	,	,	PUNCT
fcis-30999	46	17	and	and	CCONJ
fcis-30999	46	18	tensorflow	tensorflow	NOUN
fcis-30999	46	19	)	)	PUNCT
fcis-30999	46	20	provide	provide	VERB
fcis-30999	46	21	functions	function	NOUN
fcis-30999	46	22	and	and	CCONJ
fcis-30999	46	23	operations	operation	NOUN
fcis-30999	46	24	optimized	optimize	VERB
fcis-30999	46	25	for	for	ADP
fcis-30999	46	26	specific	specific	ADJ
fcis-30999	46	27	problems	problem	NOUN
fcis-30999	46	28	,	,	PUNCT
fcis-30999	46	29	such	such	ADJ
fcis-30999	46	30	as	as	ADP
fcis-30999	46	31	matrix	matrix	NOUN
fcis-30999	46	32	operations	operation	NOUN
fcis-30999	46	33	,	,	PUNCT
fcis-30999	46	34	data	datum	NOUN
fcis-30999	46	35	cleaning	cleaning	NOUN
fcis-30999	46	36	,	,	PUNCT
fcis-30999	46	37	and	and	CCONJ
fcis-30999	46	38	deep	deep	ADJ
fcis-30999	46	39	learning	learning	NOUN
fcis-30999	46	40	,	,	PUNCT
fcis-30999	46	41	greatly	greatly	ADV
fcis-30999	46	42	simplifying	simplify	VERB
fcis-30999	46	43	the	the	DET
fcis-30999	46	44	optimization	optimization	NOUN
fcis-30999	46	45	process	process	NOUN
fcis-30999	46	46	.	.	PUNCT
fcis-30999	47	1	2.6	2.6	NUM
fcis-30999	47	2	.	.	PUNCT
fcis-30999	47	3	caching	cache	VERB
fcis-30999	47	4	and	and	CCONJ
fcis-30999	47	5	preprocessing	preprocesse	VERB
fcis-30999	47	6	when	when	SCONJ
fcis-30999	47	7	processing	processing	NOUN
fcis-30999	47	8	data	datum	NOUN
fcis-30999	47	9	intensive	intensive	ADJ
fcis-30999	47	10	tasks	task	NOUN
fcis-30999	47	11	,	,	PUNCT
fcis-30999	47	12	caching	cache	VERB
fcis-30999	47	13	technology	technology	NOUN
fcis-30999	47	14	can	can	AUX
fcis-30999	47	15	improve	improve	VERB
fcis-30999	47	16	the	the	DET
fcis-30999	47	17	efficiency	efficiency	NOUN
fcis-30999	47	18	of	of	ADP
fcis-30999	47	19	data	datum	NOUN
fcis-30999	47	20	access	access	NOUN
fcis-30999	47	21	and	and	CCONJ
fcis-30999	47	22	reduce	reduce	VERB
fcis-30999	47	23	the	the	DET
fcis-30999	47	24	overhead	overhead	NOUN
fcis-30999	47	25	of	of	ADP
fcis-30999	47	26	disk	disk	NOUN
fcis-30999	47	27	or	or	CCONJ
fcis-30999	47	28	network	network	NOUN
fcis-30999	47	29	io	io	PROPN
fcis-30999	47	30	.	.	PROPN
fcis-30999	47	31	preprocessing	preprocesse	VERB
fcis-30999	47	32	data	datum	NOUN
fcis-30999	47	33	,	,	PUNCT
fcis-30999	47	34	such	such	ADJ
fcis-30999	47	35	as	as	ADP
fcis-30999	47	36	data	data	NOUN
fcis-30999	47	37	standardization	standardization	NOUN
fcis-30999	47	38	,	,	PUNCT
fcis-30999	47	39	feature	feature	NOUN
fcis-30999	47	40	selection	selection	NOUN
fcis-30999	47	41	or	or	CCONJ
fcis-30999	47	42	dimension	dimension	NOUN
fcis-30999	47	43	reduction	reduction	NOUN
fcis-30999	47	44	,	,	PUNCT
fcis-30999	47	45	can	can	AUX
fcis-30999	47	46	help	help	VERB
fcis-30999	47	47	reduce	reduce	VERB
fcis-30999	47	48	the	the	DET
fcis-30999	47	49	amount	amount	NOUN
fcis-30999	47	50	of	of	ADP
fcis-30999	47	51	computation	computation	NOUN
fcis-30999	47	52	and	and	CCONJ
fcis-30999	47	53	improve	improve	VERB
fcis-30999	47	54	the	the	DET
fcis-30999	47	55	efficiency	efficiency	NOUN
fcis-30999	47	56	of	of	ADP
fcis-30999	47	57	the	the	DET
fcis-30999	47	58	algorithm	algorithm	NOUN
fcis-30999	47	59	.	.	PUNCT
fcis-30999	48	1	2.7	2.7	NUM
fcis-30999	48	2	.	.	PUNCT
fcis-30999	48	3	code	code	NOUN
fcis-30999	48	4	optimization	optimization	NOUN
fcis-30999	48	5	streamlining	streamlining	NOUN
fcis-30999	48	6	and	and	CCONJ
fcis-30999	48	7	refactoring	refactoring	NOUN
fcis-30999	48	8	code	code	NOUN
fcis-30999	48	9	can	can	AUX
fcis-30999	48	10	reduce	reduce	VERB
fcis-30999	48	11	unnecessary	unnecessary	ADJ
fcis-30999	48	12	computation	computation	NOUN
fcis-30999	48	13	and	and	CCONJ
fcis-30999	48	14	memory	memory	NOUN
fcis-30999	48	15	consumption	consumption	NOUN
fcis-30999	48	16	.	.	PUNCT
fcis-30999	49	1	the	the	DET
fcis-30999	49	2	use	use	NOUN
fcis-30999	49	3	of	of	ADP
fcis-30999	49	4	efficient	efficient	ADJ
fcis-30999	49	5	data	datum	NOUN
fcis-30999	49	6	structures	structure	NOUN
fcis-30999	49	7	and	and	CCONJ
fcis-30999	49	8	algorithms	algorithm	NOUN
fcis-30999	49	9	,	,	PUNCT
fcis-30999	49	10	such	such	ADJ
fcis-30999	49	11	as	as	ADP
fcis-30999	49	12	binary	binary	ADJ
fcis-30999	49	13	lookups	lookup	NOUN
fcis-30999	49	14	instead	instead	ADV
fcis-30999	49	15	of	of	ADP
fcis-30999	49	16	linear	linear	ADJ
fcis-30999	49	17	lookups	lookup	NOUN
fcis-30999	49	18	,	,	PUNCT
fcis-30999	49	19	avoiding	avoid	VERB
fcis-30999	49	20	recursion	recursion	NOUN
fcis-30999	49	21	and	and	CCONJ
fcis-30999	49	22	using	use	VERB
fcis-30999	49	23	loops	loop	NOUN
fcis-30999	49	24	,	,	PUNCT
fcis-30999	49	25	are	be	AUX
fcis-30999	49	26	common	common	ADJ
fcis-30999	49	27	strategies	strategy	NOUN
fcis-30999	49	28	for	for	ADP
fcis-30999	49	29	code	code	NOUN
fcis-30999	49	30	optimization	optimization	NOUN
fcis-30999	49	31	.	.	PUNCT
fcis-30999	50	1	algorithm	algorithm	NOUN
fcis-30999	50	2	optimization	optimization	NOUN
fcis-30999	50	3	strategy	strategy	NOUN
