id	sid	tid	token	lemma	pos
iajs-1834	1	1	microsoft	microsoft	PROPN
iajs-1834	1	2	word	word	NOUN
iajs-1834	1	3	268	268	NUM
iajs-1834	1	4	-	-	SYM
iajs-1834	1	5	276	276	NUM
iajs-1834	1	6	https://doi.org/10.30526/31.1.1834	https://doi.org/10.30526/31.1.1834	PROPN
iajs-1834	1	7	computer	computer	NOUN
iajs-1834	1	8	|	|	ADV
iajs-1834	1	9	268	268	NUM
iajs-1834	1	10	2018	2018	NUM
iajs-1834	1	11	)	)	PUNCT
iajs-1834	1	12	عام	عام	ADP
iajs-1834	1	13	1(العدد	1(العدد	NUM
iajs-1834	1	14	)	)	PUNCT
iajs-1834	1	15	31(المجلد	31(المجلد	NUM
iajs-1834	1	16	مجلة	مجلة	NOUN
iajs-1834	1	17	إبن	إبن	VERB
iajs-1834	1	18	الهيثم	الهيثم	ADJ
iajs-1834	1	19	للعلوم	للعلوم	NOUN
iajs-1834	1	20	الصرفة	الصرفة	NOUN
iajs-1834	2	1	و	و	PRON
iajs-1834	2	2	التطبيقية	التطبيقية	ADJ
iajs-1834	2	3	ibn	ibn	PROPN
iajs-1834	2	4	al	al	PROPN
iajs-1834	2	5	-	-	PUNCT
iajs-1834	2	6	haitham	haitham	PROPN
iajs-1834	2	7	j.	j.	PROPN
iajs-1834	2	8	for	for	ADP
iajs-1834	2	9	pure	pure	PROPN
iajs-1834	2	10	&	&	CCONJ
iajs-1834	2	11	appl	appl	PROPN
iajs-1834	2	12	.	.	PUNCT
iajs-1834	3	1	sci	sci	PROPN
iajs-1834	3	2	.	.	PUNCT
iajs-1834	4	1	vol.31	vol.31	PROPN
iajs-1834	4	2	(	(	PUNCT
iajs-1834	4	3	1	1	NUM
iajs-1834	4	4	)	)	PUNCT
iajs-1834	4	5	2018	2018	NUM
iajs-1834	4	6	an	an	DET
iajs-1834	4	7	improvement	improvement	NOUN
iajs-1834	4	8	of	of	ADP
iajs-1834	4	9	mri	mri	NOUN
iajs-1834	4	10	brain	brain	NOUN
iajs-1834	4	11	images	image	NOUN
iajs-1834	4	12	classification	classification	NOUN
iajs-1834	4	13	using	use	VERB
iajs-1834	4	14	dragonfly	dragonfly	NOUN
iajs-1834	4	15	algorithm	algorithm	NOUN
iajs-1834	4	16	as	as	ADP
iajs-1834	4	17	trainer	trainer	NOUN
iajs-1834	4	18	of	of	ADP
iajs-1834	4	19	artificial	artificial	ADJ
iajs-1834	4	20	neural	neural	ADJ
iajs-1834	4	21	network	network	NOUN
iajs-1834	4	22	ahmed	ahme	VERB
iajs-1834	4	23	talib	talib	PROPN
iajs-1834	4	24	abdulameer	abdulameer	NOUN
iajs-1834	4	25	dept	dept	PROPN
iajs-1834	4	26	.	.	PROPN
iajs-1834	5	1	of	of	ADP
iajs-1834	5	2	technical	technical	PROPN
iajs-1834	5	3	college	college	PROPN
iajs-1834	5	4	of	of	ADP
iajs-1834	5	5	management	management	NOUN
iajs-1834	5	6	,	,	PUNCT
iajs-1834	5	7	middle	middle	PROPN
iajs-1834	5	8	technical	technical	PROPN
iajs-1834	5	9	university	university	PROPN
iajs-1834	5	10	(	(	PUNCT
iajs-1834	5	11	mtu	mtu	NOUN
iajs-1834	5	12	)	)	PUNCT
iajs-1834	5	13	dr.ahmed.talib@mtu.edu.iq	dr.ahmed.talib@mtu.edu.iq	PROPN
iajs-1834	5	14	received	receive	VERB
iajs-1834	5	15	in	in	ADP
iajs-1834	5	16	:	:	PUNCT
iajs-1834	5	17	18	18	NUM
iajs-1834	5	18	/	/	SYM
iajs-1834	5	19	june/2017	june/2017	NOUN
iajs-1834	5	20	,	,	PUNCT
iajs-1834	5	21	accepted	accept	VERB
iajs-1834	5	22	in:29	in:29	PROPN
iajs-1834	5	23	/	/	SYM
iajs-1834	5	24	october/2017	october/2017	NOUN
iajs-1834	5	25	abstract	abstract	ADJ
iajs-1834	5	26	computer	computer	NOUN
iajs-1834	5	27	software	software	NOUN
iajs-1834	5	28	is	be	AUX
iajs-1834	5	29	frequently	frequently	ADV
iajs-1834	5	30	used	use	VERB
iajs-1834	5	31	for	for	ADP
iajs-1834	5	32	medical	medical	ADJ
iajs-1834	5	33	decision	decision	NOUN
iajs-1834	5	34	support	support	NOUN
iajs-1834	5	35	systems	system	NOUN
iajs-1834	5	36	in	in	ADP
iajs-1834	5	37	different	different	ADJ
iajs-1834	5	38	areas	area	NOUN
iajs-1834	5	39	.	.	PUNCT
iajs-1834	6	1	magnetic	magnetic	ADJ
iajs-1834	6	2	resonance	resonance	NOUN
iajs-1834	6	3	images	image	NOUN
iajs-1834	6	4	(	(	PUNCT
iajs-1834	6	5	mri	mri	NOUN
iajs-1834	6	6	)	)	PUNCT
iajs-1834	6	7	are	be	AUX
iajs-1834	6	8	widely	widely	ADV
iajs-1834	6	9	used	use	VERB
iajs-1834	6	10	images	image	NOUN
iajs-1834	6	11	for	for	ADP
iajs-1834	6	12	brain	brain	NOUN
iajs-1834	6	13	classification	classification	NOUN
iajs-1834	6	14	issue	issue	NOUN
iajs-1834	6	15	.	.	PUNCT
iajs-1834	7	1	this	this	DET
iajs-1834	7	2	paper	paper	NOUN
iajs-1834	7	3	presents	present	VERB
iajs-1834	7	4	an	an	DET
iajs-1834	7	5	improved	improved	ADJ
iajs-1834	7	6	method	method	NOUN
iajs-1834	7	7	for	for	ADP
iajs-1834	7	8	brain	brain	NOUN
iajs-1834	7	9	classification	classification	NOUN
iajs-1834	7	10	of	of	ADP
iajs-1834	7	11	mri	mri	NOUN
iajs-1834	7	12	images	image	NOUN
iajs-1834	7	13	.	.	PUNCT
iajs-1834	8	1	the	the	DET
iajs-1834	8	2	proposed	propose	VERB
iajs-1834	8	3	method	method	NOUN
iajs-1834	8	4	contains	contain	VERB
iajs-1834	8	5	three	three	NUM
iajs-1834	8	6	phases	phase	NOUN
iajs-1834	8	7	,	,	PUNCT
iajs-1834	8	8	which	which	PRON
iajs-1834	8	9	are	be	AUX
iajs-1834	8	10	,	,	PUNCT
iajs-1834	8	11	feature	feature	NOUN
iajs-1834	8	12	extraction	extraction	NOUN
iajs-1834	8	13	,	,	PUNCT
iajs-1834	8	14	dimensionality	dimensionality	NOUN
iajs-1834	8	15	reduction	reduction	NOUN
iajs-1834	8	16	,	,	PUNCT
iajs-1834	8	17	and	and	CCONJ
iajs-1834	8	18	an	an	DET
iajs-1834	8	19	improved	improved	ADJ
iajs-1834	8	20	classification	classification	NOUN
iajs-1834	8	21	technique	technique	NOUN
iajs-1834	8	22	.	.	PUNCT
iajs-1834	9	1	in	in	ADP
iajs-1834	9	2	the	the	DET
iajs-1834	9	3	first	first	ADJ
iajs-1834	9	4	phase	phase	NOUN
iajs-1834	9	5	,	,	PUNCT
iajs-1834	9	6	the	the	DET
iajs-1834	9	7	features	feature	NOUN
iajs-1834	9	8	of	of	ADP
iajs-1834	9	9	mri	mri	NOUN
iajs-1834	9	10	images	image	NOUN
iajs-1834	9	11	are	be	AUX
iajs-1834	9	12	obtained	obtain	VERB
iajs-1834	9	13	by	by	ADP
iajs-1834	9	14	discrete	discrete	ADJ
iajs-1834	9	15	wavelet	wavelet	NOUN
iajs-1834	9	16	transform	transform	NOUN
iajs-1834	9	17	(	(	PUNCT
iajs-1834	9	18	dwt	dwt	NOUN
iajs-1834	9	19	)	)	PUNCT
iajs-1834	9	20	.	.	PUNCT
iajs-1834	10	1	in	in	ADP
iajs-1834	10	2	the	the	DET
iajs-1834	10	3	second	second	ADJ
iajs-1834	10	4	phase	phase	NOUN
iajs-1834	10	5	,	,	PUNCT
iajs-1834	10	6	the	the	DET
iajs-1834	10	7	features	feature	NOUN
iajs-1834	10	8	of	of	ADP
iajs-1834	10	9	mri	mri	NOUN
iajs-1834	10	10	images	image	NOUN
iajs-1834	10	11	have	have	AUX
iajs-1834	10	12	been	be	AUX
iajs-1834	10	13	reduced	reduce	VERB
iajs-1834	10	14	,	,	PUNCT
iajs-1834	10	15	using	use	VERB
iajs-1834	10	16	principal	principal	ADJ
iajs-1834	10	17	component	component	NOUN
iajs-1834	10	18	analysis	analysis	NOUN
iajs-1834	10	19	(	(	PUNCT
iajs-1834	10	20	pca	pca	NOUN
iajs-1834	10	21	)	)	PUNCT
iajs-1834	10	22	.	.	PUNCT
iajs-1834	11	1	in	in	ADP
iajs-1834	11	2	the	the	DET
iajs-1834	11	3	last	last	ADJ
iajs-1834	11	4	(	(	PUNCT
iajs-1834	11	5	third	third	ADJ
iajs-1834	11	6	)	)	PUNCT
iajs-1834	11	7	stage	stage	NOUN
iajs-1834	11	8	,	,	PUNCT
iajs-1834	11	9	an	an	DET
iajs-1834	11	10	improved	improved	ADJ
iajs-1834	11	11	classifier	classifier	NOUN
iajs-1834	11	12	is	be	AUX
iajs-1834	11	13	developed	develop	VERB
iajs-1834	11	14	.	.	PUNCT
iajs-1834	12	1	in	in	ADP
iajs-1834	12	2	the	the	DET
iajs-1834	12	3	proposed	propose	VERB
iajs-1834	12	4	classifier	classifier	NOUN
iajs-1834	12	5	,	,	PUNCT
iajs-1834	12	6	dragonfly	dragonfly	NOUN
iajs-1834	12	7	algorithm	algorithm	PROPN
iajs-1834	12	8	is	be	AUX
iajs-1834	12	9	used	use	VERB
iajs-1834	12	10	instead	instead	ADV
iajs-1834	12	11	of	of	ADP
iajs-1834	12	12	backpropagation	backpropagation	NOUN
iajs-1834	12	13	as	as	ADP
iajs-1834	12	14	training	train	VERB
iajs-1834	12	15	algorithm	algorithm	NOUN
iajs-1834	12	16	for	for	ADP
iajs-1834	12	17	artificial	artificial	ADJ
iajs-1834	12	18	neural	neural	ADJ
iajs-1834	12	19	network	network	NOUN
iajs-1834	12	20	(	(	PUNCT
iajs-1834	12	21	ann	ann	PROPN
iajs-1834	12	22	)	)	PUNCT
iajs-1834	12	23	.	.	PUNCT
iajs-1834	13	1	some	some	DET
iajs-1834	13	2	other	other	ADJ
iajs-1834	13	3	recent	recent	ADJ
iajs-1834	13	4	training	training	NOUN
iajs-1834	13	5	-	-	PUNCT
iajs-1834	13	6	based	base	VERB
iajs-1834	13	7	neural	neural	ADJ
iajs-1834	13	8	networks	network	NOUN
iajs-1834	13	9	,	,	PUNCT
iajs-1834	13	10	svm	svm	PROPN
iajs-1834	13	11	,	,	PUNCT
iajs-1834	13	12	and	and	CCONJ
iajs-1834	13	13	knn	knn	PROPN
iajs-1834	13	14	classifiers	classifier	NOUN
iajs-1834	13	15	are	be	AUX
iajs-1834	13	16	used	use	VERB
iajs-1834	13	17	for	for	ADP
iajs-1834	13	18	comparison	comparison	NOUN
iajs-1834	13	19	with	with	ADP
iajs-1834	13	20	the	the	DET
iajs-1834	13	21	proposed	propose	VERB
iajs-1834	13	22	classifier	classifier	NOUN
iajs-1834	13	23	.	.	PUNCT
iajs-1834	14	1	the	the	DET
iajs-1834	14	2	classifiers	classifier	NOUN
iajs-1834	14	3	are	be	AUX
iajs-1834	14	4	utilized	utilize	VERB
iajs-1834	14	5	to	to	PART
iajs-1834	14	6	classify	classify	VERB
iajs-1834	14	7	image	image	NOUN
iajs-1834	14	8	as	as	ADP
iajs-1834	14	9	normal	normal	ADJ
iajs-1834	14	10	or	or	CCONJ
iajs-1834	14	11	abnormal	abnormal	ADJ
iajs-1834	14	12	mri	mri	NOUN
iajs-1834	14	13	human	human	ADJ
iajs-1834	14	14	brain	brain	NOUN
iajs-1834	14	15	image	image	NOUN
iajs-1834	14	16	.	.	PUNCT
iajs-1834	15	1	the	the	DET
iajs-1834	15	2	results	result	NOUN
iajs-1834	15	3	show	show	VERB
iajs-1834	15	4	that	that	SCONJ
iajs-1834	15	5	the	the	DET
iajs-1834	15	6	proposed	propose	VERB
iajs-1834	15	7	classifier	classifier	NOUN
iajs-1834	15	8	is	be	AUX
iajs-1834	15	9	outperformed	outperform	VERB
iajs-1834	15	10	the	the	DET
iajs-1834	15	11	other	other	ADJ
iajs-1834	15	12	competing	compete	VERB
iajs-1834	15	13	classifiers	classifier	NOUN
iajs-1834	15	14	.	.	PUNCT
iajs-1834	16	1	keywords	keyword	NOUN
iajs-1834	16	2	:	:	PUNCT
iajs-1834	16	3	mri	mri	NOUN
iajs-1834	16	4	brain	brain	NOUN
iajs-1834	16	5	images	image	NOUN
iajs-1834	16	6	,	,	PUNCT
iajs-1834	16	7	artificial	artificial	ADJ
iajs-1834	16	8	neural	neural	ADJ
iajs-1834	16	9	network	network	NOUN
iajs-1834	16	10	,	,	PUNCT
iajs-1834	16	11	dragonfly	dragonfly	NOUN
iajs-1834	16	12	algorithm	algorithm	NOUN
iajs-1834	16	13	,	,	PUNCT
iajs-1834	16	14	backpropagation	backpropagation	NOUN
iajs-1834	16	15	training	training	NOUN
iajs-1834	16	16	algorithm	algorithm	NOUN
iajs-1834	16	17	,	,	PUNCT
iajs-1834	16	18	principal	principal	ADJ
iajs-1834	16	19	component	component	NOUN
iajs-1834	16	20	analysis	analysis	NOUN
iajs-1834	16	21	.	.	PUNCT
iajs-1834	17	1	https://doi.org/10.30526/31.1.1834	https://doi.org/10.30526/31.1.1834	PROPN
iajs-1834	17	2	computer	computer	NOUN
iajs-1834	17	3	|	|	ADV
iajs-1834	17	4	269	269	NUM
iajs-1834	17	5	2018	2018	NUM
iajs-1834	17	6	)	)	PUNCT
iajs-1834	17	7	عام	عام	ADP
iajs-1834	17	8	1(العدد	1(العدد	NUM
iajs-1834	17	9	)	)	PUNCT
iajs-1834	17	10	31(المجلد	31(المجلد	NUM
iajs-1834	17	11	مجلة	مجلة	NOUN
iajs-1834	17	12	إبن	إبن	VERB
iajs-1834	17	13	الهيثم	الهيثم	ADJ
iajs-1834	17	14	للعلوم	للعلوم	NOUN
iajs-1834	17	15	الصرفة	الصرفة	NOUN
iajs-1834	18	1	و	و	PRON
iajs-1834	18	2	التطبيقية	التطبيقية	ADJ
iajs-1834	18	3	ibn	ibn	PROPN
iajs-1834	18	4	al	al	PROPN
iajs-1834	18	5	-	-	PUNCT
iajs-1834	18	6	haitham	haitham	PROPN
iajs-1834	18	7	j.	j.	PROPN
iajs-1834	18	8	for	for	ADP
iajs-1834	18	9	pure	pure	PROPN
iajs-1834	18	10	&	&	CCONJ
iajs-1834	18	11	appl	appl	PROPN
iajs-1834	18	12	.	.	PUNCT
iajs-1834	19	1	sci	sci	PROPN
iajs-1834	19	2	.	.	PUNCT
iajs-1834	20	1	vol.31	vol.31	PROPN
iajs-1834	20	2	(	(	PUNCT
iajs-1834	20	3	1	1	NUM
iajs-1834	20	4	)	)	SYM
iajs-1834	20	5	2018	2018	NUM
iajs-1834	20	6	introduction	introduction	NOUN
iajs-1834	20	7	magnetic	magnetic	ADJ
iajs-1834	20	8	resonance	resonance	NOUN
iajs-1834	20	9	imaging	imaging	NOUN
iajs-1834	20	10	(	(	PUNCT
iajs-1834	20	11	mri	mri	NOUN
iajs-1834	20	12	)	)	PUNCT
iajs-1834	20	13	is	be	AUX
iajs-1834	20	14	used	use	VERB
iajs-1834	20	15	to	to	PART
iajs-1834	20	16	classify	classify	VERB
iajs-1834	20	17	brain	brain	NOUN
iajs-1834	20	18	tissues	tissue	NOUN
iajs-1834	20	19	.	.	PUNCT
iajs-1834	21	1	computer	computer	NOUN
iajs-1834	21	2	-	-	PUNCT
iajs-1834	21	3	based	base	VERB
iajs-1834	21	4	medical	medical	ADJ
iajs-1834	21	5	decision	decision	NOUN
iajs-1834	21	6	support	support	NOUN
iajs-1834	21	7	systems	system	NOUN
iajs-1834	21	8	are	be	AUX
iajs-1834	21	9	now	now	ADV
iajs-1834	21	10	widely	widely	ADV
iajs-1834	21	11	used	use	VERB
iajs-1834	21	12	in	in	ADP
iajs-1834	21	13	medical	medical	ADJ
iajs-1834	21	14	area	area	NOUN
iajs-1834	21	15	,	,	PUNCT
iajs-1834	21	16	such	such	ADJ
iajs-1834	21	17	as	as	ADP
iajs-1834	21	18	cancer	cancer	NOUN
iajs-1834	21	19	research	research	NOUN
iajs-1834	21	20	,	,	PUNCT
iajs-1834	21	21	heart	heart	NOUN
iajs-1834	21	22	diseases	disease	NOUN
iajs-1834	21	23	,	,	PUNCT
iajs-1834	21	24	brain	brain	NOUN
iajs-1834	21	25	tumors	tumor	NOUN
iajs-1834	21	26	,	,	PUNCT
iajs-1834	21	27	and	and	CCONJ
iajs-1834	21	28	many	many	ADJ
iajs-1834	21	29	other	other	ADJ
iajs-1834	21	30	medical	medical	ADJ
iajs-1834	21	31	applications	application	NOUN
iajs-1834	21	32	[	[	X
iajs-1834	21	33	1	1	NUM
iajs-1834	21	34	-	-	SYM
iajs-1834	21	35	3	3	NUM
iajs-1834	21	36	]	]	PUNCT
iajs-1834	21	37	.	.	PUNCT
iajs-1834	22	1	manual	manual	ADJ
iajs-1834	22	2	analysis	analysis	NOUN
iajs-1834	22	3	(	(	PUNCT
iajs-1834	22	4	interpretation	interpretation	NOUN
iajs-1834	22	5	)	)	PUNCT
iajs-1834	22	6	of	of	ADP
iajs-1834	22	7	mri	mri	NOUN
iajs-1834	22	8	images	image	NOUN
iajs-1834	22	9	are	be	AUX
iajs-1834	22	10	tedious	tedious	ADJ
iajs-1834	22	11	and	and	CCONJ
iajs-1834	22	12	costly	costly	ADJ
iajs-1834	22	13	(	(	PUNCT
iajs-1834	22	14	in	in	ADP
iajs-1834	22	15	time	time	NOUN
iajs-1834	22	16	and	and	CCONJ
iajs-1834	22	17	money	money	NOUN
iajs-1834	22	18	)	)	PUNCT
iajs-1834	22	19	due	due	ADP
iajs-1834	22	20	to	to	ADP
iajs-1834	22	21	the	the	DET
iajs-1834	22	22	large	large	ADJ
iajs-1834	22	23	amount	amount	NOUN
iajs-1834	22	24	of	of	ADP
iajs-1834	22	25	image	image	NOUN
iajs-1834	22	26	data	datum	NOUN
iajs-1834	22	27	.	.	PUNCT
iajs-1834	23	1	this	this	PRON
iajs-1834	23	2	imposes	impose	VERB
iajs-1834	23	3	to	to	PART
iajs-1834	23	4	develop	develop	VERB
iajs-1834	23	5	computer	computer	NOUN
iajs-1834	23	6	-	-	PUNCT
iajs-1834	23	7	aided	aid	VERB
iajs-1834	23	8	diagnosis	diagnosis	NOUN
iajs-1834	23	9	software	software	NOUN
iajs-1834	23	10	.	.	PUNCT
iajs-1834	24	1	in	in	ADP
iajs-1834	24	2	other	other	ADJ
iajs-1834	24	3	words	word	NOUN
iajs-1834	24	4	,	,	PUNCT
iajs-1834	24	5	automatic	automatic	ADJ
iajs-1834	24	6	human	human	ADJ
iajs-1834	24	7	brain	brain	NOUN
iajs-1834	24	8	classification	classification	NOUN
iajs-1834	24	9	is	be	AUX
iajs-1834	24	10	motivated	motivate	VERB
iajs-1834	24	11	nowadays	nowadays	ADV
iajs-1834	24	12	.	.	PUNCT
iajs-1834	25	1	automatic	automatic	ADJ
iajs-1834	25	2	classification	classification	NOUN
iajs-1834	25	3	as	as	ADP
