id	sid	tid	token	lemma	pos
easat-3822	1	1	edelweiss	edelweiss	PROPN
easat-3822	1	2	applied	apply	VERB
easat-3822	1	3	science	science	NOUN
easat-3822	1	4	and	and	CCONJ
easat-3822	1	5	technology	technology	NOUN
easat-3822	1	6	issn	issn	PROPN
easat-3822	1	7	:	:	PUNCT
easat-3822	1	8	2576	2576	NUM
easat-3822	1	9	-	-	SYM
easat-3822	1	10	8484	8484	NUM
easat-3822	1	11	vol	vol	NOUN
easat-3822	1	12	.	.	PROPN
easat-3822	1	13	8	8	NUM
easat-3822	1	14	,	,	PUNCT
easat-3822	1	15	no	no	INTJ
easat-3822	1	16	.	.	NOUN
easat-3822	1	17	6	6	NUM
easat-3822	1	18	,	,	PUNCT
easat-3822	1	19	8488	8488	NUM
easat-3822	1	20	-	-	SYM
easat-3822	1	21	8496	8496	NUM
easat-3822	1	22	2024	2024	NUM
easat-3822	1	23	publisher	publisher	NOUN
easat-3822	1	24	:	:	PUNCT
easat-3822	1	25	learning	learn	VERB
easat-3822	1	26	gate	gate	NOUN
easat-3822	1	27	doi	doi	PROPN
easat-3822	1	28	:	:	PUNCT
easat-3822	1	29	10.55214/25768484.v8i6.3822	10.55214/25768484.v8i6.3822	NUM
easat-3822	1	30	©	©	ADP
easat-3822	1	31	2024	2024	NUM
easat-3822	1	32	by	by	ADP
easat-3822	1	33	the	the	DET
easat-3822	1	34	authors	author	NOUN
easat-3822	1	35	;	;	PUNCT
easat-3822	1	36	licensee	licensee	PROPN
easat-3822	1	37	learning	learning	NOUN
easat-3822	1	38	gate	gate	NOUN
easat-3822	1	39	©	©	PROPN
easat-3822	1	40	2024	2024	NUM
easat-3822	1	41	by	by	ADP
easat-3822	1	42	the	the	DET
easat-3822	1	43	authors	author	NOUN
easat-3822	1	44	;	;	PUNCT
easat-3822	1	45	licensee	licensee	PROPN
easat-3822	1	46	learning	learn	VERB
easat-3822	1	47	gate	gate	NOUN
easat-3822	1	48	*	*	PUNCT
easat-3822	1	49	correspondence	correspondence	NOUN
easat-3822	1	50	:	:	PUNCT
easat-3822	1	51	sura.fawzi89@uoitc.edu.iq	sura.fawzi89@uoitc.edu.iq	NOUN
easat-3822	1	52	robust	robust	ADJ
easat-3822	1	53	ensemble	ensemble	ADJ
easat-3822	1	54	learning	learning	NOUN
easat-3822	1	55	technique	technique	NOUN
easat-3822	1	56	for	for	ADP
easat-3822	1	57	traffic	traffic	NOUN
easat-3822	1	58	classification	classification	NOUN
easat-3822	1	59	in	in	ADP
easat-3822	1	60	sdn	sdn	PROPN
easat-3822	1	61	networks	network	NOUN
easat-3822	2	1	sura	sura	PROPN
easat-3822	2	2	f.	f.	PROPN
easat-3822	2	3	ismail1	ismail1	PROPN
easat-3822	2	4	*	*	PROPN
easat-3822	2	5	,	,	PUNCT
easat-3822	3	1	noor	noor	PROPN
easat-3822	3	2	sabah2	sabah2	PROPN
easat-3822	4	1	1university	1university	NUM
easat-3822	4	2	of	of	ADP
easat-3822	4	3	information	information	NOUN
easat-3822	4	4	technology	technology	NOUN
easat-3822	4	5	and	and	CCONJ
easat-3822	4	6	communications	communication	NOUN
easat-3822	4	7	,	,	PUNCT
easat-3822	4	8	baghdad	baghdad	PROPN
easat-3822	4	9	,	,	PUNCT
easat-3822	4	10	iraq	iraq	PROPN
easat-3822	4	11	;	;	PUNCT
easat-3822	4	12	sura.fawzi89@uoitc.edu.iq	sura.fawzi89@uoitc.edu.iq	PROPN
easat-3822	4	13	(	(	PUNCT
easat-3822	4	14	s.f.i	s.f.i	ADJ
easat-3822	4	15	.	.	PUNCT
easat-3822	4	16	)	)	PUNCT
easat-3822	4	17	.	.	PUNCT
easat-3822	5	1	2department	2department	NUM
easat-3822	5	2	of	of	ADP
easat-3822	5	3	electrical	electrical	ADJ
easat-3822	5	4	engineering	engineering	NOUN
easat-3822	5	5	,	,	PUNCT
easat-3822	5	6	university	university	PROPN
easat-3822	5	7	of	of	ADP
easat-3822	5	8	wasit	wasit	PROPN
easat-3822	5	9	,	,	PUNCT
easat-3822	5	10	wasit	wasit	PROPN
easat-3822	5	11	,	,	PUNCT
easat-3822	5	12	iraq	iraq	PROPN
easat-3822	5	13	;	;	PUNCT
easat-3822	5	14	noors@uowasit.edu.iq	noors@uowasit.edu.iq	NOUN
easat-3822	5	15	(	(	PUNCT
easat-3822	5	16	n.s	n.s	PROPN
easat-3822	5	17	.	.	PROPN
easat-3822	5	18	)	)	PUNCT
easat-3822	5	19	.	.	PUNCT
easat-3822	6	1	abstract	abstract	ADV
easat-3822	6	2	:	:	PUNCT
easat-3822	6	3	by	by	ADP
easat-3822	6	4	constantly	constantly	ADV
easat-3822	6	5	changing	change	VERB
easat-3822	6	6	flow	flow	NOUN
easat-3822	6	7	rules	rule	NOUN
easat-3822	6	8	,	,	PUNCT
easat-3822	6	9	software	software	NOUN
easat-3822	6	10	-	-	PUNCT
easat-3822	6	11	defined	define	VERB
easat-3822	6	12	network	network	NOUN
easat-3822	6	13	(	(	PUNCT
easat-3822	6	14	sdn	sdn	PROPN
easat-3822	6	15	)	)	PUNCT
easat-3822	6	16	offers	offer	VERB
easat-3822	6	17	centralized	centralized	ADJ
easat-3822	6	18	control	control	NOUN
easat-3822	6	19	over	over	ADP
easat-3822	6	20	a	a	DET
easat-3822	6	21	network	network	NOUN
easat-3822	6	22	of	of	ADP
easat-3822	6	23	programmable	programmable	ADJ
easat-3822	6	24	switches	switch	NOUN
easat-3822	6	25	.	.	PUNCT
easat-3822	7	1	this	this	PRON
easat-3822	7	2	opens	open	VERB
easat-3822	7	3	the	the	DET
easat-3822	7	4	door	door	NOUN
easat-3822	7	5	for	for	SCONJ
easat-3822	7	6	the	the	DET
easat-3822	7	7	network	network	NOUN
easat-3822	7	8	to	to	PART
easat-3822	7	9	be	be	AUX
easat-3822	7	10	controlled	control	VERB
easat-3822	7	11	dynamically	dynamically	ADV
easat-3822	7	12	and	and	CCONJ
easat-3822	7	13	independently	independently	ADV
easat-3822	7	14	.	.	PUNCT
easat-3822	8	1	sdn	sdn	PROPN
easat-3822	8	2	requires	require	VERB
easat-3822	8	3	information	information	NOUN
easat-3822	8	4	from	from	ADP
easat-3822	8	5	traffic	traffic	NOUN
easat-3822	8	6	categorization	categorization	NOUN
easat-3822	8	7	techniques	technique	NOUN
easat-3822	8	8	for	for	ADP
easat-3822	8	9	the	the	DET
easat-3822	8	10	appropriate	appropriate	ADJ
easat-3822	8	11	group	group	NOUN
easat-3822	8	12	of	of	ADP
easat-3822	8	13	rules	rule	NOUN
easat-3822	8	14	to	to	PART
easat-3822	8	15	be	be	AUX
easat-3822	8	16	apply	apply	VERB
easat-3822	8	17	to	to	ADP
easat-3822	8	18	the	the	DET
easat-3822	8	19	proper	proper	ADJ
easat-3822	8	20	set	set	NOUN
easat-3822	8	21	of	of	ADP
easat-3822	8	22	traffic	traffic	NOUN
easat-3822	8	23	flows	flow	NOUN
easat-3822	8	24	.	.	PUNCT
easat-3822	9	1	machine	machine	NOUN
easat-3822	9	2	learning	learning	NOUN
easat-3822	9	3	nowadays	nowadays	ADV
easat-3822	9	4	uses	use	VERB
easat-3822	9	5	a	a	DET
easat-3822	9	6	range	range	NOUN
easat-3822	9	7	of	of	ADP
easat-3822	9	8	categorization	categorization	NOUN
easat-3822	9	9	methods	method	NOUN
easat-3822	9	10	.	.	PUNCT
easat-3822	10	1	a	a	DET
easat-3822	10	2	framework	framework	NOUN
easat-3822	10	3	known	know	VERB
easat-3822	10	4	as	as	ADP
easat-3822	10	5	ensemble	ensemble	ADJ
easat-3822	10	6	that	that	PRON
easat-3822	10	7	mixes	mix	VERB
easat-3822	10	8	independent	independent	ADJ
easat-3822	10	9	models	model	NOUN
easat-3822	10	10	to	to	PART
easat-3822	10	11	enhance	enhance	VERB
easat-3822	10	12	an	an	DET
easat-3822	10	13	overall	overall	ADJ
easat-3822	10	14	result	result	NOUN
easat-3822	10	15	has	have	AUX
easat-3822	10	16	grown	grow	VERB
easat-3822	10	17	in	in	ADP
easat-3822	10	18	popularity	popularity	NOUN
easat-3822	10	19	in	in	ADP
easat-3822	10	20	recent	recent	ADJ
easat-3822	10	21	studies	study	NOUN
easat-3822	10	22	showing	show	VERB
easat-3822	10	23	that	that	SCONJ
easat-3822	10	24	applying	apply	VERB
easat-3822	10	25	any	any	DET
easat-3822	10	26	algorithm	algorithm	NOUN
easat-3822	10	27	does	do	AUX
easat-3822	10	28	not	not	PART
easat-3822	10	29	always	always	ADV
easat-3822	10	30	result	result	VERB
easat-3822	10	31	in	in	ADP
easat-3822	10	32	the	the	DET
easat-3822	10	33	best	good	ADJ
easat-3822	10	34	results	result	NOUN
easat-3822	10	35	for	for	ADP
easat-3822	10	36	a	a	DET
easat-3822	10	37	dataset	dataset	NOUN
easat-3822	10	38	.	.	PUNCT
easat-3822	11	1	therefore	therefore	ADV
easat-3822	11	2	,	,	PUNCT
easat-3822	11	3	this	this	DET
easat-3822	11	4	paper	paper	NOUN
easat-3822	11	5	suggests	suggest	VERB
easat-3822	11	6	utilizing	utilize	VERB
easat-3822	11	7	the	the	DET
easat-3822	11	8	ensemble	ensemble	ADJ
easat-3822	11	9	model	model	NOUN
easat-3822	11	10	with	with	ADP
easat-3822	11	11	two	two	NUM
easat-3822	11	12	layers	layer	NOUN
easat-3822	11	13	of	of	ADP
easat-3822	11	14	learning	learn	VERB
easat-3822	11	15	methods	method	NOUN
easat-3822	11	16	to	to	PART
easat-3822	11	17	categorize	categorize	VERB
easat-3822	11	18	incoming	incoming	ADJ
easat-3822	11	19	network	network	NOUN
easat-3822	11	20	traffic	traffic	NOUN
easat-3822	11	21	so	so	SCONJ
easat-3822	11	22	that	that	SCONJ
easat-3822	11	23	sdn	sdn	PROPN
easat-3822	11	24	may	may	AUX
easat-3822	11	25	select	select	VERB
easat-3822	11	26	the	the	DET
easat-3822	11	27	best	good	ADJ
easat-3822	11	28	set	set	NOUN
easat-3822	11	29	of	of	ADP
easat-3822	11	30	possible	possible	ADJ
easat-3822	11	31	traffic	traffic	NOUN
easat-3822	11	32	regulations	regulation	NOUN
easat-3822	11	33	using	use	VERB
easat-3822	11	34	orange	orange	ADJ
easat-3822	11	35	platform	platform	NOUN
easat-3822	11	36	.	.	PUNCT
easat-3822	12	1	we	we	PRON
easat-3822	12	2	also	also	ADV
easat-3822	12	3	apply	apply	VERB
easat-3822	12	4	five	five	NUM
easat-3822	12	5	machine	machine	NOUN
easat-3822	12	6	learning	learn	VERB
easat-3822	12	7	methods	method	NOUN
easat-3822	12	8	and	and	CCONJ
easat-3822	12	9	analyze	analyze	VERB
easat-3822	12	10	their	their	PRON
easat-3822	12	11	classification	classification	NOUN
easat-3822	12	12	performance	performance	NOUN
easat-3822	12	13	in	in	ADP
easat-3822	12	14	terms	term	NOUN
easat-3822	12	15	of	of	ADP
easat-3822	12	16	accuracy	accuracy	NOUN
easat-3822	12	17	,	,	PUNCT
easat-3822	12	18	precision	precision	NOUN
easat-3822	12	19	,	,	PUNCT
easat-3822	12	20	and	and	CCONJ
easat-3822	12	21	recall	recall	NOUN
easat-3822	12	22	.	.	PUNCT
easat-3822	13	1	the	the	DET
easat-3822	13	2	experimental	experimental	ADJ
easat-3822	13	3	results	result	NOUN
easat-3822	13	4	reveal	reveal	VERB
easat-3822	13	5	that	that	SCONJ
easat-3822	13	6	ensemble	ensemble	ADJ
easat-3822	13	7	model	model	NOUN
easat-3822	13	8	-	-	PUNCT
easat-3822	13	9	based	base	VERB
easat-3822	13	10	network	network	NOUN
easat-3822	13	11	traffic	traffic	NOUN
easat-3822	13	12	classifiers	classifier	NOUN
easat-3822	13	13	outperform	outperform	VERB
easat-3822	13	14	other	other	ADJ
easat-3822	13	15	classifiers	classifier	NOUN
easat-3822	13	16	based	base	VERB
easat-3822	13	17	on	on	ADP
easat-3822	13	18	the	the	DET
easat-3822	13	19	proposed	propose	VERB
easat-3822	13	20	framework	framework	NOUN
easat-3822	13	21	and	and	CCONJ
easat-3822	13	22	the	the	DET
easat-3822	13	23	real	real	ADJ
easat-3822	13	24	-	-	PUNCT
easat-3822	13	25	world	world	NOUN
easat-3822	13	26	network	network	NOUN
easat-3822	13	27	traffic	traffic	NOUN
easat-3822	13	28	dataset	dataset	NOUN
easat-3822	13	29	.	.	PUNCT
easat-3822	14	1	notably	notably	ADV
easat-3822	14	2	,	,	PUNCT
easat-3822	14	3	the	the	DET
easat-3822	14	4	xgboost	xgboost	PROPN
easat-3822	14	5	model	model	PROPN
easat-3822	14	6	achieves	achieve	VERB
easat-3822	14	7	the	the	DET
easat-3822	14	8	best	good	ADJ
easat-3822	14	9	classification	classification	NOUN
easat-3822	14	10	performance	performance	NOUN
easat-3822	14	11	in	in	ADP
easat-3822	14	12	every	every	DET
easat-3822	14	13	type	type	NOUN
easat-3822	14	14	of	of	ADP
easat-3822	14	15	traffic	traffic	NOUN
easat-3822	14	16	examined	examine	VERB
easat-3822	14	17	.	.	PUNCT
easat-3822	15	1	keywords	keyword	NOUN
easat-3822	15	2	:	:	PUNCT
easat-3822	15	3	software	software	NOUN
easat-3822	15	4	-	-	PUNCT
easat-3822	15	5	defined	define	VERB
easat-3822	15	6	network	network	NOUN
easat-3822	15	7	(	(	PUNCT
easat-3822	15	8	sdn	sdn	PROPN
easat-3822	15	9	)	)	PUNCT
easat-3822	15	10	,	,	PUNCT
easat-3822	15	11	traffic	traffic	NOUN
easat-3822	15	12	categorization	categorization	NOUN
easat-3822	15	13	techniques	technique	NOUN
easat-3822	15	14	,	,	PUNCT
easat-3822	15	15	xgboost	xgboost	PROPN
easat-3822	15	16	model	model	PROPN
easat-3822	15	17	.	.	PUNCT
easat-3822	16	1	1	1	X
easat-3822	16	2	.	.	X
easat-3822	16	3	introduction	introduction	NOUN
easat-3822	16	4	advances	advance	NOUN
easat-3822	16	5	in	in	ADP
easat-3822	16	6	internet	internet	NOUN
easat-3822	16	7	of	of	ADP
easat-3822	16	8	things	thing	NOUN
easat-3822	16	9	(	(	PUNCT
easat-3822	16	10	iot	iot	NOUN
easat-3822	16	11	)	)	PUNCT
easat-3822	16	12	technology	technology	NOUN
easat-3822	16	13	have	have	AUX
easat-3822	16	14	increased	increase	VERB
easat-3822	16	15	the	the	DET
easat-3822	16	16	number	number	NOUN
easat-3822	16	17	and	and	CCONJ
easat-3822	16	18	usage	usage	NOUN
easat-3822	16	19	of	of	ADP
easat-3822	16	20	wireless	wireless	ADJ
easat-3822	16	21	sensor	sensor	NOUN
easat-3822	16	22	nodes	node	NOUN
easat-3822	16	23	[	[	X
easat-3822	16	24	1,2	1,2	NUM
easat-3822	16	25	]	]	PUNCT
easat-3822	16	26	.	.	PUNCT
easat-3822	17	1	the	the	DET
easat-3822	17	2	rapidly	rapidly	ADV
easat-3822	17	3	increasing	increase	VERB
easat-3822	17	4	smart	smart	ADJ
easat-3822	17	5	devices	device	NOUN
easat-3822	17	6	and	and	CCONJ
easat-3822	17	7	iot	iot	ADJ
easat-3822	17	8	modules	module	NOUN
easat-3822	17	9	in	in	ADP
easat-3822	17	10	volume	volume	NOUN
easat-3822	17	11	generate	generate	VERB
easat-3822	17	12	an	an	DET
easat-3822	17	13	enormous	enormous	ADJ
easat-3822	17	14	amount	amount	NOUN
easat-3822	17	15	of	of	ADP
easat-3822	17	16	data	datum	NOUN
easat-3822	17	17	traffic	traffic	NOUN
easat-3822	17	18	,	,	PUNCT
easat-3822	17	19	putting	put	VERB
easat-3822	17	20	an	an	DET
easat-3822	17	21	additional	additional	ADJ
easat-3822	17	22	burden	burden	NOUN
easat-3822	17	23	on	on	ADP
easat-3822	17	24	existing	exist	VERB
easat-3822	17	25	mobile	mobile	ADJ
easat-3822	17	26	wireless	wireless	NOUN
easat-3822	17	27	sensor	sensor	NOUN
easat-3822	17	28	networks	network	NOUN
easat-3822	17	29	.	.	PUNCT
easat-3822	18	1	therefore	therefore	ADV
easat-3822	18	2	,	,	PUNCT
easat-3822	18	3	the	the	DET
easat-3822	18	4	fifth	fifth	ADJ
easat-3822	18	5	generation	generation	NOUN
easat-3822	18	6	(	(	PUNCT
easat-3822	18	7	5	5	NUM
easat-3822	18	8	g	g	NOUN
easat-3822	18	9	)	)	PUNCT
easat-3822	18	10	networks	network	NOUN
easat-3822	18	11	are	be	AUX
easat-3822	18	12	anticipated	anticipate	VERB
easat-3822	18	13	to	to	PART
easat-3822	18	14	provide	provide	VERB
easat-3822	18	15	a	a	DET
easat-3822	18	16	wide	wide	ADJ
easat-3822	18	17	range	range	NOUN
easat-3822	18	18	of	of	ADP
easat-3822	18	19	services	service	NOUN
easat-3822	18	20	for	for	ADP
easat-3822	18	21	several	several	ADJ
easat-3822	18	22	industrial	industrial	ADJ
easat-3822	18	23	verticals	vertical	NOUN
easat-3822	18	24	with	with	ADP
easat-3822	18	25	various	various	ADJ
easat-3822	18	26	performance	performance	NOUN
easat-3822	18	27	and	and	CCONJ
easat-3822	18	28	service	service	NOUN
easat-3822	18	29	requirements	requirement	NOUN
easat-3822	18	30	[	[	X
easat-3822	18	31	3	3	NUM
easat-3822	18	32	]	]	PUNCT
easat-3822	18	33	.	.	PUNCT
easat-3822	19	1	the	the	DET
easat-3822	19	2	service	service	NOUN
easat-3822	19	3	-	-	PUNCT
easat-3822	19	4	based	base	VERB
easat-3822	19	5	,	,	PUNCT
easat-3822	19	6	micro	micro	NOUN
easat-3822	19	7	-	-	NOUN
easat-3822	19	8	services	service	NOUN
easat-3822	19	9	-	-	PUNCT
easat-3822	19	10	based	base	VERB
easat-3822	19	11	design	design	NOUN
easat-3822	19	12	of	of	ADP
easat-3822	19	13	the	the	DET
easat-3822	19	14	5	5	NUM
easat-3822	19	15	g	g	NOUN
easat-3822	19	16	network	network	NOUN
easat-3822	19	17	enables	enable	VERB
easat-3822	19	18	several	several	ADJ
easat-3822	19	19	virtual	virtual	ADJ
easat-3822	19	20	networks	network	NOUN
easat-3822	19	21	to	to	PART
easat-3822	19	22	operate	operate	VERB
easat-3822	19	23	concurrently	concurrently	ADV
easat-3822	19	24	,	,	PUNCT
easat-3822	19	25	each	each	DET
easat-3822	19	26	one	one	NOUN
easat-3822	19	27	configured	configure	VERB
easat-3822	19	28	for	for	ADP
easat-3822	19	29	a	a	DET
easat-3822	19	30	different	different	ADJ
easat-3822	19	31	use	use	NOUN
easat-3822	19	32	case	case	NOUN
easat-3822	19	33	.	.	PUNCT
easat-3822	20	1	this	this	PRON
easat-3822	20	2	is	be	AUX
easat-3822	20	3	done	do	VERB
easat-3822	20	4	to	to	PART
easat-3822	20	5	enable	enable	VERB
easat-3822	20	6	a	a	DET
easat-3822	20	7	variety	variety	NOUN
easat-3822	20	8	of	of	ADP
easat-3822	20	9	use	use	NOUN
easat-3822	20	10	cases	case	NOUN
easat-3822	20	11	.	.	PUNCT
easat-3822	21	1	network	network	NOUN
easat-3822	21	2	slices	slice	NOUN
easat-3822	21	3	are	be	AUX
easat-3822	21	4	the	the	DET
easat-3822	21	5	name	name	NOUN
easat-3822	21	6	given	give	VERB
easat-3822	21	7	to	to	ADP
easat-3822	21	8	these	these	DET
easat-3822	21	9	types	type	NOUN
easat-3822	21	10	of	of	ADP
easat-3822	21	11	virtual	virtual	ADJ
easat-3822	21	12	networks	network	NOUN
easat-3822	21	13	.	.	PUNCT
easat-3822	22	1	they	they	PRON
easat-3822	22	2	must	must	AUX
easat-3822	22	3	support	support	VERB
easat-3822	22	4	the	the	DET
easat-3822	22	5	appropriate	appropriate	ADJ
easat-3822	22	6	policies	policy	NOUN
easat-3822	22	7	and	and	CCONJ
easat-3822	22	8	,	,	PUNCT
easat-3822	22	9	when	when	SCONJ
easat-3822	22	10	required	require	VERB
easat-3822	22	11	,	,	PUNCT
easat-3822	22	12	be	be	AUX
easat-3822	22	13	dynamically	dynamically	ADV
easat-3822	22	14	configured	configure	VERB
easat-3822	22	15	to	to	PART
easat-3822	22	16	fulfill	fulfill	VERB
easat-3822	22	17	the	the	DET
easat-3822	22	18	needs	need	NOUN
easat-3822	22	19	of	of	ADP
easat-3822	22	20	their	their	PRON
easat-3822	22	21	user	user	NOUN
easat-3822	22	22	-	-	PUNCT
easat-3822	22	23	cases	case	NOUN
easat-3822	22	24	and	and	CCONJ
easat-3822	22	25	adapt	adapt	VERB
easat-3822	22	26	to	to	ADP
easat-3822	22	27	changing	change	VERB
easat-3822	22	28	network	network	NOUN
easat-3822	22	29	circumstances	circumstance	NOUN
easat-3822	22	30	.	.	PUNCT
easat-3822	23	1	when	when	SCONJ
easat-3822	23	2	networks	network	NOUN
easat-3822	23	3	are	be	AUX
easat-3822	23	4	adaptable	adaptable	ADJ
easat-3822	23	5	and	and	CCONJ
easat-3822	23	6	programmable	programmable	ADJ
easat-3822	23	7	,	,	PUNCT
easat-3822	23	8	network	network	NOUN
easat-3822	23	9	slices	slice	NOUN
easat-3822	23	10	may	may	AUX
easat-3822	23	11	be	be	AUX
easat-3822	23	12	dynamically	dynamically	ADV
easat-3822	23	13	established	establish	VERB
easat-3822	23	14	and	and	CCONJ
easat-3822	23	15	managed	manage	VERB
easat-3822	23	16	throughout	throughout	ADP
easat-3822	23	17	their	their	PRON
easat-3822	23	18	lifecycle	lifecycle	NOUN
easat-3822	23	19	.	.	PUNCT
