id	sid	tid	token	lemma	pos
iajs-2363	1	1	162	162	NUM
iajs-2363	1	2	ibn	ibn	PROPN
iajs-2363	1	3	al	al	PROPN
iajs-2363	1	4	-	-	PUNCT
iajs-2363	1	5	haitham	haitham	PROPN
iajs-2363	1	6	jour	jour	X
iajs-2363	1	7	.	.	PROPN
iajs-2363	1	8	for	for	ADP
iajs-2363	1	9	pure	pure	ADJ
iajs-2363	1	10	&	&	CCONJ
iajs-2363	1	11	appl	appl	PROPN
iajs-2363	1	12	.	.	PUNCT
iajs-2363	2	1	sci	sci	PROPN
iajs-2363	2	2	.	.	PROPN
iajs-2363	3	1	33	33	NUM
iajs-2363	3	2	(	(	PUNCT
iajs-2363	3	3	1	1	NUM
iajs-2363	3	4	)	)	PUNCT
iajs-2363	3	5	2020	2020	NUM
iajs-2363	3	6	abstarct	abstarct	NOUN
iajs-2363	3	7	when	when	SCONJ
iajs-2363	3	8	soft	soft	ADJ
iajs-2363	3	9	tissue	tissue	NOUN
iajs-2363	3	10	planning	planning	NOUN
iajs-2363	3	11	is	be	AUX
iajs-2363	3	12	important	important	ADJ
iajs-2363	3	13	,	,	PUNCT
iajs-2363	3	14	usually	usually	ADV
iajs-2363	3	15	,	,	PUNCT
iajs-2363	3	16	the	the	DET
iajs-2363	3	17	magnetic	magnetic	ADJ
iajs-2363	3	18	resonance	resonance	NOUN
iajs-2363	3	19	imaging	imaging	NOUN
iajs-2363	3	20	(	(	PUNCT
iajs-2363	3	21	mri	mri	NOUN
iajs-2363	3	22	)	)	PUNCT
iajs-2363	3	23	is	be	AUX
iajs-2363	3	24	a	a	DET
iajs-2363	3	25	medical	medical	ADJ
iajs-2363	3	26	imaging	imaging	NOUN
iajs-2363	3	27	technique	technique	NOUN
iajs-2363	3	28	of	of	ADP
iajs-2363	3	29	selection	selection	NOUN
iajs-2363	3	30	.	.	PUNCT
iajs-2363	4	1	in	in	ADP
iajs-2363	4	2	this	this	DET
iajs-2363	4	3	work	work	NOUN
iajs-2363	4	4	,	,	PUNCT
iajs-2363	4	5	we	we	PRON
iajs-2363	4	6	show	show	VERB
iajs-2363	4	7	a	a	DET
iajs-2363	4	8	modern	modern	ADJ
iajs-2363	4	9	method	method	NOUN
iajs-2363	4	10	for	for	ADP
iajs-2363	4	11	automated	automate	VERB
iajs-2363	4	12	diagnosis	diagnosis	NOUN
iajs-2363	4	13	depending	depend	VERB
iajs-2363	4	14	on	on	ADP
iajs-2363	4	15	a	a	DET
iajs-2363	4	16	magnetic	magnetic	ADJ
iajs-2363	4	17	resonance	resonance	NOUN
iajs-2363	4	18	images	image	VERB
iajs-2363	4	19	classification	classification	NOUN
iajs-2363	4	20	of	of	ADP
iajs-2363	4	21	the	the	DET
iajs-2363	4	22	mri	mri	NOUN
iajs-2363	4	23	.	.	PUNCT
iajs-2363	5	1	the	the	DET
iajs-2363	5	2	presented	present	VERB
iajs-2363	5	3	technique	technique	NOUN
iajs-2363	5	4	has	have	VERB
iajs-2363	5	5	two	two	NUM
iajs-2363	5	6	main	main	ADJ
iajs-2363	5	7	stages	stage	NOUN
iajs-2363	5	8	;	;	PUNCT
iajs-2363	5	9	features	feature	VERB
iajs-2363	5	10	extraction	extraction	NOUN
iajs-2363	5	11	and	and	CCONJ
iajs-2363	5	12	classification	classification	NOUN
iajs-2363	5	13	.	.	PUNCT
iajs-2363	6	1	we	we	PRON
iajs-2363	6	2	obtained	obtain	VERB
iajs-2363	6	3	the	the	DET
iajs-2363	6	4	features	feature	NOUN
iajs-2363	6	5	corresponding	correspond	VERB
iajs-2363	6	6	to	to	AUX
iajs-2363	6	7	mri	mri	NOUN
iajs-2363	6	8	images	image	NOUN
iajs-2363	6	9	implementing	implement	VERB
iajs-2363	6	10	discrete	discrete	ADJ
iajs-2363	6	11	wavelet	wavelet	NOUN
iajs-2363	6	12	transformation	transformation	NOUN
iajs-2363	6	13	(	(	PUNCT
iajs-2363	6	14	dwt	dwt	NOUN
iajs-2363	6	15	)	)	PUNCT
iajs-2363	6	16	,	,	PUNCT
iajs-2363	6	17	inverse	inverse	NOUN
iajs-2363	6	18	and	and	CCONJ
iajs-2363	6	19	forward	forward	ADV
iajs-2363	6	20	,	,	PUNCT
iajs-2363	6	21	and	and	CCONJ
iajs-2363	6	22	textural	textural	ADJ
iajs-2363	6	23	properties	property	NOUN
iajs-2363	6	24	,	,	PUNCT
iajs-2363	6	25	like	like	ADP
iajs-2363	6	26	rotation	rotation	NOUN
iajs-2363	6	27	invariant	invariant	ADJ
iajs-2363	6	28	texture	texture	NOUN
iajs-2363	6	29	features	feature	NOUN
iajs-2363	6	30	based	base	VERB
iajs-2363	6	31	on	on	ADP
iajs-2363	6	32	gabor	gabor	PROPN
iajs-2363	6	33	filtering	filtering	PROPN
iajs-2363	6	34	,	,	PUNCT
iajs-2363	6	35	and	and	CCONJ
iajs-2363	6	36	evaluate	evaluate	VERB
iajs-2363	6	37	the	the	DET
iajs-2363	6	38	meaning	meaning	NOUN
iajs-2363	6	39	of	of	ADP
iajs-2363	6	40	every	every	DET
iajs-2363	6	41	property	property	NOUN
iajs-2363	6	42	in	in	ADP
iajs-2363	6	43	the	the	DET
iajs-2363	6	44	classification	classification	NOUN
iajs-2363	6	45	.	.	PUNCT
iajs-2363	7	1	the	the	DET
iajs-2363	7	2	classifier	classifier	NOUN
iajs-2363	7	3	is	be	AUX
iajs-2363	7	4	according	accord	VERB
iajs-2363	7	5	to	to	PART
iajs-2363	7	6	feed	feed	VERB
iajs-2363	7	7	forward	forward	ADV
iajs-2363	7	8	back	back	ADV
iajs-2363	7	9	propagation	propagation	NOUN
iajs-2363	7	10	artificial	artificial	ADJ
iajs-2363	7	11	neural	neural	ADJ
iajs-2363	7	12	network	network	NOUN
iajs-2363	7	13	(	(	PUNCT
iajs-2363	7	14	fp	fp	PROPN
iajs-2363	7	15	-	-	PUNCT
iajs-2363	7	16	ann	ann	PROPN
iajs-2363	7	17	)	)	PUNCT
iajs-2363	7	18	in	in	ADP
iajs-2363	7	19	the	the	DET
iajs-2363	7	20	classification	classification	NOUN
iajs-2363	7	21	stage	stage	NOUN
iajs-2363	7	22	.	.	PUNCT
iajs-2363	8	1	the	the	DET
iajs-2363	8	2	properties	property	NOUN
iajs-2363	8	3	thereafter	thereafter	ADV
iajs-2363	8	4	derived	derive	VERB
iajs-2363	8	5	to	to	PART
iajs-2363	8	6	be	be	AUX
iajs-2363	8	7	implemented	implement	VERB
iajs-2363	8	8	to	to	PART
iajs-2363	8	9	teach	teach	VERB
iajs-2363	8	10	a	a	DET
iajs-2363	8	11	neural	neural	ADJ
iajs-2363	8	12	network	network	NOUN
iajs-2363	8	13	based	base	VERB
iajs-2363	8	14	binary	binary	NOUN
iajs-2363	8	15	classifier	classifier	NOUN
iajs-2363	8	16	that	that	PRON
iajs-2363	8	17	will	will	AUX
iajs-2363	8	18	be	be	AUX
iajs-2363	8	19	automatically	automatically	ADV
iajs-2363	8	20	able	able	ADJ
iajs-2363	8	21	to	to	PART
iajs-2363	8	22	conclude	conclude	VERB
iajs-2363	8	23	whether	whether	SCONJ
iajs-2363	8	24	the	the	DET
iajs-2363	8	25	image	image	NOUN
iajs-2363	8	26	is	be	AUX
iajs-2363	8	27	that	that	PRON
iajs-2363	8	28	of	of	ADP
iajs-2363	8	29	a	a	DET
iajs-2363	8	30	pathological	pathological	ADJ
iajs-2363	8	31	,	,	PUNCT
iajs-2363	8	32	suffering	suffer	VERB
iajs-2363	8	33	from	from	ADP
iajs-2363	8	34	brain	brain	NOUN
iajs-2363	8	35	lesion	lesion	NOUN
iajs-2363	8	36	,	,	PUNCT
iajs-2363	8	37	or	or	CCONJ
iajs-2363	8	38	a	a	DET
iajs-2363	8	39	normal	normal	ADJ
iajs-2363	8	40	brain	brain	NOUN
iajs-2363	8	41	.	.	PUNCT
iajs-2363	9	1	the	the	DET
iajs-2363	9	2	proposed	propose	VERB
iajs-2363	9	3	algorithm	algorithm	NOUN
iajs-2363	9	4	obtained	obtain	VERB
iajs-2363	9	5	the	the	DET
iajs-2363	9	6	sensitivity	sensitivity	NOUN
iajs-2363	9	7	of	of	ADP
iajs-2363	9	8	97.50	97.50	NUM
iajs-2363	9	9	%	%	NOUN
iajs-2363	9	10	,	,	PUNCT
iajs-2363	9	11	specificity	specificity	NOUN
iajs-2363	9	12	of	of	ADP
iajs-2363	9	13	82.86	82.86	NUM
iajs-2363	9	14	%	%	NOUN
iajs-2363	9	15	and	and	CCONJ
iajs-2363	9	16	accuracy	accuracy	NOUN
iajs-2363	9	17	of	of	ADP
iajs-2363	9	18	94.3	94.3	NUM
iajs-2363	9	19	%	%	NOUN
iajs-2363	9	20	for	for	ADP
iajs-2363	9	21	clinical	clinical	ADJ
iajs-2363	9	22	brain	brain	NOUN
iajs-2363	9	23	mri	mri	NOUN
iajs-2363	9	24	database	database	NOUN
iajs-2363	9	25	.	.	PUNCT
iajs-2363	10	1	this	this	DET
iajs-2363	10	2	outcome	outcome	NOUN
iajs-2363	10	3	proofs	proof	VERB
iajs-2363	10	4	that	that	SCONJ
iajs-2363	10	5	the	the	DET
iajs-2363	10	6	presented	present	VERB
iajs-2363	10	7	algorithm	algorithm	NOUN
iajs-2363	10	8	is	be	AUX
iajs-2363	10	9	robust	robust	ADJ
iajs-2363	10	10	and	and	CCONJ
iajs-2363	10	11	effective	effective	ADJ
iajs-2363	10	12	compared	compare	VERB
iajs-2363	10	13	with	with	ADP
iajs-2363	10	14	other	other	ADJ
iajs-2363	10	15	recent	recent	ADJ
iajs-2363	10	16	techniques	technique	NOUN
iajs-2363	10	17	.	.	PUNCT
iajs-2363	11	1	keywords	keyword	NOUN
iajs-2363	11	2	:	:	PUNCT
iajs-2363	11	3	magnetic	magnetic	ADJ
iajs-2363	11	4	resonance	resonance	NOUN
iajs-2363	11	5	imaging	imaging	NOUN
iajs-2363	11	6	,	,	PUNCT
iajs-2363	11	7	neural	neural	ADJ
iajs-2363	11	8	network	network	NOUN
iajs-2363	11	9	,	,	PUNCT
iajs-2363	11	10	dsictete	dsictete	PROPN
iajs-2363	11	11	wavelet	wavelet	NOUN
iajs-2363	11	12	transform	transform	NOUN
iajs-2363	11	13	,	,	PUNCT
iajs-2363	11	14	featureextraction	featureextraction	NOUN
iajs-2363	11	15	,	,	PUNCT
iajs-2363	11	16	gabor	gabor	PROPN
iajs-2363	11	17	filter	filter	PROPN
iajs-2363	11	18	.	.	PUNCT
iajs-2363	12	1	1	1	X
iajs-2363	12	2	.	.	X
iajs-2363	12	3	introduction	introduction	NOUN
iajs-2363	12	4	magnetic	magnetic	ADJ
iajs-2363	12	5	resonance	resonance	NOUN
iajs-2363	12	6	imaging	imaging	NOUN
iajs-2363	12	7	is	be	AUX
iajs-2363	12	8	used	use	VERB
iajs-2363	12	9	for	for	ADP
iajs-2363	12	10	in	in	ADP
iajs-2363	12	11	vivo	vivo	ADJ
iajs-2363	12	12	imaging	imaging	NOUN
iajs-2363	12	13	of	of	ADP
iajs-2363	12	14	soft	soft	ADJ
iajs-2363	12	15	tissue	tissue	NOUN
iajs-2363	12	16	in	in	ADP
iajs-2363	12	17	the	the	DET
iajs-2363	12	18	body	body	NOUN
iajs-2363	12	19	.	.	PUNCT
iajs-2363	13	1	by	by	ADP
iajs-2363	13	2	using	use	VERB
iajs-2363	13	3	magnetic	magnetic	ADJ
iajs-2363	13	4	fields	field	NOUN
iajs-2363	13	5	together	together	ADV
iajs-2363	13	6	with	with	ADP
iajs-2363	13	7	physical	physical	ADJ
iajs-2363	13	8	properties	property	NOUN
iajs-2363	13	9	of	of	ADP
iajs-2363	13	10	atoms	atom	NOUN
iajs-2363	13	11	in	in	ADP
iajs-2363	13	12	the	the	DET
iajs-2363	13	13	body	body	NOUN
iajs-2363	13	14	,	,	PUNCT
iajs-2363	13	15	different	different	ADJ
iajs-2363	13	16	tissue	tissue	NOUN
iajs-2363	13	17	types	type	NOUN
iajs-2363	13	18	can	can	AUX
iajs-2363	13	19	be	be	AUX
iajs-2363	13	20	distinguished	distinguish	VERB
iajs-2363	13	21	and	and	CCONJ
iajs-2363	13	22	visualized	visualize	VERB
iajs-2363	13	23	.	.	PUNCT
iajs-2363	14	1	mri	mri	NOUN
iajs-2363	14	2	is	be	AUX
iajs-2363	14	3	especially	especially	ADV
iajs-2363	14	4	suited	suit	VERB
iajs-2363	14	5	for	for	ADP
iajs-2363	14	6	imaging	image	VERB
iajs-2363	14	7	the	the	DET
iajs-2363	14	8	brain	brain	NOUN
iajs-2363	14	9	,	,	PUNCT
iajs-2363	14	10	since	since	SCONJ
iajs-2363	14	11	the	the	DET
iajs-2363	14	12	magnetic	magnetic	ADJ
iajs-2363	14	13	fields	field	NOUN
iajs-2363	14	14	not	not	PART
iajs-2363	14	15	are	be	AUX
iajs-2363	14	16	hindered	hinder	VERB
iajs-2363	14	17	by	by	ADP
iajs-2363	14	18	the	the	DET
iajs-2363	14	19	dense	dense	ADJ
iajs-2363	14	20	skull	skull	NOUN
iajs-2363	14	21	surrounding	surround	VERB
iajs-2363	14	22	the	the	DET
iajs-2363	14	23	brain	brain	NOUN
iajs-2363	14	24	,	,	PUNCT
iajs-2363	14	25	which	which	PRON
iajs-2363	14	26	may	may	AUX
iajs-2363	14	27	cause	cause	VERB
iajs-2363	14	28	problems	problem	NOUN
iajs-2363	14	29	in	in	ADP
iajs-2363	14	30	other	other	ADJ
iajs-2363	14	31	medical	medical	ADJ
iajs-2363	14	32	imaging	imaging	NOUN
iajs-2363	14	33	modalities	modality	NOUN
iajs-2363	14	34	.	.	PUNCT
iajs-2363	15	1	after	after	ADP
iajs-2363	15	2	acquiring	acquire	VERB
iajs-2363	15	3	images	image	NOUN
iajs-2363	15	4	of	of	ADP
iajs-2363	15	5	the	the	DET
iajs-2363	15	6	brain	brain	NOUN
iajs-2363	15	7	,	,	PUNCT
iajs-2363	15	8	a	a	DET
iajs-2363	15	9	wide	wide	ADJ
iajs-2363	15	10	range	range	NOUN
iajs-2363	15	11	of	of	ADP
iajs-2363	15	12	analytical	analytical	ADJ
iajs-2363	15	13	operations	operation	NOUN
iajs-2363	15	14	can	can	AUX
iajs-2363	15	15	be	be	AUX
iajs-2363	15	16	performed	perform	VERB
iajs-2363	15	17	in	in	ADP
iajs-2363	15	18	order	order	NOUN
iajs-2363	15	19	to	to	PART
iajs-2363	15	20	reveal	reveal	VERB
iajs-2363	15	21	important	important	ADJ
iajs-2363	15	22	physical	physical	ADJ
iajs-2363	15	23	and	and	CCONJ
iajs-2363	15	24	physiological	physiological	ADJ
iajs-2363	15	25	ibn	ibn	PROPN
iajs-2363	15	26	al	al	PROPN
iajs-2363	15	27	haitham	haitham	PROPN
iajs-2363	15	28	journal	journal	PROPN
iajs-2363	15	29	for	for	ADP
iajs-2363	15	30	pure	pure	ADJ
iajs-2363	15	31	and	and	CCONJ
iajs-2363	15	32	applied	apply	VERB
iajs-2363	15	33	science	science	NOUN
iajs-2363	15	34	journal	journal	PROPN
iajs-2363	15	35	homepage	homepage	NOUN
iajs-2363	15	36	:	:	PUNCT
iajs-2363	15	37	http://jih.uobaghdad.edu.iq/index.php/j/index	http://jih.uobaghdad.edu.iq/index.php/j/index	PROPN
iajs-2363	15	38	department	department	PROPN
iajs-2363	15	39	of	of	ADP
iajs-2363	15	40	basic	basic	ADJ
iajs-2363	15	41	sciences	science	NOUN
iajs-2363	15	42	,	,	PUNCT
iajs-2363	15	43	college	college	NOUN
iajs-2363	15	44	of	of	ADP
iajs-2363	15	45	nursing	nursing	NOUN
iajs-2363	15	46	,	,	PUNCT
iajs-2363	15	47	university	university	NOUN
iajs-2363	15	48	of	of	ADP
iajs-2363	15	49	baghdad	baghdad	PROPN
iajs-2363	15	50	,	,	PUNCT
iajs-2363	15	51	baghdad	baghdad	PROPN
iajs-2363	15	52	,	,	PUNCT
iajs-2363	15	53	iraq	iraq	PROPN
iajs-2363	15	54	ahmed	ahmed	PROPN
iajs-2363	15	55	shihab	shihab	PROPN
iajs-2363	15	56	ahmed	ahmed	PROPN
iajs-2363	15	57	ahmedshihabinfo@conursing.uobaghdad.edu.iq	ahmedshihabinfo@conursing.uobaghdad.edu.iq	PROPN
iajs-2363	15	58	doi	doi	PROPN
iajs-2363	15	59	:	:	PUNCT
iajs-2363	15	60	10.30526/33.1.2363	10.30526/33.1.2363	PROPN
iajs-2363	15	61	on	on	ADP
iajs-2363	15	62	-	-	PUNCT
iajs-2363	15	63	line	line	NOUN
iajs-2363	15	64	mri	mri	NOUN
iajs-2363	15	65	image	image	NOUN
iajs-2363	15	66	selection	selection	NOUN
iajs-2363	15	67	and	and	CCONJ
iajs-2363	15	68	tumor	tumor	NOUN
iajs-2363	15	69	classification	classification	NOUN
iajs-2363	15	70	using	use	VERB
iajs-2363	15	71	artificial	artificial	ADJ
iajs-2363	15	72	neural	neural	ADJ
iajs-2363	15	73	network	network	NOUN
iajs-2363	15	74	article	article	NOUN
iajs-2363	15	75	history	history	NOUN
iajs-2363	15	76	:	:	PUNCT
iajs-2363	15	77	received	receive	VERB
iajs-2363	15	78	4	4	NUM
iajs-2363	15	79	may	may	PROPN
iajs-2363	15	80	2019	2019	NUM
iajs-2363	15	81	,	,	PUNCT
iajs-2363	15	82	accepted	accept	VERB
iajs-2363	15	83	10	10	NUM
iajs-2363	15	84	july	july	PROPN
iajs-2363	15	85	2019	2019	NUM
iajs-2363	15	86	,	,	PUNCT
iajs-2363	15	87	publish	publish	VERB
iajs-2363	15	88	january	january	PROPN
iajs-2363	15	89	2020	2020	NUM
iajs-2363	15	90	.	.	PUNCT
iajs-2363	16	1	mailto:ahmedshihabinfo@conursing.uobaghdad.edu.iq	mailto:ahmedshihabinfo@conursing.uobaghdad.edu.iq	PROPN
iajs-2363	16	2	163	163	NUM
iajs-2363	16	3	ibn	ibn	PROPN
iajs-2363	16	4	al	al	PROPN
iajs-2363	16	5	-	-	PUNCT
iajs-2363	16	6	haitham	haitham	PROPN
iajs-2363	16	7	jour	jour	X
iajs-2363	16	8	.	.	PROPN
iajs-2363	17	1	for	for	ADP
iajs-2363	17	2	pure	pure	ADJ
iajs-2363	17	3	&	&	CCONJ
iajs-2363	17	4	appl	appl	PROPN
iajs-2363	17	5	.	.	PUNCT
iajs-2363	18	1	sci	sci	PROPN
iajs-2363	18	2	.	.	PROPN
iajs-2363	19	1	33	33	NUM
iajs-2363	19	2	(	(	PUNCT
iajs-2363	19	3	1	1	NUM
iajs-2363	19	4	)	)	PUNCT
iajs-2363	19	5	2020	2020	NUM
iajs-2363	19	6	characteristics	characteristic	NOUN
iajs-2363	19	7	.	.	PUNCT
iajs-2363	20	1	one	one	NUM
iajs-2363	20	2	such	such	ADJ
iajs-2363	20	3	analytical	analytical	ADJ
iajs-2363	20	4	operation	operation	NOUN
iajs-2363	20	5	is	be	AUX
iajs-2363	20	6	segmentation	segmentation	NOUN
iajs-2363	20	7	,	,	PUNCT
iajs-2363	20	8	which	which	PRON
iajs-2363	20	9	aims	aim	VERB
iajs-2363	20	10	to	to	PART
iajs-2363	20	11	partition	partition	VERB
iajs-2363	20	12	the	the	DET
iajs-2363	20	13	brain	brain	NOUN
iajs-2363	20	14	into	into	ADP
iajs-2363	20	15	segments	segment	NOUN
iajs-2363	20	16	(	(	PUNCT
iajs-2363	20	17	like	like	ADP
iajs-2363	20	18	tissue	tissue	NOUN
iajs-2363	20	19	types	type	NOUN
iajs-2363	20	20	or	or	CCONJ
iajs-2363	20	21	by	by	ADP
iajs-2363	20	22	anatomical	anatomical	ADJ
iajs-2363	20	23	function	function	NOUN
iajs-2363	20	24	)	)	PUNCT
iajs-2363	20	25	using	use	VERB
iajs-2363	20	26	image	image	NOUN
iajs-2363	20	27	information	information	NOUN
iajs-2363	20	28	(	(	PUNCT
iajs-2363	20	29	like	like	ADP
iajs-2363	20	30	intensity	intensity	NOUN
iajs-2363	20	31	value	value	NOUN
iajs-2363	20	32	or	or	CCONJ
iajs-2363	20	33	spatial	spatial	ADJ
iajs-2363	20	34	location	location	NOUN
iajs-2363	20	35	)	)	PUNCT
iajs-2363	20	36	.	.	PUNCT
iajs-2363	21	1	segmentation	segmentation	NOUN
iajs-2363	21	2	of	of	ADP
iajs-2363	21	3	the	the	DET
iajs-2363	21	4	brain	brain	NOUN
iajs-2363	21	5	into	into	ADP
iajs-2363	21	6	large	large	ADJ
iajs-2363	21	7	compartments	compartment	NOUN
iajs-2363	21	8	,	,	PUNCT
iajs-2363	21	9	such	such	ADJ
iajs-2363	21	10	as	as	ADP
iajs-2363	21	11	the	the	DET
iajs-2363	21	12	left	left	ADJ
iajs-2363	21	13	and	and	CCONJ
iajs-2363	21	14	right	right	ADJ
iajs-2363	21	15	hemispheres	hemisphere	NOUN
iajs-2363	21	16	,	,	PUNCT
iajs-2363	21	17	the	the	DET
iajs-2363	21	18	cerebellum	cerebellum	NOUN
iajs-2363	21	19	and	and	CCONJ
iajs-2363	21	20	the	the	DET
iajs-2363	21	21	brain	brain	NOUN
iajs-2363	21	22	stem	stem	NOUN
iajs-2363	21	23	are	be	AUX
iajs-2363	21	24	of	of	ADP
iajs-2363	21	25	interest	interest	NOUN
iajs-2363	21	26	both	both	CCONJ
iajs-2363	21	27	in	in	ADP
iajs-2363	21	28	order	order	NOUN
iajs-2363	21	29	to	to	PART
iajs-2363	21	30	study	study	VERB
iajs-2363	21	31	the	the	DET
iajs-2363	21	32	regions	region	NOUN
iajs-2363	21	33	separately	separately	ADV
iajs-2363	21	34	but	but	CCONJ
iajs-2363	21	35	also	also	ADV
iajs-2363	21	36	to	to	PART
iajs-2363	21	37	help	help	AUX
iajs-2363	21	38	locate	locate	VERB
iajs-2363	21	39	inner	inner	ADJ
iajs-2363	21	40	brain	brain	NOUN
iajs-2363	21	41	structures	structure	NOUN
iajs-2363	21	42	,	,	PUNCT
iajs-2363	21	43	to	to	PART
iajs-2363	21	44	monitor	monitor	VERB
iajs-2363	21	45	development	development	NOUN
iajs-2363	21	46	and	and	CCONJ
iajs-2363	21	47	to	to	PART
iajs-2363	21	48	aid	aid	VERB
iajs-2363	21	49	surgical	surgical	ADJ
iajs-2363	21	50	planning	planning	NOUN
iajs-2363	22	1	[	[	X
iajs-2363	22	2	1	1	NUM
iajs-2363	22	3	]	]	PUNCT
iajs-2363	22	4	.	.	PUNCT
iajs-2363	23	1	using	use	VERB
iajs-2363	23	2	the	the	DET
iajs-2363	23	3	result	result	NOUN
iajs-2363	23	4	from	from	ADP
iajs-2363	23	5	the	the	DET
iajs-2363	23	6	segmentation	segmentation	NOUN
iajs-2363	23	7	,	,	PUNCT
iajs-2363	23	8	volume	volume	NOUN
iajs-2363	23	9	calculation	calculation	NOUN
iajs-2363	23	10	is	be	AUX
iajs-2363	23	11	possible	possible	ADJ
iajs-2363	23	12	for	for	ADP
iajs-2363	23	13	the	the	DET
iajs-2363	23	14	compartments	compartment	NOUN
iajs-2363	23	15	.	.	PUNCT
iajs-2363	24	1	monitoring	monitor	VERB
iajs-2363	24	2	volume	volume	NOUN
iajs-2363	24	3	change	change	NOUN
iajs-2363	24	4	over	over	ADP
iajs-2363	24	5	time	time	NOUN
iajs-2363	24	6	is	be	AUX
iajs-2363	24	7	of	of	ADP
iajs-2363	24	8	interest	interest	NOUN
iajs-2363	24	9	since	since	SCONJ
iajs-2363	24	10	some	some	DET
iajs-2363	24	11	neurological	neurological	ADJ
iajs-2363	24	12	diseases	disease	NOUN
iajs-2363	24	13	are	be	AUX
iajs-2363	24	14	associated	associate	VERB
iajs-2363	24	15	with	with	ADP
iajs-2363	24	16	a	a	DET
iajs-2363	24	17	higher	high	ADJ
iajs-2363	24	18	rate	rate	NOUN
iajs-2363	24	19	of	of	ADP
iajs-2363	24	20	brain	brain	NOUN
iajs-2363	24	21	atrophy	atrophy	NOUN
iajs-2363	24	22	(	(	PUNCT
iajs-2363	24	23	tissue	tissue	NOUN
iajs-2363	24	24	loss	loss	NOUN
iajs-2363	24	25	)	)	PUNCT
iajs-2363	24	26	than	than	ADP
iajs-2363	24	27	normal	normal	ADJ
iajs-2363	24	28	.	.	PUNCT
iajs-2363	25	1	the	the	DET
iajs-2363	25	2	brain	brain	NOUN
iajs-2363	25	3	tumors	tumor	NOUN
iajs-2363	25	4	have	have	VERB
iajs-2363	25	5	different	different	ADJ
iajs-2363	25	6	types	type	NOUN
iajs-2363	25	7	that	that	PRON
iajs-2363	25	8	made	make	VERB
iajs-2363	25	9	the	the	DET
iajs-2363	25	10	diagnostic	diagnostic	ADJ
iajs-2363	25	11	decision	decision	NOUN
iajs-2363	25	12	very	very	ADV
iajs-2363	25	13	difficult	difficult	ADJ
iajs-2363	25	14	,	,	PUNCT
iajs-2363	25	15	while	while	SCONJ
iajs-2363	25	16	sorting	sort	VERB
iajs-2363	25	17	for	for	ADP
iajs-2363	25	18	tumor	tumor	NOUN
iajs-2363	25	19	is	be	AUX
iajs-2363	25	20	very	very	ADV
iajs-2363	25	21	remarkable	remarkable	ADJ
iajs-2363	25	22	for	for	ADP
iajs-2363	25	23	sorting	sort	VERB
iajs-2363	25	24	what	what	PRON
iajs-2363	25	25	kind	kind	NOUN
iajs-2363	25	26	of	of	ADP
iajs-2363	25	27	brain	brain	NOUN
iajs-2363	25	28	tumor	tumor	NOUN
iajs-2363	25	29	truly	truly	ADV
iajs-2363	25	30	the	the	DET
iajs-2363	25	31	patients	patient	NOUN
iajs-2363	25	32	experienced	experience	VERB
iajs-2363	25	33	from	from	ADP
iajs-2363	25	34	.	.	PUNCT
iajs-2363	26	1	the	the	DET
iajs-2363	26	2	perfect	perfect	ADJ
iajs-2363	26	3	sorting	sort	VERB
iajs-2363	26	4	process	process	NOUN
iajs-2363	26	5	heads	head	NOUN
iajs-2363	26	6	to	to	ADP
iajs-2363	26	7	the	the	DET
iajs-2363	26	8	right	right	ADJ
iajs-2363	26	9	resolution	resolution	NOUN
iajs-2363	26	10	and	and	CCONJ
iajs-2363	26	11	present	present	ADJ
iajs-2363	26	12	perfect	perfect	ADJ
iajs-2363	26	13	treating	treating	NOUN
iajs-2363	26	14	.	.	PUNCT
iajs-2363	27	1	treating	treat	VERB
iajs-2363	27	2	differs	differ	NOUN
iajs-2363	27	3	based	base	VERB
iajs-2363	27	4	on	on	ADP
iajs-2363	27	5	the	the	DET
iajs-2363	27	6	kinds	kind	NOUN
iajs-2363	27	7	of	of	ADP
iajs-2363	27	8	brain	brain	NOUN
iajs-2363	27	9	tumor	tumor	NOUN
iajs-2363	27	10	that	that	PRON
iajs-2363	27	11	are	be	AUX
iajs-2363	27	12	typically	typically	ADV
iajs-2363	27	13	specified	specify	VERB
iajs-2363	27	14	by	by	ADP
iajs-2363	27	15	first	first	ADJ
iajs-2363	27	16	:	:	PUNCT
iajs-2363	27	17	age	age	NOUN
iajs-2363	27	18	,	,	PUNCT
iajs-2363	27	19	medical	medical	ADJ
iajs-2363	27	20	history	history	NOUN
iajs-2363	27	21	,	,	PUNCT
iajs-2363	27	22	and	and	CCONJ
iajs-2363	27	23	total	total	ADJ
iajs-2363	27	24	health	health	NOUN
iajs-2363	27	25	;	;	PUNCT
iajs-2363	27	26	second	second	ADJ
iajs-2363	27	27	:	:	PUNCT
iajs-2363	27	28	kind	kind	ADJ
iajs-2363	27	29	,	,	PUNCT
iajs-2363	27	30	location	location	NOUN
iajs-2363	27	31	,	,	PUNCT
iajs-2363	27	32	and	and	CCONJ
iajs-2363	27	33	the	the	DET
iajs-2363	27	34	tumor	tumor	NOUN
iajs-2363	27	35	size	size	NOUN
iajs-2363	27	36	;	;	PUNCT
iajs-2363	27	37	third	third	ADV
iajs-2363	27	38	:	:	PUNCT
iajs-2363	27	39	the	the	DET
iajs-2363	27	40	range	range	NOUN
iajs-2363	27	41	of	of	ADP
iajs-2363	27	42	the	the	DET
iajs-2363	27	43	status	status	NOUN
iajs-2363	27	44	,	,	PUNCT
iajs-2363	27	45	and	and	CCONJ
iajs-2363	27	46	forth	forth	ADV
iajs-2363	27	47	:	:	PUNCT
iajs-2363	27	48	toleration	toleration	NOUN
iajs-2363	27	49	for	for	ADP
iajs-2363	27	50	particular	particular	ADJ
iajs-2363	27	51	medications	medication	NOUN
iajs-2363	27	52	and	and	CCONJ
iajs-2363	27	53	treatment	treatment	NOUN
iajs-2363	27	54	[	[	X
iajs-2363	27	55	2	2	NUM
iajs-2363	27	56	]	]	PUNCT
iajs-2363	27	57	.	.	PUNCT