iajs-1834	25	4	normal	normal	ADJ
iajs-1834	25	5	/	/	SYM
iajs-1834	25	6	diseased	diseased	ADJ
iajs-1834	25	7	for	for	ADP
iajs-1834	25	8	human	human	ADJ
iajs-1834	25	9	brain	brain	NOUN
iajs-1834	25	10	(	(	PUNCT
iajs-1834	25	11	hb	hb	X
iajs-1834	25	12	)	)	PUNCT
iajs-1834	25	13	using	use	VERB
iajs-1834	25	14	mri	mri	NOUN
iajs-1834	25	15	images	image	NOUN
iajs-1834	25	16	becomes	become	VERB
iajs-1834	25	17	very	very	ADV
iajs-1834	25	18	important	important	ADJ
iajs-1834	25	19	in	in	ADP
iajs-1834	25	20	clinical	clinical	ADJ
iajs-1834	25	21	studies	study	NOUN
iajs-1834	25	22	.	.	PUNCT
iajs-1834	26	1	classification	classification	NOUN
iajs-1834	26	2	of	of	ADP
iajs-1834	26	3	hb	hb	NOUN
iajs-1834	26	4	using	use	VERB
iajs-1834	26	5	mri	mri	NOUN
iajs-1834	26	6	images	image	NOUN
iajs-1834	26	7	can	can	AUX
iajs-1834	26	8	be	be	AUX
iajs-1834	26	9	achieved	achieve	VERB
iajs-1834	26	10	by	by	ADP
iajs-1834	26	11	either	either	CCONJ
iajs-1834	26	12	supervised	supervised	ADJ
iajs-1834	26	13	learning	learn	VERB
iajs-1834	26	14	such	such	ADJ
iajs-1834	26	15	as	as	ADP
iajs-1834	26	16	ann	ann	PROPN
iajs-1834	26	17	,	,	PUNCT
iajs-1834	26	18	k	k	X
iajs-1834	26	19	-	-	PUNCT
iajs-1834	26	20	nearest	near	ADJ
iajs-1834	26	21	neighbors	neighbor	NOUN
iajs-1834	26	22	(	(	PUNCT
iajs-1834	26	23	k	k	X
iajs-1834	26	24	-	-	PUNCT
iajs-1834	26	25	nn	nn	NOUN
iajs-1834	26	26	)	)	PUNCT
iajs-1834	26	27	,	,	PUNCT
iajs-1834	26	28	artificial	artificial	ADJ
iajs-1834	26	29	neural	neural	ADJ
iajs-1834	26	30	network	network	NOUN
iajs-1834	26	31	(	(	PUNCT
iajs-1834	26	32	ann	ann	PROPN
iajs-1834	26	33	)	)	PUNCT
iajs-1834	26	34	and	and	CCONJ
iajs-1834	26	35	support	support	VERB
iajs-1834	26	36	vector	vector	NOUN
iajs-1834	26	37	machine	machine	NOUN
iajs-1834	26	38	(	(	PUNCT
iajs-1834	26	39	svm	svm	PROPN
iajs-1834	26	40	)	)	PUNCT
iajs-1834	26	41	,	,	PUNCT
iajs-1834	26	42	or	or	CCONJ
iajs-1834	26	43	unsupervised	unsupervised	ADJ
iajs-1834	26	44	learning	learning	NOUN
iajs-1834	26	45	such	such	ADJ
iajs-1834	26	46	as	as	ADP
iajs-1834	26	47	self	self	NOUN
iajs-1834	26	48	-	-	PUNCT
iajs-1834	26	49	organization	organization	NOUN
iajs-1834	26	50	map	map	NOUN
iajs-1834	26	51	(	(	PUNCT
iajs-1834	26	52	som	som	NOUN
iajs-1834	26	53	)	)	PUNCT
iajs-1834	27	1	[	[	X
iajs-1834	27	2	4	4	NUM
iajs-1834	27	3	,	,	PUNCT
iajs-1834	27	4	5	5	NUM
iajs-1834	27	5	]	]	PUNCT
iajs-1834	27	6	.	.	PUNCT
iajs-1834	28	1	in	in	ADP
iajs-1834	28	2	this	this	DET
iajs-1834	28	3	research	research	NOUN
iajs-1834	28	4	,	,	PUNCT
iajs-1834	28	5	supervised	supervised	ADJ
iajs-1834	28	6	machine	machine	NOUN
iajs-1834	28	7	learning	learning	NOUN
iajs-1834	28	8	algorithms	algorithm	NOUN
iajs-1834	28	9	(	(	PUNCT
iajs-1834	28	10	ann	ann	PROPN
iajs-1834	28	11	)	)	PUNCT
iajs-1834	28	12	is	be	AUX
iajs-1834	28	13	used	use	VERB
iajs-1834	28	14	for	for	ADP
iajs-1834	28	15	hb	hb	NOUN
iajs-1834	28	16	classification	classification	NOUN
iajs-1834	28	17	using	use	VERB
iajs-1834	28	18	mri	mri	NOUN
iajs-1834	28	19	images	image	NOUN
iajs-1834	28	20	under	under	ADP
iajs-1834	28	21	two	two	NUM
iajs-1834	28	22	categories	category	NOUN
iajs-1834	28	23	(	(	PUNCT
iajs-1834	28	24	normal	normal	ADJ
iajs-1834	28	25	or	or	CCONJ
iajs-1834	28	26	abnormal	abnormal	ADJ
iajs-1834	28	27	)	)	PUNCT
iajs-1834	28	28	.	.	PUNCT
iajs-1834	29	1	this	this	PRON
iajs-1834	29	2	is	be	AUX
iajs-1834	29	3	because	because	SCONJ
iajs-1834	29	4	;	;	PUNCT
iajs-1834	29	5	supervised	supervise	VERB
iajs-1834	29	6	learning	learning	NOUN
iajs-1834	29	7	classifiers	classifier	NOUN
iajs-1834	29	8	perform	perform	VERB
iajs-1834	29	9	better	well	ADJ
iajs-1834	29	10	than	than	ADP
iajs-1834	29	11	unsupervised	unsupervised	ADJ
iajs-1834	29	12	classifiers	classifier	NOUN
iajs-1834	29	13	in	in	ADP
iajs-1834	29	14	terms	term	NOUN
iajs-1834	29	15	of	of	ADP
iajs-1834	29	16	accuracy	accuracy	NOUN
iajs-1834	29	17	of	of	ADP
iajs-1834	29	18	classification	classification	NOUN
iajs-1834	29	19	process	process	NOUN
iajs-1834	29	20	[	[	X
iajs-1834	29	21	6	6	NUM
iajs-1834	29	22	]	]	PUNCT
iajs-1834	29	23	.	.	PUNCT
iajs-1834	30	1	traditional	traditional	ADJ
iajs-1834	30	2	artificial	artificial	ADJ
iajs-1834	30	3	neural	neural	ADJ
iajs-1834	30	4	network	network	NOUN
iajs-1834	30	5	(	(	PUNCT
iajs-1834	30	6	ann	ann	PROPN
iajs-1834	30	7	)	)	PUNCT
iajs-1834	30	8	uses	use	VERB
iajs-1834	30	9	multilayer	multilayer	NOUN
iajs-1834	30	10	feed	feed	NOUN
iajs-1834	30	11	forward	forward	ADV
iajs-1834	30	12	neural	neural	ADJ
iajs-1834	30	13	network	network	NOUN
iajs-1834	30	14	algorithm	algorithm	NOUN
iajs-1834	30	15	and	and	CCONJ
iajs-1834	30	16	back	back	ADJ
iajs-1834	30	17	propagation	propagation	NOUN
iajs-1834	30	18	algorithm	algorithm	NOUN
iajs-1834	30	19	(	(	PUNCT
iajs-1834	30	20	bp	bp	PROPN
iajs-1834	30	21	)	)	PUNCT
iajs-1834	30	22	to	to	PART
iajs-1834	30	23	modify	modify	VERB
iajs-1834	30	24	the	the	DET
iajs-1834	30	25	weight	weight	NOUN
iajs-1834	30	26	.	.	PUNCT
iajs-1834	31	1	ann	ann	PROPN
iajs-1834	31	2	used	use	VERB
iajs-1834	31	3	gradient	gradient	NOUN
iajs-1834	31	4	descent	descent	NOUN
iajs-1834	31	5	(	(	PUNCT
iajs-1834	31	6	gd	gd	NOUN
iajs-1834	31	7	)	)	PUNCT
iajs-1834	31	8	strategy	strategy	NOUN
iajs-1834	31	9	for	for	ADP
iajs-1834	31	10	weight	weight	NOUN
iajs-1834	31	11	optimization	optimization	NOUN
iajs-1834	31	12	.	.	PUNCT
iajs-1834	32	1	meta	meta	ADJ
iajs-1834	32	2	-	-	PUNCT
iajs-1834	32	3	heuristic	heuristic	NOUN
iajs-1834	32	4	has	have	AUX
iajs-1834	32	5	been	be	AUX
iajs-1834	32	6	effectively	effectively	ADV
iajs-1834	32	7	applied	apply	VERB
iajs-1834	32	8	on	on	ADP
iajs-1834	32	9	ann	ann	PROPN
iajs-1834	32	10	to	to	PART
iajs-1834	32	11	speed	speed	VERB
iajs-1834	32	12	the	the	DET
iajs-1834	32	13	training	training	NOUN
iajs-1834	32	14	process	process	NOUN
iajs-1834	32	15	by	by	ADP
iajs-1834	32	16	replacing	replace	VERB
iajs-1834	32	17	the	the	DET
iajs-1834	32	18	gd	gd	ADJ
iajs-1834	32	19	strategy	strategy	NOUN
iajs-1834	32	20	by	by	ADP
iajs-1834	32	21	iterative	iterative	ADJ
iajs-1834	32	22	evolutionary	evolutionary	ADJ
iajs-1834	32	23	strategy	strategy	NOUN
iajs-1834	32	24	or	or	CCONJ
iajs-1834	32	25	swarm	swarm	NOUN
iajs-1834	32	26	intelligence	intelligence	NOUN
iajs-1834	32	27	strategy	strategy	NOUN
iajs-1834	33	1	[	[	X
iajs-1834	33	2	7	7	NUM
iajs-1834	33	3	-	-	SYM
iajs-1834	33	4	10	10	NUM
iajs-1834	33	5	]	]	PUNCT
iajs-1834	33	6	.	.	PUNCT
iajs-1834	34	1	meta	meta	ADJ
iajs-1834	34	2	-	-	PUNCT
iajs-1834	34	3	heuristic	heuristic	ADJ
iajs-1834	34	4	algorithms	algorithm	NOUN
iajs-1834	34	5	are	be	AUX
iajs-1834	34	6	used	use	VERB
iajs-1834	34	7	to	to	PART
iajs-1834	34	8	find	find	VERB
iajs-1834	34	9	good	good	ADJ
iajs-1834	34	10	(	(	PUNCT
iajs-1834	34	11	near-	near-	SYM
iajs-1834	34	12	)	)	PUNCT
iajs-1834	34	13	optimal	optimal	ADJ
iajs-1834	34	14	solutions	solution	NOUN
iajs-1834	34	15	at	at	ADP
iajs-1834	34	16	a	a	DET
iajs-1834	34	17	reasonable	reasonable	ADJ
iajs-1834	34	18	cost	cost	NOUN
iajs-1834	34	19	(	(	PUNCT
iajs-1834	34	20	in	in	ADP
iajs-1834	34	21	terms	term	NOUN
iajs-1834	34	22	of	of	ADP
iajs-1834	34	23	computationally	computationally	ADV
iajs-1834	34	24	or	or	CCONJ
iajs-1834	34	25	time	time	NOUN
iajs-1834	34	26	)	)	PUNCT
iajs-1834	35	1	but	but	CCONJ
iajs-1834	35	2	without	without	ADP
iajs-1834	35	3	guaranteeing	guarantee	VERB
iajs-1834	35	4	feasibility	feasibility	NOUN
iajs-1834	35	5	or	or	CCONJ
iajs-1834	35	6	optimality	optimality	NOUN
iajs-1834	35	7	[	[	X
iajs-1834	35	8	11	11	NUM
iajs-1834	35	9	]	]	PUNCT
iajs-1834	35	10	.	.	PUNCT
iajs-1834	36	1	meta	meta	ADJ
iajs-1834	36	2	-	-	PUNCT
iajs-1834	36	3	heuristic	heuristic	ADJ
iajs-1834	36	4	algorithms	algorithm	NOUN
iajs-1834	36	5	use	use	VERB
iajs-1834	36	6	different	different	ADJ
iajs-1834	36	7	strategies	strategy	NOUN
iajs-1834	36	8	for	for	ADP
iajs-1834	36	9	example	example	NOUN
iajs-1834	36	10	genetic	genetic	ADJ
iajs-1834	36	11	algorithm	algorithm	NOUN
iajs-1834	36	12	(	(	PUNCT
iajs-1834	36	13	ga	ga	NOUN
iajs-1834	36	14	)	)	PUNCT
iajs-1834	36	15	and	and	CCONJ
iajs-1834	36	16	particle	particle	NOUN
iajs-1834	36	17	swarm	swarm	NOUN
iajs-1834	36	18	optimization	optimization	NOUN
iajs-1834	36	19	(	(	PUNCT
iajs-1834	36	20	pso	pso	NOUN
iajs-1834	36	21	)	)	PUNCT
iajs-1834	36	22	.	.	PUNCT
iajs-1834	37	1	these	these	DET
iajs-1834	37	2	algorithms	algorithm	NOUN
iajs-1834	37	3	search	search	VERB
iajs-1834	37	4	iteratively	iteratively	ADV
iajs-1834	37	5	to	to	PART
iajs-1834	37	6	find	find	VERB
iajs-1834	37	7	the	the	DET
iajs-1834	37	8	global	global	ADJ
iajs-1834	37	9	(	(	PUNCT
iajs-1834	37	10	or	or	CCONJ
iajs-1834	37	11	near	near	ADV
iajs-1834	37	12	-	-	PUNCT
iajs-1834	37	13	global	global	ADJ
iajs-1834	37	14	)	)	PUNCT
iajs-1834	37	15	optimum	optimum	NOUN
iajs-1834	37	16	but	but	CCONJ
iajs-1834	37	17	in	in	ADP
iajs-1834	37	18	some	some	DET
iajs-1834	37	19	time	time	NOUN
iajs-1834	37	20	trapped	trap	VERB
iajs-1834	37	21	in	in	ADP
iajs-1834	37	22	local	local	ADJ
iajs-1834	37	23	optimum	optimum	NOUN
iajs-1834	37	24	.	.	PUNCT
iajs-1834	38	1	dragonfly	dragonfly	NOUN
iajs-1834	38	2	algorithm	algorithm	PROPN
iajs-1834	38	3	(	(	PUNCT
iajs-1834	38	4	da	da	NOUN
iajs-1834	38	5	)	)	PUNCT
iajs-1834	38	6	is	be	AUX
iajs-1834	38	7	one	one	NUM
iajs-1834	38	8	of	of	ADP
iajs-1834	38	9	modern	modern	ADJ
iajs-1834	38	10	meta	meta	ADJ
iajs-1834	38	11	-	-	PUNCT
iajs-1834	38	12	heuristic	heuristic	ADJ
iajs-1834	38	13	bio	bio	NOUN
iajs-1834	38	14	-	-	PUNCT
iajs-1834	38	15	inspired	inspire	VERB
iajs-1834	38	16	algorithm	algorithm	NOUN
iajs-1834	38	17	developed	develop	VERB
iajs-1834	38	18	by	by	ADP
iajs-1834	38	19	[	[	X
iajs-1834	38	20	3	3	NUM
iajs-1834	38	21	]	]	PUNCT
iajs-1834	38	22	.da	.da	PUNCT
iajs-1834	38	23	is	be	AUX
iajs-1834	38	24	used	use	VERB
iajs-1834	38	25	in	in	ADP
iajs-1834	38	26	this	this	DET
iajs-1834	38	27	research	research	NOUN
iajs-1834	38	28	to	to	PART
iajs-1834	38	29	train	train	VERB
iajs-1834	38	30	ann	ann	PROPN
iajs-1834	38	31	to	to	PART
iajs-1834	38	32	speed	speed	VERB
iajs-1834	38	33	up	up	ADP
iajs-1834	38	34	training	training	NOUN
iajs-1834	38	35	as	as	ADV
iajs-1834	38	36	well	well	ADV
iajs-1834	38	37	as	as	ADP
iajs-1834	38	38	to	to	PART
iajs-1834	38	39	avoid	avoid	VERB
iajs-1834	38	40	local	local	ADJ
iajs-1834	38	41	minimum	minimum	ADJ
iajs-1834	38	42	problem	problem	NOUN
iajs-1834	38	43	of	of	ADP
iajs-1834	38	44	ann	ann	PROPN
iajs-1834	38	45	.	.	PUNCT
iajs-1834	39	1	wavelet	wavelet	PROPN
iajs-1834	39	2	transform	transform	NOUN
iajs-1834	39	3	is	be	AUX
iajs-1834	39	4	used	use	VERB
iajs-1834	39	5	in	in	ADP
iajs-1834	39	6	mri	mri	NOUN
iajs-1834	39	7	brain	brain	NOUN
iajs-1834	39	8	images	image	NOUN
iajs-1834	39	9	classification	classification	NOUN
iajs-1834	39	10	,	,	PUNCT
iajs-1834	39	11	because	because	SCONJ
iajs-1834	39	12	it	it	PRON
iajs-1834	39	13	contains	contain	VERB
iajs-1834	39	14	different	different	ADJ
iajs-1834	39	15	levels	level	NOUN
iajs-1834	39	16	of	of	ADP
iajs-1834	39	17	resolution	resolution	NOUN
iajs-1834	39	18	.	.	PUNCT
iajs-1834	40	1	the	the	DET
iajs-1834	40	2	problem	problem	NOUN
iajs-1834	40	3	of	of	ADP
iajs-1834	40	4	this	this	DET
iajs-1834	40	5	method	method	NOUN
iajs-1834	40	6	requires	require	VERB
iajs-1834	40	7	large	large	ADJ
iajs-1834	40	8	storage	storage	NOUN
iajs-1834	40	9	as	as	ADV
iajs-1834	40	10	well	well	ADV
iajs-1834	40	11	as	as	ADP
iajs-1834	40	12	it	it	PRON
iajs-1834	40	13	is	be	AUX
iajs-1834	40	14	expensive	expensive	ADJ
iajs-1834	40	15	computationally	computationally	ADV
iajs-1834	40	16	.	.	PUNCT
iajs-1834	41	1	therefore	therefore	ADV
iajs-1834	41	2	,	,	PUNCT
iajs-1834	41	3	dimension	dimension	NOUN
iajs-1834	41	4	reduction	reduction	NOUN
iajs-1834	41	5	technique	technique	NOUN
iajs-1834	41	6	,	,	PUNCT
iajs-1834	41	7	the	the	DET
iajs-1834	41	8	principal	principal	ADJ
iajs-1834	41	9	component	component	NOUN
iajs-1834	41	10	analysis	analysis	NOUN
iajs-1834	41	11	(	(	PUNCT
iajs-1834	41	12	pca	pca	NOUN
iajs-1834	41	13	)	)	PUNCT
iajs-1834	41	14	,	,	PUNCT
iajs-1834	41	15	is	be	AUX
iajs-1834	41	16	used	use	VERB
iajs-1834	41	17	.	.	PUNCT
iajs-1834	42	1	pca	pca	PROPN
iajs-1834	42	2	is	be	AUX
iajs-1834	42	3	attractive	attractive	ADJ
iajs-1834	42	4	where	where	SCONJ
iajs-1834	42	5	it	it	PRON
iajs-1834	42	6	efficiently	efficiently	ADV
iajs-1834	42	7	reduces	reduce	VERB
iajs-1834	42	8	dimensions	dimension	NOUN
iajs-1834	42	9	of	of	ADP
iajs-1834	42	10	the	the	DET
iajs-1834	42	11	data	datum	NOUN
iajs-1834	42	12	,	,	PUNCT
iajs-1834	42	13	thus	thus	ADV
iajs-1834	42	14	it	it	PRON
iajs-1834	42	15	reduces	reduce	VERB
iajs-1834	42	16	the	the	DET
iajs-1834	42	17	computational	computational	ADJ
iajs-1834	42	18	cost	cost	NOUN
iajs-1834	42	19	of	of	ADP
iajs-1834	42	20	data	datum	NOUN
iajs-1834	42	21	processing	processing	NOUN
iajs-1834	42	22	.	.	PUNCT
iajs-1834	43	1	hence	hence	ADV
iajs-1834	43	2	,	,	PUNCT
iajs-1834	43	3	the	the	DET
iajs-1834	43	4	contribution	contribution	NOUN
iajs-1834	43	5	of	of	ADP
iajs-1834	43	6	this	this	DET
iajs-1834	43	7	paper	paper	NOUN
iajs-1834	43	8	is	be	AUX
iajs-1834	43	9	using	use	VERB
iajs-1834	43	10	dragonfly	dragonfly	NOUN
iajs-1834	43	11	algorithm	algorithm	NOUN
iajs-1834	43	12	(	(	PUNCT
iajs-1834	43	13	da	da	NOUN
iajs-1834	43	14	)	)	PUNCT
iajs-1834	43	15	to	to	PART
iajs-1834	43	16	train	train	VERB
iajs-1834	43	17	ann	ann	PROPN
iajs-1834	43	18	instead	instead	ADV
iajs-1834	43	19	of	of	ADP
iajs-1834	43	20	bp	bp	PROPN
iajs-1834	43	21	algorithm	algorithm	NOUN
iajs-1834	43	22	to	to	PART
iajs-1834	43	23	overcome	overcome	VERB
iajs-1834	43	24	the	the	DET
iajs-1834	43	25	local	local	ADJ
iajs-1834	43	26	minimum	minimum	NOUN
iajs-1834	43	27	problem	problem	NOUN
iajs-1834	43	28	.	.	PUNCT
iajs-1834	44	1	organization	organization	NOUN
iajs-1834	44	2	of	of	ADP
iajs-1834	44	3	this	this	DET
iajs-1834	44	4	paper	paper	NOUN
iajs-1834	44	5	is	be	AUX
iajs-1834	44	6	as	as	SCONJ
iajs-1834	44	7	follows	follow	VERB
iajs-1834	44	8	:	:	PUNCT
iajs-1834	44	9	section	section	NOUN
iajs-1834	44	10	2	2	NUM
iajs-1834	44	11	summarizes	summarize	NOUN
iajs-1834	44	12	the	the	DET
iajs-1834	44	13	related	relate	VERB
iajs-1834	44	14	works	work	NOUN
iajs-1834	44	15	of	of	ADP
iajs-1834	44	16	this	this	DET
