id	sid	tid	token	lemma	pos
cana-4119	1	1	communications	communication	NOUN
cana-4119	1	2	on	on	ADP
cana-4119	1	3	applied	apply	VERB
cana-4119	1	4	nonlinear	nonlinear	ADJ
cana-4119	1	5	analysis	analysis	NOUN
cana-4119	1	6	issn	issn	NOUN
cana-4119	1	7	:	:	PUNCT
cana-4119	1	8	1074	1074	NUM
cana-4119	1	9	-	-	PUNCT
cana-4119	1	10	133x	133x	NUM
cana-4119	1	11	vol	vol	NOUN
cana-4119	1	12	32	32	NUM
cana-4119	1	13	no	no	NOUN
cana-4119	1	14	.	.	PUNCT
cana-4119	2	1	9s	9s	NUM
cana-4119	2	2	(	(	PUNCT
cana-4119	2	3	2025	2025	NUM
cana-4119	2	4	)	)	PUNCT
cana-4119	2	5	1125	1125	NUM
cana-4119	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	2	7	rank	rank	NOUN
cana-4119	2	8	based	base	VERB
cana-4119	2	9	reliefg	reliefg	PROPN
cana-4119	2	10	method	method	NOUN
cana-4119	2	11	for	for	ADP
cana-4119	2	12	spam	spam	NOUN
cana-4119	2	13	mail	mail	NOUN
cana-4119	2	14	detection	detection	NOUN
cana-4119	2	15	and	and	CCONJ
cana-4119	2	16	classification	classification	NOUN
cana-4119	2	17	b.	b.	PROPN
cana-4119	2	18	aruna	aruna	PROPN
cana-4119	2	19	kumari1	kumari1	PROPN
cana-4119	2	20	,	,	PUNCT
cana-4119	2	21	c.	c.	PROPN
cana-4119	2	22	nagaraju2	nagaraju2	PROPN
cana-4119	3	1	1research	1research	NUM
cana-4119	3	2	scholar	scholar	NOUN
cana-4119	3	3	,	,	PUNCT
cana-4119	3	4	ysr	ysr	PROPN
cana-4119	3	5	engineering	engineering	PROPN
cana-4119	3	6	college	college	PROPN
cana-4119	3	7	of	of	ADP
cana-4119	3	8	yogi	yogi	PROPN
cana-4119	3	9	vemana	vemana	PROPN
cana-4119	3	10	university	university	PROPN
cana-4119	3	11	,	,	PUNCT
cana-4119	3	12	computer	computer	NOUN
cana-4119	3	13	science	science	NOUN
cana-4119	3	14	&	&	CCONJ
cana-4119	3	15	engineering	engineering	PROPN
cana-4119	3	16	,	,	PUNCT
cana-4119	3	17	proddatur	proddatur	NOUN
cana-4119	3	18	,	,	PUNCT
cana-4119	3	19	arunakumarib1421@gmail.com	arunakumarib1421@gmail.com	PUNCT
cana-4119	3	20	2professor	2professor	NUM
cana-4119	3	21	,	,	PUNCT
cana-4119	3	22	ysr	ysr	PROPN
cana-4119	3	23	engineering	engineering	PROPN
cana-4119	3	24	college	college	PROPN
cana-4119	3	25	of	of	ADP
cana-4119	3	26	yogi	yogi	PROPN
cana-4119	3	27	vemana	vemana	PROPN
cana-4119	3	28	university	university	PROPN
cana-4119	3	29	,	,	PUNCT
cana-4119	3	30	computer	computer	NOUN
cana-4119	3	31	science	science	NOUN
cana-4119	3	32	&	&	CCONJ
cana-4119	3	33	engineering	engineering	PROPN
cana-4119	3	34	,	,	PUNCT
cana-4119	3	35	proddatur	proddatur	NOUN
cana-4119	3	36	,	,	PUNCT
cana-4119	3	37	nagaraju.c@yvu.edu.in	nagaraju.c@yvu.edu.in	PROPN
cana-4119	3	38	article	article	NOUN
cana-4119	3	39	history	history	NOUN
cana-4119	3	40	:	:	PUNCT
cana-4119	3	41	received	receive	VERB
cana-4119	3	42	:	:	PUNCT
cana-4119	3	43	12	12	NUM
cana-4119	3	44	-	-	SYM
cana-4119	3	45	01	01	NUM
cana-4119	3	46	-	-	PUNCT
cana-4119	3	47	2025	2025	NUM
cana-4119	3	48	revised	revise	VERB
cana-4119	3	49	:	:	PUNCT
cana-4119	3	50	15	15	NUM
cana-4119	3	51	-	-	NUM
cana-4119	3	52	02	02	NUM
cana-4119	3	53	-	-	PUNCT
cana-4119	3	54	2025	2025	NUM
cana-4119	3	55	accepted	accept	VERB
cana-4119	3	56	:	:	PUNCT
cana-4119	3	57	01	01	NUM
cana-4119	3	58	-	-	SYM
cana-4119	3	59	03	03	NUM
cana-4119	3	60	-	-	PUNCT
cana-4119	3	61	2025	2025	NUM
cana-4119	3	62	abstract	abstract	NOUN
cana-4119	3	63	:	:	PUNCT
cana-4119	3	64	email	email	NOUN
cana-4119	3	65	plays	play	VERB
cana-4119	3	66	a	a	DET
cana-4119	3	67	crucial	crucial	ADJ
cana-4119	3	68	role	role	NOUN
cana-4119	3	69	in	in	ADP
cana-4119	3	70	day	day	NOUN
cana-4119	3	71	-	-	PUNCT
cana-4119	3	72	to	to	ADP
cana-4119	3	73	-	-	PUNCT
cana-4119	3	74	day	day	NOUN
cana-4119	3	75	communication	communication	NOUN
cana-4119	3	76	.	.	PUNCT
cana-4119	4	1	an	an	DET
cana-4119	4	2	increase	increase	NOUN
cana-4119	4	3	in	in	ADP
cana-4119	4	4	spam	spam	NOUN
cana-4119	4	5	emails	email	NOUN
cana-4119	4	6	poses	pose	VERB
cana-4119	4	7	a	a	DET
cana-4119	4	8	significant	significant	ADJ
cana-4119	4	9	threat	threat	NOUN
cana-4119	4	10	,	,	PUNCT
cana-4119	4	11	leading	lead	VERB
cana-4119	4	12	to	to	ADP
cana-4119	4	13	financial	financial	ADJ
cana-4119	4	14	and	and	CCONJ
cana-4119	4	15	resource	resource	NOUN
cana-4119	4	16	losses	loss	NOUN
cana-4119	4	17	.	.	PUNCT
cana-4119	5	1	it	it	PRON
cana-4119	5	2	's	be	AUX
cana-4119	5	3	not	not	PART
cana-4119	5	4	easy	easy	ADJ
cana-4119	5	5	to	to	PART
cana-4119	5	6	differentiate	differentiate	VERB
cana-4119	5	7	spam	spam	NOUN
cana-4119	5	8	emails	email	NOUN
cana-4119	5	9	from	from	ADP
cana-4119	5	10	legitimate	legitimate	ADJ
cana-4119	5	11	emails	email	NOUN
cana-4119	5	12	due	due	ADJ
cana-4119	5	13	to	to	ADP
cana-4119	5	14	large	large	ADJ
cana-4119	5	15	no.of	no.of	PROPN
cana-4119	5	16	features	feature	NOUN
cana-4119	5	17	in	in	ADP
cana-4119	5	18	datasets	dataset	NOUN
cana-4119	5	19	.	.	PUNCT
cana-4119	6	1	developing	develop	VERB
cana-4119	6	2	effective	effective	ADJ
cana-4119	6	3	spam	spam	NOUN
cana-4119	6	4	detection	detection	NOUN
cana-4119	6	5	method	method	NOUN
cana-4119	6	6	is	be	AUX
cana-4119	6	7	crucial	crucial	ADJ
cana-4119	6	8	for	for	ADP
cana-4119	6	9	email	email	NOUN
cana-4119	6	10	security	security	NOUN
cana-4119	6	11	with	with	ADP
cana-4119	6	12	missing	miss	VERB
cana-4119	6	13	values	value	NOUN
cana-4119	6	14	,	,	PUNCT
cana-4119	6	15	outliers	outlier	NOUN
cana-4119	6	16	and	and	CCONJ
cana-4119	6	17	noise	noise	NOUN
cana-4119	6	18	.	.	PUNCT
cana-4119	7	1	in	in	ADP
cana-4119	7	2	the	the	DET
cana-4119	7	3	literature	literature	NOUN
cana-4119	7	4	many	many	ADJ
cana-4119	7	5	methods	method	NOUN
cana-4119	7	6	have	have	AUX
cana-4119	7	7	been	be	AUX
cana-4119	7	8	existed	exist	VERB
cana-4119	7	9	among	among	ADP
cana-4119	7	10	those	those	DET
cana-4119	7	11	rank	rank	NOUN
cana-4119	7	12	-	-	PUNCT
cana-4119	7	13	based	base	VERB
cana-4119	7	14	relief	relief	NOUN
cana-4119	7	15	method	method	NOUN
cana-4119	7	16	is	be	AUX
cana-4119	7	17	suitable	suitable	ADJ
cana-4119	7	18	for	for	ADP
cana-4119	7	19	detection	detection	NOUN
cana-4119	7	20	and	and	CCONJ
cana-4119	7	21	classification	classification	NOUN
cana-4119	7	22	.	.	PUNCT
cana-4119	8	1	however	however	ADV
cana-4119	8	2	,	,	PUNCT
cana-4119	8	3	the	the	DET
cana-4119	8	4	relief	relief	NOUN
cana-4119	8	5	method	method	NOUN
cana-4119	8	6	considers	consider	VERB
cana-4119	8	7	one	one	NUM
cana-4119	8	8	hit	hit	VERB
cana-4119	8	9	and	and	CCONJ
cana-4119	8	10	one	one	NUM
cana-4119	8	11	miss	miss	NOUN
cana-4119	8	12	.	.	PUNCT
cana-4119	9	1	due	due	ADP
cana-4119	9	2	to	to	ADP
cana-4119	9	3	this	this	DET
cana-4119	9	4	reason	reason	NOUN
cana-4119	9	5	,	,	PUNCT
cana-4119	9	6	it	it	PRON
cana-4119	9	7	fails	fail	VERB
cana-4119	9	8	for	for	ADP
cana-4119	9	9	multiclass	multiclass	ADJ
cana-4119	9	10	classification	classification	NOUN
cana-4119	9	11	.	.	PUNCT
cana-4119	10	1	due	due	ADP
cana-4119	10	2	to	to	ADP
cana-4119	10	3	the	the	DET
cana-4119	10	4	importance	importance	NOUN
cana-4119	10	5	of	of	ADP
cana-4119	10	6	relief	relief	NOUN
cana-4119	10	7	method	method	NOUN
cana-4119	10	8	,	,	PUNCT
cana-4119	10	9	researchers	researcher	NOUN
cana-4119	10	10	have	have	AUX
cana-4119	10	11	made	make	VERB
cana-4119	10	12	many	many	ADJ
cana-4119	10	13	extensions	extension	NOUN
cana-4119	10	14	to	to	ADP
cana-4119	10	15	relief	relief	NOUN
cana-4119	10	16	.	.	PUNCT
cana-4119	11	1	among	among	ADP
cana-4119	11	2	those	those	DET
cana-4119	11	3	relieff	relieff	NOUN
cana-4119	11	4	is	be	AUX
cana-4119	11	5	the	the	DET
cana-4119	11	6	one	one	NUM
cana-4119	11	7	of	of	ADP
cana-4119	11	8	the	the	DET
cana-4119	11	9	latest	late	ADJ
cana-4119	11	10	variants	variant	NOUN
cana-4119	11	11	of	of	ADP
cana-4119	11	12	relief	relief	NOUN
cana-4119	11	13	method	method	NOUN
cana-4119	11	14	which	which	PRON
cana-4119	11	15	improves	improve	VERB
cana-4119	11	16	accuracy	accuracy	NOUN
cana-4119	11	17	by	by	ADP
cana-4119	11	18	reducing	reduce	VERB
cana-4119	11	19	the	the	DET
cana-4119	11	20	computational	computational	ADJ
cana-4119	11	21	cost	cost	NOUN
cana-4119	11	22	in	in	ADP
cana-4119	11	23	the	the	DET
cana-4119	11	24	presence	presence	NOUN
cana-4119	11	25	of	of	ADP
cana-4119	11	26	missing	miss	VERB
cana-4119	11	27	values	value	NOUN
cana-4119	11	28	and	and	CCONJ
cana-4119	11	29	noise	noise	NOUN
cana-4119	11	30	for	for	ADP
cana-4119	11	31	multiclass	multiclass	ADJ
cana-4119	11	32	classifications	classification	NOUN
cana-4119	11	33	.	.	PUNCT
cana-4119	12	1	however	however	ADV
cana-4119	12	2	,	,	PUNCT
cana-4119	12	3	it	it	PRON
cana-4119	12	4	fails	fail	VERB
cana-4119	12	5	in	in	ADP
cana-4119	12	6	presentce	presentce	NOUN
cana-4119	12	7	of	of	ADP
cana-4119	12	8	outliers	outlier	NOUN
cana-4119	12	9	.	.	PUNCT
cana-4119	13	1	in	in	ADP
cana-4119	13	2	this	this	DET
cana-4119	13	3	paper	paper	NOUN
cana-4119	13	4	,	,	PUNCT
cana-4119	13	5	a	a	DET
cana-4119	13	6	new	new	ADJ
cana-4119	13	7	variant	variant	NOUN
cana-4119	13	8	reliefg	reliefg	NOUN
cana-4119	13	9	is	be	AUX
cana-4119	13	10	proposed	propose	VERB
cana-4119	13	11	.	.	PUNCT
cana-4119	14	1	this	this	DET
cana-4119	14	2	method	method	NOUN
cana-4119	14	3	reduces	reduce	VERB
cana-4119	14	4	the	the	DET
cana-4119	14	5	computational	computational	ADJ
cana-4119	14	6	cost	cost	NOUN
cana-4119	14	7	by	by	ADP
cana-4119	14	8	finding	find	VERB
cana-4119	14	9	the	the	DET
cana-4119	14	10	highest	high	ADJ
cana-4119	14	11	rank	rank	NOUN
cana-4119	14	12	of	of	ADP
cana-4119	14	13	attributes	attribute	NOUN
cana-4119	14	14	and	and	CCONJ
cana-4119	14	15	generating	generate	VERB
cana-4119	14	16	crisp	crisp	ADJ
cana-4119	14	17	set	set	VERB
cana-4119	14	18	values	value	NOUN
cana-4119	14	19	by	by	ADP
cana-4119	14	20	integrating	integrate	VERB
cana-4119	14	21	efficient	efficient	ADJ
cana-4119	14	22	fuzzy	fuzzy	ADJ
cana-4119	14	23	membership	membership	NOUN
cana-4119	14	24	function	function	NOUN
cana-4119	14	25	into	into	ADP
cana-4119	14	26	a	a	DET
cana-4119	14	27	sigmoid	sigmoid	NOUN
cana-4119	14	28	function	function	NOUN
cana-4119	14	29	to	to	PART
cana-4119	14	30	improve	improve	VERB
cana-4119	14	31	the	the	DET
cana-4119	14	32	accuracy	accuracy	NOUN
cana-4119	14	33	in	in	ADP
cana-4119	14	34	the	the	DET
cana-4119	14	35	presence	presence	NOUN
cana-4119	14	36	of	of	ADP
cana-4119	14	37	outliers	outlier	NOUN
cana-4119	14	38	.	.	PUNCT
cana-4119	15	1	keywords	keyword	NOUN
cana-4119	15	2	:	:	PUNCT
cana-4119	15	3	crisp	crisp	ADJ
cana-4119	15	4	set	set	NOUN
cana-4119	15	5	,	,	PUNCT
cana-4119	15	6	rank	rank	NOUN
cana-4119	15	7	-	-	PUNCT
cana-4119	15	8	based	base	VERB
cana-4119	15	9	methods	method	NOUN
cana-4119	15	10	,	,	PUNCT
cana-4119	15	11	relief	relief	NOUN
cana-4119	15	12	,	,	PUNCT
cana-4119	15	13	iterative	iterative	NOUN
cana-4119	15	14	relief	relief	NOUN
cana-4119	15	15	,	,	PUNCT
cana-4119	15	16	relieff	relieff	NOUN
cana-4119	15	17	.	.	PUNCT
cana-4119	16	1	1	1	NUM
cana-4119	16	2	.	.	X
cana-4119	16	3	introduction	introduction	NOUN
cana-4119	16	4	communication	communication	NOUN
cana-4119	16	5	has	have	AUX
cana-4119	16	6	undergone	undergo	VERB
cana-4119	16	7	significant	significant	ADJ
cana-4119	16	8	evolution	evolution	NOUN
cana-4119	16	9	in	in	ADP
cana-4119	16	10	recent	recent	ADJ
cana-4119	16	11	years	year	NOUN
cana-4119	16	12	,	,	PUNCT
cana-4119	16	13	presenting	present	VERB
cana-4119	16	14	various	various	ADJ
cana-4119	16	15	methods	method	NOUN
cana-4119	16	16	for	for	ADP
cana-4119	16	17	individuals	individual	NOUN
cana-4119	16	18	to	to	PART
cana-4119	16	19	share	share	VERB
cana-4119	16	20	ideas	idea	NOUN
cana-4119	16	21	and	and	CCONJ
cana-4119	16	22	thoughts	thought	NOUN
cana-4119	16	23	.	.	PUNCT
cana-4119	17	1	from	from	ADP
cana-4119	17	2	traditional	traditional	ADJ
cana-4119	17	3	in	in	ADP
cana-4119	17	4	-	-	PUNCT
cana-4119	17	5	person	person	NOUN
cana-4119	17	6	conversations	conversation	NOUN
cana-4119	17	7	,	,	PUNCT
cana-4119	17	8	phone	phone	NOUN
cana-4119	17	9	calls	call	NOUN
cana-4119	17	10	,	,	PUNCT
cana-4119	17	11	and	and	CCONJ
cana-4119	17	12	letters	letter	NOUN
cana-4119	17	13	to	to	ADP
cana-4119	17	14	modern	modern	ADJ
cana-4119	17	15	online	online	ADJ
cana-4119	17	16	communication	communication	NOUN
cana-4119	17	17	,	,	PUNCT
cana-4119	17	18	methods	method	NOUN
cana-4119	17	19	have	have	AUX
cana-4119	17	20	become	become	VERB
cana-4119	17	21	more	more	ADV
cana-4119	17	22	diverse	diverse	ADJ
cana-4119	17	23	and	and	CCONJ
cana-4119	17	24	cost	cost	NOUN
cana-4119	17	25	–	–	PUNCT
cana-4119	17	26	effective	effective	ADJ
cana-4119	17	27	.	.	PUNCT
cana-4119	18	1	the	the	DET
cana-4119	18	2	widespread	widespread	ADJ
cana-4119	18	3	use	use	NOUN
cana-4119	18	4	of	of	ADP
cana-4119	18	5	mobile	mobile	ADJ
cana-4119	18	6	phones	phone	NOUN
cana-4119	18	7	has	have	AUX
cana-4119	18	8	also	also	ADV
cana-4119	18	9	drawn	draw	VERB
cana-4119	18	10	the	the	DET
cana-4119	18	11	attention	attention	NOUN
cana-4119	18	12	of	of	ADP
cana-4119	18	13	cyber	cyber	NOUN
cana-4119	18	14	-	-	PUNCT
cana-4119	18	15	criminals	criminal	NOUN
cana-4119	18	16	,	,	PUNCT
cana-4119	18	17	who	who	PRON
cana-4119	18	18	misuse	misuse	VERB
cana-4119	18	19	technology	technology	NOUN
cana-4119	18	20	for	for	ADP
cana-4119	18	21	malicious	malicious	ADJ
cana-4119	18	22	intent	intent	NOUN
cana-4119	18	23	[	[	X
cana-4119	18	24	1	1	NUM
cana-4119	18	25	]	]	PUNCT
cana-4119	18	26	.	.	PUNCT
cana-4119	19	1	an	an	DET
cana-4119	19	2	often	often	ADV
cana-4119	19	3	-	-	PUNCT
cana-4119	19	4	used	use	VERB
cana-4119	19	5	strategy	strategy	NOUN
cana-4119	19	6	involves	involve	VERB
cana-4119	19	7	sending	send	VERB
cana-4119	19	8	unsolicited	unsolicited	ADJ
cana-4119	19	9	electronic	electronic	ADJ
cana-4119	19	10	messages	message	NOUN
cana-4119	19	11	,	,	PUNCT
cana-4119	19	12	commonly	commonly	ADV
cana-4119	19	13	known	know	VERB
cana-4119	19	14	as	as	ADP
cana-4119	19	15	spam	spam	NOUN
cana-4119	19	16	.	.	PUNCT
cana-4119	20	1	attackers	attacker	NOUN
cana-4119	20	2	can	can	AUX
cana-4119	20	3	use	use	VERB
cana-4119	20	4	these	these	DET
cana-4119	20	5	messages	message	NOUN
cana-4119	20	6	to	to	PART
cana-4119	20	7	deceive	deceive	VERB
cana-4119	20	8	recipients	recipient	NOUN
cana-4119	20	9	and	and	CCONJ
cana-4119	20	10	lead	lead	VERB
cana-4119	20	11	them	they	PRON
cana-4119	20	12	to	to	PART
cana-4119	20	13	respond	respond	VERB
cana-4119	20	14	and	and	CCONJ
cana-4119	20	15	potentially	potentially	ADV
cana-4119	20	16	face	face	VERB
cana-4119	20	17	additional	additional	ADJ
cana-4119	20	18	charges	charge	NOUN
cana-4119	20	19	or	or	CCONJ
cana-4119	20	20	simply	simply	ADV
cana-4119	20	21	promote	promote	VERB
cana-4119	20	22	offers	offer	NOUN
cana-4119	20	23	and	and	CCONJ
cana-4119	20	24	products	product	NOUN
cana-4119	20	25	.	.	PUNCT
cana-4119	21	1	spam	spam	NOUN
cana-4119	21	2	messages	message	NOUN
cana-4119	21	3	are	be	AUX
cana-4119	21	4	sent	send	VERB
cana-4119	21	5	as	as	ADP
cana-4119	21	6	text	text	NOUN
cana-4119	21	7	,	,	PUNCT
cana-4119	21	8	images	image	NOUN
cana-4119	21	9	,	,	PUNCT
cana-4119	21	10	and	and	CCONJ
cana-4119	21	11	multimedia	multimedia	NOUN
cana-4119	21	12	through	through	ADP
cana-4119	21	13	mobile	mobile	ADJ
cana-4119	21	14	text	text	NOUN
cana-4119	21	15	messages	message	NOUN
cana-4119	21	16	,	,	PUNCT
cana-4119	21	17	emails	email	NOUN
cana-4119	21	18	,	,	PUNCT
cana-4119	21	19	and	and	CCONJ
cana-4119	21	20	social	social	ADJ
cana-4119	21	21	media	medium	NOUN
cana-4119	21	22	.	.	PUNCT
cana-4119	22	1	email	email	NOUN
cana-4119	22	2	or	or	CCONJ
cana-4119	22	3	electronic	electronic	ADJ
cana-4119	22	4	mail	mail	NOUN
cana-4119	22	5	,	,	PUNCT
cana-4119	22	6	is	be	AUX
cana-4119	22	7	an	an	DET
cana-4119	22	8	essential	essential	ADJ
cana-4119	22	9	and	and	CCONJ
cana-4119	22	10	widely	widely	ADV
cana-4119	22	11	used	use	VERB
cana-4119	22	12	communication	communication	NOUN
cana-4119	22	13	tool	tool	NOUN
cana-4119	22	14	on	on	ADP
cana-4119	22	15	the	the	DET
cana-4119	22	16	internet	internet	NOUN
cana-4119	22	17	.	.	PUNCT
cana-4119	23	1	harness	harness	NOUN
cana-4119	23	2	the	the	DET
cana-4119	23	3	power	power	NOUN
cana-4119	23	4	to	to	PART
cana-4119	23	5	exchange	exchange	VERB
cana-4119	23	6	messages	message	NOUN
cana-4119	23	7	with	with	ADP
cana-4119	23	8	anyone	anyone	PRON
cana-4119	23	9	possessing	possess	VERB
cana-4119	23	10	an	an	DET
cana-4119	23	11	email	email	NOUN
cana-4119	23	12	address	address	NOUN
cana-4119	23	13	,	,	PUNCT
cana-4119	23	14	no	no	ADV
cana-4119	23	15	matter	matter	ADV
cana-4119	23	16	their	their	PRON
cana-4119	23	17	location	location	NOUN
cana-4119	23	18	across	across	ADP
cana-4119	23	19	the	the	DET
cana-4119	23	20	globe	globe	NOUN
cana-4119	23	21	.	.	PUNCT
cana-4119	24	1	email	email	NOUN
cana-4119	24	2	relies	rely	VERB
cana-4119	24	3	on	on	ADP
cana-4119	24	4	various	various	ADJ
cana-4119	24	5	protocols	protocol	NOUN
cana-4119	24	6	within	within	ADP
cana-4119	24	7	the	the	DET
cana-4119	24	8	tcp	tcp	PROPN
cana-4119	24	9	/	/	SYM
cana-4119	24	10	ip	ip	NOUN
cana-4119	24	11	suite	suite	NOUN
cana-4119	24	12	and	and	CCONJ
cana-4119	24	13	has	have	AUX
cana-4119	24	14	long	long	ADV
cana-4119	24	15	been	be	AUX
cana-4119	24	16	a	a	DET
cana-4119	24	17	vital	vital	ADJ
cana-4119	24	18	medium	medium	NOUN
cana-4119	24	19	of	of	ADP
cana-4119	24	20	communication	communication	NOUN
cana-4119	24	21	,	,	PUNCT
cana-4119	24	22	offering	offer	VERB
cana-4119	24	23	near	near	ADP
cana-4119	24	24	instant	instant	ADJ
cana-4119	24	25	global	global	ADJ
cana-4119	24	26	connectivity	connectivity	NOUN
cana-4119	24	27	.	.	PUNCT
cana-4119	25	1	email	email	NOUN
cana-4119	25	2	spam	spam	NOUN
cana-4119	25	3	is	be	AUX
cana-4119	25	4	a	a	DET
cana-4119	25	5	major	major	ADJ
cana-4119	25	6	issue	issue	NOUN
cana-4119	25	7	in	in	ADP
cana-4119	25	8	today	today	NOUN
cana-4119	25	9	’s	’s	PART
cana-4119	25	10	digital	digital	ADJ
cana-4119	25	11	age	age	NOUN
cana-4119	25	12	,	,	PUNCT
cana-4119	25	13	creating	create	VERB
cana-4119	25	14	challenges	challenge	NOUN
cana-4119	25	15	for	for	ADP
cana-4119	25	16	organizations	organization	NOUN
cana-4119	25	17	,	,	PUNCT
cana-4119	25	18	businesses	business	NOUN
cana-4119	25	19	and	and	CCONJ
cana-4119	25	20	individuals	individual	NOUN
cana-4119	25	21	[	[	X
cana-4119	25	22	2	2	NUM
cana-4119	25	23	]	]	PUNCT
cana-4119	25	24	.	.	PUNCT
cana-4119	26	1	spam	spam	NOUN
cana-4119	26	2	emails	email	NOUN
cana-4119	26	3	are	be	AUX
cana-4119	26	4	unwanted	unwanted	ADJ
cana-4119	26	5	messages	message	NOUN
cana-4119	26	6	that	that	PRON
cana-4119	26	7	fill	fill	VERB
cana-4119	26	8	up	up	ADP
cana-4119	26	9	inboxes	inboxe	NOUN
cana-4119	26	10	,	,	PUNCT
cana-4119	26	11	wasting	waste	VERB
cana-4119	26	12	precious	precious	ADJ
cana-4119	26	13	time	time	NOUN
cana-4119	26	14	and	and	CCONJ
cana-4119	26	15	resources	resource	NOUN
cana-4119	26	16	,	,	PUNCT
cana-4119	26	17	all	all	PRON
cana-4119	26	18	while	while	SCONJ
cana-4119	26	19	risking	risk	VERB
cana-4119	26	20	the	the	DET
cana-4119	26	21	exposure	exposure	NOUN
cana-4119	26	22	of	of	ADP
cana-4119	26	23	users	user	NOUN
cana-4119	26	24	to	to	ADP
cana-4119	26	25	harmful	harmful	ADJ
cana-4119	26	26	content	content	NOUN
cana-4119	26	27	or	or	CCONJ
cana-4119	26	28	scams	scam	NOUN
cana-4119	26	29	.	.	PUNCT
cana-4119	27	1	machine	machine	NOUN
cana-4119	27	2	learning	learn	VERB
cana-4119	27	3	techniques	technique	NOUN
cana-4119	27	4	have	have	AUX
cana-4119	27	5	become	become	VERB
cana-4119	27	6	mailto:arunakumarib1421@gmail.com	mailto:arunakumarib1421@gmail.com	X
cana-4119	27	7	mailto:cnrcse@yahoo.com	mailto:cnrcse@yahoo.com	PROPN
cana-4119	27	8	communications	communication	NOUN
cana-4119	27	9	on	on	ADP
cana-4119	27	10	applied	apply	VERB
cana-4119	27	11	nonlinear	nonlinear	ADJ
cana-4119	27	12	analysis	analysis	NOUN
cana-4119	27	13	issn	issn	NOUN
cana-4119	27	14	:	:	PUNCT
cana-4119	27	15	1074	1074	NUM
cana-4119	27	16	-	-	PUNCT
cana-4119	27	17	133x	133x	NUM
cana-4119	27	18	vol	vol	NOUN
cana-4119	27	19	32	32	NUM
cana-4119	27	20	no	no	NOUN
cana-4119	27	21	.	.	PUNCT
cana-4119	28	1	9s	9s	NUM
cana-4119	28	2	(	(	PUNCT
cana-4119	28	3	2025	2025	NUM
cana-4119	28	4	)	)	PUNCT
cana-4119	28	5	1126	1126	NUM
cana-4119	29	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	29	2	powerful	powerful	ADJ
cana-4119	29	3	tools	tool	NOUN
cana-4119	29	4	for	for	ADP
cana-4119	29	5	detecting	detect	VERB
cana-4119	29	6	email	email	NOUN
cana-4119	29	7	spam	spam	NOUN
cana-4119	29	8	,	,	PUNCT
cana-4119	29	9	addressing	address	VERB
cana-4119	29	10	this	this	DET
cana-4119	29	11	issue	issue	NOUN
cana-4119	29	12	.	.	PUNCT
cana-4119	30	1	email	email	NOUN
cana-4119	30	2	spam	spam	NOUN
cana-4119	30	3	detection	detection	NOUN
cana-4119	30	4	aims	aim	VERB
cana-4119	30	5	to	to	PART
cana-4119	30	6	classify	classify	VERB
cana-4119	30	7	incoming	incoming	ADJ
cana-4119	30	8	emails	email	NOUN
cana-4119	30	9	as	as	ADP
cana-4119	30	10	legitimate	legitimate	ADJ
cana-4119	30	11	or	or	CCONJ
cana-4119	30	12	spam	spam	NOUN
cana-4119	30	13	.	.	PUNCT
cana-4119	31	1	traditional	traditional	ADJ
cana-4119	31	2	rule	rule	NOUN
cana-4119	31	3	-	-	PUNCT
cana-4119	31	4	based	base	VERB
cana-4119	31	5	methods	method	NOUN
cana-4119	31	6	are	be	AUX
cana-4119	31	7	less	less	ADV
cana-4119	31	8	effective	effective	ADJ
cana-4119	31	9	due	due	ADJ
cana-4119	31	10	to	to	ADP
cana-4119	31	11	evolving	evolve	VERB
cana-4119	31	12	spam	spam	NOUN
cana-4119	31	13	.	.	PUNCT
cana-4119	32	1	machine	machine	NOUN
cana-4119	32	2	learning	learning	NOUN
cana-4119	32	3	offers	offer	VERB
cana-4119	32	4	a	a	DET
cana-4119	32	5	more	more	ADV
cana-4119	32	6	adaptable	adaptable	ADJ
cana-4119	32	7	approach	approach	NOUN
cana-4119	32	8	using	use	VERB
cana-4119	32	9	patterns	pattern	NOUN
cana-4119	32	10	and	and	CCONJ
cana-4119	32	11	features	feature	NOUN
cana-4119	32	12	from	from	ADP
cana-4119	32	13	large	large	ADJ
cana-4119	32	14	email	email	NOUN
cana-4119	32	15	datasets	dataset	NOUN
cana-4119	32	16	.	.	PUNCT
cana-4119	33	1	2	2	X
cana-4119	33	2	.	.	X
cana-4119	33	3	literature	literature	NOUN
cana-4119	33	4	survey	survey	PROPN
cana-4119	33	5	author	author	NOUN
cana-4119	33	6	,	,	PUNCT
cana-4119	33	7	year	year	NOUN
cana-4119	33	8	aim	aim	NOUN
cana-4119	33	9	method	method	NOUN
cana-4119	33	10	results	result	VERB
cana-4119	33	11	future	future	ADJ
cana-4119	33	12	scope	scope	NOUN
cana-4119	33	13	verónica	verónica	PROPN
cana-4119	33	14	bolóncanedo	bolóncanedo	PROPN
cana-4119	33	15	,	,	PUNCT
cana-4119	33	16	et.al	et.al	PROPN
cana-4119	33	17	.	.	PROPN
cana-4119	33	18	,	,	PUNCT
cana-4119	34	1	[	[	X
cana-4119	34	2	3	3	NUM
cana-4119	34	3	]	]	PUNCT
cana-4119	34	4	,	,	PUNCT
cana-4119	34	5	2012	2012	NUM
cana-4119	34	6	to	to	PART
cana-4119	34	7	assess	assess	VERB
cana-4119	34	8	feature	feature	NOUN
cana-4119	34	9	selection	selection	NOUN
cana-4119	34	10	methods	method	NOUN
cana-4119	34	11	with	with	ADP
cana-4119	34	12	increasing	increase	VERB
cana-4119	34	13	irrelevant	irrelevant	ADJ
cana-4119	34	14	features	feature	NOUN
cana-4119	34	15	,	,	PUNCT
cana-4119	34	16	data	datum	NOUN
cana-4119	34	17	noise	noise	NOUN
cana-4119	34	18	,	,	PUNCT
cana-4119	34	19	and	and	CCONJ
cana-4119	34	20	attribute	attribute	NOUN
cana-4119	34	21	interactions	interaction	NOUN
cana-4119	34	22	.	.	PUNCT
cana-4119	35	1	correlation	correlation	NOUN
cana-4119	35	2	-	-	PUNCT
cana-4119	35	3	based	base	VERB