easat-3822	24	1	softwaredefined	softwaredefine	VERB
easat-3822	24	2	networking	networking	NOUN
easat-3822	24	3	(	(	PUNCT
easat-3822	24	4	sdn	sdn	PROPN
easat-3822	24	5	)	)	PUNCT
easat-3822	24	6	and	and	CCONJ
easat-3822	24	7	network	network	NOUN
easat-3822	24	8	functions	function	NOUN
easat-3822	24	9	virtualization	virtualization	NOUN
easat-3822	24	10	(	(	PUNCT
easat-3822	24	11	nfv	nfv	NOUN
easat-3822	24	12	)	)	PUNCT
easat-3822	24	13	can	can	AUX
easat-3822	24	14	help	help	VERB
easat-3822	24	15	with	with	ADP
easat-3822	24	16	this	this	PRON
easat-3822	24	17	by	by	ADP
easat-3822	24	18	enabling	enable	VERB
easat-3822	24	19	a	a	DET
easat-3822	24	20	wide	wide	ADJ
easat-3822	24	21	range	range	NOUN
easat-3822	24	22	of	of	ADP
easat-3822	24	23	varied	varied	ADJ
easat-3822	24	24	end	end	NOUN
easat-3822	24	25	-	-	PUNCT
easat-3822	24	26	to	to	ADP
easat-3822	24	27	-	-	PUNCT
easat-3822	24	28	end	end	NOUN
easat-3822	24	29	services	service	NOUN
easat-3822	24	30	across	across	ADP
easat-3822	24	31	a	a	DET
easat-3822	24	32	single	single	ADJ
easat-3822	24	33	,	,	PUNCT
easat-3822	24	34	shared	share	VERB
easat-3822	24	35	physical	physical	ADJ
easat-3822	24	36	infrastructure	infrastructure	NOUN
easat-3822	24	37	[	[	X
easat-3822	24	38	4	4	NUM
easat-3822	24	39	]	]	PUNCT
easat-3822	24	40	.	.	PUNCT
easat-3822	25	1	the	the	DET
easat-3822	25	2	core	core	NOUN
easat-3822	25	3	concept	concept	NOUN
easat-3822	25	4	of	of	ADP
easat-3822	25	5	this	this	DET
easat-3822	25	6	infrastructure	infrastructure	NOUN
easat-3822	25	7	is	be	AUX
easat-3822	25	8	to	to	PART
easat-3822	25	9	give	give	VERB
easat-3822	25	10	networks	network	NOUN
easat-3822	25	11	the	the	DET
easat-3822	25	12	flexibility	flexibility	NOUN
easat-3822	25	13	.	.	PUNCT
easat-3822	26	1	8489	8489	NUM
easat-3822	26	2	edelweiss	edelweiss	PROPN
easat-3822	26	3	applied	apply	VERB
easat-3822	26	4	science	science	NOUN
easat-3822	26	5	and	and	CCONJ
easat-3822	26	6	technology	technology	NOUN
easat-3822	26	7	issn	issn	PROPN
easat-3822	26	8	:	:	PUNCT
easat-3822	26	9	2576	2576	NUM
easat-3822	26	10	-	-	SYM
easat-3822	26	11	8484	8484	NUM
easat-3822	26	12	vol	vol	NOUN
easat-3822	26	13	.	.	PROPN
easat-3822	26	14	8	8	NUM
easat-3822	26	15	,	,	PUNCT
easat-3822	26	16	no	no	INTJ
easat-3822	26	17	.	.	NOUN
easat-3822	27	1	6	6	NUM
easat-3822	27	2	:	:	SYM
easat-3822	27	3	8488	8488	NUM
easat-3822	27	4	-	-	SYM
easat-3822	27	5	8496	8496	NUM
easat-3822	27	6	,	,	PUNCT
easat-3822	27	7	2024	2024	NUM
easat-3822	27	8	doi	doi	NOUN
easat-3822	27	9	:	:	PUNCT
easat-3822	27	10	10.55214/25768484.v8i6.3822	10.55214/25768484.v8i6.3822	NUM
easat-3822	27	11	©	©	ADP
easat-3822	27	12	2024	2024	NUM
easat-3822	27	13	by	by	ADP
easat-3822	27	14	the	the	DET
easat-3822	27	15	authors	author	NOUN
easat-3822	27	16	;	;	PUNCT
easat-3822	28	1	licensee	licensee	PROPN
easat-3822	28	2	learning	learn	VERB
easat-3822	28	3	gate	gate	NOUN
easat-3822	28	4	figure	figure	NOUN
easat-3822	28	5	1	1	NUM
easat-3822	28	6	.	.	PUNCT
easat-3822	28	7	sdn	sdn	PROPN
easat-3822	28	8	controller	controller	NOUN
easat-3822	28	9	architecture	architecture	NOUN
easat-3822	28	10	.	.	PUNCT
easat-3822	29	1	an	an	DET
easat-3822	29	2	sdn	sdn	NOUN
easat-3822	29	3	controller	controller	NOUN
easat-3822	29	4	in	in	ADP
easat-3822	29	5	an	an	DET
easat-3822	29	6	sdn	sdn	NOUN
easat-3822	29	7	network	network	NOUN
easat-3822	29	8	chooses	choose	VERB
easat-3822	29	9	the	the	DET
easat-3822	29	10	rules	rule	NOUN
easat-3822	29	11	for	for	ADP
easat-3822	29	12	forwarding	forward	VERB
easat-3822	29	13	packets	packet	NOUN
easat-3822	29	14	and	and	CCONJ
easat-3822	29	15	then	then	ADV
easat-3822	29	16	configures	configure	VERB
easat-3822	29	17	the	the	DET
easat-3822	29	18	network	network	NOUN
easat-3822	29	19	components	component	NOUN
easat-3822	29	20	in	in	ADP
easat-3822	29	21	accordance	accordance	NOUN
easat-3822	29	22	[	[	X
easat-3822	29	23	5	5	NUM
easat-3822	29	24	]	]	PUNCT
easat-3822	29	25	.	.	PUNCT
easat-3822	30	1	the	the	DET
easat-3822	30	2	expense	expense	NOUN
easat-3822	30	3	of	of	ADP
easat-3822	30	4	maintaining	maintain	VERB
easat-3822	30	5	a	a	DET
easat-3822	30	6	highly	highly	ADV
easat-3822	30	7	flexible	flexible	ADJ
easat-3822	30	8	and	and	CCONJ
easat-3822	30	9	programmable	programmable	ADJ
easat-3822	30	10	network	network	NOUN
easat-3822	30	11	might	might	AUX
easat-3822	30	12	increase	increase	VERB
easat-3822	30	13	noticeably	noticeably	ADV
easat-3822	30	14	with	with	ADP
easat-3822	30	15	the	the	DET
easat-3822	30	16	extensive	extensive	ADJ
easat-3822	30	17	usage	usage	NOUN
easat-3822	30	18	of	of	ADP
easat-3822	30	19	virtual	virtual	ADJ
easat-3822	30	20	network	network	NOUN
easat-3822	30	21	functions	function	NOUN
easat-3822	30	22	and	and	CCONJ
easat-3822	30	23	the	the	DET
easat-3822	30	24	dynamic	dynamic	ADJ
easat-3822	30	25	deployment	deployment	NOUN
easat-3822	30	26	of	of	ADP
easat-3822	30	27	virtual	virtual	ADJ
easat-3822	30	28	network	network	NOUN
easat-3822	30	29	slices	slice	NOUN
easat-3822	30	30	[	[	X
easat-3822	30	31	6	6	NUM
easat-3822	30	32	]	]	PUNCT
easat-3822	30	33	.	.	PUNCT
easat-3822	31	1	the	the	DET
easat-3822	31	2	diversity	diversity	NOUN
easat-3822	31	3	,	,	PUNCT
easat-3822	31	4	complexity	complexity	NOUN
easat-3822	31	5	and	and	CCONJ
easat-3822	31	6	volume	volume	NOUN
easat-3822	31	7	of	of	ADP
easat-3822	31	8	5	5	NUM
easat-3822	31	9	g	g	NOUN
easat-3822	31	10	traffic	traffic	NOUN
easat-3822	31	11	flows	flow	NOUN
easat-3822	31	12	will	will	AUX
easat-3822	31	13	be	be	AUX
easat-3822	31	14	increasing	increase	VERB
easat-3822	31	15	.	.	PUNCT
easat-3822	32	1	because	because	SCONJ
easat-3822	32	2	some	some	PRON
easat-3822	32	3	of	of	ADP
easat-3822	32	4	these	these	DET
easat-3822	32	5	communication	communication	NOUN
easat-3822	32	6	types	type	NOUN
easat-3822	32	7	have	have	VERB
easat-3822	32	8	strict	strict	ADJ
easat-3822	32	9	criteria	criterion	NOUN
easat-3822	32	10	for	for	ADP
easat-3822	32	11	delay	delay	NOUN
easat-3822	32	12	,	,	PUNCT
easat-3822	32	13	managing	manage	VERB
easat-3822	32	14	this	this	DET
easat-3822	32	15	diversity	diversity	NOUN
easat-3822	32	16	and	and	CCONJ
easat-3822	32	17	amount	amount	NOUN
easat-3822	32	18	of	of	ADP
easat-3822	32	19	traffic	traffic	NOUN
easat-3822	32	20	calls	call	VERB
easat-3822	32	21	for	for	ADP
easat-3822	32	22	a	a	DET
easat-3822	32	23	minimum	minimum	ADJ
easat-3822	32	24	processing	processing	NOUN
easat-3822	32	25	delay	delay	NOUN
easat-3822	32	26	.	.	PUNCT
easat-3822	33	1	therefore	therefore	ADV
easat-3822	33	2	,	,	PUNCT
easat-3822	33	3	it	it	PRON
easat-3822	33	4	is	be	AUX
easat-3822	33	5	crucial	crucial	ADJ
easat-3822	33	6	to	to	PART
easat-3822	33	7	correctly	correctly	ADV
easat-3822	33	8	characterize	characterize	VERB
easat-3822	33	9	5	5	NUM
easat-3822	33	10	g	g	NOUN
easat-3822	33	11	traffic	traffic	NOUN
easat-3822	33	12	flows	flow	VERB
easat-3822	33	13	first	first	ADV
easat-3822	33	14	before	before	ADP
easat-3822	33	15	implementing	implement	VERB
easat-3822	33	16	these	these	DET
easat-3822	33	17	rules	rule	NOUN
easat-3822	33	18	in	in	ADP
easat-3822	33	19	networking	network	VERB
easat-3822	33	20	hardware	hardware	NOUN
easat-3822	33	21	.	.	PUNCT
easat-3822	34	1	this	this	PRON
easat-3822	34	2	is	be	AUX
easat-3822	34	3	possible	possible	ADJ
easat-3822	34	4	with	with	ADP
easat-3822	34	5	sdn	sdn	NOUN
easat-3822	34	6	architecture	architecture	NOUN
easat-3822	34	7	with	with	ADP
easat-3822	34	8	automated	automate	VERB
easat-3822	34	9	features	feature	NOUN
easat-3822	34	10	[	[	X
easat-3822	34	11	7	7	X
easat-3822	34	12	]	]	PUNCT
easat-3822	34	13	that	that	PRON
easat-3822	34	14	can	can	AUX
easat-3822	34	15	utilize	utilize	VERB
easat-3822	34	16	the	the	DET
easat-3822	34	17	physical	physical	ADJ
easat-3822	34	18	resources	resource	NOUN
easat-3822	34	19	of	of	ADP
easat-3822	34	20	the	the	DET
easat-3822	34	21	network	network	NOUN
easat-3822	34	22	to	to	ADP
easat-3822	34	23	their	their	PRON
easat-3822	34	24	fullest	full	ADJ
easat-3822	34	25	potential	potential	NOUN
easat-3822	34	26	while	while	SCONJ
easat-3822	34	27	adapting	adapt	VERB
easat-3822	34	28	to	to	ADP
easat-3822	34	29	changing	change	VERB
easat-3822	34	30	patterns	pattern	NOUN
easat-3822	34	31	of	of	ADP
easat-3822	34	32	traffic	traffic	NOUN
easat-3822	34	33	and	and	CCONJ
easat-3822	34	34	the	the	DET
easat-3822	34	35	agreements	agreement	NOUN
easat-3822	34	36	of	of	ADP
easat-3822	34	37	service	service	NOUN
easat-3822	34	38	level	level	NOUN
easat-3822	34	39	for	for	ADP
easat-3822	34	40	a	a	DET
easat-3822	34	41	variety	variety	NOUN
easat-3822	34	42	of	of	ADP
easat-3822	34	43	traffic	traffic	NOUN
easat-3822	34	44	kinds	kind	NOUN
easat-3822	34	45	.	.	PUNCT
easat-3822	35	1	despite	despite	SCONJ
easat-3822	35	2	the	the	DET
easat-3822	35	3	fact	fact	NOUN
easat-3822	35	4	that	that	SCONJ
easat-3822	35	5	there	there	PRON
easat-3822	35	6	is	be	VERB
easat-3822	35	7	a	a	DET
easat-3822	35	8	sizable	sizable	ADJ
easat-3822	35	9	body	body	NOUN
easat-3822	35	10	of	of	ADP
easat-3822	35	11	research	research	NOUN
easat-3822	35	12	on	on	ADP
easat-3822	35	13	sdn	sdn	NOUN
easat-3822	35	14	solutions	solution	NOUN
easat-3822	35	15	that	that	PRON
easat-3822	35	16	can	can	AUX
easat-3822	35	17	already	already	ADV
easat-3822	35	18	perform	perform	VERB
easat-3822	35	19	standard	standard	ADJ
easat-3822	35	20	networking	network	VERB
easat-3822	35	21	activities	activity	NOUN
easat-3822	35	22	,	,	PUNCT
easat-3822	35	23	the	the	DET
easat-3822	35	24	sdn	sdn	NOUN
easat-3822	35	25	automation	automation	NOUN
easat-3822	35	26	networks	network	NOUN
easat-3822	35	27	is	be	AUX
easat-3822	35	28	still	still	ADV
easat-3822	35	29	in	in	ADP
easat-3822	35	30	its	its	PRON
easat-3822	35	31	infancy	infancy	NOUN
easat-3822	35	32	.	.	PUNCT
easat-3822	36	1	algorithms	algorithm	NOUN
easat-3822	36	2	of	of	ADP
easat-3822	36	3	machine	machine	NOUN
easat-3822	36	4	learning	learning	NOUN
easat-3822	36	5	(	(	PUNCT
easat-3822	36	6	ml	ml	NOUN
easat-3822	36	7	)	)	PUNCT
easat-3822	36	8	may	may	AUX
easat-3822	36	9	learn	learn	VERB
easat-3822	36	10	and	and	CCONJ
easat-3822	36	11	anticipate	anticipate	VERB
easat-3822	36	12	traffic	traffic	NOUN
easat-3822	36	13	patterns	pattern	NOUN
easat-3822	36	14	by	by	ADP
easat-3822	36	15	gathering	gather	VERB
easat-3822	36	16	telemetry	telemetry	NOUN
easat-3822	36	17	data	datum	NOUN
easat-3822	36	18	,	,	PUNCT
easat-3822	36	19	which	which	PRON
easat-3822	36	20	then	then	ADV
easat-3822	36	21	enables	enable	VERB
easat-3822	36	22	sdn	sdn	NOUN
easat-3822	36	23	to	to	PART
easat-3822	36	24	more	more	ADV
easat-3822	36	25	effectively	effectively	ADV
easat-3822	36	26	provide	provide	VERB
easat-3822	36	27	the	the	DET
easat-3822	36	28	actual	actual	ADJ
easat-3822	36	29	network	network	NOUN
easat-3822	36	30	.	.	PUNCT
easat-3822	37	1	in	in	ADP
easat-3822	37	2	this	this	DET
easat-3822	37	3	paper	paper	NOUN
easat-3822	37	4	,	,	PUNCT
easat-3822	37	5	we	we	PRON
easat-3822	37	6	concentrate	concentrate	VERB
easat-3822	37	7	on	on	ADP
easat-3822	37	8	traffic	traffic	NOUN
easat-3822	37	9	classification	classification	NOUN
easat-3822	37	10	for	for	ADP
easat-3822	37	11	sdn	sdn	NOUN
easat-3822	37	12	network	network	NOUN
easat-3822	37	13	.	.	PUNCT
easat-3822	38	1	in	in	ADP
easat-3822	38	2	order	order	NOUN
easat-3822	38	3	to	to	PART
easat-3822	38	4	assess	assess	VERB
easat-3822	38	5	the	the	DET
easat-3822	38	6	efficacy	efficacy	NOUN
easat-3822	38	7	of	of	ADP
easat-3822	38	8	the	the	DET
easat-3822	38	9	classification	classification	NOUN
easat-3822	38	10	,	,	PUNCT
easat-3822	38	11	several	several	ADJ
easat-3822	38	12	ml	ml	NOUN
easat-3822	38	13	models	model	NOUN
easat-3822	38	14	have	have	AUX
easat-3822	38	15	initially	initially	ADV
easat-3822	38	16	been	be	AUX
easat-3822	38	17	applied	apply	VERB
easat-3822	38	18	to	to	ADP
easat-3822	38	19	various	various	ADJ
easat-3822	38	20	categories	category	NOUN
easat-3822	38	21	of	of	ADP
easat-3822	38	22	application	application	NOUN
easat-3822	38	23	traffic	traffic	NOUN
easat-3822	38	24	datasets	dataset	NOUN
easat-3822	38	25	.	.	PUNCT
easat-3822	39	1	we	we	PRON
easat-3822	39	2	contend	contend	VERB
easat-3822	39	3	that	that	SCONJ
easat-3822	39	4	a	a	DET
easat-3822	39	5	classifier	classifier	NOUN
easat-3822	39	6	must	must	AUX
easat-3822	39	7	have	have	VERB
easat-3822	39	8	two	two	NUM
easat-3822	39	9	layers	layer	NOUN
easat-3822	39	10	when	when	SCONJ
easat-3822	39	11	choosing	choose	VERB
easat-3822	39	12	the	the	DET
easat-3822	39	13	best	good	ADJ
easat-3822	39	14	ml	ml	NOUN
easat-3822	39	15	technique	technique	NOUN
easat-3822	39	16	for	for	ADP
easat-3822	39	17	a	a	DET
easat-3822	39	18	particular	particular	ADJ
easat-3822	39	19	traffic	traffic	NOUN
easat-3822	39	20	type	type	NOUN
easat-3822	39	21	in	in	ADP
easat-3822	39	22	order	order	NOUN
easat-3822	39	23	to	to	PART
easat-3822	39	24	increase	increase	VERB
easat-3822	39	25	classification	classification	NOUN
easat-3822	39	26	accuracy	accuracy	NOUN
easat-3822	39	27	.	.	PUNCT
easat-3822	40	1	we	we	PRON
easat-3822	40	2	suggest	suggest	VERB
easat-3822	40	3	using	use	VERB
easat-3822	40	4	the	the	DET
easat-3822	40	5	ensemble	ensemble	ADJ
easat-3822	40	6	ml	ml	NOUN
easat-3822	40	7	framework	framework	NOUN
easat-3822	40	8	[	[	X
easat-3822	40	9	8	8	NUM
easat-3822	40	10	]	]	PUNCT
easat-3822	40	11	to	to	PART
easat-3822	40	12	be	be	AUX
easat-3822	40	13	applied	apply	VERB
easat-3822	40	14	to	to	ADP
easat-3822	40	15	the	the	DET
easat-3822	40	16	unique	unique	ADJ
easat-3822	40	17	issue	issue	NOUN
easat-3822	40	18	of	of	ADP
easat-3822	40	19	network	network	NOUN
easat-3822	40	20	traffic	traffic	NOUN
easat-3822	40	21	classification	classification	NOUN
easat-3822	40	22	as	as	ADP
easat-3822	40	23	an	an	DET
easat-3822	40	24	input	input	NOUN
easat-3822	40	25	to	to	ADP
easat-3822	40	26	sdn	sdn	PROPN
easat-3822	40	27	.	.	PUNCT
easat-3822	41	1	the	the	DET
easat-3822	41	2	advantages	advantage	NOUN
easat-3822	41	3	of	of	ADP
easat-3822	41	4	this	this	DET
easat-3822	41	5	strategy	strategy	NOUN
easat-3822	41	6	in	in	ADP
easat-3822	41	7	terms	term	NOUN
easat-3822	41	8	of	of	ADP
easat-3822	41	9	performance	performance	NOUN
easat-3822	41	10	accuracy	accuracy	NOUN
easat-3822	41	11	and	and	CCONJ
easat-3822	41	12	robustness	robustness	NOUN
easat-3822	41	13	have	have	AUX
easat-3822	41	14	been	be	AUX
easat-3822	41	15	demonstrated	demonstrate	VERB
easat-3822	41	16	by	by	ADP
easat-3822	41	17	promising	promise	VERB
easat-3822	41	18	results	result	NOUN
easat-3822	41	19	,	,	PUNCT
easat-3822	41	20	as	as	SCONJ
easat-3822	41	21	seen	see	VERB
easat-3822	41	22	in	in	ADP
easat-3822	41	23	figure	figure	NOUN
easat-3822	41	24	2	2	NUM
easat-3822	41	25	.	.	SYM
easat-3822	41	26	8490	8490	NUM
easat-3822	41	27	edelweiss	edelweiss	PROPN
easat-3822	41	28	applied	apply	VERB
easat-3822	41	29	science	science	NOUN
easat-3822	41	30	and	and	CCONJ
easat-3822	41	31	technology	technology	NOUN
easat-3822	41	32	issn	issn	PROPN
easat-3822	41	33	:	:	PUNCT
easat-3822	41	34	2576	2576	NUM
easat-3822	41	35	-	-	SYM
easat-3822	41	36	8484	8484	NUM
easat-3822	41	37	vol	vol	NOUN
easat-3822	41	38	.	.	PROPN
easat-3822	42	1	8	8	NUM
easat-3822	42	2	,	,	PUNCT
easat-3822	42	3	no	no	INTJ
easat-3822	42	4	.	.	NOUN
easat-3822	43	1	6	6	NUM
easat-3822	43	2	:	:	SYM
easat-3822	43	3	8488	8488	NUM
easat-3822	43	4	-	-	SYM
easat-3822	43	5	8496	8496	NUM
easat-3822	43	6	,	,	PUNCT
easat-3822	43	7	2024	2024	NUM
easat-3822	43	8	doi	doi	NOUN
easat-3822	43	9	:	:	PUNCT
easat-3822	43	10	10.55214/25768484.v8i6.3822	10.55214/25768484.v8i6.3822	NUM
easat-3822	43	11	©	©	ADP
easat-3822	43	12	2024	2024	NUM
easat-3822	43	13	by	by	ADP
easat-3822	43	14	the	the	DET
easat-3822	43	15	authors	author	NOUN
easat-3822	43	16	;	;	PUNCT
easat-3822	43	17	licensee	licensee	PROPN
easat-3822	43	18	learning	learn	VERB
easat-3822	43	19	gate	gate	NOUN
easat-3822	43	20	figure	figure	NOUN
easat-3822	43	21	2	2	NUM
easat-3822	43	22	.	.	PUNCT
easat-3822	43	23	ensemble	ensemble	ADJ
easat-3822	43	24	model	model	NOUN
easat-3822	43	25	-	-	PUNCT
easat-3822	43	26	based	base	VERB
easat-3822	43	27	traffic	traffic	NOUN
easat-3822	43	28	classification	classification	NOUN
easat-3822	43	29	framework	framework	NOUN
easat-3822	43	30	.	.	PUNCT
easat-3822	44	1	2	2	X
easat-3822	44	2	.	.	X
easat-3822	44	3	literature	literature	NOUN
easat-3822	44	4	review	review	NOUN
easat-3822	44	5	with	with	ADP
easat-3822	44	6	the	the	DET
easat-3822	44	7	development	development	NOUN
easat-3822	44	8	of	of	ADP
easat-3822	44	9	computer	computer	NOUN
easat-3822	44	10	structure	structure	NOUN
easat-3822	44	11	,	,	PUNCT
easat-3822	44	12	ml	ml	PROPN
easat-3822	44	13	has	have	AUX
easat-3822	44	14	recently	recently	ADV
easat-3822	44	15	become	become	VERB
easat-3822	44	16	more	more	ADV
easat-3822	44	17	widely	widely	ADV
easat-3822	44	18	applicable	applicable	ADJ
easat-3822	44	19	and	and	CCONJ
easat-3822	44	20	actually	actually	ADV
easat-3822	44	21	practicable	practicable	ADJ
easat-3822	44	22	,	,	PUNCT
easat-3822	44	23	making	make	VERB
easat-3822	44	24	it	it	PRON
easat-3822	44	25	a	a	DET
easat-3822	44	26	popular	popular	ADJ
easat-3822	44	27	method	method	NOUN
easat-3822	44	28	for	for	ADP
easat-3822	44	29	solving	solve	VERB
easat-3822	44	30	the	the	DET
easat-3822	44	31	many	many	ADJ
easat-3822	44	32	unresolved	unresolved	ADJ
easat-3822	44	33	technological	technological	ADJ
easat-3822	44	34	issues	issue	NOUN
easat-3822	44	35	of	of	ADP
easat-3822	44	36	the	the	DET
easat-3822	44	37	present	present	NOUN
easat-3822	44	38	.	.	PUNCT
easat-3822	45	1	one	one	NUM
easat-3822	45	2	of	of	ADP
easat-3822	45	3	the	the	DET
easat-3822	45	4	most	most	ADV
easat-3822	45	5	raising	raise	VERB
easat-3822	45	6	areas	area	NOUN
easat-3822	45	7	is	be	AUX
easat-3822	45	8	the	the	DET
easat-3822	45	9	classification	classification	NOUN
easat-3822	45	10	of	of	ADP