iajs-1834	44	17	research	research	NOUN
iajs-1834	44	18	.	.	PUNCT
iajs-1834	45	1	the	the	DET
iajs-1834	45	2	proposed	propose	VERB
iajs-1834	45	3	methodology	methodology	NOUN
iajs-1834	45	4	is	be	AUX
iajs-1834	45	5	presented	present	VERB
iajs-1834	45	6	in	in	ADP
iajs-1834	45	7	section	section	NOUN
iajs-1834	45	8	3	3	NUM
iajs-1834	45	9	.	.	PUNCT
iajs-1834	46	1	experiments	experiment	NOUN
iajs-1834	46	2	settings	setting	NOUN
iajs-1834	46	3	,	,	PUNCT
iajs-1834	46	4	which	which	PRON
iajs-1834	46	5	include	include	VERB
iajs-1834	46	6	evaluation	evaluation	NOUN
iajs-1834	46	7	metrics	metric	NOUN
iajs-1834	46	8	,	,	PUNCT
iajs-1834	46	9	evaluation	evaluation	NOUN
iajs-1834	46	10	dataset	dataset	NOUN
iajs-1834	46	11	,	,	PUNCT
iajs-1834	46	12	and	and	CCONJ
iajs-1834	46	13	competing	compete	VERB
iajs-1834	46	14	classifiers	classifier	NOUN
iajs-1834	46	15	are	be	AUX
iajs-1834	46	16	described	describe	VERB
iajs-1834	46	17	in	in	ADP
iajs-1834	46	18	section	section	NOUN
iajs-1834	46	19	4	4	NUM
iajs-1834	46	20	.	.	PUNCT
iajs-1834	46	21	results	result	NOUN
iajs-1834	46	22	and	and	CCONJ
iajs-1834	46	23	discussion	discussion	NOUN
iajs-1834	46	24	are	be	AUX
iajs-1834	46	25	displayed	display	VERB
iajs-1834	46	26	in	in	ADP
iajs-1834	46	27	section	section	NOUN
iajs-1834	46	28	5	5	NUM
iajs-1834	46	29	.	.	PUNCT
iajs-1834	47	1	finally	finally	ADV
iajs-1834	47	2	,	,	PUNCT
iajs-1834	47	3	conclusion	conclusion	NOUN
iajs-1834	47	4	is	be	AUX
iajs-1834	47	5	presented	present	VERB
iajs-1834	47	6	in	in	ADP
iajs-1834	47	7	section	section	NOUN
iajs-1834	47	8	6	6	NUM
iajs-1834	47	9	.	.	PUNCT
iajs-1834	48	1	related	relate	VERB
iajs-1834	48	2	works	work	NOUN
iajs-1834	48	3	authors	author	NOUN
iajs-1834	48	4	in	in	ADP
iajs-1834	48	5	[	[	X
iajs-1834	48	6	7	7	NUM
iajs-1834	48	7	]	]	PUNCT
iajs-1834	48	8	show	show	VERB
iajs-1834	48	9	that	that	SCONJ
iajs-1834	48	10	the	the	DET
iajs-1834	48	11	pso	pso	NOUN
iajs-1834	48	12	is	be	AUX
iajs-1834	48	13	better	well	ADJ
iajs-1834	48	14	than	than	ADP
iajs-1834	48	15	bp	bp	PROPN
iajs-1834	48	16	in	in	ADP
iajs-1834	48	17	weight	weight	NOUN
iajs-1834	48	18	modification	modification	NOUN
iajs-1834	48	19	of	of	ADP
iajs-1834	48	20	ann	ann	PROPN
iajs-1834	48	21	.	.	PUNCT
iajs-1834	49	1	authors	author	NOUN
iajs-1834	49	2	in	in	ADP
iajs-1834	49	3	[	[	X
iajs-1834	49	4	12	12	NUM
iajs-1834	49	5	]	]	PUNCT
iajs-1834	49	6	use	use	NOUN
iajs-1834	49	7	an	an	DET
iajs-1834	49	8	improved	improved	ADJ
iajs-1834	49	9	ga	ga	NOUN
iajs-1834	49	10	for	for	ADP
iajs-1834	49	11	tuning	tuning	NOUN
iajs-1834	49	12	of	of	ADP
iajs-1834	49	13	parameters	parameter	NOUN
iajs-1834	49	14	of	of	ADP
iajs-1834	49	15	ann	ann	PROPN
iajs-1834	49	16	.	.	PUNCT
iajs-1834	49	17	hybrid	hybrid	PROPN
iajs-1834	49	18	of	of	ADP
iajs-1834	49	19	ga	ga	PROPN
iajs-1834	49	20	and	and	CCONJ
iajs-1834	49	21	pso	pso	NOUN
iajs-1834	49	22	is	be	AUX
iajs-1834	49	23	used	use	VERB
iajs-1834	49	24	in	in	ADP
iajs-1834	49	25	[	[	X
iajs-1834	49	26	9	9	NUM
iajs-1834	49	27	]	]	PUNCT
iajs-1834	49	28	for	for	ADP
iajs-1834	49	29	ann	ann	PROPN
iajs-1834	49	30	parameter	parameter	PROPN
iajs-1834	49	31	optimization	optimization	NOUN
iajs-1834	49	32	where	where	SCONJ
iajs-1834	49	33	this	this	DET
iajs-1834	49	34	hybrid	hybrid	ADJ
iajs-1834	49	35	method	method	NOUN
iajs-1834	49	36	surpasses	surpass	VERB
iajs-1834	49	37	the	the	DET
iajs-1834	49	38	separated	separated	ADJ
iajs-1834	49	39	pso	pso	NOUN
iajs-1834	49	40	and	and	CCONJ
iajs-1834	49	41	ga	ga	PROPN
iajs-1834	49	42	in	in	ADP
iajs-1834	49	43	fuzzy	fuzzy	ADJ
iajs-1834	49	44	neural	neural	ADJ
iajs-1834	49	45	network	network	NOUN
iajs-1834	49	46	.	.	PUNCT
iajs-1834	50	1	authors	author	NOUN
iajs-1834	50	2	in	in	ADP
iajs-1834	50	3	[	[	X
iajs-1834	50	4	10	10	NUM
iajs-1834	50	5	]	]	PUNCT
iajs-1834	50	6	used	use	VERB
iajs-1834	50	7	optimized	optimize	VERB
iajs-1834	50	8	particle	particle	NOUN
iajs-1834	50	9	swarm	swarm	NOUN
iajs-1834	50	10	optimization	optimization	NOUN
iajs-1834	50	11	(	(	PUNCT
iajs-1834	50	12	opso	opso	NOUN
iajs-1834	50	13	)	)	PUNCT
iajs-1834	50	14	for	for	ADP
iajs-1834	50	15	acceleration	acceleration	NOUN
iajs-1834	50	16	the	the	DET
iajs-1834	50	17	training	training	NOUN
iajs-1834	50	18	of	of	ADP
iajs-1834	50	19	ann.therefore	ann.therefore	NOUN
iajs-1834	50	20	,	,	PUNCT
iajs-1834	50	21	structure	structure	NOUN
iajs-1834	50	22	of	of	ADP
iajs-1834	50	23	proposed	propose	VERB
iajs-1834	50	24	learning	learning	NOUN
iajs-1834	50	25	model	model	NOUN
iajs-1834	50	26	is	be	AUX
iajs-1834	50	27	similar	similar	ADJ
iajs-1834	50	28	to	to	ADP
iajs-1834	50	29	traditional	traditional	ADJ
iajs-1834	50	30	neural	neural	ADJ
iajs-1834	50	31	network	network	NOUN
iajs-1834	50	32	;	;	PUNCT
iajs-1834	50	33	but	but	CCONJ
iajs-1834	50	34	with	with	ADP
iajs-1834	50	35	little	little	ADJ
iajs-1834	50	36	modifications	modification	NOUN
iajs-1834	50	37	for	for	ADP
iajs-1834	50	38	better	well	ADJ
iajs-1834	50	39	ability	ability	NOUN
iajs-1834	50	40	of	of	ADP
iajs-1834	50	41	learning	learn	VERB
iajs-1834	50	42	.	.	PUNCT
iajs-1834	51	1	https://doi.org/10.30526/31.1.1834	https://doi.org/10.30526/31.1.1834	PROPN
iajs-1834	51	2	computer	computer	NOUN
iajs-1834	51	3	|	|	ADV
iajs-1834	51	4	270	270	NUM
iajs-1834	51	5	2018	2018	NUM
iajs-1834	51	6	)	)	PUNCT
iajs-1834	51	7	عام	عام	ADP
iajs-1834	51	8	1(العدد	1(العدد	NUM
iajs-1834	51	9	)	)	PUNCT
iajs-1834	51	10	31(المجلد	31(المجلد	NUM
iajs-1834	51	11	مجلة	مجلة	NOUN
iajs-1834	51	12	إبن	إبن	VERB
iajs-1834	51	13	الهيثم	الهيثم	ADJ
iajs-1834	51	14	للعلوم	للعلوم	NOUN
iajs-1834	51	15	الصرفة	الصرفة	NOUN
iajs-1834	52	1	و	و	PRON
iajs-1834	52	2	التطبيقية	التطبيقية	ADJ
iajs-1834	52	3	ibn	ibn	PROPN
iajs-1834	52	4	al	al	PROPN
iajs-1834	52	5	-	-	PUNCT
iajs-1834	52	6	haitham	haitham	PROPN
iajs-1834	52	7	j.	j.	PROPN
iajs-1834	52	8	for	for	ADP
iajs-1834	52	9	pure	pure	PROPN
iajs-1834	52	10	&	&	CCONJ
iajs-1834	52	11	appl	appl	PROPN
iajs-1834	52	12	.	.	PUNCT
iajs-1834	53	1	sci	sci	PROPN
iajs-1834	53	2	.	.	PUNCT
iajs-1834	54	1	vol.31	vol.31	PROPN
iajs-1834	54	2	(	(	PUNCT
iajs-1834	54	3	1	1	NUM
iajs-1834	54	4	)	)	PUNCT
iajs-1834	54	5	2018	2018	NUM
iajs-1834	54	6	therefore	therefore	ADV
iajs-1834	54	7	,	,	PUNCT
iajs-1834	54	8	in	in	ADP
iajs-1834	54	9	this	this	DET
iajs-1834	54	10	research	research	NOUN
iajs-1834	54	11	,	,	PUNCT
iajs-1834	54	12	dragonfly	dragonfly	NOUN
iajs-1834	54	13	algorithm	algorithm	PROPN
iajs-1834	54	14	is	be	AUX
iajs-1834	54	15	used	use	VERB
iajs-1834	54	16	as	as	ADP
iajs-1834	54	17	trainer	trainer	NOUN
iajs-1834	54	18	for	for	ADP
iajs-1834	54	19	ann	ann	PROPN
iajs-1834	54	20	instead	instead	ADV
iajs-1834	54	21	of	of	ADP
iajs-1834	54	22	gd	gd	ADJ
iajs-1834	54	23	strategy	strategy	NOUN
iajs-1834	54	24	in	in	ADP
iajs-1834	54	25	bp	bp	PROPN
iajs-1834	54	26	algorithm	algorithm	PROPN
iajs-1834	54	27	.	.	PUNCT
iajs-1834	55	1	proposed	propose	VERB
iajs-1834	55	2	methodology	methodology	NOUN
iajs-1834	55	3	in	in	ADP
iajs-1834	55	4	proposed	propose	VERB
iajs-1834	55	5	brain	brain	NOUN
iajs-1834	55	6	mr	mr	PROPN
iajs-1834	55	7	images	image	VERB
iajs-1834	55	8	analysis	analysis	NOUN
iajs-1834	55	9	,	,	PUNCT
iajs-1834	55	10	advanced	advanced	ADJ
iajs-1834	55	11	median	median	ADJ
iajs-1834	55	12	filter	filter	NOUN
iajs-1834	55	13	is	be	AUX
iajs-1834	55	14	utilized	utilize	VERB
iajs-1834	55	15	as	as	ADP
iajs-1834	55	16	preprocessing	preprocesse	VERB
iajs-1834	55	17	method	method	NOUN
iajs-1834	55	18	for	for	ADP
iajs-1834	55	19	image	image	NOUN
iajs-1834	55	20	preparation	preparation	NOUN
iajs-1834	55	21	to	to	ADP
iajs-1834	55	22	next	next	ADJ
iajs-1834	55	23	step	step	NOUN
iajs-1834	55	24	(	(	PUNCT
iajs-1834	55	25	segmentation	segmentation	NOUN
iajs-1834	55	26	)	)	PUNCT
iajs-1834	55	27	.	.	PUNCT
iajs-1834	56	1	fuzzy	fuzzy	ADJ
iajs-1834	56	2	c	c	NOUN
iajs-1834	56	3	-	-	PUNCT
iajs-1834	56	4	mean	mean	ADJ
iajs-1834	56	5	clustering	clustering	NOUN
iajs-1834	56	6	is	be	AUX
iajs-1834	56	7	the	the	DET
iajs-1834	56	8	segmentation	segmentation	NOUN
iajs-1834	56	9	method	method	NOUN
iajs-1834	56	10	that	that	PRON
iajs-1834	56	11	is	be	AUX
iajs-1834	56	12	used	use	VERB
iajs-1834	56	13	to	to	PART
iajs-1834	56	14	segment	segment	VERB
iajs-1834	56	15	the	the	DET
iajs-1834	56	16	mri	mri	NOUN
iajs-1834	56	17	brain	brain	NOUN
iajs-1834	56	18	image	image	NOUN
iajs-1834	56	19	depending	depend	VERB
iajs-1834	56	20	on	on	ADP
iajs-1834	56	21	the	the	DET
iajs-1834	56	22	grey	grey	ADJ
iajs-1834	56	23	levels	level	NOUN
iajs-1834	56	24	of	of	ADP
iajs-1834	56	25	images	image	NOUN
iajs-1834	56	26	,	,	PUNCT
iajs-1834	56	27	as	as	SCONJ
iajs-1834	56	28	detailed	detailed	ADJ
iajs-1834	56	29	in	in	ADP
iajs-1834	56	30	[	[	X
iajs-1834	56	31	13	13	NUM
iajs-1834	56	32	]	]	PUNCT
iajs-1834	56	33	.	.	PUNCT
iajs-1834	57	1	fig	fig	NOUN
iajs-1834	57	2	.	.	PUNCT
iajs-1834	58	1	1	1	NUM
iajs-1834	58	2	displays	display	VERB
iajs-1834	58	3	the	the	DET
iajs-1834	58	4	block	block	NOUN
iajs-1834	58	5	diagram	diagram	NOUN
iajs-1834	58	6	to	to	ADP
iajs-1834	58	7	methodology	methodology	NOUN
iajs-1834	58	8	of	of	ADP
iajs-1834	58	9	the	the	DET
iajs-1834	58	10	proposed	propose	VERB
iajs-1834	58	11	model	model	NOUN
iajs-1834	58	12	.	.	PUNCT
iajs-1834	59	1	details	detail	NOUN
iajs-1834	59	2	of	of	ADP
iajs-1834	59	3	feature	feature	NOUN
iajs-1834	59	4	extraction	extraction	NOUN
iajs-1834	59	5	and	and	CCONJ
iajs-1834	59	6	reduction	reduction	NOUN
iajs-1834	59	7	methods	method	NOUN
iajs-1834	59	8	is	be	AUX
iajs-1834	59	9	similar	similar	ADJ
iajs-1834	59	10	to	to	ADP
iajs-1834	59	11	the	the	DET
iajs-1834	59	12	research	research	NOUN
iajs-1834	59	13	in	in	ADP
iajs-1834	59	14	[	[	X
iajs-1834	59	15	14	14	NUM
iajs-1834	59	16	]	]	PUNCT
iajs-1834	59	17	.	.	PUNCT
iajs-1834	60	1	artificial	artificial	ADJ
iajs-1834	60	2	neural	neural	ADJ
iajs-1834	60	3	network	network	NOUN
iajs-1834	60	4	based	base	VERB
iajs-1834	60	5	classifier	classifier	PROPN
iajs-1834	60	6	ann	ann	PROPN
iajs-1834	60	7	is	be	AUX
iajs-1834	60	8	a	a	DET
iajs-1834	60	9	mathematical	mathematical	ADJ
iajs-1834	60	10	model	model	NOUN
iajs-1834	60	11	contains	contain	VERB
iajs-1834	60	12	number	number	NOUN
iajs-1834	60	13	of	of	ADP
iajs-1834	60	14	connected	connected	ADJ
iajs-1834	60	15	nodes	node	NOUN
iajs-1834	60	16	(	(	PUNCT
iajs-1834	60	17	processing	processing	NOUN
iajs-1834	60	18	elements	element	NOUN
iajs-1834	60	19	)	)	PUNCT
iajs-1834	60	20	structured	structure	VERB
iajs-1834	60	21	by	by	ADP
iajs-1834	60	22	layers	layer	NOUN
iajs-1834	60	23	,	,	PUNCT
iajs-1834	60	24	it	it	PRON
iajs-1834	60	25	simulates	simulate	VERB
iajs-1834	60	26	the	the	DET
iajs-1834	60	27	human	human	ADJ
iajs-1834	60	28	brain	brain	NOUN
iajs-1834	60	29	,	,	PUNCT
iajs-1834	60	30	as	as	SCONJ
iajs-1834	60	31	depicted	depict	VERB
iajs-1834	60	32	in	in	ADP
iajs-1834	60	33	fig	fig	NOUN
iajs-1834	60	34	.	.	PUNCT
iajs-1834	61	1	2	2	X
iajs-1834	61	2	.	.	X
iajs-1834	61	3	the	the	DET
iajs-1834	61	4	ann	ann	PROPN
iajs-1834	61	5	is	be	AUX
iajs-1834	61	6	considered	consider	VERB
iajs-1834	61	7	as	as	ADP
iajs-1834	61	8	parallel	parallel	ADJ
iajs-1834	61	9	distributed	distribute	VERB
iajs-1834	61	10	processor	processor	NOUN
iajs-1834	61	11	that	that	PRON
iajs-1834	61	12	stores	store	VERB
iajs-1834	61	13	empirical	empirical	ADJ
iajs-1834	61	14	knowledge	knowledge	NOUN
iajs-1834	61	15	and	and	CCONJ
iajs-1834	61	16	making	make	VERB
iajs-1834	61	17	it	it	PRON
iajs-1834	61	18	ready	ready	ADJ
iajs-1834	61	19	for	for	ADP
iajs-1834	61	20	taking	take	VERB
iajs-1834	61	21	a	a	DET
iajs-1834	61	22	decision	decision	NOUN
iajs-1834	61	23	[	[	X
iajs-1834	61	24	17	17	NUM
iajs-1834	61	25	]	]	PUNCT
iajs-1834	61	26	.	.	PUNCT
iajs-1834	62	1	https://doi.org/10.30526/31.1.1834	https://doi.org/10.30526/31.1.1834	PROPN
iajs-1834	62	2	computer	computer	NOUN
iajs-1834	62	3	|	|	ADV
iajs-1834	62	4	271	271	NUM
iajs-1834	62	5	2018	2018	NUM
iajs-1834	62	6	)	)	PUNCT
iajs-1834	62	7	عام	عام	ADP
iajs-1834	62	8	1(العدد	1(العدد	NUM
iajs-1834	62	9	)	)	PUNCT
iajs-1834	62	10	31(المجلد	31(المجلد	NUM
iajs-1834	62	11	مجلة	مجلة	NOUN
iajs-1834	62	12	إبن	إبن	VERB
iajs-1834	62	13	الهيثم	الهيثم	ADJ
iajs-1834	62	14	للعلوم	للعلوم	NOUN
iajs-1834	62	15	الصرفة	الصرفة	NOUN
iajs-1834	63	1	و	و	PRON
iajs-1834	63	2	التطبيقية	التطبيقية	ADJ
iajs-1834	63	3	ibn	ibn	PROPN
iajs-1834	63	4	al	al	PROPN
iajs-1834	63	5	-	-	PUNCT
iajs-1834	63	6	haitham	haitham	PROPN
iajs-1834	63	7	j.	j.	PROPN
iajs-1834	63	8	for	for	ADP
iajs-1834	63	9	pure	pure	PROPN
iajs-1834	63	10	&	&	CCONJ
iajs-1834	63	11	appl	appl	PROPN
iajs-1834	63	12	.	.	PUNCT
iajs-1834	64	1	sci	sci	PROPN
iajs-1834	64	2	.	.	PUNCT
iajs-1834	65	1	vol.31	vol.31	PROPN
iajs-1834	65	2	(	(	PUNCT
iajs-1834	65	3	1	1	NUM
iajs-1834	65	4	)	)	SYM
iajs-1834	65	5	2018	2018	NUM
iajs-1834	65	6	figure	figure	NOUN
iajs-1834	65	7	(	(	PUNCT
iajs-1834	65	8	1	1	NUM
iajs-1834	65	9	):	):	PUNCT
iajs-1834	65	10	block	block	NOUN
iajs-1834	65	11	diagram	diagram	NOUN
iajs-1834	65	12	of	of	ADP
iajs-1834	65	13	the	the	DET
iajs-1834	65	14	proposed	propose	VERB
iajs-1834	65	15	methodology	methodology	NOUN
iajs-1834	65	16	figure	figure	NOUN
iajs-1834	65	17	(	(	PUNCT
iajs-1834	65	18	2	2	NUM
iajs-1834	65	19	):	):	PUNCT
iajs-1834	65	20	structure	structure	NOUN
iajs-1834	65	21	of	of	ADP
iajs-1834	65	22	ann	ann	PROPN
iajs-1834	65	23	(	(	PUNCT
iajs-1834	65	24	adopted	adopt	VERB
iajs-1834	65	25	from	from	ADP
iajs-1834	65	26	[	[	X
iajs-1834	65	27	15	15	NUM
iajs-1834	65	28	]	]	PUNCT
iajs-1834	65	29	https://doi.org/10.30526/31.1.1834	https://doi.org/10.30526/31.1.1834	PROPN
iajs-1834	65	30	computer	computer	NOUN
iajs-1834	65	31	|	|	ADV
iajs-1834	65	32	272	272	NUM
iajs-1834	65	33	2018	2018	NUM
iajs-1834	65	34	)	)	PUNCT
iajs-1834	65	35	عام	عام	ADP
iajs-1834	65	36	1(العدد	1(العدد	NUM
iajs-1834	65	37	)	)	PUNCT
iajs-1834	65	38	31(المجلد	31(المجلد	NUM
iajs-1834	65	39	مجلة	مجلة	NOUN
iajs-1834	65	40	إبن	إبن	VERB
iajs-1834	65	41	الهيثم	الهيثم	ADJ
iajs-1834	65	42	للعلوم	للعلوم	NOUN
iajs-1834	65	43	الصرفة	الصرفة	NOUN
iajs-1834	66	1	و	و	PRON
iajs-1834	66	2	التطبيقية	التطبيقية	ADJ
iajs-1834	66	3	ibn	ibn	PROPN
iajs-1834	66	4	al	al	PROPN
iajs-1834	66	5	-	-	PUNCT
iajs-1834	66	6	haitham	haitham	PROPN
iajs-1834	66	7	j.	j.	PROPN
iajs-1834	66	8	for	for	ADP