cana-4119	35	4	feature	feature	NOUN
cana-4119	35	5	selection	selection	NOUN
cana-4119	35	6	,	,	PUNCT
cana-4119	35	7	interact	interact	ADJ
cana-4119	35	8	algorithm	algorithm	NOUN
cana-4119	35	9	,	,	PUNCT
cana-4119	35	10	consistency	consistency	NOUN
cana-4119	35	11	-	-	PUNCT
cana-4119	35	12	based	base	VERB
cana-4119	35	13	filter	filter	NOUN
cana-4119	35	14	,	,	PUNCT
cana-4119	35	15	relieff	relieff	NOUN
cana-4119	35	16	,	,	PUNCT
cana-4119	35	17	information	information	NOUN
cana-4119	35	18	gain	gain	NOUN
cana-4119	35	19	.	.	PUNCT
cana-4119	36	1	svm	svm	PROPN
cana-4119	36	2	–	–	PUNCT
cana-4119	36	3	rfe	rfe	NOUN
cana-4119	36	4	,	,	PUNCT
cana-4119	36	5	fs	fs	PROPN
cana-4119	36	6	-	-	PUNCT
cana-4119	36	7	p	p	ADJ
cana-4119	36	8	embedded	embed	VERB
cana-4119	36	9	methods	method	NOUN
cana-4119	36	10	and	and	CCONJ
cana-4119	36	11	wrappersubseteval	wrappersubseteval	NOUN
cana-4119	36	12	methods	method	NOUN
cana-4119	36	13	are	be	AUX
cana-4119	36	14	used	use	VERB
cana-4119	36	15	and	and	CCONJ
cana-4119	36	16	compared	compare	VERB
cana-4119	36	17	.	.	PUNCT
cana-4119	37	1	relieff	relieff	PROPN
cana-4119	37	2	filters	filter	NOUN
cana-4119	37	3	offer	offer	VERB
cana-4119	37	4	independence	independence	NOUN
cana-4119	37	5	from	from	ADP
cana-4119	37	6	the	the	DET
cana-4119	37	7	induction	induction	NOUN
cana-4119	37	8	algorithm	algorithm	NOUN
cana-4119	37	9	and	and	CCONJ
cana-4119	37	10	outpace	outpace	NOUN
cana-4119	37	11	embedded	embed	VERB
cana-4119	37	12	and	and	CCONJ
cana-4119	37	13	wrapper	wrapper	NOUN
cana-4119	37	14	methods	method	NOUN
cana-4119	37	15	in	in	ADP
cana-4119	37	16	terms	term	NOUN
cana-4119	37	17	of	of	ADP
cana-4119	37	18	speed	speed	NOUN
cana-4119	37	19	.	.	PUNCT
cana-4119	38	1	in	in	ADP
cana-4119	38	2	future	future	ADJ
cana-4119	38	3	work	work	NOUN
cana-4119	38	4	,	,	PUNCT
cana-4119	38	5	this	this	DET
cana-4119	38	6	procedure	procedure	NOUN
cana-4119	38	7	could	could	AUX
cana-4119	38	8	be	be	AUX
cana-4119	38	9	further	far	ADV
cana-4119	38	10	developed	develop	VERB
cana-4119	38	11	to	to	PART
cana-4119	38	12	tackle	tackle	VERB
cana-4119	38	13	regression	regression	NOUN
cana-4119	38	14	problems	problem	NOUN
cana-4119	38	15	or	or	CCONJ
cana-4119	38	16	be	be	AUX
cana-4119	38	17	utilized	utilize	VERB
cana-4119	38	18	for	for	ADP
cana-4119	38	19	image	image	NOUN
cana-4119	38	20	analysis	analysis	NOUN
cana-4119	38	21	.	.	PUNCT
cana-4119	39	1	girish	girish	PROPN
cana-4119	39	2	chandrashekar	chandrashekar	PROPN
cana-4119	39	3	,	,	PUNCT
cana-4119	39	4	ferat	ferat	PROPN
cana-4119	39	5	sahin	sahin	PROPN
cana-4119	39	6	,	,	PUNCT
cana-4119	39	7	[	[	X
cana-4119	39	8	4	4	NUM
cana-4119	39	9	]	]	PUNCT
cana-4119	39	10	,	,	PUNCT
cana-4119	39	11	2014	2014	NUM
cana-4119	39	12	to	to	PART
cana-4119	39	13	offer	offer	VERB
cana-4119	39	14	a	a	DET
cana-4119	39	15	general	general	ADJ
cana-4119	39	16	introduction	introduction	NOUN
cana-4119	39	17	to	to	ADP
cana-4119	39	18	variable	variable	ADJ
cana-4119	39	19	elimination	elimination	NOUN
cana-4119	39	20	that	that	PRON
cana-4119	39	21	can	can	AUX
cana-4119	39	22	be	be	AUX
cana-4119	39	23	used	use	VERB
cana-4119	39	24	for	for	ADP
cana-4119	39	25	a	a	DET
cana-4119	39	26	wide	wide	ADJ
cana-4119	39	27	range	range	NOUN
cana-4119	39	28	of	of	ADP
cana-4119	39	29	machine	machine	NOUN
cana-4119	39	30	learning	learning	NOUN
cana-4119	39	31	problems	problem	NOUN
cana-4119	39	32	.	.	PUNCT
cana-4119	40	1	filter	filter	NOUN
cana-4119	40	2	methods	method	NOUN
cana-4119	40	3	,	,	PUNCT
cana-4119	40	4	wrapper	wrapper	NOUN
cana-4119	40	5	methods	method	NOUN
cana-4119	40	6	,	,	PUNCT
cana-4119	40	7	embedded	embed	VERB
cana-4119	40	8	methods	method	NOUN
cana-4119	40	9	are	be	AUX
cana-4119	40	10	used	use	VERB
cana-4119	40	11	and	and	CCONJ
cana-4119	40	12	compared	compare	VERB
cana-4119	40	13	.	.	PUNCT
cana-4119	41	1	feature	feature	NOUN
cana-4119	41	2	selection	selection	NOUN
cana-4119	41	3	provides	provide	VERB
cana-4119	41	4	benefits	benefit	NOUN
cana-4119	41	5	such	such	ADJ
cana-4119	41	6	as	as	ADP
cana-4119	41	7	gaining	gain	VERB
cana-4119	41	8	insight	insight	NOUN
cana-4119	41	9	into	into	ADP
cana-4119	41	10	the	the	DET
cana-4119	41	11	data	datum	NOUN
cana-4119	41	12	,	,	PUNCT
cana-4119	41	13	improving	improve	VERB
cana-4119	41	14	classifier	classifier	NOUN
cana-4119	41	15	models	model	NOUN
cana-4119	41	16	,	,	PUNCT
cana-4119	41	17	enhancing	enhance	VERB
cana-4119	41	18	generalization	generalization	NOUN
cana-4119	41	19	,	,	PUNCT
cana-4119	41	20	and	and	CCONJ
cana-4119	41	21	identifying	identify	VERB
cana-4119	41	22	irrelevant	irrelevant	ADJ
cana-4119	41	23	variables	variable	NOUN
cana-4119	41	24	.	.	PUNCT
cana-4119	42	1	future	future	ADJ
cana-4119	42	2	research	research	NOUN
cana-4119	42	3	must	must	AUX
cana-4119	42	4	prioritize	prioritize	VERB
cana-4119	42	5	hybrid	hybrid	ADJ
cana-4119	42	6	methods	method	NOUN
cana-4119	42	7	that	that	PRON
cana-4119	42	8	combine	combine	VERB
cana-4119	42	9	multiple	multiple	ADJ
cana-4119	42	10	feature	feature	NOUN
cana-4119	42	11	selection	selection	NOUN
cana-4119	42	12	methods	method	NOUN
cana-4119	42	13	to	to	PART
cana-4119	42	14	maximize	maximize	VERB
cana-4119	42	15	accuracy	accuracy	NOUN
cana-4119	42	16	,	,	PUNCT
cana-4119	42	17	computational	computational	ADJ
cana-4119	42	18	efficiency	efficiency	NOUN
cana-4119	42	19	,	,	PUNCT
cana-4119	42	20	and	and	CCONJ
cana-4119	42	21	stability	stability	NOUN
cana-4119	42	22	.	.	PUNCT
cana-4119	43	1	this	this	DET
cana-4119	43	2	approach	approach	NOUN
cana-4119	43	3	is	be	AUX
cana-4119	43	4	essential	essential	ADJ
cana-4119	43	5	for	for	ADP
cana-4119	43	6	overcoming	overcome	VERB
cana-4119	43	7	individual	individual	ADJ
cana-4119	43	8	weaknesses	weakness	NOUN
cana-4119	43	9	through	through	ADP
cana-4119	43	10	the	the	DET
cana-4119	43	11	combination	combination	NOUN
cana-4119	43	12	of	of	ADP
cana-4119	43	13	algorithms	algorithm	NOUN
cana-4119	43	14	.	.	PUNCT
cana-4119	44	1	newton	newton	PROPN
cana-4119	44	2	spolaor	spolaor	PROPN
cana-4119	44	3	,	,	PUNCT
cana-4119	44	4	et.al	et.al	PROPN
cana-4119	44	5	.	.	PROPN
cana-4119	44	6	,	,	PUNCT
cana-4119	45	1	[	[	X
cana-4119	45	2	5	5	NUM
cana-4119	45	3	]	]	PUNCT
cana-4119	45	4	,	,	PUNCT
cana-4119	45	5	2012	2012	NUM
cana-4119	45	6	.	.	PUNCT
cana-4119	46	1	by	by	ADP
cana-4119	46	2	evaluating	evaluate	VERB
cana-4119	46	3	each	each	DET
cana-4119	46	4	feature	feature	NOUN
cana-4119	46	5	separately	separately	ADV
cana-4119	46	6	,	,	PUNCT
cana-4119	46	7	we	we	PRON
cana-4119	46	8	can	can	AUX
cana-4119	46	9	gain	gain	VERB
cana-4119	46	10	a	a	DET
cana-4119	46	11	comprehensive	comprehensive	ADJ
cana-4119	46	12	understanding	understanding	NOUN
cana-4119	46	13	of	of	ADP
cana-4119	46	14	their	their	PRON
cana-4119	46	15	rf	rf	NOUN
cana-4119	46	16	and	and	CCONJ
cana-4119	46	17	ig	ig	PROPN
cana-4119	46	18	-	-	PUNCT
cana-4119	46	19	ml	ml	NOUN
cana-4119	46	20	are	be	AUX
cana-4119	46	21	used	use	VERB
cana-4119	46	22	the	the	DET
cana-4119	46	23	two	two	NUM
cana-4119	46	24	feature	feature	NOUN
cana-4119	46	25	selection	selection	NOUN
cana-4119	46	26	methods	method	NOUN
cana-4119	46	27	were	be	AUX
cana-4119	46	28	assessed	assess	VERB
cana-4119	46	29	across	across	ADP
cana-4119	46	30	ten	ten	NUM
cana-4119	46	31	benchmark	benchmark	ADJ
cana-4119	46	32	datasets	dataset	NOUN
cana-4119	46	33	,	,	PUNCT
cana-4119	46	34	demonstrating	demonstrate	VERB
cana-4119	46	35	in	in	ADP
cana-4119	46	36	the	the	DET
cana-4119	46	37	future	future	NOUN
cana-4119	46	38	,	,	PUNCT
cana-4119	46	39	it	it	PRON
cana-4119	46	40	will	will	AUX
cana-4119	46	41	be	be	AUX
cana-4119	46	42	possible	possible	ADJ
cana-4119	46	43	to	to	PART
cana-4119	46	44	expand	expand	VERB
cana-4119	46	45	the	the	DET
cana-4119	46	46	concepts	concept	NOUN
cana-4119	46	47	of	of	ADP
cana-4119	46	48	relieff	relieff	NOUN
cana-4119	46	49	for	for	ADP
cana-4119	46	50	multi	multi	ADJ
cana-4119	46	51	-	-	ADJ
cana-4119	46	52	label	label	ADJ
cana-4119	46	53	data	datum	NOUN
cana-4119	46	54	.	.	PUNCT
cana-4119	47	1	communications	communication	NOUN
cana-4119	47	2	on	on	ADP
cana-4119	47	3	applied	apply	VERB
cana-4119	47	4	nonlinear	nonlinear	ADJ
cana-4119	47	5	analysis	analysis	NOUN
cana-4119	47	6	issn	issn	NOUN
cana-4119	47	7	:	:	PUNCT
cana-4119	47	8	1074	1074	NUM
cana-4119	47	9	-	-	PUNCT
cana-4119	47	10	133x	133x	NUM
cana-4119	47	11	vol	vol	NOUN
cana-4119	47	12	32	32	NUM
cana-4119	47	13	no	no	NOUN
cana-4119	47	14	.	.	PUNCT
cana-4119	48	1	9s	9s	NUM
cana-4119	48	2	(	(	PUNCT
cana-4119	48	3	2025	2025	NUM
cana-4119	48	4	)	)	PUNCT
cana-4119	48	5	1127	1127	NUM
cana-4119	48	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	48	7	individual	individual	ADJ
cana-4119	48	8	impact	impact	NOUN
cana-4119	48	9	.	.	PUNCT
cana-4119	49	1	highly	highly	ADV
cana-4119	49	2	promising	promising	ADJ
cana-4119	49	3	results	result	NOUN
cana-4119	49	4	.	.	PUNCT
cana-4119	50	1	hidayet	hidayet	PROPN
cana-4119	50	2	tacki	tacki	PROPN
cana-4119	50	3	,	,	PUNCT
cana-4119	50	4	fatema	fatema	PROPN
cana-4119	50	5	nusrat	nusrat	NOUN
cana-4119	51	1	[	[	X
cana-4119	51	2	6	6	NUM
cana-4119	51	3	]	]	PUNCT
cana-4119	51	4	,	,	PUNCT
cana-4119	51	5	2023	2023	NUM
cana-4119	51	6	.	.	PUNCT
cana-4119	52	1	to	to	PART
cana-4119	52	2	introduce	introduce	VERB
cana-4119	52	3	a	a	DET
cana-4119	52	4	machine	machine	NOUN
cana-4119	52	5	learning	learning	NOUN
cana-4119	52	6	–	–	PUNCT
cana-4119	52	7	based	base	VERB
cana-4119	52	8	model	model	NOUN
cana-4119	52	9	that	that	PRON
cana-4119	52	10	will	will	AUX
cana-4119	52	11	filters	filter	VERB
cana-4119	52	12	spam	spam	NOUN
cana-4119	52	13	emails	email	NOUN
cana-4119	52	14	.	.	PUNCT
cana-4119	53	1	c4.5	c4.5	PROPN
cana-4119	53	2	,	,	PUNCT
cana-4119	53	3	id3	id3	PROPN
cana-4119	53	4	,	,	PUNCT
cana-4119	53	5	rndtree	rndtree	NOUN
cana-4119	53	6	,	,	PUNCT
cana-4119	53	7	c	c	PROPN
cana-4119	53	8	-	-	PUNCT
cana-4119	53	9	svc	svc	PROPN
cana-4119	53	10	,	,	PUNCT
cana-4119	53	11	naïve	naïve	ADJ
cana-4119	53	12	bayes	bayes	NOUN
cana-4119	53	13	algorithms	algorithm	NOUN
cana-4119	53	14	are	be	AUX
cana-4119	53	15	used	use	VERB
cana-4119	53	16	.	.	PUNCT
cana-4119	54	1	various	various	ADJ
cana-4119	54	2	feature	feature	NOUN
cana-4119	54	3	selection	selection	NOUN
cana-4119	54	4	algorithms	algorithm	NOUN
cana-4119	54	5	like	like	ADP
cana-4119	54	6	forward	forward	ADJ
cana-4119	54	7	selection	selection	NOUN
cana-4119	54	8	,	,	PUNCT
cana-4119	54	9	relieff	relieff	NOUN
cana-4119	54	10	and	and	CCONJ
cana-4119	54	11	fisher	fisher	PROPN
cana-4119	54	12	filtering	filtering	NOUN
cana-4119	54	13	was	be	AUX
cana-4119	54	14	used	use	VERB
cana-4119	54	15	and	and	CCONJ
cana-4119	54	16	compared	compare	VERB
cana-4119	54	17	.	.	PUNCT
cana-4119	55	1	in	in	ADP
cana-4119	55	2	the	the	DET
cana-4119	55	3	comparison	comparison	NOUN
cana-4119	55	4	of	of	ADP
cana-4119	55	5	studies	study	NOUN
cana-4119	55	6	for	for	ADP
cana-4119	55	7	accuracy	accuracy	NOUN
cana-4119	55	8	,	,	PUNCT
cana-4119	55	9	the	the	DET
cana-4119	55	10	c	c	PROPN
cana-4119	55	11	-	-	PUNCT
cana-4119	55	12	svc	svc	PROPN
cana-4119	55	13	algorithm	algorithm	PROPN
cana-4119	55	14	proved	prove	VERB
cana-4119	55	15	to	to	PART
cana-4119	55	16	be	be	AUX
cana-4119	55	17	the	the	DET
cana-4119	55	18	most	most	ADV
cana-4119	55	19	successful	successful	ADJ
cana-4119	55	20	.	.	PUNCT
cana-4119	56	1	it	it	PRON
cana-4119	56	2	achieved	achieve	VERB
cana-4119	56	3	the	the	DET
cana-4119	56	4	highest	high	ADJ
cana-4119	56	5	correct	correct	ADJ
cana-4119	56	6	recognition	recognition	NOUN
cana-4119	56	7	rate	rate	NOUN
cana-4119	56	8	of	of	ADP
cana-4119	56	9	93.13	93.13	NUM
cana-4119	56	10	%	%	NOUN
cana-4119	56	11	,	,	PUNCT
cana-4119	56	12	outperforming	outperform	VERB
cana-4119	56	13	the	the	DET
cana-4119	56	14	rndtree	rndtree	PROPN
cana-4119	56	15	algorithm	algorithm	NOUN
cana-4119	56	16	.	.	PUNCT
cana-4119	57	1	in	in	ADP
cana-4119	57	2	experiments	experiment	NOUN
cana-4119	57	3	involving	involve	VERB
cana-4119	57	4	feature	feature	NOUN
cana-4119	57	5	selection	selection	NOUN
cana-4119	57	6	,	,	PUNCT
cana-4119	57	7	the	the	DET
cana-4119	57	8	forward	forward	ADJ
cana-4119	57	9	selection	selection	NOUN
cana-4119	57	10	method	method	NOUN
cana-4119	57	11	yielded	yield	VERB
cana-4119	57	12	superior	superior	ADJ
cana-4119	57	13	results	result	NOUN
cana-4119	57	14	.	.	PUNCT
cana-4119	58	1	additionally	additionally	ADV
cana-4119	58	2	,	,	PUNCT
cana-4119	58	3	binary	binary	ADJ
cana-4119	58	4	transformation	transformation	NOUN
cana-4119	58	5	demonstrated	demonstrate	VERB
cana-4119	58	6	significantly	significantly	ADV
cana-4119	58	7	better	well	ADJ
cana-4119	58	8	success	success	NOUN
cana-4119	58	9	in	in	ADP
cana-4119	58	10	data	datum	NOUN
cana-4119	58	11	transformation	transformation	NOUN
cana-4119	58	12	.	.	PUNCT
cana-4119	59	1	forward	forward	ADJ
cana-4119	59	2	selection	selection	NOUN
cana-4119	59	3	produced	produce	VERB
cana-4119	59	4	good	good	ADJ
cana-4119	59	5	results	result	NOUN
cana-4119	59	6	;	;	PUNCT
cana-4119	59	7	however	however	ADV
cana-4119	59	8	,	,	PUNCT
cana-4119	59	9	future	future	ADJ
cana-4119	59	10	research	research	NOUN
cana-4119	59	11	should	should	AUX
cana-4119	59	12	explore	explore	VERB
cana-4119	59	13	advanced	advanced	ADJ
cana-4119	59	14	feature	feature	NOUN
cana-4119	59	15	selection	selection	NOUN
cana-4119	59	16	methods	method	NOUN
cana-4119	59	17	like	like	ADP
cana-4119	59	18	rfe	rfe	PROPN
cana-4119	59	19	,	,	PUNCT
cana-4119	59	20	l1	l1	PROPN
cana-4119	59	21	regularization	regularization	NOUN
cana-4119	59	22	(	(	PUNCT
cana-4119	59	23	lasso	lasso	NOUN
cana-4119	59	24	)	)	PUNCT
cana-4119	59	25	,	,	PUNCT
cana-4119	59	26	or	or	CCONJ
cana-4119	59	27	genetic	genetic	ADJ
cana-4119	59	28	algorithms	algorithm	NOUN
cana-4119	59	29	to	to	PART
cana-4119	59	30	optimize	optimize	VERB
cana-4119	59	31	processing	processing	NOUN
cana-4119	59	32	time	time	NOUN
cana-4119	59	33	and	and	CCONJ
cana-4119	59	34	accuracy	accuracy	NOUN
cana-4119	59	35	,	,	PUNCT
cana-4119	59	36	especially	especially	ADV
cana-4119	59	37	with	with	ADP
cana-4119	59	38	larger	large	ADJ
cana-4119	59	39	datasets	dataset	NOUN
cana-4119	59	40	.	.	PUNCT
cana-4119	60	1	panem	panem	PROPN
cana-4119	60	2	charanarur	charanarur	PROPN
cana-4119	60	3	,	,	PUNCT
cana-4119	60	4	et.al	et.al	PROPN
cana-4119	60	5	.	.	PUNCT
cana-4119	60	6	,	,	PUNCT
cana-4119	61	1	[	[	X
cana-4119	61	2	7	7	NUM
cana-4119	61	3	]	]	PUNCT
cana-4119	61	4	,	,	PUNCT
cana-4119	61	5	2023	2023	NUM
cana-4119	61	6	.	.	PUNCT
cana-4119	62	1	the	the	DET
cana-4119	62	2	focal	focal	ADJ
cana-4119	62	3	point	point	NOUN
cana-4119	62	4	of	of	ADP
cana-4119	62	5	this	this	DET
cana-4119	62	6	project	project	NOUN
cana-4119	62	7	is	be	AUX
cana-4119	62	8	to	to	PART
cana-4119	62	9	significantly	significantly	ADV
cana-4119	62	10	enhance	enhance	VERB
cana-4119	62	11	the	the	DET
cana-4119	62	12	efficiency	efficiency	NOUN
cana-4119	62	13	of	of	ADP
cana-4119	62	14	knn	knn	PROPN
cana-4119	62	15	,	,	PUNCT
cana-4119	62	16	naïve	naïve	ADJ
cana-4119	62	17	bayes	bayes	PROPN
cana-4119	62	18	,	,	PUNCT
cana-4119	62	19	etc	etc	X
cana-4119	62	20	,	,	PUNCT
cana-4119	62	21	random	random	ADJ
cana-4119	62	22	forest	forest	NOUN
cana-4119	62	23	,	,	PUNCT
cana-4119	62	24	svc	svc	PROPN
cana-4119	62	25	,	,	PUNCT
cana-4119	62	26	adaboost	adaboost	ADV
cana-4119	62	27	,	,	PUNCT
cana-4119	62	28	xgboost	xgboost	ADV
cana-4119	62	29	,	,	PUNCT
cana-4119	62	30	lr	lr	INTJ
cana-4119	62	31	,	,	PUNCT
cana-4119	62	32	gbdt	gbdt	NOUN
cana-4119	62	33	,	,	PUNCT
cana-4119	62	34	bgc	bgc	PROPN
cana-4119	62	35	,	,	PUNCT
cana-4119	62	36	the	the	DET
cana-4119	62	37	kn	kn	PROPN
cana-4119	62	38	and	and	CCONJ
cana-4119	62	39	naive	naive	ADJ
cana-4119	62	40	bayes	bayes	NOUN
cana-4119	62	41	algorithms	algorithm	VERB
cana-4119	62	42	outperform	outperform	ADJ
cana-4119	62	43	than	than	ADP
cana-4119	62	44	other	other	ADJ
cana-4119	62	45	algorithms	algorithm	NOUN
cana-4119	62	46	,	,	PUNCT
cana-4119	62	47	by	by	ADP
cana-4119	62	48	consider	consider	VERB
cana-4119	62	49	deep	deep	ADJ
cana-4119	62	50	learning	learning	NOUN
cana-4119	62	51	models	model	NOUN
cana-4119	62	52	like	like	ADP
cana-4119	62	53	rnns	rnn	NOUN
cana-4119	62	54	or	or	CCONJ
cana-4119	62	55	transformers	transformer	NOUN
cana-4119	62	56	,	,	PUNCT
cana-4119	62	57	especially	especially	ADV
cana-4119	62	58	pre	pre	ADJ
cana-4119	62	59	-	-	ADJ
cana-4119	62	60	trained	train	VERB
cana-4119	62	61	ones	one	NOUN
cana-4119	62	62	like	like	ADP
cana-4119	62	63	bert	bert	PROPN
cana-4119	62	64	,	,	PUNCT
cana-4119	62	65	for	for	SCONJ
cana-4119	62	66	communications	communication	NOUN
cana-4119	62	67	on	on	ADP
cana-4119	62	68	applied	apply	VERB
cana-4119	62	69	nonlinear	nonlinear	ADJ
cana-4119	62	70	analysis	analysis	NOUN
cana-4119	62	71	issn	issn	NOUN
cana-4119	62	72	:	:	PUNCT
cana-4119	62	73	1074	1074	NUM
cana-4119	62	74	-	-	PUNCT
cana-4119	62	75	133x	133x	NUM
cana-4119	62	76	vol	vol	NOUN
cana-4119	62	77	32	32	NUM
cana-4119	62	78	no	no	NOUN
cana-4119	62	79	.	.	PUNCT
cana-4119	63	1	9s	9s	NUM
cana-4119	63	2	(	(	PUNCT
cana-4119	63	3	2025	2025	NUM
cana-4119	63	4	)	)	PUNCT
cana-4119	63	5	1128	1128	NUM
cana-4119	63	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	63	7	spam	spam	NOUN
cana-4119	63	8	email	email	NOUN
cana-4119	63	9	detection	detection	NOUN
cana-4119	63	10	and	and	CCONJ
cana-4119	63	11	management	management	NOUN
cana-4119	63	12	.	.	PUNCT
cana-4119	64	1	decision	decision	NOUN
cana-4119	64	2	tree	tree	NOUN
cana-4119	64	3	are	be	AUX
cana-4119	64	4	used	use	VERB
cana-4119	64	5	and	and	CCONJ
cana-4119	64	6	compared	compare	VERB
cana-4119	64	7	.	.	PUNCT
cana-4119	65	1	achieving	achieve	VERB
cana-4119	65	2	the	the	DET
cana-4119	65	3	highest	high	ADJ
cana-4119	65	4	accuracy	accuracy	NOUN
cana-4119	65	5	and	and	CCONJ
cana-4119	65	6	precision	precision	NOUN
cana-4119	65	7	scores	score	NOUN
cana-4119	65	8	.	.	PUNCT
cana-4119	66	1	more	more	ADV
cana-4119	66	2	accurate	accurate	ADJ
cana-4119	66	3	email	email	NOUN
cana-4119	66	4	spam	spam	NOUN
cana-4119	66	5	detection	detection	NOUN
cana-4119	66	6	.	.	PUNCT
cana-4119	67	1	dr	dr	PROPN
cana-4119	67	2	.	.	PROPN
cana-4119	67	3	purva	purva	PROPN
cana-4119	67	4	mange	mange	PROPN
cana-4119	67	5	,	,	PUNCT
cana-4119	67	6	aditi	aditi	PROPN
cana-4119	67	7	lule	lule	PROPN
cana-4119	67	8	,	,	PUNCT
cana-4119	67	9	rohini	rohini	NOUN
cana-4119	67	10	savant	savant	NOUN
cana-4119	67	11	,	,	PUNCT
cana-4119	67	12	[	[	X
cana-4119	67	13	8	8	NUM
cana-4119	67	14	]	]	PUNCT
cana-4119	67	15	,	,	PUNCT
cana-4119	67	16	2023	2023	NUM
cana-4119	67	17	.	.	PUNCT
cana-4119	68	1	the	the	DET
cana-4119	68	2	aim	aim	NOUN
cana-4119	68	3	is	be	AUX
cana-4119	68	4	to	to	PART
cana-4119	68	5	detect	detect	VERB
cana-4119	68	6	and	and	CCONJ
cana-4119	68	7	mitigate	mitigate	VERB
cana-4119	68	8	spam	spam	NOUN
cana-4119	68	9	emails	email	NOUN
cana-4119	68	10	precisely	precisely	ADV
cana-4119	68	11	.	.	PUNCT
cana-4119	69	1	pso	pso	NOUN
cana-4119	69	2	(	(	PUNCT
cana-4119	69	3	particle	particle	NOUN
cana-4119	69	4	swarm	swarm	NOUN
cana-4119	69	5	optimisation	optimisation	NOUN
cana-4119	69	6	)	)	PUNCT
cana-4119	69	7	,	,	PUNCT
cana-4119	69	8	genetic	genetic	ADJ
cana-4119	69	9	algorithm	algorithm	NOUN
cana-4119	69	10	and	and	CCONJ
cana-4119	69	11	the	the	DET
cana-4119	69	12	hybrid	hybrid	ADJ
cana-4119	69	13	genetic	genetic	ADJ
cana-4119	69	14	algorithm	algorithm	NOUN
cana-4119	69	15	+	+	CCONJ
cana-4119	69	16	pso	pso	NOUN
cana-4119	69	17	methods	method	NOUN
cana-4119	69	18	was	be	AUX
cana-4119	69	19	used	use	VERB
cana-4119	69	20	and	and	CCONJ
cana-4119	69	21	compared	compare	VERB
cana-4119	69	22	.	.	PUNCT
cana-4119	70	1	the	the	DET
cana-4119	70	2	hybrid	hybrid	ADJ
cana-4119	70	3	model	model	NOUN
cana-4119	70	4	produced	produce	VERB
cana-4119	70	5	lower	low	ADJ
cana-4119	70	6	false	false	ADJ
cana-4119	70	7	positive	positive	ADJ
cana-4119	70	8	rates	rate	NOUN
cana-4119	70	9	and	and	CCONJ
cana-4119	70	10	superior	superior	ADJ
cana-4119	70	11	accuracy	accuracy	NOUN
cana-4119	70	12	compared	compare	VERB
cana-4119	70	13	to	to	ADP
cana-4119	70	14	conventional	conventional	ADJ
cana-4119	70	15	spam	spam	NOUN
cana-4119	70	16	detection	detection	NOUN
cana-4119	70	17	techniques	technique	NOUN
cana-4119	70	18	.	.	PUNCT
cana-4119	71	1	in	in	ADP
cana-4119	71	2	the	the	DET
cana-4119	71	3	future	future	NOUN
cana-4119	71	4	,	,	PUNCT
cana-4119	71	5	this	this	DET
cana-4119	71	6	hybrid	hybrid	ADJ
cana-4119	71	7	model	model	NOUN
cana-4119	71	8	could	could	AUX
cana-4119	71	9	be	be	AUX
cana-4119	71	10	expanded	expand	VERB
cana-4119	71	11	to	to	PART
cana-4119	71	12	cover	cover	VERB
cana-4119	71	13	additional	additional	ADJ
cana-4119	71	14	domains	domain	NOUN
cana-4119	71	15	such	such	ADJ
cana-4119	71	16	as	as	ADP
cana-4119	71	17	phishing	phishe	VERB
cana-4119	71	18	attempts	attempt	NOUN
cana-4119	71	19	and	and	CCONJ
cana-4119	71	20	fraudulent	fraudulent	ADJ
cana-4119	71	21	transactions	transaction	NOUN
cana-4119	71	22	.	.	PUNCT
cana-4119	72	1	3	3	X
cana-4119	72	2	.	.	X
cana-4119	72	3	relief	relief	VERB
cana-4119	72	4	the	the	DET
cana-4119	72	5	original	original	ADJ
cana-4119	72	6	relief	relief	NOUN
cana-4119	72	7	algorithm	algorithm	NOUN
cana-4119	72	8	is	be	AUX
cana-4119	72	9	based	base	VERB
cana-4119	72	10	on	on	ADP
cana-4119	72	11	the	the	DET
cana-4119	72	12	principles	principle	NOUN
cana-4119	72	13	of	of	ADP
cana-4119	72	14	instance	instance	NOUN
cana-4119	72	15	-	-	PUNCT
cana-4119	72	16	based	base	VERB
cana-4119	72	17	learning	learning	NOUN
cana-4119	72	18	,	,	PUNCT
cana-4119	72	19	making	make	VERB
cana-4119	72	20	it	it	PRON
cana-4119	72	21	a	a	DET
cana-4119	72	22	powerful	powerful	ADJ
cana-4119	72	23	and	and	CCONJ
cana-4119	72	24	effective	effective	ADJ
cana-4119	72	25	approach	approach	NOUN
cana-4119	72	26	.	.	PUNCT
cana-4119	73	1	relief	relief	NOUN
cana-4119	73	2	assesses	assesse	NOUN
cana-4119	73	3	each	each	DET
cana-4119	73	4	feature	feature	NOUN
cana-4119	73	5	by	by	ADP
cana-4119	73	6	calculating	calculate	VERB
cana-4119	73	7	a	a	DET
cana-4119	73	8	proxy	proxy	NOUN
cana-4119	73	9	statistic	statistic	NOUN
cana-4119	73	10	,	,	PUNCT
cana-4119	73	11	making	make	VERB
cana-4119	73	12	it	it	PRON
cana-4119	73	13	an	an	DET
cana-4119	73	14	effective	effective	ADJ
cana-4119	73	15	method	method	NOUN
cana-4119	73	16	for	for	ADP
cana-4119	73	17	individual	individual	ADJ
cana-4119	73	18	feature	feature	NOUN
cana-4119	73	19	evaluation	evaluation	NOUN
cana-4119	73	20	and	and	CCONJ
cana-4119	73	21	selection	selection	NOUN
cana-4119	73	22	.	.	PUNCT
cana-4119	74	1	this	this	DET
cana-4119	74	2	statistic	statistic	NOUN
cana-4119	74	3	is	be	AUX
cana-4119	74	4	crucial	crucial	ADJ
cana-4119	74	5	for	for	ADP
cana-4119	74	6	determining	determine	VERB
cana-4119	74	7	the	the	DET
cana-4119	74	8	feature	feature	NOUN
cana-4119	74	9	's	's	PART
cana-4119	74	10	'	'	PUNCT
cana-4119	74	11	quality	quality	NOUN
cana-4119	74	12	'	'	PUNCT
cana-4119	74	13	or	or	CCONJ
cana-4119	74	14	'	'	PUNCT
cana-4119	74	15	relevance	relevance	NOUN
cana-4119	74	16	'	'	PUNCT
cana-4119	74	17	to	to	ADP
cana-4119	74	18	the	the	DET
cana-4119	74	19	target	target	NOUN