iajs-2363	28	1	magnetic	magnetic	ADJ
iajs-2363	28	2	field	field	NOUN
iajs-2363	28	3	and	and	CCONJ
iajs-2363	28	4	radio	radio	NOUN
iajs-2363	28	5	waves	wave	NOUN
iajs-2363	28	6	are	be	AUX
iajs-2363	28	7	used	use	VERB
iajs-2363	28	8	to	to	PART
iajs-2363	28	9	find	find	VERB
iajs-2363	28	10	the	the	DET
iajs-2363	28	11	reply	reply	NOUN
iajs-2363	28	12	intensity	intensity	NOUN
iajs-2363	28	13	from	from	ADP
iajs-2363	28	14	several	several	ADJ
iajs-2363	28	15	tissues	tissue	NOUN
iajs-2363	29	1	[	[	X
iajs-2363	29	2	3	3	NUM
iajs-2363	29	3	]	]	PUNCT
iajs-2363	29	4	.	.	PUNCT
iajs-2363	30	1	almost	almost	ADV
iajs-2363	30	2	,	,	PUNCT
iajs-2363	30	3	the	the	DET
iajs-2363	30	4	public	public	ADJ
iajs-2363	30	5	technology	technology	NOUN
iajs-2363	30	6	to	to	PART
iajs-2363	30	7	scan	scan	VERB
iajs-2363	30	8	the	the	DET
iajs-2363	30	9	inside	inside	ADJ
iajs-2363	30	10	structure	structure	NOUN
iajs-2363	30	11	of	of	ADP
iajs-2363	30	12	the	the	DET
iajs-2363	30	13	skeleton	skeleton	NOUN
iajs-2363	30	14	is	be	AUX
iajs-2363	30	15	mri	mri	NOUN
iajs-2363	30	16	where	where	SCONJ
iajs-2363	30	17	all	all	DET
iajs-2363	30	18	brain	brain	NOUN
iajs-2363	30	19	mri	mri	NOUN
iajs-2363	30	20	are	be	AUX
iajs-2363	30	21	t1w	t1w	PRON
iajs-2363	30	22	and	and	CCONJ
iajs-2363	30	23	gathered	gather	VERB
iajs-2363	30	24	by	by	ADP
iajs-2363	30	25	0.5	0.5	NUM
iajs-2363	30	26	mr	mr	PROPN
iajs-2363	30	27	modalities	modality	NOUN
iajs-2363	30	28	.	.	PUNCT
iajs-2363	31	1	the	the	DET
iajs-2363	31	2	data	datum	NOUN
iajs-2363	31	3	set	set	VERB
iajs-2363	31	4	of	of	ADP
iajs-2363	31	5	mri	mri	NOUN
iajs-2363	31	6	images	image	NOUN
iajs-2363	31	7	of	of	ADP
iajs-2363	31	8	patients	patient	NOUN
iajs-2363	31	9	created	create	VERB
iajs-2363	31	10	by	by	ADP
iajs-2363	31	11	[	[	X
iajs-2363	31	12	4	4	NUM
iajs-2363	31	13	,	,	PUNCT
iajs-2363	31	14	5	5	NUM
iajs-2363	31	15	]	]	PUNCT
iajs-2363	31	16	.	.	PUNCT
iajs-2363	31	17	is	be	AUX
iajs-2363	31	18	used	use	VERB
iajs-2363	31	19	in	in	ADP
iajs-2363	31	20	this	this	DET
iajs-2363	31	21	work	work	NOUN
iajs-2363	31	22	.	.	PUNCT
iajs-2363	32	1	this	this	DET
iajs-2363	32	2	brain	brain	NOUN
iajs-2363	32	3	tumor	tumor	NOUN
iajs-2363	32	4	dataset	dataset	NOUN
iajs-2363	32	5	contains	contain	VERB
iajs-2363	32	6	3064	3064	NUM
iajs-2363	32	7	t1	t1	NOUN
iajs-2363	32	8	-	-	PUNCT
iajs-2363	32	9	weighted	weight	VERB
iajs-2363	32	10	contrast	contrast	NOUN
iajs-2363	32	11	-	-	PUNCT
iajs-2363	32	12	enhanced	enhance	VERB
iajs-2363	32	13	images	image	NOUN
iajs-2363	32	14	with	with	ADP
iajs-2363	32	15	three	three	NUM
iajs-2363	32	16	brain	brain	NOUN
iajs-2363	32	17	tumor	tumor	NOUN
iajs-2363	32	18	types	type	NOUN
iajs-2363	32	19	(	(	PUNCT
iajs-2363	32	20	the	the	DET
iajs-2363	32	21	dataset	dataset	NOUN
iajs-2363	32	22	information	information	NOUN
iajs-2363	32	23	can	can	AUX
iajs-2363	32	24	be	be	AUX
iajs-2363	32	25	found	find	VERB
iajs-2363	32	26	in	in	ADP
iajs-2363	32	27	)	)	PUNCT
iajs-2363	33	1	[	[	X
iajs-2363	33	2	5	5	NUM
iajs-2363	33	3	]	]	PUNCT
iajs-2363	33	4	.	.	PUNCT
iajs-2363	34	1	then	then	ADV
iajs-2363	34	2	a	a	DET
iajs-2363	34	3	reprocessing	reprocess	VERB
iajs-2363	34	4	technique	technique	NOUN
iajs-2363	34	5	is	be	AUX
iajs-2363	34	6	used	use	VERB
iajs-2363	34	7	in	in	ADP
iajs-2363	34	8	the	the	DET
iajs-2363	34	9	first	first	ADJ
iajs-2363	34	10	step	step	NOUN
iajs-2363	34	11	to	to	PART
iajs-2363	34	12	remove	remove	VERB
iajs-2363	34	13	the	the	DET
iajs-2363	34	14	noise	noise	NOUN
iajs-2363	34	15	and	and	CCONJ
iajs-2363	34	16	enhance	enhance	VERB
iajs-2363	34	17	the	the	DET
iajs-2363	34	18	images	image	NOUN
iajs-2363	34	19	.	.	PUNCT
iajs-2363	35	1	three	three	NUM
iajs-2363	35	2	main	main	ADJ
iajs-2363	35	3	kinds	kind	NOUN
iajs-2363	35	4	of	of	ADP
iajs-2363	35	5	tumor	tumor	NOUN
iajs-2363	35	6	;	;	PUNCT
iajs-2363	35	7	benign	benign	ADJ
iajs-2363	35	8	,	,	PUNCT
iajs-2363	35	9	pre	pre	ADJ
iajs-2363	35	10	-	-	ADJ
iajs-2363	35	11	malignant	malignant	ADJ
iajs-2363	35	12	,	,	PUNCT
iajs-2363	35	13	and	and	CCONJ
iajs-2363	35	14	malignant	malignant	ADJ
iajs-2363	35	15	are	be	AUX
iajs-2363	35	16	known	know	VERB
iajs-2363	35	17	.	.	PUNCT
iajs-2363	36	1	benign	benign	ADJ
iajs-2363	36	2	tumor	tumor	NOUN
iajs-2363	36	3	:	:	PUNCT
iajs-2363	36	4	it	it	PRON
iajs-2363	36	5	does	do	AUX
iajs-2363	36	6	not	not	PART
iajs-2363	36	7	extend	extend	VERB
iajs-2363	36	8	in	in	ADP
iajs-2363	36	9	a	a	DET
iajs-2363	36	10	sharp	sharp	ADJ
iajs-2363	36	11	way	way	NOUN
iajs-2363	36	12	;	;	PUNCT
iajs-2363	36	13	it	it	PRON
iajs-2363	36	14	does	do	AUX
iajs-2363	36	15	n’t	not	PART
iajs-2363	36	16	effect	effect	VERB
iajs-2363	36	17	its	its	PRON
iajs-2363	36	18	neighboring	neighbor	VERB
iajs-2363	36	19	healthy	healthy	ADJ
iajs-2363	36	20	tissues	tissue	NOUN
iajs-2363	36	21	and	and	CCONJ
iajs-2363	36	22	also	also	ADV
iajs-2363	36	23	does	do	AUX
iajs-2363	36	24	not	not	PART
iajs-2363	36	25	extend	extend	VERB
iajs-2363	36	26	to	to	ADP
iajs-2363	36	27	tissues	tissue	NOUN
iajs-2363	36	28	which	which	PRON
iajs-2363	36	29	are	be	AUX
iajs-2363	36	30	non	non	ADJ
iajs-2363	36	31	-	-	ADJ
iajs-2363	36	32	adjacent	adjacent	ADJ
iajs-2363	36	33	.	.	PUNCT
iajs-2363	37	1	moles	mole	NOUN
iajs-2363	37	2	are	be	AUX
iajs-2363	37	3	the	the	DET
iajs-2363	37	4	main	main	ADJ
iajs-2363	37	5	examples	example	NOUN
iajs-2363	37	6	of	of	ADP
iajs-2363	37	7	benign	benign	ADJ
iajs-2363	37	8	tumors	tumor	NOUN
iajs-2363	37	9	.	.	PUNCT
iajs-2363	38	1	the	the	DET
iajs-2363	38	2	second	second	ADJ
iajs-2363	38	3	type	type	NOUN
iajs-2363	38	4	of	of	ADP
iajs-2363	38	5	the	the	DET
iajs-2363	38	6	tumor	tumor	NOUN
iajs-2363	38	7	is	be	AUX
iajs-2363	38	8	pre	pre	ADJ
iajs-2363	38	9	-	-	ADJ
iajs-2363	38	10	malignant	malignant	ADJ
iajs-2363	38	11	tumor	tumor	NOUN
iajs-2363	38	12	:	:	PUNCT
iajs-2363	38	13	it	it	PRON
iajs-2363	38	14	is	be	AUX
iajs-2363	38	15	a	a	DET
iajs-2363	38	16	stage	stage	NOUN
iajs-2363	38	17	prior	prior	ADV
iajs-2363	38	18	the	the	DET
iajs-2363	38	19	cancer	cancer	NOUN
iajs-2363	38	20	,	,	PUNCT
iajs-2363	38	21	if	if	SCONJ
iajs-2363	38	22	it	it	PRON
iajs-2363	38	23	is	be	AUX
iajs-2363	38	24	not	not	PART
iajs-2363	38	25	properly	properly	ADV
iajs-2363	38	26	treated	treat	VERB
iajs-2363	38	27	,	,	PUNCT
iajs-2363	38	28	it	it	PRON
iajs-2363	38	29	might	might	AUX
iajs-2363	38	30	be	be	AUX
iajs-2363	38	31	led	lead	VERB
iajs-2363	38	32	to	to	ADP
iajs-2363	38	33	cancer	cancer	NOUN
iajs-2363	38	34	.	.	PUNCT
iajs-2363	39	1	the	the	DET
iajs-2363	39	2	last	last	ADJ
iajs-2363	39	3	type	type	NOUN
iajs-2363	39	4	of	of	ADP
iajs-2363	39	5	the	the	DET
iajs-2363	39	6	tumor	tumor	NOUN
iajs-2363	39	7	is	be	AUX
iajs-2363	39	8	malignant	malignant	ADJ
iajs-2363	39	9	tumor	tumor	NOUN
iajs-2363	39	10	:	:	PUNCT
iajs-2363	39	11	malignancy	malignancy	NOUN
iajs-2363	39	12	(	(	PUNCT
iajs-2363	39	13	mal=	mal=	PROPN
iajs-2363	39	14	”	"	PUNCT
iajs-2363	39	15	bad	bad	ADJ
iajs-2363	39	16	”	"	PUNCT
iajs-2363	39	17	and	and	CCONJ
iajs-2363	39	18	-ignis	-ignis	ADJ
iajs-2363	39	19	=	=	NOUN
iajs-2363	39	20	”	"	PUNCT
iajs-2363	39	21	fire	fire	NOUN
iajs-2363	39	22	”	"	PUNCT
iajs-2363	39	23	)	)	PUNCT
iajs-2363	39	24	grows	grow	VERB
iajs-2363	39	25	worse	bad	ADJ
iajs-2363	39	26	with	with	ADP
iajs-2363	39	27	the	the	DET
iajs-2363	39	28	passage	passage	NOUN
iajs-2363	39	29	of	of	ADP
iajs-2363	39	30	time	time	NOUN
iajs-2363	39	31	and	and	CCONJ
iajs-2363	39	32	at	at	ADP
iajs-2363	39	33	the	the	DET
iajs-2363	39	34	end	end	NOUN
iajs-2363	39	35	leads	lead	VERB
iajs-2363	39	36	to	to	ADP
iajs-2363	39	37	the	the	DET
iajs-2363	39	38	person	person	NOUN
iajs-2363	39	39	death	death	NOUN
iajs-2363	39	40	.	.	PUNCT
iajs-2363	40	1	basically	basically	ADV
iajs-2363	40	2	,	,	PUNCT
iajs-2363	40	3	malignant	malignant	ADJ
iajs-2363	40	4	is	be	AUX
iajs-2363	40	5	medical	medical	ADJ
iajs-2363	40	6	terms	term	NOUN
iajs-2363	40	7	that	that	PRON
iajs-2363	40	8	specify	specify	VERB
iajs-2363	40	9	a	a	DET
iajs-2363	40	10	significant	significant	ADJ
iajs-2363	40	11	progressing	progressing	NOUN
iajs-2363	40	12	disease	disease	NOUN
iajs-2363	40	13	.	.	PUNCT
iajs-2363	41	1	it	it	PRON
iajs-2363	41	2	is	be	AUX
iajs-2363	41	3	a	a	DET
iajs-2363	41	4	term	term	NOUN
iajs-2363	41	5	implemented	implement	VERB
iajs-2363	41	6	to	to	PART
iajs-2363	41	7	describe	describe	VERB
iajs-2363	41	8	a	a	DET
iajs-2363	41	9	cancer	cancer	NOUN
iajs-2363	41	10	[	[	X
iajs-2363	41	11	6	6	NUM
iajs-2363	41	12	]	]	PUNCT
iajs-2363	41	13	.	.	PUNCT
iajs-2363	42	1	in	in	ADP
iajs-2363	42	2	this	this	DET
iajs-2363	42	3	work	work	NOUN
iajs-2363	42	4	,	,	PUNCT
iajs-2363	42	5	we	we	PRON
iajs-2363	42	6	create	create	VERB
iajs-2363	42	7	a	a	DET
iajs-2363	42	8	novel	novel	ADJ
iajs-2363	42	9	algorithm	algorithm	NOUN
iajs-2363	42	10	to	to	ADP
iajs-2363	42	11	mri	mri	NOUN
iajs-2363	42	12	features	feature	NOUN
iajs-2363	42	13	extraction	extraction	NOUN
iajs-2363	42	14	and	and	CCONJ
iajs-2363	42	15	classification	classification	NOUN
iajs-2363	42	16	using	use	VERB
iajs-2363	42	17	a	a	DET
iajs-2363	42	18	data	data	NOUN
iajs-2363	42	19	set	set	VERB
iajs-2363	42	20	of	of	ADP
iajs-2363	42	21	mri	mri	NOUN
iajs-2363	42	22	segmented	segment	VERB
iajs-2363	42	23	images	image	NOUN
iajs-2363	42	24	of	of	ADP
iajs-2363	42	25	patients	patient	NOUN
iajs-2363	42	26	created	create	VERB
iajs-2363	42	27	by	by	ADP
iajs-2363	42	28	[	[	X
iajs-2363	42	29	4	4	NUM
iajs-2363	42	30	]	]	PUNCT
iajs-2363	42	31	.	.	PUNCT
iajs-2363	43	1	implementing	implement	VERB
iajs-2363	43	2	dwt	dwt	NOUN
iajs-2363	43	3	(	(	PUNCT
iajs-2363	43	4	inverse	inverse	NOUN
iajs-2363	43	5	and	and	CCONJ
iajs-2363	43	6	foreword	foreword	NOUN
iajs-2363	43	7	)	)	PUNCT
iajs-2363	43	8	and	and	CCONJ
iajs-2363	43	9	textural	textural	ADJ
iajs-2363	43	10	characteristics	characteristic	NOUN
iajs-2363	43	11	and	and	CCONJ
iajs-2363	43	12	fp	fp	NOUN
iajs-2363	43	13	-	-	PUNCT
iajs-2363	43	14	ann	ann	PROPN
iajs-2363	43	15	.	.	PUNCT
iajs-2363	44	1	different	different	ADJ
iajs-2363	44	2	researchers	researcher	NOUN
iajs-2363	44	3	have	have	AUX
iajs-2363	44	4	proposed	propose	VERB
iajs-2363	44	5	related	related	ADJ
iajs-2363	44	6	research	research	NOUN
iajs-2363	44	7	of	of	ADP
iajs-2363	44	8	mri	mri	NOUN
iajs-2363	44	9	brain	brain	NOUN
iajs-2363	44	10	tumor	tumor	NOUN
iajs-2363	44	11	segmentation	segmentation	NOUN
iajs-2363	44	12	and	and	CCONJ
iajs-2363	44	13	classification	classification	NOUN
iajs-2363	44	14	.	.	PUNCT
iajs-2363	45	1	a	a	DET
iajs-2363	45	2	short	short	ADJ
iajs-2363	45	3	modern	modern	ADJ
iajs-2363	45	4	survey	survey	NOUN
iajs-2363	45	5	is	be	AUX
iajs-2363	45	6	presented	present	VERB
iajs-2363	45	7	in	in	ADP
iajs-2363	45	8	section	section	NOUN
iajs-2363	45	9	2	2	NUM
iajs-2363	45	10	.	.	PUNCT
iajs-2363	46	1	this	this	DET
iajs-2363	46	2	paper	paper	NOUN
iajs-2363	46	3	is	be	AUX
iajs-2363	46	4	divided	divide	VERB
iajs-2363	46	5	as	as	SCONJ
iajs-2363	46	6	presented	present	VERB
iajs-2363	46	7	below	below	ADV
iajs-2363	46	8	:	:	PUNCT
iajs-2363	46	9	in	in	ADP
iajs-2363	46	10	section	section	NOUN
iajs-2363	46	11	2	2	NUM
iajs-2363	46	12	,	,	PUNCT
iajs-2363	46	13	the	the	DET
iajs-2363	46	14	literature	literature	NOUN
iajs-2363	46	15	survey	survey	NOUN
iajs-2363	46	16	corresponding	correspond	VERB
iajs-2363	46	17	to	to	ADP
iajs-2363	46	18	the	the	DET
iajs-2363	46	19	proposed	propose	VERB
iajs-2363	46	20	method	method	NOUN
iajs-2363	46	21	is	be	AUX
iajs-2363	46	22	presented	present	VERB
iajs-2363	46	23	.	.	PUNCT
iajs-2363	47	1	in	in	ADP
iajs-2363	47	2	section	section	NOUN
iajs-2363	47	3	3	3	NUM
iajs-2363	47	4	,	,	PUNCT
iajs-2363	47	5	the	the	DET
iajs-2363	47	6	system	system	NOUN
iajs-2363	47	7	model	model	NOUN
iajs-2363	47	8	is	be	AUX
iajs-2363	47	9	presented	present	VERB
iajs-2363	47	10	.	.	PUNCT
iajs-2363	48	1	the	the	DET
iajs-2363	48	2	experimental	experimental	ADJ
iajs-2363	48	3	activities	activity	NOUN
iajs-2363	48	4	are	be	AUX
iajs-2363	48	5	offered	offer	VERB
iajs-2363	48	6	in	in	ADP
iajs-2363	48	7	section	section	NOUN
iajs-2363	48	8	4	4	NUM
iajs-2363	48	9	.	.	PUNCT
iajs-2363	48	10	section	section	NOUN
iajs-2363	48	11	5	5	NUM
iajs-2363	48	12	presents	present	VERB
iajs-2363	48	13	the	the	DET
iajs-2363	48	14	outcomes	outcome	NOUN
iajs-2363	48	15	and	and	CCONJ
iajs-2363	48	16	discussion	discussion	NOUN
iajs-2363	48	17	related	relate	VERB
iajs-2363	48	18	to	to	ADP
iajs-2363	48	19	the	the	DET
iajs-2363	48	20	presented	present	VERB
iajs-2363	48	21	work	work	NOUN
iajs-2363	48	22	and	and	CCONJ
iajs-2363	48	23	the	the	DET
iajs-2363	48	24	last	last	ADJ
iajs-2363	48	25	,	,	PUNCT
iajs-2363	48	26	section	section	NOUN
iajs-2363	48	27	6	6	NUM
iajs-2363	48	28	offers	offer	VERB
iajs-2363	48	29	a	a	DET
iajs-2363	48	30	conclusion	conclusion	NOUN
iajs-2363	48	31	.	.	PUNCT
iajs-2363	49	1	2	2	X
iajs-2363	49	2	.	.	NUM
iajs-2363	49	3	related	relate	VERB
iajs-2363	49	4	works	work	NOUN
iajs-2363	49	5	in	in	ADP
iajs-2363	49	6	this	this	DET
iajs-2363	49	7	section	section	NOUN
iajs-2363	49	8	,	,	PUNCT
iajs-2363	49	9	related	relate	VERB
iajs-2363	49	10	works	work	NOUN
iajs-2363	49	11	corresponding	correspond	VERB
iajs-2363	49	12	with	with	ADP
iajs-2363	49	13	the	the	DET
iajs-2363	49	14	work	work	NOUN
iajs-2363	49	15	implemented	implement	VERB
iajs-2363	49	16	in	in	ADP
iajs-2363	49	17	this	this	DET
iajs-2363	49	18	paper	paper	NOUN
iajs-2363	49	19	is	be	AUX
iajs-2363	49	20	presented	present	VERB
iajs-2363	49	21	as	as	SCONJ
iajs-2363	49	22	shown	show	VERB
iajs-2363	49	23	below	below	ADV
iajs-2363	49	24	.	.	PUNCT
iajs-2363	50	1	ehab	ehab	PROPN
iajs-2363	50	2	et	et	PROPN
iajs-2363	50	3	al	al	PROPN
iajs-2363	50	4	.	.	PROPN
iajs-2363	50	5	,	,	PUNCT
iajs-2363	50	6	2010	2010	NUM
iajs-2363	50	7	,	,	PUNCT
iajs-2363	50	8	presented	present	VERB
iajs-2363	50	9	a	a	DET
iajs-2363	50	10	computer	computer	NOUN
iajs-2363	50	11	-	-	PUNCT
iajs-2363	50	12	based	base	VERB
iajs-2363	50	13	method	method	NOUN
iajs-2363	50	14	for	for	ADP
iajs-2363	50	15	specifying	specify	VERB
iajs-2363	50	16	tumor	tumor	NOUN
iajs-2363	50	17	region	region	NOUN
iajs-2363	50	18	in	in	ADP
iajs-2363	50	19	the	the	DET
iajs-2363	50	20	164	164	NUM
iajs-2363	50	21	ibn	ibn	PROPN
iajs-2363	50	22	al	al	PROPN
iajs-2363	50	23	-	-	PUNCT
iajs-2363	50	24	haitham	haitham	PROPN
iajs-2363	50	25	jour	jour	X
iajs-2363	50	26	.	.	PROPN
iajs-2363	50	27	for	for	ADP
iajs-2363	50	28	pure	pure	ADJ
iajs-2363	50	29	&	&	CCONJ
iajs-2363	50	30	appl	appl	PROPN
iajs-2363	50	31	.	.	PUNCT
iajs-2363	51	1	sci	sci	PROPN
iajs-2363	51	2	.	.	PROPN
iajs-2363	52	1	33	33	NUM
iajs-2363	52	2	(	(	PUNCT
iajs-2363	52	3	1	1	NUM
iajs-2363	52	4	)	)	PUNCT
iajs-2363	52	5	2020	2020	NUM
iajs-2363	52	6	brain	brain	NOUN
iajs-2363	52	7	implementing	implement	VERB
iajs-2363	52	8	mri	mri	NOUN
iajs-2363	52	9	images	image	NOUN
iajs-2363	52	10	.	.	PUNCT
iajs-2363	53	1	first	first	ADV
iajs-2363	53	2	,	,	PUNCT
iajs-2363	53	3	they	they	PRON
iajs-2363	53	4	classified	classify	VERB
iajs-2363	53	5	a	a	DET
iajs-2363	53	6	brain	brain	NOUN
iajs-2363	53	7	into	into	ADP
iajs-2363	53	8	healthy	healthy	ADJ
iajs-2363	53	9	brain	brain	NOUN
iajs-2363	53	10	or	or	CCONJ
iajs-2363	53	11	a	a	DET
iajs-2363	53	12	brain	brain	NOUN
iajs-2363	53	13	having	have	VERB
iajs-2363	53	14	a	a	DET
iajs-2363	53	15	tumor	tumor	NOUN
iajs-2363	53	16	.	.	PUNCT
iajs-2363	54	1	then	then	ADV
iajs-2363	54	2	,	,	PUNCT
iajs-2363	54	3	in	in	ADP
iajs-2363	54	4	the	the	DET
iajs-2363	54	5	next	next	ADJ
iajs-2363	54	6	step	step	NOUN
iajs-2363	54	7	,	,	PUNCT
iajs-2363	54	8	additional	additional	ADJ
iajs-2363	54	9	classification	classification	NOUN
iajs-2363	54	10	is	be	AUX
iajs-2363	54	11	done	do	VERB
iajs-2363	54	12	for	for	ADP
iajs-2363	54	13	specifying	specify	VERB
iajs-2363	54	14	the	the	DET
iajs-2363	54	15	tumor	tumor	NOUN
iajs-2363	54	16	into	into	ADP
iajs-2363	54	17	benign	benign	ADJ
iajs-2363	54	18	or	or	CCONJ
iajs-2363	54	19	malignant	malignant	ADJ
iajs-2363	54	20	.	.	PUNCT
iajs-2363	55	1	this	this	DET
iajs-2363	55	2	algorithm	algorithm	NOUN
iajs-2363	55	3	specifies	specify	VERB
iajs-2363	55	4	whether	whether	SCONJ
iajs-2363	55	5	an	an	DET
iajs-2363	55	6	input	input	NOUN
iajs-2363	55	7	image	image	NOUN
iajs-2363	55	8	of	of	ADP
iajs-2363	55	9	mri	mri	NOUN
iajs-2363	55	10	brain	brain	NOUN
iajs-2363	55	11	performs	perform	VERB
iajs-2363	55	12	a	a	DET
iajs-2363	55	13	tumor	tumor	NOUN
iajs-2363	55	14	or	or	CCONJ
iajs-2363	55	15	health	health	NOUN
iajs-2363	55	16	brain	brain	NOUN
iajs-2363	55	17	as	as	ADP
iajs-2363	55	18	percentage	percentage	NOUN
iajs-2363	55	19	.	.	PUNCT
iajs-2363	56	1	in	in	ADP
iajs-2363	56	2	addition	addition	NOUN
iajs-2363	56	3	,	,	PUNCT
iajs-2363	56	4	it	it	PRON
iajs-2363	56	5	identifies	identify	VERB
iajs-2363	56	6	the	the	DET
iajs-2363	56	7	tumor	tumor	NOUN
iajs-2363	56	8	type	type	NOUN
iajs-2363	56	9	;	;	PUNCT
iajs-2363	56	10	benign	benign	ADJ
iajs-2363	56	11	or	or	CCONJ
iajs-2363	56	12	malignant	malignant	ADJ
iajs-2363	56	13	tumor	tumor	NOUN
iajs-2363	57	1	[	[	X
iajs-2363	57	2	7	7	NUM
iajs-2363	57	3	]	]	PUNCT
iajs-2363	57	4	.	.	PUNCT
iajs-2363	58	1	in	in	ADP
iajs-2363	58	2	2012	2012	NUM
iajs-2363	58	3	,	,	PUNCT
iajs-2363	58	4	chan	chan	PROPN
iajs-2363	58	5	and	and	CCONJ
iajs-2363	58	6	gal	gal	PROPN
iajs-2363	58	7	,	,	PUNCT
iajs-2363	58	8	presented	present	VERB
iajs-2363	58	9	a	a	DET
iajs-2363	58	10	supervised	supervised	ADJ
iajs-2363	58	11	machine	machine	NOUN
iajs-2363	58	12	-	-	PUNCT
iajs-2363	58	13	learning	learn	VERB
iajs-2363	58	14	based	base	VERB
iajs-2363	58	15	technique	technique	NOUN
iajs-2363	58	16	to	to	PART
iajs-2363	58	17	detect	detect	VERB
iajs-2363	58	18	an	an	DET
iajs-2363	58	19	artery	artery	NOUN
iajs-2363	58	20	voxels	voxel	NOUN
iajs-2363	58	21	in	in	ADP
iajs-2363	58	22	dce	dce	NOUN
iajs-2363	58	23	-	-	PUNCT
iajs-2363	58	24	mri	mri	NOUN
iajs-2363	58	25	of	of	ADP
iajs-2363	58	26	the	the	DET
iajs-2363	58	27	brain	brain	NOUN
iajs-2363	58	28	.	.	PUNCT
iajs-2363	59	1	this	this	DET
iajs-2363	59	2	algorithm	algorithm	NOUN
iajs-2363	59	3	uses	use	VERB
iajs-2363	59	4	a	a	DET
iajs-2363	59	5	group	group	NOUN
iajs-2363	59	6	of	of	ADP
iajs-2363	59	7	kinetic	kinetic	ADJ
iajs-2363	59	8	and	and	CCONJ
iajs-2363	59	9	local	local	ADJ
iajs-2363	59	10	structural	structural	ADJ
iajs-2363	59	11	properties	property	NOUN
iajs-2363	59	12	with	with	ADP
iajs-2363	59	13	a	a	DET
iajs-2363	59	14	logistic	logistic	ADJ
iajs-2363	59	15	retraction	retraction	NOUN
iajs-2363	59	16	classifier	classifier	NOUN
iajs-2363	59	17	to	to	PART
iajs-2363	59	18	identify	identify	VERB
iajs-2363	59	19	if	if	SCONJ
iajs-2363	59	20	the	the	DET
iajs-2363	59	21	arterial	arterial	ADJ
iajs-2363	59	22	voxels	voxel	NOUN
iajs-2363	59	23	is	be	AUX
iajs-2363	59	24	in	in	ADP
iajs-2363	59	25	the	the	DET
iajs-2363	59	26	image	image	NOUN
iajs-2363	59	27	.	.	PUNCT
iajs-2363	60	1	the	the	DET
iajs-2363	60	2	evaluation	evaluation	NOUN
iajs-2363	60	3	results	result	NOUN
iajs-2363	60	4	showed	show	VERB
iajs-2363	60	5	that	that	SCONJ
iajs-2363	60	6	the	the	DET
iajs-2363	60	7	presented	present	VERB
iajs-2363	60	8	technique	technique	NOUN
iajs-2363	60	9	has	have	VERB
iajs-2363	60	10	the	the	DET
iajs-2363	60	11	prospect	prospect	NOUN
iajs-2363	60	12	to	to	PART
iajs-2363	60	13	be	be	AUX
iajs-2363	60	14	implemented	implement	VERB
iajs-2363	60	15	as	as	ADP
iajs-2363	60	16	a	a	DET
iajs-2363	60	17	gadget	gadget	NOUN
iajs-2363	60	18	for	for	ADP
iajs-2363	60	19	a	a	DET
iajs-2363	60	20	precise	precise	ADJ
iajs-2363	60	21	prediction	prediction	NOUN
iajs-2363	60	22	of	of	ADP
iajs-2363	60	23	arterial	arterial	ADJ
iajs-2363	60	24	input	input	NOUN
iajs-2363	60	25	function	function	NOUN
iajs-2363	60	26	(	(	PUNCT
iajs-2363	60	27	aif	aif	PROPN
iajs-2363	60	28	)	)	PUNCT
iajs-2363	60	29	in	in	ADP
iajs-2363	60	30	dynamic	dynamic	ADJ
iajs-2363	60	31	contrast	contrast	NOUN
iajs-2363	60	32	-	-	PUNCT
iajs-2363	60	33	enhanced	enhance	VERB
iajs-2363	60	34	(	(	PUNCT
iajs-2363	60	35	dce)-mri	dce)-mri	NOUN
iajs-2363	60	36	of	of	ADP
iajs-2363	60	37	the	the	DET
iajs-2363	60	38	brain	brain	NOUN
iajs-2363	61	1	[	[	X
iajs-2363	61	2	8	8	NUM
iajs-2363	61	3	]	]	PUNCT
iajs-2363	61	4	.	.	PUNCT
iajs-2363	62	1	chaddad	chaddad	PROPN
iajs-2363	62	2	et	et	PROPN
iajs-2363	62	3	al	al	PROPN
iajs-2363	62	4	.	.	PROPN
iajs-2363	62	5	,	,	PUNCT
iajs-2363	62	6	2014	2014	NUM
iajs-2363	62	7	,	,	PUNCT
iajs-2363	62	8	presented	present	VERB
iajs-2363	62	9	modern	modern	ADJ
iajs-2363	62	10	properties	property	NOUN
iajs-2363	62	11	type	type	NOUN
iajs-2363	62	12	of	of	ADP
iajs-2363	62	13	glioblastoma	glioblastoma	NOUN
iajs-2363	62	14	(	(	PUNCT
iajs-2363	62	15	gem	gem	NOUN
iajs-2363	62	16	)	)	PUNCT
iajs-2363	62	17	detection	detection	NOUN
iajs-2363	62	18	depending	depend	VERB
iajs-2363	62	19	on	on	ADP
iajs-2363	62	20	the	the	DET
iajs-2363	62	21	gaussian	gaussian	ADJ
iajs-2363	62	22	mixture	mixture	NOUN
iajs-2363	62	23	model	model	NOUN
iajs-2363	62	24	(	(	PUNCT
iajs-2363	62	25	gmm	gmm	NOUN
iajs-2363	62	26	)	)	PUNCT
iajs-2363	62	27	.	.	PUNCT
iajs-2363	63	1	to	to	PART
iajs-2363	63	2	identify	identify	VERB
iajs-2363	63	3	the	the	DET
iajs-2363	63	4	brain	brain	NOUN
iajs-2363	63	5	tumor	tumor	NOUN
iajs-2363	63	6	using	use	VERB
iajs-2363	63	7	the	the	DET
iajs-2363	63	8	tl	tl	PROPN
iajs-2363	63	9	,	,	PUNCT
iajs-2363	63	10	t2	t2	PROPN
iajs-2363	63	11	weighted	weight	VERB
iajs-2363	63	12	and	and	CCONJ
iajs-2363	63	13	flair	flair	VERB
iajs-2363	63	14	mr	mr	PROPN
iajs-2363	63	15	images	image	NOUN
iajs-2363	63	16	,	,	PUNCT
iajs-2363	63	17	the	the	DET
iajs-2363	63	18	new	new	ADJ
iajs-2363	63	19	properties	property	NOUN
iajs-2363	63	20	are	be	AUX
iajs-2363	63	21	used	use	VERB
iajs-2363	63	22	.	.	PUNCT
iajs-2363	64	1	tree	tree	NOUN
iajs-2363	64	2	classifier	classifier	NOUN
iajs-2363	64	3	is	be	AUX
iajs-2363	64	4	used	use	VERB
iajs-2363	64	5	on	on	ADP
iajs-2363	64	6	gmm	gmm	PROPN
iajs-2363	64	7	features	feature	NOUN
iajs-2363	64	8	minimized	minimize	VERB
iajs-2363	64	9	implementing	implement	VERB