easat-3822	45	11	traffic	traffic	NOUN
easat-3822	45	12	flows	flow	NOUN
easat-3822	45	13	in	in	ADP
easat-3822	45	14	networks	network	NOUN
easat-3822	45	15	;	;	PUNCT
easat-3822	45	16	today	today	NOUN
easat-3822	45	17	's	's	PART
easat-3822	45	18	networks	network	NOUN
easat-3822	45	19	have	have	VERB
easat-3822	45	20	extremely	extremely	ADV
easat-3822	45	21	complicated	complicated	ADJ
easat-3822	45	22	traffic	traffic	NOUN
easat-3822	45	23	engineering	engineering	NOUN
easat-3822	45	24	flows	flow	NOUN
easat-3822	45	25	due	due	ADJ
easat-3822	45	26	to	to	ADP
easat-3822	45	27	the	the	DET
easat-3822	45	28	wide	wide	ADJ
easat-3822	45	29	variety	variety	NOUN
easat-3822	45	30	of	of	ADP
easat-3822	45	31	application	application	NOUN
easat-3822	45	32	scenarios	scenario	NOUN
easat-3822	45	33	and	and	CCONJ
easat-3822	45	34	networking	networking	NOUN
easat-3822	45	35	and	and	CCONJ
easat-3822	45	36	connection	connection	NOUN
easat-3822	45	37	options	option	NOUN
easat-3822	45	38	.	.	PUNCT
easat-3822	46	1	due	due	ADP
easat-3822	46	2	to	to	ADP
easat-3822	46	3	sdn	sdn	PROPN
easat-3822	46	4	's	's	PART
easat-3822	46	5	advantages	advantage	NOUN
easat-3822	46	6	in	in	ADP
easat-3822	46	7	network	network	NOUN
easat-3822	46	8	programmability	programmability	NOUN
easat-3822	46	9	,	,	PUNCT
easat-3822	46	10	which	which	PRON
easat-3822	46	11	are	be	AUX
easat-3822	46	12	currently	currently	ADV
easat-3822	46	13	making	make	VERB
easat-3822	46	14	it	it	PRON
easat-3822	46	15	more	more	ADJ
easat-3822	46	16	and	and	CCONJ
easat-3822	46	17	more	more	ADV
easat-3822	46	18	popular	popular	ADJ
easat-3822	46	19	,	,	PUNCT
easat-3822	46	20	there	there	PRON
easat-3822	46	21	has	have	AUX
easat-3822	46	22	recently	recently	ADV
easat-3822	46	23	been	be	AUX
easat-3822	46	24	interest	interest	NOUN
easat-3822	46	25	in	in	ADP
easat-3822	46	26	integrating	integrate	VERB
easat-3822	46	27	machine	machine	NOUN
easat-3822	46	28	learning	learn	VERB
easat-3822	46	29	solutions	solution	NOUN
easat-3822	46	30	with	with	ADP
easat-3822	46	31	sdn	sdn	PROPN
easat-3822	46	32	to	to	PART
easat-3822	46	33	accomplish	accomplish	VERB
easat-3822	46	34	a	a	DET
easat-3822	46	35	variety	variety	NOUN
easat-3822	46	36	of	of	ADP
easat-3822	46	37	objectives	objective	NOUN
easat-3822	46	38	,	,	PUNCT
easat-3822	46	39	including	include	VERB
easat-3822	46	40	traffic	traffic	NOUN
easat-3822	46	41	classification	classification	NOUN
easat-3822	46	42	.	.	PUNCT
easat-3822	47	1	for	for	SCONJ
easat-3822	47	2	networks	network	NOUN
easat-3822	47	3	to	to	PART
easat-3822	47	4	function	function	VERB
easat-3822	47	5	effectively	effectively	ADV
easat-3822	47	6	,	,	PUNCT
easat-3822	47	7	it	it	PRON
easat-3822	47	8	is	be	AUX
easat-3822	47	9	vital	vital	ADJ
easat-3822	47	10	to	to	PART
easat-3822	47	11	identify	identify	VERB
easat-3822	47	12	the	the	DET
easat-3822	47	13	different	different	ADJ
easat-3822	47	14	types	type	NOUN
easat-3822	47	15	of	of	ADP
easat-3822	47	16	traffic	traffic	NOUN
easat-3822	47	17	flows	flow	NOUN
easat-3822	47	18	.	.	PUNCT
easat-3822	48	1	for	for	ADP
easat-3822	48	2	instance	instance	NOUN
easat-3822	48	3	,	,	PUNCT
easat-3822	48	4	if	if	SCONJ
easat-3822	48	5	elephant	elephant	NOUN
easat-3822	48	6	flows	flow	NOUN
easat-3822	48	7	are	be	AUX
easat-3822	48	8	not	not	PART
easat-3822	48	9	adequately	adequately	ADV
easat-3822	48	10	handled	handle	VERB
easat-3822	48	11	,	,	PUNCT
easat-3822	48	12	they	they	PRON
easat-3822	48	13	might	might	AUX
easat-3822	48	14	quickly	quickly	ADV
easat-3822	48	15	cause	cause	VERB
easat-3822	48	16	network	network	NOUN
easat-3822	48	17	congestion	congestion	NOUN
easat-3822	48	18	.	.	PUNCT
easat-3822	49	1	however	however	ADV
easat-3822	49	2	,	,	PUNCT
easat-3822	49	3	it	it	PRON
easat-3822	49	4	might	might	AUX
easat-3822	49	5	be	be	AUX
easat-3822	49	6	difficult	difficult	ADJ
easat-3822	49	7	to	to	PART
easat-3822	49	8	identify	identify	VERB
easat-3822	49	9	a	a	DET
easat-3822	49	10	particular	particular	ADJ
easat-3822	49	11	traffic	traffic	NOUN
easat-3822	49	12	type	type	NOUN
easat-3822	49	13	among	among	ADP
easat-3822	49	14	a	a	DET
easat-3822	49	15	mix	mix	NOUN
easat-3822	49	16	of	of	ADP
easat-3822	49	17	other	other	ADJ
easat-3822	49	18	traffic	traffic	NOUN
easat-3822	49	19	flow	flow	NOUN
easat-3822	49	20	kinds	kind	NOUN
easat-3822	49	21	in	in	ADP
easat-3822	49	22	an	an	DET
easat-3822	49	23	operating	operating	NOUN
easat-3822	49	24	network	network	NOUN
easat-3822	49	25	.	.	PUNCT
easat-3822	50	1	in	in	ADP
easat-3822	50	2	[	[	X
easat-3822	50	3	9	9	NUM
easat-3822	50	4	]	]	PUNCT
easat-3822	50	5	,	,	PUNCT
easat-3822	50	6	a	a	DET
easat-3822	50	7	ml	ml	NOUN
easat-3822	50	8	approach	approach	NOUN
easat-3822	50	9	called	call	VERB
easat-3822	50	10	c4:5	c4:5	PROPN
easat-3822	50	11	is	be	AUX
easat-3822	50	12	suggested	suggest	VERB
easat-3822	50	13	particularly	particularly	ADV
easat-3822	50	14	for	for	ADP
easat-3822	50	15	recognizing	recognize	VERB
easat-3822	50	16	flows	flow	NOUN
easat-3822	50	17	of	of	ADP
easat-3822	50	18	elephant	elephant	NOUN
easat-3822	50	19	for	for	ADP
easat-3822	50	20	real	real	ADJ
easat-3822	50	21	-	-	PUNCT
easat-3822	50	22	time	time	NOUN
easat-3822	50	23	in	in	ADP
easat-3822	50	24	data	datum	NOUN
easat-3822	50	25	centers	center	NOUN
easat-3822	50	26	to	to	PART
easat-3822	50	27	address	address	VERB
easat-3822	50	28	this	this	DET
easat-3822	50	29	issue	issue	NOUN
easat-3822	50	30	.	.	PUNCT
easat-3822	51	1	the	the	DET
easat-3822	51	2	authors	author	NOUN
easat-3822	51	3	note	note	VERB
easat-3822	51	4	that	that	SCONJ
easat-3822	51	5	while	while	SCONJ
easat-3822	51	6	adding	add	VERB
easat-3822	51	7	additional	additional	ADJ
easat-3822	51	8	data	datum	NOUN
easat-3822	51	9	characteristics	characteristic	NOUN
easat-3822	51	10	to	to	ADP
easat-3822	51	11	c4:5	c4:5	PROPN
easat-3822	51	12	might	might	AUX
easat-3822	51	13	enhance	enhance	VERB
easat-3822	51	14	classification	classification	NOUN
easat-3822	51	15	performance	performance	NOUN
easat-3822	51	16	;	;	PUNCT
easat-3822	51	17	it	it	PRON
easat-3822	51	18	also	also	ADV
easat-3822	51	19	slows	slow	VERB
easat-3822	51	20	down	down	ADP
easat-3822	51	21	real	real	ADJ
easat-3822	51	22	-	-	PUNCT
easat-3822	51	23	time	time	NOUN
easat-3822	51	24	traffic	traffic	NOUN
easat-3822	51	25	response	response	NOUN
easat-3822	51	26	.	.	PUNCT
easat-3822	52	1	machine	machine	NOUN
easat-3822	52	2	learning	learn	VERB
easat-3822	52	3	techniques	technique	NOUN
easat-3822	52	4	may	may	AUX
easat-3822	52	5	be	be	AUX
easat-3822	52	6	used	use	VERB
easat-3822	52	7	to	to	PART
easat-3822	52	8	detect	detect	VERB
easat-3822	52	9	numerous	numerous	ADJ
easat-3822	52	10	traffic	traffic	NOUN
easat-3822	52	11	flows	flow	NOUN
easat-3822	52	12	by	by	ADP
easat-3822	52	13	classifies	classify	VERB
easat-3822	52	14	a	a	DET
easat-3822	52	15	finer	fine	ADJ
easat-3822	52	16	degree	degree	NOUN
easat-3822	52	17	of	of	ADP
easat-3822	52	18	granularity	granularity	NOUN
easat-3822	52	19	simultaneously	simultaneously	ADV
easat-3822	52	20	instead	instead	ADV
easat-3822	52	21	of	of	ADP
easat-3822	52	22	just	just	ADV
easat-3822	52	23	one	one	NUM
easat-3822	52	24	type	type	NOUN
easat-3822	52	25	of	of	ADP
easat-3822	52	26	traffic	traffic	NOUN
easat-3822	52	27	flow	flow	NOUN
easat-3822	52	28	.	.	PUNCT
easat-3822	53	1	the	the	DET
easat-3822	53	2	authors	author	NOUN
easat-3822	53	3	of	of	ADP
easat-3822	53	4	[	[	X
easat-3822	53	5	10	10	NUM
easat-3822	53	6	]	]	PUNCT
easat-3822	53	7	provide	provide	VERB
easat-3822	53	8	a	a	DET
easat-3822	53	9	framework	framework	NOUN
easat-3822	53	10	for	for	ADP
easat-3822	53	11	categorizing	categorize	VERB
easat-3822	53	12	various	various	ADJ
easat-3822	53	13	application	application	NOUN
easat-3822	53	14	traffic	traffic	NOUN
easat-3822	53	15	streams	stream	NOUN
easat-3822	53	16	.	.	PUNCT
easat-3822	54	1	the	the	DET
easat-3822	54	2	top	top	ADJ
easat-3822	54	3	forty	forty	NUM
easat-3822	54	4	downloaded	download	VERB
easat-3822	54	5	applications	application	NOUN
easat-3822	54	6	from	from	ADP
easat-3822	54	7	the	the	DET
easat-3822	54	8	google	google	PROPN
easat-3822	54	9	play	play	NOUN
easat-3822	54	10	store	store	NOUN
easat-3822	54	11	are	be	AUX
easat-3822	54	12	identified	identify	VERB
easat-3822	54	13	using	use	VERB
easat-3822	54	14	a	a	DET
easat-3822	54	15	model	model	NOUN
easat-3822	54	16	called	call	VERB
easat-3822	54	17	c5:0	c5:0	NOUN
easat-3822	54	18	which	which	PRON
easat-3822	54	19	is	be	AUX
easat-3822	54	20	a	a	DET
easat-3822	54	21	machine	machine	NOUN
easat-3822	54	22	learning	learn	VERB
easat-3822	54	23	model	model	NOUN
easat-3822	54	24	with	with	ADP
easat-3822	54	25	tree	tree	NOUN
easat-3822	54	26	decision	decision	NOUN
easat-3822	54	27	.	.	PUNCT
easat-3822	55	1	forty	forty	NUM
easat-3822	55	2	-	-	PUNCT
easat-3822	55	3	eight	eight	NUM
easat-3822	55	4	application	application	NOUN
easat-3822	55	5	kinds	kind	NOUN
easat-3822	55	6	can	can	AUX
easat-3822	55	7	be	be	AUX
easat-3822	55	8	correctly	correctly	ADV
easat-3822	55	9	recognized	recognize	VERB
easat-3822	55	10	,	,	PUNCT
easat-3822	55	11	but	but	CCONJ
easat-3822	55	12	only	only	ADV
easat-3822	55	13	eight	eight	NUM
easat-3822	55	14	of	of	ADP
easat-3822	55	15	them	they	PRON
easat-3822	55	16	can	can	AUX
easat-3822	55	17	be	be	AUX
easat-3822	55	18	done	do	VERB
easat-3822	55	19	so	so	ADV
easat-3822	55	20	with	with	ADP
easat-3822	55	21	any	any	DET
easat-3822	55	22	degree	degree	NOUN
easat-3822	55	23	of	of	ADP
easat-3822	55	24	accuracy	accuracy	NOUN
easat-3822	55	25	.	.	PUNCT
easat-3822	56	1	for	for	ADP
easat-3822	56	2	traffic	traffic	NOUN
easat-3822	56	3	categorization	categorization	NOUN
easat-3822	56	4	in	in	ADP
easat-3822	56	5	[	[	X
easat-3822	56	6	11	11	NUM
easat-3822	56	7	]	]	PUNCT
easat-3822	56	8	,	,	PUNCT
easat-3822	56	9	authors	author	NOUN
easat-3822	56	10	employ	employ	VERB
easat-3822	56	11	deep	deep	ADJ
easat-3822	56	12	packet	packet	NOUN
easat-3822	56	13	inspection	inspection	NOUN
easat-3822	56	14	and	and	CCONJ
easat-3822	56	15	the	the	DET
easat-3822	56	16	laplacian	laplacian	ADJ
easat-3822	56	17	support	support	NOUN
easat-3822	56	18	vector	vector	NOUN
easat-3822	56	19	machine	machine	NOUN
easat-3822	56	20	semi	semi	ADJ
easat-3822	56	21	-	-	ADJ
easat-3822	56	22	supervised	supervised	ADJ
easat-3822	56	23	machine	machine	NOUN
easat-3822	56	24	learning	learning	NOUN
easat-3822	56	25	technique	technique	NOUN
easat-3822	56	26	.	.	PUNCT
easat-3822	57	1	nine	nine	NUM
easat-3822	57	2	of	of	ADP
easat-3822	57	3	the	the	DET
easat-3822	57	4	sixty	sixty	ADJ
easat-3822	57	5	characteristics	characteristic	NOUN
easat-3822	57	6	that	that	PRON
easat-3822	57	7	the	the	DET
easat-3822	57	8	algorithm	algorithm	NOUN
easat-3822	57	9	retrieves	retrieve	VERB
easat-3822	57	10	from	from	ADP
easat-3822	57	11	the	the	DET
easat-3822	57	12	tested	test	VERB
easat-3822	57	13	flows	flow	NOUN
easat-3822	57	14	of	of	ADP
easat-3822	57	15	traffic	traffic	NOUN
easat-3822	57	16	are	be	AUX
easat-3822	57	17	used	use	VERB
easat-3822	57	18	by	by	ADP
easat-3822	57	19	utilizing	utilize	VERB
easat-3822	57	20	the	the	DET
easat-3822	57	21	classification	classification	NOUN
easat-3822	57	22	model	model	NOUN
easat-3822	57	23	's	's	PART
easat-3822	57	24	complexity	complexity	NOUN
easat-3822	57	25	.	.	PUNCT
easat-3822	58	1	using	use	VERB
easat-3822	58	2	a	a	DET
easat-3822	58	3	single	single	ADJ
easat-3822	58	4	and	and	CCONJ
easat-3822	58	5	simple	simple	ADJ
easat-3822	58	6	classification	classification	NOUN
easat-3822	58	7	model	model	NOUN
easat-3822	58	8	when	when	SCONJ
easat-3822	58	9	several	several	ADJ
easat-3822	58	10	traffic	traffic	NOUN
easat-3822	58	11	types	type	NOUN
easat-3822	58	12	coexist	coexist	VERB
easat-3822	58	13	for	for	ADP
easat-3822	58	14	8491	8491	NUM
easat-3822	58	15	edelweiss	edelweiss	PROPN
easat-3822	58	16	applied	apply	VERB
easat-3822	58	17	science	science	NOUN
easat-3822	58	18	and	and	CCONJ
easat-3822	58	19	technology	technology	NOUN
easat-3822	58	20	issn	issn	PROPN
easat-3822	58	21	:	:	PUNCT
easat-3822	58	22	2576	2576	NUM
easat-3822	58	23	-	-	SYM
easat-3822	58	24	8484	8484	NUM
easat-3822	58	25	vol	vol	NOUN
easat-3822	58	26	.	.	PROPN
easat-3822	58	27	8	8	NUM
easat-3822	58	28	,	,	PUNCT
easat-3822	58	29	no	no	INTJ
easat-3822	58	30	.	.	NOUN
easat-3822	58	31	6	6	NUM
easat-3822	58	32	:	:	SYM
easat-3822	58	33	8488	8488	NUM
easat-3822	58	34	-	-	SYM
easat-3822	58	35	8496	8496	NUM
easat-3822	58	36	,	,	PUNCT
easat-3822	58	37	2024	2024	NUM
easat-3822	58	38	doi	doi	NOUN
easat-3822	58	39	:	:	PUNCT
easat-3822	58	40	10.55214/25768484.v8i6.3822	10.55214/25768484.v8i6.3822	NUM
easat-3822	58	41	©	©	ADP
easat-3822	58	42	2024	2024	NUM
easat-3822	58	43	by	by	ADP
easat-3822	58	44	the	the	DET
easat-3822	58	45	authors	author	NOUN
easat-3822	58	46	;	;	PUNCT
easat-3822	58	47	licensee	licensee	PROPN
easat-3822	58	48	learning	learn	VERB
easat-3822	58	49	gate	gate	PROPN
easat-3822	58	50	training	training	NOUN
easat-3822	58	51	,	,	PUNCT
easat-3822	58	52	may	may	AUX
easat-3822	58	53	only	only	ADV
easat-3822	58	54	be	be	AUX
easat-3822	58	55	effective	effective	ADJ
easat-3822	58	56	for	for	ADP
easat-3822	58	57	certain	certain	ADJ
easat-3822	58	58	types	type	NOUN
easat-3822	58	59	of	of	ADP
easat-3822	58	60	flows	flow	NOUN
easat-3822	58	61	.	.	PUNCT
easat-3822	59	1	in	in	ADP
easat-3822	59	2	order	order	NOUN
easat-3822	59	3	to	to	PART
easat-3822	59	4	improve	improve	VERB
easat-3822	59	5	classification	classification	NOUN
easat-3822	59	6	performance	performance	NOUN
easat-3822	59	7	,	,	PUNCT
easat-3822	59	8	current	current	ADJ
easat-3822	59	9	research	research	NOUN
easat-3822	59	10	offer	offer	VERB
easat-3822	59	11	ensemble	ensemble	ADJ
easat-3822	59	12	methods	method	NOUN
easat-3822	59	13	that	that	PRON
easat-3822	59	14	integrate	integrate	VERB
easat-3822	59	15	several	several	ADJ
easat-3822	59	16	classifiers	classifier	NOUN
easat-3822	59	17	.	.	PUNCT
easat-3822	60	1	the	the	DET
easat-3822	60	2	identification	identification	NOUN
easat-3822	60	3	of	of	ADP
easat-3822	60	4	abnormal	abnormal	ADJ
easat-3822	60	5	network	network	NOUN
easat-3822	60	6	traffic	traffic	NOUN
easat-3822	60	7	is	be	AUX
easat-3822	60	8	another	another	DET
easat-3822	60	9	use	use	NOUN
easat-3822	60	10	for	for	ADP
easat-3822	60	11	ensemble	ensemble	ADJ
easat-3822	60	12	algorithms	algorithm	NOUN
easat-3822	60	13	.	.	PUNCT
easat-3822	61	1	while	while	SCONJ
easat-3822	61	2	the	the	DET
easat-3822	61	3	ensemble	ensemble	ADJ
easat-3822	61	4	classifier	classifier	NOUN
easat-3822	61	5	is	be	AUX
easat-3822	61	6	further	far	ADV
easat-3822	61	7	investigated	investigate	VERB
easat-3822	61	8	in	in	ADP
easat-3822	61	9	an	an	DET
easat-3822	61	10	sdn	sdn	NOUN
easat-3822	61	11	context	context	NOUN
easat-3822	61	12	for	for	ADP
easat-3822	61	13	recognizing	recognize	VERB
easat-3822	61	14	ddos	ddo	NOUN
easat-3822	61	15	traffic	traffic	NOUN
easat-3822	61	16	in	in	ADP
easat-3822	61	17	[	[	X
easat-3822	61	18	12	12	NUM
easat-3822	61	19	]	]	PUNCT
easat-3822	61	20	,	,	PUNCT
easat-3822	61	21	authors	author	NOUN
easat-3822	61	22	of	of	ADP
easat-3822	61	23	[	[	X
easat-3822	61	24	13	13	NUM
easat-3822	61	25	]	]	PUNCT
easat-3822	61	26	assess	assess	VERB
easat-3822	61	27	a	a	DET
easat-3822	61	28	number	number	NOUN
easat-3822	61	29	of	of	ADP
easat-3822	61	30	ensemble	ensemble	ADJ
easat-3822	61	31	frameworks	framework	NOUN
easat-3822	61	32	for	for	ADP
easat-3822	61	33	detecting	detect	VERB
easat-3822	61	34	anomalies	anomaly	NOUN
easat-3822	61	35	in	in	ADP
easat-3822	61	36	network	network	NOUN
easat-3822	61	37	traffic	traffic	NOUN
easat-3822	61	38	.	.	PUNCT
easat-3822	62	1	the	the	DET
easat-3822	62	2	research	research	NOUN
easat-3822	62	3	described	describe	VERB
easat-3822	62	4	in	in	ADP
easat-3822	62	5	[	[	X
easat-3822	62	6	8	8	NUM
easat-3822	62	7	]	]	PUNCT
easat-3822	62	8	utilizes	utilize	VERB
easat-3822	62	9	a	a	DET
easat-3822	62	10	classification	classification	NOUN
easat-3822	62	11	model	model	NOUN
easat-3822	62	12	with	with	ADP
easat-3822	62	13	multi	multi	ADJ
easat-3822	62	14	-	-	ADJ
easat-3822	62	15	class	class	ADJ
easat-3822	62	16	traffic	traffic	NOUN
easat-3822	62	17	wherein	wherein	ADJ
easat-3822	62	18	incoming	incoming	ADJ
easat-3822	62	19	traffic	traffic	NOUN
easat-3822	62	20	flows	flow	NOUN
easat-3822	62	21	are	be	AUX
easat-3822	62	22	subjected	subject	VERB
easat-3822	62	23	to	to	ADP
easat-3822	62	24	a	a	DET
easat-3822	62	25	pipeline	pipeline	NOUN
easat-3822	62	26	of	of	ADP
easat-3822	62	27	classification	classification	NOUN
easat-3822	62	28	models	model	NOUN
easat-3822	62	29	.	.	PUNCT
easat-3822	63	1	each	each	DET
easat-3822	63	2	model	model	NOUN
easat-3822	63	3	in	in	ADP
easat-3822	63	4	a	a	DET
easat-3822	63	5	pipeline	pipeline	NOUN
easat-3822	63	6	-	-	PUNCT
easat-3822	63	7	based	base	VERB
easat-3822	63	8	multi	multi	ADJ
easat-3822	63	9	-	-	ADJ
easat-3822	63	10	classifier	classifier	ADJ
easat-3822	63	11	technique	technique	NOUN
easat-3822	63	12	anticipates	anticipate	VERB
easat-3822	63	13	a	a	DET
easat-3822	63	14	particular	particular	ADJ
easat-3822	63	15	type	type	NOUN
easat-3822	63	16	of	of	ADP
easat-3822	63	17	traffic	traffic	NOUN
easat-3822	63	18	.	.	PUNCT
easat-3822	64	1	the	the	DET
easat-3822	64	2	first	first	ADJ
easat-3822	64	3	classification	classification	NOUN
easat-3822	64	4	model	model	NOUN
easat-3822	64	5	that	that	PRON
easat-3822	64	6	corresponds	correspond	VERB
easat-3822	64	7	to	to	ADP
easat-3822	64	8	a	a	DET
easat-3822	64	9	certain	certain	ADJ
easat-3822	64	10	traffic	traffic	NOUN
easat-3822	64	11	type	type	NOUN
easat-3822	64	12	receives	receive	VERB
easat-3822	64	13	a	a	DET
easat-3822	64	14	traffic	traffic	NOUN
easat-3822	64	15	flow	flow	NOUN
easat-3822	64	16	as	as	SCONJ
easat-3822	64	17	it	it	PRON
easat-3822	64	18	arrives	arrive	VERB
easat-3822	64	19	.	.	PUNCT
easat-3822	65	1	the	the	DET
