id	sid	tid	token	lemma	pos
cana-2162	1	1	communications	communication	NOUN
cana-2162	1	2	on	on	ADP
cana-2162	1	3	applied	apply	VERB
cana-2162	1	4	nonlinear	nonlinear	ADJ
cana-2162	1	5	analysis	analysis	NOUN
cana-2162	1	6	issn	issn	NOUN
cana-2162	1	7	:	:	PUNCT
cana-2162	1	8	1074	1074	NUM
cana-2162	1	9	-	-	PUNCT
cana-2162	1	10	133x	133x	NUM
cana-2162	1	11	vol	vol	NOUN
cana-2162	1	12	32	32	NUM
cana-2162	1	13	no	no	NOUN
cana-2162	1	14	.	.	PUNCT
cana-2162	2	1	1s	1s	NUM
cana-2162	2	2	(	(	PUNCT
cana-2162	2	3	2025	2025	NUM
cana-2162	2	4	)	)	PUNCT
cana-2162	2	5	232	232	NUM
cana-2162	3	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	3	2	the	the	DET
cana-2162	3	3	role	role	NOUN
cana-2162	3	4	of	of	ADP
cana-2162	3	5	optimization	optimization	NOUN
cana-2162	3	6	techniques	technique	NOUN
cana-2162	3	7	in	in	ADP
cana-2162	3	8	advancing	advance	VERB
cana-2162	3	9	big	big	ADJ
cana-2162	3	10	data	datum	NOUN
cana-2162	3	11	analytics	analytic	NOUN
cana-2162	3	12	:	:	PUNCT
cana-2162	3	13	a	a	DET
cana-2162	3	14	survey	survey	NOUN
cana-2162	3	15	e.ramesh	e.ramesh	ADP
cana-2162	3	16	babu1	babu1	NOUN
cana-2162	3	17	,	,	PUNCT
cana-2162	3	18	dr.m.sunil	dr.m.sunil	X
cana-2162	3	19	kumar2	kumar2	X
cana-2162	4	1	1research	1research	NUM
cana-2162	4	2	scholar	scholar	NOUN
cana-2162	4	3	,	,	PUNCT
cana-2162	4	4	dept.of	dept.of	PROPN
cana-2162	4	5	cse	cse	NOUN
cana-2162	4	6	,	,	PUNCT
cana-2162	4	7	jntu	jntu	PROPN
cana-2162	4	8	-	-	PUNCT
cana-2162	4	9	anantapuramu	anantapuramu	PROPN
cana-2162	4	10	,	,	PUNCT
cana-2162	4	11	ap	ap	PROPN
cana-2162	4	12	,	,	PUNCT
cana-2162	4	13	india	india	PROPN
cana-2162	4	14	.	.	PUNCT
cana-2162	4	15	rameshbabu.spmvv@gmail.com	rameshbabu.spmvv@gmail.com	PROPN
cana-2162	4	16	2professor	2professor	NUM
cana-2162	4	17	,	,	PUNCT
cana-2162	4	18	department	department	NOUN
cana-2162	4	19	of	of	ADP
cana-2162	4	20	cse	cse	PROPN
cana-2162	4	21	,	,	PUNCT
cana-2162	4	22	school	school	NOUN
cana-2162	4	23	of	of	ADP
cana-2162	4	24	computing	computing	NOUN
cana-2162	4	25	,	,	PUNCT
cana-2162	4	26	mohan	mohan	PROPN
cana-2162	4	27	babu	babu	PROPN
cana-2162	4	28	university,(erstwhile	university,(erstwhile	PROPN
cana-2162	4	29	sree	sree	PROPN
cana-2162	4	30	vidyanikethan	vidyanikethan	PROPN
cana-2162	4	31	engineering	engineering	PROPN
cana-2162	4	32	college	college	PROPN
cana-2162	4	33	)	)	PUNCT
cana-2162	4	34	,	,	PUNCT
cana-2162	4	35	tirupathi	tirupathi	PROPN
cana-2162	4	36	,	,	PUNCT
cana-2162	4	37	ap	ap	PROPN
cana-2162	4	38	,	,	PUNCT
cana-2162	4	39	india	india	PROPN
cana-2162	4	40	.	.	PUNCT
cana-2162	4	41	sunilmalchi1@gmail.com	sunilmalchi1@gmail.com	X
cana-2162	5	1	article	article	NOUN
cana-2162	5	2	history	history	NOUN
cana-2162	5	3	:	:	PUNCT
cana-2162	5	4	received	receive	VERB
cana-2162	5	5	:	:	PUNCT
cana-2162	5	6	14	14	NUM
cana-2162	5	7	-	-	SYM
cana-2162	5	8	08	08	NUM
cana-2162	5	9	-	-	PUNCT
cana-2162	5	10	2024	2024	NUM
cana-2162	5	11	revised	revise	VERB
cana-2162	5	12	:	:	PUNCT
cana-2162	5	13	28	28	NUM
cana-2162	5	14	-	-	SYM
cana-2162	5	15	09	09	NUM
cana-2162	5	16	-	-	PUNCT
cana-2162	5	17	2024	2024	NUM
cana-2162	5	18	accepted	accept	VERB
cana-2162	5	19	:	:	PUNCT
cana-2162	5	20	14	14	NUM
cana-2162	5	21	-	-	SYM
cana-2162	5	22	10	10	NUM
cana-2162	5	23	-	-	PUNCT
cana-2162	5	24	2024	2024	NUM
cana-2162	5	25	abstract	abstract	NOUN
cana-2162	5	26	:	:	PUNCT
cana-2162	5	27	in	in	ADP
cana-2162	5	28	the	the	DET
cana-2162	5	29	era	era	NOUN
cana-2162	5	30	of	of	ADP
cana-2162	5	31	data	datum	NOUN
cana-2162	5	32	proliferation	proliferation	NOUN
cana-2162	5	33	,	,	PUNCT
cana-2162	5	34	big	big	ADJ
cana-2162	5	35	data	datum	NOUN
cana-2162	5	36	analytics	analytic	NOUN
cana-2162	5	37	has	have	AUX
cana-2162	5	38	emerged	emerge	VERB
cana-2162	5	39	as	as	ADP
cana-2162	5	40	a	a	DET
cana-2162	5	41	vital	vital	ADJ
cana-2162	5	42	tool	tool	NOUN
cana-2162	5	43	for	for	ADP
cana-2162	5	44	organizations	organization	NOUN
cana-2162	5	45	seeking	seek	VERB
cana-2162	5	46	actionable	actionable	ADJ
cana-2162	5	47	insights	insight	NOUN
cana-2162	5	48	from	from	ADP
cana-2162	5	49	vast	vast	ADJ
cana-2162	5	50	and	and	CCONJ
cana-2162	5	51	diverse	diverse	ADJ
cana-2162	5	52	datasets	dataset	NOUN
cana-2162	5	53	.	.	PUNCT
cana-2162	6	1	this	this	DET
cana-2162	6	2	paper	paper	NOUN
cana-2162	6	3	surveys	survey	NOUN
cana-2162	6	4	the	the	DET
cana-2162	6	5	criucial	criucial	ADJ
cana-2162	6	6	part	part	NOUN
cana-2162	6	7	of	of	ADP
cana-2162	6	8	optimization	optimization	NOUN
cana-2162	6	9	techniques	technique	NOUN
cana-2162	6	10	in	in	ADP
cana-2162	6	11	enhancing	enhance	VERB
cana-2162	6	12	the	the	DET
cana-2162	6	13	performance	performance	NOUN
cana-2162	6	14	and	and	CCONJ
cana-2162	6	15	efficiency	efficiency	NOUN
cana-2162	6	16	of	of	ADP
cana-2162	6	17	big	big	ADJ
cana-2162	6	18	data	datum	NOUN
cana-2162	6	19	analytics	analytic	NOUN
cana-2162	6	20	.	.	PUNCT
cana-2162	7	1	by	by	ADP
cana-2162	7	2	addressing	address	VERB
cana-2162	7	3	the	the	DET
cana-2162	7	4	challenges	challenge	NOUN
cana-2162	7	5	due	due	ADJ
cana-2162	7	6	by	by	ADP
cana-2162	7	7	the	the	DET
cana-2162	7	8	volume	volume	NOUN
cana-2162	7	9	,	,	PUNCT
cana-2162	7	10	velocity	velocity	NOUN
cana-2162	7	11	,	,	PUNCT
cana-2162	7	12	and	and	CCONJ
cana-2162	7	13	variety	variety	NOUN
cana-2162	7	14	of	of	ADP
cana-2162	7	15	big	big	ADJ
cana-2162	7	16	data	datum	NOUN
cana-2162	7	17	,	,	PUNCT
cana-2162	7	18	optimization	optimization	NOUN
cana-2162	7	19	techniques	technique	NOUN
cana-2162	7	20	enable	enable	VERB
cana-2162	7	21	more	more	ADV
cana-2162	7	22	efficient	efficient	ADJ
cana-2162	7	23	resource	resource	NOUN
cana-2162	7	24	utilization	utilization	NOUN
cana-2162	7	25	,	,	PUNCT
cana-2162	7	26	faster	fast	ADJ
cana-2162	7	27	decision	decision	NOUN
cana-2162	7	28	-	-	PUNCT
cana-2162	7	29	making	making	NOUN
cana-2162	7	30	,	,	PUNCT
cana-2162	7	31	and	and	CCONJ
cana-2162	7	32	improved	improve	VERB
cana-2162	7	33	predictive	predictive	ADJ
cana-2162	7	34	accuracy	accuracy	NOUN
cana-2162	7	35	.	.	PUNCT
cana-2162	8	1	key	key	ADJ
cana-2162	8	2	applications	application	NOUN
cana-2162	8	3	in	in	ADP
cana-2162	8	4	the	the	DET
cana-2162	8	5	areas	area	NOUN
cana-2162	8	6	such	such	ADJ
cana-2162	8	7	as	as	ADP
cana-2162	8	8	healthcare	healthcare	NOUN
cana-2162	8	9	,	,	PUNCT
cana-2162	8	10	finance	finance	NOUN
cana-2162	8	11	,	,	PUNCT
cana-2162	8	12	smart	smart	ADJ
cana-2162	8	13	cities	city	NOUN
cana-2162	8	14	demonstrate	demonstrate	VERB
cana-2162	8	15	the	the	DET
cana-2162	8	16	transformative	transformative	ADJ
cana-2162	8	17	advantage	advantage	NOUN
cana-2162	8	18	of	of	ADP
cana-2162	8	19	combining	combine	VERB
cana-2162	8	20	big	big	ADJ
cana-2162	8	21	data	datum	NOUN
cana-2162	8	22	analytics	analytic	NOUN
cana-2162	8	23	with	with	ADP
cana-2162	8	24	advanced	advanced	ADJ
cana-2162	8	25	optimization	optimization	NOUN
cana-2162	8	26	strategies	strategy	NOUN
cana-2162	8	27	.	.	PUNCT
cana-2162	9	1	this	this	DET
cana-2162	9	2	survey	survey	NOUN
cana-2162	9	3	highlights	highlight	VERB
cana-2162	9	4	the	the	DET
cana-2162	9	5	pivotal	pivotal	ADJ
cana-2162	9	6	role	role	NOUN
cana-2162	9	7	optimization	optimization	NOUN
cana-2162	9	8	plays	play	VERB
cana-2162	9	9	in	in	ADP
cana-2162	9	10	scaling	scale	VERB
cana-2162	9	11	datadriven	datadriven	ADJ
cana-2162	9	12	insights	insight	NOUN
cana-2162	9	13	,	,	PUNCT
cana-2162	9	14	ensuring	ensure	VERB
cana-2162	9	15	organizations	organization	NOUN
cana-2162	9	16	can	can	AUX
cana-2162	9	17	fully	fully	ADV
cana-2162	9	18	harness	harness	VERB
cana-2162	9	19	the	the	DET
cana-2162	9	20	power	power	NOUN
cana-2162	9	21	of	of	ADP
cana-2162	9	22	their	their	PRON
cana-2162	9	23	data	datum	NOUN
cana-2162	9	24	.	.	PUNCT
cana-2162	10	1	keywords	keyword	NOUN
cana-2162	10	2	:	:	PUNCT
cana-2162	10	3	big	big	ADJ
cana-2162	10	4	data	datum	NOUN
cana-2162	10	5	analytics	analytic	NOUN
cana-2162	10	6	,	,	PUNCT
cana-2162	10	7	optimization	optimization	NOUN
cana-2162	10	8	i.	i.	NOUN
cana-2162	10	9	introduction	introduction	PROPN
cana-2162	10	10	data	datum	NOUN
cana-2162	10	11	plays	play	VERB
cana-2162	10	12	a	a	DET
cana-2162	10	13	crucial	crucial	ADJ
cana-2162	10	14	role	role	NOUN
cana-2162	10	15	in	in	ADP
cana-2162	10	16	many	many	ADJ
cana-2162	10	17	activities	activity	NOUN
cana-2162	10	18	today	today	NOUN
cana-2162	10	19	,	,	PUNCT
cana-2162	10	20	leading	lead	VERB
cana-2162	10	21	to	to	ADP
cana-2162	10	22	the	the	DET
cana-2162	10	23	generation	generation	NOUN
cana-2162	10	24	of	of	ADP
cana-2162	10	25	immense	immense	ADJ
cana-2162	10	26	volumes	volume	NOUN
cana-2162	10	27	of	of	ADP
cana-2162	10	28	data	datum	NOUN
cana-2162	10	29	every	every	DET
cana-2162	10	30	second	second	NOUN
cana-2162	10	31	.	.	PUNCT
cana-2162	11	1	the	the	DET
cana-2162	11	2	swift	swift	ADJ
cana-2162	11	3	evolution	evolution	NOUN
cana-2162	11	4	of	of	ADP
cana-2162	11	5	data	datum	NOUN
cana-2162	11	6	across	across	ADP
cana-2162	11	7	various	various	ADJ
cana-2162	11	8	fields	field	NOUN
cana-2162	11	9	underscores	underscore	VERB
cana-2162	11	10	the	the	DET
cana-2162	11	11	need	need	NOUN
cana-2162	11	12	for	for	ADP
cana-2162	11	13	sophisticated	sophisticated	ADJ
cana-2162	11	14	analytical	analytical	ADJ
cana-2162	11	15	tools	tool	NOUN
cana-2162	11	16	that	that	PRON
cana-2162	11	17	can	can	AUX
cana-2162	11	18	effectively	effectively	ADV
cana-2162	11	19	process	process	VERB
cana-2162	11	20	and	and	CCONJ
cana-2162	11	21	interpret	interpret	VERB
cana-2162	11	22	large	large	ADJ
cana-2162	11	23	amounts	amount	NOUN
cana-2162	11	24	of	of	ADP
cana-2162	11	25	information	information	NOUN
cana-2162	11	26	.	.	PUNCT
cana-2162	12	1	a.	a.	PROPN
cana-2162	12	2	big	big	PROPN
cana-2162	12	3	data	data	PROPN
cana-2162	12	4	refers	refer	VERB
cana-2162	12	5	to	to	ADP
cana-2162	12	6	extremely	extremely	ADV
cana-2162	12	7	massive	massive	ADJ
cana-2162	12	8	datasets	dataset	NOUN
cana-2162	12	9	that	that	PRON
cana-2162	12	10	are	be	AUX
cana-2162	12	11	complicated	complicated	ADJ
cana-2162	12	12	to	to	PART
cana-2162	12	13	manage	manage	VERB
cana-2162	12	14	with	with	ADP
cana-2162	12	15	standard	standard	ADJ
cana-2162	12	16	data	datum	NOUN
cana-2162	12	17	processing	processing	NOUN
cana-2162	12	18	tools	tool	NOUN
cana-2162	12	19	.	.	PUNCT
cana-2162	13	1	these	these	DET
cana-2162	13	2	datasets	dataset	NOUN
cana-2162	13	3	are	be	AUX
cana-2162	13	4	defined	define	VERB
cana-2162	13	5	by	by	ADP
cana-2162	13	6	several	several	ADJ
cana-2162	13	7	key	key	ADJ
cana-2162	13	8	characteristics	characteristic	NOUN
cana-2162	13	9	.	.	PUNCT
cana-2162	14	1	first	first	ADV
cana-2162	14	2	,	,	PUNCT
cana-2162	14	3	volume	volume	NOUN
cana-2162	14	4	highlights	highlight	VERB
cana-2162	14	5	the	the	DET
cana-2162	14	6	immense	immense	ADJ
cana-2162	14	7	amount	amount	NOUN
cana-2162	14	8	of	of	ADP
cana-2162	14	9	data	datum	NOUN
cana-2162	14	10	.	.	PUNCT
cana-2162	15	1	next	next	ADV
cana-2162	15	2	,	,	PUNCT
cana-2162	15	3	velocity	velocity	NOUN
cana-2162	15	4	indicates	indicate	VERB
cana-2162	15	5	that	that	SCONJ
cana-2162	15	6	this	this	DET
cana-2162	15	7	data	data	NOUN
cana-2162	15	8	is	be	AUX
cana-2162	15	9	produced	produce	VERB
cana-2162	15	10	at	at	ADP
cana-2162	15	11	a	a	DET
cana-2162	15	12	rapid	rapid	ADJ
cana-2162	15	13	pace	pace	NOUN
cana-2162	15	14	.	.	PUNCT
cana-2162	16	1	finally	finally	ADV
cana-2162	16	2	,	,	PUNCT
cana-2162	16	3	variety	variety	NOUN
cana-2162	16	4	shows	show	VERB
cana-2162	16	5	that	that	SCONJ
cana-2162	16	6	data	datum	NOUN
cana-2162	16	7	can	can	AUX
cana-2162	16	8	come	come	VERB
cana-2162	16	9	in	in	ADP
cana-2162	16	10	multiple	multiple	ADJ
cana-2162	16	11	formats	format	NOUN
cana-2162	16	12	and	and	CCONJ
cana-2162	16	13	types	type	NOUN
cana-2162	16	14	,	,	PUNCT
cana-2162	16	15	including	include	VERB
cana-2162	16	16	structured	structure	VERB
cana-2162	16	17	,	,	PUNCT
cana-2162	16	18	unstructured	unstructured	ADJ
cana-2162	16	19	,	,	PUNCT
cana-2162	16	20	and	and	CCONJ
cana-2162	16	21	semi	semi	ADJ
cana-2162	16	22	-	-	ADJ
cana-2162	16	23	structured	structured	ADJ
cana-2162	16	24	forms	form	NOUN
cana-2162	16	25	.	.	PUNCT
cana-2162	17	1	big	big	ADJ
cana-2162	17	2	data	datum	NOUN
cana-2162	17	3	visualisation	visualisation	NOUN
cana-2162	17	4	volume	volume	NOUN
cana-2162	17	5	value	value	NOUN
cana-2162	17	6	velocityvariety	velocityvariety	ADJ
cana-2162	17	7	variablity	variablity	NOUN
cana-2162	17	8	veracity	veracity	NOUN
cana-2162	17	9	vocabulary	vocabulary	PROPN
cana-2162	17	10	venue	venue	PROPN
cana-2162	17	11	fig1	fig1	PROPN
cana-2162	17	12	:	:	PUNCT
cana-2162	17	13	characteristics	characteristic	NOUN
cana-2162	17	14	of	of	ADP
cana-2162	17	15	big	big	ADJ
cana-2162	17	16	data	datum	NOUN
cana-2162	17	17	mailto:sunilmalchi1@gmail.com	mailto:sunilmalchi1@gmail.com	NOUN
cana-2162	17	18	communications	communication	NOUN
cana-2162	17	19	on	on	ADP
cana-2162	17	20	applied	apply	VERB
cana-2162	17	21	nonlinear	nonlinear	ADJ
cana-2162	17	22	analysis	analysis	NOUN
cana-2162	17	23	issn	issn	NOUN
cana-2162	17	24	:	:	PUNCT
cana-2162	17	25	1074	1074	NUM
cana-2162	17	26	-	-	PUNCT
cana-2162	17	27	133x	133x	NUM
cana-2162	17	28	vol	vol	NOUN
cana-2162	17	29	32	32	NUM
cana-2162	17	30	no	no	NOUN
cana-2162	17	31	.	.	PUNCT
cana-2162	18	1	1s	1s	NUM
cana-2162	18	2	(	(	PUNCT
cana-2162	18	3	2025	2025	NUM
cana-2162	18	4	)	)	PUNCT
cana-2162	18	5	233	233	NUM
cana-2162	18	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	18	7	b.	b.	PROPN
cana-2162	18	8	issues	issue	NOUN
cana-2162	18	9	in	in	ADP
cana-2162	18	10	big	big	ADJ
cana-2162	18	11	data	datum	NOUN
cana-2162	18	12	:	:	PUNCT
cana-2162	18	13	a.	a.	NOUN
cana-2162	18	14	privacy	privacy	NOUN
cana-2162	18	15	and	and	CCONJ
cana-2162	18	16	security	security	NOUN
cana-2162	18	17	:	:	PUNCT
cana-2162	18	18	rapid	rapid	ADJ
cana-2162	18	19	growth	growth	NOUN
cana-2162	18	20	of	of	ADP
cana-2162	18	21	big	big	ADJ
cana-2162	18	22	data	datum	NOUN
cana-2162	18	23	has	have	AUX
cana-2162	18	24	brought	bring	VERB
cana-2162	18	25	significant	significant	ADJ
cana-2162	18	26	advancements	advancement	NOUN
cana-2162	18	27	in	in	ADP
cana-2162	18	28	various	various	ADJ
cana-2162	18	29	fields	field	NOUN
cana-2162	18	30	.	.	PUNCT
cana-2162	19	1	however	however	ADV
cana-2162	19	2	,	,	PUNCT
cana-2162	19	3	it	it	PRON
cana-2162	19	4	has	have	AUX
cana-2162	19	5	also	also	ADV
cana-2162	19	6	raised	raise	VERB
cana-2162	19	7	concerns	concern	NOUN
cana-2162	19	8	about	about	ADP
cana-2162	19	9	privacy	privacy	NOUN
cana-2162	19	10	and	and	CCONJ
cana-2162	19	11	security	security	NOUN
cana-2162	19	12	.	.	PUNCT
cana-2162	20	1	as	as	SCONJ
cana-2162	20	2	organizations	organization	NOUN
cana-2162	20	3	collect	collect	VERB
cana-2162	20	4	and	and	CCONJ
cana-2162	20	5	store	store	VERB
cana-2162	20	6	huge	huge	ADJ
cana-2162	20	7	amounts	amount	NOUN
cana-2162	20	8	of	of	ADP
cana-2162	20	9	personal	personal	ADJ
cana-2162	20	10	data	datum	NOUN
cana-2162	20	11	,	,	PUNCT
cana-2162	20	12	the	the	DET
cana-2162	20	13	risk	risk	NOUN
cana-2162	20	14	of	of	ADP
cana-2162	20	15	data	datum	NOUN
cana-2162	20	16	breaches	breach	NOUN
cana-2162	20	17	and	and	CCONJ
cana-2162	20	18	misuse	misuse	NOUN
cana-2162	20	19	has	have	AUX
cana-2162	20	20	increased	increase	VERB
cana-2162	20	21	.	.	PUNCT
cana-2162	21	1	b.	b.	PROPN
cana-2162	21	2	accessing	access	VERB
cana-2162	21	3	and	and	CCONJ
cana-2162	21	4	sharing	sharing	NOUN
cana-2162	21	5	of	of	ADP
cana-2162	21	6	information	information	NOUN
cana-2162	21	7	:	:	PUNCT
cana-2162	21	8	in	in	ADP
cana-2162	21	9	today	today	NOUN
cana-2162	21	10	's	's	PART
cana-2162	21	11	interconnected	interconnected	ADJ
cana-2162	21	12	world	world	NOUN
cana-2162	21	13	,	,	PUNCT
cana-2162	21	14	information	information	NOUN
cana-2162	21	15	is	be	AUX
cana-2162	21	16	a	a	DET
cana-2162	21	17	valuable	valuable	ADJ
cana-2162	21	18	resource	resource	NOUN
cana-2162	21	19	that	that	PRON
cana-2162	21	20	is	be	AUX
cana-2162	21	21	increasingly	increasingly	ADV
cana-2162	21	22	accessible	accessible	ADJ
cana-2162	21	23	and	and	CCONJ
cana-2162	21	24	shared	share	VERB
cana-2162	21	25	.	.	PUNCT
cana-2162	22	1	while	while	SCONJ
cana-2162	22	2	this	this	PRON
cana-2162	22	3	has	have	AUX
cana-2162	22	4	led	lead	VERB
cana-2162	22	5	to	to	ADP
cana-2162	22	6	numerous	numerous	ADJ
cana-2162	22	7	benefits	benefit	NOUN
cana-2162	22	8	,	,	PUNCT
cana-2162	22	9	it	it	PRON
cana-2162	22	10	has	have	AUX
cana-2162	22	11	also	also	ADV
cana-2162	22	12	raised	raise	VERB
cana-2162	22	13	concerns	concern	NOUN
cana-2162	22	14	about	about	ADP
cana-2162	22	15	privacy	privacy	NOUN
cana-2162	22	16	,	,	PUNCT
cana-2162	22	17	security	security	NOUN
cana-2162	22	18	,	,	PUNCT
cana-2162	22	19	c.	c.	PROPN
cana-2162	22	20	analytical	analytical	ADJ
cana-2162	22	21	challenges	challenge	NOUN
cana-2162	22	22	:	:	PUNCT
cana-2162	22	23	as	as	ADP
cana-2162	22	24	the	the	DET
cana-2162	22	25	volume	volume	NOUN
cana-2162	22	26	,	,	PUNCT
cana-2162	22	27	velocity	velocity	NOUN
cana-2162	22	28	,	,	PUNCT
cana-2162	22	29	and	and	CCONJ
cana-2162	22	30	variety	variety	NOUN
cana-2162	22	31	of	of	ADP
cana-2162	22	32	data	datum	NOUN
cana-2162	22	33	growing	grow	VERB
cana-2162	22	34	drastically	drastically	ADV
cana-2162	22	35	,	,	PUNCT
cana-2162	22	36	organisations	organisation	NOUN
cana-2162	22	37	face	face	VERB
cana-2162	22	38	significant	significant	ADJ
cana-2162	22	39	analytical	analytical	ADJ
cana-2162	22	40	challenges	challenge	NOUN
cana-2162	22	41	.	.	PUNCT
cana-2162	23	1	these	these	DET
cana-2162	23	2	challenges	challenge	NOUN
cana-2162	23	3	arise	arise	VERB
cana-2162	23	4	from	from	ADP
cana-2162	23	5	the	the	DET
cana-2162	23	6	complexity	complexity	NOUN
cana-2162	23	7	of	of	ADP
cana-2162	23	8	big	big	ADJ
cana-2162	23	9	data	datum	NOUN
cana-2162	23	10	,	,	PUNCT
cana-2162	23	11	the	the	DET
cana-2162	23	12	need	need	NOUN
cana-2162	23	13	for	for	ADP
cana-2162	23	14	specialised	specialised	ADJ
cana-2162	23	15	tools	tool	NOUN
cana-2162	23	16	and	and	CCONJ
cana-2162	23	17	techniques	technique	NOUN
cana-2162	23	18	,	,	PUNCT
cana-2162	23	19	and	and	CCONJ
cana-2162	23	20	the	the	DET
cana-2162	23	21	ethical	ethical	ADJ
cana-2162	23	22	implications	implication	NOUN
cana-2162	23	23	of	of	ADP
cana-2162	23	24	data	datum	NOUN
cana-2162	23	25	analysis	analysis	NOUN
cana-2162	23	26	.	.	PUNCT
cana-2162	24	1	d.	d.	PROPN
cana-2162	24	2	scalability	scalability	PROPN
cana-2162	24	3	:	:	PUNCT
cana-2162	24	4	scalability	scalability	NOUN
cana-2162	24	5	is	be	AUX
cana-2162	24	6	a	a	DET
cana-2162	24	7	crucial	crucial	ADJ
cana-2162	24	8	aspect	aspect	NOUN
cana-2162	24	9	of	of	ADP
cana-2162	24	10	extensive	extensive	ADJ
cana-2162	24	11	data	datum	NOUN
cana-2162	24	12	systems	system	NOUN
cana-2162	24	13	,	,	PUNCT
cana-2162	24	14	referring	refer	VERB
cana-2162	24	15	to	to	ADP
cana-2162	24	16	their	their	PRON
cana-2162	24	17	ability	ability	NOUN
cana-2162	24	18	to	to	PART
cana-2162	24	19	manage	manage	VERB
cana-2162	24	20	growing	grow	VERB
cana-2162	24	21	data	datum	NOUN
cana-2162	24	22	volumes	volume	NOUN
cana-2162	24	23	and	and	CCONJ
cana-2162	24	24	processing	processing	NOUN
cana-2162	24	25	requirements	requirement	NOUN
cana-2162	24	26	without	without	ADP
cana-2162	24	27	appreciably	appreciably	ADV
cana-2162	24	28	sacrificing	sacrifice	VERB
cana-2162	24	29	performance	performance	NOUN
cana-2162	24	30	.	.	PUNCT
cana-2162	25	1	as	as	SCONJ
cana-2162	25	2	data	datum	NOUN
cana-2162	25	3	volumes	volume	NOUN
cana-2162	25	4	grow	grow	VERB
cana-2162	25	5	exponentially	exponentially	ADV
cana-2162	25	6	,	,	PUNCT
cana-2162	25	7	scalable	scalable	ADJ
cana-2162	25	8	solutions	solution	NOUN
cana-2162	25	9	are	be	AUX
cana-2162	25	10	essential	essential	ADJ
cana-2162	25	11	for	for	SCONJ
cana-2162	25	12	organisations	organisation	NOUN
cana-2162	25	13	to	to	PART
cana-2162	25	14	extract	extract	VERB
cana-2162	25	15	value	value	NOUN
cana-2162	25	16	from	from	ADP
cana-2162	25	17	big	big	ADJ
cana-2162	25	18	data	datum	NOUN
cana-2162	25	19	.	.	PUNCT
cana-2162	26	1	e.	e.	PROPN
cana-2162	26	2	quality	quality	PROPN
cana-2162	26	3	of	of	ADP
cana-2162	26	4	data	datum	NOUN
cana-2162	26	5	:	:	PUNCT
cana-2162	26	6	data	datum	NOUN
cana-2162	26	7	quality	quality	NOUN
cana-2162	26	8	refers	refer	VERB
cana-2162	26	9	to	to	ADP
cana-2162	26	10	accuracy	accuracy	NOUN
cana-2162	26	11	,	,	PUNCT
cana-2162	26	12	completeness	completeness	NOUN
cana-2162	26	13	,	,	PUNCT
cana-2162	26	14	consistency	consistency	NOUN
cana-2162	26	15	,	,	PUNCT
cana-2162	26	16	and	and	CCONJ
cana-2162	26	17	reliability	reliability	NOUN
cana-2162	26	18	.	.	PUNCT
cana-2162	27	1	high	high	ADJ
cana-2162	27	2	-	-	PUNCT
cana-2162	27	3	quality	quality	NOUN
cana-2162	27	4	data	datum	NOUN
cana-2162	27	5	is	be	AUX
cana-2162	27	6	essential	essential	ADJ
cana-2162	27	7	for	for	ADP
cana-2162	27	8	deriving	derive	VERB
cana-2162	27	9	accurate	accurate	ADJ
cana-2162	27	10	and	and	CCONJ
cana-2162	27	11	meaningful	meaningful	ADJ
cana-2162	27	12	insights	insight	NOUN
cana-2162	27	13	from	from	ADP
cana-2162	27	14	big	big	ADJ
cana-2162	27	15	data	datum	NOUN
cana-2162	27	16	analytics	analytic	NOUN
cana-2162	27	17	.	.	PUNCT
cana-2162	28	1	poor	poor	ADJ
cana-2162	28	2	data	datum	NOUN
cana-2162	28	3	quality	quality	NOUN
cana-2162	28	4	can	can	AUX
cana-2162	28	5	lead	lead	VERB
cana-2162	28	6	to	to	ADP
cana-2162	28	7	erroneous	erroneous	ADJ
cana-2162	28	8	results	result	NOUN
cana-2162	28	9	,	,	PUNCT
cana-2162	28	10	wasted	waste	VERB
cana-2162	28	11	resources	resource	NOUN
cana-2162	28	12	,	,	PUNCT
cana-2162	28	13	and	and	CCONJ
cana-2162	28	14	compromised	compromise	VERB
cana-2162	28	15	decision	decision	NOUN
cana-2162	28	16	-	-	PUNCT
cana-2162	28	17	making	making	NOUN
cana-2162	28	18	.	.	PUNCT
cana-2162	29	1	f.	f.	PROPN
cana-2162	29	2	heterogeneous	heterogeneous	PROPN
cana-2162	29	3	data	data	PROPN
cana-2162	29	4	:	:	PUNCT
cana-2162	29	5	heterogeneous	heterogeneous	ADJ
cana-2162	29	6	data	datum	NOUN
cana-2162	29	7	refers	refer	VERB
cana-2162	29	8	to	to	ADP
cana-2162	29	9	diverse	diverse	ADJ
cana-2162	29	10	data	datum	NOUN
cana-2162	29	11	in	in	ADP
cana-2162	29	12	its	its	PRON
cana-2162	29	13	format	format	NOUN
cana-2162	29	14	,	,	PUNCT
cana-2162	29	15	structure	structure	NOUN
cana-2162	29	16	,	,	PUNCT
cana-2162	29	17	and	and	CCONJ
cana-2162	29	18	source	source	NOUN
cana-2162	29	19	.	.	PUNCT
cana-2162	30	1	this	this	DET
cana-2162	30	2	diversity	diversity	NOUN
cana-2162	30	3	can	can	AUX
cana-2162	30	4	pose	pose	VERB
cana-2162	30	5	significant	significant	ADJ
cana-2162	30	6	challenges	challenge	NOUN
cana-2162	30	7	for	for	ADP
cana-2162	30	8	data	datum	NOUN
cana-2162	30	9	analysis	analysis	NOUN
cana-2162	30	10	and	and	CCONJ
cana-2162	30	11	integration	integration	NOUN
cana-2162	30	12	.	.	PUNCT
cana-2162	31	1	g.	g.	PROPN
cana-2162	31	2	optimization	optimization	NOUN
cana-2162	31	3	:	:	PUNCT
cana-2162	31	4	optimization	optimization	NOUN
cana-2162	31	5	is	be	AUX
cana-2162	31	6	finding	find	VERB
cana-2162	31	7	the	the	DET
cana-2162	31	8	best	good	ADJ
cana-2162	31	9	solution	solution	NOUN
cana-2162	31	10	to	to	ADP
cana-2162	31	11	a	a	DET
cana-2162	31	12	problem	problem	NOUN
cana-2162	31	13	,	,	PUNCT
cana-2162	31	14	given	give	VERB
cana-2162	31	15	constraints	constraint	NOUN
cana-2162	31	16	.	.	PUNCT
cana-2162	32	1	it	it	PRON
cana-2162	32	2	involves	involve	VERB
cana-2162	32	3	identifying	identify	VERB
cana-2162	32	4	the	the	DET
cana-2162	32	5	optimal	optimal	ADJ
cana-2162	32	6	values	value	NOUN
cana-2162	32	7	for	for	ADP
cana-2162	32	8	variables	variable	NOUN
cana-2162	32	9	that	that	PRON
cana-2162	32	10	maximise	maximise	VERB
cana-2162	32	11	or	or	CCONJ
cana-2162	32	12	minimise	minimise	VERB
cana-2162	32	13	a	a	DET
cana-2162	32	14	given	give	VERB
cana-2162	32	15	objective	objective	ADJ
cana-2162	32	16	function	function	NOUN
cana-2162	32	17	.	.	PUNCT
cana-2162	33	1	c.	c.	NOUN
cana-2162	33	2	motivation	motivation	NOUN
cana-2162	33	3	:	:	PUNCT
cana-2162	33	4	the	the	DET
cana-2162	33	5	proliferation	proliferation	NOUN
cana-2162	33	6	of	of	ADP
cana-2162	33	7	data	datum	NOUN
cana-2162	33	8	in	in	ADP
cana-2162	33	9	our	our	PRON
cana-2162	33	10	digital	digital	ADJ
cana-2162	33	11	age	age	NOUN
cana-2162	33	12	has	have	AUX
cana-2162	33	13	created	create	VERB
cana-2162	33	14	a	a	DET
cana-2162	33	15	pressing	press	VERB
cana-2162	33	16	need	need	NOUN
cana-2162	33	17	for	for	ADP
cana-2162	33	18	innovative	innovative	ADJ
cana-2162	33	19	tools	tool	NOUN
cana-2162	33	20	and	and	CCONJ
cana-2162	33	21	techniques	technique	NOUN
cana-2162	33	22	to	to	PART
cana-2162	33	23	extract	extract	VERB
cana-2162	33	24	meaningful	meaningful	ADJ
cana-2162	33	25	insights	insight	NOUN
cana-2162	33	26	.	.	PUNCT
cana-2162	34	1	big	big	ADJ
cana-2162	34	2	data	datum	NOUN
cana-2162	34	3	,	,	PUNCT
cana-2162	34	4	with	with	ADP
cana-2162	34	5	its	its	PRON
cana-2162	34	6	vast	vast	ADJ
cana-2162	34	7	volume	volume	NOUN
cana-2162	34	8	,	,	PUNCT
cana-2162	34	9	variety	variety	NOUN
cana-2162	34	10	,	,	PUNCT
cana-2162	34	11	velocity	velocity	NOUN
cana-2162	34	12	,	,	PUNCT
cana-2162	34	13	and	and	CCONJ
cana-2162	34	14	veracity	veracity	NOUN
cana-2162	34	15	,	,	PUNCT
cana-2162	34	16	offers	offer	VERB
cana-2162	34	17	a	a	DET
cana-2162	34	18	powerful	powerful	ADJ
cana-2162	34	19	solution	solution	NOUN
cana-2162	34	20	.	.	PUNCT
cana-2162	35	1	d.	d.	PROPN
cana-2162	35	2	application	application	NOUN
cana-2162	35	3	areas	area	NOUN
cana-2162	35	4	of	of	ADP
cana-2162	35	5	big	big	ADJ
cana-2162	35	6	data	datum	NOUN
cana-2162	35	7	analytics	analytic	NOUN
cana-2162	35	8	:	:	PUNCT
cana-2162	35	9	a.	a.	PROPN
cana-2162	35	10	big	big	PROPN
cana-2162	35	11	data	datum	NOUN
cana-2162	35	12	in	in	ADP
cana-2162	35	13	banking	banking	NOUN
cana-2162	35	14	:	:	PUNCT
cana-2162	35	15	big	big	ADJ
cana-2162	35	16	data	datum	NOUN
cana-2162	35	17	has	have	AUX
cana-2162	35	18	revolutionized	revolutionize	VERB
cana-2162	35	19	the	the	DET
cana-2162	35	20	banking	banking	NOUN
cana-2162	35	21	industry	industry	NOUN
cana-2162	35	22	,	,	PUNCT
cana-2162	35	23	enabling	enable	VERB
cana-2162	35	24	financial	financial	ADJ
cana-2162	35	25	institutions	institution	NOUN
cana-2162	35	26	to	to	PART
cana-2162	35	27	gain	gain	VERB
cana-2162	35	28	valuable	valuable	ADJ
cana-2162	35	29	insights	insight	NOUN
cana-2162	35	30	,	,	PUNCT
cana-2162	35	31	improve	improve	VERB
cana-2162	35	32	customer	customer	NOUN
cana-2162	35	33	experiences	experience	NOUN
cana-2162	35	34	,	,	PUNCT
cana-2162	35	35	and	and	CCONJ
cana-2162	35	36	enhance	enhance	VERB
cana-2162	35	37	risk	risk	NOUN
cana-2162	35	38	management	management	NOUN
cana-2162	35	39	.	.	PUNCT
cana-2162	36	1	banks	bank	NOUN
cana-2162	36	2	can	can	AUX
cana-2162	36	3	make	make	VERB
cana-2162	36	4	more	more	ADV
cana-2162	36	5	informed	informed	ADJ
cana-2162	36	6	decisions	decision	NOUN
cana-2162	36	7	and	and	CCONJ
cana-2162	36	8	stay	stay	VERB
cana-2162	36	9	competitive	competitive	ADJ
cana-2162	36	10	by	by	ADP
cana-2162	36	11	leveraging	leverage	VERB
cana-2162	36	12	the	the	DET
cana-2162	36	13	vast	vast	ADJ
cana-2162	36	14	amounts	amount	NOUN
cana-2162	36	15	of	of	ADP
cana-2162	36	16	data	datum	NOUN
cana-2162	36	17	generated	generate	VERB
cana-2162	36	18	by	by	ADP
cana-2162	36	19	customers	customer	NOUN
cana-2162	36	20	,	,	PUNCT
cana-2162	36	21	transactions	transaction	NOUN
cana-2162	36	22	,	,	PUNCT
cana-2162	36	23	and	and	CCONJ
cana-2162	36	24	market	market	NOUN
cana-2162	36	25	trends	trend	NOUN
cana-2162	36	26	.	.	PUNCT
cana-2162	37	1	b.	b.	PROPN
cana-2162	37	2	finance	finance	NOUN
cana-2162	37	3	sector	sector	NOUN
cana-2162	37	4	:	:	PUNCT
cana-2162	37	5	big	big	ADJ
cana-2162	37	6	data	datum	NOUN
cana-2162	37	7	has	have	AUX
cana-2162	37	8	revolutionized	revolutionize	VERB
cana-2162	37	9	the	the	DET
cana-2162	37	10	finance	finance	NOUN
cana-2162	37	11	sector	sector	NOUN
cana-2162	37	12	,	,	PUNCT
cana-2162	37	13	enabling	enable	VERB
cana-2162	37	14	financial	financial	ADJ
cana-2162	37	15	institutions	institution	NOUN
cana-2162	37	16	to	to	PART
cana-2162	37	17	get	get	VERB
cana-2162	37	18	more	more	ADV
cana-2162	37	19	valuable	valuable	ADJ
cana-2162	37	20	insights	insight	NOUN
cana-2162	37	21	,	,	PUNCT
cana-2162	37	22	efficient	efficient	ADJ
cana-2162	37	23	decision	decision	NOUN
cana-2162	37	24	-	-	PUNCT
cana-2162	37	25	making	making	NOUN
cana-2162	37	26	,	,	PUNCT
cana-2162	37	27	and	and	CCONJ
cana-2162	37	28	enhance	enhance	VERB
cana-2162	37	29	risk	risk	NOUN
cana-2162	37	30	management	management	NOUN
cana-2162	37	31	.	.	PUNCT
cana-2162	38	1	by	by	ADP
cana-2162	38	2	leveraging	leverage	VERB
cana-2162	38	3	the	the	DET
cana-2162	38	4	huge	huge	ADJ
cana-2162	38	5	amounts	amount	NOUN
cana-2162	38	6	of	of	ADP
cana-2162	38	7	data	datum	NOUN
cana-2162	38	8	produced	produce	VERB
cana-2162	38	9	by	by	ADP
cana-2162	38	10	financial	financial	ADJ
cana-2162	38	11	markets	market	NOUN
cana-2162	38	12	,	,	PUNCT
cana-2162	38	13	transactions	transaction	NOUN
cana-2162	38	14	,	,	PUNCT
cana-2162	38	15	and	and	CCONJ
cana-2162	38	16	customer	customer	NOUN
cana-2162	38	17	behavior	behavior	NOUN
cana-2162	38	18	,	,	PUNCT
cana-2162	38	19	banks	bank	NOUN
cana-2162	38	20	,	,	PUNCT
cana-2162	38	21	insurance	insurance	NOUN
cana-2162	38	22	companies	company	NOUN
cana-2162	38	23	,	,	PUNCT
cana-2162	38	24	and	and	CCONJ
cana-2162	38	25	other	other	ADJ
cana-2162	38	26	financial	financial	ADJ
cana-2162	38	27	firms	firm	NOUN
cana-2162	38	28	can	can	AUX
cana-2162	38	29	identify	identify	VERB
cana-2162	38	30	new	new	ADJ
cana-2162	38	31	opportunities	opportunity	NOUN
cana-2162	38	32	,	,	PUNCT
cana-2162	38	33	mitigate	mitigate	VERB
cana-2162	38	34	risks	risk	NOUN
cana-2162	38	35	,	,	PUNCT
cana-2162	38	36	and	and	CCONJ
cana-2162	38	37	improve	improve	VERB
cana-2162	38	38	their	their	PRON
cana-2162	38	39	overall	overall	ADJ
cana-2162	38	40	performance	performance	NOUN
cana-2162	38	41	.	.	PUNCT
cana-2162	39	1	c.	c.	NOUN
cana-2162	39	2	telecom	telecom	PROPN
cana-2162	39	3	sector	sector	NOUN
cana-2162	39	4	:	:	PUNCT
cana-2162	39	5	huge	huge	ADJ
cana-2162	39	6	volumes	volume	NOUN
cana-2162	39	7	of	of	ADP
cana-2162	39	8	data	datum	NOUN
cana-2162	39	9	are	be	AUX
cana-2162	39	10	generated	generate	VERB
cana-2162	39	11	by	by	ADP
cana-2162	39	12	the	the	DET
cana-2162	39	13	telecom	telecom	NOUN
cana-2162	39	14	sector	sector	NOUN
cana-2162	39	15	from	from	ADP
cana-2162	39	16	numerous	numerous	ADJ
cana-2162	39	17	sources	source	NOUN
cana-2162	39	18	.	.	PUNCT
cana-2162	40	1	including	include	VERB
cana-2162	40	2	customer	customer	NOUN
cana-2162	40	3	interactions	interaction	NOUN
cana-2162	40	4	,	,	PUNCT
cana-2162	40	5	network	network	NOUN
cana-2162	40	6	performance	performance	NOUN
cana-2162	40	7	,	,	PUNCT
cana-2162	40	8	and	and	CCONJ
cana-2162	40	9	device	device	NOUN
cana-2162	40	10	usage	usage	NOUN
cana-2162	40	11	.	.	PUNCT
cana-2162	41	1	big	big	ADJ
cana-2162	41	2	data	datum	NOUN
cana-2162	41	3	analytics	analytic	NOUN
cana-2162	41	4	communications	communication	NOUN
cana-2162	41	5	on	on	ADP
cana-2162	41	6	applied	apply	VERB
cana-2162	41	7	nonlinear	nonlinear	ADJ
cana-2162	41	8	analysis	analysis	NOUN
cana-2162	41	9	issn	issn	NOUN
cana-2162	41	10	:	:	PUNCT
cana-2162	41	11	1074	1074	NUM
cana-2162	41	12	-	-	PUNCT
cana-2162	41	13	133x	133x	NUM
cana-2162	41	14	vol	vol	NOUN
cana-2162	41	15	32	32	NUM
cana-2162	41	16	no	no	NOUN
cana-2162	41	17	.	.	PUNCT
cana-2162	42	1	1s	1s	NUM
cana-2162	42	2	(	(	PUNCT
cana-2162	42	3	2025	2025	NUM
cana-2162	42	4	)	)	PUNCT
cana-2162	42	5	234	234	NUM
cana-2162	42	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	42	7	has	have	AUX
cana-2162	42	8	become	become	VERB
cana-2162	42	9	essential	essential	ADJ
cana-2162	42	10	for	for	SCONJ
cana-2162	42	11	telecom	telecom	NOUN
cana-2162	42	12	providers	provider	NOUN
cana-2162	42	13	to	to	PART
cana-2162	42	14	extract	extract	VERB
cana-2162	42	15	valuable	valuable	ADJ
cana-2162	42	16	insights	insight	NOUN
cana-2162	42	17	,	,	PUNCT
cana-2162	42	18	improve	improve	VERB
cana-2162	42	19	customer	customer	NOUN
cana-2162	42	20	experience	experience	NOUN
cana-2162	42	21	,	,	PUNCT
cana-2162	42	22	and	and	CCONJ
cana-2162	42	23	optimize	optimize	VERB
cana-2162	42	24	network	network	NOUN
cana-2162	42	25	performance	performance	NOUN
cana-2162	42	26	.	.	PUNCT
cana-2162	43	1	d.	d.	PROPN
cana-2162	43	2	retail	retail	PROPN
cana-2162	43	3	sector	sector	NOUN
cana-2162	43	4	:	:	PUNCT
cana-2162	43	5	the	the	DET
cana-2162	43	6	explosion	explosion	NOUN
cana-2162	43	7	of	of	ADP
cana-2162	43	8	big	big	ADJ
cana-2162	43	9	data	datum	NOUN
cana-2162	43	10	has	have	AUX
cana-2162	43	11	drastically	drastically	ADV
cana-2162	43	12	altered	alter	VERB
cana-2162	43	13	the	the	DET
cana-2162	43	14	retail	retail	ADJ
cana-2162	43	15	industry	industry	NOUN
cana-2162	43	16	.	.	PUNCT
cana-2162	44	1	retailers	retailer	NOUN
cana-2162	44	2	use	use	VERB
cana-2162	44	3	enormous	enormous	ADJ
cana-2162	44	4	volumes	volume	NOUN
cana-2162	44	5	of	of	ADP
cana-2162	44	6	data	datum	NOUN
cana-2162	44	7	to	to	PART
cana-2162	44	8	obtain	obtain	VERB
cana-2162	44	9	insightful	insightful	ADJ
cana-2162	44	10	knowledge	knowledge	NOUN
cana-2162	44	11	into	into	ADP
cana-2162	44	12	customer	customer	NOUN
cana-2162	44	13	behaviour	behaviour	NOUN
cana-2162	44	14	,	,	PUNCT
cana-2162	44	15	optimize	optimize	NOUN
cana-2162	44	16	operations	operation	NOUN
cana-2162	44	17	,	,	PUNCT
cana-2162	44	18	and	and	CCONJ
cana-2162	44	19	improve	improve	VERB
cana-2162	44	20	overall	overall	ADJ
cana-2162	44	21	business	business	NOUN
cana-2162	44	22	performance	performance	NOUN
cana-2162	44	23	.	.	PUNCT
cana-2162	45	1	e.	e.	PROPN
cana-2162	45	2	health	health	PROPN
cana-2162	45	3	care	care	PROPN
cana-2162	45	4	:	:	PUNCT
cana-2162	45	5	massive	massive	ADJ
cana-2162	45	6	volumes	volume	NOUN
cana-2162	45	7	of	of	ADP
cana-2162	45	8	data	datum	NOUN
cana-2162	45	9	are	be	AUX
cana-2162	45	10	produced	produce	VERB
cana-2162	45	11	by	by	ADP
cana-2162	45	12	the	the	DET
cana-2162	45	13	healthcare	healthcare	NOUN
cana-2162	45	14	sector	sector	NOUN
cana-2162	45	15	,	,	PUNCT
cana-2162	45	16	including	include	VERB
cana-2162	45	17	genetic	genetic	ADJ
cana-2162	45	18	information	information	NOUN
cana-2162	45	19	,	,	PUNCT
cana-2162	45	20	electronic	electronic	ADJ
cana-2162	45	21	health	health	NOUN
cana-2162	45	22	records	record	NOUN
cana-2162	45	23	,	,	PUNCT
cana-2162	45	24	medical	medical	ADJ
cana-2162	45	25	imaging	imaging	NOUN
cana-2162	45	26	,	,	PUNCT
cana-2162	45	27	and	and	CCONJ
cana-2162	45	28	patient	patient	ADJ
cana-2162	45	29	contacts	contact	NOUN
cana-2162	45	30	.	.	PUNCT
cana-2162	46	1	big	big	ADJ
cana-2162	46	2	data	datum	NOUN
cana-2162	46	3	analytics	analytic	NOUN
cana-2162	46	4	offers	offer	VERB
cana-2162	46	5	important	important	ADJ
cana-2162	46	6	insights	insight	NOUN
cana-2162	46	7	into	into	ADP
cana-2162	46	8	patient	patient	ADJ
cana-2162	46	9	care	care	NOUN
cana-2162	46	10	,	,	PUNCT
cana-2162	46	11	illness	illness	NOUN