iajs-2363	64	10	three	three	NUM
iajs-2363	64	11	prime	prime	ADJ
iajs-2363	64	12	ingredient	ingredient	NOUN
iajs-2363	64	13	to	to	PART
iajs-2363	64	14	assess	assess	VERB
iajs-2363	64	15	the	the	DET
iajs-2363	64	16	rendering	rendering	NOUN
iajs-2363	64	17	of	of	ADP
iajs-2363	64	18	cancer	cancer	NOUN
iajs-2363	64	19	and	and	CCONJ
iajs-2363	64	20	normal	normal	ADJ
iajs-2363	64	21	area	area	NOUN
iajs-2363	64	22	segregation	segregation	NOUN
iajs-2363	64	23	decision	decision	NOUN
iajs-2363	64	24	.	.	PUNCT
iajs-2363	65	1	the	the	DET
iajs-2363	65	2	recognition	recognition	NOUN
iajs-2363	65	3	between	between	ADP
iajs-2363	65	4	the	the	DET
iajs-2363	65	5	typical	typical	ADJ
iajs-2363	65	6	area	area	NOUN
iajs-2363	65	7	and	and	CCONJ
iajs-2363	65	8	gem	gem	NOUN
iajs-2363	65	9	containing	contain	VERB
iajs-2363	65	10	the	the	DET
iajs-2363	65	11	images	image	NOUN
iajs-2363	65	12	was	be	AUX
iajs-2363	65	13	compared	compare	VERB
iajs-2363	65	14	implementing	implement	VERB
iajs-2363	65	15	three	three	NUM
iajs-2363	65	16	rendering	rendering	NOUN
iajs-2363	65	17	pointers	pointer	NOUN
iajs-2363	65	18	called	call	VERB
iajs-2363	65	19	accuracy	accuracy	NOUN
iajs-2363	65	20	,	,	PUNCT
iajs-2363	65	21	false	false	ADJ
iajs-2363	65	22	alarm	alarm	NOUN
iajs-2363	65	23	,	,	PUNCT
iajs-2363	65	24	and	and	CCONJ
iajs-2363	65	25	missed	miss	VERB
iajs-2363	65	26	detection	detection	NOUN
iajs-2363	65	27	.	.	PUNCT
iajs-2363	66	1	also	also	ADV
iajs-2363	66	2	,	,	PUNCT
iajs-2363	66	3	three	three	NUM
iajs-2363	66	4	modes	mode	NOUN
iajs-2363	66	5	of	of	ADP
iajs-2363	66	6	mri	mri	NOUN
iajs-2363	66	7	images	image	NOUN
iajs-2363	66	8	tl	tl	PROPN
iajs-2363	66	9	,	,	PUNCT
iajs-2363	66	10	t2	t2	NOUN
iajs-2363	66	11	and	and	CCONJ
iajs-2363	66	12	flair	flair	NOUN
iajs-2363	66	13	were	be	AUX
iajs-2363	66	14	performed	perform	VERB
iajs-2363	66	15	.	.	PUNCT
iajs-2363	67	1	the	the	DET
iajs-2363	67	2	features	feature	NOUN
iajs-2363	67	3	of	of	ADP
iajs-2363	67	4	gmm	gmm	PROPN
iajs-2363	67	5	expounded	expound	VERB
iajs-2363	67	6	the	the	DET
iajs-2363	67	7	best	good	ADJ
iajs-2363	67	8	rendering	rendering	NOUN
iajs-2363	67	9	overall	overall	ADJ
iajs-2363	67	10	.	.	PUNCT
iajs-2363	68	1	the	the	DET
iajs-2363	68	2	accuracy	accuracy	NOUN
iajs-2363	68	3	rendering	rendering	NOUN
iajs-2363	68	4	was	be	AUX
iajs-2363	68	5	100	100	NUM
iajs-2363	68	6	%	%	NOUN
iajs-2363	68	7	with	with	ADP
iajs-2363	68	8	0	0	NUM
iajs-2363	68	9	%	%	NOUN
iajs-2363	68	10	missed	miss	VERB
iajs-2363	68	11	detection	detection	NOUN
iajs-2363	68	12	and	and	CCONJ
iajs-2363	68	13	0	0	NUM
iajs-2363	68	14	%	%	NOUN
iajs-2363	68	15	false	false	ADJ
iajs-2363	68	16	alarm	alarm	NOUN
iajs-2363	68	17	for	for	ADP
iajs-2363	68	18	the	the	DET
iajs-2363	68	19	tl	tl	PROPN
iajs-2363	68	20	and	and	CCONJ
iajs-2363	68	21	t2	t2	PROPN
iajs-2363	68	22	weighted	weight	VERB
iajs-2363	68	23	images	image	NOUN
iajs-2363	68	24	respectively	respectively	ADV
iajs-2363	68	25	.	.	PUNCT
iajs-2363	69	1	the	the	DET
iajs-2363	69	2	accuracy	accuracy	NOUN
iajs-2363	69	3	reduces	reduce	VERB
iajs-2363	69	4	to	to	ADP
iajs-2363	69	5	94.11	94.11	NUM
iajs-2363	69	6	%	%	NOUN
iajs-2363	69	7	with	with	ADP
iajs-2363	69	8	2.95	2.95	NUM
iajs-2363	69	9	%	%	NOUN
iajs-2363	69	10	missed	miss	VERB
iajs-2363	69	11	detection	detection	NOUN
iajs-2363	69	12	and	and	CCONJ
iajs-2363	69	13	2.95	2.95	NUM
iajs-2363	69	14	%	%	NOUN
iajs-2363	69	15	false	false	ADJ
iajs-2363	69	16	alarm	alarm	NOUN
iajs-2363	69	17	in	in	ADP
iajs-2363	69	18	flair	flair	ADJ
iajs-2363	69	19	mode	mode	NOUN
iajs-2363	69	20	[	[	X
iajs-2363	69	21	9	9	NUM
iajs-2363	69	22	]	]	PUNCT
iajs-2363	69	23	.	.	PUNCT
iajs-2363	70	1	shobana	shobana	PROPN
iajs-2363	70	2	and	and	CCONJ
iajs-2363	70	3	balakrishnan	balakrishnan	PROPN
iajs-2363	70	4	,	,	PUNCT
iajs-2363	70	5	2015	2015	NUM
iajs-2363	70	6	,	,	PUNCT
iajs-2363	70	7	an	an	DET
iajs-2363	70	8	examination	examination	NOUN
iajs-2363	70	9	of	of	ADP
iajs-2363	70	10	transform	transform	NOUN
iajs-2363	70	11	algorithms	algorithms	NOUN
iajs-2363	70	12	called	call	VERB
iajs-2363	70	13	discrete	discrete	ADJ
iajs-2363	70	14	wavelet	wavelet	NOUN
iajs-2363	70	15	transform	transform	NOUN
iajs-2363	70	16	(	(	PUNCT
iajs-2363	70	17	dwt	dwt	NOUN
iajs-2363	70	18	)	)	PUNCT
iajs-2363	70	19	and	and	CCONJ
iajs-2363	70	20	discrete	discrete	ADJ
iajs-2363	70	21	cosine	cosine	NOUN
iajs-2363	70	22	transform	transform	NOUN
iajs-2363	70	23	(	(	PUNCT
iajs-2363	70	24	dct	dct	PROPN
iajs-2363	70	25	)	)	PUNCT
iajs-2363	70	26	each	each	DET
iajs-2363	70	27	combined	combine	VERB
iajs-2363	70	28	detachable	detachable	NOUN
iajs-2363	70	29	with	with	ADP
iajs-2363	70	30	the	the	DET
iajs-2363	70	31	probabilistic	probabilistic	ADJ
iajs-2363	70	32	neural	neural	ADJ
iajs-2363	70	33	network	network	NOUN
iajs-2363	70	34	(	(	PUNCT
iajs-2363	70	35	pnn	pnn	PROPN
iajs-2363	70	36	)	)	PUNCT
iajs-2363	70	37	is	be	AUX
iajs-2363	70	38	implemented	implement	VERB
iajs-2363	70	39	for	for	ADP
iajs-2363	70	40	the	the	DET
iajs-2363	70	41	brain	brain	NOUN
iajs-2363	70	42	tumor	tumor	NOUN
iajs-2363	70	43	classification	classification	NOUN
iajs-2363	70	44	.	.	PUNCT
iajs-2363	71	1	for	for	ADP
iajs-2363	71	2	the	the	DET
iajs-2363	71	3	diagnosis	diagnosis	NOUN
iajs-2363	71	4	of	of	ADP
iajs-2363	71	5	brain	brain	NOUN
iajs-2363	71	6	tumor	tumor	NOUN
iajs-2363	71	7	,	,	PUNCT
iajs-2363	71	8	the	the	DET
iajs-2363	71	9	algorithm	algorithm	NOUN
iajs-2363	71	10	includes	include	VERB
iajs-2363	71	11	three	three	NUM
iajs-2363	71	12	stages	stage	NOUN
iajs-2363	71	13	:	:	PUNCT
iajs-2363	71	14	iremove	iremove	VERB
iajs-2363	71	15	the	the	DET
iajs-2363	71	16	noise	noise	NOUN
iajs-2363	71	17	and	and	CCONJ
iajs-2363	71	18	sharpen	sharpen	VERB
iajs-2363	71	19	the	the	DET
iajs-2363	71	20	image	image	NOUN
iajs-2363	71	21	,	,	PUNCT
iajs-2363	71	22	iifor	iifor	SCONJ
iajs-2363	71	23	feature	feature	NOUN
iajs-2363	71	24	extraction	extraction	NOUN
iajs-2363	71	25	,	,	PUNCT
iajs-2363	71	26	dwt	dwt	PROPN
iajs-2363	71	27	and	and	CCONJ
iajs-2363	71	28	dct	dct	PROPN
iajs-2363	71	29	is	be	AUX
iajs-2363	71	30	implemented	implement	VERB
iajs-2363	71	31	,	,	PUNCT
iajs-2363	71	32	and	and	CCONJ
iajs-2363	71	33	iiithe	iiithe	DET
iajs-2363	71	34	brains	brain	NOUN
iajs-2363	71	35	abnormality	abnormality	NOUN
iajs-2363	71	36	is	be	AUX
iajs-2363	71	37	distinguished	distinguish	VERB
iajs-2363	71	38	by	by	ADP
iajs-2363	71	39	probabilistic	probabilistic	ADJ
iajs-2363	71	40	neural	neural	ADJ
iajs-2363	71	41	network	network	NOUN
iajs-2363	71	42	with	with	ADP
iajs-2363	71	43	radial	radial	ADJ
iajs-2363	71	44	basis	basis	NOUN
iajs-2363	71	45	function	function	NOUN
iajs-2363	71	46	[	[	X
iajs-2363	71	47	10	10	NUM
iajs-2363	71	48	]	]	PUNCT
iajs-2363	71	49	.	.	PUNCT
iajs-2363	72	1	in	in	ADP
iajs-2363	72	2	2016	2016	NUM
iajs-2363	72	3	,	,	PUNCT
iajs-2363	72	4	subramaniam	subramaniam	PROPN
iajs-2363	72	5	and	and	CCONJ
iajs-2363	72	6	radhakrishnan	radhakrishnan	PROPN
iajs-2363	72	7	,	,	PUNCT
iajs-2363	72	8	suggested	suggest	VERB
iajs-2363	72	9	classification	classification	NOUN
iajs-2363	72	10	of	of	ADP
iajs-2363	72	11	mri	mri	NOUN
iajs-2363	72	12	brain	brain	NOUN
iajs-2363	72	13	images	image	NOUN
iajs-2363	72	14	,	,	PUNCT
iajs-2363	72	15	where	where	SCONJ
iajs-2363	72	16	consisted	consist	VERB
iajs-2363	72	17	of	of	ADP
iajs-2363	72	18	4th	4th	ADJ
iajs-2363	72	19	steps	step	NOUN
iajs-2363	72	20	:	:	PUNCT
iajs-2363	72	21	pretreatment	pretreatment	NOUN
iajs-2363	72	22	,	,	PUNCT
iajs-2363	72	23	identification	identification	NOUN
iajs-2363	72	24	of	of	ADP
iajs-2363	72	25	region	region	NOUN
iajs-2363	72	26	of	of	ADP
iajs-2363	72	27	interest	interest	NOUN
iajs-2363	72	28	(	(	PUNCT
iajs-2363	72	29	roi	roi	NOUN
iajs-2363	72	30	)	)	PUNCT
iajs-2363	72	31	,	,	PUNCT
iajs-2363	72	32	advantage	advantage	NOUN
iajs-2363	72	33	extraction	extraction	NOUN
iajs-2363	72	34	and	and	CCONJ
iajs-2363	72	35	classification	classification	NOUN
iajs-2363	72	36	.	.	PUNCT
iajs-2363	73	1	to	to	AUX
iajs-2363	73	2	beneficent	beneficent	VERB
iajs-2363	73	3	quality	quality	NOUN
iajs-2363	73	4	for	for	ADP
iajs-2363	73	5	image	image	NOUN
iajs-2363	73	6	,	,	PUNCT
iajs-2363	73	7	(	(	PUNCT
iajs-2363	73	8	pde	pde	NOUN
iajs-2363	73	9	)	)	PUNCT
iajs-2363	73	10	”	"	PUNCT
iajs-2363	73	11	partial	partial	ADJ
iajs-2363	73	12	differential	differential	NOUN
iajs-2363	73	13	equations	equation	NOUN
iajs-2363	73	14	”	"	PUNCT
iajs-2363	73	15	method	method	NOUN
iajs-2363	73	16	was	be	AUX
iajs-2363	73	17	presented	present	VERB
iajs-2363	73	18	and	and	CCONJ
iajs-2363	73	19	its	its	PRON
iajs-2363	73	20	outcome	outcome	NOUN
iajs-2363	73	21	is	be	AUX
iajs-2363	73	22	contrast	contrast	NOUN
iajs-2363	73	23	with	with	ADP
iajs-2363	73	24	another	another	DET
iajs-2363	73	25	algorithms	algorithm	NOUN
iajs-2363	73	26	such	such	ADJ
iajs-2363	73	27	as	as	ADP
iajs-2363	73	28	block	block	NOUN
iajs-2363	73	29	analysis	analysis	NOUN
iajs-2363	73	30	method	method	NOUN
iajs-2363	73	31	starting	start	VERB
iajs-2363	73	32	by	by	ADP
iajs-2363	73	33	reconstruction	reconstruction	NOUN
iajs-2363	73	34	and	and	CCONJ
iajs-2363	73	35	histogram	histogram	NOUN
iajs-2363	73	36	equalization	equalization	NOUN
iajs-2363	73	37	methods	method	NOUN
iajs-2363	73	38	implementing	implement	VERB
iajs-2363	73	39	statistical	statistical	ADJ
iajs-2363	73	40	factors	factor	NOUN
iajs-2363	73	41	such	such	ADJ
iajs-2363	73	42	as	as	ADP
iajs-2363	73	43	carrier	carrier	NOUN
iajs-2363	73	44	s	s	PART
iajs-2363	73	45	/	/	SYM
iajs-2363	73	46	r	r	NOUN
iajs-2363	73	47	,	,	PUNCT
iajs-2363	73	48	peak	peak	NOUN
iajs-2363	73	49	s	s	NOUN
iajs-2363	73	50	/	/	SYM
iajs-2363	73	51	r	r	NOUN
iajs-2363	73	52	,	,	PUNCT
iajs-2363	73	53	structural	structural	ADJ
iajs-2363	73	54	same	same	ADJ
iajs-2363	73	55	index	index	NOUN
iajs-2363	73	56	measure	measure	NOUN
iajs-2363	73	57	,	,	PUNCT
iajs-2363	73	58	figure	figure	NOUN
iajs-2363	73	59	of	of	ADP
iajs-2363	73	60	merit	merit	NOUN
iajs-2363	73	61	,	,	PUNCT
iajs-2363	73	62	mse	mse	PROPN
iajs-2363	73	63	.	.	PUNCT
iajs-2363	74	1	the	the	DET
iajs-2363	74	2	improved	improved	ADJ
iajs-2363	74	3	image	image	NOUN
iajs-2363	74	4	is	be	AUX
iajs-2363	74	5	converted	convert	VERB
iajs-2363	74	6	into	into	ADP
iajs-2363	74	7	bi	bi	ADJ
iajs-2363	74	8	-	-	ADJ
iajs-2363	74	9	level	level	ADJ
iajs-2363	74	10	image	image	NOUN
iajs-2363	74	11	,	,	PUNCT
iajs-2363	74	12	which	which	PRON
iajs-2363	74	13	is	be	AUX
iajs-2363	74	14	implemented	implement	VERB
iajs-2363	74	15	to	to	PART
iajs-2363	74	16	sharp	sharp	VERB
iajs-2363	74	17	the	the	DET
iajs-2363	74	18	regions	region	NOUN
iajs-2363	74	19	and	and	CCONJ
iajs-2363	74	20	padding	pad	VERB
iajs-2363	74	21	the	the	DET
iajs-2363	74	22	fissures	fissure	NOUN
iajs-2363	74	23	in	in	ADP
iajs-2363	74	24	the	the	DET
iajs-2363	74	25	binaries	binary	NOUN
iajs-2363	74	26	image	image	NOUN
iajs-2363	74	27	utilizing	utilize	VERB
iajs-2363	74	28	morphological	morphological	ADJ
iajs-2363	74	29	operators	operator	NOUN
iajs-2363	74	30	.	.	PUNCT
iajs-2363	75	1	roi	roi	NOUN
iajs-2363	75	2	is	be	AUX
iajs-2363	75	3	identified	identify	VERB
iajs-2363	75	4	using	use	VERB
iajs-2363	75	5	region	region	NOUN
iajs-2363	75	6	growing	grow	VERB
iajs-2363	75	7	method	method	NOUN
iajs-2363	75	8	to	to	PART
iajs-2363	75	9	extort	extort	VERB
iajs-2363	75	10	the	the	DET
iajs-2363	75	11	five	five	NUM
iajs-2363	75	12	features	feature	NOUN
iajs-2363	75	13	.	.	PUNCT
iajs-2363	76	1	the	the	DET
iajs-2363	76	2	classification	classification	NOUN
iajs-2363	76	3	performance	performance	NOUN
iajs-2363	76	4	depending	depend	VERB
iajs-2363	76	5	on	on	ADP
iajs-2363	76	6	the	the	DET
iajs-2363	76	7	extracted	extract	VERB
iajs-2363	76	8	image	image	NOUN
iajs-2363	76	9	features	feature	VERB
iajs-2363	76	10	to	to	PART
iajs-2363	76	11	specify	specify	VERB
iajs-2363	76	12	whether	whether	SCONJ
iajs-2363	76	13	the	the	DET
iajs-2363	76	14	brain	brain	NOUN
iajs-2363	76	15	image	image	NOUN
iajs-2363	76	16	normal	normal	ADJ
iajs-2363	76	17	or	or	CCONJ
iajs-2363	76	18	abnormal	abnormal	ADJ
iajs-2363	76	19	is	be	AUX
iajs-2363	76	20	done	do	VERB
iajs-2363	76	21	.	.	PUNCT
iajs-2363	77	1	therefore	therefore	ADV
iajs-2363	77	2	,	,	PUNCT
iajs-2363	77	3	hybridization	hybridization	NOUN
iajs-2363	77	4	of	of	ADP
iajs-2363	77	5	neural	neural	ADJ
iajs-2363	77	6	network	network	NOUN
iajs-2363	77	7	(	(	PUNCT
iajs-2363	77	8	nn	nn	NOUN
iajs-2363	77	9	)	)	PUNCT
iajs-2363	77	10	with	with	ADP
iajs-2363	77	11	bee	bee	NOUN
iajs-2363	77	12	colony	colony	NOUN
iajs-2363	77	13	optimization	optimization	NOUN
iajs-2363	77	14	for	for	ADP
iajs-2363	77	15	the	the	DET
iajs-2363	77	16	classification	classification	NOUN
iajs-2363	77	17	and	and	CCONJ
iajs-2363	77	18	estimation	estimation	NOUN
iajs-2363	77	19	of	of	ADP
iajs-2363	77	20	cancer	cancer	NOUN
iajs-2363	77	21	effect	effect	NOUN
iajs-2363	77	22	on	on	ADP
iajs-2363	77	23	given	give	VERB
iajs-2363	77	24	mri	mri	NOUN
iajs-2363	77	25	image	image	NOUN
iajs-2363	77	26	is	be	AUX
iajs-2363	77	27	provided	provide	VERB
iajs-2363	77	28	.	.	PUNCT
iajs-2363	78	1	the	the	DET
iajs-2363	78	2	authors	author	NOUN
iajs-2363	78	3	contrast	contrast	VERB
iajs-2363	78	4	the	the	DET
iajs-2363	78	5	rendering	rendering	NOUN
iajs-2363	78	6	of	of	ADP
iajs-2363	78	7	the	the	DET
iajs-2363	78	8	created	create	VERB
iajs-2363	78	9	classifier	classifier	NOUN
iajs-2363	78	10	with	with	ADP
iajs-2363	78	11	conventional	conventional	ADJ
iajs-2363	78	12	nn	nn	X
iajs-2363	78	13	classifier	classifier	NOUN
iajs-2363	78	14	implementing	implement	VERB
iajs-2363	78	15	statistical	statistical	ADJ
iajs-2363	78	16	measures	measure	NOUN
iajs-2363	78	17	such	such	ADJ
iajs-2363	78	18	as	as	ADP
iajs-2363	78	19	accuracy	accuracy	NOUN
iajs-2363	78	20	,	,	PUNCT
iajs-2363	78	21	sensitivity	sensitivity	NOUN
iajs-2363	78	22	,	,	PUNCT
iajs-2363	78	23	and	and	CCONJ
iajs-2363	78	24	specificity	specificity	NOUN
iajs-2363	78	25	.	.	PUNCT
iajs-2363	79	1	the	the	DET
iajs-2363	79	2	work	work	NOUN
iajs-2363	79	3	is	be	AUX
iajs-2363	79	4	utilized	utilize	VERB
iajs-2363	79	5	over	over	ADP
iajs-2363	79	6	100	100	NUM
iajs-2363	79	7	mri	mri	NOUN
iajs-2363	79	8	brain	brain	NOUN
iajs-2363	79	9	images	image	NOUN
iajs-2363	79	10	[	[	X
iajs-2363	79	11	11	11	NUM
iajs-2363	79	12	]	]	PUNCT
iajs-2363	79	13	.	.	PUNCT
iajs-2363	80	1	165	165	NUM
iajs-2363	80	2	ibn	ibn	PROPN
iajs-2363	80	3	al	al	PROPN
iajs-2363	80	4	-	-	PUNCT
iajs-2363	80	5	haitham	haitham	PROPN
iajs-2363	80	6	jour	jour	X
iajs-2363	80	7	.	.	PROPN
iajs-2363	80	8	for	for	ADP
iajs-2363	80	9	pure	pure	ADJ
iajs-2363	80	10	&	&	CCONJ
iajs-2363	80	11	appl	appl	PROPN
iajs-2363	80	12	.	.	PUNCT
iajs-2363	81	1	sci	sci	PROPN
iajs-2363	81	2	.	.	PROPN
iajs-2363	82	1	33	33	NUM
iajs-2363	82	2	(	(	PUNCT
iajs-2363	82	3	1	1	NUM
iajs-2363	82	4	)	)	PUNCT
iajs-2363	82	5	2020	2020	NUM
iajs-2363	82	6	sonavane	sonavane	NOUN
iajs-2363	82	7	et	et	PROPN
iajs-2363	82	8	al	al	PROPN
iajs-2363	82	9	.	.	PROPN
iajs-2363	82	10	,	,	PUNCT
iajs-2363	82	11	2017	2017	NUM
iajs-2363	82	12	,	,	PUNCT
iajs-2363	82	13	presented	present	VERB
iajs-2363	82	14	a	a	DET
iajs-2363	82	15	system	system	NOUN
iajs-2363	82	16	uses	use	VERB
iajs-2363	82	17	neural	neural	ADJ
iajs-2363	82	18	network	network	NOUN
iajs-2363	82	19	based	base	VERB
iajs-2363	82	20	method	method	NOUN
iajs-2363	82	21	for	for	ADP
iajs-2363	82	22	brain	brain	NOUN
iajs-2363	82	23	and	and	CCONJ
iajs-2363	82	24	breast	breast	NOUN
iajs-2363	82	25	image	image	NOUN
iajs-2363	82	26	classification	classification	NOUN
iajs-2363	82	27	.	.	PUNCT
iajs-2363	83	1	the	the	DET
iajs-2363	83	2	feature	feature	NOUN
iajs-2363	83	3	extraction	extraction	NOUN
iajs-2363	83	4	such	such	ADJ
iajs-2363	83	5	as	as	ADP
iajs-2363	83	6	texture	texture	ADJ
iajs-2363	83	7	feature	feature	NOUN
iajs-2363	83	8	,	,	PUNCT
iajs-2363	83	9	method	method	NOUN
iajs-2363	83	10	named	name	VERB
iajs-2363	83	11	gray	gray	ADJ
iajs-2363	83	12	level	level	NOUN
iajs-2363	83	13	co	co	NOUN
iajs-2363	83	14	-	-	NOUN
iajs-2363	83	15	occurrence	occurrence	ADJ
iajs-2363	83	16	matrix	matrix	NOUN
iajs-2363	83	17	(	(	PUNCT
iajs-2363	83	18	glcm	glcm	PROPN
iajs-2363	83	19	)	)	PUNCT
iajs-2363	83	20	is	be	AUX
iajs-2363	83	21	implemented	implement	VERB
iajs-2363	83	22	.	.	PUNCT
iajs-2363	84	1	the	the	DET
iajs-2363	84	2	created	create	VERB
iajs-2363	84	3	algorithm	algorithm	NOUN
iajs-2363	84	4	obtained	obtain	VERB
iajs-2363	84	5	the	the	DET
iajs-2363	84	6	sensitivity	sensitivity	NOUN
iajs-2363	84	7	of	of	ADP
iajs-2363	84	8	82.50	82.50	NUM
iajs-2363	84	9	%	%	NOUN
iajs-2363	84	10	,	,	PUNCT
iajs-2363	84	11	specificity	specificity	NOUN
iajs-2363	84	12	of	of	ADP
iajs-2363	84	13	42.6	42.6	NUM
iajs-2363	84	14	%	%	NOUN
iajs-2363	84	15	and	and	CCONJ
iajs-2363	84	16	accuracy	accuracy	NOUN
iajs-2363	84	17	of	of	ADP
iajs-2363	84	18	68.85	68.85	NUM
iajs-2363	84	19	%	%	NOUN
iajs-2363	84	20	for	for	ADP
iajs-2363	84	21	breast	breast	NOUN
iajs-2363	84	22	cancer	cancer	NOUN
iajs-2363	84	23	database	database	NOUN
iajs-2363	84	24	while	while	SCONJ
iajs-2363	84	25	it	it	PRON
iajs-2363	84	26	obtains	obtain	VERB
iajs-2363	84	27	sensitivity	sensitivity	NOUN
iajs-2363	84	28	of	of	ADP
iajs-2363	84	29	81.82	81.82	NUM
iajs-2363	84	30	%	%	NOUN
iajs-2363	84	31	,	,	PUNCT
iajs-2363	84	32	specificity	specificity	NOUN
iajs-2363	84	33	of	of	ADP
iajs-2363	84	34	77.53	77.53	NUM
iajs-2363	84	35	%	%	NOUN
iajs-2363	84	36	and	and	CCONJ
iajs-2363	84	37	accuracy	accuracy	NOUN
iajs-2363	84	38	of	of	ADP
iajs-2363	84	39	79.35	79.35	NUM
iajs-2363	84	40	%	%	NOUN
iajs-2363	84	41	for	for	ADP
iajs-2363	84	42	database	database	NOUN
iajs-2363	84	43	of	of	ADP
iajs-2363	84	44	clinical	clinical	ADJ
iajs-2363	84	45	brain	brain	NOUN
iajs-2363	84	46	mri	mri	NOUN
iajs-2363	85	1	[	[	X
iajs-2363	85	2	12	12	NUM
iajs-2363	85	3	]	]	PUNCT
iajs-2363	85	4	.	.	PUNCT
iajs-2363	86	1	3	3	X
iajs-2363	86	2	.	.	X
iajs-2363	86	3	system	system	NOUN
iajs-2363	86	4	model	model	NOUN
iajs-2363	86	5	we	we	PRON
iajs-2363	86	6	present	present	VERB
iajs-2363	86	7	the	the	DET
iajs-2363	86	8	data	data	NOUN
iajs-2363	86	9	sets	set	NOUN
iajs-2363	86	10	of	of	ADP
iajs-2363	86	11	mri	mri	NOUN
iajs-2363	86	12	images	image	NOUN
iajs-2363	86	13	used	use	VERB
iajs-2363	86	14	in	in	ADP
iajs-2363	86	15	this	this	DET
iajs-2363	86	16	work	work	NOUN
iajs-2363	86	17	in	in	ADP
iajs-2363	86	18	this	this	DET
iajs-2363	86	19	section	section	NOUN
iajs-2363	86	20	then	then	ADV
iajs-2363	86	21	the	the	DET
iajs-2363	86	22	system	system	NOUN
iajs-2363	86	23	architecture	architecture	NOUN
iajs-2363	86	24	of	of	ADP
iajs-2363	86	25	the	the	DET
iajs-2363	86	26	proposed	propose	VERB
iajs-2363	86	27	algorithm	algorithm	NOUN
iajs-2363	86	28	.	.	PUNCT
iajs-2363	87	1	a.	a.	NOUN
iajs-2363	87	2	data	data	PROPN
iajs-2363	87	3	sets	set	NOUN
iajs-2363	87	4	in	in	ADP
iajs-2363	87	5	this	this	DET
iajs-2363	87	6	work	work	NOUN
iajs-2363	87	7	,	,	PUNCT
iajs-2363	87	8	the	the	DET
iajs-2363	87	9	data	datum	NOUN
iajs-2363	87	10	set	set	VERB
iajs-2363	87	11	of	of	ADP
iajs-2363	87	12	mri	mri	NOUN
iajs-2363	87	13	is	be	AUX
iajs-2363	87	14	divided	divide	VERB
iajs-2363	87	15	into	into	ADP
iajs-2363	87	16	two	two	NUM
iajs-2363	87	17	parts	part	NOUN
iajs-2363	87	18	.	.	PUNCT
iajs-2363	88	1	the	the	DET
iajs-2363	88	2	first	first	ADJ
iajs-2363	88	3	part	part	NOUN
iajs-2363	88	4	is	be	AUX
iajs-2363	88	5	for	for	ADP
iajs-2363	88	6	segmented	segment	VERB
iajs-2363	88	7	images	image	NOUN
iajs-2363	88	8	of	of	ADP
iajs-2363	88	9	mri	mri	NOUN
iajs-2363	88	10	for	for	ADP
iajs-2363	88	11	patients	patient	NOUN
iajs-2363	88	12	age	age	NOUN
iajs-2363	88	13	between	between	ADP
iajs-2363	88	14	30	30	NUM
iajs-2363	88	15	and	and	CCONJ
iajs-2363	88	16	65	65	NUM
iajs-2363	88	17	years	year	NOUN
iajs-2363	88	18	old	old	ADJ
iajs-2363	88	19	.	.	PUNCT
iajs-2363	89	1	the	the	DET
iajs-2363	89	2	second	second	ADJ
iajs-2363	89	3	part	part	NOUN
iajs-2363	89	4	of	of	ADP
iajs-2363	89	5	the	the	DET
iajs-2363	89	6	data	datum	NOUN
iajs-2363	89	7	set	set	VERB
iajs-2363	89	8	is	be	AUX
iajs-2363	89	9	from	from	ADP
iajs-2363	89	10	segmented	segment	VERB
iajs-2363	89	11	images	image	NOUN
iajs-2363	89	12	of	of	ADP
iajs-2363	89	13	mri	mri	NOUN
iajs-2363	89	14	for	for	ADP
iajs-2363	89	15	patients	patient	NOUN
iajs-2363	89	16	from	from	ADP
iajs-2363	89	17	0	0	NUM
iajs-2363	89	18	month	month	NOUN
iajs-2363	89	19	to	to	ADP
iajs-2363	89	20	12	12	NUM
iajs-2363	89	21	months	month	NOUN
iajs-2363	89	22	.	.	PUNCT
iajs-2363	90	1	these	these	DET
iajs-2363	90	2	data	datum	NOUN
iajs-2363	90	3	sets	set	NOUN
iajs-2363	90	4	and	and	CCONJ
iajs-2363	90	5	there	there	PRON
iajs-2363	90	6	segmentation	segmentation	NOUN
iajs-2363	90	7	method	method	NOUN
iajs-2363	90	8	is	be	AUX
iajs-2363	90	9	provided	provide	VERB
iajs-2363	90	10	by	by	ADP
iajs-2363	90	11	[	[	X
iajs-2363	90	12	4	4	NUM
iajs-2363	90	13	]	]	PUNCT
iajs-2363	90	14	.	.	PUNCT
iajs-2363	91	1	b.	b.	PROPN
iajs-2363	91	2	system	system	NOUN
iajs-2363	91	3	architecture	architecture	NOUN
iajs-2363	91	4	the	the	DET
iajs-2363	91	5	proposed	propose	VERB
iajs-2363	91	6	method	method	NOUN
iajs-2363	91	7	has	have	VERB
iajs-2363	91	8	different	different	ADJ
iajs-2363	91	9	steps	step	NOUN
iajs-2363	91	10	to	to	PART
iajs-2363	91	11	obtain	obtain	VERB
iajs-2363	91	12	the	the	DET
iajs-2363	91	13	goal	goal	NOUN
iajs-2363	91	14	of	of	ADP
iajs-2363	91	15	this	this	DET
iajs-2363	91	16	paper	paper	NOUN
iajs-2363	91	17	which	which	PRON
iajs-2363	91	18	is	be	AUX
iajs-2363	91	19	to	to	PART
iajs-2363	91	20	classify	classify	VERB
iajs-2363	91	21	a	a	DET
iajs-2363	91	22	tumor	tumor	NOUN
iajs-2363	91	23	of	of	ADP
iajs-2363	91	24	a	a	DET
iajs-2363	91	25	brain	brain	NOUN
iajs-2363	91	26	of	of	ADP
iajs-2363	91	27	a	a	DET
iajs-2363	91	28	patient	patient	NOUN
iajs-2363	91	29	into	into	ADP
iajs-2363	91	30	benign	benign	ADJ
iajs-2363	91	31	,	,	PUNCT
iajs-2363	91	32	pre	pre	ADJ
iajs-2363	91	33	-	-	ADJ
iajs-2363	91	34	malignant	malignant	ADJ
iajs-2363	91	35	,	,	PUNCT