fcis-30999	50	4	is	be	AUX
fcis-30999	50	5	not	not	PART
fcis-30999	50	6	a	a	DET
fcis-30999	50	7	quick	quick	ADJ
fcis-30999	50	8	fix	fix	NOUN
fcis-30999	50	9	,	,	PUNCT
fcis-30999	50	10	but	but	CCONJ
fcis-30999	50	11	requires	require	VERB
fcis-30999	50	12	the	the	DET
fcis-30999	50	13	combination	combination	NOUN
fcis-30999	50	14	of	of	ADP
fcis-30999	50	15	the	the	DET
fcis-30999	50	16	characteristics	characteristic	NOUN
fcis-30999	50	17	of	of	ADP
fcis-30999	50	18	the	the	DET
fcis-30999	50	19	problem	problem	NOUN
fcis-30999	50	20	,	,	PUNCT
fcis-30999	50	21	hardware	hardware	NOUN
fcis-30999	50	22	resources	resource	NOUN
fcis-30999	50	23	,	,	PUNCT
fcis-30999	50	24	as	as	ADV
fcis-30999	50	25	well	well	ADV
fcis-30999	50	26	as	as	ADP
fcis-30999	50	27	the	the	DET
fcis-30999	50	28	needs	need	NOUN
fcis-30999	50	29	of	of	ADP
fcis-30999	50	30	the	the	DET
fcis-30999	50	31	actual	actual	ADJ
fcis-30999	50	32	application	application	NOUN
fcis-30999	50	33	,	,	PUNCT
fcis-30999	50	34	to	to	PART
fcis-30999	50	35	choose	choose	VERB
fcis-30999	50	36	the	the	DET
fcis-30999	50	37	appropriate	appropriate	ADJ
fcis-30999	50	38	means	mean	NOUN
fcis-30999	50	39	for	for	ADP
fcis-30999	50	40	continuous	continuous	ADJ
fcis-30999	50	41	iteration	iteration	NOUN
fcis-30999	50	42	and	and	CCONJ
fcis-30999	50	43	optimization	optimization	NOUN
fcis-30999	50	44	.	.	PUNCT
fcis-30999	51	1	through	through	ADP
fcis-30999	51	2	continuous	continuous	ADJ
fcis-30999	51	3	practice	practice	NOUN
fcis-30999	51	4	and	and	CCONJ
fcis-30999	51	5	learning	learning	NOUN
fcis-30999	51	6	,	,	PUNCT
fcis-30999	51	7	developers	developer	NOUN
fcis-30999	51	8	can	can	AUX
fcis-30999	51	9	master	master	VERB
fcis-30999	51	10	more	more	ADJ
fcis-30999	51	11	optimization	optimization	NOUN
fcis-30999	51	12	techniques	technique	NOUN
fcis-30999	51	13	and	and	CCONJ
fcis-30999	51	14	continuously	continuously	ADV
fcis-30999	51	15	improve	improve	VERB
fcis-30999	51	16	the	the	DET
fcis-30999	51	17	performance	performance	NOUN
fcis-30999	51	18	of	of	ADP
fcis-30999	51	19	algorithms	algorithm	NOUN
fcis-30999	51	20	,	,	PUNCT
fcis-30999	51	21	so	so	SCONJ
fcis-30999	51	22	as	as	SCONJ
fcis-30999	51	23	to	to	PART
fcis-30999	51	24	maintain	maintain	VERB
fcis-30999	51	25	an	an	DET
fcis-30999	51	26	advantage	advantage	NOUN
fcis-30999	51	27	in	in	ADP
fcis-30999	51	28	the	the	DET
fcis-30999	51	29	competition	competition	NOUN
fcis-30999	51	30	at	at	ADP
fcis-30999	51	31	the	the	DET
fcis-30999	51	32	forefront	forefront	NOUN
fcis-30999	51	33	of	of	ADP
fcis-30999	51	34	science	science	NOUN
fcis-30999	51	35	and	and	CCONJ
fcis-30999	51	36	technology	technology	NOUN
fcis-30999	51	37	.	.	PUNCT
fcis-30999	52	1	3	3	X
fcis-30999	52	2	.	.	X
fcis-30999	52	3	performance	performance	NOUN
fcis-30999	52	4	enhancement	enhancement	NOUN
fcis-30999	52	5	practices	practice	NOUN
fcis-30999	52	6	in	in	ADP
fcis-30999	52	7	real	real	ADJ
fcis-30999	52	8	projects	project	NOUN
fcis-30999	52	9	,	,	PUNCT
fcis-30999	52	10	algorithm	algorithm	NOUN
fcis-30999	52	11	optimization	optimization	NOUN
fcis-30999	52	12	is	be	AUX
fcis-30999	52	13	a	a	DET
fcis-30999	52	14	key	key	ADJ
fcis-30999	52	15	step	step	NOUN
fcis-30999	52	16	to	to	PART
fcis-30999	52	17	improve	improve	VERB
fcis-30999	52	18	system	system	NOUN
fcis-30999	52	19	performance	performance	NOUN
fcis-30999	52	20	.	.	PUNCT
fcis-30999	53	1	the	the	DET
fcis-30999	53	2	following	follow	VERB
fcis-30999	53	3	two	two	NUM
fcis-30999	53	4	concrete	concrete	ADJ
fcis-30999	53	5	cases	case	NOUN
fcis-30999	53	6	show	show	VERB
fcis-30999	53	7	how	how	SCONJ
fcis-30999	53	8	to	to	PART
fcis-30999	53	9	implement	implement	VERB
fcis-30999	53	10	algorithm	algorithm	NOUN
fcis-30999	53	11	optimization	optimization	NOUN
fcis-30999	53	12	in	in	ADP
fcis-30999	53	13	real	real	ADJ
fcis-30999	53	14	applications	application	NOUN
fcis-30999	53	15	,	,	PUNCT
fcis-30999	53	16	and	and	CCONJ
fcis-30999	53	17	discuss	discuss	VERB
fcis-30999	53	18	the	the	DET
fcis-30999	53	19	use	use	NOUN
fcis-30999	53	20	of	of	ADP
fcis-30999	53	21	performance	performance	NOUN
fcis-30999	53	22	testing	testing	NOUN
fcis-30999	53	23	and	and	CCONJ
fcis-30999	53	24	tuning	tuning	NOUN
fcis-30999	53	25	tools	tool	NOUN
fcis-30999	53	26	.	.	PUNCT
fcis-30999	54	1	case	case	NOUN
fcis-30999	54	2	1	1	NUM
fcis-30999	54	3	:	:	PUNCT
fcis-30999	54	4	search	search	NOUN
fcis-30999	54	5	sorting	sorting	NOUN
fcis-30999	54	6	on	on	ADP
fcis-30999	54	7	e	e	NOUN
fcis-30999	54	8	-	-	NOUN
fcis-30999	54	9	commerce	commerce	NOUN
fcis-30999	54	10	platforms	platform	NOUN
fcis-30999	54	11	in	in	ADP
fcis-30999	54	12	e	e	PROPN
fcis-30999	54	13	-	-	NOUN
fcis-30999	54	14	commerce	commerce	NOUN
fcis-30999	54	15	platforms	platform	NOUN
fcis-30999	54	16	,	,	PUNCT
fcis-30999	54	17	the	the	DET
fcis-30999	54	18	ranking	ranking	ADJ
fcis-30999	54	19	algorithm	algorithm	NOUN
fcis-30999	54	20	of	of	ADP