cana-4119	74	20	concept	concept	NOUN
cana-4119	74	21	[	[	X
cana-4119	74	22	9	9	NUM
cana-4119	74	23	]	]	PUNCT
cana-4119	74	24	.	.	PUNCT
cana-4119	75	1	remember	remember	VERB
cana-4119	75	2	,	,	PUNCT
cana-4119	75	3	these	these	DET
cana-4119	75	4	statistics	statistic	NOUN
cana-4119	75	5	represent	represent	VERB
cana-4119	75	6	feature	feature	NOUN
cana-4119	75	7	weights	weight	NOUN
cana-4119	75	8	or	or	CCONJ
cana-4119	75	9	feature	feature	NOUN
cana-4119	75	10	scores	score	NOUN
cana-4119	75	11	,	,	PUNCT
cana-4119	75	12	which	which	PRON
cana-4119	75	13	range	range	VERB
cana-4119	75	14	from	from	ADP
cana-4119	75	15	worst	bad	ADJ
cana-4119	75	16	to	to	ADP
cana-4119	75	17	best	well	ADV
cana-4119	75	18	i.e.	i.e.	ADV
cana-4119	75	19	,	,	PUNCT
cana-4119	75	20	from	from	ADP
cana-4119	75	21	-1	-1	PART
cana-4119	75	22	to	to	ADP
cana-4119	75	23	+1	+1	PROPN
cana-4119	75	24	.	.	PUNCT
cana-4119	76	1	the	the	DET
cana-4119	76	2	relief	relief	NOUN
cana-4119	76	3	algorithm	algorithm	NOUN
cana-4119	76	4	could	could	AUX
cana-4119	76	5	only	only	ADV
cana-4119	76	6	handle	handle	VERB
cana-4119	76	7	binary	binary	ADJ
cana-4119	76	8	classification	classification	NOUN
cana-4119	76	9	problems	problem	NOUN
cana-4119	76	10	and	and	CCONJ
cana-4119	76	11	did	do	AUX
cana-4119	76	12	not	not	PART
cana-4119	76	13	account	account	VERB
cana-4119	76	14	for	for	ADP
cana-4119	76	15	missing	miss	VERB
cana-4119	76	16	data	datum	NOUN
cana-4119	76	17	.	.	PUNCT
cana-4119	77	1	due	due	ADP
cana-4119	77	2	to	to	ADP
cana-4119	77	3	this	this	PRON
cana-4119	77	4	,	,	PUNCT
cana-4119	77	5	it	it	PRON
cana-4119	77	6	was	be	AUX
cana-4119	77	7	limited	limit	VERB
cana-4119	77	8	in	in	ADP
cana-4119	77	9	addressing	address	VERB
cana-4119	77	10	real	real	ADJ
cana-4119	77	11	-	-	PUNCT
cana-4119	77	12	world	world	NOUN
cana-4119	77	13	datasets	dataset	NOUN
cana-4119	77	14	with	with	ADP
cana-4119	77	15	missing	miss	VERB
cana-4119	77	16	values	value	NOUN
cana-4119	77	17	or	or	CCONJ
cana-4119	77	18	multiclass	multiclass	ADJ
cana-4119	77	19	classification	classification	NOUN
cana-4119	77	20	problems	problem	NOUN
cana-4119	77	21	.	.	PUNCT
cana-4119	78	1	updating	update	VERB
cana-4119	78	2	the	the	DET
cana-4119	78	3	weight	weight	NOUN
cana-4119	78	4	vector	vector	NOUN
cana-4119	78	5	by	by	ADP
cana-4119	78	6	using	use	VERB
cana-4119	78	7	following	follow	VERB
cana-4119	78	8	formula	formula	NOUN
cana-4119	78	9	:	:	PUNCT
cana-4119	78	10	wi	wi	PROPN
cana-4119	78	11	=	=	SYM
cana-4119	78	12	wi	wi	PROPN
cana-4119	78	13	–	–	PUNCT
cana-4119	78	14	(	(	PUNCT
cana-4119	78	15	xi	xi	X
cana-4119	78	16	–	–	PUNCT
cana-4119	78	17	nhi	nhi	PROPN
cana-4119	78	18	)	)	PUNCT
cana-4119	78	19	2	2	NUM
cana-4119	79	1	+	+	CCONJ
cana-4119	79	2	(	(	PUNCT
cana-4119	79	3	xi	xi	INTJ
cana-4119	79	4	–	–	PUNCT
cana-4119	79	5	nmi	nmi	PROPN
cana-4119	79	6	)	)	PUNCT
cana-4119	79	7	2	2	NUM
cana-4119	79	8	eq	eq	NOUN
cana-4119	79	9	(	(	PUNCT
cana-4119	79	10	1	1	NUM
cana-4119	79	11	)	)	PUNCT
cana-4119	79	12	in	in	ADP
cana-4119	79	13	the	the	DET
cana-4119	79	14	above	above	ADJ
cana-4119	79	15	equation	equation	NOUN
cana-4119	79	16	,	,	PUNCT
cana-4119	79	17	i	i	PRON
cana-4119	79	18	represents	represent	VERB
cana-4119	79	19	the	the	DET
cana-4119	79	20	components	component	NOUN
cana-4119	79	21	,	,	PUNCT
cana-4119	79	22	nh	nh	PROPN
cana-4119	79	23	denotes	denote	NOUN
cana-4119	79	24	nearhit	nearhit	VERB
cana-4119	79	25	,	,	PUNCT
cana-4119	79	26	and	and	CCONJ
cana-4119	79	27	nm	nm	PRON
cana-4119	79	28	specifies	specifie	NOUN
cana-4119	79	29	nearmiss	nearmiss	VERB
cana-4119	79	30	3.1	3.1	NUM
cana-4119	79	31	variants	variant	NOUN
cana-4119	79	32	of	of	ADP
cana-4119	79	33	relief	relief	NOUN
cana-4119	79	34	the	the	DET
cana-4119	79	35	extended	extended	ADJ
cana-4119	79	36	version	version	NOUN
cana-4119	79	37	,	,	PUNCT
cana-4119	79	38	relief	relief	NOUN
cana-4119	79	39	–	–	PUNCT
cana-4119	79	40	a	a	X
cana-4119	79	41	,	,	PUNCT
cana-4119	79	42	averages	average	VERB
cana-4119	79	43	the	the	DET
cana-4119	79	44	contribution	contribution	NOUN
cana-4119	79	45	of	of	ADP
cana-4119	79	46	k	k	PROPN
cana-4119	79	47	nearest	near	ADJ
cana-4119	79	48	hits	hit	NOUN
cana-4119	79	49	/	/	PUNCT
cana-4119	79	50	misses	miss	VERB
cana-4119	79	51	for	for	ADP
cana-4119	79	52	the	the	DET
cana-4119	79	53	random	random	ADJ
cana-4119	79	54	instance	instance	NOUN
cana-4119	79	55	.	.	PUNCT
cana-4119	80	1	so	so	ADV
cana-4119	80	2	that	that	DET
cana-4119	80	3	noise	noise	NOUN
cana-4119	80	4	and	and	CCONJ
cana-4119	80	5	redundancy	redundancy	NOUN
cana-4119	80	6	in	in	ADP
cana-4119	80	7	the	the	DET
cana-4119	80	8	data	datum	NOUN
cana-4119	80	9	are	be	AUX
cana-4119	80	10	reduced	reduce	VERB
cana-4119	80	11	,	,	PUNCT
cana-4119	80	12	leading	lead	VERB
cana-4119	80	13	to	to	ADP
cana-4119	80	14	improved	improved	ADJ
cana-4119	80	15	accuracy	accuracy	NOUN
cana-4119	80	16	.	.	PUNCT
cana-4119	81	1	the	the	DET
cana-4119	81	2	relief	relief	NOUN
cana-4119	81	3	–	–	PUNCT
cana-4119	81	4	b	b	X
cana-4119	81	5	method	method	NOUN
cana-4119	81	6	is	be	AUX
cana-4119	81	7	an	an	DET
cana-4119	81	8	extension	extension	NOUN
cana-4119	81	9	to	to	ADP
cana-4119	81	10	relief	relief	NOUN
cana-4119	81	11	-a	-a	PUNCT
cana-4119	81	12	,	,	PUNCT
cana-4119	81	13	it	it	PRON
cana-4119	81	14	can	can	AUX
cana-4119	81	15	handle	handle	VERB
cana-4119	81	16	incomplete	incomplete	ADJ
cana-4119	81	17	data	datum	NOUN
cana-4119	81	18	,	,	PUNCT
cana-4119	81	19	specifically	specifically	ADV
cana-4119	81	20	missing	missing	ADJ
cana-4119	81	21	values	value	NOUN
cana-4119	81	22	.	.	PUNCT
cana-4119	82	1	this	this	DET
cana-4119	82	2	method	method	NOUN
cana-4119	82	3	is	be	AUX
cana-4119	82	4	limited	limit	VERB
cana-4119	82	5	to	to	ADP
cana-4119	82	6	handling	handle	VERB
cana-4119	82	7	binary	binary	ADJ
cana-4119	82	8	class	class	NOUN
cana-4119	82	9	problems	problem	NOUN
cana-4119	82	10	.	.	PUNCT
cana-4119	83	1	it	it	PRON
cana-4119	83	2	is	be	AUX
cana-4119	83	3	designed	design	VERB
cana-4119	83	4	to	to	PART
cana-4119	83	5	manage	manage	VERB
cana-4119	83	6	data	datum	NOUN
cana-4119	83	7	with	with	ADP
cana-4119	83	8	missing	miss	VERB
cana-4119	83	9	values	value	NOUN
cana-4119	83	10	for	for	ADP
cana-4119	83	11	a	a	DET
cana-4119	83	12	particular	particular	ADJ
cana-4119	83	13	attribute	attribute	NOUN
cana-4119	83	14	of	of	ADP
cana-4119	83	15	instances	instance	NOUN
cana-4119	83	16	.	.	PUNCT
cana-4119	84	1	when	when	SCONJ
cana-4119	84	2	calculating	calculate	VERB
cana-4119	84	3	the	the	DET
cana-4119	84	4	diff	diff	NOUN
cana-4119	84	5	function	function	NOUN
cana-4119	84	6	,	,	PUNCT
cana-4119	84	7	it	it	PRON
cana-4119	84	8	does	do	AUX
cana-4119	84	9	not	not	PART
cana-4119	84	10	take	take	VERB
cana-4119	84	11	into	into	ADP
cana-4119	84	12	account	account	NOUN
cana-4119	84	13	instances	instance	NOUN
cana-4119	84	14	with	with	ADP
cana-4119	84	15	missing	miss	VERB
cana-4119	84	16	values	value	NOUN
cana-4119	84	17	.	.	PUNCT
cana-4119	85	1	the	the	DET
cana-4119	85	2	relief	relief	NOUN
cana-4119	85	3	-	-	PUNCT
cana-4119	85	4	c	c	NOUN
cana-4119	85	5	method	method	NOUN
cana-4119	85	6	is	be	AUX
cana-4119	85	7	same	same	ADJ
cana-4119	85	8	as	as	ADP
cana-4119	85	9	relief	relief	NOUN
cana-4119	85	10	-	-	PUNCT
cana-4119	85	11	b.	b.	NOUN
cana-4119	85	12	it	it	PRON
cana-4119	85	13	can	can	AUX
cana-4119	85	14	handle	handle	VERB
cana-4119	85	15	data	datum	NOUN
cana-4119	85	16	with	with	ADP
cana-4119	85	17	missing	miss	VERB
cana-4119	85	18	values	value	NOUN
cana-4119	85	19	for	for	ADP
cana-4119	85	20	a	a	DET
cana-4119	85	21	given	give	VERB
cana-4119	85	22	attribute	attribute	NOUN
cana-4119	85	23	of	of	ADP
cana-4119	85	24	instances	instance	NOUN
cana-4119	85	25	by	by	ADP
cana-4119	85	26	ignoring	ignore	VERB
cana-4119	85	27	the	the	DET
cana-4119	85	28	instances	instance	NOUN
cana-4119	85	29	with	with	ADP
cana-4119	85	30	missing	miss	VERB
cana-4119	85	31	values	value	NOUN
cana-4119	85	32	for	for	ADP
cana-4119	85	33	evaluation	evaluation	NOUN
cana-4119	85	34	.	.	PUNCT
cana-4119	86	1	this	this	DET
cana-4119	86	2	method	method	NOUN
cana-4119	86	3	can	can	AUX
cana-4119	86	4	also	also	ADV
cana-4119	86	5	handle	handle	VERB
cana-4119	86	6	two	two	NUM
cana-4119	86	7	-	-	PUNCT
cana-4119	86	8	class	class	NOUN
cana-4119	86	9	problems	problem	NOUN
cana-4119	86	10	.	.	PUNCT
cana-4119	87	1	the	the	DET
cana-4119	87	2	relief	relief	NOUN
cana-4119	87	3	–	–	PUNCT
cana-4119	87	4	d	d	NOUN
cana-4119	87	5	is	be	AUX
cana-4119	87	6	an	an	DET
cana-4119	87	7	extension	extension	NOUN
cana-4119	87	8	to	to	ADP
cana-4119	87	9	relief	relief	NOUN
cana-4119	87	10	–	–	PUNCT
cana-4119	87	11	c	c	NOUN
cana-4119	87	12	method	method	NOUN
cana-4119	87	13	and	and	CCONJ
cana-4119	87	14	it	it	PRON
cana-4119	87	15	evaluates	evaluate	VERB
cana-4119	87	16	neighbours	neighbour	NOUN
cana-4119	87	17	only	only	ADV
cana-4119	87	18	if	if	SCONJ
cana-4119	87	19	their	their	PRON
cana-4119	87	20	attribute	attribute	NOUN
cana-4119	87	21	values	value	NOUN
cana-4119	87	22	differ	differ	VERB
cana-4119	87	23	from	from	ADP
cana-4119	87	24	those	those	PRON
cana-4119	87	25	of	of	ADP
cana-4119	87	26	a	a	DET
cana-4119	87	27	random	random	ADJ
cana-4119	87	28	instance	instance	NOUN
cana-4119	87	29	.	.	PUNCT
cana-4119	88	1	three	three	NUM
cana-4119	88	2	innovative	innovative	ADJ
cana-4119	88	3	strategies	strategy	NOUN
cana-4119	88	4	proposed	propose	VERB
cana-4119	88	5	to	to	PART
cana-4119	88	6	tackle	tackle	VERB
cana-4119	88	7	incomplete	incomplete	ADJ
cana-4119	88	8	data	datum	NOUN
cana-4119	88	9	in	in	ADP
cana-4119	88	10	relief	relief	NOUN
cana-4119	88	11	such	such	ADJ
cana-4119	88	12	as	as	ADP
cana-4119	88	13	communications	communication	NOUN
cana-4119	88	14	on	on	ADP
cana-4119	88	15	applied	apply	VERB
cana-4119	88	16	nonlinear	nonlinear	ADJ
cana-4119	88	17	analysis	analysis	NOUN
cana-4119	88	18	issn	issn	NOUN
cana-4119	88	19	:	:	PUNCT
cana-4119	88	20	1074	1074	NUM
cana-4119	88	21	-	-	PUNCT
cana-4119	88	22	133x	133x	NUM
cana-4119	88	23	vol	vol	NOUN
cana-4119	88	24	32	32	NUM
cana-4119	88	25	no	no	NOUN
cana-4119	88	26	.	.	PUNCT
cana-4119	88	27	9s	9s	NUM
cana-4119	88	28	(	(	PUNCT
cana-4119	88	29	2025	2025	NUM
cana-4119	88	30	)	)	PUNCT
cana-4119	88	31	1129	1129	NUM
cana-4119	88	32	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	88	33	reliefb	reliefb	PROPN
cana-4119	88	34	,	,	PUNCT
cana-4119	88	35	reliefc	reliefc	ADJ
cana-4119	88	36	,	,	PUNCT
cana-4119	88	37	and	and	CCONJ
cana-4119	88	38	reliefd	reliefd	NOUN
cana-4119	88	39	.	.	PUNCT
cana-4119	89	1	when	when	SCONJ
cana-4119	89	2	missing	missing	ADJ
cana-4119	89	3	value	value	NOUN
cana-4119	89	4	is	be	AUX
cana-4119	89	5	encountered	encounter	VERB
cana-4119	89	6	,	,	PUNCT
cana-4119	89	7	relief	relief	NOUN
cana-4119	89	8	–	–	PUNCT
cana-4119	89	9	d	d	NOUN
cana-4119	89	10	sets	set	VERB
cana-4119	89	11	the	the	DET
cana-4119	89	12	"	"	PUNCT
cana-4119	89	13	diff	diff	NOUN
cana-4119	89	14	"	"	PUNCT
cana-4119	89	15	function	function	NOUN
cana-4119	89	16	to	to	ADP
cana-4119	89	17	the	the	DET
cana-4119	89	18	class	class	NOUN
cana-4119	89	19	-	-	PUNCT
cana-4119	89	20	conditional	conditional	ADJ
cana-4119	89	21	probability	probability	NOUN
cana-4119	89	22	of	of	ADP
cana-4119	89	23	different	different	ADJ
cana-4119	89	24	feature	feature	NOUN
cana-4119	89	25	values	value	NOUN
cana-4119	89	26	between	between	ADP
cana-4119	89	27	two	two	NUM
cana-4119	89	28	instances	instance	NOUN
cana-4119	89	29	,	,	PUNCT
cana-4119	89	30	but	but	CCONJ
cana-4119	89	31	these	these	DET
cana-4119	89	32	three	three	NUM
cana-4119	89	33	strategies	strategy	NOUN
cana-4119	89	34	are	be	AUX
cana-4119	89	35	limited	limit	VERB
cana-4119	89	36	to	to	ADP
cana-4119	89	37	binary	binary	ADJ
cana-4119	89	38	class	class	NOUN
cana-4119	89	39	problems	problem	NOUN
cana-4119	89	40	.	.	PUNCT
cana-4119	90	1	to	to	PART
cana-4119	90	2	overcome	overcome	VERB
cana-4119	90	3	this	this	DET
cana-4119	90	4	limitation	limitation	NOUN
cana-4119	90	5	,	,	PUNCT
cana-4119	90	6	the	the	DET
cana-4119	90	7	relief	relief	NOUN
cana-4119	90	8	–	–	PUNCT
cana-4119	90	9	e	e	X
cana-4119	90	10	method	method	NOUN
cana-4119	90	11	was	be	AUX
cana-4119	90	12	proposed	propose	VERB
cana-4119	90	13	to	to	PART
cana-4119	90	14	handle	handle	VERB
cana-4119	90	15	multi	multi	ADJ
cana-4119	90	16	-	-	ADJ
cana-4119	90	17	class	class	ADJ
cana-4119	90	18	endpoints	endpoint	NOUN
cana-4119	90	19	.	.	PUNCT
cana-4119	91	1	it	it	PRON
cana-4119	91	2	employs	employ	VERB
cana-4119	91	3	membership	membership	NOUN
cana-4119	91	4	generalization	generalization	NOUN
cana-4119	91	5	over	over	ADP
cana-4119	91	6	multi	multi	ADJ
cana-4119	91	7	-	-	ADJ
cana-4119	91	8	class	class	ADJ
cana-4119	91	9	neighbours	neighbour	NOUN
cana-4119	91	10	and	and	CCONJ
cana-4119	91	11	randomly	randomly	ADV
cana-4119	91	12	selects	select	NOUN
cana-4119	91	13	'	'	PUNCT
cana-4119	91	14	k	k	X
cana-4119	91	15	'	'	PUNCT
cana-4119	91	16	hits	hit	NOUN
cana-4119	91	17	and	and	CCONJ
cana-4119	91	18	'	'	PUNCT
cana-4119	91	19	k	k	X
cana-4119	91	20	'	'	PUNCT
cana-4119	91	21	misses	miss	VERB
cana-4119	91	22	for	for	ADP
cana-4119	91	23	each	each	DET
cana-4119	91	24	instance	instance	NOUN
cana-4119	91	25	.	.	PUNCT
cana-4119	92	1	recently	recently	ADV
cana-4119	92	2	two	two	NUM
cana-4119	92	3	more	more	ADV
cana-4119	92	4	powerful	powerful	ADJ
cana-4119	92	5	methods	method	NOUN
cana-4119	92	6	iterative	iterative	VERB
cana-4119	92	7	relief	relief	NOUN
cana-4119	92	8	and	and	CCONJ
cana-4119	92	9	relieff	relieff	NOUN
cana-4119	92	10	extended	extend	VERB
cana-4119	92	11	and	and	CCONJ
cana-4119	92	12	which	which	PRON
cana-4119	92	13	are	be	AUX
cana-4119	92	14	described	describe	VERB
cana-4119	92	15	below	below	ADV
cana-4119	92	16	.	.	PUNCT
cana-4119	93	1	3.2	3.2	NUM
cana-4119	93	2	iterative	iterative	NOUN
cana-4119	93	3	relief	relief	NOUN
cana-4119	93	4	an	an	DET
cana-4119	93	5	iterative	iterative	NOUN
cana-4119	93	6	approach	approach	NOUN
cana-4119	93	7	for	for	ADP
cana-4119	93	8	relief	relief	NOUN
cana-4119	93	9	,	,	PUNCT
cana-4119	93	10	denoted	denote	VERB
cana-4119	93	11	as	as	ADP
cana-4119	93	12	iterative	iterative	NOUN
cana-4119	93	13	relief	relief	NOUN
cana-4119	93	14	.	.	PUNCT
cana-4119	94	1	it	it	PRON
cana-4119	94	2	is	be	AUX
cana-4119	94	3	an	an	DET
cana-4119	94	4	extension	extension	NOUN
cana-4119	94	5	to	to	ADP
cana-4119	94	6	relief	relief	NOUN
cana-4119	94	7	and	and	CCONJ
cana-4119	94	8	it	it	PRON
cana-4119	94	9	’s	’	VERB
cana-4119	94	10	variant	variant	ADJ
cana-4119	94	11	algorithms	algorithm	NOUN
cana-4119	94	12	.	.	PUNCT
cana-4119	95	1	at	at	ADP
cana-4119	95	2	the	the	DET
cana-4119	95	3	outset	outset	NOUN
cana-4119	95	4	,	,	PUNCT
cana-4119	95	5	all	all	DET
cana-4119	95	6	features	feature	NOUN
cana-4119	95	7	are	be	AUX
cana-4119	95	8	assigned	assign	VERB
cana-4119	95	9	equal	equal	ADJ
cana-4119	95	10	weights	weight	NOUN
cana-4119	95	11	.	.	PUNCT
cana-4119	96	1	any	any	DET
cana-4119	96	2	negative	negative	ADJ
cana-4119	96	3	feature	feature	NOUN
cana-4119	96	4	weights	weight	NOUN
cana-4119	96	5	are	be	AUX
cana-4119	96	6	treated	treat	VERB
cana-4119	96	7	as	as	ADP
cana-4119	96	8	outliers	outlier	NOUN
cana-4119	96	9	and	and	CCONJ
cana-4119	96	10	are	be	AUX
cana-4119	96	11	rounded	round	VERB
cana-4119	96	12	up	up	ADP
cana-4119	96	13	to	to	ADP
cana-4119	96	14	zero	zero	NUM
cana-4119	96	15	.	.	PUNCT
cana-4119	97	1	the	the	DET
cana-4119	97	2	algorithm	algorithm	NOUN
cana-4119	97	3	iterates	iterate	VERB
cana-4119	97	4	until	until	SCONJ
cana-4119	97	5	the	the	DET
cana-4119	97	6	weights	weight	NOUN
cana-4119	97	7	converge	converge	VERB
cana-4119	97	8	.	.	PUNCT
cana-4119	98	1	iterative	iterative	NOUN
cana-4119	98	2	relief	relief	NOUN
cana-4119	98	3	requires	require	VERB
cana-4119	98	4	multiple	multiple	ADJ
cana-4119	98	5	iterations	iteration	NOUN
cana-4119	98	6	for	for	ADP
cana-4119	98	7	convergence	convergence	NOUN
cana-4119	98	8	,	,	PUNCT
cana-4119	98	9	resulting	result	VERB
cana-4119	98	10	in	in	ADP
cana-4119	98	11	significantly	significantly	ADV
cana-4119	98	12	higher	high	ADJ
cana-4119	98	13	computational	computational	ADJ
cana-4119	98	14	costs	cost	NOUN
cana-4119	98	15	are	be	AUX
cana-4119	98	16	increased	increase	VERB
cana-4119	98	17	when	when	SCONJ
cana-4119	98	18	dealing	deal	VERB
cana-4119	98	19	with	with	ADP
cana-4119	98	20	large	large	ADJ
cana-4119	98	21	datasets	dataset	NOUN
cana-4119	98	22	.	.	PUNCT
cana-4119	99	1	so	so	ADV
cana-4119	99	2	to	to	PART
cana-4119	99	3	overcome	overcome	VERB
cana-4119	99	4	this	this	DET
cana-4119	99	5	drawback	drawback	NOUN
cana-4119	99	6	than	than	SCONJ
cana-4119	99	7	relieff	relieff	NOUN
cana-4119	99	8	method	method	NOUN
cana-4119	99	9	is	be	AUX
cana-4119	99	10	derived	derive	VERB
cana-4119	99	11	.	.	PUNCT
cana-4119	100	1	3.3	3.3	NUM
cana-4119	100	2	relieff	relieff	NOUN
cana-4119	100	3	relieff	relieff	PROPN
cana-4119	100	4	is	be	AUX
cana-4119	100	5	a	a	DET
cana-4119	100	6	significant	significant	ADJ
cana-4119	100	7	improvement	improvement	NOUN
cana-4119	100	8	of	of	ADP
cana-4119	100	9	the	the	DET
cana-4119	100	10	original	original	ADJ
cana-4119	100	11	relief	relief	NOUN
cana-4119	100	12	and	and	CCONJ
cana-4119	100	13	iterative	iterative	NOUN
cana-4119	100	14	relief	relief	NOUN
cana-4119	100	15	algorithms	algorithm	NOUN
cana-4119	100	16	.	.	PUNCT
cana-4119	101	1	relieff	relieff	PROPN
cana-4119	101	2	selects	select	VERB
cana-4119	101	3	multiple	multiple	ADJ
cana-4119	101	4	neighbors	neighbor	NOUN
cana-4119	101	5	to	to	PART
cana-4119	101	6	enhance	enhance	VERB
cana-4119	101	7	robustness	robustness	NOUN
cana-4119	101	8	and	and	CCONJ
cana-4119	101	9	identifies	identify	VERB
cana-4119	101	10	discriminative	discriminative	NOUN
cana-4119	101	11	features	feature	NOUN
cana-4119	101	12	between	between	ADP
cana-4119	101	13	spam	spam	NOUN
cana-4119	101	14	and	and	CCONJ
cana-4119	101	15	non	non	ADJ
cana-4119	101	16	-	-	ADJ
cana-4119	101	17	spam	spam	ADJ
cana-4119	101	18	emails	email	NOUN
cana-4119	101	19	[	[	X
cana-4119	101	20	10	10	NUM
cana-4119	101	21	]	]	PUNCT
cana-4119	101	22	.	.	PUNCT
cana-4119	102	1	relieff	relieff	PROPN
cana-4119	102	2	seeks	seek	VERB
cana-4119	102	3	the	the	DET
cana-4119	102	4	k	k	PROPN
cana-4119	102	5	nearest	near	ADJ
cana-4119	102	6	hits	hit	NOUN
cana-4119	102	7	and	and	CCONJ
cana-4119	102	8	misses	miss	NOUN
cana-4119	102	9	,	,	PUNCT
cana-4119	102	10	averaging	average	VERB
cana-4119	102	11	their	their	PRON
cana-4119	102	12	impact	impact	NOUN
cana-4119	102	13	on	on	ADP
cana-4119	102	14	feature	feature	NOUN
cana-4119	102	15	weights	weight	NOUN
cana-4119	102	16	.	.	PUNCT
cana-4119	103	1	the	the	DET
cana-4119	103	2	value	value	NOUN
cana-4119	103	3	of	of	ADP
cana-4119	103	4	k	k	PROPN
cana-4119	103	5	can	can	AUX
cana-4119	103	6	be	be	AUX
cana-4119	103	7	adjusted	adjust	VERB
cana-4119	103	8	to	to	PART
cana-4119	103	9	suit	suit	VERB
cana-4119	103	10	each	each	DET
cana-4119	103	11	specific	specific	ADJ
cana-4119	103	12	problem	problem	NOUN
cana-4119	103	13	.	.	PUNCT
cana-4119	104	1	the	the	DET
cana-4119	104	2	weight	weight	NOUN
cana-4119	104	3	measure	measure	NOUN
cana-4119	104	4	of	of	ADP
cana-4119	104	5	a	a	DET
cana-4119	104	6	feature	feature	NOUN
cana-4119	104	7	‘	'	PUNCT
cana-4119	104	8	a	a	PRON
cana-4119	104	9	’	'	PUNCT
cana-4119	104	10	is	be	AUX
cana-4119	104	11	represented	represent	VERB
cana-4119	104	12	as	as	ADP
cana-4119	104	13	w[a	w[a	NOUN
cana-4119	104	14	]	]	PUNCT
cana-4119	104	15	as	as	SCONJ
cana-4119	104	16	follows	follow	VERB
cana-4119	104	17	:	:	PUNCT
cana-4119	104	18	w[a	w[a	NOUN
cana-4119	104	19	]	]	X
cana-4119	104	20	=	=	SYM
cana-4119	104	21	w[a	w[a	PROPN
cana-4119	104	22	]	]	PUNCT
cana-4119	104	23	−	−	PROPN
cana-4119	104	24	1	1	NUM
cana-4119	104	25	m−k	m−k	NOUN
cana-4119	104	26	∑	∑	PUNCT
cana-4119	104	27	(	(	PUNCT
cana-4119	104	28	𝑘	𝑘	PROPN
cana-4119	104	29	𝑗=1	𝑗=1	PROPN
cana-4119	104	30	diff	diff	PROPN
cana-4119	104	31	(	(	PUNCT
cana-4119	104	32	a	a	PRON
cana-4119	104	33	,	,	PUNCT
cana-4119	104	34	xi	xi	PROPN
cana-4119	104	35	,	,	PUNCT
cana-4119	104	36	hitj	hitj	PROPN
cana-4119	104	37	)	)	PUNCT
cana-4119	104	38	)	)	PUNCT
cana-4119	105	1	+	+	CCONJ
cana-4119	105	2	1	1	NUM
cana-4119	105	3	m−k	m−k	NOUN
cana-4119	105	4	∑	∑	PUNCT
cana-4119	105	5	(	(	PUNCT
cana-4119	105	6	𝑘	𝑘	X
cana-4119	105	7	𝑗=1	𝑗=1	PROPN
cana-4119	105	8	𝑃(𝐶)−	𝑃(𝐶)−	PROPN
cana-4119	105	9	𝑑𝑖𝑓𝑓(𝐴,xi	𝑑𝑖𝑓𝑓(𝐴,xi	PROPN
cana-4119	105	10	,	,	PUNCT
cana-4119	105	11	missj	missj	NOUN
cana-4119	105	12	,	,	PUNCT
cana-4119	105	13	c	c	NOUN
cana-4119	105	14	)	)	PUNCT
cana-4119	105	15	1−𝑃(𝐶	1−𝑃(𝐶	NUM
cana-4119	105	16	)	)	PUNCT
cana-4119	105	17	)	)	PUNCT
cana-4119	106	1	eq	eq	NOUN
cana-4119	106	2	(	(	PUNCT
cana-4119	106	3	2	2	NUM
cana-4119	106	4	)	)	PUNCT
cana-4119	106	5	in	in	ADP
cana-4119	106	6	eq(2	eq(2	PROPN
cana-4119	106	7	)	)	PUNCT
cana-4119	106	8	,	,	PUNCT
cana-4119	106	9	diff	diff	NOUN
cana-4119	106	10	(	(	PUNCT
cana-4119	106	11	a	a	PRON
cana-4119	106	12	,	,	PUNCT
cana-4119	106	13	𝑥	𝑥	NOUN
cana-4119	106	14	,	,	PUNCT
cana-4119	106	15	hitj	hitj	ADJ
cana-4119	106	16	)	)	PUNCT
cana-4119	106	17	denotes	denote	NOUN
cana-4119	106	18	distance	distance	NOUN
cana-4119	106	19	function	function	NOUN
cana-4119	106	20	calculating	calculate	VERB
cana-4119	106	21	the	the	DET
cana-4119	106	22	difference	difference	NOUN
cana-4119	106	23	between	between	ADP
cana-4119	106	24	the	the	DET
cana-4119	106	25	values	value	NOUN
cana-4119	106	26	of	of	ADP
cana-4119	106	27	feature	feature	NOUN
cana-4119	106	28	a	a	PRON
cana-4119	106	29	with	with	ADP
cana-4119	106	30	hit	hit	VERB
cana-4119	106	31	or	or	CCONJ
cana-4119	106	32	miss	miss	VERB
cana-4119	106	33	operations	operation	NOUN
cana-4119	106	34	.	.	PUNCT
cana-4119	107	1	the	the	DET
cana-4119	107	2	j	j	PROPN
cana-4119	107	3	-	-	PUNCT
cana-4119	107	4	th	th	X
cana-4119	107	5	nearest	near	ADJ
cana-4119	107	6	hit	hit	NOUN
cana-4119	107	7	is	be	AUX
cana-4119	107	8	represented	represent	VERB
cana-4119	107	9	by	by	ADP
cana-4119	107	10	hitj	hitj	PROPN
cana-4119	107	11	,	,	PUNCT
cana-4119	107	12	j	j	PROPN
cana-4119	107	13	-	-	PUNCT
cana-4119	107	14	th	th	X
cana-4119	107	15	nearest	near	ADJ
cana-4119	107	16	miss	miss	NOUN
cana-4119	107	17	from	from	ADP
cana-4119	107	18	class	class	NOUN
cana-4119	107	19	𝐶	𝐶	PROPN
cana-4119	107	20	is	be	AUX
cana-4119	107	21	denoted	denote	VERB
cana-4119	107	22	by	by	ADP
cana-4119	107	23	miss𝑗	miss𝑗	ADJ
cana-4119	107	24	,	,	PUNCT
cana-4119	107	25	𝐶	𝐶	PROPN
cana-4119	107	26	and	and	CCONJ
cana-4119	107	27	prior	prior	ADJ
cana-4119	107	28	probability	probability	NOUN
cana-4119	107	29	of	of	ADP
cana-4119	107	30	class	class	NOUN
cana-4119	107	31	𝐶	𝐶	PROPN
cana-4119	107	32	is	be	AUX
cana-4119	107	33	shown	show	VERB
cana-4119	107	34	by	by	ADP
cana-4119	107	35	p(c	p(c	PROPN
cana-4119	107	36	)	)	PUNCT
cana-4119	107	37	.	.	PUNCT
cana-4119	108	1	relieff	relieff	PROPN
cana-4119	108	2	's	's	PART
cana-4119	108	3	effectiveness	effectiveness	NOUN
cana-4119	108	4	is	be	AUX
cana-4119	108	5	compromised	compromise	VERB
cana-4119	108	6	when	when	SCONJ
cana-4119	108	7	dealing	deal	VERB
cana-4119	108	8	with	with	ADP
cana-4119	108	9	highly	highly	ADV
cana-4119	108	10	correlated	correlate	VERB