iajs-1834	66	9	pure	pure	PROPN
iajs-1834	66	10	&	&	CCONJ
iajs-1834	66	11	appl	appl	PROPN
iajs-1834	66	12	.	.	PUNCT
iajs-1834	67	1	sci	sci	PROPN
iajs-1834	67	2	.	.	PUNCT
iajs-1834	68	1	vol.31	vol.31	PROPN
iajs-1834	68	2	(	(	PUNCT
iajs-1834	68	3	1	1	NUM
iajs-1834	68	4	)	)	PUNCT
iajs-1834	68	5	2018	2018	NUM
iajs-1834	68	6	ann	ann	NOUN
iajs-1834	68	7	is	be	AUX
iajs-1834	68	8	employed	employ	VERB
iajs-1834	68	9	as	as	ADP
iajs-1834	68	10	a	a	DET
iajs-1834	68	11	classifier	classifier	NOUN
iajs-1834	68	12	where	where	SCONJ
iajs-1834	68	13	it	it	PRON
iajs-1834	68	14	required	require	VERB
iajs-1834	68	15	three	three	NUM
iajs-1834	68	16	layers	layer	NOUN
iajs-1834	68	17	.	.	PUNCT
iajs-1834	69	1	the	the	DET
iajs-1834	69	2	first	first	ADJ
iajs-1834	69	3	layer	layer	NOUN
iajs-1834	69	4	contains	contain	VERB
iajs-1834	69	5	7	7	NUM
iajs-1834	69	6	inputs	input	NOUN
iajs-1834	69	7	that	that	PRON
iajs-1834	69	8	represent	represent	VERB
iajs-1834	69	9	the	the	DET
iajs-1834	69	10	7	7	NUM
iajs-1834	69	11	feature	feature	NOUN
iajs-1834	69	12	vectors	vector	NOUN
iajs-1834	69	13	selected	select	VERB
iajs-1834	69	14	from	from	ADP
iajs-1834	69	15	pca	pca	PROPN
iajs-1834	69	16	(	(	PUNCT
iajs-1834	69	17	from	from	ADP
iajs-1834	69	18	wavelet	wavelet	NOUN
iajs-1834	69	19	coefficients	coefficient	NOUN
iajs-1834	69	20	)	)	PUNCT
iajs-1834	69	21	whereas	whereas	SCONJ
iajs-1834	69	22	hidden	hide	VERB
iajs-1834	69	23	layer	layer	NOUN
iajs-1834	69	24	contains	contain	VERB
iajs-1834	69	25	four	four	NUM
iajs-1834	69	26	neurons	neuron	NOUN
iajs-1834	69	27	.	.	PUNCT
iajs-1834	70	1	the	the	DET
iajs-1834	70	2	output	output	NOUN
iajs-1834	70	3	layer	layer	NOUN
iajs-1834	70	4	contains	contain	VERB
iajs-1834	70	5	one	one	NUM
iajs-1834	70	6	neuron	neuron	NOUN
iajs-1834	70	7	to	to	PART
iajs-1834	70	8	represent	represent	VERB
iajs-1834	70	9	normal	normal	ADJ
iajs-1834	70	10	and	and	CCONJ
iajs-1834	70	11	abnormal	abnormal	ADJ
iajs-1834	70	12	human	human	ADJ
iajs-1834	70	13	brain	brain	NOUN
iajs-1834	70	14	.	.	PUNCT
iajs-1834	71	1	the	the	DET
iajs-1834	71	2	most	most	ADV
iajs-1834	71	3	commonly	commonly	ADV
iajs-1834	71	4	utilized	utilize	VERB
iajs-1834	71	5	training	training	NOUN
iajs-1834	71	6	algorithm	algorithm	NOUN
iajs-1834	71	7	of	of	ADP
iajs-1834	71	8	ann	ann	PROPN
iajs-1834	71	9	is	be	AUX
iajs-1834	71	10	the	the	DET
iajs-1834	71	11	back	back	ADJ
iajs-1834	71	12	-	-	PUNCT
iajs-1834	71	13	propagation	propagation	NOUN
iajs-1834	71	14	algorithm	algorithm	NOUN
iajs-1834	71	15	,	,	PUNCT
iajs-1834	71	16	as	as	SCONJ
iajs-1834	71	17	detailed	detailed	ADJ
iajs-1834	71	18	in	in	ADP
iajs-1834	71	19	[	[	X
iajs-1834	71	20	15	15	NUM
iajs-1834	71	21	]	]	PUNCT
iajs-1834	71	22	.	.	PUNCT
iajs-1834	72	1	ann	ann	PROPN
iajs-1834	72	2	will	will	AUX
iajs-1834	72	3	be	be	AUX
iajs-1834	72	4	trained	train	VERB
iajs-1834	72	5	to	to	PART
iajs-1834	72	6	modify	modify	VERB
iajs-1834	72	7	weights	weight	NOUN
iajs-1834	72	8	and	and	CCONJ
iajs-1834	72	9	biases	bias	NOUN
iajs-1834	72	10	of	of	ADP
iajs-1834	72	11	the	the	DET
iajs-1834	72	12	nodes	node	NOUN
iajs-1834	72	13	'	'	PART
iajs-1834	72	14	connection	connection	NOUN
iajs-1834	72	15	;	;	PUNCT
iajs-1834	72	16	this	this	PRON
iajs-1834	72	17	is	be	AUX
iajs-1834	72	18	to	to	PART
iajs-1834	72	19	ensure	ensure	VERB
iajs-1834	72	20	the	the	DET
iajs-1834	72	21	desired	desire	VERB
iajs-1834	72	22	mapping	mapping	NOUN
iajs-1834	72	23	.	.	PUNCT
iajs-1834	73	1	in	in	ADP
iajs-1834	73	2	training	training	NOUN
iajs-1834	73	3	phase	phase	NOUN
iajs-1834	73	4	,	,	PUNCT
iajs-1834	73	5	the	the	DET
iajs-1834	73	6	feature	feature	NOUN
iajs-1834	73	7	vectors	vector	NOUN
iajs-1834	73	8	will	will	AUX
iajs-1834	73	9	be	be	AUX
iajs-1834	73	10	as	as	ADP
iajs-1834	73	11	input	input	NOUN
iajs-1834	73	12	to	to	ADP
iajs-1834	73	13	ann	ann	PROPN
iajs-1834	73	14	,	,	PUNCT
iajs-1834	73	15	then	then	ADV
iajs-1834	73	16	ann	ann	PROPN
iajs-1834	73	17	will	will	AUX
iajs-1834	73	18	try	try	VERB
iajs-1834	73	19	to	to	PART
iajs-1834	73	20	modify	modify	VERB
iajs-1834	73	21	and	and	CCONJ
iajs-1834	73	22	adjust	adjust	VERB
iajs-1834	73	23	its	its	PRON
iajs-1834	73	24	variable	variable	ADJ
iajs-1834	73	25	parameters	parameter	NOUN
iajs-1834	73	26	(	(	PUNCT
iajs-1834	73	27	weights	weight	NOUN
iajs-1834	73	28	and	and	CCONJ
iajs-1834	73	29	biases	bias	NOUN
iajs-1834	73	30	)	)	PUNCT
iajs-1834	73	31	to	to	PART
iajs-1834	73	32	find	find	VERB
iajs-1834	73	33	the	the	DET
iajs-1834	73	34	relationship	relationship	NOUN
iajs-1834	73	35	between	between	ADP
iajs-1834	73	36	the	the	DET
iajs-1834	73	37	input	input	NOUN
iajs-1834	73	38	and	and	CCONJ
iajs-1834	73	39	outputs	output	NOUN
iajs-1834	73	40	[	[	X
iajs-1834	73	41	15	15	NUM
iajs-1834	73	42	]	]	PUNCT
iajs-1834	73	43	.	.	PUNCT
iajs-1834	74	1	however	however	ADV
iajs-1834	74	2	,	,	PUNCT
iajs-1834	74	3	finding	find	VERB
iajs-1834	74	4	optimal	optimal	ADJ
iajs-1834	74	5	parameters	parameter	NOUN
iajs-1834	74	6	of	of	ADP
iajs-1834	74	7	ann	ann	PROPN
iajs-1834	74	8	is	be	AUX
iajs-1834	74	9	a	a	DET
iajs-1834	74	10	difficult	difficult	ADJ
iajs-1834	74	11	task	task	NOUN
iajs-1834	74	12	.	.	PUNCT
iajs-1834	75	1	this	this	PRON
iajs-1834	75	2	is	be	AUX
iajs-1834	75	3	because	because	SCONJ
iajs-1834	75	4	the	the	DET
iajs-1834	75	5	search	search	NOUN
iajs-1834	75	6	process	process	NOUN
iajs-1834	75	7	is	be	AUX
iajs-1834	75	8	trapped	trap	VERB
iajs-1834	75	9	in	in	ADP
iajs-1834	75	10	local	local	ADJ
iajs-1834	75	11	minima	minima	NOUN
iajs-1834	75	12	.	.	PUNCT
iajs-1834	76	1	there	there	PRON
iajs-1834	76	2	are	be	VERB
iajs-1834	76	3	many	many	ADJ
iajs-1834	76	4	algorithms	algorithm	NOUN
iajs-1834	76	5	are	be	AUX
iajs-1834	76	6	used	use	VERB
iajs-1834	76	7	to	to	PART
iajs-1834	76	8	train	train	VERB
iajs-1834	76	9	neural	neural	ADJ
iajs-1834	76	10	network	network	NOUN
iajs-1834	76	11	,	,	PUNCT
iajs-1834	76	12	such	such	ADJ
iajs-1834	76	13	as	as	ADP
iajs-1834	76	14	genetic	genetic	ADJ
iajs-1834	76	15	algorithm	algorithm	NOUN
iajs-1834	76	16	(	(	PUNCT
iajs-1834	76	17	ga	ga	NOUN
iajs-1834	76	18	)	)	PUNCT
iajs-1834	76	19	and	and	CCONJ
iajs-1834	76	20	particle	particle	NOUN
iajs-1834	76	21	swarm	swarm	NOUN
iajs-1834	76	22	optimization	optimization	NOUN
iajs-1834	76	23	(	(	PUNCT
iajs-1834	76	24	pso	pso	NOUN
iajs-1834	76	25	)	)	PUNCT
iajs-1834	76	26	.	.	PUNCT
iajs-1834	77	1	however	however	ADV
iajs-1834	77	2	,	,	PUNCT
iajs-1834	77	3	these	these	DET
iajs-1834	77	4	algorithms	algorithm	NOUN
iajs-1834	77	5	require	require	VERB
iajs-1834	77	6	high	high	ADJ
iajs-1834	77	7	computational	computational	ADJ
iajs-1834	77	8	costs	cost	NOUN
iajs-1834	77	9	,	,	PUNCT
iajs-1834	77	10	as	as	ADV
iajs-1834	77	11	well	well	ADV
iajs-1834	77	12	as	as	SCONJ
iajs-1834	77	13	they	they	PRON
iajs-1834	77	14	easily	easily	ADV
iajs-1834	77	15	trapped	trap	VERB
iajs-1834	77	16	the	the	DET
iajs-1834	77	17	local	local	ADJ
iajs-1834	77	18	minima	minima	PROPN
iajs-1834	77	19	problem	problem	NOUN
iajs-1834	77	20	,	,	PUNCT
iajs-1834	77	21	hence	hence	ADV
iajs-1834	77	22	they	they	PRON
iajs-1834	77	23	would	would	AUX
iajs-1834	77	24	not	not	PART
iajs-1834	77	25	find	find	VERB
iajs-1834	77	26	the	the	DET
iajs-1834	77	27	optimal	optimal	ADJ
iajs-1834	77	28	weights	weight	NOUN
iajs-1834	77	29	of	of	ADP
iajs-1834	77	30	the	the	DET
iajs-1834	77	31	neural	neural	ADJ
iajs-1834	77	32	network	network	NOUN
iajs-1834	77	33	.	.	PUNCT
iajs-1834	78	1	therefore	therefore	ADV
iajs-1834	78	2	,	,	PUNCT
iajs-1834	78	3	accuracy	accuracy	NOUN
iajs-1834	78	4	of	of	ADP
iajs-1834	78	5	ann	ann	PROPN
iajs-1834	78	6	classification	classification	NOUN
iajs-1834	78	7	is	be	AUX
iajs-1834	78	8	degraded	degrade	VERB
iajs-1834	78	9	due	due	ADP
iajs-1834	78	10	to	to	ADP
iajs-1834	78	11	the	the	DET
iajs-1834	78	12	above	above	ADJ
iajs-1834	78	13	problem	problem	NOUN
iajs-1834	78	14	of	of	ADP
iajs-1834	78	15	inaccurate	inaccurate	ADJ
iajs-1834	78	16	parameters	parameter	NOUN
iajs-1834	78	17	of	of	ADP
iajs-1834	78	18	neural	neural	ADJ
iajs-1834	78	19	network	network	NOUN
iajs-1834	78	20	.	.	PUNCT
iajs-1834	79	1	dragonfly	dragonfly	PROPN
iajs-1834	79	2	algorithm	algorithm	PROPN
iajs-1834	79	3	genetic	genetic	ADJ
iajs-1834	79	4	algorithms	algorithm	NOUN
iajs-1834	79	5	and	and	CCONJ
iajs-1834	79	6	swarm	swarm	NOUN
iajs-1834	79	7	intelligent	intelligent	ADJ
iajs-1834	79	8	algorithms	algorithm	NOUN
iajs-1834	79	9	such	such	ADJ
iajs-1834	79	10	as	as	ADP
iajs-1834	79	11	pso	pso	NOUN
iajs-1834	79	12	and	and	CCONJ
iajs-1834	79	13	ant	ant	ADJ
iajs-1834	79	14	colony	colony	NOUN
iajs-1834	79	15	optimization	optimization	NOUN
iajs-1834	79	16	(	(	PUNCT
iajs-1834	79	17	aco	aco	PROPN
iajs-1834	79	18	)	)	PUNCT
iajs-1834	79	19	are	be	AUX
iajs-1834	79	20	designed	design	VERB
iajs-1834	79	21	to	to	PART
iajs-1834	79	22	speed	speed	VERB
iajs-1834	79	23	up	up	ADP
iajs-1834	79	24	search	search	NOUN
iajs-1834	79	25	process	process	NOUN
iajs-1834	79	26	in	in	ADP
iajs-1834	79	27	the	the	DET
iajs-1834	79	28	huge	huge	ADJ
iajs-1834	79	29	search	search	NOUN
iajs-1834	79	30	space	space	NOUN
iajs-1834	79	31	.	.	PUNCT
iajs-1834	80	1	they	they	PRON
iajs-1834	80	2	still	still	ADV
iajs-1834	80	3	have	have	VERB
iajs-1834	80	4	some	some	DET
iajs-1834	80	5	limitations	limitation	NOUN
iajs-1834	80	6	to	to	PART
iajs-1834	80	7	deal	deal	VERB
iajs-1834	80	8	with	with	ADP
iajs-1834	80	9	optimization	optimization	NOUN
iajs-1834	80	10	problems	problem	NOUN
iajs-1834	80	11	,	,	PUNCT
iajs-1834	80	12	local	local	ADJ
iajs-1834	80	13	minima	minima	NOUN
iajs-1834	80	14	problem	problem	NOUN
iajs-1834	80	15	.	.	PUNCT
iajs-1834	81	1	some	some	PRON
iajs-1834	81	2	of	of	ADP
iajs-1834	81	3	enhancements	enhancement	NOUN
iajs-1834	81	4	of	of	ADP
iajs-1834	81	5	these	these	DET
iajs-1834	81	6	algorithms	algorithm	NOUN
iajs-1834	81	7	are	be	AUX
iajs-1834	81	8	achieved	achieve	VERB
iajs-1834	81	9	.	.	PUNCT
iajs-1834	82	1	firefly	firefly	NOUN
iajs-1834	82	2	algorithm	algorithm	PROPN
iajs-1834	82	3	is	be	AUX
iajs-1834	82	4	one	one	NUM
iajs-1834	82	5	of	of	ADP
iajs-1834	82	6	these	these	DET
iajs-1834	82	7	enhancements	enhancement	NOUN
iajs-1834	82	8	;	;	PUNCT
iajs-1834	82	9	it	it	PRON
iajs-1834	82	10	is	be	AUX
iajs-1834	82	11	based	base	VERB
iajs-1834	82	12	on	on	ADP
iajs-1834	82	13	the	the	DET
iajs-1834	82	14	flashing	flash	VERB
iajs-1834	82	15	characteristics	characteristic	NOUN
iajs-1834	82	16	of	of	ADP
iajs-1834	82	17	tropical	tropical	ADJ
iajs-1834	82	18	fireflies	firefly	NOUN
iajs-1834	82	19	[	[	X
iajs-1834	82	20	16	16	NUM
iajs-1834	82	21	]	]	PUNCT
iajs-1834	82	22	and	and	CCONJ
iajs-1834	82	23	bat	bat	NOUN
iajs-1834	82	24	algorithm	algorithm	NOUN
iajs-1834	82	25	[	[	X
iajs-1834	82	26	17	17	NUM
iajs-1834	82	27	]	]	PUNCT
iajs-1834	82	28	that	that	PRON
iajs-1834	82	29	depend	depend	VERB
iajs-1834	82	30	on	on	ADP
iajs-1834	82	31	the	the	DET
iajs-1834	82	32	echolocation	echolocation	NOUN
iajs-1834	82	33	characteristics	characteristic	NOUN
iajs-1834	82	34	of	of	ADP
iajs-1834	82	35	real	real	ADJ
iajs-1834	82	36	bats	bat	NOUN
iajs-1834	82	37	.	.	PUNCT
iajs-1834	83	1	in	in	ADP
iajs-1834	83	2	this	this	DET
iajs-1834	83	3	research	research	NOUN
iajs-1834	83	4	,	,	PUNCT
iajs-1834	83	5	dragonfly	dragonfly	NOUN
iajs-1834	83	6	algorithm	algorithm	PROPN
iajs-1834	83	7	is	be	AUX
iajs-1834	83	8	proposed	propose	VERB
iajs-1834	83	9	to	to	PART
iajs-1834	83	10	overcome	overcome	VERB
iajs-1834	83	11	limitations	limitation	NOUN
iajs-1834	83	12	of	of	ADP
iajs-1834	83	13	the	the	DET
iajs-1834	83	14	previously	previously	ADV
iajs-1834	83	15	mentioned	mention	VERB
iajs-1834	83	16	algorithms	algorithm	NOUN
iajs-1834	83	17	.	.	PUNCT
iajs-1834	84	1	the	the	DET
iajs-1834	84	2	researchers	researcher	NOUN
iajs-1834	84	3	in	in	ADP
iajs-1834	84	4	[	[	X
iajs-1834	84	5	3	3	NUM
iajs-1834	84	6	]	]	PUNCT
iajs-1834	84	7	demonstrate	demonstrate	NOUN
iajs-1834	84	8	that	that	SCONJ
iajs-1834	84	9	dragonfly	dragonfly	PROPN
iajs-1834	84	10	algorithm	algorithm	NOUN
iajs-1834	84	11	(	(	PUNCT
iajs-1834	84	12	da	da	NOUN
iajs-1834	84	13	)	)	PUNCT
iajs-1834	84	14	behaves	behave	VERB
iajs-1834	84	15	more	more	ADV
iajs-1834	84	16	stable	stable	ADJ
iajs-1834	84	17	than	than	ADP
iajs-1834	84	18	ga	ga	NOUN
iajs-1834	84	19	and	and	CCONJ
iajs-1834	84	20	pso	pso	NOUN
iajs-1834	84	21	when	when	SCONJ
iajs-1834	84	22	solving	solve	VERB
iajs-1834	84	23	some	some	DET
iajs-1834	84	24	test	test	NOUN
iajs-1834	84	25	problems	problem	NOUN
iajs-1834	84	26	due	due	ADJ
iajs-1834	84	27	to	to	ADP
iajs-1834	84	28	the	the	DET
iajs-1834	84	29	stochastic	stochastic	ADJ
iajs-1834	84	30	nature	nature	NOUN
iajs-1834	84	31	of	of	ADP
iajs-1834	84	32	these	these	DET
iajs-1834	84	33	algorithms	algorithm	NOUN
iajs-1834	84	34	where	where	SCONJ
iajs-1834	84	35	results	result	NOUN
iajs-1834	84	36	of	of	ADP
iajs-1834	84	37	da	da	PROPN
iajs-1834	84	38	have	have	VERB
iajs-1834	84	39	a	a	DET
iajs-1834	84	40	statistical	statistical	ADJ
iajs-1834	84	41	significant	significant	ADJ
iajs-1834	84	42	improvement	improvement	NOUN
iajs-1834	84	43	over	over	ADP
iajs-1834	84	44	ga	ga	PROPN
iajs-1834	84	45	and	and	CCONJ
iajs-1834	84	46	pso	pso	NOUN
iajs-1834	84	47	.	.	PUNCT
iajs-1834	85	1	steps	step	NOUN
iajs-1834	85	2	of	of	ADP
iajs-1834	85	3	dragonfly	dragonfly	NOUN
iajs-1834	85	4	algorithm	algorithm	NOUN
iajs-1834	85	5	are	be	AUX
iajs-1834	85	6	depicted	depict	VERB
iajs-1834	85	7	in	in	ADP
iajs-1834	85	8	figure	figure	NOUN
iajs-1834	85	9	(	(	PUNCT
iajs-1834	85	10	3	3	NUM
iajs-1834	85	11	)	)	PUNCT
iajs-1834	86	1	[	[	X
iajs-1834	86	2	3	3	NUM
iajs-1834	86	3	]	]	PUNCT
iajs-1834	86	4	.	.	PUNCT
iajs-1834	87	1	experiments	experiment	NOUN
iajs-1834	87	2	settings	setting	VERB
iajs-1834	87	3	the	the	DET
iajs-1834	87	4	following	follow	VERB
iajs-1834	87	5	subsections	subsection	NOUN
iajs-1834	87	6	identify	identify	VERB
iajs-1834	87	7	experiments	experiment	NOUN
iajs-1834	87	8	settings	setting	NOUN
iajs-1834	87	9	that	that	PRON
iajs-1834	87	10	are	be	AUX
iajs-1834	87	11	used	use	VERB
iajs-1834	87	12	to	to	PART
iajs-1834	87	13	measure	measure	VERB
iajs-1834	87	14	the	the	DET
iajs-1834	87	15	effectiveness	effectiveness	NOUN
iajs-1834	87	16	of	of	ADP
iajs-1834	87	17	the	the	DET
iajs-1834	87	18	proposed	propose	VERB