fcis-30999	54	21	search	search	NOUN
fcis-30999	54	22	results	result	NOUN
fcis-30999	54	23	is	be	AUX
fcis-30999	54	24	crucial	crucial	ADJ
fcis-30999	54	25	to	to	ADP
fcis-30999	54	26	user	user	NOUN
fcis-30999	54	27	experience	experience	NOUN
fcis-30999	54	28	.	.	PUNCT
fcis-30999	55	1	suppose	suppose	VERB
fcis-30999	55	2	our	our	PRON
fcis-30999	55	3	platform	platform	NOUN
fcis-30999	55	4	processes	process	VERB
fcis-30999	55	5	millions	million	NOUN
fcis-30999	55	6	of	of	ADP
fcis-30999	55	7	search	search	NOUN
fcis-30999	55	8	requests	request	NOUN
fcis-30999	55	9	every	every	DET
fcis-30999	55	10	day	day	NOUN
fcis-30999	55	11	.	.	PUNCT
fcis-30999	56	1	in	in	ADP
fcis-30999	56	2	order	order	NOUN
fcis-30999	56	3	to	to	PART
fcis-30999	56	4	provide	provide	VERB
fcis-30999	56	5	faster	fast	ADJ
fcis-30999	56	6	response	response	NOUN
fcis-30999	56	7	speed	speed	NOUN
fcis-30999	56	8	,	,	PUNCT
fcis-30999	56	9	we	we	PRON
fcis-30999	56	10	need	need	VERB
fcis-30999	56	11	to	to	PART
fcis-30999	56	12	optimize	optimize	VERB
fcis-30999	56	13	the	the	DET
fcis-30999	56	14	search	search	NOUN
fcis-30999	56	15	sorting	sort	VERB
fcis-30999	56	16	algorithm	algorithm	NOUN
fcis-30999	56	17	.	.	PUNCT
fcis-30999	57	1	first	first	ADV
fcis-30999	57	2	,	,	PUNCT
fcis-30999	57	3	we	we	PRON
fcis-30999	57	4	use	use	VERB
fcis-30999	57	5	the	the	DET
fcis-30999	57	6	data	data	NOUN
fcis-30999	57	7	structure	structure	NOUN
fcis-30999	57	8	to	to	PART
fcis-30999	57	9	optimize	optimize	VERB
fcis-30999	57	10	,	,	PUNCT
fcis-30999	57	11	and	and	CCONJ
fcis-30999	57	12	store	store	VERB
fcis-30999	57	13	the	the	DET
fcis-30999	57	14	search	search	NOUN
fcis-30999	57	15	results	result	NOUN
fcis-30999	57	16	as	as	ADP
fcis-30999	57	17	an	an	DET
fcis-30999	57	18	ordered	order	VERB
fcis-30999	57	19	balanced	balanced	ADJ
fcis-30999	57	20	binary	binary	ADJ
fcis-30999	57	21	search	search	NOUN
fcis-30999	57	22	tree	tree	NOUN
fcis-30999	57	23	,	,	PUNCT
fcis-30999	57	24	so	so	SCONJ
fcis-30999	57	25	that	that	SCONJ
fcis-30999	57	26	the	the	DET
fcis-30999	57	27	sorting	sorting	NOUN
fcis-30999	57	28	can	can	AUX
fcis-30999	57	29	be	be	AUX
fcis-30999	57	30	completed	complete	VERB
fcis-30999	57	31	in	in	ADP
fcis-30999	57	32	o	o	PROPN
fcis-30999	57	33	(	(	PUNCT
fcis-30999	57	34	log	log	NOUN
fcis-30999	57	35	n	n	CCONJ
fcis-30999	57	36	)	)	PUNCT
fcis-30999	57	37	time	time	NOUN
fcis-30999	57	38	.	.	PUNCT
fcis-30999	58	1	secondly	secondly	ADV
fcis-30999	58	2	,	,	PUNCT
fcis-30999	58	3	the	the	DET
fcis-30999	58	4	cache	cache	NOUN
fcis-30999	58	5	technology	technology	NOUN
fcis-30999	58	6	is	be	AUX
fcis-30999	58	7	introduced	introduce	VERB
fcis-30999	58	8	to	to	PART
fcis-30999	58	9	store	store	VERB
fcis-30999	58	10	the	the	DET
fcis-30999	58	11	results	result	NOUN
fcis-30999	58	12	of	of	ADP
fcis-30999	58	13	the	the	DET
fcis-30999	58	14	most	most	ADV
fcis-30999	58	15	popular	popular	ADJ
fcis-30999	58	16	products	product	NOUN
fcis-30999	58	17	recently	recently	ADV
fcis-30999	58	18	queried	query	VERB
fcis-30999	58	19	in	in	ADP
fcis-30999	58	20	memory	memory	NOUN
fcis-30999	58	21	.	.	PUNCT
fcis-30999	59	1	for	for	ADP
fcis-30999	59	2	repeated	repeat	VERB
fcis-30999	59	3	query	query	NOUN
fcis-30999	59	4	requests	request	NOUN
fcis-30999	59	5	,	,	PUNCT
fcis-30999	59	6	the	the	DET
fcis-30999	59	7	results	result	NOUN
fcis-30999	59	8	are	be	AUX
fcis-30999	59	9	returned	return	VERB
fcis-30999	59	10	directly	directly	ADV
fcis-30999	59	11	from	from	ADP
fcis-30999	59	12	the	the	DET
fcis-30999	59	13	cache	cache	NOUN
fcis-30999	59	14	,	,	PUNCT
fcis-30999	59	15	avoiding	avoid	VERB
fcis-30999	59	16	frequent	frequent	ADJ
fcis-30999	59	17	database	database	NOUN
fcis-30999	59	18	access	access	NOUN
fcis-30999	59	19	.	.	PUNCT
fcis-30999	60	1	finally	finally	ADV
fcis-30999	60	2	,	,	PUNCT
fcis-30999	60	3	through	through	ADP
fcis-30999	60	4	code	code	NOUN
fcis-30999	60	5	refactoring	refactoring	NOUN
fcis-30999	60	6	,	,	PUNCT
fcis-30999	60	7	unnecessary	unnecessary	ADJ
fcis-30999	60	8	calculations	calculation	NOUN
fcis-30999	60	9	are	be	AUX
fcis-30999	60	10	removed	remove	VERB
fcis-30999	60	11	to	to	PART
fcis-30999	60	12	improve	improve	VERB
fcis-30999	60	13	code	code	NOUN
fcis-30999	60	14	efficiency	efficiency	NOUN
fcis-30999	60	15	.	.	PUNCT
fcis-30999	61	1	to	to	PART
fcis-30999	61	2	evaluate	evaluate	VERB
fcis-30999	61	3	the	the	DET
fcis-30999	61	4	optimization	optimization	NOUN
fcis-30999	61	5	effect	effect	NOUN
fcis-30999	61	6	,	,	PUNCT
fcis-30999	61	7	we	we	PRON
fcis-30999	61	8	use	use	VERB
fcis-30999	61	9	performance	performance	NOUN
fcis-30999	61	10	testing	testing	NOUN
fcis-30999	61	11	tools	tool	NOUN
fcis-30999	61	12	such	such	ADJ
fcis-30999	61	13	as	as	ADP
fcis-30999	61	14	apache	apache	PROPN
fcis-30999	61	15	jmeter	jmeter	PROPN
fcis-30999	61	16	to	to	PART
fcis-30999	61	17	simulate	simulate	VERB