cana-2162	46	12	prevention	prevention	NOUN
cana-2162	46	13	,	,	PUNCT
cana-2162	46	14	and	and	CCONJ
cana-2162	46	15	treatment	treatment	NOUN
cana-2162	46	16	efficacy	efficacy	NOUN
cana-2162	46	17	that	that	PRON
cana-2162	46	18	have	have	VERB
cana-2162	46	19	the	the	DET
cana-2162	46	20	potential	potential	NOUN
cana-2162	46	21	to	to	PART
cana-2162	46	22	completely	completely	ADV
cana-2162	46	23	transform	transform	VERB
cana-2162	46	24	the	the	DET
cana-2162	46	25	healthcare	healthcare	NOUN
cana-2162	46	26	industry	industry	NOUN
cana-2162	46	27	.	.	PUNCT
cana-2162	47	1	big	big	ADJ
cana-2162	47	2	datadomain	datadomain	NOUN
cana-2162	47	3	fig2	fig2	NOUN
cana-2162	47	4	:	:	PUNCT
cana-2162	47	5	applications	application	NOUN
cana-2162	47	6	of	of	ADP
cana-2162	47	7	big	big	ADJ
cana-2162	47	8	data	data	PROPN
cana-2162	47	9	ii	ii	PROPN
cana-2162	47	10	.	.	PUNCT
cana-2162	48	1	main	main	ADJ
cana-2162	48	2	concepts	concept	NOUN
cana-2162	48	3	2.1	2.1	NUM
cana-2162	48	4	optimization	optimization	NOUN
cana-2162	48	5	techniques	technique	NOUN
cana-2162	48	6	for	for	ADP
cana-2162	48	7	reliable	reliable	ADJ
cana-2162	48	8	big	big	ADJ
cana-2162	48	9	data	datum	NOUN
cana-2162	48	10	analytics	analytic	NOUN
cana-2162	48	11	optimization	optimization	NOUN
cana-2162	48	12	techniques	technique	NOUN
cana-2162	48	13	can	can	AUX
cana-2162	48	14	be	be	AUX
cana-2162	48	15	applied	apply	VERB
cana-2162	48	16	at	at	ADP
cana-2162	48	17	various	various	ADJ
cana-2162	48	18	stages	stage	NOUN
cana-2162	48	19	of	of	ADP
cana-2162	48	20	the	the	DET
cana-2162	48	21	big	big	ADJ
cana-2162	48	22	data	datum	NOUN
cana-2162	48	23	analytics	analytic	NOUN
cana-2162	48	24	pipeline	pipeline	NOUN
cana-2162	48	25	to	to	PART
cana-2162	48	26	enhance	enhance	VERB
cana-2162	48	27	reliability	reliability	NOUN
cana-2162	48	28	and	and	CCONJ
cana-2162	48	29	resilience	resilience	NOUN
cana-2162	48	30	.	.	PUNCT
cana-2162	49	1	these	these	DET
cana-2162	49	2	techniques	technique	NOUN
cana-2162	49	3	include	include	VERB
cana-2162	49	4	:	:	PUNCT
cana-2162	49	5	resource	resource	NOUN
cana-2162	49	6	optimization	optimization	NOUN
cana-2162	49	7	techniques	technique	NOUN
cana-2162	49	8	data	data	PROPN
cana-2162	49	9	partitioning	partition	VERB
cana-2162	49	10	data	data	PROPN
cana-2162	49	11	compressor	compressor	NOUN
cana-2162	49	12	load	load	NOUN
cana-2162	49	13	balancing	balance	VERB
cana-2162	49	14	resource	resource	NOUN
cana-2162	49	15	optimization	optimization	NOUN
cana-2162	49	16	techniques	technique	NOUN
cana-2162	49	17	focus	focus	VERB
cana-2162	49	18	on	on	ADP
cana-2162	49	19	efficient	efficient	ADJ
cana-2162	49	20	utilization	utilization	NOUN
cana-2162	49	21	of	of	ADP
cana-2162	49	22	computational	computational	ADJ
cana-2162	49	23	resources	resource	NOUN
cana-2162	49	24	,	,	PUNCT
cana-2162	49	25	such	such	ADJ
cana-2162	49	26	as	as	ADP
cana-2162	49	27	cpu	cpu	NOUN
cana-2162	49	28	,	,	PUNCT
cana-2162	49	29	memory	memory	NOUN
cana-2162	49	30	,	,	PUNCT
cana-2162	49	31	and	and	CCONJ
cana-2162	49	32	storage	storage	NOUN
cana-2162	49	33	,	,	PUNCT
cana-2162	49	34	to	to	PART
cana-2162	49	35	improve	improve	VERB
cana-2162	49	36	the	the	DET
cana-2162	49	37	performance	performance	NOUN
cana-2162	49	38	and	and	CCONJ
cana-2162	49	39	reliability	reliability	NOUN
cana-2162	49	40	of	of	ADP
cana-2162	49	41	big	big	ADJ
cana-2162	49	42	data	datum	NOUN
cana-2162	49	43	analytics	analytic	NOUN
cana-2162	49	44	pipelines	pipeline	NOUN
cana-2162	49	45	partitioning	partition	VERB
cana-2162	49	46	large	large	ADJ
cana-2162	49	47	datasets	dataset	NOUN
cana-2162	49	48	into	into	ADP
cana-2162	49	49	smaller	small	ADJ
cana-2162	49	50	,	,	PUNCT
cana-2162	49	51	manageable	manageable	ADJ
cana-2162	49	52	chunks	chunk	NOUN
cana-2162	49	53	improves	improve	VERB
cana-2162	49	54	data	datum	NOUN
cana-2162	49	55	processing	processing	NOUN
cana-2162	49	56	efficiency	efficiency	NOUN
cana-2162	49	57	,	,	PUNCT
cana-2162	49	58	reducing	reduce	VERB
cana-2162	49	59	memory	memory	NOUN
cana-2162	49	60	requirements	requirement	NOUN
cana-2162	49	61	and	and	CCONJ
cana-2162	49	62	facilitating	facilitate	VERB
cana-2162	49	63	parallel	parallel	ADJ
cana-2162	49	64	processing	processing	NOUN
cana-2162	49	65	compressing	compress	VERB
cana-2162	49	66	data	datum	NOUN
cana-2162	49	67	reduces	reduce	VERB
cana-2162	49	68	storage	storage	NOUN
cana-2162	49	69	requirements	requirement	NOUN
cana-2162	49	70	and	and	CCONJ
cana-2162	49	71	network	network	NOUN
cana-2162	49	72	bandwidth	bandwidth	ADJ
cana-2162	49	73	consumption	consumption	NOUN
cana-2162	49	74	,	,	PUNCT
cana-2162	49	75	improving	improve	VERB
cana-2162	49	76	data	datum	NOUN
cana-2162	49	77	transfer	transfer	NOUN
cana-2162	49	78	speeds	speed	NOUN
cana-2162	49	79	and	and	CCONJ
cana-2162	49	80	reducing	reduce	VERB
cana-2162	49	81	latency	latency	NOUN
cana-2162	49	82	distributing	distribute	VERB
cana-2162	49	83	workloads	workload	NOUN
cana-2162	49	84	across	across	ADP
cana-2162	49	85	multiple	multiple	ADJ
cana-2162	49	86	nodes	node	NOUN
cana-2162	49	87	or	or	CCONJ
cana-2162	49	88	machines	machine	NOUN
cana-2162	49	89	ensures	ensure	VERB
cana-2162	49	90	even	even	ADV
cana-2162	49	91	utilization	utilization	NOUN
cana-2162	49	92	of	of	ADP
cana-2162	49	93	resources	resource	NOUN
cana-2162	49	94	,	,	PUNCT
cana-2162	49	95	preventing	prevent	VERB
cana-2162	49	96	overloading	overloading	NOUN
cana-2162	49	97	and	and	CCONJ
cana-2162	49	98	maintaining	maintain	VERB
cana-2162	49	99	system	system	NOUN
cana-2162	49	100	stability	stability	NOUN
cana-2162	49	101	fault	fault	NOUN
cana-2162	49	102	detection	detection	NOUN
cana-2162	49	103	and	and	CCONJ
cana-2162	49	104	tolerance	tolerance	NOUN
cana-2162	49	105	implementing	implement	VERB
cana-2162	49	106	fault	fault	NOUN
cana-2162	49	107	detection	detection	NOUN
cana-2162	49	108	mechanisms	mechanism	NOUN
cana-2162	49	109	and	and	CCONJ
cana-2162	49	110	employing	employ	VERB
cana-2162	49	111	fault	fault	NOUN
cana-2162	49	112	tolerance	tolerance	NOUN
cana-2162	49	113	techniques	technique	NOUN
cana-2162	49	114	,	,	PUNCT
cana-2162	49	115	such	such	ADJ
cana-2162	49	116	as	as	ADP
cana-2162	49	117	replication	replication	NOUN
cana-2162	49	118	and	and	CCONJ
cana-2162	49	119	data	data	NOUN
cana-2162	49	120	redundancy	redundancy	NOUN
cana-2162	49	121	,	,	PUNCT
cana-2162	49	122	enables	enable	VERB
cana-2162	49	123	the	the	DET
cana-2162	49	124	system	system	NOUN
cana-2162	49	125	to	to	PART
cana-2162	49	126	detect	detect	VERB
cana-2162	49	127	and	and	CCONJ
cana-2162	49	128	recover	recover	VERB
cana-2162	49	129	from	from	ADP
cana-2162	49	130	failures	failure	NOUN
cana-2162	49	131	without	without	ADP
cana-2162	49	132	disrupting	disrupt	VERB
cana-2162	49	133	operations	operation	NOUN
cana-2162	49	134	fig3	fig3	NOUN
cana-2162	49	135	:	:	PUNCT
cana-2162	49	136	optimization	optimization	NOUN
cana-2162	49	137	techniques	technique	NOUN
cana-2162	49	138	for	for	ADP
cana-2162	49	139	big	big	ADJ
cana-2162	49	140	data	datum	NOUN
cana-2162	49	141	analytics	analytic	NOUN
cana-2162	49	142	communications	communication	NOUN
cana-2162	49	143	on	on	ADP
cana-2162	49	144	applied	apply	VERB
cana-2162	49	145	nonlinear	nonlinear	ADJ
cana-2162	49	146	analysis	analysis	NOUN
cana-2162	49	147	issn	issn	NOUN
cana-2162	49	148	:	:	PUNCT
cana-2162	49	149	1074	1074	NUM
cana-2162	49	150	-	-	PUNCT
cana-2162	49	151	133x	133x	NUM
cana-2162	49	152	vol	vol	NOUN
cana-2162	49	153	32	32	NUM
cana-2162	49	154	no	no	NOUN
cana-2162	49	155	.	.	PUNCT
cana-2162	50	1	1s	1s	NUM
cana-2162	50	2	(	(	PUNCT
cana-2162	50	3	2025	2025	NUM
cana-2162	50	4	)	)	PUNCT
cana-2162	50	5	235	235	NUM
cana-2162	50	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-2162	50	7	2.2	2.2	NUM
cana-2162	50	8	applications	application	NOUN
cana-2162	50	9	of	of	ADP
cana-2162	50	10	optimization	optimization	NOUN
cana-2162	50	11	techniques	technique	NOUN
cana-2162	50	12	optimization	optimization	NOUN
cana-2162	50	13	techniques	technique	NOUN
cana-2162	50	14	have	have	AUX
cana-2162	50	15	been	be	AUX
cana-2162	50	16	successfully	successfully	ADV
cana-2162	50	17	applied	apply	VERB
cana-2162	50	18	in	in	ADP
cana-2162	50	19	various	various	ADJ
cana-2162	50	20	big	big	ADJ
cana-2162	50	21	data	datum	NOUN
cana-2162	50	22	analytics	analytic	NOUN
cana-2162	50	23	domains	domain	NOUN
cana-2162	50	24	,	,	PUNCT
cana-2162	50	25	including	include	VERB
cana-2162	50	26	:	:	PUNCT
cana-2162	50	27	real	real	ADJ
cana-2162	50	28	-	-	PUNCT
cana-2162	50	29	time	time	NOUN
cana-2162	50	30	analytics	analytic	NOUN
cana-2162	50	31	fraud	fraud	NOUN
cana-2162	50	32	detection	detection	NOUN
cana-2162	50	33	recommendation	recommendation	NOUN
cana-2162	50	34	systems	system	NOUN
cana-2162	50	35	predictive	predictive	ADJ
cana-2162	50	36	analytics	analytic	NOUN
cana-2162	50	37	optimizing	optimize	VERB
cana-2162	50	38	real	real	ADJ
cana-2162	50	39	-	-	PUNCT
cana-2162	50	40	time	time	NOUN
cana-2162	50	41	data	datum	NOUN
cana-2162	50	42	processing	processing	NOUN
cana-2162	50	43	pipelines	pipeline	NOUN
cana-2162	50	44	ensures	ensure	VERB
cana-2162	50	45	timely	timely	ADJ
cana-2162	50	46	delivery	delivery	NOUN
cana-2162	50	47	of	of	ADP
cana-2162	50	48	insights	insight	NOUN
cana-2162	50	49	for	for	ADP
cana-2162	50	50	critical	critical	ADJ
cana-2162	50	51	decision	decision	NOUN
cana-2162	50	52	-	-	PUNCT
cana-2162	50	53	making	making	NOUN
cana-2162	50	54	.	.	PUNCT
cana-2162	51	1	optimizing	optimize	VERB
cana-2162	51	2	fraud	fraud	NOUN
cana-2162	51	3	detection	detection	NOUN
cana-2162	51	4	algorithms	algorithm	NOUN
cana-2162	51	5	enhances	enhance	VERB
cana-2162	51	6	their	their	PRON
cana-2162	51	7	accuracy	accuracy	NOUN
cana-2162	51	8	and	and	CCONJ
cana-2162	51	9	efficiency	efficiency	NOUN
cana-2162	51	10	in	in	ADP
cana-2162	51	11	identifying	identify	VERB
cana-2162	51	12	fraudulent	fraudulent	ADJ
cana-2162	51	13	activities	activity	NOUN
cana-2162	51	14	.	.	PUNCT
cana-2162	52	1	optimizing	optimize	VERB
cana-2162	52	2	recommendation	recommendation	NOUN
cana-2162	52	3	algorithms	algorithm	NOUN
cana-2162	52	4	improves	improve	VERB
cana-2162	52	5	the	the	DET
cana-2162	52	6	quality	quality	NOUN
cana-2162	52	7	of	of	ADP
cana-2162	52	8	personalized	personalized	ADJ
cana-2162	52	9	recommendations	recommendation	NOUN
cana-2162	52	10	,	,	PUNCT
cana-2162	52	11	enhancing	enhance	VERB
cana-2162	52	12	user	user	NOUN
cana-2162	52	13	experience	experience	NOUN
cana-2162	52	14	.	.	PUNCT
cana-2162	53	1	optimizing	optimize	VERB
cana-2162	53	2	predictive	predictive	ADJ
cana-2162	53	3	models	model	NOUN
cana-2162	53	4	enhances	enhance	VERB
cana-2162	53	5	their	their	PRON
cana-2162	53	6	accuracy	accuracy	NOUN
cana-2162	53	7	and	and	CCONJ
cana-2162	53	8	reliability	reliability	NOUN
cana-2162	53	9	in	in	ADP
cana-2162	53	10	forecasting	forecast	VERB
cana-2162	53	11	future	future	ADJ
cana-2162	53	12	trends	trend	NOUN
cana-2162	53	13	and	and	CCONJ
cana-2162	53	14	events	event	NOUN
cana-2162	53	15	.	.	PUNCT
cana-2162	54	1	risk	risk	NOUN
cana-2162	54	2	management	management	NOUN
cana-2162	54	3	optimizing	optimize	VERB
cana-2162	54	4	risk	risk	NOUN
cana-2162	54	5	assessment	assessment	NOUN
cana-2162	54	6	models	model	NOUN
cana-2162	54	7	improve	improve	VERB
cana-2162	54	8	their	their	PRON
cana-2162	54	9	accuracy	accuracy	NOUN
cana-2162	54	10	in	in	ADP
cana-2162	54	11	identifying	identify	VERB
cana-2162	54	12	and	and	CCONJ
cana-2162	54	13	quantifying	quantify	VERB
cana-2162	54	14	potential	potential	ADJ
cana-2162	54	15	risks	risk	NOUN
cana-2162	54	16	.	.	PUNCT
cana-2162	55	1	fig4	fig4	NOUN
cana-2162	55	2	:	:	PUNCT
cana-2162	55	3	applications	application	NOUN
cana-2162	55	4	of	of	ADP
cana-2162	55	5	optimization	optimization	NOUN
cana-2162	55	6	techniques	technique	NOUN
cana-2162	55	7	for	for	ADP
cana-2162	55	8	big	big	ADJ
cana-2162	55	9	data	datum	NOUN
cana-2162	55	10	analytics	analytic	NOUN
cana-2162	55	11	2.3	2.3	NUM
cana-2162	55	12	classifications	classification	NOUN
cana-2162	55	13	of	of	ADP
cana-2162	55	14	optimization	optimization	NOUN
cana-2162	55	15	techniques	technique	NOUN
cana-2162	55	16	:	:	PUNCT
cana-2162	55	17	a.	a.	NOUN
cana-2162	55	18	resource	resource	NOUN
cana-2162	55	19	optimization	optimization	NOUN
cana-2162	55	20	techniques	technique	NOUN
cana-2162	55	21	:	:	PUNCT
cana-2162	55	22	these	these	PRON
cana-2162	55	23	focus	focus	VERB
cana-2162	55	24	on	on	ADP
cana-2162	55	25	the	the	DET
cana-2162	55	26	effective	effective	ADJ
cana-2162	55	27	usage	usage	NOUN
cana-2162	55	28	of	of	ADP
cana-2162	55	29	computer	computer	NOUN
cana-2162	55	30	resources	resource	NOUN
cana-2162	55	31	,	,	PUNCT
cana-2162	55	32	including	include	VERB
cana-2162	55	33	memory	memory	NOUN
cana-2162	55	34	,	,	PUNCT
cana-2162	55	35	storage	storage	NOUN
cana-2162	55	36	,	,	PUNCT
cana-2162	55	37	and	and	CCONJ
cana-2162	55	38	cpu	cpu	PROPN
cana-2162	55	39	,	,	PUNCT
cana-2162	55	40	to	to	PART
cana-2162	55	41	raise	raise	VERB
cana-2162	55	42	the	the	DET
cana-2162	55	43	dependability	dependability	NOUN
cana-2162	55	44	and	and	CCONJ
cana-2162	55	45	efficiency	efficiency	NOUN
cana-2162	55	46	of	of	ADP
cana-2162	55	47	big	big	ADJ
cana-2162	55	48	data	datum	NOUN
cana-2162	55	49	analytics	analytic	NOUN
cana-2162	55	50	pipelines	pipeline	NOUN
cana-2162	55	51	.	.	PUNCT
cana-2162	56	1	the	the	DET
cana-2162	56	2	below	below	NOUN
cana-2162	56	3	are	be	AUX
cana-2162	56	4	the	the	DET
cana-2162	56	5	techniques	technique	NOUN
cana-2162	56	6	:	:	PUNCT
cana-2162	56	7	resource	resource	NOUN
cana-2162	56	8	optimization	optimization	NOUN
cana-2162	56	9	techniques	technique	NOUN
cana-2162	56	10	optimizing	optimize	VERB
cana-2162	56	11	cpu	cpu	NOUN
cana-2162	56	12	scheduling	scheduling	NOUN
cana-2162	56	13	and	and	CCONJ
cana-2162	56	14	allocation	allocation	NOUN
cana-2162	56	15	to	to	PART
cana-2162	56	16	ensure	ensure	VERB
cana-2162	56	17	efficient	efficient	ADJ
cana-2162	56	18	task	task	NOUN
cana-2162	56	19	distribution	distribution	NOUN
cana-2162	56	20	and	and	CCONJ
cana-2162	56	21	prevent	prevent	VERB
cana-2162	56	22	overloading	overloading	NOUN
cana-2162	56	23	.	.	PUNCT
cana-2162	57	1	cpu	cpu	NOUN
cana-2162	57	2	optimization	optimization	NOUN
cana-2162	57	3	memory	memory	NOUN
cana-2162	57	4	optimization	optimization	NOUN
cana-2162	57	5	storage	storage	NOUN
cana-2162	57	6	optimization	optimization	NOUN
cana-2162	57	7	employing	employ	VERB
cana-2162	57	8	memory	memory	NOUN
cana-2162	57	9	management	management	NOUN
cana-2162	57	10	techniques	technique	NOUN
cana-2162	57	11	,	,	PUNCT
cana-2162	57	12	such	such	ADJ
cana-2162	57	13	as	as	ADP
cana-2162	57	14	caching	cache	VERB
cana-2162	57	15	and	and	CCONJ
cana-2162	57	16	garbage	garbage	NOUN
cana-2162	57	17	collection	collection	NOUN
cana-2162	57	18	,	,	PUNCT
cana-2162	58	1	to	to	PART
cana-2162	58	2	minimize	minimize	VERB
cana-2162	58	3	memory	memory	NOUN
cana-2162	58	4	usage	usage	NOUN
cana-2162	58	5	and	and	CCONJ
cana-2162	58	6	reduce	reduce	VERB
cana-2162	58	7	memory	memory	NOUN
cana-2162	58	8	-	-	PUNCT
cana-2162	58	9	related	relate	VERB
cana-2162	58	10	bottlenecks	bottleneck	NOUN
cana-2162	58	11	.	.	PUNCT
cana-2162	59	1	optimizing	optimize	VERB
cana-2162	59	2	data	datum	NOUN
cana-2162	59	3	storage	storage	NOUN
cana-2162	59	4	strategies	strategy	NOUN
cana-2162	59	5	,	,	PUNCT
cana-2162	59	6	such	such	ADJ
cana-2162	59	7	as	as	ADP
cana-2162	59	8	tiered	tiere	VERB
cana-2162	59	9	storage	storage	NOUN
cana-2162	59	10	and	and	CCONJ
cana-2162	59	11	data	datum	NOUN
cana-2162	59	12	compression	compression	NOUN
cana-2162	59	13	,	,	PUNCT
cana-2162	59	14	to	to	PART
cana-2162	59	15	reduce	reduce	VERB
cana-2162	59	16	storage	storage	NOUN
cana-2162	59	17	costs	cost	NOUN
cana-2162	59	18	and	and	CCONJ
cana-2162	59	19	improve	improve	VERB
cana-2162	59	20	data	data	NOUN
cana-2162	59	21	access	access	NOUN
cana-2162	59	22	times	time	NOUN
cana-2162	59	23	fig5	fig5	PROPN
cana-2162	59	24	:	:	PUNCT
cana-2162	59	25	various	various	ADJ
cana-2162	59	26	optimization	optimization	NOUN
cana-2162	59	27	process	process	NOUN
cana-2162	59	28	b.	b.	PROPN
cana-2162	59	29	data	data	PROPN
cana-2162	59	30	partitioning	partitioning	PROPN
cana-2162	59	31	techniques	technique	NOUN
cana-2162	59	32	:	:	PUNCT
cana-2162	59	33	data	datum	NOUN
cana-2162	59	34	partitioning	partition	VERB
cana-2162	59	35	techniques	technique	NOUN
cana-2162	59	36	divide	divide	VERB
cana-2162	59	37	large	large	ADJ
cana-2162	59	38	datasets	dataset	NOUN
cana-2162	59	39	into	into	ADP
cana-2162	59	40	smaller	small	ADJ
cana-2162	59	41	,	,	PUNCT
cana-2162	59	42	manageable	manageable	ADJ
cana-2162	59	43	chunks	chunk	NOUN
cana-2162	59	44	to	to	PART
cana-2162	59	45	reduce	reduce	VERB
cana-2162	59	46	processing	processing	NOUN
cana-2162	59	47	overhead	overhead	NOUN
cana-2162	59	48	,	,	PUNCT
cana-2162	59	49	facilitate	facilitate	VERB
cana-2162	59	50	parallel	parallel	ADJ
cana-2162	59	51	processing	processing	NOUN
cana-2162	59	52	,	,	PUNCT
cana-2162	59	53	and	and	CCONJ
cana-2162	59	54	enhance	enhance	VERB
cana-2162	59	55	data	datum	NOUN
cana-2162	59	56	management	management	NOUN
cana-2162	59	57	.	.	PUNCT
cana-2162	60	1	these	these	DET
cana-2162	60	2	techniques	technique	NOUN
cana-2162	60	3	include	include	VERB
cana-2162	60	4	data	datum	NOUN
cana-2162	60	5	partitioning	partition	VERB
cana-2162	60	6	techniques	technique	NOUN
cana-2162	60	7	splitting	split	VERB
cana-2162	60	8	data	datum	NOUN
cana-2162	60	9	horizontally	horizontally	ADV
cana-2162	60	10	by	by	ADP
cana-2162	60	11	rows	row	NOUN
cana-2162	60	12	,	,	PUNCT
cana-2162	60	13	typically	typically	ADV
cana-2162	60	14	based	base	VERB
cana-2162	60	15	on	on	ADP
cana-2162	60	16	a	a	DET
cana-2162	60	17	key	key	ADJ
cana-2162	60	18	attribute	attribute	NOUN
cana-2162	60	19	,	,	PUNCT
cana-2162	60	20	to	to	PART
cana-2162	60	21	distribute	distribute	VERB
cana-2162	60	22	data	datum	NOUN
cana-2162	60	23	across	across	ADP
cana-2162	60	24	multiple	multiple	ADJ
cana-2162	60	25	nodes	node	NOUN
cana-2162	60	26	or	or	CCONJ
cana-2162	60	27	machines	machine	NOUN
cana-2162	60	28	.	.	PUNCT
cana-2162	61	1	horizontal	horizontal	ADJ
cana-2162	61	2	partitioning	partitioning	PROPN
cana-2162	61	3	vertical	vertical	ADJ
cana-2162	61	4	partitioning	partition	VERB
cana-2162	61	5	hybrid	hybrid	ADJ
cana-2162	61	6	partitioning	partitioning	NOUN
cana-2162	61	7	splitting	splitting	NOUN
cana-2162	61	8	data	datum	NOUN
cana-2162	61	9	vertically	vertically	ADV
cana-2162	61	10	by	by	ADP
cana-2162	61	11	columns	column	NOUN
cana-2162	61	12	,	,	PUNCT
cana-2162	61	13	separating	separate	VERB
cana-2162	61	14	attributes	attribute	NOUN
cana-2162	61	15	into	into	ADP
cana-2162	61	16	different	different	ADJ
cana-2162	61	17	partitions	partition	NOUN
cana-2162	61	18	,	,	PUNCT
cana-2162	61	19	to	to	PART
cana-2162	61	20	reduce	reduce	VERB
cana-2162	61	21	data	datum	NOUN
cana-2162	61	22	movement	movement	NOUN
cana-2162	61	23	and	and	CCONJ
cana-2162	61	24	optimize	optimize	VERB
cana-2162	61	25	data	datum	NOUN
cana-2162	61	26	access	access	NOUN
cana-2162	61	27	.	.	PUNCT
cana-2162	62	1	combining	combine	VERB
cana-2162	62	2	horizontal	horizontal	ADJ
cana-2162	62	3	and	and	CCONJ
cana-2162	62	4	vertical	vertical	ADJ
cana-2162	62	5	partitioning	partitioning	NOUN
cana-2162	62	6	techniques	technique	NOUN
cana-2162	62	7	to	to	PART
cana-2162	62	8	achieve	achieve	VERB
cana-2162	62	9	a	a	DET
cana-2162	62	10	balance	balance	NOUN
cana-2162	62	11	between	between	ADP
cana-2162	62	12	data	datum	NOUN
cana-2162	62	13	distribution	distribution	NOUN
cana-2162	62	14	and	and	CCONJ
cana-2162	62	15	access	access	NOUN
cana-2162	62	16	efficiency	efficiency	NOUN
cana-2162	62	17	fig6	fig6	VERB
cana-2162	62	18	:	:	PUNCT
cana-2162	62	19	partitioning	partition	VERB
cana-2162	62	20	techniques	technique	NOUN
cana-2162	62	21	communications	communication	NOUN
cana-2162	62	22	on	on	ADP
cana-2162	62	23	applied	apply	VERB
cana-2162	62	24	nonlinear	nonlinear	ADJ
cana-2162	62	25	analysis	analysis	NOUN
cana-2162	62	26	issn	issn	NOUN
cana-2162	62	27	:	:	PUNCT
cana-2162	62	28	1074	1074	NUM
cana-2162	62	29	-	-	PUNCT
cana-2162	62	30	133x	133x	NUM
cana-2162	62	31	vol	vol	NOUN
cana-2162	62	32	32	32	NUM
cana-2162	63	1	no	no	NOUN
cana-2162	63	2	.	.	PUNCT
cana-2162	64	1	1s	1s	NUM
cana-2162	64	2	(	(	PUNCT
cana-2162	64	3	2025	2025	NUM
cana-2162	64	4	)	)	PUNCT
cana-2162	64	5	236	236	NUM
cana-2162	64	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	64	7	c.	c.	NOUN
cana-2162	64	8	data	data	PROPN
cana-2162	64	9	compression	compression	NOUN
cana-2162	64	10	techniques	technique	NOUN
cana-2162	64	11	:	:	PUNCT
cana-2162	64	12	these	these	DET
cana-2162	64	13	techniques	technique	NOUN
cana-2162	64	14	minimise	minimise	VERB
cana-2162	64	15	the	the	DET
cana-2162	64	16	volume	volume	NOUN
cana-2162	64	17	of	of	ADP
cana-2162	64	18	data	datum	NOUN
cana-2162	64	19	representations	representation	NOUN
cana-2162	64	20	to	to	PART
cana-2162	64	21	minimize	minimize	VERB
cana-2162	64	22	storage	storage	NOUN
cana-2162	64	23	requirements	requirement	NOUN
cana-2162	64	24	,	,	PUNCT
cana-2162	64	25	network	network	NOUN
cana-2162	64	26	bandwidth	bandwidth	ADJ
cana-2162	64	27	consumption	consumption	NOUN
cana-2162	64	28	,	,	PUNCT
cana-2162	64	29	and	and	CCONJ
cana-2162	64	30	data	datum	NOUN
cana-2162	64	31	transfer	transfer	NOUN
cana-2162	64	32	times	time	NOUN
cana-2162	64	33	.	.	PUNCT
cana-2162	65	1	these	these	DET
cana-2162	65	2	techniques	technique	NOUN
cana-2162	65	3	include	include	VERB
cana-2162	65	4	:	:	PUNCT
cana-2162	65	5	data	datum	NOUN
cana-2162	65	6	compression	compression	NOUN
cana-2162	65	7	techniques	technique	NOUN
cana-2162	65	8	employing	employ	VERB
cana-2162	65	9	algorithms	algorithm	NOUN
cana-2162	65	10	that	that	PRON
cana-2162	65	11	preserve	preserve	VERB
cana-2162	65	12	the	the	DET
cana-2162	65	13	original	original	ADJ
cana-2162	65	14	data	datum	NOUN
cana-2162	65	15	integrity	integrity	NOUN
cana-2162	65	16	,	,	PUNCT
cana-2162	65	17	such	such	ADJ
cana-2162	65	18	as	as	ADP
cana-2162	65	19	lz77	lz77	PROPN
cana-2162	65	20	and	and	CCONJ
cana-2162	65	21	huffman	huffman	PROPN
cana-2162	65	22	coding	coding	PROPN
cana-2162	65	23	.	.	PUNCT
cana-2162	66	1	lossless	lossless	NOUN
cana-2162	66	2	compression	compression	NOUN
cana-2162	66	3	lossy	lossy	ADJ
cana-2162	66	4	compression	compression	NOUN
cana-2162	66	5	hybrid	hybrid	ADJ
cana-2162	66	6	compression	compression	NOUN
cana-2162	66	7	utilizing	utilize	VERB
cana-2162	66	8	algorithms	algorithm	NOUN
cana-2162	66	9	that	that	PRON
cana-2162	66	10	trade	trade	VERB
cana-2162	66	11	off	off	ADP
cana-2162	66	12	some	some	DET
cana-2162	66	13	data	data	NOUN
cana-2162	66	14	accuracy	accuracy	NOUN
cana-2162	66	15	for	for	ADP
cana-2162	66	16	higher	high	ADJ
cana-2162	66	17	compression	compression	NOUN
cana-2162	66	18	ratios	ratio	NOUN
cana-2162	66	19	,	,	PUNCT
cana-2162	66	20	such	such	ADJ
cana-2162	66	21	as	as	ADP
cana-2162	66	22	jpeg	jpeg	NOUN
cana-2162	66	23	and	and	CCONJ
cana-2162	66	24	mp3	mp3	NOUN
cana-2162	66	25	.	.	PUNCT
cana-2162	67	1	combining	combine	VERB
cana-2162	67	2	lossless	lossless	NOUN
cana-2162	67	3	and	and	CCONJ
cana-2162	67	4	lossy	lossy	ADJ
cana-2162	67	5	compression	compression	NOUN
cana-2162	67	6	techniques	technique	NOUN
cana-2162	67	7	for	for	ADP
cana-2162	67	8	different	different	ADJ
cana-2162	67	9	data	datum	NOUN
cana-2162	67	10	types	type	NOUN
cana-2162	67	11	or	or	CCONJ
cana-2162	67	12	quality	quality	NOUN
cana-2162	67	13	requirements	requirement	NOUN
cana-2162	67	14	.	.	PUNCT
cana-2162	68	1	fig7	fig7	NOUN
cana-2162	68	2	:	:	PUNCT
cana-2162	68	3	compression	compression	NOUN
cana-2162	68	4	techniques	technique	NOUN
cana-2162	68	5	d.	d.	PROPN
cana-2162	68	6	load	load	NOUN
cana-2162	68	7	balancing	balance	VERB
cana-2162	68	8	techniques	technique	NOUN
cana-2162	68	9	:	:	PUNCT
cana-2162	68	10	load	load	NOUN
cana-2162	68	11	balancing	balance	VERB
cana-2162	68	12	techniques	technique	NOUN
cana-2162	68	13	distribute	distribute	VERB
cana-2162	68	14	workloads	workload	NOUN
cana-2162	68	15	across	across	ADP
cana-2162	68	16	multiple	multiple	ADJ
cana-2162	68	17	nodes	node	NOUN
cana-2162	68	18	or	or	CCONJ
cana-2162	68	19	machines	machine	NOUN
cana-2162	68	20	to	to	PART
cana-2162	68	21	prevent	prevent	VERB
cana-2162	68	22	overloading	overload	VERB
cana-2162	68	23	,	,	PUNCT
cana-2162	68	24	ensure	ensure	VERB
cana-2162	68	25	even	even	ADV
cana-2162	68	26	resource	resource	NOUN
cana-2162	68	27	utilization	utilization	NOUN
cana-2162	68	28	,	,	PUNCT
cana-2162	68	29	and	and	CCONJ
cana-2162	68	30	maintain	maintain	VERB
cana-2162	68	31	system	system	NOUN
cana-2162	68	32	stability	stability	NOUN
cana-2162	68	33	.	.	PUNCT
cana-2162	69	1	these	these	DET
cana-2162	69	2	techniques	technique	NOUN
cana-2162	69	3	include	include	VERB
cana-2162	69	4	:	:	PUNCT
cana-2162	69	5	load	load	NOUN
cana-2162	69	6	balancing	balance	VERB
cana-2162	69	7	techniques	technique	NOUN
cana-2162	69	8	assigning	assign	VERB
cana-2162	69	9	tasks	task	NOUN
cana-2162	69	10	to	to	ADP
cana-2162	69	11	nodes	node	NOUN
cana-2162	69	12	based	base	VERB
cana-2162	69	13	on	on	ADP
cana-2162	69	14	predefined	predefined	ADJ
cana-2162	69	15	criteria	criterion	NOUN
cana-2162	69	16	,	,	PUNCT
cana-2162	69	17	such	such	ADJ
cana-2162	69	18	as	as	ADP
cana-2162	69	19	processing	processing	NOUN
cana-2162	69	20	power	power	NOUN
cana-2162	69	21	or	or	CCONJ
cana-2162	69	22	available	available	ADJ
cana-2162	69	23	resources	resource	NOUN
cana-2162	69	24	.	.	PUNCT
cana-2162	70	1	static	static	ADJ
cana-2162	70	2	load	load	NOUN
cana-2162	70	3	balancing	balance	VERB
cana-2162	70	4	dynamic	dynamic	ADJ
cana-2162	70	5	load	load	NOUN
cana-2162	70	6	balancing	balance	VERB
cana-2162	70	7	adaptive	adaptive	ADJ
cana-2162	70	8	load	load	NOUN
cana-2162	70	9	balancing	balance	VERB
cana-2162	70	10	continuously	continuously	ADV
cana-2162	70	11	monitoring	monitor	VERB
cana-2162	70	12	and	and	CCONJ
cana-2162	70	13	adjusting	adjust	VERB
cana-2162	70	14	task	task	NOUN
cana-2162	70	15	distribution	distribution	NOUN
cana-2162	70	16	based	base	VERB
cana-2162	70	17	on	on	ADP
cana-2162	70	18	real	real	ADJ
cana-2162	70	19	-	-	PUNCT
cana-2162	70	20	time	time	NOUN
cana-2162	70	21	workload	workload	NOUN
cana-2162	70	22	and	and	CCONJ
cana-2162	70	23	resource	resource	NOUN
cana-2162	70	24	availability	availability	NOUN
cana-2162	70	25	.	.	PUNCT
cana-2162	71	1	employing	employ	VERB
cana-2162	71	2	algorithms	algorithm	NOUN
cana-2162	71	3	that	that	PRON
cana-2162	71	4	dynamically	dynamically	ADV
cana-2162	71	5	adapt	adapt	VERB
cana-2162	71	6	to	to	ADP
cana-2162	71	7	changing	change	VERB
cana-2162	71	8	workload	workload	NOUN
cana-2162	71	9	patterns	pattern	NOUN
cana-2162	71	10	and	and	CCONJ
cana-2162	71	11	network	network	NOUN
cana-2162	71	12	conditions	condition	NOUN
cana-2162	71	13	.	.	PUNCT
cana-2162	72	1	fig8	fig8	PROPN
cana-2162	72	2	:	:	PUNCT
cana-2162	73	1	load	load	NOUN
cana-2162	73	2	balancing	balance	VERB
cana-2162	73	3	techniques	technique	NOUN
cana-2162	73	4	e.	e.	PROPN
cana-2162	73	5	fault	fault	PROPN
cana-2162	73	6	detection	detection	NOUN
cana-2162	73	7	and	and	CCONJ
cana-2162	73	8	tolerance	tolerance	NOUN
cana-2162	73	9	techniques	technique	NOUN
cana-2162	73	10	:	:	PUNCT
cana-2162	73	11	these	these	PRON
cana-2162	73	12	enables	enable	VERB
cana-2162	73	13	the	the	DET
cana-2162	73	14	system	system	NOUN
cana-2162	73	15	to	to	PART
cana-2162	73	16	recognize	recognize	VERB
cana-2162	73	17	,	,	PUNCT
cana-2162	73	18	separate	separate	ADJ
cana-2162	73	19	,	,	PUNCT
cana-2162	73	20	and	and	CCONJ
cana-2162	73	21	move	move	VERB
cana-2162	73	22	past	past	ADJ
cana-2162	73	23	failures	failure	NOUN
cana-2162	73	24	without	without	ADP
cana-2162	73	25	disrupting	disrupt	VERB
cana-2162	73	26	operations	operation	NOUN
cana-2162	73	27	and	and	CCONJ
cana-2162	73	28	ensuring	ensure	VERB
cana-2162	73	29	data	datum	NOUN
cana-2162	73	30	integrity	integrity	NOUN
cana-2162	73	31	.	.	PUNCT
cana-2162	74	1	these	these	DET
cana-2162	74	2	techniques	technique	NOUN
cana-2162	74	3	include	include	VERB
cana-2162	74	4	fault	fault	NOUN
cana-2162	74	5	detection	detection	NOUN
cana-2162	74	6	and	and	CCONJ
cana-2162	74	7	tolerancetechniques	tolerancetechnique	NOUN
cana-2162	74	8	implementing	implement	VERB
cana-2162	74	9	monitoring	monitoring	NOUN
cana-2162	74	10	and	and	CCONJ
cana-2162	74	11	diagnostic	diagnostic	ADJ
cana-2162	74	12	tools	tool	NOUN
cana-2162	74	13	to	to	PART
cana-2162	74	14	detect	detect	VERB
cana-2162	74	15	failures	failure	NOUN
cana-2162	74	16	,	,	PUNCT
cana-2162	74	17	such	such	ADJ
cana-2162	74	18	as	as	ADP
cana-2162	74	19	heartbeat	heartbeat	NOUN
cana-2162	74	20	signals	signal	NOUN
cana-2162	74	21	and	and	CCONJ
cana-2162	74	22	error	error	NOUN
cana-2162	74	23	logs	log	NOUN
cana-2162	74	24	.	.	PUNCT
cana-2162	75	1	fault	fault	NOUN
cana-2162	75	2	detection	detection	NOUN
cana-2162	75	3	mechanisms	mechanism	NOUN
cana-2162	75	4	fault	fault	VERB
cana-2162	75	5	isolation	isolation	NOUN
cana-2162	75	6	techniques	technique	NOUN
cana-2162	75	7	fault	fault	VERB
cana-2162	75	8	tolerance	tolerance	NOUN
cana-2162	75	9	mechanisms	mechanism	NOUN
cana-2162	75	10	isolating	isolate	VERB
cana-2162	75	11	failed	fail	VERB
cana-2162	75	12	components	component	NOUN
cana-2162	75	13	or	or	CCONJ
cana-2162	75	14	nodes	node	NOUN
cana-2162	75	15	to	to	PART
cana-2162	75	16	prevent	prevent	VERB
cana-2162	75	17	the	the	DET
cana-2162	75	18	propagation	propagation	NOUN
cana-2162	75	19	of	of	ADP
cana-2162	75	20	failures	failure	NOUN
cana-2162	75	21	and	and	CCONJ
cana-2162	75	22	preserve	preserve	VERB
cana-2162	75	23	system	system	NOUN
cana-2162	75	24	functionality	functionality	NOUN
cana-2162	75	25	.	.	PUNCT
cana-2162	76	1	employing	employ	VERB
cana-2162	76	2	redundancy	redundancy	NOUN
cana-2162	76	3	techniques	technique	NOUN
cana-2162	76	4	,	,	PUNCT
cana-2162	76	5	such	such	ADJ
cana-2162	76	6	as	as	ADP
cana-2162	76	7	replication	replication	NOUN
cana-2162	76	8	and	and	CCONJ
cana-2162	76	9	data	data	NOUN
cana-2162	76	10	redundancy	redundancy	NOUN
cana-2162	76	11	,	,	PUNCT
cana-2162	76	12	to	to	PART
cana-2162	76	13	maintain	maintain	VERB
cana-2162	76	14	data	datum	NOUN
cana-2162	76	15	availability	availability	NOUN
cana-2162	76	16	and	and	CCONJ
cana-2162	76	17	minimize	minimize	VERB
cana-2162	76	18	downtime	downtime	NOUN
cana-2162	76	19	fig9	fig9	NOUN
cana-2162	76	20	:	:	PUNCT
cana-2162	76	21	fault	fault	VERB
cana-2162	76	22	detection	detection	NOUN
cana-2162	76	23	and	and	CCONJ
cana-2162	76	24	tolerance	tolerance	NOUN
cana-2162	76	25	techniques	technique	NOUN
cana-2162	76	26	iii	iii	NOUN
cana-2162	76	27	.	.	PUNCT
cana-2162	77	1	big	big	ADJ
cana-2162	77	2	data	datum	NOUN
cana-2162	77	3	:	:	PUNCT
cana-2162	77	4	challenges	challenge	NOUN
cana-2162	77	5	and	and	CCONJ
cana-2162	77	6	analytical	analytical	ADJ
cana-2162	77	7	methods	method	NOUN
cana-2162	77	8	3.1	3.1	NUM
cana-2162	77	9	challenges	challenge	NOUN
cana-2162	77	10	:	:	PUNCT
cana-2162	77	11	while	while	SCONJ
cana-2162	77	12	the	the	DET
cana-2162	77	13	advantages	advantage	NOUN
cana-2162	77	14	of	of	ADP
cana-2162	77	15	big	big	ADJ
cana-2162	77	16	data	datum	NOUN
cana-2162	77	17	are	be	AUX
cana-2162	77	18	clear	clear	ADJ
cana-2162	77	19	and	and	CCONJ
cana-2162	77	20	important	important	ADJ
cana-2162	77	21	,	,	PUNCT
cana-2162	77	22	several	several	ADJ
cana-2162	77	23	challenges	challenge	NOUN
cana-2162	77	24	must	must	AUX
cana-2162	77	25	be	be	AUX
cana-2162	77	26	tackled	tackle	VERB
cana-2162	77	27	to	to	PART
cana-2162	77	28	fully	fully	ADV
cana-2162	77	29	unlock	unlock	VERB
cana-2162	77	30	its	its	PRON
cana-2162	77	31	potential	potential	NOUN
cana-2162	77	32	.	.	PUNCT
cana-2162	78	1	some	some	PRON
cana-2162	78	2	of	of	ADP
cana-2162	78	3	these	these	DET
cana-2162	78	4	issues	issue	NOUN
cana-2162	78	5	from	from	ADP
cana-2162	78	6	the	the	DET
cana-2162	78	7	unique	unique	ADJ
cana-2162	78	8	nature	nature	NOUN
cana-2162	78	9	big	big	ADJ
cana-2162	78	10	data	datum	NOUN
cana-2162	78	11	,	,	PUNCT
cana-2162	78	12	while	while	SCONJ
cana-2162	78	13	others	other	NOUN
cana-2162	78	14	come	come	VERB
cana-2162	78	15	from	from	ADP
cana-2162	78	16	current	current	ADJ
cana-2162	78	17	analytical	analytical	ADJ
cana-2162	78	18	methods	method	NOUN
cana-2162	78	19	&	&	CCONJ
cana-2162	78	20	models	model	NOUN
cana-2162	78	21	.	.	PUNCT
cana-2162	79	1	there	there	PRON
cana-2162	79	2	are	be	VERB
cana-2162	79	3	also	also	ADV
cana-2162	79	4	limitations	limitation	NOUN
cana-2162	79	5	with	with	ADP
cana-2162	79	6	today	today	NOUN
cana-2162	79	7	’s	’s	PART
cana-2162	79	8	data	datum	NOUN
cana-2162	79	9	processing	processing	NOUN
cana-2162	79	10	communications	communication	NOUN
cana-2162	79	11	on	on	ADP
cana-2162	79	12	applied	apply	VERB
cana-2162	79	13	nonlinear	nonlinear	ADJ
cana-2162	79	14	analysis	analysis	NOUN
cana-2162	79	15	issn	issn	NOUN
cana-2162	79	16	:	:	PUNCT
cana-2162	79	17	1074	1074	NUM
cana-2162	79	18	-	-	PUNCT
cana-2162	79	19	133x	133x	NUM
cana-2162	79	20	vol	vol	NOUN
cana-2162	79	21	32	32	NUM
cana-2162	79	22	no	no	NOUN
cana-2162	79	23	.	.	PUNCT
cana-2162	80	1	1s	1s	NUM
cana-2162	80	2	(	(	PUNCT
cana-2162	80	3	2025	2025	NUM
cana-2162	80	4	)	)	PUNCT
cana-2162	80	5	237	237	NUM
cana-2162	80	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2162	80	7	systems	system	NOUN
cana-2162	80	8	.	.	PUNCT
cana-2162	81	1	research	research	NOUN
cana-2162	81	2	on	on	ADP
cana-2162	81	3	big	big	ADJ
cana-2162	81	4	data	datum	NOUN
cana-2162	81	5	challenges	challenge	NOUN
cana-2162	81	6	shows	show	VERB
cana-2162	81	7	that	that	SCONJ
cana-2162	81	8	there	there	PRON
cana-2162	81	9	are	be	VERB
cana-2162	81	10	difficulties	difficulty	NOUN
cana-2162	81	11	in	in	ADP
cana-2162	81	12	understanding	understand	VERB
cana-2162	81	13	how	how	SCONJ
cana-2162	81	14	decisions	decision	NOUN
cana-2162	81	15	are	be	AUX
cana-2162	81	16	made	make	VERB
cana-2162	81	17	based	base	VERB
cana-2162	81	18	on	on	ADP
cana-2162	81	19	the	the	DET
cana-2162	81	20	data	datum	NOUN
cana-2162	81	21	generated	generate	VERB
cana-2162	81	22	and	and	CCONJ
cana-2162	81	23	collected	collect	VERB
cana-2162	81	24	.	.	PUNCT
cana-2162	82	1	privacy	privacy	NOUN
cana-2162	82	2	issues	issue	NOUN
cana-2162	82	3	and	and	CCONJ
cana-2162	82	4	ethical	ethical	ADJ
cana-2162	82	5	considerations	consideration	NOUN
cana-2162	82	6	also	also	ADV
cana-2162	82	7	play	play	VERB
cana-2162	82	8	a	a	DET
cana-2162	82	9	role	role	NOUN
cana-2162	82	10	in	in	ADP
cana-2162	82	11	analyzing	analyze	VERB
cana-2162	82	12	such	such	ADJ
cana-2162	82	13	data	datum	NOUN
cana-2162	82	14	.	.	PUNCT
cana-2162	83	1	it	it	PRON
cana-2162	83	2	is	be	AUX
cana-2162	83	3	widely	widely	ADV
cana-2162	83	4	acknowledged	acknowledge	VERB
cana-2162	83	5	that	that	SCONJ
cana-2162	83	6	finding	find	VERB
cana-2162	83	7	a	a	DET
cana-2162	83	8	workable	workable	ADJ
cana-2162	83	9	solution	solution	NOUN
cana-2162	83	10	for	for	ADP