cana-4119	108	11	or	or	CCONJ
cana-4119	108	12	redundant	redundant	ADJ
cana-4119	108	13	features	feature	NOUN
cana-4119	108	14	.	.	PUNCT
cana-4119	109	1	relieff	relieff	PROPN
cana-4119	109	2	may	may	AUX
cana-4119	109	3	not	not	PART
cana-4119	109	4	perform	perform	VERB
cana-4119	109	5	well	well	ADV
cana-4119	109	6	with	with	ADP
cana-4119	109	7	outliers	outlier	NOUN
cana-4119	109	8	.	.	PUNCT
cana-4119	110	1	relieff	relieff	PROPN
cana-4119	110	2	method	method	PROPN
cana-4119	110	3	handles	handle	VERB
cana-4119	110	4	multiclass	multiclass	ADJ
cana-4119	110	5	classification	classification	NOUN
cana-4119	110	6	,	,	PUNCT
cana-4119	110	7	multi	multi	ADJ
cana-4119	110	8	label	label	NOUN
cana-4119	110	9	classification	classification	NOUN
cana-4119	110	10	very	very	ADV
cana-4119	110	11	effectively	effectively	ADV
cana-4119	110	12	,	,	PUNCT
cana-4119	110	13	when	when	SCONJ
cana-4119	110	14	the	the	DET
cana-4119	110	15	number	number	NOUN
cana-4119	110	16	of	of	ADP
cana-4119	110	17	attributes	attribute	NOUN
cana-4119	110	18	is	be	AUX
cana-4119	110	19	very	very	ADV
cana-4119	110	20	low	low	ADJ
cana-4119	110	21	(	(	PUNCT
cana-4119	110	22	for	for	ADP
cana-4119	110	23	example	example	NOUN
cana-4119	110	24	,	,	PUNCT
cana-4119	110	25	just	just	ADV
cana-4119	110	26	one	one	NUM
cana-4119	110	27	or	or	CCONJ
cana-4119	110	28	two	two	NUM
cana-4119	110	29	)	)	PUNCT
cana-4119	110	30	,	,	PUNCT
cana-4119	110	31	the	the	DET
cana-4119	110	32	algorithm	algorithm	NOUN
cana-4119	110	33	may	may	AUX
cana-4119	110	34	struggle	struggle	VERB
cana-4119	110	35	to	to	PART
cana-4119	110	36	identify	identify	VERB
cana-4119	110	37	meaningful	meaningful	ADJ
cana-4119	110	38	patterns	pattern	NOUN
cana-4119	110	39	because	because	SCONJ
cana-4119	110	40	it	it	PRON
cana-4119	110	41	lacks	lack	VERB
cana-4119	110	42	sufficient	sufficient	ADJ
cana-4119	110	43	discriminative	discriminative	NOUN
cana-4119	110	44	power	power	NOUN
cana-4119	110	45	.	.	PUNCT
cana-4119	111	1	on	on	ADP
cana-4119	111	2	the	the	DET
cana-4119	111	3	other	other	ADJ
cana-4119	111	4	hand	hand	NOUN
cana-4119	111	5	,	,	PUNCT
cana-4119	111	6	when	when	SCONJ
cana-4119	111	7	the	the	DET
cana-4119	111	8	number	number	NOUN
cana-4119	111	9	of	of	ADP
cana-4119	111	10	attributes	attribute	NOUN
cana-4119	111	11	is	be	AUX
cana-4119	111	12	very	very	ADV
cana-4119	111	13	high	high	ADJ
cana-4119	111	14	,	,	PUNCT
cana-4119	111	15	relieff	relieff	PROPN
cana-4119	111	16	can	can	AUX
cana-4119	111	17	become	become	VERB
cana-4119	111	18	computationally	computationally	ADV
cana-4119	111	19	expensive	expensive	ADJ
cana-4119	111	20	and	and	CCONJ
cana-4119	111	21	less	less	ADV
cana-4119	111	22	reliable	reliable	ADJ
cana-4119	111	23	due	due	ADP
cana-4119	111	24	to	to	ADP
cana-4119	111	25	the	the	DET
cana-4119	111	26	curse	curse	NOUN
cana-4119	111	27	of	of	ADP
cana-4119	111	28	dimensionality	dimensionality	NOUN
cana-4119	111	29	,	,	PUNCT
cana-4119	111	30	which	which	PRON
cana-4119	111	31	may	may	AUX
cana-4119	111	32	lead	lead	VERB
cana-4119	111	33	to	to	ADP
cana-4119	111	34	inaccurate	inaccurate	ADJ
cana-4119	111	35	results	result	NOUN
cana-4119	111	36	.	.	PUNCT
cana-4119	112	1	so	so	ADV
cana-4119	112	2	,	,	PUNCT
cana-4119	112	3	in	in	ADP
cana-4119	112	4	this	this	DET
cana-4119	112	5	paper	paper	NOUN
cana-4119	112	6	,	,	PUNCT
cana-4119	112	7	we	we	PRON
cana-4119	112	8	are	be	AUX
cana-4119	112	9	proposing	propose	VERB
cana-4119	112	10	a	a	DET
cana-4119	112	11	new	new	ADJ
cana-4119	112	12	variant	variant	NOUN
cana-4119	112	13	i.e.	i.e.	X
cana-4119	112	14	,	,	PUNCT
cana-4119	112	15	reliefg	reliefg	NOUN
cana-4119	112	16	which	which	PRON
cana-4119	112	17	will	will	AUX
cana-4119	112	18	work	work	VERB
cana-4119	112	19	effectively	effectively	ADV
cana-4119	112	20	with	with	ADP
cana-4119	112	21	large	large	ADJ
cana-4119	112	22	datasets	dataset	NOUN
cana-4119	112	23	as	as	ADV
cana-4119	112	24	well	well	ADV
cana-4119	112	25	as	as	ADP
cana-4119	112	26	outliers	outlier	NOUN
cana-4119	112	27	.	.	PUNCT
cana-4119	113	1	4	4	X
cana-4119	113	2	.	.	NUM
cana-4119	113	3	proposed	propose	VERB
cana-4119	113	4	method	method	NOUN
cana-4119	113	5	the	the	DET
cana-4119	113	6	reliefg	reliefg	NOUN
cana-4119	113	7	is	be	AUX
cana-4119	113	8	proposed	propose	VERB
cana-4119	113	9	.	.	PUNCT
cana-4119	114	1	the	the	DET
cana-4119	114	2	no	no	NOUN
cana-4119	114	3	.	.	PUNCT
cana-4119	114	4	of	of	ADP
cana-4119	114	5	hits	hit	NOUN
cana-4119	114	6	and	and	CCONJ
cana-4119	114	7	no.of	no.of	ADJ
cana-4119	114	8	misses	miss	NOUN
cana-4119	114	9	are	be	AUX
cana-4119	114	10	automatically	automatically	ADV
cana-4119	114	11	selected	select	VERB
cana-4119	114	12	by	by	ADP
cana-4119	114	13	using	use	VERB
cana-4119	114	14	fuzzy	fuzzy	ADJ
cana-4119	114	15	membership	membership	NOUN
cana-4119	114	16	function	function	NOUN
cana-4119	114	17	.	.	PUNCT
cana-4119	115	1	the	the	DET
cana-4119	115	2	crisp	crisp	ADJ
cana-4119	115	3	set	set	NOUN
cana-4119	115	4	values	value	NOUN
cana-4119	115	5	are	be	AUX
cana-4119	115	6	evaluated	evaluate	VERB
cana-4119	115	7	by	by	ADP
cana-4119	115	8	integrating	integrate	VERB
cana-4119	115	9	trapezoidal	trapezoidal	ADJ
cana-4119	115	10	membership	membership	NOUN
cana-4119	115	11	function	function	NOUN
cana-4119	115	12	into	into	ADP
cana-4119	115	13	sigmoid	sigmoid	NOUN
cana-4119	115	14	function	function	NOUN
cana-4119	115	15	such	such	ADJ
cana-4119	115	16	that	that	SCONJ
cana-4119	115	17	we	we	PRON
cana-4119	115	18	can	can	AUX
cana-4119	115	19	eliminate	eliminate	VERB
cana-4119	115	20	the	the	DET
cana-4119	115	21	outliers	outlier	NOUN
cana-4119	115	22	.	.	PUNCT
cana-4119	116	1	because	because	SCONJ
cana-4119	116	2	the	the	DET
cana-4119	116	3	sigmoid	sigmoid	NOUN
cana-4119	116	4	function	function	NOUN
cana-4119	116	5	can	can	AUX
cana-4119	116	6	work	work	VERB
cana-4119	116	7	by	by	ADP
cana-4119	116	8	enhancing	enhance	VERB
cana-4119	116	9	lower	low	ADJ
cana-4119	116	10	values	value	NOUN
cana-4119	116	11	and	and	CCONJ
cana-4119	116	12	reducing	reduce	VERB
cana-4119	116	13	the	the	DET
cana-4119	116	14	highest	high	ADJ
cana-4119	116	15	value	value	NOUN
cana-4119	116	16	to	to	ADP
cana-4119	116	17	lower	low	ADJ
cana-4119	116	18	value	value	NOUN
cana-4119	116	19	.	.	PUNCT
cana-4119	117	1	simultaneously	simultaneously	ADV
cana-4119	117	2	it	it	PRON
cana-4119	117	3	reduces	reduce	VERB
cana-4119	117	4	the	the	DET
cana-4119	117	5	computational	computational	ADJ
cana-4119	117	6	costs	cost	NOUN
cana-4119	117	7	.	.	PUNCT
cana-4119	118	1	it	it	PRON
cana-4119	118	2	gives	give	VERB
cana-4119	118	3	the	the	DET
cana-4119	118	4	highest	high	ADJ
cana-4119	118	5	accurate	accurate	ADJ
cana-4119	118	6	results	result	NOUN
cana-4119	118	7	evem	evem	VERB
cana-4119	118	8	in	in	ADP
cana-4119	118	9	presence	presence	NOUN
cana-4119	118	10	of	of	ADP
cana-4119	118	11	more	more	ADJ
cana-4119	118	12	attributes	attribute	NOUN
cana-4119	118	13	and	and	CCONJ
cana-4119	118	14	it	it	PRON
cana-4119	118	15	automatically	automatically	ADV
cana-4119	118	16	selects	select	VERB
cana-4119	118	17	the	the	DET
cana-4119	118	18	k	k	PROPN
cana-4119	118	19	value	value	NOUN
cana-4119	118	20	.	.	PUNCT
cana-4119	119	1	communications	communication	NOUN
cana-4119	119	2	on	on	ADP
cana-4119	119	3	applied	apply	VERB
cana-4119	119	4	nonlinear	nonlinear	ADJ
cana-4119	119	5	analysis	analysis	NOUN
cana-4119	119	6	issn	issn	NOUN
cana-4119	119	7	:	:	PUNCT
cana-4119	119	8	1074	1074	NUM
cana-4119	119	9	-	-	PUNCT
cana-4119	119	10	133x	133x	NUM
cana-4119	119	11	vol	vol	NOUN
cana-4119	119	12	32	32	NUM
cana-4119	119	13	no	no	NOUN
cana-4119	119	14	.	.	PUNCT
cana-4119	120	1	9s	9s	NUM
cana-4119	120	2	(	(	PUNCT
cana-4119	120	3	2025	2025	NUM
cana-4119	120	4	)	)	PUNCT
cana-4119	120	5	1130	1130	NUM
cana-4119	120	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	120	7	4.1	4.1	NUM
cana-4119	120	8	sigmoid	sigmoid	NOUN
cana-4119	120	9	function	function	NOUN
cana-4119	120	10	and	and	CCONJ
cana-4119	120	11	its	its	PRON
cana-4119	120	12	characteristics	characteristic	NOUN
cana-4119	120	13	the	the	DET
cana-4119	120	14	sigmoid	sigmoid	NOUN
cana-4119	120	15	membership	membership	NOUN
cana-4119	120	16	function	function	NOUN
cana-4119	120	17	is	be	AUX
cana-4119	120	18	an	an	DET
cana-4119	120	19	essential	essential	ADJ
cana-4119	120	20	tool	tool	NOUN
cana-4119	120	21	for	for	ADP
cana-4119	120	22	smoothly	smoothly	ADV
cana-4119	120	23	transitioning	transition	VERB
cana-4119	120	24	between	between	ADP
cana-4119	120	25	different	different	ADJ
cana-4119	120	26	degrees	degree	NOUN
cana-4119	120	27	of	of	ADP
cana-4119	120	28	membership	membership	NOUN
cana-4119	120	29	.	.	PUNCT
cana-4119	121	1	its	its	PRON
cana-4119	121	2	versatile	versatile	ADJ
cana-4119	121	3	nature	nature	NOUN
cana-4119	121	4	makes	make	VERB
cana-4119	121	5	it	it	PRON
cana-4119	121	6	a	a	DET
cana-4119	121	7	valuable	valuable	ADJ
cana-4119	121	8	asset	asset	NOUN
cana-4119	121	9	in	in	ADP
cana-4119	121	10	various	various	ADJ
cana-4119	121	11	applications	application	NOUN
cana-4119	121	12	.	.	PUNCT
cana-4119	122	1	𝜇(𝑥	𝜇(𝑥	PROPN
cana-4119	122	2	)	)	PUNCT
cana-4119	122	3	=	=	PUNCT
cana-4119	123	1	1	1	NUM
cana-4119	123	2	1+𝑒^(−𝑎(𝑥−𝑐	1+𝑒^(−𝑎(𝑥−𝑐	NUM
cana-4119	123	3	)	)	PUNCT
cana-4119	123	4	)	)	PUNCT
cana-4119	124	1	eq	eq	NOUN
cana-4119	124	2	(	(	PUNCT
cana-4119	124	3	3	3	X
cana-4119	124	4	)	)	PUNCT
cana-4119	124	5	in	in	ADP
cana-4119	124	6	eq	eq	NOUN
cana-4119	124	7	(	(	PUNCT
cana-4119	124	8	3	3	NUM
cana-4119	124	9	)	)	PUNCT
cana-4119	124	10	,	,	PUNCT
cana-4119	124	11	the	the	DET
cana-4119	124	12	𝜇(𝑥	𝜇(𝑥	PROPN
cana-4119	124	13	)	)	PUNCT
cana-4119	124	14	represents	represent	VERB
cana-4119	124	15	the	the	DET
cana-4119	124	16	membership	membership	NOUN
cana-4119	124	17	degree	degree	NOUN
cana-4119	124	18	of	of	ADP
cana-4119	124	19	x	x	PUNCT
cana-4119	124	20	in	in	ADP
cana-4119	124	21	the	the	DET
cana-4119	124	22	fuzzy	fuzzy	ADJ
cana-4119	124	23	set	set	NOUN
cana-4119	124	24	,	,	PUNCT
cana-4119	124	25	ranging	range	VERB
cana-4119	124	26	from	from	ADP
cana-4119	124	27	0	0	NUM
cana-4119	124	28	to	to	ADP
cana-4119	124	29	1	1	NUM
cana-4119	124	30	.	.	PUNCT
cana-4119	125	1	here	here	ADV
cana-4119	125	2	,	,	PUNCT
cana-4119	125	3	x	x	X
cana-4119	125	4	is	be	AUX
cana-4119	125	5	the	the	DET
cana-4119	125	6	input	input	NOUN
cana-4119	125	7	variable	variable	NOUN
cana-4119	125	8	,	,	PUNCT
cana-4119	125	9	‘	'	PUNCT
cana-4119	125	10	a	a	DET
cana-4119	125	11	’	'	PUNCT
cana-4119	125	12	controls	control	VERB
cana-4119	125	13	the	the	DET
cana-4119	125	14	slope	slope	NOUN
cana-4119	125	15	of	of	ADP
cana-4119	125	16	the	the	DET
cana-4119	125	17	function	function	NOUN
cana-4119	125	18	,	,	PUNCT
cana-4119	125	19	and	and	CCONJ
cana-4119	125	20	c	c	NOUN
cana-4119	125	21	is	be	AUX
cana-4119	125	22	the	the	DET
cana-4119	125	23	threshold	threshold	NOUN
cana-4119	125	24	value	value	NOUN
cana-4119	125	25	.	.	PUNCT
cana-4119	126	1	the	the	DET
cana-4119	126	2	sigmoid	sigmoid	NOUN
cana-4119	126	3	function	function	NOUN
cana-4119	126	4	creates	create	VERB
cana-4119	126	5	an	an	DET
cana-4119	126	6	's	'	NOUN
cana-4119	126	7	'	'	PUNCT
cana-4119	126	8	curve	curve	NOUN
cana-4119	126	9	that	that	PRON
cana-4119	126	10	moves	move	VERB
cana-4119	126	11	from	from	ADP
cana-4119	126	12	0	0	NUM
cana-4119	126	13	to	to	ADP
cana-4119	126	14	1	1	NUM
cana-4119	126	15	.	.	PUNCT
cana-4119	127	1	the	the	DET
cana-4119	127	2	slope	slope	NOUN
cana-4119	127	3	of	of	ADP
cana-4119	127	4	the	the	DET
cana-4119	127	5	curve	curve	NOUN
cana-4119	127	6	is	be	AUX
cana-4119	127	7	controlled	control	VERB
cana-4119	127	8	by	by	ADP
cana-4119	127	9	the	the	DET
cana-4119	127	10	parameter	parameter	NOUN
cana-4119	127	11	"	"	PUNCT
cana-4119	127	12	a	a	PRON
cana-4119	127	13	"	"	PUNCT
cana-4119	127	14	.	.	PUNCT
cana-4119	128	1	when	when	SCONJ
cana-4119	128	2	a	a	DET
cana-4119	128	3	>	>	X
cana-4119	128	4	0	0	NUM
cana-4119	128	5	,	,	PUNCT
cana-4119	128	6	the	the	DET
cana-4119	128	7	function	function	NOUN
cana-4119	128	8	increases	increase	VERB
cana-4119	128	9	from	from	ADP
cana-4119	128	10	0	0	NUM
cana-4119	128	11	to	to	ADP
cana-4119	128	12	1	1	NUM
cana-4119	128	13	as	as	SCONJ
cana-4119	128	14	x	x	NOUN
cana-4119	128	15	increases	increase	NOUN
cana-4119	128	16	;	;	PUNCT
cana-4119	128	17	when	when	SCONJ
cana-4119	128	18	a	a	DET
cana-4119	128	19	<	<	X
cana-4119	128	20	0	0	NUM
cana-4119	128	21	,	,	PUNCT
cana-4119	128	22	the	the	DET
cana-4119	128	23	function	function	NOUN
cana-4119	128	24	decreases	decrease	VERB
cana-4119	128	25	from	from	ADP
cana-4119	128	26	1	1	NUM
cana-4119	128	27	to	to	PART
cana-4119	128	28	0	0	NUM
cana-4119	128	29	as	as	SCONJ
cana-4119	128	30	x	x	NOUN
cana-4119	128	31	increases	increase	NOUN
cana-4119	128	32	.	.	PUNCT
cana-4119	129	1	the	the	DET
cana-4119	129	2	sigmoid	sigmoid	NOUN
cana-4119	129	3	function	function	NOUN
cana-4119	129	4	's	's	PART
cana-4119	129	5	non	non	ADJ
cana-4119	129	6	-	-	ADJ
cana-4119	129	7	linear	linear	ADJ
cana-4119	129	8	nature	nature	NOUN
cana-4119	129	9	empowers	empower	VERB
cana-4119	129	10	it	it	PRON
cana-4119	129	11	to	to	PART
cana-4119	129	12	adeptly	adeptly	ADV
cana-4119	129	13	navigate	navigate	VERB
cana-4119	129	14	intricate	intricate	ADJ
cana-4119	129	15	relationships	relationship	NOUN
cana-4119	129	16	between	between	ADP
cana-4119	129	17	variables	variable	NOUN
cana-4119	129	18	within	within	ADP
cana-4119	129	19	fuzzy	fuzzy	ADJ
cana-4119	129	20	systems	system	NOUN
cana-4119	129	21	.	.	PUNCT
cana-4119	130	1	to	to	PART
cana-4119	130	2	effectively	effectively	ADV
cana-4119	130	3	eliminate	eliminate	VERB
cana-4119	130	4	outliers	outlier	NOUN
cana-4119	130	5	,	,	PUNCT
cana-4119	130	6	we	we	PRON
cana-4119	130	7	are	be	AUX
cana-4119	130	8	integrating	integrate	VERB
cana-4119	130	9	the	the	DET
cana-4119	130	10	power	power	NOUN
cana-4119	130	11	of	of	ADP
cana-4119	130	12	the	the	DET
cana-4119	130	13	sigmoid	sigmoid	NOUN
cana-4119	130	14	function	function	NOUN
cana-4119	130	15	with	with	ADP
cana-4119	130	16	the	the	DET
cana-4119	130	17	trapezoidal	trapezoidal	ADJ
cana-4119	130	18	function	function	NOUN
cana-4119	130	19	.	.	PUNCT
cana-4119	131	1	this	this	DET
cana-4119	131	2	innovative	innovative	ADJ
cana-4119	131	3	approach	approach	NOUN
cana-4119	131	4	will	will	AUX
cana-4119	131	5	ensure	ensure	VERB
cana-4119	131	6	a	a	DET
cana-4119	131	7	more	more	ADV
cana-4119	131	8	robust	robust	ADJ
cana-4119	131	9	and	and	CCONJ
cana-4119	131	10	accurate	accurate	ADJ
cana-4119	131	11	analysis	analysis	NOUN
cana-4119	131	12	.	.	PUNCT
cana-4119	132	1	5	5	X
cana-4119	132	2	.	.	X
cana-4119	132	3	dataset	dataset	ADJ
cana-4119	132	4	description	description	NOUN
cana-4119	132	5	the	the	DET
cana-4119	132	6	spam	spam	NOUN
cana-4119	132	7	dataset	dataset	VERB
cana-4119	132	8	consists	consist	NOUN
cana-4119	132	9	of	of	ADP
cana-4119	132	10	1813	1813	NUM
cana-4119	132	11	spam	spam	NOUN
cana-4119	132	12	mails	mail	NOUN
cana-4119	132	13	and	and	CCONJ
cana-4119	132	14	2788	2788	NUM
cana-4119	132	15	ham	ham	NOUN
cana-4119	132	16	emails	email	NOUN
cana-4119	132	17	.	.	PUNCT
cana-4119	133	1	among	among	ADP
cana-4119	133	2	4601	4601	NUM
cana-4119	133	3	instances	instance	NOUN
cana-4119	133	4	,	,	PUNCT
cana-4119	133	5	there	there	PRON
cana-4119	133	6	are	be	VERB
cana-4119	133	7	57	57	NUM
cana-4119	133	8	attributes	attribute	NOUN
cana-4119	133	9	,	,	PUNCT
cana-4119	133	10	consisting	consist	VERB
cana-4119	133	11	of	of	ADP
cana-4119	133	12	frequently	frequently	ADV
cana-4119	133	13	occurring	occur	VERB
cana-4119	133	14	words	word	NOUN
cana-4119	133	15	or	or	CCONJ
cana-4119	133	16	characters	character	NOUN
cana-4119	133	17	.	.	PUNCT
cana-4119	134	1	the	the	DET
cana-4119	134	2	first	first	ADJ
cana-4119	134	3	48	48	NUM
cana-4119	134	4	attributes	attribute	NOUN
cana-4119	134	5	are	be	AUX
cana-4119	134	6	continuous	continuous	ADJ
cana-4119	134	7	real	real	ADJ
cana-4119	134	8	numbers	number	NOUN
cana-4119	134	9	,	,	PUNCT
cana-4119	134	10	ranging	range	VERB
cana-4119	134	11	from	from	ADP
cana-4119	134	12	0	0	NUM
cana-4119	134	13	to	to	ADP
cana-4119	134	14	100	100	NUM
cana-4119	134	15	,	,	PUNCT
cana-4119	134	16	labeled	label	VERB
cana-4119	134	17	as	as	ADP
cana-4119	134	18	"	"	PUNCT
cana-4119	134	19	word	word	NOUN
cana-4119	134	20	.	.	PUNCT
cana-4119	134	21	"	"	PUNCT
cana-4119	135	1	this	this	PRON
cana-4119	135	2	indicates	indicate	VERB
cana-4119	135	3	the	the	DET
cana-4119	135	4	percentage	percentage	NOUN
cana-4119	135	5	of	of	ADP
cana-4119	135	6	words	word	NOUN
cana-4119	135	7	present	present	ADJ
cana-4119	135	8	in	in	ADP
cana-4119	135	9	the	the	DET
cana-4119	135	10	email	email	NOUN
cana-4119	135	11	.	.	PUNCT
cana-4119	136	1	the	the	DET
cana-4119	136	2	next	next	ADJ
cana-4119	136	3	six	six	NUM
cana-4119	136	4	attributes	attribute	NOUN
cana-4119	136	5	are	be	AUX
cana-4119	136	6	continuous	continuous	ADJ
cana-4119	136	7	real	real	ADJ
cana-4119	136	8	numbers	number	NOUN
cana-4119	136	9	,	,	PUNCT
cana-4119	136	10	ranging	range	VERB
cana-4119	136	11	from	from	ADP
cana-4119	136	12	0	0	NUM
cana-4119	136	13	to	to	ADP
cana-4119	136	14	100	100	NUM
cana-4119	136	15	,	,	PUNCT
cana-4119	136	16	labeled	label	VERB
cana-4119	136	17	as	as	ADP
cana-4119	136	18	"	"	PUNCT
cana-4119	136	19	char_freq_char	char_freq_char	PROPN
cana-4119	136	20	,	,	PUNCT
cana-4119	136	21	"	"	PUNCT
cana-4119	136	22	indicating	indicate	VERB
cana-4119	136	23	the	the	DET
cana-4119	136	24	percentage	percentage	NOUN
cana-4119	136	25	of	of	ADP
cana-4119	136	26	characters	character	NOUN
cana-4119	136	27	in	in	ADP
cana-4119	136	28	the	the	DET
cana-4119	136	29	email	email	NOUN
cana-4119	136	30	.	.	PUNCT
cana-4119	137	1	the	the	DET
cana-4119	137	2	remaining	remain	VERB
cana-4119	137	3	attributes	attribute	NOUN
cana-4119	137	4	include	include	VERB
cana-4119	137	5	a	a	DET
cana-4119	137	6	mix	mix	NOUN
cana-4119	137	7	of	of	ADP
cana-4119	137	8	continuous	continuous	ADJ
cana-4119	137	9	real	real	ADJ
cana-4119	137	10	numbers	number	NOUN
cana-4119	137	11	and	and	CCONJ
cana-4119	137	12	integers	integer	NOUN
cana-4119	137	13	.	.	PUNCT
cana-4119	138	1	the	the	DET
cana-4119	138	2	final	final	ADJ
cana-4119	138	3	column	column	NOUN
cana-4119	138	4	indicates	indicate	VERB
cana-4119	138	5	whether	whether	SCONJ
cana-4119	138	6	the	the	DET
cana-4119	138	7	email	email	NOUN
cana-4119	138	8	is	be	AUX
cana-4119	138	9	spam	spam	NOUN
cana-4119	138	10	(	(	PUNCT
cana-4119	138	11	denoted	denote	VERB
cana-4119	138	12	as	as	ADP
cana-4119	138	13	"	"	PUNCT
cana-4119	138	14	1	1	NUM
cana-4119	138	15	"	"	PUNCT
cana-4119	138	16	)	)	PUNCT
cana-4119	138	17	or	or	CCONJ
cana-4119	138	18	ham	ham	NOUN
cana-4119	138	19	(	(	PUNCT
cana-4119	138	20	denoted	denote	VERB
cana-4119	138	21	as	as	ADP
cana-4119	138	22	"	"	PUNCT
cana-4119	138	23	0	0	NUM
cana-4119	138	24	"	"	PUNCT
cana-4119	138	25	)	)	PUNCT
cana-4119	138	26	.	.	PUNCT
cana-4119	139	1	fig	fig	NOUN
cana-4119	139	2	1	1	NUM
cana-4119	139	3	.	.	PUNCT
cana-4119	139	4	actual	actual	ADJ
cana-4119	139	5	spam	spam	NOUN
cana-4119	139	6	dataset	dataset	NOUN
cana-4119	139	7	communications	communication	NOUN
cana-4119	139	8	on	on	ADP
cana-4119	139	9	applied	apply	VERB
cana-4119	139	10	nonlinear	nonlinear	ADJ
cana-4119	139	11	analysis	analysis	NOUN
cana-4119	139	12	issn	issn	NOUN
cana-4119	139	13	:	:	PUNCT
cana-4119	139	14	1074	1074	NUM
cana-4119	139	15	-	-	PUNCT
cana-4119	139	16	133x	133x	NUM
cana-4119	139	17	vol	vol	NOUN
cana-4119	139	18	32	32	NUM
cana-4119	139	19	no	no	NOUN
cana-4119	139	20	.	.	PUNCT
cana-4119	140	1	9s	9s	NUM
cana-4119	140	2	(	(	PUNCT
cana-4119	140	3	2025	2025	NUM
cana-4119	140	4	)	)	PUNCT
cana-4119	140	5	1131	1131	NUM
cana-4119	140	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	140	7	fig2	fig2	PROPN
cana-4119	140	8	.	.	PUNCT
cana-4119	141	1	spam	spam	PROPN
cana-4119	141	2	dataset	dataset	VERB
cana-4119	141	3	with	with	ADP
cana-4119	141	4	noisy	noisy	ADJ
cana-4119	141	5	data	datum	NOUN
cana-4119	141	6	fig	fig	NOUN
cana-4119	141	7	3	3	X
cana-4119	141	8	.	.	PUNCT
cana-4119	141	9	spam	spam	PROPN
cana-4119	141	10	dataset	dataset	VERB
cana-4119	141	11	with	with	ADP
cana-4119	141	12	outliers	outlier	NOUN
cana-4119	141	13	communications	communication	NOUN
cana-4119	141	14	on	on	ADP
cana-4119	141	15	applied	apply	VERB
cana-4119	141	16	nonlinear	nonlinear	ADJ
cana-4119	141	17	analysis	analysis	NOUN
cana-4119	141	18	issn	issn	NOUN
cana-4119	141	19	:	:	PUNCT
cana-4119	141	20	1074	1074	NUM
cana-4119	141	21	-	-	PUNCT
cana-4119	141	22	133x	133x	NUM
cana-4119	141	23	vol	vol	NOUN
cana-4119	141	24	32	32	NUM
cana-4119	141	25	no	no	NOUN
cana-4119	141	26	.	.	PUNCT
cana-4119	142	1	9s	9s	NUM
cana-4119	142	2	(	(	PUNCT
cana-4119	142	3	2025	2025	NUM
cana-4119	142	4	)	)	PUNCT
cana-4119	142	5	1132	1132	NUM
cana-4119	142	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	142	7	fig	fig	NOUN
cana-4119	142	8	4	4	NUM
cana-4119	142	9	.	.	PUNCT
cana-4119	143	1	spam	spam	PROPN
cana-4119	143	2	dataset	dataset	VERB
cana-4119	143	3	with	with	ADP
cana-4119	143	4	data	datum	NOUN
cana-4119	143	5	preprocessing	preprocessing	NOUN
cana-4119	143	6	for	for	ADP
cana-4119	143	7	experimentation	experimentation	NOUN
cana-4119	143	8	,	,	PUNCT
cana-4119	143	9	here	here	ADV
cana-4119	143	10	we	we	PRON
cana-4119	143	11	considered	consider	VERB
cana-4119	143	12	spam	spam	NOUN
cana-4119	143	13	dataset	dataset	VERB
cana-4119	143	14	as	as	SCONJ
cana-4119	143	15	shown	show	VERB
cana-4119	143	16	in	in	ADP
cana-4119	143	17	fig	fig	NOUN
cana-4119	143	18	1	1	NUM
cana-4119	143	19	,	,	PUNCT
cana-4119	143	20	spam	spam	VERB
cana-4119	143	21	dataset	dataset	VERB
cana-4119	143	22	with	with	ADP
cana-4119	143	23	noisy	noisy	ADJ
cana-4119	143	24	data	datum	NOUN
cana-4119	143	25	is	be	AUX
cana-4119	143	26	represented	represent	VERB
cana-4119	143	27	in	in	ADP
cana-4119	143	28	fig	fig	NOUN
cana-4119	143	29	2	2	NUM
cana-4119	143	30	.	.	PUNCT
cana-4119	144	1	the	the	DET
cana-4119	144	2	spam	spam	NOUN
cana-4119	144	3	dataset	dataset	VERB
cana-4119	144	4	with	with	ADP
cana-4119	144	5	outliers	outlier	NOUN
cana-4119	144	6	is	be	AUX
cana-4119	144	7	denoted	denote	VERB
cana-4119	144	8	in	in	ADP
cana-4119	144	9	fig	fig	NOUN
cana-4119	144	10	3	3	NUM
cana-4119	144	11	.	.	PUNCT
cana-4119	145	1	finally	finally	ADV
cana-4119	145	2	,	,	PUNCT
cana-4119	145	3	the	the	DET
cana-4119	145	4	spam	spam	NOUN
cana-4119	145	5	dataset	dataset	VERB
cana-4119	145	6	with	with	ADP
cana-4119	145	7	data	datum	NOUN
cana-4119	145	8	preprocessing	preprocessing	NOUN
cana-4119	145	9	is	be	AUX
cana-4119	145	10	shown	show	VERB
cana-4119	145	11	in	in	ADP
cana-4119	145	12	fig	fig	NOUN
cana-4119	145	13	4	4	NUM
cana-4119	145	14	.	.	NOUN
cana-4119	145	15	6	6	NUM
cana-4119	145	16	.	.	X
cana-4119	146	1	experimental	experimental	ADJ
cana-4119	146	2	results	result	NOUN
cana-4119	146	3	the	the	DET
cana-4119	146	4	proposed	propose	VERB
cana-4119	146	5	method	method	NOUN
cana-4119	146	6	has	have	AUX
cana-4119	146	7	been	be	AUX
cana-4119	146	8	implemented	implement	VERB
cana-4119	146	9	and	and	CCONJ
cana-4119	146	10	tested	test	VERB
cana-4119	146	11	on	on	ADP
cana-4119	146	12	the	the	DET