fcis-30999	61	18	a	a	DET
fcis-30999	61	19	large	large	ADJ
fcis-30999	61	20	number	number	NOUN
fcis-30999	61	21	of	of	ADP
fcis-30999	61	22	concurrent	concurrent	ADJ
fcis-30999	61	23	requests	request	NOUN
fcis-30999	61	24	,	,	PUNCT
fcis-30999	61	25	compare	compare	VERB
fcis-30999	61	26	the	the	DET
fcis-30999	61	27	response	response	NOUN
fcis-30999	61	28	time	time	NOUN
fcis-30999	61	29	before	before	ADV
fcis-30999	61	30	and	and	CCONJ
fcis-30999	61	31	after	after	ADP
fcis-30999	61	32	optimization	optimization	NOUN
fcis-30999	61	33	,	,	PUNCT
fcis-30999	61	34	and	and	CCONJ
fcis-30999	61	35	ensure	ensure	VERB
fcis-30999	61	36	the	the	DET
fcis-30999	61	37	effectiveness	effectiveness	NOUN
fcis-30999	61	38	of	of	ADP
fcis-30999	61	39	the	the	DET
fcis-30999	61	40	optimization	optimization	NOUN
fcis-30999	61	41	strategy	strategy	NOUN
fcis-30999	61	42	[	[	X
fcis-30999	61	43	4	4	NUM
fcis-30999	61	44	]	]	PUNCT
fcis-30999	61	45	.	.	PUNCT
fcis-30999	62	1	case	case	NOUN
fcis-30999	62	2	ii	ii	PROPN
fcis-30999	62	3	:	:	PUNCT
fcis-30999	62	4	image	image	NOUN
fcis-30999	62	5	processing	processing	NOUN
fcis-30999	62	6	and	and	CCONJ
fcis-30999	62	7	recognition	recognition	NOUN
fcis-30999	62	8	in	in	ADP
fcis-30999	62	9	the	the	DET
fcis-30999	62	10	field	field	NOUN
fcis-30999	62	11	of	of	ADP
fcis-30999	62	12	image	image	NOUN
fcis-30999	62	13	processing	processing	NOUN
fcis-30999	62	14	,	,	PUNCT
fcis-30999	62	15	such	such	ADJ
fcis-30999	62	16	as	as	ADP
fcis-30999	62	17	face	face	NOUN
fcis-30999	62	18	recognition	recognition	NOUN
fcis-30999	62	19	applications	application	NOUN
fcis-30999	62	20	,	,	PUNCT
fcis-30999	62	21	it	it	PRON
fcis-30999	62	22	is	be	AUX
fcis-30999	62	23	often	often	ADV
fcis-30999	62	24	necessary	necessary	ADJ
fcis-30999	62	25	to	to	PART
fcis-30999	62	26	process	process	VERB
fcis-30999	62	27	a	a	DET
fcis-30999	62	28	large	large	ADJ
fcis-30999	62	29	number	number	NOUN
fcis-30999	62	30	of	of	ADP
fcis-30999	62	31	image	image	NOUN
fcis-30999	62	32	data	datum	NOUN
fcis-30999	62	33	.	.	PUNCT
fcis-30999	63	1	in	in	ADP
fcis-30999	63	2	order	order	NOUN
fcis-30999	63	3	to	to	PART
fcis-30999	63	4	improve	improve	VERB
fcis-30999	63	5	the	the	DET
fcis-30999	63	6	recognition	recognition	NOUN
fcis-30999	63	7	speed	speed	NOUN
fcis-30999	63	8	,	,	PUNCT
fcis-30999	63	9	we	we	PRON
fcis-30999	63	10	can	can	AUX
fcis-30999	63	11	adopt	adopt	VERB
fcis-30999	63	12	the	the	DET
fcis-30999	63	13	parallel	parallel	ADJ
fcis-30999	63	14	computing	computing	NOUN
fcis-30999	63	15	strategy	strategy	NOUN
fcis-30999	63	16	.	.	PUNCT
fcis-30999	64	1	for	for	ADP
fcis-30999	64	2	example	example	NOUN
fcis-30999	64	3	,	,	PUNCT
fcis-30999	64	4	using	use	VERB
fcis-30999	64	5	opencv	opencv	PROPN
fcis-30999	64	6	and	and	CCONJ
fcis-30999	64	7	cuda	cuda	PROPN
fcis-30999	64	8	library	library	NOUN
fcis-30999	64	9	,	,	PUNCT
fcis-30999	64	10	the	the	DET
fcis-30999	64	11	image	image	NOUN
fcis-30999	64	12	is	be	AUX
fcis-30999	64	13	divided	divide	VERB
fcis-30999	64	14	into	into	ADP
fcis-30999	64	15	small	small	ADJ
fcis-30999	64	16	blocks	block	NOUN
fcis-30999	64	17	,	,	PUNCT
fcis-30999	64	18	and	and	CCONJ
fcis-30999	64	19	then	then	ADV
fcis-30999	64	20	feature	feature	VERB
fcis-30999	64	21	extraction	extraction	NOUN
fcis-30999	64	22	and	and	CCONJ
fcis-30999	64	23	matching	matching	NOUN
fcis-30999	64	24	are	be	AUX
fcis-30999	64	25	performed	perform	VERB
fcis-30999	64	26	in	in	ADP
fcis-30999	64	27	parallel	parallel	NOUN
fcis-30999	64	28	on	on	ADP
fcis-30999	64	29	gpu	gpu	PROPN
fcis-30999	64	30	.	.	PROPN
fcis-30999	65	1	at	at	ADP
fcis-30999	65	2	the	the	DET
fcis-30999	65	3	same	same	ADJ
fcis-30999	65	4	time	time	NOUN
fcis-30999	65	5	,	,	PUNCT
fcis-30999	65	6	optimize	optimize	VERB
fcis-30999	65	7	data	datum	NOUN
fcis-30999	65	8	pre	pre	ADJ
fcis-30999	65	9	-	-	NOUN
fcis-30999	65	10	processing	processing	ADJ
fcis-30999	65	11	,	,	PUNCT
fcis-30999	65	12	for	for	ADP
fcis-30999	65	13	example	example	NOUN
fcis-30999	65	14	,	,	PUNCT
fcis-30999	65	15	use	use	VERB
fcis-30999	65	16	pca	pca	NOUN
fcis-30999	65	17	to	to	PART
fcis-30999	65	18	reduce	reduce	VERB
fcis-30999	65	19	the	the	DET
fcis-30999	65	20	dimension	dimension	NOUN
fcis-30999	65	21	of	of	ADP
fcis-30999	65	22	features	feature	NOUN
fcis-30999	65	23	to	to	PART
fcis-30999	65	24	reduce	reduce	VERB
fcis-30999	65	25	the	the	DET
fcis-30999	65	26	amount	amount	NOUN
fcis-30999	65	27	of	of	ADP
fcis-30999	65	28	calculation	calculation	NOUN
fcis-30999	65	29	.	.	PUNCT
fcis-30999	66	1	through	through	ADP
fcis-30999	66	2	matlab	matlab	PROPN
fcis-30999	66	3	's	's	PART
fcis-30999	66	4	profile	profile	NOUN
fcis-30999	66	5	or	or	CCONJ
fcis-30999	66	6	python	python	NOUN
fcis-30999	66	7	's	's	PART
fcis-30999	66	8	cprofile	cprofile	NOUN
fcis-30999	66	9	tool	tool	NOUN
fcis-30999	66	10	,	,	PUNCT
fcis-30999	66	11	we	we	PRON
fcis-30999	66	12	can	can	AUX