easat-3822	65	2	traffic	traffic	NOUN
easat-3822	65	3	is	be	AUX
easat-3822	65	4	subsequently	subsequently	ADV
easat-3822	65	5	sent	send	VERB
easat-3822	65	6	to	to	ADP
easat-3822	65	7	the	the	DET
easat-3822	65	8	next	next	ADJ
easat-3822	65	9	model	model	NOUN
easat-3822	65	10	if	if	SCONJ
easat-3822	65	11	it	it	PRON
easat-3822	65	12	is	be	AUX
easat-3822	65	13	not	not	PART
easat-3822	65	14	a	a	DET
easat-3822	65	15	match	match	NOUN
easat-3822	65	16	.	.	PUNCT
easat-3822	66	1	this	this	DET
easat-3822	66	2	procedure	procedure	NOUN
easat-3822	66	3	is	be	AUX
easat-3822	66	4	repeated	repeat	VERB
easat-3822	66	5	until	until	SCONJ
easat-3822	66	6	a	a	DET
easat-3822	66	7	model	model	NOUN
easat-3822	66	8	in	in	ADP
easat-3822	66	9	the	the	DET
easat-3822	66	10	pipeline	pipeline	NOUN
easat-3822	66	11	is	be	AUX
easat-3822	66	12	able	able	ADJ
easat-3822	66	13	to	to	PART
easat-3822	66	14	identify	identify	VERB
easat-3822	66	15	the	the	DET
easat-3822	66	16	proper	proper	ADJ
easat-3822	66	17	traffic	traffic	NOUN
easat-3822	66	18	type	type	NOUN
easat-3822	66	19	and	and	CCONJ
easat-3822	66	20	conduct	conduct	VERB
easat-3822	66	21	detection	detection	NOUN
easat-3822	66	22	with	with	ADP
easat-3822	66	23	adequate	adequate	ADJ
easat-3822	66	24	accuracy	accuracy	NOUN
easat-3822	66	25	.	.	PUNCT
easat-3822	67	1	multi	multi	ADJ
easat-3822	67	2	-	-	NOUN
easat-3822	67	3	model	model	NOUN
easat-3822	67	4	with	with	ADP
easat-3822	67	5	pipeline	pipeline	NOUN
easat-3822	67	6	-	-	PUNCT
easat-3822	67	7	based	base	VERB
easat-3822	67	8	classifiers	classifier	NOUN
easat-3822	67	9	is	be	AUX
easat-3822	67	10	useful	useful	ADJ
easat-3822	67	11	for	for	ADP
easat-3822	67	12	categorizing	categorize	VERB
easat-3822	67	13	a	a	DET
easat-3822	67	14	small	small	ADJ
easat-3822	67	15	number	number	NOUN
easat-3822	67	16	of	of	ADP
easat-3822	67	17	traffic	traffic	NOUN
easat-3822	67	18	flow	flow	NOUN
easat-3822	67	19	types	type	NOUN
easat-3822	67	20	,	,	PUNCT
easat-3822	67	21	but	but	CCONJ
easat-3822	67	22	they	they	PRON
easat-3822	67	23	are	be	AUX
easat-3822	67	24	ineffective	ineffective	ADJ
easat-3822	67	25	when	when	SCONJ
easat-3822	67	26	the	the	DET
easat-3822	67	27	machine	machine	NOUN
easat-3822	67	28	learning	learn	VERB
easat-3822	67	29	system	system	NOUN
easat-3822	67	30	needs	need	VERB
easat-3822	67	31	to	to	PART
easat-3822	67	32	handle	handle	VERB
easat-3822	67	33	many	many	ADJ
easat-3822	67	34	different	different	ADJ
easat-3822	67	35	traffic	traffic	NOUN
easat-3822	67	36	kinds	kind	NOUN
easat-3822	67	37	.	.	PUNCT
easat-3822	68	1	this	this	PRON
easat-3822	68	2	is	be	AUX
easat-3822	68	3	due	due	ADJ
easat-3822	68	4	to	to	ADP
easat-3822	68	5	the	the	DET
easat-3822	68	6	possibility	possibility	NOUN
easat-3822	68	7	that	that	SCONJ
easat-3822	68	8	alternative	alternative	ADJ
easat-3822	68	9	models	model	NOUN
easat-3822	68	10	in	in	ADP
easat-3822	68	11	the	the	DET
easat-3822	68	12	pipeline	pipeline	NOUN
easat-3822	68	13	,	,	PUNCT
easat-3822	68	14	albeit	albeit	SCONJ
easat-3822	68	15	having	have	VERB
easat-3822	68	16	varying	vary	VERB
easat-3822	68	17	classification	classification	NOUN
easat-3822	68	18	ability	ability	NOUN
easat-3822	68	19	,	,	PUNCT
easat-3822	68	20	may	may	AUX
easat-3822	68	21	produce	produce	VERB
easat-3822	68	22	appropriate	appropriate	ADJ
easat-3822	68	23	results	result	NOUN
easat-3822	68	24	for	for	ADP
easat-3822	68	25	a	a	DET
easat-3822	68	26	particular	particular	ADJ
easat-3822	68	27	kind	kind	NOUN
easat-3822	68	28	of	of	ADP
easat-3822	68	29	incoming	incoming	ADJ
easat-3822	68	30	traffic	traffic	NOUN
easat-3822	68	31	.	.	PUNCT
easat-3822	69	1	the	the	DET
easat-3822	69	2	best	good	ADJ
easat-3822	69	3	model	model	NOUN
easat-3822	69	4	may	may	AUX
easat-3822	69	5	not	not	PART
easat-3822	69	6	always	always	ADV
easat-3822	69	7	be	be	AUX
easat-3822	69	8	utilized	utilize	VERB
easat-3822	69	9	for	for	ADP
easat-3822	69	10	classification	classification	NOUN
easat-3822	69	11	when	when	SCONJ
easat-3822	69	12	using	use	VERB
easat-3822	69	13	a	a	DET
easat-3822	69	14	pipeline	pipeline	NOUN
easat-3822	69	15	-	-	PUNCT
easat-3822	69	16	based	base	VERB
easat-3822	69	17	multi	multi	ADJ
easat-3822	69	18	-	-	ADJ
easat-3822	69	19	model	model	ADJ
easat-3822	69	20	classifier	classifier	NOUN
easat-3822	69	21	since	since	SCONJ
easat-3822	69	22	when	when	SCONJ
easat-3822	69	23	a	a	DET
easat-3822	69	24	model	model	NOUN
easat-3822	69	25	selects	select	VERB
easat-3822	69	26	the	the	DET
easat-3822	69	27	kind	kind	NOUN
easat-3822	69	28	of	of	ADP
easat-3822	69	29	traffic	traffic	NOUN
easat-3822	69	30	,	,	PUNCT
easat-3822	69	31	the	the	DET
easat-3822	69	32	traffic	traffic	NOUN
easat-3822	69	33	leaves	leave	VERB
easat-3822	69	34	the	the	DET
easat-3822	69	35	pipeline	pipeline	NOUN
easat-3822	69	36	.	.	PUNCT
easat-3822	70	1	therefore	therefore	ADV
easat-3822	70	2	,	,	PUNCT
easat-3822	70	3	the	the	DET
easat-3822	70	4	pipeline	pipeline	NOUN
easat-3822	70	5	's	's	PART
easat-3822	70	6	model	model	NOUN
easat-3822	70	7	ordering	ordering	NOUN
easat-3822	70	8	has	have	VERB
easat-3822	70	9	an	an	DET
easat-3822	70	10	effect	effect	NOUN
easat-3822	70	11	on	on	ADP
easat-3822	70	12	the	the	DET
easat-3822	70	13	final	final	ADJ
easat-3822	70	14	classification	classification	NOUN
easat-3822	70	15	outcomes	outcome	NOUN
easat-3822	70	16	.	.	PUNCT
easat-3822	71	1	for	for	ADP
easat-3822	71	2	a	a	DET
easat-3822	71	3	certain	certain	ADJ
easat-3822	71	4	collection	collection	NOUN
easat-3822	71	5	of	of	ADP
easat-3822	71	6	traffic	traffic	NOUN
easat-3822	71	7	types	type	NOUN
easat-3822	71	8	,	,	PUNCT
easat-3822	71	9	the	the	DET
easat-3822	71	10	ideal	ideal	ADJ
easat-3822	71	11	pipeline	pipeline	NOUN
easat-3822	71	12	architecture	architecture	NOUN
easat-3822	71	13	can	can	AUX
easat-3822	71	14	be	be	AUX
easat-3822	71	15	chosen	choose	VERB
easat-3822	71	16	,	,	PUNCT
easat-3822	71	17	however	however	ADV
easat-3822	71	18	this	this	DET
easat-3822	71	19	configuration	configuration	NOUN
easat-3822	71	20	can	can	AUX
easat-3822	71	21	change	change	VERB
easat-3822	71	22	for	for	ADP
easat-3822	71	23	another	another	DET
easat-3822	71	24	set	set	NOUN
easat-3822	71	25	.	.	PUNCT
easat-3822	72	1	determining	determine	VERB
easat-3822	72	2	the	the	DET
easat-3822	72	3	best	good	ADJ
easat-3822	72	4	arrangement	arrangement	NOUN
easat-3822	72	5	for	for	ADP
easat-3822	72	6	a	a	DET
easat-3822	72	7	variety	variety	NOUN
easat-3822	72	8	of	of	ADP
easat-3822	72	9	traffic	traffic	NOUN
easat-3822	72	10	kinds	kind	NOUN
easat-3822	72	11	can	can	AUX
easat-3822	72	12	be	be	AUX
easat-3822	72	13	quite	quite	ADV
easat-3822	72	14	expensive	expensive	ADJ
easat-3822	72	15	.	.	PUNCT
easat-3822	73	1	in	in	ADP
easat-3822	73	2	the	the	DET
easat-3822	73	3	worst	bad	ADJ
easat-3822	73	4	case	case	NOUN
easat-3822	73	5	,	,	PUNCT
easat-3822	73	6	a	a	DET
easat-3822	73	7	flow	flow	NOUN
easat-3822	73	8	of	of	ADP
easat-3822	73	9	traffic	traffic	NOUN
easat-3822	73	10	must	must	AUX
easat-3822	73	11	also	also	ADV
easat-3822	73	12	transit	transit	VERB
easat-3822	73	13	through	through	ADP
easat-3822	73	14	every	every	DET
easat-3822	73	15	model	model	NOUN
easat-3822	73	16	before	before	SCONJ
easat-3822	73	17	it	it	PRON
easat-3822	73	18	can	can	AUX
easat-3822	73	19	reach	reach	VERB
easat-3822	73	20	the	the	DET
easat-3822	73	21	right	right	ADJ
easat-3822	73	22	traffic	traffic	NOUN
easat-3822	73	23	category	category	NOUN
easat-3822	73	24	.	.	PUNCT
easat-3822	74	1	to	to	PART
easat-3822	74	2	improve	improve	VERB
easat-3822	74	3	classification	classification	NOUN
easat-3822	74	4	performance	performance	NOUN
easat-3822	74	5	,	,	PUNCT
easat-3822	74	6	the	the	DET
easat-3822	74	7	pipeline	pipeline	NOUN
easat-3822	74	8	must	must	AUX
easat-3822	74	9	expand	expand	VERB
easat-3822	74	10	as	as	SCONJ
easat-3822	74	11	more	more	ADJ
easat-3822	74	12	models	model	NOUN
easat-3822	74	13	are	be	AUX
easat-3822	74	14	introduced	introduce	VERB
easat-3822	74	15	as	as	SCONJ
easat-3822	74	16	more	more	ADJ
easat-3822	74	17	traffic	traffic	NOUN
easat-3822	74	18	types	type	NOUN
easat-3822	74	19	need	need	VERB
easat-3822	74	20	to	to	PART
easat-3822	74	21	be	be	AUX
easat-3822	74	22	categorized	categorize	VERB
easat-3822	74	23	.	.	PUNCT
easat-3822	75	1	in	in	ADP
easat-3822	75	2	conclusion	conclusion	NOUN
easat-3822	75	3	,	,	PUNCT
easat-3822	75	4	there	there	PRON
easat-3822	75	5	is	be	VERB
easat-3822	75	6	more	more	ADJ
easat-3822	75	7	work	work	NOUN
easat-3822	75	8	to	to	PART
easat-3822	75	9	be	be	AUX
easat-3822	75	10	done	do	VERB
easat-3822	75	11	in	in	ADP
easat-3822	75	12	order	order	NOUN
easat-3822	75	13	to	to	PART
easat-3822	75	14	maintain	maintain	VERB
easat-3822	75	15	the	the	DET
easat-3822	75	16	ml	ml	NOUN
easat-3822	75	17	system	system	NOUN
easat-3822	75	18	's	's	PART
easat-3822	75	19	scalability	scalability	NOUN
easat-3822	75	20	and	and	CCONJ
easat-3822	75	21	efficiency	efficiency	NOUN
easat-3822	75	22	while	while	SCONJ
easat-3822	75	23	also	also	ADV
easat-3822	75	24	getting	get	VERB
easat-3822	75	25	the	the	DET
easat-3822	75	26	highest	high	ADJ
easat-3822	75	27	performance	performance	NOUN
easat-3822	75	28	outcomes	outcome	NOUN
easat-3822	75	29	for	for	ADP
easat-3822	75	30	classification	classification	NOUN
easat-3822	75	31	of	of	ADP
easat-3822	75	32	wide	wide	ADJ
easat-3822	75	33	range	range	NOUN
easat-3822	75	34	of	of	ADP
easat-3822	75	35	traffic	traffic	NOUN
easat-3822	75	36	.	.	PUNCT
easat-3822	76	1	for	for	ADP
easat-3822	76	2	this	this	DET
easat-3822	76	3	reason	reason	NOUN
easat-3822	76	4	,	,	PUNCT
easat-3822	76	5	we	we	PRON
easat-3822	76	6	suggest	suggest	VERB
easat-3822	76	7	an	an	DET
easat-3822	76	8	ensemble	ensemble	ADJ
easat-3822	76	9	model	model	NOUN
easat-3822	76	10	that	that	PRON
easat-3822	76	11	aggregates	aggregate	VERB
easat-3822	76	12	the	the	DET
easat-3822	76	13	output	output	NOUN
easat-3822	76	14	of	of	ADP
easat-3822	76	15	many	many	ADJ
easat-3822	76	16	categorization	categorization	NOUN
easat-3822	76	17	models	model	NOUN
easat-3822	76	18	into	into	ADP
easat-3822	76	19	a	a	DET
easat-3822	76	20	two	two	NUM
easat-3822	76	21	-	-	PUNCT
easat-3822	76	22	tiered	tiere	VERB
easat-3822	76	23	structure	structure	NOUN
easat-3822	76	24	.	.	PUNCT
easat-3822	77	1	3	3	X
easat-3822	77	2	.	.	X
easat-3822	77	3	the	the	DET
easat-3822	77	4	proposed	propose	VERB
easat-3822	77	5	ensemble	ensemble	ADJ
easat-3822	77	6	classifier	classifier	NOUN
easat-3822	77	7	the	the	DET
easat-3822	77	8	general	general	ADJ
easat-3822	77	9	technique	technique	NOUN
easat-3822	77	10	used	use	VERB
easat-3822	77	11	in	in	ADP
easat-3822	77	12	previous	previous	ADJ
easat-3822	77	13	research	research	NOUN
easat-3822	77	14	when	when	SCONJ
easat-3822	77	15	developing	develop	VERB
easat-3822	77	16	a	a	DET
easat-3822	77	17	classifier	classifier	NOUN
easat-3822	77	18	model	model	NOUN
easat-3822	77	19	for	for	ADP
easat-3822	77	20	traffic	traffic	NOUN
easat-3822	77	21	flow	flow	NOUN
easat-3822	77	22	in	in	ADP
easat-3822	77	23	a	a	DET
easat-3822	77	24	network	network	NOUN
easat-3822	77	25	is	be	AUX
easat-3822	77	26	either	either	PRON
easat-3822	77	27	to	to	PART
easat-3822	77	28	apply	apply	VERB
easat-3822	77	29	a	a	DET
easat-3822	77	30	variety	variety	NOUN
easat-3822	77	31	of	of	ADP
easat-3822	77	32	machine	machine	NOUN
easat-3822	77	33	learning	learning	NOUN
easat-3822	77	34	models	model	NOUN
easat-3822	77	35	and	and	CCONJ
easat-3822	77	36	compare	compare	VERB
easat-3822	77	37	their	their	PRON
easat-3822	77	38	results	result	NOUN
easat-3822	77	39	to	to	PART
easat-3822	77	40	choose	choose	VERB
easat-3822	77	41	the	the	DET
easat-3822	77	42	best	good	ADJ
easat-3822	77	43	one	one	NUM
easat-3822	77	44	,	,	PUNCT
easat-3822	77	45	or	or	CCONJ
easat-3822	77	46	to	to	PART
easat-3822	77	47	improve	improve	VERB
easat-3822	77	48	a	a	DET
easat-3822	77	49	particular	particular	ADJ
easat-3822	77	50	model	model	NOUN
easat-3822	77	51	.	.	PUNCT
easat-3822	78	1	a	a	DET
easat-3822	78	2	system	system	NOUN
easat-3822	78	3	,	,	PUNCT
easat-3822	78	4	however	however	ADV
easat-3822	78	5	,	,	PUNCT
easat-3822	78	6	that	that	PRON
easat-3822	78	7	uses	use	VERB
easat-3822	78	8	a	a	DET
easat-3822	78	9	single	single	ADJ
easat-3822	78	10	machine	machine	NOUN
easat-3822	78	11	learning	learn	VERB
easat-3822	78	12	algorithm	algorithm	NOUN
easat-3822	78	13	is	be	AUX
easat-3822	78	14	not	not	PART
easat-3822	78	15	reliable	reliable	ADJ
easat-3822	78	16	.	.	PUNCT
easat-3822	79	1	as	as	ADP
easat-3822	79	2	a	a	DET
easat-3822	79	3	result	result	NOUN
easat-3822	79	4	,	,	PUNCT
easat-3822	79	5	we	we	PRON
easat-3822	79	6	take	take	VERB
easat-3822	79	7	a	a	DET
easat-3822	79	8	different	different	ADJ
easat-3822	79	9	structure	structure	NOUN
easat-3822	79	10	and	and	CCONJ
easat-3822	79	11	use	use	VERB
easat-3822	79	12	the	the	DET
easat-3822	79	13	ensemble	ensemble	ADJ
easat-3822	79	14	model	model	NOUN
easat-3822	79	15	to	to	PART
easat-3822	79	16	concurrently	concurrently	ADV
easat-3822	79	17	train	train	VERB
easat-3822	79	18	numerous	numerous	ADJ
easat-3822	79	19	classifiers	classifier	NOUN
easat-3822	79	20	in	in	ADP
easat-3822	79	21	order	order	NOUN
easat-3822	79	22	to	to	PART
easat-3822	79	23	combine	combine	VERB
easat-3822	79	24	their	their	PRON
easat-3822	79	25	predictions	prediction	NOUN
easat-3822	79	26	to	to	PART
easat-3822	79	27	get	get	VERB
easat-3822	79	28	a	a	DET
easat-3822	79	29	final	final	ADJ
easat-3822	79	30	prediction	prediction	NOUN
easat-3822	79	31	.	.	PUNCT
easat-3822	80	1	the	the	DET
easat-3822	80	2	suggested	suggest	VERB
easat-3822	80	3	two	two	NUM
easat-3822	80	4	-	-	PUNCT
easat-3822	80	5	tier	tier	NOUN
easat-3822	80	6	ensemble	ensemble	ADJ
easat-3822	80	7	approach	approach	NOUN
easat-3822	80	8	's	's	PART
easat-3822	80	9	process	process	NOUN
easat-3822	80	10	is	be	AUX
easat-3822	80	11	depicted	depict	VERB
easat-3822	80	12	in	in	ADP
easat-3822	80	13	figure	figure	NOUN
easat-3822	80	14	3	3	NUM
easat-3822	80	15	.	.	PUNCT
easat-3822	81	1	on	on	ADP
easat-3822	81	2	the	the	DET
easat-3822	81	3	top	top	ADJ
easat-3822	81	4	tier	tier	NOUN
easat-3822	81	5	,	,	PUNCT
easat-3822	81	6	the	the	DET
easat-3822	81	7	first	first	ADJ
easat-3822	81	8	tier	tier	NOUN
easat-3822	81	9	,	,	PUNCT
easat-3822	81	10	several	several	ADJ
easat-3822	81	11	classifier	classifier	NOUN
easat-3822	81	12	models	model	NOUN
easat-3822	81	13	are	be	AUX
easat-3822	81	14	independently	independently	ADV
easat-3822	81	15	trained	train	VERB
easat-3822	81	16	using	use	VERB
easat-3822	81	17	the	the	DET
easat-3822	81	18	same	same	ADJ
easat-3822	81	19	dataset	dataset	NOUN
easat-3822	81	20	for	for	ADP
easat-3822	81	21	training	training	NOUN
easat-3822	81	22	.	.	PUNCT
easat-3822	82	1	there	there	PRON
easat-3822	82	2	is	be	VERB
easat-3822	82	3	no	no	DET
easat-3822	82	4	difference	difference	NOUN
easat-3822	82	5	between	between	ADP
easat-3822	82	6	this	this	DET
easat-3822	82	7	training	training	NOUN
easat-3822	82	8	procedure	procedure	NOUN
easat-3822	82	9	and	and	CCONJ
easat-3822	82	10	the	the	DET
easat-3822	82	11	absence	absence	NOUN
easat-3822	82	12	of	of	ADP
easat-3822	82	13	a	a	DET
easat-3822	82	14	second	second	ADJ
easat-3822	82	15	layer	layer	NOUN
easat-3822	82	16	(	(	PUNCT
easat-3822	82	17	i.e.	i.e.	X
easat-3822	82	18	no	no	ADV
easat-3822	82	19	ensemble	ensemble	ADJ
easat-3822	82	20	)	)	PUNCT
easat-3822	82	21	.	.	PUNCT
easat-3822	83	1	the	the	DET
easat-3822	83	2	second	second	ADJ
easat-3822	83	3	layer	layer	NOUN
easat-3822	83	4	is	be	AUX
easat-3822	83	5	where	where	SCONJ
easat-3822	83	6	the	the	DET
easat-3822	83	7	distinction	distinction	NOUN
easat-3822	83	8	resides	reside	VERB
easat-3822	83	9	;	;	PUNCT
easat-3822	83	10	the	the	DET
easat-3822	83	11	ensemble	ensemble	ADJ
easat-3822	83	12	algorithm	algorithm	NOUN
easat-3822	83	13	concentrates	concentrate	VERB
easat-3822	83	14	on	on	ADP
easat-3822	83	15	taking	take	VERB
easat-3822	83	16	the	the	DET
easat-3822	83	17	prediction	prediction	NOUN
easat-3822	83	18	of	of	ADP
easat-3822	83	19	the	the	DET
easat-3822	83	20	first	first	ADJ
easat-3822	83	21	tier	tier	NOUN
easat-3822	83	22	to	to	PART
easat-3822	83	23	enhance	enhance	VERB
easat-3822	83	24	the	the	DET
easat-3822	83	25	final	final	ADJ
easat-3822	83	26	prediction	prediction	NOUN
easat-3822	83	27	results	result	NOUN
easat-3822	83	28	.	.	PUNCT
easat-3822	84	1	the	the	DET
easat-3822	84	2	support	support	NOUN
easat-3822	84	3	vector	vector	NOUN
easat-3822	84	4	machine	machine	NOUN
easat-3822	84	5	(	(	PUNCT
easat-3822	84	6	svm	svm	PROPN
easat-3822	84	7	)	)	PUNCT
easat-3822	84	8	,	,	PUNCT
easat-3822	84	9	knn	knn	PROPN
easat-3822	84	10	,	,	PUNCT
easat-3822	84	11	random	random	ADJ
easat-3822	84	12	forest	forest	NOUN
easat-3822	84	13	,	,	PUNCT
easat-3822	84	14	adaboost	adaboost	ADV
easat-3822	84	15	,	,	PUNCT
easat-3822	84	16	and	and	CCONJ
easat-3822	84	17	gradient	gradient	ADJ
easat-3822	84	18	boosting	boost	VERB
easat-3822	84	19	machine	machine	NOUN
easat-3822	84	20	learning	learning	NOUN
easat-3822	84	21	models	model	NOUN
easat-3822	84	22	are	be	AUX
easat-3822	84	23	the	the	DET
easat-3822	84	24	five	five	NUM
easat-3822	84	25	most	most	ADV
easat-3822	84	26	popular	popular	ADJ
easat-3822	84	27	learning	learning	NOUN
easat-3822	84	28	models	model	NOUN
easat-3822	84	29	in	in	ADP
easat-3822	84	30	the	the	DET
easat-3822	84	31	first	first	ADJ
easat-3822	84	32	tier	tier	NOUN
easat-3822	84	33	.	.	PUNCT
easat-3822	85	1	these	these	DET
easat-3822	85	2	five	five	NUM
easat-3822	85	3	models	model	NOUN
easat-3822	85	4	have	have	AUX
easat-3822	85	5	been	be	AUX
easat-3822	85	6	trained	train	VERB
easat-3822	85	7	,	,	PUNCT
easat-3822	85	8	and	and	CCONJ
easat-3822	85	9	the	the	DET
easat-3822	85	10	outcomes	outcome	NOUN
easat-3822	85	11	they	they	PRON
easat-3822	85	12	predict	predict	VERB
easat-3822	85	13	are	be	AUX