iajs-2363	91	36	and	and	CCONJ
iajs-2363	91	37	malignant	malignant	ADJ
iajs-2363	91	38	tumor	tumor	NOUN
iajs-2363	91	39	.	.	PUNCT
iajs-2363	92	1	first	first	ADV
iajs-2363	92	2	,	,	PUNCT
iajs-2363	92	3	the	the	DET
iajs-2363	92	4	segmented	segment	VERB
iajs-2363	92	5	image	image	NOUN
iajs-2363	92	6	is	be	AUX
iajs-2363	92	7	enhanced	enhance	VERB
iajs-2363	92	8	and	and	CCONJ
iajs-2363	92	9	reprocessed	reprocess	VERB
iajs-2363	92	10	to	to	PART
iajs-2363	92	11	eliminate	eliminate	VERB
iajs-2363	92	12	an	an	DET
iajs-2363	92	13	expected	expect	VERB
iajs-2363	92	14	noise	noise	NOUN
iajs-2363	92	15	.	.	PUNCT
iajs-2363	93	1	two	two	NUM
iajs-2363	93	2	different	different	ADJ
iajs-2363	93	3	types	type	NOUN
iajs-2363	93	4	of	of	ADP
iajs-2363	93	5	enhancement	enhancement	NOUN
iajs-2363	93	6	methods	method	NOUN
iajs-2363	93	7	are	be	AUX
iajs-2363	93	8	implemented	implement	VERB
iajs-2363	93	9	on	on	ADP
iajs-2363	93	10	every	every	DET
iajs-2363	93	11	input	input	NOUN
iajs-2363	93	12	image	image	NOUN
iajs-2363	93	13	then	then	ADV
iajs-2363	93	14	we	we	PRON
iajs-2363	93	15	select	select	VERB
iajs-2363	93	16	the	the	DET
iajs-2363	93	17	enhanced	enhanced	ADJ
iajs-2363	93	18	image	image	NOUN
iajs-2363	93	19	having	having	AUX
iajs-2363	93	20	better	well	ADV
iajs-2363	93	21	mean	mean	VERB
iajs-2363	93	22	square	square	ADJ
iajs-2363	93	23	error	error	NOUN
iajs-2363	93	24	to	to	PART
iajs-2363	93	25	be	be	AUX
iajs-2363	93	26	taken	take	VERB
iajs-2363	93	27	for	for	ADP
iajs-2363	93	28	the	the	DET
iajs-2363	93	29	next	next	ADJ
iajs-2363	93	30	step	step	NOUN
iajs-2363	93	31	of	of	ADP
iajs-2363	93	32	the	the	DET
iajs-2363	93	33	algorithm	algorithm	NOUN
iajs-2363	93	34	.	.	PUNCT
iajs-2363	94	1	after	after	ADP
iajs-2363	94	2	selecting	select	VERB
iajs-2363	94	3	the	the	DET
iajs-2363	94	4	best	well	ADV
iajs-2363	94	5	enhanced	enhanced	ADJ
iajs-2363	94	6	image	image	NOUN
iajs-2363	94	7	,	,	PUNCT
iajs-2363	94	8	the	the	DET
iajs-2363	94	9	features	feature	NOUN
iajs-2363	94	10	extraction	extraction	NOUN
iajs-2363	94	11	using	use	VERB
iajs-2363	94	12	the	the	DET
iajs-2363	94	13	wavelet	wavelet	NOUN
iajs-2363	94	14	transformation	transformation	NOUN
iajs-2363	94	15	(	(	PUNCT
iajs-2363	94	16	forewarned	forewarned	ADJ
iajs-2363	94	17	and	and	CCONJ
iajs-2363	94	18	inverse	inverse	NOUN
iajs-2363	94	19	technique	technique	NOUN
iajs-2363	94	20	)	)	PUNCT
iajs-2363	94	21	.	.	PUNCT
iajs-2363	95	1	the	the	DET
iajs-2363	95	2	extracted	extract	VERB
iajs-2363	95	3	features	feature	NOUN
iajs-2363	95	4	are	be	AUX
iajs-2363	95	5	processed	process	VERB
iajs-2363	95	6	into	into	ADP
iajs-2363	95	7	a	a	DET
iajs-2363	95	8	deep	deep	ADJ
iajs-2363	95	9	learning	learning	NOUN
iajs-2363	95	10	back	back	ADP
iajs-2363	95	11	propagation	propagation	NOUN
iajs-2363	95	12	neural	neural	ADJ
iajs-2363	95	13	network	network	NOUN
iajs-2363	95	14	to	to	PART
iajs-2363	95	15	classify	classify	VERB
iajs-2363	95	16	for	for	ADP
iajs-2363	95	17	classification	classification	NOUN
iajs-2363	95	18	purpose	purpose	NOUN
iajs-2363	95	19	.	.	PUNCT
iajs-2363	96	1	the	the	DET
iajs-2363	96	2	algorithm	algorithm	NOUN
iajs-2363	96	3	1	1	NUM
iajs-2363	96	4	explains	explain	VERB
iajs-2363	96	5	the	the	DET
iajs-2363	96	6	steps	step	NOUN
iajs-2363	96	7	of	of	ADP
iajs-2363	96	8	the	the	DET
iajs-2363	96	9	proposed	propose	VERB
iajs-2363	96	10	algorithm	algorithm	NOUN
iajs-2363	96	11	.	.	PUNCT
iajs-2363	97	1	algorithm	algorithm	NOUN
iajs-2363	97	2	1	1	NUM
iajs-2363	97	3	tumor	tumor	NOUN
iajs-2363	97	4	classification	classification	NOUN
iajs-2363	97	5	1	1	NUM
iajs-2363	97	6	:	:	PUNCT
iajs-2363	97	7	procedure	procedure	NOUN
iajs-2363	97	8	preprocessing	preprocesse	VERB
iajs-2363	97	9	2	2	NUM
iajs-2363	97	10	:	:	PUNCT
iajs-2363	97	11	input	input	VERB
iajs-2363	97	12	a	a	DET
iajs-2363	97	13	segmented	segment	VERB
iajs-2363	97	14	image	image	NOUN
iajs-2363	97	15	3	3	NUM
iajs-2363	97	16	:	:	PUNCT
iajs-2363	97	17	denoising	denoise	VERB
iajs-2363	97	18	method	method	NOUN
iajs-2363	97	19	using	use	VERB
iajs-2363	97	20	gabor	gabor	PROPN
iajs-2363	97	21	filter	filter	NOUN
iajs-2363	97	22	4	4	NUM
iajs-2363	97	23	:	:	PUNCT
iajs-2363	97	24	hierarchical	hierarchical	ADJ
iajs-2363	97	25	correlation	correlation	NOUN
iajs-2363	97	26	histogram	histogram	NOUN
iajs-2363	97	27	analysis	analysis	NOUN
iajs-2363	97	28	and	and	CCONJ
iajs-2363	97	29	histogram	histogram	VERB
iajs-2363	97	30	adaptive	adaptive	ADJ
iajs-2363	97	31	enhancements	enhancement	NOUN
iajs-2363	97	32	5	5	NUM
iajs-2363	97	33	:	:	PUNCT
iajs-2363	97	34	end	end	NOUN
iajs-2363	97	35	procedure	procedure	NOUN
iajs-2363	97	36	6	6	NUM
iajs-2363	97	37	:	:	PUNCT
iajs-2363	97	38	procedure	procedure	NOUN
iajs-2363	97	39	select	select	ADJ
iajs-2363	97	40	on	on	ADP
iajs-2363	97	41	-	-	PUNCT
iajs-2363	97	42	line	line	NOUN
iajs-2363	97	43	the	the	DET
iajs-2363	97	44	best	well	ADV
iajs-2363	97	45	enhanced	enhanced	ADJ
iajs-2363	97	46	image	image	NOUN
iajs-2363	97	47	.	.	PUNCT
iajs-2363	98	1	compute	compute	PROPN
iajs-2363	98	2	peak	peak	PROPN
iajs-2363	98	3	signal	signal	NOUN
iajs-2363	98	4	to	to	PART
iajs-2363	98	5	noise	noise	VERB
iajs-2363	98	6	ratio	ratio	NOUN
iajs-2363	98	7	.	.	PUNCT
iajs-2363	99	1	{	{	PUNCT
iajs-2363	99	2	‖	‖	PROPN
iajs-2363	99	3	̂	̂	PUNCT
iajs-2363	99	4	‖	‖	PROPN
iajs-2363	99	5	}	}	PUNCT
iajs-2363	99	6	7	7	NUM
iajs-2363	99	7	:	:	PUNCT
iajs-2363	99	8	select	select	VERB
iajs-2363	99	9	the	the	DET
iajs-2363	99	10	enhanced	enhanced	ADJ
iajs-2363	99	11	image	image	NOUN
iajs-2363	99	12	having	have	VERB
iajs-2363	99	13	minimum	minimum	ADJ
iajs-2363	99	14	psnr	psnr	NOUN
iajs-2363	99	15	.	.	PUNCT
iajs-2363	100	1	8	8	NUM
iajs-2363	100	2	:	:	PUNCT
iajs-2363	100	3	end	end	NOUN
iajs-2363	100	4	procedure	procedure	NOUN
iajs-2363	100	5	.	.	PUNCT
iajs-2363	101	1	9	9	NUM
iajs-2363	101	2	:	:	PUNCT
iajs-2363	101	3	procedure	procedure	NOUN
iajs-2363	101	4	features	feature	VERB
iajs-2363	101	5	extraction	extraction	NOUN
iajs-2363	101	6	10	10	NUM
iajs-2363	101	7	:	:	PUNCT
iajs-2363	101	8	using	use	VERB
iajs-2363	101	9	wavelet	wavelet	NOUN
iajs-2363	101	10	transformation	transformation	NOUN
iajs-2363	101	11	method	method	NOUN
iajs-2363	101	12	.	.	PUNCT
iajs-2363	102	1	11	11	NUM
iajs-2363	102	2	:	:	PUNCT
iajs-2363	102	3	using	use	VERB
iajs-2363	102	4	genetic	genetic	ADJ
iajs-2363	102	5	algorithm	algorithm	NOUN
iajs-2363	102	6	.	.	PUNCT
iajs-2363	103	1	12	12	NUM
iajs-2363	103	2	:	:	PUNCT
iajs-2363	103	3	end	end	NOUN
iajs-2363	103	4	procedure	procedure	NOUN
iajs-2363	103	5	13	13	NUM
iajs-2363	103	6	:	:	PUNCT
iajs-2363	103	7	procedure	procedure	NOUN
iajs-2363	103	8	tumor	tumor	NOUN
iajs-2363	103	9	classification	classification	NOUN
iajs-2363	103	10	14	14	NUM
iajs-2363	103	11	:	:	PUNCT
iajs-2363	103	12	deep	deep	ADJ
iajs-2363	103	13	learning	learn	VERB
iajs-2363	103	14	back	back	ADP
iajs-2363	103	15	propagation	propagation	NOUN
iajs-2363	103	16	neural	neural	ADJ
iajs-2363	103	17	network	network	NOUN
iajs-2363	103	18	.	.	PUNCT
iajs-2363	104	1	15	15	NUM
iajs-2363	104	2	:	:	PUNCT
iajs-2363	104	3	pnn	pnn	PROPN
iajs-2363	104	4	classifier	classifier	PROPN
iajs-2363	104	5	.	.	PUNCT
iajs-2363	105	1	the	the	DET
iajs-2363	105	2	classifier	classifier	NOUN
iajs-2363	105	3	is	be	AUX
iajs-2363	105	4	for	for	ADP
iajs-2363	105	5	both	both	CCONJ
iajs-2363	105	6	feature	feature	NOUN
iajs-2363	105	7	extraction	extraction	NOUN
iajs-2363	105	8	methods	method	NOUN
iajs-2363	105	9	166	166	NUM
iajs-2363	105	10	ibn	ibn	PROPN
iajs-2363	105	11	al	al	PROPN
iajs-2363	105	12	-	-	PUNCT
iajs-2363	105	13	haitham	haitham	PROPN
iajs-2363	105	14	jour	jour	X
iajs-2363	105	15	.	.	PROPN
iajs-2363	106	1	for	for	ADP
iajs-2363	106	2	pure	pure	ADJ
iajs-2363	106	3	&	&	CCONJ
iajs-2363	106	4	appl	appl	PROPN
iajs-2363	106	5	.	.	PUNCT
iajs-2363	107	1	sci	sci	PROPN
iajs-2363	107	2	.	.	PROPN
iajs-2363	108	1	33	33	NUM
iajs-2363	108	2	(	(	PUNCT
iajs-2363	108	3	1	1	NUM
iajs-2363	108	4	)	)	PUNCT
iajs-2363	108	5	2020	2020	NUM
iajs-2363	108	6	16	16	NUM
iajs-2363	108	7	:	:	PUNCT
iajs-2363	108	8	end	end	NOUN
iajs-2363	108	9	procedure	procedure	NOUN
iajs-2363	108	10	.	.	PUNCT
iajs-2363	109	1	4	4	X
iajs-2363	109	2	.	.	X
iajs-2363	109	3	experimental	experimental	ADJ
iajs-2363	109	4	activities	activity	NOUN
iajs-2363	109	5	in	in	ADP
iajs-2363	109	6	this	this	DET
iajs-2363	109	7	section	section	NOUN
iajs-2363	109	8	,	,	PUNCT
iajs-2363	109	9	different	different	ADJ
iajs-2363	109	10	activities	activity	NOUN
iajs-2363	109	11	shown	show	VERB
iajs-2363	109	12	in	in	ADP
iajs-2363	109	13	algorithm	algorithm	NOUN
iajs-2363	109	14	1	1	NUM
iajs-2363	109	15	are	be	AUX
iajs-2363	109	16	explained	explain	VERB
iajs-2363	109	17	as	as	ADP
iajs-2363	109	18	below	below	ADV
iajs-2363	109	19	.	.	PUNCT
iajs-2363	110	1	a.	a.	NOUN
iajs-2363	110	2	pre	pre	VERB
iajs-2363	110	3	-	-	VERB
iajs-2363	110	4	processing	process	VERB
iajs-2363	110	5	the	the	DET
iajs-2363	110	6	purpose	purpose	NOUN
iajs-2363	110	7	of	of	ADP
iajs-2363	110	8	this	this	DET
iajs-2363	110	9	step	step	NOUN
iajs-2363	110	10	is	be	AUX
iajs-2363	110	11	for	for	ADP
iajs-2363	110	12	minimizing	minimize	VERB
iajs-2363	110	13	the	the	DET
iajs-2363	110	14	expected	expect	VERB
iajs-2363	110	15	noise	noise	NOUN
iajs-2363	110	16	that	that	PRON
iajs-2363	110	17	impacts	impact	VERB
iajs-2363	110	18	the	the	DET
iajs-2363	110	19	input	input	NOUN
iajs-2363	110	20	image	image	NOUN
iajs-2363	110	21	when	when	SCONJ
iajs-2363	110	22	downloaded	download	VERB
iajs-2363	110	23	from	from	ADP
iajs-2363	110	24	the	the	DET
iajs-2363	110	25	internet	internet	NOUN
iajs-2363	110	26	.	.	PUNCT
iajs-2363	111	1	basically	basically	ADV
iajs-2363	111	2	,	,	PUNCT
iajs-2363	111	3	in	in	ADP
iajs-2363	111	4	this	this	DET
iajs-2363	111	5	step	step	NOUN
iajs-2363	111	6	,	,	PUNCT
iajs-2363	111	7	to	to	PART
iajs-2363	111	8	enhance	enhance	VERB
iajs-2363	111	9	the	the	DET
iajs-2363	111	10	image	image	NOUN
iajs-2363	111	11	and	and	CCONJ
iajs-2363	111	12	the	the	DET
iajs-2363	111	13	image	image	NOUN
iajs-2363	111	14	fineness	fineness	NOUN
iajs-2363	111	15	to	to	PART
iajs-2363	111	16	obtain	obtain	VERB
iajs-2363	111	17	more	more	ADJ
iajs-2363	111	18	security	security	NOUN
iajs-2363	111	19	and	and	CCONJ
iajs-2363	111	20	simple	simple	ADJ
iajs-2363	111	21	in	in	ADP
iajs-2363	111	22	extracting	extract	VERB
iajs-2363	111	23	features	feature	NOUN
iajs-2363	111	24	of	of	ADP
iajs-2363	111	25	the	the	DET
iajs-2363	111	26	tumor	tumor	NOUN
iajs-2363	111	27	.	.	PUNCT
iajs-2363	112	1	it	it	PRON
iajs-2363	112	2	consists	consist	VERB
iajs-2363	112	3	,	,	PUNCT
iajs-2363	112	4	three	three	NUM
iajs-2363	112	5	stages	stage	NOUN
iajs-2363	112	6	that	that	PRON
iajs-2363	112	7	are	be	AUX
iajs-2363	112	8	resizing	resize	VERB
iajs-2363	112	9	the	the	DET
iajs-2363	112	10	image	image	NOUN
iajs-2363	112	11	,	,	PUNCT
iajs-2363	112	12	image	image	NOUN
iajs-2363	112	13	filtering	filtering	NOUN
iajs-2363	112	14	,	,	PUNCT
iajs-2363	112	15	and	and	CCONJ
iajs-2363	112	16	contrast	contrast	VERB
iajs-2363	112	17	improvement	improvement	NOUN
iajs-2363	112	18	of	of	ADP
iajs-2363	112	19	an	an	DET
iajs-2363	112	20	image	image	NOUN
iajs-2363	112	21	by	by	ADP
iajs-2363	112	22	histogram	histogram	NOUN
iajs-2363	112	23	equalization	equalization	NOUN
iajs-2363	112	24	.	.	PUNCT
iajs-2363	113	1			X
iajs-2363	114	1	re	re	AUX
iajs-2363	114	2	sizing	size	VERB
iajs-2363	114	3	the	the	DET
iajs-2363	114	4	segmented	segment	VERB
iajs-2363	114	5	image	image	NOUN
iajs-2363	114	6	image	image	NOUN
iajs-2363	114	7	resizing	resizing	NOUN
iajs-2363	114	8	is	be	AUX
iajs-2363	114	9	for	for	ADP
iajs-2363	114	10	avoiding	avoid	VERB
iajs-2363	114	11	complications	complication	NOUN
iajs-2363	114	12	may	may	AUX
iajs-2363	114	13	happen	happen	VERB
iajs-2363	114	14	in	in	ADP
iajs-2363	114	15	the	the	DET
iajs-2363	114	16	further	further	ADJ
iajs-2363	114	17	stage	stage	NOUN
iajs-2363	114	18	.	.	PUNCT
iajs-2363	115	1	image	image	NOUN
iajs-2363	115	2	resizing	resizing	NOUN
iajs-2363	115	3	is	be	AUX
iajs-2363	115	4	very	very	ADV
iajs-2363	115	5	important	important	ADJ
iajs-2363	115	6	stage	stage	NOUN
iajs-2363	115	7	and	and	CCONJ
iajs-2363	115	8	one	one	NUM
iajs-2363	115	9	of	of	ADP
iajs-2363	115	10	the	the	DET
iajs-2363	115	11	main	main	ADJ
iajs-2363	115	12	stages	stage	NOUN
iajs-2363	115	13	in	in	ADP
iajs-2363	115	14	image	image	NOUN
iajs-2363	115	15	processing	processing	NOUN
iajs-2363	115	16	.	.	PUNCT
iajs-2363	116	1			X
iajs-2363	116	2	gabor	gabor	PROPN
iajs-2363	116	3	filter	filter	NOUN
iajs-2363	116	4	for	for	ADP
iajs-2363	116	5	evaluating	evaluate	VERB
iajs-2363	116	6	stereo	stereo	NOUN
iajs-2363	116	7	disparity	disparity	NOUN
iajs-2363	116	8	,	,	PUNCT
iajs-2363	116	9	analyze	analyze	VERB
iajs-2363	116	10	the	the	DET
iajs-2363	116	11	texture	texture	NOUN
iajs-2363	116	12	,	,	PUNCT
iajs-2363	116	13	and	and	CCONJ
iajs-2363	116	14	removing	remove	VERB
iajs-2363	116	15	noises	noise	NOUN
iajs-2363	116	16	,	,	PUNCT
iajs-2363	116	17	the	the	DET
iajs-2363	116	18	band	band	NOUN
iajs-2363	116	19	pass	pass	VERB
iajs-2363	116	20	filter	filter	NOUN
iajs-2363	116	21	implicit	implicit	ADJ
iajs-2363	116	22	on	on	ADP
iajs-2363	116	23	an	an	DET
iajs-2363	116	24	image	image	NOUN
iajs-2363	116	25	processing	processing	NOUN
iajs-2363	116	26	.	.	PUNCT
iajs-2363	117	1	through	through	ADP
iajs-2363	117	2	gabor	gabor	PROPN
iajs-2363	117	3	filter	filter	NOUN
iajs-2363	117	4	processing	processing	NOUN
iajs-2363	117	5	,	,	PUNCT
iajs-2363	117	6	we	we	PRON
iajs-2363	117	7	may	may	AUX
iajs-2363	117	8	observe	observe	VERB
iajs-2363	117	9	that	that	SCONJ
iajs-2363	117	10	the	the	DET
iajs-2363	117	11	basic	basic	ADJ
iajs-2363	117	12	function	function	NOUN
iajs-2363	117	13	minimizes	minimize	VERB
iajs-2363	117	14	the	the	DET
iajs-2363	117	15	space	space	NOUN
iajs-2363	117	16	(	(	PUNCT
iajs-2363	117	17	time)-ambiguity	time)-ambiguity	PROPN
iajs-2363	117	18	product	product	NOUN
iajs-2363	117	19	.	.	PUNCT
iajs-2363	118	1	by	by	ADP
iajs-2363	118	2	putting	put	VERB
iajs-2363	118	3	these	these	DET
iajs-2363	118	4	functions	function	NOUN
iajs-2363	118	5	to	to	ADP
iajs-2363	118	6	2d	2d	NUM
iajs-2363	118	7	,	,	PUNCT
iajs-2363	118	8	it	it	PRON
iajs-2363	118	9	turns	turn	VERB
iajs-2363	118	10	into	into	ADP
iajs-2363	118	11	easy	easy	ADJ
iajs-2363	118	12	to	to	PART
iajs-2363	118	13	evolve	evolve	VERB
iajs-2363	118	14	filters	filter	NOUN
iajs-2363	118	15	for	for	ADP
iajs-2363	118	16	orientation	orientation	NOUN
iajs-2363	118	17	.	.	PUNCT
iajs-2363	119	1	the	the	DET
iajs-2363	119	2	resulted	resulted	ADJ
iajs-2363	119	3	image	image	NOUN
iajs-2363	119	4	from	from	ADP
iajs-2363	119	5	gabor	gabor	PROPN
iajs-2363	119	6	filter	filter	NOUN
iajs-2363	119	7	is	be	AUX
iajs-2363	119	8	highly	highly	ADV
iajs-2363	119	9	acceptable	acceptable	ADJ
iajs-2363	119	10	in	in	ADP
iajs-2363	119	11	term	term	NOUN
iajs-2363	119	12	of	of	ADP
iajs-2363	119	13	peck	peck	NOUN
iajs-2363	119	14	signal	signal	NOUN
iajs-2363	119	15	to	to	PART
iajs-2363	119	16	noise	noise	VERB
iajs-2363	119	17	ratio	ratio	NOUN
iajs-2363	119	18	(	(	PUNCT
iajs-2363	119	19	psnr	psnr	NOUN
iajs-2363	119	20	)	)	PUNCT
iajs-2363	119	21	,	,	PUNCT
iajs-2363	119	22	entropy	entropy	PROPN
iajs-2363	119	23	,	,	PUNCT
iajs-2363	119	24	energy	energy	NOUN
iajs-2363	119	25	,	,	PUNCT
iajs-2363	119	26	variance	variance	NOUN
iajs-2363	119	27	,	,	PUNCT
iajs-2363	119	28	correlation	correlation	NOUN
iajs-2363	119	29	and	and	CCONJ
iajs-2363	119	30	contrast	contrast	NOUN
iajs-2363	119	31	[	[	X
iajs-2363	119	32	13	13	NUM
iajs-2363	119	33	]	]	PUNCT
iajs-2363	119	34	.	.	PUNCT
iajs-2363	120	1	suppose	suppose	VERB
iajs-2363	120	2	(	(	PUNCT
iajs-2363	120	3	x	x	X
iajs-2363	120	4	,	,	PUNCT
iajs-2363	120	5	y	y	NOUN
iajs-2363	120	6	)	)	PUNCT
iajs-2363	120	7	be	be	VERB
iajs-2363	120	8	the	the	DET
iajs-2363	120	9	coordinates	coordinate	NOUN
iajs-2363	120	10	of	of	ADP
iajs-2363	120	11	an	an	DET
iajs-2363	120	12	image	image	NOUN
iajs-2363	120	13	.	.	PUNCT
iajs-2363	121	1	the	the	DET
iajs-2363	121	2	impulsive	impulsive	ADJ
iajs-2363	121	3	response	response	NOUN
iajs-2363	121	4	of	of	ADP
iajs-2363	121	5	a	a	DET
iajs-2363	121	6	gabor	gabor	NOUN
iajs-2363	121	7	filter	filter	NOUN
iajs-2363	121	8	(	(	PUNCT
iajs-2363	121	9	x	x	NOUN
iajs-2363	121	10	,	,	PUNCT
iajs-2363	121	11	y	y	PROPN
iajs-2363	121	12	)	)	PUNCT
iajs-2363	121	13	is	be	AUX
iajs-2363	121	14	then	then	ADV
iajs-2363	121	15	given	give	VERB
iajs-2363	121	16	by	by	ADP
iajs-2363	121	17	the	the	DET
iajs-2363	121	18	equation	equation	NOUN
iajs-2363	121	19	(	(	PUNCT
iajs-2363	121	20	1	1	NUM
iajs-2363	121	21	)	)	PUNCT
iajs-2363	121	22	.	.	PUNCT
iajs-2363	122	1	gabor	gabor	PROPN
iajs-2363	122	2	̆	̆	PROPN
iajs-2363	122	3	(	(	PUNCT
iajs-2363	122	4	1	1	NUM
iajs-2363	122	5	)	)	PUNCT
iajs-2363	122	6	̆	̆	NOUN
iajs-2363	122	7	+	+	CCONJ
iajs-2363	122	8			NOUN
iajs-2363	122	9	image	image	NOUN
iajs-2363	122	10	enhancement	enhancement	NOUN
iajs-2363	122	11	two	two	NUM
iajs-2363	122	12	different	different	ADJ
iajs-2363	122	13	methods	method	NOUN
iajs-2363	122	14	of	of	ADP
iajs-2363	122	15	image	image	NOUN
iajs-2363	122	16	enhancement	enhancement	NOUN
iajs-2363	122	17	are	be	AUX
iajs-2363	122	18	use	use	NOUN
iajs-2363	122	19	in	in	ADP
iajs-2363	122	20	this	this	DET
iajs-2363	122	21	work	work	NOUN
iajs-2363	122	22	to	to	PART
iajs-2363	122	23	select	select	VERB
iajs-2363	122	24	the	the	DET
iajs-2363	122	25	best	good	ADJ
iajs-2363	122	26	enhancement	enhancement	NOUN
iajs-2363	122	27	to	to	PART
iajs-2363	122	28	be	be	AUX
iajs-2363	122	29	used	use	VERB
iajs-2363	122	30	in	in	ADP
iajs-2363	122	31	the	the	DET
iajs-2363	122	32	next	next	ADJ
iajs-2363	122	33	steps	step	NOUN
iajs-2363	122	34	of	of	ADP
iajs-2363	122	35	this	this	DET
iajs-2363	122	36	work	work	NOUN
iajs-2363	122	37	.	.	PUNCT
iajs-2363	123	1	the	the	DET
iajs-2363	123	2	first	first	ADJ
iajs-2363	123	3	enhancement	enhancement	NOUN
iajs-2363	123	4	method	method	NOUN
iajs-2363	123	5	is	be	AUX
iajs-2363	123	6	called	call	VERB
iajs-2363	123	7	contrast	contrast	NOUN
iajs-2363	123	8	limited	limit	VERB
iajs-2363	123	9	adaptive	adaptive	ADJ
iajs-2363	123	10	histogram	histogram	NOUN
iajs-2363	123	11	equalization	equalization	NOUN
iajs-2363	123	12	(	(	PUNCT
iajs-2363	123	13	clahe	clahe	PROPN
iajs-2363	123	14	)	)	PUNCT
iajs-2363	124	1	[	[	X
iajs-2363	124	2	14	14	NUM
iajs-2363	124	3	]	]	PUNCT
iajs-2363	124	4	.	.	PUNCT
iajs-2363	125	1	it	it	PRON
iajs-2363	125	2	is	be	AUX
iajs-2363	125	3	implemented	implement	VERB
iajs-2363	125	4	for	for	ADP
iajs-2363	125	5	enhancing	enhance	VERB
iajs-2363	125	6	the	the	DET
iajs-2363	125	7	over	over	ADP
iajs-2363	125	8	noise	noise	NOUN
iajs-2363	125	9	amplification	amplification	NOUN
iajs-2363	125	10	issue	issue	NOUN
iajs-2363	125	11	resulted	result	VERB
iajs-2363	125	12	from	from	ADP
iajs-2363	125	13	the	the	DET
iajs-2363	125	14	method	method	NOUN
iajs-2363	125	15	of	of	ADP
iajs-2363	125	16	histogram	histogram	NOUN
iajs-2363	125	17	equalization	equalization	NOUN
iajs-2363	125	18	.	.	PUNCT
iajs-2363	126	1	it	it	PRON
iajs-2363	126	2	differs	differ	VERB
iajs-2363	126	3	from	from	ADP
iajs-2363	126	4	standard	standard	ADJ
iajs-2363	126	5	histogram	histogram	NOUN
iajs-2363	126	6	modification	modification	NOUN
iajs-2363	126	7	in	in	ADP
iajs-2363	126	8	which	which	PRON
iajs-2363	126	9	it	it	PRON
iajs-2363	126	10	implements	implement	VERB
iajs-2363	126	11	on	on	ADP
iajs-2363	126	12	small	small	ADJ
iajs-2363	126	13	areas	area	NOUN
iajs-2363	126	14	in	in	ADP
iajs-2363	126	15	the	the	DET
iajs-2363	126	16	mri	mri	NOUN
iajs-2363	126	17	image	image	NOUN
iajs-2363	126	18	are	be	AUX
iajs-2363	126	19	named	name	VERB
iajs-2363	126	20	as	as	ADP
iajs-2363	126	21	tiles	tile	NOUN
iajs-2363	126	22	and	and	CCONJ
iajs-2363	126	23	calculates	calculate	VERB
iajs-2363	126	24	different	different	ADJ
iajs-2363	126	25	histograms	histogram	NOUN
iajs-2363	126	26	,	,	PUNCT
iajs-2363	126	27	each	each	PRON
iajs-2363	126	28	compared	compare	VERB
iajs-2363	126	29	to	to	ADP
iajs-2363	126	30	a	a	DET
iajs-2363	126	31	specific	specific	ADJ
iajs-2363	126	32	region	region	NOUN
iajs-2363	126	33	of	of	ADP
iajs-2363	126	34	the	the	DET
iajs-2363	126	35	picture	picture	NOUN
iajs-2363	126	36	and	and	CCONJ
iajs-2363	126	37	implements	implement	VERB
iajs-2363	126	38	them	they	PRON
iajs-2363	126	39	for	for	ADP
iajs-2363	126	40	redistributing	redistribute	VERB
iajs-2363	126	41	the	the	DET
iajs-2363	126	42	contrast	contrast	NOUN
iajs-2363	126	43	estimation	estimation	NOUN
iajs-2363	126	44	or	or	CCONJ
iajs-2363	126	45	brightness	brightness	NOUN
iajs-2363	126	46	of	of	ADP
iajs-2363	126	47	the	the	DET
iajs-2363	126	48	image	image	NOUN
iajs-2363	126	49	.	.	PUNCT
iajs-2363	127	1	clahe	clahe	PROPN
iajs-2363	127	2	enhance	enhance	VERB
iajs-2363	127	3	contrast	contrast	NOUN
iajs-2363	127	4	of	of	ADP
iajs-2363	127	5	an	an	DET
iajs-2363	127	6	image	image	NOUN
iajs-2363	127	7	higher	high	ADJ
iajs-2363	127	8	than	than	ADP
iajs-2363	127	9	standard	standard	ADJ
iajs-2363	127	10	histogram	histogram	NOUN
iajs-2363	127	11	equalization	equalization	NOUN
iajs-2363	127	12	in	in	ADP
iajs-2363	127	13	which	which	PRON
iajs-2363	127	14	it	it	PRON
iajs-2363	127	15	provides	provide	VERB
iajs-2363	127	16	more	more	ADJ
iajs-2363	127	17	detail	detail	NOUN
iajs-2363	127	18	but	but	CCONJ
iajs-2363	127	19	still	still	ADV
iajs-2363	127	20	has	have	VERB
iajs-2363	127	21	inclination	inclination	NOUN
iajs-2363	127	22	to	to	PART
iajs-2363	127	23	increase	increase	VERB
iajs-2363	127	24	noise	noise	NOUN
iajs-2363	127	25	.	.	PUNCT
iajs-2363	128	1	the	the	DET
iajs-2363	128	2	second	second	ADJ
iajs-2363	128	3	enhancement	enhancement	NOUN
iajs-2363	128	4	method	method	NOUN
iajs-2363	128	5	is	be	AUX
iajs-2363	128	6	called	call	VERB
iajs-2363	128	7	hierarchical	hierarchical	ADJ
iajs-2363	128	8	correlation	correlation	NOUN
iajs-2363	128	9	histogram	histogram	NOUN