cana-2162	83	11	vast	vast	ADJ
cana-2162	83	12	and	and	CCONJ
cana-2162	83	13	complex	complex	ADJ
cana-2162	83	14	data	datum	NOUN
cana-2162	83	15	sets	set	NOUN
cana-2162	83	16	is	be	AUX
cana-2162	83	17	an	an	DET
cana-2162	83	18	ongoing	ongoing	ADJ
cana-2162	83	19	challenge	challenge	NOUN
cana-2162	83	20	for	for	ADP
cana-2162	83	21	many	many	ADJ
cana-2162	83	22	businesses	business	NOUN
cana-2162	83	23	.	.	PUNCT
cana-2162	84	1	they	they	PRON
cana-2162	84	2	are	be	AUX
cana-2162	84	3	continuously	continuously	ADV
cana-2162	84	4	learning	learn	VERB
cana-2162	84	5	and	and	CCONJ
cana-2162	84	6	trying	try	VERB
cana-2162	84	7	out	out	ADP
cana-2162	84	8	new	new	ADJ
cana-2162	84	9	strategies	strategy	NOUN
cana-2162	84	10	.	.	PUNCT
cana-2162	85	1	one	one	NUM
cana-2162	85	2	major	major	ADJ
cana-2162	85	3	concern	concern	NOUN
cana-2162	85	4	related	relate	VERB
cana-2162	85	5	to	to	ADP
cana-2162	85	6	big	big	ADJ
cana-2162	85	7	data	datum	NOUN
cana-2162	85	8	is	be	AUX
cana-2162	85	9	the	the	DET
cana-2162	85	10	high	high	ADJ
cana-2162	85	11	cost	cost	NOUN
cana-2162	85	12	of	of	ADP
cana-2162	85	13	infrastructure	infrastructure	NOUN
cana-2162	85	14	.	.	PUNCT
cana-2162	86	1	the	the	DET
cana-2162	86	2	hardware	hardware	NOUN
cana-2162	86	3	needed	need	VERB
cana-2162	86	4	can	can	AUX
cana-2162	86	5	be	be	AUX
cana-2162	86	6	expensive	expensive	ADJ
cana-2162	86	7	,	,	PUNCT
cana-2162	86	8	even	even	ADV
cana-2162	86	9	with	with	ADP
cana-2162	86	10	cloud	cloud	NOUN
cana-2162	86	11	computing	computing	NOUN
cana-2162	86	12	options	option	NOUN
cana-2162	86	13	available	available	ADJ
cana-2162	86	14	today	today	NOUN
cana-2162	86	15	.	.	PUNCT
cana-2162	87	1	additionally	additionally	ADV
cana-2162	87	2	,	,	PUNCT
cana-2162	87	3	human	human	ADJ
cana-2162	87	4	analysis	analysis	NOUN
cana-2162	87	5	often	often	ADV
cana-2162	87	6	needs	need	VERB
cana-2162	87	7	to	to	PART
cana-2162	87	8	be	be	AUX
cana-2162	87	9	part	part	NOUN
cana-2162	87	10	of	of	ADP
cana-2162	87	11	the	the	DET
cana-2162	87	12	process	process	NOUN
cana-2162	87	13	to	to	PART
cana-2162	87	14	extract	extract	VERB
cana-2162	87	15	important	important	ADJ
cana-2162	87	16	information	information	NOUN
cana-2162	87	17	from	from	ADP
cana-2162	87	18	the	the	DET
cana-2162	87	19	data	datum	NOUN
cana-2162	87	20	.	.	PUNCT
cana-2162	88	1	although	although	SCONJ
cana-2162	88	2	computing	computing	NOUN
cana-2162	88	3	technologies	technology	NOUN
cana-2162	88	4	evolve	evolve	VERB
cana-2162	88	5	quickly	quickly	ADV
cana-2162	88	6	,	,	PUNCT
cana-2162	88	7	the	the	DET
cana-2162	88	8	skills	skill	NOUN
cana-2162	88	9	that	that	PRON
cana-2162	88	10	business	business	NOUN
cana-2162	88	11	leaders	leader	NOUN
cana-2162	88	12	require	require	VERB
cana-2162	88	13	to	to	PART
cana-2162	88	14	effectively	effectively	ADV
cana-2162	88	15	utilize	utilize	VERB
cana-2162	88	16	big	big	ADJ
cana-2162	88	17	data	datum	NOUN
cana-2162	88	18	are	be	AUX
cana-2162	88	19	not	not	PART
cana-2162	88	20	keeping	keep	VERB
cana-2162	88	21	up	up	ADP
cana-2162	88	22	;	;	PUNCT
cana-2162	88	23	this	this	PRON
cana-2162	88	24	presents	present	VERB
cana-2162	88	25	another	another	DET
cana-2162	88	26	significant	significant	ADJ
cana-2162	88	27	hurdle	hurdle	NOUN
cana-2162	88	28	.	.	PUNCT
cana-2162	89	1	as	as	SCONJ
cana-2162	89	2	stated	state	VERB
cana-2162	89	3	,	,	PUNCT
cana-2162	89	4	based	base	VERB
cana-2162	89	5	on	on	ADP
cana-2162	89	6	the	the	DET
cana-2162	89	7	life	life	NOUN
cana-2162	89	8	cycle	cycle	NOUN
cana-2162	89	9	of	of	ADP
cana-2162	89	10	data	datum	NOUN
cana-2162	89	11	,	,	PUNCT
cana-2162	89	12	the	the	DET
cana-2162	89	13	big	big	ADJ
cana-2162	89	14	data	data	NOUN
cana-2162	89	15	challenges	challenge	NOUN
cana-2162	89	16	can	can	AUX
cana-2162	89	17	be	be	AUX
cana-2162	89	18	categorized	categorize	VERB
cana-2162	89	19	into	into	ADP
cana-2162	89	20	three	three	NUM
cana-2162	89	21	broad	broad	ADJ
cana-2162	89	22	groups	group	NOUN
cana-2162	89	23	,	,	PUNCT
cana-2162	89	24	they	they	PRON
cana-2162	89	25	are	be	AUX
cana-2162	89	26	:	:	PUNCT
cana-2162	89	27	➢	➢	VERB
cana-2162	89	28	data	datum	NOUN
cana-2162	89	29	challenges	challenge	NOUN
cana-2162	89	30	:	:	PUNCT
cana-2162	89	31	arise	arise	VERB
cana-2162	89	32	from	from	ADP
cana-2162	89	33	features	feature	NOUN
cana-2162	89	34	of	of	ADP
cana-2162	89	35	the	the	DET
cana-2162	89	36	data	datum	NOUN
cana-2162	89	37	itself	itself	PRON
cana-2162	89	38	.	.	PUNCT
cana-2162	90	1	this	this	PRON
cana-2162	90	2	includes	include	VERB
cana-2162	90	3	things	thing	NOUN
cana-2162	90	4	like	like	ADP
cana-2162	90	5	volume	volume	NOUN
cana-2162	90	6	,	,	PUNCT
cana-2162	90	7	variety	variety	NOUN
cana-2162	90	8	,	,	PUNCT
cana-2162	90	9	velocity	velocity	NOUN
cana-2162	90	10	,	,	PUNCT
cana-2162	90	11	veracity	veracity	NOUN
cana-2162	90	12	,	,	PUNCT
cana-2162	90	13	volatility	volatility	NOUN
cana-2162	90	14	,	,	PUNCT
cana-2162	90	15	value	value	NOUN
cana-2162	90	16	)	)	PUNCT
cana-2162	90	17	➢	➢	NOUN
cana-2162	90	18	process	process	NOUN
cana-2162	90	19	challenges	challenge	NOUN
cana-2162	90	20	:	:	PUNCT
cana-2162	90	21	these	these	PRON
cana-2162	90	22	involve	involve	VERB
cana-2162	90	23	,	,	PUNCT
cana-2162	90	24	data	datum	NOUN
cana-2162	90	25	gathering	gathering	NOUN
cana-2162	90	26	,	,	PUNCT
cana-2162	90	27	integrating	integrating	NOUN
cana-2162	90	28	,	,	PUNCT
cana-2162	90	29	transforming	transform	VERB
cana-2162	90	30	,	,	PUNCT
cana-2162	90	31	analysis	analysis	NOUN
cana-2162	90	32	and	and	CCONJ
cana-2162	90	33	delivering	deliver	VERB
cana-2162	90	34	➢	➢	NOUN
cana-2162	90	35	management	management	NOUN
cana-2162	90	36	challenges	challenge	NOUN
cana-2162	90	37	:	:	PUNCT
cana-2162	90	38	address	address	NOUN
cana-2162	90	39	issues	issue	NOUN
cana-2162	90	40	of	of	ADP
cana-2162	90	41	ethics	ethic	NOUN
cana-2162	90	42	,	,	PUNCT
cana-2162	90	43	governance	governance	NOUN
cana-2162	90	44	,	,	PUNCT
cana-2162	90	45	security	security	NOUN
cana-2162	90	46	,	,	PUNCT
cana-2162	90	47	and	and	CCONJ
cana-2162	90	48	privacy	privacy	NOUN
cana-2162	90	49	.	.	PUNCT
cana-2162	91	1	big	big	ADJ
cana-2162	91	2	data	datum	NOUN
cana-2162	91	3	management	management	NOUN
cana-2162	91	4	challenges	challenge	NOUN
cana-2162	91	5	process	process	NOUN
cana-2162	91	6	challenges	challenge	VERB
cana-2162	91	7	p	p	PROPN
cana-2162	91	8	ri	ri	PROPN
cana-2162	91	9	v	v	ADP
cana-2162	91	10	a	a	DET
cana-2162	91	11	cy	cy	PROPN
cana-2162	91	12	s	s	PROPN
cana-2162	91	13	e	e	NOUN
cana-2162	91	14	cu	cu	NOUN
cana-2162	91	15	ri	ri	PROPN
cana-2162	92	1	ty	ty	INTJ
cana-2162	93	1	d	d	X
cana-2162	93	2	a	a	PRON
cana-2162	93	3	ta	ta	X
cana-2162	93	4	g	g	PROPN
cana-2162	93	5	o	o	PROPN
cana-2162	93	6	v	v	X
cana-2162	93	7	e	e	X
cana-2162	93	8	rn	rn	PROPN
cana-2162	93	9	a	a	PROPN
cana-2162	93	10	n	n	X
cana-2162	93	11	ce	ce	PROPN
cana-2162	94	1	d	d	X
cana-2162	94	2	a	a	DET
cana-2162	94	3	ta	ta	PROPN
cana-2162	94	4	&	&	CCONJ
cana-2162	94	5	in	in	ADP
cana-2162	94	6	fo	fo	ADP
cana-2162	94	7	rm	rm	PROPN
cana-2162	94	8	a	a	DET
cana-2162	94	9	ti	ti	NOUN
cana-2162	94	10	o	o	NOUN
cana-2162	94	11	n	n	PROPN
cana-2162	94	12	s	s	PROPN
cana-2162	94	13	h	h	NOUN
cana-2162	94	14	ar	ar	PROPN
cana-2162	94	15	in	in	ADP
cana-2162	94	16	g	g	PROPN
cana-2162	95	1	c	c	PROPN
cana-2162	95	2	o	o	PROPN
cana-2162	95	3	st	st	PROPN
cana-2162	96	1	o	o	X
cana-2162	96	2	p	p	X
cana-2162	96	3	e	e	X
cana-2162	96	4	ra	ra	NOUN
cana-2162	96	5	ti	ti	NOUN
cana-2162	96	6	o	o	NOUN
cana-2162	96	7	n	n	PROPN
cana-2162	96	8	al	al	PROPN
cana-2162	96	9	e	e	PROPN
cana-2162	96	10	x	x	X
cana-2162	96	11	p	p	X
cana-2162	96	12	e	e	PROPN
cana-2162	96	13	n	n	PROPN
cana-2162	96	14	d	d	PROPN
cana-2162	96	15	a	a	X
cana-2162	96	16	tu	tu	X
cana-2162	96	17	re	re	PROPN
cana-2162	96	18	d	d	PROPN
cana-2162	96	19	a	a	X
cana-2162	96	20	ta	ta	X
cana-2162	96	21	o	o	X
cana-2162	96	22	w	w	NOUN
cana-2162	96	23	n	n	ADP
cana-2162	96	24	e	e	NOUN
cana-2162	96	25	rs	rs	NOUN
cana-2162	96	26	h	h	NOUN
cana-2162	96	27	ip	ip	NOUN
cana-2162	96	28	visualisation	visualisation	NOUN
cana-2162	96	29	volume	volume	NOUN
cana-2162	96	30	value	value	NOUN
cana-2162	96	31	velocity	velocity	NOUN
cana-2162	96	32	variety	variety	NOUN
cana-2162	96	33	variablity	variablity	NOUN
cana-2162	97	1	d	d	NOUN
cana-2162	97	2	a	a	PRON
cana-2162	97	3	ta	ta	X
cana-2162	97	4	m	m	VERB
cana-2162	97	5	in	in	ADV
cana-2162	97	6	in	in	ADP
cana-2162	97	7	g	g	PROPN
cana-2162	97	8	&	&	CCONJ
cana-2162	97	9	c	c	PROPN
cana-2162	97	10	le	le	PROPN
cana-2162	98	1	a	a	DET
cana-2162	98	2	n	n	NOUN
cana-2162	98	3	si	si	NOUN
cana-2162	98	4	n	n	ADV
cana-2162	98	5	g	g	PROPN
cana-2162	98	6	d	d	PROPN
cana-2162	98	7	a	a	PRON
cana-2162	98	8	ta	ta	X
cana-2162	98	9	a	a	DET
cana-2162	98	10	g	g	NOUN
cana-2162	98	11	g	g	PROPN
cana-2162	98	12	re	re	ADP
cana-2162	98	13	g	g	PROPN
cana-2162	98	14	a	a	DET
cana-2162	98	15	ti	ti	NOUN
cana-2162	98	16	o	o	NOUN
cana-2162	98	17	n	n	NOUN
cana-2162	98	18	&	&	CCONJ
cana-2162	98	19	in	in	ADP
cana-2162	98	20	te	te	ADP
cana-2162	98	21	ra	ra	PROPN
cana-2162	98	22	ct	ct	PROPN
cana-2162	98	23	io	io	PROPN
cana-2162	99	1	n	n	PROPN
cana-2162	99	2	a	a	PRON
cana-2162	99	3	n	n	NOUN
cana-2162	99	4	a	a	DET
cana-2162	99	5	ly	ly	X
cana-2162	99	6	si	si	PROPN
cana-2162	99	7	s	s	PROPN
cana-2162	99	8	&	&	CCONJ
cana-2162	99	9	m	m	PROPN
cana-2162	99	10	o	o	PROPN
cana-2162	100	1	d	d	X
cana-2162	100	2	e	e	X
cana-2162	100	3	li	li	PROPN
cana-2162	100	4	n	n	ADP
cana-2162	100	5	g	g	PROPN
cana-2162	100	6	d	d	PROPN
cana-2162	100	7	a	a	X
cana-2162	100	8	ta	ta	X
cana-2162	100	9	i	i	PRON
cana-2162	100	10	n	n	VERB
cana-2162	100	11	te	te	VERB
cana-2162	100	12	rp	rp	NOUN
cana-2162	100	13	e	e	X
cana-2162	100	14	ta	ta	ADP
cana-2162	100	15	ti	ti	PROPN
cana-2162	100	16	o	o	PROPN
cana-2162	100	17	n	n	PRON
cana-2162	100	18	veracity	veracity	NOUN
cana-2162	100	19	data	data	NOUN
cana-2162	100	20	challenges	challenge	NOUN
cana-2162	100	21	d	d	NOUN
cana-2162	100	22	a	a	PRON
cana-2162	100	23	ta	ta	PROPN
cana-2162	100	24	a	a	DET
cana-2162	100	25	cq	cq	NOUN
cana-2162	100	26	u	u	PROPN
cana-2162	100	27	is	be	AUX
cana-2162	100	28	it	it	PRON
cana-2162	100	29	io	io	PROPN
cana-2162	100	30	n	n	PROPN
cana-2162	100	31	&	&	CCONJ
cana-2162	100	32	w	w	PROPN
cana-2162	100	33	a	a	DET
cana-2162	100	34	re	re	NOUN
cana-2162	100	35	h	h	NOUN
cana-2162	100	36	o	o	NOUN
cana-2162	100	37	u	u	NOUN
cana-2162	100	38	si	si	PROPN
cana-2162	100	39	n	n	CCONJ
cana-2162	100	40	g	g	PROPN
cana-2162	100	41	fig9	fig9	PROPN
cana-2162	100	42	:	:	PUNCT
cana-2162	100	43	conceptual	conceptual	ADJ
cana-2162	100	44	classification	classification	NOUN
cana-2162	100	45	of	of	ADP
cana-2162	100	46	big	big	ADJ
cana-2162	100	47	data	datum	NOUN
cana-2162	100	48	challenges	challenge	NOUN
cana-2162	100	49	.	.	PUNCT
cana-2162	101	1	3.2	3.2	NUM
cana-2162	101	2	big	big	ADJ
cana-2162	101	3	data	datum	NOUN
cana-2162	101	4	analytical	analytical	ADJ
cana-2162	101	5	methods	method	NOUN
cana-2162	101	6	:	:	PUNCT
cana-2162	101	7	organizations	organization	NOUN
cana-2162	101	8	must	must	AUX
cana-2162	101	9	find	find	VERB
cana-2162	101	10	effective	effective	ADJ
cana-2162	101	11	methods	method	NOUN
cana-2162	101	12	to	to	PART
cana-2162	101	13	manage	manage	VERB
cana-2162	101	14	enormous	enormous	ADJ
cana-2162	101	15	volumes	volume	NOUN
cana-2162	101	16	of	of	ADP
cana-2162	101	17	diverse	diverse	ADJ
cana-2162	101	18	data	datum	NOUN
cana-2162	101	19	.	.	PUNCT
cana-2162	102	1	they	they	PRON
cana-2162	102	2	need	need	VERB
cana-2162	102	3	to	to	PART
cana-2162	102	4	convert	convert	VERB
cana-2162	102	5	this	this	DET
cana-2162	102	6	data	datum	NOUN
cana-2162	102	7	into	into	ADP
cana-2162	102	8	useful	useful	ADJ
cana-2162	102	9	insights	insight	NOUN
cana-2162	102	10	to	to	PART
cana-2162	102	11	support	support	VERB
cana-2162	102	12	informed	informed	ADJ
cana-2162	102	13	decision	decision	NOUN
cana-2162	102	14	-	-	PUNCT
cana-2162	102	15	making	making	NOUN
cana-2162	102	16	.	.	PUNCT
cana-2162	103	1	the	the	DET
cana-2162	103	2	possibilities	possibility	NOUN
cana-2162	103	3	with	with	ADP
cana-2162	103	4	big	big	ADJ
cana-2162	103	5	data	datum	NOUN
cana-2162	103	6	are	be	AUX
cana-2162	103	7	vast	vast	ADJ
cana-2162	103	8	but	but	CCONJ
cana-2162	103	9	are	be	AUX
cana-2162	103	10	limited	limit	VERB
cana-2162	103	11	by	by	ADP
cana-2162	103	12	the	the	DET
cana-2162	103	13	technology	technology	NOUN
cana-2162	103	14	&	&	CCONJ
cana-2162	103	15	tools	tool	NOUN
cana-2162	103	16	we	we	PRON
cana-2162	103	17	have	have	VERB
cana-2162	103	18	for	for	ADP
cana-2162	103	19	analyzing	analyze	VERB
cana-2162	103	20	it	it	PRON
cana-2162	103	21	.	.	PUNCT
cana-2162	104	1	big	big	ADJ
cana-2162	104	2	data	datum	NOUN
cana-2162	104	3	analysis	analysis	NOUN
cana-2162	104	4	refers	refer	VERB
cana-2162	104	5	to	to	ADP
cana-2162	104	6	techniques	technique	NOUN
cana-2162	104	7	that	that	PRON
cana-2162	104	8	help	help	VERB
cana-2162	104	9	us	we	PRON
cana-2162	104	10	study	study	VERB
cana-2162	104	11	large	large	ADJ
cana-2162	104	12	datasets	dataset	NOUN
cana-2162	104	13	&	&	CCONJ
cana-2162	104	14	extract	extract	VERB
cana-2162	104	15	intelligence	intelligence	NOUN
cana-2162	104	16	from	from	ADP
cana-2162	104	17	them	they	PRON
cana-2162	104	18	.	.	PUNCT
cana-2162	105	1	it	it	PRON
cana-2162	105	2	can	can	AUX
cana-2162	105	3	be	be	AUX
cana-2162	105	4	seen	see	VERB
cana-2162	105	5	as	as	ADP
cana-2162	105	6	a	a	DET
cana-2162	105	7	part	part	NOUN
cana-2162	105	8	of	of	ADP
cana-2162	105	9	a	a	DET
cana-2162	105	10	larger	large	ADJ
cana-2162	105	11	process	process	NOUN
cana-2162	105	12	of	of	ADP
cana-2162	105	13	gaining	gain	VERB
cana-2162	105	14	insights	insight	NOUN
cana-2162	105	15	from	from	ADP
cana-2162	105	16	big	big	ADJ
cana-2162	105	17	data	datum	NOUN
cana-2162	105	18	.	.	PUNCT
cana-2162	106	1	to	to	AUX
cana-2162	106	2	truly	truly	ADV
cana-2162	106	3	harness	harness	ADJ
cana-2162	106	4	big	big	ADJ
cana-2162	106	5	data	datum	NOUN
cana-2162	106	6	's	's	PART
cana-2162	106	7	potential	potential	NOUN
cana-2162	106	8	and	and	CCONJ
cana-2162	106	9	enhance	enhance	VERB
cana-2162	106	10	business	business	NOUN
cana-2162	106	11	services	service	NOUN
cana-2162	106	12	,	,	PUNCT
cana-2162	106	13	the	the	DET
cana-2162	106	14	right	right	ADJ
cana-2162	106	15	tools	tool	NOUN
cana-2162	106	16	and	and	CCONJ
cana-2162	106	17	methods	method	NOUN
cana-2162	106	18	must	must	AUX
cana-2162	106	19	be	be	AUX
cana-2162	106	20	effectively	effectively	ADV
cana-2162	106	21	evaluated	evaluate	VERB
cana-2162	106	22	and	and	CCONJ
cana-2162	106	23	categorized	categorize	VERB
cana-2162	106	24	.	.	PUNCT
cana-2162	107	1	the	the	DET
cana-2162	107	2	real	real	ADJ
cana-2162	107	3	value	value	NOUN
cana-2162	107	4	of	of	ADP
cana-2162	107	5	big	big	ADJ
cana-2162	107	6	data	datum	NOUN
cana-2162	107	7	emerges	emerge	VERB
cana-2162	107	8	when	when	SCONJ
cana-2162	107	9	we	we	PRON
cana-2162	107	10	use	use	VERB
cana-2162	107	11	it	it	PRON
cana-2162	107	12	for	for	ADP
cana-2162	107	13	decision	decision	NOUN
cana-2162	107	14	-	-	PUNCT
cana-2162	107	15	making	making	NOUN
cana-2162	107	16	.	.	PUNCT
cana-2162	108	1	research	research	NOUN
cana-2162	108	2	communications	communication	NOUN
cana-2162	108	3	on	on	ADP
cana-2162	108	4	applied	apply	VERB
cana-2162	108	5	nonlinear	nonlinear	ADJ
cana-2162	108	6	analysis	analysis	NOUN
cana-2162	108	7	issn	issn	NOUN
cana-2162	108	8	:	:	PUNCT
cana-2162	108	9	1074	1074	NUM
cana-2162	108	10	-	-	PUNCT
cana-2162	108	11	133x	133x	NUM
cana-2162	108	12	vol	vol	NOUN
cana-2162	108	13	32	32	NUM
cana-2162	108	14	no	no	NOUN
cana-2162	108	15	.	.	PUNCT
cana-2162	109	1	1s	1s	NUM
cana-2162	109	2	(	(	PUNCT
cana-2162	109	3	2025	2025	NUM
cana-2162	109	4	)	)	PUNCT
cana-2162	109	5	238	238	NUM
cana-2162	109	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	109	7	shows	show	VERB
cana-2162	109	8	that	that	SCONJ
cana-2162	109	9	companies	company	NOUN
cana-2162	109	10	can	can	AUX
cana-2162	109	11	achieve	achieve	VERB
cana-2162	109	12	significant	significant	ADJ
cana-2162	109	13	benefits	benefit	NOUN
cana-2162	109	14	and	and	CCONJ
cana-2162	109	15	a	a	DET
cana-2162	109	16	competitive	competitive	ADJ
cana-2162	109	17	edge	edge	NOUN
cana-2162	109	18	by	by	ADP
cana-2162	109	19	making	make	VERB
cana-2162	109	20	smart	smart	ADJ
cana-2162	109	21	,	,	PUNCT
cana-2162	109	22	datadriven	datadriven	ADJ
cana-2162	109	23	choices	choice	NOUN
cana-2162	109	24	.	.	PUNCT
cana-2162	110	1	yet	yet	ADV
cana-2162	110	2	,	,	PUNCT
cana-2162	110	3	analyzing	analyze	VERB
cana-2162	110	4	extensive	extensive	ADJ
cana-2162	110	5	datasets	dataset	NOUN
cana-2162	110	6	is	be	AUX
cana-2162	110	7	not	not	PART
cana-2162	110	8	simply	simply	ADV
cana-2162	110	9	about	about	ADP
cana-2162	110	10	tracking	tracking	NOUN
cana-2162	110	11	,	,	PUNCT
cana-2162	110	12	classifying	classify	VERB
cana-2162	110	13	,	,	PUNCT
cana-2162	110	14	or	or	CCONJ
cana-2162	110	15	quoting	quote	VERB
cana-2162	110	16	data	datum	NOUN
cana-2162	110	17	.	.	PUNCT
cana-2162	111	1	it	it	PRON
cana-2162	111	2	is	be	AUX
cana-2162	111	3	more	more	ADV
cana-2162	111	4	complex	complex	ADJ
cana-2162	111	5	!	!	PUNCT
cana-2162	112	1	large	large	ADJ
cana-2162	112	2	organizations	organization	NOUN
cana-2162	112	3	often	often	ADV
cana-2162	112	4	collect	collect	VERB
cana-2162	112	5	big	big	ADJ
cana-2162	112	6	data	datum	NOUN
cana-2162	112	7	and	and	CCONJ
cana-2162	112	8	use	use	VERB
cana-2162	112	9	analytics	analytic	NOUN
cana-2162	112	10	regularly	regularly	ADV
cana-2162	112	11	to	to	PART
cana-2162	112	12	support	support	VERB
cana-2162	112	13	decision	decision	NOUN
cana-2162	112	14	-	-	PUNCT
cana-2162	112	15	making	making	NOUN
cana-2162	112	16	as	as	ADP
cana-2162	112	17	part	part	NOUN
cana-2162	112	18	of	of	ADP
cana-2162	112	19	their	their	PRON
cana-2162	112	20	everyday	everyday	ADJ
cana-2162	112	21	processes	process	NOUN
cana-2162	112	22	.	.	PUNCT
cana-2162	113	1	some	some	PRON
cana-2162	113	2	find	find	VERB
cana-2162	113	3	it	it	PRON
cana-2162	113	4	challenging	challenge	VERB
cana-2162	113	5	to	to	PART
cana-2162	113	6	include	include	VERB
cana-2162	113	7	more	more	ADJ
cana-2162	113	8	data	datum	NOUN
cana-2162	113	9	into	into	ADP
cana-2162	113	10	their	their	PRON
cana-2162	113	11	analysis	analysis	NOUN
cana-2162	113	12	efforts	effort	NOUN
cana-2162	113	13	while	while	SCONJ
cana-2162	113	14	still	still	ADV
cana-2162	113	15	seeking	seek	VERB
cana-2162	113	16	to	to	PART
cana-2162	113	17	improve	improve	VERB
cana-2162	113	18	judgments	judgment	NOUN
cana-2162	113	19	made	make	VERB
cana-2162	113	20	by	by	ADP
cana-2162	113	21	the	the	DET
cana-2162	113	22	management	management	NOUN
cana-2162	113	23	.	.	PUNCT
cana-2162	114	1	it	it	PRON
cana-2162	114	2	can	can	AUX
cana-2162	114	3	be	be	AUX
cana-2162	114	4	difficult	difficult	ADJ
cana-2162	114	5	to	to	PART
cana-2162	114	6	get	get	VERB
cana-2162	114	7	people	people	NOUN
cana-2162	114	8	,	,	PUNCT
cana-2162	114	9	technology	technology	NOUN
cana-2162	114	10	,	,	PUNCT
cana-2162	114	11	and	and	CCONJ
cana-2162	114	12	resources	resource	NOUN
cana-2162	114	13	to	to	PART
cana-2162	114	14	align	align	VERB
cana-2162	114	15	with	with	ADP
cana-2162	114	16	the	the	DET
cana-2162	114	17	goals	goal	NOUN
cana-2162	114	18	of	of	ADP
cana-2162	114	19	becoming	become	VERB
cana-2162	114	20	a	a	DET
cana-2162	114	21	data	data	NOUN
cana-2162	114	22	-	-	PUNCT
cana-2162	114	23	driven	drive	VERB
cana-2162	114	24	business	business	NOUN
cana-2162	114	25	.	.	PUNCT
cana-2162	115	1	but	but	CCONJ
cana-2162	115	2	when	when	SCONJ
cana-2162	115	3	analytical	analytical	ADJ
cana-2162	115	4	methods	method	NOUN
cana-2162	115	5	effectively	effectively	ADV
cana-2162	115	6	extract	extract	VERB
cana-2162	115	7	insights	insight	NOUN
cana-2162	115	8	from	from	ADP
cana-2162	115	9	the	the	DET
cana-2162	115	10	data	datum	NOUN
cana-2162	115	11	,	,	PUNCT
cana-2162	115	12	big	big	ADJ
cana-2162	115	13	data	datum	NOUN
cana-2162	115	14	offers	offer	VERB
cana-2162	115	15	opportunities	opportunity	NOUN
cana-2162	115	16	to	to	PART
cana-2162	115	17	enhance	enhance	VERB
cana-2162	115	18	decision	decision	NOUN
cana-2162	115	19	-	-	PUNCT
cana-2162	115	20	making	making	NOUN
cana-2162	115	21	and	and	CCONJ
cana-2162	115	22	boost	boost	VERB
cana-2162	115	23	organizational	organizational	ADJ
cana-2162	115	24	performance	performance	NOUN
cana-2162	115	25	.	.	PUNCT
cana-2162	116	1	fig10	fig10	PROPN
cana-2162	116	2	:	:	PUNCT
cana-2162	116	3	types	type	NOUN
cana-2162	116	4	of	of	ADP
cana-2162	116	5	significant	significant	ADJ
cana-2162	116	6	data	datum	NOUN
cana-2162	116	7	analytical	analytical	ADJ
cana-2162	116	8	methods	method	NOUN
cana-2162	116	9	these	these	DET
cana-2162	116	10	analytical	analytical	ADJ
cana-2162	116	11	methods	method	NOUN
cana-2162	116	12	help	help	VERB
cana-2162	116	13	improve	improve	VERB
cana-2162	116	14	decision	decision	NOUN
cana-2162	116	15	-	-	PUNCT
cana-2162	116	16	making	making	NOUN
cana-2162	116	17	&	&	CCONJ
cana-2162	116	18	boost	boost	VERB
cana-2162	116	19	organisational	organisational	ADJ
cana-2162	116	20	performance	performance	NOUN
cana-2162	116	21	.	.	PUNCT
cana-2162	117	1	they	they	PRON
cana-2162	117	2	make	make	VERB
cana-2162	117	3	everything	everything	PRON
cana-2162	117	4	clearer	clear	ADJ
cana-2162	117	5	and	and	CCONJ
cana-2162	117	6	easier	easy	ADJ
cana-2162	117	7	to	to	PART
cana-2162	117	8	measure	measure	VERB
cana-2162	117	9	.	.	PUNCT
cana-2162	118	1	plus	plus	CCONJ
cana-2162	118	2	,	,	PUNCT
cana-2162	118	3	they	they	PRON
cana-2162	118	4	reveal	reveal	VERB
cana-2162	118	5	inconsistencies	inconsistency	NOUN
cana-2162	118	6	,	,	PUNCT
cana-2162	118	7	potential	potential	ADJ
cana-2162	118	8	issues	issue	NOUN
cana-2162	118	9	,	,	PUNCT
cana-2162	118	10	and	and	CCONJ
cana-2162	118	11	new	new	ADJ
cana-2162	118	12	opportunities	opportunity	NOUN
cana-2162	118	13	.	.	PUNCT
cana-2162	119	1	fig	fig	NOUN
cana-2162	119	2	.	.	PUNCT
cana-2162	120	1	2	2	NUM
cana-2162	120	2	shows	show	VERB
cana-2162	120	3	how	how	SCONJ
cana-2162	120	4	big	big	ADJ
cana-2162	120	5	data	data	NOUN
cana-2162	120	6	analysis	analysis	NOUN
cana-2162	120	7	methods	method	NOUN
cana-2162	120	8	fit	fit	VERB
cana-2162	120	9	into	into	ADP
cana-2162	120	10	five	five	NUM
cana-2162	120	11	categories	category	NOUN
cana-2162	120	12	.	.	PUNCT
cana-2162	121	1	➢	➢	PROPN
cana-2162	121	2	firstly	firstly	ADV
cana-2162	121	3	,	,	PUNCT
cana-2162	121	4	descriptive	descriptive	ADJ
cana-2162	121	5	analytics	analytic	NOUN
cana-2162	121	6	examines	examine	VERB
cana-2162	121	7	data	datum	NOUN
cana-2162	121	8	and	and	CCONJ
cana-2162	121	9	information	information	NOUN
cana-2162	121	10	in	in	ADP
cana-2162	121	11	detail	detail	NOUN
cana-2162	121	12	to	to	PART
cana-2162	121	13	determine	determine	VERB
cana-2162	121	14	a	a	DET
cana-2162	121	15	business	business	NOUN
cana-2162	121	16	's	's	PART
cana-2162	121	17	existing	exist	VERB
cana-2162	121	18	situation	situation	NOUN
cana-2162	121	19	.	.	PUNCT
cana-2162	122	1	this	this	DET
cana-2162	122	2	type	type	NOUN
cana-2162	122	3	brings	bring	VERB
cana-2162	122	4	out	out	ADP
cana-2162	122	5	developments	development	NOUN
cana-2162	122	6	,	,	PUNCT
cana-2162	122	7	patterns	pattern	NOUN
cana-2162	122	8	,	,	PUNCT
cana-2162	122	9	&	&	CCONJ
cana-2162	122	10	exceptions	exception	NOUN
cana-2162	122	11	by	by	ADP
cana-2162	122	12	producing	produce	VERB
cana-2162	122	13	regular	regular	ADJ
cana-2162	122	14	reports	report	NOUN
cana-2162	122	15	,	,	PUNCT
cana-2162	122	16	special	special	ADJ
cana-2162	122	17	reports	report	NOUN
cana-2162	122	18	,	,	PUNCT
cana-2162	122	19	and	and	CCONJ
cana-2162	122	20	alerts	alert	NOUN
cana-2162	122	21	.	.	PUNCT
cana-2162	123	1	➢	➢	PROPN
cana-2162	123	2	subsequently	subsequently	ADV
cana-2162	123	3	,	,	PUNCT
cana-2162	123	4	inquisitive	inquisitive	ADJ
cana-2162	123	5	analytics	analytic	NOUN
cana-2162	123	6	examines	examine	VERB
cana-2162	123	7	data	datum	NOUN
cana-2162	123	8	to	to	PART
cana-2162	123	9	validate	validate	VERB
cana-2162	123	10	or	or	CCONJ
cana-2162	123	11	disprove	disprove	VERB
cana-2162	123	12	business	business	NOUN
cana-2162	123	13	concepts	concept	NOUN
cana-2162	123	14	.	.	PUNCT
cana-2162	124	1	factor	factor	NOUN
cana-2162	124	2	analysis	analysis	NOUN
cana-2162	124	3	,	,	PUNCT
cana-2162	124	4	statistical	statistical	ADJ
cana-2162	124	5	analysis	analysis	NOUN
cana-2162	124	6	,	,	PUNCT
cana-2162	124	7	and	and	CCONJ
cana-2162	124	8	analytical	analytical	ADJ
cana-2162	124	9	drill	drill	NOUN
cana-2162	124	10	downs	down	NOUN
cana-2162	124	11	are	be	AUX
cana-2162	124	12	a	a	DET
cana-2162	124	13	few	few	ADJ
cana-2162	124	14	examples	example	NOUN
cana-2162	124	15	.	.	PUNCT
cana-2162	125	1	➢	➢	NOUN
cana-2162	126	1	then	then	ADV
cana-2162	126	2	we	we	PRON
cana-2162	126	3	have	have	VERB
cana-2162	126	4	predictive	predictive	ADJ
cana-2162	126	5	analytics	analytic	NOUN
cana-2162	126	6	.	.	PUNCT
cana-2162	127	1	this	this	DET
cana-2162	127	2	one	one	NOUN
cana-2162	127	3	focuses	focus	VERB
cana-2162	127	4	on	on	ADP
cana-2162	127	5	forecasting	forecasting	NOUN
cana-2162	127	6	and	and	CCONJ
cana-2162	127	7	uses	use	VERB
cana-2162	127	8	statistical	statistical	ADJ
cana-2162	127	9	modeling	modeling	NOUN
cana-2162	127	10	to	to	PART
cana-2162	127	11	think	think	VERB
cana-2162	127	12	about	about	ADP
cana-2162	127	13	what	what	PRON
cana-2162	127	14	might	might	AUX
cana-2162	127	15	happen	happen	VERB
cana-2162	127	16	in	in	ADP
cana-2162	127	17	the	the	DET
cana-2162	127	18	future	future	NOUN
cana-2162	127	19	.	.	PUNCT
cana-2162	128	1	➢	➢	PROPN
cana-2162	128	2	prescriptive	prescriptive	ADJ
cana-2162	128	3	analytics	analytic	NOUN
cana-2162	128	4	centers	center	NOUN
cana-2162	128	5	on	on	ADP
cana-2162	128	6	optimization	optimization	NOUN
cana-2162	128	7	&	&	CCONJ
cana-2162	128	8	randomized	randomized	ADJ
cana-2162	128	9	testing	testing	NOUN
cana-2162	128	10	.	.	PUNCT
cana-2162	129	1	it	it	PRON
cana-2162	129	2	looks	look	VERB
cana-2162	129	3	at	at	ADP
cana-2162	129	4	how	how	SCONJ
cana-2162	129	5	businesses	business	NOUN
cana-2162	129	6	can	can	AUX
cana-2162	129	7	improve	improve	VERB
cana-2162	129	8	service	service	NOUN
cana-2162	129	9	levels	level	NOUN
cana-2162	129	10	while	while	SCONJ
cana-2162	129	11	cutting	cut	VERB
cana-2162	129	12	costs	cost	NOUN
cana-2162	129	13	.	.	PUNCT
cana-2162	130	1	➢	➢	VERB
cana-2162	130	2	lastly	lastly	ADV
cana-2162	130	3	,	,	PUNCT
cana-2162	130	4	pre	pre	ADJ
cana-2162	130	5	-	-	ADJ
cana-2162	130	6	emptive	emptive	ADJ
cana-2162	130	7	analytics	analytic	NOUN
cana-2162	130	8	helps	help	VERB
cana-2162	130	9	organizations	organization	NOUN
cana-2162	130	10	take	take	VERB
cana-2162	130	11	early	early	ADJ
cana-2162	130	12	action	action	NOUN
cana-2162	130	13	against	against	ADP
cana-2162	130	14	events	event	NOUN
cana-2162	130	15	that	that	PRON
cana-2162	130	16	could	could	AUX
cana-2162	130	17	negatively	negatively	ADV
cana-2162	130	18	affect	affect	VERB
cana-2162	130	19	performance	performance	NOUN
cana-2162	130	20	.	.	PUNCT
cana-2162	131	1	it	it	PRON
cana-2162	131	2	aims	aim	VERB
cana-2162	131	3	to	to	PART
cana-2162	131	4	spot	spot	VERB
cana-2162	131	5	potential	potential	ADJ
cana-2162	131	6	risks	risk	NOUN
cana-2162	131	7	&	&	CCONJ
cana-2162	131	8	suggests	suggest	VERB
cana-2162	131	9	ways	way	NOUN
cana-2162	131	10	to	to	PART
cana-2162	131	11	avoid	avoid	VERB
cana-2162	131	12	them	they	PRON
cana-2162	131	13	in	in	ADP
cana-2162	131	14	advance	advance	NOUN
cana-2162	131	15	.	.	PUNCT
cana-2162	132	1	iv	iv	X
cana-2162	132	2	.	.	PUNCT
cana-2162	132	3	optimization	optimization	NOUN
cana-2162	132	4	implemented	implement	VERB
cana-2162	132	5	table	table	NOUN
cana-2162	132	6	1	1	NUM
cana-2162	132	7	below	below	ADV
cana-2162	132	8	provides	provide	VERB
cana-2162	132	9	a	a	DET
cana-2162	132	10	brief	brief	ADJ
cana-2162	132	11	overview	overview	NOUN
cana-2162	132	12	of	of	ADP
cana-2162	132	13	optimization	optimization	NOUN
cana-2162	132	14	processes	process	NOUN
cana-2162	132	15	along	along	ADV
cana-2162	132	16	with	with	ADP
cana-2162	132	17	big	big	ADJ
cana-2162	132	18	data	datum	NOUN
cana-2162	132	19	analytics	analytic	NOUN
cana-2162	132	20	.	.	PUNCT
cana-2162	133	1	it	it	PRON
cana-2162	133	2	highlights	highlight	VERB
cana-2162	133	3	characteristics	characteristic	NOUN
cana-2162	133	4	of	of	ADP
cana-2162	133	5	various	various	ADJ
cana-2162	133	6	optimization	optimization	NOUN
cana-2162	133	7	techniques	technique	NOUN
cana-2162	133	8	.	.	PUNCT
cana-2162	134	1	it	it	PRON
cana-2162	134	2	also	also	ADV
cana-2162	134	3	describes	describe	VERB
cana-2162	134	4	how	how	SCONJ
cana-2162	134	5	these	these	DET
cana-2162	134	6	methods	method	NOUN
cana-2162	134	7	communications	communication	NOUN
cana-2162	134	8	on	on	ADP
cana-2162	134	9	applied	apply	VERB
cana-2162	134	10	nonlinear	nonlinear	ADJ
cana-2162	134	11	analysis	analysis	NOUN
cana-2162	134	12	issn	issn	NOUN
cana-2162	134	13	:	:	PUNCT
cana-2162	134	14	1074	1074	NUM
cana-2162	134	15	-	-	PUNCT
cana-2162	134	16	133x	133x	NUM
cana-2162	134	17	vol	vol	NOUN
cana-2162	134	18	32	32	NUM
cana-2162	134	19	no	no	NOUN
cana-2162	134	20	.	.	PUNCT
cana-2162	135	1	1s	1s	NUM
cana-2162	135	2	(	(	PUNCT
cana-2162	135	3	2025	2025	NUM
cana-2162	135	4	)	)	PUNCT
cana-2162	135	5	239	239	NUM
cana-2162	135	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	135	7	improve	improve	VERB
cana-2162	135	8	decision	decision	NOUN
cana-2162	135	9	-	-	PUNCT
cana-2162	135	10	making	making	NOUN
cana-2162	135	11	in	in	ADP
cana-2162	135	12	big	big	ADJ
cana-2162	135	13	data	datum	NOUN
cana-2162	135	14	domains	domain	NOUN
cana-2162	135	15	.	.	PUNCT
cana-2162	136	1	several	several	ADJ
cana-2162	136	2	studies	study	NOUN
cana-2162	136	3	have	have	AUX
cana-2162	136	4	explored	explore	VERB
cana-2162	136	5	the	the	DET
cana-2162	136	6	optimization	optimization	NOUN
cana-2162	136	7	aspect	aspect	NOUN
cana-2162	136	8	within	within	ADP
cana-2162	136	9	big	big	ADJ
cana-2162	136	10	data	datum	NOUN
cana-2162	136	11	tools	tool	NOUN
cana-2162	136	12	.	.	PUNCT
cana-2162	137	1	various	various	ADJ
cana-2162	137	2	methods	method	NOUN
cana-2162	137	3	for	for	ADP
cana-2162	137	4	achieving	achieve	VERB
cana-2162	137	5	optimization	optimization	NOUN
cana-2162	137	6	are	be	AUX
cana-2162	137	7	discussed	discuss	VERB
cana-2162	137	8	here	here	ADV
cana-2162	137	9	.	.	PUNCT
cana-2162	138	1	table	table	NOUN
cana-2162	138	2	2	2	NUM
cana-2162	138	3	shows	show	NOUN
cana-2162	138	4	,	,	PUNCT
cana-2162	138	5	detailing	detail	VERB
cana-2162	138	6	the	the	DET
cana-2162	138	7	technique	technique	NOUN
cana-2162	138	8	and	and	CCONJ
cana-2162	138	9	algorithm	algorithm	NOUN
cana-2162	138	10	used	use	VERB
cana-2162	138	11	to	to	PART
cana-2162	138	12	meet	meet	VERB
cana-2162	138	13	the	the	DET
cana-2162	138	14	objectives	objective	NOUN
cana-2162	138	15	and	and	CCONJ
cana-2162	138	16	the	the	DET
cana-2162	138	17	specific	specific	ADJ
cana-2162	138	18	applications	application	NOUN
cana-2162	138	19	where	where	SCONJ
cana-2162	138	20	these	these	DET
cana-2162	138	21	methods	method	NOUN
cana-2162	138	22	were	be	AUX
cana-2162	138	23	implemented	implement	VERB
cana-2162	138	24	.	.	PUNCT
cana-2162	139	1	table	table	NOUN
cana-2162	139	2	3	3	NUM
cana-2162	139	3	summarizes	summarize	NOUN
cana-2162	139	4	the	the	DET
cana-2162	139	5	previously	previously	ADV
cana-2162	139	6	mentioned	mention	VERB
cana-2162	139	7	research	research	NOUN
cana-2162	139	8	works	work	NOUN
cana-2162	139	9	based	base	VERB
cana-2162	139	10	on	on	ADP
cana-2162	139	11	a	a	DET
cana-2162	139	12	focus	focus	NOUN
cana-2162	139	13	on	on	ADP
cana-2162	139	14	enhancement	enhancement	NOUN
cana-2162	139	15	techniques	technique	NOUN
cana-2162	139	16	.	.	PUNCT
cana-2162	140	1	table	table	NOUN
cana-2162	140	2	1	1	NUM
cana-2162	140	3	.	.	NUM
cana-2162	140	4	implemented	implement	VERB
cana-2162	140	5	optimization	optimization	NOUN
cana-2162	140	6	methods	method	NOUN
cana-2162	140	7	author	author	NOUN
cana-2162	140	8	goal	goal	NOUN
cana-2162	140	9	algorithm	algorithm	PROPN
cana-2162	140	10	usecase	usecase	PROPN
cana-2162	140	11	/	/	SYM
cana-2162	140	12	utilization	utilization	NOUN
cana-2162	140	13	joel	joel	PROPN
cana-2162	140	14	wolf	wolf	PROPN
cana-2162	140	15	et.al[6	et.al[6	PROPN
cana-2162	140	16	]	]	PUNCT
cana-2162	141	1	flex	flex	ADJ
cana-2162	141	2	:	:	PUNCT
cana-2162	141	3	a	a	DET
cana-2162	141	4	slot	slot	NOUN
cana-2162	141	5	apportionment	apportionment	NOUN
cana-2162	141	6	scheduling	scheduling	NOUN
cana-2162	141	7	optimizer	optimizer	NOUN
cana-2162	141	8	for	for	ADP
cana-2162	141	9	mapreduce	mapreduce	PROPN
cana-2162	141	10	jobs	job	NOUN
cana-2162	141	11	flex	flex	ADJ
cana-2162	141	12	allocation	allocation	NOUN
cana-2162	141	13	scheduler	scheduler	NOUN
cana-2162	141	14	job	job	NOUN
cana-2162	141	15	scheduling	scheduling	NOUN
cana-2162	141	16	bo	bo	PROPN
cana-2162	141	17	dong	dong	PROPN
cana-2162	141	18	et.al[3	et.al[3	VERB
cana-2162	141	19	]	]	PUNCT
cana-2162	141	20	an	an	DET
cana-2162	141	21	optimised	optimise	VERB
cana-2162	141	22	technique	technique	NOUN
cana-2162	141	23	for	for	ADP
cana-2162	141	24	storing	store	VERB
cana-2162	141	25	and	and	CCONJ
cana-2162	141	26	extracting	extract	VERB
cana-2162	141	27	tiny	tiny	ADJ
cana-2162	141	28	files	file	NOUN
cana-2162	141	29	on	on	ADP
cana-2162	141	30	cloud	cloud	NOUN
cana-2162	141	31	platform	platform	NOUN
cana-2162	141	32	.	.	PUNCT
cana-2162	142	1	combining	combine	VERB
cana-2162	142	2	many	many	ADJ
cana-2162	142	3	small	small	ADJ
cana-2162	142	4	files	file	NOUN
cana-2162	142	5	,	,	PUNCT
cana-2162	142	6	prefetching	prefetche	VERB
cana-2162	142	7	for	for	ADP
cana-2162	142	8	small	small	ADJ
cana-2162	142	9	files	file	NOUN
cana-2162	142	10	that	that	PRON
cana-2162	142	11	are	be	AUX
cana-2162	142	12	structurally	structurally	ADV
cana-2162	142	13	related	relate	VERB
cana-2162	142	14	,	,	PUNCT
cana-2162	142	15	and	and	CCONJ
cana-2162	142	16	grouping	group	VERB
cana-2162	142	17	files	file	NOUN
cana-2162	142	18	and	and	CCONJ
cana-2162	142	19	prefetching	prefetching	NOUN
cana-2162	142	20	for	for	ADP
cana-2162	142	21	small	small	ADJ
cana-2162	142	22	files	file	NOUN
cana-2162	142	23	that	that	PRON
cana-2162	142	24	are	be	AUX
cana-2162	142	25	logically	logically	ADV
cana-2162	142	26	associated	associate	VERB
cana-2162	142	27	.	.	PUNCT
cana-2162	143	1	tiny	tiny	ADJ
cana-2162	143	2	file	file	NOUN
cana-2162	143	3	distribution	distribution	NOUN
cana-2162	143	4	esma	esma	PROPN
cana-2162	143	5	yildirim	yildirim	PROPN
cana-2162	143	6	et	et	PROPN
cana-2162	143	7	al.[8	al.[8	PROPN
cana-2162	143	8	]	]	PUNCT
cana-2162	143	9	pipelining	pipelining	NOUN
cana-2162	143	10	,	,	PUNCT
cana-2162	143	11	parallelism	parallelism	NOUN
cana-2162	143	12	,	,	PUNCT
cana-2162	143	13	and	and	CCONJ
cana-2162	143	14	concurrency	concurrency	NOUN
cana-2162	143	15	for	for	ADP
cana-2162	143	16	application	application	NOUN
cana-2162	143	17	-	-	PUNCT
cana-2162	143	18	level	level	NOUN
cana-2162	143	19	optimization	optimization	NOUN