cana-4119	146	13	spam	spam	NOUN
cana-4119	146	14	dataset	dataset	NOUN
cana-4119	146	15	.	.	PUNCT
cana-4119	147	1	the	the	DET
cana-4119	147	2	database	database	NOUN
cana-4119	147	3	contains	contain	VERB
cana-4119	147	4	57	57	NUM
cana-4119	147	5	features	feature	NOUN
cana-4119	147	6	utilized	utilize	VERB
cana-4119	147	7	to	to	PART
cana-4119	147	8	differentiate	differentiate	VERB
cana-4119	147	9	between	between	ADP
cana-4119	147	10	two	two	NUM
cana-4119	147	11	types	type	NOUN
cana-4119	147	12	of	of	ADP
cana-4119	147	13	emails	email	NOUN
cana-4119	147	14	,	,	PUNCT
cana-4119	147	15	comprising	comprise	VERB
cana-4119	147	16	specific	specific	ADJ
cana-4119	147	17	words	word	NOUN
cana-4119	147	18	or	or	CCONJ
cana-4119	147	19	characters	character	NOUN
cana-4119	147	20	that	that	PRON
cana-4119	147	21	frequently	frequently	ADV
cana-4119	147	22	appear	appear	VERB
cana-4119	147	23	in	in	ADP
cana-4119	147	24	an	an	DET
cana-4119	147	25	email	email	NOUN
cana-4119	147	26	.	.	PUNCT
cana-4119	148	1	in	in	ADP
cana-4119	148	2	this	this	DET
cana-4119	148	3	paper	paper	NOUN
cana-4119	148	4	,	,	PUNCT
cana-4119	148	5	a	a	DET
cana-4119	148	6	confusion	confusion	NOUN
cana-4119	148	7	matrix	matrix	NOUN
cana-4119	148	8	is	be	AUX
cana-4119	148	9	used	use	VERB
cana-4119	148	10	to	to	PART
cana-4119	148	11	evaluate	evaluate	VERB
cana-4119	148	12	the	the	DET
cana-4119	148	13	method	method	NOUN
cana-4119	148	14	's	's	PART
cana-4119	148	15	performance	performance	NOUN
cana-4119	148	16	.	.	PUNCT
cana-4119	149	1	the	the	DET
cana-4119	149	2	matrix	matrix	NOUN
cana-4119	149	3	consists	consist	VERB
cana-4119	149	4	of	of	ADP
cana-4119	149	5	four	four	NUM
cana-4119	149	6	outcomes	outcome	NOUN
cana-4119	149	7	:	:	PUNCT
cana-4119	149	8	tn	tn	NOUN
cana-4119	149	9	,	,	PUNCT
cana-4119	149	10	tp	tp	NOUN
cana-4119	149	11	,	,	PUNCT
cana-4119	149	12	fp	fp	X
cana-4119	149	13	,	,	PUNCT
cana-4119	149	14	and	and	CCONJ
cana-4119	149	15	fn	fn	NOUN
cana-4119	150	1	[	[	X
cana-4119	150	2	12	12	NUM
cana-4119	150	3	]	]	X
cana-4119	150	4	statistical	statistical	ADJ
cana-4119	150	5	parameters	parameter	NOUN
cana-4119	150	6	such	such	ADJ
cana-4119	150	7	as	as	ADP
cana-4119	150	8	precision	precision	NOUN
cana-4119	150	9	,	,	PUNCT
cana-4119	150	10	recall	recall	NOUN
cana-4119	150	11	,	,	PUNCT
cana-4119	150	12	accuracy	accuracy	NOUN
cana-4119	150	13	,	,	PUNCT
cana-4119	150	14	and	and	CCONJ
cana-4119	150	15	f1	f1	NOUN
cana-4119	150	16	-	-	PUNCT
cana-4119	150	17	score	score	NOUN
cana-4119	150	18	are	be	AUX
cana-4119	150	19	computed	compute	VERB
cana-4119	150	20	from	from	ADP
cana-4119	150	21	the	the	DET
cana-4119	150	22	confusion	confusion	NOUN
cana-4119	150	23	matrix	matrix	NOUN
cana-4119	150	24	to	to	PART
cana-4119	150	25	analyze	analyze	VERB
cana-4119	150	26	performance	performance	NOUN
cana-4119	150	27	using	use	VERB
cana-4119	150	28	tables	table	NOUN
cana-4119	150	29	and	and	CCONJ
cana-4119	150	30	graphs	graph	NOUN
cana-4119	150	31	.	.	PUNCT
cana-4119	151	1	•	•	NUM
cana-4119	151	2	accuracy	accuracy	NOUN
cana-4119	151	3	:	:	PUNCT
cana-4119	151	4	accuracy	accuracy	NOUN
cana-4119	151	5	specifies	specifie	NOUN
cana-4119	151	6	no.of	no.of	PROPN
cana-4119	151	7	accurate	accurate	ADJ
cana-4119	151	8	predictions	prediction	NOUN
cana-4119	151	9	were	be	AUX
cana-4119	151	10	made	make	VERB
cana-4119	151	11	regarding	regard	VERB
cana-4119	151	12	the	the	DET
cana-4119	151	13	total	total	ADJ
cana-4119	151	14	number	number	NOUN
cana-4119	151	15	of	of	ADP
cana-4119	151	16	values	value	NOUN
cana-4119	151	17	.	.	PUNCT
cana-4119	152	1	accuracy	accuracy	NOUN
cana-4119	152	2	=	=	SYM
cana-4119	152	3	truepositive+truenegative	truepositive+truenegative	PROPN
cana-4119	152	4	(	(	PUNCT
cana-4119	152	5	truepositive+falsepositive+truenegative+falsenegative	truepositive+falsepositive+truenegative+falsenegative	NOUN
cana-4119	152	6	)	)	PUNCT
cana-4119	152	7	eq	eq	NOUN
cana-4119	152	8	(	(	PUNCT
cana-4119	152	9	4	4	NUM
cana-4119	152	10	)	)	PUNCT
cana-4119	152	11	•	•	NUM
cana-4119	152	12	precision	precision	NOUN
cana-4119	152	13	:	:	PUNCT
cana-4119	152	14	precision	precision	NOUN
cana-4119	152	15	is	be	AUX
cana-4119	152	16	the	the	DET
cana-4119	152	17	key	key	NOUN
cana-4119	152	18	to	to	PART
cana-4119	152	19	accurately	accurately	ADV
cana-4119	152	20	anticipating	anticipate	VERB
cana-4119	152	21	true	true	ADJ
cana-4119	152	22	positive	positive	ADJ
cana-4119	152	23	outcomes	outcome	NOUN
cana-4119	152	24	.	.	PUNCT
cana-4119	153	1	precision	precision	NOUN
cana-4119	153	2	=	=	SYM
cana-4119	153	3	truepositive	truepositive	ADJ
cana-4119	153	4	(	(	PUNCT
cana-4119	153	5	truepositive+falsepositive	truepositive+falsepositive	NOUN
cana-4119	153	6	)	)	PUNCT
cana-4119	153	7	eq	eq	NOUN
cana-4119	153	8	(	(	PUNCT
cana-4119	153	9	5	5	NUM
cana-4119	153	10	)	)	PUNCT
cana-4119	153	11	•	•	NOUN
cana-4119	153	12	recall	recall	NOUN
cana-4119	153	13	:	:	PUNCT
cana-4119	153	14	utilized	utilize	VERB
cana-4119	153	15	for	for	ADP
cana-4119	153	16	obtaining	obtain	VERB
cana-4119	153	17	accurate	accurate	ADJ
cana-4119	153	18	negative	negative	ADJ
cana-4119	153	19	values	value	NOUN
cana-4119	153	20	.	.	PUNCT
cana-4119	154	1	recall	recall	NOUN
cana-4119	154	2	=	=	SYM
cana-4119	154	3	truenegative	truenegative	ADJ
cana-4119	154	4	(	(	PUNCT
cana-4119	154	5	truepositive+falsenegative	truepositive+falsenegative	PROPN
cana-4119	154	6	)	)	PUNCT
cana-4119	154	7	eq	eq	NOUN
cana-4119	154	8	(	(	PUNCT
cana-4119	154	9	6	6	NUM
cana-4119	154	10	)	)	PUNCT
cana-4119	154	11	communications	communication	NOUN
cana-4119	154	12	on	on	ADP
cana-4119	154	13	applied	apply	VERB
cana-4119	154	14	nonlinear	nonlinear	ADJ
cana-4119	154	15	analysis	analysis	NOUN
cana-4119	154	16	issn	issn	NOUN
cana-4119	154	17	:	:	PUNCT
cana-4119	154	18	1074	1074	NUM
cana-4119	154	19	-	-	PUNCT
cana-4119	154	20	133x	133x	NUM
cana-4119	154	21	vol	vol	NOUN
cana-4119	154	22	32	32	NUM
cana-4119	154	23	no	no	NOUN
cana-4119	154	24	.	.	PUNCT
cana-4119	155	1	9s	9s	NUM
cana-4119	155	2	(	(	PUNCT
cana-4119	155	3	2025	2025	NUM
cana-4119	155	4	)	)	PUNCT
cana-4119	155	5	1133	1133	NUM
cana-4119	155	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	155	7	•	•	NUM
cana-4119	155	8	f1	f1	PROPN
cana-4119	155	9	score	score	NOUN
cana-4119	155	10	:	:	PUNCT
cana-4119	155	11	it	it	PRON
cana-4119	155	12	is	be	AUX
cana-4119	155	13	used	use	VERB
cana-4119	155	14	for	for	ADP
cana-4119	155	15	classifying	classify	VERB
cana-4119	155	16	dataset	dataset	ADJ
cana-4119	155	17	values	value	NOUN
cana-4119	155	18	as	as	ADP
cana-4119	155	19	positive	positive	ADJ
cana-4119	155	20	or	or	CCONJ
cana-4119	155	21	negative	negative	ADJ
cana-4119	155	22	.	.	PUNCT
cana-4119	156	1	𝐹1	𝐹1	PROPN
cana-4119	156	2	−	−	PROPN
cana-4119	156	3	𝑠𝑐𝑜𝑟𝑒	𝑠𝑐𝑜𝑟𝑒	NOUN
cana-4119	156	4	=	=	SYM
cana-4119	156	5	2∗𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛∗𝑅𝑒𝑐𝑎𝑙𝑙	2∗𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛∗𝑅𝑒𝑐𝑎𝑙𝑙	ADJ
cana-4119	156	6	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛∗	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛∗	NOUN
cana-4119	156	7	𝑟𝑒𝑐𝑎𝑙𝑙	𝑟𝑒𝑐𝑎𝑙𝑙	NOUN
cana-4119	156	8	eq	eq	NOUN
cana-4119	156	9	(	(	PUNCT
cana-4119	156	10	7	7	NUM
cana-4119	156	11	)	)	PUNCT
cana-4119	156	12	table	table	NOUN
cana-4119	156	13	1	1	NUM
cana-4119	156	14	.	.	PUNCT
cana-4119	157	1	accuracy	accuracy	NOUN
cana-4119	157	2	datasets	dataset	NOUN
cana-4119	157	3	relief	relief	NOUN
cana-4119	157	4	relieff	relieff	NOUN
cana-4119	157	5	iterative	iterative	NOUN
cana-4119	157	6	relief	relief	NOUN
cana-4119	157	7	reliefg	reliefg	PROPN
cana-4119	157	8	quality	quality	PROPN
cana-4119	157	9	data	datum	NOUN
cana-4119	157	10	94.17897	94.17897	NUM
cana-4119	157	11	94.52649	94.52649	NUM
cana-4119	157	12	94.72649	94.72649	NUM
cana-4119	157	13	95.04778	95.04778	NUM
cana-4119	157	14	data	datum	NOUN
cana-4119	157	15	filling	fill	VERB
cana-4119	157	16	with	with	ADP
cana-4119	157	17	mean	mean	PROPN
cana-4119	157	18	94.61337	94.61337	NUM
cana-4119	157	19	94.09209	94.09209	NUM
cana-4119	157	20	94.17897	94.17897	NUM
cana-4119	157	21	94.9609	94.9609	NUM
cana-4119	157	22	noisy	noisy	ADJ
cana-4119	157	23	data	datum	NOUN
cana-4119	157	24	93.83145	93.83145	NUM
cana-4119	157	25	94.30026	94.30026	NUM
cana-4119	157	26	94.71833	94.71833	NUM
cana-4119	157	27	94.87402	94.87402	NUM
cana-4119	157	28	data	datum	NOUN
cana-4119	157	29	with	with	ADP
cana-4119	157	30	outliers	outlier	NOUN
cana-4119	157	31	94.0609	94.0609	NUM
cana-4119	157	32	94.23961	94.23961	NUM
cana-4119	157	33	94.46585	94.46585	NUM
cana-4119	157	34	94.52649	94.52649	NUM
cana-4119	157	35	data	datum	NOUN
cana-4119	157	36	with	with	ADP
cana-4119	157	37	missing	miss	VERB
cana-4119	157	38	values	value	NOUN
cana-4119	157	39	elimination	elimination	NOUN
cana-4119	157	40	95.13466	95.13466	NUM
cana-4119	157	41	95.12218	95.12218	NUM
cana-4119	157	42	95.13466	95.13466	NUM
cana-4119	157	43	95.44778	95.44778	NUM
cana-4119	157	44	fig	fig	NOUN
cana-4119	157	45	5	5	NUM
cana-4119	157	46	.	.	PUNCT
cana-4119	157	47	accuracy	accuracy	NOUN
cana-4119	157	48	fig	fig	NOUN
cana-4119	157	49	6	6	NUM
cana-4119	157	50	.	.	PUNCT
cana-4119	158	1	accuracy	accuracy	NOUN
cana-4119	158	2	in	in	ADP
cana-4119	158	3	above	above	ADP
cana-4119	158	4	fig	fig	NOUN
cana-4119	158	5	5	5	NUM
cana-4119	158	6	and	and	CCONJ
cana-4119	158	7	fig	fig	NOUN
cana-4119	158	8	6	6	NUM
cana-4119	158	9	,	,	PUNCT
cana-4119	158	10	thick	thick	ADJ
cana-4119	158	11	blue	blue	ADJ
cana-4119	158	12	bar	bar	NOUN
cana-4119	158	13	&	&	CCONJ
cana-4119	158	14	line	line	NOUN
cana-4119	158	15	represents	represent	VERB
cana-4119	158	16	accuracy	accuracy	NOUN
cana-4119	158	17	of	of	ADP
cana-4119	158	18	quality	quality	NOUN
cana-4119	158	19	data	datum	NOUN
cana-4119	158	20	for	for	ADP
cana-4119	158	21	all	all	DET
cana-4119	158	22	variants	variant	NOUN
cana-4119	158	23	of	of	ADP
cana-4119	158	24	relief	relief	NOUN
cana-4119	158	25	.	.	PUNCT
cana-4119	159	1	orange	orange	ADJ
cana-4119	159	2	colored	color	VERB
cana-4119	159	3	bar	bar	PROPN
cana-4119	159	4	&	&	CCONJ
cana-4119	159	5	line	line	NOUN
cana-4119	159	6	denotes	denote	NOUN
cana-4119	159	7	accuracy	accuracy	NOUN
cana-4119	159	8	of	of	ADP
cana-4119	159	9	data	datum	NOUN
cana-4119	159	10	after	after	ADP
cana-4119	159	11	preprocessing	preprocesse	VERB
cana-4119	159	12	for	for	ADP
cana-4119	159	13	all	all	DET
cana-4119	159	14	relief	relief	NOUN
cana-4119	159	15	methods	method	NOUN
cana-4119	159	16	.	.	PUNCT
cana-4119	160	1	grey	grey	ADJ
cana-4119	160	2	colored	color	VERB
cana-4119	160	3	results	result	NOUN
cana-4119	160	4	shown	show	VERB
cana-4119	160	5	that	that	SCONJ
cana-4119	160	6	the	the	DET
cana-4119	160	7	accuracy	accuracy	NOUN
cana-4119	160	8	of	of	ADP
cana-4119	160	9	noisy	noisy	ADJ
cana-4119	160	10	data	datum	NOUN
cana-4119	160	11	for	for	ADP
cana-4119	160	12	relief	relief	NOUN
cana-4119	160	13	and	and	CCONJ
cana-4119	160	14	it	it	PRON
cana-4119	160	15	’s	’	VERB
cana-4119	160	16	variants	variant	NOUN
cana-4119	160	17	.	.	PUNCT
cana-4119	161	1	accuracy	accuracy	NOUN
cana-4119	161	2	of	of	ADP
cana-4119	161	3	dataset	dataset	NOUN
cana-4119	161	4	with	with	ADP
cana-4119	161	5	outliers	outlier	NOUN
cana-4119	161	6	is	be	AUX
cana-4119	161	7	represented	represent	VERB
cana-4119	161	8	by	by	ADP
cana-4119	161	9	yellow	yellow	ADJ
cana-4119	161	10	colored	color	VERB
cana-4119	161	11	bar	bar	NOUN
cana-4119	161	12	and	and	CCONJ
cana-4119	161	13	line	line	NOUN
cana-4119	161	14	.	.	PUNCT
cana-4119	162	1	finally	finally	ADV
cana-4119	162	2	the	the	DET
cana-4119	162	3	light	light	ADJ
cana-4119	162	4	blue	blue	ADJ
cana-4119	162	5	colored	colored	ADJ
cana-4119	162	6	bar	bar	NOUN
cana-4119	162	7	,	,	PUNCT
cana-4119	162	8	line	line	NOUN
cana-4119	162	9	represents	represent	VERB
cana-4119	162	10	the	the	DET
cana-4119	162	11	accuracy	accuracy	NOUN
cana-4119	162	12	of	of	ADP
cana-4119	162	13	dataset	dataset	NOUN
cana-4119	162	14	with	with	ADP
cana-4119	162	15	missing	miss	VERB
cana-4119	162	16	values	value	NOUN
cana-4119	162	17	elimination	elimination	NOUN
cana-4119	162	18	.	.	PUNCT
cana-4119	163	1	table	table	NOUN
cana-4119	163	2	2	2	NUM
cana-4119	163	3	.	.	PUNCT
cana-4119	163	4	precision	precision	NOUN
cana-4119	163	5	type	type	NOUN
cana-4119	163	6	of	of	ADP
cana-4119	163	7	data	data	NOUN
cana-4119	163	8	relief	relief	NOUN
cana-4119	163	9	relieff	relieff	NOUN
cana-4119	163	10	iterative	iterative	NOUN
cana-4119	163	11	relief	relief	NOUN
cana-4119	163	12	reliefg	reliefg	PROPN
cana-4119	163	13	quality	quality	NOUN
cana-4119	163	14	data	data	VERB
cana-4119	163	15	94.54148	94.54148	NUM
cana-4119	163	16	94.7826	94.7826	NUM
cana-4119	163	17	94.88874	94.88874	NUM
cana-4119	163	18	96.44444	96.44444	NUM
cana-4119	163	19	data	datum	NOUN
cana-4119	163	20	with	with	ADP
cana-4119	163	21	preprocessing	preprocesse	VERB
cana-4119	163	22	94.9891	94.9891	NUM
cana-4119	163	23	94.14316	94.14316	NUM
cana-4119	163	24	94.54148	94.54148	NUM
cana-4119	163	25	96.43652	96.43652	NUM
cana-4119	163	26	noisy	noisy	ADJ
cana-4119	163	27	data	datum	NOUN
cana-4119	163	28	94.69026	94.69026	NUM
cana-4119	163	29	94.4206	94.4206	NUM
cana-4119	163	30	93.92624	93.92624	NUM
cana-4119	163	31	96.42857	96.42857	NUM
cana-4119	163	32	93	93	NUM
cana-4119	164	1	93.5	93.5	NUM
cana-4119	164	2	94	94	NUM
cana-4119	164	3	94.5	94.5	NUM
cana-4119	164	4	95	95	NUM
cana-4119	164	5	95.5	95.5	NUM
cana-4119	164	6	96	96	NUM
cana-4119	164	7	relief	relief	NOUN
cana-4119	164	8	relieff	relieff	NOUN
cana-4119	164	9	iterative	iterative	NOUN
cana-4119	164	10	relief	relief	NOUN
cana-4119	164	11	reliefg	reliefg	NOUN
cana-4119	164	12	93	93	NUM
cana-4119	164	13	93.5	93.5	NUM
cana-4119	164	14	94	94	NUM
cana-4119	164	15	94.5	94.5	NUM
cana-4119	164	16	95	95	NUM
cana-4119	164	17	95.5	95.5	NUM
cana-4119	164	18	96	96	NUM
cana-4119	164	19	relief	relief	NOUN
cana-4119	164	20	relieff	relieff	NOUN
cana-4119	164	21	iterative	iterative	NOUN
cana-4119	164	22	relief	relief	NOUN
cana-4119	164	23	reliefg	reliefg	NOUN
cana-4119	164	24	communications	communication	NOUN
cana-4119	164	25	on	on	ADP
cana-4119	164	26	applied	apply	VERB
cana-4119	164	27	nonlinear	nonlinear	ADJ
cana-4119	164	28	analysis	analysis	NOUN
cana-4119	164	29	issn	issn	NOUN
cana-4119	164	30	:	:	PUNCT
cana-4119	164	31	1074	1074	NUM
cana-4119	164	32	-	-	PUNCT
cana-4119	164	33	133x	133x	NUM
cana-4119	164	34	vol	vol	NOUN
cana-4119	164	35	32	32	NUM
cana-4119	164	36	no	no	NOUN
cana-4119	164	37	.	.	PUNCT
cana-4119	165	1	9s	9s	NUM
cana-4119	165	2	(	(	PUNCT
cana-4119	165	3	2025	2025	NUM
cana-4119	165	4	)	)	PUNCT
cana-4119	165	5	1134	1134	NUM
cana-4119	166	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	166	2	data	datum	NOUN
cana-4119	166	3	with	with	ADP
cana-4119	166	4	outliers	outlier	NOUN
cana-4119	166	5	94.85393	94.85393	NUM
cana-4119	166	6	94.77124	94.77124	NUM
cana-4119	166	7	94.55337	94.55337	NUM
cana-4119	166	8	96.18834	96.18834	NUM
cana-4119	166	9	data	datum	NOUN
cana-4119	166	10	with	with	ADP
cana-4119	166	11	missing	miss	VERB
cana-4119	166	12	values	value	NOUN
cana-4119	166	13	elimination	elimination	NOUN
cana-4119	166	14	95.84245	95.84245	NUM
cana-4119	166	15	95.87852	95.87852	NUM
cana-4119	166	16	95.84245	95.84245	NUM
cana-4119	166	17	95.95478	95.95478	NUM
cana-4119	166	18	fig	fig	NOUN
cana-4119	166	19	7	7	NUM
cana-4119	166	20	.	.	PUNCT
cana-4119	166	21	precision	precision	NOUN
cana-4119	166	22	fig	fig	NOUN
cana-4119	166	23	8	8	NUM
cana-4119	166	24	.	.	PUNCT
cana-4119	166	25	precision	precision	NOUN
cana-4119	166	26	in	in	ADP
cana-4119	166	27	above	above	ADP
cana-4119	166	28	fig	fig	NOUN
cana-4119	166	29	7	7	NUM
cana-4119	166	30	and	and	CCONJ
cana-4119	166	31	fig	fig	NOUN
cana-4119	166	32	8	8	NUM
cana-4119	166	33	,	,	PUNCT
cana-4119	166	34	thick	thick	ADJ
cana-4119	166	35	blue	blue	ADJ
cana-4119	166	36	bar	bar	NOUN
cana-4119	166	37	&	&	CCONJ
cana-4119	166	38	line	line	NOUN
cana-4119	166	39	represents	represent	VERB
cana-4119	166	40	precision	precision	NOUN
cana-4119	166	41	values	value	NOUN
cana-4119	166	42	of	of	ADP
cana-4119	166	43	quality	quality	NOUN
cana-4119	166	44	data	datum	NOUN
cana-4119	166	45	for	for	ADP
cana-4119	166	46	all	all	DET
cana-4119	166	47	variants	variant	NOUN
cana-4119	166	48	of	of	ADP
cana-4119	166	49	relief	relief	NOUN
cana-4119	166	50	.	.	PUNCT
cana-4119	167	1	orange	orange	ADJ
cana-4119	167	2	colored	color	VERB
cana-4119	167	3	bar	bar	PROPN
cana-4119	167	4	&	&	CCONJ
cana-4119	167	5	line	line	NOUN
cana-4119	167	6	denotes	denote	NOUN
cana-4119	167	7	precision	precision	VERB
cana-4119	167	8	values	value	NOUN
cana-4119	167	9	of	of	ADP
cana-4119	167	10	data	datum	NOUN
cana-4119	167	11	after	after	ADP
cana-4119	167	12	preprocessing	preprocesse	VERB
cana-4119	167	13	for	for	ADP
cana-4119	167	14	all	all	DET
cana-4119	167	15	relief	relief	NOUN
cana-4119	167	16	methods	method	NOUN
cana-4119	167	17	.	.	PUNCT
cana-4119	168	1	grey	grey	ADJ
cana-4119	168	2	colored	color	VERB
cana-4119	168	3	results	result	NOUN
cana-4119	168	4	shown	show	VERB
cana-4119	168	5	that	that	SCONJ
cana-4119	168	6	the	the	DET
cana-4119	168	7	precision	precision	NOUN
cana-4119	168	8	values	value	NOUN
cana-4119	168	9	of	of	ADP
cana-4119	168	10	noisy	noisy	ADJ
cana-4119	168	11	data	datum	NOUN
cana-4119	168	12	for	for	ADP
cana-4119	168	13	relief	relief	NOUN
cana-4119	168	14	and	and	CCONJ
cana-4119	168	15	it	it	PRON
cana-4119	168	16	’s	’	VERB
cana-4119	168	17	variants	variant	NOUN
cana-4119	168	18	.	.	PUNCT
cana-4119	169	1	precision	precision	NOUN
cana-4119	169	2	values	value	NOUN
cana-4119	169	3	of	of	ADP
cana-4119	169	4	dataset	dataset	NOUN
cana-4119	169	5	with	with	ADP
cana-4119	169	6	outliers	outlier	NOUN
cana-4119	169	7	is	be	AUX
cana-4119	169	8	represented	represent	VERB
cana-4119	169	9	by	by	ADP
cana-4119	169	10	yellow	yellow	ADJ
cana-4119	169	11	colored	color	VERB
cana-4119	169	12	bar	bar	NOUN
cana-4119	169	13	and	and	CCONJ
cana-4119	169	14	line	line	NOUN
cana-4119	169	15	.	.	PUNCT
cana-4119	170	1	finally	finally	ADV
cana-4119	170	2	the	the	DET
cana-4119	170	3	light	light	ADJ
cana-4119	170	4	blue	blue	ADJ
cana-4119	170	5	colored	colored	ADJ
cana-4119	170	6	bar	bar	NOUN
cana-4119	170	7	,	,	PUNCT
cana-4119	170	8	line	line	NOUN
cana-4119	170	9	represents	represent	VERB
cana-4119	170	10	the	the	DET
cana-4119	170	11	precision	precision	NOUN
cana-4119	170	12	values	value	NOUN
cana-4119	170	13	of	of	ADP
cana-4119	170	14	dataset	dataset	NOUN
cana-4119	170	15	with	with	ADP
cana-4119	170	16	missing	miss	VERB
cana-4119	170	17	values	value	NOUN
cana-4119	170	18	elimination	elimination	NOUN
cana-4119	170	19	.	.	PUNCT
cana-4119	171	1	table	table	NOUN
cana-4119	171	2	3	3	NUM
cana-4119	171	3	.	.	PUNCT
cana-4119	171	4	recall	recall	NOUN
cana-4119	171	5	type	type	NOUN
cana-4119	171	6	of	of	ADP
cana-4119	171	7	data	data	NOUN
cana-4119	171	8	relief	relief	NOUN
cana-4119	171	9	relieff	relieff	NOUN
cana-4119	171	10	iterative	iterative	NOUN
cana-4119	171	11	relief	relief	NOUN
cana-4119	171	12	reliefg	reliefg	PROPN
cana-4119	171	13	quality	quality	PROPN
cana-4119	171	14	data	data	PROPN
cana-4119	171	15	91.15789	91.15789	NUM
cana-4119	171	16	91.78947	91.78947	NUM
cana-4119	171	17	92	92	NUM
cana-4119	171	18	92.36842	92.36842	NUM
cana-4119	171	19	data	datum	NOUN
cana-4119	171	20	with	with	ADP
cana-4119	171	21	preprocessing	preprocesse	VERB
cana-4119	171	22	91.08947	91.08947	NUM
cana-4119	171	23	91.36842	91.36842	NUM
cana-4119	171	24	91.15789	91.15789	NUM
cana-4119	171	25	92.15789	92.15789	NUM
cana-4119	171	26	noisy	noisy	ADJ
cana-4119	171	27	data	datum	NOUN
cana-4119	171	28	90.10526	90.10526	NUM
cana-4119	171	29	91.03157	91.03157	NUM
cana-4119	171	30	91.15789	91.15789	NUM
cana-4119	171	31	91.94736	91.94736	NUM
cana-4119	171	32	data	datum	NOUN
cana-4119	171	33	with	with	ADP
cana-4119	171	34	outliers	outlier	NOUN
cana-4119	171	35	90.73684	90.73684	NUM
cana-4119	171	36	91.57894	91.57894	NUM
cana-4119	171	37	91.36842	91.36842	NUM
cana-4119	171	38	91.61578	91.61578	NUM
cana-4119	171	39	data	datum	NOUN
cana-4119	171	40	with	with	ADP
cana-4119	171	41	missing	miss	VERB
cana-4119	171	42	values	value	NOUN
cana-4119	171	43	elimination	elimination	NOUN
cana-4119	171	44	90.21052	90.21052	NUM
cana-4119	171	45	91.05263	91.05263	NUM
cana-4119	171	46	92.21052	92.21052	NUM
cana-4119	171	47	92.42105	92.42105	NUM
cana-4119	171	48	92.5	92.5	NUM
cana-4119	171	49	93	93	NUM
cana-4119	172	1	93.5	93.5	NUM
cana-4119	172	2	94	94	NUM
cana-4119	172	3	94.5	94.5	NUM
cana-4119	172	4	95	95	NUM
cana-4119	172	5	95.5	95.5	NUM
cana-4119	172	6	96	96	NUM
cana-4119	172	7	96.5	96.5	NUM
cana-4119	172	8	97	97	NUM
cana-4119	172	9	relief	relief	NOUN
cana-4119	172	10	relieff	relieff	NOUN
cana-4119	172	11	iterative	iterative	NOUN
cana-4119	172	12	relief	relief	NOUN
cana-4119	172	13	reliefg	reliefg	NOUN
cana-4119	172	14	92.5	92.5	NUM
cana-4119	172	15	93	93	NUM
cana-4119	172	16	93.5	93.5	NUM
cana-4119	172	17	94	94	NUM
cana-4119	172	18	94.5	94.5	NUM
cana-4119	172	19	95	95	NUM
cana-4119	172	20	95.5	95.5	NUM
cana-4119	172	21	96	96	NUM
cana-4119	172	22	96.5	96.5	NUM
cana-4119	172	23	97	97	NUM
cana-4119	172	24	relief	relief	NOUN
cana-4119	172	25	relieff	relieff	NOUN
cana-4119	172	26	iterative	iterative	NOUN
cana-4119	172	27	relief	relief	NOUN
cana-4119	172	28	reliefg	reliefg	NOUN
cana-4119	172	29	communications	communication	NOUN
cana-4119	172	30	on	on	ADP
cana-4119	172	31	applied	apply	VERB
cana-4119	172	32	nonlinear	nonlinear	ADJ
cana-4119	172	33	analysis	analysis	NOUN
cana-4119	172	34	issn	issn	NOUN
cana-4119	172	35	:	:	PUNCT
cana-4119	172	36	1074	1074	NUM
cana-4119	172	37	-	-	PUNCT
cana-4119	172	38	133x	133x	NUM
cana-4119	172	39	vol	vol	NOUN
cana-4119	172	40	32	32	NUM
cana-4119	172	41	no	no	NOUN
cana-4119	172	42	.	.	PUNCT
cana-4119	173	1	9s	9s	NUM
cana-4119	173	2	(	(	PUNCT
cana-4119	173	3	2025	2025	NUM
cana-4119	173	4	)	)	PUNCT
cana-4119	173	5	1135	1135	NUM
cana-4119	173	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	173	7	fig	fig	NOUN
cana-4119	173	8	9	9	NUM
cana-4119	173	9	.	.	PUNCT
cana-4119	174	1	recall	recall	PROPN
cana-4119	174	2	fig	fig	PROPN
cana-4119	174	3	10	10	NUM
cana-4119	174	4	.	.	PUNCT
cana-4119	175	1	recall	recall	VERB
cana-4119	175	2	in	in	ADP
cana-4119	175	3	above	above	ADP
cana-4119	175	4	fig	fig	NOUN
cana-4119	175	5	9	9	NUM
cana-4119	175	6	and	and	CCONJ
cana-4119	175	7	fig	fig	NOUN
cana-4119	175	8	10	10	NUM
cana-4119	175	9	,	,	PUNCT
cana-4119	175	10	thick	thick	ADJ
cana-4119	175	11	blue	blue	ADJ
cana-4119	175	12	bar	bar	NOUN
cana-4119	175	13	&	&	CCONJ
cana-4119	175	14	line	line	NOUN
cana-4119	175	15	represents	represent	VERB
cana-4119	175	16	recall	recall	ADJ
cana-4119	175	17	values	value	NOUN
cana-4119	175	18	of	of	ADP
cana-4119	175	19	quality	quality	NOUN
cana-4119	175	20	data	datum	NOUN
cana-4119	175	21	for	for	ADP
cana-4119	175	22	all	all	DET
cana-4119	175	23	variants	variant	NOUN
cana-4119	175	24	of	of	ADP
cana-4119	175	25	relief	relief	NOUN
cana-4119	175	26	.	.	PUNCT
cana-4119	176	1	orange	orange	ADJ
cana-4119	176	2	colored	color	VERB
cana-4119	176	3	bar	bar	PROPN
cana-4119	176	4	&	&	CCONJ
cana-4119	176	5	line	line	NOUN