iajs-2363	128	10	analysis	analysis	NOUN
iajs-2363	128	11	(	(	PUNCT
iajs-2363	128	12	hcha	hcha	PROPN
iajs-2363	128	13	)	)	PUNCT
iajs-2363	128	14	.	.	PUNCT
iajs-2363	129	1	it	it	PRON
iajs-2363	129	2	depends	depend	VERB
iajs-2363	129	3	on	on	ADP
iajs-2363	129	4	the	the	DET
iajs-2363	129	5	grayscale	grayscale	NOUN
iajs-2363	129	6	distribution	distribution	NOUN
iajs-2363	129	7	degree	degree	NOUN
iajs-2363	129	8	of	of	ADP
iajs-2363	129	9	intensity	intensity	NOUN
iajs-2363	129	10	of	of	ADP
iajs-2363	129	11	pixel	pixel	NOUN
iajs-2363	129	12	by	by	ADP
iajs-2363	129	13	building	build	VERB
iajs-2363	129	14	a	a	DET
iajs-2363	129	15	correlation	correlation	NOUN
iajs-2363	129	16	histogram	histogram	NOUN
iajs-2363	129	17	,	,	PUNCT
iajs-2363	129	18	which	which	PRON
iajs-2363	129	19	can	can	AUX
iajs-2363	129	20	enhance	enhance	VERB
iajs-2363	129	21	the	the	DET
iajs-2363	129	22	adaptive	adaptive	ADJ
iajs-2363	129	23	contrast	contrast	NOUN
iajs-2363	129	24	enhancement	enhancement	NOUN
iajs-2363	129	25	for	for	ADP
iajs-2363	129	26	specific	specific	ADJ
iajs-2363	129	27	object	object	NOUN
iajs-2363	129	28	[	[	X
iajs-2363	129	29	15	15	NUM
iajs-2363	129	30	]	]	PUNCT
iajs-2363	129	31	.	.	PUNCT
iajs-2363	130	1	figure	figure	NOUN
iajs-2363	130	2	1	1	NUM
iajs-2363	130	3	.	.	PUNCT
iajs-2363	131	1	below	below	ADV
iajs-2363	131	2	depicts	depict	VERB
iajs-2363	131	3	the	the	DET
iajs-2363	131	4	167	167	NUM
iajs-2363	131	5	ibn	ibn	PROPN
iajs-2363	131	6	al	al	PROPN
iajs-2363	131	7	-	-	PUNCT
iajs-2363	131	8	haitham	haitham	PROPN
iajs-2363	131	9	jour	jour	X
iajs-2363	131	10	.	.	PROPN
iajs-2363	132	1	for	for	ADP
iajs-2363	132	2	pure	pure	ADJ
iajs-2363	132	3	&	&	CCONJ
iajs-2363	132	4	appl	appl	PROPN
iajs-2363	132	5	.	.	PUNCT
iajs-2363	133	1	sci	sci	PROPN
iajs-2363	133	2	.	.	PROPN
iajs-2363	134	1	33	33	NUM
iajs-2363	134	2	(	(	PUNCT
iajs-2363	134	3	1	1	NUM
iajs-2363	134	4	)	)	PUNCT
iajs-2363	134	5	2020	2020	NUM
iajs-2363	134	6	enhancement	enhancement	NOUN
iajs-2363	134	7	procedure	procedure	NOUN
iajs-2363	134	8	done	do	VERB
iajs-2363	134	9	by	by	ADP
iajs-2363	134	10	the	the	DET
iajs-2363	134	11	hcha	hcha	PROPN
iajs-2363	134	12	algorithm	algorithm	PROPN
iajs-2363	134	13	.	.	PUNCT
iajs-2363	135	1	figure	figure	NOUN
iajs-2363	135	2	1	1	NUM
iajs-2363	135	3	.	.	PUNCT
iajs-2363	136	1	a	a	DET
iajs-2363	136	2	:	:	PUNCT
iajs-2363	136	3	input	input	NOUN
iajs-2363	136	4	image	image	NOUN
iajs-2363	136	5	b	b	NOUN
iajs-2363	136	6	:	:	PUNCT
iajs-2363	136	7	enhanced	enhanced	ADJ
iajs-2363	136	8	image	image	NOUN
iajs-2363	136	9	.	.	PUNCT
iajs-2363	137	1	b.	b.	PROPN
iajs-2363	137	2	image	image	NOUN
iajs-2363	137	3	selection	selection	NOUN
iajs-2363	137	4	in	in	ADP
iajs-2363	137	5	this	this	DET
iajs-2363	137	6	phase	phase	NOUN
iajs-2363	137	7	of	of	ADP
iajs-2363	137	8	the	the	DET
iajs-2363	137	9	work	work	NOUN
iajs-2363	137	10	,	,	PUNCT
iajs-2363	137	11	we	we	PRON
iajs-2363	137	12	online	online	ADV
iajs-2363	137	13	select	select	VERB
iajs-2363	137	14	the	the	DET
iajs-2363	137	15	proper	proper	ADJ
iajs-2363	137	16	image	image	NOUN
iajs-2363	137	17	after	after	ADP
iajs-2363	137	18	preprocessing	preprocesse	VERB
iajs-2363	137	19	techniques	technique	NOUN
iajs-2363	137	20	using	use	VERB
iajs-2363	137	21	peak	peak	NOUN
iajs-2363	137	22	signal	signal	NOUN
iajs-2363	137	23	to	to	PART
iajs-2363	137	24	noise	noise	VERB
iajs-2363	137	25	ratio	ratio	NOUN
iajs-2363	137	26	(	(	PUNCT
iajs-2363	137	27	psnr	psnr	NOUN
iajs-2363	137	28	)	)	PUNCT
iajs-2363	137	29	.	.	PUNCT
iajs-2363	138	1	the	the	DET
iajs-2363	138	2	psnr	psnr	NOUN
iajs-2363	138	3	depends	depend	VERB
iajs-2363	138	4	on	on	ADP
iajs-2363	138	5	a	a	DET
iajs-2363	138	6	mean	mean	ADJ
iajs-2363	138	7	square	square	NOUN
iajs-2363	138	8	error	error	NOUN
iajs-2363	138	9	(	(	PUNCT
iajs-2363	138	10	mse	mse	NOUN
iajs-2363	138	11	)	)	PUNCT
iajs-2363	138	12	evaluation	evaluation	NOUN
iajs-2363	138	13	method	method	NOUN
iajs-2363	138	14	.	.	PUNCT
iajs-2363	139	1	in	in	ADP
iajs-2363	139	2	this	this	DET
iajs-2363	139	3	work	work	NOUN
iajs-2363	139	4	the	the	DET
iajs-2363	139	5	input	input	NOUN
iajs-2363	139	6	image	image	NOUN
iajs-2363	139	7	is	be	AUX
iajs-2363	139	8	obtained	obtain	VERB
iajs-2363	139	9	from	from	ADP
iajs-2363	139	10	a	a	DET
iajs-2363	139	11	data	datum	NOUN
iajs-2363	139	12	set	set	VERB
iajs-2363	139	13	downloaded	download	VERB
iajs-2363	139	14	from	from	ADP
iajs-2363	139	15	the	the	DET
iajs-2363	139	16	internet	internet	NOUN
iajs-2363	139	17	.	.	PUNCT
iajs-2363	140	1	so	so	ADV
iajs-2363	140	2	,	,	PUNCT
iajs-2363	140	3	when	when	SCONJ
iajs-2363	140	4	we	we	PRON
iajs-2363	140	5	implement	implement	VERB
iajs-2363	140	6	different	different	ADJ
iajs-2363	140	7	enhancement	enhancement	NOUN
iajs-2363	140	8	techniques	technique	NOUN
iajs-2363	140	9	,	,	PUNCT
iajs-2363	140	10	we	we	PRON
iajs-2363	140	11	will	will	AUX
iajs-2363	140	12	choose	choose	VERB
iajs-2363	140	13	the	the	DET
iajs-2363	140	14	image	image	NOUN
iajs-2363	140	15	obtained	obtain	VERB
iajs-2363	140	16	from	from	ADP
iajs-2363	140	17	the	the	DET
iajs-2363	140	18	technique	technique	NOUN
iajs-2363	140	19	that	that	PRON
iajs-2363	140	20	provides	provide	VERB
iajs-2363	140	21	higher	high	ADJ
iajs-2363	140	22	mse	mse	NOUN
iajs-2363	140	23	value	value	NOUN
iajs-2363	140	24	.	.	PUNCT
iajs-2363	141	1	thus	thus	ADV
iajs-2363	141	2	,	,	PUNCT
iajs-2363	141	3	the	the	DET
iajs-2363	141	4	psnr	psnr	NOUN
iajs-2363	141	5	of	of	ADP
iajs-2363	141	6	the	the	DET
iajs-2363	141	7	selected	select	VERB
iajs-2363	141	8	enhanced	enhance	VERB
iajs-2363	141	9	image	image	NOUN
iajs-2363	141	10	should	should	AUX
iajs-2363	141	11	be	be	AUX
iajs-2363	141	12	lower	low	ADJ
iajs-2363	141	13	than	than	ADP
iajs-2363	141	14	the	the	DET
iajs-2363	141	15	non	non	ADJ
iajs-2363	141	16	-	-	ADJ
iajs-2363	141	17	selected	select	VERB
iajs-2363	141	18	enhanced	enhanced	ADJ
iajs-2363	141	19	image	image	NOUN
iajs-2363	141	20	.	.	PUNCT
iajs-2363	142	1	equation	equation	NOUN
iajs-2363	142	2	(	(	PUNCT
iajs-2363	142	3	2	2	NUM
iajs-2363	142	4	)	)	PUNCT
iajs-2363	142	5	and	and	CCONJ
iajs-2363	142	6	equation	equation	NOUN
iajs-2363	142	7	(	(	PUNCT
iajs-2363	142	8	3	3	X
iajs-2363	142	9	)	)	PUNCT
iajs-2363	142	10	present	present	VERB
iajs-2363	142	11	the	the	DET
iajs-2363	142	12	mathematical	mathematical	ADJ
iajs-2363	142	13	expression	expression	NOUN
iajs-2363	142	14	of	of	ADP
iajs-2363	142	15	the	the	DET
iajs-2363	142	16	psnr	psnr	NOUN
iajs-2363	142	17	and	and	CCONJ
iajs-2363	142	18	mse	mse	NOUN
iajs-2363	142	19	respectively	respectively	ADV
iajs-2363	142	20	.	.	PUNCT
iajs-2363	143	1	(	(	PUNCT
iajs-2363	143	2	2	2	NUM
iajs-2363	143	3	)	)	PUNCT
iajs-2363	143	4	where	where	SCONJ
iajs-2363	143	5	,	,	PUNCT
iajs-2363	143	6	denotes	denote	VERB
iajs-2363	143	7	the	the	DET
iajs-2363	143	8	maximum	maximum	ADJ
iajs-2363	143	9	pixel	pixel	PROPN
iajs-2363	143	10	value	value	NOUN
iajs-2363	143	11	in	in	ADP
iajs-2363	143	12	the	the	DET
iajs-2363	143	13	original	original	ADJ
iajs-2363	143	14	image	image	NOUN
iajs-2363	143	15	.	.	PUNCT
iajs-2363	144	1	∑	∑	PUNCT
iajs-2363	144	2	∑	∑	PUNCT
iajs-2363	144	3	(	(	PUNCT
iajs-2363	144	4	3	3	NUM
iajs-2363	144	5	)	)	PUNCT
iajs-2363	144	6	where	where	SCONJ
iajs-2363	144	7	,	,	PUNCT
iajs-2363	144	8	^	^	PUNCT
iajs-2363	144	9	h	h	NOUN
iajs-2363	144	10	;	;	PUNCT
iajs-2363	144	11	h	h	NOUN
iajs-2363	144	12	denote	denote	VERB
iajs-2363	144	13	the	the	DET
iajs-2363	144	14	enhanced	enhanced	ADJ
iajs-2363	144	15	and	and	CCONJ
iajs-2363	144	16	original	original	ADJ
iajs-2363	144	17	image	image	NOUN
iajs-2363	144	18	respectively	respectively	ADV
iajs-2363	144	19	.	.	PUNCT
iajs-2363	145	1	also	also	ADV
iajs-2363	145	2	,	,	PUNCT
iajs-2363	145	3	and	and	CCONJ
iajs-2363	145	4	denote	denote	VERB
iajs-2363	145	5	the	the	DET
iajs-2363	145	6	dimension	dimension	NOUN
iajs-2363	145	7	of	of	ADP
iajs-2363	145	8	the	the	DET
iajs-2363	145	9	image	image	NOUN
iajs-2363	145	10	.	.	PUNCT
iajs-2363	146	1	c.	c.	PROPN
iajs-2363	146	2	features	feature	VERB
iajs-2363	146	3	extraction	extraction	NOUN
iajs-2363	146	4	the	the	DET
iajs-2363	146	5	features	feature	NOUN
iajs-2363	146	6	extraction	extraction	NOUN
iajs-2363	146	7	phase	phase	NOUN
iajs-2363	146	8	is	be	AUX
iajs-2363	146	9	spited	spite	VERB
iajs-2363	146	10	into	into	ADP
iajs-2363	146	11	two	two	NUM
iajs-2363	146	12	methods	method	NOUN
iajs-2363	146	13	.	.	PUNCT
iajs-2363	147	1	the	the	DET
iajs-2363	147	2	first	first	ADJ
iajs-2363	147	3	method	method	NOUN
iajs-2363	147	4	named	name	VERB
iajs-2363	147	5	the	the	DET
iajs-2363	147	6	discrete	discrete	ADJ
iajs-2363	147	7	wavelet	wavelet	NOUN
iajs-2363	147	8	transformation	transformation	NOUN
iajs-2363	147	9	(	(	PUNCT
iajs-2363	147	10	dwt	dwt	NOUN
iajs-2363	147	11	)	)	PUNCT
iajs-2363	147	12	method	method	NOUN
iajs-2363	147	13	and	and	CCONJ
iajs-2363	147	14	the	the	DET
iajs-2363	147	15	second	second	ADJ
iajs-2363	147	16	method	method	NOUN
iajs-2363	147	17	called	call	VERB
iajs-2363	147	18	a	a	DET
iajs-2363	147	19	genetic	genetic	ADJ
iajs-2363	147	20	algorithm	algorithm	NOUN
iajs-2363	147	21	(	(	PUNCT
iajs-2363	147	22	ga	ga	NOUN
iajs-2363	147	23	)	)	PUNCT
iajs-2363	147	24	are	be	AUX
iajs-2363	147	25	explained	explain	VERB
iajs-2363	147	26	below	below	ADV
iajs-2363	147	27	.	.	PUNCT
iajs-2363	148	1			NOUN
iajs-2363	148	2	feature	feature	NOUN
iajs-2363	148	3	extraction	extraction	NOUN
iajs-2363	148	4	using	use	VERB
iajs-2363	148	5	dwt	dwt	NOUN
iajs-2363	148	6	for	for	ADP
iajs-2363	148	7	feature	feature	NOUN
iajs-2363	148	8	extraction	extraction	NOUN
iajs-2363	148	9	,	,	PUNCT
iajs-2363	148	10	wavelet	wavelet	NOUN
iajs-2363	148	11	transform	transform	NOUN
iajs-2363	148	12	is	be	AUX
iajs-2363	148	13	an	an	DET
iajs-2363	148	14	efficient	efficient	ADJ
iajs-2363	148	15	gadget	gadget	NOUN
iajs-2363	148	16	because	because	SCONJ
iajs-2363	148	17	they	they	PRON
iajs-2363	148	18	permit	permit	VERB
iajs-2363	148	19	images	image	NOUN
iajs-2363	148	20	analysis	analysis	NOUN
iajs-2363	148	21	at	at	ADP
iajs-2363	148	22	different	different	ADJ
iajs-2363	148	23	levels	level	NOUN
iajs-2363	148	24	of	of	ADP
iajs-2363	148	25	resolution	resolution	NOUN
iajs-2363	148	26	.	.	PUNCT
iajs-2363	149	1	this	this	DET
iajs-2363	149	2	method	method	NOUN
iajs-2363	149	3	acquires	acquire	VERB
iajs-2363	149	4	a	a	DET
iajs-2363	149	5	huge	huge	ADJ
iajs-2363	149	6	stockpiling	stockpiling	NOUN
iajs-2363	149	7	and	and	CCONJ
iajs-2363	149	8	computationally	computationally	ADV
iajs-2363	149	9	it	it	PRON
iajs-2363	149	10	is	be	AUX
iajs-2363	149	11	more	more	ADV
iajs-2363	149	12	expensive	expensive	ADJ
iajs-2363	150	1	[	[	X
iajs-2363	150	2	16	16	NUM
iajs-2363	150	3	,	,	PUNCT
iajs-2363	150	4	7	7	NUM
iajs-2363	150	5	]	]	PUNCT
iajs-2363	150	6	.	.	PUNCT
iajs-2363	151	1	hence	hence	ADV
iajs-2363	151	2	an	an	DET
iajs-2363	151	3	alternative	alternative	ADJ
iajs-2363	151	4	technique	technique	NOUN
iajs-2363	151	5	for	for	SCONJ
iajs-2363	151	6	dimension	dimension	NOUN
iajs-2363	151	7	reduction	reduction	NOUN
iajs-2363	151	8	scheme	scheme	NOUN
iajs-2363	151	9	is	be	AUX
iajs-2363	151	10	implemented	implement	VERB
iajs-2363	151	11	.	.	PUNCT
iajs-2363	152	1	for	for	ADP
iajs-2363	152	2	minimizing	minimize	VERB
iajs-2363	152	3	the	the	DET
iajs-2363	152	4	dimension	dimension	NOUN
iajs-2363	152	5	of	of	ADP
iajs-2363	152	6	the	the	DET
iajs-2363	152	7	feature	feature	NOUN
iajs-2363	152	8	vector	vector	NOUN
iajs-2363	152	9	and	and	CCONJ
iajs-2363	152	10	168	168	NUM
iajs-2363	152	11	ibn	ibn	PROPN
iajs-2363	152	12	al	al	PROPN
iajs-2363	152	13	-	-	PUNCT
iajs-2363	152	14	haitham	haitham	PROPN
iajs-2363	152	15	jour	jour	X
iajs-2363	152	16	.	.	PROPN
iajs-2363	153	1	for	for	ADP
iajs-2363	153	2	pure	pure	ADJ
iajs-2363	153	3	&	&	CCONJ
iajs-2363	153	4	appl	appl	PROPN
iajs-2363	153	5	.	.	PUNCT
iajs-2363	154	1	sci	sci	PROPN
iajs-2363	154	2	.	.	PROPN
iajs-2363	155	1	33	33	NUM
iajs-2363	155	2	(	(	PUNCT
iajs-2363	155	3	1	1	NUM
iajs-2363	155	4	)	)	PUNCT
iajs-2363	155	5	2020	2020	NUM
iajs-2363	156	1	maximizing	maximize	VERB
iajs-2363	156	2	the	the	DET
iajs-2363	156	3	distinctive	distinctive	ADJ
iajs-2363	156	4	power	power	NOUN
iajs-2363	156	5	,	,	PUNCT
iajs-2363	156	6	the	the	DET
iajs-2363	156	7	principal	principal	ADJ
iajs-2363	156	8	component	component	NOUN
iajs-2363	156	9	analysis	analysis	NOUN
iajs-2363	156	10	(	(	PUNCT
iajs-2363	156	11	pca	pca	NOUN
iajs-2363	156	12	)	)	PUNCT
iajs-2363	156	13	has	have	AUX
iajs-2363	156	14	been	be	AUX
iajs-2363	156	15	implemented	implement	VERB
iajs-2363	156	16	.	.	PUNCT
iajs-2363	157	1	principal	principal	ADJ
iajs-2363	157	2	component	component	NOUN
iajs-2363	157	3	analysis	analysis	NOUN
iajs-2363	157	4	is	be	AUX
iajs-2363	157	5	appealing	appeal	VERB
iajs-2363	157	6	since	since	SCONJ
iajs-2363	157	7	it	it	PRON
iajs-2363	157	8	effectively	effectively	ADV
iajs-2363	157	9	and	and	CCONJ
iajs-2363	157	10	efficiently	efficiently	ADV
iajs-2363	157	11	.	.	PUNCT
iajs-2363	158	1	as	as	ADP
iajs-2363	158	2	a	a	DET
iajs-2363	158	3	feature	feature	NOUN
iajs-2363	158	4	vector	vector	NOUN
iajs-2363	158	5	,	,	PUNCT
iajs-2363	158	6	the	the	DET
iajs-2363	158	7	coefficients	coefficient	NOUN
iajs-2363	158	8	of	of	ADP
iajs-2363	158	9	discrete	discrete	ADJ
iajs-2363	158	10	wavelet	wavelet	NOUN
iajs-2363	158	11	transform	transform	NOUN
iajs-2363	158	12	(	(	PUNCT
iajs-2363	158	13	dwt	dwt	NOUN
iajs-2363	158	14	)	)	PUNCT
iajs-2363	158	15	are	be	AUX
iajs-2363	158	16	implemented	implement	VERB
iajs-2363	158	17	by	by	ADP
iajs-2363	158	18	the	the	DET
iajs-2363	158	19	proposed	propose	VERB
iajs-2363	158	20	algorithm	algorithm	NOUN
iajs-2363	158	21	.	.	PUNCT
iajs-2363	159	1	the	the	DET
iajs-2363	159	2	wavelet	wavelet	NOUN
iajs-2363	159	3	is	be	AUX
iajs-2363	159	4	a	a	DET
iajs-2363	159	5	strong	strong	ADJ
iajs-2363	159	6	mathematical	mathematical	ADJ
iajs-2363	159	7	gadget	gadget	NOUN
iajs-2363	159	8	for	for	ADP
iajs-2363	159	9	feature	feature	NOUN
iajs-2363	159	10	extraction	extraction	NOUN
iajs-2363	159	11	implemented	implement	VERB
iajs-2363	159	12	to	to	PART
iajs-2363	159	13	extract	extract	VERB
iajs-2363	159	14	the	the	DET
iajs-2363	159	15	wavelet	wavelet	NOUN
iajs-2363	159	16	coefficient	coefficient	NOUN
iajs-2363	159	17	from	from	ADP
iajs-2363	159	18	mr	mr	PROPN
iajs-2363	159	19	images	image	NOUN
iajs-2363	159	20	.	.	PUNCT
iajs-2363	160	1	the	the	DET
iajs-2363	160	2	wavelets	wavelet	NOUN
iajs-2363	160	3	are	be	AUX
iajs-2363	160	4	positioned	position	VERB
iajs-2363	160	5	basis	basis	NOUN
iajs-2363	160	6	functions	function	NOUN
iajs-2363	160	7	shifted	shift	VERB
iajs-2363	160	8	and	and	CCONJ
iajs-2363	160	9	scaled	scale	VERB
iajs-2363	160	10	versions	version	NOUN
iajs-2363	160	11	of	of	ADP
iajs-2363	160	12	some	some	DET
iajs-2363	160	13	fixed	fix	VERB
iajs-2363	160	14	mother	mother	NOUN
iajs-2363	160	15	wavelets	wavelet	NOUN
iajs-2363	160	16	.	.	PUNCT
iajs-2363	161	1	figure	figure	NOUN
iajs-2363	161	2	2	2	NUM
iajs-2363	161	3	.	.	PUNCT
iajs-2363	162	1	dwt	dwt	NOUN
iajs-2363	162	2	schematically	schematically	NOUN
iajs-2363	162	3	from	from	ADP
iajs-2363	162	4	[	[	X
iajs-2363	162	5	14	14	NUM
iajs-2363	162	6	]	]	PUNCT
iajs-2363	162	7	.	.	PUNCT
iajs-2363	163	1	the	the	DET
iajs-2363	163	2	main	main	ADJ
iajs-2363	163	3	benefit	benefit	NOUN
iajs-2363	163	4	of	of	ADP
iajs-2363	163	5	wavelets	wavelet	NOUN
iajs-2363	163	6	is	be	AUX
iajs-2363	163	7	that	that	SCONJ
iajs-2363	163	8	they	they	PRON
iajs-2363	163	9	present	present	VERB
iajs-2363	163	10	information	information	NOUN
iajs-2363	163	11	of	of	ADP
iajs-2363	163	12	localized	localized	ADJ
iajs-2363	163	13	frequency	frequency	NOUN
iajs-2363	163	14	about	about	ADP
iajs-2363	163	15	the	the	DET
iajs-2363	163	16	function	function	NOUN
iajs-2363	163	17	of	of	ADP
iajs-2363	163	18	a	a	DET
iajs-2363	163	19	signal	signal	NOUN
iajs-2363	163	20	,	,	PUNCT
iajs-2363	163	21	which	which	PRON
iajs-2363	163	22	is	be	AUX
iajs-2363	163	23	significantly	significantly	ADV
iajs-2363	163	24	useful	useful	ADJ
iajs-2363	163	25	for	for	ADP
iajs-2363	163	26	classification	classification	NOUN
iajs-2363	163	27	[	[	X
iajs-2363	163	28	16	16	NUM
iajs-2363	163	29	,	,	PUNCT
iajs-2363	163	30	9	9	NUM
iajs-2363	163	31	]	]	PUNCT
iajs-2363	163	32	.	.	PUNCT
iajs-2363	164	1	figure	figure	NOUN
iajs-2363	164	2	2	2	NUM
iajs-2363	164	3	.	.	PUNCT
iajs-2363	164	4	depicts	depict	VERB
iajs-2363	164	5	the	the	DET
iajs-2363	164	6	fundamental	fundamental	ADJ
iajs-2363	164	7	of	of	ADP
iajs-2363	164	8	the	the	DET
iajs-2363	164	9	dwt	dwt	NOUN
iajs-2363	164	10	.	.	PUNCT
iajs-2363	165	1	where	where	SCONJ
iajs-2363	165	2	,	,	PUNCT
iajs-2363	165	3	h(n	h(n	PROPN
iajs-2363	165	4	)	)	PUNCT
iajs-2363	165	5	,	,	PUNCT
iajs-2363	165	6	g(n	g(n	PROPN
iajs-2363	165	7	)	)	PUNCT
iajs-2363	165	8	denote	denote	VERB
iajs-2363	165	9	the	the	DET
iajs-2363	165	10	functions	function	NOUN
iajs-2363	165	11	acts	act	VERB
iajs-2363	165	12	the	the	DET
iajs-2363	165	13	high	high	ADJ
iajs-2363	165	14	-	-	PUNCT
iajs-2363	165	15	pass	pass	NOUN
iajs-2363	165	16	and	and	CCONJ
iajs-2363	165	17	low	low	ADJ
iajs-2363	165	18	-	-	PUNCT
iajs-2363	165	19	pass	pass	NOUN
iajs-2363	165	20	coefficients	coefficient	NOUN
iajs-2363	165	21	filters	filter	NOUN
iajs-2363	165	22	respectively	respectively	ADV
iajs-2363	165	23	.	.	PUNCT
iajs-2363	166	1	{	{	PUNCT
iajs-2363	166	2	∑	∑	ADV
iajs-2363	166	3	∑	∑	INTJ
iajs-2363	166	4	(	(	PUNCT
iajs-2363	166	5	4	4	X
iajs-2363	166	6	)	)	PUNCT
iajs-2363	166	7	the	the	DET
iajs-2363	166	8	dwt	dwt	NOUN
iajs-2363	166	9	is	be	AUX
iajs-2363	166	10	a	a	DET
iajs-2363	166	11	linear	linear	ADJ
iajs-2363	166	12	transformation	transformation	NOUN
iajs-2363	166	13	that	that	PRON
iajs-2363	166	14	rolls	roll	VERB
iajs-2363	166	15	on	on	ADP
iajs-2363	166	16	a	a	DET
iajs-2363	166	17	data	data	NOUN
iajs-2363	166	18	vector	vector	NOUN
iajs-2363	166	19	whose	whose	DET
iajs-2363	166	20	length	length	NOUN
iajs-2363	166	21	is	be	AUX
iajs-2363	166	22	an	an	DET
iajs-2363	166	23	integer	integer	NOUN
iajs-2363	166	24	power	power	NOUN
iajs-2363	166	25	of	of	ADP
iajs-2363	166	26	two	two	NUM
iajs-2363	166	27	,	,	PUNCT
iajs-2363	166	28	transferring	transfer	VERB
iajs-2363	166	29	it	it	PRON
iajs-2363	166	30	into	into	ADP
iajs-2363	166	31	a	a	DET
iajs-2363	166	32	numerically	numerically	ADV
iajs-2363	166	33	varies	varie	NOUN
iajs-2363	166	34	vector	vector	NOUN
iajs-2363	166	35	of	of	ADP
iajs-2363	166	36	the	the	DET
iajs-2363	166	37	similar	similar	ADJ
iajs-2363	166	38	length	length	NOUN
iajs-2363	166	39	.	.	PUNCT
iajs-2363	167	1	it	it	PRON
iajs-2363	167	2	divides	divide	VERB
iajs-2363	167	3	data	datum	NOUN
iajs-2363	167	4	into	into	ADP
iajs-2363	167	5	several	several	ADJ
iajs-2363	167	6	parameters	parameter	NOUN
iajs-2363	167	7	of	of	ADP
iajs-2363	167	8	the	the	DET
iajs-2363	167	9	frequency	frequency	NOUN
iajs-2363	167	10	then	then	ADV
iajs-2363	167	11	examines	examine	VERB
iajs-2363	167	12	every	every	DET
iajs-2363	167	13	component	component	NOUN
iajs-2363	167	14	with	with	ADP
iajs-2363	167	15	resolution	resolution	NOUN
iajs-2363	167	16	matched	match	VERB
iajs-2363	167	17	to	to	ADP
iajs-2363	167	18	its	its	PRON
iajs-2363	167	19	scale	scale	NOUN
iajs-2363	167	20	.	.	PUNCT
iajs-2363	168	1	dwt	dwt	PROPN
iajs-2363	168	2	can	can	AUX
iajs-2363	168	3	be	be	AUX
iajs-2363	168	4	expressed	express	VERB
iajs-2363	168	5	as	as	SCONJ
iajs-2363	168	6	shown	show	VERB
iajs-2363	168	7	in	in	ADP
iajs-2363	168	8	equation	equation	NOUN
iajs-2363	168	9	(	(	PUNCT
iajs-2363	168	10	4	4	NUM
iajs-2363	168	11	)	)	PUNCT
iajs-2363	169	1	[	[	X
iajs-2363	169	2	16	16	NUM
iajs-2363	169	3	,	,	PUNCT
iajs-2363	169	4	14	14	NUM
iajs-2363	169	5	]	]	PUNCT
iajs-2363	169	6	.	.	PUNCT
iajs-2363	170	1	where	where	SCONJ
iajs-2363	170	2	,	,	PUNCT
iajs-2363	170	3	the	the	DET
iajs-2363	170	4	coefficients	coefficient	NOUN
iajs-2363	170	5	aj;k	aj;k	PUNCT
iajs-2363	170	6	and	and	CCONJ
iajs-2363	170	7	dj;k	dj;k	PRON
iajs-2363	170	8	corresponding	correspond	VERB
iajs-2363	170	9	to	to	ADP
iajs-2363	170	10	the	the	DET
iajs-2363	170	11	approximation	approximation	NOUN
iajs-2363	170	12	components	component	NOUN
iajs-2363	170	13	and	and	CCONJ
iajs-2363	170	14	detail	detail	NOUN
iajs-2363	170	15	parameters	parameter	NOUN
iajs-2363	170	16	in	in	ADP
iajs-2363	170	17	signal	signal	ADJ
iajs-2363	170	18	x(n	x(n	NOUN
iajs-2363	170	19	)	)	PUNCT
iajs-2363	170	20	related	relate	VERB
iajs-2363	170	21	to	to	ADP
iajs-2363	170	22	the	the	DET
iajs-2363	170	23	wavelet	wavelet	NOUN
iajs-2363	170	24	function	function	NOUN
iajs-2363	170	25	.	.	PUNCT
iajs-2363	171	1	whilst	whilst	SCONJ
iajs-2363	171	2	parameters	parameter	NOUN
iajs-2363	171	3	i	i	PRON
iajs-2363	171	4	and	and	CCONJ
iajs-2363	171	5	j	j	PROPN
iajs-2363	171	6	refer	refer	VERB
iajs-2363	171	7	to	to	ADP
iajs-2363	171	8	wavelet	wavelet	NOUN
iajs-2363	171	9	scale	scale	NOUN
iajs-2363	171	10	and	and	CCONJ
iajs-2363	171	11	translation	translation	NOUN
iajs-2363	171	12	factors	factor	NOUN
iajs-2363	171	13	.	.	PUNCT
iajs-2363	172	1	the	the	DET
iajs-2363	172	2	main	main	ADJ
iajs-2363	172	3	feature	feature	NOUN
iajs-2363	172	4	of	of	ADP
iajs-2363	172	5	dwt	dwt	PROPN
iajs-2363	172	6	is	be	AUX
iajs-2363	172	7	a	a	DET
iajs-2363	172	8	function	function	NOUN
iajs-2363	172	9	multiscale	multiscale	NOUN
iajs-2363	172	10	representation	representation	NOUN
iajs-2363	172	11	.	.	PUNCT
iajs-2363	173	1	along	along	ADP
iajs-2363	173	2	the	the	DET
iajs-2363	173	3	x	x	NOUN
iajs-2363	173	4	and	and	CCONJ
iajs-2363	173	5	y	y	PROPN
iajs-2363	173	6	direction	direction	NOUN
iajs-2363	173	7	,	,	PUNCT
iajs-2363	173	8	the	the	DET
iajs-2363	173	9	original	original	ADJ
iajs-2363	173	10	image	image	NOUN
iajs-2363	173	11	is	be	AUX
iajs-2363	173	12	a	a	DET
iajs-2363	173	13	processed	process	VERB
iajs-2363	173	14	by	by	ADP
iajs-2363	173	15	h(n	h(n	PROPN
iajs-2363	173	16	)	)	PUNCT
iajs-2363	173	17	and	and	CCONJ
iajs-2363	173	18	g(n	g(n	PROPN