cana-2162	143	20	.	.	PUNCT
cana-2162	144	1	recursive	recursive	ADJ
cana-2162	144	2	chunk	chunk	PROPN
cana-2162	144	3	division	division	NOUN
cana-2162	144	4	(	(	PUNCT
cana-2162	144	5	rcd	rcd	PROPN
cana-2162	144	6	)	)	PUNCT
cana-2162	144	7	and	and	CCONJ
cana-2162	144	8	parallelismconcurrency	parallelismconcurrency	NOUN
cana-2162	144	9	-	-	PUNCT
cana-2162	144	10	pipelining	pipeline	VERB
cana-2162	144	11	(	(	PUNCT
cana-2162	144	12	pcp	pcp	NOUN
cana-2162	144	13	)	)	PUNCT
cana-2162	144	14	map	map	NOUN
cana-2162	144	15	reduce	reduce	VERB
cana-2162	144	16	optimisation	optimisation	NOUN
cana-2162	144	17	maumita	maumita	PROPN
cana-2162	144	18	bhattacharya	bhattacharya	PROPN
cana-2162	144	19	et.al[9	et.al[9	PROPN
cana-2162	144	20	]	]	PUNCT
cana-2162	144	21	to	to	PART
cana-2162	144	22	improve	improve	VERB
cana-2162	144	23	the	the	DET
cana-2162	144	24	capacity	capacity	NOUN
cana-2162	144	25	to	to	PART
cana-2162	144	26	handle	handle	VERB
cana-2162	144	27	the	the	DET
cana-2162	144	28	challenges	challenge	NOUN
cana-2162	144	29	of	of	ADP
cana-2162	144	30	high	high	ADJ
cana-2162	144	31	dimensionality	dimensionality	NOUN
cana-2162	144	32	and	and	CCONJ
cana-2162	144	33	distributed	distribute	VERB
cana-2162	144	34	data	datum	NOUN
cana-2162	144	35	,	,	PUNCT
cana-2162	144	36	an	an	DET
cana-2162	144	37	evolutionary	evolutionary	ADJ
cana-2162	144	38	algorithm	algorithm	NOUN
cana-2162	144	39	is	be	AUX
cana-2162	144	40	employed	employ	VERB
cana-2162	144	41	.	.	PUNCT
cana-2162	145	1	the	the	DET
cana-2162	145	2	suggested	suggest	VERB
cana-2162	145	3	prototype	prototype	NOUN
cana-2162	145	4	reduces	reduce	VERB
cana-2162	145	5	redundant	redundant	ADJ
cana-2162	145	6	,	,	PUNCT
cana-2162	145	7	less	less	ADV
cana-2162	145	8	promising	promising	ADJ
cana-2162	145	9	population	population	NOUN
cana-2162	145	10	associates	associate	NOUN
cana-2162	145	11	in	in	ADP
cana-2162	145	12	order	order	NOUN
cana-2162	145	13	to	to	PART
cana-2162	145	14	display	display	VERB
cana-2162	145	15	diversity	diversity	NOUN
cana-2162	145	16	through	through	ADP
cana-2162	145	17	the	the	DET
cana-2162	145	18	use	use	NOUN
cana-2162	145	19	of	of	ADP
cana-2162	145	20	educated	educate	VERB
cana-2162	145	21	genetic	genetic	ADJ
cana-2162	145	22	operators	operator	NOUN
cana-2162	145	23	.	.	PUNCT
cana-2162	146	1	maintaining	maintain	VERB
cana-2162	146	2	effective	effective	ADJ
cana-2162	146	3	population	population	NOUN
cana-2162	146	4	diversity	diversity	NOUN
cana-2162	146	5	kostas	kostas	PROPN
cana-2162	146	6	kolomvatsos	kolomvatsos	PROPN
cana-2162	146	7	et.al	et.al	PROPN
cana-2162	146	8	[	[	X
cana-2162	146	9	10	10	NUM
cana-2162	146	10	]	]	SYM
cana-2162	146	11	appropriate	appropriate	ADJ
cana-2162	146	12	time	time	NOUN
cana-2162	146	13	optimized	optimize	VERB
cana-2162	146	14	organization	organization	NOUN
cana-2162	146	15	for	for	ADP
cana-2162	146	16	sophisticated	sophisticated	ADJ
cana-2162	146	17	analysis	analysis	NOUN
cana-2162	146	18	in	in	ADP
cana-2162	146	19	big	big	ADJ
cana-2162	146	20	data	datum	NOUN
cana-2162	146	21	.	.	PUNCT
cana-2162	147	1	to	to	PART
cana-2162	147	2	enter	enter	VERB
cana-2162	147	3	incomplete	incomplete	ADJ
cana-2162	147	4	outcomes	outcome	NOUN
cana-2162	147	5	,	,	PUNCT
cana-2162	147	6	two	two	NUM
cana-2162	147	7	successive	successive	ADJ
cana-2162	147	8	decision	decision	NOUN
cana-2162	147	9	-	-	PUNCT
cana-2162	147	10	building	building	NOUN
cana-2162	147	11	prototypes	prototype	NOUN
cana-2162	147	12	are	be	AUX
cana-2162	147	13	used	use	VERB
cana-2162	147	14	.	.	PUNCT
cana-2162	148	1	improves	improve	VERB
cana-2162	148	2	performance	performance	NOUN
cana-2162	148	3	of	of	ADP
cana-2162	148	4	querying	query	VERB
cana-2162	148	5	big	big	ADJ
cana-2162	148	6	data	datum	NOUN
cana-2162	148	7	clusters	cluster	NOUN
cana-2162	148	8	.	.	PUNCT
cana-2162	149	1	table	table	NOUN
cana-2162	149	2	2	2	NUM
cana-2162	149	3	.	.	PUNCT
cana-2162	149	4	survey	survey	NOUN
cana-2162	149	5	on	on	ADP
cana-2162	149	6	optimization	optimization	NOUN
cana-2162	149	7	techniques	technique	NOUN
cana-2162	149	8	author	author	NOUN
cana-2162	149	9	goal	goal	NOUN
cana-2162	149	10	key	key	ADJ
cana-2162	149	11	area	area	NOUN
cana-2162	149	12	marisiddanagouda	marisiddanagouda	NOUN
cana-2162	149	13	.	.	PUNCT
cana-2162	150	1	m	m	AUX
cana-2162	150	2	et	et	NOUN
cana-2162	150	3	al.[7	al.[7	PROPN
cana-2162	150	4	]	]	PUNCT
cana-2162	150	5	reduce	reduce	VERB
cana-2162	150	6	the	the	DET
cana-2162	150	7	performance	performance	NOUN
cana-2162	150	8	degradation	degradation	NOUN
cana-2162	150	9	caused	cause	VERB
cana-2162	150	10	by	by	ADP
cana-2162	150	11	interaction	interaction	NOUN
cana-2162	150	12	and	and	CCONJ
cana-2162	150	13	strong	strong	ADJ
cana-2162	150	14	dependency	dependency	NOUN
cana-2162	150	15	between	between	ADP
cana-2162	150	16	various	various	ADJ
cana-2162	150	17	mapreduce	mapreduce	NOUN
cana-2162	150	18	phases	phase	NOUN
cana-2162	150	19	,	,	PUNCT
cana-2162	150	20	improve	improve	VERB
cana-2162	150	21	hadoop	hadoop	NOUN
cana-2162	150	22	mapreduce	mapreduce	NOUN
cana-2162	150	23	optimization	optimization	NOUN
cana-2162	150	24	methods	method	NOUN
cana-2162	150	25	,	,	PUNCT
cana-2162	150	26	mapreduce	mapreduce	NOUN
cana-2162	150	27	performance	performance	NOUN
cana-2162	150	28	.	.	PUNCT
cana-2162	151	1	communications	communication	NOUN
cana-2162	151	2	on	on	ADP
cana-2162	151	3	applied	apply	VERB
cana-2162	151	4	nonlinear	nonlinear	ADJ
cana-2162	151	5	analysis	analysis	NOUN
cana-2162	151	6	issn	issn	NOUN
cana-2162	151	7	:	:	PUNCT
cana-2162	151	8	1074	1074	NUM
cana-2162	151	9	-	-	PUNCT
cana-2162	151	10	133x	133x	NUM
cana-2162	151	11	vol	vol	NOUN
cana-2162	151	12	32	32	NUM
cana-2162	151	13	no	no	NOUN
cana-2162	151	14	.	.	PUNCT
cana-2162	152	1	1s	1s	NUM
cana-2162	152	2	(	(	PUNCT
cana-2162	152	3	2025	2025	NUM
cana-2162	152	4	)	)	PUNCT
cana-2162	152	5	240	240	NUM
cana-2162	152	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	152	7	performance	performance	NOUN
cana-2162	152	8	,	,	PUNCT
cana-2162	152	9	and	and	CCONJ
cana-2162	152	10	get	get	VERB
cana-2162	152	11	beyond	beyond	ADP
cana-2162	152	12	the	the	DET
cana-2162	152	13	framework	framework	NOUN
cana-2162	152	14	's	's	PART
cana-2162	152	15	constraints	constraint	NOUN
cana-2162	152	16	.	.	PUNCT
cana-2162	153	1	dilpreet	dilpreet	PROPN
cana-2162	153	2	singh	singh	PROPN
cana-2162	153	3	et	et	PROPN
cana-2162	153	4	al.[32	al.[32	PROPN
cana-2162	153	5	]	]	PUNCT
cana-2162	153	6	compares	compare	VERB
cana-2162	153	7	and	and	CCONJ
cana-2162	153	8	contrasts	contrast	VERB
cana-2162	153	9	the	the	DET
cana-2162	153	10	various	various	ADJ
cana-2162	153	11	hardware	hardware	NOUN
cana-2162	153	12	platforms	platform	NOUN
cana-2162	153	13	.	.	PUNCT
cana-2162	154	1	big	big	ADJ
cana-2162	154	2	data	datum	NOUN
cana-2162	154	3	platforms	platform	NOUN
cana-2162	154	4	,	,	PUNCT
cana-2162	154	5	real	real	ADJ
cana-2162	154	6	-	-	PUNCT
cana-2162	154	7	time	time	NOUN
cana-2162	154	8	processing	processing	NOUN
cana-2162	154	9	,	,	PUNCT
cana-2162	154	10	k	k	ADJ
cana-2162	154	11	-	-	PUNCT
cana-2162	154	12	means	means	NOUN
cana-2162	154	13	clustering	clustering	NOUN
cana-2162	154	14	,	,	PUNCT
cana-2162	154	15	graphics	graphic	NOUN
cana-2162	154	16	processing	processing	NOUN
cana-2162	154	17	units	unit	NOUN
cana-2162	154	18	,	,	PUNCT
cana-2162	154	19	and	and	CCONJ
cana-2162	154	20	scalability	scalability	NOUN
cana-2162	154	21	shivaraj	shivaraj	PROPN
cana-2162	154	22	b.	b.	PROPN
cana-2162	154	23	g.	g.	PROPN
cana-2162	154	24	et	et	PROPN
cana-2162	154	25	al	al	PROPN
cana-2162	154	26	.	.	PUNCT
cana-2162	155	1	[	[	X
cana-2162	155	2	33	33	NUM
cana-2162	155	3	]	]	PUNCT
cana-2162	155	4	manage	manage	VERB
cana-2162	155	5	several	several	ADJ
cana-2162	155	6	tasks	task	NOUN
cana-2162	155	7	within	within	ADP
cana-2162	155	8	the	the	DET
cana-2162	155	9	hadoop	hadoop	NOUN
cana-2162	155	10	cluster	cluster	NOUN
cana-2162	155	11	.	.	PUNCT
cana-2162	156	1	mapreduce	mapreduce	NOUN
cana-2162	156	2	schedulers	scheduler	NOUN
cana-2162	156	3	manage	manage	VERB
cana-2162	156	4	resources	resource	NOUN
cana-2162	156	5	by	by	ADP
cana-2162	156	6	allocating	allocate	VERB
cana-2162	156	7	mapreduce	mapreduce	NOUN
cana-2162	156	8	tasks	task	NOUN
cana-2162	156	9	as	as	ADP
cana-2162	156	10	resources	resource	NOUN
cana-2162	156	11	.	.	PUNCT
cana-2162	157	1	hdfs	hdfs	PROPN
cana-2162	157	2	,	,	PUNCT
cana-2162	157	3	mapreduce	mapreduce	PROPN
cana-2162	157	4	,	,	PUNCT
cana-2162	157	5	schedulers	scheduler	NOUN
cana-2162	157	6	optimisation	optimisation	NOUN
cana-2162	157	7	sunith	sunith	ADP
cana-2162	157	8	bandaru	bandaru	NOUN
cana-2162	157	9	et	et	NOUN
cana-2162	157	10	al.[1	al.[1	PROPN
cana-2162	157	11	]	]	PUNCT
cana-2162	157	12	many	many	ADJ
cana-2162	157	13	objectives	objective	NOUN
cana-2162	157	14	are	be	AUX
cana-2162	157	15	simultaneously	simultaneously	ADV
cana-2162	157	16	maximized	maximize	VERB
cana-2162	157	17	with	with	ADP
cana-2162	157	18	respect	respect	NOUN
cana-2162	157	19	to	to	ADP
cana-2162	157	20	multiple	multiple	ADJ
cana-2162	157	21	variables	variable	NOUN
cana-2162	157	22	,	,	PUNCT
cana-2162	157	23	real	real	ADJ
cana-2162	157	24	-	-	PUNCT
cana-2162	157	25	world	world	NOUN
cana-2162	157	26	optimization	optimization	NOUN
cana-2162	157	27	challenges	challenge	NOUN
cana-2162	157	28	.	.	PUNCT
cana-2162	158	1	optimisation	optimisation	NOUN
cana-2162	158	2	,	,	PUNCT
cana-2162	158	3	descriptive	descriptive	ADJ
cana-2162	158	4	statistics	statistic	NOUN
cana-2162	158	5	,	,	PUNCT
cana-2162	158	6	visual	visual	ADJ
cana-2162	158	7	data	datum	NOUN
cana-2162	158	8	mining	mining	NOUN
cana-2162	158	9	,	,	PUNCT
cana-2162	158	10	machine	machine	NOUN
cana-2162	158	11	learning	learning	NOUN
cana-2162	158	12	,	,	PUNCT
cana-2162	158	13	knowledge	knowledge	NOUN
cana-2162	158	14	-	-	PUNCT
cana-2162	158	15	driven	drive	VERB
cana-2162	158	16	optimisation	optimisation	NOUN
cana-2162	158	17	hao	hao	PROPN
cana-2162	158	18	zhang	zhang	PROPN
cana-2162	158	19	et	et	PROPN
cana-2162	158	20	al.[35	al.[35	PROPN
cana-2162	158	21	]	]	PUNCT
cana-2162	158	22	design	design	NOUN
cana-2162	158	23	principles	principle	NOUN
cana-2162	158	24	for	for	ADP
cana-2162	158	25	organizing	organize	VERB
cana-2162	158	26	and	and	CCONJ
cana-2162	158	27	managing	manage	VERB
cana-2162	158	28	in	in	ADP
cana-2162	158	29	-	-	PUNCT
cana-2162	158	30	memory	memory	NOUN
cana-2162	158	31	data	datum	NOUN
cana-2162	158	32	as	as	ADV
cana-2162	158	33	well	well	ADV
cana-2162	158	34	as	as	ADP
cana-2162	158	35	useful	useful	ADJ
cana-2162	158	36	techniques	technique	NOUN
cana-2162	158	37	for	for	ADP
cana-2162	158	38	organizing	organize	VERB
cana-2162	158	39	and	and	CCONJ
cana-2162	158	40	putting	put	VERB
cana-2162	158	41	into	into	ADP
cana-2162	158	42	practice	practice	NOUN
cana-2162	158	43	high	high	ADV
cana-2162	158	44	-	-	PUNCT
cana-2162	158	45	performing	perform	VERB
cana-2162	158	46	,	,	PUNCT
cana-2162	158	47	effective	effective	ADJ
cana-2162	158	48	in	in	ADP
cana-2162	158	49	-	-	PUNCT
cana-2162	158	50	memory	memory	NOUN
cana-2162	158	51	systems	system	NOUN
cana-2162	158	52	.	.	PUNCT
cana-2162	159	1	both	both	DET
cana-2162	159	2	practical	practical	ADJ
cana-2162	159	3	methods	method	NOUN
cana-2162	159	4	for	for	ADP
cana-2162	159	5	setting	set	VERB
cana-2162	159	6	up	up	ADP
cana-2162	159	7	and	and	CCONJ
cana-2162	159	8	implementing	implement	VERB
cana-2162	159	9	highperforming	highperforming	NOUN
cana-2162	159	10	,	,	PUNCT
cana-2162	159	11	efficient	efficient	ADJ
cana-2162	159	12	in	in	ADP
cana-2162	159	13	-	-	PUNCT
cana-2162	159	14	memory	memory	NOUN
cana-2162	159	15	systems	system	NOUN
cana-2162	159	16	and	and	CCONJ
cana-2162	159	17	design	design	NOUN
cana-2162	159	18	principles	principle	NOUN
cana-2162	159	19	for	for	ADP
cana-2162	159	20	handling	handle	VERB
cana-2162	159	21	and	and	CCONJ
cana-2162	159	22	organizing	organize	VERB
cana-2162	159	23	inmemory	inmemory	ADJ
cana-2162	159	24	data	datum	NOUN
cana-2162	159	25	.	.	PUNCT
cana-2162	160	1	table	table	NOUN
cana-2162	160	2	3	3	NUM
cana-2162	160	3	.	.	X
cana-2162	160	4	enhancement	enhancement	NOUN
cana-2162	160	5	techniques	technique	NOUN
cana-2162	160	6	for	for	ADP
cana-2162	160	7	optimization	optimization	NOUN
cana-2162	160	8	process	process	NOUN
cana-2162	160	9	references	reference	NOUN
cana-2162	160	10	process	process	NOUN
cana-2162	160	11	capability	capability	NOUN
cana-2162	160	12	memory	memory	NOUN
cana-2162	160	13	management	management	NOUN
cana-2162	160	14	map	map	NOUN
cana-2162	160	15	reduction	reduction	NOUN
cana-2162	160	16	data	datum	NOUN
cana-2162	160	17	node	node	PROPN
cana-2162	160	18	name	name	NOUN
cana-2162	160	19	node	node	VERB
cana-2162	160	20	1	1	NUM
cana-2162	161	1	no	no	INTJ
cana-2162	162	1	no	no	INTJ
cana-2162	162	2	yes	yes	INTJ
cana-2162	163	1	no	no	INTJ
cana-2162	163	2	no	no	INTJ
cana-2162	163	3	2	2	NUM
cana-2162	164	1	yes	yes	INTJ
cana-2162	164	2	no	no	INTJ
cana-2162	165	1	no	no	INTJ
cana-2162	165	2	no	no	INTJ
cana-2162	166	1	no	no	INTJ
cana-2162	166	2	3	3	NUM
cana-2162	167	1	yes	yes	INTJ
cana-2162	168	1	no	no	INTJ
cana-2162	168	2	no	no	INTJ
cana-2162	169	1	no	no	INTJ
cana-2162	169	2	no	no	DET
cana-2162	169	3	4	4	NUM
cana-2162	169	4	yes	yes	INTJ
cana-2162	170	1	no	no	INTJ
cana-2162	170	2	no	no	INTJ
cana-2162	171	1	no	no	INTJ
cana-2162	171	2	no	no	INTJ
cana-2162	171	3	5	5	NUM
cana-2162	172	1	yes	yes	INTJ
cana-2162	172	2	no	no	INTJ
cana-2162	173	1	no	no	INTJ
cana-2162	173	2	no	no	INTJ
cana-2162	174	1	no	no	DET
cana-2162	174	2	6	6	NUM
cana-2162	174	3	no	no	INTJ
cana-2162	175	1	no	no	INTJ
cana-2162	175	2	yes	yes	INTJ
cana-2162	176	1	no	no	INTJ
cana-2162	176	2	no	no	INTJ
cana-2162	176	3	7	7	NUM
cana-2162	177	1	no	no	INTJ
cana-2162	178	1	yes	yes	INTJ
cana-2162	179	1	no	no	INTJ
cana-2162	179	2	no	no	INTJ
cana-2162	180	1	no	no	INTJ
cana-2162	180	2	8	8	NUM
cana-2162	181	1	yes	yes	INTJ
cana-2162	181	2	no	no	INTJ
cana-2162	182	1	no	no	INTJ
cana-2162	182	2	no	no	INTJ
cana-2162	183	1	no	no	INTJ
cana-2162	183	2	9	9	NUM
cana-2162	183	3	no	no	INTJ
cana-2162	184	1	no	no	INTJ
cana-2162	184	2	no	no	INTJ
cana-2162	185	1	yes	yes	INTJ
cana-2162	186	1	no	no	DET
cana-2162	186	2	10	10	NUM
cana-2162	187	1	no	no	INTJ
cana-2162	188	1	no	no	INTJ
cana-2162	188	2	yes	yes	INTJ
cana-2162	189	1	no	no	INTJ
cana-2162	189	2	no	no	INTJ
cana-2162	189	3	v.	v.	ADP
cana-2162	189	4	literature	literature	NOUN
cana-2162	189	5	survey	survey	NOUN
cana-2162	189	6	when	when	SCONJ
cana-2162	189	7	we	we	PRON
cana-2162	189	8	think	think	VERB
cana-2162	189	9	about	about	ADP
cana-2162	189	10	data	datum	NOUN
cana-2162	189	11	scale	scale	NOUN
cana-2162	189	12	one	one	NUM
cana-2162	189	13	big	big	ADJ
cana-2162	189	14	worry	worry	NOUN
cana-2162	189	15	is	be	AUX
cana-2162	189	16	processing	process	VERB
cana-2162	189	17	.	.	PUNCT
cana-2162	190	1	it	it	PRON
cana-2162	190	2	’s	’	VERB
cana-2162	190	3	to	to	PART
cana-2162	190	4	have	have	VERB
cana-2162	190	5	good	good	ADJ
cana-2162	190	6	performance	performance	NOUN
cana-2162	190	7	even	even	ADV
cana-2162	190	8	when	when	SCONJ
cana-2162	190	9	handling	handle	VERB
cana-2162	190	10	huge	huge	ADJ
cana-2162	190	11	amounts	amount	NOUN
cana-2162	190	12	of	of	ADP
cana-2162	190	13	data	datum	NOUN
cana-2162	190	14	.	.	PUNCT
cana-2162	191	1	we	we	PRON
cana-2162	191	2	focus	focus	VERB
cana-2162	191	3	on	on	ADP
cana-2162	191	4	something	something	PRON
cana-2162	191	5	called	call	VERB
cana-2162	191	6	scale	scale	NOUN
cana-2162	191	7	independence	independence	NOUN
cana-2162	191	8	,	,	PUNCT
cana-2162	191	9	which	which	PRON
cana-2162	191	10	aims	aim	VERB
cana-2162	191	11	to	to	PART
cana-2162	191	12	improve	improve	VERB
cana-2162	191	13	results	result	NOUN
cana-2162	191	14	when	when	SCONJ
cana-2162	191	15	dealing	deal	VERB
cana-2162	191	16	with	with	ADP
cana-2162	191	17	large	large	ADJ
cana-2162	191	18	datasets	dataset	NOUN
cana-2162	191	19	.	.	PUNCT
cana-2162	192	1	this	this	PRON
cana-2162	192	2	means	mean	VERB
cana-2162	192	3	we	we	PRON
cana-2162	192	4	can	can	AUX
cana-2162	192	5	figure	figure	VERB
cana-2162	192	6	out	out	ADP
cana-2162	192	7	how	how	SCONJ
cana-2162	192	8	much	much	ADJ
cana-2162	192	9	data	datum	NOUN
cana-2162	192	10	is	be	AUX
cana-2162	192	11	necessary	necessary	ADJ
cana-2162	192	12	to	to	PART
cana-2162	192	13	answer	answer	VERB
cana-2162	192	14	questions	question	NOUN
cana-2162	192	15	without	without	ADP
cana-2162	192	16	worrying	worry	VERB
cana-2162	192	17	about	about	ADP
cana-2162	192	18	the	the	DET
cana-2162	192	19	total	total	ADJ
cana-2162	192	20	size	size	NOUN
cana-2162	192	21	or	or	CCONJ
cana-2162	192	22	changes	change	NOUN
cana-2162	192	23	in	in	ADP
cana-2162	192	24	the	the	DET
cana-2162	192	25	dataset	dataset	NOUN
cana-2162	192	26	.	.	PUNCT
cana-2162	193	1	there	there	PRON
cana-2162	193	2	are	be	VERB
cana-2162	193	3	many	many	ADJ
cana-2162	193	4	ways	way	NOUN
cana-2162	193	5	to	to	PART
cana-2162	193	6	achieve	achieve	VERB
cana-2162	193	7	scale	scale	NOUN
cana-2162	193	8	independence	independence	NOUN
cana-2162	193	9	in	in	ADP
cana-2162	193	10	big	big	ADJ
cana-2162	193	11	data	datum	NOUN
cana-2162	193	12	.	.	PUNCT
cana-2162	194	1	these	these	DET
cana-2162	194	2	approaches	approach	NOUN
cana-2162	194	3	work	work	VERB
cana-2162	194	4	regardless	regardless	ADV
cana-2162	194	5	of	of	ADP
cana-2162	194	6	size	size	NOUN
cana-2162	194	7	communications	communication	NOUN
cana-2162	194	8	on	on	ADP
cana-2162	194	9	applied	apply	VERB
cana-2162	194	10	nonlinear	nonlinear	ADJ
cana-2162	194	11	analysis	analysis	NOUN
cana-2162	194	12	issn	issn	NOUN
cana-2162	194	13	:	:	PUNCT
cana-2162	194	14	1074	1074	NUM
cana-2162	194	15	-	-	PUNCT
cana-2162	194	16	133x	133x	NUM
cana-2162	194	17	vol	vol	NOUN
cana-2162	194	18	32	32	NUM
cana-2162	194	19	no	no	NOUN
cana-2162	194	20	.	.	PUNCT
cana-2162	195	1	1s	1s	NUM
cana-2162	195	2	(	(	PUNCT
cana-2162	195	3	2025	2025	NUM
cana-2162	195	4	)	)	PUNCT
cana-2162	195	5	241	241	NUM
cana-2162	195	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	195	7	or	or	CCONJ
cana-2162	195	8	range	range	NOUN
cana-2162	195	9	.	.	PUNCT
cana-2162	196	1	typically	typically	ADV
cana-2162	196	2	,	,	PUNCT
cana-2162	196	3	most	most	ADJ
cana-2162	196	4	database	database	NOUN
cana-2162	196	5	methods	method	NOUN
cana-2162	196	6	choose	choose	VERB
cana-2162	196	7	views	view	NOUN
cana-2162	196	8	that	that	PRON
cana-2162	196	9	can	can	AUX
cana-2162	196	10	speed	speed	VERB
cana-2162	196	11	up	up	ADP
cana-2162	196	12	how	how	SCONJ
cana-2162	196	13	queries	query	NOUN
cana-2162	196	14	run	run	VERB
cana-2162	196	15	on	on	ADP
cana-2162	196	16	average	average	ADJ
cana-2162	196	17	.	.	PUNCT
cana-2162	197	1	references	reference	NOUN
cana-2162	197	2	objective	objective	ADJ
cana-2162	197	3	[	[	X
cana-2162	197	4	11	11	NUM
cana-2162	197	5	]	]	PUNCT
cana-2162	197	6	this	this	DET
cana-2162	197	7	article	article	NOUN
cana-2162	197	8	presents	present	VERB
cana-2162	197	9	a	a	DET
cana-2162	197	10	method	method	NOUN
cana-2162	197	11	for	for	ADP
cana-2162	197	12	selecting	select	VERB
cana-2162	197	13	and	and	CCONJ
cana-2162	197	14	maintaining	maintain	VERB
cana-2162	197	15	views	view	NOUN
cana-2162	197	16	that	that	PRON
cana-2162	197	17	are	be	AUX
cana-2162	197	18	scaleindependent	scaleindependent	ADJ
cana-2162	197	19	.	.	PUNCT
cana-2162	198	1	it	it	PRON
cana-2162	198	2	uses	use	VERB
cana-2162	198	3	new	new	ADJ
cana-2162	198	4	static	static	ADJ
cana-2162	198	5	analysis	analysis	NOUN
cana-2162	198	6	strategies	strategy	NOUN
cana-2162	198	7	.	.	PUNCT
cana-2162	199	1	these	these	DET
cana-2162	199	2	strategies	strategy	NOUN
cana-2162	199	3	help	help	VERB
cana-2162	199	4	ensure	ensure	VERB
cana-2162	199	5	that	that	SCONJ
cana-2162	199	6	any	any	DET
cana-2162	199	7	new	new	ADJ
cana-2162	199	8	views	view	NOUN
cana-2162	199	9	created	create	VERB
cana-2162	199	10	do	do	AUX
cana-2162	199	11	not	not	PART
cana-2162	199	12	lead	lead	VERB
cana-2162	199	13	to	to	ADP
cana-2162	199	14	inefficiencies	inefficiency	NOUN
cana-2162	199	15	as	as	SCONJ
cana-2162	199	16	they	they	PRON
cana-2162	199	17	grow	grow	VERB
cana-2162	199	18	.	.	PUNCT
cana-2162	200	1	by	by	ADP
cana-2162	200	2	applying	apply	VERB
cana-2162	200	3	unique	unique	ADJ
cana-2162	200	4	static	static	ADJ
cana-2162	200	5	algorithms	algorithm	NOUN
cana-2162	200	6	,	,	PUNCT
cana-2162	200	7	we	we	PRON
cana-2162	200	8	can	can	AUX
cana-2162	200	9	avoid	avoid	VERB
cana-2162	200	10	scaling	scale	VERB
cana-2162	200	11	issues	issue	NOUN
cana-2162	200	12	.	.	PUNCT
cana-2162	201	1	these	these	DET
cana-2162	201	2	algorithms	algorithm	NOUN
cana-2162	201	3	ensure	ensure	VERB
cana-2162	201	4	that	that	SCONJ
cana-2162	201	5	views	view	NOUN
cana-2162	201	6	maintain	maintain	VERB
cana-2162	201	7	certain	certain	ADJ
cana-2162	201	8	properties	property	NOUN
cana-2162	201	9	relating	relate	VERB
cana-2162	201	10	to	to	ADP
cana-2162	201	11	their	their	PRON
cana-2162	201	12	scale	scale	NOUN
cana-2162	201	13	and	and	CCONJ
cana-2162	201	14	the	the	DET
cana-2162	201	15	effort	effort	NOUN
cana-2162	201	16	needed	need	VERB
cana-2162	201	17	for	for	ADP
cana-2162	201	18	ongoing	ongoing	ADJ
cana-2162	201	19	maintenance	maintenance	NOUN
cana-2162	201	20	.	.	PUNCT
cana-2162	202	1	that	that	PRON
cana-2162	202	2	said	say	VERB
cana-2162	202	3	,	,	PUNCT
cana-2162	202	4	there	there	PRON
cana-2162	202	5	is	be	VERB
cana-2162	202	6	a	a	DET
cana-2162	202	7	challenge	challenge	NOUN
cana-2162	202	8	:	:	PUNCT
cana-2162	202	9	as	as	SCONJ
cana-2162	202	10	the	the	DET
cana-2162	202	11	costs	cost	NOUN
cana-2162	202	12	for	for	ADP
cana-2162	202	13	updating	update	VERB
cana-2162	202	14	incrementally	incrementally	ADV
cana-2162	202	15	maintained	maintain	VERB
cana-2162	202	16	views	view	NOUN
cana-2162	202	17	(	(	PUNCT
cana-2162	202	18	imv	imv	NOUN
cana-2162	202	19	)	)	PUNCT
cana-2162	202	20	rise	rise	VERB
cana-2162	202	21	with	with	ADP
cana-2162	202	22	application	application	NOUN
cana-2162	202	23	size	size	NOUN
cana-2162	202	24	,	,	PUNCT
cana-2162	202	25	it	it	PRON
cana-2162	202	26	affects	affect	VERB
cana-2162	202	27	how	how	SCONJ
cana-2162	202	28	we	we	PRON
cana-2162	202	29	gather	gather	VERB
cana-2162	202	30	these	these	DET
cana-2162	202	31	views	view	NOUN
cana-2162	202	32	.	.	PUNCT
cana-2162	203	1	[	[	X
cana-2162	203	2	12	12	NUM
cana-2162	203	3	]	]	PUNCT
cana-2162	203	4	relationship	relationship	NOUN
cana-2162	203	5	cardinality	cardinality	NOUN
cana-2162	203	6	and	and	CCONJ
cana-2162	203	7	associated	associated	ADJ
cana-2162	203	8	size	size	NOUN
cana-2162	203	9	specifications	specification	NOUN
cana-2162	203	10	are	be	AUX
cana-2162	203	11	described	describe	VERB
cana-2162	203	12	using	use	VERB
cana-2162	203	13	the	the	DET
cana-2162	203	14	simplest	simple	ADJ
cana-2162	203	15	sql	sql	NOUN
cana-2162	203	16	extension	extension	NOUN
cana-2162	203	17	.	.	PUNCT
cana-2162	204	1	to	to	PART
cana-2162	204	2	avoid	avoid	VERB
cana-2162	204	3	output	output	NOUN
cana-2162	204	4	deterioration	deterioration	NOUN
cana-2162	204	5	,	,	PUNCT
cana-2162	204	6	the	the	DET
cana-2162	204	7	dba	dba	NOUN
cana-2162	204	8	can	can	AUX
cana-2162	204	9	select	select	VERB
cana-2162	204	10	a	a	DET
cana-2162	204	11	normal	normal	ADJ
cana-2162	204	12	constrained	constrain	VERB
cana-2162	204	13	scheme	scheme	NOUN
cana-2162	204	14	over	over	ADP
cana-2162	204	15	an	an	DET
cana-2162	204	16	infinite	infinite	ADJ
cana-2162	204	17	scheme	scheme	NOUN
cana-2162	204	18	.	.	PUNCT
cana-2162	205	1	in	in	ADP
cana-2162	205	2	other	other	ADJ
cana-2162	205	3	words	word	NOUN
cana-2162	205	4	,	,	PUNCT
cana-2162	205	5	the	the	DET
cana-2162	205	6	compiler	compiler	NOUN
cana-2162	205	7	makes	make	VERB
cana-2162	205	8	every	every	DET
cana-2162	205	9	effort	effort	NOUN
cana-2162	205	10	to	to	PART
cana-2162	205	11	bind	bind	VERB
cana-2162	205	12	the	the	DET
cana-2162	205	13	computation	computation	NOUN
cana-2162	205	14	if	if	SCONJ
cana-2162	205	15	it	it	PRON
cana-2162	205	16	is	be	AUX
cana-2162	205	17	difficult	difficult	ADJ
cana-2162	205	18	to	to	PART
cana-2162	205	19	provide	provide	VERB
cana-2162	205	20	a	a	DET
cana-2162	205	21	constrained	constrain	VERB
cana-2162	205	22	scheme	scheme	NOUN
cana-2162	205	23	for	for	ADP
cana-2162	205	24	a	a	DET
cana-2162	205	25	given	give	VERB
cana-2162	205	26	task	task	NOUN
cana-2162	205	27	.	.	PUNCT
cana-2162	206	1	strict	strict	ADJ
cana-2162	206	2	limitations	limitation	NOUN
cana-2162	206	3	are	be	AUX
cana-2162	206	4	imposed	impose	VERB
cana-2162	206	5	by	by	ADP
cana-2162	206	6	piql	piql	NOUN
cana-2162	206	7	on	on	ADP
cana-2162	206	8	the	the	DET
cana-2162	206	9	quantity	quantity	NOUN
cana-2162	206	10	of	of	ADP
cana-2162	206	11	i	i	PROPN
cana-2162	206	12	/	/	SYM
cana-2162	206	13	o	o	NOUN
cana-2162	206	14	operations	operation	NOUN
cana-2162	206	15	required	require	VERB
cana-2162	206	16	to	to	PART
cana-2162	206	17	respond	respond	VERB
cana-2162	206	18	to	to	ADP
cana-2162	206	19	any	any	DET
cana-2162	206	20	query	query	NOUN
cana-2162	206	21	.	.	PUNCT
cana-2162	207	1	[	[	X
cana-2162	207	2	13	13	NUM
cana-2162	207	3	]	]	PUNCT
cana-2162	207	4	you	you	PRON
cana-2162	207	5	can	can	AUX
cana-2162	207	6	describe	describe	VERB
cana-2162	207	7	connection	connection	NOUN
cana-2162	207	8	cardinality	cardinality	NOUN
cana-2162	207	9	and	and	CCONJ
cana-2162	207	10	the	the	DET
cana-2162	207	11	associated	associated	ADJ
cana-2162	207	12	size	size	NOUN
cana-2162	207	13	specifications	specification	NOUN
cana-2162	207	14	with	with	ADP
cana-2162	207	15	the	the	DET
cana-2162	207	16	most	most	ADV
cana-2162	207	17	basic	basic	ADJ
cana-2162	207	18	sql	sql	NOUN
cana-2162	207	19	extension	extension	NOUN
cana-2162	207	20	.	.	PUNCT
cana-2162	208	1	to	to	PART
cana-2162	208	2	avoid	avoid	VERB
cana-2162	208	3	output	output	NOUN
cana-2162	208	4	deterioration	deterioration	NOUN
cana-2162	208	5	on	on	ADP
cana-2162	208	6	such	such	ADJ
cana-2162	208	7	requests	request	NOUN
cana-2162	208	8	,	,	PUNCT
cana-2162	208	9	the	the	DET
cana-2162	208	10	dba	dba	PROPN
cana-2162	208	11	selects	select	VERB
cana-2162	208	12	a	a	DET
cana-2162	208	13	normal	normal	ADJ
cana-2162	208	14	constrained	constrain	VERB
cana-2162	208	15	scheme	scheme	NOUN
cana-2162	208	16	over	over	ADP
cana-2162	208	17	an	an	DET
cana-2162	208	18	infinite	infinite	ADJ
cana-2162	208	19	scheme	scheme	NOUN
cana-2162	208	20	.	.	PUNCT
cana-2162	209	1	in	in	ADP
cana-2162	209	2	other	other	ADJ
cana-2162	209	3	words	word	NOUN
cana-2162	209	4	,	,	PUNCT
cana-2162	209	5	the	the	DET
cana-2162	209	6	compiler	compiler	NOUN
cana-2162	209	7	makes	make	VERB
cana-2162	209	8	every	every	DET
cana-2162	209	9	effort	effort	NOUN
cana-2162	209	10	to	to	PART
cana-2162	209	11	bound	bound	VERB
cana-2162	209	12	the	the	DET
cana-2162	209	13	computation	computation	NOUN
cana-2162	209	14	if	if	SCONJ
cana-2162	209	15	it	it	PRON
cana-2162	209	16	can	can	AUX
cana-2162	209	17	not	not	PART
cana-2162	209	18	produce	produce	VERB
cana-2162	209	19	normal	normal	ADJ
cana-2162	209	20	constrained	constrain	VERB
cana-2162	209	21	scheme	scheme	NOUN
cana-2162	209	22	for	for	ADP
cana-2162	209	23	a	a	DET
cana-2162	209	24	given	give	VERB
cana-2162	209	25	task.the	task.the	DET
cana-2162	209	26	amount	amount	NOUN
cana-2162	209	27	of	of	ADP
cana-2162	209	28	i	i	PROPN
cana-2162	209	29	/	/	SYM
cana-2162	209	30	o	o	NOUN
cana-2162	209	31	operations	operation	NOUN
cana-2162	209	32	required	require	VERB
cana-2162	209	33	to	to	PART
cana-2162	209	34	answer	answer	VERB
cana-2162	209	35	any	any	DET
cana-2162	209	36	inquiry	inquiry	NOUN
cana-2162	209	37	is	be	AUX
cana-2162	209	38	limited	limit	VERB
cana-2162	209	39	by	by	ADP
cana-2162	209	40	piql	piql	NOUN
cana-2162	209	41	in	in	ADP
cana-2162	209	42	[	[	X
cana-2162	209	43	13	13	NUM
cana-2162	209	44	]	]	PUNCT
cana-2162	209	45	.	.	PUNCT
cana-2162	210	1	[	[	X
cana-2162	210	2	14	14	NUM
cana-2162	210	3	]	]	PUNCT
cana-2162	210	4	schema	schema	NOUN
cana-2162	210	5	's	's	PART
cana-2162	210	6	accessible	accessible	ADJ
cana-2162	210	7	sections	section	NOUN
cana-2162	210	8	are	be	AUX
cana-2162	210	9	established	establish	VERB
cana-2162	210	10	for	for	ADP
cana-2162	210	11	processing	processing	NOUN
cana-2162	210	12	,	,	PUNCT
cana-2162	210	13	and	and	CCONJ
cana-2162	210	14	a	a	DET
cana-2162	210	15	detailed	detailed	ADJ
cana-2162	210	16	analysis	analysis	NOUN
cana-2162	210	17	is	be	AUX
cana-2162	210	18	conducted	conduct	VERB
cana-2162	210	19	when	when	SCONJ
cana-2162	210	20	responding	respond	VERB
cana-2162	210	21	to	to	ADP
cana-2162	210	22	a	a	DET
cana-2162	210	23	query	query	NOUN
cana-2162	210	24	that	that	PRON
cana-2162	210	25	has	have	VERB
cana-2162	210	26	integrity	integrity	NOUN
cana-2162	210	27	and	and	CCONJ
cana-2162	210	28	access	access	NOUN
cana-2162	210	29	restrictions	restriction	NOUN
cana-2162	210	30	.	.	PUNCT
cana-2162	211	1	super	super	ADJ
cana-2162	211	2	-	-	NOUN
cana-2162	211	3	extractability	extractability	NOUN
cana-2162	211	4	is	be	AUX
cana-2162	211	5	a	a	DET
cana-2162	211	6	query	query	NOUN
cana-2162	211	7	-	-	PUNCT
cana-2162	211	8	independent	independent	ADJ
cana-2162	211	9	quality	quality	NOUN
cana-2162	211	10	that	that	PRON
cana-2162	211	11	is	be	AUX
cana-2162	211	12	highlighted	highlight	VERB
cana-2162	211	13	in	in	ADP
cana-2162	211	14	the	the	DET
cana-2162	211	15	actual	actual	ADJ
cana-2162	211	16	schema	schema	NOUN
cana-2162	211	17	.	.	PUNCT
cana-2162	212	1	if	if	SCONJ
cana-2162	212	2	we	we	PRON
cana-2162	212	3	can	can	AUX
cana-2162	212	4	use	use	VERB
cana-2162	212	5	the	the	DET
cana-2162	212	6	intended	intend	VERB
cana-2162	212	7	access	access	NOUN
cana-2162	212	8	pattern	pattern	NOUN
cana-2162	212	9	to	to	PART
cana-2162	212	10	extract	extract	VERB
cana-2162	212	11	a	a	DET
cana-2162	212	12	superset	superset	NOUN
cana-2162	212	13	of	of	ADP
cana-2162	212	14	values	value	NOUN
cana-2162	212	15	from	from	ADP
cana-2162	212	16	a	a	DET
cana-2162	212	17	schema	schema	NOUN
cana-2162	212	18	,	,	PUNCT
cana-2162	212	19	then	then	ADV
cana-2162	212	20	the	the	DET
cana-2162	212	21	schema	schema	NOUN
cana-2162	212	22	is	be	AUX
cana-2162	212	23	considered	consider	VERB
cana-2162	212	24	superextractable	superextractable	ADJ
cana-2162	212	25	.	.	PUNCT
cana-2162	213	1	a	a	DET
cana-2162	213	2	query	query	NOUN
cana-2162	213	3	is	be	AUX
cana-2162	213	4	considered	consider	VERB
cana-2162	213	5	logically	logically	ADV
cana-2162	213	6	accessible	accessible	ADJ
cana-2162	213	7	rewritable	rewritable	ADJ
cana-2162	213	8	under	under	ADP
cana-2162	213	9	constraints	constraint	NOUN
cana-2162	213	10	and	and	CCONJ
cana-2162	213	11	circumstances	circumstance	NOUN
cana-2162	213	12	if	if	SCONJ
cana-2162	213	13	it	it	PRON
cana-2162	213	14	can	can	AUX
cana-2162	213	15	be	be	AUX
cana-2162	213	16	verified	verify	VERB
cana-2162	213	17	by	by	ADP
cana-2162	213	18	executing	execute	VERB
cana-2162	213	19	it	it	PRON
cana-2162	213	20	on	on	ADP
cana-2162	213	21	the	the	DET
cana-2162	213	22	accessible	accessible	ADJ
cana-2162	213	23	data	datum	NOUN
cana-2162	213	24	.	.	PUNCT
cana-2162	214	1	[	[	X
cana-2162	214	2	15,16	15,16	NUM
cana-2162	214	3	]	]	PUNCT
cana-2162	214	4	the	the	DET
cana-2162	214	5	approaches	approach	NOUN
cana-2162	214	6	investigate	investigate	VERB
cana-2162	214	7	methods	method	NOUN
cana-2162	214	8	for	for	ADP
cana-2162	214	9	responding	respond	VERB
cana-2162	214	10	to	to	ADP
cana-2162	214	11	queries	query	NOUN
cana-2162	214	12	with	with	ADP
cana-2162	214	13	restricted	restricted	ADJ
cana-2162	214	14	access	access	NOUN
cana-2162	214	15	patterns	pattern	NOUN
cana-2162	214	16	.	.	PUNCT
cana-2162	215	1	in	in	ADP
cana-2162	215	2	particular	particular	ADJ
cana-2162	215	3	,	,	PUNCT
cana-2162	215	4	the	the	DET
cana-2162	215	5	section	section	NOUN
cana-2162	215	6	that	that	PRON
cana-2162	215	7	addresses	address	VERB
cana-2162	215	8	rewriting	rewrite	VERB
cana-2162	215	9	queries	query	NOUN
cana-2162	215	10	with	with	ADP
cana-2162	215	11	integrity	integrity	NOUN
cana-2162	215	12	constraints	constraint	NOUN
cana-2162	215	13	and	and	CCONJ
cana-2162	215	14	restricted	restrict	VERB
cana-2162	215	15	access	access	NOUN
cana-2162	215	16	patterns	pattern	NOUN
cana-2162	215	17	.	.	PUNCT
cana-2162	216	1	a	a	DET
cana-2162	216	2	technique	technique	NOUN
cana-2162	216	3	is	be	AUX
cana-2162	216	4	given	give	VERB
cana-2162	216	5	to	to	PART
cana-2162	216	6	find	find	VERB
cana-2162	216	7	a	a	DET
cana-2162	216	8	precise	precise	ADJ
cana-2162	216	9	executable	executable	ADJ
cana-2162	216	10	plan	plan	NOUN
cana-2162	216	11	(	(	PUNCT
cana-2162	216	12	if	if	SCONJ
cana-2162	216	13	any	any	PRON
cana-2162	216	14	)	)	PUNCT
cana-2162	216	15	.	.	PUNCT
cana-2162	217	1	the	the	DET
cana-2162	217	2	binding	bind	VERB
cana-2162	217	3	pattern	pattern	NOUN
cana-2162	217	4	of	of	ADP
cana-2162	217	5	a	a	DET
cana-2162	217	6	relation	relation	NOUN
cana-2162	217	7	is	be	AUX
cana-2162	217	8	used	use	VERB
cana-2162	217	9	to	to	PART
cana-2162	217	10	calculate	calculate	VERB
cana-2162	217	11	the	the	DET
cana-2162	217	12	full	full	ADJ
cana-2162	217	13	response	response	NOUN
cana-2162	217	14	to	to	ADP
cana-2162	217	15	a	a	DET
cana-2162	217	16	query	query	NOUN
cana-2162	217	17	.	.	PUNCT
cana-2162	218	1	the	the	DET
cana-2162	218	2	maximum	maximum	ADJ
cana-2162	218	3	number	number	NOUN
cana-2162	218	4	of	of	ADP
cana-2162	218	5	characteristics	characteristic	NOUN
cana-2162	218	6	that	that	PRON
cana-2162	218	7	can	can	AUX
cana-2162	218	8	be	be	AUX
cana-2162	218	9	utilized	utilize	VERB
cana-2162	218	10	to	to	PART
cana-2162	218	11	access	access	VERB
cana-2162	218	12	a	a	DET
cana-2162	218	13	relation	relation	NOUN
cana-2162	218	14	is	be	AUX
cana-2162	218	15	defined	define	VERB
cana-2162	218	16	by	by	ADP
cana-2162	218	17	its	its	PRON
cana-2162	218	18	binding	bind	VERB
cana-2162	218	19	pattern	pattern	NOUN
cana-2162	218	20	.	.	PUNCT
cana-2162	219	1	proposed	propose	VERB
cana-2162	219	2	a	a	DET
cana-2162	219	3	scalable	scalable	ADJ
cana-2162	219	4	consistency	consistency	NOUN
cana-2162	219	5	adjustable	adjustable	ADJ
cana-2162	219	6	data	datum	NOUN
cana-2162	219	7	storage	storage	NOUN
cana-2162	219	8	(	(	PUNCT
cana-2162	219	9	scads	scad	NOUN
cana-2162	219	10	)	)	PUNCT
cana-2162	219	11	architecture	architecture	NOUN
cana-2162	219	12	to	to	PART
cana-2162	219	13	allow	allow	VERB
cana-2162	219	14	users	user	NOUN
cana-2162	219	15	to	to	PART
cana-2162	219	16	specify	specify	VERB
cana-2162	219	17	requirements	requirement	NOUN
cana-2162	219	18	specific	specific	ADJ
cana-2162	219	19	to	to	ADP
cana-2162	219	20	their	their	PRON
cana-2162	219	21	applications	application	NOUN
cana-2162	219	22	.	.	PUNCT
cana-2162	220	1	furthermore	furthermore	ADV
cana-2162	220	2	,	,	PUNCT
cana-2162	220	3	machine	machine	NOUN
cana-2162	220	4	-	-	PUNCT
cana-2162	220	5	learning	learn	VERB
cana-2162	220	6	techniques	technique	NOUN
cana-2162	220	7	are	be	AUX
cana-2162	220	8	utilized	utilize	VERB
cana-2162	220	9	to	to	PART