fcis-30999	66	13	locate	locate	VERB
fcis-30999	66	14	the	the	DET
fcis-30999	66	15	performance	performance	NOUN
fcis-30999	66	16	bottlenecks	bottleneck	NOUN
fcis-30999	66	17	in	in	ADP
fcis-30999	66	18	the	the	DET
fcis-30999	66	19	code	code	NOUN
fcis-30999	66	20	,	,	PUNCT
fcis-30999	66	21	such	such	ADJ
fcis-30999	66	22	as	as	ADP
fcis-30999	66	23	cpu	cpu	NOUN
fcis-30999	66	24	intensive	intensive	ADJ
fcis-30999	66	25	operations	operation	NOUN
fcis-30999	66	26	,	,	PUNCT
fcis-30999	66	27	and	and	CCONJ
fcis-30999	66	28	then	then	ADV
fcis-30999	66	29	optimize	optimize	VERB
fcis-30999	66	30	these	these	DET
fcis-30999	66	31	parts	part	NOUN
fcis-30999	66	32	.	.	PUNCT
fcis-30999	67	1	through	through	ADP
fcis-30999	67	2	these	these	DET
fcis-30999	67	3	optimizations	optimization	NOUN
fcis-30999	67	4	,	,	PUNCT
fcis-30999	67	5	the	the	DET
fcis-30999	67	6	recognition	recognition	NOUN
fcis-30999	67	7	speed	speed	NOUN
fcis-30999	67	8	can	can	AUX
fcis-30999	67	9	be	be	AUX
fcis-30999	67	10	significantly	significantly	ADV
fcis-30999	67	11	improved	improve	VERB
fcis-30999	67	12	,	,	PUNCT
fcis-30999	67	13	making	make	VERB
fcis-30999	67	14	real	real	ADJ
fcis-30999	67	15	-	-	PUNCT
fcis-30999	67	16	time	time	NOUN
fcis-30999	67	17	facial	facial	ADJ
fcis-30999	67	18	recognition	recognition	NOUN
fcis-30999	67	19	applications	application	NOUN
fcis-30999	67	20	more	more	ADV
fcis-30999	67	21	smooth	smooth	ADJ
fcis-30999	67	22	.	.	PUNCT
fcis-30999	68	1	in	in	ADP
fcis-30999	68	2	practice	practice	NOUN
fcis-30999	68	3	,	,	PUNCT
fcis-30999	68	4	performance	performance	NOUN
fcis-30999	68	5	testing	testing	NOUN
fcis-30999	68	6	and	and	CCONJ
fcis-30999	68	7	tuning	tuning	NOUN
fcis-30999	68	8	tools	tool	NOUN
fcis-30999	68	9	are	be	AUX
fcis-30999	68	10	important	important	ADJ
fcis-30999	68	11	helpers	helper	NOUN
fcis-30999	68	12	in	in	ADP
fcis-30999	68	13	the	the	DET
fcis-30999	68	14	optimization	optimization	NOUN
fcis-30999	68	15	process	process	NOUN
fcis-30999	68	16	.	.	PUNCT
fcis-30999	69	1	apache	apache	PROPN
fcis-30999	69	2	jmeter	jmeter	PROPN
fcis-30999	69	3	,	,	PUNCT
fcis-30999	69	4	loadrunner	loadrunner	ADJ
fcis-30999	69	5	and	and	CCONJ
fcis-30999	69	6	other	other	ADJ
fcis-30999	69	7	tools	tool	NOUN
fcis-30999	69	8	can	can	AUX
fcis-30999	69	9	help	help	VERB
fcis-30999	69	10	developers	developer	NOUN
fcis-30999	69	11	simulate	simulate	VERB
fcis-30999	69	12	real	real	ADJ
fcis-30999	69	13	user	user	NOUN
fcis-30999	69	14	loads	load	NOUN
fcis-30999	69	15	and	and	CCONJ
fcis-30999	69	16	test	test	VERB
fcis-30999	69	17	the	the	DET
fcis-30999	69	18	concurrent	concurrent	ADJ
fcis-30999	69	19	processing	processing	NOUN
fcis-30999	69	20	capability	capability	NOUN
fcis-30999	69	21	of	of	ADP
fcis-30999	69	22	the	the	DET
fcis-30999	69	23	system	system	NOUN
fcis-30999	69	24	.	.	PUNCT
fcis-30999	70	1	code	code	NOUN
fcis-30999	70	2	analysis	analysis	NOUN
fcis-30999	70	3	tools	tool	NOUN
fcis-30999	70	4	such	such	ADJ
fcis-30999	70	5	as	as	ADP
fcis-30999	70	6	matlab	matlab	PROPN
fcis-30999	70	7	profiler	profiler	NOUN
fcis-30999	70	8	,	,	PUNCT
fcis-30999	70	9	python	python	NOUN
fcis-30999	70	10	cprofile	cprofile	NOUN
fcis-30999	70	11	,	,	PUNCT
fcis-30999	70	12	and	and	CCONJ
fcis-30999	70	13	java	java	PROPN
fcis-30999	70	14	visualvm	visualvm	NOUN
fcis-30999	70	15	can	can	AUX
fcis-30999	70	16	show	show	VERB
fcis-30999	70	17	the	the	DET
fcis-30999	70	18	resource	resource	NOUN
fcis-30999	70	19	consumption	consumption	NOUN
fcis-30999	70	20	of	of	ADP
fcis-30999	70	21	code	code	NOUN
fcis-30999	70	22	in	in	ADP
fcis-30999	70	23	detail	detail	NOUN
fcis-30999	70	24	,	,	PUNCT
fcis-30999	70	25	help	help	VERB
fcis-30999	70	26	us	we	PRON
fcis-30999	70	27	identify	identify	VERB
fcis-30999	70	28	hot	hot	ADJ
fcis-30999	70	29	functions	function	NOUN
fcis-30999	70	30	,	,	PUNCT
fcis-30999	70	31	and	and	CCONJ
fcis-30999	70	32	guide	guide	VERB
fcis-30999	70	33	the	the	DET
fcis-30999	70	34	optimization	optimization	NOUN
fcis-30999	70	35	direction	direction	NOUN
fcis-30999	70	36	.	.	PUNCT
fcis-30999	71	1	for	for	ADP
fcis-30999	71	2	parallel	parallel	ADJ
fcis-30999	71	3	and	and	CCONJ
fcis-30999	71	4	distributed	distributed	ADJ
fcis-30999	71	5	computing	computing	NOUN
fcis-30999	71	6	,	,	PUNCT
fcis-30999	71	7	we	we	PRON
fcis-30999	71	8	can	can	AUX
fcis-30999	71	9	use	use	VERB
fcis-30999	71	10	distributed	distribute	VERB
fcis-30999	71	11	computing	computing	NOUN
fcis-30999	71	12	frameworks	framework	NOUN
fcis-30999	71	13	such	such	ADJ
fcis-30999	71	14	as	as	ADP
fcis-30999	71	15	mesos	meso	NOUN
fcis-30999	71	16	and	and	CCONJ
fcis-30999	71	17	spark	spark	NOUN
fcis-30999	71	18	to	to	ADP
fcis-30999	71	19	schedule	schedule	NOUN
fcis-30999	71	20	tasks	task	NOUN
fcis-30999	71	21	and	and	CCONJ
fcis-30999	71	22	manage	manage	VERB
fcis-30999	71	23	resources	resource	NOUN
fcis-30999	71	24	.	.	PUNCT
fcis-30999	72	1	at	at	ADP