iajs-1834	87	19	methodology	methodology	NOUN
iajs-1834	87	20	which	which	PRON
iajs-1834	87	21	includes	include	VERB
iajs-1834	87	22	:	:	PUNCT
iajs-1834	87	23	i	i	NOUN
iajs-1834	87	24	)	)	PUNCT
iajs-1834	87	25	metrics	metric	NOUN
iajs-1834	87	26	that	that	PRON
iajs-1834	87	27	will	will	AUX
iajs-1834	87	28	be	be	AUX
iajs-1834	87	29	used	use	VERB
iajs-1834	87	30	to	to	PART
iajs-1834	87	31	evaluate	evaluate	VERB
iajs-1834	87	32	the	the	DET
iajs-1834	87	33	performance	performance	NOUN
iajs-1834	87	34	of	of	ADP
iajs-1834	87	35	the	the	DET
iajs-1834	87	36	proposed	propose	VERB
iajs-1834	87	37	methodology	methodology	NOUN
iajs-1834	87	38	.	.	PUNCT
iajs-1834	88	1	these	these	DET
iajs-1834	88	2	metrics	metric	NOUN
iajs-1834	88	3	are	be	AUX
iajs-1834	88	4	sensitivity	sensitivity	NOUN
iajs-1834	88	5	,	,	PUNCT
iajs-1834	88	6	specificity	specificity	NOUN
iajs-1834	88	7	and	and	CCONJ
iajs-1834	88	8	classification	classification	NOUN
iajs-1834	88	9	accuracy	accuracy	NOUN
iajs-1834	88	10	.	.	PUNCT
iajs-1834	89	1	ii	ii	X
iajs-1834	89	2	)	)	PUNCT
iajs-1834	89	3	mri	mri	NOUN
iajs-1834	89	4	brain	brain	NOUN
iajs-1834	89	5	images	image	NOUN
iajs-1834	89	6	database	database	NOUN
iajs-1834	89	7	that	that	PRON
iajs-1834	89	8	are	be	AUX
iajs-1834	89	9	utilized	utilize	VERB
iajs-1834	89	10	to	to	PART
iajs-1834	89	11	evaluate	evaluate	VERB
iajs-1834	89	12	proposed	propose	VERB
iajs-1834	89	13	method	method	NOUN
iajs-1834	89	14	,	,	PUNCT
iajs-1834	89	15	as	as	SCONJ
iajs-1834	89	16	detailed	detailed	ADJ
iajs-1834	89	17	in	in	ADP
iajs-1834	89	18	section	section	NOUN
iajs-1834	89	19	4.2	4.2	NUM
iajs-1834	89	20	.	.	PUNCT
iajs-1834	90	1	iii	iii	X
iajs-1834	90	2	)	)	PUNCT
iajs-1834	91	1	the	the	DET
iajs-1834	91	2	competing	compete	VERB
iajs-1834	91	3	methods	method	NOUN
iajs-1834	91	4	that	that	PRON
iajs-1834	91	5	are	be	AUX
iajs-1834	91	6	identified	identify	VERB
iajs-1834	91	7	in	in	ADP
iajs-1834	91	8	section	section	NOUN
iajs-1834	91	9	4.3	4.3	NUM
iajs-1834	91	10	.	.	PUNCT
iajs-1834	91	11	evaluation	evaluation	NOUN
iajs-1834	91	12	metrics	metric	NOUN
iajs-1834	91	13	results	result	NOUN
iajs-1834	91	14	of	of	ADP
iajs-1834	91	15	competing	compete	VERB
iajs-1834	91	16	methods	method	NOUN
iajs-1834	91	17	are	be	AUX
iajs-1834	91	18	evaluated	evaluate	VERB
iajs-1834	91	19	by	by	ADP
iajs-1834	91	20	using	use	VERB
iajs-1834	91	21	the	the	DET
iajs-1834	91	22	following	follow	VERB
iajs-1834	91	23	performance	performance	NOUN
iajs-1834	91	24	metrics	metric	NOUN
iajs-1834	91	25	,	,	PUNCT
iajs-1834	91	26	which	which	PRON
iajs-1834	91	27	are	be	AUX
iajs-1834	91	28	defined	define	VERB
iajs-1834	91	29	as	as	SCONJ
iajs-1834	91	30	follows	follow	VERB
iajs-1834	91	31	:	:	PUNCT
iajs-1834	91	32	1	1	X
iajs-1834	91	33	.	.	X
iajs-1834	91	34	sensitivity	sensitivity	NOUN
iajs-1834	91	35	:	:	PUNCT
iajs-1834	91	36	it	it	PRON
iajs-1834	91	37	is	be	AUX
iajs-1834	91	38	the	the	DET
iajs-1834	91	39	possibility	possibility	NOUN
iajs-1834	91	40	of	of	ADP
iajs-1834	91	41	recognizing	recognize	VERB
iajs-1834	91	42	patient	patient	ADJ
iajs-1834	91	43	cases	case	NOUN
iajs-1834	91	44	(	(	PUNCT
iajs-1834	91	45	positive	positive	ADJ
iajs-1834	91	46	cases	case	NOUN
iajs-1834	91	47	)	)	PUNCT
iajs-1834	91	48	correctly	correctly	ADV
iajs-1834	91	49	.	.	PUNCT
iajs-1834	92	1	it	it	PRON
iajs-1834	92	2	is	be	AUX
iajs-1834	92	3	also	also	ADV
iajs-1834	92	4	called	call	VERB
iajs-1834	92	5	recall	recall	NOUN
iajs-1834	92	6	(	(	PUNCT
iajs-1834	92	7	or	or	CCONJ
iajs-1834	92	8	)	)	PUNCT
iajs-1834	92	9	true	true	ADJ
iajs-1834	92	10	positive	positive	ADJ
iajs-1834	92	11	rate	rate	NOUN
iajs-1834	92	12	.	.	PUNCT
iajs-1834	93	1	it	it	PRON
iajs-1834	93	2	can	can	AUX
iajs-1834	93	3	be	be	AUX
iajs-1834	93	4	computed	compute	VERB
iajs-1834	93	5	as	as	ADP
iajs-1834	93	6	in	in	ADP
iajs-1834	93	7	eq	eq	NOUN
iajs-1834	93	8	.	.	PUNCT
iajs-1834	94	1	(	(	PUNCT
iajs-1834	94	2	1	1	NUM
iajs-1834	94	3	)	)	PUNCT
iajs-1834	94	4	.	.	PUNCT
iajs-1834	95	1	∗	∗	NOUN
iajs-1834	95	2	100	100	NUM
iajs-1834	95	3	…	…	PUNCT
iajs-1834	95	4	…	…	PUNCT
iajs-1834	95	5	…	…	SYM
iajs-1834	95	6	……	……	X
iajs-1834	95	7	1	1	NUM
iajs-1834	95	8	2	2	NUM
iajs-1834	95	9	.	.	PUNCT
iajs-1834	95	10	specificity	specificity	NOUN
iajs-1834	95	11	:	:	PUNCT
iajs-1834	95	12	it	it	PRON
iajs-1834	95	13	is	be	AUX
iajs-1834	95	14	the	the	DET
iajs-1834	95	15	possibility	possibility	NOUN
iajs-1834	95	16	of	of	ADP
iajs-1834	95	17	recognizing	recognize	VERB
iajs-1834	95	18	the	the	DET
iajs-1834	95	19	healthy	healthy	ADJ
iajs-1834	95	20	cases	case	NOUN
iajs-1834	95	21	(	(	PUNCT
iajs-1834	95	22	negative	negative	ADJ
iajs-1834	95	23	cases	case	NOUN
iajs-1834	95	24	)	)	PUNCT
iajs-1834	95	25	correctly.it	correctly.it	NOUN
iajs-1834	95	26	can	can	AUX
iajs-1834	95	27	be	be	AUX
iajs-1834	95	28	computed	compute	VERB
iajs-1834	95	29	as	as	ADP
iajs-1834	95	30	in	in	ADP
iajs-1834	95	31	eq	eq	ADP
iajs-1834	95	32	.	.	PUNCT
iajs-1834	96	1	(	(	PUNCT
iajs-1834	96	2	2	2	NUM
iajs-1834	96	3	)	)	PUNCT
iajs-1834	96	4	.	.	PUNCT
iajs-1834	97	1	https://doi.org/10.30526/31.1.1834	https://doi.org/10.30526/31.1.1834	PROPN
iajs-1834	97	2	computer	computer	NOUN
iajs-1834	97	3	|	|	ADV
iajs-1834	97	4	273	273	NUM
iajs-1834	97	5	2018	2018	NUM
iajs-1834	97	6	)	)	PUNCT
iajs-1834	97	7	عام	عام	ADP
iajs-1834	97	8	1(العدد	1(العدد	NUM
iajs-1834	97	9	)	)	PUNCT
iajs-1834	97	10	31(المجلد	31(المجلد	NUM
iajs-1834	97	11	مجلة	مجلة	NOUN
iajs-1834	97	12	إبن	إبن	VERB
iajs-1834	97	13	الهيثم	الهيثم	ADJ
iajs-1834	97	14	للعلوم	للعلوم	NOUN
iajs-1834	97	15	الصرفة	الصرفة	NOUN
iajs-1834	98	1	و	و	PRON
iajs-1834	98	2	التطبيقية	التطبيقية	ADJ
iajs-1834	98	3	ibn	ibn	PROPN
iajs-1834	98	4	al	al	PROPN
iajs-1834	98	5	-	-	PUNCT
iajs-1834	98	6	haitham	haitham	PROPN
iajs-1834	98	7	j.	j.	PROPN
iajs-1834	98	8	for	for	ADP
iajs-1834	98	9	pure	pure	PROPN
iajs-1834	98	10	&	&	CCONJ
iajs-1834	98	11	appl	appl	PROPN
iajs-1834	98	12	.	.	PUNCT
iajs-1834	99	1	sci	sci	PROPN
iajs-1834	99	2	.	.	PUNCT
iajs-1834	100	1	vol.31	vol.31	PROPN
iajs-1834	100	2	(	(	PUNCT
iajs-1834	100	3	1	1	NUM
iajs-1834	100	4	)	)	PUNCT
iajs-1834	100	5	2018	2018	NUM
iajs-1834	100	6	∗	∗	NOUN
iajs-1834	100	7	100	100	NUM
iajs-1834	100	8	…	…	PUNCT
iajs-1834	100	9	…	…	PUNCT
iajs-1834	100	10	…	…	SYM
iajs-1834	100	11	……	……	X
iajs-1834	100	12	.	.	PUNCT
iajs-1834	100	13	.	.	PUNCT
iajs-1834	101	1	……	……	PROPN
iajs-1834	101	2	2	2	NUM
iajs-1834	101	3	3	3	NUM
iajs-1834	101	4	.	.	PUNCT
iajs-1834	101	5	accuracy	accuracy	NOUN
iajs-1834	101	6	:	:	PUNCT
iajs-1834	101	7	it	it	PRON
iajs-1834	101	8	is	be	AUX
iajs-1834	101	9	the	the	DET
iajs-1834	101	10	possibility	possibility	NOUN
iajs-1834	101	11	of	of	ADP
iajs-1834	101	12	recognizing	recognize	VERB
iajs-1834	101	13	the	the	DET
iajs-1834	101	14	patient	patient	ADJ
iajs-1834	101	15	and	and	CCONJ
iajs-1834	101	16	healthy	healthy	ADJ
iajs-1834	101	17	cases	case	NOUN
iajs-1834	101	18	together	together	ADV
iajs-1834	101	19	correctly	correctly	ADV
iajs-1834	101	20	.	.	PUNCT
iajs-1834	102	1	it	it	PRON
iajs-1834	102	2	can	can	AUX
iajs-1834	102	3	be	be	AUX
iajs-1834	102	4	computed	compute	VERB
iajs-1834	102	5	as	as	ADP
iajs-1834	102	6	in	in	ADP
iajs-1834	102	7	eq	eq	ADP
iajs-1834	102	8	.	.	PUNCT
iajs-1834	103	1	(	(	PUNCT
iajs-1834	103	2	3	3	NUM
iajs-1834	103	3	)	)	PUNCT
iajs-1834	103	4	.	.	PUNCT
iajs-1834	104	1	∗	∗	NOUN
iajs-1834	104	2	100	100	NUM
iajs-1834	104	3	…	…	PUNCT
iajs-1834	104	4	…	…	PUNCT
iajs-1834	104	5	…	…	SYM
iajs-1834	104	6	……	……	X
iajs-1834	104	7	3	3	NUM
iajs-1834	104	8	where	where	SCONJ
iajs-1834	104	9	tp	tp	NOUN
iajs-1834	104	10	,	,	PUNCT
iajs-1834	104	11	tn	tn	PROPN
iajs-1834	104	12	,	,	PUNCT
iajs-1834	104	13	fp	fp	NOUN
iajs-1834	104	14	,	,	PUNCT
iajs-1834	104	15	and	and	CCONJ
iajs-1834	104	16	fn	fn	NOUN
iajs-1834	104	17	are	be	AUX
iajs-1834	104	18	well	well	ADV
iajs-1834	104	19	known	know	VERB
iajs-1834	104	20	values	value	NOUN
iajs-1834	104	21	of	of	ADP
iajs-1834	104	22	confusion	confusion	NOUN
iajs-1834	104	23	matrix	matrix	NOUN
iajs-1834	104	24	that	that	PRON
iajs-1834	104	25	resulted	result	VERB
iajs-1834	104	26	from	from	ADP
iajs-1834	104	27	classification	classification	NOUN
iajs-1834	104	28	process	process	NOUN
iajs-1834	104	29	.	.	PUNCT
iajs-1834	105	1	data	datum	NOUN
iajs-1834	105	2	set	set	VERB
iajs-1834	105	3	in	in	ADP
iajs-1834	105	4	this	this	DET
iajs-1834	105	5	section	section	NOUN
iajs-1834	105	6	,	,	PUNCT
iajs-1834	105	7	the	the	DET
iajs-1834	105	8	proposed	propose	VERB
iajs-1834	105	9	methodology	methodology	NOUN
iajs-1834	105	10	is	be	AUX
iajs-1834	105	11	applied	apply	VERB
iajs-1834	105	12	on	on	ADP
iajs-1834	105	13	a	a	DET
iajs-1834	105	14	real	real	ADJ
iajs-1834	105	15	human	human	ADJ
iajs-1834	105	16	brain	brain	NOUN
iajs-1834	105	17	mri	mri	NOUN
iajs-1834	105	18	dataset	dataset	NOUN
iajs-1834	105	19	.	.	PUNCT
iajs-1834	106	1	total	total	ADJ
iajs-1834	106	2	images	image	NOUN
iajs-1834	106	3	in	in	ADP
iajs-1834	106	4	this	this	DET
iajs-1834	106	5	dataset	dataset	NOUN
iajs-1834	106	6	are	be	AUX
iajs-1834	106	7	270	270	NUM
iajs-1834	106	8	where	where	SCONJ
iajs-1834	106	9	160	160	NUM
iajs-1834	106	10	images	image	NOUN
iajs-1834	106	11	are	be	AUX
iajs-1834	106	12	abnormal	abnormal	ADJ
iajs-1834	106	13	and	and	CCONJ
iajs-1834	106	14	110	110	NUM
iajs-1834	106	15	are	be	AUX
iajs-1834	106	16	normal	normal	ADJ
iajs-1834	106	17	.	.	PUNCT
iajs-1834	107	1	these	these	DET
iajs-1834	107	2	mr	mr	PROPN
iajs-1834	107	3	images	image	NOUN
iajs-1834	107	4	were	be	AUX
iajs-1834	107	5	at	at	ADP
iajs-1834	107	6	size	size	NOUN
iajs-1834	107	7	256	256	NUM
iajs-1834	107	8	×	×	NOUN
iajs-1834	107	9	256	256	NUM
iajs-1834	107	10	pixels	pixel	NOUN
iajs-1834	107	11	.	.	PUNCT
iajs-1834	108	1	these	these	DET
iajs-1834	108	2	images	image	NOUN
iajs-1834	108	3	were	be	AUX
iajs-1834	108	4	obtained	obtain	VERB
iajs-1834	108	5	from[18	from[18	NOUN
iajs-1834	108	6	,	,	PUNCT
iajs-1834	108	7	19	19	NUM
iajs-1834	108	8	]	]	PUNCT
iajs-1834	108	9	,	,	PUNCT
iajs-1834	108	10	therefore	therefore	ADV
iajs-1834	108	11	,	,	PUNCT
iajs-1834	108	12	this	this	DET
iajs-1834	108	13	dataset	dataset	NOUN
iajs-1834	108	14	will	will	AUX
iajs-1834	108	15	be	be	AUX
iajs-1834	108	16	called	call	VERB
iajs-1834	108	17	hms	hms	PROPN
iajs-1834	108	18	-	-	PUNCT
iajs-1834	108	19	db	db	PROPN
iajs-1834	108	20	in	in	ADP
iajs-1834	108	21	this	this	DET
iajs-1834	108	22	research	research	NOUN
iajs-1834	108	23	.	.	PUNCT
iajs-1834	109	1	it	it	PRON
iajs-1834	109	2	contains	contain	VERB
iajs-1834	109	3	images	image	NOUN
iajs-1834	109	4	of	of	ADP
iajs-1834	109	5	different	different	ADJ
iajs-1834	109	6	diseases	disease	NOUN
iajs-1834	109	7	'	'	PART
iajs-1834	109	8	categories	category	NOUN
iajs-1834	109	9	as	as	SCONJ
iajs-1834	109	10	follows	follow	VERB
iajs-1834	109	11	:	:	PUNCT
iajs-1834	109	12	i	i	NOUN
iajs-1834	109	13	)	)	PUNCT
iajs-1834	109	14	normal	normal	ADJ
iajs-1834	109	15	,	,	PUNCT
iajs-1834	109	16	ii	ii	ADJ
iajs-1834	109	17	)	)	PUNCT
iajs-1834	109	18	glioma	glioma	NOUN
iajs-1834	109	19	,	,	PUNCT
iajs-1834	109	20	iii	iii	X
iajs-1834	109	21	)	)	PUNCT
iajs-1834	109	22	metastatic	metastatic	ADJ
iajs-1834	109	23	bronchogenic	bronchogenic	ADJ
iajs-1834	109	24	carcinoma	carcinoma	NOUN
iajs-1834	109	25	,	,	PUNCT
iajs-1834	109	26	iv	iv	X
iajs-1834	109	27	)	)	PUNCT
iajs-1834	109	28	different	different	ADJ
iajs-1834	109	29	tumors	tumor	NOUN
iajs-1834	109	30	types	type	NOUN
iajs-1834	109	31	in	in	ADP
iajs-1834	109	32	brains	brain	NOUN
iajs-1834	109	33	,	,	PUNCT
iajs-1834	109	34	and	and	CCONJ
iajs-1834	109	35	v	v	NOUN
iajs-1834	109	36	)	)	PUNCT
iajs-1834	109	37	alzheimer	alzheimer	PROPN
iajs-1834	109	38	’s	’s	PART
iajs-1834	109	39	disease	disease	NOUN
iajs-1834	109	40	.	.	PUNCT
iajs-1834	110	1	in	in	ADP
iajs-1834	110	2	figure	figure	NOUN
iajs-1834	110	3	(	(	PUNCT
iajs-1834	110	4	3	3	NUM
iajs-1834	110	5	)	)	PUNCT
iajs-1834	110	6	,	,	PUNCT
iajs-1834	110	7	some	some	DET
iajs-1834	110	8	normal	normal	ADJ
iajs-1834	110	9	and	and	CCONJ
iajs-1834	110	10	abnormal	abnormal	ADJ
iajs-1834	110	11	mri	mri	NOUN
iajs-1834	110	12	images	image	NOUN
iajs-1834	110	13	samples	sample	NOUN
iajs-1834	110	14	from	from	ADP
iajs-1834	110	15	this	this	DET
iajs-1834	110	16	dataset	dataset	NOUN
iajs-1834	110	17	are	be	AUX
iajs-1834	110	18	displayed	display	VERB
iajs-1834	110	19	.	.	PUNCT
iajs-1834	111	1	(	(	PUNCT
iajs-1834	111	2	a	a	DET
iajs-1834	111	3	:	:	PUNCT
iajs-1834	111	4	normal	normal	ADJ
iajs-1834	111	5	brain	brain	NOUN
iajs-1834	111	6	)	)	PUNCT
iajs-1834	111	7	(	(	PUNCT
iajs-1834	111	8	b	b	X
iajs-1834	111	9	:	:	PUNCT
iajs-1834	111	10	abnormal	abnormal	ADJ
iajs-1834	111	11	brains	brain	NOUN
iajs-1834	111	12	)	)	PUNCT
iajs-1834	111	13	figure	figure	NOUN
iajs-1834	111	14	(	(	PUNCT
iajs-1834	111	15	3	3	NUM
iajs-1834	111	16	):	):	PUNCT
iajs-1834	111	17	samples	sample	NOUN
iajs-1834	111	18	mr	mr	PROPN
iajs-1834	111	19	images	image	NOUN
iajs-1834	111	20	from	from	ADP
iajs-1834	111	21	hms	hms	PROPN
iajs-1834	111	22	-	-	PUNCT
iajs-1834	111	23	db	db	PROPN
iajs-1834	111	24	dataset[18	dataset[18	PROPN
iajs-1834	111	25	]	]	X
iajs-1834	111	26	competing	compete	VERB
iajs-1834	111	27	methods	method	NOUN
iajs-1834	111	28	the	the	DET
iajs-1834	111	29	proposed	propose	VERB
iajs-1834	111	30	method	method	NOUN
iajs-1834	111	31	"	"	PUNCT
iajs-1834	111	32	dragonfly	dragonfly	NOUN
iajs-1834	111	33	algorithm	algorithm	NOUN
iajs-1834	111	34	-	-	PUNCT
iajs-1834	111	35	based	base	VERB
iajs-1834	111	36	ann	ann	PROPN
iajs-1834	111	37	"	"	PUNCT
iajs-1834	111	38	(	(	PUNCT
iajs-1834	111	39	da	da	NOUN
iajs-1834	111	40	-	-	PUNCT
iajs-1834	111	41	based	base	VERB
iajs-1834	111	42	ann	ann	PROPN
iajs-1834	111	43	)	)	PUNCT
iajs-1834	111	44	classifier	classifier	NOUN
iajs-1834	111	45	will	will	AUX
iajs-1834	111	46	be	be	AUX
iajs-1834	111	47	the	the	DET
iajs-1834	111	48	first	first	ADJ
iajs-1834	111	49	competing	compete	VERB
iajs-1834	111	50	methods	method	NOUN
iajs-1834	111	51	.	.	PUNCT
iajs-1834	112	1	the	the	DET
iajs-1834	112	2	other	other	ADJ
iajs-1834	112	3	competing	compete	VERB
iajs-1834	112	4	methods	method	NOUN
iajs-1834	112	5	are	be	AUX
iajs-1834	112	6	genetic	genetic	ADJ
iajs-1834	112	7	algorithm	algorithm	NOUN
iajs-1834	112	8	-	-	PUNCT