cana-4119	176	6	denotes	denote	NOUN
cana-4119	176	7	recall	recall	VERB
cana-4119	176	8	values	value	NOUN
cana-4119	176	9	of	of	ADP
cana-4119	176	10	data	datum	NOUN
cana-4119	176	11	after	after	ADP
cana-4119	176	12	preprocessing	preprocesse	VERB
cana-4119	176	13	for	for	ADP
cana-4119	176	14	all	all	DET
cana-4119	176	15	relief	relief	NOUN
cana-4119	176	16	methods	method	NOUN
cana-4119	176	17	.	.	PUNCT
cana-4119	177	1	grey	grey	ADJ
cana-4119	177	2	colored	color	VERB
cana-4119	177	3	results	result	NOUN
cana-4119	177	4	shown	show	VERB
cana-4119	177	5	that	that	SCONJ
cana-4119	177	6	the	the	DET
cana-4119	177	7	recall	recall	NOUN
cana-4119	177	8	values	value	NOUN
cana-4119	177	9	of	of	ADP
cana-4119	177	10	noisy	noisy	ADJ
cana-4119	177	11	data	datum	NOUN
cana-4119	177	12	for	for	ADP
cana-4119	177	13	relief	relief	NOUN
cana-4119	177	14	and	and	CCONJ
cana-4119	177	15	it	it	PRON
cana-4119	177	16	’s	’	VERB
cana-4119	177	17	variants	variant	NOUN
cana-4119	177	18	.	.	PUNCT
cana-4119	178	1	recall	recall	NOUN
cana-4119	178	2	values	value	NOUN
cana-4119	178	3	of	of	ADP
cana-4119	178	4	dataset	dataset	NOUN
cana-4119	178	5	with	with	ADP
cana-4119	178	6	outliers	outlier	NOUN
cana-4119	178	7	is	be	AUX
cana-4119	178	8	represented	represent	VERB
cana-4119	178	9	by	by	ADP
cana-4119	178	10	yellow	yellow	ADJ
cana-4119	178	11	colored	color	VERB
cana-4119	178	12	bar	bar	NOUN
cana-4119	178	13	and	and	CCONJ
cana-4119	178	14	line	line	NOUN
cana-4119	178	15	.	.	PUNCT
cana-4119	179	1	finally	finally	ADV
cana-4119	179	2	the	the	DET
cana-4119	179	3	light	light	ADJ
cana-4119	179	4	blue	blue	ADJ
cana-4119	179	5	colored	colored	ADJ
cana-4119	179	6	bar	bar	NOUN
cana-4119	179	7	,	,	PUNCT
cana-4119	179	8	line	line	NOUN
cana-4119	179	9	represents	represent	VERB
cana-4119	179	10	the	the	DET
cana-4119	179	11	recall	recall	NOUN
cana-4119	179	12	values	value	NOUN
cana-4119	179	13	of	of	ADP
cana-4119	179	14	dataset	dataset	NOUN
cana-4119	179	15	with	with	ADP
cana-4119	179	16	missing	miss	VERB
cana-4119	179	17	values	value	NOUN
cana-4119	179	18	elimination	elimination	NOUN
cana-4119	179	19	.	.	PUNCT
cana-4119	180	1	table	table	NOUN
cana-4119	180	2	4	4	NUM
cana-4119	180	3	.	.	PUNCT
cana-4119	180	4	f1	f1	ADJ
cana-4119	180	5	-	-	PUNCT
cana-4119	180	6	score	score	NOUN
cana-4119	180	7	type	type	NOUN
cana-4119	180	8	of	of	ADP
cana-4119	180	9	data	data	NOUN
cana-4119	180	10	relief	relief	NOUN
cana-4119	180	11	relieff	relieff	NOUN
cana-4119	180	12	iterative	iterative	NOUN
cana-4119	180	13	relief	relief	NOUN
cana-4119	180	14	reliefg	reliefg	PROPN
cana-4119	180	15	quality	quality	PROPN
cana-4119	180	16	data	data	PROPN
cana-4119	180	17	92.81886	92.81886	NUM
cana-4119	180	18	93.26203	93.26203	NUM
cana-4119	180	19	93.27641	93.27641	NUM
cana-4119	180	20	93.83783	93.83783	NUM
cana-4119	180	21	data	datum	NOUN
cana-4119	180	22	with	with	ADP
cana-4119	180	23	preprocessing	preprocesse	VERB
cana-4119	180	24	93.36188	93.36188	NUM
cana-4119	180	25	92.73504	92.73504	NUM
cana-4119	180	26	92.81886	92.81886	NUM
cana-4119	180	27	93.72294	93.72294	NUM
cana-4119	180	28	noisy	noisy	ADJ
cana-4119	180	29	data	datum	NOUN
cana-4119	180	30	92.34088	92.34088	NUM
cana-4119	180	31	93.51753	93.51753	NUM
cana-4119	180	32	92.52136	92.52136	NUM
cana-4119	180	33	93.6078	93.6078	NUM
cana-4119	180	34	data	datum	NOUN
cana-4119	180	35	with	with	ADP
cana-4119	180	36	outliers	outlier	NOUN
cana-4119	180	37	93.69565	93.69565	NUM
cana-4119	180	38	93.14775	93.14775	NUM
cana-4119	180	39	92.93361	92.93361	NOUN
cana-4119	180	40	93.1596	93.1596	NUM
cana-4119	180	41	data	datum	NOUN
cana-4119	180	42	with	with	ADP
cana-4119	180	43	missing	miss	VERB
cana-4119	180	44	values	value	NOUN
cana-4119	180	45	elimination	elimination	NOUN
cana-4119	180	46	93.99141	93.99141	NUM
cana-4119	180	47	94.44444	94.44444	NUM
cana-4119	180	48	93.99141	93.99141	NUM
cana-4119	180	49	94.90374	94.90374	NUM
cana-4119	180	50	fig	fig	NOUN
cana-4119	180	51	11	11	NUM
cana-4119	180	52	.	.	PUNCT
cana-4119	181	1	f1	f1	NOUN
cana-4119	181	2	-	-	PUNCT
cana-4119	181	3	score	score	NOUN
cana-4119	181	4	fig	fig	NOUN
cana-4119	181	5	12	12	NUM
cana-4119	181	6	.	.	PUNCT
cana-4119	182	1	f1	f1	NOUN
cana-4119	182	2	-	-	PUNCT
cana-4119	182	3	score	score	NOUN
cana-4119	182	4	88.5	88.5	NUM
cana-4119	182	5	89	89	NUM
cana-4119	182	6	89.5	89.5	NUM
cana-4119	182	7	90	90	NUM
cana-4119	182	8	90.5	90.5	NUM
cana-4119	182	9	91	91	NUM
cana-4119	182	10	91.5	91.5	NUM
cana-4119	182	11	92	92	NUM
cana-4119	182	12	92.5	92.5	NUM
cana-4119	182	13	93	93	NUM
cana-4119	182	14	relief	relief	NOUN
cana-4119	182	15	relieff	relieff	NOUN
cana-4119	182	16	iterative	iterative	NOUN
cana-4119	182	17	relief	relief	NOUN
cana-4119	182	18	reliefg	reliefg	NOUN
cana-4119	182	19	88.5	88.5	NUM
cana-4119	182	20	89	89	NUM
cana-4119	182	21	89.5	89.5	NUM
cana-4119	182	22	90	90	NUM
cana-4119	182	23	90.5	90.5	NUM
cana-4119	182	24	91	91	NUM
cana-4119	182	25	91.5	91.5	NUM
cana-4119	182	26	92	92	NUM
cana-4119	182	27	92.5	92.5	NUM
cana-4119	182	28	93	93	NUM
cana-4119	182	29	relief	relief	NOUN
cana-4119	182	30	relieff	relieff	NOUN
cana-4119	182	31	iterative	iterative	NOUN
cana-4119	182	32	relief	relief	NOUN
cana-4119	182	33	reliefg	reliefg	NOUN
cana-4119	182	34	91	91	NUM
cana-4119	182	35	92	92	NUM
cana-4119	182	36	93	93	NUM
cana-4119	182	37	94	94	NUM
cana-4119	182	38	95	95	NUM
cana-4119	182	39	96	96	NUM
cana-4119	182	40	relief	relief	NOUN
cana-4119	182	41	relieff	relieff	NOUN
cana-4119	182	42	iterative	iterative	NOUN
cana-4119	182	43	relief	relief	NOUN
cana-4119	182	44	reliefg	reliefg	NOUN
cana-4119	182	45	91	91	NUM
cana-4119	182	46	92	92	NUM
cana-4119	182	47	93	93	NUM
cana-4119	182	48	94	94	NUM
cana-4119	182	49	95	95	NUM
cana-4119	182	50	96	96	NUM
cana-4119	182	51	relief	relief	NOUN
cana-4119	182	52	relieff	relieff	NOUN
cana-4119	182	53	iterative	iterative	NOUN
cana-4119	182	54	relief	relief	NOUN
cana-4119	182	55	reliefg	reliefg	NOUN
cana-4119	182	56	communications	communication	NOUN
cana-4119	182	57	on	on	ADP
cana-4119	182	58	applied	apply	VERB
cana-4119	182	59	nonlinear	nonlinear	ADJ
cana-4119	182	60	analysis	analysis	NOUN
cana-4119	182	61	issn	issn	NOUN
cana-4119	182	62	:	:	PUNCT
cana-4119	182	63	1074	1074	NUM
cana-4119	182	64	-	-	PUNCT
cana-4119	182	65	133x	133x	NUM
cana-4119	182	66	vol	vol	NOUN
cana-4119	182	67	32	32	NUM
cana-4119	182	68	no	no	NOUN
cana-4119	182	69	.	.	PUNCT
cana-4119	183	1	9s	9s	NUM
cana-4119	183	2	(	(	PUNCT
cana-4119	183	3	2025	2025	NUM
cana-4119	183	4	)	)	PUNCT
cana-4119	183	5	1136	1136	NUM
cana-4119	183	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	183	7	in	in	ADP
cana-4119	183	8	above	above	ADP
cana-4119	183	9	fig	fig	NOUN
cana-4119	183	10	11	11	NUM
cana-4119	183	11	and	and	CCONJ
cana-4119	183	12	fig	fig	NOUN
cana-4119	183	13	12	12	NUM
cana-4119	183	14	,	,	PUNCT
cana-4119	183	15	thick	thick	ADJ
cana-4119	183	16	blue	blue	ADJ
cana-4119	183	17	bar	bar	NOUN
cana-4119	183	18	&	&	CCONJ
cana-4119	183	19	line	line	NOUN
cana-4119	183	20	represents	represent	VERB
cana-4119	183	21	f1	f1	NOUN
cana-4119	183	22	-	-	PUNCT
cana-4119	183	23	score	score	NOUN
cana-4119	183	24	of	of	ADP
cana-4119	183	25	quality	quality	NOUN
cana-4119	183	26	data	datum	NOUN
cana-4119	183	27	for	for	ADP
cana-4119	183	28	all	all	DET
cana-4119	183	29	variants	variant	NOUN
cana-4119	183	30	of	of	ADP
cana-4119	183	31	relief	relief	NOUN
cana-4119	183	32	.	.	PUNCT
cana-4119	184	1	orange	orange	ADJ
cana-4119	184	2	colored	color	VERB
cana-4119	184	3	bar	bar	PROPN
cana-4119	184	4	&	&	CCONJ
cana-4119	184	5	line	line	NOUN
cana-4119	184	6	denotes	denote	NOUN
cana-4119	184	7	f1	f1	NOUN
cana-4119	184	8	-	-	PUNCT
cana-4119	184	9	score	score	NOUN
cana-4119	184	10	of	of	ADP
cana-4119	184	11	data	datum	NOUN
cana-4119	184	12	after	after	ADP
cana-4119	184	13	preprocessing	preprocesse	VERB
cana-4119	184	14	for	for	ADP
cana-4119	184	15	all	all	DET
cana-4119	184	16	relief	relief	NOUN
cana-4119	184	17	methods	method	NOUN
cana-4119	184	18	.	.	PUNCT
cana-4119	185	1	grey	grey	ADJ
cana-4119	185	2	colored	color	VERB
cana-4119	185	3	results	result	NOUN
cana-4119	185	4	shown	show	VERB
cana-4119	185	5	that	that	SCONJ
cana-4119	185	6	the	the	DET
cana-4119	185	7	f1	f1	NOUN
cana-4119	185	8	-	-	PUNCT
cana-4119	185	9	score	score	NOUN
cana-4119	185	10	of	of	ADP
cana-4119	185	11	noisy	noisy	ADJ
cana-4119	185	12	data	datum	NOUN
cana-4119	185	13	for	for	ADP
cana-4119	185	14	relief	relief	NOUN
cana-4119	185	15	and	and	CCONJ
cana-4119	185	16	it	it	PRON
cana-4119	185	17	’s	’	VERB
cana-4119	185	18	variants	variant	NOUN
cana-4119	185	19	.	.	PUNCT
cana-4119	186	1	f1	f1	NOUN
cana-4119	186	2	-	-	PUNCT
cana-4119	186	3	score	score	NOUN
cana-4119	186	4	of	of	ADP
cana-4119	186	5	dataset	dataset	NOUN
cana-4119	186	6	with	with	ADP
cana-4119	186	7	outliers	outlier	NOUN
cana-4119	186	8	is	be	AUX
cana-4119	186	9	represented	represent	VERB
cana-4119	186	10	by	by	ADP
cana-4119	186	11	yellow	yellow	ADJ
cana-4119	186	12	colored	color	VERB
cana-4119	186	13	bar	bar	NOUN
cana-4119	186	14	and	and	CCONJ
cana-4119	186	15	line	line	NOUN
cana-4119	186	16	.	.	PUNCT
cana-4119	187	1	finally	finally	ADV
cana-4119	187	2	the	the	DET
cana-4119	187	3	light	light	ADJ
cana-4119	187	4	blue	blue	ADJ
cana-4119	187	5	colored	colored	ADJ
cana-4119	187	6	bar	bar	NOUN
cana-4119	187	7	,	,	PUNCT
cana-4119	187	8	line	line	NOUN
cana-4119	187	9	represents	represent	VERB
cana-4119	187	10	the	the	DET
cana-4119	187	11	f1	f1	NOUN
cana-4119	187	12	-	-	PUNCT
cana-4119	187	13	score	score	NOUN
cana-4119	187	14	of	of	ADP
cana-4119	187	15	dataset	dataset	NOUN
cana-4119	187	16	with	with	ADP
cana-4119	187	17	missing	miss	VERB
cana-4119	187	18	values	value	NOUN
cana-4119	187	19	elimination	elimination	NOUN
cana-4119	187	20	.	.	PUNCT
cana-4119	188	1	table	table	NOUN
cana-4119	188	2	5	5	NUM
cana-4119	188	3	.	.	PUNCT
cana-4119	189	1	mean	mean	VERB
cana-4119	189	2	absolute	absolute	ADJ
cana-4119	189	3	error	error	NOUN
cana-4119	189	4	type	type	NOUN
cana-4119	189	5	of	of	ADP
cana-4119	189	6	data	data	NOUN
cana-4119	189	7	relief	relief	NOUN
cana-4119	189	8	relieff	relieff	NOUN
cana-4119	189	9	iterative	iterative	NOUN
cana-4119	189	10	relief	relief	NOUN
cana-4119	189	11	reliefg	reliefg	PROPN
cana-4119	189	12	quality	quality	PROPN
cana-4119	189	13	data	data	VERB
cana-4119	189	14	0.058	0.058	NUM
cana-4119	189	15	0.054	0.054	NUM
cana-4119	189	16	0.054	0.054	NUM
cana-4119	189	17	0.049	0.049	NUM
cana-4119	189	18	data	datum	NOUN
cana-4119	189	19	with	with	ADP
cana-4119	189	20	preprocessing	preprocesse	VERB
cana-4119	189	21	0.053	0.053	NUM
cana-4119	189	22	0.059	0.059	NUM
cana-4119	189	23	0.058	0.058	NUM
cana-4119	189	24	0.05	0.05	NUM
cana-4119	189	25	noisy	noisy	ADJ
cana-4119	189	26	data	datum	NOUN
cana-4119	189	27	0.061	0.061	NUM
cana-4119	189	28	0.052	0.052	NUM
cana-4119	189	29	0.06	0.06	NUM
cana-4119	189	30	0.051	0.051	NUM
cana-4119	189	31	data	datum	NOUN
cana-4119	189	32	with	with	ADP
cana-4119	189	33	outliers	outlier	NOUN
cana-4119	189	34	0.05	0.05	NUM
cana-4119	189	35	0.055	0.055	NUM
cana-4119	189	36	0.057	0.057	NUM
cana-4119	189	37	0.054	0.054	NUM
cana-4119	189	38	data	datum	NOUN
cana-4119	189	39	with	with	ADP
cana-4119	189	40	missing	miss	VERB
cana-4119	189	41	values	value	NOUN
cana-4119	189	42	elimination	elimination	NOUN
cana-4119	189	43	0.048	0.048	NUM
cana-4119	189	44	0.045	0.045	NUM
cana-4119	189	45	0.048	0.048	NUM
cana-4119	189	46	0.049	0.049	NUM
cana-4119	189	47	fig	fig	NOUN
cana-4119	189	48	13	13	NUM
cana-4119	189	49	.	.	PUNCT
cana-4119	190	1	mean	mean	VERB
cana-4119	190	2	absolute	absolute	ADJ
cana-4119	190	3	error	error	NOUN
cana-4119	190	4	fig	fig	NOUN
cana-4119	190	5	14	14	NUM
cana-4119	190	6	.	.	PUNCT
cana-4119	191	1	mean	mean	VERB
cana-4119	191	2	absolute	absolute	ADJ
cana-4119	191	3	error	error	NOUN
cana-4119	191	4	in	in	ADP
cana-4119	191	5	above	above	ADP
cana-4119	191	6	fig	fig	NOUN
cana-4119	191	7	13	13	NUM
cana-4119	191	8	and	and	CCONJ
cana-4119	191	9	fig	fig	NOUN
cana-4119	191	10	14	14	NUM
cana-4119	191	11	,	,	PUNCT
cana-4119	191	12	thick	thick	ADJ
cana-4119	191	13	blue	blue	ADJ
cana-4119	191	14	bar	bar	NOUN
cana-4119	191	15	&	&	CCONJ
cana-4119	191	16	line	line	NOUN
cana-4119	191	17	represents	represent	VERB
cana-4119	191	18	mae	mae	PROPN
cana-4119	191	19	values	value	NOUN
cana-4119	191	20	of	of	ADP
cana-4119	191	21	quality	quality	NOUN
cana-4119	191	22	data	datum	NOUN
cana-4119	191	23	for	for	ADP
cana-4119	191	24	all	all	DET
cana-4119	191	25	variants	variant	NOUN
cana-4119	191	26	of	of	ADP
cana-4119	191	27	relief	relief	NOUN
cana-4119	191	28	.	.	PUNCT
cana-4119	192	1	orange	orange	ADJ
cana-4119	192	2	colored	color	VERB
cana-4119	192	3	bar	bar	PROPN
cana-4119	192	4	&	&	CCONJ
cana-4119	192	5	line	line	NOUN
cana-4119	192	6	denotes	denote	VERB
cana-4119	192	7	mae	mae	PROPN
cana-4119	192	8	values	value	NOUN
cana-4119	192	9	of	of	ADP
cana-4119	192	10	data	datum	NOUN
cana-4119	192	11	after	after	ADP
cana-4119	192	12	preprocessing	preprocesse	VERB
cana-4119	192	13	for	for	ADP
cana-4119	192	14	all	all	DET
cana-4119	192	15	relief	relief	NOUN
cana-4119	192	16	methods	method	NOUN
cana-4119	192	17	.	.	PUNCT
cana-4119	193	1	grey	grey	ADJ
cana-4119	193	2	colored	color	VERB
cana-4119	193	3	results	result	NOUN
cana-4119	193	4	shown	show	VERB
cana-4119	193	5	that	that	SCONJ
cana-4119	193	6	the	the	DET
cana-4119	193	7	mae	mae	PROPN
cana-4119	193	8	values	value	NOUN
cana-4119	193	9	of	of	ADP
cana-4119	193	10	noisy	noisy	ADJ
cana-4119	193	11	data	datum	NOUN
cana-4119	193	12	for	for	ADP
cana-4119	193	13	relief	relief	NOUN
cana-4119	193	14	and	and	CCONJ
cana-4119	193	15	it	it	PRON
cana-4119	193	16	’s	’	VERB
cana-4119	193	17	variants	variant	NOUN
cana-4119	193	18	.	.	PUNCT
cana-4119	194	1	mae	mae	PROPN
cana-4119	194	2	values	value	NOUN
cana-4119	194	3	of	of	ADP
cana-4119	194	4	dataset	dataset	NOUN
cana-4119	194	5	with	with	ADP
cana-4119	194	6	outliers	outlier	NOUN
cana-4119	194	7	is	be	AUX
cana-4119	194	8	represented	represent	VERB
cana-4119	194	9	by	by	ADP
cana-4119	194	10	yellow	yellow	ADJ
cana-4119	194	11	colored	color	VERB
cana-4119	194	12	bar	bar	NOUN
cana-4119	194	13	and	and	CCONJ
cana-4119	194	14	line	line	NOUN
cana-4119	194	15	.	.	PUNCT
cana-4119	195	1	finally	finally	ADV
cana-4119	195	2	the	the	DET
cana-4119	195	3	light	light	ADJ
cana-4119	195	4	blue	blue	ADJ
cana-4119	195	5	colored	colored	ADJ
cana-4119	195	6	bar	bar	NOUN
cana-4119	195	7	,	,	PUNCT
cana-4119	195	8	line	line	NOUN
cana-4119	195	9	represents	represent	VERB
cana-4119	195	10	the	the	DET
cana-4119	195	11	mae	mae	PROPN
cana-4119	195	12	values	value	NOUN
cana-4119	195	13	of	of	ADP
cana-4119	195	14	dataset	dataset	NOUN
cana-4119	195	15	with	with	ADP
cana-4119	195	16	missing	miss	VERB
cana-4119	195	17	values	value	NOUN
cana-4119	195	18	elimination	elimination	NOUN
cana-4119	195	19	.	.	PUNCT
cana-4119	196	1	table	table	NOUN
cana-4119	196	2	6	6	NUM
cana-4119	196	3	.	.	PUNCT
cana-4119	197	1	mean	mean	VERB
cana-4119	197	2	squared	square	VERB
cana-4119	197	3	error	error	NOUN
cana-4119	197	4	type	type	NOUN
cana-4119	197	5	of	of	ADP
cana-4119	197	6	data	data	NOUN
cana-4119	197	7	relief	relief	NOUN
cana-4119	197	8	relieff	relieff	NOUN
cana-4119	197	9	iterative	iterative	NOUN
cana-4119	197	10	relief	relief	NOUN
cana-4119	197	11	reliefg	reliefg	PROPN
cana-4119	197	12	quality	quality	PROPN
cana-4119	197	13	data	data	VERB
cana-4119	197	14	0.058	0.058	NUM
cana-4119	197	15	0.054	0.054	NUM
cana-4119	197	16	0.054	0.054	NUM
cana-4119	197	17	0.049	0.049	NUM
cana-4119	197	18	0	0	NUM
cana-4119	198	1	0.01	0.01	NUM
cana-4119	198	2	0.02	0.02	NUM
cana-4119	198	3	0.03	0.03	NUM
cana-4119	198	4	0.04	0.04	NUM
cana-4119	198	5	0.05	0.05	NUM
cana-4119	198	6	0.06	0.06	NUM
cana-4119	198	7	0.07	0.07	NUM
cana-4119	198	8	relief	relief	NOUN
cana-4119	198	9	relieff	relieff	NOUN
cana-4119	198	10	iterative	iterative	NOUN
cana-4119	198	11	relief	relief	NOUN
cana-4119	198	12	reliefg	reliefg	NOUN
cana-4119	198	13	0	0	NUM
cana-4119	198	14	0.01	0.01	NUM
cana-4119	198	15	0.02	0.02	NUM
cana-4119	198	16	0.03	0.03	NUM
cana-4119	198	17	0.04	0.04	NUM
cana-4119	198	18	0.05	0.05	NUM
cana-4119	198	19	0.06	0.06	NUM
cana-4119	198	20	0.07	0.07	NUM
cana-4119	198	21	relief	relief	NOUN
cana-4119	198	22	relieff	relieff	NOUN
cana-4119	198	23	iterative	iterative	NOUN
cana-4119	198	24	relief	relief	NOUN
cana-4119	198	25	reliefg	reliefg	NOUN
cana-4119	198	26	communications	communication	NOUN
cana-4119	198	27	on	on	ADP
cana-4119	198	28	applied	apply	VERB
cana-4119	198	29	nonlinear	nonlinear	ADJ
cana-4119	198	30	analysis	analysis	NOUN
cana-4119	198	31	issn	issn	NOUN
cana-4119	198	32	:	:	PUNCT
cana-4119	198	33	1074	1074	NUM
cana-4119	198	34	-	-	PUNCT
cana-4119	198	35	133x	133x	NUM
cana-4119	198	36	vol	vol	NOUN
cana-4119	198	37	32	32	NUM
cana-4119	198	38	no	no	NOUN
cana-4119	198	39	.	.	PUNCT
cana-4119	199	1	9s	9s	NUM
cana-4119	199	2	(	(	PUNCT
cana-4119	199	3	2025	2025	NUM
cana-4119	199	4	)	)	PUNCT
cana-4119	199	5	1137	1137	NUM
cana-4119	200	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	200	2	data	datum	NOUN
cana-4119	200	3	with	with	ADP
cana-4119	200	4	preprocessing	preprocesse	VERB
cana-4119	200	5	0.053	0.053	NUM
cana-4119	200	6	0.059	0.059	NUM
cana-4119	200	7	0.058	0.058	NUM
cana-4119	200	8	0.05	0.05	NUM
cana-4119	200	9	noisy	noisy	ADJ
cana-4119	200	10	data	datum	NOUN
cana-4119	200	11	0.061	0.061	NUM
cana-4119	200	12	0.052	0.052	NUM
cana-4119	200	13	0.06	0.06	NUM
cana-4119	200	14	0.051	0.051	NUM
cana-4119	200	15	data	datum	NOUN
cana-4119	200	16	with	with	ADP
cana-4119	200	17	outliers	outlier	NOUN
cana-4119	200	18	0.05	0.05	NUM
cana-4119	200	19	0.055	0.055	NUM
cana-4119	200	20	0.057	0.057	NUM
cana-4119	200	21	0.054	0.054	NUM
cana-4119	200	22	data	datum	NOUN
cana-4119	200	23	with	with	ADP
cana-4119	200	24	missing	miss	VERB
cana-4119	200	25	values	value	NOUN
cana-4119	200	26	elimination	elimination	NOUN
cana-4119	200	27	0.048	0.048	NUM
cana-4119	200	28	0.045	0.045	NUM
cana-4119	200	29	0.048	0.048	NUM
cana-4119	200	30	0.049	0.049	NUM
cana-4119	200	31	fig	fig	NOUN
cana-4119	200	32	15	15	NUM
cana-4119	200	33	.	.	PUNCT
cana-4119	201	1	mean	mean	VERB
cana-4119	201	2	squared	square	VERB
cana-4119	201	3	error	error	NOUN
cana-4119	201	4	fig	fig	NOUN
cana-4119	201	5	16	16	NUM
cana-4119	201	6	.	.	PUNCT
cana-4119	202	1	mean	mean	VERB
cana-4119	202	2	squared	square	VERB
cana-4119	202	3	error	error	NOUN
cana-4119	202	4	in	in	ADP
cana-4119	202	5	above	above	ADP
cana-4119	202	6	fig	fig	NOUN
cana-4119	202	7	15	15	NUM
cana-4119	202	8	and	and	CCONJ
cana-4119	202	9	fig	fig	NOUN
cana-4119	202	10	16	16	NUM
cana-4119	202	11	,	,	PUNCT
cana-4119	202	12	thick	thick	ADJ
cana-4119	202	13	blue	blue	ADJ
cana-4119	202	14	bar	bar	NOUN
cana-4119	202	15	&	&	CCONJ
cana-4119	202	16	line	line	NOUN
cana-4119	202	17	represents	represent	VERB
cana-4119	202	18	mse	mse	NOUN
cana-4119	202	19	values	value	NOUN
cana-4119	202	20	of	of	ADP
cana-4119	202	21	quality	quality	NOUN
cana-4119	202	22	data	datum	NOUN
cana-4119	202	23	for	for	ADP
cana-4119	202	24	all	all	DET
cana-4119	202	25	variants	variant	NOUN
cana-4119	202	26	of	of	ADP
cana-4119	202	27	relief	relief	NOUN
cana-4119	202	28	.	.	PUNCT
cana-4119	203	1	orange	orange	ADJ
cana-4119	203	2	colored	color	VERB
cana-4119	203	3	bar	bar	PROPN
cana-4119	203	4	&	&	CCONJ
cana-4119	203	5	line	line	NOUN
cana-4119	203	6	denotes	denote	NOUN
cana-4119	203	7	mse	mse	NOUN
cana-4119	203	8	values	value	NOUN
cana-4119	203	9	of	of	ADP
cana-4119	203	10	data	datum	NOUN
cana-4119	203	11	after	after	ADP
cana-4119	203	12	preprocessing	preprocesse	VERB
cana-4119	203	13	for	for	ADP
cana-4119	203	14	all	all	DET
cana-4119	203	15	relief	relief	NOUN
cana-4119	203	16	methods	method	NOUN
cana-4119	203	17	.	.	PUNCT
cana-4119	204	1	grey	grey	ADJ
cana-4119	204	2	colored	color	VERB
cana-4119	204	3	results	result	NOUN
cana-4119	204	4	shown	show	VERB
cana-4119	204	5	that	that	SCONJ
cana-4119	204	6	the	the	DET
cana-4119	204	7	mse	mse	PROPN
cana-4119	204	8	values	value	NOUN
cana-4119	204	9	of	of	ADP
cana-4119	204	10	noisy	noisy	ADJ
cana-4119	204	11	data	datum	NOUN
cana-4119	204	12	for	for	ADP
cana-4119	204	13	relief	relief	NOUN
cana-4119	204	14	and	and	CCONJ
cana-4119	204	15	it	it	PRON
cana-4119	204	16	’s	’	VERB
cana-4119	204	17	variants	variant	NOUN
cana-4119	204	18	.	.	PUNCT
cana-4119	205	1	mse	mse	NOUN
cana-4119	205	2	values	value	NOUN
cana-4119	205	3	of	of	ADP
cana-4119	205	4	dataset	dataset	NOUN
cana-4119	205	5	with	with	ADP
cana-4119	205	6	outliers	outlier	NOUN
cana-4119	205	7	is	be	AUX
cana-4119	205	8	represented	represent	VERB
cana-4119	205	9	by	by	ADP
cana-4119	205	10	yellow	yellow	ADJ
cana-4119	205	11	colored	color	VERB
cana-4119	205	12	bar	bar	NOUN
cana-4119	205	13	and	and	CCONJ
cana-4119	205	14	line	line	NOUN
cana-4119	205	15	.	.	PUNCT
cana-4119	206	1	finally	finally	ADV
cana-4119	206	2	the	the	DET
cana-4119	206	3	light	light	ADJ
cana-4119	206	4	blue	blue	ADJ
cana-4119	206	5	colored	colored	ADJ
cana-4119	206	6	bar	bar	NOUN
cana-4119	206	7	,	,	PUNCT
cana-4119	206	8	line	line	NOUN
cana-4119	206	9	represents	represent	VERB
cana-4119	206	10	the	the	DET
cana-4119	206	11	mse	mse	NOUN
cana-4119	206	12	values	value	NOUN
cana-4119	206	13	of	of	ADP
cana-4119	206	14	dataset	dataset	NOUN
cana-4119	206	15	with	with	ADP
cana-4119	206	16	missing	miss	VERB
cana-4119	206	17	values	value	NOUN
cana-4119	206	18	elimination	elimination	NOUN
cana-4119	206	19	.	.	PUNCT
cana-4119	207	1	table	table	NOUN
cana-4119	207	2	7	7	NUM
cana-4119	207	3	.	.	PUNCT
cana-4119	208	1	root	root	NOUN
cana-4119	208	2	mean	mean	VERB
cana-4119	208	3	squared	square	VERB
cana-4119	208	4	error	error	NOUN
cana-4119	208	5	type	type	NOUN
cana-4119	208	6	of	of	ADP
cana-4119	208	7	data	data	NOUN
cana-4119	208	8	relief	relief	NOUN
cana-4119	208	9	relieff	relieff	NOUN
cana-4119	208	10	iterative	iterative	NOUN
cana-4119	208	11	relief	relief	NOUN
cana-4119	208	12	reliefg	reliefg	PROPN
cana-4119	208	13	quality	quality	NOUN
cana-4119	208	14	data	data	VERB
cana-4119	208	15	0.241	0.241	NUM
cana-4119	208	16	0.233	0.233	NUM
cana-4119	208	17	0.233	0.233	NUM
cana-4119	208	18	0.222	0.222	NUM
cana-4119	208	19	data	datum	NOUN
cana-4119	208	20	with	with	ADP
cana-4119	208	21	preprocessing	preprocesse	VERB
cana-4119	208	22	0.232	0.232	NUM
cana-4119	208	23	0.243	0.243	NUM
cana-4119	208	24	0.241	0.241	NUM
cana-4119	208	25	0.224	0.224	NUM
cana-4119	208	26	noisy	noisy	ADJ
cana-4119	208	27	data	datum	NOUN
cana-4119	208	28	0.248	0.248	NUM
cana-4119	208	29	0.23	0.23	NUM
cana-4119	208	30	0.246	0.246	NUM
cana-4119	208	31	0.226	0.226	NUM
cana-4119	208	32	data	datum	NOUN
cana-4119	208	33	with	with	ADP
cana-4119	208	34	outliers	outlier	NOUN
cana-4119	208	35	0.224	0.224	NUM
cana-4119	208	36	0.235	0.235	NUM
cana-4119	208	37	0.239	0.239	NUM
cana-4119	208	38	0.233	0.233	NUM
cana-4119	208	39	data	datum	NOUN
cana-4119	208	40	with	with	ADP
cana-4119	208	41	missing	miss	VERB
cana-4119	208	42	values	value	NOUN
cana-4119	208	43	elimination	elimination	NOUN
cana-4119	208	44	0.22	0.22	NUM
cana-4119	208	45	0.212	0.212	NUM
cana-4119	208	46	0.22	0.22	NUM