cana-2162	220	10	address	address	VERB
cana-2162	220	11	problems	problem	NOUN
cana-2162	220	12	with	with	ADP
cana-2162	220	13	performance	performance	NOUN
cana-2162	220	14	and	and	CCONJ
cana-2162	220	15	find	find	VERB
cana-2162	220	16	the	the	DET
cana-2162	220	17	resource	resource	NOUN
cana-2162	220	18	needs	need	NOUN
cana-2162	220	19	of	of	ADP
cana-2162	220	20	future	future	ADJ
cana-2162	220	21	queries	query	NOUN
cana-2162	220	22	before	before	ADV
cana-2162	220	23	to	to	ADP
cana-2162	220	24	their	their	PRON
cana-2162	220	25	execution	execution	NOUN
cana-2162	220	26	.	.	PUNCT
cana-2162	221	1	query	query	NOUN
cana-2162	221	2	language	language	NOUN
cana-2162	221	3	with	with	ADP
cana-2162	221	4	performance	performance	NOUN
cana-2162	221	5	safety	safety	NOUN
cana-2162	221	6	,	,	PUNCT
cana-2162	221	7	–	–	PUNCT
cana-2162	221	8	three	three	NUM
cana-2162	221	9	methods	method	NOUN
cana-2162	221	10	that	that	PRON
cana-2162	221	11	incorporate	incorporate	VERB
cana-2162	221	12	data	data	NOUN
cana-2162	221	13	scale	scale	NOUN
cana-2162	221	14	independence	independence	NOUN
cana-2162	221	15	are	be	AUX
cana-2162	221	16	performance	performance	NOUN
cana-2162	221	17	tradeoff	tradeoff	NOUN
cana-2162	221	18	,	,	PUNCT
cana-2162	221	19	declarative	declarative	ADJ
cana-2162	221	20	consistency	consistency	NOUN
cana-2162	221	21	,	,	PUNCT
cana-2162	221	22	and	and	CCONJ
cana-2162	221	23	scaling	scale	VERB
cana-2162	221	24	up	up	ADP
cana-2162	221	25	and	and	CCONJ
cana-2162	221	26	down	down	ADV
cana-2162	221	27	using	use	VERB
cana-2162	221	28	machine	machine	NOUN
cana-2162	221	29	learning	learning	NOUN
cana-2162	221	30	.	.	PUNCT
cana-2162	222	1	effective	effective	ADJ
cana-2162	222	2	web	web	NOUN
cana-2162	222	3	programming	programming	NOUN
cana-2162	222	4	is	be	AUX
cana-2162	222	5	made	make	VERB
cana-2162	222	6	possible	possible	ADJ
cana-2162	222	7	bypql	bypql	NOUN
cana-2162	222	8	,	,	PUNCT
cana-2162	222	9	which	which	PRON
cana-2162	222	10	guarantees	guarantee	VERB
cana-2162	222	11	predictability	predictability	NOUN
cana-2162	222	12	and	and	CCONJ
cana-2162	222	13	scalability	scalability	NOUN
cana-2162	222	14	.	.	PUNCT
cana-2162	223	1	developers	developer	NOUN
cana-2162	223	2	can	can	AUX
cana-2162	223	3	communications	communication	NOUN
cana-2162	223	4	on	on	ADP
cana-2162	223	5	applied	apply	VERB
cana-2162	223	6	nonlinear	nonlinear	ADJ
cana-2162	223	7	analysis	analysis	NOUN
cana-2162	223	8	issn	issn	NOUN
cana-2162	223	9	:	:	PUNCT
cana-2162	223	10	1074	1074	NUM
cana-2162	223	11	-	-	PUNCT
cana-2162	223	12	133x	133x	NUM
cana-2162	223	13	vol	vol	NOUN
cana-2162	223	14	32	32	NUM
cana-2162	223	15	no	no	NOUN
cana-2162	223	16	.	.	PUNCT
cana-2162	224	1	1s	1s	NUM
cana-2162	224	2	(	(	PUNCT
cana-2162	224	3	2025	2025	NUM
cana-2162	224	4	)	)	PUNCT
cana-2162	224	5	242	242	NUM
cana-2162	224	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	225	1	[	[	X
cana-2162	225	2	17,18	17,18	X
cana-2162	225	3	]	]	PUNCT
cana-2162	225	4	assess	assess	VERB
cana-2162	225	5	an	an	DET
cana-2162	225	6	application	application	NOUN
cana-2162	225	7	's	's	PART
cana-2162	225	8	accuracy	accuracy	NOUN
cana-2162	225	9	with	with	ADP
cana-2162	225	10	respect	respect	NOUN
cana-2162	225	11	to	to	ADP
cana-2162	225	12	required	require	VERB
cana-2162	225	13	performance	performance	NOUN
cana-2162	225	14	slas	sla	NOUN
cana-2162	225	15	(	(	PUNCT
cana-2162	225	16	service	service	NOUN
cana-2162	225	17	level	level	NOUN
cana-2162	225	18	agreements	agreement	NOUN
cana-2162	225	19	)	)	PUNCT
cana-2162	225	20	.	.	PUNCT
cana-2162	226	1	the	the	DET
cana-2162	226	2	capacity	capacity	NOUN
cana-2162	226	3	to	to	PART
cana-2162	226	4	effectively	effectively	ADV
cana-2162	226	5	achieve	achieve	VERB
cana-2162	226	6	slas	sla	NOUN
cana-2162	226	7	by	by	ADP
cana-2162	226	8	adding	add	VERB
cana-2162	226	9	and	and	CCONJ
cana-2162	226	10	subtracting	subtract	VERB
cana-2162	226	11	capacity	capacity	NOUN
cana-2162	226	12	using	use	VERB
cana-2162	226	13	machine	machine	NOUN
cana-2162	226	14	-	-	PUNCT
cana-2162	226	15	learning	learn	VERB
cana-2162	226	16	models	model	NOUN
cana-2162	226	17	is	be	AUX
cana-2162	226	18	known	know	VERB
cana-2162	226	19	as	as	ADP
cana-2162	226	20	"	"	PUNCT
cana-2162	226	21	upgrading	upgrade	VERB
cana-2162	226	22	and	and	CCONJ
cana-2162	226	23	downgrading	downgrading	NOUN
cana-2162	226	24	"	"	PUNCT
cana-2162	226	25	machine	machine	NOUN
cana-2162	226	26	learning	learning	NOUN
cana-2162	226	27	.	.	PUNCT
cana-2162	227	1	[	[	X
cana-2162	227	2	19	19	NUM
cana-2162	227	3	]	]	X
cana-2162	227	4	hadoopdb	hadoopdb	ADJ
cana-2162	227	5	consists	consist	NOUN
cana-2162	227	6	of	of	ADP
cana-2162	227	7	two	two	NUM
cana-2162	227	8	layers	layer	NOUN
cana-2162	227	9	:	:	PUNCT
cana-2162	227	10	data	datum	NOUN
cana-2162	227	11	processing	processing	NOUN
cana-2162	227	12	and	and	CCONJ
cana-2162	227	13	storage	storage	NOUN
cana-2162	227	14	.	.	PUNCT
cana-2162	228	1	the	the	DET
cana-2162	228	2	block	block	NOUN
cana-2162	228	3	structure	structure	NOUN
cana-2162	228	4	framework	framework	NOUN
cana-2162	228	5	in	in	ADP
cana-2162	228	6	the	the	DET
cana-2162	228	7	storage	storage	NOUN
cana-2162	228	8	layer	layer	NOUN
cana-2162	228	9	controls	control	VERB
cana-2162	228	10	the	the	DET
cana-2162	228	11	core	core	NOUN
cana-2162	228	12	name	name	NOUN
cana-2162	228	13	node	node	NOUN
cana-2162	228	14	.	.	PUNCT
cana-2162	229	1	using	use	VERB
cana-2162	229	2	a	a	DET
cana-2162	229	3	given	give	VERB
cana-2162	229	4	partition	partition	NOUN
cana-2162	229	5	key	key	NOUN
cana-2162	229	6	,	,	PUNCT
cana-2162	229	7	the	the	DET
cana-2162	229	8	data	data	NOUN
cana-2162	229	9	loader	loader	NOUN
cana-2162	229	10	component	component	NOUN
cana-2162	229	11	divides	divide	VERB
cana-2162	229	12	the	the	DET
cana-2162	229	13	data	datum	NOUN
cana-2162	229	14	worldwide	worldwide	ADV
cana-2162	229	15	.	.	PUNCT
cana-2162	230	1	the	the	DET
cana-2162	230	2	task	task	PROPN
cana-2162	230	3	tracker	tracker	PROPN
cana-2162	230	4	and	and	CCONJ
cana-2162	230	5	the	the	DET
cana-2162	230	6	separate	separate	ADJ
cana-2162	230	7	database	database	NOUN
cana-2162	230	8	structure	structure	NOUN
cana-2162	230	9	on	on	ADP
cana-2162	230	10	the	the	DET
cana-2162	230	11	nodes	node	NOUN
cana-2162	230	12	are	be	AUX
cana-2162	230	13	connected	connect	VERB
cana-2162	230	14	via	via	ADP
cana-2162	230	15	a	a	DET
cana-2162	230	16	database	database	NOUN
cana-2162	230	17	connector	connector	NOUN
cana-2162	230	18	provided	provide	VERB
cana-2162	230	19	by	by	ADP
cana-2162	230	20	hadoopdb	hadoopdb	ADJ
cana-2162	230	21	.	.	PUNCT
cana-2162	231	1	[	[	X
cana-2162	231	2	20	20	NUM
cana-2162	231	3	]	]	X
cana-2162	231	4	hadoop	hadoop	NOUN
cana-2162	231	5	is	be	AUX
cana-2162	231	6	an	an	DET
cana-2162	231	7	enhanced	enhanced	ADJ
cana-2162	231	8	version	version	NOUN
cana-2162	231	9	of	of	ADP
cana-2162	231	10	the	the	DET
cana-2162	231	11	map	map	NOUN
cana-2162	231	12	-	-	PUNCT
cana-2162	231	13	reduce	reduce	VERB
cana-2162	231	14	architecture	architecture	NOUN
cana-2162	231	15	that	that	PRON
cana-2162	231	16	makes	make	VERB
cana-2162	231	17	use	use	NOUN
cana-2162	231	18	of	of	ADP
cana-2162	231	19	cache	cache	NOUN
cana-2162	231	20	technologies	technology	NOUN
cana-2162	231	21	to	to	PART
cana-2162	231	22	make	make	VERB
cana-2162	231	23	the	the	DET
cana-2162	231	24	job	job	NOUN
cana-2162	231	25	scheduler	scheduler	NOUN
cana-2162	231	26	loop	loop	NOUN
cana-2162	231	27	-	-	PUNCT
cana-2162	231	28	aware	aware	ADJ
cana-2162	231	29	,	,	PUNCT
cana-2162	231	30	extending	extend	VERB
cana-2162	231	31	map	map	NOUN
cana-2162	231	32	reduction	reduction	NOUN
cana-2162	231	33	by	by	ADP
cana-2162	231	34	providing	provide	VERB
cana-2162	231	35	support	support	NOUN
cana-2162	231	36	for	for	ADP
cana-2162	231	37	iterative	iterative	ADJ
cana-2162	231	38	queries	query	NOUN
cana-2162	231	39	in	in	ADP
cana-2162	231	40	programming	programming	NOUN
cana-2162	231	41	languages	language	NOUN
cana-2162	231	42	.	.	PUNCT
cana-2162	232	1	it	it	PRON
cana-2162	232	2	provides	provide	VERB
cana-2162	232	3	an	an	DET
cana-2162	232	4	exclusive	exclusive	ADJ
cana-2162	232	5	distributed	distribute	VERB
cana-2162	232	6	and	and	CCONJ
cana-2162	232	7	parallel	parallel	ADJ
cana-2162	232	8	architecture	architecture	NOUN
cana-2162	232	9	for	for	ADP
cana-2162	232	10	massively	massively	ADV
cana-2162	232	11	parallel	parallel	ADJ
cana-2162	232	12	iterative	iterative	NOUN
cana-2162	232	13	data	datum	NOUN
cana-2162	232	14	processing	processing	NOUN
cana-2162	232	15	applications	application	NOUN
cana-2162	232	16	.	.	PUNCT
cana-2162	233	1	[	[	X
cana-2162	233	2	21	21	NUM
cana-2162	233	3	]	]	PUNCT
cana-2162	233	4	the	the	DET
cana-2162	233	5	method	method	NOUN
cana-2162	233	6	suggests	suggest	VERB
cana-2162	233	7	an	an	DET
cana-2162	233	8	optimization	optimization	NOUN
cana-2162	233	9	framework	framework	NOUN
cana-2162	233	10	for	for	ADP
cana-2162	233	11	map	map	NOUN
cana-2162	233	12	-	-	PUNCT
cana-2162	233	13	reduce	reduce	VERB
cana-2162	233	14	tasks	task	NOUN
cana-2162	233	15	that	that	PRON
cana-2162	233	16	resemble	resemble	VERB
cana-2162	233	17	sql	sql	NOUN
cana-2162	233	18	.	.	PUNCT
cana-2162	234	1	a	a	DET
cana-2162	234	2	descriptive	descriptive	ADJ
cana-2162	234	3	query	query	NOUN
cana-2162	234	4	language	language	NOUN
cana-2162	234	5	that	that	PRON
cana-2162	234	6	can	can	AUX
cana-2162	234	7	be	be	AUX
cana-2162	234	8	better	well	ADV
cana-2162	234	9	optimized	optimize	VERB
cana-2162	234	10	and	and	CCONJ
cana-2162	234	11	captures	capture	NOUN
cana-2162	234	12	most	most	ADJ
cana-2162	234	13	of	of	ADP
cana-2162	234	14	the	the	DET
cana-2162	234	15	processing	processing	NOUN
cana-2162	234	16	in	in	ADP
cana-2162	234	17	declarative	declarative	NOUN
cana-2162	234	18	form	form	NOUN
cana-2162	234	19	.	.	PUNCT
cana-2162	235	1	it	it	PRON
cana-2162	235	2	explains	explain	VERB
cana-2162	235	3	how	how	SCONJ
cana-2162	235	4	the	the	DET
cana-2162	235	5	algebraic	algebraic	ADJ
cana-2162	235	6	forms	form	NOUN
cana-2162	235	7	that	that	PRON
cana-2162	235	8	are	be	AUX
cana-2162	235	9	taken	take	VERB
cana-2162	235	10	out	out	ADP
cana-2162	235	11	of	of	ADP
cana-2162	235	12	queries	query	NOUN
cana-2162	235	13	are	be	AUX
cana-2162	235	14	mapped	map	VERB
cana-2162	235	15	to	to	ADP
cana-2162	235	16	the	the	DET
cana-2162	235	17	optimizer	optimizer	NOUN
cana-2162	235	18	..	..	PUNCT
cana-2162	236	1	[	[	X
cana-2162	236	2	22	22	NUM
cana-2162	236	3	]	]	PUNCT
cana-2162	236	4	numerous	numerous	ADJ
cana-2162	236	5	algebraic	algebraic	ADJ
cana-2162	236	6	optimizations	optimization	NOUN
cana-2162	236	7	are	be	AUX
cana-2162	236	8	also	also	ADV
cana-2162	236	9	covered	cover	VERB
cana-2162	236	10	,	,	PUNCT
cana-2162	236	11	including	include	VERB
cana-2162	236	12	summarizing	summarize	VERB
cana-2162	236	13	the	the	DET
cana-2162	236	14	combined	combine	VERB
cana-2162	236	15	function	function	NOUN
cana-2162	236	16	structure	structure	NOUN
cana-2162	236	17	from	from	ADP
cana-2162	236	18	the	the	DET
cana-2162	236	19	reduced	reduce	VERB
cana-2162	236	20	function	function	NOUN
cana-2162	236	21	of	of	ADP
cana-2162	236	22	a	a	DET
cana-2162	236	23	map	map	NOUN
cana-2162	236	24	-	-	PUNCT
cana-2162	236	25	reduced	reduce	VERB
cana-2162	236	26	task	task	NOUN
cana-2162	236	27	and	and	CCONJ
cana-2162	236	28	fusing	fuse	VERB
cana-2162	236	29	map	map	NOUN
cana-2162	236	30	-	-	PUNCT
cana-2162	236	31	reduced	reduce	VERB
cana-2162	236	32	task	task	NOUN
cana-2162	236	33	into	into	ADP
cana-2162	236	34	one	one	NUM
cana-2162	236	35	task	task	NOUN
cana-2162	236	36	.	.	PUNCT
cana-2162	237	1	in	in	ADP
cana-2162	237	2	deductive	deductive	ADJ
cana-2162	237	3	,	,	PUNCT
cana-2162	237	4	relational	relational	ADJ
cana-2162	237	5	database	database	NOUN
cana-2162	237	6	designs	design	NOUN
cana-2162	237	7	,	,	PUNCT
cana-2162	237	8	an	an	DET
cana-2162	237	9	incremental	incremental	ADJ
cana-2162	237	10	estimation	estimation	NOUN
cana-2162	237	11	approach	approach	NOUN
cana-2162	237	12	is	be	AUX
cana-2162	237	13	given	give	VERB
cana-2162	237	14	to	to	PART
cana-2162	237	15	compute	compute	VERB
cana-2162	237	16	the	the	DET
cana-2162	237	17	view	view	NOUN
cana-2162	237	18	obtained	obtain	VERB
cana-2162	237	19	from	from	ADP
cana-2162	237	20	the	the	DET
cana-2162	237	21	relations	relation	NOUN
cana-2162	237	22	.	.	PUNCT
cana-2162	238	1	for	for	ADP
cana-2162	238	2	every	every	DET
cana-2162	238	3	derived	derive	VERB
cana-2162	238	4	tuple	tuple	NOUN
cana-2162	238	5	in	in	ADP
cana-2162	238	6	the	the	DET
cana-2162	238	7	view	view	NOUN
cana-2162	238	8	,	,	PUNCT
cana-2162	238	9	the	the	DET
cana-2162	238	10	number	number	NOUN
cana-2162	238	11	of	of	ADP
cana-2162	238	12	alternative	alternative	ADJ
cana-2162	238	13	derivations	derivation	NOUN
cana-2162	238	14	is	be	AUX
cana-2162	238	15	tracked	track	VERB
cana-2162	238	16	using	use	VERB
cana-2162	238	17	a	a	DET
cana-2162	238	18	counting	counting	NOUN
cana-2162	238	19	technique	technique	NOUN
cana-2162	238	20	.	.	PUNCT
cana-2162	239	1	the	the	DET
cana-2162	239	2	method	method	NOUN
cana-2162	239	3	is	be	AUX
cana-2162	239	4	applicable	applicable	ADJ
cana-2162	239	5	to	to	ADP
cana-2162	239	6	both	both	CCONJ
cana-2162	239	7	set	set	VERB
cana-2162	239	8	and	and	CCONJ
cana-2162	239	9	duplicate	duplicate	ADJ
cana-2162	239	10	semantics	semantic	NOUN
cana-2162	239	11	during	during	ADP
cana-2162	239	12	query	query	NOUN
cana-2162	239	13	evaluation	evaluation	NOUN
cana-2162	239	14	.	.	PUNCT
cana-2162	240	1	this	this	DET
cana-2162	240	2	paper	paper	NOUN
cana-2162	240	3	explores	explore	VERB
cana-2162	240	4	a	a	DET
cana-2162	240	5	different	different	ADJ
cana-2162	240	6	method	method	NOUN
cana-2162	240	7	of	of	ADP
cana-2162	240	8	negation	negation	NOUN
cana-2162	240	9	and	and	CCONJ
cana-2162	240	10	aggregation	aggregation	NOUN
cana-2162	240	11	for	for	ADP
cana-2162	240	12	non	non	ADJ
cana-2162	240	13	-	-	ADJ
cana-2162	240	14	recursive	recursive	ADJ
cana-2162	240	15	views	view	NOUN
cana-2162	240	16	.	.	PUNCT
cana-2162	241	1	because	because	SCONJ
cana-2162	241	2	the	the	DET
cana-2162	241	3	method	method	NOUN
cana-2162	241	4	computes	compute	VERB
cana-2162	241	5	the	the	DET
cana-2162	241	6	result	result	NOUN
cana-2162	241	7	precisely	precisely	ADV
cana-2162	241	8	,	,	PUNCT
cana-2162	241	9	it	it	PRON
cana-2162	241	10	produces	produce	VERB
cana-2162	241	11	an	an	DET
cana-2162	241	12	optimal	optimal	ADJ
cana-2162	241	13	outcome	outcome	NOUN
cana-2162	241	14	.	.	PUNCT
cana-2162	242	1	[	[	X
cana-2162	242	2	23,24,25	23,24,25	NUM
cana-2162	242	3	]	]	X
cana-2162	242	4	recursive	recursive	ADJ
cana-2162	242	5	delta	delta	NOUN
cana-2162	242	6	-	-	PUNCT
cana-2162	242	7	based	base	VERB
cana-2162	242	8	computation	computation	NOUN
cana-2162	242	9	is	be	AUX
cana-2162	242	10	discussed	discuss	VERB
cana-2162	242	11	more	more	ADV
cana-2162	242	12	in	in	ADP
cana-2162	242	13	-	-	PUNCT
cana-2162	242	14	depth	depth	NOUN
cana-2162	242	15	in	in	ADP
cana-2162	242	16	the	the	DET
cana-2162	242	17	work	work	NOUN
cana-2162	242	18	[	[	X
cana-2162	242	19	23	23	NUM
cana-2162	242	20	]	]	PUNCT
cana-2162	242	21	.	.	PUNCT
cana-2162	243	1	iterative	iterative	NOUN
cana-2162	243	2	computations	computation	NOUN
cana-2162	243	3	between	between	ADP
cana-2162	243	4	iterations	iteration	NOUN
cana-2162	243	5	are	be	AUX
cana-2162	243	6	mostly	mostly	ADV
cana-2162	243	7	made	make	VERB
cana-2162	243	8	easier	easy	ADJ
cana-2162	243	9	by	by	ADP
cana-2162	243	10	the	the	DET
cana-2162	243	11	delta	delta	NOUN
cana-2162	243	12	adjustments	adjustment	NOUN
cana-2162	243	13	,	,	PUNCT
cana-2162	243	14	and	and	CCONJ
cana-2162	243	15	the	the	DET
cana-2162	243	16	state	state	NOUN
cana-2162	243	17	can	can	AUX
cana-2162	243	18	be	be	AUX
cana-2162	243	19	readily	readily	ADV
cana-2162	243	20	and	and	CCONJ
cana-2162	243	21	extensibly	extensibly	ADV
cana-2162	243	22	updated	update	VERB
cana-2162	243	23	.	.	PUNCT
cana-2162	244	1	in	in	ADP
cana-2162	244	2	the	the	DET
cana-2162	244	3	runtime	runtime	NOUN
cana-2162	244	4	environment	environment	NOUN
cana-2162	244	5	of	of	ADP
cana-2162	244	6	rex	rex	PROPN
cana-2162	244	7	,	,	PUNCT
cana-2162	244	8	these	these	DET
cana-2162	244	9	queries	query	NOUN
cana-2162	244	10	are	be	AUX
cana-2162	244	11	implemented	implement	VERB
cana-2162	244	12	and	and	CCONJ
cana-2162	244	13	optimized	optimize	VERB
cana-2162	244	14	using	use	VERB
cana-2162	244	15	a	a	DET
cana-2162	244	16	programming	programming	NOUN
cana-2162	244	17	paradigm	paradigm	NOUN
cana-2162	244	18	that	that	PRON
cana-2162	244	19	is	be	AUX
cana-2162	244	20	presented	present	VERB
cana-2162	244	21	in	in	ADP
cana-2162	244	22	this	this	DET
cana-2162	244	23	paper	paper	NOUN
cana-2162	244	24	.	.	PUNCT
cana-2162	245	1	failures	failure	NOUN
cana-2162	245	2	are	be	AUX
cana-2162	245	3	handled	handle	VERB
cana-2162	245	4	graciously	graciously	ADV
cana-2162	245	5	in	in	ADP
cana-2162	245	6	the	the	DET
cana-2162	245	7	rex	rex	PROPN
cana-2162	245	8	runtime	runtime	NOUN
cana-2162	245	9	mechanism	mechanism	NOUN
cana-2162	245	10	.	.	PUNCT
cana-2162	246	1	in	in	ADP
cana-2162	246	2	order	order	NOUN
cana-2162	246	3	to	to	PART
cana-2162	246	4	remove	remove	VERB
cana-2162	246	5	redundancies	redundancy	NOUN
cana-2162	246	6	,	,	PUNCT
cana-2162	246	7	comet	comet	NOUN
cana-2162	246	8	[	[	X
cana-2162	246	9	24	24	NUM
cana-2162	246	10	]	]	PUNCT
cana-2162	246	11	,	,	PUNCT
cana-2162	246	12	a	a	DET
cana-2162	246	13	cost	cost	NOUN
cana-2162	246	14	-	-	PUNCT
cana-2162	246	15	based	base	VERB
cana-2162	246	16	optimizer	optimizer	NOUN
cana-2162	246	17	,	,	PUNCT
cana-2162	246	18	talks	talk	VERB
cana-2162	246	19	about	about	ADP
cana-2162	246	20	those	those	DET
cana-2162	246	21	shared	share	VERB
cana-2162	246	22	calculations	calculation	NOUN
cana-2162	246	23	at	at	ADP
cana-2162	246	24	the	the	DET
cana-2162	246	25	sql	sql	NOUN
cana-2162	246	26	and	and	CCONJ
cana-2162	246	27	map	map	VERB
cana-2162	246	28	reduce	reduce	VERB
cana-2162	246	29	levels	level	NOUN
cana-2162	246	30	.	.	PUNCT
cana-2162	247	1	a	a	DET
cana-2162	247	2	rule	rule	NOUN
cana-2162	247	3	-	-	PUNCT
cana-2162	247	4	based	base	VERB
cana-2162	247	5	optimizer	optimizer	NOUN
cana-2162	247	6	was	be	AUX
cana-2162	247	7	defined	define	VERB
cana-2162	247	8	[	[	PUNCT
cana-2162	247	9	25	25	NUM
cana-2162	247	10	]	]	PUNCT
cana-2162	247	11	.	.	PUNCT
cana-2162	248	1	[	[	X
cana-2162	248	2	26,27	26,27	X
cana-2162	248	3	]	]	X
cana-2162	248	4	[	[	X
cana-2162	248	5	26	26	NUM
cana-2162	248	6	]	]	PUNCT
cana-2162	248	7	describes	describe	VERB
cana-2162	248	8	the	the	DET
cana-2162	248	9	architecture	architecture	NOUN
cana-2162	248	10	of	of	ADP
cana-2162	248	11	useful	useful	ADJ
cana-2162	248	12	map	map	NOUN
cana-2162	248	13	-	-	PUNCT
cana-2162	248	14	reduction	reduction	NOUN
cana-2162	248	15	techniques	technique	NOUN
cana-2162	248	16	for	for	ADP
cana-2162	248	17	related	related	ADJ
cana-2162	248	18	joins	join	NOUN
cana-2162	248	19	,	,	PUNCT
cana-2162	248	20	deep	deep	ADJ
cana-2162	248	21	learning	learning	NOUN
cana-2162	248	22	,	,	PUNCT
cana-2162	248	23	and	and	CCONJ
cana-2162	248	24	data	datum	NOUN
cana-2162	248	25	processing	processing	NOUN
cana-2162	248	26	.	.	PUNCT
cana-2162	249	1	the	the	DET
cana-2162	249	2	operations	operation	NOUN
cana-2162	249	3	of	of	ADP
cana-2162	249	4	the	the	DET
cana-2162	249	5	map	map	NOUN
cana-2162	249	6	reduce	reduce	VERB
cana-2162	249	7	are	be	AUX
cana-2162	249	8	frequently	frequently	ADV
cana-2162	249	9	carried	carry	VERB
cana-2162	249	10	out	out	ADP
cana-2162	249	11	on	on	ADP
cana-2162	249	12	a	a	DET
cana-2162	249	13	stand	stand	NOUN
cana-2162	249	14	alone	alone	ADV
cana-2162	249	15	node	node	NOUN
cana-2162	249	16	that	that	PRON
cana-2162	249	17	has	have	AUX
cana-2162	249	18	preprocessed	preprocesse	VERB
cana-2162	249	19	data	datum	NOUN
cana-2162	249	20	prior	prior	ADV
cana-2162	249	21	to	to	ADP
cana-2162	249	22	calling	call	VERB
cana-2162	249	23	the	the	DET
cana-2162	249	24	map	map	NOUN
cana-2162	249	25	functions	function	NOUN
cana-2162	249	26	.	.	PUNCT
cana-2162	250	1	a	a	DET
cana-2162	250	2	detailed	detailed	ADJ
cana-2162	250	3	analysis	analysis	NOUN
cana-2162	250	4	of	of	ADP
cana-2162	250	5	hiveql	hiveql	PROPN
cana-2162	250	6	,	,	PUNCT
cana-2162	250	7	a	a	DET
cana-2162	250	8	declarative	declarative	ADJ
cana-2162	250	9	language	language	NOUN
cana-2162	250	10	that	that	PRON
cana-2162	250	11	resembles	resemble	VERB
cana-2162	250	12	sql	sql	PROPN
cana-2162	250	13	,	,	PUNCT
cana-2162	250	14	may	may	AUX
cana-2162	250	15	be	be	AUX
cana-2162	250	16	found	find	VERB
cana-2162	250	17	in	in	ADP
cana-2162	250	18	[	[	X
cana-2162	250	19	27	27	NUM
cana-2162	250	20	]	]	PUNCT
cana-2162	250	21	.	.	PUNCT
cana-2162	251	1	[	[	X
cana-2162	251	2	28	28	NUM
cana-2162	251	3	]	]	PUNCT
cana-2162	251	4	described	describe	VERB
cana-2162	251	5	a	a	DET
cana-2162	251	6	megastore	megastore	NOUN
cana-2162	251	7	that	that	PRON
cana-2162	251	8	has	have	VERB
cana-2162	251	9	the	the	DET
cana-2162	251	10	statistics	statistic	NOUN
cana-2162	251	11	and	and	CCONJ
cana-2162	251	12	schema	schema	NOUN
cana-2162	251	13	required	require	VERB
cana-2162	251	14	for	for	ADP
cana-2162	251	15	query	query	NOUN
cana-2162	251	16	compilation	compilation	NOUN
cana-2162	251	17	,	,	PUNCT
cana-2162	251	18	data	datum	NOUN
cana-2162	251	19	exploration	exploration	NOUN
cana-2162	251	20	,	,	PUNCT
cana-2162	251	21	and	and	CCONJ
cana-2162	251	22	optimization	optimization	NOUN
cana-2162	251	23	.	.	PUNCT
cana-2162	252	1	the	the	DET
cana-2162	252	2	execution	execution	NOUN
cana-2162	252	3	plan	plan	NOUN
cana-2162	252	4	is	be	AUX
cana-2162	252	5	created	create	VERB
cana-2162	252	6	by	by	ADP
cana-2162	252	7	the	the	DET
cana-2162	252	8	query	query	NOUN
cana-2162	252	9	generator	generator	NOUN
cana-2162	252	10	utilizing	utilize	VERB
cana-2162	252	11	the	the	DET
cana-2162	252	12	meta	meta	ADJ
cana-2162	252	13	store	store	NOUN
cana-2162	252	14	's	's	PART
cana-2162	252	15	information	information	NOUN
cana-2162	252	16	.	.	PUNCT
cana-2162	253	1	at	at	ADP
cana-2162	253	2	last	last	ADV
cana-2162	253	3	,	,	PUNCT
cana-2162	253	4	all	all	PRON
cana-2162	253	5	of	of	ADP
cana-2162	253	6	the	the	DET
cana-2162	253	7	jobs	job	NOUN
cana-2162	253	8	are	be	AUX
cana-2162	253	9	finished	finish	VERB
cana-2162	253	10	in	in	ADP
cana-2162	253	11	the	the	DET
cana-2162	253	12	dependent	dependent	ADJ
cana-2162	253	13	sequence	sequence	NOUN
cana-2162	253	14	.	.	PUNCT
cana-2162	254	1	the	the	DET
cana-2162	254	2	task	task	NOUN
cana-2162	254	3	is	be	AUX
cana-2162	254	4	done	do	VERB
cana-2162	254	5	only	only	ADV
cana-2162	254	6	once	once	SCONJ
cana-2162	254	7	the	the	DET
cana-2162	254	8	prerequisites	prerequisite	NOUN
cana-2162	254	9	for	for	ADP
cana-2162	254	10	any	any	DET
cana-2162	254	11	dependent	dependent	ADJ
cana-2162	254	12	tasks	task	NOUN
cana-2162	254	13	have	have	AUX
cana-2162	254	14	been	be	AUX
cana-2162	254	15	fulfilled	fulfil	VERB
cana-2162	254	16	.	.	PUNCT
cana-2162	255	1	the	the	DET
cana-2162	255	2	part	part	NOUN
cana-2162	255	3	of	of	ADP
cana-2162	255	4	the	the	DET
cana-2162	255	5	plan	plan	NOUN
cana-2162	255	6	that	that	PRON
cana-2162	255	7	communications	communication	NOUN
cana-2162	255	8	on	on	ADP
cana-2162	255	9	applied	apply	VERB
cana-2162	255	10	nonlinear	nonlinear	ADJ
cana-2162	255	11	analysis	analysis	NOUN
cana-2162	255	12	issn	issn	NOUN
cana-2162	255	13	:	:	PUNCT
cana-2162	255	14	1074	1074	NUM
cana-2162	255	15	-	-	PUNCT
cana-2162	255	16	133x	133x	NUM
cana-2162	255	17	vol	vol	NOUN
cana-2162	255	18	32	32	NUM
cana-2162	255	19	no	no	NOUN
cana-2162	255	20	.	.	PUNCT
cana-2162	256	1	1s	1s	NUM
cana-2162	256	2	(	(	PUNCT
cana-2162	256	3	2025	2025	NUM
cana-2162	256	4	)	)	PUNCT
cana-2162	256	5	243	243	NUM
cana-2162	256	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	256	7	is	be	AUX
cana-2162	256	8	serialized	serialize	VERB
cana-2162	256	9	into	into	ADP
cana-2162	256	10	an	an	DET
cana-2162	256	11	xml	xml	NOUN
cana-2162	256	12	file	file	NOUN
cana-2162	256	13	called	call	VERB
cana-2162	256	14	plan.xml	plan.xml	PRON
cana-2162	256	15	is	be	AUX
cana-2162	256	16	done	do	VERB
cana-2162	256	17	via	via	ADP
cana-2162	256	18	a	a	DET
cana-2162	256	19	map	map	NOUN
cana-2162	256	20	/	/	SYM
cana-2162	256	21	reduce	reduce	VERB
cana-2162	256	22	job	job	NOUN
cana-2162	256	23	.	.	PUNCT
cana-2162	257	1	hadoop	hadoop	NOUN
cana-2162	257	2	instances	instance	NOUN
cana-2162	257	3	of	of	ADP
cana-2162	257	4	exec	exec	NOUN
cana-2162	257	5	reducers	reducer	NOUN
cana-2162	257	6	and	and	CCONJ
cana-2162	257	7	exec	exec	PROPN
cana-2162	257	8	mapper	mapper	PROPN
cana-2162	257	9	were	be	AUX
cana-2162	257	10	generated	generate	VERB
cana-2162	257	11	,	,	PUNCT
cana-2162	257	12	and	and	CCONJ
cana-2162	257	13	it	it	PRON
cana-2162	257	14	was	be	AUX
cana-2162	257	15	put	put	VERB
cana-2162	257	16	to	to	ADP
cana-2162	257	17	the	the	DET
cana-2162	257	18	job	job	NOUN
cana-2162	257	19	tracker	tracker	NOUN
cana-2162	257	20	cache	cache	PROPN
cana-2162	257	21	.	.	PUNCT
cana-2162	258	1	the	the	DET
cana-2162	258	2	gradual	gradual	ADJ
cana-2162	258	3	maintenance	maintenance	NOUN
cana-2162	258	4	view	view	NOUN
cana-2162	258	5	is	be	AUX
cana-2162	258	6	discussed	discuss	VERB
cana-2162	258	7	in	in	ADP
cana-2162	258	8	[	[	X
cana-2162	258	9	28	28	NUM
cana-2162	258	10	]	]	PUNCT
cana-2162	258	11	.	.	PUNCT
cana-2162	259	1	[	[	X
cana-2162	259	2	29	29	NUM
cana-2162	259	3	]	]	PUNCT
cana-2162	259	4	the	the	DET
cana-2162	259	5	query	query	NOUN
cana-2162	259	6	calculus	calculus	NOUN
cana-2162	259	7	is	be	AUX
cana-2162	259	8	inherited	inherit	VERB
cana-2162	259	9	with	with	ADP
cana-2162	259	10	the	the	DET
cana-2162	259	11	properties	property	NOUN
cana-2162	259	12	of	of	ADP
cana-2162	259	13	a	a	DET
cana-2162	259	14	ring	ring	NOUN
cana-2162	259	15	that	that	PRON
cana-2162	259	16	computes	compute	VERB
cana-2162	259	17	inverses	inverse	NOUN
cana-2162	259	18	for	for	ADP
cana-2162	259	19	delta	delta	NOUN
cana-2162	259	20	queries	query	NOUN
cana-2162	259	21	and	and	CCONJ
cana-2162	259	22	has	have	VERB
cana-2162	259	23	a	a	DET
cana-2162	259	24	regular	regular	ADJ
cana-2162	259	25	form	form	NOUN
cana-2162	259	26	for	for	ADP
cana-2162	259	27	polynomials	polynomial	NOUN
cana-2162	259	28	.	.	PUNCT
cana-2162	260	1	it	it	PRON
cana-2162	260	2	also	also	ADV
cana-2162	260	3	eliminates	eliminate	VERB
cana-2162	260	4	costly	costly	ADJ
cana-2162	260	5	query	query	NOUN
cana-2162	260	6	operators	operator	NOUN
cana-2162	260	7	,	,	PUNCT
cana-2162	260	8	such	such	ADJ
cana-2162	260	9	as	as	ADP
cana-2162	260	10	joins	join	NOUN
cana-2162	260	11	,	,	PUNCT
cana-2162	260	12	which	which	PRON
cana-2162	260	13	are	be	AUX
cana-2162	260	14	required	require	VERB
cana-2162	260	15	to	to	PART
cana-2162	260	16	compute	compute	VERB
cana-2162	260	17	incremental	incremental	ADJ
cana-2162	260	18	view	view	NOUN
cana-2162	260	19	maintenance	maintenance	NOUN
cana-2162	260	20	.	.	PUNCT
cana-2162	261	1	the	the	DET
cana-2162	261	2	technique	technique	NOUN
cana-2162	261	3	in	in	ADP
cana-2162	261	4	[	[	X
cana-2162	261	5	29	29	NUM
cana-2162	261	6	]	]	PUNCT
cana-2162	261	7	offers	offer	VERB
cana-2162	261	8	an	an	DET
cana-2162	261	9	illustration	illustration	NOUN
cana-2162	261	10	of	of	ADP
cana-2162	261	11	a	a	DET
cana-2162	261	12	novel	novel	ADJ
cana-2162	261	13	approach	approach	NOUN
cana-2162	261	14	and	and	CCONJ
cana-2162	261	15	goes	go	VERB
cana-2162	261	16	into	into	ADP
cana-2162	261	17	considerable	considerable	ADJ
cana-2162	261	18	detail	detail	NOUN
cana-2162	261	19	regarding	regard	VERB
cana-2162	261	20	managing	manage	VERB
cana-2162	261	21	large	large	ADJ
cana-2162	261	22	-	-	PUNCT
cana-2162	261	23	data	datum	NOUN
cana-2162	261	24	problems	problem	NOUN
cana-2162	261	25	and	and	CCONJ
cana-2162	261	26	data	datum	NOUN
cana-2162	261	27	-	-	PUNCT
cana-2162	261	28	intensive	intensive	ADJ
cana-2162	261	29	processing	processing	NOUN
cana-2162	261	30	.	.	PUNCT
cana-2162	262	1	[	[	X
cana-2162	262	2	30	30	NUM
cana-2162	262	3	]	]	X
cana-2162	262	4	it	it	PRON
cana-2162	262	5	is	be	AUX
cana-2162	262	6	better	well	ADJ
cana-2162	262	7	to	to	PART
cana-2162	262	8	avoid	avoid	VERB
cana-2162	262	9	haphazard	haphazard	ADJ
cana-2162	262	10	data	datum	NOUN
cana-2162	262	11	access	access	NOUN
cana-2162	262	12	and	and	CCONJ
cana-2162	262	13	to	to	ADP
cana-2162	262	14	sequence	sequence	NOUN
cana-2162	262	15	data	datum	NOUN
cana-2162	262	16	processing	processing	NOUN
cana-2162	262	17	computations	computation	NOUN
cana-2162	262	18	.	.	PUNCT
cana-2162	263	1	data	datum	NOUN
cana-2162	263	2	center	center	NOUN
cana-2162	263	3	dependability	dependability	NOUN
cana-2162	263	4	is	be	AUX
cana-2162	263	5	covered	cover	VERB
cana-2162	263	6	in	in	ADP
cana-2162	263	7	this	this	DET
cana-2162	263	8	essay	essay	NOUN
cana-2162	263	9	.	.	PUNCT
cana-2162	264	1	a	a	DET
cana-2162	264	2	scalable	scalable	ADJ
cana-2162	264	3	distributed	distributed	ADJ
cana-2162	264	4	architecture	architecture	NOUN
cana-2162	264	5	for	for	ADP
cana-2162	264	6	learning	learn	VERB
cana-2162	264	7	models	model	NOUN
cana-2162	264	8	from	from	ADP
cana-2162	264	9	large	large	ADJ
cana-2162	264	10	datasets	dataset	NOUN
cana-2162	264	11	is	be	AUX
cana-2162	264	12	included	include	VERB
cana-2162	264	13	in	in	ADP
cana-2162	264	14	the	the	DET
cana-2162	264	15	recommended	recommend	VERB
cana-2162	264	16	technique	technique	NOUN
cana-2162	264	17	[	[	X
cana-2162	264	18	30	30	NUM
cana-2162	264	19	]	]	PUNCT
cana-2162	264	20	.	.	PUNCT
cana-2162	265	1	[	[	X
cana-2162	265	2	31	31	NUM
cana-2162	265	3	]	]	PUNCT
cana-2162	265	4	a	a	DET
cana-2162	265	5	novel	novel	ADJ
cana-2162	265	6	architecture	architecture	NOUN
cana-2162	265	7	known	know	VERB
cana-2162	265	8	as	as	ADP
cana-2162	265	9	spark	spark	NOUN
cana-2162	265	10	was	be	AUX
cana-2162	265	11	put	put	VERB
cana-2162	265	12	forth	forth	ADV
cana-2162	265	13	in	in	ADP
cana-2162	265	14	[	[	X
cana-2162	265	15	31	31	NUM
cana-2162	265	16	]	]	PUNCT
cana-2162	265	17	and	and	CCONJ
cana-2162	265	18	offers	offer	VERB
cana-2162	265	19	applications	application	NOUN
cana-2162	265	20	for	for	ADP
cana-2162	265	21	preserving	preserve	VERB
cana-2162	265	22	the	the	DET
cana-2162	265	23	fault	fault	NOUN
cana-2162	265	24	tolerance	tolerance	NOUN
cana-2162	265	25	and	and	CCONJ
cana-2162	265	26	scalability	scalability	NOUN
cana-2162	265	27	of	of	ADP
cana-2162	265	28	mapreduce	mapreduce	PROPN
cana-2162	265	29	.	.	PUNCT
cana-2162	266	1	it	it	PRON
cana-2162	266	2	's	be	AUX
cana-2162	266	3	a	a	DET
cana-2162	266	4	collection	collection	NOUN
cana-2162	266	5	of	of	ADP
cana-2162	266	6	read	read	NOUN
cana-2162	266	7	-	-	PUNCT
cana-2162	266	8	only	only	ADV
cana-2162	266	9	items	item	NOUN
cana-2162	266	10	divided	divide	VERB
cana-2162	266	11	over	over	ADP
cana-2162	266	12	several	several	ADJ
cana-2162	266	13	computers	computer	NOUN
cana-2162	266	14	that	that	PRON
cana-2162	266	15	can	can	AUX
cana-2162	266	16	be	be	AUX
cana-2162	266	17	recovered	recover	VERB
cana-2162	266	18	in	in	ADP
cana-2162	266	19	the	the	DET
cana-2162	266	20	event	event	NOUN
cana-2162	266	21	that	that	PRON
cana-2162	266	22	one	one	PRON
cana-2162	266	23	is	be	AUX
cana-2162	266	24	destroyed	destroy	VERB
cana-2162	266	25	.	.	PUNCT
cana-2162	267	1	an	an	DET
cana-2162	267	2	acyclic	acyclic	ADJ
cana-2162	267	3	data	data	NOUN
cana-2162	267	4	flow	flow	NOUN
cana-2162	267	5	model	model	NOUN
cana-2162	267	6	is	be	AUX
cana-2162	267	7	employed	employ	VERB
cana-2162	267	8	by	by	ADP
cana-2162	267	9	most	most	ADJ
cana-2162	267	10	technologies	technology	NOUN
cana-2162	267	11	to	to	PART
cana-2162	267	12	run	run	VERB
cana-2162	267	13	large	large	ADJ
cana-2162	267	14	-	-	PUNCT
cana-2162	267	15	scale	scale	NOUN
cana-2162	267	16	data	datum	NOUN
cana-2162	267	17	-	-	PUNCT
cana-2162	267	18	intensive	intensive	ADJ
cana-2162	267	19	applications	application	NOUN
cana-2162	267	20	,	,	PUNCT
cana-2162	267	21	yet	yet	CCONJ
cana-2162	267	22	this	this	DET
cana-2162	267	23	paradigm	paradigm	NOUN
cana-2162	267	24	is	be	AUX
cana-2162	267	25	inefficient	inefficient	ADJ
cana-2162	267	26	for	for	ADP
cana-2162	267	27	these	these	DET
cana-2162	267	28	kinds	kind	NOUN
cana-2162	267	29	of	of	ADP
cana-2162	267	30	applications	application	NOUN
cana-2162	267	31	.	.	PUNCT
cana-2162	268	1	the	the	DET
cana-2162	268	2	main	main	ADJ
cana-2162	268	3	topic	topic	NOUN
cana-2162	268	4	of	of	ADP
cana-2162	268	5	this	this	DET
cana-2162	268	6	work	work	NOUN
cana-2162	268	7	is	be	AUX
cana-2162	268	8	data	data	NOUN
cana-2162	268	9	reuse	reuse	NOUN
cana-2162	268	10	via	via	ADP
cana-2162	268	11	several	several	ADJ
cana-2162	268	12	concurrent	concurrent	ADJ
cana-2162	268	13	procedures	procedure	NOUN
cana-2162	268	14	.	.	PUNCT
cana-2162	269	1	[	[	X
cana-2162	269	2	34	34	NUM
cana-2162	269	3	]	]	PUNCT
cana-2162	269	4	suggested	suggest	VERB
cana-2162	269	5	a	a	DET
cana-2162	269	6	machine	machine	NOUN
cana-2162	269	7	learning	learning	NOUN
cana-2162	269	8	-	-	PUNCT
cana-2162	269	9	based	base	VERB
cana-2162	269	10	edge	edge	NOUN
cana-2162	269	11	-	-	PUNCT
cana-2162	269	12	cloud	cloud	NOUN
cana-2162	269	13	computing	compute	VERB
cana-2162	269	14	big	big	ADJ
cana-2162	269	15	data	datum	NOUN
cana-2162	269	16	analytics	analytic	NOUN
cana-2162	269	17	architecture	architecture	NOUN
cana-2162	269	18	that	that	PRON
cana-2162	269	19	is	be	AUX
cana-2162	269	20	tailored	tailor	VERB
cana-2162	269	21	for	for	ADP
cana-2162	269	22	the	the	DET
cana-2162	269	23	iot	iot	NOUN
cana-2162	269	24	.	.	PUNCT
cana-2162	270	1	the	the	DET
cana-2162	270	2	suggested	suggest	VERB
cana-2162	270	3	plan	plan	NOUN
cana-2162	270	4	integrates	integrate	VERB
cana-2162	270	5	cloud	cloud	ADJ
cana-2162	270	6	technology	technology	NOUN
cana-2162	270	7	with	with	ADP
cana-2162	270	8	an	an	DET
cana-2162	270	9	edge	edge	NOUN
cana-2162	270	10	intelligence	intelligence	NOUN
cana-2162	270	11	module	module	NOUN
cana-2162	270	12	to	to	PART
cana-2162	270	13	effectively	effectively	ADV
cana-2162	270	14	handle	handle	VERB
cana-2162	270	15	and	and	CCONJ
cana-2162	270	16	store	store	VERB
cana-2162	270	17	massive	massive	ADJ
cana-2162	270	18	data	datum	NOUN
cana-2162	270	19	at	at	ADP
cana-2162	270	20	the	the	DET
cana-2162	270	21	network	network	NOUN
cana-2162	270	22	's	's	PART
cana-2162	270	23	edges	edge	NOUN
cana-2162	270	24	.	.	PUNCT
cana-2162	271	1	the	the	DET
cana-2162	271	2	suggested	suggest	VERB
cana-2162	271	3	plan	plan	NOUN
cana-2162	271	4	consists	consist	VERB
cana-2162	271	5	of	of	ADP
cana-2162	271	6	two	two	NUM
cana-2162	271	7	layers	layer	NOUN
cana-2162	271	8	:	:	PUNCT
cana-2162	271	9	cloud	cloud	NOUN
cana-2162	271	10	processing	processing	NOUN
cana-2162	271	11	and	and	CCONJ
cana-2162	271	12	iot	iot	NOUN
cana-2162	271	13	edge	edge	NOUN
cana-2162	271	14	.	.	PUNCT
cana-2162	272	1	for	for	ADP
cana-2162	272	2	effective	effective	ADJ
cana-2162	272	3	cluster	cluster	NOUN
cana-2162	272	4	management	management	NOUN
cana-2162	272	5	,	,	PUNCT
cana-2162	272	6	an	an	DET