iajs-1834	112	9	based	base	VERB
iajs-1834	112	10	ann	ann	PROPN
iajs-1834	112	11	(	(	PUNCT
iajs-1834	112	12	ga	ga	NOUN
iajs-1834	112	13	-	-	PUNCT
iajs-1834	112	14	based	base	VERB
iajs-1834	112	15	ann	ann	PROPN
iajs-1834	112	16	)	)	PUNCT
iajs-1834	113	1	[	[	X
iajs-1834	113	2	9	9	NUM
iajs-1834	113	3	]	]	PUNCT
iajs-1834	113	4	,	,	PUNCT
iajs-1834	113	5	pso	pso	NOUN
iajs-1834	113	6	-	-	PUNCT
iajs-1834	113	7	based	base	VERB
iajs-1834	113	8	ann	ann	PROPN
iajs-1834	114	1	[	[	X
iajs-1834	114	2	8	8	NUM
iajs-1834	114	3	]	]	PUNCT
iajs-1834	114	4	,	,	PUNCT
iajs-1834	114	5	and	and	CCONJ
iajs-1834	114	6	the	the	DET
iajs-1834	114	7	original	original	ADJ
iajs-1834	114	8	backpropagation	backpropagation	NOUN
iajs-1834	114	9	-	-	PUNCT
iajs-1834	114	10	based	base	VERB
iajs-1834	114	11	ann	ann	PROPN
iajs-1834	114	12	(	(	PUNCT
iajs-1834	114	13	bp	bp	PROPN
iajs-1834	114	14	-	-	PUNCT
iajs-1834	114	15	based	base	VERB
iajs-1834	114	16	ann	ann	PROPN
iajs-1834	114	17	)	)	PUNCT
iajs-1834	115	1	[	[	X
iajs-1834	115	2	15	15	NUM
iajs-1834	115	3	]	]	PUNCT
iajs-1834	115	4	.	.	PUNCT
iajs-1834	116	1	additionally	additionally	ADV
iajs-1834	116	2	,	,	PUNCT
iajs-1834	116	3	svm	svm	PROPN
iajs-1834	116	4	and	and	CCONJ
iajs-1834	116	5	knn	knn	PROPN
iajs-1834	116	6	classifiers	classifier	NOUN
iajs-1834	116	7	are	be	AUX
iajs-1834	116	8	also	also	ADV
iajs-1834	116	9	used	use	VERB
iajs-1834	116	10	for	for	ADP
iajs-1834	116	11	comparison	comparison	NOUN
iajs-1834	116	12	to	to	PART
iajs-1834	116	13	demonstrate	demonstrate	VERB
iajs-1834	116	14	the	the	DET
iajs-1834	116	15	effectiveness	effectiveness	NOUN
iajs-1834	116	16	of	of	ADP
iajs-1834	116	17	the	the	DET
iajs-1834	116	18	proposed	propose	VERB
iajs-1834	116	19	classification	classification	NOUN
iajs-1834	116	20	method	method	NOUN
iajs-1834	116	21	.	.	PUNCT
iajs-1834	117	1	results	result	NOUN
iajs-1834	117	2	and	and	CCONJ
iajs-1834	117	3	discussion	discussion	NOUN
iajs-1834	117	4	in	in	ADP
iajs-1834	117	5	these	these	DET
iajs-1834	117	6	experiments	experiment	NOUN
iajs-1834	117	7	,	,	PUNCT
iajs-1834	117	8	ann	ann	PROPN
iajs-1834	117	9	based	base	VERB
iajs-1834	117	10	on	on	ADP
iajs-1834	117	11	four	four	NUM
iajs-1834	117	12	different	different	ADJ
iajs-1834	117	13	training	training	NOUN
iajs-1834	117	14	methods	method	NOUN
iajs-1834	117	15	are	be	AUX
iajs-1834	117	16	used	use	VERB
iajs-1834	117	17	for	for	ADP
iajs-1834	117	18	classifying	classify	VERB
iajs-1834	117	19	mri	mri	NOUN
iajs-1834	117	20	human	human	ADJ
iajs-1834	117	21	brain	brain	NOUN
iajs-1834	117	22	images	image	NOUN
iajs-1834	117	23	as	as	ADP
iajs-1834	117	24	normal	normal	ADJ
iajs-1834	117	25	or	or	CCONJ
iajs-1834	117	26	abnormal	abnormal	ADJ
iajs-1834	117	27	.	.	PUNCT
iajs-1834	118	1	https://doi.org/10.30526/31.1.1834	https://doi.org/10.30526/31.1.1834	PROPN
iajs-1834	118	2	computer	computer	NOUN
iajs-1834	118	3	|	|	ADV
iajs-1834	118	4	274	274	NUM
iajs-1834	118	5	2018	2018	NUM
iajs-1834	118	6	)	)	PUNCT
iajs-1834	118	7	عام	عام	ADP
iajs-1834	118	8	1(العدد	1(العدد	NUM
iajs-1834	118	9	)	)	PUNCT
iajs-1834	118	10	31(المجلد	31(المجلد	NUM
iajs-1834	118	11	مجلة	مجلة	NOUN
iajs-1834	118	12	إبن	إبن	VERB
iajs-1834	118	13	الهيثم	الهيثم	ADJ
iajs-1834	118	14	للعلوم	للعلوم	NOUN
iajs-1834	118	15	الصرفة	الصرفة	NOUN
iajs-1834	119	1	و	و	PRON
iajs-1834	119	2	التطبيقية	التطبيقية	ADJ
iajs-1834	119	3	ibn	ibn	PROPN
iajs-1834	119	4	al	al	PROPN
iajs-1834	119	5	-	-	PUNCT
iajs-1834	119	6	haitham	haitham	PROPN
iajs-1834	119	7	j.	j.	PROPN
iajs-1834	119	8	for	for	ADP
iajs-1834	119	9	pure	pure	PROPN
iajs-1834	119	10	&	&	CCONJ
iajs-1834	119	11	appl	appl	PROPN
iajs-1834	119	12	.	.	PUNCT
iajs-1834	120	1	sci	sci	PROPN
iajs-1834	120	2	.	.	PUNCT
iajs-1834	121	1	vol.31	vol.31	PROPN
iajs-1834	121	2	(	(	PUNCT
iajs-1834	121	3	1	1	NUM
iajs-1834	121	4	)	)	SYM
iajs-1834	121	5	2018	2018	NUM
iajs-1834	121	6	table	table	NOUN
iajs-1834	121	7	(	(	PUNCT
iajs-1834	121	8	1	1	NUM
iajs-1834	121	9	):	):	PUNCT
iajs-1834	121	10	classification	classification	NOUN
iajs-1834	121	11	rates	rate	NOUN
iajs-1834	121	12	of	of	ADP
iajs-1834	121	13	proposed	propose	VERB
iajs-1834	121	14	algorithm	algorithm	NOUN
iajs-1834	121	15	with	with	ADP
iajs-1834	121	16	different	different	ADJ
iajs-1834	121	17	training	training	NOUN
iajs-1834	121	18	types	type	NOUN
iajs-1834	121	19	of	of	ADP
iajs-1834	121	20	ann	ann	PROPN
iajs-1834	121	21	using	use	VERB
iajs-1834	121	22	hms	hms	PROPN
iajs-1834	121	23	-	-	PUNCT
iajs-1834	121	24	db	db	PROPN
iajs-1834	121	25	dataset	dataset	NOUN
iajs-1834	121	26	method	method	NOUN
iajs-1834	121	27	(	(	PUNCT
iajs-1834	121	28	classifier	classifier	NOUN
iajs-1834	121	29	)	)	PUNCT
iajs-1834	121	30	sensitivity	sensitivity	NOUN
iajs-1834	121	31	(	(	PUNCT
iajs-1834	121	32	%	%	INTJ
iajs-1834	121	33	)	)	PUNCT
iajs-1834	121	34	specificity	specificity	NOUN
iajs-1834	121	35	(	(	PUNCT
iajs-1834	121	36	%	%	INTJ
iajs-1834	121	37	)	)	PUNCT
iajs-1834	121	38	accuracy	accuracy	NOUN
iajs-1834	121	39	(	(	PUNCT
iajs-1834	121	40	%	%	INTJ
iajs-1834	121	41	)	)	PUNCT
iajs-1834	121	42	original	original	ADJ
iajs-1834	121	43	bp	bp	PROPN
iajs-1834	121	44	-	-	PUNCT
iajs-1834	121	45	based	base	VERB
iajs-1834	121	46	ann	ann	PROPN
iajs-1834	121	47	77	77	NUM
iajs-1834	121	48	68	68	NUM
iajs-1834	121	49	75	75	NUM
iajs-1834	121	50	ga	ga	NOUN
iajs-1834	121	51	-	-	PUNCT
iajs-1834	121	52	based	base	VERB
iajs-1834	121	53	ann	ann	PROPN
iajs-1834	121	54	82	82	NUM
iajs-1834	121	55	70	70	NUM
iajs-1834	121	56	80	80	NUM
iajs-1834	121	57	pso	pso	NOUN
iajs-1834	121	58	-	-	PUNCT
iajs-1834	121	59	based	base	VERB
iajs-1834	121	60	ann	ann	PROPN
iajs-1834	121	61	83	83	NUM
iajs-1834	121	62	72	72	NUM
iajs-1834	121	63	80.5	80.5	NUM
iajs-1834	121	64	proposed	propose	VERB
iajs-1834	121	65	da	da	NOUN
iajs-1834	121	66	-	-	PUNCT
iajs-1834	121	67	based	base	VERB
iajs-1834	121	68	ann	ann	PROPN
iajs-1834	121	69	89	89	NUM
iajs-1834	121	70	83	83	NUM
iajs-1834	121	71	85	85	NUM
iajs-1834	121	72	in	in	ADP
iajs-1834	121	73	this	this	DET
iajs-1834	121	74	experiment	experiment	NOUN
iajs-1834	121	75	,	,	PUNCT
iajs-1834	121	76	mri	mri	NOUN
iajs-1834	121	77	dataset	dataset	NOUN
iajs-1834	121	78	that	that	PRON
iajs-1834	121	79	have	have	VERB
iajs-1834	121	80	healthy	healthy	ADJ
iajs-1834	121	81	and	and	CCONJ
iajs-1834	121	82	diseased	diseased	ADJ
iajs-1834	121	83	brain	brain	NOUN
iajs-1834	121	84	are	be	AUX
iajs-1834	121	85	classified	classify	VERB
iajs-1834	121	86	by	by	ADP
iajs-1834	121	87	the	the	DET
iajs-1834	121	88	competing	compete	VERB
iajs-1834	121	89	classifiers	classifier	NOUN
iajs-1834	121	90	.	.	PUNCT
iajs-1834	122	1	the	the	DET
iajs-1834	122	2	experimental	experimental	ADJ
iajs-1834	122	3	results	result	NOUN
iajs-1834	122	4	of	of	ADP
iajs-1834	122	5	the	the	DET
iajs-1834	122	6	proposed	propose	VERB
iajs-1834	122	7	da	da	NOUN
iajs-1834	122	8	-	-	PUNCT
iajs-1834	122	9	based	base	VERB
iajs-1834	122	10	ann	ann	PROPN
iajs-1834	122	11	classifier	classifier	NOUN
iajs-1834	122	12	is	be	AUX
iajs-1834	122	13	compared	compare	VERB
iajs-1834	122	14	with	with	ADP
iajs-1834	122	15	other	other	ADJ
iajs-1834	122	16	competing	compete	VERB
iajs-1834	122	17	classifiers	classifier	NOUN
iajs-1834	122	18	as	as	SCONJ
iajs-1834	122	19	shown	show	VERB
iajs-1834	122	20	in	in	ADP
iajs-1834	122	21	table	table	NOUN
iajs-1834	122	22	(	(	PUNCT
iajs-1834	122	23	1	1	NUM
iajs-1834	122	24	)	)	PUNCT
iajs-1834	122	25	,	,	PUNCT
iajs-1834	122	26	which	which	PRON
iajs-1834	122	27	shows	show	VERB
iajs-1834	122	28	the	the	DET
iajs-1834	122	29	percentage	percentage	NOUN
iajs-1834	122	30	classification	classification	NOUN
iajs-1834	122	31	in	in	ADP
iajs-1834	122	32	terms	term	NOUN
iajs-1834	122	33	of	of	ADP
iajs-1834	122	34	three	three	NUM
iajs-1834	122	35	evaluation	evaluation	NOUN
iajs-1834	122	36	metrics	metric	NOUN
iajs-1834	122	37	.	.	PUNCT
iajs-1834	123	1	the	the	DET
iajs-1834	123	2	analysis	analysis	NOUN
iajs-1834	123	3	of	of	ADP
iajs-1834	123	4	the	the	DET
iajs-1834	123	5	experimental	experimental	ADJ
iajs-1834	123	6	results	result	NOUN
iajs-1834	123	7	shows	show	VERB
iajs-1834	123	8	that	that	SCONJ
iajs-1834	123	9	classification	classification	NOUN
iajs-1834	123	10	accuracy	accuracy	NOUN
iajs-1834	123	11	(	(	PUNCT
iajs-1834	123	12	85	85	NUM
iajs-1834	123	13	%	%	NOUN
iajs-1834	123	14	)	)	PUNCT
iajs-1834	123	15	is	be	AUX
iajs-1834	123	16	achieved	achieve	VERB
iajs-1834	123	17	using	use	VERB
iajs-1834	123	18	da	da	NOUN
iajs-1834	123	19	-	-	PUNCT
iajs-1834	123	20	based	base	VERB
iajs-1834	123	21	ann	ann	PROPN
iajs-1834	123	22	classifier	classifier	NOUN
iajs-1834	123	23	and	and	CCONJ
iajs-1834	123	24	it	it	PRON
iajs-1834	123	25	has	have	VERB
iajs-1834	123	26	higher	high	ADJ
iajs-1834	123	27	rate	rate	NOUN
iajs-1834	123	28	compared	compare	VERB
iajs-1834	123	29	with	with	ADP
iajs-1834	123	30	other	other	ADJ
iajs-1834	123	31	classifiers	classifier	NOUN
iajs-1834	123	32	.	.	PUNCT
iajs-1834	124	1	in	in	ADP
iajs-1834	124	2	other	other	ADJ
iajs-1834	124	3	metrics	metric	NOUN
iajs-1834	124	4	,	,	PUNCT
iajs-1834	124	5	sensitivity	sensitivity	NOUN
iajs-1834	124	6	and	and	CCONJ
iajs-1834	124	7	specificity	specificity	NOUN
iajs-1834	124	8	,	,	PUNCT
iajs-1834	124	9	the	the	DET
iajs-1834	124	10	da	da	NOUN
iajs-1834	124	11	-	-	PUNCT
iajs-1834	124	12	based	base	VERB
iajs-1834	124	13	ann	ann	PROPN
iajs-1834	124	14	is	be	AUX
iajs-1834	124	15	also	also	ADV
iajs-1834	124	16	outperformed	outperform	VERB
iajs-1834	124	17	other	other	ADJ
iajs-1834	124	18	competing	compete	VERB
iajs-1834	124	19	classifiers	classifier	NOUN
iajs-1834	124	20	,	,	PUNCT
iajs-1834	124	21	figure	figure	NOUN
iajs-1834	124	22	(	(	PUNCT
iajs-1834	124	23	4	4	NUM
iajs-1834	124	24	)	)	PUNCT
iajs-1834	124	25	shows	show	VERB
iajs-1834	124	26	visual	visual	ADJ
iajs-1834	124	27	comparison	comparison	NOUN
iajs-1834	124	28	among	among	ADP
iajs-1834	124	29	competing	compete	VERB
iajs-1834	124	30	classifiers	classifier	NOUN
iajs-1834	124	31	in	in	ADP
iajs-1834	124	32	terms	term	NOUN
iajs-1834	124	33	of	of	ADP
iajs-1834	124	34	the	the	DET
iajs-1834	124	35	three	three	NUM
iajs-1834	124	36	evaluation	evaluation	NOUN
iajs-1834	124	37	metrics	metric	NOUN
iajs-1834	124	38	.	.	PUNCT
iajs-1834	125	1	this	this	DET
iajs-1834	125	2	figure	figure	NOUN
iajs-1834	125	3	illustrates	illustrate	VERB
iajs-1834	125	4	superiority	superiority	NOUN
iajs-1834	125	5	of	of	ADP
iajs-1834	125	6	da	da	NOUN
iajs-1834	125	7	-	-	PUNCT
iajs-1834	125	8	based	base	VERB
iajs-1834	125	9	ann	ann	PROPN
iajs-1834	125	10	on	on	ADP
iajs-1834	125	11	other	other	ADJ
iajs-1834	125	12	classifiers	classifier	NOUN
iajs-1834	125	13	.	.	PUNCT
iajs-1834	126	1	figure	figure	NOUN
iajs-1834	126	2	(	(	PUNCT
iajs-1834	126	3	4	4	NUM
iajs-1834	126	4	):	):	PUNCT
iajs-1834	126	5	classification	classification	NOUN
iajs-1834	126	6	rates	rate	NOUN
iajs-1834	126	7	for	for	ADP
iajs-1834	126	8	competitive	competitive	ADJ
iajs-1834	126	9	classifiers	classifier	NOUN
iajs-1834	126	10	to	to	PART
iajs-1834	126	11	evaluate	evaluate	VERB
iajs-1834	126	12	the	the	DET
iajs-1834	126	13	effectiveness	effectiveness	NOUN
iajs-1834	126	14	of	of	ADP
iajs-1834	126	15	the	the	DET
iajs-1834	126	16	proposed	propose	VERB
iajs-1834	126	17	method	method	NOUN
iajs-1834	126	18	,	,	PUNCT
iajs-1834	126	19	another	another	DET
iajs-1834	126	20	comparison	comparison	NOUN
iajs-1834	126	21	is	be	AUX
iajs-1834	126	22	achieved	achieve	VERB
iajs-1834	126	23	with	with	ADP
iajs-1834	126	24	other	other	ADJ
iajs-1834	126	25	well	well	ADV
iajs-1834	126	26	-	-	PUNCT
iajs-1834	126	27	known	know	VERB
iajs-1834	126	28	classifiers	classifier	NOUN
iajs-1834	126	29	.	.	PUNCT
iajs-1834	127	1	proposed	propose	VERB
iajs-1834	127	2	da	da	PROPN
iajs-1834	127	3	-	-	PROPN
iajs-1834	127	4	ann	ann	PROPN
iajs-1834	127	5	is	be	AUX
iajs-1834	127	6	compared	compare	VERB
iajs-1834	127	7	with	with	ADP
iajs-1834	127	8	svm	svm	PROPN
iajs-1834	127	9	and	and	CCONJ
iajs-1834	127	10	knn	knn	PROPN
iajs-1834	127	11	,	,	PUNCT
iajs-1834	127	12	on	on	ADP
iajs-1834	127	13	the	the	DET
iajs-1834	127	14	same	same	ADJ
iajs-1834	127	15	mri	mri	NOUN
iajs-1834	127	16	datasets	dataset	NOUN
iajs-1834	127	17	as	as	SCONJ
iajs-1834	127	18	depicted	depict	VERB
iajs-1834	127	19	in	in	ADP
iajs-1834	127	20	table	table	NOUN
iajs-1834	127	21	(	(	PUNCT
iajs-1834	127	22	2	2	NUM
iajs-1834	127	23	)	)	PUNCT
iajs-1834	127	24	.	.	PUNCT
iajs-1834	128	1	this	this	DET
iajs-1834	128	2	comparison	comparison	NOUN
iajs-1834	128	3	shows	show	VERB
iajs-1834	128	4	that	that	SCONJ
iajs-1834	128	5	the	the	DET
iajs-1834	128	6	proposed	propose	VERB
iajs-1834	128	7	method	method	NOUN
iajs-1834	128	8	has	have	VERB
iajs-1834	128	9	the	the	DET
iajs-1834	128	10	highest	high	ADJ
iajs-1834	128	11	classification	classification	NOUN
iajs-1834	128	12	accuracy	accuracy	NOUN
iajs-1834	128	13	than	than	ADP
iajs-1834	128	14	other	other	ADJ
iajs-1834	128	15	classifiers	classifier	NOUN
iajs-1834	128	16	.	.	PUNCT
iajs-1834	129	1	table	table	NOUN
iajs-1834	129	2	(	(	PUNCT
iajs-1834	129	3	2	2	NUM
iajs-1834	129	4	):	):	PUNCT
iajs-1834	129	5	classification	classification	NOUN
iajs-1834	129	6	rates	rate	NOUN
iajs-1834	129	7	of	of	ADP
iajs-1834	129	8	proposed	propose	VERB
iajs-1834	129	9	algorithm	algorithm	NOUN
iajs-1834	129	10	with	with	ADP
iajs-1834	129	11	svm	svm	PROPN
iajs-1834	129	12	and	and	CCONJ
iajs-1834	129	13	knn	knn	PROPN
iajs-1834	129	14	classifiers	classifier	NOUN
iajs-1834	129	15	on	on	ADP
iajs-1834	129	16	hms	hms	PROPN
iajs-1834	129	17	-	-	PUNCT
iajs-1834	129	18	db	db	PROPN
iajs-1834	129	19	dataset	dataset	NOUN
iajs-1834	129	20	method	method	NOUN
iajs-1834	129	21	(	(	PUNCT
iajs-1834	129	22	classifier	classifier	NOUN
iajs-1834	129	23	)	)	PUNCT
iajs-1834	129	24	sensitivity	sensitivity	NOUN
iajs-1834	129	25	(	(	PUNCT
iajs-1834	129	26	%	%	INTJ
iajs-1834	129	27	)	)	PUNCT
iajs-1834	129	28	specificity	specificity	NOUN
iajs-1834	129	29	(	(	PUNCT
iajs-1834	129	30	%	%	INTJ
iajs-1834	129	31	)	)	PUNCT
iajs-1834	129	32	accuracy	accuracy	NOUN
iajs-1834	129	33	(	(	PUNCT
iajs-1834	129	34	%	%	INTJ
iajs-1834	129	35	)	)	PUNCT
iajs-1834	129	36	original	original	ADJ
iajs-1834	129	37	bp	bp	PROPN
iajs-1834	129	38	-	-	PUNCT
iajs-1834	129	39	based	base	VERB