easat-3822	85	14	kept	keep	VERB
easat-3822	85	15	in	in	ADP
easat-3822	85	16	an	an	DET
easat-3822	85	17	array	array	NOUN
easat-3822	85	18	called	call	VERB
easat-3822	85	19	predictions	prediction	NOUN
easat-3822	85	20	.	.	PUNCT
easat-3822	86	1	the	the	DET
easat-3822	86	2	projected	project	VERB
easat-3822	86	3	traffic	traffic	NOUN
easat-3822	86	4	categories	category	NOUN
easat-3822	86	5	of	of	ADP
easat-3822	86	6	the	the	DET
easat-3822	86	7	five	five	NUM
easat-3822	86	8	different	different	ADJ
easat-3822	86	9	machine	machine	NOUN
easat-3822	86	10	learning	learning	NOUN
easat-3822	86	11	models	model	NOUN
easat-3822	86	12	,	,	PUNCT
easat-3822	86	13	marked	mark	VERB
easat-3822	86	14	by	by	ADP
easat-3822	86	15	predictions	prediction	NOUN
easat-3822	86	16	,	,	PUNCT
easat-3822	86	17	are	be	AUX
easat-3822	86	18	the	the	DET
easat-3822	86	19	output	output	NOUN
easat-3822	86	20	of	of	ADP
easat-3822	86	21	the	the	DET
easat-3822	86	22	top	top	ADJ
easat-3822	86	23	-	-	PUNCT
easat-3822	86	24	tier	tier	NOUN
easat-3822	86	25	classifiers	classifier	NOUN
easat-3822	86	26	.	.	PUNCT
easat-3822	87	1	the	the	DET
easat-3822	87	2	second	second	ADJ
easat-3822	87	3	-	-	PUNCT
easat-3822	87	4	tier	tier	NOUN
easat-3822	87	5	classifier	classifier	NOUN
easat-3822	87	6	is	be	AUX
easat-3822	87	7	then	then	ADV
easat-3822	87	8	trained	train	VERB
easat-3822	87	9	using	use	VERB
easat-3822	87	10	this	this	PRON
easat-3822	87	11	as	as	ADP
easat-3822	87	12	training	training	NOUN
easat-3822	87	13	data	datum	NOUN
easat-3822	87	14	.	.	PUNCT
easat-3822	88	1	in	in	ADP
easat-3822	88	2	the	the	DET
easat-3822	88	3	second	second	ADJ
easat-3822	88	4	level	level	NOUN
easat-3822	88	5	,	,	PUNCT
easat-3822	88	6	we	we	PRON
easat-3822	88	7	select	select	VERB
easat-3822	88	8	the	the	DET
easat-3822	88	9	well	well	ADV
easat-3822	88	10	-	-	PUNCT
easat-3822	88	11	known	know	VERB
easat-3822	88	12	extreme	extreme	ADJ
easat-3822	88	13	gradient	gradient	NOUN
easat-3822	88	14	boosted	boost	VERB
easat-3822	88	15	learning	learn	VERB
easat-3822	88	16	algorithm	algorithm	NOUN
easat-3822	88	17	xgboost	xgboost	PUNCT
easat-3822	89	1	[	[	X
easat-3822	89	2	14	14	NUM
easat-3822	89	3	]	]	PUNCT
easat-3822	89	4	to	to	PART
easat-3822	89	5	forecast	forecast	VERB
easat-3822	89	6	the	the	DET
easat-3822	89	7	outcomes	outcome	NOUN
easat-3822	89	8	.	.	PUNCT
easat-3822	90	1	this	this	DET
easat-3822	90	2	approach	approach	NOUN
easat-3822	90	3	to	to	ADP
easat-3822	90	4	classification	classification	NOUN
easat-3822	90	5	model	model	NOUN
easat-3822	90	6	construction	construction	NOUN
easat-3822	90	7	tries	try	VERB
easat-3822	90	8	to	to	PART
easat-3822	90	9	merge	merge	VERB
easat-3822	90	10	many	many	ADJ
easat-3822	90	11	models	model	NOUN
easat-3822	90	12	to	to	PART
easat-3822	90	13	create	create	VERB
easat-3822	90	14	a	a	DET
easat-3822	90	15	strong	strong	ADJ
easat-3822	90	16	and	and	CCONJ
easat-3822	90	17	adaptable	adaptable	ADJ
easat-3822	90	18	classifier	classifier	NOUN
easat-3822	90	19	.	.	PUNCT
easat-3822	91	1	8492	8492	NUM
easat-3822	91	2	edelweiss	edelweiss	PROPN
easat-3822	91	3	applied	apply	VERB
easat-3822	91	4	science	science	NOUN
easat-3822	91	5	and	and	CCONJ
easat-3822	91	6	technology	technology	NOUN
easat-3822	91	7	issn	issn	PROPN
easat-3822	91	8	:	:	PUNCT
easat-3822	91	9	2576	2576	NUM
easat-3822	91	10	-	-	SYM
easat-3822	91	11	8484	8484	NUM
easat-3822	91	12	vol	vol	NOUN
easat-3822	91	13	.	.	PROPN
easat-3822	91	14	8	8	NUM
easat-3822	91	15	,	,	PUNCT
easat-3822	91	16	no	no	INTJ
easat-3822	91	17	.	.	NOUN
easat-3822	92	1	6	6	NUM
easat-3822	92	2	:	:	SYM
easat-3822	92	3	8488	8488	NUM
easat-3822	92	4	-	-	SYM
easat-3822	92	5	8496	8496	NUM
easat-3822	92	6	,	,	PUNCT
easat-3822	92	7	2024	2024	NUM
easat-3822	92	8	doi	doi	NOUN
easat-3822	92	9	:	:	PUNCT
easat-3822	92	10	10.55214/25768484.v8i6.3822	10.55214/25768484.v8i6.3822	NUM
easat-3822	92	11	©	©	ADP
easat-3822	92	12	2024	2024	NUM
easat-3822	92	13	by	by	ADP
easat-3822	92	14	the	the	DET
easat-3822	92	15	authors	author	NOUN
easat-3822	92	16	;	;	PUNCT
easat-3822	92	17	licensee	licensee	PROPN
easat-3822	92	18	learning	learn	VERB
easat-3822	92	19	gate	gate	PROPN
easat-3822	92	20	figure	figure	NOUN
easat-3822	92	21	3	3	NUM
easat-3822	92	22	.	.	PUNCT
easat-3822	92	23	general	general	ADJ
easat-3822	92	24	block	block	NOUN
easat-3822	92	25	diagram	diagram	NOUN
easat-3822	92	26	of	of	ADP
easat-3822	92	27	the	the	DET
easat-3822	92	28	ensemble	ensemble	ADJ
easat-3822	92	29	classifier	classifier	NOUN
easat-3822	92	30	.	.	PUNCT
easat-3822	93	1	4	4	X
easat-3822	93	2	.	.	X
easat-3822	93	3	performance	performance	NOUN
easat-3822	93	4	results	result	VERB
easat-3822	93	5	the	the	DET
easat-3822	93	6	performance	performance	NOUN
easat-3822	93	7	results	result	NOUN
easat-3822	93	8	of	of	ADP
easat-3822	93	9	the	the	DET
easat-3822	93	10	proposed	propose	VERB
easat-3822	93	11	model	model	NOUN
easat-3822	93	12	with	with	ADP
easat-3822	93	13	ensemble	ensemble	ADJ
easat-3822	93	14	framework	framework	NOUN
easat-3822	93	15	for	for	ADP
easat-3822	93	16	traffic	traffic	NOUN
easat-3822	93	17	classification	classification	NOUN
easat-3822	93	18	in	in	ADP
easat-3822	93	19	softwaredefined	softwaredefined	ADJ
easat-3822	93	20	network	network	NOUN
easat-3822	93	21	are	be	AUX
easat-3822	93	22	shown	show	VERB
easat-3822	93	23	in	in	ADP
easat-3822	93	24	this	this	DET
easat-3822	93	25	section	section	NOUN
easat-3822	93	26	.	.	PUNCT
easat-3822	94	1	4.1	4.1	NUM
easat-3822	94	2	.	.	PUNCT
easat-3822	94	3	performance	performance	NOUN
easat-3822	94	4	setup	setup	NOUN
easat-3822	94	5	in	in	ADP
easat-3822	94	6	this	this	DET
easat-3822	94	7	section	section	NOUN
easat-3822	94	8	we	we	PRON
easat-3822	94	9	will	will	AUX
easat-3822	94	10	briefly	briefly	ADV
easat-3822	94	11	illustrate	illustrate	VERB
easat-3822	94	12	the	the	DET
easat-3822	94	13	dataset	dataset	NOUN
easat-3822	94	14	,	,	PUNCT
easat-3822	94	15	testbet	testbet	ADJ
easat-3822	94	16	and	and	CCONJ
easat-3822	94	17	evaluation	evaluation	NOUN
easat-3822	94	18	metrics	metric	NOUN
easat-3822	94	19	.	.	PUNCT
easat-3822	95	1	firstly	firstly	ADV
easat-3822	95	2	,	,	PUNCT
easat-3822	95	3	tornontor	tornontor	NOUN
easat-3822	95	4	dataset	dataset	VERB
easat-3822	95	5	[	[	X
easat-3822	95	6	15	15	NUM
easat-3822	95	7	]	]	PUNCT
easat-3822	95	8	which	which	PRON
easat-3822	95	9	contains	contain	VERB
easat-3822	95	10	only	only	ADV
easat-3822	95	11	time	time	NOUN
easat-3822	95	12	-	-	PUNCT
easat-3822	95	13	related	relate	VERB
easat-3822	95	14	features	feature	NOUN
easat-3822	95	15	is	be	AUX
easat-3822	95	16	the	the	DET
easat-3822	95	17	dataset	dataset	NOUN
easat-3822	95	18	used	use	VERB
easat-3822	95	19	for	for	ADP
easat-3822	95	20	testing	testing	NOUN
easat-3822	95	21	in	in	ADP
easat-3822	95	22	this	this	DET
easat-3822	95	23	paper	paper	NOUN
easat-3822	95	24	.	.	PUNCT
easat-3822	96	1	all	all	DET
easat-3822	96	2	network	network	NOUN
easat-3822	96	3	flows	flow	NOUN
easat-3822	96	4	were	be	AUX
easat-3822	96	5	categorized	categorize	VERB
easat-3822	96	6	into	into	ADP
easat-3822	96	7	seven	seven	NUM
easat-3822	96	8	classes	class	NOUN
easat-3822	96	9	,	,	PUNCT
easat-3822	96	10	such	such	ADJ
easat-3822	96	11	as	as	ADP
easat-3822	96	12	web	web	NOUN
easat-3822	96	13	browsing	browsing	NOUN
easat-3822	96	14	,	,	PUNCT
easat-3822	96	15	email	email	NOUN
easat-3822	96	16	,	,	PUNCT
easat-3822	96	17	chat	chat	NOUN
easat-3822	96	18	,	,	PUNCT
easat-3822	96	19	streaming	streaming	NOUN
easat-3822	96	20	,	,	PUNCT
easat-3822	96	21	file	file	NOUN
easat-3822	96	22	transfer	transfer	NOUN
easat-3822	96	23	,	,	PUNCT
easat-3822	96	24	voip	voip	NOUN
easat-3822	96	25	and	and	CCONJ
easat-3822	96	26	p2p	p2p	NOUN
easat-3822	96	27	.	.	PUNCT
easat-3822	97	1	the	the	DET
easat-3822	97	2	traffic	traffic	NOUN
easat-3822	97	3	classes	class	NOUN
easat-3822	97	4	and	and	CCONJ
easat-3822	97	5	corresponding	correspond	VERB
easat-3822	97	6	network	network	NOUN
easat-3822	97	7	applications	application	NOUN
easat-3822	97	8	are	be	AUX
easat-3822	97	9	summarized	summarize	VERB
easat-3822	97	10	in	in	ADP
easat-3822	97	11	table	table	NOUN
easat-3822	97	12	1	1	NUM
easat-3822	97	13	.	.	PUNCT
easat-3822	97	14	instead	instead	ADV
easat-3822	97	15	of	of	ADP
easat-3822	97	16	identifying	identify	VERB
easat-3822	97	17	specific	specific	ADJ
easat-3822	97	18	applications	application	NOUN
easat-3822	97	19	,	,	PUNCT
easat-3822	97	20	we	we	PRON
easat-3822	97	21	classified	classify	VERB
easat-3822	97	22	the	the	DET
easat-3822	97	23	network	network	NOUN
easat-3822	97	24	traffic	traffic	NOUN
easat-3822	97	25	into	into	ADP
easat-3822	97	26	different	different	ADJ
easat-3822	97	27	classes	class	NOUN
easat-3822	97	28	according	accord	VERB
easat-3822	97	29	to	to	ADP
easat-3822	97	30	the	the	DET
easat-3822	97	31	qos	qos	PROPN
easat-3822	97	32	requirements	requirement	NOUN
easat-3822	97	33	.	.	PUNCT
easat-3822	98	1	also	also	ADV
easat-3822	98	2	,	,	PUNCT
easat-3822	98	3	we	we	PRON
easat-3822	98	4	used	use	VERB
easat-3822	98	5	the	the	DET
easat-3822	98	6	orange	orange	ADJ
easat-3822	98	7	platform	platform	NOUN
easat-3822	99	1	[	[	X
easat-3822	99	2	16	16	NUM
easat-3822	99	3	]	]	PUNCT
easat-3822	99	4	to	to	PART
easat-3822	99	5	build	build	VERB
easat-3822	99	6	the	the	DET
easat-3822	99	7	proposed	propose	VERB
easat-3822	99	8	ensemble	ensemble	ADJ
easat-3822	99	9	algorithm	algorithm	NOUN
easat-3822	99	10	as	as	SCONJ
easat-3822	99	11	shown	show	VERB
easat-3822	99	12	below	below	ADP
easat-3822	99	13	.	.	PUNCT
easat-3822	100	1	table	table	NOUN
easat-3822	100	2	1	1	NUM
easat-3822	100	3	.	.	PUNCT
easat-3822	101	1	traffic	traffic	NOUN
easat-3822	101	2	classes	class	NOUN
easat-3822	101	3	and	and	CCONJ
easat-3822	101	4	corresponding	corresponding	ADJ
easat-3822	101	5	applications	application	NOUN
easat-3822	101	6	.	.	PUNCT
easat-3822	102	1	traffic	traffic	NOUN
easat-3822	102	2	class	class	NOUN
easat-3822	102	3	application	application	NOUN
easat-3822	102	4	web	web	NOUN
easat-3822	102	5	browsing	browse	VERB
easat-3822	102	6	firefox	firefox	NOUN
easat-3822	102	7	,	,	PUNCT
easat-3822	102	8	chrome	chrome	NOUN
easat-3822	102	9	email	email	NOUN
easat-3822	102	10	smtps	smtps	NOUN
easat-3822	102	11	,	,	PUNCT
easat-3822	102	12	pop3	pop3	NOUN
easat-3822	102	13	,	,	PUNCT
easat-3822	102	14	imaps	imap	NOUN
easat-3822	102	15	chat	chat	VERB
easat-3822	102	16	aim	aim	NOUN
easat-3822	102	17	,	,	PUNCT
easat-3822	102	18	skype	skype	NOUN
easat-3822	102	19	,	,	PUNCT
easat-3822	102	20	facebook	facebook	NOUN
easat-3822	102	21	,	,	PUNCT
easat-3822	102	22	hangouts	hangout	VERB
easat-3822	102	23	streaming	streaming	NOUN
easat-3822	102	24	vimeo	vimeo	NOUN
easat-3822	102	25	,	,	PUNCT
easat-3822	102	26	youtube	youtube	NOUN
easat-3822	102	27	file	file	NOUN
easat-3822	102	28	transfer	transfer	NOUN
easat-3822	102	29	skype	skype	NOUN
easat-3822	102	30	,	,	PUNCT
easat-3822	102	31	ftps	ftps	PROPN
easat-3822	102	32	,	,	PUNCT
easat-3822	102	33	sftp	sftp	PROPN
easat-3822	102	34	voip	voip	NOUN
easat-3822	102	35	facebook	facebook	PROPN
easat-3822	102	36	,	,	PUNCT
easat-3822	102	37	skype	skype	NOUN
easat-3822	102	38	,	,	PUNCT
easat-3822	102	39	hangout	hangout	ADJ
easat-3822	102	40	voice	voice	NOUN
easat-3822	102	41	calls	call	VERB
easat-3822	102	42	p2p	p2p	NOUN
easat-3822	102	43	utorrent	utorrent	NOUN
easat-3822	102	44	,	,	PUNCT
easat-3822	102	45	bittorrent	bittorrent	PROPN
easat-3822	102	46	8493	8493	NUM
easat-3822	102	47	edelweiss	edelweiss	PROPN
easat-3822	102	48	applied	apply	VERB
easat-3822	102	49	science	science	NOUN
easat-3822	102	50	and	and	CCONJ
easat-3822	102	51	technology	technology	NOUN
easat-3822	102	52	issn	issn	PROPN
easat-3822	102	53	:	:	PUNCT
easat-3822	102	54	2576	2576	NUM
easat-3822	102	55	-	-	SYM
easat-3822	102	56	8484	8484	NUM
easat-3822	102	57	vol	vol	NOUN
easat-3822	102	58	.	.	PROPN
easat-3822	103	1	8	8	NUM
easat-3822	103	2	,	,	PUNCT
easat-3822	103	3	no	no	INTJ
easat-3822	103	4	.	.	NOUN
easat-3822	104	1	6	6	NUM
easat-3822	104	2	:	:	SYM
easat-3822	104	3	8488	8488	NUM
easat-3822	104	4	-	-	SYM
easat-3822	104	5	8496	8496	NUM
easat-3822	104	6	,	,	PUNCT
easat-3822	104	7	2024	2024	NUM
easat-3822	104	8	doi	doi	NOUN
easat-3822	104	9	:	:	PUNCT
easat-3822	104	10	10.55214/25768484.v8i6.3822	10.55214/25768484.v8i6.3822	NUM
easat-3822	104	11	©	©	ADP
easat-3822	104	12	2024	2024	NUM
easat-3822	104	13	by	by	ADP
easat-3822	104	14	the	the	DET
easat-3822	104	15	authors	author	NOUN
easat-3822	104	16	;	;	PUNCT
easat-3822	104	17	licensee	licensee	PROPN
easat-3822	104	18	learning	learn	VERB
easat-3822	104	19	gate	gate	NOUN
easat-3822	104	20	figure	figure	NOUN
easat-3822	104	21	4	4	NUM
easat-3822	104	22	.	.	PUNCT
easat-3822	105	1	a	a	DET
easat-3822	105	2	screen	screen	NOUN
easat-3822	105	3	shoot	shoot	NOUN
easat-3822	105	4	for	for	ADP
easat-3822	105	5	the	the	DET
easat-3822	105	6	proposed	propose	VERB
easat-3822	105	7	two	two	NUM
easat-3822	105	8	-	-	PUNCT
easat-3822	105	9	tier	tier	NOUN
easat-3822	105	10	classifier	classifier	NOUN
easat-3822	105	11	in	in	ADP
easat-3822	105	12	orange	orange	PROPN
easat-3822	105	13	platform	platform	NOUN
easat-3822	105	14	.	.	PUNCT
easat-3822	106	1	the	the	DET
easat-3822	106	2	essential	essential	ADJ
easat-3822	106	3	metrics	metric	NOUN
easat-3822	106	4	used	use	VERB
easat-3822	106	5	to	to	PART
easat-3822	106	6	calculate	calculate	VERB
easat-3822	106	7	the	the	DET
easat-3822	106	8	performance	performance	NOUN
easat-3822	106	9	results	result	NOUN
easat-3822	106	10	are	be	AUX
easat-3822	106	11	described	describe	VERB
easat-3822	106	12	briefly	briefly	ADV
easat-3822	106	13	in	in	ADP
easat-3822	106	14	table	table	NOUN
easat-3822	106	15	2	2	NUM
easat-3822	106	16	.	.	PUNCT
easat-3822	106	17	table	table	NOUN
easat-3822	106	18	2	2	NUM
easat-3822	106	19	.	.	PUNCT
easat-3822	106	20	general	general	ADJ
easat-3822	106	21	forms	form	NOUN
easat-3822	106	22	and	and	CCONJ
easat-3822	106	23	interpretation	interpretation	NOUN
easat-3822	106	24	of	of	ADP
easat-3822	106	25	the	the	DET
easat-3822	106	26	three	three	NUM
easat-3822	106	27	metrics	metric	NOUN
easat-3822	106	28	used	use	VERB
easat-3822	106	29	in	in	ADP
easat-3822	106	30	this	this	DET
easat-3822	106	31	paper	paper	NOUN
easat-3822	106	32	.	.	PUNCT
easat-3822	107	1	metric	metric	ADJ
easat-3822	107	2	interpretation	interpretation	NOUN
easat-3822	107	3	accuracy	accuracy	NOUN
easat-3822	107	4	accuracy	accuracy	NOUN
easat-3822	107	5	is	be	AUX
easat-3822	107	6	expressed	express	VERB
easat-3822	107	7	as	as	ADP
easat-3822	107	8	a	a	DET
easat-3822	107	9	percentage	percentage	NOUN
easat-3822	107	10	of	of	ADP
easat-3822	107	11	all	all	DET
easat-3822	107	12	traffic	traffic	NOUN
easat-3822	107	13	flows	flow	NOUN
easat-3822	107	14	that	that	PRON
easat-3822	107	15	were	be	AUX
easat-3822	107	16	accurately	accurately	ADV
easat-3822	107	17	anticipated	anticipate	VERB
easat-3822	107	18	.	.	PUNCT
easat-3822	108	1	accuracy	accuracy	NOUN
easat-3822	108	2	can	can	AUX
easat-3822	108	3	be	be	AUX
easat-3822	108	4	expressed	express	VERB
easat-3822	108	5	using	use	VERB
easat-3822	108	6	the	the	DET
easat-3822	108	7	true	true	ADJ
easat-3822	108	8	positive	positive	ADJ
easat-3822	108	9	(	(	PUNCT
easat-3822	108	10	tp	tp	NOUN
easat-3822	108	11	)	)	PUNCT
easat-3822	108	12	,	,	PUNCT
easat-3822	108	13	true	true	ADJ
easat-3822	108	14	negative	negative	ADJ
easat-3822	108	15	(	(	PUNCT
easat-3822	108	16	tn	tn	NOUN
easat-3822	108	17	)	)	PUNCT
easat-3822	108	18	,	,	PUNCT
easat-3822	109	1	false	false	ADJ
easat-3822	109	2	positive	positive	ADJ
easat-3822	109	3	(	(	PUNCT
easat-3822	109	4	fp	fp	NOUN
easat-3822	109	5	)	)	PUNCT
easat-3822	109	6	,	,	PUNCT
easat-3822	109	7	and	and	CCONJ
easat-3822	109	8	false	false	ADJ
easat-3822	109	9	negative	negative	ADJ
easat-3822	109	10	(	(	PUNCT
easat-3822	109	11	fn	fn	NOUN
easat-3822	109	12	):	):	PUNCT
easat-3822	109	13	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	𝐴𝑐𝑐𝑢𝑟𝑎𝑐𝑦	PROPN
easat-3822	109	14	=	=	PROPN
easat-3822	109	15	tp	tp	PROPN
easat-3822	109	16	+	+	NUM
easat-3822	109	17	tn	tn	NOUN
easat-3822	109	18	tp	tp	NOUN
easat-3822	109	19	+	+	CCONJ
easat-3822	109	20	tn+	tn+	NOUN
easat-3822	109	21	fp	fp	X
easat-3822	109	22	+	+	NUM
easat-3822	109	23	fn	fn	NOUN
easat-3822	109	24	recall	recall	VERB
easat-3822	109	25	the	the	DET
easat-3822	109	26	percentage	percentage	NOUN
easat-3822	109	27	of	of	ADP
easat-3822	109	28	properly	properly	ADV
easat-3822	109	29	anticipated	anticipate	VERB
easat-3822	109	30	traffic	traffic	NOUN
easat-3822	109	31	flows	flow	NOUN
easat-3822	109	32	in	in	ADP
easat-3822	109	33	a	a	DET
easat-3822	109	34	given	give	VERB
easat-3822	109	35	traffic	traffic	NOUN
easat-3822	109	36	class	class	NOUN
easat-3822	109	37	,	,	PUNCT
easat-3822	109	38	out	out	ADP
easat-3822	109	39	of	of	ADP
easat-3822	109	40	all	all	DET
easat-3822	109	41	the	the	DET
easat-3822	109	42	traffic	traffic	NOUN
easat-3822	109	43	flows	flow	VERB
easat-3822	109	44	in	in	ADP
easat-3822	109	45	that	that	DET
easat-3822	109	46	class	class	NOUN
easat-3822	109	47	,	,	PUNCT
easat-3822	109	48	is	be	AUX
easat-3822	109	49	known	know	VERB
easat-3822	109	50	as	as	ADP
easat-3822	109	51	recall	recall	NOUN
easat-3822	109	52	.	.	PUNCT
easat-3822	110	1	recall	recall	PROPN
easat-3822	110	2	can	can	AUX
easat-3822	110	3	be	be	AUX
easat-3822	110	4	expressed	express	VERB
easat-3822	110	5	using	use	VERB
easat-3822	110	6	the	the	DET
easat-3822	110	7	true	true	ADJ
easat-3822	110	8	positive	positive	ADJ
easat-3822	110	9	(	(	PUNCT
easat-3822	110	10	tp	tp	NOUN
easat-3822	110	11	)	)	PUNCT
easat-3822	110	12	and	and	CCONJ
easat-3822	110	13	false	false	ADJ
easat-3822	110	14	negative	negative	ADJ
easat-3822	110	15	(	(	PUNCT
easat-3822	110	16	fn	fn	NOUN
easat-3822	110	17	):	):	PUNCT
easat-3822	110	18	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