fcis-30999	72	2	the	the	DET
fcis-30999	72	3	same	same	ADJ
fcis-30999	72	4	time	time	NOUN
fcis-30999	72	5	,	,	PUNCT
fcis-30999	72	6	we	we	PRON
fcis-30999	72	7	can	can	AUX
fcis-30999	72	8	use	use	VERB
fcis-30999	72	9	the	the	DET
fcis-30999	72	10	monitoring	monitoring	NOUN
fcis-30999	72	11	system	system	NOUN
fcis-30999	72	12	provided	provide	VERB
fcis-30999	72	13	by	by	ADP
fcis-30999	72	14	these	these	DET
fcis-30999	72	15	frameworks	framework	NOUN
fcis-30999	72	16	to	to	PART
fcis-30999	72	17	view	view	VERB
fcis-30999	72	18	the	the	DET
fcis-30999	72	19	execution	execution	NOUN
fcis-30999	72	20	efficiency	efficiency	NOUN
fcis-30999	72	21	of	of	ADP
fcis-30999	72	22	tasks	task	NOUN
fcis-30999	72	23	.	.	PUNCT
fcis-30999	73	1	in	in	ADP
fcis-30999	73	2	the	the	DET
fcis-30999	73	3	practice	practice	NOUN
fcis-30999	73	4	of	of	ADP
fcis-30999	73	5	performance	performance	NOUN
fcis-30999	73	6	enhancement	enhancement	NOUN
fcis-30999	73	7	,	,	PUNCT
fcis-30999	73	8	combining	combine	VERB
fcis-30999	73	9	practical	practical	ADJ
fcis-30999	73	10	problems	problem	NOUN
fcis-30999	73	11	,	,	PUNCT
fcis-30999	73	12	choosing	choose	VERB
fcis-30999	73	13	appropriate	appropriate	ADJ
fcis-30999	73	14	optimization	optimization	NOUN
fcis-30999	73	15	strategies	strategy	NOUN
fcis-30999	73	16	,	,	PUNCT
fcis-30999	73	17	and	and	CCONJ
fcis-30999	73	18	tuning	tune	VERB
fcis-30999	73	19	with	with	ADP
fcis-30999	73	20	performance	performance	NOUN
fcis-30999	73	21	testing	testing	NOUN
fcis-30999	73	22	tools	tool	NOUN
fcis-30999	73	23	are	be	AUX
fcis-30999	73	24	effective	effective	ADJ
fcis-30999	73	25	ways	way	NOUN
fcis-30999	73	26	to	to	PART
fcis-30999	73	27	improve	improve	VERB
fcis-30999	73	28	system	system	NOUN
fcis-30999	73	29	performance	performance	NOUN
fcis-30999	73	30	.	.	PUNCT
fcis-30999	74	1	at	at	ADP
fcis-30999	74	2	the	the	DET
fcis-30999	74	3	same	same	ADJ
fcis-30999	74	4	time	time	NOUN
fcis-30999	74	5	,	,	PUNCT
fcis-30999	74	6	continuous	continuous	ADJ
fcis-30999	74	7	learning	learning	NOUN
fcis-30999	74	8	of	of	ADP
fcis-30999	74	9	new	new	ADJ
fcis-30999	74	10	algorithms	algorithm	NOUN
fcis-30999	74	11	and	and	CCONJ
fcis-30999	74	12	techniques	technique	NOUN
fcis-30999	74	13	,	,	PUNCT
fcis-30999	74	14	such	such	ADJ
fcis-30999	74	15	as	as	ADP
fcis-30999	74	16	the	the	DET
fcis-30999	74	17	application	application	NOUN
fcis-30999	74	18	of	of	ADP
fcis-30999	74	19	machine	machine	NOUN
fcis-30999	74	20	learning	learn	VERB
fcis-30999	74	21	in	in	ADP
fcis-30999	74	22	algorithm	algorithm	NOUN
fcis-30999	74	23	optimization	optimization	NOUN
fcis-30999	74	24	,	,	PUNCT
fcis-30999	74	25	can	can	AUX
fcis-30999	74	26	also	also	ADV
fcis-30999	74	27	provide	provide	VERB
fcis-30999	74	28	a	a	DET
fcis-30999	74	29	broader	broad	ADJ
fcis-30999	74	30	space	space	NOUN
fcis-30999	74	31	for	for	ADP
fcis-30999	74	32	algorithm	algorithm	NOUN
fcis-30999	74	33	optimization	optimization	NOUN
fcis-30999	74	34	.	.	PUNCT
fcis-30999	75	1	remember	remember	VERB
fcis-30999	75	2	,	,	PUNCT
fcis-30999	75	3	optimization	optimization	NOUN
fcis-30999	75	4	is	be	AUX
fcis-30999	75	5	an	an	DET
fcis-30999	75	6	iterative	iterative	NOUN
fcis-30999	75	7	process	process	NOUN
fcis-30999	75	8	,	,	PUNCT
fcis-30999	75	9	constantly	constantly	ADV
fcis-30999	75	10	try	try	VERB
fcis-30999	75	11	,	,	PUNCT
fcis-30999	75	12	test	test	VERB
fcis-30999	75	13	and	and	CCONJ
fcis-30999	75	14	improve	improve	VERB
fcis-30999	75	15	,	,	PUNCT
fcis-30999	75	16	in	in	ADP
fcis-30999	75	17	order	order	NOUN
fcis-30999	75	18	to	to	PART
fcis-30999	75	19	truly	truly	ADV
fcis-30999	75	20	play	play	VERB
fcis-30999	75	21	the	the	DET
fcis-30999	75	22	potential	potential	NOUN
fcis-30999	75	23	of	of	ADP
fcis-30999	75	24	the	the	DET
fcis-30999	75	25	algorithm	algorithm	NOUN
fcis-30999	75	26	,	,	PUNCT
fcis-30999	75	27	to	to	PART
fcis-30999	75	28	provide	provide	VERB
fcis-30999	75	29	users	user	NOUN
fcis-30999	75	30	with	with	ADP
fcis-30999	75	31	a	a	DET
fcis-30999	75	32	smooth	smooth	ADJ
fcis-30999	75	33	experience	experience	NOUN
fcis-30999	75	34	,	,	PUNCT
fcis-30999	75	35	to	to	PART
fcis-30999	75	36	create	create	VERB
fcis-30999	75	37	value	value	NOUN
fcis-30999	75	38	for	for	ADP
fcis-30999	75	39	the	the	DET
fcis-30999	75	40	enterprise	enterprise	NOUN
fcis-30999	75	41	.	.	PUNCT
fcis-30999	76	1	4	4	X
fcis-30999	76	2	.	.	X
fcis-30999	76	3	conclusion	conclusion	NOUN
fcis-30999	76	4	in	in	ADP
fcis-30999	76	5	conclusion	conclusion	NOUN
fcis-30999	76	6	,	,	PUNCT
fcis-30999	76	7	algorithm	algorithm	NOUN
fcis-30999	76	8	optimization	optimization	NOUN
fcis-30999	76	9	is	be	AUX
fcis-30999	76	10	an	an	DET
fcis-30999	76	11	indispensable	indispensable	ADJ
fcis-30999	76	12	72	72	NUM
fcis-30999	76	13	part	part	NOUN
fcis-30999	76	14	of	of	ADP
fcis-30999	76	15	computer	computer	NOUN
fcis-30999	76	16	science	science	NOUN
fcis-30999	76	17	,	,	PUNCT