iajs-2363	173	19	)	)	PUNCT
iajs-2363	173	20	filters	filter	VERB
iajs-2363	173	21	which	which	PRON
iajs-2363	173	22	,	,	PUNCT
iajs-2363	173	23	is	be	AUX
iajs-2363	173	24	the	the	DET
iajs-2363	173	25	row	row	NOUN
iajs-2363	173	26	representation	representation	NOUN
iajs-2363	173	27	of	of	ADP
iajs-2363	173	28	the	the	DET
iajs-2363	173	29	original	original	ADJ
iajs-2363	173	30	image	image	NOUN
iajs-2363	173	31	.	.	PUNCT
iajs-2363	174	1	in	in	ADP
iajs-2363	174	2	figure	figure	NOUN
iajs-2363	174	3	2	2	NUM
iajs-2363	174	4	.	.	PUNCT
iajs-2363	174	5	there	there	PRON
iajs-2363	174	6	are	be	VERB
iajs-2363	174	7	4	4	NUM
iajs-2363	174	8	sub	sub	NOUN
iajs-2363	174	9	-	-	NOUN
iajs-2363	174	10	band	band	NOUN
iajs-2363	174	11	(	(	PUNCT
iajs-2363	174	12	ll	ll	NOUN
iajs-2363	174	13	,	,	PUNCT
iajs-2363	174	14	lh	lh	PROPN
iajs-2363	174	15	,	,	PUNCT
iajs-2363	174	16	hh	hh	PROPN
iajs-2363	174	17	,	,	PUNCT
iajs-2363	174	18	hl	hl	NOUN
iajs-2363	174	19	)	)	PUNCT
iajs-2363	174	20	images	image	NOUN
iajs-2363	174	21	at	at	ADP
iajs-2363	174	22	each	each	DET
iajs-2363	174	23	scale	scale	NOUN
iajs-2363	174	24	as	as	ADP
iajs-2363	174	25	a	a	DET
iajs-2363	174	26	result	result	NOUN
iajs-2363	174	27	of	of	ADP
iajs-2363	174	28	this	this	DET
iajs-2363	174	29	transform	transform	NOUN
iajs-2363	174	30	.	.	PUNCT
iajs-2363	175	1	sub	sub	ADJ
iajs-2363	175	2	-	-	ADJ
iajs-2363	175	3	band	band	ADJ
iajs-2363	175	4	image	image	NOUN
iajs-2363	175	5	ll	ll	AUX
iajs-2363	175	6	is	be	AUX
iajs-2363	175	7	only	only	ADV
iajs-2363	175	8	implemented	implement	VERB
iajs-2363	175	9	for	for	ADP
iajs-2363	175	10	dwt	dwt	NOUN
iajs-2363	175	11	computation	computation	NOUN
iajs-2363	175	12	at	at	ADP
iajs-2363	175	13	the	the	DET
iajs-2363	175	14	next	next	ADJ
iajs-2363	175	15	scale	scale	NOUN
iajs-2363	175	16	.	.	PUNCT
iajs-2363	176	1	to	to	PART
iajs-2363	176	2	measure	measure	VERB
iajs-2363	176	3	the	the	DET
iajs-2363	176	4	wavelet	wavelet	NOUN
iajs-2363	176	5	features	feature	VERB
iajs-2363	176	6	in	in	ADP
iajs-2363	176	7	the	the	DET
iajs-2363	176	8	first	first	ADJ
iajs-2363	176	9	step	step	NOUN
iajs-2363	176	10	,	,	PUNCT
iajs-2363	176	11	the	the	DET
iajs-2363	176	12	coefficients	coefficient	NOUN
iajs-2363	176	13	of	of	ADP
iajs-2363	176	14	the	the	DET
iajs-2363	176	15	wavelet	wavelet	NOUN
iajs-2363	176	16	are	be	AUX
iajs-2363	176	17	computed	compute	VERB
iajs-2363	176	18	for	for	ADP
iajs-2363	176	19	the	the	DET
iajs-2363	176	20	ll	ll	PROPN
iajs-2363	176	21	sub	sub	ADJ
iajs-2363	176	22	-	-	NOUN
iajs-2363	176	23	band	band	ADJ
iajs-2363	176	24	utilizing	utilize	VERB
iajs-2363	176	25	haar	haar	PROPN
iajs-2363	176	26	wavelet	wavelet	NOUN
iajs-2363	176	27	function	function	NOUN
iajs-2363	176	28	.	.	PUNCT
iajs-2363	177	1	the	the	DET
iajs-2363	177	2	mean	mean	ADJ
iajs-2363	177	3	and	and	CCONJ
iajs-2363	177	4	stranded	strand	VERB
iajs-2363	177	5	deviations	deviation	NOUN
iajs-2363	177	6	of	of	ADP
iajs-2363	177	7	the	the	DET
iajs-2363	177	8	sub	sub	NOUN
iajs-2363	177	9	-	-	ADJ
iajs-2363	177	10	bands	band	NOUN
iajs-2363	177	11	are	be	AUX
iajs-2363	177	12	computed	compute	VERB
iajs-2363	177	13	to	to	PART
iajs-2363	177	14	represent	represent	VERB
iajs-2363	177	15	the	the	DET
iajs-2363	177	16	supervised	supervised	ADJ
iajs-2363	177	17	data	datum	NOUN
iajs-2363	177	18	that	that	PRON
iajs-2363	177	19	will	will	AUX
iajs-2363	177	20	be	be	AUX
iajs-2363	177	21	processed	process	VERB
iajs-2363	177	22	in	in	ADP
iajs-2363	177	23	the	the	DET
iajs-2363	177	24	probabilistic	probabilistic	ADJ
iajs-2363	177	25	neural	neural	ADJ
iajs-2363	177	26	network	network	NOUN
iajs-2363	177	27	(	(	PUNCT
iajs-2363	177	28	pnn	pnn	PROPN
iajs-2363	177	29	)	)	PUNCT
iajs-2363	177	30	classifier	classifier	NOUN
iajs-2363	177	31	stage	stage	NOUN
iajs-2363	177	32	.	.	PUNCT
iajs-2363	178	1			NOUN
iajs-2363	178	2	feature	feature	NOUN
iajs-2363	178	3	extraction	extraction	NOUN
iajs-2363	178	4	utilizing	utilize	VERB
iajs-2363	178	5	genetic	genetic	ADJ
iajs-2363	178	6	algorithm	algorithm	NOUN
iajs-2363	178	7	(	(	PUNCT
iajs-2363	178	8	ga	ga	PROPN
iajs-2363	178	9	)	)	PUNCT
iajs-2363	178	10	the	the	DET
iajs-2363	178	11	ga	ga	PROPN
iajs-2363	178	12	is	be	AUX
iajs-2363	178	13	a	a	DET
iajs-2363	178	14	search	search	NOUN
iajs-2363	178	15	technique	technique	NOUN
iajs-2363	178	16	via	via	ADP
iajs-2363	178	17	populations	population	NOUN
iajs-2363	178	18	.	.	PUNCT
iajs-2363	179	1	it	it	PRON
iajs-2363	179	2	implements	implement	VERB
iajs-2363	179	3	a	a	DET
iajs-2363	179	4	fixed	fix	VERB
iajs-2363	179	5	length	length	NOUN
iajs-2363	179	6	binary	binary	PROPN
iajs-2363	179	7	string	string	NOUN
iajs-2363	179	8	to	to	PART
iajs-2363	179	9	act	act	VERB
iajs-2363	179	10	169	169	NUM
iajs-2363	179	11	ibn	ibn	PROPN
iajs-2363	179	12	al	al	PROPN
iajs-2363	179	13	-	-	PUNCT
iajs-2363	179	14	haitham	haitham	PROPN
iajs-2363	179	15	jour	jour	X
iajs-2363	179	16	.	.	PROPN
iajs-2363	180	1	for	for	ADP
iajs-2363	180	2	pure	pure	ADJ
iajs-2363	180	3	&	&	CCONJ
iajs-2363	180	4	appl	appl	PROPN
iajs-2363	180	5	.	.	PUNCT
iajs-2363	181	1	sci	sci	PROPN
iajs-2363	181	2	.	.	PROPN
iajs-2363	182	1	33	33	NUM
iajs-2363	182	2	(	(	PUNCT
iajs-2363	182	3	1	1	NUM
iajs-2363	182	4	)	)	PUNCT
iajs-2363	182	5	2020	2020	NUM
iajs-2363	182	6	a	a	DET
iajs-2363	182	7	possible	possible	ADJ
iajs-2363	182	8	solution	solution	NOUN
iajs-2363	182	9	or	or	CCONJ
iajs-2363	182	10	individual	individual	NOUN
iajs-2363	182	11	for	for	ADP
iajs-2363	182	12	a	a	DET
iajs-2363	182	13	problem	problem	NOUN
iajs-2363	182	14	domain	domain	NOUN
iajs-2363	182	15	.	.	PUNCT
iajs-2363	183	1	the	the	DET
iajs-2363	183	2	extracted	extract	VERB
iajs-2363	183	3	features	feature	NOUN
iajs-2363	183	4	implementing	implement	VERB
iajs-2363	183	5	the	the	DET
iajs-2363	183	6	ga	ga	PROPN
iajs-2363	183	7	are	be	AUX
iajs-2363	183	8	intensity	intensity	NOUN
iajs-2363	183	9	and	and	CCONJ
iajs-2363	183	10	texture	texture	NOUN
iajs-2363	183	11	based	base	VERB
iajs-2363	183	12	features	feature	NOUN
iajs-2363	183	13	.	.	PUNCT
iajs-2363	184	1	these	these	DET
iajs-2363	184	2	features	feature	NOUN
iajs-2363	184	3	are	be	AUX
iajs-2363	184	4	i	i	PRON
iajs-2363	184	5	)	)	PUNCT
iajs-2363	184	6	skewence	skewence	PROPN
iajs-2363	184	7	,	,	PUNCT
iajs-2363	184	8	ii	ii	NOUN
iajs-2363	184	9	)	)	PUNCT
iajs-2363	184	10	mean	mean	PROPN
iajs-2363	184	11	,	,	PUNCT
iajs-2363	184	12	iii	iii	X
iajs-2363	184	13	)	)	PUNCT
iajs-2363	184	14	variance	variance	NOUN
iajs-2363	184	15	,	,	PUNCT
iajs-2363	184	16	iv	iv	X
iajs-2363	184	17	)	)	PUNCT
iajs-2363	184	18	stander	stander	NOUN
iajs-2363	184	19	deviation	deviation	NOUN
iajs-2363	184	20	and	and	CCONJ
iajs-2363	184	21	v	v	NOUN
iajs-2363	184	22	)	)	PUNCT
iajs-2363	184	23	entropy	entropy	PROPN
iajs-2363	184	24	.	.	PUNCT
iajs-2363	185	1	d.	d.	PROPN
iajs-2363	185	2	probabilistic	probabilistic	PROPN
iajs-2363	185	3	neural	neural	ADJ
iajs-2363	185	4	network	network	NOUN
iajs-2363	185	5	(	(	PUNCT
iajs-2363	185	6	pnn	pnn	PROPN
iajs-2363	185	7	)	)	PUNCT
iajs-2363	185	8	the	the	DET
iajs-2363	185	9	extracted	extract	VERB
iajs-2363	185	10	features	feature	NOUN
iajs-2363	185	11	from	from	ADP
iajs-2363	185	12	dwt	dwt	PROPN
iajs-2363	185	13	and	and	CCONJ
iajs-2363	185	14	ga	ga	PROPN
iajs-2363	185	15	are	be	AUX
iajs-2363	185	16	classified	classify	VERB
iajs-2363	185	17	into	into	ADP
iajs-2363	185	18	two	two	NUM
iajs-2363	185	19	classes	class	NOUN
iajs-2363	185	20	then	then	ADV
iajs-2363	185	21	every	every	DET
iajs-2363	185	22	class	class	NOUN
iajs-2363	185	23	becomes	become	VERB
iajs-2363	185	24	as	as	ADP
iajs-2363	185	25	a	a	DET
iajs-2363	185	26	class	class	NOUN
iajs-2363	185	27	input	input	NOUN
iajs-2363	185	28	.	.	PUNCT
iajs-2363	186	1	the	the	DET
iajs-2363	186	2	pnn	pnn	PROPN
iajs-2363	186	3	is	be	AUX
iajs-2363	186	4	corresponding	correspond	VERB
iajs-2363	186	5	to	to	ADP
iajs-2363	186	6	pdf	pdf	NOUN
iajs-2363	186	7	estimator	estimator	NOUN
iajs-2363	186	8	of	of	ADP
iajs-2363	186	9	the	the	DET
iajs-2363	186	10	parzen	parzen	NOUN
iajs-2363	186	11	window	window	NOUN
iajs-2363	186	12	.	.	PUNCT
iajs-2363	187	1	a	a	DET
iajs-2363	187	2	pnn	pnn	PROPN
iajs-2363	187	3	consists	consist	VERB
iajs-2363	187	4	of	of	ADP
iajs-2363	187	5	different	different	ADJ
iajs-2363	187	6	sub	sub	NOUN
iajs-2363	187	7	-	-	NOUN
iajs-2363	187	8	networks	network	NOUN
iajs-2363	187	9	,	,	PUNCT
iajs-2363	187	10	each	each	PRON
iajs-2363	187	11	of	of	ADP
iajs-2363	187	12	which	which	PRON
iajs-2363	187	13	is	be	AUX
iajs-2363	187	14	a	a	DET
iajs-2363	187	15	pdf	pdf	NOUN
iajs-2363	187	16	estimator	estimator	NOUN
iajs-2363	187	17	of	of	ADP
iajs-2363	187	18	the	the	DET
iajs-2363	187	19	parzen	parzen	NOUN
iajs-2363	187	20	window	window	NOUN
iajs-2363	187	21	for	for	ADP
iajs-2363	187	22	each	each	PRON
iajs-2363	187	23	of	of	ADP
iajs-2363	187	24	the	the	DET
iajs-2363	187	25	classes	class	NOUN
iajs-2363	187	26	.	.	PUNCT
iajs-2363	188	1	this	this	DET
iajs-2363	188	2	network	network	NOUN
iajs-2363	188	3	presents	present	VERB
iajs-2363	188	4	a	a	DET
iajs-2363	188	5	solution	solution	NOUN
iajs-2363	188	6	to	to	PART
iajs-2363	188	7	pattern	pattern	VERB
iajs-2363	188	8	classification	classification	NOUN
iajs-2363	188	9	problems	problem	NOUN
iajs-2363	188	10	by	by	ADP
iajs-2363	188	11	following	follow	VERB
iajs-2363	188	12	a	a	DET
iajs-2363	188	13	technique	technique	NOUN
iajs-2363	188	14	evolved	evolve	VERB
iajs-2363	188	15	in	in	ADP
iajs-2363	188	16	statistics	statistic	NOUN
iajs-2363	188	17	,	,	PUNCT
iajs-2363	188	18	named	name	VERB
iajs-2363	188	19	bayesian	bayesian	NOUN
iajs-2363	188	20	classifiers	classifier	NOUN
iajs-2363	188	21	[	[	X
iajs-2363	188	22	3	3	NUM
iajs-2363	188	23	,	,	PUNCT
iajs-2363	188	24	7	7	NUM
iajs-2363	188	25	]	]	PUNCT
iajs-2363	188	26	.	.	PUNCT
iajs-2363	189	1	the	the	DET
iajs-2363	189	2	most	most	ADV
iajs-2363	189	3	essential	essential	ADJ
iajs-2363	189	4	benefit	benefit	NOUN
iajs-2363	189	5	of	of	ADP
iajs-2363	189	6	pnn	pnn	PROPN
iajs-2363	189	7	is	be	AUX
iajs-2363	189	8	that	that	SCONJ
iajs-2363	189	9	training	training	NOUN
iajs-2363	189	10	is	be	AUX
iajs-2363	189	11	simple	simple	ADJ
iajs-2363	189	12	and	and	CCONJ
iajs-2363	189	13	instantaneous	instantaneous	ADJ
iajs-2363	189	14	[	[	X
iajs-2363	189	15	9	9	NUM
iajs-2363	189	16	]	]	PUNCT
iajs-2363	189	17	.	.	PUNCT
iajs-2363	190	1	the	the	DET
iajs-2363	190	2	weights	weight	NOUN
iajs-2363	190	3	are	be	AUX
iajs-2363	190	4	assigned	assign	VERB
iajs-2363	190	5	instead	instead	ADV
iajs-2363	190	6	of	of	ADP
iajs-2363	190	7	”	"	PUNCT
iajs-2363	190	8	trained	train	VERB
iajs-2363	190	9	”	"	PUNCT
iajs-2363	190	10	.	.	PUNCT
iajs-2363	191	1	the	the	DET
iajs-2363	191	2	available	available	ADJ
iajs-2363	191	3	weights	weight	NOUN
iajs-2363	191	4	must	must	AUX
iajs-2363	191	5	never	never	ADV
iajs-2363	191	6	be	be	AUX
iajs-2363	191	7	immediate	immediate	ADJ
iajs-2363	191	8	,	,	PUNCT
iajs-2363	191	9	but	but	CCONJ
iajs-2363	191	10	only	only	ADV
iajs-2363	191	11	new	new	ADJ
iajs-2363	191	12	vectors	vector	NOUN
iajs-2363	191	13	are	be	AUX
iajs-2363	191	14	integrated	integrate	VERB
iajs-2363	191	15	into	into	ADP
iajs-2363	191	16	weight	weight	NOUN
iajs-2363	191	17	matrices	matrix	NOUN
iajs-2363	191	18	when	when	SCONJ
iajs-2363	191	19	training	training	NOUN
iajs-2363	191	20	.	.	PUNCT
iajs-2363	192	1	then	then	ADV
iajs-2363	192	2	,	,	PUNCT
iajs-2363	192	3	it	it	PRON
iajs-2363	192	4	could	could	AUX
iajs-2363	192	5	be	be	AUX
iajs-2363	192	6	utilized	utilize	VERB
iajs-2363	192	7	in	in	ADP
iajs-2363	192	8	real	real	ADJ
iajs-2363	192	9	-	-	PUNCT
iajs-2363	192	10	time	time	NOUN
iajs-2363	192	11	.	.	PUNCT
iajs-2363	193	1	while	while	SCONJ
iajs-2363	193	2	the	the	DET
iajs-2363	193	3	training	training	NOUN
iajs-2363	193	4	and	and	CCONJ
iajs-2363	193	5	running	running	NOUN
iajs-2363	193	6	process	process	NOUN
iajs-2363	193	7	could	could	AUX
iajs-2363	193	8	be	be	AUX
iajs-2363	193	9	used	use	VERB
iajs-2363	193	10	by	by	ADP
iajs-2363	193	11	matrix	matrix	NOUN
iajs-2363	193	12	manipulation	manipulation	NOUN
iajs-2363	193	13	,	,	PUNCT
iajs-2363	193	14	the	the	DET
iajs-2363	193	15	pnn	pnn	PROPN
iajs-2363	193	16	speed	speed	NOUN
iajs-2363	193	17	is	be	AUX
iajs-2363	193	18	very	very	ADV
iajs-2363	193	19	speedy	speedy	ADJ
iajs-2363	193	20	.	.	PUNCT
iajs-2363	194	1	in	in	ADP
iajs-2363	194	2	this	this	DET
iajs-2363	194	3	work	work	NOUN
iajs-2363	194	4	,	,	PUNCT
iajs-2363	194	5	the	the	DET
iajs-2363	194	6	set	set	NOUN
iajs-2363	194	7	of	of	ADP
iajs-2363	194	8	measurements	measurement	NOUN
iajs-2363	194	9	is	be	AUX
iajs-2363	194	10	the	the	DET
iajs-2363	194	11	input	input	NOUN
iajs-2363	194	12	nodes	node	NOUN
iajs-2363	194	13	.	.	PUNCT
iajs-2363	195	1	figure	figure	NOUN
iajs-2363	195	2	3	3	NUM
iajs-2363	195	3	.	.	NOUN
iajs-2363	195	4	depicts	depict	VERB
iajs-2363	195	5	the	the	DET
iajs-2363	195	6	pnn	pnn	NOUN
iajs-2363	195	7	of	of	ADP
iajs-2363	195	8	two	two	NUM
iajs-2363	195	9	classes	class	NOUN
iajs-2363	195	10	.	.	PUNCT
iajs-2363	196	1	utilizing	utilize	VERB
iajs-2363	196	2	the	the	DET
iajs-2363	196	3	gaussian	gaussian	ADJ
iajs-2363	196	4	window	window	NOUN
iajs-2363	196	5	function	function	NOUN
iajs-2363	196	6	with	with	ADP
iajs-2363	196	7	σ	σ	PROPN
iajs-2363	196	8	=	=	SYM
iajs-2363	196	9	1	1	NUM
iajs-2363	196	10	,	,	PUNCT
iajs-2363	196	11	the	the	DET
iajs-2363	196	12	parzen	parzen	NOUN
iajs-2363	196	13	pdf	pdf	NOUN
iajs-2363	196	14	for	for	ADP
iajs-2363	196	15	class	class	NOUN
iajs-2363	196	16	i	i	PRON
iajs-2363	196	17	is	be	AUX
iajs-2363	196	18	presented	present	VERB
iajs-2363	196	19	in	in	ADP
iajs-2363	196	20	equation	equation	NOUN
iajs-2363	196	21	(	(	PUNCT
iajs-2363	196	22	5	5	NUM
iajs-2363	196	23	)	)	PUNCT
iajs-2363	196	24	below	below	ADV
iajs-2363	196	25	.	.	PUNCT
iajs-2363	197	1	∑	∑	PUNCT
iajs-2363	197	2	√	√	INTJ
iajs-2363	197	3	(	(	PUNCT
iajs-2363	197	4	)	)	PUNCT
iajs-2363	197	5	(	(	PUNCT
iajs-2363	197	6	5	5	NUM
iajs-2363	197	7	)	)	PUNCT
iajs-2363	197	8	where	where	SCONJ
iajs-2363	197	9	,	,	PUNCT
iajs-2363	197	10	x	x	X
iajs-2363	197	11	,	,	PUNCT
iajs-2363	197	12	n	n	CCONJ
iajs-2363	197	13	,	,	PUNCT
iajs-2363	197	14	and	and	CCONJ
iajs-2363	197	15	i	i	PRON
iajs-2363	197	16	denote	denote	VERB
iajs-2363	197	17	the	the	DET
iajs-2363	197	18	input	input	NOUN
iajs-2363	197	19	data	datum	NOUN
iajs-2363	197	20	,	,	PUNCT
iajs-2363	197	21	total	total	ADJ
iajs-2363	197	22	number	number	NOUN
iajs-2363	197	23	of	of	ADP
iajs-2363	197	24	the	the	DET
iajs-2363	197	25	sampled	sample	VERB
iajs-2363	197	26	data	datum	NOUN
iajs-2363	197	27	,	,	PUNCT
iajs-2363	197	28	and	and	CCONJ
iajs-2363	197	29	the	the	DET
iajs-2363	197	30	index	index	NOUN
iajs-2363	197	31	of	of	ADP
iajs-2363	197	32	the	the	DET
iajs-2363	197	33	class	class	NOUN
iajs-2363	197	34	respectively	respectively	ADV
iajs-2363	197	35	.	.	PUNCT
iajs-2363	198	1	in	in	ADP
iajs-2363	198	2	this	this	DET
iajs-2363	198	3	work	work	NOUN
iajs-2363	198	4	,	,	PUNCT
iajs-2363	198	5	three	three	NUM
iajs-2363	198	6	layers	layer	NOUN
iajs-2363	198	7	are	be	AUX
iajs-2363	198	8	implemented	implement	VERB
iajs-2363	198	9	in	in	ADP
iajs-2363	198	10	the	the	DET
iajs-2363	198	11	pnn	pnn	NOUN
iajs-2363	198	12	:	:	PUNCT
iajs-2363	198	13	radial	radial	ADJ
iajs-2363	198	14	basis	basis	NOUN
iajs-2363	198	15	layer	layer	NOUN
iajs-2363	198	16	,	,	PUNCT
iajs-2363	198	17	the	the	DET
iajs-2363	198	18	input	input	NOUN
iajs-2363	198	19	layer	layer	NOUN
iajs-2363	198	20	,	,	PUNCT
iajs-2363	198	21	and	and	CCONJ
iajs-2363	198	22	the	the	DET
iajs-2363	198	23	competitive	competitive	ADJ
iajs-2363	198	24	layer	layer	NOUN
iajs-2363	198	25	.	.	PUNCT
iajs-2363	199	1	radial	radial	ADJ
iajs-2363	199	2	basis	basis	NOUN
iajs-2363	199	3	layer	layer	NOUN
iajs-2363	199	4	asses	asse	VERB
iajs-2363	199	5	vector	vector	NOUN
iajs-2363	199	6	distances	distance	NOUN
iajs-2363	199	7	between	between	ADP
iajs-2363	199	8	row	row	NOUN
iajs-2363	199	9	weight	weight	NOUN
iajs-2363	199	10	vectors	vector	NOUN
iajs-2363	199	11	and	and	CCONJ
iajs-2363	199	12	input	input	NOUN
iajs-2363	199	13	vector	vector	NOUN
iajs-2363	199	14	in	in	ADP
iajs-2363	199	15	a	a	DET
iajs-2363	199	16	weight	weight	NOUN
iajs-2363	199	17	matrix	matrix	NOUN
iajs-2363	199	18	.	.	PUNCT
iajs-2363	200	1	by	by	ADP
iajs-2363	200	2	radial	radial	ADJ
iajs-2363	200	3	basis	basis	NOUN
iajs-2363	200	4	function	function	NOUN
iajs-2363	200	5	non	non	SCONJ
iajs-2363	200	6	linearly	linearly	ADV
iajs-2363	200	7	,	,	PUNCT
iajs-2363	200	8	these	these	DET
iajs-2363	200	9	distances	distance	NOUN
iajs-2363	200	10	are	be	AUX
iajs-2363	200	11	scaled	scale	VERB
iajs-2363	200	12	.	.	PUNCT
iajs-2363	201	1	thereafter	thereafter	ADV
iajs-2363	201	2	,	,	PUNCT
iajs-2363	201	3	competitive	competitive	ADJ
iajs-2363	201	4	layer	layer	NOUN
iajs-2363	201	5	detects	detect	NOUN
iajs-2363	201	6	the	the	DET
iajs-2363	201	7	closest	close	ADJ
iajs-2363	201	8	distance	distance	NOUN
iajs-2363	201	9	among	among	ADP
iajs-2363	201	10	them	they	PRON
iajs-2363	201	11	,	,	PUNCT
iajs-2363	201	12	and	and	CCONJ
iajs-2363	201	13	thus	thus	ADV
iajs-2363	201	14	detects	detect	VERB
iajs-2363	201	15	the	the	DET
iajs-2363	201	16	training	training	NOUN
iajs-2363	201	17	pattern	pattern	NOUN
iajs-2363	201	18	closest	close	ADJ
iajs-2363	201	19	to	to	ADP
iajs-2363	201	20	the	the	DET
iajs-2363	201	21	input	input	NOUN
iajs-2363	201	22	pattern	pattern	NOUN
iajs-2363	201	23	based	base	VERB
iajs-2363	201	24	on	on	ADP
iajs-2363	201	25	their	their	PRON
iajs-2363	201	26	distance	distance	NOUN
iajs-2363	201	27	.	.	PUNCT
iajs-2363	202	1	figure	figure	NOUN
iajs-2363	202	2	3	3	NUM
iajs-2363	202	3	.	.	PUNCT
iajs-2363	203	1	a	a	DET
iajs-2363	203	2	schematic	schematic	ADJ
iajs-2363	203	3	illustration	illustration	NOUN
iajs-2363	203	4	of	of	ADP
iajs-2363	203	5	a	a	DET
iajs-2363	203	6	pnn	pnn	PROPN
iajs-2363	203	7	.	.	PUNCT
iajs-2363	204	1	the	the	DET
iajs-2363	204	2	structure	structure	NOUN
iajs-2363	204	3	of	of	ADP
iajs-2363	204	4	the	the	DET
iajs-2363	204	5	network	network	NOUN
iajs-2363	204	6	is	be	AUX
iajs-2363	204	7	illustrated	illustrate	VERB
iajs-2363	204	8	in	in	ADP
iajs-2363	204	9	figure	figure	NOUN
iajs-2363	204	10	4	4	NUM
iajs-2363	204	11	.	.	PUNCT
iajs-2363	205	1	the	the	DET
iajs-2363	205	2	symbols	symbol	NOUN
iajs-2363	205	3	and	and	CCONJ
iajs-2363	205	4	notations	notation	NOUN
iajs-2363	205	5	are	be	AUX
iajs-2363	205	6	mentioned	mention	VERB
iajs-2363	205	7	as	as	SCONJ
iajs-2363	205	8	implemented	implement	VERB
iajs-2363	205	9	in	in	ADP
iajs-2363	205	10	the	the	DET
iajs-2363	205	11	book	book	NOUN
iajs-2363	205	12	neural	neural	ADJ
iajs-2363	205	13	network	network	NOUN
iajs-2363	205	14	design	design	NOUN
iajs-2363	205	15	[	[	X
iajs-2363	205	16	9	9	NUM
iajs-2363	205	17	]	]	PUNCT
iajs-2363	205	18	.	.	PUNCT
iajs-2363	206	1	i	i	PRON
iajs-2363	206	2	)	)	PUNCT
iajs-2363	206	3	input	input	NOUN
iajs-2363	206	4	layer	layer	NOUN
iajs-2363	206	5	:	:	PUNCT
iajs-2363	206	6	the	the	DET
iajs-2363	206	7	vector	vector	NOUN
iajs-2363	206	8	of	of	ADP
iajs-2363	206	9	the	the	DET
iajs-2363	206	10	input	input	NOUN
iajs-2363	206	11	expressed	express	VERB
iajs-2363	206	12	as	as	SCONJ
iajs-2363	206	13	p	p	PROPN
iajs-2363	206	14	is	be	AUX
iajs-2363	206	15	the	the	DET
iajs-2363	206	16	black	black	ADJ
iajs-2363	206	17	vertical	vertical	ADJ
iajs-2363	206	18	bar	bar	NOUN
iajs-2363	206	19	in	in	ADP
iajs-2363	206	20	figure	figure	NOUN
iajs-2363	206	21	4	4	NUM
iajs-2363	206	22	.	.	PUNCT
iajs-2363	207	1	its	its	PRON
iajs-2363	207	2	dimension	dimension	NOUN
iajs-2363	207	3	is	be	AUX
iajs-2363	207	4	r	r	NOUN
iajs-2363	207	5	×1	×1	NOUN
iajs-2363	207	6	.	.	PUNCT
iajs-2363	208	1	in	in	ADP
iajs-2363	208	2	this	this	DET
iajs-2363	208	3	work	work	NOUN
iajs-2363	208	4	,	,	PUNCT
iajs-2363	208	5	r	r	NOUN
iajs-2363	208	6	=	=	SYM
iajs-2363	208	7	5	5	NUM
iajs-2363	208	8	for	for	ADP
iajs-2363	208	9	ga	ga	PROPN
iajs-2363	208	10	and	and	CCONJ
iajs-2363	208	11	4	4	NUM
iajs-2363	208	12	for	for	ADP
iajs-2363	208	13	dwt	dwt	NOUN
iajs-2363	208	14	.	.	PUNCT
iajs-2363	209	1	170	170	NUM
iajs-2363	209	2	ibn	ibn	PROPN
iajs-2363	209	3	al	al	PROPN
iajs-2363	209	4	-	-	PUNCT
iajs-2363	209	5	haitham	haitham	PROPN
iajs-2363	209	6	jour	jour	X
iajs-2363	209	7	.	.	PROPN
iajs-2363	209	8	for	for	ADP
iajs-2363	209	9	pure	pure	ADJ
iajs-2363	209	10	&	&	CCONJ
iajs-2363	209	11	appl	appl	PROPN
iajs-2363	209	12	.	.	PUNCT
iajs-2363	210	1	sci	sci	PROPN
iajs-2363	210	2	.	.	PROPN
iajs-2363	211	1	33	33	NUM
iajs-2363	211	2	(	(	PUNCT
iajs-2363	211	3	1	1	NUM
iajs-2363	211	4	)	)	PUNCT
iajs-2363	211	5	2020	2020	NUM
iajs-2363	211	6	ii	ii	NOUN
iajs-2363	211	7	)	)	PUNCT
iajs-2363	211	8	radial	radial	ADJ
iajs-2363	211	9	basis	basis	NOUN
iajs-2363	211	10	layer	layer	NOUN
iajs-2363	211	11	:	:	PUNCT
iajs-2363	211	12	the	the	DET
iajs-2363	211	13	distances	distance	NOUN
iajs-2363	211	14	vector	vector	NOUN
iajs-2363	211	15	between	between	ADP
iajs-2363	211	16	the	the	DET
iajs-2363	211	17	p	p	NOUN
iajs-2363	211	18	vector	vector	NOUN
iajs-2363	211	19	and	and	CCONJ
iajs-2363	211	20	the	the	DET
iajs-2363	211	21	vector	vector	NOUN
iajs-2363	211	22	of	of	ADP
iajs-2363	211	23	weight	weight	NOUN
iajs-2363	211	24	created	create	VERB
iajs-2363	211	25	of	of	ADP
iajs-2363	211	26	each	each	DET
iajs-2363	211	27	row	row	NOUN
iajs-2363	211	28	of	of	ADP
iajs-2363	211	29	weight	weight	NOUN
iajs-2363	211	30	matrix	matrix	NOUN
iajs-2363	211	31	w	w	NOUN
iajs-2363	211	32	are	be	AUX
iajs-2363	211	33	computed	compute	VERB
iajs-2363	211	34	.	.	PUNCT
iajs-2363	212	1	in	in	ADP
iajs-2363	212	2	this	this	DET
iajs-2363	212	3	situation	situation	NOUN
iajs-2363	212	4	,	,	PUNCT
iajs-2363	212	5	the	the	DET
iajs-2363	212	6	distance	distance	NOUN
iajs-2363	212	7	of	of	ADP
iajs-2363	212	8	the	the	DET
iajs-2363	212	9	vector	vector	NOUN
iajs-2363	212	10	is	be	AUX
iajs-2363	212	11	identified	identify	VERB
iajs-2363	212	12	as	as	ADP
iajs-2363	212	13	the	the	DET
iajs-2363	212	14	dot	dot	NOUN
iajs-2363	212	15	product	product	NOUN