easat-3822	110	19	=	=	PROPN
easat-3822	110	20	tp	tp	NOUN
easat-3822	110	21	tp	tp	ADP
easat-3822	110	22	+	+	CCONJ
easat-3822	110	23	fn	fn	PROPN
easat-3822	110	24	precision	precision	NOUN
easat-3822	110	25	a	a	DET
easat-3822	110	26	traffic	traffic	NOUN
easat-3822	110	27	class	class	NOUN
easat-3822	110	28	's	's	PART
easat-3822	110	29	precision	precision	NOUN
easat-3822	110	30	is	be	AUX
easat-3822	110	31	calculated	calculate	VERB
easat-3822	110	32	as	as	ADP
easat-3822	110	33	the	the	DET
easat-3822	110	34	proportion	proportion	NOUN
easat-3822	110	35	of	of	ADP
easat-3822	110	36	all	all	DET
easat-3822	110	37	anticipated	anticipate	VERB
easat-3822	110	38	traffic	traffic	NOUN
easat-3822	110	39	flows	flow	NOUN
easat-3822	110	40	that	that	PRON
easat-3822	110	41	really	really	ADV
easat-3822	110	42	belong	belong	VERB
easat-3822	110	43	to	to	ADP
easat-3822	110	44	that	that	DET
easat-3822	110	45	class	class	NOUN
easat-3822	110	46	that	that	PRON
easat-3822	110	47	were	be	AUX
easat-3822	110	48	accurately	accurately	ADV
easat-3822	110	49	predicted	predict	VERB
easat-3822	110	50	.	.	PUNCT
easat-3822	111	1	precision	precision	NOUN
easat-3822	111	2	can	can	AUX
easat-3822	111	3	be	be	AUX
easat-3822	111	4	described	describe	VERB
easat-3822	111	5	in	in	ADP
easat-3822	111	6	terms	term	NOUN
easat-3822	111	7	of	of	ADP
easat-3822	111	8	the	the	DET
easat-3822	111	9	true	true	ADJ
easat-3822	111	10	positive	positive	ADJ
easat-3822	111	11	(	(	PUNCT
easat-3822	111	12	tp	tp	NOUN
easat-3822	111	13	)	)	PUNCT
easat-3822	111	14	and	and	CCONJ
easat-3822	111	15	false	false	ADJ
easat-3822	111	16	positive	positive	ADJ
easat-3822	111	17	(	(	PUNCT
easat-3822	111	18	fp	fp	NOUN
easat-3822	111	19	):	):	PUNCT
easat-3822	111	20	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
easat-3822	111	21	=	=	PROPN
easat-3822	111	22	tp	tp	NOUN
easat-3822	111	23	tp	tp	ADP
easat-3822	111	24	+	+	CCONJ
easat-3822	111	25	fp	fp	PROPN
easat-3822	111	26	8494	8494	NUM
easat-3822	111	27	edelweiss	edelweiss	PROPN
easat-3822	111	28	applied	apply	VERB
easat-3822	111	29	science	science	NOUN
easat-3822	111	30	and	and	CCONJ
easat-3822	111	31	technology	technology	NOUN
easat-3822	111	32	issn	issn	PROPN
easat-3822	111	33	:	:	PUNCT
easat-3822	111	34	2576	2576	NUM
easat-3822	111	35	-	-	SYM
easat-3822	111	36	8484	8484	NUM
easat-3822	111	37	vol	vol	NOUN
easat-3822	111	38	.	.	PROPN
easat-3822	112	1	8	8	NUM
easat-3822	112	2	,	,	PUNCT
easat-3822	112	3	no	no	INTJ
easat-3822	112	4	.	.	NOUN
easat-3822	113	1	6	6	NUM
easat-3822	113	2	:	:	SYM
easat-3822	113	3	8488	8488	NUM
easat-3822	113	4	-	-	SYM
easat-3822	113	5	8496	8496	NUM
easat-3822	113	6	,	,	PUNCT
easat-3822	113	7	2024	2024	NUM
easat-3822	113	8	doi	doi	NOUN
easat-3822	113	9	:	:	PUNCT
easat-3822	113	10	10.55214/25768484.v8i6.3822	10.55214/25768484.v8i6.3822	NUM
easat-3822	113	11	©	©	ADP
easat-3822	113	12	2024	2024	NUM
easat-3822	113	13	by	by	ADP
easat-3822	113	14	the	the	DET
easat-3822	113	15	authors	author	NOUN
easat-3822	113	16	;	;	PUNCT
easat-3822	113	17	licensee	licensee	PROPN
easat-3822	113	18	learning	learning	NOUN
easat-3822	113	19	gate	gate	VERB
easat-3822	113	20	4.2	4.2	NUM
easat-3822	113	21	.	.	PUNCT
easat-3822	114	1	performance	performance	NOUN
easat-3822	114	2	results	result	NOUN
easat-3822	114	3	as	as	SCONJ
easat-3822	114	4	mentioned	mention	VERB
easat-3822	114	5	in	in	ADP
easat-3822	114	6	the	the	DET
easat-3822	114	7	previous	previous	ADJ
easat-3822	114	8	section	section	NOUN
easat-3822	114	9	,	,	PUNCT
easat-3822	114	10	we	we	PRON
easat-3822	114	11	utilize	utilize	VERB
easat-3822	114	12	the	the	DET
easat-3822	114	13	most	most	ADV
easat-3822	114	14	prevalent	prevalent	ADJ
easat-3822	114	15	and	and	CCONJ
easat-3822	114	16	well	well	ADV
easat-3822	114	17	-	-	PUNCT
easat-3822	114	18	liked	like	VERB
easat-3822	114	19	ml	ml	NOUN
easat-3822	114	20	techniques	technique	NOUN
easat-3822	114	21	for	for	ADP
easat-3822	114	22	traffic	traffic	NOUN
easat-3822	114	23	categorization	categorization	NOUN
easat-3822	114	24	in	in	ADP
easat-3822	114	25	the	the	DET
easat-3822	114	26	top	top	ADJ
easat-3822	114	27	layer	layer	NOUN
easat-3822	114	28	of	of	ADP
easat-3822	114	29	the	the	DET
easat-3822	114	30	proposed	propose	VERB
easat-3822	114	31	ensemble	ensemble	ADJ
easat-3822	114	32	models	model	NOUN
easat-3822	114	33	:	:	PUNCT
easat-3822	114	34	svm	svm	PROPN
easat-3822	114	35	,	,	PUNCT
easat-3822	114	36	knn	knn	PROPN
easat-3822	114	37	,	,	PUNCT
easat-3822	114	38	adaboost	adaboost	ADV
easat-3822	114	39	,	,	PUNCT
easat-3822	114	40	random	random	ADJ
easat-3822	114	41	forest	forest	NOUN
easat-3822	114	42	and	and	CCONJ
easat-3822	114	43	gradient	gradient	ADJ
easat-3822	114	44	boost	boost	NOUN
easat-3822	114	45	.	.	PUNCT
easat-3822	115	1	the	the	DET
easat-3822	115	2	xgboost	xgboost	PROPN
easat-3822	115	3	classifier	classifier	PROPN
easat-3822	115	4	is	be	AUX
easat-3822	115	5	used	use	VERB
easat-3822	115	6	in	in	ADP
easat-3822	115	7	the	the	DET
easat-3822	115	8	second	second	ADJ
easat-3822	115	9	layer	layer	NOUN
easat-3822	115	10	to	to	PART
easat-3822	115	11	provide	provide	VERB
easat-3822	115	12	the	the	DET
easat-3822	115	13	final	final	ADJ
easat-3822	115	14	strong	strong	ADJ
easat-3822	115	15	prediction	prediction	NOUN
easat-3822	115	16	outcomes	outcome	NOUN
easat-3822	115	17	.	.	PUNCT
easat-3822	116	1	we	we	PRON
easat-3822	116	2	compare	compare	VERB
easat-3822	116	3	the	the	DET
easat-3822	116	4	performance	performance	NOUN
easat-3822	116	5	of	of	ADP
easat-3822	116	6	the	the	DET
easat-3822	116	7	proposed	propose	VERB
easat-3822	116	8	ensemble	ensemble	ADJ
easat-3822	116	9	model	model	NOUN
easat-3822	116	10	with	with	ADP
easat-3822	116	11	results	result	NOUN
easat-3822	116	12	obtained	obtain	VERB
easat-3822	116	13	by	by	ADP
easat-3822	116	14	utilizing	utilize	VERB
easat-3822	116	15	single	single	ADJ
easat-3822	116	16	classifiers	classifier	NOUN
easat-3822	116	17	in	in	ADP
easat-3822	116	18	isolation	isolation	NOUN
easat-3822	116	19	(	(	PUNCT
easat-3822	116	20	e.g.	e.g.	ADV
easat-3822	116	21	use	use	VERB
easat-3822	116	22	gradient	gradient	NOUN
easat-3822	116	23	boost	boost	NOUN
easat-3822	116	24	only	only	ADV
easat-3822	116	25	)	)	PUNCT
easat-3822	116	26	.	.	PUNCT
easat-3822	117	1	figure	figure	NOUN
easat-3822	117	2	5	5	NUM
easat-3822	117	3	displays	display	VERB
easat-3822	117	4	the	the	DET
easat-3822	117	5	overall	overall	ADJ
easat-3822	117	6	accuracy	accuracy	NOUN
easat-3822	117	7	,	,	PUNCT
easat-3822	117	8	precision	precision	NOUN
easat-3822	117	9	,	,	PUNCT
easat-3822	117	10	and	and	CCONJ
easat-3822	117	11	recall	recall	NOUN
easat-3822	117	12	of	of	ADP
easat-3822	117	13	several	several	ADJ
easat-3822	117	14	machine	machine	NOUN
easat-3822	117	15	learning	learn	VERB
easat-3822	117	16	techniques	technique	NOUN
easat-3822	117	17	for	for	ADP
easat-3822	117	18	multi	multi	ADJ
easat-3822	117	19	-	-	ADJ
easat-3822	117	20	class	class	ADJ
easat-3822	117	21	categorization	categorization	NOUN
easat-3822	117	22	.	.	PUNCT
easat-3822	118	1	different	different	ADJ
easat-3822	118	2	machine	machine	NOUN
easat-3822	118	3	learning	learn	VERB
easat-3822	118	4	algorithms	algorithm	NOUN
easat-3822	118	5	can	can	AUX
easat-3822	118	6	provide	provide	VERB
easat-3822	118	7	outcomes	outcome	NOUN
easat-3822	118	8	that	that	PRON
easat-3822	118	9	are	be	AUX
easat-3822	118	10	noticeably	noticeably	ADV
easat-3822	118	11	quite	quite	ADV
easat-3822	118	12	different	different	ADJ
easat-3822	118	13	.	.	PUNCT
easat-3822	119	1	it	it	PRON
easat-3822	119	2	is	be	AUX
easat-3822	119	3	important	important	ADJ
easat-3822	119	4	to	to	PART
easat-3822	119	5	note	note	VERB
easat-3822	119	6	that	that	SCONJ
easat-3822	119	7	the	the	DET
easat-3822	119	8	svm	svm	ADJ
easat-3822	119	9	classifier	classifier	NOUN
easat-3822	119	10	performs	perform	VERB
easat-3822	119	11	rather	rather	ADV
easat-3822	119	12	poorly	poorly	ADV
easat-3822	119	13	.	.	PUNCT
easat-3822	120	1	this	this	PRON
easat-3822	120	2	is	be	AUX
easat-3822	120	3	because	because	SCONJ
easat-3822	120	4	svm	svm	PROPN
easat-3822	120	5	typically	typically	ADV
easat-3822	120	6	performs	perform	VERB
easat-3822	120	7	well	well	ADV
easat-3822	120	8	with	with	ADP
easat-3822	120	9	a	a	DET
easat-3822	120	10	small	small	ADJ
easat-3822	120	11	dataset	dataset	NOUN
easat-3822	120	12	size	size	NOUN
easat-3822	120	13	and	and	CCONJ
easat-3822	120	14	a	a	DET
easat-3822	120	15	big	big	ADJ
easat-3822	120	16	number	number	NOUN
easat-3822	120	17	of	of	ADP
easat-3822	120	18	features	feature	NOUN
easat-3822	120	19	,	,	PUNCT
easat-3822	120	20	but	but	CCONJ
easat-3822	120	21	only	only	ADV
easat-3822	120	22	a	a	DET
easat-3822	120	23	small	small	ADJ
easat-3822	120	24	number	number	NOUN
easat-3822	120	25	of	of	ADP
easat-3822	120	26	features	feature	NOUN
easat-3822	120	27	may	may	AUX
easat-3822	120	28	be	be	AUX
easat-3822	120	29	employed	employ	VERB
easat-3822	120	30	for	for	ADP
easat-3822	120	31	classification	classification	NOUN
easat-3822	120	32	in	in	ADP
easat-3822	120	33	sdn	sdn	NOUN
easat-3822	120	34	networks	network	NOUN
easat-3822	120	35	.	.	PUNCT
easat-3822	121	1	the	the	DET
easat-3822	121	2	suggested	suggest	VERB
easat-3822	121	3	ensemble	ensemble	ADJ
easat-3822	121	4	classifier	classifier	NOUN
easat-3822	121	5	,	,	PUNCT
easat-3822	121	6	in	in	ADP
easat-3822	121	7	contrast	contrast	NOUN
easat-3822	121	8	,	,	PUNCT
easat-3822	121	9	minimizes	minimize	VERB
easat-3822	121	10	the	the	DET
easat-3822	121	11	negative	negative	ADJ
easat-3822	121	12	effects	effect	NOUN
easat-3822	121	13	of	of	ADP
easat-3822	121	14	the	the	DET
easat-3822	121	15	few	few	ADJ
easat-3822	121	16	characteristics	characteristic	NOUN
easat-3822	121	17	to	to	PART
easat-3822	121	18	produce	produce	VERB
easat-3822	121	19	the	the	DET
easat-3822	121	20	best	good	ADJ
easat-3822	121	21	results	result	NOUN
easat-3822	121	22	.	.	PUNCT
easat-3822	122	1	additionally	additionally	ADV
easat-3822	122	2	,	,	PUNCT
easat-3822	122	3	the	the	DET
easat-3822	122	4	ensemble	ensemble	ADJ
easat-3822	122	5	classifier	classifier	NOUN
easat-3822	122	6	displays	display	VERB
easat-3822	122	7	acceptable	acceptable	ADJ
easat-3822	122	8	generalization	generalization	NOUN
easat-3822	122	9	performance	performance	NOUN
easat-3822	122	10	,	,	PUNCT
easat-3822	122	11	which	which	PRON
easat-3822	122	12	means	mean	VERB
easat-3822	122	13	that	that	SCONJ
easat-3822	122	14	the	the	DET
easat-3822	122	15	over	over	ADV
easat-3822	122	16	-	-	PUNCT
easat-3822	122	17	fitting	fit	VERB
easat-3822	122	18	issue	issue	NOUN
easat-3822	122	19	is	be	AUX
easat-3822	122	20	reduced	reduce	VERB
easat-3822	122	21	,	,	PUNCT
easat-3822	122	22	as	as	SCONJ
easat-3822	122	23	seen	see	VERB
easat-3822	122	24	in	in	ADP
easat-3822	122	25	figure	figure	NOUN
easat-3822	122	26	5	5	NUM
easat-3822	122	27	.	.	PUNCT
easat-3822	123	1	this	this	PRON
easat-3822	123	2	is	be	AUX
easat-3822	123	3	crucial	crucial	ADJ
easat-3822	123	4	for	for	ADP
easat-3822	123	5	real	real	ADJ
easat-3822	123	6	-	-	PUNCT
easat-3822	123	7	world	world	NOUN
easat-3822	123	8	networks	network	NOUN
easat-3822	123	9	because	because	SCONJ
easat-3822	123	10	highly	highly	ADV
easat-3822	123	11	dynamic	dynamic	ADJ
easat-3822	123	12	networks	network	NOUN
easat-3822	123	13	can	can	AUX
easat-3822	123	14	display	display	VERB
easat-3822	123	15	a	a	DET
easat-3822	123	16	wide	wide	ADJ
easat-3822	123	17	range	range	NOUN
easat-3822	123	18	of	of	ADP
easat-3822	123	19	traffic	traffic	NOUN
easat-3822	123	20	patterns	pattern	NOUN
easat-3822	123	21	.	.	PUNCT
easat-3822	124	1	overall	overall	ADV
easat-3822	124	2	,	,	PUNCT
easat-3822	124	3	the	the	DET
easat-3822	124	4	performance	performance	NOUN
easat-3822	124	5	outcomes	outcome	NOUN
easat-3822	124	6	in	in	ADP
easat-3822	124	7	figure	figure	NOUN
easat-3822	124	8	5	5	NUM
easat-3822	124	9	indicate	indicate	VERB
easat-3822	124	10	that	that	SCONJ
easat-3822	124	11	employing	employ	VERB
easat-3822	124	12	the	the	DET
easat-3822	124	13	suggested	suggest	VERB
easat-3822	124	14	ensemble	ensemble	ADJ
easat-3822	124	15	classifier	classifier	NOUN
easat-3822	124	16	rather	rather	ADV
easat-3822	124	17	than	than	ADP
easat-3822	124	18	depending	depend	VERB
easat-3822	124	19	solely	solely	ADV
easat-3822	124	20	on	on	ADP
easat-3822	124	21	a	a	DET
easat-3822	124	22	single	single	ADJ
easat-3822	124	23	classifier	classifier	NOUN
easat-3822	124	24	produces	produce	VERB
easat-3822	124	25	superior	superior	ADJ
easat-3822	124	26	results	result	NOUN
easat-3822	124	27	for	for	ADP
easat-3822	124	28	various	various	ADJ
easat-3822	124	29	classification	classification	NOUN
easat-3822	124	30	applications	application	NOUN
easat-3822	124	31	.	.	PUNCT
easat-3822	125	1	the	the	DET
easat-3822	125	2	"	"	PUNCT
easat-3822	125	3	accuracy	accuracy	NOUN
easat-3822	125	4	,	,	PUNCT
easat-3822	125	5	recall	recall	NOUN
easat-3822	125	6	,	,	PUNCT
easat-3822	125	7	and	and	CCONJ
easat-3822	125	8	precision	precision	NOUN
easat-3822	125	9	results	result	NOUN
easat-3822	125	10	"	"	PUNCT
easat-3822	125	11	are	be	AUX
easat-3822	125	12	shown	show	VERB
easat-3822	125	13	in	in	ADP
easat-3822	125	14	table	table	NOUN
easat-3822	125	15	3	3	NUM
easat-3822	125	16	for	for	ADP
easat-3822	125	17	various	various	ADJ
easat-3822	125	18	forms	form	NOUN
easat-3822	125	19	of	of	ADP
easat-3822	125	20	traffic	traffic	NOUN
easat-3822	125	21	;	;	PUNCT
easat-3822	125	22	the	the	PRON
easat-3822	125	23	closer	close	ADV
easat-3822	125	24	these	these	DET
easat-3822	125	25	numbers	number	NOUN
easat-3822	125	26	are	be	AUX
easat-3822	125	27	to	to	ADP
easat-3822	125	28	1	1	NUM
easat-3822	125	29	,	,	PUNCT
easat-3822	125	30	the	the	DET
easat-3822	125	31	better	well	ADJ
easat-3822	125	32	.	.	PUNCT
easat-3822	126	1	overall	overall	ADV
easat-3822	126	2	,	,	PUNCT
easat-3822	126	3	it	it	PRON
easat-3822	126	4	can	can	AUX
easat-3822	126	5	be	be	AUX
easat-3822	126	6	seen	see	VERB
easat-3822	126	7	that	that	SCONJ
easat-3822	126	8	each	each	DET
easat-3822	126	9	classifier	classifier	NOUN
easat-3822	126	10	has	have	VERB
easat-3822	126	11	both	both	DET
easat-3822	126	12	strengths	strength	NOUN
easat-3822	126	13	and	and	CCONJ
easat-3822	126	14	weaknesses	weakness	NOUN
easat-3822	126	15	when	when	SCONJ
easat-3822	126	16	it	it	PRON
easat-3822	126	17	comes	come	VERB
easat-3822	126	18	to	to	ADP
easat-3822	126	19	categorizing	categorize	VERB
easat-3822	126	20	particular	particular	ADJ
easat-3822	126	21	kinds	kind	NOUN
easat-3822	126	22	of	of	ADP
easat-3822	126	23	traffic	traffic	NOUN
easat-3822	126	24	flows	flow	NOUN
easat-3822	126	25	.	.	PUNCT
easat-3822	127	1	examples	example	NOUN
easat-3822	127	2	include	include	VERB
easat-3822	127	3	the	the	DET
easat-3822	127	4	exceedingly	exceedingly	ADV
easat-3822	127	5	poor	poor	ADJ
easat-3822	127	6	performance	performance	NOUN
easat-3822	127	7	of	of	ADP
easat-3822	127	8	svm	svm	PROPN
easat-3822	127	9	and	and	CCONJ
easat-3822	127	10	knn	knn	PROPN
easat-3822	127	11	classifiers	classifier	NOUN
easat-3822	127	12	on	on	ADP
easat-3822	127	13	"	"	PUNCT
easat-3822	127	14	video	video	NOUN
easat-3822	127	15	"	"	PUNCT
easat-3822	127	16	type	type	NOUN
easat-3822	127	17	traffic	traffic	NOUN
easat-3822	127	18	flows	flow	NOUN
easat-3822	127	19	.	.	PUNCT
easat-3822	128	1	in	in	ADP
easat-3822	128	2	contrast	contrast	NOUN
easat-3822	128	3	,	,	PUNCT
easat-3822	128	4	we	we	PRON
easat-3822	128	5	consistently	consistently	ADV
easat-3822	128	6	get	get	VERB
easat-3822	128	7	great	great	ADJ
easat-3822	128	8	performance	performance	NOUN
easat-3822	128	9	for	for	ADP
easat-3822	128	10	all	all	DET
easat-3822	128	11	distinct	distinct	ADJ
easat-3822	128	12	traffic	traffic	NOUN
easat-3822	128	13	types	type	NOUN
easat-3822	128	14	when	when	SCONJ
easat-3822	128	15	utilizing	utilize	VERB
easat-3822	128	16	the	the	DET
easat-3822	128	17	suggested	suggest	VERB
easat-3822	128	18	ensemble	ensemble	ADJ
easat-3822	128	19	classifier	classifier	NOUN
easat-3822	128	20	.	.	PUNCT
easat-3822	129	1	in	in	ADP
easat-3822	129	2	conclusion	conclusion	NOUN
easat-3822	129	3	,	,	PUNCT
easat-3822	129	4	the	the	DET
easat-3822	129	5	performance	performance	NOUN
easat-3822	129	6	results	result	NOUN
easat-3822	129	7	of	of	ADP
easat-3822	129	8	figure	figure	NOUN
easat-3822	129	9	5	5	NUM
easat-3822	129	10	and	and	CCONJ
easat-3822	129	11	table	table	NOUN
easat-3822	129	12	3	3	NUM
easat-3822	129	13	demonstrate	demonstrate	VERB
easat-3822	129	14	that	that	SCONJ
easat-3822	129	15	the	the	DET
easat-3822	129	16	suggested	suggest	VERB
easat-3822	129	17	ensemble	ensemble	ADJ
easat-3822	129	18	classifier	classifier	NOUN
easat-3822	129	19	not	not	PART
easat-3822	129	20	only	only	ADV
easat-3822	129	21	works	work	VERB
easat-3822	129	22	effectively	effectively	ADV
easat-3822	129	23	for	for	ADP
easat-3822	129	24	the	the	DET
easat-3822	129	25	entire	entire	ADJ
easat-3822	129	26	dataset	dataset	NOUN
easat-3822	129	27	but	but	CCONJ
easat-3822	129	28	also	also	ADV
easat-3822	129	29	for	for	ADP
easat-3822	129	30	different	different	ADJ
easat-3822	129	31	types	type	NOUN
easat-3822	129	32	of	of	ADP
easat-3822	129	33	traffic	traffic	NOUN
easat-3822	129	34	.	.	PUNCT
easat-3822	130	1	figure	figure	NOUN
easat-3822	130	2	5	5	NUM
easat-3822	130	3	.	.	NOUN
easat-3822	130	4	accuracy	accuracy	NOUN
easat-3822	130	5	,	,	PUNCT
easat-3822	130	6	precision	precision	NOUN
easat-3822	130	7	and	and	CCONJ
easat-3822	130	8	recall	recall	NOUN
easat-3822	130	9	of	of	ADP
easat-3822	130	10	different	different	ADJ
easat-3822	130	11	ml	ml	NOUN
easat-3822	130	12	algorithms	algorithm	NOUN
easat-3822	130	13	.	.	PUNCT
easat-3822	131	1	8495	8495	NUM
easat-3822	131	2	edelweiss	edelweiss	PROPN
easat-3822	131	3	applied	apply	VERB
easat-3822	131	4	science	science	NOUN
easat-3822	131	5	and	and	CCONJ
easat-3822	131	6	technology	technology	NOUN