fcis-30999	76	18	which	which	PRON
fcis-30999	76	19	enables	enable	VERB
fcis-30999	76	20	computer	computer	NOUN
fcis-30999	76	21	systems	system	NOUN
fcis-30999	76	22	to	to	PART
fcis-30999	76	23	handle	handle	VERB
fcis-30999	76	24	complex	complex	ADJ
fcis-30999	76	25	data	datum	NOUN
fcis-30999	76	26	and	and	CCONJ
fcis-30999	76	27	computational	computational	ADJ
fcis-30999	76	28	tasks	task	NOUN
fcis-30999	76	29	more	more	ADV
fcis-30999	76	30	efficiently	efficiently	ADV
fcis-30999	76	31	through	through	ADP
fcis-30999	76	32	subtle	subtle	ADJ
fcis-30999	76	33	design	design	NOUN
fcis-30999	76	34	and	and	CCONJ
fcis-30999	76	35	implementation	implementation	NOUN
fcis-30999	76	36	.	.	PUNCT
fcis-30999	77	1	with	with	ADP
fcis-30999	77	2	the	the	DET
fcis-30999	77	3	continuous	continuous	ADJ
fcis-30999	77	4	progress	progress	NOUN
fcis-30999	77	5	of	of	ADP
fcis-30999	77	6	science	science	NOUN
fcis-30999	77	7	and	and	CCONJ
fcis-30999	77	8	technology	technology	NOUN
fcis-30999	77	9	,	,	PUNCT
fcis-30999	77	10	we	we	PRON
fcis-30999	77	11	expect	expect	VERB
fcis-30999	77	12	to	to	PART
fcis-30999	77	13	see	see	VERB
fcis-30999	77	14	more	more	ADJ
fcis-30999	77	15	innovative	innovative	ADJ
fcis-30999	77	16	algorithm	algorithm	NOUN
fcis-30999	77	17	optimization	optimization	NOUN
fcis-30999	77	18	strategies	strategy	NOUN
fcis-30999	77	19	,	,	PUNCT
fcis-30999	77	20	which	which	PRON
fcis-30999	77	21	will	will	AUX
fcis-30999	77	22	open	open	VERB
fcis-30999	77	23	up	up	ADP
fcis-30999	77	24	new	new	ADJ
fcis-30999	77	25	possibilities	possibility	NOUN
fcis-30999	77	26	for	for	ADP
fcis-30999	77	27	computer	computer	NOUN
fcis-30999	77	28	performance	performance	NOUN
fcis-30999	77	29	improvement	improvement	NOUN
fcis-30999	77	30	.	.	PUNCT
fcis-30999	78	1	let	let	VERB
fcis-30999	78	2	's	us	PRON
fcis-30999	78	3	witness	witness	VERB
fcis-30999	78	4	the	the	DET
fcis-30999	78	5	continuous	continuous	ADJ
fcis-30999	78	6	development	development	NOUN
fcis-30999	78	7	of	of	ADP
fcis-30999	78	8	this	this	DET
fcis-30999	78	9	field	field	NOUN
fcis-30999	78	10	and	and	CCONJ
fcis-30999	78	11	its	its	PRON
fcis-30999	78	12	far	far	ADV
fcis-30999	78	13	-	-	PUNCT
fcis-30999	78	14	reaching	reach	VERB
fcis-30999	78	15	impact	impact	NOUN
fcis-30999	78	16	on	on	ADP
fcis-30999	78	17	the	the	DET
fcis-30999	78	18	future	future	ADJ
fcis-30999	78	19	world	world	NOUN
fcis-30999	78	20	of	of	ADP
fcis-30999	78	21	science	science	NOUN
fcis-30999	78	22	and	and	CCONJ
fcis-30999	78	23	technology	technology	NOUN
fcis-30999	78	24	.	.	PUNCT
fcis-30999	79	1	references	reference	NOUN
fcis-30999	79	2	[	[	X
fcis-30999	79	3	1	1	X
fcis-30999	79	4	]	]	PUNCT
fcis-30999	79	5	xia	xia	PROPN
fcis-30999	79	6	shang	shang	PROPN
fcis-30999	79	7	jin	jin	VERB
fcis-30999	79	8	the	the	DET
fcis-30999	79	9	transformation	transformation	NOUN
fcis-30999	79	10	and	and	CCONJ
fcis-30999	79	11	development	development	NOUN
fcis-30999	79	12	of	of	ADP
fcis-30999	79	13	computer	computer	NOUN
fcis-30999	79	14	science	science	NOUN
fcis-30999	79	15	and	and	CCONJ
fcis-30999	79	16	technology	technology	NOUN
fcis-30999	79	17	in	in	ADP
fcis-30999	79	18	the	the	DET
fcis-30999	79	19	context	context	NOUN
fcis-30999	79	20	of	of	ADP
fcis-30999	79	21	big	big	ADJ
fcis-30999	79	22	data	datum	NOUN
fcis-30999	79	23	and	and	CCONJ
fcis-30999	79	24	artificial	artificial	ADJ
fcis-30999	79	25	intelligence	intelligence	NOUN
fcis-30999	79	26	[	[	X
fcis-30999	79	27	j	j	X
fcis-30999	79	28	]	]	X
fcis-30999	79	29	digital	digital	ADJ
fcis-30999	79	30	communication	communication	NOUN
fcis-30999	79	31	world	world	NOUN
fcis-30999	79	32	,	,	PUNCT
fcis-30999	79	33	2024	2024	NUM
fcis-30999	79	34	,	,	PUNCT
fcis-30999	79	35	(	(	PUNCT
fcis-30999	79	36	09	09	NUM
fcis-30999	79	37	):	):	PUNCT
fcis-30999	79	38	206	206	NUM
fcis-30999	79	39	-	-	SYM
fcis-30999	79	40	208	208	NUM
fcis-30999	79	41	.	.	PUNCT
fcis-30999	80	1	[	[	X
fcis-30999	80	2	2	2	X
fcis-30999	80	3	]	]	PUNCT
fcis-30999	80	4	wang	wang	PROPN
fcis-30999	80	5	yingjie	yingjie	PROPN
fcis-30999	80	6	,	,	PUNCT
fcis-30999	80	7	zhang	zhang	PROPN
fcis-30999	80	8	chengye	chengye	PROPN
fcis-30999	80	9	,	,	PUNCT
fcis-30999	80	10	bai	bai	PROPN
fcis-30999	80	11	fengbo	fengbo	PROPN
fcis-30999	80	12	,	,	PUNCT
fcis-30999	80	13	wang	wang	PROPN
fcis-30999	80	14	zumin	zumin	PROPN
fcis-30999	80	15	,	,	PUNCT
fcis-30999	80	16	zhu	zhu	PROPN
fcis-30999	80	17	jiuqi	jiuqi	PROPN
fcis-30999	80	18	exploration	exploration	NOUN
fcis-30999	80	19	of	of	ADP
fcis-30999	80	20	ai	ai	ADJ
fcis-30999	80	21	platform	platform	NOUN
fcis-30999	80	22	course	course	NOUN
fcis-30999	80	23	and	and	CCONJ
fcis-30999	80	24	micro	micro	ADJ
fcis-30999	80	25	specialty	specialty	NOUN
fcis-30999	80	26	construction	construction	NOUN
fcis-30999	80	27	for	for	ADP
fcis-30999	80	28	computer	computer	NOUN
fcis-30999	80	29	science	science	NOUN
fcis-30999	80	30	and	and	CCONJ