iajs-2363	212	16	between	between	ADP
iajs-2363	212	17	two	two	NUM
iajs-2363	212	18	vectors	vector	NOUN
iajs-2363	212	19	[	[	X
iajs-2363	212	20	11	11	NUM
iajs-2363	212	21	]	]	PUNCT
iajs-2363	212	22	.	.	PUNCT
iajs-2363	213	1	suppose	suppose	VERB
iajs-2363	213	2	the	the	DET
iajs-2363	213	3	w	w	PROPN
iajs-2363	213	4	dimension	dimension	NOUN
iajs-2363	213	5	is	be	AUX
iajs-2363	213	6	q	q	PROPN
iajs-2363	213	7	×	×	PROPN
iajs-2363	213	8	r.	r.	NOUN
iajs-2363	213	9	the	the	DET
iajs-2363	213	10	dot	dot	NOUN
iajs-2363	213	11	product	product	NOUN
iajs-2363	213	12	between	between	ADP
iajs-2363	213	13	w	w	PROPN
iajs-2363	214	1	i	i	PRON
iajs-2363	214	2	ـــ	ـــ	NOUN
iajs-2363	214	3	th	th	X
iajs-2363	214	4	row	row	NOUN
iajs-2363	215	1	and	and	CCONJ
iajs-2363	215	2	the	the	DET
iajs-2363	215	3	p	p	NOUN
iajs-2363	215	4	produces	produce	VERB
iajs-2363	215	5	the	the	PRON
iajs-2363	216	1	i	i	PRON
iajs-2363	216	2	ـــ	ـــ	NOUN
iajs-2363	216	3	th	th	X
iajs-2363	216	4	member	member	NOUN
iajs-2363	216	5	of	of	ADP
iajs-2363	216	6	the	the	DET
iajs-2363	216	7	distance	distance	NOUN
iajs-2363	216	8	vector	vector	NOUN
iajs-2363	216	9	‖	‖	PROPN
iajs-2363	216	10	‖	‖	PROPN
iajs-2363	216	11	,	,	PUNCT
iajs-2363	216	12	that	that	PRON
iajs-2363	216	13	has	have	VERB
iajs-2363	216	14	a	a	DET
iajs-2363	216	15	dimension	dimension	NOUN
iajs-2363	216	16	of	of	ADP
iajs-2363	216	17	q	q	PUNCT
iajs-2363	216	18	×	×	PROPN
iajs-2363	216	19	1	1	NUM
iajs-2363	216	20	,	,	PUNCT
iajs-2363	216	21	as	as	SCONJ
iajs-2363	216	22	depicted	depict	VERB
iajs-2363	216	23	in	in	ADP
iajs-2363	216	24	figure	figure	NOUN
iajs-2363	216	25	4	4	NUM
iajs-2363	216	26	.	.	PUNCT
iajs-2363	217	1	a	a	DET
iajs-2363	217	2	combination	combination	NOUN
iajs-2363	217	3	,	,	PUNCT
iajs-2363	217	4	n	n	CCONJ
iajs-2363	217	5	,	,	PUNCT
iajs-2363	217	6	between	between	ADP
iajs-2363	217	7	the	the	DET
iajs-2363	217	8	bias	bias	NOUN
iajs-2363	217	9	vector	vector	PROPN
iajs-2363	217	10	b	b	PROPN
iajs-2363	217	11	and	and	CCONJ
iajs-2363	217	12	‖	‖	PROPN
iajs-2363	217	13	‖	‖	PROPN
iajs-2363	217	14	is	be	AUX
iajs-2363	217	15	done	do	VERB
iajs-2363	217	16	using	use	VERB
iajs-2363	217	17	multiplication	multiplication	NOUN
iajs-2363	217	18	process	process	NOUN
iajs-2363	217	19	of	of	ADP
iajs-2363	217	20	element	element	NOUN
iajs-2363	217	21	by	by	ADP
iajs-2363	217	22	element	element	NOUN
iajs-2363	217	23	as	as	SCONJ
iajs-2363	217	24	denoted	denote	VERB
iajs-2363	217	25	in	in	ADP
iajs-2363	217	26	the	the	DET
iajs-2363	217	27	expression	expression	NOUN
iajs-2363	217	28	below	below	ADV
iajs-2363	217	29	.	.	PUNCT
iajs-2363	218	1	figure	figure	VERB
iajs-2363	218	2	4	4	NUM
iajs-2363	218	3	.	.	PUNCT
iajs-2363	219	1	network	network	NOUN
iajs-2363	219	2	structure	structure	NOUN
iajs-2363	220	1	[	[	X
iajs-2363	220	2	7	7	NUM
iajs-2363	220	3	]	]	PUNCT
iajs-2363	220	4	.	.	PUNCT
iajs-2363	221	1	‖	‖	PROPN
iajs-2363	221	2	‖	‖	ADJ
iajs-2363	221	3	in	in	ADP
iajs-2363	221	4	this	this	DET
iajs-2363	221	5	work	work	NOUN
iajs-2363	221	6	,	,	PUNCT
iajs-2363	221	7	in	in	ADP
iajs-2363	221	8	pnn	pnn	PROPN
iajs-2363	221	9	,	,	PUNCT
iajs-2363	221	10	the	the	DET
iajs-2363	221	11	transfer	transfer	NOUN
iajs-2363	221	12	function	function	NOUN
iajs-2363	221	13	is	be	AUX
iajs-2363	221	14	constructed	construct	VERB
iajs-2363	221	15	into	into	ADP
iajs-2363	221	16	a	a	DET
iajs-2363	221	17	distance	distance	NOUN
iajs-2363	221	18	criterion	criterion	NOUN
iajs-2363	221	19	with	with	ADP
iajs-2363	221	20	respect	respect	NOUN
iajs-2363	221	21	to	to	ADP
iajs-2363	221	22	a	a	DET
iajs-2363	221	23	center	center	NOUN
iajs-2363	221	24	as	as	SCONJ
iajs-2363	221	25	shown	show	VERB
iajs-2363	221	26	in	in	ADP
iajs-2363	221	27	equation	equation	NOUN
iajs-2363	221	28	(	(	PUNCT
iajs-2363	221	29	6	6	NUM
iajs-2363	221	30	)	)	PUNCT
iajs-2363	221	31	.	.	PUNCT
iajs-2363	222	1	(	(	PUNCT
iajs-2363	222	2	6	6	X
iajs-2363	222	3	)	)	PUNCT
iajs-2363	222	4	every	every	DET
iajs-2363	222	5	parameter	parameter	NOUN
iajs-2363	222	6	of	of	ADP
iajs-2363	222	7	n	n	PROPN
iajs-2363	222	8	is	be	AUX
iajs-2363	222	9	substituted	substitute	VERB
iajs-2363	222	10	into	into	ADP
iajs-2363	222	11	equation	equation	NOUN
iajs-2363	222	12	(	(	PUNCT
iajs-2363	222	13	6	6	NUM
iajs-2363	222	14	)	)	PUNCT
iajs-2363	222	15	.	.	PUNCT
iajs-2363	223	1	and	and	CCONJ
iajs-2363	223	2	results	result	VERB
iajs-2363	223	3	related	related	ADJ
iajs-2363	223	4	element	element	NOUN
iajs-2363	223	5	of	of	ADP
iajs-2363	223	6	a	a	PRON
iajs-2363	223	7	,	,	PUNCT
iajs-2363	223	8	the	the	DET
iajs-2363	223	9	output	output	NOUN
iajs-2363	223	10	vector	vector	NOUN
iajs-2363	223	11	of	of	ADP
iajs-2363	223	12	radial	radial	ADJ
iajs-2363	223	13	basis	basis	NOUN
iajs-2363	223	14	layer	layer	NOUN
iajs-2363	223	15	.	.	PUNCT
iajs-2363	224	1	the	the	PRON
iajs-2363	224	2	i	i	PRON
iajs-2363	224	3	ـــ	ـــ	NOUN
iajs-2363	224	4	th	th	X
iajs-2363	224	5	element	element	NOUN
iajs-2363	224	6	of	of	ADP
iajs-2363	224	7	a	a	PRON
iajs-2363	224	8	can	can	AUX
iajs-2363	224	9	be	be	AUX
iajs-2363	224	10	represented	represent	VERB
iajs-2363	224	11	as	as	SCONJ
iajs-2363	224	12	shown	show	VERB
iajs-2363	224	13	in	in	ADP
iajs-2363	224	14	equation	equation	NOUN
iajs-2363	224	15	(	(	PUNCT
iajs-2363	224	16	7	7	NUM
iajs-2363	224	17	)	)	PUNCT
iajs-2363	224	18	.	.	PUNCT
iajs-2363	225	1	‖	‖	PROPN
iajs-2363	226	1	‖	‖	PROPN
iajs-2363	226	2	(	(	PUNCT
iajs-2363	226	3	7	7	NUM
iajs-2363	226	4	)	)	PUNCT
iajs-2363	226	5	where	where	SCONJ
iajs-2363	226	6	is	be	AUX
iajs-2363	226	7	the	the	DET
iajs-2363	226	8	vector	vector	NOUN
iajs-2363	226	9	made	make	VERB
iajs-2363	226	10	of	of	ADP
iajs-2363	226	11	the	the	PRON
iajs-2363	227	1	i	i	PRON
iajs-2363	227	2	ـــ	ـــ	NOUN
iajs-2363	227	3	th	th	X
iajs-2363	227	4	row	row	NOUN
iajs-2363	227	5	of	of	ADP
iajs-2363	227	6	w	w	PROPN
iajs-2363	227	7	and	and	CCONJ
iajs-2363	227	8	is	be	AUX
iajs-2363	227	9	the	the	PRON
iajs-2363	228	1	i	i	PRON
iajs-2363	228	2	ـــ	ـــ	NOUN
iajs-2363	228	3	th	th	X
iajs-2363	228	4	parameter	parameter	NOUN
iajs-2363	228	5	of	of	ADP
iajs-2363	228	6	bias	bias	PROPN
iajs-2363	228	7	vector	vector	PROPN
iajs-2363	228	8	b.	b.	PROPN
iajs-2363	228	9	iii	iii	PROPN
iajs-2363	228	10	)	)	PUNCT
iajs-2363	228	11	competitive	competitive	ADJ
iajs-2363	228	12	layer	layer	NOUN
iajs-2363	228	13	:	:	PUNCT
iajs-2363	228	14	in	in	ADP
iajs-2363	228	15	this	this	DET
iajs-2363	228	16	layer	layer	NOUN
iajs-2363	228	17	,	,	PUNCT
iajs-2363	228	18	the	the	DET
iajs-2363	228	19	layer	layer	NOUN
iajs-2363	228	20	weight	weight	NOUN
iajs-2363	228	21	matrix	matrix	NOUN
iajs-2363	228	22	m	m	VERB
iajs-2363	228	23	is	be	AUX
iajs-2363	228	24	multiplied	multiply	VERB
iajs-2363	228	25	with	with	ADP
iajs-2363	228	26	the	the	DET
iajs-2363	228	27	vector	vector	NOUN
iajs-2363	228	28	a	a	PRON
iajs-2363	228	29	,	,	PUNCT
iajs-2363	228	30	producing	produce	VERB
iajs-2363	228	31	an	an	DET
iajs-2363	228	32	output	output	NOUN
iajs-2363	228	33	vector	vector	NOUN
iajs-2363	228	34	d	d	NOUN
iajs-2363	228	35	and	and	CCONJ
iajs-2363	228	36	it	it	PRON
iajs-2363	228	37	has	have	VERB
iajs-2363	228	38	no	no	DET
iajs-2363	228	39	bias	bias	NOUN
iajs-2363	228	40	.	.	PUNCT
iajs-2363	229	1	the	the	DET
iajs-2363	229	2	function	function	NOUN
iajs-2363	229	3	of	of	ADP
iajs-2363	229	4	competition	competition	NOUN
iajs-2363	229	5	,	,	PUNCT
iajs-2363	229	6	expressed	express	VERB
iajs-2363	229	7	as	as	ADP
iajs-2363	229	8	c	c	PROPN
iajs-2363	229	9	in	in	ADP
iajs-2363	229	10	figure	figure	NOUN
iajs-2363	229	11	2	2	NUM
iajs-2363	229	12	.	.	NOUN
iajs-2363	229	13	results	result	VERB
iajs-2363	229	14	a	a	DET
iajs-2363	229	15	1	1	NUM
iajs-2363	229	16	related	relate	VERB
iajs-2363	229	17	to	to	ADP
iajs-2363	229	18	the	the	DET
iajs-2363	229	19	higher	high	ADJ
iajs-2363	229	20	parameter	parameter	NOUN
iajs-2363	229	21	of	of	ADP
iajs-2363	229	22	d	d	PROPN
iajs-2363	229	23	,	,	PUNCT
iajs-2363	229	24	and	and	CCONJ
iajs-2363	229	25	0s	0	NOUN
iajs-2363	229	26	elsewhere	elsewhere	ADV
iajs-2363	229	27	.	.	PUNCT
iajs-2363	230	1	the	the	DET
iajs-2363	230	2	index	index	NOUN
iajs-2363	230	3	of	of	ADP
iajs-2363	230	4	1	1	NUM
iajs-2363	230	5	in	in	ADP
iajs-2363	230	6	c	c	PROPN
iajs-2363	230	7	is	be	AUX
iajs-2363	230	8	the	the	DET
iajs-2363	230	9	tumor	tumor	NOUN
iajs-2363	230	10	number	number	NOUN
iajs-2363	230	11	that	that	PRON
iajs-2363	230	12	could	could	AUX
iajs-2363	230	13	be	be	AUX
iajs-2363	230	14	classified	classify	VERB
iajs-2363	230	15	by	by	ADP
iajs-2363	230	16	the	the	DET
iajs-2363	230	17	system	system	NOUN
iajs-2363	230	18	.	.	PUNCT
iajs-2363	231	1	in	in	ADP
iajs-2363	231	2	this	this	DET
iajs-2363	231	3	work	work	NOUN
iajs-2363	231	4	,	,	PUNCT
iajs-2363	231	5	the	the	DET
iajs-2363	231	6	output	output	NOUN
iajs-2363	231	7	dimension	dimension	NOUN
iajs-2363	231	8	vector	vector	NOUN
iajs-2363	231	9	,	,	PUNCT
iajs-2363	231	10	k	k	PROPN
iajs-2363	231	11	,	,	PUNCT
iajs-2363	231	12	is	be	AUX
iajs-2363	231	13	5	5	NUM
iajs-2363	231	14	.	.	SYM
iajs-2363	231	15	5	5	NUM
iajs-2363	231	16	.	.	NOUN
iajs-2363	231	17	results	result	NOUN
iajs-2363	231	18	and	and	CCONJ
iajs-2363	231	19	discussion	discussion	NOUN
iajs-2363	231	20	in	in	ADP
iajs-2363	231	21	this	this	DET
iajs-2363	231	22	work	work	NOUN
iajs-2363	231	23	,	,	PUNCT
iajs-2363	231	24	we	we	PRON
iajs-2363	231	25	implemented	implement	VERB
iajs-2363	231	26	different	different	ADJ
iajs-2363	231	27	experiments	experiment	NOUN
iajs-2363	231	28	.	.	PUNCT
iajs-2363	232	1	for	for	ADP
iajs-2363	232	2	the	the	DET
iajs-2363	232	3	classification	classification	NOUN
iajs-2363	232	4	accuracies	accuracy	NOUN
iajs-2363	232	5	,	,	PUNCT
iajs-2363	232	6	the	the	DET
iajs-2363	232	7	training	training	NOUN
iajs-2363	232	8	size	size	NOUN
iajs-2363	232	9	and	and	CCONJ
iajs-2363	232	10	testing	testing	NOUN
iajs-2363	232	11	sets	set	NOUN
iajs-2363	232	12	were	be	AUX
iajs-2363	232	13	specified	specify	VERB
iajs-2363	232	14	and	and	CCONJ
iajs-2363	232	15	they	they	PRON
iajs-2363	232	16	have	have	AUX
iajs-2363	232	17	been	be	AUX
iajs-2363	232	18	taken	take	VERB
iajs-2363	232	19	into	into	ADP
iajs-2363	232	20	consideration	consideration	NOUN
iajs-2363	232	21	.	.	PUNCT
iajs-2363	233	1	the	the	DET
iajs-2363	233	2	data	datum	NOUN
iajs-2363	233	3	set	set	VERB
iajs-2363	233	4	was	be	AUX
iajs-2363	233	5	separated	separate	VERB
iajs-2363	233	6	into	into	ADP
iajs-2363	233	7	two	two	NUM
iajs-2363	233	8	separated	separate	VERB
iajs-2363	233	9	data	data	NOUN
iajs-2363	233	10	sets	set	NOUN
iajs-2363	233	11	:	:	PUNCT
iajs-2363	233	12	the	the	DET
iajs-2363	233	13	testing	testing	NOUN
iajs-2363	233	14	set	set	NOUN
iajs-2363	233	15	(	(	PUNCT
iajs-2363	233	16	20	20	NUM
iajs-2363	233	17	subjects	subject	NOUN
iajs-2363	233	18	)	)	PUNCT
iajs-2363	233	19	and	and	CCONJ
iajs-2363	233	20	the	the	DET
iajs-2363	233	21	training	training	NOUN
iajs-2363	233	22	set	set	NOUN
iajs-2363	233	23	(	(	PUNCT
iajs-2363	233	24	30	30	NUM
iajs-2363	233	25	subjects	subject	NOUN
iajs-2363	233	26	)	)	PUNCT
iajs-2363	233	27	.	.	PUNCT
iajs-2363	234	1	the	the	DET
iajs-2363	234	2	set	set	NOUN
iajs-2363	234	3	of	of	ADP
iajs-2363	234	4	training	training	NOUN
iajs-2363	234	5	is	be	AUX
iajs-2363	234	6	utilized	utilize	VERB
iajs-2363	234	7	in	in	ADP
iajs-2363	234	8	the	the	DET
iajs-2363	234	9	network	network	NOUN
iajs-2363	234	10	training	training	NOUN
iajs-2363	234	11	,	,	PUNCT
iajs-2363	234	12	whereas	whereas	SCONJ
iajs-2363	234	13	the	the	DET
iajs-2363	234	14	set	set	NOUN
iajs-2363	234	15	testing	testing	NOUN
iajs-2363	234	16	is	be	AUX
iajs-2363	234	17	utilized	utilize	VERB
iajs-2363	234	18	to	to	PART
iajs-2363	234	19	validate	validate	VERB
iajs-2363	234	20	the	the	DET
iajs-2363	234	21	effectiveness	effectiveness	NOUN
iajs-2363	234	22	and	and	CCONJ
iajs-2363	234	23	the	the	DET
iajs-2363	234	24	trained	train	VERB
iajs-2363	234	25	network	network	NOUN
iajs-2363	234	26	accuracy	accuracy	NOUN
iajs-2363	234	27	for	for	ADP
iajs-2363	234	28	the	the	DET
iajs-2363	234	29	brain	brain	NOUN
iajs-2363	234	30	tumors	tumor	NOUN
iajs-2363	234	31	classification	classification	NOUN
iajs-2363	234	32	.	.	PUNCT
iajs-2363	235	1	171	171	NUM
iajs-2363	236	1	ibn	ibn	PROPN
iajs-2363	236	2	al	al	PROPN
iajs-2363	236	3	-	-	PUNCT
iajs-2363	236	4	haitham	haitham	PROPN
iajs-2363	236	5	jour	jour	X
iajs-2363	236	6	.	.	PROPN
iajs-2363	236	7	for	for	ADP
iajs-2363	236	8	pure	pure	ADJ
iajs-2363	236	9	&	&	CCONJ
iajs-2363	236	10	appl	appl	PROPN
iajs-2363	236	11	.	.	PUNCT
iajs-2363	237	1	sci	sci	PROPN
iajs-2363	237	2	.	.	PROPN
iajs-2363	238	1	33	33	NUM
iajs-2363	238	2	(	(	PUNCT
iajs-2363	238	3	1	1	NUM
iajs-2363	238	4	)	)	PUNCT
iajs-2363	238	5	2020	2020	NUM
iajs-2363	239	1	the	the	DET
iajs-2363	239	2	proposed	propose	VERB
iajs-2363	239	3	classification	classification	NOUN
iajs-2363	239	4	algorithm	algorithm	NOUN
iajs-2363	239	5	is	be	AUX
iajs-2363	239	6	assessed	assess	VERB
iajs-2363	239	7	through	through	ADP
iajs-2363	239	8	our	our	PRON
iajs-2363	239	9	work	work	NOUN
iajs-2363	239	10	and	and	CCONJ
iajs-2363	239	11	the	the	DET
iajs-2363	239	12	sensitivity	sensitivity	NOUN
iajs-2363	239	13	and	and	CCONJ
iajs-2363	239	14	specificity	specificity	NOUN
iajs-2363	239	15	algorithm	algorithm	NOUN
iajs-2363	239	16	is	be	AUX
iajs-2363	239	17	implemented	implement	VERB
iajs-2363	239	18	to	to	PART
iajs-2363	239	19	evaluate	evaluate	VERB
iajs-2363	239	20	the	the	DET
iajs-2363	239	21	ppn	ppn	NOUN
iajs-2363	239	22	accuracy	accuracy	NOUN
iajs-2363	239	23	.	.	PUNCT
iajs-2363	240	1	the	the	DET
iajs-2363	240	2	true	true	ADJ
iajs-2363	240	3	position	position	NOUN
iajs-2363	240	4	rate	rate	NOUN
iajs-2363	240	5	(	(	PUNCT
iajs-2363	240	6	tpr	tpr	NOUN
iajs-2363	240	7	)	)	PUNCT
iajs-2363	240	8	,	,	PUNCT
iajs-2363	240	9	sensitivity	sensitivity	NOUN
iajs-2363	240	10	,	,	PUNCT
iajs-2363	240	11	recall	recall	NOUN
iajs-2363	240	12	,	,	PUNCT
iajs-2363	240	13	and	and	CCONJ
iajs-2363	240	14	true	true	ADJ
iajs-2363	240	15	negative	negative	ADJ
iajs-2363	240	16	rate	rate	NOUN
iajs-2363	240	17	(	(	PUNCT
iajs-2363	240	18	tnr	tnr	PROPN
iajs-2363	240	19	)	)	PUNCT
iajs-2363	240	20	and	and	CCONJ
iajs-2363	240	21	specificity	specificity	NOUN
iajs-2363	240	22	(	(	PUNCT
iajs-2363	240	23	spc	spc	PROPN
iajs-2363	240	24	)	)	PUNCT
iajs-2363	240	25	,	,	PUNCT
iajs-2363	240	26	respectively	respectively	ADV
iajs-2363	240	27	are	be	AUX
iajs-2363	240	28	denoted	denote	VERB
iajs-2363	240	29	in	in	ADP
iajs-2363	240	30	the	the	DET
iajs-2363	240	31	equations	equation	NOUN
iajs-2363	240	32	.	.	PUNCT
iajs-2363	241	1	∑	∑	ADV
iajs-2363	241	2	∑	∑	PUNCT
iajs-2363	241	3	∑	∑	PROPN
iajs-2363	241	4	(	(	PUNCT
iajs-2363	241	5	8)	8)	NUM
iajs-2363	241	6	∑	∑	PUNCT
iajs-2363	241	7	∑	∑	PROPN
iajs-2363	241	8	∑	∑	PUNCT
iajs-2363	241	9	(	(	PUNCT
iajs-2363	241	10	9	9	NUM
iajs-2363	241	11	)	)	PUNCT
iajs-2363	241	12	then	then	ADV
iajs-2363	241	13	,	,	PUNCT
iajs-2363	241	14	the	the	DET
iajs-2363	241	15	accuracy	accuracy	NOUN
iajs-2363	241	16	(	(	PUNCT
iajs-2363	241	17	acc	acc	PROPN
iajs-2363	241	18	)	)	PUNCT
iajs-2363	241	19	is	be	AUX
iajs-2363	241	20	.	.	PUNCT
iajs-2363	242	1	∑	∑	ADP
iajs-2363	242	2	∑	∑	PROPN
iajs-2363	242	3	∑	∑	PROPN
iajs-2363	242	4	∑	∑	PROPN
iajs-2363	242	5	(	(	PUNCT
iajs-2363	242	6	10	10	NUM
iajs-2363	242	7	)	)	PUNCT
iajs-2363	242	8	specificity	specificity	NOUN
iajs-2363	242	9	computes	compute	VERB
iajs-2363	242	10	the	the	DET
iajs-2363	242	11	method	method	NOUN
iajs-2363	242	12	ability	ability	NOUN
iajs-2363	242	13	to	to	PART
iajs-2363	242	14	specify	specify	VERB
iajs-2363	242	15	normal	normal	ADJ
iajs-2363	242	16	situations	situation	NOUN
iajs-2363	242	17	.	.	PUNCT
iajs-2363	243	1	sensitivity	sensitivity	NOUN
iajs-2363	243	2	measures	measure	VERB
iajs-2363	243	3	the	the	DET
iajs-2363	243	4	method	method	NOUN
iajs-2363	243	5	ability	ability	NOUN
iajs-2363	243	6	to	to	PART
iajs-2363	243	7	specify	specify	VERB
iajs-2363	243	8	abnormal	abnormal	ADJ
iajs-2363	243	9	cases	case	NOUN
iajs-2363	243	10	.	.	PUNCT
iajs-2363	244	1	the	the	DET
iajs-2363	244	2	accuracy	accuracy	NOUN
iajs-2363	244	3	is	be	AUX
iajs-2363	244	4	the	the	DET
iajs-2363	244	5	proportion	proportion	NOUN
iajs-2363	244	6	of	of	ADP
iajs-2363	244	7	correct	correct	ADJ
iajs-2363	244	8	classifications	classification	NOUN
iajs-2363	244	9	to	to	ADP
iajs-2363	244	10	the	the	DET
iajs-2363	244	11	total	total	ADJ
iajs-2363	244	12	number	number	NOUN
iajs-2363	244	13	of	of	ADP
iajs-2363	244	14	classification	classification	NOUN
iajs-2363	244	15	tests	test	NOUN
iajs-2363	244	16	.	.	PUNCT
iajs-2363	245	1	the	the	DET
iajs-2363	245	2	proposed	propose	VERB
iajs-2363	245	3	method	method	NOUN
iajs-2363	245	4	of	of	ADP
iajs-2363	245	5	brain	brain	NOUN
iajs-2363	245	6	tumor	tumor	NOUN
iajs-2363	245	7	classification	classification	NOUN
iajs-2363	245	8	has	have	AUX
iajs-2363	245	9	been	be	AUX
iajs-2363	245	10	implemented	implement	VERB
iajs-2363	245	11	on	on	ADP
iajs-2363	245	12	different	different	ADJ
iajs-2363	245	13	normal	normal	ADJ
iajs-2363	245	14	,	,	PUNCT
iajs-2363	245	15	benign	benign	ADJ
iajs-2363	245	16	and	and	CCONJ
iajs-2363	245	17	malignant	malignant	ADJ
iajs-2363	245	18	real	real	ADJ
iajs-2363	245	19	mr	mr	PROPN
iajs-2363	245	20	images	image	NOUN
iajs-2363	245	21	and	and	CCONJ
iajs-2363	245	22	the	the	DET
iajs-2363	245	23	specificity	specificity	NOUN
iajs-2363	245	24	,	,	PUNCT
iajs-2363	245	25	sensitivity	sensitivity	NOUN
iajs-2363	245	26	and	and	CCONJ
iajs-2363	245	27	the	the	DET
iajs-2363	245	28	pnn	pnn	PROPN
iajs-2363	245	29	accuracy	accuracy	NOUN
iajs-2363	245	30	classifier	classifier	NOUN
iajs-2363	245	31	has	have	AUX
iajs-2363	245	32	been	be	AUX
iajs-2363	245	33	measured	measure	VERB
iajs-2363	245	34	,	,	PUNCT
iajs-2363	245	35	implementing	implement	VERB
iajs-2363	245	36	the	the	DET
iajs-2363	245	37	equations	equation	NOUN
iajs-2363	245	38	given	give	VERB
iajs-2363	245	39	above	above	ADV
iajs-2363	245	40	.	.	PUNCT
iajs-2363	246	1	table	table	NOUN
iajs-2363	246	2	1	1	NUM
iajs-2363	246	3	depicts	depict	VERB
iajs-2363	246	4	the	the	DET
iajs-2363	246	5	accuracy	accuracy	NOUN
iajs-2363	246	6	of	of	ADP
iajs-2363	246	7	the	the	DET
iajs-2363	246	8	proposed	propose	VERB
iajs-2363	246	9	method	method	NOUN
iajs-2363	246	10	compared	compare	VERB
iajs-2363	246	11	to	to	ADP
iajs-2363	246	12	the	the	DET
iajs-2363	246	13	accuracy	accuracy	NOUN
iajs-2363	246	14	of	of	ADP
iajs-2363	246	15	the	the	DET
iajs-2363	246	16	systems	system	NOUN
iajs-2363	246	17	created	create	VERB
iajs-2363	246	18	by	by	ADP
iajs-2363	246	19	[	[	X
iajs-2363	246	20	12	12	NUM
iajs-2363	246	21	]	]	PUNCT
iajs-2363	246	22	.	.	PUNCT
iajs-2363	247	1	table	table	NOUN
iajs-2363	247	2	1	1	NUM
iajs-2363	247	3	.	.	PUNCT
iajs-2363	247	4	illustrated	illustrate	VERB
iajs-2363	247	5	the	the	DET
iajs-2363	247	6	accuracy	accuracy	NOUN
iajs-2363	247	7	of	of	ADP
iajs-2363	247	8	the	the	DET
iajs-2363	247	9	proposed	propose	VERB
iajs-2363	247	10	method	method	NOUN
iajs-2363	247	11	compared	compare	VERB
iajs-2363	247	12	with	with	ADP
iajs-2363	247	13	other	other	ADJ
iajs-2363	247	14	accuracy	accuracy	NOUN
iajs-2363	247	15	.	.	PUNCT
iajs-2363	248	1	method	method	NOUN
iajs-2363	248	2	accuracy	accuracy	NOUN
iajs-2363	248	3	specificity	specificity	NOUN
iajs-2363	248	4	sensitivity	sensitivity	NOUN
iajs-2363	248	5	the	the	DET
iajs-2363	248	6	system	system	NOUN
iajs-2363	248	7	created	create	VERB
iajs-2363	248	8	by	by	ADP
iajs-2363	248	9	[	[	X
iajs-2363	248	10	12	12	NUM
iajs-2363	248	11	]	]	PUNCT
iajs-2363	248	12	79.35	79.35	NUM
iajs-2363	248	13	%	%	NOUN
iajs-2363	248	14	77.53	77.53	NUM
iajs-2363	248	15	%	%	NOUN
iajs-2363	248	16	81.82	81.82	NUM
iajs-2363	248	17	%	%	NOUN
iajs-2363	248	18	,	,	PUNCT
iajs-2363	248	19	the	the	DET
iajs-2363	248	20	proposed	propose	VERB
iajs-2363	248	21	system	system	NOUN
iajs-2363	248	22	94.3	94.3	NUM
iajs-2363	248	23	%	%	NOUN
iajs-2363	248	24	82.86	82.86	NUM
iajs-2363	248	25	%	%	NOUN
iajs-2363	248	26	97.50	97.50	NUM
iajs-2363	248	27	%	%	NOUN
iajs-2363	248	28	6	6	NUM
iajs-2363	248	29	.	.	PUNCT
iajs-2363	248	30	conclusion	conclusion	NOUN
iajs-2363	248	31	an	an	DET
iajs-2363	248	32	online	online	ADJ
iajs-2363	248	33	selection	selection	NOUN
iajs-2363	248	34	of	of	ADP
iajs-2363	248	35	the	the	DET
iajs-2363	248	36	enhanced	enhance	VERB
iajs-2363	248	37	mri	mri	NOUN
iajs-2363	248	38	image	image	NOUN
iajs-2363	248	39	is	be	AUX
iajs-2363	248	40	implemented	implement	VERB
iajs-2363	248	41	to	to	PART
iajs-2363	248	42	have	have	VERB
iajs-2363	248	43	this	this	DET
iajs-2363	248	44	image	image	NOUN
iajs-2363	248	45	in	in	ADP
iajs-2363	248	46	the	the	DET
iajs-2363	248	47	proposed	propose	VERB
iajs-2363	248	48	method	method	NOUN
iajs-2363	248	49	which	which	PRON
iajs-2363	248	50	is	be	AUX
iajs-2363	248	51	to	to	PART
iajs-2363	248	52	extract	extract	VERB
iajs-2363	248	53	the	the	DET
iajs-2363	248	54	features	feature	NOUN
iajs-2363	248	55	of	of	ADP
iajs-2363	248	56	the	the	DET
iajs-2363	248	57	image	image	NOUN
iajs-2363	248	58	using	use	VERB
iajs-2363	248	59	two	two	NUM
iajs-2363	248	60	feature	feature	NOUN
iajs-2363	248	61	extraction	extraction	NOUN
iajs-2363	248	62	methods	method	NOUN
iajs-2363	248	63	(	(	PUNCT
iajs-2363	248	64	ga	ga	NOUN
iajs-2363	248	65	and	and	CCONJ
iajs-2363	248	66	dwt	dwt	NOUN
iajs-2363	248	67	)	)	PUNCT
iajs-2363	248	68	to	to	PART
iajs-2363	248	69	classify	classify	VERB
iajs-2363	248	70	the	the	DET
iajs-2363	248	71	brain	brain	NOUN
iajs-2363	248	72	tumor	tumor	NOUN
iajs-2363	248	73	into	into	ADP
iajs-2363	248	74	benign	benign	ADJ
iajs-2363	248	75	or	or	CCONJ
iajs-2363	248	76	malignant	malignant	ADJ
iajs-2363	248	77	using	use	VERB
iajs-2363	248	78	ppn	ppn	NOUN
iajs-2363	248	79	method	method	NOUN
iajs-2363	248	80	.	.	PUNCT
iajs-2363	249	1	in	in	ADP
iajs-2363	249	2	this	this	DET
iajs-2363	249	3	work	work	NOUN
iajs-2363	249	4	,	,	PUNCT
iajs-2363	249	5	two	two	NUM
iajs-2363	249	6	different	different	ADJ
iajs-2363	249	7	image	image	NOUN