cana-4119	208	47	0.222	0.222	NUM
cana-4119	208	48	0	0	NUM
cana-4119	208	49	0.01	0.01	NUM
cana-4119	208	50	0.02	0.02	NUM
cana-4119	208	51	0.03	0.03	NUM
cana-4119	209	1	0.04	0.04	NUM
cana-4119	209	2	0.05	0.05	NUM
cana-4119	209	3	0.06	0.06	NUM
cana-4119	209	4	0.07	0.07	NUM
cana-4119	209	5	relief	relief	NOUN
cana-4119	209	6	relieff	relieff	NOUN
cana-4119	209	7	iterative	iterative	NOUN
cana-4119	209	8	relief	relief	NOUN
cana-4119	209	9	reliefg	reliefg	NOUN
cana-4119	209	10	0	0	NUM
cana-4119	209	11	0.01	0.01	NUM
cana-4119	209	12	0.02	0.02	NUM
cana-4119	209	13	0.03	0.03	NUM
cana-4119	209	14	0.04	0.04	NUM
cana-4119	209	15	0.05	0.05	NUM
cana-4119	209	16	0.06	0.06	NUM
cana-4119	209	17	0.07	0.07	NUM
cana-4119	209	18	relief	relief	NOUN
cana-4119	209	19	relieff	relieff	NOUN
cana-4119	209	20	iterative	iterative	NOUN
cana-4119	209	21	relief	relief	NOUN
cana-4119	209	22	reliefg	reliefg	NOUN
cana-4119	209	23	communications	communication	NOUN
cana-4119	209	24	on	on	ADP
cana-4119	209	25	applied	apply	VERB
cana-4119	209	26	nonlinear	nonlinear	ADJ
cana-4119	209	27	analysis	analysis	NOUN
cana-4119	209	28	issn	issn	NOUN
cana-4119	209	29	:	:	PUNCT
cana-4119	209	30	1074	1074	NUM
cana-4119	209	31	-	-	PUNCT
cana-4119	209	32	133x	133x	NUM
cana-4119	209	33	vol	vol	NOUN
cana-4119	209	34	32	32	NUM
cana-4119	209	35	no	no	NOUN
cana-4119	209	36	.	.	PUNCT
cana-4119	210	1	9s	9s	NUM
cana-4119	210	2	(	(	PUNCT
cana-4119	210	3	2025	2025	NUM
cana-4119	210	4	)	)	PUNCT
cana-4119	210	5	1138	1138	NUM
cana-4119	210	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	210	7	fig	fig	NOUN
cana-4119	210	8	17	17	NUM
cana-4119	210	9	.	.	PUNCT
cana-4119	211	1	root	root	NOUN
cana-4119	211	2	mean	mean	VERB
cana-4119	211	3	squared	square	VERB
cana-4119	211	4	error	error	NOUN
cana-4119	211	5	fig	fig	NOUN
cana-4119	211	6	18	18	NUM
cana-4119	211	7	.	.	PUNCT
cana-4119	212	1	root	root	NOUN
cana-4119	212	2	mean	mean	VERB
cana-4119	212	3	squared	square	VERB
cana-4119	212	4	error	error	NOUN
cana-4119	212	5	in	in	ADP
cana-4119	212	6	above	above	ADP
cana-4119	212	7	fig	fig	NOUN
cana-4119	212	8	17	17	NUM
cana-4119	212	9	and	and	CCONJ
cana-4119	212	10	fig	fig	NOUN
cana-4119	212	11	18	18	NUM
cana-4119	212	12	,	,	PUNCT
cana-4119	212	13	thick	thick	ADJ
cana-4119	212	14	blue	blue	ADJ
cana-4119	212	15	bar	bar	NOUN
cana-4119	212	16	&	&	CCONJ
cana-4119	212	17	line	line	NOUN
cana-4119	212	18	represents	represent	VERB
cana-4119	212	19	rmse	rmse	ADJ
cana-4119	212	20	values	value	NOUN
cana-4119	212	21	of	of	ADP
cana-4119	212	22	quality	quality	NOUN
cana-4119	212	23	data	datum	NOUN
cana-4119	212	24	for	for	ADP
cana-4119	212	25	all	all	DET
cana-4119	212	26	variants	variant	NOUN
cana-4119	212	27	of	of	ADP
cana-4119	212	28	relief	relief	NOUN
cana-4119	212	29	.	.	PUNCT
cana-4119	213	1	orange	orange	ADJ
cana-4119	213	2	colored	color	VERB
cana-4119	213	3	bar	bar	PROPN
cana-4119	213	4	&	&	CCONJ
cana-4119	213	5	line	line	NOUN
cana-4119	213	6	denotes	denote	NOUN
cana-4119	213	7	rmse	rmse	VERB
cana-4119	213	8	values	value	NOUN
cana-4119	213	9	of	of	ADP
cana-4119	213	10	data	datum	NOUN
cana-4119	213	11	after	after	ADP
cana-4119	213	12	preprocessing	preprocesse	VERB
cana-4119	213	13	for	for	ADP
cana-4119	213	14	all	all	DET
cana-4119	213	15	relief	relief	NOUN
cana-4119	213	16	methods	method	NOUN
cana-4119	213	17	.	.	PUNCT
cana-4119	214	1	grey	grey	ADJ
cana-4119	214	2	colored	color	VERB
cana-4119	214	3	results	result	NOUN
cana-4119	214	4	shown	show	VERB
cana-4119	214	5	that	that	SCONJ
cana-4119	214	6	the	the	DET
cana-4119	214	7	rmse	rmse	ADJ
cana-4119	214	8	values	value	NOUN
cana-4119	214	9	of	of	ADP
cana-4119	214	10	noisy	noisy	ADJ
cana-4119	214	11	data	datum	NOUN
cana-4119	214	12	for	for	ADP
cana-4119	214	13	relief	relief	NOUN
cana-4119	214	14	and	and	CCONJ
cana-4119	214	15	it	it	PRON
cana-4119	214	16	’s	’	VERB
cana-4119	214	17	variants	variant	NOUN
cana-4119	214	18	.	.	PUNCT
cana-4119	215	1	rmse	rmse	ADJ
cana-4119	215	2	values	value	NOUN
cana-4119	215	3	of	of	ADP
cana-4119	215	4	dataset	dataset	NOUN
cana-4119	215	5	with	with	ADP
cana-4119	215	6	outliers	outlier	NOUN
cana-4119	215	7	is	be	AUX
cana-4119	215	8	represented	represent	VERB
cana-4119	215	9	by	by	ADP
cana-4119	215	10	yellow	yellow	ADJ
cana-4119	215	11	colored	color	VERB
cana-4119	215	12	bar	bar	NOUN
cana-4119	215	13	and	and	CCONJ
cana-4119	215	14	line	line	NOUN
cana-4119	215	15	.	.	PUNCT
cana-4119	216	1	finally	finally	ADV
cana-4119	216	2	the	the	DET
cana-4119	216	3	light	light	ADJ
cana-4119	216	4	blue	blue	ADJ
cana-4119	216	5	colored	colored	ADJ
cana-4119	216	6	bar	bar	NOUN
cana-4119	216	7	,	,	PUNCT
cana-4119	216	8	line	line	NOUN
cana-4119	216	9	represents	represent	VERB
cana-4119	216	10	the	the	DET
cana-4119	216	11	rmse	rmse	ADJ
cana-4119	216	12	values	value	NOUN
cana-4119	216	13	of	of	ADP
cana-4119	216	14	dataset	dataset	NOUN
cana-4119	216	15	with	with	ADP
cana-4119	216	16	missing	miss	VERB
cana-4119	216	17	values	value	NOUN
cana-4119	216	18	elimination	elimination	NOUN
cana-4119	216	19	.	.	PUNCT
cana-4119	217	1	table	table	NOUN
cana-4119	217	2	8	8	NUM
cana-4119	217	3	.	.	PUNCT
cana-4119	217	4	t	t	NOUN
cana-4119	217	5	-	-	PUNCT
cana-4119	217	6	test	test	NOUN
cana-4119	217	7	values	value	NOUN
cana-4119	217	8	type	type	NOUN
cana-4119	217	9	of	of	ADP
cana-4119	217	10	data	data	NOUN
cana-4119	217	11	relief	relief	NOUN
cana-4119	217	12	relieff	relieff	NOUN
cana-4119	217	13	iterative	iterative	NOUN
cana-4119	217	14	relief	relief	NOUN
cana-4119	217	15	reliefg	reliefg	PROPN
cana-4119	217	16	quality	quality	PROPN
cana-4119	217	17	data	data	VERB
cana-4119	217	18	0.72	0.72	NUM
cana-4119	217	19	0.63	0.63	NUM
cana-4119	217	20	0.55	0.55	NUM
cana-4119	217	21	1.06	1.06	NUM
cana-4119	217	22	data	datum	NOUN
cana-4119	217	23	with	with	ADP
cana-4119	217	24	preprocessing	preprocesse	VERB
cana-4119	217	25	0.67	0.67	NUM
cana-4119	217	26	0.59	0.59	NUM
cana-4119	217	27	0.72	0.72	NUM
cana-4119	217	28	1.1	1.1	NUM
cana-4119	217	29	noisy	noisy	ADJ
cana-4119	217	30	data	datum	NOUN
cana-4119	217	31	0.97	0.97	NUM
cana-4119	217	32	0.38	0.38	NUM
cana-4119	217	33	0.59	0.59	NUM
cana-4119	217	34	1.14	1.14	NUM
cana-4119	217	35	data	datum	NOUN
cana-4119	217	36	with	with	ADP
cana-4119	217	37	outliers	outlier	NOUN
cana-4119	217	38	1.07	1.07	NUM
cana-4119	217	39	0.67	0.67	NUM
cana-4119	217	40	0.67	0.67	NUM
cana-4119	217	41	1.23	1.23	NUM
cana-4119	217	42	data	datum	NOUN
cana-4119	217	43	with	with	ADP
cana-4119	217	44	missing	miss	VERB
cana-4119	217	45	values	value	NOUN
cana-4119	217	46	elimination	elimination	NOUN
cana-4119	217	47	0.76	0.76	NUM
cana-4119	217	48	0.59	0.59	NUM
cana-4119	217	49	0.76	0.76	NUM
cana-4119	217	50	1.43	1.43	NUM
cana-4119	217	51	fig	fig	NOUN
cana-4119	217	52	19	19	NUM
cana-4119	217	53	.	.	PUNCT
cana-4119	217	54	t	t	NOUN
cana-4119	217	55	-	-	PUNCT
cana-4119	217	56	test	test	NOUN
cana-4119	217	57	values	value	NOUN
cana-4119	217	58	fig	fig	NOUN
cana-4119	217	59	20	20	NUM
cana-4119	217	60	.	.	PUNCT
cana-4119	218	1	t	t	NOUN
cana-4119	218	2	-	-	PUNCT
cana-4119	218	3	test	test	NOUN
cana-4119	218	4	values	value	NOUN
cana-4119	218	5	in	in	ADP
cana-4119	218	6	above	above	ADP
cana-4119	218	7	fig	fig	NOUN
cana-4119	218	8	19	19	NUM
cana-4119	218	9	and	and	CCONJ
cana-4119	218	10	fig	fig	NOUN
cana-4119	218	11	20	20	NUM
cana-4119	218	12	,	,	PUNCT
cana-4119	218	13	thick	thick	ADJ
cana-4119	218	14	blue	blue	ADJ
cana-4119	218	15	bar	bar	NOUN
cana-4119	218	16	&	&	CCONJ
cana-4119	218	17	line	line	NOUN
cana-4119	218	18	represents	represent	VERB
cana-4119	218	19	t	t	PROPN
cana-4119	218	20	-	-	PUNCT
cana-4119	218	21	test	test	NOUN
cana-4119	218	22	values	value	NOUN
cana-4119	218	23	of	of	ADP
cana-4119	218	24	quality	quality	NOUN
cana-4119	218	25	data	datum	NOUN
cana-4119	218	26	for	for	ADP
cana-4119	218	27	all	all	DET
cana-4119	218	28	variants	variant	NOUN
cana-4119	218	29	of	of	ADP
cana-4119	218	30	relief	relief	NOUN
cana-4119	218	31	.	.	PUNCT
cana-4119	219	1	orange	orange	ADJ
cana-4119	219	2	colored	color	VERB
cana-4119	219	3	bar	bar	PROPN
cana-4119	219	4	&	&	CCONJ
cana-4119	219	5	line	line	NOUN
cana-4119	219	6	denotes	denote	VERB
cana-4119	219	7	t	t	PROPN
cana-4119	219	8	-	-	PUNCT
cana-4119	219	9	test	test	NOUN
cana-4119	219	10	values	value	NOUN
cana-4119	219	11	of	of	ADP
cana-4119	219	12	data	datum	NOUN
cana-4119	219	13	after	after	ADP
cana-4119	219	14	preprocessing	preprocesse	VERB
cana-4119	219	15	for	for	ADP
cana-4119	219	16	all	all	DET
cana-4119	219	17	relief	relief	NOUN
cana-4119	219	18	methods	method	NOUN
cana-4119	219	19	.	.	PUNCT
cana-4119	220	1	grey	grey	ADJ
cana-4119	220	2	colored	color	VERB
cana-4119	220	3	results	result	NOUN
cana-4119	220	4	shown	show	VERB
cana-4119	220	5	that	that	SCONJ
cana-4119	220	6	the	the	DET
cana-4119	220	7	t	t	PROPN
cana-4119	220	8	-	-	PUNCT
cana-4119	220	9	test	test	NOUN
cana-4119	220	10	values	value	NOUN
cana-4119	220	11	of	of	ADP
cana-4119	220	12	noisy	noisy	ADJ
cana-4119	220	13	data	datum	NOUN
cana-4119	220	14	for	for	ADP
cana-4119	220	15	relief	relief	NOUN
cana-4119	220	16	and	and	CCONJ
cana-4119	220	17	it	it	PRON
cana-4119	220	18	’s	’	VERB
cana-4119	220	19	variants	variant	NOUN
cana-4119	220	20	.	.	PUNCT
cana-4119	221	1	t0.19	t0.19	NOUN
cana-4119	221	2	0.2	0.2	NUM
cana-4119	221	3	0.21	0.21	NUM
cana-4119	221	4	0.22	0.22	NUM
cana-4119	221	5	0.23	0.23	NUM
cana-4119	221	6	0.24	0.24	NUM
cana-4119	221	7	0.25	0.25	NUM
cana-4119	221	8	0.26	0.26	NUM
cana-4119	221	9	relief	relief	NOUN
cana-4119	221	10	relieff	relieff	NOUN
cana-4119	221	11	iterative	iterative	NOUN
cana-4119	221	12	relief	relief	NOUN
cana-4119	221	13	reliefg	reliefg	NOUN
cana-4119	221	14	0.19	0.19	NUM
cana-4119	221	15	0.2	0.2	NUM
cana-4119	221	16	0.21	0.21	NUM
cana-4119	221	17	0.22	0.22	NUM
cana-4119	221	18	0.23	0.23	NUM
cana-4119	221	19	0.24	0.24	NUM
cana-4119	221	20	0.25	0.25	NUM
cana-4119	221	21	0.26	0.26	NUM
cana-4119	221	22	relief	relief	NOUN
cana-4119	221	23	relieff	relieff	NOUN
cana-4119	221	24	iterative	iterative	NOUN
cana-4119	221	25	relief	relief	NOUN
cana-4119	221	26	reliefg	reliefg	NOUN
cana-4119	221	27	0	0	NUM
cana-4119	221	28	0.2	0.2	NUM
cana-4119	221	29	0.4	0.4	NUM
cana-4119	221	30	0.6	0.6	NUM
cana-4119	221	31	0.8	0.8	NUM
cana-4119	221	32	1	1	NUM
cana-4119	221	33	1.2	1.2	NUM
cana-4119	221	34	1.4	1.4	NUM
cana-4119	221	35	1.6	1.6	NUM
cana-4119	221	36	relief	relief	NOUN
cana-4119	221	37	relieff	relieff	NOUN
cana-4119	221	38	iterative	iterative	NOUN
cana-4119	221	39	relief	relief	NOUN
cana-4119	221	40	reliefg	reliefg	NOUN
cana-4119	221	41	0	0	NUM
cana-4119	221	42	0.2	0.2	NUM
cana-4119	221	43	0.4	0.4	NUM
cana-4119	221	44	0.6	0.6	NUM
cana-4119	221	45	0.8	0.8	NUM
cana-4119	221	46	1	1	NUM
cana-4119	221	47	1.2	1.2	NUM
cana-4119	221	48	1.4	1.4	NUM
cana-4119	221	49	1.6	1.6	NUM
cana-4119	221	50	relief	relief	NOUN
cana-4119	221	51	relieff	relieff	NOUN
cana-4119	221	52	iterative	iterative	NOUN
cana-4119	221	53	relief	relief	NOUN
cana-4119	221	54	reliefg	reliefg	NOUN
cana-4119	221	55	communications	communication	NOUN
cana-4119	221	56	on	on	ADP
cana-4119	221	57	applied	apply	VERB
cana-4119	221	58	nonlinear	nonlinear	ADJ
cana-4119	221	59	analysis	analysis	NOUN
cana-4119	221	60	issn	issn	NOUN
cana-4119	221	61	:	:	PUNCT
cana-4119	221	62	1074	1074	NUM
cana-4119	221	63	-	-	PUNCT
cana-4119	221	64	133x	133x	NUM
cana-4119	221	65	vol	vol	NOUN
cana-4119	221	66	32	32	NUM
cana-4119	221	67	no	no	NOUN
cana-4119	221	68	.	.	PUNCT
cana-4119	222	1	9s	9s	NUM
cana-4119	222	2	(	(	PUNCT
cana-4119	222	3	2025	2025	NUM
cana-4119	222	4	)	)	PUNCT
cana-4119	222	5	1139	1139	NUM
cana-4119	222	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	222	7	test	test	NOUN
cana-4119	222	8	values	value	NOUN
cana-4119	222	9	of	of	ADP
cana-4119	222	10	dataset	dataset	NOUN
cana-4119	222	11	with	with	ADP
cana-4119	222	12	outliers	outlier	NOUN
cana-4119	222	13	is	be	AUX
cana-4119	222	14	represented	represent	VERB
cana-4119	222	15	by	by	ADP
cana-4119	222	16	yellow	yellow	ADJ
cana-4119	222	17	colored	color	VERB
cana-4119	222	18	bar	bar	NOUN
cana-4119	222	19	and	and	CCONJ
cana-4119	222	20	line	line	NOUN
cana-4119	222	21	.	.	PUNCT
cana-4119	223	1	finally	finally	ADV
cana-4119	223	2	the	the	DET
cana-4119	223	3	light	light	ADJ
cana-4119	223	4	blue	blue	ADJ
cana-4119	223	5	colored	colored	ADJ
cana-4119	223	6	bar	bar	NOUN
cana-4119	223	7	,	,	PUNCT
cana-4119	223	8	line	line	NOUN
cana-4119	223	9	represents	represent	VERB
cana-4119	223	10	the	the	DET
cana-4119	223	11	t	t	NOUN
cana-4119	223	12	-	-	PUNCT
cana-4119	223	13	test	test	NOUN
cana-4119	223	14	values	value	NOUN
cana-4119	223	15	of	of	ADP
cana-4119	223	16	dataset	dataset	NOUN
cana-4119	223	17	with	with	ADP
cana-4119	223	18	missing	miss	VERB
cana-4119	223	19	values	value	NOUN
cana-4119	223	20	elimination	elimination	NOUN
cana-4119	223	21	.	.	PUNCT
cana-4119	224	1	table	table	NOUN
cana-4119	224	2	9	9	NUM
cana-4119	224	3	.	.	X
cana-4119	225	1	p	p	X
cana-4119	225	2	-	-	PUNCT
cana-4119	225	3	test	test	NOUN
cana-4119	225	4	values	value	NOUN
cana-4119	225	5	type	type	NOUN
cana-4119	225	6	of	of	ADP
cana-4119	225	7	data	data	NOUN
cana-4119	225	8	relief	relief	NOUN
cana-4119	225	9	relieff	relieff	NOUN
cana-4119	225	10	iterative	iterative	NOUN
cana-4119	225	11	relief	relief	NOUN
cana-4119	225	12	reliefg	reliefg	PROPN
cana-4119	225	13	quality	quality	PROPN
cana-4119	225	14	data	data	PROPN
cana-4119	225	15	0.47	0.47	NUM
cana-4119	225	16	0.52	0.52	NUM
cana-4119	225	17	0.58	0.58	NUM
cana-4119	225	18	0.28	0.28	NUM
cana-4119	225	19	data	datum	NOUN
cana-4119	225	20	with	with	ADP
cana-4119	225	21	preprocessing	preprocesse	VERB
cana-4119	225	22	0.49	0.49	NUM
cana-4119	225	23	0.55	0.55	NUM
cana-4119	225	24	0.47	0.47	NUM
cana-4119	225	25	0.26	0.26	NUM
cana-4119	225	26	noisy	noisy	ADJ
cana-4119	225	27	data	datum	NOUN
cana-4119	225	28	0.32	0.32	NUM
cana-4119	225	29	0.7	0.7	NUM
cana-4119	225	30	0.55	0.55	NUM
cana-4119	225	31	0.25	0.25	NUM
cana-4119	225	32	data	datum	NOUN
cana-4119	225	33	with	with	ADP
cana-4119	225	34	outliers	outlier	NOUN
cana-4119	225	35	0.2	0.2	NUM
cana-4119	225	36	0.49	0.49	NUM
cana-4119	225	37	0.49	0.49	NUM
cana-4119	225	38	0.21	0.21	NUM
cana-4119	225	39	data	datum	NOUN
cana-4119	225	40	with	with	ADP
cana-4119	225	41	missing	miss	VERB
cana-4119	225	42	values	value	NOUN
cana-4119	225	43	elimination	elimination	NOUN
cana-4119	225	44	0.44	0.44	NUM
cana-4119	225	45	0.55	0.55	NUM
cana-4119	225	46	0.44	0.44	NUM
cana-4119	225	47	0.52	0.52	NUM
cana-4119	225	48	fig	fig	NOUN
cana-4119	225	49	21	21	NUM
cana-4119	225	50	.	.	PUNCT
cana-4119	226	1	p	p	X
cana-4119	226	2	-	-	PUNCT
cana-4119	226	3	test	test	NOUN
cana-4119	226	4	values	value	NOUN
cana-4119	226	5	fig	fig	VERB
cana-4119	226	6	22	22	NUM
cana-4119	226	7	.	.	PUNCT
cana-4119	227	1	p	p	X
cana-4119	227	2	-	-	PUNCT
cana-4119	227	3	test	test	NOUN
cana-4119	227	4	values	value	NOUN
cana-4119	227	5	in	in	ADP
cana-4119	227	6	above	above	ADP
cana-4119	227	7	fig	fig	NOUN
cana-4119	227	8	21	21	NUM
cana-4119	227	9	and	and	CCONJ
cana-4119	227	10	fig	fig	NOUN
cana-4119	227	11	22	22	NUM
cana-4119	227	12	,	,	PUNCT
cana-4119	227	13	thick	thick	ADJ
cana-4119	227	14	blue	blue	ADJ
cana-4119	227	15	bar	bar	NOUN
cana-4119	227	16	&	&	CCONJ
cana-4119	227	17	line	line	NOUN
cana-4119	227	18	represents	represent	VERB
cana-4119	227	19	p	p	NOUN
cana-4119	227	20	-	-	PUNCT
cana-4119	227	21	test	test	NOUN
cana-4119	227	22	of	of	ADP
cana-4119	227	23	quality	quality	NOUN
cana-4119	227	24	data	datum	NOUN
cana-4119	227	25	for	for	ADP
cana-4119	227	26	all	all	DET
cana-4119	227	27	variants	variant	NOUN
cana-4119	227	28	of	of	ADP
cana-4119	227	29	relief	relief	NOUN
cana-4119	227	30	.	.	PUNCT
cana-4119	228	1	orange	orange	ADJ
cana-4119	228	2	colored	color	VERB
cana-4119	228	3	bar	bar	PROPN
cana-4119	228	4	&	&	CCONJ
cana-4119	228	5	line	line	NOUN
cana-4119	228	6	denotes	denote	VERB
cana-4119	228	7	p	p	NOUN
cana-4119	228	8	-	-	PUNCT
cana-4119	228	9	test	test	NOUN
cana-4119	228	10	values	value	NOUN
cana-4119	228	11	of	of	ADP
cana-4119	228	12	data	datum	NOUN
cana-4119	228	13	after	after	ADP
cana-4119	228	14	preprocessing	preprocesse	VERB
cana-4119	228	15	for	for	ADP
cana-4119	228	16	all	all	DET
cana-4119	228	17	relief	relief	NOUN
cana-4119	228	18	methods	method	NOUN
cana-4119	228	19	.	.	PUNCT
cana-4119	229	1	grey	grey	ADJ
cana-4119	229	2	colored	color	VERB
cana-4119	229	3	results	result	NOUN
cana-4119	229	4	shown	show	VERB
cana-4119	229	5	that	that	SCONJ
cana-4119	229	6	the	the	DET
cana-4119	229	7	p	p	NOUN
cana-4119	229	8	-	-	PUNCT
cana-4119	229	9	test	test	NOUN
cana-4119	229	10	values	value	NOUN
cana-4119	229	11	of	of	ADP
cana-4119	229	12	noisy	noisy	ADJ
cana-4119	229	13	data	datum	NOUN
cana-4119	229	14	for	for	ADP
cana-4119	229	15	relief	relief	NOUN
cana-4119	229	16	and	and	CCONJ
cana-4119	229	17	it	it	PRON
cana-4119	229	18	’s	’	VERB
cana-4119	229	19	variants	variant	NOUN
cana-4119	229	20	.	.	PUNCT
cana-4119	230	1	ptest	pt	ADJ
cana-4119	230	2	values	value	NOUN
cana-4119	230	3	of	of	ADP
cana-4119	230	4	dataset	dataset	NOUN
cana-4119	230	5	with	with	ADP
cana-4119	230	6	outliers	outlier	NOUN
cana-4119	230	7	is	be	AUX
cana-4119	230	8	represented	represent	VERB
cana-4119	230	9	by	by	ADP
cana-4119	230	10	yellow	yellow	ADJ
cana-4119	230	11	colored	color	VERB
cana-4119	230	12	bar	bar	NOUN
cana-4119	230	13	and	and	CCONJ
cana-4119	230	14	line	line	NOUN
cana-4119	230	15	.	.	PUNCT
cana-4119	231	1	finally	finally	ADV
cana-4119	231	2	the	the	DET
cana-4119	231	3	light	light	ADJ
cana-4119	231	4	blue	blue	ADJ
cana-4119	231	5	colored	colored	ADJ
cana-4119	231	6	bar	bar	NOUN
cana-4119	231	7	,	,	PUNCT
cana-4119	231	8	line	line	NOUN
cana-4119	231	9	represents	represent	VERB
cana-4119	231	10	the	the	DET
cana-4119	231	11	p	p	NOUN
cana-4119	231	12	-	-	PUNCT
cana-4119	231	13	test	test	NOUN
cana-4119	231	14	values	value	NOUN
cana-4119	231	15	of	of	ADP
cana-4119	231	16	dataset	dataset	NOUN
cana-4119	231	17	with	with	ADP
cana-4119	231	18	missing	miss	VERB
cana-4119	231	19	values	value	NOUN
cana-4119	231	20	elimination	elimination	NOUN
cana-4119	231	21	.	.	PUNCT
cana-4119	232	1	table	table	NOUN
cana-4119	232	2	10	10	NUM
cana-4119	232	3	.	.	PUNCT
cana-4119	233	1	f	f	X
cana-4119	233	2	-	-	PUNCT
cana-4119	233	3	test	test	NOUN
cana-4119	233	4	values	value	NOUN
cana-4119	233	5	type	type	NOUN
cana-4119	233	6	of	of	ADP
cana-4119	233	7	data	data	NOUN
cana-4119	233	8	relief	relief	NOUN
cana-4119	233	9	relieff	relieff	NOUN
cana-4119	233	10	iterative	iterative	NOUN
cana-4119	233	11	relief	relief	NOUN
cana-4119	233	12	reliefg	reliefg	PROPN
cana-4119	233	13	quality	quality	PROPN
cana-4119	233	14	data	data	VERB
cana-4119	233	15	0.98	0.98	NUM
cana-4119	233	16	0.98	0.98	NUM
cana-4119	233	17	0.99	0.99	NUM
cana-4119	233	18	0.92	0.92	NUM
cana-4119	233	19	data	datum	NOUN
cana-4119	233	20	with	with	ADP
cana-4119	233	21	preprocessing	preprocesse	VERB
cana-4119	233	22	0.98	0.98	NUM
cana-4119	233	23	0.99	0.99	NUM
cana-4119	233	24	0.98	0.98	NUM
cana-4119	233	25	0.94	0.94	NUM
cana-4119	233	26	noisy	noisy	ADJ
cana-4119	233	27	data	datum	NOUN
cana-4119	233	28	0.98	0.98	NUM
cana-4119	233	29	0.99	0.99	NUM
cana-4119	233	30	0.99	0.99	NUM
cana-4119	233	31	0.97	0.97	NUM
cana-4119	233	32	data	datum	NOUN
cana-4119	233	33	with	with	ADP
cana-4119	233	34	outliers	outlier	NOUN
cana-4119	233	35	0.97	0.97	NUM
cana-4119	233	36	0.98	0.98	NUM
cana-4119	233	37	0.98	0.98	NUM
cana-4119	233	38	0.97	0.97	NUM
cana-4119	233	39	data	datum	NOUN
cana-4119	233	40	with	with	ADP
cana-4119	233	41	missing	miss	VERB
cana-4119	233	42	values	value	NOUN
cana-4119	233	43	elimination	elimination	NOUN
cana-4119	233	44	0.98	0.98	NUM
cana-4119	233	45	0.99	0.99	NUM
cana-4119	233	46	0.98	0.98	NUM
cana-4119	233	47	0.98	0.98	NUM
cana-4119	233	48	0	0	NUM
cana-4119	233	49	0.2	0.2	NUM
cana-4119	233	50	0.4	0.4	NUM
cana-4119	233	51	0.6	0.6	NUM
cana-4119	233	52	0.8	0.8	NUM
cana-4119	233	53	relief	relief	NOUN
cana-4119	233	54	relieff	relieff	NOUN
cana-4119	233	55	iterative	iterative	NOUN
cana-4119	233	56	relief	relief	NOUN
cana-4119	233	57	reliefg	reliefg	NOUN
cana-4119	233	58	0	0	NUM
cana-4119	233	59	0.2	0.2	NUM
cana-4119	233	60	0.4	0.4	NUM
cana-4119	233	61	0.6	0.6	NUM
cana-4119	233	62	0.8	0.8	NUM
cana-4119	233	63	relief	relief	NOUN
cana-4119	233	64	relieff	relieff	NOUN
cana-4119	233	65	iterative	iterative	NOUN
cana-4119	233	66	relief	relief	NOUN
cana-4119	233	67	reliefg	reliefg	NOUN
cana-4119	233	68	communications	communication	NOUN
cana-4119	233	69	on	on	ADP
cana-4119	233	70	applied	apply	VERB
cana-4119	233	71	nonlinear	nonlinear	ADJ
cana-4119	233	72	analysis	analysis	NOUN
cana-4119	233	73	issn	issn	NOUN
cana-4119	233	74	:	:	PUNCT
cana-4119	233	75	1074	1074	NUM
cana-4119	233	76	-	-	PUNCT
cana-4119	233	77	133x	133x	NUM
cana-4119	233	78	vol	vol	NOUN
cana-4119	233	79	32	32	NUM
cana-4119	233	80	no	no	NOUN
cana-4119	233	81	.	.	PUNCT
cana-4119	234	1	9s	9s	NUM
cana-4119	234	2	(	(	PUNCT
cana-4119	234	3	2025	2025	NUM
cana-4119	234	4	)	)	PUNCT
cana-4119	234	5	1140	1140	NUM
cana-4119	234	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	234	7	fig	fig	NOUN
cana-4119	234	8	23	23	NUM
cana-4119	234	9	.	.	PUNCT
cana-4119	235	1	f	f	X
cana-4119	235	2	-	-	PUNCT
cana-4119	235	3	test	test	NOUN
cana-4119	235	4	values	value	NOUN
cana-4119	235	5	fig	fig	NOUN
cana-4119	235	6	24	24	NUM
cana-4119	235	7	.	.	PUNCT
cana-4119	236	1	f	f	X
cana-4119	236	2	-	-	PUNCT
cana-4119	236	3	test	test	NOUN
cana-4119	236	4	values	value	NOUN
cana-4119	236	5	in	in	ADP
cana-4119	236	6	above	above	ADP
cana-4119	236	7	fig	fig	NOUN
cana-4119	236	8	23	23	NUM
cana-4119	236	9	and	and	CCONJ
cana-4119	236	10	fig	fig	NOUN
cana-4119	236	11	24	24	NUM
cana-4119	236	12	,	,	PUNCT
cana-4119	236	13	thick	thick	ADJ
cana-4119	236	14	blue	blue	ADJ
cana-4119	236	15	bar	bar	NOUN
cana-4119	236	16	&	&	CCONJ
cana-4119	236	17	line	line	NOUN
cana-4119	236	18	represents	represent	VERB
cana-4119	236	19	f	f	NOUN
cana-4119	236	20	-	-	PUNCT
cana-4119	236	21	test	test	NOUN
cana-4119	236	22	values	value	NOUN
cana-4119	236	23	of	of	ADP
cana-4119	236	24	quality	quality	NOUN
cana-4119	236	25	data	datum	NOUN
cana-4119	236	26	for	for	ADP
cana-4119	236	27	all	all	DET
cana-4119	236	28	variants	variant	NOUN
cana-4119	236	29	of	of	ADP
cana-4119	236	30	relief	relief	NOUN
cana-4119	236	31	.	.	PUNCT
cana-4119	237	1	orange	orange	ADJ
cana-4119	237	2	colored	color	VERB
cana-4119	237	3	bar	bar	PROPN
cana-4119	237	4	&	&	CCONJ
cana-4119	237	5	line	line	NOUN
cana-4119	237	6	denotes	denote	VERB
cana-4119	237	7	f	f	NOUN
cana-4119	237	8	-	-	PUNCT
cana-4119	237	9	test	test	NOUN
cana-4119	237	10	values	value	NOUN
cana-4119	237	11	of	of	ADP
cana-4119	237	12	data	datum	NOUN
cana-4119	237	13	after	after	ADP
cana-4119	237	14	preprocessing	preprocesse	VERB
cana-4119	237	15	for	for	ADP
cana-4119	237	16	all	all	DET
cana-4119	237	17	relief	relief	NOUN
cana-4119	237	18	methods	method	NOUN
cana-4119	237	19	.	.	PUNCT
cana-4119	238	1	grey	grey	ADJ
cana-4119	238	2	colored	color	VERB
cana-4119	238	3	results	result	NOUN
cana-4119	238	4	shown	show	VERB
cana-4119	238	5	that	that	SCONJ
cana-4119	238	6	the	the	DET