cana-2162	272	7	optimized	optimize	VERB
cana-2162	272	8	yarn	yarn	NOUN
cana-2162	272	9	is	be	AUX
cana-2162	272	10	employed	employ	VERB
cana-2162	272	11	.	.	PUNCT
cana-2162	273	1	apache	apache	NOUN
cana-2162	273	2	spark	spark	NOUN
cana-2162	273	3	is	be	AUX
cana-2162	273	4	used	use	VERB
cana-2162	273	5	to	to	PART
cana-2162	273	6	experimentally	experimentally	ADV
cana-2162	273	7	mimic	mimic	VERB
cana-2162	273	8	the	the	DET
cana-2162	273	9	suggested	suggest	VERB
cana-2162	273	10	data	data	NOUN
cana-2162	273	11	design	design	NOUN
cana-2162	273	12	using	use	VERB
cana-2162	273	13	a	a	DET
cana-2162	273	14	real	real	ADJ
cana-2162	273	15	data	datum	NOUN
cana-2162	273	16	set	set	VERB
cana-2162	273	17	.	.	PUNCT
cana-2162	274	1	the	the	DET
cana-2162	274	2	conventional	conventional	ADJ
cana-2162	274	3	processes	process	NOUN
cana-2162	274	4	and	and	CCONJ
cana-2162	274	5	current	current	ADJ
cana-2162	274	6	proposals	proposal	NOUN
cana-2162	274	7	adorn	adorn	VERB
cana-2162	274	8	the	the	DET
cana-2162	274	9	comparative	comparative	ADJ
cana-2162	274	10	analysis	analysis	NOUN
cana-2162	274	11	.	.	PUNCT
cana-2162	275	1	the	the	DET
cana-2162	275	2	outcomes	outcome	NOUN
cana-2162	275	3	support	support	VERB
cana-2162	275	4	the	the	DET
cana-2162	275	5	effectiveness	effectiveness	NOUN
cana-2162	275	6	of	of	ADP
cana-2162	275	7	the	the	DET
cana-2162	275	8	work	work	NOUN
cana-2162	275	9	we	we	PRON
cana-2162	275	10	suggested	suggest	VERB
cana-2162	275	11	.	.	PUNCT
cana-2162	276	1	[	[	X
cana-2162	276	2	36	36	NUM
cana-2162	276	3	]	]	PUNCT
cana-2162	276	4	the	the	DET
cana-2162	276	5	survey	survey	NOUN
cana-2162	276	6	had	have	AUX
cana-2162	276	7	given	give	VERB
cana-2162	276	8	extensive	extensive	ADJ
cana-2162	276	9	review	review	NOUN
cana-2162	276	10	on	on	ADP
cana-2162	276	11	optimization	optimization	NOUN
cana-2162	276	12	strategies	strategy	NOUN
cana-2162	276	13	for	for	ADP
cana-2162	276	14	dependable	dependable	ADJ
cana-2162	276	15	and	and	CCONJ
cana-2162	276	16	robust	robust	ADJ
cana-2162	276	17	big	big	ADJ
cana-2162	276	18	data	datum	NOUN
cana-2162	276	19	analytics	analytic	NOUN
cana-2162	276	20	.	.	PUNCT
cana-2162	277	1	the	the	DET
cana-2162	277	2	survey	survey	NOUN
cana-2162	277	3	addresses	address	VERB
cana-2162	277	4	why	why	SCONJ
cana-2162	277	5	big	big	ADJ
cana-2162	277	6	data	datum	NOUN
cana-2162	277	7	analytics	analytic	NOUN
cana-2162	277	8	should	should	AUX
cana-2162	277	9	be	be	AUX
cana-2162	277	10	optimized	optimize	VERB
cana-2162	277	11	for	for	ADP
cana-2162	277	12	robustness	robustness	NOUN
cana-2162	277	13	and	and	CCONJ
cana-2162	277	14	dependability	dependability	NOUN
cana-2162	277	15	,	,	PUNCT
cana-2162	277	16	provides	provide	VERB
cana-2162	277	17	a	a	DET
cana-2162	277	18	thorough	thorough	ADJ
cana-2162	277	19	categorization	categorization	NOUN
cana-2162	277	20	of	of	ADP
cana-2162	277	21	optimization	optimization	NOUN
cana-2162	277	22	methods	method	NOUN
cana-2162	277	23	,	,	PUNCT
cana-2162	277	24	assesses	assess	VERB
cana-2162	277	25	each	each	DET
cana-2162	277	26	method	method	NOUN
cana-2162	277	27	's	's	PART
cana-2162	277	28	efficacy	efficacy	NOUN
cana-2162	277	29	,	,	PUNCT
cana-2162	277	30	and	and	CCONJ
cana-2162	277	31	highlights	highlight	VERB
cana-2162	277	32	new	new	ADJ
cana-2162	277	33	developments	development	NOUN
cana-2162	277	34	and	and	CCONJ
cana-2162	277	35	interesting	interesting	ADJ
cana-2162	277	36	research	research	NOUN
cana-2162	277	37	avenues	avenue	NOUN
cana-2162	277	38	in	in	ADP
cana-2162	277	39	the	the	DET
cana-2162	277	40	area	area	NOUN
cana-2162	277	41	.	.	PUNCT
cana-2162	278	1	the	the	DET
cana-2162	278	2	primary	primary	ADJ
cana-2162	278	3	conclusions	conclusion	NOUN
cana-2162	278	4	drawn	draw	VERB
cana-2162	278	5	from	from	ADP
cana-2162	278	6	the	the	DET
cana-2162	278	7	survey	survey	NOUN
cana-2162	278	8	underscore	underscore	VERB
cana-2162	278	9	the	the	DET
cana-2162	278	10	significance	significance	NOUN
cana-2162	278	11	of	of	ADP
cana-2162	278	12	fault	fault	NOUN
cana-2162	278	13	detection	detection	NOUN
cana-2162	278	14	and	and	CCONJ
cana-2162	278	15	tolerance	tolerance	NOUN
cana-2162	278	16	mechanisms	mechanism	NOUN
cana-2162	278	17	,	,	PUNCT
cana-2162	278	18	load	load	NOUN
cana-2162	278	19	balancing	balancing	NOUN
cana-2162	278	20	,	,	PUNCT
cana-2162	278	21	data	datum	NOUN
cana-2162	278	22	compression	compression	NOUN
cana-2162	278	23	,	,	PUNCT
cana-2162	278	24	resource	resource	NOUN
cana-2162	278	25	optimization	optimization	NOUN
cana-2162	278	26	,	,	PUNCT
cana-2162	278	27	and	and	CCONJ
cana-2162	278	28	data	datum	NOUN
cana-2162	278	29	partitioning	partition	VERB
cana-2162	278	30	in	in	ADP
cana-2162	278	31	augmenting	augment	VERB
cana-2162	278	32	the	the	DET
cana-2162	278	33	robustness	robustness	NOUN
cana-2162	278	34	and	and	CCONJ
cana-2162	278	35	dependability	dependability	NOUN
cana-2162	278	36	of	of	ADP
cana-2162	278	37	big	big	ADJ
cana-2162	278	38	data	datum	NOUN
cana-2162	278	39	analytics	analytic	NOUN
cana-2162	278	40	pipelines	pipeline	NOUN
cana-2162	278	41	.	.	PUNCT
cana-2162	279	1	the	the	DET
cana-2162	279	2	report	report	NOUN
cana-2162	279	3	also	also	ADV
cana-2162	279	4	emphasizes	emphasize	VERB
cana-2162	279	5	the	the	DET
cana-2162	279	6	need	need	NOUN
cana-2162	279	7	for	for	ADP
cana-2162	279	8	self	self	NOUN
cana-2162	279	9	-	-	PUNCT
cana-2162	279	10	optimizing	optimize	VERB
cana-2162	279	11	and	and	CCONJ
cana-2162	279	12	adaptive	adaptive	ADJ
cana-2162	279	13	strategies	strategy	NOUN
cana-2162	279	14	that	that	PRON
cana-2162	279	15	can	can	AUX
cana-2162	279	16	adapt	adapt	VERB
cana-2162	279	17	to	to	ADP
cana-2162	279	18	changing	change	VERB
cana-2162	279	19	situations	situation	NOUN
cana-2162	279	20	dynamically	dynamically	ADV
cana-2162	279	21	and	and	CCONJ
cana-2162	279	22	maximize	maximize	VERB
cana-2162	279	23	the	the	DET
cana-2162	279	24	use	use	NOUN
cana-2162	279	25	of	of	ADP
cana-2162	279	26	available	available	ADJ
cana-2162	279	27	resources	resource	NOUN
cana-2162	279	28	.	.	PUNCT
cana-2162	280	1	[	[	X
cana-2162	280	2	37	37	NUM
cana-2162	280	3	]	]	PUNCT
cana-2162	280	4	the	the	DET
cana-2162	280	5	gtoa	gtoa	ADJ
cana-2162	280	6	-	-	PUNCT
cana-2162	280	7	mlbda	mlbda	NOUN
cana-2162	280	8	technique	technique	NOUN
cana-2162	280	9	for	for	ADP
cana-2162	280	10	big	big	ADJ
cana-2162	280	11	data	datum	NOUN
cana-2162	280	12	categorization	categorization	NOUN
cana-2162	280	13	is	be	AUX
cana-2162	280	14	developed	develop	VERB
cana-2162	280	15	in	in	ADP
cana-2162	280	16	this	this	DET
cana-2162	280	17	publication	publication	NOUN
cana-2162	280	18	.	.	PUNCT
cana-2162	281	1	big	big	ADJ
cana-2162	281	2	data	datum	NOUN
cana-2162	281	3	is	be	AUX
cana-2162	281	4	categorized	categorize	VERB
cana-2162	281	5	using	use	VERB
cana-2162	281	6	the	the	DET
cana-2162	281	7	gtoamlbda	gtoamlbda	ADJ
cana-2162	281	8	technique	technique	NOUN
cana-2162	281	9	,	,	PUNCT
cana-2162	281	10	which	which	PRON
cana-2162	281	11	the	the	DET
cana-2162	281	12	map	map	NOUN
cana-2162	281	13	reduce	reduce	VERB
cana-2162	281	14	tool	tool	NOUN
cana-2162	281	15	can	can	AUX
cana-2162	281	16	handle	handle	VERB
cana-2162	281	17	.	.	PUNCT
cana-2162	282	1	using	use	VERB
cana-2162	282	2	gtoa	gtoa	PROPN
cana-2162	282	3	,	,	PUNCT
cana-2162	282	4	the	the	DET
cana-2162	282	5	gtoa	gtoa	ADJ
cana-2162	282	6	-	-	PUNCT
cana-2162	282	7	mlbda	mlbda	NOUN
cana-2162	282	8	technique	technique	NOUN
cana-2162	282	9	lowers	lower	VERB
cana-2162	282	10	dimensionality	dimensionality	NOUN
cana-2162	282	11	,	,	PUNCT
cana-2162	282	12	identifies	identify	VERB
cana-2162	282	13	key	key	ADJ
cana-2162	282	14	features	feature	NOUN
cana-2162	282	15	,	,	PUNCT
cana-2162	282	16	and	and	CCONJ
cana-2162	282	17	improves	improve	VERB
cana-2162	282	18	classifier	classifier	ADJ
cana-2162	282	19	performance	performance	NOUN
cana-2162	282	20	.	.	PUNCT
cana-2162	283	1	furthermore	furthermore	ADV
cana-2162	283	2	,	,	PUNCT
cana-2162	283	3	the	the	DET
cana-2162	283	4	flnn	flnn	NOUN
cana-2162	283	5	model	model	NOUN
cana-2162	283	6	is	be	AUX
cana-2162	283	7	used	use	VERB
cana-2162	283	8	for	for	ADP
cana-2162	283	9	big	big	ADJ
cana-2162	283	10	data	datum	NOUN
cana-2162	283	11	classification	classification	NOUN
cana-2162	283	12	.	.	PUNCT
cana-2162	284	1	communications	communication	NOUN
cana-2162	284	2	on	on	ADP
cana-2162	284	3	applied	apply	VERB
cana-2162	284	4	nonlinear	nonlinear	ADJ
cana-2162	284	5	analysis	analysis	NOUN
cana-2162	284	6	issn	issn	NOUN
cana-2162	284	7	:	:	PUNCT
cana-2162	284	8	1074	1074	NUM
cana-2162	284	9	-	-	PUNCT
cana-2162	284	10	133x	133x	NUM
cana-2162	284	11	vol	vol	NOUN
cana-2162	284	12	32	32	NUM
cana-2162	284	13	no	no	NOUN
cana-2162	284	14	.	.	PUNCT
cana-2162	285	1	1s	1s	NUM
cana-2162	285	2	(	(	PUNCT
cana-2162	285	3	2025	2025	NUM
cana-2162	285	4	)	)	PUNCT
cana-2162	285	5	244	244	NUM
cana-2162	286	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	286	2	lastly	lastly	ADV
cana-2162	286	3	,	,	PUNCT
cana-2162	286	4	the	the	DET
cana-2162	286	5	adam	adam	PROPN
cana-2162	286	6	optimizer	optimizer	NOUN
cana-2162	286	7	is	be	AUX
cana-2162	286	8	used	use	VERB
cana-2162	286	9	to	to	ADP
cana-2162	286	10	fine	fine	ADJ
cana-2162	286	11	-	-	PUNCT
cana-2162	286	12	tune	tune	NOUN
cana-2162	286	13	the	the	DET
cana-2162	286	14	flnn	flnn	NOUN
cana-2162	286	15	model	model	NOUN
cana-2162	286	16	's	's	PART
cana-2162	286	17	parameters	parameter	NOUN
cana-2162	286	18	.	.	PUNCT
cana-2162	287	1	big	big	ADJ
cana-2162	287	2	data	datum	NOUN
cana-2162	287	3	datasets	dataset	NOUN
cana-2162	287	4	were	be	AUX
cana-2162	287	5	subjected	subject	VERB
cana-2162	287	6	to	to	ADP
cana-2162	287	7	a	a	DET
cana-2162	287	8	thorough	thorough	ADJ
cana-2162	287	9	experimental	experimental	ADJ
cana-2162	287	10	examination	examination	NOUN
cana-2162	287	11	,	,	PUNCT
cana-2162	287	12	and	and	CCONJ
cana-2162	287	13	the	the	DET
cana-2162	287	14	findings	finding	NOUN
cana-2162	287	15	demonstrate	demonstrate	VERB
cana-2162	287	16	that	that	SCONJ
cana-2162	287	17	the	the	DET
cana-2162	287	18	gtoa	gtoa	ADJ
cana-2162	287	19	-	-	PUNCT
cana-2162	287	20	mlbda	mlbda	NOUN
cana-2162	287	21	technique	technique	NOUN
cana-2162	287	22	's	's	PART
cana-2162	287	23	combination	combination	NOUN
cana-2162	287	24	of	of	ADP
cana-2162	287	25	the	the	DET
cana-2162	287	26	gtoa	gtoa	NOUN
cana-2162	287	27	and	and	CCONJ
cana-2162	287	28	flnn	flnn	NOUN
cana-2162	287	29	classifier	classifier	NOUN
cana-2162	287	30	produced	produce	VERB
cana-2162	287	31	better	well	ADJ
cana-2162	287	32	outcomes	outcome	NOUN
cana-2162	287	33	than	than	ADP
cana-2162	287	34	traditional	traditional	ADJ
cana-2162	287	35	methods	method	NOUN
cana-2162	287	36	.	.	PUNCT
cana-2162	288	1	[	[	X
cana-2162	288	2	38	38	NUM
cana-2162	288	3	]	]	PUNCT
cana-2162	288	4	big	big	ADJ
cana-2162	288	5	data	datum	NOUN
cana-2162	288	6	,	,	PUNCT
cana-2162	288	7	the	the	DET
cana-2162	288	8	ant	ant	ADJ
cana-2162	288	9	colony	colony	NOUN
cana-2162	288	10	optimization	optimization	NOUN
cana-2162	288	11	technique	technique	NOUN
cana-2162	288	12	,	,	PUNCT
cana-2162	288	13	and	and	CCONJ
cana-2162	288	14	the	the	DET
cana-2162	288	15	query	query	NOUN
cana-2162	288	16	process	process	NOUN
cana-2162	288	17	are	be	AUX
cana-2162	288	18	all	all	ADV
cana-2162	288	19	covered	cover	VERB
cana-2162	288	20	in	in	ADP
cana-2162	288	21	this	this	DET
cana-2162	288	22	work	work	NOUN
cana-2162	288	23	.	.	PUNCT
cana-2162	289	1	the	the	DET
cana-2162	289	2	ant	ant	ADJ
cana-2162	289	3	colony	colony	NOUN
cana-2162	289	4	optimization	optimization	NOUN
cana-2162	289	5	technique	technique	NOUN
cana-2162	289	6	is	be	AUX
cana-2162	289	7	used	use	VERB
cana-2162	289	8	to	to	ADP
cana-2162	289	9	big	big	ADJ
cana-2162	289	10	data	datum	NOUN
cana-2162	289	11	,	,	PUNCT
cana-2162	289	12	which	which	PRON
cana-2162	289	13	manipulates	manipulate	VERB
cana-2162	289	14	its	its	PRON
cana-2162	289	15	data	datum	NOUN
cana-2162	289	16	using	use	VERB
cana-2162	289	17	hardware	hardware	NOUN
cana-2162	289	18	,	,	PUNCT
cana-2162	289	19	software	software	NOUN
cana-2162	289	20	,	,	PUNCT
cana-2162	289	21	and	and	CCONJ
cana-2162	289	22	tools	tool	NOUN
cana-2162	289	23	.	.	PUNCT
cana-2162	290	1	understanding	understand	VERB
cana-2162	290	2	hybrid	hybrid	ADJ
cana-2162	290	3	aco	aco	PROPN
cana-2162	290	4	algorithm	algorithm	PROPN
cana-2162	290	5	approaches	approach	VERB
cana-2162	290	6	for	for	ADP
cana-2162	290	7	distributed	distribute	VERB
cana-2162	290	8	database	database	NOUN
cana-2162	290	9	query	query	NOUN
cana-2162	290	10	optimization	optimization	NOUN
cana-2162	290	11	is	be	AUX
cana-2162	290	12	still	still	ADV
cana-2162	290	13	a	a	DET
cana-2162	290	14	very	very	ADV
cana-2162	290	15	new	new	ADJ
cana-2162	290	16	area	area	NOUN
cana-2162	290	17	of	of	ADP
cana-2162	290	18	study	study	NOUN
cana-2162	290	19	.	.	PUNCT
cana-2162	291	1	many	many	ADJ
cana-2162	291	2	studies	study	NOUN
cana-2162	291	3	on	on	ADP
cana-2162	291	4	the	the	DET
cana-2162	291	5	design	design	NOUN
cana-2162	291	6	and	and	CCONJ
cana-2162	291	7	implementation	implementation	NOUN
cana-2162	291	8	of	of	ADP
cana-2162	291	9	aco	aco	PROPN
cana-2162	291	10	hybrids	hybrid	NOUN
cana-2162	291	11	to	to	PART
cana-2162	291	12	address	address	VERB
cana-2162	291	13	various	various	ADJ
cana-2162	291	14	optimization	optimization	NOUN
cana-2162	291	15	problems	problem	NOUN
cana-2162	291	16	are	be	AUX
cana-2162	291	17	now	now	ADV
cana-2162	291	18	being	be	AUX
cana-2162	291	19	conducted	conduct	VERB
cana-2162	291	20	.	.	PUNCT
cana-2162	292	1	the	the	DET
cana-2162	292	2	results	result	NOUN
cana-2162	292	3	indicate	indicate	VERB
cana-2162	292	4	that	that	SCONJ
cana-2162	292	5	aco	aco	PROPN
cana-2162	292	6	hybrids	hybrid	NOUN
cana-2162	292	7	can	can	AUX
cana-2162	292	8	be	be	AUX
cana-2162	292	9	useful	useful	ADJ
cana-2162	292	10	and	and	CCONJ
cana-2162	292	11	realistic	realistic	ADJ
cana-2162	292	12	in	in	ADP
cana-2162	292	13	optimizationrelated	optimizationrelated	ADJ
cana-2162	292	14	tasks	task	NOUN
cana-2162	292	15	.	.	PUNCT
cana-2162	293	1	furthermore	furthermore	ADV
cana-2162	293	2	,	,	PUNCT
cana-2162	293	3	the	the	DET
cana-2162	293	4	investigators	investigator	NOUN
cana-2162	293	5	disclosed	disclose	VERB
cana-2162	293	6	that	that	SCONJ
cana-2162	293	7	the	the	DET
cana-2162	293	8	execution	execution	NOUN
cana-2162	293	9	showcased	showcase	VERB
cana-2162	293	10	pragmatic	pragmatic	ADJ
cana-2162	293	11	approaches	approach	NOUN
cana-2162	293	12	about	about	ADP
cana-2162	293	13	the	the	DET
cana-2162	293	14	use	use	NOUN
cana-2162	293	15	of	of	ADP
cana-2162	293	16	algorithms	algorithm	NOUN
cana-2162	293	17	,	,	PUNCT
cana-2162	293	18	along	along	ADP
cana-2162	293	19	with	with	ADP
cana-2162	293	20	the	the	DET
cana-2162	293	21	frequency	frequency	NOUN
cana-2162	293	22	with	with	ADP
cana-2162	293	23	which	which	PRON
cana-2162	293	24	the	the	DET
cana-2162	293	25	database	database	NOUN
cana-2162	293	26	administration	administration	NOUN
cana-2162	293	27	system	system	NOUN
cana-2162	293	28	broadened	broaden	VERB
cana-2162	293	29	and	and	CCONJ
cana-2162	293	30	approached	approach	VERB
cana-2162	293	31	the	the	DET
cana-2162	293	32	query	query	NOUN
cana-2162	293	33	to	to	PART
cana-2162	293	34	match	match	VERB
cana-2162	293	35	its	its	PRON
cana-2162	293	36	magnitude	magnitude	NOUN
cana-2162	293	37	.	.	PUNCT
cana-2162	294	1	even	even	ADV
cana-2162	294	2	with	with	ADP
cana-2162	294	3	all	all	PRON
cana-2162	294	4	of	of	ADP
cana-2162	294	5	the	the	DET
cana-2162	294	6	experiments	experiment	NOUN
cana-2162	294	7	,	,	PUNCT
cana-2162	294	8	there	there	PRON
cana-2162	294	9	is	be	VERB
cana-2162	294	10	still	still	ADV
cana-2162	294	11	a	a	DET
cana-2162	294	12	great	great	ADJ
cana-2162	294	13	deal	deal	NOUN
cana-2162	294	14	of	of	ADP
cana-2162	294	15	potential	potential	NOUN
cana-2162	294	16	to	to	PART
cana-2162	294	17	improve	improve	VERB
cana-2162	294	18	search	search	NOUN
cana-2162	294	19	algorithms	algorithm	NOUN
cana-2162	294	20	and	and	CCONJ
cana-2162	294	21	get	get	VERB
cana-2162	294	22	the	the	DET
cana-2162	294	23	best	good	ADJ
cana-2162	294	24	answers	answer	NOUN
cana-2162	294	25	when	when	SCONJ
cana-2162	294	26	utilizing	utilize	VERB
cana-2162	294	27	aco	aco	PROPN
cana-2162	294	28	hybrids	hybrid	NOUN
cana-2162	294	29	for	for	ADP
cana-2162	294	30	distributed	distribute	VERB
cana-2162	294	31	database	database	NOUN
cana-2162	294	32	queries	query	NOUN
cana-2162	294	33	,	,	PUNCT
cana-2162	294	34	particularly	particularly	ADV
cana-2162	294	35	when	when	SCONJ
cana-2162	294	36	numerous	numerous	ADJ
cana-2162	294	37	constraints	constraint	NOUN
cana-2162	294	38	are	be	AUX
cana-2162	294	39	changed	change	VERB
cana-2162	294	40	and	and	CCONJ
cana-2162	294	41	the	the	DET
cana-2162	294	42	associations	association	NOUN
cana-2162	294	43	'	'	PART
cana-2162	294	44	size	size	NOUN
cana-2162	294	45	and	and	CCONJ
cana-2162	294	46	complexity	complexity	NOUN
cana-2162	294	47	grow	grow	VERB
cana-2162	294	48	.	.	PUNCT
cana-2162	295	1	[	[	X
cana-2162	295	2	39	39	NUM
cana-2162	295	3	]	]	PUNCT
cana-2162	295	4	the	the	DET
cana-2162	295	5	work	work	NOUN
cana-2162	295	6	has	have	AUX
cana-2162	295	7	combined	combine	VERB
cana-2162	295	8	ml	ml	NOUN
cana-2162	295	9	and	and	CCONJ
cana-2162	295	10	dl	dl	X
cana-2162	295	11	in	in	ADP
cana-2162	295	12	big	big	ADJ
cana-2162	295	13	data	datum	NOUN
cana-2162	295	14	analytics	analytic	NOUN
cana-2162	295	15	applications	application	NOUN
cana-2162	295	16	and	and	CCONJ
cana-2162	295	17	systems	system	NOUN
cana-2162	295	18	.	.	PUNCT
cana-2162	296	1	iot	iot	PROPN
cana-2162	296	2	sensor	sensor	NOUN
cana-2162	296	3	devices	device	NOUN
cana-2162	296	4	are	be	AUX
cana-2162	296	5	producing	produce	VERB
cana-2162	296	6	massive	massive	ADJ
cana-2162	296	7	amounts	amount	NOUN
cana-2162	296	8	of	of	ADP
cana-2162	296	9	data	datum	NOUN
cana-2162	296	10	that	that	PRON
cana-2162	296	11	are	be	AUX
cana-2162	296	12	beyond	beyond	ADP
cana-2162	296	13	human	human	ADJ
cana-2162	296	14	capacity	capacity	NOUN
cana-2162	296	15	to	to	PART
cana-2162	296	16	interpret	interpret	VERB
cana-2162	296	17	,	,	PUNCT
cana-2162	296	18	such	such	ADJ
cana-2162	296	19	as	as	ADP
cana-2162	296	20	structured	structure	VERB
cana-2162	296	21	(	(	PUNCT
cana-2162	296	22	like	like	ADJ
cana-2162	296	23	tables	table	NOUN
cana-2162	296	24	)	)	PUNCT
cana-2162	296	25	and	and	CCONJ
cana-2162	296	26	unstructured	unstructure	VERB
cana-2162	296	27	(	(	PUNCT
cana-2162	296	28	like	like	INTJ
cana-2162	296	29	text	text	NOUN
cana-2162	296	30	and	and	CCONJ
cana-2162	296	31	images	image	NOUN
cana-2162	296	32	)	)	PUNCT
cana-2162	296	33	.	.	PUNCT
cana-2162	297	1	nevertheless	nevertheless	ADV
cana-2162	297	2	,	,	PUNCT
cana-2162	297	3	research	research	NOUN
cana-2162	297	4	on	on	ADP
cana-2162	297	5	massive	massive	ADJ
cana-2162	297	6	data	datum	NOUN
cana-2162	297	7	analysis	analysis	NOUN
cana-2162	297	8	for	for	ADP
cana-2162	297	9	iot	iot	NOUN
cana-2162	297	10	without	without	ADP
cana-2162	297	11	jeopardizing	jeopardize	VERB
cana-2162	297	12	iot	iot	ADJ
cana-2162	297	13	privacy	privacy	NOUN
cana-2162	297	14	is	be	AUX
cana-2162	297	15	lacking	lack	VERB
cana-2162	297	16	.	.	PUNCT
cana-2162	298	1	a	a	DET
cana-2162	298	2	distributed	distribute	VERB
cana-2162	298	3	learning	learning	NOUN
cana-2162	298	4	strategies	strategy	NOUN
cana-2162	298	5	were	be	AUX
cana-2162	298	6	discussed	discuss	VERB
cana-2162	298	7	that	that	SCONJ
cana-2162	298	8	work	work	VERB
cana-2162	298	9	well	well	ADV
cana-2162	298	10	with	with	ADP
cana-2162	298	11	iot	iot	ADJ
cana-2162	298	12	infrastructures	infrastructure	NOUN
cana-2162	298	13	.	.	PUNCT
cana-2162	299	1	next	next	ADV
cana-2162	299	2	,	,	PUNCT
cana-2162	299	3	in	in	ADP
cana-2162	299	4	order	order	NOUN
cana-2162	299	5	to	to	PART
cana-2162	299	6	identify	identify	VERB
cana-2162	299	7	trends	trend	NOUN
cana-2162	299	8	and	and	CCONJ
cana-2162	299	9	gain	gain	VERB
cana-2162	299	10	knowledge	knowledge	NOUN
cana-2162	299	11	from	from	ADP
cana-2162	299	12	iot	iot	PROPN
cana-2162	299	13	data	data	PROPN
cana-2162	299	14	,	,	PUNCT
cana-2162	299	15	presented	present	VERB
cana-2162	299	16	unique	unique	ADJ
cana-2162	299	17	dynamic	dynamic	ADJ
cana-2162	299	18	deep	deep	ADJ
cana-2162	299	19	learning	learning	NOUN
cana-2162	299	20	method	method	NOUN
cana-2162	299	21	and	and	CCONJ
cana-2162	299	22	a	a	DET
cana-2162	299	23	privacy	privacy	NOUN
cana-2162	299	24	-	-	PUNCT
cana-2162	299	25	preserving	preserve	VERB
cana-2162	299	26	distributed	distribute	VERB
cana-2162	299	27	learning	learning	NOUN
cana-2162	299	28	framework	framework	NOUN
cana-2162	299	29	.	.	PUNCT
cana-2162	300	1	to	to	PART
cana-2162	300	2	demonstrate	demonstrate	VERB
cana-2162	300	3	the	the	DET
cana-2162	300	4	efficacy	efficacy	NOUN
cana-2162	300	5	and	and	CCONJ
cana-2162	300	6	efficiency	efficiency	NOUN
cana-2162	300	7	of	of	ADP
cana-2162	300	8	our	our	PRON
cana-2162	300	9	system	system	NOUN
cana-2162	300	10	,	,	PUNCT
cana-2162	300	11	simulations	simulation	NOUN
cana-2162	300	12	were	be	AUX
cana-2162	300	13	done	do	VERB
cana-2162	300	14	.	.	PUNCT
cana-2162	301	1	planned	plan	VERB
cana-2162	301	2	to	to	PART
cana-2162	301	3	use	use	VERB
cana-2162	301	4	new	new	ADJ
cana-2162	301	5	deep	deep	ADJ
cana-2162	301	6	learning	learning	NOUN
cana-2162	301	7	tehniques	tehnique	NOUN
cana-2162	301	8	,	,	PUNCT
cana-2162	301	9	apply	apply	VERB
cana-2162	301	10	differential	differential	ADJ
cana-2162	301	11	privacy	privacy	NOUN
cana-2162	301	12	to	to	ADP
cana-2162	301	13	the	the	DET
cana-2162	301	14	iot	iot	PROPN
cana-2162	301	15	learning	learning	NOUN
cana-2162	301	16	framework	framework	NOUN
cana-2162	301	17	,	,	PUNCT
cana-2162	301	18	and	and	CCONJ
cana-2162	301	19	build	build	VERB
cana-2162	301	20	the	the	DET
cana-2162	301	21	learning	learning	NOUN
cana-2162	301	22	framework	framework	NOUN
cana-2162	301	23	in	in	ADP
cana-2162	301	24	tensorflow2	tensorflow2	NOUN
cana-2162	301	25	or	or	CCONJ
cana-2162	301	26	pytorch	pytorch	NOUN
cana-2162	301	27	in	in	ADP
cana-2162	301	28	the	the	DET
cana-2162	301	29	future	future	NOUN
cana-2162	301	30	.	.	PUNCT
cana-2162	302	1	vi	vi	X
cana-2162	302	2	.	.	NOUN
cana-2162	302	3	analysis	analysis	NOUN
cana-2162	302	4	existing	exist	VERB
cana-2162	302	5	reviews	review	NOUN
cana-2162	302	6	fig11	fig11	NOUN
cana-2162	302	7	:	:	PUNCT
cana-2162	302	8	review	review	NOUN
cana-2162	302	9	on	on	ADP
cana-2162	302	10	different	different	ADJ
cana-2162	302	11	enhancement	enhancement	NOUN
cana-2162	302	12	techniques	technique	NOUN
cana-2162	302	13	communications	communication	NOUN
cana-2162	302	14	on	on	ADP
cana-2162	302	15	applied	apply	VERB
cana-2162	302	16	nonlinear	nonlinear	ADJ
cana-2162	302	17	analysis	analysis	NOUN
cana-2162	302	18	issn	issn	NOUN
cana-2162	302	19	:	:	PUNCT
cana-2162	302	20	1074	1074	NUM
cana-2162	302	21	-	-	PUNCT
cana-2162	302	22	133x	133x	NUM
cana-2162	302	23	vol	vol	NOUN
cana-2162	302	24	32	32	NUM
cana-2162	302	25	no	no	NOUN
cana-2162	302	26	.	.	PUNCT
cana-2162	303	1	1s	1s	NUM
cana-2162	303	2	(	(	PUNCT
cana-2162	303	3	2025	2025	NUM
cana-2162	303	4	)	)	PUNCT
cana-2162	303	5	245	245	NUM
cana-2162	303	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2162	303	7	6.1	6.1	NUM
cana-2162	303	8	process	process	NOUN
cana-2162	303	9	capability	capability	NOUN
cana-2162	303	10	enhancement	enhancement	NOUN
cana-2162	303	11	6.1.1	6.1.1	NUM
cana-2162	303	12	level	level	NOUN
cana-2162	303	13	optimization	optimization	NOUN
cana-2162	303	14	:	:	PUNCT
cana-2162	303	15	performance	performance	NOUN
cana-2162	303	16	has	have	AUX
cana-2162	303	17	been	be	AUX
cana-2162	303	18	enhanced	enhance	VERB
cana-2162	303	19	by	by	ADP
cana-2162	303	20	process	process	NOUN
cana-2162	303	21	capability	capability	NOUN
cana-2162	303	22	development	development	NOUN
cana-2162	303	23	,	,	PUNCT
cana-2162	303	24	according	accord	VERB
cana-2162	303	25	to	to	PART
cana-2162	303	26	study	study	VERB
cana-2162	303	27	on	on	ADP
cana-2162	303	28	big	big	ADJ
cana-2162	303	29	data	datum	NOUN
cana-2162	303	30	application	application	NOUN
cana-2162	303	31	-	-	PUNCT
cana-2162	303	32	level	level	NOUN
cana-2162	303	33	optimization	optimization	NOUN
cana-2162	303	34	transfers	transfer	NOUN
cana-2162	303	35	across	across	ADP
cana-2162	303	36	pipelining	pipelining	NOUN
cana-2162	303	37	,	,	PUNCT
cana-2162	303	38	parallelism	parallelism	NOUN
cana-2162	303	39	,	,	PUNCT
cana-2162	303	40	and	and	CCONJ
cana-2162	303	41	concurrency[8	concurrency[8	PRON
cana-2162	303	42	]	]	PUNCT
cana-2162	303	43	.	.	PUNCT
cana-2162	304	1	scientific	scientific	ADJ
cana-2162	304	2	cloud	cloud	NOUN
cana-2162	304	3	applications	application	NOUN
cana-2162	304	4	require	require	VERB
cana-2162	304	5	application	application	NOUN
cana-2162	304	6	-	-	PUNCT
cana-2162	304	7	level	level	NOUN
cana-2162	304	8	transfer	transfer	NOUN
cana-2162	304	9	adjustment	adjustment	NOUN
cana-2162	304	10	parameters	parameter	NOUN
cana-2162	304	11	like	like	ADP
cana-2162	304	12	pipelining	pipelining	NOUN
cana-2162	304	13	,	,	PUNCT
cana-2162	304	14	parallelism	parallelism	NOUN
cana-2162	304	15	,	,	PUNCT
cana-2162	304	16	and	and	CCONJ
cana-2162	304	17	concurrency	concurrency	NOUN
cana-2162	304	18	to	to	PART
cana-2162	304	19	get	get	VERB
cana-2162	304	20	around	around	ADP
cana-2162	304	21	data	data	NOUN
cana-2162	304	22	transmission	transmission	NOUN
cana-2162	304	23	constraints	constraint	NOUN
cana-2162	304	24	.	.	PUNCT
cana-2162	305	1	optimizing	optimize	VERB
cana-2162	305	2	these	these	DET
cana-2162	305	3	factors	factor	NOUN
cana-2162	305	4	can	can	AUX
cana-2162	305	5	lead	lead	VERB
cana-2162	305	6	to	to	ADP
cana-2162	305	7	the	the	DET
cana-2162	305	8	attainment	attainment	NOUN
cana-2162	305	9	of	of	ADP
cana-2162	305	10	an	an	DET
cana-2162	305	11	optimal	optimal	ADJ
cana-2162	305	12	transmission	transmission	NOUN
cana-2162	305	13	rate	rate	NOUN
cana-2162	305	14	.	.	PUNCT
cana-2162	306	1	according	accord	VERB
cana-2162	306	2	to	to	ADP
cana-2162	306	3	the	the	DET
cana-2162	306	4	research	research	NOUN
cana-2162	306	5	,	,	PUNCT
cana-2162	306	6	optimization	optimization	NOUN
cana-2162	306	7	algorithms	algorithm	NOUN
cana-2162	306	8	can	can	AUX
cana-2162	306	9	provide	provide	VERB
cana-2162	306	10	consistent	consistent	ADJ
cana-2162	306	11	growth	growth	NOUN
cana-2162	306	12	to	to	PART
cana-2162	306	13	maximize	maximize	VERB
cana-2162	306	14	throughput	throughput	NOUN
cana-2162	306	15	on	on	ADP
cana-2162	306	16	intraand	intraand	X
cana-2162	306	17	inter	inter	ADJ
cana-2162	306	18	-	-	ADJ
cana-2162	306	19	cloud	cloud	ADJ
cana-2162	306	20	transfers	transfer	NOUN
cana-2162	306	21	by	by	ADP
cana-2162	306	22	using	use	VERB
cana-2162	306	23	these	these	DET
cana-2162	306	24	representations	representation	NOUN
cana-2162	306	25	and	and	CCONJ
cana-2162	306	26	principles	principle	NOUN
cana-2162	306	27	..	..	PUNCT
cana-2162	307	1	6.1.2	6.1.2	NUM
cana-2162	307	2	evolutionary	evolutionary	ADJ
cana-2162	307	3	optimisation	optimisation	NOUN
cana-2162	307	4	:	:	PUNCT
cana-2162	307	5	the	the	DET
cana-2162	307	6	study	study	NOUN
cana-2162	307	7	that	that	PRON
cana-2162	307	8	follows	follow	VERB
cana-2162	307	9	focuses	focus	VERB
cana-2162	307	10	on	on	ADP
cana-2162	307	11	improving	improve	VERB
cana-2162	307	12	process	process	NOUN
cana-2162	307	13	capabilities	capability	NOUN
cana-2162	307	14	.	.	PUNCT
cana-2162	308	1	the	the	DET
cana-2162	308	2	suggested	suggest	VERB
cana-2162	308	3	model	model	NOUN
cana-2162	308	4	makes	make	VERB
cana-2162	308	5	use	use	NOUN
cana-2162	308	6	of	of	ADP
cana-2162	308	7	knowledgeable	knowledgeable	ADJ
cana-2162	308	8	genetic	genetic	ADJ
cana-2162	308	9	operators	operator	NOUN
cana-2162	308	10	to	to	PART
cana-2162	308	11	add	add	VERB
cana-2162	308	12	diversity	diversity	NOUN
cana-2162	308	13	.	.	PUNCT
cana-2162	309	1	additionally	additionally	ADV
cana-2162	309	2	,	,	PUNCT
cana-2162	309	3	a	a	DET
cana-2162	309	4	technique	technique	NOUN
cana-2162	309	5	for	for	ADP
cana-2162	309	6	handling	handle	VERB
cana-2162	309	7	high	high	ADJ
cana-2162	309	8	dimensionality	dimensionality	NOUN
cana-2162	309	9	is	be	AUX
cana-2162	309	10	presented	present	VERB
cana-2162	309	11	in	in	ADP
cana-2162	309	12	the	the	DET
cana-2162	309	13	research	research	NOUN
cana-2162	309	14	.	.	PUNCT
cana-2162	310	1	the	the	DET
cana-2162	310	2	primary	primary	ADJ
cana-2162	310	3	goal	goal	NOUN
cana-2162	310	4	of	of	ADP
cana-2162	310	5	the	the	DET
cana-2162	310	6	algorithm	algorithm	NOUN
cana-2162	310	7	presented	present	VERB
cana-2162	310	8	in	in	ADP
cana-2162	310	9	this	this	DET
cana-2162	310	10	work	work	NOUN
cana-2162	310	11	is	be	AUX
cana-2162	310	12	to	to	PART
cana-2162	310	13	handle	handle	VERB
cana-2162	310	14	advanced	advanced	ADJ
cana-2162	310	15	-	-	PUNCT
cana-2162	310	16	dimensional	dimensional	ADJ
cana-2162	310	17	problem	problem	NOUN
cana-2162	310	18	domains	domain	NOUN
cana-2162	310	19	.	.	PUNCT
cana-2162	311	1	highdimensional	highdimensional	ADJ
cana-2162	311	2	optimization	optimization	NOUN
cana-2162	311	3	problems	problem	NOUN
cana-2162	311	4	,	,	PUNCT
cana-2162	311	5	especially	especially	ADV
cana-2162	311	6	those	those	PRON
cana-2162	311	7	with	with	ADP
cana-2162	311	8	intricate	intricate	ADJ
cana-2162	311	9	multi	multi	ADJ
cana-2162	311	10	-	-	ADJ
cana-2162	311	11	model	model	ADJ
cana-2162	311	12	solution	solution	NOUN
cana-2162	311	13	spaces	space	NOUN
cana-2162	311	14	,	,	PUNCT
cana-2162	311	15	can	can	AUX
cana-2162	311	16	be	be	AUX
cana-2162	311	17	handled	handle	VERB
cana-2162	311	18	by	by	ADP
cana-2162	311	19	the	the	DET
cana-2162	311	20	population_ea	population_ea	NOUN
cana-2162	311	21	prototype[2	prototype[2	ADP
cana-2162	311	22	]	]	X
cana-2162	311	23	6.1.3	6.1.3	NUM
cana-2162	311	24	optimized	optimize	VERB
cana-2162	311	25	job	job	NOUN
cana-2162	311	26	allocation	allocation	NOUN
cana-2162	311	27	scheme	scheme	NOUN
cana-2162	311	28	:	:	PUNCT
cana-2162	311	29	flex	flex	ADJ
cana-2162	311	30	is	be	AUX
cana-2162	311	31	a	a	DET
cana-2162	311	32	clever	clever	ADJ
cana-2162	311	33	and	and	CCONJ
cana-2162	311	34	adaptable	adaptable	ADJ
cana-2162	311	35	mapreduce	mapreduce	NOUN
cana-2162	311	36	load	load	NOUN
cana-2162	311	37	distribution	distribution	NOUN
cana-2162	311	38	mechanism	mechanism	NOUN
cana-2162	311	39	.	.	PUNCT
cana-2162	312	1	it	it	PRON
cana-2162	312	2	is	be	AUX
cana-2162	312	3	adaptable	adaptable	ADJ
cana-2162	312	4	in	in	SCONJ
cana-2162	312	5	that	that	SCONJ
cana-2162	312	6	it	it	PRON
cana-2162	312	7	can	can	AUX
cana-2162	312	8	improve	improve	VERB
cana-2162	312	9	any	any	PRON
cana-2162	312	10	of	of	ADP
cana-2162	312	11	the	the	DET
cana-2162	312	12	common	common	ADJ
cana-2162	312	13	scheduling	scheduling	NOUN
cana-2162	312	14	indicators	indicator	NOUN
cana-2162	312	15	,	,	PUNCT
cana-2162	312	16	including	include	VERB
cana-2162	312	17	sales	sale	NOUN
cana-2162	312	18	,	,	PUNCT
cana-2162	312	19	average	average	ADJ
cana-2162	312	20	response	response	NOUN
cana-2162	312	21	time	time	NOUN
cana-2162	312	22	,	,	PUNCT
cana-2162	312	23	stretch	stretch	VERB
cana-2162	312	24	,	,	PUNCT
cana-2162	312	25	and	and	CCONJ
cana-2162	312	26	deadline	deadline	NOUN
cana-2162	312	27	-	-	PUNCT
cana-2162	312	28	based	base	VERB
cana-2162	312	29	punishment	punishment	NOUN
cana-2162	312	30	functions	function	NOUN
cana-2162	312	31	.	.	PUNCT
cana-2162	313	1	it	it	PRON
cana-2162	313	2	can	can	AUX
cana-2162	313	3	achieve	achieve	VERB
cana-2162	313	4	performance	performance	NOUN
cana-2162	313	5	that	that	PRON
cana-2162	313	6	is	be	AUX
cana-2162	313	7	close	close	ADJ
cana-2162	313	8	to	to	ADP
cana-2162	313	9	the	the	DET
cana-2162	313	10	theoretically	theoretically	ADV
cana-2162	313	11	optimal	optimal	ADJ
cana-2162	313	12	,	,	PUNCT
cana-2162	313	13	which	which	PRON
cana-2162	313	14	makes	make	VERB
cana-2162	313	15	it	it	PRON
cana-2162	313	16	intellectual	intellectual	ADJ
cana-2162	313	17	.	.	PUNCT
cana-2162	314	1	6.2	6.2	NUM
cana-2162	314	2	memory	memory	NOUN
cana-2162	314	3	management	management	NOUN
cana-2162	314	4	enhancement	enhancement	NOUN
cana-2162	314	5	6.2.1	6.2.1	NUM
cana-2162	314	6	in	in	ADP
cana-2162	314	7	-	-	PUNCT
cana-2162	314	8	memory	memory	NOUN
cana-2162	314	9	big	big	ADJ
cana-2162	314	10	data	datum	NOUN
cana-2162	314	11	optimization	optimization	NOUN
cana-2162	314	12	:	:	PUNCT
cana-2162	314	13	:	:	PUNCT
cana-2162	314	14	memory	memory	NOUN
cana-2162	314	15	management	management	NOUN
cana-2162	314	16	enhancement	enhancement	NOUN
cana-2162	314	17	is	be	AUX
cana-2162	314	18	demonstrated	demonstrate	VERB
cana-2162	314	19	in	in	ADP
cana-2162	314	20	this	this	DET
cana-2162	314	21	survey	survey	NOUN
cana-2162	314	22	on	on	ADP
cana-2162	314	23	in	in	ADP
cana-2162	314	24	-	-	PUNCT
cana-2162	314	25	memory	memory	NOUN
cana-2162	314	26	big	big	ADJ
cana-2162	314	27	data	datum	NOUN
cana-2162	314	28	management	management	NOUN
cana-2162	314	29	and	and	CCONJ
cana-2162	314	30	processing	processing	NOUN
cana-2162	314	31	.	.	PUNCT
cana-2162	315	1	the	the	DET
cana-2162	315	2	study	study	NOUN
cana-2162	315	3	provides	provide	VERB
cana-2162	315	4	a	a	DET
cana-2162	315	5	thorough	thorough	ADJ
cana-2162	315	6	examination	examination	NOUN
cana-2162	315	7	of	of	ADP
cana-2162	315	8	key	key	ADJ
cana-2162	315	9	technologies	technology	NOUN
cana-2162	315	10	for	for	ADP
cana-2162	315	11	memory	memory	NOUN
cana-2162	315	12	management	management	NOUN
cana-2162	315	13	[	[	X
cana-2162	315	14	32	32	NUM
cana-2162	315	15	]	]	PUNCT
cana-2162	315	16	and	and	CCONJ
cana-2162	315	17	a	a	DET
cana-2162	315	18	review	review	NOUN
cana-2162	315	19	of	of	ADP
cana-2162	315	20	related	related	ADJ
cana-2162	315	21	literature	literature	NOUN
cana-2162	315	22	.	.	PUNCT
cana-2162	316	1	the	the	DET
cana-2162	316	2	design	design	NOUN
cana-2162	316	3	values	value	NOUN
cana-2162	316	4	for	for	ADP
cana-2162	316	5	in	in	ADP
cana-2162	316	6	-	-	PUNCT
cana-2162	316	7	memory	memory	NOUN
cana-2162	316	8	data	datum	NOUN
cana-2162	316	9	handling	handling	NOUN
cana-2162	316	10	and	and	CCONJ
cana-2162	316	11	management	management	NOUN
cana-2162	316	12	,	,	PUNCT
cana-2162	316	13	as	as	ADV
cana-2162	316	14	well	well	ADV
cana-2162	316	15	as	as	ADP
cana-2162	316	16	useful	useful	ADJ
cana-2162	316	17	techniques	technique	NOUN
cana-2162	316	18	for	for	ADP
cana-2162	316	19	organizing	organize	VERB
cana-2162	316	20	and	and	CCONJ
cana-2162	316	21	carrying	carry	VERB
cana-2162	316	22	out	out	ADP
cana-2162	316	23	efficient	efficient	ADJ
cana-2162	316	24	and	and	CCONJ
cana-2162	316	25	functional	functional	ADJ
cana-2162	316	26	systems	system	NOUN
cana-2162	316	27	,	,	PUNCT
cana-2162	316	28	are	be	AUX
cana-2162	316	29	the	the	DET
cana-2162	316	30	focus	focus	NOUN
cana-2162	316	31	of	of	ADP
cana-2162	316	32	this	this	DET
cana-2162	316	33	survey	survey	NOUN
cana-2162	316	34	.	.	PUNCT
cana-2162	317	1	6.3	6.3	NUM
cana-2162	317	2	.	.	PUNCT
cana-2162	317	3	map	map	NOUN