easat-3822	131	7	issn	issn	PROPN
easat-3822	131	8	:	:	PUNCT
easat-3822	131	9	2576	2576	NUM
easat-3822	131	10	-	-	SYM
easat-3822	131	11	8484	8484	NUM
easat-3822	131	12	vol	vol	NOUN
easat-3822	131	13	.	.	PROPN
easat-3822	131	14	8	8	NUM
easat-3822	131	15	,	,	PUNCT
easat-3822	131	16	no	no	INTJ
easat-3822	131	17	.	.	NOUN
easat-3822	132	1	6	6	NUM
easat-3822	132	2	:	:	SYM
easat-3822	132	3	8488	8488	NUM
easat-3822	132	4	-	-	SYM
easat-3822	132	5	8496	8496	NUM
easat-3822	132	6	,	,	PUNCT
easat-3822	132	7	2024	2024	NUM
easat-3822	132	8	doi	doi	NOUN
easat-3822	132	9	:	:	PUNCT
easat-3822	132	10	10.55214/25768484.v8i6.3822	10.55214/25768484.v8i6.3822	NUM
easat-3822	132	11	©	©	ADP
easat-3822	132	12	2024	2024	NUM
easat-3822	132	13	by	by	ADP
easat-3822	132	14	the	the	DET
easat-3822	132	15	authors	author	NOUN
easat-3822	132	16	;	;	PUNCT
easat-3822	132	17	licensee	licensee	PROPN
easat-3822	132	18	learning	learn	VERB
easat-3822	132	19	gate	gate	NOUN
easat-3822	132	20	table	table	NOUN
easat-3822	132	21	3	3	NUM
easat-3822	132	22	.	.	PUNCT
easat-3822	132	23	accuracy	accuracy	NOUN
easat-3822	132	24	,	,	PUNCT
easat-3822	132	25	precision	precision	NOUN
easat-3822	132	26	and	and	CCONJ
easat-3822	132	27	recall	recall	NOUN
easat-3822	132	28	results	result	NOUN
easat-3822	132	29	of	of	ADP
easat-3822	132	30	different	different	ADJ
easat-3822	132	31	classifiers	classifier	NOUN
easat-3822	132	32	for	for	ADP
easat-3822	132	33	each	each	DET
easat-3822	132	34	traffic	traffic	NOUN
easat-3822	132	35	types	type	NOUN
easat-3822	132	36	.	.	PUNCT
easat-3822	133	1	traffic	traffic	NOUN
easat-3822	133	2	types	type	NOUN
easat-3822	133	3	kpi	kpi	PROPN
easat-3822	133	4	knn	knn	PROPN
easat-3822	133	5	svm	svm	PROPN
easat-3822	133	6	random	random	PROPN
easat-3822	133	7	forest	forest	PROPN
easat-3822	133	8	ada	ada	PROPN
easat-3822	133	9	boost	boost	VERB
easat-3822	133	10	gradient	gradient	NOUN
easat-3822	133	11	boosting	boost	VERB
easat-3822	133	12	xgboot	xgboot	ADJ
easat-3822	133	13	audio	audio	ADJ
easat-3822	133	14	accuracy	accuracy	NOUN
easat-3822	133	15	0.931	0.931	NUM
easat-3822	133	16	0.850	0.850	NUM
easat-3822	133	17	0.977	0.977	NUM
easat-3822	133	18	0.995	0.995	NUM
easat-3822	133	19	0.998	0.998	NUM
easat-3822	133	20	0.998	0.998	NUM
easat-3822	133	21	precision	precision	NOUN
easat-3822	133	22	0.596	0.596	NUM
easat-3822	133	23	0.327	0.327	NUM
easat-3822	133	24	0.887	0.887	NUM
easat-3822	133	25	0.974	0.974	NUM
easat-3822	133	26	0.992	0.992	NUM
easat-3822	133	27	0.996	0.996	NUM
easat-3822	133	28	recall	recall	NOUN
easat-3822	133	29	0.713	0.713	ADP
easat-3822	133	30	0.634	0.634	NUM
easat-3822	133	31	0.853	0.853	NUM
easat-3822	133	32	0.972	0.972	NUM
easat-3822	133	33	0.989	0.989	NUM
easat-3822	133	34	0.986	0.986	NUM
easat-3822	133	35	browsing	browse	VERB
easat-3822	133	36	accuracy	accuracy	NOUN
easat-3822	133	37	0.839	0.839	NUM
easat-3822	133	38	0.835	0.835	NUM
easat-3822	133	39	0.966	0.966	NUM
easat-3822	133	40	0.992	0.992	NUM
easat-3822	133	41	0.996	0.996	NUM
easat-3822	133	42	0.997	0.997	NUM
easat-3822	133	43	precision	precision	NOUN
easat-3822	133	44	0.577	0.577	NUM
easat-3822	133	45	0.627	0.627	NUM
easat-3822	133	46	0.893	0.893	NUM
easat-3822	133	47	0.981	0.981	NUM
easat-3822	133	48	0.989	0.989	NUM
easat-3822	133	49	0.985	0.985	NUM
easat-3822	133	50	recall	recall	NOUN
easat-3822	133	51	0.727	0.727	NUM
easat-3822	133	52	0.424	0.424	NUM
easat-3822	133	53	0.941	0.941	NUM
easat-3822	133	54	0.981	0.981	NUM
easat-3822	133	55	0.998	0.998	NUM
easat-3822	133	56	0.997	0.997	NUM
easat-3822	133	57	chat	chat	NOUN
easat-3822	133	58	accuracy	accuracy	NOUN
easat-3822	133	59	0.956	0.956	NUM
easat-3822	133	60	0.968	0.968	NUM
easat-3822	133	61	0.991	0.991	NUM
easat-3822	133	62	0.997	0.997	NUM
easat-3822	133	63	0.999	0.999	NUM
easat-3822	133	64	0.999	0.999	NUM
easat-3822	133	65	precision	precision	NOUN
easat-3822	133	66	0.422	0.422	NUM
easat-3822	133	67	0.653	0.653	NUM
easat-3822	133	68	0.897	0.897	NUM
easat-3822	133	69	0.963	0.963	NUM
easat-3822	133	70	0.991	0.991	NUM
easat-3822	133	71	0.997	0.997	NUM
easat-3822	133	72	recall	recall	VERB
easat-3822	133	73	0.241	0.241	NUM
easat-3822	133	74	0.455	0.455	NUM
easat-3822	133	75	0.867	0.867	NUM
easat-3822	133	76	0.963	0.963	NUM
easat-3822	133	77	0.981	0.981	NUM
easat-3822	133	78	0.978	0.978	NUM
easat-3822	133	79	filetransfer	filetransfer	NOUN
easat-3822	133	80	accuracy	accuracy	NOUN
easat-3822	133	81	0.943	0.943	NUM
easat-3822	133	82	0.893	0.893	NUM
easat-3822	133	83	0.993	0.993	NUM
easat-3822	133	84	0.998	0.998	NUM
easat-3822	133	85	0.999	0.999	NUM
easat-3822	133	86	1.000	1.000	NUM
easat-3822	133	87	precision	precision	NOUN
easat-3822	133	88	0.735	0.735	NUM
easat-3822	133	89	0.889	0.889	NUM
easat-3822	133	90	0.981	0.981	NUM
easat-3822	133	91	0.993	0.993	NUM
easat-3822	133	92	0.999	0.999	NUM
easat-3822	133	93	1.000	1.000	NUM
easat-3822	133	94	recall	recall	NOUN
easat-3822	133	95	0.740	0.740	NUM
easat-3822	133	96	0.009	0.009	NUM
easat-3822	133	97	0.955	0.955	NUM
easat-3822	133	98	0.992	0.992	NUM
easat-3822	133	99	0.999	0.999	NUM
easat-3822	133	100	0.999	0.999	NUM
easat-3822	133	101	mail	mail	NOUN
easat-3822	133	102	accuracy	accuracy	NOUN
easat-3822	133	103	0.959	0.959	NUM
easat-3822	133	104	0.964	0.964	NUM
easat-3822	133	105	0.992	0.992	NUM
easat-3822	133	106	0.999	0.999	NUM
easat-3822	133	107	1.000	1.000	NUM
easat-3822	133	108	1.000	1.000	NUM
easat-3822	133	109	precision	precision	NOUN
easat-3822	133	110	0.346	0.346	NUM
easat-3822	133	111	0.477	0.477	NUM
easat-3822	133	112	0.917	0.917	NUM
easat-3822	133	113	0.986	0.986	NUM
easat-3822	133	114	0.989	0.989	NUM
easat-3822	133	115	0.989	0.989	NUM
easat-3822	133	116	recall	recall	VERB
easat-3822	133	117	0.188	0.188	NUM
easat-3822	133	118	0.365	0.365	NUM
easat-3822	133	119	0.858	0.858	NUM
easat-3822	133	120	0.982	0.982	NUM
easat-3822	133	121	0.996	0.996	NUM
easat-3822	133	122	1.000	1.000	NUM
easat-3822	133	123	p2p	p2p	NOUN
easat-3822	133	124	accuracy	accuracy	NOUN
easat-3822	133	125	0.988	0.988	NUM
easat-3822	133	126	0.997	0.997	NUM
easat-3822	133	127	0.995	0.995	NUM
easat-3822	133	128	0.995	0.995	NUM
easat-3822	133	129	0.997	0.997	NUM
easat-3822	133	130	0.997	0.997	NUM
easat-3822	133	131	precision	precision	NOUN
easat-3822	133	132	0.953	0.953	NUM
easat-3822	133	133	0.999	0.999	NUM
easat-3822	133	134	0.988	0.988	NUM
easat-3822	133	135	0.980	0.980	NUM
easat-3822	133	136	0.994	0.994	NUM
easat-3822	133	137	0.994	0.994	NUM
easat-3822	133	138	recall	recall	VERB
easat-3822	133	139	0.959	0.959	NUM
easat-3822	133	140	0.987	0.987	NUM
easat-3822	133	141	0.975	0.975	NUM
easat-3822	133	142	0.982	0.982	NUM
easat-3822	133	143	0.987	0.987	NUM
easat-3822	133	144	0.984	0.984	NUM
easat-3822	133	145	video	video	NOUN
easat-3822	133	146	accuracy	accuracy	NOUN
easat-3822	133	147	0.912	0.912	NUM
easat-3822	133	148	0.727	0.727	NUM
easat-3822	133	149	0.988	0.988	NUM
easat-3822	133	150	0.996	0.996	NUM
easat-3822	133	151	0.999	0.999	NUM
easat-3822	133	152	1.000	1.000	NUM
easat-3822	133	153	precision	precision	NOUN
easat-3822	133	154	0.629	0.629	NUM
easat-3822	133	155	0.176	0.176	NUM
easat-3822	133	156	0.930	0.930	NUM
easat-3822	133	157	0.980	0.980	NUM
easat-3822	133	158	0.999	0.999	NUM
easat-3822	133	159	1.000	1.000	NUM
easat-3822	133	160	recall	recall	NOUN
easat-3822	133	161	0.460	0.460	NUM
easat-3822	133	162	0.412	0.412	NUM
easat-3822	133	163	0.965	0.965	NUM
easat-3822	133	164	0.985	0.985	NUM
easat-3822	133	165	0.999	0.999	NUM
easat-3822	133	166	1.000	1.000	NUM
easat-3822	133	167	voip	voip	NOUN
easat-3822	133	168	accuracy	accuracy	NOUN
easat-3822	133	169	0.984	0.984	NUM
easat-3822	133	170	0.837	0.837	NUM
easat-3822	133	171	0.992	0.992	NUM
easat-3822	133	172	0.995	0.995	NUM
easat-3822	133	173	0.998	0.998	NUM
easat-3822	133	174	0.999	0.999	NUM
easat-3822	133	175	precision	precision	NOUN
easat-3822	133	176	0.987	0.987	NUM
easat-3822	133	177	0.743	0.743	NUM
easat-3822	133	178	0.992	0.992	NUM
easat-3822	133	179	0.992	0.992	NUM
easat-3822	133	180	0.997	0.997	NUM
easat-3822	133	181	0.997	0.997	NUM
easat-3822	133	182	recall	recall	NOUN
easat-3822	133	183	0.958	0.958	NUM
easat-3822	133	184	0.653	0.653	NUM
easat-3822	133	185	0.982	0.982	NUM
easat-3822	133	186	0.990	0.990	NUM
easat-3822	133	187	0.996	0.996	NUM
easat-3822	133	188	0.998	0.998	NUM
easat-3822	133	189	5	5	NUM
easat-3822	133	190	.	.	PUNCT
easat-3822	133	191	conclusion	conclusion	NOUN
easat-3822	133	192	and	and	CCONJ
easat-3822	133	193	future	future	ADJ
easat-3822	133	194	work	work	NOUN
easat-3822	133	195	we	we	PRON
easat-3822	133	196	present	present	VERB
easat-3822	133	197	a	a	DET
easat-3822	133	198	machine	machine	NOUN
easat-3822	133	199	learning	learn	VERB
easat-3822	133	200	framework	framework	NOUN
easat-3822	133	201	with	with	ADP
easat-3822	133	202	ensemble	ensemble	ADJ
easat-3822	133	203	classifier	classifier	NOUN
easat-3822	133	204	and	and	CCONJ
easat-3822	133	205	assess	assess	VERB
easat-3822	133	206	its	its	PRON
easat-3822	133	207	functionality	functionality	NOUN
easat-3822	133	208	in	in	ADP
easat-3822	133	209	sdn	sdn	NOUN
easat-3822	133	210	networks	network	NOUN
easat-3822	133	211	for	for	ADP
easat-3822	133	212	traffic	traffic	NOUN
easat-3822	133	213	categorization	categorization	NOUN
easat-3822	133	214	.	.	PUNCT
easat-3822	134	1	the	the	DET
easat-3822	134	2	amount	amount	NOUN
easat-3822	134	3	of	of	ADP
easat-3822	134	4	real	real	ADJ
easat-3822	134	5	-	-	PUNCT
easat-3822	134	6	time	time	NOUN
easat-3822	134	7	data	datum	NOUN
easat-3822	134	8	characteristics	characteristic	NOUN
easat-3822	134	9	accessible	accessible	ADJ
easat-3822	134	10	to	to	ADP
easat-3822	134	11	classification	classification	NOUN
easat-3822	134	12	algorithms	algorithm	NOUN
easat-3822	134	13	is	be	AUX
easat-3822	134	14	constrained	constrain	VERB
easat-3822	134	15	since	since	SCONJ
easat-3822	134	16	sdn	sdn	PROPN
easat-3822	134	17	can	can	AUX
easat-3822	134	18	only	only	ADV
easat-3822	134	19	process	process	VERB
easat-3822	134	20	and	and	CCONJ
easat-3822	134	21	read	read	VERB
easat-3822	134	22	the	the	DET
easat-3822	134	23	header	header	NOUN
easat-3822	134	24	of	of	ADP
easat-3822	134	25	packet	packet	NOUN
easat-3822	134	26	information	information	NOUN
easat-3822	134	27	.	.	PUNCT
easat-3822	135	1	we	we	PRON
easat-3822	135	2	provide	provide	VERB
easat-3822	135	3	a	a	DET
easat-3822	135	4	multi	multi	ADJ
easat-3822	135	5	-	-	ADJ
easat-3822	135	6	tier	tier	ADJ
easat-3822	135	7	classification	classification	NOUN
easat-3822	135	8	,	,	PUNCT
easat-3822	135	9	two	two	NUM
easat-3822	135	10	layers	layer	NOUN
easat-3822	135	11	,	,	PUNCT
easat-3822	135	12	approach	approach	NOUN
easat-3822	135	13	that	that	PRON
easat-3822	135	14	utilizes	utilize	VERB
easat-3822	135	15	the	the	DET
easat-3822	135	16	benefits	benefit	NOUN
easat-3822	135	17	of	of	ADP
easat-3822	135	18	many	many	ADJ
easat-3822	135	19	classifiers	classifier	NOUN
easat-3822	135	20	to	to	PART
easat-3822	135	21	make	make	VERB
easat-3822	135	22	up	up	ADP
easat-3822	135	23	for	for	ADP
easat-3822	135	24	the	the	DET
easat-3822	135	25	lack	lack	NOUN
easat-3822	135	26	of	of	ADP
easat-3822	135	27	classification	classification	NOUN
easat-3822	135	28	information	information	NOUN
easat-3822	135	29	.	.	PUNCT
easat-3822	136	1	the	the	DET
easat-3822	136	2	suggested	suggest	VERB
easat-3822	136	3	classifier	classifier	NOUN
easat-3822	136	4	not	not	PART
easat-3822	136	5	only	only	ADV
easat-3822	136	6	resulting	result	VERB
easat-3822	136	7	in	in	ADP
easat-3822	136	8	a	a	DET
easat-3822	136	9	high	high	ADJ
easat-3822	136	10	accuracy	accuracy	NOUN
easat-3822	136	11	,	,	PUNCT
easat-3822	136	12	but	but	CCONJ
easat-3822	136	13	also	also	ADV
easat-3822	136	14	enhances	enhance	VERB
easat-3822	136	15	the	the	DET
easat-3822	136	16	overall	overall	ADJ
easat-3822	136	17	performance	performance	NOUN
easat-3822	136	18	for	for	ADP
easat-3822	136	19	different	different	ADJ
easat-3822	136	20	traffic	traffic	NOUN
easat-3822	136	21	kinds	kind	NOUN
easat-3822	136	22	,	,	PUNCT
easat-3822	136	23	according	accord	VERB
easat-3822	136	24	to	to	ADP
easat-3822	136	25	experimental	experimental	ADJ
easat-3822	136	26	data	datum	NOUN
easat-3822	136	27	.	.	PUNCT
easat-3822	137	1	the	the	DET
easat-3822	137	2	ensemble	ensemble	ADJ
easat-3822	137	3	classifier	classifier	NOUN
easat-3822	137	4	will	will	AUX
easat-3822	137	5	be	be	AUX
easat-3822	137	6	tested	test	VERB
easat-3822	137	7	for	for	ADP
easat-3822	137	8	unbalanced	unbalanced	ADJ
easat-3822	137	9	datasets	dataset	NOUN
easat-3822	137	10	with	with	ADP
easat-3822	137	11	semi	semi	ADJ
easat-3822	137	12	-	-	ADJ
easat-3822	137	13	supervised	supervised	ADJ
easat-3822	137	14	ml	ml	NOUN
easat-3822	137	15	models	model	NOUN
easat-3822	137	16	in	in	ADP
easat-3822	137	17	upcoming	upcoming	ADJ
easat-3822	137	18	research	research	NOUN
easat-3822	137	19	.	.	PUNCT
easat-3822	138	1	copyright	copyright	NOUN
easat-3822	138	2	:	:	PUNCT
easat-3822	138	3	©	©	PROPN
easat-3822	138	4	2024	2024	NUM
easat-3822	138	5	by	by	ADP
easat-3822	138	6	the	the	DET
easat-3822	138	7	authors	author	NOUN
easat-3822	138	8	.	.	PUNCT
easat-3822	139	1	this	this	DET
easat-3822	139	2	article	article	NOUN
easat-3822	139	3	is	be	AUX
easat-3822	139	4	an	an	DET
easat-3822	139	5	open	open	ADJ
easat-3822	139	6	access	access	NOUN
easat-3822	139	7	article	article	NOUN
easat-3822	139	8	distributed	distribute	VERB
easat-3822	139	9	under	under	ADP
easat-3822	139	10	the	the	DET
easat-3822	139	11	terms	term	NOUN
easat-3822	139	12	and	and	CCONJ
easat-3822	139	13	conditions	condition	NOUN
easat-3822	139	14	of	of	ADP
easat-3822	139	15	the	the	DET
easat-3822	139	16	creative	creative	ADJ
easat-3822	139	17	commons	common	NOUN
easat-3822	139	18	attribution	attribution	NOUN
easat-3822	139	19	(	(	PUNCT
easat-3822	139	20	cc	cc	NOUN
easat-3822	139	21	by	by	ADP
easat-3822	139	22	)	)	PUNCT
easat-3822	139	23	license	license	NOUN
easat-3822	139	24	(	(	PUNCT
easat-3822	139	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3822	139	26	)	)	PUNCT
easat-3822	139	27	.	.	PUNCT
easat-3822	140	1	references	reference	NOUN
easat-3822	140	2	[	[	X
easat-3822	140	3	1	1	X
easat-3822	140	4	]	]	X
easat-3822	140	5	mainetti	mainetti	PROPN
easat-3822	140	6	,	,	PUNCT
easat-3822	140	7	l.	l.	PROPN
easat-3822	140	8	;	;	PUNCT
easat-3822	140	9	patrono	patrono	PROPN
easat-3822	140	10	,	,	PUNCT
easat-3822	140	11	l.	l.	PROPN
easat-3822	140	12	;	;	PUNCT
easat-3822	140	13	vilei	vilei	NOUN
easat-3822	140	14	,	,	PUNCT
easat-3822	140	15	a.	a.	NOUN
easat-3822	140	16	evolution	evolution	NOUN
easat-3822	140	17	of	of	ADP
easat-3822	140	18	wireless	wireless	ADJ
easat-3822	140	19	sensor	sensor	NOUN
easat-3822	140	20	networks	network	NOUN
easat-3822	140	21	towards	towards	ADP
easat-3822	140	22	the	the	DET
easat-3822	140	23	internet	internet	NOUN
easat-3822	140	24	of	of	ADP
easat-3822	140	25	things	thing	NOUN
easat-3822	140	26	:	:	PUNCT
easat-3822	140	27	a	a	DET
easat-3822	140	28	survey	survey	NOUN
easat-3822	140	29	.	.	PUNCT
easat-3822	141	1	in	in	ADP
easat-3822	141	2	proceedings	proceeding	NOUN
easat-3822	141	3	of	of	ADP
easat-3822	141	4	the	the	DET
easat-3822	141	5	softcom	softcom	PROPN
easat-3822	141	6	2011	2011	NUM
easat-3822	141	7	,	,	PUNCT
easat-3822	141	8	19th	19th	ADJ
easat-3822	141	9	international	international	ADJ
easat-3822	141	10	conference	conference	NOUN
easat-3822	141	11	on	on	ADP
easat-3822	141	12	software	software	NOUN
easat-3822	141	13	,	,	PUNCT
easat-3822	141	14	telecommunications	telecommunications	NOUN
easat-3822	141	15	and	and	CCONJ
easat-3822	141	16	computer	computer	NOUN
easat-3822	141	17	networks	network	NOUN
easat-3822	141	18	,	,	PUNCT
easat-3822	141	19	split	split	NOUN
easat-3822	141	20	,	,	PUNCT
easat-3822	141	21	croatia	croatia	PROPN
easat-3822	141	22	,	,	PUNCT
easat-3822	141	23	15–17	15–17	NUM
easat-3822	141	24	september	september	PROPN
easat-3822	141	25	2011	2011	NUM
easat-3822	141	26	;	;	PUNCT
easat-3822	141	27	pp	pp	ADP
easat-3822	141	28	.	.	PUNCT
easat-3822	142	1	16–21	16–21	X
easat-3822	142	2	.	.	PUNCT
easat-3822	143	1	[	[	X
easat-3822	143	2	2	2	NUM
easat-3822	143	3	]	]	SYM
easat-3822	143	4	xu	xu	PROPN
easat-3822	143	5	,	,	PUNCT
easat-3822	143	6	l.	l.	PROPN
easat-3822	143	7	;	;	PUNCT
easat-3822	143	8	he	he	PRON
easat-3822	143	9	,	,	PUNCT
easat-3822	143	10	w.	w.	PROPN
easat-3822	143	11	;	;	PUNCT
easat-3822	143	12	li	li	PROPN
easat-3822	143	13	,	,	PUNCT
easat-3822	143	14	s.	s.	PROPN
easat-3822	143	15	internet	internet	PROPN
easat-3822	143	16	of	of	ADP
easat-3822	143	17	things	thing	NOUN
easat-3822	143	18	in	in	ADP
easat-3822	143	19	industries	industry	NOUN
easat-3822	143	20	:	:	PUNCT
easat-3822	143	21	a	a	DET
easat-3822	143	22	survey	survey	NOUN
easat-3822	143	23	.	.	PUNCT
easat-3822	144	1	ieee	ieee	PROPN
easat-3822	144	2	trans	trans	PROPN
easat-3822	144	3	.	.	PUNCT
easat-3822	145	1	ind	ind	PROPN
easat-3822	145	2	.	.	PUNCT
easat-3822	146	1	inform	inform	NOUN
easat-3822	146	2	.	.	PUNCT
easat-3822	147	1	2014	2014	NUM
easat-3822	147	2	,	,	PUNCT
easat-3822	147	3	vol.10	vol.10	NOUN
easat-3822	147	4	,	,	PUNCT
easat-3822	147	5	pp	pp	ADJ
easat-3822	147	6	.	.	PUNCT
easat-3822	147	7	2233	2233	NUM
easat-3822	147	8	–	–	PUNCT
easat-3822	147	9	2243	2243	NUM
easat-3822	147	10	.	.	PUNCT
easat-3822	148	1	[	[	X
easat-3822	148	2	3	3	NUM
easat-3822	148	3	]	]	PUNCT
easat-3822	148	4	x.	x.	NOUN
easat-3822	148	5	foukas	foukas	PROPN
easat-3822	148	6	,	,	PUNCT
easat-3822	148	7	g.	g.	PROPN
easat-3822	148	8	patounas	patounas	PROPN
easat-3822	148	9	,	,	PUNCT
easat-3822	148	10	a.	a.	NOUN
easat-3822	148	11	elmokashfi	elmokashfi	NOUN
easat-3822	148	12	,	,	PUNCT
easat-3822	148	13	and	and	CCONJ
easat-3822	148	14	m.	m.	PROPN
easat-3822	148	15	k.	k.	PROPN
easat-3822	148	16	marina	marina	PROPN
easat-3822	148	17	,	,	PUNCT
easat-3822	148	18	“	"	PUNCT