iajs-1834	129	40	ann	ann	PROPN
iajs-1834	129	41	77	77	NUM
iajs-1834	129	42	68	68	NUM
iajs-1834	129	43	75	75	NUM
iajs-1834	129	44	svm	svm	PROPN
iajs-1834	129	45	85	85	NUM
iajs-1834	129	46	75	75	NUM
iajs-1834	129	47	83	83	NUM
iajs-1834	129	48	knn	knn	NOUN
iajs-1834	129	49	80.3	80.3	NUM
iajs-1834	129	50	71	71	NUM
iajs-1834	129	51	79	79	NUM
iajs-1834	129	52	proposed	propose	VERB
iajs-1834	129	53	da	da	NOUN
iajs-1834	129	54	-	-	PUNCT
iajs-1834	129	55	based	base	VERB
iajs-1834	129	56	ann	ann	PROPN
iajs-1834	129	57	89	89	NUM
iajs-1834	129	58	83	83	NUM
iajs-1834	129	59	85	85	NUM
iajs-1834	129	60	60	60	NUM
iajs-1834	129	61	65	65	NUM
iajs-1834	129	62	70	70	NUM
iajs-1834	129	63	75	75	NUM
iajs-1834	129	64	80	80	NUM
iajs-1834	129	65	85	85	NUM
iajs-1834	129	66	90	90	NUM
iajs-1834	129	67	95	95	NUM
iajs-1834	129	68	100	100	NUM
iajs-1834	129	69	accuracyspecifitysensitivity	accuracyspecifitysensitivity	NOUN
iajs-1834	129	70	bp‐ann	bp‐ann	NOUN
iajs-1834	129	71	ga‐ann	ga‐ann	PROPN
iajs-1834	129	72	pso‐ann	pso‐ann	X
iajs-1834	129	73	da‐ann	da‐ann	PROPN
iajs-1834	129	74	https://doi.org/10.30526/31.1.1834	https://doi.org/10.30526/31.1.1834	PROPN
iajs-1834	129	75	computer	computer	NOUN
iajs-1834	129	76	|	|	ADV
iajs-1834	129	77	275	275	NUM
iajs-1834	129	78	2018	2018	NUM
iajs-1834	129	79	)	)	PUNCT
iajs-1834	129	80	عام	عام	ADP
iajs-1834	129	81	1(العدد	1(العدد	NUM
iajs-1834	129	82	)	)	PUNCT
iajs-1834	129	83	31(المجلد	31(المجلد	NUM
iajs-1834	129	84	مجلة	مجلة	NOUN
iajs-1834	129	85	إبن	إبن	VERB
iajs-1834	129	86	الهيثم	الهيثم	ADJ
iajs-1834	129	87	للعلوم	للعلوم	NOUN
iajs-1834	129	88	الصرفة	الصرفة	NOUN
iajs-1834	130	1	و	و	PRON
iajs-1834	130	2	التطبيقية	التطبيقية	ADJ
iajs-1834	130	3	ibn	ibn	PROPN
iajs-1834	130	4	al	al	PROPN
iajs-1834	130	5	-	-	PUNCT
iajs-1834	130	6	haitham	haitham	PROPN
iajs-1834	130	7	j.	j.	PROPN
iajs-1834	130	8	for	for	ADP
iajs-1834	130	9	pure	pure	PROPN
iajs-1834	130	10	&	&	CCONJ
iajs-1834	130	11	appl	appl	PROPN
iajs-1834	130	12	.	.	PUNCT
iajs-1834	131	1	sci	sci	PROPN
iajs-1834	131	2	.	.	PUNCT
iajs-1834	132	1	vol.31	vol.31	PROPN
iajs-1834	132	2	(	(	PUNCT
iajs-1834	132	3	1	1	NUM
iajs-1834	132	4	)	)	SYM
iajs-1834	132	5	2018	2018	NUM
iajs-1834	132	6	conclusion	conclusion	NOUN
iajs-1834	132	7	medical	medical	ADJ
iajs-1834	132	8	software	software	NOUN
iajs-1834	132	9	represents	represent	VERB
iajs-1834	132	10	one	one	NUM
iajs-1834	132	11	of	of	ADP
iajs-1834	132	12	the	the	DET
iajs-1834	132	13	important	important	ADJ
iajs-1834	132	14	issues	issue	NOUN
iajs-1834	132	15	in	in	ADP
iajs-1834	132	16	making	make	VERB
iajs-1834	132	17	diagnostic	diagnostic	ADJ
iajs-1834	132	18	decisions	decision	NOUN
iajs-1834	132	19	for	for	ADP
iajs-1834	132	20	patients	patient	NOUN
iajs-1834	132	21	.	.	PUNCT
iajs-1834	133	1	in	in	ADP
iajs-1834	133	2	this	this	DET
iajs-1834	133	3	research	research	NOUN
iajs-1834	133	4	,	,	PUNCT
iajs-1834	133	5	an	an	DET
iajs-1834	133	6	improvement	improvement	NOUN
iajs-1834	133	7	of	of	ADP
iajs-1834	133	8	mri	mri	NOUN
iajs-1834	133	9	brain	brain	NOUN
iajs-1834	133	10	image	image	NOUN
iajs-1834	133	11	classification	classification	NOUN
iajs-1834	133	12	model	model	NOUN
iajs-1834	133	13	is	be	AUX
iajs-1834	133	14	proposed	propose	VERB
iajs-1834	133	15	.	.	PUNCT
iajs-1834	134	1	the	the	DET
iajs-1834	134	2	proposed	propose	VERB
iajs-1834	134	3	model	model	NOUN
iajs-1834	134	4	contains	contain	VERB
iajs-1834	134	5	wavelet	wavelet	NOUN
iajs-1834	134	6	transform	transform	NOUN
iajs-1834	134	7	as	as	ADP
iajs-1834	134	8	feature	feature	NOUN
iajs-1834	134	9	extraction	extraction	NOUN
iajs-1834	134	10	,	,	PUNCT
iajs-1834	134	11	pca	pca	NOUN
iajs-1834	134	12	as	as	ADP
iajs-1834	134	13	dimension	dimension	NOUN
iajs-1834	134	14	reduction	reduction	NOUN
iajs-1834	134	15	for	for	ADP
iajs-1834	134	16	features	feature	NOUN
iajs-1834	134	17	,	,	PUNCT
iajs-1834	134	18	and	and	CCONJ
iajs-1834	134	19	ann	ann	PROPN
iajs-1834	134	20	for	for	ADP
iajs-1834	134	21	classification	classification	NOUN
iajs-1834	134	22	.	.	PUNCT
iajs-1834	135	1	the	the	DET
iajs-1834	135	2	contribution	contribution	NOUN
iajs-1834	135	3	of	of	ADP
iajs-1834	135	4	this	this	DET
iajs-1834	135	5	model	model	NOUN
iajs-1834	135	6	is	be	AUX
iajs-1834	135	7	using	use	VERB
iajs-1834	135	8	dragonfly	dragonfly	NOUN
iajs-1834	135	9	algorithm	algorithm	NOUN
iajs-1834	135	10	as	as	ADP
iajs-1834	135	11	trainer	trainer	NOUN
iajs-1834	135	12	of	of	ADP
iajs-1834	135	13	ann	ann	PROPN
iajs-1834	135	14	(	(	PUNCT
iajs-1834	135	15	da	da	NOUN
iajs-1834	135	16	-	-	PUNCT
iajs-1834	135	17	based	base	VERB
iajs-1834	135	18	ann	ann	PROPN
iajs-1834	135	19	)	)	PUNCT
iajs-1834	135	20	instead	instead	ADV
iajs-1834	135	21	of	of	ADP
iajs-1834	135	22	backpropagation	backpropagation	NOUN
iajs-1834	135	23	algorithm	algorithm	NOUN
iajs-1834	135	24	.	.	PUNCT
iajs-1834	136	1	da	da	VERB
iajs-1834	136	2	-	-	PUNCT
iajs-1834	136	3	based	base	VERB
iajs-1834	136	4	ann	ann	PROPN
iajs-1834	136	5	outperforms	outperform	VERB
iajs-1834	136	6	other	other	ADJ
iajs-1834	136	7	state	state	NOUN
iajs-1834	136	8	of	of	ADP
iajs-1834	136	9	the	the	DET
iajs-1834	136	10	art	art	NOUN
iajs-1834	136	11	classifiers	classifier	NOUN
iajs-1834	136	12	(	(	PUNCT
iajs-1834	136	13	different	different	ADJ
iajs-1834	136	14	training	training	NOUN
iajs-1834	136	15	algorithm	algorithm	NOUN
iajs-1834	136	16	of	of	ADP
iajs-1834	136	17	ann	ann	PROPN
iajs-1834	136	18	,	,	PUNCT
iajs-1834	136	19	svm	svm	PROPN
iajs-1834	136	20	,	,	PUNCT
iajs-1834	136	21	and	and	CCONJ
iajs-1834	136	22	knn	knn	PROPN
iajs-1834	136	23	classifiers	classifier	NOUN
iajs-1834	136	24	)	)	PUNCT
iajs-1834	136	25	in	in	ADP
iajs-1834	136	26	terms	term	NOUN
iajs-1834	136	27	of	of	ADP
iajs-1834	136	28	accuracy	accuracy	NOUN
iajs-1834	136	29	,	,	PUNCT
iajs-1834	136	30	sensitivity	sensitivity	NOUN
iajs-1834	136	31	,	,	PUNCT
iajs-1834	136	32	and	and	CCONJ
iajs-1834	136	33	specificity	specificity	NOUN
iajs-1834	136	34	evaluation	evaluation	NOUN
iajs-1834	136	35	metrics	metric	NOUN
iajs-1834	136	36	.	.	PUNCT
iajs-1834	137	1	references	reference	NOUN
iajs-1834	137	2	[	[	X
iajs-1834	137	3	1	1	NUM
iajs-1834	137	4	]	]	PUNCT
iajs-1834	137	5	f.	f.	PROPN
iajs-1834	137	6	gorunescu	gorunescu	PROPN
iajs-1834	137	7	,	,	PUNCT
iajs-1834	137	8	"	"	PUNCT
iajs-1834	137	9	data	data	NOUN
iajs-1834	137	10	mining	mining	NOUN
iajs-1834	137	11	techniques	technique	NOUN
iajs-1834	137	12	in	in	ADP
iajs-1834	137	13	computer	computer	NOUN
iajs-1834	137	14	-	-	PUNCT
iajs-1834	137	15	aided	aid	VERB
iajs-1834	137	16	diagnosis	diagnosis	NOUN
iajs-1834	137	17	:	:	PUNCT
iajs-1834	137	18	non	non	ADJ
iajs-1834	137	19	-	-	ADJ
iajs-1834	137	20	invasive	invasive	ADJ
iajs-1834	137	21	cancer	cancer	NOUN
iajs-1834	137	22	detection	detection	NOUN
iajs-1834	137	23	,	,	PUNCT
iajs-1834	137	24	"	"	PUNCT
iajs-1834	137	25	pwaset	pwaset	VERB
iajs-1834	137	26	,	,	PUNCT
iajs-1834	137	27	25	25	NUM
iajs-1834	137	28	,	,	PUNCT
iajs-1834	137	29	.	.	PUNCT
iajs-1834	138	1	427	427	NUM
iajs-1834	138	2	-	-	SYM
iajs-1834	138	3	430	430	NUM
iajs-1834	138	4	,	,	PUNCT
iajs-1834	138	5	2007	2007	NUM
iajs-1834	138	6	.	.	PUNCT
iajs-1834	139	1	[	[	X
iajs-1834	139	2	2	2	NUM
iajs-1834	139	3	]	]	X
iajs-1834	139	4	l.	l.	PROPN
iajs-1834	139	5	m.	m.	PROPN
iajs-1834	139	6	fletcher	fletcher	PROPN
iajs-1834	139	7	-	-	PUNCT
iajs-1834	139	8	heath;l	heath;l	PROPN
iajs-1834	139	9	.	.	PUNCT
iajs-1834	140	1	o.	o.	PROPN
iajs-1834	140	2	hall	hall	PROPN
iajs-1834	140	3	;	;	PUNCT
iajs-1834	140	4	d.	d.	PROPN
iajs-1834	140	5	b.	b.	PROPN
iajs-1834	140	6	goldgof	goldgof	PROPN
iajs-1834	140	7	and	and	CCONJ
iajs-1834	140	8	f.	f.	PROPN
iajs-1834	140	9	r.	r.	PROPN
iajs-1834	140	10	murtagh	murtagh	PROPN
iajs-1834	140	11	,	,	PUNCT
iajs-1834	140	12	"	"	PUNCT
iajs-1834	140	13	automatic	automatic	ADJ
iajs-1834	140	14	segmentation	segmentation	NOUN
iajs-1834	140	15	of	of	ADP
iajs-1834	140	16	non	non	ADJ
iajs-1834	140	17	-	-	ADJ
iajs-1834	140	18	enhancing	enhancing	ADJ
iajs-1834	140	19	brain	brain	NOUN
iajs-1834	140	20	tumors	tumor	NOUN
iajs-1834	140	21	in	in	ADP
iajs-1834	140	22	magnetic	magnetic	ADJ
iajs-1834	140	23	resonance	resonance	NOUN
iajs-1834	140	24	images	image	NOUN
iajs-1834	140	25	,	,	PUNCT
iajs-1834	140	26	"	"	PUNCT
iajs-1834	140	27	artificial	artificial	ADJ
iajs-1834	140	28	intelligence	intelligence	NOUN
iajs-1834	140	29	in	in	ADP
iajs-1834	140	30	medicine	medicine	NOUN
iajs-1834	140	31	,	,	PUNCT
iajs-1834	140	32	21	21	NUM
iajs-1834	140	33	,	,	PUNCT
iajs-1834	140	34	.	.	PUNCT
iajs-1834	141	1	43	43	NUM
iajs-1834	141	2	-	-	SYM
iajs-1834	141	3	63	63	NUM
iajs-1834	141	4	,	,	PUNCT
iajs-1834	141	5	2001	2001	NUM
iajs-1834	141	6	.	.	PUNCT
iajs-1834	142	1	[	[	X
iajs-1834	142	2	3	3	X
iajs-1834	142	3	]	]	PUNCT
iajs-1834	142	4	s.	s.	PROPN
iajs-1834	142	5	mirjalili	mirjalili	PROPN
iajs-1834	142	6	,	,	PUNCT
iajs-1834	142	7	"	"	PUNCT
iajs-1834	142	8	dragonfly	dragonfly	NOUN
iajs-1834	142	9	algorithm	algorithm	NOUN
iajs-1834	142	10	:	:	PUNCT
iajs-1834	142	11	a	a	DET
iajs-1834	142	12	new	new	ADJ
iajs-1834	142	13	meta	meta	ADJ
iajs-1834	142	14	-	-	PUNCT
iajs-1834	142	15	heuristic	heuristic	ADJ
iajs-1834	142	16	optimization	optimization	NOUN
iajs-1834	142	17	technique	technique	NOUN
iajs-1834	142	18	for	for	ADP
iajs-1834	142	19	solving	solve	VERB
iajs-1834	142	20	single	single	ADJ
iajs-1834	142	21	-	-	PUNCT
iajs-1834	142	22	objective	objective	NOUN
iajs-1834	142	23	,	,	PUNCT
iajs-1834	142	24	discrete	discrete	ADJ
iajs-1834	142	25	,	,	PUNCT
iajs-1834	142	26	and	and	CCONJ
iajs-1834	142	27	multi	multi	ADJ
iajs-1834	142	28	-	-	ADJ
iajs-1834	142	29	objective	objective	ADJ
iajs-1834	142	30	problems	problem	NOUN
iajs-1834	142	31	,	,	PUNCT
iajs-1834	142	32	"	"	PUNCT
iajs-1834	142	33	neural	neural	ADJ
iajs-1834	142	34	computing	computing	NOUN
iajs-1834	142	35	and	and	CCONJ
iajs-1834	142	36	applications27	applications27	ADJ
iajs-1834	142	37	,	,	PUNCT
iajs-1834	142	38	1053	1053	NUM
iajs-1834	142	39	-	-	SYM
iajs-1834	142	40	1073	1073	NUM
iajs-1834	142	41	,	,	PUNCT
iajs-1834	142	42	2016	2016	NUM
iajs-1834	142	43	.	.	PUNCT
iajs-1834	143	1	[	[	X
iajs-1834	143	2	4	4	X
iajs-1834	143	3	]	]	X
iajs-1834	143	4	s.	s.	PROPN
iajs-1834	143	5	chaplot	chaplot	PROPN
iajs-1834	143	6	;	;	PUNCT
iajs-1834	143	7	l.	l.	PROPN
iajs-1834	143	8	patnaik	patnaik	PROPN
iajs-1834	143	9	and	and	CCONJ
iajs-1834	143	10	n.	n.	PROPN
iajs-1834	143	11	jagannathan	jagannathan	PROPN
iajs-1834	143	12	,	,	PUNCT
iajs-1834	143	13	"	"	PUNCT
iajs-1834	143	14	classification	classification	NOUN
iajs-1834	143	15	of	of	ADP
iajs-1834	143	16	magnetic	magnetic	ADJ
iajs-1834	143	17	resonance	resonance	NOUN
iajs-1834	143	18	brain	brain	NOUN
iajs-1834	143	19	images	image	NOUN
iajs-1834	143	20	using	use	VERB
iajs-1834	143	21	wavelets	wavelet	NOUN
iajs-1834	143	22	as	as	ADP
iajs-1834	143	23	input	input	NOUN
iajs-1834	143	24	to	to	PART
iajs-1834	143	25	support	support	VERB
iajs-1834	143	26	vector	vector	NOUN
iajs-1834	143	27	machine	machine	NOUN
iajs-1834	143	28	and	and	CCONJ
iajs-1834	143	29	neural	neural	ADJ
iajs-1834	143	30	network	network	NOUN
iajs-1834	143	31	,	,	PUNCT
iajs-1834	143	32	"	"	PUNCT
iajs-1834	143	33	biomedical	biomedical	ADJ
iajs-1834	143	34	signal	signal	NOUN
iajs-1834	143	35	processing	processing	NOUN
iajs-1834	143	36	and	and	CCONJ
iajs-1834	143	37	control	control	NOUN
iajs-1834	143	38	,	,	PUNCT
iajs-1834	143	39	1	1	NUM
iajs-1834	143	40	,	,	PUNCT
iajs-1834	143	41	86	86	NUM
iajs-1834	143	42	-	-	SYM
iajs-1834	143	43	92	92	NUM
iajs-1834	143	44	,	,	PUNCT
iajs-1834	143	45	2006	2006	NUM
iajs-1834	143	46	.	.	PUNCT
iajs-1834	144	1	[	[	X
iajs-1834	144	2	5	5	NUM
iajs-1834	144	3	]	]	PUNCT
iajs-1834	144	4	m.	m.	NOUN
iajs-1834	144	5	maitra	maitra	NOUN
iajs-1834	144	6	and	and	CCONJ
iajs-1834	144	7	a.	a.	NOUN
iajs-1834	144	8	chatterjee	chatterjee	PROPN
iajs-1834	144	9	,	,	PUNCT
iajs-1834	144	10	"	"	PUNCT
iajs-1834	144	11	hybrid	hybrid	ADJ
iajs-1834	144	12	multiresolution	multiresolution	NOUN
iajs-1834	144	13	slantlet	slantlet	NOUN
iajs-1834	144	14	transform	transform	NOUN
iajs-1834	144	15	and	and	CCONJ
iajs-1834	144	16	fuzzy	fuzzy	ADJ
iajs-1834	144	17	cmeans	cmean	NOUN
iajs-1834	144	18	clustering	cluster	VERB
iajs-1834	144	19	approach	approach	NOUN
iajs-1834	144	20	for	for	ADP
iajs-1834	144	21	normal	normal	ADJ
iajs-1834	144	22	-	-	PUNCT
iajs-1834	144	23	pathological	pathological	ADJ
iajs-1834	144	24	brain	brain	NOUN
iajs-1834	144	25	mr	mr	PROPN
iajs-1834	144	26	image	image	NOUN
iajs-1834	144	27	segregation	segregation	NOUN
iajs-1834	144	28	,	,	PUNCT
iajs-1834	144	29	"	"	PUNCT
iajs-1834	144	30	medical	medical	ADJ
iajs-1834	144	31	engineering	engineering	NOUN
iajs-1834	144	32	and	and	CCONJ
iajs-1834	144	33	physics	physics	NOUN
iajs-1834	144	34	,	,	PUNCT
iajs-1834	144	35	30	30	NUM
iajs-1834	144	36	,	,	PUNCT
iajs-1834	144	37	615	615	NUM
iajs-1834	144	38	-	-	SYM
iajs-1834	144	39	623	623	NUM
iajs-1834	144	40	,	,	PUNCT
iajs-1834	144	41	2008	2008	NUM
iajs-1834	144	42	.	.	PUNCT
iajs-1834	145	1	[	[	X
iajs-1834	145	2	6	6	NUM
iajs-1834	145	3	]	]	PUNCT
iajs-1834	145	4	s.	s.	PROPN
iajs-1834	145	5	wang	wang	PROPN
iajs-1834	145	6	;	;	PUNCT
iajs-1834	145	7	y.	y.	PROPN
iajs-1834	145	8	zhang;z	zhang;z	PROPN
iajs-1834	145	9	.	.	PUNCT
iajs-1834	146	1	dong	dong	PROPN
iajs-1834	146	2	;	;	PUNCT
iajs-1834	146	3	s.	s.	PROPN
iajs-1834	146	4	du;g	du;g	PROPN
iajs-1834	146	5	.	.	PUNCT
iajs-1834	147	1	ji	ji	PROPN
iajs-1834	147	2	,	,	PUNCT
iajs-1834	147	3	j.	j.	PROPN
iajs-1834	147	4	yan	yan	PROPN
iajs-1834	147	5	,	,	PUNCT
iajs-1834	147	6	j.	j.	PROPN
iajs-1834	147	7	yang	yang	PROPN
iajs-1834	147	8	;	;	PUNCT
iajs-1834	147	9	q.	q.	PROPN
iajs-1834	147	10	wang	wang	PROPN
iajs-1834	147	11	;	;	PUNCT
iajs-1834	147	12	c.	c.	PROPN
iajs-1834	147	13	feng	feng	PROPN
iajs-1834	147	14	and	and	CCONJ
iajs-1834	147	15	p.	p.	PROPN
iajs-1834	147	16	phillips	phillips	PROPN
iajs-1834	147	17	,	,	PUNCT
iajs-1834	147	18	"	"	PUNCT
iajs-1834	147	19	feed‐forward	feed‐forward	ADJ
iajs-1834	147	20	neural	neural	ADJ
iajs-1834	147	21	network	network	NOUN
iajs-1834	147	22	optimized	optimize	VERB
iajs-1834	147	23	by	by	ADP
iajs-1834	147	24	hybridization	hybridization	NOUN
iajs-1834	147	25	of	of	ADP
iajs-1834	147	26	pso	pso	NOUN