fcis-30999	80	31	technology	technology	NOUN
fcis-30999	80	32	[	[	X
fcis-30999	80	33	j	j	X
fcis-30999	80	34	]	]	X
fcis-30999	80	35	research	research	NOUN
fcis-30999	80	36	and	and	CCONJ
fcis-30999	80	37	practice	practice	NOUN
fcis-30999	80	38	of	of	ADP
fcis-30999	80	39	innovation	innovation	NOUN
fcis-30999	80	40	and	and	CCONJ
fcis-30999	80	41	entrepreneurship	entrepreneurship	NOUN
fcis-30999	80	42	theory	theory	NOUN
fcis-30999	80	43	,	,	PUNCT
fcis-30999	80	44	2024	2024	NUM
fcis-30999	80	45	,	,	PUNCT
fcis-30999	80	46	7	7	NUM
fcis-30999	80	47	(	(	PUNCT
fcis-30999	80	48	15	15	NUM
fcis-30999	80	49	):	):	PUNCT
fcis-30999	80	50	10	10	NUM
fcis-30999	80	51	-	-	SYM
fcis-30999	80	52	13	13	NUM
fcis-30999	80	53	.	.	PUNCT
fcis-30999	81	1	[	[	X
fcis-30999	81	2	3	3	X
fcis-30999	81	3	]	]	PUNCT
fcis-30999	81	4	introduction	introduction	NOUN
fcis-30999	81	5	to	to	ADP
fcis-30999	81	6	school	school	NOUN
fcis-30999	81	7	of	of	ADP
fcis-30999	81	8	computer	computer	NOUN
fcis-30999	81	9	and	and	CCONJ
fcis-30999	81	10	information	information	NOUN
fcis-30999	81	11	engineering	engineering	NOUN
fcis-30999	81	12	(	(	PUNCT
fcis-30999	81	13	school	school	NOUN
fcis-30999	81	14	of	of	ADP
fcis-30999	81	15	artificial	artificial	ADJ
fcis-30999	81	16	intelligence	intelligence	NOUN
fcis-30999	81	17	)	)	PUNCT
fcis-30999	81	18	of	of	ADP
fcis-30999	81	19	nanjing	nanjing	PROPN
fcis-30999	81	20	university	university	PROPN
fcis-30999	81	21	of	of	ADP
fcis-30999	81	22	technology	technology	NOUN
fcis-30999	81	23	[	[	X
fcis-30999	81	24	j	j	X
fcis-30999	81	25	]	]	X
fcis-30999	81	26	school	school	NOUN
fcis-30999	81	27	party	party	NOUN
fcis-30999	81	28	building	building	NOUN
fcis-30999	81	29	and	and	CCONJ
fcis-30999	81	30	ideological	ideological	ADJ
fcis-30999	81	31	education	education	NOUN
fcis-30999	81	32	,	,	PUNCT
fcis-30999	81	33	2024	2024	NUM
fcis-30999	81	34	,	,	PUNCT
fcis-30999	81	35	(	(	PUNCT
fcis-30999	81	36	15	15	NUM
fcis-30999	81	37	):	):	PUNCT
fcis-30999	81	38	2	2	NUM
fcis-30999	81	39	.	.	PUNCT
fcis-30999	82	1	[	[	X
fcis-30999	82	2	4	4	X
fcis-30999	82	3	]	]	X
fcis-30999	82	4	huang	huang	PROPN
fcis-30999	82	5	xianwu	xianwu	PROPN
fcis-30999	82	6	,	,	PUNCT
fcis-30999	82	7	wang	wang	PROPN
fcis-30999	82	8	jingyu	jingyu	PROPN
fcis-30999	82	9	,	,	PUNCT
fcis-30999	82	10	zhang	zhang	PROPN
fcis-30999	82	11	jikai	jikai	PROPN
fcis-30999	82	12	,	,	PUNCT
fcis-30999	82	13	zhao	zhao	PROPN
fcis-30999	82	14	yuhong	yuhong	PROPN
fcis-30999	82	15	,	,	PUNCT
fcis-30999	82	16	liu	liu	PROPN
fcis-30999	82	17	lixin	lixin	PROPN
fcis-30999	82	18	exploration	exploration	NOUN
fcis-30999	82	19	and	and	CCONJ
fcis-30999	82	20	practice	practice	NOUN
fcis-30999	82	21	of	of	ADP
fcis-30999	82	22	computer	computer	NOUN
fcis-30999	82	23	science	science	NOUN
fcis-30999	82	24	and	and	CCONJ
fcis-30999	82	25	technology	technology	NOUN
fcis-30999	82	26	talents	talent	NOUN
fcis-30999	82	27	training	training	NOUN
fcis-30999	82	28	mode	mode	NOUN
fcis-30999	82	29	based	base	VERB
fcis-30999	82	30	on	on	ADP
fcis-30999	82	31	integration	integration	NOUN
fcis-30999	82	32	of	of	ADP
fcis-30999	82	33	production	production	NOUN
fcis-30999	82	34	and	and	CCONJ
fcis-30999	82	35	education	education	NOUN
fcis-30999	82	36	[	[	X
fcis-30999	82	37	j	j	X
fcis-30999	82	38	]	]	X
fcis-30999	82	39	university	university	NOUN
fcis-30999	82	40	education	education	NOUN
fcis-30999	82	41	,	,	PUNCT
fcis-30999	82	42	2024	2024	NUM
fcis-30999	82	43	,	,	PUNCT
fcis-30999	82	44	(	(	PUNCT
fcis-30999	82	45	15	15	NUM
fcis-30999	82	46	):	):	PUNCT
fcis-30999	82	47	135	135	NUM
fcis-30999	82	48	-	-	SYM
fcis-30999	82	49	138	138	NUM
fcis-30999	82	50	.	.	PUNCT
fcis-30999	83	1	[	[	X
fcis-30999	83	2	5	5	NUM
fcis-30999	83	3	]	]	PUNCT
fcis-30999	83	4	dong	dong	NOUN
fcis-30999	83	5	shunkai	shunkai	PROPN
fcis-30999	83	6	application	application	NOUN
fcis-30999	83	7	and	and	CCONJ
fcis-30999	83	8	development	development	NOUN
fcis-30999	83	9	of	of	ADP
fcis-30999	83	10	computer	computer	NOUN
fcis-30999	83	11	science	science	NOUN
fcis-30999	83	12	in	in	ADP
fcis-30999	83	13	the	the	DET
fcis-30999	83	14	context	context	NOUN
fcis-30999	83	15	of	of	ADP
fcis-30999	83	16	multimodal	multimodal	ADJ
fcis-30999	83	17	communication	communication	NOUN
fcis-30999	83	18	[	[	X
fcis-30999	83	19	j	j	X
fcis-30999	83	20	]	]	X
fcis-30999	83	21	information	information	NOUN
fcis-30999	83	22	and	and	CCONJ
fcis-30999	83	23	computer	computer	NOUN
fcis-30999	83	24	(	(	PUNCT
fcis-30999	83	25	theoretical	theoretical	ADJ
fcis-30999	83	26	edition	edition	NOUN
fcis-30999	83	27	)	)	PUNCT
fcis-30999	83	28	,	,	PUNCT
fcis-30999	83	29	2024	2024	NUM
fcis-30999	83	30	,	,	PUNCT
fcis-30999	83	31	36	36	NUM
fcis-30999	83	32	(	(	PUNCT
fcis-30999	83	33	14	14	NUM
fcis-30999	83	34	):	):	PUNCT
fcis-30999	83	35	41	41	NUM
fcis-30999	83	36	-	-	SYM
fcis-30999	83	37	43	43	NUM
fcis-30999	83	38	.	.	PUNCT