cana-2162	317	4	reduction	reduction	NOUN
cana-2162	317	5	enhancement	enhancement	NOUN
cana-2162	317	6	6.3.1	6.3.1	NUM
cana-2162	317	7	platform	platform	NOUN
cana-2162	317	8	optimization	optimization	NOUN
cana-2162	317	9	according	accord	VERB
cana-2162	317	10	to	to	ADP
cana-2162	317	11	big	big	ADJ
cana-2162	317	12	data	datum	NOUN
cana-2162	317	13	:	:	PUNCT
cana-2162	317	14	for	for	ADP
cana-2162	317	15	a	a	DET
cana-2162	317	16	given	give	VERB
cana-2162	317	17	application	application	NOUN
cana-2162	317	18	,	,	PUNCT
cana-2162	317	19	the	the	DET
cana-2162	317	20	choice	choice	NOUN
cana-2162	317	21	of	of	ADP
cana-2162	317	22	platform	platform	NOUN
cana-2162	317	23	is	be	AUX
cana-2162	317	24	usually	usually	ADV
cana-2162	317	25	influenced	influence	VERB
cana-2162	317	26	by	by	ADP
cana-2162	317	27	factors	factor	NOUN
cana-2162	317	28	like	like	ADP
cana-2162	317	29	model	model	NOUN
cana-2162	317	30	development	development	NOUN
cana-2162	317	31	,	,	PUNCT
cana-2162	317	32	speed	speed	NOUN
cana-2162	317	33	or	or	CCONJ
cana-2162	317	34	throughput	throughput	NOUN
cana-2162	317	35	optimization	optimization	NOUN
cana-2162	317	36	,	,	PUNCT
cana-2162	317	37	and	and	CCONJ
cana-2162	317	38	data	datum	NOUN
cana-2162	317	39	quantity	quantity	NOUN
cana-2162	317	40	.	.	PUNCT
cana-2162	318	1	various	various	ADJ
cana-2162	318	2	big	big	ADJ
cana-2162	318	3	data	datum	NOUN
cana-2162	318	4	platforms	platform	NOUN
cana-2162	318	5	[	[	X
cana-2162	318	6	32	32	NUM
cana-2162	318	7	]	]	PUNCT
cana-2162	318	8	that	that	PRON
cana-2162	318	9	offer	offer	VERB
cana-2162	318	10	different	different	ADJ
cana-2162	318	11	features	feature	NOUN
cana-2162	318	12	;	;	PUNCT
cana-2162	318	13	finding	find	VERB
cana-2162	318	14	the	the	DET
cana-2162	318	15	exact	exact	ADJ
cana-2162	318	16	platform	platform	NOUN
cana-2162	318	17	necessitates	necessitate	VERB
cana-2162	318	18	thorough	thorough	ADJ
cana-2162	318	19	knowledge	knowledge	NOUN
cana-2162	318	20	of	of	ADP
cana-2162	318	21	each	each	DET
cana-2162	318	22	platform	platform	NOUN
cana-2162	318	23	's	's	PART
cana-2162	318	24	capabilities	capability	NOUN
cana-2162	318	25	.	.	PUNCT
cana-2162	319	1	6.4	6.4	NUM
cana-2162	319	2	data	datum	NOUN
cana-2162	319	3	node	node	ADJ
cana-2162	319	4	enhancement	enhancement	NOUN
cana-2162	319	5	6.4.1	6.4.1	NUM
cana-2162	319	6	knowledge	knowledge	NOUN
cana-2162	319	7	discovery	discovery	NOUN
cana-2162	319	8	in	in	ADP
cana-2162	319	9	multi	multi	ADJ
cana-2162	319	10	-	-	ADJ
cana-2162	319	11	objective	objective	ADJ
cana-2162	319	12	optimization	optimization	NOUN
cana-2162	319	13	:	:	PUNCT
cana-2162	319	14	data	datum	NOUN
cana-2162	319	15	node	node	NOUN
cana-2162	319	16	augmentation	augmentation	NOUN
cana-2162	319	17	is	be	AUX
cana-2162	319	18	discussed	discuss	VERB
cana-2162	319	19	and	and	CCONJ
cana-2162	319	20	approaches	approach	NOUN
cana-2162	319	21	for	for	ADP
cana-2162	319	22	knowledge	knowledge	NOUN
cana-2162	319	23	discovery	discovery	NOUN
cana-2162	319	24	in	in	ADP
cana-2162	319	25	multi	multi	ADJ
cana-2162	319	26	-	-	ADJ
cana-2162	319	27	objective	objective	ADJ
cana-2162	319	28	optimization	optimization	NOUN
cana-2162	319	29	.	.	PUNCT
cana-2162	320	1	a	a	DET
cana-2162	320	2	population	population	NOUN
cana-2162	320	3	of	of	ADP
cana-2162	320	4	randomly	randomly	ADV
cana-2162	320	5	generated	generate	VERB
cana-2162	320	6	outcomes	outcome	NOUN
cana-2162	320	7	or	or	CCONJ
cana-2162	320	8	entities	entity	NOUN
cana-2162	320	9	is	be	AUX
cana-2162	320	10	the	the	DET
cana-2162	320	11	starting	starting	NOUN
cana-2162	320	12	point	point	NOUN
cana-2162	320	13	for	for	ADP
cana-2162	320	14	maximum	maximum	ADJ
cana-2162	320	15	multi	multi	ADJ
cana-2162	320	16	-	-	ADJ
cana-2162	320	17	objective	objective	ADJ
cana-2162	320	18	optimizers	optimizer	NOUN
cana-2162	320	19	[	[	X
cana-2162	320	20	1	1	NUM
cana-2162	320	21	]	]	PUNCT
cana-2162	320	22	.	.	PUNCT
cana-2162	321	1	6.5	6.5	NUM
cana-2162	321	2	name	name	NOUN
cana-2162	321	3	node	node	NOUN
cana-2162	321	4	enhancement	enhancement	NOUN
cana-2162	321	5	6.5.1	6.5.1	NUM
cana-2162	321	6	small	small	ADJ
cana-2162	321	7	files	file	NOUN
cana-2162	321	8	optimization	optimization	NOUN
cana-2162	321	9	:	:	PUNCT
cana-2162	321	10	in	in	ADP
cana-2162	321	11	their	their	PRON
cana-2162	321	12	study	study	NOUN
cana-2162	321	13	on	on	ADP
cana-2162	321	14	storing	store	VERB
cana-2162	321	15	and	and	CCONJ
cana-2162	321	16	retrieving	retrieve	VERB
cana-2162	321	17	tiny	tiny	ADJ
cana-2162	321	18	files	file	NOUN
cana-2162	321	19	,	,	PUNCT
cana-2162	321	20	bo	bo	PROPN
cana-2162	321	21	dong	dong	PROPN
cana-2162	321	22	et	et	PROPN
cana-2162	321	23	al	al	PROPN
cana-2162	321	24	.	.	PROPN
cana-2162	321	25	developed	develop	VERB
cana-2162	321	26	an	an	DET
cana-2162	321	27	improved	improved	ADJ
cana-2162	321	28	technique	technique	NOUN
cana-2162	321	29	to	to	PART
cana-2162	321	30	boost	boost	VERB
cana-2162	321	31	small	small	ADJ
cana-2162	321	32	file	file	NOUN
cana-2162	321	33	storage	storage	NOUN
cana-2162	321	34	and	and	CCONJ
cana-2162	321	35	retrieval	retrieval	NOUN
cana-2162	321	36	capabilities	capability	NOUN
cana-2162	321	37	on	on	ADP
cana-2162	321	38	hdfs	hdfs	PROPN
cana-2162	321	39	.	.	PUNCT
cana-2162	322	1	in	in	ADP
cana-2162	322	2	this	this	DET
cana-2162	322	3	study	study	NOUN
cana-2162	322	4	,	,	PUNCT
cana-2162	322	5	it	it	PRON
cana-2162	322	6	has	have	AUX
cana-2162	322	7	been	be	AUX
cana-2162	322	8	suggested	suggest	VERB
cana-2162	322	9	to	to	PART
cana-2162	322	10	merge	merge	VERB
cana-2162	322	11	multiple	multiple	ADJ
cana-2162	322	12	tiny	tiny	ADJ
cana-2162	322	13	files	file	NOUN
cana-2162	322	14	,	,	PUNCT
cana-2162	322	15	prefetch	prefetch	NOUN
cana-2162	322	16	for	for	ADP
cana-2162	322	17	structurally	structurally	ADV
cana-2162	322	18	connected	connected	ADJ
cana-2162	322	19	small	small	ADJ
cana-2162	322	20	files	file	NOUN
cana-2162	322	21	,	,	PUNCT
cana-2162	322	22	group	group	NOUN
cana-2162	322	23	files	file	NOUN
cana-2162	322	24	,	,	PUNCT
cana-2162	322	25	and	and	CCONJ
cana-2162	322	26	prefetch	prefetch	NOUN
cana-2162	322	27	for	for	ADP
cana-2162	322	28	logically	logically	ADV
cana-2162	322	29	linked	link	VERB
cana-2162	322	30	small	small	ADJ
cana-2162	322	31	files	file	NOUN
cana-2162	322	32	.	.	PUNCT
cana-2162	323	1	communications	communication	NOUN
cana-2162	323	2	on	on	ADP
cana-2162	323	3	applied	apply	VERB
cana-2162	323	4	nonlinear	nonlinear	ADJ
cana-2162	323	5	analysis	analysis	NOUN
cana-2162	323	6	issn	issn	NOUN
cana-2162	323	7	:	:	PUNCT
cana-2162	323	8	1074	1074	NUM
cana-2162	323	9	-	-	PUNCT
cana-2162	323	10	133x	133x	NUM
cana-2162	323	11	vol	vol	NOUN
cana-2162	323	12	32	32	NUM
cana-2162	323	13	no	no	NOUN
cana-2162	323	14	.	.	PUNCT
cana-2162	324	1	1s	1s	NUM
cana-2162	324	2	(	(	PUNCT
cana-2162	324	3	2025	2025	NUM
cana-2162	324	4	)	)	PUNCT
cana-2162	325	1	246	246	NUM
cana-2162	325	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	325	3	vii	vii	PROPN
cana-2162	325	4	.	.	PROPN
cana-2162	325	5	conclusion	conclusion	PROPN
cana-2162	325	6	big	big	ADJ
cana-2162	325	7	data	datum	NOUN
cana-2162	325	8	analytics	analytic	NOUN
cana-2162	325	9	is	be	AUX
cana-2162	325	10	now	now	ADV
cana-2162	325	11	a	a	DET
cana-2162	325	12	vital	vital	ADJ
cana-2162	325	13	tool	tool	NOUN
cana-2162	325	14	for	for	ADP
cana-2162	325	15	organisations	organisation	NOUN
cana-2162	325	16	looking	look	VERB
cana-2162	325	17	to	to	PART
cana-2162	325	18	extract	extract	VERB
cana-2162	325	19	valuable	valuable	ADJ
cana-2162	325	20	information	information	NOUN
cana-2162	325	21	from	from	ADP
cana-2162	325	22	enormous	enormous	ADJ
cana-2162	325	23	,	,	PUNCT
cana-2162	325	24	intricate	intricate	ADJ
cana-2162	325	25	datasets	dataset	NOUN
cana-2162	325	26	.	.	PUNCT
cana-2162	326	1	this	this	DET
cana-2162	326	2	survey	survey	NOUN
cana-2162	326	3	examined	examine	VERB
cana-2162	326	4	the	the	DET
cana-2162	326	5	core	core	NOUN
cana-2162	326	6	ideas	idea	NOUN
cana-2162	326	7	,	,	PUNCT
cana-2162	326	8	instruments	instrument	NOUN
cana-2162	326	9	,	,	PUNCT
cana-2162	326	10	and	and	CCONJ
cana-2162	326	11	processes	process	NOUN
cana-2162	326	12	that	that	PRON
cana-2162	326	13	underpin	underpin	VERB
cana-2162	326	14	big	big	ADJ
cana-2162	326	15	data	datum	NOUN
cana-2162	326	16	analytics	analytic	NOUN
cana-2162	326	17	along	along	ADP
cana-2162	326	18	with	with	ADP
cana-2162	326	19	optimization	optimization	NOUN
cana-2162	326	20	strategies	strategy	NOUN
cana-2162	326	21	maximize	maximize	VERB
cana-2162	326	22	its	its	PRON
cana-2162	326	23	efficacy	efficacy	NOUN
cana-2162	326	24	.	.	PUNCT
cana-2162	327	1	the	the	DET
cana-2162	327	2	ability	ability	NOUN
cana-2162	327	3	to	to	PART
cana-2162	327	4	process	process	VERB
cana-2162	327	5	,	,	PUNCT
cana-2162	327	6	analyze	analyze	VERB
cana-2162	327	7	,	,	PUNCT
cana-2162	327	8	and	and	CCONJ
cana-2162	327	9	interpret	interpret	VERB
cana-2162	327	10	enormous	enormous	ADJ
cana-2162	327	11	volumes	volume	NOUN
cana-2162	327	12	of	of	ADP
cana-2162	327	13	data	datum	NOUN
cana-2162	327	14	in	in	ADP
cana-2162	327	15	real	real	ADJ
cana-2162	327	16	-	-	PUNCT
cana-2162	327	17	time	time	NOUN
cana-2162	327	18	has	have	AUX
cana-2162	327	19	been	be	AUX
cana-2162	327	20	greatly	greatly	ADV
cana-2162	327	21	enhanced	enhance	VERB
cana-2162	327	22	by	by	ADP
cana-2162	327	23	the	the	DET
cana-2162	327	24	incorporation	incorporation	NOUN
cana-2162	327	25	of	of	ADP
cana-2162	327	26	optimization	optimization	NOUN
cana-2162	327	27	methods	method	NOUN
cana-2162	327	28	,	,	PUNCT
cana-2162	327	29	which	which	PRON
cana-2162	327	30	range	range	VERB
cana-2162	327	31	from	from	ADP
cana-2162	327	32	conventional	conventional	ADJ
cana-2162	327	33	techniques	technique	NOUN
cana-2162	327	34	like	like	ADP
cana-2162	327	35	linear	linear	NOUN
cana-2162	327	36	programming	programming	NOUN
cana-2162	327	37	to	to	ADP
cana-2162	327	38	sophisticated	sophisticated	ADJ
cana-2162	327	39	machine	machine	NOUN
cana-2162	327	40	learning	learn	VERB
cana-2162	327	41	algorithms.more	algorithms.more	ADP
cana-2162	327	42	effective	effective	ADJ
cana-2162	327	43	data	datum	NOUN
cana-2162	327	44	processing	processing	NOUN
cana-2162	327	45	,	,	PUNCT
cana-2162	327	46	storage	storage	NOUN
cana-2162	327	47	,	,	PUNCT
cana-2162	327	48	and	and	CCONJ
cana-2162	327	49	analysis	analysis	NOUN
cana-2162	327	50	are	be	AUX
cana-2162	327	51	made	make	VERB
cana-2162	327	52	possible	possible	ADJ
cana-2162	327	53	by	by	ADP
cana-2162	327	54	contemporary	contemporary	ADJ
cana-2162	327	55	optimization	optimization	NOUN
cana-2162	327	56	approaches	approach	NOUN
cana-2162	327	57	,	,	PUNCT
cana-2162	327	58	which	which	PRON
cana-2162	327	59	handle	handle	VERB
cana-2162	327	60	important	important	ADJ
cana-2162	327	61	issues	issue	NOUN
cana-2162	327	62	including	include	VERB
cana-2162	327	63	data	datum	NOUN
cana-2162	327	64	volume	volume	NOUN
cana-2162	327	65	,	,	PUNCT
cana-2162	327	66	velocity	velocity	NOUN
cana-2162	327	67	,	,	PUNCT
cana-2162	327	68	and	and	CCONJ
cana-2162	327	69	diversity	diversity	NOUN
cana-2162	327	70	.	.	PUNCT
cana-2162	328	1	more	more	ADV
cana-2162	328	2	precise	precise	ADJ
cana-2162	328	3	decision	decision	NOUN
cana-2162	328	4	-	-	PUNCT
cana-2162	328	5	making	making	NOUN
cana-2162	328	6	,	,	PUNCT
cana-2162	328	7	resource	resource	NOUN
cana-2162	328	8	allocation	allocation	NOUN
cana-2162	328	9	,	,	PUNCT
cana-2162	328	10	and	and	CCONJ
cana-2162	328	11	predictive	predictive	ADJ
cana-2162	328	12	modeling	modeling	NOUN
cana-2162	328	13	in	in	ADP
cana-2162	328	14	different	different	ADJ
cana-2162	328	15	industries	industry	NOUN
cana-2162	328	16	,	,	PUNCT
cana-2162	328	17	like	like	ADP
cana-2162	328	18	healthcare	healthcare	NOUN
cana-2162	328	19	,	,	PUNCT
cana-2162	328	20	finance	finance	NOUN
cana-2162	328	21	,	,	PUNCT
cana-2162	328	22	and	and	CCONJ
cana-2162	328	23	smart	smart	ADJ
cana-2162	328	24	cities	city	NOUN
cana-2162	328	25	,	,	PUNCT
cana-2162	328	26	are	be	AUX
cana-2162	328	27	made	make	VERB
cana-2162	328	28	possible	possible	ADJ
cana-2162	328	29	by	by	ADP
cana-2162	328	30	the	the	DET
cana-2162	328	31	synergy	synergy	NOUN
cana-2162	328	32	of	of	ADP
cana-2162	328	33	big	big	ADJ
cana-2162	328	34	data	datum	NOUN
cana-2162	328	35	analytics	analytic	NOUN
cana-2162	328	36	and	and	CCONJ
cana-2162	328	37	optimization	optimization	NOUN
cana-2162	328	38	.	.	PUNCT
cana-2162	329	1	future	future	ADJ
cana-2162	329	2	developments	development	NOUN
cana-2162	329	3	in	in	ADP
cana-2162	329	4	fields	field	NOUN
cana-2162	329	5	like	like	ADP
cana-2162	329	6	edge	edge	NOUN
cana-2162	329	7	computing	computing	NOUN
cana-2162	329	8	,	,	PUNCT
cana-2162	329	9	quantum	quantum	NOUN
cana-2162	329	10	computing	computing	NOUN
cana-2162	329	11	,	,	PUNCT
cana-2162	329	12	and	and	CCONJ
cana-2162	329	13	ai	ai	ADJ
cana-2162	329	14	-	-	PUNCT
cana-2162	329	15	driven	drive	VERB
cana-2162	329	16	optimization	optimization	NOUN
cana-2162	329	17	will	will	AUX
cana-2162	329	18	probably	probably	ADV
cana-2162	329	19	improve	improve	VERB
cana-2162	329	20	big	big	ADJ
cana-2162	329	21	data	datum	NOUN
cana-2162	329	22	analytics	analytic	NOUN
cana-2162	329	23	even	even	ADV
cana-2162	329	24	further	far	ADV
cana-2162	329	25	.	.	PUNCT
cana-2162	330	1	as	as	SCONJ
cana-2162	330	2	businesses	business	NOUN
cana-2162	330	3	depend	depend	VERB
cana-2162	330	4	more	more	ADV
cana-2162	330	5	and	and	CCONJ
cana-2162	330	6	more	more	ADJ
cana-2162	330	7	on	on	ADP
cana-2162	330	8	datadriven	datadriven	ADJ
cana-2162	330	9	strategies	strategy	NOUN
cana-2162	330	10	,	,	PUNCT
cana-2162	330	11	optimal	optimal	ADJ
cana-2162	330	12	big	big	ADJ
cana-2162	330	13	data	datum	NOUN
cana-2162	330	14	analytics	analytic	NOUN
cana-2162	330	15	will	will	AUX
cana-2162	330	16	play	play	VERB
cana-2162	330	17	a	a	DET
cana-2162	330	18	critical	critical	ADJ
cana-2162	330	19	part	part	NOUN
cana-2162	330	20	in	in	ADP
cana-2162	330	21	expanding	expand	VERB
cana-2162	330	22	the	the	DET
cana-2162	330	23	possibilities	possibility	NOUN
cana-2162	330	24	of	of	ADP
cana-2162	330	25	what	what	PRON
cana-2162	330	26	can	can	AUX
cana-2162	330	27	be	be	AUX
cana-2162	330	28	done	do	VERB
cana-2162	330	29	with	with	ADP
cana-2162	330	30	data	datum	NOUN
cana-2162	330	31	at	at	ADP
cana-2162	330	32	scale	scale	NOUN
cana-2162	330	33	.	.	PUNCT
cana-2162	331	1	references	reference	NOUN
cana-2162	331	2	[	[	X
cana-2162	331	3	1	1	NUM
cana-2162	331	4	]	]	PUNCT
cana-2162	331	5	bandaru	bandaru	NOUN
cana-2162	331	6	,	,	PUNCT
cana-2162	331	7	s.	s.	PROPN
cana-2162	331	8	,	,	PUNCT
cana-2162	331	9	ng	ng	PROPN
cana-2162	331	10	,	,	PUNCT
cana-2162	331	11	a.	a.	PROPN
cana-2162	331	12	h.	h.	PROPN
cana-2162	331	13	,	,	PUNCT
cana-2162	331	14	and	and	CCONJ
cana-2162	331	15	deb	deb	PROPN
cana-2162	331	16	,	,	PUNCT
cana-2162	331	17	k.	k.	PROPN
cana-2162	331	18	data	data	PROPN
cana-2162	331	19	mining	mining	NOUN
cana-2162	331	20	methods	method	NOUN
cana-2162	331	21	for	for	ADP
cana-2162	331	22	knowledge	knowledge	NOUN
cana-2162	331	23	discovery	discovery	NOUN
cana-2162	331	24	in	in	ADP
cana-2162	331	25	multi	multi	ADJ
cana-2162	331	26	-	-	ADJ
cana-2162	331	27	objective	objective	ADJ
cana-2162	331	28	optimization	optimization	NOUN
cana-2162	331	29	:	:	PUNCT
cana-2162	331	30	part	part	NOUN
cana-2162	331	31	a	a	NOUN
cana-2162	331	32	-	-	PUNCT
cana-2162	331	33	survey	survey	NOUN
cana-2162	331	34	.	.	PUNCT
cana-2162	332	1	expert	expert	NOUN
cana-2162	332	2	systems	system	NOUN
cana-2162	332	3	with	with	ADP
cana-2162	332	4	applications	application	NOUN
cana-2162	332	5	70	70	NUM
cana-2162	332	6	(	(	PUNCT
cana-2162	332	7	2017	2017	NUM
cana-2162	332	8	)	)	PUNCT
cana-2162	332	9	,	,	PUNCT
cana-2162	332	10	139	139	NUM
cana-2162	332	11	-	-	SYM
cana-2162	332	12	159	159	NUM
cana-2162	332	13	.	.	PUNCT
cana-2162	333	1	[	[	X
cana-2162	333	2	2	2	NUM
cana-2162	333	3	]	]	PUNCT
cana-2162	333	4	bhattacharya	bhattacharya	NOUN
cana-2162	333	5	,	,	PUNCT
cana-2162	333	6	m.	m.	NOUN
cana-2162	333	7	,	,	PUNCT
cana-2162	333	8	islam	islam	PROPN
cana-2162	333	9	,	,	PUNCT
cana-2162	333	10	r.	r.	PROPN
cana-2162	333	11	,	,	PUNCT
cana-2162	333	12	and	and	CCONJ
cana-2162	333	13	abawajy	abawajy	PROPN
cana-2162	333	14	,	,	PUNCT
cana-2162	333	15	j.	j.	PROPN
cana-2162	333	16	evolutionary	evolutionary	PROPN
cana-2162	333	17	optimization	optimization	NOUN
cana-2162	333	18	:	:	PUNCT
cana-2162	333	19	a	a	DET
cana-2162	333	20	big	big	ADJ
cana-2162	333	21	data	data	NOUN
cana-2162	333	22	perspective	perspective	NOUN
cana-2162	333	23	.	.	PUNCT
cana-2162	334	1	journal	journal	PROPN
cana-2162	334	2	of	of	ADP
cana-2162	334	3	network	network	NOUN
cana-2162	334	4	and	and	CCONJ
cana-2162	334	5	computer	computer	NOUN
cana-2162	334	6	applications	application	NOUN
cana-2162	334	7	59	59	NUM
cana-2162	334	8	(	(	PUNCT
cana-2162	334	9	2016	2016	NUM
cana-2162	334	10	)	)	PUNCT
cana-2162	334	11	,	,	PUNCT
cana-2162	334	12	416	416	NUM
cana-2162	334	13	-	-	SYM
cana-2162	334	14	426	426	NUM
cana-2162	334	15	.	.	PUNCT
cana-2162	335	1	[	[	X
cana-2162	335	2	3	3	NUM
cana-2162	335	3	]	]	X
cana-2162	335	4	dong	dong	PROPN
cana-2162	335	5	,	,	PUNCT
cana-2162	335	6	b.	b.	PROPN
cana-2162	335	7	,	,	PUNCT
cana-2162	335	8	zheng	zheng	PROPN
cana-2162	335	9	,	,	PUNCT
cana-2162	335	10	q.	q.	PROPN
cana-2162	335	11	,	,	PUNCT
cana-2162	335	12	tian	tian	PROPN
cana-2162	335	13	,	,	PUNCT
cana-2162	335	14	f.	f.	PROPN
cana-2162	335	15	,	,	PUNCT
cana-2162	335	16	chao	chao	PROPN
cana-2162	335	17	,	,	PUNCT
cana-2162	335	18	k.-m	k.-m	PROPN
cana-2162	335	19	.	.	PROPN
cana-2162	335	20	,	,	PUNCT
cana-2162	335	21	ma	ma	PROPN
cana-2162	335	22	,	,	PUNCT
cana-2162	335	23	r.	r.	PROPN
cana-2162	335	24	,	,	PUNCT
cana-2162	335	25	and	and	CCONJ
cana-2162	335	26	anane	anane	PROPN
cana-2162	335	27	,	,	PUNCT
cana-2162	335	28	r.	r.	PROPN
cana-2162	335	29	an	an	DET
cana-2162	335	30	optimized	optimize	VERB
cana-2162	335	31	approach	approach	NOUN
cana-2162	335	32	for	for	ADP
cana-2162	335	33	storing	store	VERB
cana-2162	335	34	and	and	CCONJ
cana-2162	335	35	accessing	access	VERB
cana-2162	335	36	small	small	ADJ
cana-2162	335	37	files	file	NOUN
cana-2162	335	38	on	on	ADP
cana-2162	335	39	cloud	cloud	NOUN
cana-2162	335	40	storage	storage	NOUN
cana-2162	335	41	.	.	PUNCT
cana-2162	336	1	journal	journal	PROPN
cana-2162	336	2	of	of	ADP
cana-2162	336	3	network	network	NOUN
cana-2162	336	4	and	and	CCONJ
cana-2162	336	5	computer	computer	NOUN
cana-2162	336	6	applications	application	NOUN
cana-2162	336	7	35	35	NUM
cana-2162	336	8	,	,	PUNCT
cana-2162	336	9	6	6	NUM
cana-2162	336	10	(	(	PUNCT
cana-2162	336	11	2012	2012	NUM
cana-2162	336	12	)	)	PUNCT
cana-2162	336	13	,	,	PUNCT
cana-2162	336	14	1847	1847	NUM
cana-2162	336	15	-	-	SYM
cana-2162	336	16	1862	1862	NUM
cana-2162	336	17	.	.	PUNCT
cana-2162	337	1	[	[	X
cana-2162	337	2	4	4	NUM
cana-2162	337	3	]	]	SYM
cana-2162	337	4	gu	gu	PROPN
cana-2162	337	5	,	,	PUNCT
cana-2162	337	6	r.	r.	PROPN
cana-2162	337	7	,	,	PUNCT
cana-2162	337	8	yang	yang	PROPN
cana-2162	337	9	,	,	PUNCT
cana-2162	337	10	x.	x.	PROPN
cana-2162	337	11	,	,	PUNCT
cana-2162	337	12	yan	yan	PROPN
cana-2162	337	13	,	,	PUNCT
cana-2162	337	14	j.	j.	PROPN
cana-2162	337	15	,	,	PUNCT
cana-2162	337	16	sun	sun	PROPN
cana-2162	337	17	,	,	PUNCT
cana-2162	337	18	y.	y.	PROPN
cana-2162	337	19	,	,	PUNCT
cana-2162	337	20	wang	wang	PROPN
cana-2162	337	21	,	,	PUNCT
cana-2162	337	22	b.	b.	PROPN
cana-2162	337	23	,	,	PUNCT
cana-2162	337	24	yuan	yuan	PROPN
cana-2162	337	25	,	,	PUNCT
cana-2162	337	26	c.	c.	PROPN
cana-2162	337	27	,	,	PUNCT
cana-2162	337	28	and	and	CCONJ
cana-2162	337	29	huang	huang	PROPN
cana-2162	337	30	,	,	PUNCT
cana-2162	337	31	y.	y.	PROPN
cana-2162	337	32	shadoop	shadoop	PROPN
cana-2162	337	33	:	:	PUNCT
cana-2162	337	34	improving	improve	VERB
cana-2162	337	35	mapreduce	mapreduce	NOUN
cana-2162	337	36	performance	performance	NOUN
cana-2162	337	37	by	by	ADP
cana-2162	337	38	optimizing	optimize	VERB
cana-2162	337	39	job	job	NOUN
cana-2162	337	40	execution	execution	NOUN
cana-2162	337	41	mechanism	mechanism	NOUN
cana-2162	337	42	in	in	ADP
cana-2162	337	43	hadoop	hadoop	NOUN
cana-2162	337	44	clusters	cluster	NOUN
cana-2162	337	45	.	.	PUNCT
cana-2162	338	1	journal	journal	PROPN
cana-2162	338	2	of	of	ADP
cana-2162	338	3	parallel	parallel	ADJ
cana-2162	338	4	and	and	CCONJ
cana-2162	338	5	distributed	distribute	VERB
cana-2162	338	6	computing	compute	VERB
cana-2162	338	7	74	74	NUM
cana-2162	338	8	,	,	PUNCT
cana-2162	338	9	3	3	NUM
cana-2162	338	10	(	(	PUNCT
cana-2162	338	11	2014	2014	NUM
cana-2162	338	12	)	)	PUNCT
cana-2162	338	13	,	,	PUNCT
cana-2162	338	14	2166	2166	NUM
cana-2162	338	15	-	-	SYM
cana-2162	338	16	2179	2179	NUM
cana-2162	338	17	.	.	PUNCT
cana-2162	339	1	[	[	X
cana-2162	339	2	5	5	NUM
cana-2162	339	3	]	]	X
cana-2162	339	4	hua	hua	PROPN
cana-2162	339	5	,	,	PUNCT
cana-2162	339	6	x.	x.	PROPN
cana-2162	339	7	,	,	PUNCT
cana-2162	339	8	wu	wu	PROPN
cana-2162	339	9	,	,	PUNCT
cana-2162	339	10	h.	h.	PROPN
cana-2162	339	11	,	,	PUNCT
cana-2162	339	12	li	li	PROPN
cana-2162	339	13	,	,	PUNCT
cana-2162	339	14	z.	z.	PROPN
cana-2162	339	15	,	,	PUNCT
cana-2162	339	16	and	and	CCONJ
cana-2162	339	17	ren	ren	PROPN
cana-2162	339	18	,	,	PUNCT
cana-2162	339	19	s.	s.	PROPN
cana-2162	339	20	enhancing	enhance	VERB
cana-2162	339	21	throughput	throughput	NOUN
cana-2162	339	22	of	of	ADP
cana-2162	339	23	the	the	DET
cana-2162	339	24	hadoop	hadoop	NOUN
cana-2162	339	25	distributed	distribute	VERB
cana-2162	339	26	file	file	NOUN
cana-2162	339	27	system	system	NOUN
cana-2162	339	28	for	for	ADP
cana-2162	339	29	interactionintensive	interactionintensive	ADJ
cana-2162	339	30	tasks	task	NOUN
cana-2162	339	31	.	.	PUNCT
cana-2162	340	1	journal	journal	NOUN
cana-2162	340	2	of	of	ADP
cana-2162	340	3	parallel	parallel	ADJ
cana-2162	340	4	and	and	CCONJ
cana-2162	340	5	distributed	distribute	VERB
cana-2162	340	6	computing	compute	VERB
cana-2162	340	7	74	74	NUM
cana-2162	340	8	,	,	PUNCT
cana-2162	340	9	8	8	NUM
cana-2162	340	10	(	(	PUNCT
cana-2162	340	11	2014	2014	NUM
cana-2162	340	12	)	)	PUNCT
cana-2162	340	13	,	,	PUNCT
cana-2162	340	14	2770	2770	NUM
cana-2162	340	15	-	-	SYM
cana-2162	340	16	2779	2779	NUM
cana-2162	340	17	.	.	PUNCT
cana-2162	341	1	[	[	X
cana-2162	341	2	6	6	NUM
cana-2162	341	3	]	]	X
cana-2162	341	4	wolf	wolf	PROPN
cana-2162	341	5	,	,	PUNCT
cana-2162	341	6	joel	joel	PROPN
cana-2162	341	7	,	,	PUNCT
cana-2162	341	8	deepak	deepak	PROPN
cana-2162	341	9	rajan	rajan	PROPN
cana-2162	341	10	,	,	PUNCT
cana-2162	341	11	kirsten	kirsten	PROPN
cana-2162	341	12	hildrum	hildrum	PROPN
cana-2162	341	13	,	,	PUNCT
cana-2162	341	14	rohit	rohit	PROPN
cana-2162	341	15	khandekar	khandekar	PROPN
cana-2162	341	16	,	,	PUNCT
cana-2162	341	17	vibhore	vibhore	PROPN
cana-2162	341	18	kumar	kumar	PROPN
cana-2162	341	19	,	,	PUNCT
cana-2162	341	20	sujay	sujay	NOUN
cana-2162	341	21	parekh	parekh	PROPN
cana-2162	341	22	,	,	PUNCT
cana-2162	341	23	kun	kun	PROPN
cana-2162	341	24	-	-	PUNCT
cana-2162	341	25	lung	lung	PROPN
cana-2162	341	26	wu	wu	PROPN
cana-2162	341	27	,	,	PUNCT
cana-2162	341	28	and	and	CCONJ
cana-2162	341	29	andrey	andrey	PROPN
cana-2162	341	30	balmin	balmin	PROPN
cana-2162	341	31	.	.	PUNCT
cana-2162	342	1	"	"	PUNCT
cana-2162	342	2	flex	flex	ADJ
cana-2162	342	3	:	:	PUNCT
cana-2162	342	4	a	a	DET
cana-2162	342	5	slot	slot	NOUN
cana-2162	342	6	allocation	allocation	NOUN
cana-2162	342	7	scheduling	scheduling	NOUN
cana-2162	342	8	optimizer	optimizer	NOUN
cana-2162	342	9	for	for	ADP
cana-2162	342	10	mapreduce	mapreduce	NOUN
cana-2162	342	11	workloads	workload	NOUN
cana-2162	342	12	.	.	PUNCT
cana-2162	342	13	"	"	PUNCT
cana-2162	343	1	in	in	ADP
cana-2162	343	2	middleware	middleware	NOUN
cana-2162	343	3	2010	2010	NUM
cana-2162	343	4	:	:	PUNCT
cana-2162	343	5	acm	acm	PROPN
cana-2162	343	6	/	/	SYM
cana-2162	343	7	ifip	ifip	PROPN
cana-2162	343	8	/	/	SYM
cana-2162	343	9	usenix	usenix	PROPN
cana-2162	343	10	11th	11th	ADJ
cana-2162	343	11	international	international	ADJ
cana-2162	343	12	middleware	middleware	NOUN
cana-2162	343	13	conference	conference	NOUN
cana-2162	343	14	,	,	PUNCT
cana-2162	343	15	bangalore	bangalore	PROPN
cana-2162	343	16	,	,	PUNCT
cana-2162	343	17	india	india	PROPN
cana-2162	343	18	,	,	PUNCT
cana-2162	343	19	november	november	PROPN
cana-2162	343	20	29	29	NUM
cana-2162	343	21	-	-	SYM
cana-2162	343	22	december	december	PROPN
cana-2162	343	23	3	3	NUM
cana-2162	343	24	,	,	PUNCT
cana-2162	343	25	2010	2010	NUM
cana-2162	343	26	.	.	PUNCT
cana-2162	344	1	proceedings	proceeding	NOUN
cana-2162	344	2	11	11	NUM
cana-2162	344	3	,	,	PUNCT
cana-2162	344	4	pp	pp	ADJ
cana-2162	344	5	.	.	PUNCT
cana-2162	345	1	1	1	NUM
cana-2162	345	2	-	-	SYM
cana-2162	345	3	20	20	NUM
cana-2162	345	4	.	.	PUNCT
cana-2162	346	1	springer	springer	PROPN
cana-2162	346	2	berlin	berlin	PROPN
cana-2162	346	3	heidelberg	heidelberg	PROPN
cana-2162	346	4	,	,	PUNCT
cana-2162	346	5	2010	2010	NUM
cana-2162	346	6	.	.	PUNCT
cana-2162	347	1	[	[	X
cana-2162	347	2	7	7	X
cana-2162	347	3	]	]	X
cana-2162	347	4	mr	mr	PROPN
cana-2162	347	5	.	.	PROPN
cana-2162	347	6	marisiddanagouda	marisiddanagouda	PROPN
cana-2162	347	7	.	.	PUNCT
cana-2162	348	1	m	m	PROPN
cana-2162	348	2	,	,	PUNCT
cana-2162	348	3	m.	m.	PROPN
cana-2162	348	4	r.	r.	PROPN
cana-2162	348	5	m.	m.	PROPN
cana-2162	348	6	survey	survey	PROPN
cana-2162	348	7	on	on	ADP
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cana-2162	348	9	of	of	ADP
cana-2162	348	10	hadoop	hadoop	NOUN
cana-2162	348	11	map	map	NOUN
cana-2162	348	12	-	-	PUNCT
cana-2162	348	13	reduce	reduce	VERB
cana-2162	348	14	optimization	optimization	NOUN
cana-2162	348	15	methods	method	NOUN
cana-2162	348	16	.	.	PUNCT
cana-2162	349	1	international	international	ADJ
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cana-2162	349	4	recent	recent	ADJ
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cana-2162	349	6	in	in	ADP
cana-2162	349	7	mathematics	mathematics	NOUN
cana-2162	349	8	computer	computer	NOUN
cana-2162	349	9	science	science	NOUN
cana-2162	349	10	and	and	CCONJ
cana-2162	349	11	information	information	NOUN
cana-2162	349	12	technology	technology	NOUN
cana-2162	349	13	2	2	NUM
cana-2162	349	14	(	(	PUNCT
cana-2162	349	15	2015	2015	NUM
cana-2162	349	16	)	)	PUNCT
cana-2162	349	17	,	,	PUNCT
cana-2162	349	18	114	114	NUM
cana-2162	349	19	-	-	SYM
cana-2162	349	20	121	121	NUM
cana-2162	349	21	.	.	PUNCT
cana-2162	350	1	[	[	X
cana-2162	350	2	8	8	NUM
cana-2162	350	3	]	]	X
cana-2162	350	4	yildirim	yildirim	PROPN
cana-2162	350	5	,	,	PUNCT
cana-2162	350	6	esma	esma	PROPN
cana-2162	350	7	&	&	CCONJ
cana-2162	350	8	arslan	arslan	PROPN
cana-2162	350	9	,	,	PUNCT
cana-2162	350	10	engin	engin	PROPN
cana-2162	350	11	&	&	CCONJ
cana-2162	350	12	kim	kim	PROPN
cana-2162	350	13	,	,	PUNCT
cana-2162	350	14	jangyoung	jangyoung	PROPN
cana-2162	350	15	&	&	CCONJ
cana-2162	350	16	kosar	kosar	PROPN
cana-2162	350	17	,	,	PUNCT
cana-2162	350	18	tevfik	tevfik	NOUN
cana-2162	350	19	.	.	PUNCT
cana-2162	351	1	(	(	PUNCT
cana-2162	351	2	2015	2015	NUM
cana-2162	351	3	)	)	PUNCT
cana-2162	351	4	.	.	PUNCT
cana-2162	352	1	application	application	NOUN
cana-2162	352	2	-	-	PUNCT
cana-2162	352	3	level	level	NOUN
cana-2162	352	4	optimization	optimization	NOUN
cana-2162	352	5	of	of	ADP
cana-2162	352	6	big	big	ADJ
cana-2162	352	7	data	datum	NOUN
cana-2162	352	8	transfers	transfer	NOUN
cana-2162	352	9	through	through	ADP
cana-2162	352	10	pipelining	pipelining	NOUN
cana-2162	352	11	,	,	PUNCT
cana-2162	352	12	parallelism	parallelism	NOUN
cana-2162	352	13	and	and	CCONJ
cana-2162	352	14	concurrency	concurrency	NOUN
cana-2162	352	15	.	.	PUNCT
cana-2162	353	1	ieee	ieee	NOUN
cana-2162	353	2	transactions	transaction	NOUN
cana-2162	353	3	on	on	ADP
cana-2162	353	4	cloud	cloud	NOUN
cana-2162	353	5	computing	computing	NOUN
cana-2162	353	6	.	.	PUNCT
cana-2162	354	1	4	4	NUM
cana-2162	354	2	.	.	NOUN
cana-2162	354	3	1	1	NUM
cana-2162	354	4	-	-	SYM
cana-2162	354	5	1	1	NUM
cana-2162	354	6	.	.	PUNCT
cana-2162	354	7	10.1109	10.1109	NUM
cana-2162	354	8	/	/	SYM
cana-2162	354	9	tcc.2015.2415804	tcc.2015.2415804	NOUN
cana-2162	354	10	.	.	PUNCT
cana-2162	355	1	[	[	X
cana-2162	355	2	9	9	NUM
cana-2162	355	3	]	]	X
cana-2162	355	4	maumita	maumita	PROPN
cana-2162	355	5	bhattacharya	bhattacharya	PROPN
cana-2162	355	6	,	,	PUNCT
cana-2162	355	7	rafiqul	rafiqul	VERB
cana-2162	355	8	islam	islam	PROPN
cana-2162	355	9	,	,	PUNCT
cana-2162	355	10	jemal	jemal	ADJ
cana-2162	355	11	abawajy	abawajy	PROPN
cana-2162	355	12	,	,	PUNCT
cana-2162	355	13	evolutionary	evolutionary	ADJ
cana-2162	355	14	optimization	optimization	NOUN
cana-2162	355	15	:	:	PUNCT
cana-2162	355	16	a	a	DET
cana-2162	355	17	big	big	ADJ
cana-2162	355	18	data	data	NOUN
cana-2162	355	19	perspective	perspective	NOUN
cana-2162	355	20	,	,	PUNCT
cana-2162	355	21	journal	journal	NOUN
cana-2162	355	22	of	of	ADP
cana-2162	355	23	network	network	NOUN
cana-2162	355	24	and	and	CCONJ
cana-2162	355	25	computer	computer	NOUN
cana-2162	355	26	applications	application	NOUN
cana-2162	355	27	,	,	PUNCT
cana-2162	355	28	volume	volume	NOUN
cana-2162	355	29	59,2016,pages	59,2016,pages	NUM
cana-2162	355	30	416	416	NUM
cana-2162	355	31	-	-	SYM
cana-2162	355	32	426,issn	426,issn	NUM
cana-2162	355	33	10848045,https://doi.org/10.1016	10848045,https://doi.org/10.1016	NUM
cana-2162	355	34	/	/	SYM
cana-2162	355	35	j.jnca.2014.07.032	j.jnca.2014.07.032	PROPN
cana-2162	355	36	.	.	PUNCT
cana-2162	356	1	[	[	X
cana-2162	356	2	10	10	NUM
cana-2162	356	3	]	]	X
cana-2162	356	4	kolomvatsos	kolomvatso	NOUN
cana-2162	356	5	,	,	PUNCT
cana-2162	356	6	k.	k.	PROPN
cana-2162	356	7	,	,	PUNCT
cana-2162	356	8	anagnostopoulos	anagnostopoulos	PROPN
cana-2162	356	9	,	,	PUNCT
cana-2162	356	10	c.	c.	PROPN
cana-2162	356	11	,	,	PUNCT
cana-2162	356	12	and	and	CCONJ
cana-2162	356	13	hadjiefthymiades	hadjiefthymiade	NOUN
cana-2162	356	14	,	,	PUNCT
cana-2162	356	15	s.	s.	PROPN
cana-2162	356	16	an	an	DET
cana-2162	356	17	efficient	efficient	ADJ
cana-2162	356	18	time	time	NOUN
cana-2162	356	19	optimized	optimize	VERB
cana-2162	356	20	scheme	scheme	NOUN
cana-2162	356	21	for	for	ADP
cana-2162	356	22	progressive	progressive	ADJ
cana-2162	356	23	analytics	analytic	NOUN
cana-2162	356	24	in	in	ADP
cana-2162	356	25	big	big	ADJ
cana-2162	356	26	data	datum	NOUN
cana-2162	356	27	.	.	PUNCT
cana-2162	357	1	big	big	ADJ
cana-2162	357	2	data	data	PROPN
cana-2162	357	3	research	research	NOUN
cana-2162	357	4	2	2	NUM
cana-2162	357	5	,	,	PUNCT
cana-2162	357	6	4	4	NUM
cana-2162	357	7	(	(	PUNCT
cana-2162	357	8	2015	2015	NUM
cana-2162	357	9	)	)	PUNCT
cana-2162	357	10	,	,	PUNCT
cana-2162	357	11	155	155	NUM
cana-2162	357	12	-	-	SYM
cana-2162	357	13	165	165	NUM
cana-2162	357	14	.	.	PUNCT
cana-2162	358	1	[	[	X
cana-2162	358	2	11	11	NUM
cana-2162	358	3	]	]	X
cana-2162	358	4	armbust	armbust	NOUN
cana-2162	358	5	m	m	PROPN
cana-2162	358	6	,	,	PUNCT
cana-2162	358	7	liang	liang	PROPN
cana-2162	358	8	e	e	PROPN
cana-2162	358	9	,	,	PUNCT
cana-2162	358	10	kraska	kraska	PROPN
cana-2162	358	11	t	t	PROPN
cana-2162	358	12	,	,	PUNCT
cana-2162	358	13	fox	fox	PROPN
cana-2162	358	14	a	a	X
cana-2162	358	15	,	,	PUNCT
cana-2162	358	16	micahel	micahel	PROPN
cana-2162	358	17	j	j	PROPN
cana-2162	358	18	,	,	PUNCT
cana-2162	358	19	franklin	franklin	PROPN
cana-2162	358	20	da	da	PROPN
cana-2162	358	21	patteson	patteson	PROPN
cana-2162	358	22	,	,	PUNCT
cana-2162	358	23	”	"	PUNCT
cana-2162	358	24	generalized	generalized	ADJ
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cana-2162	358	26	independence	independence	NOUN
cana-2162	358	27	through	through	ADP
cana-2162	358	28	incremental	incremental	ADJ
cana-2162	358	29	precomputation	precomputation	NOUN
cana-2162	358	30	”	"	PUNCT
cana-2162	358	31	,	,	PUNCT
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cana-2162	358	33	of	of	ADP
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cana-2162	358	35	interest	interest	NOUN
cana-2162	358	36	group	group	NOUN
cana-2162	358	37	on	on	ADP
cana-2162	358	38	management	management	NOUN
cana-2162	358	39	of	of	ADP
cana-2162	358	40	data	datum	NOUN
cana-2162	358	41	,	,	PUNCT
cana-2162	358	42	2013	2013	NUM
cana-2162	358	43	,	,	PUNCT
cana-2162	358	44	pp	pp	ADJ
cana-2162	358	45	.	.	PUNCT
cana-2162	359	1	625–636	625–636	NUM
cana-2162	359	2	.	.	PUNCT
cana-2162	360	1	communications	communication	NOUN
cana-2162	360	2	on	on	ADP
cana-2162	360	3	applied	apply	VERB
cana-2162	360	4	nonlinear	nonlinear	ADJ
cana-2162	360	5	analysis	analysis	NOUN
cana-2162	360	6	issn	issn	NOUN
cana-2162	360	7	:	:	PUNCT
cana-2162	360	8	1074	1074	NUM
cana-2162	360	9	-	-	PUNCT
cana-2162	360	10	133x	133x	NUM
cana-2162	360	11	vol	vol	NOUN
cana-2162	360	12	32	32	NUM
cana-2162	360	13	no	no	NOUN
cana-2162	360	14	.	.	PUNCT
cana-2162	361	1	1s	1s	NUM
cana-2162	361	2	(	(	PUNCT
cana-2162	361	3	2025	2025	NUM
cana-2162	361	4	)	)	PUNCT
cana-2162	361	5	247	247	NUM
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cana-2162	362	1	[	[	X
cana-2162	362	2	12	12	NUM
cana-2162	362	3	]	]	X
cana-2162	362	4	armbrust	armbrust	NOUN
cana-2162	362	5	m	m	PROPN
cana-2162	362	6	,	,	PUNCT
cana-2162	362	7	curtis	curtis	PROPN
cana-2162	362	8	k	k	PROPN
cana-2162	362	9	,	,	PUNCT
cana-2162	362	10	kraska	kraska	PROPN
cana-2162	362	11	t	t	PROPN
cana-2162	362	12	,	,	PUNCT
cana-2162	362	13	fox	fox	PROPN
cana-2162	362	14	a	a	X
cana-2162	362	15	,	,	PUNCT
cana-2162	362	16	franklin	franklin	PROPN
cana-2162	362	17	mj	mj	PROPN
cana-2162	362	18	,	,	PUNCT
cana-2162	362	19	patterson	patterson	PROPN
cana-2162	362	20	da	da	PROPN
cana-2162	362	21	,	,	PUNCT
cana-2162	362	22	“	"	PUNCT
cana-2162	362	23	piql	piql	NOUN
cana-2162	362	24	:	:	PUNCT
cana-2162	362	25	success	success	NOUN
cana-2162	362	26	-	-	PUNCT
cana-2162	362	27	tolerant	tolerant	ADJ
cana-2162	362	28	query	query	NOUN
cana-2162	362	29	processing	processing	NOUN
cana-2162	362	30	in	in	ADP
cana-2162	362	31	the	the	DET
cana-2162	362	32	cloud	cloud	NOUN
cana-2162	362	33	”	"	PUNCT
cana-2162	362	34	,	,	PUNCT
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cana-2162	362	36	of	of	ADP
cana-2162	362	37	the	the	DET
cana-2162	362	38	very	very	ADV
cana-2162	362	39	large	large	ADJ
cana-2162	362	40	database	database	NOUN
cana-2162	362	41	endowment	endowment	NOUN
cana-2162	362	42	,	,	PUNCT
cana-2162	362	43	vol	vol	NOUN
cana-2162	362	44	.	.	PROPN
cana-2162	362	45	5	5	NUM
cana-2162	362	46	,	,	PUNCT
cana-2162	362	47	issue	issue	NOUN
cana-2162	362	48	3	3	NUM
cana-2162	362	49	,	,	PUNCT
cana-2162	362	50	2011	2011	NUM
cana-2162	362	51	,	,	PUNCT
cana-2162	362	52	pp	pp	ADJ
cana-2162	362	53	.	.	PUNCT
cana-2162	363	1	181–192	181–192	NUM
cana-2162	363	2	.	.	PUNCT
cana-2162	364	1	[	[	X
cana-2162	364	2	13	13	NUM
cana-2162	364	3	]	]	PUNCT
cana-2162	364	4	armbrust	armbrust	PROPN
cana-2162	364	5	m	m	PROPN
cana-2162	364	6	,	,	PUNCT
cana-2162	364	7	tu	tu	PROPN
cana-2162	364	8	s	s	PROPN
cana-2162	364	9	,	,	PUNCT
cana-2162	364	10	fox	fox	PROPN
cana-2162	364	11	a	a	X