easat-3822	148	19	network	network	NOUN
easat-3822	148	20	slicing	slicing	NOUN
easat-3822	148	21	in	in	ADP
easat-3822	148	22	5	5	NUM
easat-3822	148	23	g	g	NOUN
easat-3822	148	24	:	:	PUNCT
easat-3822	148	25	survey	survey	NOUN
easat-3822	148	26	and	and	CCONJ
easat-3822	148	27	challenges	challenge	NOUN
easat-3822	148	28	,	,	PUNCT
easat-3822	148	29	”	"	PUNCT
easat-3822	148	30	ieee	ieee	X
easat-3822	148	31	commun	commun	PROPN
easat-3822	148	32	.	.	PUNCT
easat-3822	149	1	mag	mag	PROPN
easat-3822	149	2	.	.	PROPN
easat-3822	149	3	,	,	PUNCT
easat-3822	149	4	2017	2017	NUM
easat-3822	149	5	.	.	PUNCT
easat-3822	150	1	[	[	X
easat-3822	150	2	4	4	X
easat-3822	150	3	]	]	PUNCT
easat-3822	150	4	j.	j.	PROPN
easat-3822	150	5	xie	xie	PROPN
easat-3822	150	6	,	,	PUNCT
easat-3822	150	7	f.	f.	PROPN
easat-3822	150	8	r.	r.	PROPN
easat-3822	150	9	yu	yu	PROPN
easat-3822	150	10	,	,	PUNCT
easat-3822	150	11	t.	t.	PROPN
easat-3822	150	12	huang	huang	PROPN
easat-3822	150	13	,	,	PUNCT
easat-3822	150	14	r.	r.	PROPN
easat-3822	150	15	xie	xie	PROPN
easat-3822	150	16	,	,	PUNCT
easat-3822	150	17	j.	j.	PROPN
easat-3822	150	18	liu	liu	PROPN
easat-3822	150	19	,	,	PUNCT
easat-3822	150	20	c.	c.	PROPN
easat-3822	150	21	wang	wang	PROPN
easat-3822	150	22	,	,	PUNCT
easat-3822	150	23	and	and	CCONJ
easat-3822	150	24	y.	y.	PROPN
easat-3822	150	25	liu	liu	PROPN
easat-3822	150	26	,	,	PUNCT
easat-3822	150	27	“	"	PUNCT
easat-3822	150	28	a	a	DET
easat-3822	150	29	survey	survey	NOUN
easat-3822	150	30	of	of	ADP
easat-3822	150	31	machine	machine	NOUN
easat-3822	150	32	learning	learn	VERB
easat-3822	150	33	techniques	technique	NOUN
easat-3822	150	34	applied	apply	VERB
easat-3822	150	35	to	to	ADP
easat-3822	150	36	software	software	NOUN
easat-3822	150	37	defined	define	VERB
easat-3822	150	38	networking	network	VERB
easat-3822	150	39	(	(	PUNCT
easat-3822	150	40	sdn	sdn	PROPN
easat-3822	150	41	):	):	PUNCT
easat-3822	150	42	research	research	NOUN
easat-3822	150	43	issues	issue	NOUN
easat-3822	150	44	and	and	CCONJ
easat-3822	150	45	challenges	challenge	NOUN
easat-3822	150	46	,	,	PUNCT
easat-3822	150	47	”	"	PUNCT
easat-3822	150	48	ieee	ieee	PROPN
easat-3822	150	49	commun	commun	PROPN
easat-3822	150	50	.	.	PUNCT
easat-3822	151	1	surv	surv	PROPN
easat-3822	151	2	.	.	PUNCT
easat-3822	151	3	,	,	PUNCT
easat-3822	151	4	2019	2019	NUM
easat-3822	151	5	.	.	PUNCT
easat-3822	152	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3822	152	2	8496	8496	NUM
easat-3822	152	3	edelweiss	edelweiss	PROPN
easat-3822	152	4	applied	apply	VERB
easat-3822	152	5	science	science	NOUN
easat-3822	152	6	and	and	CCONJ
easat-3822	152	7	technology	technology	NOUN
easat-3822	152	8	issn	issn	PROPN
easat-3822	152	9	:	:	PUNCT
easat-3822	152	10	2576	2576	NUM
easat-3822	152	11	-	-	SYM
easat-3822	152	12	8484	8484	NUM
easat-3822	152	13	vol	vol	NOUN
easat-3822	152	14	.	.	PROPN
easat-3822	152	15	8	8	NUM
easat-3822	152	16	,	,	PUNCT
easat-3822	152	17	no	no	INTJ
easat-3822	152	18	.	.	NOUN
easat-3822	153	1	6	6	NUM
easat-3822	153	2	:	:	SYM
easat-3822	153	3	8488	8488	NUM
easat-3822	153	4	-	-	SYM
easat-3822	153	5	8496	8496	NUM
easat-3822	153	6	,	,	PUNCT
easat-3822	153	7	2024	2024	NUM
easat-3822	153	8	doi	doi	NOUN
easat-3822	153	9	:	:	PUNCT
easat-3822	153	10	10.55214/25768484.v8i6.3822	10.55214/25768484.v8i6.3822	NUM
easat-3822	153	11	©	©	ADP
easat-3822	153	12	2024	2024	NUM
easat-3822	153	13	by	by	ADP
easat-3822	153	14	the	the	DET
easat-3822	153	15	authors	author	NOUN
easat-3822	153	16	;	;	PUNCT
easat-3822	153	17	licensee	licensee	PROPN
easat-3822	153	18	learning	learning	NOUN
easat-3822	153	19	gate	gate	NOUN
easat-3822	154	1	[	[	X
easat-3822	154	2	5	5	NUM
easat-3822	154	3	]	]	PUNCT
easat-3822	154	4	b.	b.	PROPN
easat-3822	154	5	a.	a.	PROPN
easat-3822	154	6	a.	a.	PROPN
easat-3822	154	7	nunes	nunes	PROPN
easat-3822	154	8	,	,	PUNCT
easat-3822	154	9	m.	m.	NOUN
easat-3822	154	10	mendonca	mendonca	PROPN
easat-3822	154	11	,	,	PUNCT
easat-3822	154	12	x.	x.	PROPN
easat-3822	154	13	nguyen	nguyen	PROPN
easat-3822	154	14	,	,	PUNCT
easat-3822	154	15	k.	k.	PROPN
easat-3822	154	16	obraczka	obraczka	PROPN
easat-3822	154	17	,	,	PUNCT
easat-3822	154	18	and	and	CCONJ
easat-3822	154	19	t.	t.	PROPN
easat-3822	154	20	turletti	turletti	PROPN
easat-3822	154	21	,	,	PUNCT
easat-3822	154	22	“	"	PUNCT
easat-3822	154	23	a	a	DET
easat-3822	154	24	survey	survey	NOUN
easat-3822	154	25	of	of	ADP
easat-3822	154	26	software	software	NOUN
easat-3822	154	27	-	-	PUNCT
easat-3822	154	28	defined	define	VERB
easat-3822	154	29	networking	networking	NOUN
easat-3822	154	30	:	:	PUNCT
easat-3822	154	31	past	past	ADJ
easat-3822	154	32	,	,	PUNCT
easat-3822	154	33	present	present	ADJ
easat-3822	154	34	,	,	PUNCT
easat-3822	154	35	and	and	CCONJ
easat-3822	154	36	future	future	NOUN
easat-3822	154	37	of	of	ADP
easat-3822	154	38	programmable	programmable	ADJ
easat-3822	154	39	networks	network	NOUN
easat-3822	154	40	,	,	PUNCT
easat-3822	154	41	”	"	PUNCT
easat-3822	154	42	ieee	ieee	PROPN
easat-3822	154	43	commun	commun	PROPN
easat-3822	154	44	.	.	PUNCT
easat-3822	155	1	surv	surv	PROPN
easat-3822	155	2	.	.	PUNCT
easat-3822	155	3	,	,	PUNCT
easat-3822	155	4	2014	2014	NUM
easat-3822	155	5	.	.	PUNCT
easat-3822	156	1	[	[	X
easat-3822	156	2	6	6	NUM
easat-3822	156	3	]	]	X
easat-3822	156	4	ericsson	ericsson	PROPN
easat-3822	156	5	,	,	PUNCT
easat-3822	156	6	“	"	PUNCT
easat-3822	156	7	scalable	scalable	ADJ
easat-3822	156	8	network	network	NOUN
easat-3822	156	9	opportunities	opportunity	NOUN
easat-3822	156	10	:	:	PUNCT
easat-3822	156	11	an	an	DET
easat-3822	156	12	economic	economic	ADJ
easat-3822	156	13	study	study	NOUN
easat-3822	156	14	of	of	ADP
easat-3822	156	15	5	5	NUM
easat-3822	156	16	g	g	NOUN
easat-3822	156	17	network	network	NOUN
easat-3822	156	18	slicing	slice	VERB
easat-3822	156	19	for	for	ADP
easat-3822	156	20	iot	iot	PROPN
easat-3822	156	21	service	service	NOUN
easat-3822	156	22	deployment	deployment	NOUN
easat-3822	156	23	,	,	PUNCT
easat-3822	156	24	”	"	PUNCT
easat-3822	156	25	2018	2018	NUM
easat-3822	156	26	.	.	PUNCT
easat-3822	157	1	[	[	X
easat-3822	157	2	7	7	X
easat-3822	157	3	]	]	PUNCT
easat-3822	157	4	m.	m.	NOUN
easat-3822	157	5	wang	wang	PROPN
easat-3822	157	6	,	,	PUNCT
easat-3822	157	7	y.	y.	PROPN
easat-3822	157	8	cui	cui	PROPN
easat-3822	157	9	,	,	PUNCT
easat-3822	157	10	x.	x.	PROPN
easat-3822	157	11	wang	wang	PROPN
easat-3822	157	12	,	,	PUNCT
easat-3822	157	13	s.	s.	PROPN
easat-3822	157	14	xiao	xiao	PROPN
easat-3822	157	15	,	,	PUNCT
easat-3822	157	16	and	and	CCONJ
easat-3822	157	17	j.	j.	PROPN
easat-3822	157	18	jiang	jiang	PROPN
easat-3822	157	19	,	,	PUNCT
easat-3822	157	20	“	"	PUNCT
easat-3822	157	21	machine	machine	NOUN
easat-3822	157	22	learning	learning	NOUN
easat-3822	157	23	for	for	ADP
easat-3822	157	24	networking	network	VERB
easat-3822	157	25	:	:	PUNCT
easat-3822	157	26	workflow	workflow	NOUN
easat-3822	157	27	,	,	PUNCT
easat-3822	157	28	advances	advance	NOUN
easat-3822	157	29	and	and	CCONJ
easat-3822	157	30	opportunities	opportunity	NOUN
easat-3822	157	31	,	,	PUNCT
easat-3822	157	32	”	"	PUNCT
easat-3822	157	33	ieee	ieee	NOUN
easat-3822	157	34	network	network	NOUN
easat-3822	157	35	,	,	PUNCT
easat-3822	157	36	2018	2018	NUM
easat-3822	157	37	.	.	PUNCT
easat-3822	158	1	[	[	X
easat-3822	158	2	8	8	X
easat-3822	158	3	]	]	PUNCT
easat-3822	158	4	s.	s.	PROPN
easat-3822	158	5	e.	e.	PROPN
easat-3822	158	6	g´omez	g´omez	PROPN
easat-3822	158	7	,	,	PUNCT
easat-3822	158	8	b.	b.	PROPN
easat-3822	158	9	c.	c.	PROPN
easat-3822	158	10	mart´ınez	mart´ınez	PROPN
easat-3822	158	11	,	,	PUNCT
easat-3822	158	12	a.	a.	PROPN
easat-3822	158	13	j.	j.	PROPN
easat-3822	158	14	s´anchez	s´anchez	PROPN
easat-3822	158	15	-	-	PUNCT
easat-3822	158	16	esguevillas	esguevillas	PROPN
easat-3822	158	17	,	,	PUNCT
easat-3822	158	18	and	and	CCONJ
easat-3822	158	19	l.	l.	PROPN
easat-3822	158	20	h.	h.	PROPN
easat-3822	158	21	callejo	callejo	PROPN
easat-3822	158	22	,	,	PUNCT
easat-3822	158	23	“	"	PUNCT
easat-3822	158	24	ensemble	ensemble	ADJ
easat-3822	158	25	network	network	NOUN
easat-3822	158	26	traffic	traffic	NOUN
easat-3822	158	27	classification	classification	NOUN
easat-3822	158	28	:	:	PUNCT
easat-3822	158	29	algorithm	algorithm	NOUN
easat-3822	158	30	comparison	comparison	NOUN
easat-3822	158	31	and	and	CCONJ
easat-3822	158	32	novel	novel	ADJ
easat-3822	158	33	ensemble	ensemble	ADJ
easat-3822	158	34	scheme	scheme	NOUN
easat-3822	158	35	proposal	proposal	NOUN
easat-3822	158	36	,	,	PUNCT
easat-3822	158	37	”	"	PUNCT
easat-3822	158	38	computer	computer	NOUN
easat-3822	158	39	networks	network	NOUN
easat-3822	158	40	,	,	PUNCT
easat-3822	158	41	2017	2017	NUM
easat-3822	158	42	.	.	PUNCT
easat-3822	159	1	[	[	X
easat-3822	159	2	9	9	X
easat-3822	159	3	]	]	PUNCT
easat-3822	159	4	p.	p.	PROPN
easat-3822	159	5	xiao	xiao	PROPN
easat-3822	159	6	,	,	PUNCT
easat-3822	159	7	w.	w.	PROPN
easat-3822	159	8	qu	qu	PROPN
easat-3822	159	9	,	,	PUNCT
easat-3822	159	10	h.	h.	PROPN
easat-3822	159	11	qi	qi	PROPN
easat-3822	159	12	,	,	PUNCT
easat-3822	159	13	y.	y.	PROPN
easat-3822	159	14	xu	xu	PROPN
easat-3822	159	15	,	,	PUNCT
easat-3822	159	16	and	and	CCONJ
easat-3822	159	17	z.	z.	PROPN
easat-3822	159	18	li	li	PROPN
easat-3822	159	19	,	,	PUNCT
easat-3822	159	20	“	"	PUNCT
easat-3822	159	21	an	an	DET
easat-3822	159	22	efficient	efficient	ADJ
easat-3822	159	23	elephant	elephant	NOUN
easat-3822	159	24	flow	flow	NOUN
easat-3822	159	25	detection	detection	NOUN
easat-3822	159	26	with	with	ADP
easat-3822	159	27	cost	cost	NOUN
easat-3822	159	28	-	-	PUNCT
easat-3822	159	29	sensitive	sensitive	ADJ
easat-3822	159	30	in	in	ADP
easat-3822	159	31	sdn	sdn	PROPN
easat-3822	159	32	,	,	PUNCT
easat-3822	159	33	”	"	PUNCT
easat-3822	159	34	in	in	ADP
easat-3822	159	35	iniscom	iniscom	PROPN
easat-3822	159	36	,	,	PUNCT
easat-3822	159	37	2015	2015	NUM
easat-3822	159	38	.	.	PUNCT
easat-3822	160	1	[	[	X
easat-3822	160	2	10	10	NUM
easat-3822	160	3	]	]	PUNCT
easat-3822	160	4	z.	z.	PROPN
easat-3822	160	5	a.	a.	PROPN
easat-3822	160	6	qazi	qazi	PROPN
easat-3822	160	7	,	,	PUNCT
easat-3822	160	8	j.	j.	PROPN
easat-3822	160	9	lee	lee	PROPN
easat-3822	160	10	,	,	PUNCT
easat-3822	160	11	t.	t.	PROPN
easat-3822	160	12	jin	jin	PROPN
easat-3822	160	13	,	,	PUNCT
easat-3822	160	14	g.	g.	PROPN
easat-3822	160	15	bellala	bellala	PROPN
easat-3822	160	16	,	,	PUNCT
easat-3822	160	17	m.	m.	NOUN
easat-3822	160	18	arndt	arndt	PROPN
easat-3822	160	19	,	,	PUNCT
easat-3822	160	20	and	and	CCONJ
easat-3822	160	21	g.	g.	PROPN
easat-3822	160	22	noubir	noubir	PROPN
easat-3822	160	23	,	,	PUNCT
easat-3822	160	24	“	"	PUNCT
easat-3822	160	25	application	application	NOUN
easat-3822	160	26	-	-	PUNCT
easat-3822	160	27	awareness	awareness	NOUN
easat-3822	160	28	in	in	ADP
easat-3822	160	29	sdn	sdn	PROPN
easat-3822	160	30	,	,	PUNCT
easat-3822	160	31	”	"	PUNCT
easat-3822	160	32	in	in	ADP
easat-3822	160	33	acm	acm	PROPN
easat-3822	160	34	sigcomm	sigcomm	NOUN
easat-3822	160	35	,	,	PUNCT
easat-3822	160	36	2013	2013	NUM
easat-3822	160	37	.	.	PUNCT
easat-3822	161	1	[	[	X
easat-3822	161	2	11	11	NUM
easat-3822	161	3	]	]	PUNCT
easat-3822	161	4	p.	p.	PROPN
easat-3822	161	5	wang	wang	PROPN
easat-3822	161	6	,	,	PUNCT
easat-3822	161	7	s.	s.	PROPN
easat-3822	161	8	lin	lin	PROPN
easat-3822	161	9	,	,	PUNCT
easat-3822	161	10	and	and	CCONJ
easat-3822	161	11	m.	m.	PROPN
easat-3822	161	12	luo	luo	PROPN
easat-3822	161	13	,	,	PUNCT
easat-3822	161	14	“	"	PUNCT
easat-3822	161	15	a	a	DET
easat-3822	161	16	framework	framework	NOUN
easat-3822	161	17	for	for	ADP
easat-3822	161	18	qos	qos	NOUN
easat-3822	161	19	-	-	PUNCT
easat-3822	161	20	aware	aware	ADJ
easat-3822	161	21	traffic	traffic	NOUN
easat-3822	161	22	classification	classification	NOUN
easat-3822	161	23	using	use	VERB
easat-3822	161	24	semi	semi	ADJ
easat-3822	161	25	-	-	ADJ
easat-3822	161	26	supervised	supervised	ADJ
easat-3822	161	27	machine	machine	NOUN
easat-3822	161	28	learning	learning	NOUN
easat-3822	161	29	in	in	ADP
easat-3822	161	30	sdns	sdns	NOUN
easat-3822	161	31	,	,	PUNCT
easat-3822	161	32	”	"	PUNCT
easat-3822	161	33	in	in	ADP
easat-3822	161	34	ieee	ieee	PROPN
easat-3822	161	35	scc	scc	PROPN
easat-3822	161	36	,	,	PUNCT
easat-3822	161	37	2016	2016	NUM
easat-3822	161	38	.	.	PUNCT
easat-3822	162	1	[	[	X
easat-3822	162	2	12	12	NUM
easat-3822	162	3	]	]	X
easat-3822	162	4	v.	v.	CCONJ
easat-3822	162	5	deepa	deepa	PROPN
easat-3822	162	6	,	,	PUNCT
easat-3822	162	7	k.	k.	PROPN
easat-3822	162	8	m.	m.	PROPN
easat-3822	162	9	sudar	sudar	NOUN
easat-3822	162	10	,	,	PUNCT
easat-3822	162	11	and	and	CCONJ
easat-3822	162	12	p.	p.	NOUN
easat-3822	162	13	deepalakshmi	deepalakshmi	NOUN
easat-3822	162	14	,	,	PUNCT
easat-3822	162	15	“	"	PUNCT
easat-3822	162	16	design	design	NOUN
easat-3822	162	17	of	of	ADP
easat-3822	162	18	ensemble	ensemble	ADJ
easat-3822	162	19	learning	learning	NOUN
easat-3822	162	20	methods	method	NOUN
easat-3822	162	21	for	for	ADP
easat-3822	162	22	ddos	ddos	NOUN
easat-3822	162	23	detection	detection	NOUN
easat-3822	162	24	in	in	ADP
easat-3822	162	25	sdn	sdn	PROPN
easat-3822	162	26	environment	environment	NOUN
easat-3822	162	27	,	,	PUNCT
easat-3822	162	28	”	"	PUNCT
easat-3822	162	29	in	in	ADP
easat-3822	162	30	vitecon	vitecon	NOUN
easat-3822	162	31	,	,	PUNCT
easat-3822	162	32	2019	2019	NUM
easat-3822	162	33	.	.	PUNCT
easat-3822	163	1	[	[	X
easat-3822	163	2	13	13	NUM
easat-3822	163	3	]	]	PUNCT
easat-3822	163	4	i.	i.	PROPN
easat-3822	163	5	p.	p.	PROPN
easat-3822	163	6	possebon	possebon	PROPN
easat-3822	163	7	,	,	PUNCT
easat-3822	163	8	a.	a.	PROPN
easat-3822	163	9	s.	s.	PROPN
easat-3822	163	10	silva	silva	PROPN
easat-3822	163	11	,	,	PUNCT
easat-3822	163	12	l.	l.	PROPN
easat-3822	163	13	z.	z.	PROPN
easat-3822	163	14	granville	granville	PROPN
easat-3822	163	15	,	,	PUNCT
easat-3822	163	16	a.	a.	PROPN
easat-3822	163	17	schaeffer	schaeffer	PROPN
easat-3822	163	18	-	-	PUNCT
easat-3822	163	19	filho	filho	NOUN
easat-3822	163	20	,	,	PUNCT
easat-3822	163	21	and	and	CCONJ
easat-3822	163	22	a.	a.	NOUN
easat-3822	163	23	marnerides	marneride	NOUN
easat-3822	163	24	,	,	PUNCT
easat-3822	163	25	“	"	PUNCT
easat-3822	163	26	improved	improved	ADJ
easat-3822	163	27	network	network	NOUN
easat-3822	163	28	traffic	traffic	NOUN
easat-3822	163	29	classification	classification	NOUN
easat-3822	163	30	using	use	VERB
easat-3822	163	31	ensemble	ensemble	ADJ
easat-3822	163	32	learning	learning	NOUN
easat-3822	163	33	,	,	PUNCT
easat-3822	163	34	”	"	PUNCT
easat-3822	163	35	in	in	ADP
easat-3822	163	36	ieee	ieee	NOUN
easat-3822	163	37	iscc	iscc	NOUN
easat-3822	163	38	,	,	PUNCT
easat-3822	163	39	2019	2019	NUM
easat-3822	163	40	.	.	PUNCT
easat-3822	164	1	[	[	X
easat-3822	164	2	14	14	NUM
easat-3822	164	3	]	]	X
easat-3822	165	1	[	[	X
easat-3822	165	2	online	online	X
easat-3822	165	3	]	]	X
easat-3822	165	4	.	.	PUNCT
easat-3822	166	1	available	available	ADJ
easat-3822	166	2	:	:	PUNCT
easat-3822	167	1	https://xgboost.readthedocs.io/en/latest/	https://xgboost.readthedocs.io/en/latest/	NOUN
easat-3822	167	2	[	[	X
easat-3822	167	3	15	15	NUM
easat-3822	167	4	]	]	X
easat-3822	167	5	lashkari	lashkari	NOUN
easat-3822	167	6	,	,	PUNCT
easat-3822	167	7	a.h	a.h	PROPN
easat-3822	167	8	.	.	PROPN
easat-3822	167	9	;	;	PUNCT
easat-3822	167	10	draper	draper	NOUN
easat-3822	167	11	-	-	PUNCT
easat-3822	167	12	gil	gil	PROPN
easat-3822	167	13	,	,	PUNCT
easat-3822	167	14	g.	g.	PROPN
easat-3822	167	15	;	;	PUNCT
easat-3822	167	16	mamun	mamun	PROPN
easat-3822	167	17	,	,	PUNCT
easat-3822	167	18	m.s.i	m.s.i	NOUN
easat-3822	167	19	.	.	PUNCT
easat-3822	167	20	;	;	PUNCT
easat-3822	167	21	ghorbani	ghorbani	NOUN
easat-3822	167	22	,	,	PUNCT
easat-3822	167	23	a.a	a.a	PROPN
easat-3822	167	24	.	.	PROPN
easat-3822	167	25	,	,	PUNCT
easat-3822	167	26	“	"	PUNCT
easat-3822	167	27	characterization	characterization	NOUN
easat-3822	167	28	of	of	ADP
easat-3822	167	29	tor	tor	NOUN
easat-3822	167	30	traffic	traffic	NOUN
easat-3822	167	31	using	use	VERB
easat-3822	167	32	time	time	NOUN
easat-3822	167	33	based	base	VERB
easat-3822	167	34	features	feature	NOUN
easat-3822	167	35	”	"	PUNCT
easat-3822	167	36	,	,	PUNCT
easat-3822	167	37	in	in	ADP
easat-3822	167	38	proceedings	proceeding	NOUN
easat-3822	167	39	of	of	ADP
easat-3822	167	40	the	the	DET
easat-3822	167	41	3rd	3rd	ADJ
easat-3822	167	42	international	international	ADJ
easat-3822	167	43	conference	conference	NOUN
easat-3822	167	44	on	on	ADP
easat-3822	167	45	information	information	NOUN
easat-3822	167	46	system	system	NOUN
easat-3822	167	47	security	security	NOUN
easat-3822	167	48	and	and	CCONJ
easat-3822	167	49	privacy	privacy	NOUN
easat-3822	167	50	(	(	PUNCT
easat-3822	167	51	icissp	icissp	PROPN
easat-3822	167	52	)	)	PUNCT
easat-3822	167	53	,	,	PUNCT
easat-3822	167	54	porto	porto	PROPN
easat-3822	167	55	,	,	PUNCT
easat-3822	167	56	portugal	portugal	PROPN
easat-3822	167	57	,	,	PUNCT
easat-3822	167	58	19–21	19–21	PROPN
easat-3822	167	59	february	february	PROPN
easat-3822	167	60	2017	2017	NUM
easat-3822	167	61	;	;	PUNCT
easat-3822	167	62	pp	pp	ADP
easat-3822	167	63	.	.	PUNCT
easat-3822	168	1	253–262	253–262	NUM
easat-3822	168	2	.	.	PUNCT
easat-3822	169	1	[	[	X
easat-3822	169	2	16	16	NUM
easat-3822	169	3	]	]	X
easat-3822	170	1	[	[	X
easat-3822	170	2	online	online	X
easat-3822	170	3	]	]	X
easat-3822	170	4	.	.	PUNCT
easat-3822	171	1	available	available	ADJ
easat-3822	171	2	:	:	PUNCT
easat-3822	171	3	https://	https://	PROPN
easat-3822	171	4	orange	orange	PROPN
easat-3822	171	5	data	data	PROPN
easat-3822	171	6	mining	mining	NOUN
easat-3822	171	7	download	download	NOUN
easat-3822	171	8	.	.	PUNCT
easat-3822	172	1	https://xgboost.readthedocs.io/en/latest/	https://xgboost.readthedocs.io/en/latest/	PROPN
easat-3822	172	2	https://orangedatamining.com/download/#windows	https://orangedatamining.com/download/#windows	PROPN