iajs-1834	147	27	and	and	CCONJ
iajs-1834	147	28	abc	abc	PROPN
iajs-1834	147	29	for	for	ADP
iajs-1834	147	30	abnormal	abnormal	ADJ
iajs-1834	147	31	brain	brain	NOUN
iajs-1834	147	32	detection	detection	NOUN
iajs-1834	147	33	,	,	PUNCT
iajs-1834	147	34	"	"	PUNCT
iajs-1834	147	35	international	international	ADJ
iajs-1834	147	36	journal	journal	NOUN
iajs-1834	147	37	of	of	ADP
iajs-1834	147	38	imaging	imaging	NOUN
iajs-1834	147	39	systems	system	NOUN
iajs-1834	147	40	and	and	CCONJ
iajs-1834	147	41	technology	technology	NOUN
iajs-1834	147	42	,	,	PUNCT
iajs-1834	147	43	25	25	NUM
iajs-1834	147	44	,	,	PUNCT
iajs-1834	147	45	153	153	NUM
iajs-1834	147	46	-	-	SYM
iajs-1834	147	47	164	164	NUM
iajs-1834	147	48	,	,	PUNCT
iajs-1834	147	49	2015	2015	NUM
iajs-1834	147	50	.	.	PUNCT
iajs-1834	148	1	[	[	X
iajs-1834	148	2	7	7	X
iajs-1834	148	3	]	]	X
iajs-1834	148	4	v.	v.	PROPN
iajs-1834	148	5	g.	g.	PROPN
iajs-1834	148	6	gudise	gudise	PROPN
iajs-1834	148	7	and	and	CCONJ
iajs-1834	148	8	g.	g.	PROPN
iajs-1834	148	9	k.	k.	PROPN
iajs-1834	148	10	venayagamoorthy	venayagamoorthy	PROPN
iajs-1834	148	11	,	,	PUNCT
iajs-1834	148	12	"	"	PUNCT
iajs-1834	148	13	comparison	comparison	NOUN
iajs-1834	148	14	of	of	ADP
iajs-1834	148	15	particle	particle	NOUN
iajs-1834	148	16	swarm	swarm	NOUN
iajs-1834	148	17	optimization	optimization	NOUN
iajs-1834	148	18	and	and	CCONJ
iajs-1834	148	19	backpropagation	backpropagation	NOUN
iajs-1834	148	20	as	as	ADP
iajs-1834	148	21	training	training	NOUN
iajs-1834	148	22	algorithms	algorithm	NOUN
iajs-1834	148	23	for	for	ADP
iajs-1834	148	24	neural	neural	ADJ
iajs-1834	148	25	networks	network	NOUN
iajs-1834	148	26	,	,	PUNCT
iajs-1834	148	27	"	"	PUNCT
iajs-1834	148	28	in	in	ADP
iajs-1834	148	29	swarm	swarm	NOUN
iajs-1834	148	30	intelligence	intelligence	NOUN
iajs-1834	148	31	symposium	symposium	NOUN
iajs-1834	148	32	,	,	PUNCT
iajs-1834	148	33	2003	2003	NUM
iajs-1834	148	34	.	.	PUNCT
iajs-1834	149	1	sis'03	sis'03	PROPN
iajs-1834	149	2	.	.	PUNCT
iajs-1834	150	1	proceedings	proceeding	NOUN
iajs-1834	150	2	of	of	ADP
iajs-1834	150	3	the	the	DET
iajs-1834	150	4	ieee	ieee	NOUN
iajs-1834	150	5	,	,	PUNCT
iajs-1834	150	6	110	110	NUM
iajs-1834	150	7	-	-	SYM
iajs-1834	150	8	117	117	NUM
iajs-1834	150	9	.	.	PUNCT
iajs-1834	150	10	2003	2003	NUM
iajs-1834	150	11	.	.	PUNCT
iajs-1834	151	1	[	[	X
iajs-1834	151	2	8	8	NUM
iajs-1834	151	3	]	]	X
iajs-1834	151	4	j.-r	j.-r	PROPN
iajs-1834	151	5	.	.	PUNCT
iajs-1834	152	1	zhang	zhang	PROPN
iajs-1834	152	2	;	;	PUNCT
iajs-1834	152	3	j.	j.	PROPN
iajs-1834	152	4	zhang	zhang	PROPN
iajs-1834	152	5	;	;	PUNCT
iajs-1834	152	6	t.-m	t.-m	PROPN
iajs-1834	152	7	.	.	PUNCT
iajs-1834	153	1	lok	lok	PROPN
iajs-1834	153	2	;	;	PUNCT
iajs-1834	153	3	and	and	CCONJ
iajs-1834	153	4	m.	m.	PROPN
iajs-1834	153	5	r.	r.	PROPN
iajs-1834	153	6	lyu	lyu	PROPN
iajs-1834	153	7	,	,	PUNCT
iajs-1834	153	8	"	"	PUNCT
iajs-1834	153	9	a	a	DET
iajs-1834	153	10	hybrid	hybrid	ADJ
iajs-1834	153	11	particle	particle	NOUN
iajs-1834	153	12	swarm	swarm	NOUN
iajs-1834	153	13	optimization	optimization	NOUN
iajs-1834	153	14	–	–	PUNCT
iajs-1834	153	15	back	back	ADJ
iajs-1834	153	16	-	-	PUNCT
iajs-1834	153	17	propagation	propagation	NOUN
iajs-1834	153	18	algorithm	algorithm	NOUN
iajs-1834	153	19	for	for	ADP
iajs-1834	153	20	feedforward	feedforward	ADJ
iajs-1834	153	21	neural	neural	ADJ
iajs-1834	153	22	network	network	NOUN
iajs-1834	153	23	training	training	NOUN
iajs-1834	153	24	,	,	PUNCT
iajs-1834	153	25	"	"	PUNCT
iajs-1834	153	26	applied	apply	VERB
iajs-1834	153	27	mathematics	mathematic	NOUN
iajs-1834	153	28	and	and	CCONJ
iajs-1834	153	29	computation	computation	NOUN
iajs-1834	153	30	,	,	PUNCT
iajs-1834	153	31	185	185	NUM
iajs-1834	153	32	,	,	PUNCT
iajs-1834	153	33	.	.	PUNCT
iajs-1834	154	1	1026	1026	NUM
iajs-1834	154	2	-	-	SYM
iajs-1834	154	3	1037	1037	NUM
iajs-1834	154	4	,	,	PUNCT
iajs-1834	154	5	2007	2007	NUM
iajs-1834	154	6	.	.	PUNCT
iajs-1834	155	1	[	[	X
iajs-1834	155	2	9	9	NUM
iajs-1834	155	3	]	]	PUNCT
iajs-1834	155	4	c.-f	c.-f	NOUN
iajs-1834	155	5	.	.	PUNCT
iajs-1834	155	6	juang	juang	PROPN
iajs-1834	155	7	;	;	PUNCT
iajs-1834	155	8	"	"	PUNCT
iajs-1834	155	9	a	a	DET
iajs-1834	155	10	hybrid	hybrid	NOUN
iajs-1834	155	11	of	of	ADP
iajs-1834	155	12	genetic	genetic	ADJ
iajs-1834	155	13	algorithm	algorithm	NOUN
iajs-1834	155	14	and	and	CCONJ
iajs-1834	155	15	particle	particle	NOUN
iajs-1834	155	16	swarm	swarm	NOUN
iajs-1834	155	17	optimization	optimization	NOUN
iajs-1834	155	18	for	for	ADP
iajs-1834	155	19	recurrent	recurrent	ADJ
iajs-1834	155	20	network	network	NOUN
iajs-1834	155	21	design	design	NOUN
iajs-1834	155	22	,	,	PUNCT
iajs-1834	155	23	"	"	PUNCT
iajs-1834	155	24	ieee	ieee	NOUN
iajs-1834	155	25	transactions	transaction	NOUN
iajs-1834	155	26	on	on	ADP
iajs-1834	155	27	systems	system	NOUN
iajs-1834	155	28	,	,	PUNCT
iajs-1834	155	29	man	man	NOUN
iajs-1834	155	30	,	,	PUNCT
iajs-1834	155	31	and	and	CCONJ
iajs-1834	155	32	cybernetics	cybernetic	NOUN
iajs-1834	155	33	,	,	PUNCT
iajs-1834	155	34	part	part	NOUN
iajs-1834	155	35	b	b	PROPN
iajs-1834	155	36	(	(	PUNCT
iajs-1834	155	37	cybernetics	cybernetic	NOUN
iajs-1834	155	38	)	)	PUNCT
iajs-1834	155	39	,	,	PUNCT
iajs-1834	155	40	.	.	PUNCT
iajs-1834	156	1	34	34	NUM
iajs-1834	156	2	,	,	PUNCT
iajs-1834	156	3	.	.	PUNCT
iajs-1834	157	1	997	997	NUM
iajs-1834	157	2	-	-	SYM
iajs-1834	157	3	1006	1006	NUM
iajs-1834	157	4	,	,	PUNCT
iajs-1834	157	5	2004	2004	NUM
iajs-1834	157	6	.	.	PUNCT
iajs-1834	158	1	[	[	X
iajs-1834	158	2	10	10	NUM
iajs-1834	158	3	]	]	PUNCT
iajs-1834	158	4	m.	m.	NOUN
iajs-1834	158	5	meissner	meissner	PROPN
iajs-1834	158	6	,	,	PUNCT
iajs-1834	158	7	m.	m.	NOUN
iajs-1834	158	8	schmuker	schmuker	NOUN
iajs-1834	158	9	,	,	PUNCT
iajs-1834	158	10	and	and	CCONJ
iajs-1834	158	11	g.	g.	PROPN
iajs-1834	158	12	schneider	schneider	PROPN
iajs-1834	158	13	,	,	PUNCT
iajs-1834	158	14	"	"	PUNCT
iajs-1834	158	15	optimized	optimize	VERB
iajs-1834	158	16	particle	particle	NOUN
iajs-1834	158	17	swarm	swarm	NOUN
iajs-1834	158	18	optimization	optimization	NOUN
iajs-1834	158	19	(	(	PUNCT
iajs-1834	158	20	opso	opso	NOUN
iajs-1834	158	21	)	)	PUNCT
iajs-1834	158	22	and	and	CCONJ
iajs-1834	158	23	its	its	PRON
iajs-1834	158	24	application	application	NOUN
iajs-1834	158	25	to	to	ADP
iajs-1834	158	26	artificial	artificial	ADJ
iajs-1834	158	27	neural	neural	ADJ
iajs-1834	158	28	network	network	NOUN
iajs-1834	158	29	training	training	NOUN
iajs-1834	158	30	,	,	PUNCT
iajs-1834	158	31	"	"	PUNCT
iajs-1834	158	32	bmc	bmc	ADJ
iajs-1834	158	33	bioinformatics	bioinformatic	NOUN
iajs-1834	158	34	,	,	PUNCT
iajs-1834	158	35	7	7	NUM
iajs-1834	158	36	,	,	PUNCT
iajs-1834	158	37	125	125	NUM
iajs-1834	158	38	,	,	PUNCT
iajs-1834	158	39	2006	2006	NUM
iajs-1834	158	40	.	.	PUNCT
iajs-1834	159	1	[	[	X
iajs-1834	159	2	11	11	NUM
iajs-1834	159	3	]	]	PUNCT
iajs-1834	159	4	z.	z.	PROPN
iajs-1834	159	5	beheshti	beheshti	PROPN
iajs-1834	159	6	and	and	CCONJ
iajs-1834	159	7	s.	s.	PROPN
iajs-1834	159	8	m.	m.	PROPN
iajs-1834	159	9	h.	h.	PROPN
iajs-1834	159	10	shamsuddin	shamsuddin	PROPN
iajs-1834	159	11	,	,	PUNCT
iajs-1834	159	12	"	"	PUNCT
iajs-1834	159	13	a	a	DET
iajs-1834	159	14	review	review	NOUN
iajs-1834	159	15	of	of	ADP
iajs-1834	159	16	population	population	NOUN
iajs-1834	159	17	-	-	PUNCT
iajs-1834	159	18	based	base	VERB
iajs-1834	159	19	meta	meta	ADJ
iajs-1834	159	20	-	-	PUNCT
iajs-1834	159	21	heuristic	heuristic	ADJ
iajs-1834	159	22	algorithms	algorithm	NOUN
iajs-1834	159	23	,	,	PUNCT
iajs-1834	159	24	"	"	PUNCT
iajs-1834	159	25	int	int	NOUN
iajs-1834	159	26	.	.	PUNCT
iajs-1834	160	1	j.	j.	PROPN
iajs-1834	160	2	adv	adv	PROPN
iajs-1834	160	3	.	.	PUNCT
iajs-1834	161	1	soft	soft	ADJ
iajs-1834	161	2	computer.appl,5,1	computer.appl,5,1	NOUN
iajs-1834	161	3	-	-	NOUN
iajs-1834	161	4	35,2013	35,2013	NUM
iajs-1834	161	5	.	.	PUNCT
iajs-1834	162	1	[	[	X
iajs-1834	162	2	12	12	NUM
iajs-1834	162	3	]	]	PUNCT
iajs-1834	162	4	f.	f.	NOUN
iajs-1834	162	5	h.-f	h.-f	PROPN
iajs-1834	162	6	.	.	PUNCT
iajs-1834	163	1	leung	leung	PROPN
iajs-1834	163	2	;	;	PUNCT
iajs-1834	163	3	h.-k	h.-k	PROPN
iajs-1834	163	4	.	.	PUNCT
iajs-1834	164	1	lam	lam	PROPN
iajs-1834	164	2	;	;	PUNCT
iajs-1834	164	3	s.-h	s.-h	NOUN
iajs-1834	164	4	.	.	PUNCT
iajs-1834	165	1	ling	ling	PROPN
iajs-1834	165	2	and	and	CCONJ
iajs-1834	165	3	p.	p.	PROPN
iajs-1834	165	4	k.-s	k.-s	PROPN
iajs-1834	165	5	.	.	PUNCT
iajs-1834	166	1	tam	tam	PROPN
iajs-1834	166	2	,	,	PUNCT
iajs-1834	166	3	"	"	PUNCT
iajs-1834	166	4	tuning	tuning	NOUN
iajs-1834	166	5	of	of	ADP
iajs-1834	166	6	the	the	DET
iajs-1834	166	7	structure	structure	NOUN
iajs-1834	166	8	and	and	CCONJ
iajs-1834	166	9	parameters	parameter	NOUN
iajs-1834	166	10	of	of	ADP
iajs-1834	166	11	a	a	DET
iajs-1834	166	12	neural	neural	ADJ
iajs-1834	166	13	network	network	NOUN
iajs-1834	166	14	using	use	VERB
iajs-1834	166	15	an	an	DET
iajs-1834	166	16	improved	improved	ADJ
iajs-1834	166	17	genetic	genetic	ADJ
iajs-1834	166	18	algorithm	algorithm	NOUN
iajs-1834	166	19	,	,	PUNCT
iajs-1834	166	20	"	"	PUNCT
iajs-1834	166	21	ieee	ieee	NOUN
iajs-1834	166	22	transactions	transaction	NOUN
iajs-1834	166	23	on	on	ADP
iajs-1834	166	24	neural	neural	ADJ
iajs-1834	166	25	networks	network	NOUN
iajs-1834	166	26	.	.	PUNCT
iajs-1834	167	1	14	14	NUM
iajs-1834	167	2	,	,	PUNCT
iajs-1834	167	3	79	79	NUM
iajs-1834	167	4	-	-	SYM
iajs-1834	167	5	88	88	NUM
iajs-1834	167	6	,	,	PUNCT
iajs-1834	167	7	2003	2003	NUM
iajs-1834	167	8	.	.	PUNCT
iajs-1834	168	1	[	[	X
iajs-1834	168	2	13	13	NUM
iajs-1834	168	3	]	]	X
iajs-1834	168	4	n.	n.	PROPN
iajs-1834	168	5	n.	n.	PROPN
iajs-1834	168	6	gopal	gopal	PROPN
iajs-1834	168	7	and	and	CCONJ
iajs-1834	168	8	m.	m.	PROPN
iajs-1834	168	9	karnan	karnan	PROPN
iajs-1834	168	10	,	,	PUNCT
iajs-1834	168	11	"	"	PUNCT
iajs-1834	168	12	diagnose	diagnose	NOUN
iajs-1834	168	13	brain	brain	NOUN
iajs-1834	168	14	tumor	tumor	NOUN
iajs-1834	168	15	through	through	ADP
iajs-1834	168	16	mri	mri	NOUN
iajs-1834	168	17	using	use	VERB
iajs-1834	168	18	image	image	NOUN
iajs-1834	168	19	processing	processing	NOUN
iajs-1834	168	20	clustering	clustering	NOUN
iajs-1834	168	21	algorithms	algorithm	NOUN
iajs-1834	168	22	such	such	ADJ
iajs-1834	168	23	as	as	ADP
iajs-1834	168	24	fuzzy	fuzzy	ADJ
iajs-1834	168	25	c	c	NOUN
iajs-1834	168	26	means	mean	VERB
iajs-1834	168	27	along	along	ADP
iajs-1834	168	28	with	with	ADP
iajs-1834	168	29	intelligent	intelligent	ADJ
iajs-1834	168	30	https://doi.org/10.30526/31.1.1834	https://doi.org/10.30526/31.1.1834	PROPN
iajs-1834	168	31	computer	computer	NOUN
iajs-1834	168	32	|	|	ADV
iajs-1834	168	33	276	276	NUM
iajs-1834	168	34	2018	2018	NUM
iajs-1834	168	35	)	)	PUNCT
iajs-1834	168	36	عام	عام	ADP
iajs-1834	168	37	1(العدد	1(العدد	NUM
iajs-1834	168	38	)	)	PUNCT
iajs-1834	168	39	31(المجلد	31(المجلد	NUM
iajs-1834	168	40	مجلة	مجلة	NOUN
iajs-1834	168	41	إبن	إبن	VERB
iajs-1834	168	42	الهيثم	الهيثم	ADJ
iajs-1834	168	43	للعلوم	للعلوم	NOUN
iajs-1834	168	44	الصرفة	الصرفة	NOUN
iajs-1834	169	1	و	و	PRON
iajs-1834	169	2	التطبيقية	التطبيقية	ADJ
iajs-1834	169	3	ibn	ibn	PROPN
iajs-1834	169	4	al	al	PROPN
iajs-1834	169	5	-	-	PUNCT
iajs-1834	169	6	haitham	haitham	PROPN
iajs-1834	169	7	j.	j.	PROPN
iajs-1834	169	8	for	for	ADP
iajs-1834	169	9	pure	pure	PROPN
iajs-1834	169	10	&	&	CCONJ
iajs-1834	169	11	appl	appl	PROPN
iajs-1834	169	12	.	.	PUNCT
iajs-1834	170	1	sci	sci	PROPN
iajs-1834	170	2	.	.	PUNCT
iajs-1834	171	1	vol.31	vol.31	PROPN
iajs-1834	171	2	(	(	PUNCT
iajs-1834	171	3	1	1	NUM
iajs-1834	171	4	)	)	SYM
iajs-1834	171	5	2018	2018	NUM
iajs-1834	171	6	optimization	optimization	NOUN
iajs-1834	171	7	techniques	technique	NOUN
iajs-1834	171	8	,	,	PUNCT
iajs-1834	171	9	"	"	PUNCT
iajs-1834	171	10	in	in	ADP
iajs-1834	171	11	computational	computational	ADJ
iajs-1834	171	12	intelligence	intelligence	NOUN
iajs-1834	171	13	and	and	CCONJ
iajs-1834	171	14	computing	compute	VERB
iajs-1834	171	15	research	research	NOUN
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iajs-1834	171	17	iccic	iccic	ADJ
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iajs-1834	171	21	ieee	ieee	PROPN
iajs-1834	171	22	international	international	ADJ
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iajs-1834	172	4	e.-s	e.-	NOUN
iajs-1834	172	5	.	.	PUNCT
iajs-1834	173	1	a.	a.	PROPN
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iajs-1834	173	13	,	,	PUNCT
iajs-1834	173	14	"	"	PUNCT
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iajs-1834	173	16	intelligent	intelligent	ADJ
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iajs-1834	173	23	,	,	PUNCT
iajs-1834	173	24	"	"	PUNCT
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iajs-1834	173	26	signal	signal	NOUN
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iajs-1834	173	28	,	,	PUNCT
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iajs-1834	176	1	[	[	X
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iajs-1834	176	4	s.	s.	PROPN
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iajs-1834	176	14	:	:	PUNCT
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iajs-1834	176	17	foundation	foundation	NOUN
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iajs-1834	177	2	,	,	PUNCT
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iajs-1834	178	4	x.-s	x.-s	PROPN
iajs-1834	178	5	.	.	PUNCT
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iajs-1834	179	11	,	,	PUNCT
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iajs-1834	180	1	[	[	X
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iajs-1834	180	5	.	.	PUNCT
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iajs-1834	181	24	.	.	PUNCT
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iajs-1834	183	7	,	,	PUNCT
iajs-1834	183	8	web	web	NOUN
iajs-1834	183	9	.	.	PROPN
iajs-1834	183	10	available	available	ADJ
iajs-1834	183	11	:	:	PUNCT
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iajs-1834	183	22	morphometric	morphometric	ADJ
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iajs-1834	183	24	.	.	PUNCT
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iajs-1834	184	2	:	:	PUNCT
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iajs-1834	184	5	ibsr	ibsr	NOUN