iajs-2363	249	8	enhancement	enhancement	NOUN
iajs-2363	249	9	techniques	technique	NOUN
iajs-2363	249	10	are	be	AUX
iajs-2363	249	11	implemented	implement	VERB
iajs-2363	249	12	and	and	CCONJ
iajs-2363	249	13	the	the	DET
iajs-2363	249	14	psnr	psnr	NOUN
iajs-2363	249	15	evaluation	evaluation	NOUN
iajs-2363	249	16	method	method	NOUN
iajs-2363	249	17	is	be	AUX
iajs-2363	249	18	used	use	VERB
iajs-2363	249	19	to	to	PART
iajs-2363	249	20	select	select	VERB
iajs-2363	249	21	the	the	DET
iajs-2363	249	22	optimum	optimum	ADJ
iajs-2363	249	23	image	image	NOUN
iajs-2363	249	24	to	to	PART
iajs-2363	249	25	be	be	AUX
iajs-2363	249	26	processed	process	VERB
iajs-2363	249	27	in	in	ADP
iajs-2363	249	28	the	the	DET
iajs-2363	249	29	next	next	ADJ
iajs-2363	249	30	step	step	NOUN
iajs-2363	249	31	of	of	ADP
iajs-2363	249	32	this	this	DET
iajs-2363	249	33	work	work	NOUN
iajs-2363	249	34	.	.	PUNCT
iajs-2363	250	1	in	in	ADP
iajs-2363	250	2	this	this	DET
iajs-2363	250	3	paper	paper	NOUN
iajs-2363	250	4	,	,	PUNCT
iajs-2363	250	5	the	the	DET
iajs-2363	250	6	proposed	propose	VERB
iajs-2363	250	7	algorithm	algorithm	NOUN
iajs-2363	250	8	shows	show	VERB
iajs-2363	250	9	its	its	PRON
iajs-2363	250	10	results	result	NOUN
iajs-2363	250	11	can	can	AUX
iajs-2363	250	12	reach	reach	VERB
iajs-2363	250	13	a	a	DET
iajs-2363	250	14	brain	brain	NOUN
iajs-2363	250	15	tumor	tumor	NOUN
iajs-2363	250	16	classification	classification	NOUN
iajs-2363	250	17	accuracy	accuracy	NOUN
iajs-2363	250	18	,	,	PUNCT
iajs-2363	250	19	specificity	specificity	NOUN
iajs-2363	250	20	and	and	CCONJ
iajs-2363	250	21	sensitivity	sensitivity	NOUN
iajs-2363	250	22	of	of	ADP
iajs-2363	250	23	94.3	94.3	NUM
iajs-2363	250	24	%	%	NOUN
iajs-2363	250	25	,	,	PUNCT
iajs-2363	250	26	82.86	82.86	NUM
iajs-2363	250	27	%	%	NOUN
iajs-2363	250	28	,	,	PUNCT
iajs-2363	250	29	and	and	CCONJ
iajs-2363	250	30	97.50	97.50	NUM
iajs-2363	250	31	%	%	NOUN
iajs-2363	250	32	respectively	respectively	ADV
iajs-2363	250	33	.	.	PUNCT
iajs-2363	251	1	references	reference	NOUN
iajs-2363	251	2	1	1	NUM
iajs-2363	251	3	.	.	X
iajs-2363	251	4	pessoa	pessoa	PROPN
iajs-2363	251	5	,	,	PUNCT
iajs-2363	251	6	l.	l.	PROPN
iajs-2363	251	7	understanding	understand	VERB
iajs-2363	251	8	brain	brain	NOUN
iajs-2363	251	9	networks	network	NOUN
iajs-2363	251	10	and	and	CCONJ
iajs-2363	251	11	brain	brain	NOUN
iajs-2363	251	12	organization	organization	NOUN
iajs-2363	251	13	.	.	PUNCT
iajs-2363	252	1	physics	physics	PROPN
iajs-2363	252	2	of	of	ADP
iajs-2363	252	3	life	life	NOUN
iajs-2363	252	4	reviews	review	NOUN
iajs-2363	252	5	.	.	PUNCT
iajs-2363	253	1	2014	2014	NUM
iajs-2363	253	2	,	,	PUNCT
iajs-2363	253	3	11	11	NUM
iajs-2363	253	4	,	,	PUNCT
iajs-2363	253	5	3	3	NUM
iajs-2363	253	6	,	,	PUNCT
iajs-2363	253	7	400	400	NUM
iajs-2363	253	8	-	-	SYM
iajs-2363	253	9	435	435	NUM
iajs-2363	253	10	.	.	NOUN
iajs-2363	254	1	2	2	NUM
iajs-2363	254	2	.	.	NUM
iajs-2363	254	3	peer	peer	NOUN
iajs-2363	254	4	,	,	PUNCT
iajs-2363	254	5	m.	m.	NOUN
iajs-2363	254	6	;	;	PUNCT
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iajs-2363	254	8	,	,	PUNCT
iajs-2363	254	9	r.	r.	PROPN
iajs-2363	254	10	;	;	PUNCT
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iajs-2363	254	12	,	,	PUNCT
iajs-2363	254	13	i.	i.	PROPN
iajs-2363	254	14	;	;	PUNCT
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iajs-2363	254	16	,	,	PUNCT
iajs-2363	254	17	o.	o.	PROPN
iajs-2363	254	18	;	;	PUNCT
iajs-2363	254	19	arzy	arzy	PROPN
iajs-2363	254	20	,	,	PUNCT
iajs-2363	254	21	s.	s.	PROPN
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iajs-2363	254	23	system	system	NOUN
iajs-2363	254	24	for	for	ADP
iajs-2363	254	25	mental	mental	ADJ
iajs-2363	254	26	orientation	orientation	NOUN
iajs-2363	254	27	in	in	ADP
iajs-2363	254	28	space	space	NOUN
iajs-2363	254	29	,	,	PUNCT
iajs-2363	254	30	time	time	NOUN
iajs-2363	254	31	,	,	PUNCT
iajs-2363	254	32	and	and	CCONJ
iajs-2363	254	33	person	person	NOUN
iajs-2363	254	34	.	.	PUNCT
iajs-2363	255	1	proceedings	proceeding	NOUN
iajs-2363	255	2	of	of	ADP
iajs-2363	255	3	the	the	DET
iajs-2363	255	4	national	national	PROPN
iajs-2363	255	5	academy	academy	PROPN
iajs-2363	255	6	of	of	ADP
iajs-2363	255	7	sciences	sciences	PROPN
iajs-2363	255	8	.	.	PUNCT
iajs-2363	255	9	2015	2015	NUM
iajs-2363	255	10	,	,	PUNCT
iajs-2363	255	11	112	112	NUM
iajs-2363	255	12	,	,	PUNCT
iajs-2363	255	13	35	35	NUM
iajs-2363	255	14	,	,	PUNCT
iajs-2363	255	15	11072	11072	NUM
iajs-2363	255	16	-	-	SYM
iajs-2363	255	17	11077	11077	NUM
iajs-2363	255	18	.	.	PUNCT
iajs-2363	256	1	3	3	X
iajs-2363	256	2	.	.	X
iajs-2363	256	3	eric	eric	PROPN
iajs-2363	256	4	,	,	PUNCT
iajs-2363	256	5	j.h	j.h	PROPN
iajs-2363	256	6	.	.	PROPN
iajs-2363	256	7	;	;	PUNCT
iajs-2363	256	8	james	james	PROPN
iajs-2363	256	9	,	,	PUNCT
iajs-2363	256	10	d.	d.	PROPN
iajs-2363	256	11	cox	cox	PROPN
iajs-2363	256	12	.	.	PUNCT
iajs-2363	257	1	physical	physical	ADJ
iajs-2363	257	2	and	and	CCONJ
iajs-2363	257	3	biologic	biologic	ADJ
iajs-2363	257	4	basis	basis	NOUN
iajs-2363	257	5	of	of	ADP
iajs-2363	257	6	radiation	radiation	NOUN
iajs-2363	257	7	therapy	therapy	NOUN
iajs-2363	257	8	,	,	PUNCT
iajs-2363	257	9	radiation	radiation	NOUN
iajs-2363	257	10	oncology	oncology	NOUN
iajs-2363	257	11	;	;	PUNCT
iajs-2363	257	12	9th	9th	ADJ
iajs-2363	257	13	ed	ed	NOUN
iajs-2363	257	14	.	.	PUNCT
iajs-2363	258	1	;	;	PUNCT
iajs-2363	258	2	publishing	publishing	PROPN
iajs-2363	258	3	elsevier	elsevier	PROPN
iajs-2363	258	4	inc	inc	PROPN
iajs-2363	258	5	:	:	PUNCT
iajs-2363	258	6	philadelphia	philadelphia	PROPN
iajs-2363	258	7	.	.	PUNCT
iajs-2363	258	8	2010	2010	NUM
iajs-2363	258	9	,	,	PUNCT
iajs-2363	258	10	isbn	isbn	ADJ
iajs-2363	258	11	978	978	NUM
iajs-2363	258	12	-	-	SYM
iajs-2363	258	13	0	0	NUM
iajs-2363	258	14	-	-	PUNCT
iajs-2363	258	15	323	323	NUM
iajs-2363	258	16	-	-	PUNCT
iajs-2363	258	17	049719	049719	NUM
iajs-2363	258	18	.	.	PUNCT
iajs-2363	259	1	4	4	X
iajs-2363	259	2	.	.	X
iajs-2363	259	3	loizou	loizou	PROPN
iajs-2363	259	4	,	,	PUNCT
iajs-2363	259	5	c.p	c.p	PROPN
iajs-2363	259	6	.	.	PROPN
iajs-2363	259	7	;	;	PUNCT
iajs-2363	259	8	murray	murray	PROPN
iajs-2363	259	9	,	,	PUNCT
iajs-2363	259	10	v.	v.	ADV
iajs-2363	259	11	;	;	PUNCT
iajs-2363	259	12	pattichis	pattichis	PROPN
iajs-2363	259	13	,	,	PUNCT
iajs-2363	259	14	m.s	m.s	PROPN
iajs-2363	259	15	.	.	PROPN
iajs-2363	259	16	;	;	PUNCT
iajs-2363	259	17	seimenis	seimenis	PROPN
iajs-2363	259	18	,	,	PUNCT
iajs-2363	259	19	i.	i.	NOUN
iajs-2363	259	20	;	;	PUNCT
iajs-2363	259	21	pantziaris	pantziaris	NOUN
iajs-2363	259	22	,	,	PUNCT
iajs-2363	259	23	m.	m.	NOUN
iajs-2363	259	24	;	;	PUNCT
iajs-2363	259	25	pattichis	pattichis	PROPN
iajs-2363	259	26	,	,	PUNCT
iajs-2363	259	27	c.s	c.s	PROPN
iajs-2363	259	28	.	.	PROPN
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iajs-2363	259	31	-	-	PUNCT
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iajs-2363	259	33	frequency	frequency	NOUN
iajs-2363	259	34	-	-	PUNCT
iajs-2363	259	35	modulation	modulation	NOUN
iajs-2363	259	36	(	(	PUNCT
iajs-2363	259	37	am	am	NOUN
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iajs-2363	259	39	fm	fm	ADJ
iajs-2363	259	40	)	)	PUNCT
iajs-2363	259	41	texture	texture	NOUN
iajs-2363	259	42	analysis	analysis	NOUN
iajs-2363	259	43	of	of	ADP
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iajs-2363	259	45	https://www.google.com/search?biw=1600&bih=764&q=elsevier+inc&spell=1&sa=x&ved=0ahukewi-uoey0_xhahxrlfakha7zceaqkeeccccoaa	https://www.google.com/search?biw=1600&bih=764&q=elsevier+inc&spell=1&sa=x&ved=0ahukewi-uoey0_xhahxrlfakha7zceaqkeeccccoaa	VERB
iajs-2363	259	46	172	172	NUM
iajs-2363	259	47	ibn	ibn	PROPN
iajs-2363	259	48	al	al	PROPN
iajs-2363	259	49	-	-	PUNCT
iajs-2363	259	50	haitham	haitham	PROPN
iajs-2363	259	51	jour	jour	X
iajs-2363	259	52	.	.	PROPN
iajs-2363	260	1	for	for	ADP
iajs-2363	260	2	pure	pure	ADJ
iajs-2363	260	3	&	&	CCONJ
iajs-2363	260	4	appl	appl	PROPN
iajs-2363	260	5	.	.	PUNCT
iajs-2363	261	1	sci	sci	PROPN
iajs-2363	261	2	.	.	PROPN
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iajs-2363	262	2	(	(	PUNCT
iajs-2363	262	3	1	1	NUM
iajs-2363	262	4	)	)	PUNCT
iajs-2363	262	5	2020	2020	NUM
iajs-2363	262	6	multiple	multiple	ADJ
iajs-2363	262	7	sclerosis	sclerosis	NOUN
iajs-2363	262	8	in	in	ADP
iajs-2363	262	9	brain	brain	NOUN
iajs-2363	262	10	mri	mri	NOUN
iajs-2363	262	11	images	image	NOUN
iajs-2363	262	12	.	.	PUNCT
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iajs-2363	263	2	transactions	transaction	NOUN
iajs-2363	263	3	on	on	ADP
iajs-2363	263	4	information	information	NOUN
iajs-2363	263	5	technology	technology	NOUN
iajs-2363	263	6	in	in	ADP
iajs-2363	263	7	biomedicine.2011	biomedicine.2011	PROPN
iajs-2363	263	8	,	,	PUNCT
iajs-2363	263	9	15	15	NUM
iajs-2363	263	10	,	,	PUNCT
iajs-2363	263	11	1	1	NUM
iajs-2363	263	12	,	,	PUNCT
iajs-2363	263	13	119	119	NUM
iajs-2363	263	14	-	-	SYM
iajs-2363	263	15	129	129	NUM
iajs-2363	263	16	.	.	PUNCT
iajs-2363	264	1	5	5	NUM
iajs-2363	264	2	.	.	X
iajs-2363	264	3	jun	jun	PROPN
iajs-2363	264	4	,	,	PUNCT
iajs-2363	264	5	c.	c.	PROPN
iajs-2363	264	6	brain	brain	PROPN
iajs-2363	264	7	tumor	tumor	PROPN
iajs-2363	264	8	dataset.2017	dataset.2017	PROPN
iajs-2363	264	9	,	,	PUNCT
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iajs-2363	264	11	.	.	PUNCT
iajs-2363	265	1	6	6	NUM
iajs-2363	265	2	.	.	X
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iajs-2363	265	4	,	,	PUNCT
iajs-2363	265	5	a.a	a.a	PROPN
iajs-2363	265	6	.	.	PROPN
iajs-2363	265	7	;	;	PUNCT
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iajs-2363	265	9	,	,	PUNCT
iajs-2363	265	10	m.f.a	m.f.a	PROPN
iajs-2363	265	11	.	.	PUNCT
iajs-2363	265	12	;	;	PUNCT
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iajs-2363	265	14	,	,	PUNCT
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iajs-2363	265	17	of	of	ADP
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iajs-2363	265	19	and	and	CCONJ
iajs-2363	265	20	malignant	malignant	ADJ
iajs-2363	265	21	tumors	tumor	NOUN
iajs-2363	265	22	in	in	ADP
iajs-2363	265	23	histopathology	histopathology	NOUN
iajs-2363	265	24	images	image	NOUN
iajs-2363	265	25	.	.	PUNCT
iajs-2363	266	1	ieee	ieee	PROPN
iajs-2363	266	2	international	international	PROPN
iajs-2363	266	3	conference	conference	PROPN
iajs-2363	266	4	on	on	ADP
iajs-2363	266	5	signal	signal	NOUN
iajs-2363	266	6	and	and	CCONJ
iajs-2363	266	7	image	image	NOUN
iajs-2363	266	8	processing	processing	NOUN
iajs-2363	266	9	applications	application	NOUN
iajs-2363	266	10	(	(	PUNCT
iajs-2363	266	11	icsipa).2017	icsipa).2017	PROPN
iajs-2363	266	12	,	,	PUNCT
iajs-2363	266	13	102	102	NUM
iajs-2363	266	14	-	-	SYM
iajs-2363	266	15	106	106	NUM
iajs-2363	266	16	.	.	PUNCT
iajs-2363	267	1	7	7	X
iajs-2363	267	2	.	.	X
iajs-2363	267	3	ehab	ehab	PROPN
iajs-2363	267	4	,	,	PUNCT
iajs-2363	267	5	f.	f.	PROPN
iajs-2363	267	6	badran	badran	PROPN
iajs-2363	267	7	.	.	PUNCT
iajs-2363	267	8	;	;	PUNCT
iajs-2363	267	9	mahmoud	mahmoud	PROPN
iajs-2363	267	10	,	,	PUNCT
iajs-2363	267	11	e.	e.	PROPN
iajs-2363	267	12	g.	g.	PROPN
iajs-2363	267	13	;	;	PUNCT
iajs-2363	267	14	hamdy	hamdy	PROPN
iajs-2363	267	15	,	,	PUNCT
iajs-2363	267	16	n.	n.	VERB
iajs-2363	267	17	an	an	DET
iajs-2363	267	18	algorithm	algorithm	NOUN
iajs-2363	267	19	for	for	ADP
iajs-2363	267	20	detecting	detect	VERB
iajs-2363	267	21	brain	brain	NOUN
iajs-2363	267	22	tumors	tumor	NOUN
iajs-2363	267	23	in	in	ADP
iajs-2363	267	24	mri	mri	NOUN
iajs-2363	267	25	images	image	NOUN
iajs-2363	267	26	.	.	PUNCT
iajs-2363	268	1	ieee	ieee	PROPN
iajs-2363	268	2	international	international	PROPN
iajs-2363	268	3	conference	conference	NOUN
iajs-2363	268	4	on	on	ADP
iajs-2363	268	5	computer	computer	NOUN
iajs-2363	268	6	engineering	engineering	NOUN
iajs-2363	268	7	and	and	CCONJ
iajs-2363	268	8	systems	system	NOUN
iajs-2363	268	9	.	.	PUNCT
iajs-2363	269	1	2010	2010	NUM
iajs-2363	269	2	,	,	PUNCT
iajs-2363	269	3	368	368	NUM
iajs-2363	269	4	-	-	SYM
iajs-2363	269	5	373	373	NUM
iajs-2363	269	6	.	.	NOUN
iajs-2363	269	7	8	8	NUM
iajs-2363	269	8	.	.	X
iajs-2363	270	1	chan	chan	PROPN
iajs-2363	270	2	,	,	PUNCT
iajs-2363	270	3	s.l.s	s.l.s	NOUN
iajs-2363	270	4	.	.	PUNCT
iajs-2363	270	5	;	;	PUNCT
iajs-2363	270	6	gal	gal	PROPN
iajs-2363	270	7	,	,	PUNCT
iajs-2363	270	8	y.	y.	PROPN
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iajs-2363	270	14	in	in	ADP
iajs-2363	270	15	dynamic	dynamic	ADJ
iajs-2363	270	16	contrastenhanced	contrastenhance	VERB
iajs-2363	270	17	mr	mr	PROPN
iajs-2363	270	18	images	image	NOUN
iajs-2363	270	19	of	of	ADP
iajs-2363	270	20	the	the	DET
iajs-2363	270	21	brain	brain	NOUN
iajs-2363	270	22	.	.	PUNCT
iajs-2363	271	1	ieee	ieee	PROPN
iajs-2363	271	2	international	international	PROPN
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iajs-2363	271	4	on	on	ADP
iajs-2363	271	5	digital	digital	ADJ
iajs-2363	271	6	image	image	NOUN
iajs-2363	271	7	computing	compute	VERB
iajs-2363	271	8	techniques	technique	NOUN
iajs-2363	271	9	and	and	CCONJ
iajs-2363	271	10	applications	application	NOUN
iajs-2363	271	11	(	(	PUNCT
iajs-2363	271	12	dicta).2012	dicta).2012	NOUN
iajs-2363	271	13	,	,	PUNCT
iajs-2363	271	14	1	1	NUM
iajs-2363	271	15	-	-	SYM
iajs-2363	271	16	7	7	NUM
iajs-2363	271	17	.	.	NOUN
iajs-2363	271	18	9	9	NUM
iajs-2363	271	19	.	.	X
iajs-2363	272	1	chaddad	chaddad	PROPN
iajs-2363	272	2	,	,	PUNCT
iajs-2363	272	3	a.	a.	NOUN
iajs-2363	272	4	;	;	PUNCT
iajs-2363	272	5	zinn	zinn	PROPN
iajs-2363	272	6	,	,	PUNCT
iajs-2363	272	7	p.o	p.o	PROPN
iajs-2363	272	8	.	.	PROPN
iajs-2363	272	9	;	;	PUNCT
iajs-2363	272	10	colen	colen	PROPN
iajs-2363	272	11	,	,	PUNCT
iajs-2363	272	12	r.r	r.r	PROPN
iajs-2363	272	13	.	.	PROPN
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iajs-2363	272	16	identification	identification	NOUN
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iajs-2363	272	18	gaussian	gaussian	ADJ
iajs-2363	272	19	mixture	mixture	NOUN
iajs-2363	272	20	model	model	NOUN
iajs-2363	272	21	features	feature	NOUN
iajs-2363	272	22	and	and	CCONJ
iajs-2363	272	23	decision	decision	NOUN
iajs-2363	272	24	trees	tree	NOUN
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iajs-2363	272	26	.	.	PUNCT
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iajs-2363	273	4	conference	conference	NOUN
iajs-2363	273	5	on	on	ADP
iajs-2363	273	6	information	information	NOUN
iajs-2363	273	7	sciences	science	NOUN
iajs-2363	273	8	and	and	CCONJ
iajs-2363	273	9	systems	system	NOUN
iajs-2363	273	10	(	(	PUNCT
iajs-2363	273	11	ciss).2014	ciss).2014	PROPN
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iajs-2363	274	3	g.	g.	PROPN
iajs-2363	274	4	;	;	PUNCT
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iajs-2363	274	7	r.	r.	PROPN
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iajs-2363	274	17	comparative	comparative	ADJ
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iajs-2363	275	8	,	,	PUNCT
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iajs-2363	275	13	(	(	PUNCT
iajs-2363	275	14	iciiecs).2015	iciiecs).2015	PROPN
iajs-2363	275	15	,	,	PUNCT
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iajs-2363	275	17	-	-	SYM
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iajs-2363	275	21	.	.	PUNCT
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iajs-2363	276	3	s.	s.	PROPN
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iajs-2363	276	18	image	image	NOUN
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iajs-2363	276	20	.	.	PUNCT
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iajs-2363	277	7	(	(	PUNCT
iajs-2363	277	8	iajit	iajit	NOUN
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iajs-2363	277	10	.	.	PUNCT
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iajs-2363	278	2	,	,	PUNCT
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iajs-2363	278	4	,	,	PUNCT
iajs-2363	278	5	1	1	NUM
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iajs-2363	278	8	.	.	PUNCT
iajs-2363	279	1	sonavane	sonavane	PROPN
iajs-2363	279	2	,	,	PUNCT
iajs-2363	279	3	r.	r.	PROPN
iajs-2363	279	4	;	;	PUNCT
iajs-2363	279	5	sonar	sonar	NOUN
iajs-2363	279	6	,	,	PUNCT
iajs-2363	279	7	p.	p.	NOUN
iajs-2363	279	8	;	;	PUNCT
iajs-2363	279	9	sutar	sutar	PROPN
iajs-2363	279	10	,	,	PUNCT
iajs-2363	279	11	s.	s.	PROPN
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iajs-2363	279	15	brain	brain	NOUN
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iajs-2363	279	18	mammogram	mammogram	NOUN
iajs-2363	279	19	images	image	NOUN
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iajs-2363	279	24	neural	neural	ADJ
iajs-2363	279	25	network	network	NOUN
iajs-2363	279	26	.	.	PUNCT
iajs-2363	280	1	ieee	ieee	PROPN
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iajs-2363	280	7	,	,	PUNCT
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iajs-2363	280	9	processing	processing	NOUN
iajs-2363	280	10	and	and	CCONJ
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iajs-2363	280	12	(	(	PUNCT
iajs-2363	280	13	icsss).2017	icsss).2017	PROPN
iajs-2363	280	14	,	,	PUNCT
iajs-2363	280	15	1	1	NUM
iajs-2363	280	16	-	-	SYM
iajs-2363	280	17	7	7	NUM
iajs-2363	280	18	.	.	NOUN
iajs-2363	280	19	13	13	NUM
iajs-2363	280	20	.	.	PUNCT
iajs-2363	281	1	seetha	seetha	PROPN
iajs-2363	281	2	,	,	PUNCT
iajs-2363	281	3	j.	j.	PROPN
iajs-2363	281	4	;	;	PUNCT
iajs-2363	281	5	raja	raja	PROPN
iajs-2363	281	6	,	,	PUNCT
iajs-2363	281	7	s.s	s.s	PROPN
iajs-2363	281	8	.	.	PUNCT
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iajs-2363	282	2	of	of	ADP
iajs-2363	282	3	mri	mri	NOUN
iajs-2363	282	4	images	image	NOUN
iajs-2363	282	5	using	use	VERB
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iajs-2363	282	8	.	.	PUNCT
iajs-2363	283	1	ieee	ieee	PROPN
iajs-2363	283	2	international	international	PROPN
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iajs-2363	283	4	on	on	ADP
iajs-2363	283	5	wireless	wireless	ADJ
iajs-2363	283	6	communications	communication	NOUN
iajs-2363	283	7	,	,	PUNCT
iajs-2363	283	8	signal	signal	NOUN
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iajs-2363	283	10	and	and	CCONJ
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iajs-2363	283	12	(	(	PUNCT
iajs-2363	283	13	wispnet).2016,765	wispnet).2016,765	PROPN
iajs-2363	283	14	-	-	PUNCT
iajs-2363	283	15	769	769	NUM
iajs-2363	283	16	.	.	PUNCT
iajs-2363	284	1	14	14	NUM
iajs-2363	284	2	.	.	PUNCT
iajs-2363	285	1	kaur	kaur	PROPN
iajs-2363	285	2	,	,	PUNCT
iajs-2363	285	3	h.	h.	PROPN
iajs-2363	285	4	;	;	PUNCT
iajs-2363	285	5	rani	rani	PROPN
iajs-2363	285	6	,	,	PUNCT
iajs-2363	285	7	j.	j.	PROPN
iajs-2363	285	8	mri	mri	PROPN
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iajs-2363	285	10	image	image	NOUN
iajs-2363	285	11	enhancement	enhancement	NOUN
iajs-2363	285	12	using	use	VERB
iajs-2363	285	13	histogram	histogram	NOUN
iajs-2363	285	14	equalization	equalization	NOUN
iajs-2363	285	15	techniques	technique	NOUN
iajs-2363	285	16	.	.	PUNCT
iajs-2363	286	1	ieee	ieee	PROPN
iajs-2363	286	2	international	international	PROPN
iajs-2363	286	3	conference	conference	NOUN
iajs-2363	286	4	on	on	ADP
iajs-2363	286	5	wireless	wireless	ADJ
iajs-2363	286	6	communications	communication	NOUN
iajs-2363	286	7	,	,	PUNCT
iajs-2363	286	8	signal	signal	NOUN
iajs-2363	286	9	processing	processing	NOUN
iajs-2363	286	10	and	and	CCONJ
iajs-2363	286	11	networking	networking	NOUN
iajs-2363	286	12	(	(	PUNCT
iajs-2363	286	13	wispnet).2016,770	wispnet).2016,770	NOUN
iajs-2363	286	14	-	-	NOUN
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iajs-2363	286	16	.	.	PUNCT
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iajs-2363	287	2	.	.	PUNCT
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iajs-2363	288	2	,	,	PUNCT
iajs-2363	288	3	c.	c.	PROPN
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iajs-2363	288	6	chen	chen	PROPN
iajs-2363	288	7	,	,	PUNCT
iajs-2363	288	8	c.	c.	PROPN
iajs-2363	288	9	c.	c.	PROPN
iajs-2363	288	10	;	;	PUNCT
iajs-2363	288	11	wu	wu	PROPN
iajs-2363	288	12	,	,	PUNCT
iajs-2363	288	13	m.c	m.c	PROPN
iajs-2363	288	14	.	.	PROPN
iajs-2363	288	15	;	;	PUNCT
iajs-2363	288	16	horng	horng	PROPN
iajs-2363	288	17	,	,	PUNCT
iajs-2363	288	18	g.	g.	PROPN
iajs-2363	288	19	;	;	PUNCT
iajs-2363	288	20	wu	wu	PROPN
iajs-2363	288	21	,	,	PUNCT
iajs-2363	288	22	h.c	h.c	PROPN
iajs-2363	288	23	.	.	PROPN
iajs-2363	288	24	;	;	PUNCT
iajs-2363	288	25	hsueh	hsueh	PROPN
iajs-2363	288	26	,	,	PUNCT
iajs-2363	288	27	s.h	s.h	PROPN
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iajs-2363	288	29	;	;	PUNCT
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iajs-2363	288	37	of	of	ADP
iajs-2363	288	38	brain	brain	NOUN
iajs-2363	288	39	mr	mr	PROPN
iajs-2363	288	40	images	image	NOUN
iajs-2363	288	41	using	use	VERB
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iajs-2363	288	44	histogram	histogram	NOUN
iajs-2363	288	45	analysis	analysis	NOUN
iajs-2363	288	46	.	.	PUNCT
iajs-2363	289	1	journal	journal	PROPN
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iajs-2363	289	8	,	,	PUNCT
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iajs-2363	289	10	,	,	PUNCT
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iajs-2363	289	12	,	,	PUNCT
iajs-2363	289	13	724	724	NUM
iajs-2363	289	14	-	-	SYM
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iajs-2363	289	16	.	.	PUNCT
iajs-2363	290	1	16	16	NUM
iajs-2363	290	2	.	.	PUNCT
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iajs-2363	290	4	,	,	PUNCT
iajs-2363	290	5	n.	n.	NOUN
iajs-2363	290	6	;	;	PUNCT
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iajs-2363	291	6	.	.	PUNCT
iajs-2363	292	1	ieee	ieee	PROPN
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iajs-2363	292	11	,	,	PUNCT
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iajs-2363	292	13	,	,	PUNCT
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iajs-2363	292	15	-	-	SYM
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