cana-2162	364	12	,	,	PUNCT
cana-2162	364	13	franklin	franklin	PROPN
cana-2162	364	14	mj	mj	PROPN
cana-2162	364	15	,	,	PUNCT
cana-2162	364	16	patterson	patterson	PROPN
cana-2162	364	17	da	da	PROPN
cana-2162	364	18	,	,	PUNCT
cana-2162	364	19	“	"	PUNCT
cana-2162	364	20	piql	piql	NOUN
cana-2162	364	21	:	:	PUNCT
cana-2162	364	22	a	a	DET
cana-2162	364	23	performance	performance	NOUN
cana-2162	364	24	insightful	insightful	ADJ
cana-2162	364	25	query	query	NOUN
cana-2162	364	26	language	language	NOUN
cana-2162	364	27	”	"	PUNCT
cana-2162	364	28	,	,	PUNCT
cana-2162	364	29	proceedings	proceeding	NOUN
cana-2162	364	30	of	of	ADP
cana-2162	364	31	the	the	DET
cana-2162	364	32	international	international	ADJ
cana-2162	364	33	conference	conference	NOUN
cana-2162	364	34	on	on	ADP
cana-2162	364	35	management	management	NOUN
cana-2162	364	36	of	of	ADP
cana-2162	364	37	data	datum	NOUN
cana-2162	364	38	,	,	PUNCT
cana-2162	364	39	2010	2010	NUM
cana-2162	364	40	,	,	PUNCT
cana-2162	364	41	pp.1207	pp.1207	NOUN
cana-2162	364	42	–	–	PUNCT
cana-2162	364	43	1210	1210	NUM
cana-2162	364	44	.	.	PUNCT
cana-2162	365	1	[	[	X
cana-2162	365	2	14	14	NUM
cana-2162	365	3	]	]	X
cana-2162	365	4	deutsch	deutsch	VERB
cana-2162	365	5	a	a	DET
cana-2162	365	6	,	,	PUNCT
cana-2162	365	7	ludascher	ludascher	ADJ
cana-2162	365	8	b	b	NOUN
cana-2162	365	9	,	,	PUNCT
cana-2162	365	10	nash	nash	ADJ
cana-2162	365	11	a.	a.	NOUN
cana-2162	365	12	rewriting	rewrite	VERB
cana-2162	365	13	queries	query	NOUN
cana-2162	365	14	using	use	VERB
cana-2162	365	15	views	view	NOUN
cana-2162	365	16	with	with	ADP
cana-2162	365	17	access	access	NOUN
cana-2162	365	18	with	with	ADP
cana-2162	365	19	access	access	NOUN
cana-2162	365	20	patternsunder	patternsunder	NOUN
cana-2162	365	21	integrity	integrity	NOUN
cana-2162	365	22	constraints	constraint	NOUN
cana-2162	365	23	.	.	PUNCT
cana-2162	366	1	lecturer	lecturer	NOUN
cana-2162	366	2	notes	note	NOUN
cana-2162	366	3	in	in	ADP
cana-2162	366	4	computer	computer	NOUN
cana-2162	366	5	science	science	NOUN
cana-2162	366	6	.	.	PUNCT
cana-2162	367	1	2005;3363:352–67	2005;3363:352–67	NUM
cana-2162	367	2	.	.	PUNCT
cana-2162	368	1	[	[	X
cana-2162	368	2	15	15	NUM
cana-2162	368	3	]	]	SYM
cana-2162	368	4	chen.li	chen.li	NOUN
cana-2162	368	5	.	.	PUNCT
cana-2162	369	1	computing	compute	VERB
cana-2162	369	2	complete	complete	ADJ
cana-2162	369	3	answers	answer	NOUN
cana-2162	369	4	to	to	ADP
cana-2162	369	5	queries	query	NOUN
cana-2162	369	6	in	in	ADP
cana-2162	369	7	the	the	DET
cana-2162	369	8	presence	presence	NOUN
cana-2162	369	9	of	of	ADP
cana-2162	369	10	limited	limited	ADJ
cana-2162	369	11	access	access	NOUN
cana-2162	369	12	patterns	pattern	NOUN
cana-2162	369	13	“	"	PUNCT
cana-2162	369	14	.	.	PUNCT
cana-2162	370	1	the	the	DET
cana-2162	370	2	very	very	ADV
cana-2162	370	3	large	large	ADJ
cana-2162	370	4	database	database	NOUN
cana-2162	370	5	journal	journal	NOUN
cana-2162	370	6	.	.	PUNCT
cana-2162	371	1	2003;12(3):211–27	2003;12(3):211–27	NUM
cana-2162	371	2	.	.	PUNCT
cana-2162	372	1	[	[	X
cana-2162	372	2	16	16	NUM
cana-2162	372	3	]	]	X
cana-2162	372	4	fox	fox	NOUN
cana-2162	372	5	,	,	PUNCT
cana-2162	372	6	d.a.patterson.n.lanhammarmbrust	d.a.patterson.n.lanhammarmbrust	ADV
cana-2162	372	7	,	,	PUNCT
cana-2162	372	8	a	a	DET
cana-2162	372	9	,	,	PUNCT
cana-2162	372	10	b.trusshkowsky	b.trusshkowsky	NOUN
cana-2162	372	11	,	,	PUNCT
cana-2162	372	12	j.trutna	j.trutna	PUNCT
cana-2162	372	13	and	and	CCONJ
cana-2162	372	14	haruki.oh,“scads	haruki.oh,“scad	NOUN
cana-2162	372	15	:	:	PUNCT
cana-2162	372	16	scaleindependent	scaleindependent	VERB
cana-2162	372	17	storage	storage	NOUN
cana-2162	372	18	for	for	ADP
cana-2162	372	19	social	social	ADJ
cana-2162	372	20	compuitng	compuitng	NOUN
cana-2162	372	21	applications”,proceedings	applications”,proceeding	NOUN
cana-2162	372	22	of	of	ADP
cana-2162	372	23	4rth	4rth	NOUN
cana-2162	372	24	biennial	biennial	ADJ
cana-2162	372	25	conference	conference	NOUN
cana-2162	372	26	oninnovative	oninnovative	ADJ
cana-2162	372	27	data	datum	NOUN
cana-2162	372	28	systems	system	NOUN
cana-2162	372	29	research,2009	research,2009	NOUN
cana-2162	372	30	.	.	PUNCT
cana-2162	373	1	[	[	X
cana-2162	373	2	17	17	NUM
cana-2162	373	3	]	]	PUNCT
cana-2162	373	4	abouzeid	abouzeid	ADV
cana-2162	373	5	a	a	DET
cana-2162	373	6	,	,	PUNCT
cana-2162	373	7	bajda	bajda	NOUN
cana-2162	373	8	-	-	PUNCT
cana-2162	373	9	pawlikowski	pawlikowski	NOUN
cana-2162	373	10	k	k	PROPN
cana-2162	373	11	,	,	PUNCT
cana-2162	373	12	abadi	abadi	PROPN
cana-2162	373	13	d	d	PROPN
cana-2162	373	14	,	,	PUNCT
cana-2162	373	15	silberschatz	silberschatz	NOUN
cana-2162	373	16	a	a	X
cana-2162	373	17	,	,	PUNCT
cana-2162	373	18	rasin	rasin	PROPN
cana-2162	373	19	a	a	PRON
cana-2162	373	20	,	,	PUNCT
cana-2162	373	21	“	"	PUNCT
cana-2162	373	22	hadoopdb	hadoopdb	ADJ
cana-2162	373	23	:	:	PUNCT
cana-2162	373	24	an	an	DET
cana-2162	373	25	architecturalhybrid	architecturalhybrid	NOUN
cana-2162	373	26	of	of	ADP
cana-2162	373	27	mapreduce	mapreduce	PROPN
cana-2162	373	28	and	and	CCONJ
cana-2162	373	29	dbms	dbms	PROPN
cana-2162	373	30	technologies	technology	NOUN
cana-2162	373	31	for	for	ADP
cana-2162	373	32	analytical	analytical	ADJ
cana-2162	373	33	workloads	workload	NOUN
cana-2162	373	34	”	"	PUNCT
cana-2162	373	35	,	,	PUNCT
cana-2162	373	36	proceedings	proceeding	NOUN
cana-2162	373	37	of	of	ADP
cana-2162	373	38	very	very	ADV
cana-2162	373	39	largedatabase	largedatabase	ADJ
cana-2162	373	40	endowment,2(1):922–933	endowment,2(1):922–933	NOUN
cana-2162	373	41	,	,	PUNCT
cana-2162	373	42	aug	aug	PROPN
cana-2162	373	43	.	.	PROPN
cana-2162	373	44	2009	2009	NUM
cana-2162	373	45	.	.	PUNCT
cana-2162	374	1	[	[	X
cana-2162	374	2	18	18	NUM
cana-2162	374	3	]	]	X
cana-2162	374	4	bu	bu	PROPN
cana-2162	374	5	y	y	PROPN
cana-2162	374	6	,	,	PUNCT
cana-2162	374	7	howe	howe	PROPN
cana-2162	374	8	b	b	PROPN
cana-2162	374	9	,	,	PUNCT
cana-2162	374	10	balazinska	balazinska	NOUN
cana-2162	374	11	m	m	PROPN
cana-2162	374	12	,	,	PUNCT
cana-2162	374	13	and	and	CCONJ
cana-2162	374	14	m.	m.	PROPN
cana-2162	374	15	d.	d.	PROPN
cana-2162	374	16	ernst,”haloop	ernst,”haloop	PROPN
cana-2162	374	17	:	:	PUNCT
cana-2162	374	18	efficientiterative	efficientiterative	ADJ
cana-2162	374	19	data	datum	NOUN
cana-2162	374	20	processing	processing	NOUN
cana-2162	374	21	on	on	ADP
cana-2162	374	22	large	large	ADJ
cana-2162	374	23	clusters	cluster	NOUN
cana-2162	374	24	”	"	PUNCT
cana-2162	374	25	,	,	PUNCT
cana-2162	374	26	proceedings	proceeding	NOUN
cana-2162	374	27	of	of	ADP
cana-2162	374	28	very	very	ADV
cana-2162	374	29	large	large	ADJ
cana-2162	374	30	database	database	NOUN
cana-2162	374	31	endowment	endowment	NOUN
cana-2162	374	32	3(1–2)pp.285–296	3(1–2)pp.285–296	NUM
cana-2162	374	33	,	,	PUNCT
cana-2162	374	34	sept	sept	PROPN
cana-2162	374	35	.	.	PROPN
cana-2162	374	36	2010	2010	NUM
cana-2162	374	37	.	.	PUNCT
cana-2162	375	1	[	[	X
cana-2162	375	2	19	19	NUM
cana-2162	375	3	]	]	SYM
cana-2162	375	4	ekanayake	ekanayake	NOUN
cana-2162	375	5	j	j	PROPN
cana-2162	375	6	,	,	PUNCT
cana-2162	375	7	li	li	PROPN
cana-2162	375	8	h	h	PROPN
cana-2162	375	9	,	,	PUNCT
cana-2162	375	10	zhang	zhang	PROPN
cana-2162	375	11	b	b	PROPN
cana-2162	375	12	,	,	PUNCT
cana-2162	375	13	gunarathne	gunarathne	PROPN
cana-2162	375	14	t	t	PROPN
cana-2162	375	15	,	,	PUNCT
cana-2162	375	16	bae	bae	PROPN
cana-2162	375	17	s	s	PROPN
cana-2162	375	18	-	-	PROPN
cana-2162	375	19	h	h	NOUN
cana-2162	375	20	,	,	PUNCT
cana-2162	375	21	qiu	qiu	PROPN
cana-2162	375	22	j	j	PROPN
cana-2162	375	23	,	,	PUNCT
cana-2162	375	24	andg	andg	PROPN
cana-2162	375	25	.	.	PUNCT
cana-2162	376	1	fox	fox	PROPN
cana-2162	376	2	,	,	PUNCT
cana-2162	376	3	“	"	PUNCT
cana-2162	376	4	twister	twister	NOUN
cana-2162	376	5	:	:	PUNCT
cana-2162	376	6	a	a	DET
cana-2162	376	7	runtime	runtime	NOUN
cana-2162	376	8	for	for	ADP
cana-2162	376	9	iterativemapreduce	iterativemapreduce	NOUN
cana-2162	376	10	,	,	PUNCT
cana-2162	376	11	proceedings	proceeding	NOUN
cana-2162	376	12	of	of	ADP
cana-2162	376	13	high	high	ADJ
cana-2162	376	14	performance	performance	NOUN
cana-2162	376	15	and	and	CCONJ
cana-2162	376	16	distributed	distribute	VERB
cana-2162	376	17	computing”,pp	computing”,pp	PROPN
cana-2162	376	18	.	.	PUNCT
cana-2162	377	1	810–818	810–818	NUM
cana-2162	377	2	,	,	PUNCT
cana-2162	377	3	2010	2010	NUM
cana-2162	377	4	.	.	PUNCT
cana-2162	378	1	[	[	X
cana-2162	378	2	20	20	NUM
cana-2162	378	3	]	]	SYM
cana-2162	378	4	fegaras	fegara	NOUN
cana-2162	378	5	l	l	PROPN
cana-2162	378	6	,	,	PUNCT
cana-2162	378	7	li	li	PROPN
cana-2162	378	8	c	c	PROPN
cana-2162	378	9	,	,	PUNCT
cana-2162	378	10	and	and	CCONJ
cana-2162	378	11	u.	u.	PROPN
cana-2162	378	12	gupta,”an	gupta,”an	PROPN
cana-2162	378	13	optimization	optimization	NOUN
cana-2162	378	14	framework	framework	NOUN
cana-2162	378	15	for	for	ADP
cana-2162	378	16	map	map	NOUN
cana-2162	378	17	-	-	PUNCT
cana-2162	378	18	reduce	reduce	VERB
cana-2162	378	19	queries”,proceedings	queries”,proceeding	NOUN
cana-2162	378	20	ofextending	ofextende	VERB
cana-2162	378	21	database	database	NOUN
cana-2162	378	22	technology	technology	NOUN
cana-2162	378	23	,	,	PUNCT
cana-2162	378	24	pp	pp	X
cana-2162	378	25	.	.	PUNCT
cana-2162	379	1	26–37	26–37	NUM
cana-2162	379	2	,	,	PUNCT
cana-2162	379	3	2012	2012	NUM
cana-2162	379	4	.	.	PUNCT
cana-2162	380	1	[	[	X
cana-2162	380	2	21	21	NUM
cana-2162	380	3	]	]	X
cana-2162	380	4	gupta	gupta	PROPN
cana-2162	380	5	a	a	PRON
cana-2162	380	6	,	,	PUNCT
cana-2162	380	7	mumick	mumick	NOUN
cana-2162	380	8	is	be	AUX
cana-2162	380	9	,	,	PUNCT
cana-2162	380	10	and	and	CCONJ
cana-2162	381	1	v.	v.	ADP
cana-2162	381	2	s.	s.	PROPN
cana-2162	381	3	subrahmanian,”maintaining	subrahmanian,”maintaine	VERB
cana-2162	381	4	views	view	NOUN
cana-2162	381	5	incrementally	incrementally	ADV
cana-2162	381	6	”	"	PUNCT
cana-2162	381	7	,	,	PUNCT
cana-2162	381	8	proceedings	proceeding	NOUN
cana-2162	381	9	ofspecial	ofspecial	ADJ
cana-2162	381	10	interest	interest	NOUN
cana-2162	381	11	group	group	NOUN
cana-2162	381	12	on	on	ADP
cana-2162	381	13	management	management	NOUN
cana-2162	381	14	of	of	ADP
cana-2162	381	15	data	datum	NOUN
cana-2162	381	16	,	,	PUNCT
cana-2162	381	17	pages	page	NOUN
cana-2162	381	18	157–166	157–166	NUM
cana-2162	381	19	,	,	PUNCT
cana-2162	381	20	1993	1993	NUM
cana-2162	381	21	.	.	PUNCT
cana-2162	382	1	[	[	X
cana-2162	382	2	22	22	NUM
cana-2162	382	3	]	]	X
cana-2162	382	4	mihaylov	mihaylov	PROPN
cana-2162	382	5	sr	sr	PROPN
cana-2162	382	6	,	,	PUNCT
cana-2162	382	7	ives	ives	PROPN
cana-2162	382	8	zg	zg	PROPN
cana-2162	382	9	.	.	PUNCT
cana-2162	382	10	and	and	CCONJ
cana-2162	382	11	s.	s.	PROPN
cana-2162	382	12	guha,”rex	guha,”rex	PROPN
cana-2162	382	13	:	:	PUNCT
cana-2162	382	14	recursive	recursive	ADJ
cana-2162	382	15	,	,	PUNCT
cana-2162	382	16	delta	delta	NOUN
cana-2162	382	17	-	-	PUNCT
cana-2162	382	18	based	base	VERB
cana-2162	382	19	data	data	NOUN
cana-2162	382	20	-	-	PUNCT
cana-2162	382	21	centric	centric	ADJ
cana-2162	382	22	computation”,publication	computation”,publication	NOUN
cana-2162	382	23	of	of	ADP
cana-2162	382	24	very	very	ADV
cana-2162	382	25	large	large	ADJ
cana-2162	382	26	database,5(11):pp.1280–1291,2012	database,5(11):pp.1280–1291,2012	NOUN
cana-2162	382	27	.	.	PUNCT
cana-2162	383	1	[	[	X
cana-2162	383	2	23	23	NUM
cana-2162	383	3	]	]	PUNCT
cana-2162	383	4	he	he	PRON
cana-2162	383	5	b	b	PROPN
cana-2162	383	6	,	,	PUNCT
cana-2162	383	7	yang	yang	PROPN
cana-2162	383	8	m	m	PROPN
cana-2162	383	9	,	,	PUNCT
cana-2162	383	10	guo	guo	PROPN
cana-2162	383	11	z	z	PROPN
cana-2162	383	12	,	,	PUNCT
cana-2162	383	13	chen	chen	PROPN
cana-2162	383	14	r	r	PROPN
cana-2162	383	15	,	,	PUNCT
cana-2162	383	16	su	su	PROPN
cana-2162	383	17	b	b	PROPN
cana-2162	383	18	,	,	PUNCT
cana-2162	383	19	lin	lin	PROPN
cana-2162	383	20	w	w	PROPN
cana-2162	383	21	,	,	PUNCT
cana-2162	383	22	and	and	CCONJ
cana-2162	383	23	l.	l.	PROPN
cana-2162	383	24	zhou,”comet	zhou,”comet	PROPN
cana-2162	383	25	:	:	PUNCT
cana-2162	383	26	batched	batch	VERB
cana-2162	383	27	stream	stream	NOUN
cana-2162	383	28	processing	processing	NOUN
cana-2162	383	29	for	for	ADP
cana-2162	383	30	data	datum	NOUN
cana-2162	383	31	intensive	intensive	ADJ
cana-2162	383	32	distributed	distribute	VERB
cana-2162	383	33	computing”,proceedings	computing”,proceeding	NOUN
cana-2162	383	34	of	of	ADP
cana-2162	383	35	symposium	symposium	NOUN
cana-2162	383	36	on	on	ADP
cana-2162	383	37	cloud	cloud	NOUN
cana-2162	383	38	computing	computing	NOUN
cana-2162	383	39	,	,	PUNCT
cana-2162	383	40	pp.63–74	pp.63–74	NOUN
cana-2162	383	41	,	,	PUNCT
cana-2162	383	42	2010	2010	NUM
cana-2162	383	43	.	.	PUNCT
cana-2162	384	1	[	[	X
cana-2162	384	2	24	24	NUM
cana-2162	384	3	]	]	X
cana-2162	384	4	lee	lee	PROPN
cana-2162	384	5	r	r	PROPN
cana-2162	384	6	,	,	PUNCT
cana-2162	384	7	luo	luo	PROPN
cana-2162	384	8	t	t	PROPN
cana-2162	384	9	,	,	PUNCT
cana-2162	384	10	huai	huai	PROPN
cana-2162	384	11	y	y	PROPN
cana-2162	384	12	,	,	PUNCT
cana-2162	384	13	wang	wang	PROPN
cana-2162	384	14	f	f	PROPN
cana-2162	384	15	,	,	PUNCT
cana-2162	384	16	he	he	PRON
cana-2162	384	17	y	y	NOUN
cana-2162	384	18	,	,	PUNCT
cana-2162	384	19	and	and	CCONJ
cana-2162	384	20	x.	x.	NOUN
cana-2162	384	21	zhang,”ysmart	zhang,”ysmart	PROPN
cana-2162	384	22	:	:	PUNCT
cana-2162	384	23	yetanother	yetanother	PROPN
cana-2162	384	24	sql	sql	PROPN
cana-2162	384	25	-	-	PUNCT
cana-2162	384	26	to	to	ADP
cana-2162	384	27	-	-	PUNCT
cana-2162	384	28	mapreduce	mapreduce	NOUN
cana-2162	384	29	translator	translator	NOUN
cana-2162	384	30	”	"	PUNCT
cana-2162	384	31	,	,	PUNCT
cana-2162	384	32	proceedings	proceeding	NOUN
cana-2162	384	33	of	of	ADP
cana-2162	384	34	international	international	ADJ
cana-2162	384	35	conference	conference	NOUN
cana-2162	384	36	on	on	ADP
cana-2162	384	37	distributed	distribute	VERB
cana-2162	384	38	computing	computing	NOUN
cana-2162	384	39	system	system	NOUN
cana-2162	384	40	,	,	PUNCT
cana-2162	384	41	pp.25–36	pp.25–36	NOUN
cana-2162	384	42	,	,	PUNCT
cana-2162	384	43	2011	2011	NUM
cana-2162	384	44	.	.	PUNCT
cana-2162	385	1	page	page	NOUN
cana-2162	385	2	9/9	9/9	NUM
cana-2162	386	1	[	[	X
cana-2162	386	2	25	25	NUM
cana-2162	386	3	]	]	PUNCT
cana-2162	386	4	k.	k.	PROPN
cana-2162	387	1	shim,”mapreduce	shim,”mapreduce	PROPN
cana-2162	387	2	algorithms	algorithm	NOUN
cana-2162	387	3	for	for	ADP
cana-2162	387	4	big	big	ADJ
cana-2162	387	5	data	datum	NOUN
cana-2162	387	6	analysis	analysis	NOUN
cana-2162	387	7	”	"	PUNCT
cana-2162	387	8	,	,	PUNCT
cana-2162	387	9	publication	publication	NOUN
cana-2162	387	10	of	of	ADP
cana-2162	387	11	very	very	ADV
cana-2162	387	12	large	large	ADJ
cana-2162	387	13	database,5(12):pp.2016–2017	database,5(12):pp.2016–2017	NOUN
cana-2162	387	14	,	,	PUNCT
cana-2162	387	15	2012	2012	NUM
cana-2162	387	16	.	.	PUNCT
cana-2162	388	1	[	[	X
cana-2162	388	2	26	26	NUM
cana-2162	388	3	]	]	PUNCT
cana-2162	388	4	thusoo	thusoo	VERB
cana-2162	388	5	a	a	PRON
cana-2162	388	6	,	,	PUNCT
cana-2162	388	7	sarma	sarma	PROPN
cana-2162	388	8	js	js	PROPN
cana-2162	388	9	,	,	PUNCT
cana-2162	388	10	jain	jain	PROPN
cana-2162	388	11	n	n	CCONJ
cana-2162	388	12	,	,	PUNCT
cana-2162	388	13	shao	shao	PROPN
cana-2162	388	14	z	z	PROPN
cana-2162	388	15	,	,	PUNCT
cana-2162	388	16	chakka	chakka	PROPN
cana-2162	388	17	p	p	X
cana-2162	388	18	,	,	PUNCT
cana-2162	388	19	zhang	zhang	PROPN
cana-2162	388	20	n	n	CCONJ
cana-2162	388	21	,	,	PUNCT
cana-2162	388	22	anthony	anthony	PROPN
cana-2162	388	23	s	s	PROPN
cana-2162	388	24	,	,	PUNCT
cana-2162	388	25	liu	liu	PROPN
cana-2162	388	26	h	h	PROPN
cana-2162	388	27	,	,	PUNCT
cana-2162	388	28	and	and	CCONJ
cana-2162	388	29	r.	r.	PROPN
cana-2162	388	30	murthy	murthy	PROPN
cana-2162	388	31	.	.	PUNCT
cana-2162	389	1	hive	hive	PROPN
cana-2162	389	2	petabyte	petabyte	PROPN
cana-2162	389	3	scale	scale	NOUN
cana-2162	389	4	datawarehouse	datawarehouse	NOUN
cana-2162	389	5	using	use	VERB
cana-2162	389	6	hadoop|	hadoop|	ADV
cana-2162	389	7	,	,	PUNCT
cana-2162	389	8	proceedings	proceeding	NOUN
cana-2162	389	9	of	of	ADP
cana-2162	389	10	.	.	PUNCT
cana-2162	390	1	international	international	ADJ
cana-2162	390	2	conference	conference	NOUN
cana-2162	390	3	on	on	ADP
cana-2162	390	4	data	datum	NOUN
cana-2162	390	5	engineering	engineering	NOUN
cana-2162	390	6	,	,	PUNCT
cana-2162	390	7	pp.996–1005	pp.996–1005	PROPN
cana-2162	390	8	,	,	PUNCT
cana-2162	390	9	2010	2010	NUM
cana-2162	390	10	.	.	PUNCT
cana-2162	391	1	[	[	X
cana-2162	391	2	27	27	NUM
cana-2162	391	3	]	]	X
cana-2162	391	4	christoph	christoph	PROPN
cana-2162	391	5	,	,	PUNCT
cana-2162	391	6	koch,”incremental	koch,”incremental	PROPN
cana-2162	391	7	query	query	NOUN
cana-2162	391	8	evaluation	evaluation	NOUN
cana-2162	391	9	in	in	ADP
cana-2162	391	10	a	a	DET
cana-2162	391	11	ring	ring	NOUN
cana-2162	391	12	of	of	ADP
cana-2162	391	13	databases”,proceedings	databases”,proceeding	NOUN
cana-2162	391	14	of	of	ADP
cana-2162	391	15	principle	principle	NOUN
cana-2162	391	16	of	of	ADP
cana-2162	391	17	database	database	NOUN
cana-2162	391	18	systems	system	NOUN
cana-2162	391	19	,	,	PUNCT
cana-2162	391	20	pp.87–88,2010	pp.87–88,2010	X
cana-2162	391	21	.	.	PUNCT
cana-2162	392	1	[	[	X
cana-2162	392	2	28	28	NUM
cana-2162	392	3	]	]	X
cana-2162	392	4	lin	lin	PROPN
cana-2162	392	5	j	j	PROPN
cana-2162	392	6	and	and	CCONJ
cana-2162	392	7	c.	c.	PROPN
cana-2162	392	8	dyer,”data	dyer,”data	PROPN
cana-2162	392	9	intensive	intensive	ADJ
cana-2162	392	10	text	text	NOUN
cana-2162	392	11	processing	processing	NOUN
cana-2162	392	12	with	with	ADP
cana-2162	392	13	mapreduce”,synthesis	mapreduce”,synthesis	NOUN
cana-2162	392	14	lectures	lecture	NOUN
cana-2162	392	15	on	on	ADP
cana-2162	392	16	human	human	ADJ
cana-2162	392	17	language	language	NOUN
cana-2162	392	18	technologies	technology	NOUN
cana-2162	392	19	,	,	PUNCT
cana-2162	392	20	pp.177,2010	pp.177,2010	NUM
cana-2162	392	21	.	.	PUNCT
cana-2162	393	1	[	[	X
cana-2162	393	2	29	29	NUM
cana-2162	393	3	]	]	X
cana-2162	393	4	panda	panda	NOUN
cana-2162	393	5	b	b	PROPN
cana-2162	393	6	,	,	PUNCT
cana-2162	393	7	herbach	herbach	ADJ
cana-2162	393	8	js	js	PROPN
cana-2162	393	9	,	,	PUNCT
cana-2162	393	10	basu	basu	PROPN
cana-2162	393	11	s.	s.	PROPN
cana-2162	393	12	and	and	CCONJ
cana-2162	393	13	r.	r.	PROPN
cana-2162	393	14	j.	j.	PROPN
cana-2162	393	15	bayardo,”planet	bayardo,”planet	PROPN
cana-2162	393	16	:	:	PUNCT
cana-2162	393	17	massively	massively	ADV
cana-2162	393	18	parallel	parallel	ADJ
cana-2162	393	19	learning	learning	NOUN
cana-2162	393	20	of	of	ADP
cana-2162	393	21	treeensembles	treeensemble	NOUN
cana-2162	393	22	with	with	ADP
cana-2162	393	23	mapreduce	mapreduce	PROPN
cana-2162	393	24	”	"	PUNCT
cana-2162	393	25	.	.	PUNCT
cana-2162	394	1	publication	publication	NOUN
cana-2162	394	2	of	of	ADP
cana-2162	394	3	very	very	ADV
cana-2162	394	4	large	large	ADJ
cana-2162	394	5	database	database	NOUN
cana-2162	394	6	.	.	PUNCT
cana-2162	395	1	2009;2(2):1426–37	2009;2(2):1426–37	NUM
cana-2162	395	2	.	.	PUNCT
cana-2162	396	1	[	[	X
cana-2162	396	2	30	30	NUM
cana-2162	396	3	]	]	X
cana-2162	396	4	zaharia	zaharia	PROPN
cana-2162	396	5	m	m	PROPN
cana-2162	396	6	,	,	PUNCT
cana-2162	396	7	chowdhury	chowdhury	PROPN
cana-2162	396	8	m	m	PROPN
cana-2162	396	9	,	,	PUNCT
cana-2162	396	10	franklin	franklin	PROPN
cana-2162	396	11	mj	mj	PROPN
cana-2162	396	12	,	,	PUNCT
cana-2162	396	13	shenker	shenker	NOUN
cana-2162	396	14	s	s	PROPN
cana-2162	396	15	,	,	PUNCT
cana-2162	396	16	andi	andi	PROPN
cana-2162	396	17	.	.	PUNCT
cana-2162	396	18	stoica,”spark	stoica,”spark	PROPN
cana-2162	396	19	:	:	PUNCT
cana-2162	396	20	cluster	cluster	NOUN
cana-2162	396	21	computing	computing	NOUN
cana-2162	396	22	with	with	ADP
cana-2162	396	23	working	work	VERB
cana-2162	396	24	sets”,proceedings	sets”,proceeding	NOUN
cana-2162	396	25	of	of	ADP
cana-2162	396	26	hotcloud	hotcloud	ADJ
cana-2162	396	27	,	,	PUNCT
cana-2162	396	28	pp.10–10	pp.10–10	NOUN
cana-2162	396	29	,	,	PUNCT
cana-2162	396	30	2010	2010	NUM
cana-2162	396	31	.	.	PUNCT
cana-2162	397	1	[	[	X
cana-2162	397	2	31	31	NUM
cana-2162	397	3	]	]	X
cana-2162	397	4	roy	roy	PROPN
cana-2162	397	5	,	,	PUNCT
cana-2162	397	6	chandrima	chandrima	PROPN
cana-2162	397	7	,	,	PUNCT
cana-2162	397	8	siddharth	siddharth	PROPN
cana-2162	397	9	swarup	swarup	PROPN
cana-2162	397	10	rautaray	rautaray	PROPN
cana-2162	397	11	,	,	PUNCT
cana-2162	397	12	and	and	CCONJ
cana-2162	397	13	manjusha	manjusha	PROPN
cana-2162	397	14	pandey	pandey	PROPN
cana-2162	397	15	.	.	PUNCT
cana-2162	398	1	"	"	PUNCT
cana-2162	398	2	big	big	ADJ
cana-2162	398	3	data	data	NOUN
cana-2162	398	4	optimization	optimization	NOUN
cana-2162	398	5	techniques	technique	NOUN
cana-2162	398	6	:	:	PUNCT
cana-2162	398	7	a	a	DET
cana-2162	398	8	survey	survey	NOUN
cana-2162	398	9	.	.	PUNCT
cana-2162	398	10	"	"	PUNCT
cana-2162	399	1	international	international	ADJ
cana-2162	399	2	journal	journal	NOUN
cana-2162	399	3	of	of	ADP
cana-2162	399	4	information	information	NOUN
cana-2162	399	5	engineering	engineering	PROPN
cana-2162	399	6	&	&	CCONJ
cana-2162	399	7	electronic	electronic	ADJ
cana-2162	399	8	business	business	NOUN
cana-2162	399	9	10	10	NUM
cana-2162	399	10	,	,	PUNCT
cana-2162	399	11	no	no	INTJ
cana-2162	399	12	.	.	NOUN
cana-2162	399	13	4	4	NUM
cana-2162	399	14	(	(	PUNCT
cana-2162	399	15	2018	2018	NUM
cana-2162	399	16	)	)	PUNCT
cana-2162	399	17	.	.	PUNCT
cana-2162	400	1	[	[	X
cana-2162	400	2	32	32	NUM
cana-2162	400	3	]	]	X
cana-2162	400	4	singh	singh	PROPN
cana-2162	400	5	,	,	PUNCT
cana-2162	400	6	d.	d.	PROPN
cana-2162	400	7	and	and	CCONJ
cana-2162	400	8	reddy	reddy	PROPN
cana-2162	400	9	,	,	PUNCT
cana-2162	400	10	c.k	c.k	PROPN
cana-2162	400	11	.	.	PROPN
cana-2162	400	12	,	,	PUNCT
cana-2162	400	13	2015	2015	NUM
cana-2162	400	14	.	.	PUNCT
cana-2162	401	1	a	a	DET
cana-2162	401	2	survey	survey	NOUN
cana-2162	401	3	on	on	ADP
cana-2162	401	4	platforms	platform	NOUN
cana-2162	401	5	for	for	ADP
cana-2162	401	6	big	big	ADJ
cana-2162	401	7	data	datum	NOUN
cana-2162	401	8	analytics	analytic	NOUN
cana-2162	401	9	.	.	PUNCT
cana-2162	402	1	journal	journal	PROPN
cana-2162	402	2	of	of	ADP
cana-2162	402	3	big	big	ADJ
cana-2162	402	4	data	datum	NOUN
cana-2162	402	5	,	,	PUNCT
cana-2162	402	6	2	2	NUM
cana-2162	402	7	,	,	PUNCT
cana-2162	402	8	pp.1	pp.1	NOUN
cana-2162	402	9	-	-	PUNCT
cana-2162	402	10	20	20	NUM
cana-2162	402	11	.	.	PUNCT
cana-2162	403	1	[	[	X
cana-2162	403	2	33	33	NUM
cana-2162	403	3	]	]	PUNCT
cana-2162	403	4	shivaraj	shivaraj	PROPN
cana-2162	403	5	b.	b.	PROPN
cana-2162	403	6	g.	g.	PROPN
cana-2162	403	7	,	,	PUNCT
cana-2162	403	8	n.	n.	PROPN
cana-2162	403	9	n.	n.	PROPN
cana-2162	403	10	survey	survey	NOUN
cana-2162	403	11	on	on	ADP
cana-2162	403	12	schedulers	scheduler	NOUN
cana-2162	403	13	optimization	optimization	NOUN
cana-2162	403	14	to	to	PART
cana-2162	403	15	handle	handle	VERB
cana-2162	403	16	multiple	multiple	ADJ
cana-2162	403	17	jobs	job	NOUN
cana-2162	403	18	in	in	ADP
cana-2162	403	19	hadoop	hadoop	NOUN
cana-2162	403	20	cluster	cluster	NOUN
cana-2162	403	21	.	.	PUNCT
cana-2162	404	1	international	international	ADJ
cana-2162	404	2	journal	journal	PROPN
cana-2162	404	3	of	of	ADP
cana-2162	404	4	science	science	NOUN
cana-2162	404	5	and	and	CCONJ
cana-2162	404	6	research	research	NOUN
cana-2162	404	7	4	4	NUM
cana-2162	404	8	(	(	PUNCT
cana-2162	404	9	2013	2013	NUM
cana-2162	404	10	)	)	PUNCT
cana-2162	404	11	,	,	PUNCT
cana-2162	404	12	1179	1179	NUM
cana-2162	404	13	-	-	SYM
cana-2162	404	14	1184	1184	NUM
cana-2162	404	15	.	.	PUNCT
cana-2162	405	1	[	[	X
cana-2162	405	2	34	34	NUM
cana-2162	405	3	]	]	PUNCT
cana-2162	405	4	m.	m.	NOUN
cana-2162	405	5	babar	babar	PROPN
cana-2162	405	6	,	,	PUNCT
cana-2162	405	7	m.	m.	NOUN
cana-2162	405	8	a.	a.	PROPN
cana-2162	405	9	jan	jan	PROPN
cana-2162	405	10	,	,	PUNCT
cana-2162	405	11	x.	x.	NOUN
cana-2162	405	12	he	he	PRON
cana-2162	405	13	,	,	PUNCT
cana-2162	405	14	m.	m.	PROPN
cana-2162	405	15	u.	u.	PROPN
cana-2162	405	16	tariq	tariq	PROPN
cana-2162	405	17	,	,	PUNCT
cana-2162	405	18	s.	s.	PROPN
cana-2162	405	19	mastorakis	mastorakis	PROPN
cana-2162	405	20	and	and	CCONJ
cana-2162	405	21	r.	r.	PROPN
cana-2162	405	22	alturki	alturki	PROPN
cana-2162	405	23	,	,	PUNCT
cana-2162	405	24	"	"	PUNCT
cana-2162	405	25	an	an	DET
cana-2162	405	26	optimized	optimize	VERB
cana-2162	405	27	iot	iot	NOUN
cana-2162	405	28	-	-	PUNCT
cana-2162	405	29	enabled	enable	VERB
cana-2162	405	30	big	big	ADJ
cana-2162	405	31	data	datum	NOUN
cana-2162	405	32	analytics	analytic	NOUN
cana-2162	405	33	architecture	architecture	NOUN
cana-2162	405	34	for	for	ADP
cana-2162	405	35	edge	edge	NOUN
cana-2162	405	36	–	–	PUNCT
cana-2162	405	37	cloud	cloud	NOUN
cana-2162	405	38	computing	computing	NOUN
cana-2162	405	39	,	,	PUNCT
cana-2162	405	40	"	"	PUNCT
cana-2162	405	41	in	in	ADP
cana-2162	405	42	ieee	ieee	NOUN
cana-2162	405	43	internet	internet	NOUN
cana-2162	405	44	of	of	ADP
cana-2162	405	45	things	thing	NOUN
cana-2162	405	46	journal	journal	NOUN
cana-2162	405	47	,	,	PUNCT
cana-2162	405	48	vol	vol	NOUN
cana-2162	405	49	.	.	PROPN
cana-2162	405	50	10	10	NUM
cana-2162	405	51	,	,	PUNCT
cana-2162	405	52	no	no	INTJ
cana-2162	405	53	.	.	NOUN
cana-2162	405	54	5	5	NUM
cana-2162	405	55	,	,	PUNCT
cana-2162	405	56	pp	pp	ADJ
cana-2162	405	57	.	.	PUNCT
cana-2162	405	58	39954005	39954005	NUM
cana-2162	405	59	,	,	PUNCT
cana-2162	405	60	1	1	NUM
cana-2162	405	61	march1	march1	NOUN
cana-2162	405	62	,	,	PUNCT
cana-2162	405	63	2023	2023	NUM
cana-2162	405	64	,	,	PUNCT
cana-2162	405	65	doi	doi	NOUN
cana-2162	405	66	:	:	PUNCT
cana-2162	405	67	10.1109	10.1109	NUM
cana-2162	405	68	/	/	SYM
cana-2162	405	69	jiot.2022.3157552	jiot.2022.3157552	NOUN
cana-2162	405	70	.	.	PUNCT
cana-2162	406	1	[	[	X
cana-2162	406	2	35	35	NUM
cana-2162	406	3	]	]	X
cana-2162	406	4	zhang	zhang	PROPN
cana-2162	406	5	,	,	PUNCT
cana-2162	406	6	hao	hao	PROPN
cana-2162	406	7	&	&	CCONJ
cana-2162	406	8	chen	chen	PROPN
cana-2162	406	9	,	,	PUNCT
cana-2162	406	10	gang	gang	PROPN
cana-2162	406	11	&	&	CCONJ
cana-2162	406	12	ooi	ooi	PROPN
cana-2162	406	13	,	,	PUNCT
cana-2162	406	14	beng	beng	PROPN
cana-2162	406	15	&	&	CCONJ
cana-2162	406	16	tan	tan	PROPN
cana-2162	406	17	,	,	PUNCT
cana-2162	406	18	kian	kian	PROPN
cana-2162	406	19	-	-	PUNCT
cana-2162	406	20	lee	lee	PROPN
cana-2162	406	21	&	&	CCONJ
cana-2162	406	22	zhang	zhang	PROPN
cana-2162	406	23	,	,	PUNCT
cana-2162	406	24	meihui	meihui	PROPN
cana-2162	406	25	.	.	PROPN
cana-2162	406	26	(	(	PUNCT
cana-2162	406	27	2015	2015	NUM
cana-2162	406	28	)	)	PUNCT
cana-2162	406	29	.	.	PUNCT
cana-2162	407	1	in	in	ADP
cana-2162	407	2	-	-	PUNCT
cana-2162	407	3	memory	memory	NOUN
cana-2162	407	4	big	big	ADJ
cana-2162	407	5	data	datum	NOUN
cana-2162	407	6	management	management	NOUN
cana-2162	407	7	and	and	CCONJ
cana-2162	407	8	processing	processing	NOUN
cana-2162	407	9	:	:	PUNCT
cana-2162	407	10	a	a	DET
cana-2162	407	11	survey	survey	NOUN
cana-2162	407	12	.	.	PUNCT
cana-2162	408	1	ieee	ieee	NOUN
cana-2162	408	2	transactions	transaction	NOUN
cana-2162	408	3	on	on	ADP
cana-2162	408	4	knowledge	knowledge	NOUN
cana-2162	408	5	and	and	CCONJ
cana-2162	408	6	data	datum	NOUN
cana-2162	408	7	engineering	engineering	NOUN
cana-2162	408	8	.	.	PUNCT
cana-2162	409	1	27	27	NUM
cana-2162	409	2	.	.	X
cana-2162	410	1	1	1	NUM
cana-2162	410	2	-	-	SYM
cana-2162	410	3	1	1	NUM
cana-2162	410	4	.	.	PUNCT
cana-2162	410	5	10.1109	10.1109	NUM
cana-2162	410	6	/	/	SYM
cana-2162	410	7	tkde.2015.2427795	tkde.2015.2427795	NUM
cana-2162	410	8	.	.	PUNCT
cana-2162	410	9	communications	communication	NOUN
cana-2162	410	10	on	on	ADP
cana-2162	410	11	applied	apply	VERB
cana-2162	410	12	nonlinear	nonlinear	ADJ
cana-2162	410	13	analysis	analysis	NOUN
cana-2162	410	14	issn	issn	NOUN
cana-2162	410	15	:	:	PUNCT
cana-2162	410	16	1074	1074	NUM
cana-2162	410	17	-	-	PUNCT
cana-2162	410	18	133x	133x	NUM
cana-2162	410	19	vol	vol	NOUN
cana-2162	410	20	32	32	NUM
cana-2162	410	21	no	no	NOUN
cana-2162	410	22	.	.	PUNCT
cana-2162	411	1	1s	1s	NUM
cana-2162	411	2	(	(	PUNCT
cana-2162	411	3	2025	2025	NUM
cana-2162	411	4	)	)	PUNCT
cana-2162	411	5	248	248	NUM
cana-2162	411	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2162	412	1	[	[	X
cana-2162	412	2	36	36	NUM
cana-2162	412	3	]	]	X
cana-2162	412	4	el	el	PROPN
cana-2162	412	5	baqqaly	baqqaly	PROPN
cana-2162	412	6	et	et	PROPN
cana-2162	412	7	al	al	PROPN
cana-2162	412	8	,	,	PUNCT
cana-2162	412	9	mesopotamian,“optimizing	mesopotamian,“optimize	VERB
cana-2162	412	10	big	big	ADJ
cana-2162	412	11	data	datum	NOUN
cana-2162	412	12	analytics	analytic	NOUN
cana-2162	412	13	for	for	ADP
cana-2162	412	14	reliability	reliability	NOUN
cana-2162	412	15	and	and	CCONJ
cana-2162	412	16	resilience	resilience	NOUN
cana-2162	412	17	:	:	PUNCT
cana-2162	412	18	a	a	DET
cana-2162	412	19	survey	survey	NOUN
cana-2162	412	20	of	of	ADP
cana-2162	412	21	techniques	technique	NOUN
cana-2162	412	22	and	and	CCONJ
cana-2162	412	23	applications	application	NOUN
cana-2162	412	24	”	"	PUNCT
cana-2162	412	25	,	,	PUNCT
cana-2162	412	26	journal	journal	NOUN
cana-2162	412	27	of	of	ADP
cana-2162	412	28	big	big	ADJ
cana-2162	412	29	data	datum	NOUN
cana-2162	412	30	vol	vol	NOUN
cana-2162	412	31	.	.	PUNCT
cana-2162	413	1	(	(	PUNCT
cana-2162	413	2	2023	2023	NUM
cana-2162	413	3	)	)	PUNCT
cana-2162	413	4	,	,	PUNCT
cana-2162	413	5	2023	2023	NUM
cana-2162	413	6	,	,	PUNCT
cana-2162	413	7	118–124	118–124	NUM
cana-2162	413	8	.	.	PUNCT
cana-2162	414	1	[	[	X
cana-2162	414	2	37	37	NUM
cana-2162	414	3	]	]	PUNCT
cana-2162	414	4	prabaharan	prabaharan	NOUN
cana-2162	414	5	,	,	PUNCT
cana-2162	414	6	g.	g.	PROPN
cana-2162	414	7	&	&	CCONJ
cana-2162	414	8	sudharsanam	sudharsanam	PROPN
cana-2162	414	9	,	,	PUNCT
cana-2162	414	10	sesha	sesha	PROPN
cana-2162	414	11	&	&	CCONJ
cana-2162	414	12	venkatesh	venkatesh	PROPN
cana-2162	414	13	,	,	PUNCT
cana-2162	414	14	k.	k.	PROPN
cana-2162	414	15	&	&	CCONJ
cana-2162	414	16	sundararajan	sundararajan	PROPN
cana-2162	414	17	,	,	PUNCT
cana-2162	414	18	suma	suma	PROPN
cana-2162	414	19	&	&	CCONJ
cana-2162	414	20	g	g	PROPN
cana-2162	414	21	,	,	PUNCT
cana-2162	414	22	shobana	shobana	PROPN
cana-2162	414	23	.	.	PUNCT
cana-2162	415	1	(	(	PUNCT
cana-2162	415	2	2023	2023	NUM
cana-2162	415	3	)	)	PUNCT
cana-2162	415	4	.	.	PUNCT
cana-2162	416	1	group	group	NOUN
cana-2162	416	2	teaching	teach	VERB
cana-2162	416	3	optimization	optimization	NOUN
cana-2162	416	4	algorithm	algorithm	NOUN
cana-2162	416	5	with	with	ADP
cana-2162	416	6	machine	machine	NOUN
cana-2162	416	7	learning	learning	NOUN
cana-2162	416	8	model	model	NOUN
cana-2162	416	9	for	for	ADP
cana-2162	416	10	big	big	ADJ
cana-2162	416	11	data	datum	NOUN
cana-2162	416	12	analytics	analytic	NOUN
cana-2162	416	13	.	.	PUNCT
cana-2162	417	1	147	147	NUM
cana-2162	417	2	-	-	SYM
cana-2162	417	3	152	152	NUM
cana-2162	417	4	.	.	PUNCT
cana-2162	418	1	10.1109	10.1109	NUM
cana-2162	418	2	/	/	SYM
cana-2162	418	3	icscna58489.2023.10370497	icscna58489.2023.10370497	NOUN
cana-2162	418	4	.	.	PUNCT
cana-2162	419	1	[	[	X
cana-2162	419	2	38	38	NUM
cana-2162	419	3	]	]	X
cana-2162	419	4	deepak	deepak	PROPN
cana-2162	419	5	kumar	kumar	PROPN
cana-2162	419	6	,	,	PUNCT
cana-2162	419	7	dr	dr	PROPN
cana-2162	419	8	.	.	PROPN
cana-2162	419	9	vijay	vijay	PROPN
cana-2162	419	10	kumar	kumar	PROPN
cana-2162	419	11	jha	jha	PROPN
cana-2162	419	12	,	,	PUNCT
cana-2162	419	13	”	"	PUNCT
cana-2162	419	14	an	an	DET
cana-2162	419	15	enhanced	enhanced	ADJ
cana-2162	419	16	query	query	NOUN
cana-2162	419	17	optimization	optimization	NOUN
cana-2162	419	18	technique	technique	NOUN
cana-2162	419	19	in	in	ADP
cana-2162	419	20	big	big	ADJ
cana-2162	419	21	data	datum	NOUN
cana-2162	419	22	using	use	VERB
cana-2162	419	23	aco	aco	PROPN
cana-2162	419	24	algorithm	algorithm	PROPN
cana-2162	419	25	”	"	PUNCT
cana-2162	419	26	,	,	PUNCT
cana-2162	419	27	international	international	ADJ
cana-2162	419	28	research	research	NOUN
cana-2162	419	29	journal	journal	NOUN
cana-2162	419	30	of	of	ADP
cana-2162	419	31	engineering	engineering	NOUN
cana-2162	419	32	and	and	CCONJ
cana-2162	419	33	technology	technology	NOUN
cana-2162	419	34	(	(	PUNCT
cana-2162	419	35	irjet	irjet	NOUN
cana-2162	419	36	)	)	PUNCT
cana-2162	419	37	volume	volume	NOUN
cana-2162	419	38	:	:	PUNCT
cana-2162	419	39	08	08	NUM
cana-2162	419	40	issue	issue	NOUN
cana-2162	419	41	:	:	PUNCT
cana-2162	419	42	11	11	NUM
cana-2162	419	43	|	|	ADV
cana-2162	419	44	nov	nov	NOUN
cana-2162	419	45	2021	2021	NUM
cana-2162	419	46	,	,	PUNCT
cana-2162	419	47	e	e	NOUN
cana-2162	419	48	-	-	PUNCT
cana-2162	419	49	issn	issn	NOUN
cana-2162	419	50	:	:	PUNCT
cana-2162	419	51	2395	2395	NUM
cana-2162	419	52	-	-	SYM
cana-2162	419	53	0056	0056	NUM
cana-2162	419	54	p	p	X
cana-2162	419	55	-	-	PUNCT
cana-2162	419	56	issn	issn	NOUN
cana-2162	419	57	:	:	PUNCT
cana-2162	419	58	2395	2395	NUM
cana-2162	419	59	-	-	SYM
cana-2162	419	60	0072	0072	NUM
cana-2162	419	61	.	.	PUNCT
cana-2162	420	1	[	[	X
cana-2162	420	2	39	39	NUM
cana-2162	420	3	]	]	PUNCT
cana-2162	420	4	m.	m.	NOUN
cana-2162	420	5	guo	guo	PROPN
cana-2162	420	6	,	,	PUNCT
cana-2162	420	7	n.	n.	NOUN
cana-2162	420	8	pissinou	pissinou	NOUN
cana-2162	420	9	and	and	CCONJ
cana-2162	420	10	s.	s.	PROPN
cana-2162	420	11	s.	s.	PROPN
cana-2162	420	12	iyengar	iyengar	PROPN
cana-2162	420	13	,	,	PUNCT
cana-2162	420	14	"	"	PUNCT
cana-2162	420	15	privacy	privacy	NOUN
cana-2162	420	16	-	-	PUNCT
cana-2162	420	17	preserving	preserve	VERB
cana-2162	420	18	deep	deep	ADJ
cana-2162	420	19	learning	learning	NOUN
cana-2162	420	20	for	for	ADP
cana-2162	420	21	enabling	enable	VERB
cana-2162	420	22	big	big	ADJ
cana-2162	420	23	edge	edge	NOUN
cana-2162	420	24	data	datum	NOUN
cana-2162	420	25	analytics	analytic	NOUN
cana-2162	420	26	in	in	ADP
cana-2162	420	27	internet	internet	NOUN
cana-2162	420	28	of	of	ADP
cana-2162	420	29	things	thing	NOUN
cana-2162	420	30	,	,	PUNCT
cana-2162	420	31	"	"	PUNCT
cana-2162	420	32	2019	2019	NUM
cana-2162	420	33	tenth	tenth	NOUN
cana-2162	420	34	international	international	ADJ
cana-2162	420	35	green	green	ADJ
cana-2162	420	36	and	and	CCONJ
cana-2162	420	37	sustainable	sustainable	ADJ
cana-2162	420	38	computing	computing	NOUN
cana-2162	420	39	conference	conference	NOUN
cana-2162	420	40	(	(	PUNCT
cana-2162	420	41	igsc	igsc	ADJ
cana-2162	420	42	)	)	PUNCT
cana-2162	420	43	,	,	PUNCT
cana-2162	420	44	alexandria	alexandria	PROPN
cana-2162	420	45	,	,	PUNCT
cana-2162	420	46	va	va	PROPN
cana-2162	420	47	,	,	PUNCT
cana-2162	420	48	usa	usa	PROPN
cana-2162	420	49	,	,	PUNCT
cana-2162	420	50	2019	2019	NUM
cana-2162	420	51	,	,	PUNCT
cana-2162	420	52	pp	pp	ADJ
cana-2162	420	53	.	.	PUNCT
cana-2162	421	1	1	1	NUM
cana-2162	421	2	-	-	SYM
cana-2162	421	3	6	6	NUM
cana-2162	421	4	,	,	PUNCT
cana-2162	421	5	doi:10.1109	doi:10.1109	VERB
cana-2162	421	6	/	/	SYM
cana-2162	421	7	igsc48788.2019.8957195	igsc48788.2019.8957195	PROPN
cana-2162	421	8	.	.	PUNCT