cana-4119	238	7	f	f	NOUN
cana-4119	238	8	-	-	PUNCT
cana-4119	238	9	test	test	NOUN
cana-4119	238	10	values	value	NOUN
cana-4119	238	11	of	of	ADP
cana-4119	238	12	noisy	noisy	ADJ
cana-4119	238	13	data	datum	NOUN
cana-4119	238	14	for	for	ADP
cana-4119	238	15	relief	relief	NOUN
cana-4119	238	16	and	and	CCONJ
cana-4119	238	17	it	it	PRON
cana-4119	238	18	’s	’	VERB
cana-4119	238	19	variants	variant	NOUN
cana-4119	238	20	.	.	PUNCT
cana-4119	239	1	ftest	ft	ADJ
cana-4119	239	2	values	value	NOUN
cana-4119	239	3	of	of	ADP
cana-4119	239	4	dataset	dataset	NOUN
cana-4119	239	5	with	with	ADP
cana-4119	239	6	outliers	outlier	NOUN
cana-4119	239	7	is	be	AUX
cana-4119	239	8	represented	represent	VERB
cana-4119	239	9	by	by	ADP
cana-4119	239	10	yellow	yellow	ADJ
cana-4119	239	11	colored	color	VERB
cana-4119	239	12	bar	bar	NOUN
cana-4119	239	13	and	and	CCONJ
cana-4119	239	14	line	line	NOUN
cana-4119	239	15	.	.	PUNCT
cana-4119	240	1	finally	finally	ADV
cana-4119	240	2	the	the	DET
cana-4119	240	3	light	light	ADJ
cana-4119	240	4	blue	blue	ADJ
cana-4119	240	5	colored	colored	ADJ
cana-4119	240	6	bar	bar	NOUN
cana-4119	240	7	,	,	PUNCT
cana-4119	240	8	line	line	NOUN
cana-4119	240	9	represents	represent	VERB
cana-4119	240	10	the	the	DET
cana-4119	240	11	f	f	NOUN
cana-4119	240	12	-	-	PUNCT
cana-4119	240	13	test	test	NOUN
cana-4119	240	14	values	value	NOUN
cana-4119	240	15	of	of	ADP
cana-4119	240	16	dataset	dataset	NOUN
cana-4119	240	17	with	with	ADP
cana-4119	240	18	missing	miss	VERB
cana-4119	240	19	values	value	NOUN
cana-4119	240	20	elimination	elimination	NOUN
cana-4119	240	21	.	.	PUNCT
cana-4119	241	1	7	7	X
cana-4119	241	2	.	.	X
cana-4119	241	3	conclusions	conclusion	NOUN
cana-4119	241	4	this	this	DET
cana-4119	241	5	paper	paper	NOUN
cana-4119	241	6	suggests	suggest	VERB
cana-4119	241	7	an	an	DET
cana-4119	241	8	innovative	innovative	ADJ
cana-4119	241	9	approach	approach	NOUN
cana-4119	241	10	for	for	ADP
cana-4119	241	11	improving	improve	VERB
cana-4119	241	12	spam	spam	NOUN
cana-4119	241	13	detection	detection	NOUN
cana-4119	241	14	by	by	ADP
cana-4119	241	15	utilizing	utilize	VERB
cana-4119	241	16	sophisticated	sophisticated	ADJ
cana-4119	241	17	feature	feature	NOUN
cana-4119	241	18	selection	selection	NOUN
cana-4119	241	19	method	method	NOUN
cana-4119	241	20	reliefg	reliefg	NOUN
cana-4119	241	21	.	.	PUNCT
cana-4119	242	1	this	this	DET
cana-4119	242	2	method	method	NOUN
cana-4119	242	3	builds	build	VERB
cana-4119	242	4	on	on	ADP
cana-4119	242	5	the	the	DET
cana-4119	242	6	principles	principle	NOUN
cana-4119	242	7	of	of	ADP
cana-4119	242	8	original	original	ADJ
cana-4119	242	9	relief	relief	NOUN
cana-4119	242	10	algorithm	algorithm	NOUN
cana-4119	242	11	,	,	PUNCT
cana-4119	242	12	enhancing	enhance	VERB
cana-4119	242	13	its	its	PRON
cana-4119	242	14	ability	ability	NOUN
cana-4119	242	15	to	to	PART
cana-4119	242	16	handle	handle	VERB
cana-4119	242	17	various	various	ADJ
cana-4119	242	18	challenges	challenge	NOUN
cana-4119	242	19	like	like	ADP
cana-4119	242	20	noise	noise	NOUN
cana-4119	242	21	,	,	PUNCT
cana-4119	242	22	missing	miss	VERB
cana-4119	242	23	values	value	NOUN
cana-4119	242	24	and	and	CCONJ
cana-4119	242	25	outliers	outlier	NOUN
cana-4119	242	26	.	.	PUNCT
cana-4119	243	1	the	the	DET
cana-4119	243	2	subsequent	subsequent	ADJ
cana-4119	243	3	phase	phase	NOUN
cana-4119	243	4	involves	involve	VERB
cana-4119	243	5	utilizing	utilize	VERB
cana-4119	243	6	random	random	ADJ
cana-4119	243	7	forest	forest	NOUN
cana-4119	243	8	(	(	PUNCT
cana-4119	243	9	rf	rf	NOUN
cana-4119	243	10	)	)	PUNCT
cana-4119	243	11	for	for	ADP
cana-4119	243	12	classification	classification	NOUN
cana-4119	243	13	,	,	PUNCT
cana-4119	243	14	leveraging	leverage	VERB
cana-4119	243	15	the	the	DET
cana-4119	243	16	chosen	choose	VERB
cana-4119	243	17	features	feature	NOUN
cana-4119	243	18	.	.	PUNCT
cana-4119	244	1	the	the	DET
cana-4119	244	2	reliefg	reliefg	PROPN
cana-4119	244	3	method	method	NOUN
cana-4119	244	4	produced	produce	VERB
cana-4119	244	5	better	well	ADJ
cana-4119	244	6	accuracy	accuracy	NOUN
cana-4119	244	7	over	over	ADP
cana-4119	244	8	relief	relief	NOUN
cana-4119	244	9	,	,	PUNCT
cana-4119	244	10	relieff	relieff	NOUN
cana-4119	244	11	and	and	CCONJ
cana-4119	244	12	iterative	iterative	NOUN
cana-4119	244	13	relief	relief	NOUN
cana-4119	244	14	methods	method	NOUN
cana-4119	244	15	.	.	PUNCT
cana-4119	245	1	however	however	ADV
cana-4119	245	2	,	,	PUNCT
cana-4119	245	3	the	the	DET
cana-4119	245	4	method	method	NOUN
cana-4119	245	5	reduces	reduce	VERB
cana-4119	245	6	computational	computational	ADJ
cana-4119	245	7	cost	cost	NOUN
cana-4119	245	8	by	by	ADP
cana-4119	245	9	identifying	identify	VERB
cana-4119	245	10	key	key	ADJ
cana-4119	245	11	attributes	attribute	NOUN
cana-4119	245	12	and	and	CCONJ
cana-4119	245	13	generating	generate	VERB
cana-4119	245	14	crisp	crisp	ADJ
cana-4119	245	15	set	set	VERB
cana-4119	245	16	values	value	NOUN
cana-4119	245	17	.	.	PUNCT
cana-4119	246	1	this	this	PRON
cana-4119	246	2	is	be	AUX
cana-4119	246	3	done	do	VERB
cana-4119	246	4	by	by	ADP
cana-4119	246	5	integrating	integrate	VERB
cana-4119	246	6	an	an	DET
cana-4119	246	7	efficient	efficient	ADJ
cana-4119	246	8	fuzzy	fuzzy	ADJ
cana-4119	246	9	membership	membership	NOUN
cana-4119	246	10	function	function	NOUN
cana-4119	246	11	into	into	ADP
cana-4119	246	12	a	a	DET
cana-4119	246	13	sigmoid	sigmoid	NOUN
cana-4119	246	14	function	function	NOUN
cana-4119	246	15	to	to	PART
cana-4119	246	16	improve	improve	VERB
cana-4119	246	17	accuracy	accuracy	NOUN
cana-4119	246	18	,	,	PUNCT
cana-4119	246	19	especially	especially	ADV
cana-4119	246	20	in	in	ADP
cana-4119	246	21	the	the	DET
cana-4119	246	22	presence	presence	NOUN
cana-4119	246	23	of	of	ADP
cana-4119	246	24	outliers	outlier	NOUN
cana-4119	246	25	.	.	PUNCT
cana-4119	247	1	references	reference	NOUN
cana-4119	247	2	[	[	X
cana-4119	247	3	1	1	X
cana-4119	247	4	]	]	PUNCT
cana-4119	247	5	ahmed	ahme	VERB
cana-4119	247	6	ai	ai	PROPN
cana-4119	247	7	–	–	PUNCT
cana-4119	247	8	ajeli	ajeli	NOUN
cana-4119	247	9	,	,	PUNCT
cana-4119	247	10	raaid	raaid	VERB
cana-4119	247	11	alubady	alubady	PROPN
cana-4119	247	12	,	,	PUNCT
cana-4119	247	13	eman	eman	PROPN
cana-4119	247	14	s.	s.	PROPN
cana-4119	247	15	ai	ai	PROPN
cana-4119	247	16	–	–	PUNCT
cana-4119	247	17	shamery	shamery	NOUN
cana-4119	247	18	(	(	PUNCT
cana-4119	247	19	2020	2020	NUM
cana-4119	247	20	)	)	PUNCT
cana-4119	247	21	,	,	PUNCT
cana-4119	247	22	improving	improve	VERB
cana-4119	247	23	spam	spam	NOUN
cana-4119	247	24	email	email	NOUN
cana-4119	247	25	detection	detection	NOUN
cana-4119	247	26	using	use	VERB
cana-4119	247	27	hybrid	hybrid	ADJ
cana-4119	247	28	feature	feature	NOUN
cana-4119	247	29	selection	selection	NOUN
cana-4119	247	30	and	and	CCONJ
cana-4119	247	31	sequential	sequential	ADJ
cana-4119	247	32	minimal	minimal	ADJ
cana-4119	247	33	optimisation	optimisation	NOUN
cana-4119	247	34	,	,	PUNCT
cana-4119	247	35	indonesian	indonesian	ADJ
cana-4119	247	36	journal	journal	NOUN
cana-4119	247	37	of	of	ADP
cana-4119	247	38	electrical	electrical	ADJ
cana-4119	247	39	engineering	engineering	NOUN
cana-4119	247	40	and	and	CCONJ
cana-4119	247	41	computer	computer	NOUN
cana-4119	247	42	science	science	NOUN
cana-4119	247	43	,	,	PUNCT
cana-4119	247	44	vol	vol	NOUN
cana-4119	247	45	.	.	PROPN
cana-4119	247	46	19	19	NUM
cana-4119	247	47	,	,	PUNCT
cana-4119	247	48	no	no	INTJ
cana-4119	247	49	.	.	NOUN
cana-4119	247	50	1	1	NUM
cana-4119	247	51	,	,	PUNCT
cana-4119	247	52	pp	pp	CCONJ
cana-4119	247	53	:	:	PUNCT
cana-4119	247	54	535	535	NUM
cana-4119	247	55	-	-	SYM
cana-4119	247	56	542	542	NUM
cana-4119	247	57	.	.	PUNCT
cana-4119	248	1	[	[	X
cana-4119	248	2	2	2	NUM
cana-4119	248	3	]	]	X
cana-4119	248	4	mrs	mrs	PROPN
cana-4119	248	5	.	.	PROPN
cana-4119	248	6	anitha	anitha	PROPN
cana-4119	248	7	reddy	reddy	PROPN
cana-4119	248	8	,	,	PUNCT
cana-4119	248	9	et.al	et.al	PROPN
cana-4119	248	10	.	.	PROPN
cana-4119	248	11	,	,	PUNCT
cana-4119	248	12	(	(	PUNCT
cana-4119	248	13	2023	2023	NUM
cana-4119	248	14	)	)	PUNCT
cana-4119	248	15	,	,	PUNCT
cana-4119	248	16	email	email	NOUN
cana-4119	248	17	spam	spam	NOUN
cana-4119	248	18	detection	detection	NOUN
cana-4119	248	19	using	use	VERB
cana-4119	248	20	machine	machine	NOUN
cana-4119	248	21	learning	learning	NOUN
cana-4119	248	22	,	,	PUNCT
cana-4119	248	23	journal	journal	NOUN
cana-4119	248	24	of	of	ADP
cana-4119	248	25	survey	survey	NOUN
cana-4119	248	26	in	in	ADP
cana-4119	248	27	fisheries	fishery	NOUN
cana-4119	248	28	sciences	science	NOUN
cana-4119	248	29	,	,	PUNCT
cana-4119	248	30	vol	vol	NOUN
cana-4119	248	31	.	.	PROPN
cana-4119	248	32	10	10	NUM
cana-4119	248	33	,	,	PUNCT
cana-4119	248	34	no	no	INTJ
cana-4119	248	35	.	.	NOUN
cana-4119	248	36	1	1	NUM
cana-4119	248	37	,	,	PUNCT
cana-4119	248	38	pp	pp	CCONJ
cana-4119	248	39	:	:	PUNCT
cana-4119	248	40	2658	2658	NUM
cana-4119	248	41	-	-	SYM
cana-4119	248	42	2664	2664	NUM
cana-4119	248	43	.	.	PUNCT
cana-4119	249	1	[	[	X
cana-4119	249	2	3	3	NUM
cana-4119	249	3	]	]	SYM
cana-4119	249	4	veronica	veronica	PROPN
cana-4119	249	5	bolon	bolon	PROPN
cana-4119	249	6	-	-	PUNCT
cana-4119	249	7	canedo	canedo	PROPN
cana-4119	249	8	,	,	PUNCT
cana-4119	249	9	et.al	et.al	PROPN
cana-4119	249	10	.	.	PROPN
cana-4119	249	11	,	,	PUNCT
cana-4119	249	12	(	(	PUNCT
cana-4119	249	13	2012	2012	NUM
cana-4119	249	14	)	)	PUNCT
cana-4119	249	15	,	,	PUNCT
cana-4119	249	16	a	a	DET
cana-4119	249	17	review	review	NOUN
cana-4119	249	18	of	of	ADP
cana-4119	249	19	feature	feature	NOUN
cana-4119	249	20	selection	selection	NOUN
cana-4119	249	21	methods	method	NOUN
cana-4119	249	22	on	on	ADP
cana-4119	249	23	synthetic	synthetic	ADJ
cana-4119	249	24	data	datum	NOUN
cana-4119	249	25	,	,	PUNCT
cana-4119	249	26	knowledge	knowledge	NOUN
cana-4119	249	27	and	and	CCONJ
cana-4119	249	28	information	information	NOUN
cana-4119	249	29	systems	system	NOUN
cana-4119	249	30	,	,	PUNCT
cana-4119	249	31	springer	springer	NOUN
cana-4119	249	32	.	.	PUNCT
cana-4119	250	1	[	[	X
cana-4119	250	2	4	4	NUM
cana-4119	250	3	]	]	X
cana-4119	250	4	girish	girish	PROPN
cana-4119	250	5	chandrashekar	chandrashekar	PROPN
cana-4119	250	6	,	,	PUNCT
cana-4119	250	7	ferat	ferat	PROPN
cana-4119	250	8	sahin	sahin	PROPN
cana-4119	250	9	,	,	PUNCT
cana-4119	250	10	(	(	PUNCT
cana-4119	250	11	2014	2014	NUM
cana-4119	250	12	)	)	PUNCT
cana-4119	250	13	,	,	PUNCT
cana-4119	250	14	a	a	DET
cana-4119	250	15	survey	survey	NOUN
cana-4119	250	16	on	on	ADP
cana-4119	250	17	feature	feature	NOUN
cana-4119	250	18	selection	selection	NOUN
cana-4119	250	19	methods	method	NOUN
cana-4119	250	20	,	,	PUNCT
cana-4119	250	21	computers	computer	NOUN
cana-4119	250	22	and	and	CCONJ
cana-4119	250	23	electrical	electrical	ADJ
cana-4119	250	24	engineering	engineering	NOUN
cana-4119	250	25	,	,	PUNCT
cana-4119	250	26	vol	vol	NOUN
cana-4119	250	27	.	.	PROPN
cana-4119	250	28	40	40	NUM
cana-4119	250	29	,	,	PUNCT
cana-4119	250	30	pp	pp	CCONJ
cana-4119	250	31	:	:	PUNCT
cana-4119	250	32	16	16	NUM
cana-4119	250	33	-	-	SYM
cana-4119	250	34	28	28	NUM
cana-4119	250	35	.	.	PUNCT
cana-4119	251	1	[	[	X
cana-4119	251	2	5	5	X
cana-4119	251	3	]	]	X
cana-4119	251	4	newton	newton	PROPN
cana-4119	251	5	spolaor	spolaor	PROPN
cana-4119	251	6	,	,	PUNCT
cana-4119	251	7	et.al	et.al	PROPN
cana-4119	251	8	.	.	PROPN
cana-4119	251	9	,	,	PUNCT
cana-4119	251	10	(	(	PUNCT
cana-4119	251	11	2012	2012	NUM
cana-4119	251	12	)	)	PUNCT
cana-4119	251	13	,	,	PUNCT
cana-4119	251	14	filter	filter	NOUN
cana-4119	251	15	approach	approach	NOUN
cana-4119	251	16	feature	feature	NOUN
cana-4119	251	17	selection	selection	NOUN
cana-4119	251	18	methods	method	NOUN
cana-4119	251	19	to	to	PART
cana-4119	251	20	support	support	VERB
cana-4119	251	21	multilabel	multilabel	NOUN
cana-4119	251	22	learning	learn	VERB
cana-4119	251	23	based	base	VERB
cana-4119	251	24	on	on	ADP
cana-4119	251	25	relieff	relieff	NOUN
cana-4119	251	26	and	and	CCONJ
cana-4119	251	27	information	information	NOUN
cana-4119	251	28	gain	gain	NOUN
cana-4119	251	29	,	,	PUNCT
cana-4119	251	30	springer	springer	NOUN
cana-4119	251	31	,	,	PUNCT
cana-4119	251	32	pp	pp	CCONJ
cana-4119	251	33	:	:	PUNCT
cana-4119	251	34	72	72	NUM
cana-4119	251	35	-	-	SYM
cana-4119	251	36	81	81	NUM
cana-4119	251	37	.	.	PUNCT
cana-4119	252	1	[	[	X
cana-4119	252	2	6	6	NUM
cana-4119	252	3	]	]	PUNCT
cana-4119	252	4	hidayet	hidayet	NOUN
cana-4119	252	5	tacki	tacki	PROPN
cana-4119	252	6	,	,	PUNCT
cana-4119	252	7	fatema	fatema	PROPN
cana-4119	252	8	nusrat	nusrat	PROPN
cana-4119	252	9	(	(	PUNCT
cana-4119	252	10	2023	2023	NUM
cana-4119	252	11	)	)	PUNCT
cana-4119	252	12	,	,	PUNCT
cana-4119	252	13	highly	highly	ADV
cana-4119	252	14	accurate	accurate	ADJ
cana-4119	252	15	spam	spam	NOUN
cana-4119	252	16	detection	detection	NOUN
cana-4119	252	17	with	with	ADP
cana-4119	252	18	the	the	DET
cana-4119	252	19	help	help	NOUN
cana-4119	252	20	of	of	ADP
cana-4119	252	21	feature	feature	NOUN
cana-4119	252	22	selection	selection	NOUN
cana-4119	252	23	and	and	CCONJ
cana-4119	252	24	data	datum	NOUN
cana-4119	252	25	transformation	transformation	NOUN
cana-4119	252	26	,	,	PUNCT
cana-4119	252	27	the	the	DET
cana-4119	252	28	international	international	ADJ
cana-4119	252	29	arab	arab	ADJ
cana-4119	252	30	journal	journal	PROPN
cana-4119	252	31	of	of	ADP
cana-4119	252	32	information	information	NOUN
cana-4119	252	33	technology	technology	NOUN
cana-4119	252	34	,	,	PUNCT
cana-4119	252	35	vol	vol	NOUN
cana-4119	252	36	.	.	PROPN
cana-4119	252	37	20	20	NUM
cana-4119	252	38	,	,	PUNCT
cana-4119	252	39	no.1	no.1	NUM
cana-4119	252	40	,	,	PUNCT
cana-4119	252	41	pp	pp	PRON
cana-4119	252	42	:	:	PUNCT
cana-4119	252	43	29	29	NUM
cana-4119	252	44	-	-	SYM
cana-4119	252	45	37	37	NUM
cana-4119	252	46	.	.	PUNCT
cana-4119	253	1	0.88	0.88	NUM
cana-4119	253	2	0.9	0.9	NUM
cana-4119	253	3	0.92	0.92	NUM
cana-4119	253	4	0.94	0.94	NUM
cana-4119	253	5	0.96	0.96	NUM
cana-4119	253	6	0.98	0.98	NUM
cana-4119	253	7	1	1	NUM
cana-4119	253	8	relief	relief	NOUN
cana-4119	253	9	relieff	relieff	NOUN
cana-4119	253	10	iterative	iterative	NOUN
cana-4119	253	11	relief	relief	NOUN
cana-4119	253	12	reliefg	reliefg	NOUN
cana-4119	253	13	0.88	0.88	NUM
cana-4119	253	14	0.9	0.9	NUM
cana-4119	253	15	0.92	0.92	NUM
cana-4119	253	16	0.94	0.94	NUM
cana-4119	253	17	0.96	0.96	NUM
cana-4119	253	18	0.98	0.98	NUM
cana-4119	253	19	1	1	NUM
cana-4119	253	20	relief	relief	NOUN
cana-4119	253	21	relieff	relieff	NOUN
cana-4119	253	22	iterative	iterative	NOUN
cana-4119	253	23	relief	relief	NOUN
cana-4119	253	24	reliefg	reliefg	NOUN
cana-4119	253	25	communications	communication	NOUN
cana-4119	253	26	on	on	ADP
cana-4119	253	27	applied	apply	VERB
cana-4119	253	28	nonlinear	nonlinear	ADJ
cana-4119	253	29	analysis	analysis	NOUN
cana-4119	253	30	issn	issn	NOUN
cana-4119	253	31	:	:	PUNCT
cana-4119	253	32	1074	1074	NUM
cana-4119	253	33	-	-	PUNCT
cana-4119	253	34	133x	133x	NUM
cana-4119	253	35	vol	vol	NOUN
cana-4119	253	36	32	32	NUM
cana-4119	253	37	no	no	NOUN
cana-4119	253	38	.	.	PUNCT
cana-4119	254	1	9s	9s	NUM
cana-4119	254	2	(	(	PUNCT
cana-4119	254	3	2025	2025	NUM
cana-4119	254	4	)	)	PUNCT
cana-4119	254	5	1141	1141	NUM
cana-4119	254	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-4119	255	1	[	[	X
cana-4119	255	2	7	7	X
cana-4119	255	3	]	]	X
cana-4119	255	4	panem	panem	PROPN
cana-4119	255	5	charanarur	charanarur	PROPN
cana-4119	255	6	,	,	PUNCT
cana-4119	255	7	et.al	et.al	PROPN
cana-4119	255	8	.	.	PROPN
cana-4119	255	9	,	,	PUNCT
cana-4119	255	10	(	(	PUNCT
cana-4119	255	11	2023	2023	NUM
cana-4119	255	12	)	)	PUNCT
cana-4119	255	13	,	,	PUNCT
cana-4119	255	14	machine	machine	NOUN
cana-4119	255	15	–	–	PUNCT
cana-4119	255	16	learning	learn	VERB
cana-4119	255	17	–	–	PUNCT
cana-4119	255	18	based	base	VERB
cana-4119	255	19	spam	spam	NOUN
cana-4119	255	20	mail	mail	NOUN
cana-4119	255	21	detector	detector	NOUN
cana-4119	255	22	,	,	PUNCT
cana-4119	255	23	sn	sn	PROPN
cana-4119	255	24	computer	computer	NOUN
cana-4119	255	25	science	science	NOUN
cana-4119	255	26	,	,	PUNCT
cana-4119	255	27	https://doi.org/10.1007/s42979-023-02330-x	https://doi.org/10.1007/s42979-023-02330-x	NOUN
cana-4119	255	28	.	.	PUNCT
cana-4119	256	1	[	[	X
cana-4119	256	2	8	8	NUM
cana-4119	256	3	]	]	X
cana-4119	256	4	dr	dr	PROPN
cana-4119	256	5	.	.	PROPN
cana-4119	256	6	purva	purva	PROPN
cana-4119	256	7	mange	mange	PROPN
cana-4119	256	8	,	,	PUNCT
cana-4119	256	9	aditi	aditi	PROPN
cana-4119	256	10	lule	lule	PROPN
cana-4119	256	11	,	,	PUNCT
cana-4119	256	12	rohini	rohini	NOUN
cana-4119	256	13	savant	savant	NOUN
cana-4119	256	14	,	,	PUNCT
cana-4119	256	15	(	(	PUNCT
cana-4119	256	16	2024	2024	NUM
cana-4119	256	17	)	)	PUNCT
cana-4119	256	18	,	,	PUNCT
cana-4119	256	19	advanced	advance	VERB
cana-4119	256	20	spam	spam	NOUN
cana-4119	256	21	email	email	NOUN
cana-4119	256	22	detection	detection	NOUN
cana-4119	256	23	using	use	VERB
cana-4119	256	24	machine	machine	NOUN
cana-4119	256	25	learning	learning	NOUN
cana-4119	256	26	and	and	CCONJ
cana-4119	256	27	bio	bio	ADV
cana-4119	256	28	-	-	PUNCT
cana-4119	256	29	inspired	inspire	VERB
cana-4119	256	30	meta	meta	ADJ
cana-4119	256	31	-	-	PUNCT
cana-4119	256	32	heuristics	heuristic	NOUN
cana-4119	256	33	algorithms	algorithm	NOUN
cana-4119	256	34	,	,	PUNCT
cana-4119	256	35	international	international	ADJ
cana-4119	256	36	journal	journal	NOUN
cana-4119	256	37	of	of	ADP
cana-4119	256	38	intelligent	intelligent	ADJ
cana-4119	256	39	systems	system	NOUN
cana-4119	256	40	and	and	CCONJ
cana-4119	256	41	applications	application	NOUN
cana-4119	256	42	in	in	ADP
cana-4119	256	43	engineering	engineering	NOUN
cana-4119	256	44	,	,	PUNCT
cana-4119	256	45	vol	vol	NOUN
cana-4119	256	46	.	.	PROPN
cana-4119	256	47	12	12	NUM
cana-4119	256	48	,	,	PUNCT
cana-4119	256	49	no	no	INTJ
cana-4119	256	50	.	.	NOUN
cana-4119	256	51	4	4	NUM
cana-4119	256	52	,	,	PUNCT
cana-4119	256	53	pp	pp	CCONJ
cana-4119	256	54	:	:	PUNCT
cana-4119	256	55	122	122	NUM
cana-4119	256	56	-	-	SYM
cana-4119	256	57	135	135	NUM
cana-4119	256	58	.	.	PUNCT
cana-4119	257	1	[	[	X
cana-4119	257	2	9	9	NUM
cana-4119	257	3	]	]	SYM
cana-4119	257	4	ryan	ryan	PROPN
cana-4119	257	5	j.	j.	PROPN
cana-4119	257	6	urbanowicz	urbanowicz	PROPN
cana-4119	257	7	,	,	PUNCT
cana-4119	257	8	et.al	et.al	PROPN
cana-4119	257	9	.	.	PROPN
cana-4119	257	10	,	,	PUNCT
cana-4119	257	11	(	(	PUNCT
cana-4119	257	12	2018	2018	NUM
cana-4119	257	13	)	)	PUNCT
cana-4119	257	14	,	,	PUNCT
cana-4119	257	15	relief	relief	NOUN
cana-4119	257	16	–	–	PUNCT
cana-4119	257	17	based	base	VERB
cana-4119	257	18	feature	feature	NOUN
cana-4119	257	19	selection	selection	NOUN
cana-4119	257	20	:	:	PUNCT
cana-4119	257	21	introduction	introduction	NOUN
cana-4119	257	22	and	and	CCONJ
cana-4119	257	23	reviews	review	NOUN
cana-4119	257	24	,	,	PUNCT
cana-4119	257	25	journal	journal	NOUN
cana-4119	257	26	of	of	ADP
cana-4119	257	27	biomedical	biomedical	ADJ
cana-4119	257	28	informatics	informatic	NOUN
cana-4119	257	29	.	.	PUNCT
cana-4119	258	1	[	[	X
cana-4119	258	2	10	10	NUM
cana-4119	258	3	]	]	PUNCT
cana-4119	258	4	b.	b.	PROPN
cana-4119	258	5	aruna	aruna	PROPN
cana-4119	258	6	kumari	kumari	PROPN
cana-4119	258	7	,	,	PUNCT
cana-4119	258	8	et.al	et.al	PROPN
cana-4119	258	9	.	.	PROPN
cana-4119	258	10	,	,	PUNCT
cana-4119	258	11	(	(	PUNCT
cana-4119	258	12	2024	2024	NUM
cana-4119	258	13	)	)	PUNCT
cana-4119	258	14	,	,	PUNCT
cana-4119	258	15	multisurf	multisurf	NOUN
cana-4119	258	16	:	:	PUNCT
cana-4119	258	17	optimal	optimal	ADJ
cana-4119	258	18	feature	feature	NOUN
cana-4119	258	19	selection	selection	NOUN
cana-4119	258	20	technique	technique	NOUN
cana-4119	258	21	for	for	ADP
cana-4119	258	22	spam	spam	NOUN
cana-4119	258	23	mail	mail	NOUN
cana-4119	258	24	detection	detection	NOUN
cana-4119	258	25	and	and	CCONJ
cana-4119	258	26	classification	classification	NOUN
cana-4119	258	27	,	,	PUNCT
cana-4119	258	28	nanotechnology	nanotechnology	NOUN
cana-4119	258	29	perceptions	perception	NOUN
cana-4119	258	30	,	,	PUNCT
cana-4119	258	31	vol	vol	NOUN
cana-4119	258	32	.	.	PROPN
cana-4119	258	33	20	20	NUM
cana-4119	258	34	,	,	PUNCT
cana-4119	258	35	no	no	INTJ
cana-4119	258	36	.	.	PUNCT
cana-4119	258	37	s8	s8	PROPN
cana-4119	258	38	,	,	PUNCT
cana-4119	258	39	pp	pp	CCONJ
cana-4119	258	40	:	:	PUNCT
cana-4119	258	41	452	452	NUM
cana-4119	258	42	-	-	SYM
cana-4119	258	43	461	461	NUM
cana-4119	258	44	.	.	PUNCT
cana-4119	259	1	[	[	X
cana-4119	259	2	11	11	NUM
cana-4119	259	3	]	]	PUNCT
cana-4119	259	4	bruce	bruce	PROPN
cana-4119	259	5	a.	a.	PROPN
cana-4119	259	6	draper	draper	PROPN
cana-4119	259	7	,	,	PUNCT
cana-4119	259	8	et.al	et.al	PROPN
cana-4119	259	9	.	.	PROPN
cana-4119	259	10	,	,	PUNCT
cana-4119	259	11	(	(	PUNCT
cana-4119	259	12	2003	2003	NUM
cana-4119	259	13	)	)	PUNCT
cana-4119	259	14	,	,	PUNCT
cana-4119	259	15	iterative	iterative	NOUN
cana-4119	259	16	relief	relief	NOUN
cana-4119	259	17	,	,	PUNCT
cana-4119	259	18	cvpr	cvpr	NOUN
cana-4119	259	19	,	,	PUNCT
cana-4119	259	20	ieee	ieee	NOUN
cana-4119	259	21	computer	computer	NOUN
cana-4119	259	22	society	society	PROPN
cana-4119	259	23	conference	conference	NOUN
cana-4119	259	24	on	on	ADP
cana-4119	259	25	computer	computer	NOUN
cana-4119	259	26	vision	vision	NOUN
cana-4119	259	27	and	and	CCONJ
cana-4119	259	28	pattern	pattern	NOUN
cana-4119	259	29	recognition	recognition	NOUN
cana-4119	259	30	,	,	PUNCT
cana-4119	259	31	ieee	ieee	NOUN
cana-4119	259	32	explore	explore	NOUN
cana-4119	259	33	,	,	PUNCT
cana-4119	259	34	doi	doi	NOUN
cana-4119	259	35	:	:	PUNCT
cana-4119	259	36	10.1109	10.1109	NUM
cana-4119	259	37	/	/	SYM
cana-4119	259	38	cvprw.2003.10065	cvprw.2003.10065	NOUN
cana-4119	259	39	.	.	PUNCT
cana-4119	260	1	[	[	X
cana-4119	260	2	12	12	NUM
cana-4119	260	3	]	]	X
cana-4119	260	4	c.	c.	PROPN
cana-4119	260	5	nagaraju	nagaraju	PROPN
cana-4119	260	6	,	,	PUNCT
cana-4119	260	7	et.al	et.al	PROPN
cana-4119	260	8	.	.	PROPN
cana-4119	260	9	,	,	PUNCT
cana-4119	260	10	(	(	PUNCT
cana-4119	260	11	2024	2024	NUM
cana-4119	260	12	)	)	PUNCT
cana-4119	260	13	,	,	PUNCT
cana-4119	260	14	a	a	DET
cana-4119	260	15	generalized	generalize	VERB
cana-4119	260	16	two	two	NUM
cana-4119	260	17	-	-	PUNCT
cana-4119	260	18	level	level	NOUN
cana-4119	260	19	ensemble	ensemble	ADJ
cana-4119	260	20	method	method	NOUN
cana-4119	260	21	for	for	ADP
cana-4119	260	22	spam	spam	NOUN
cana-4119	260	23	mail	mail	NOUN
cana-4119	260	24	detection	detection	NOUN
cana-4119	260	25	,	,	PUNCT
cana-4119	260	26	journal	journal	NOUN
cana-4119	260	27	of	of	ADP
cana-4119	260	28	electrical	electrical	ADJ
cana-4119	260	29	systems	system	NOUN
cana-4119	260	30	,	,	PUNCT
cana-4119	260	31	vol	vol	NOUN
cana-4119	260	32	.	.	PROPN
cana-4119	260	33	20	20	NUM
cana-4119	260	34	,	,	PUNCT
cana-4119	260	35	no	no	INTJ
cana-4119	260	36	.	.	NOUN
cana-4119	260	37	2	2	NUM
cana-4119	260	38	,	,	PUNCT
cana-4119	260	39	pp	pp	CCONJ
cana-4119	260	40	:	:	PUNCT
cana-4119	260	41	1570	1570	NUM
cana-4119	260	42	-	-	SYM
cana-4119	260	43	1579	1579	NUM
cana-4119	260	44	.	.	PUNCT
cana-4119	261	1	https://doi.org/10.1007/s42979-023-02330-x	https://doi.org/10.1007/s42979-023-02330-x	VERB