id	sid	tid	token	lemma	pos
cana-1634	1	1	communications	communication	NOUN
cana-1634	1	2	on	on	ADP
cana-1634	1	3	applied	apply	VERB
cana-1634	1	4	nonlinear	nonlinear	ADJ
cana-1634	1	5	analysis	analysis	NOUN
cana-1634	1	6	issn	issn	NOUN
cana-1634	1	7	:	:	PUNCT
cana-1634	1	8	1074	1074	NUM
cana-1634	1	9	-	-	PUNCT
cana-1634	1	10	133x	133x	NUM
cana-1634	1	11	vol	vol	NOUN
cana-1634	1	12	32	32	NUM
cana-1634	1	13	no	no	NOUN
cana-1634	1	14	.	.	NOUN
cana-1634	1	15	1	1	NUM
cana-1634	1	16	(	(	PUNCT
cana-1634	1	17	2025	2025	NUM
cana-1634	1	18	)	)	PUNCT
cana-1634	1	19	239	239	NUM
cana-1634	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	1	21	application	application	NOUN
cana-1634	1	22	of	of	ADP
cana-1634	1	23	linear	linear	PROPN
cana-1634	1	24	algebra	algebra	NOUN
cana-1634	1	25	in	in	ADP
cana-1634	1	26	image	image	NOUN
cana-1634	1	27	processing	processing	NOUN
cana-1634	1	28	for	for	ADP
cana-1634	1	29	medical	medical	ADJ
cana-1634	1	30	electronics	electronics	PROPN
cana-1634	1	31	dr	dr	PROPN
cana-1634	1	32	.	.	PROPN
cana-1634	1	33	sagar	sagar	PROPN
cana-1634	1	34	v.	v.	PROPN
cana-1634	1	35	joshi	joshi	PROPN
cana-1634	1	36	,	,	PUNCT
cana-1634	1	37	associate	associate	NOUN
cana-1634	1	38	professor	professor	NOUN
cana-1634	1	39	,	,	PUNCT
cana-1634	1	40	department	department	NOUN
cana-1634	1	41	of	of	ADP
cana-1634	1	42	electronics	electronics	PROPN
cana-1634	1	43	&	&	CCONJ
cana-1634	1	44	telecommunication	telecommunication	NOUN
cana-1634	1	45	,	,	PUNCT
cana-1634	1	46	nutan	nutan	PROPN
cana-1634	1	47	maharashtra	maharashtra	PROPN
cana-1634	1	48	institute	institute	PROPN
cana-1634	1	49	of	of	ADP
cana-1634	1	50	engineering	engineering	NOUN
cana-1634	1	51	and	and	CCONJ
cana-1634	1	52	technology	technology	NOUN
cana-1634	1	53	,	,	PUNCT
cana-1634	1	54	talegaon	talegaon	ADJ
cana-1634	1	55	dabhade	dabhade	NOUN
cana-1634	1	56	,	,	PUNCT
cana-1634	1	57	pune	pune	NOUN
cana-1634	1	58	.	.	PUNCT
cana-1634	2	1	sagarvjoshi@gmail.com	sagarvjoshi@gmail.com	X
cana-1634	2	2	dr.saurabh	dr.saurabh	NUM
cana-1634	2	3	saoji	saoji	NOUN
cana-1634	2	4	,	,	PUNCT
cana-1634	2	5	associate	associate	NOUN
cana-1634	2	6	,	,	PUNCT
cana-1634	2	7	professor	professor	NOUN
cana-1634	2	8	,	,	PUNCT
cana-1634	2	9	deptment	deptment	NOUN
cana-1634	2	10	of	of	ADP
cana-1634	2	11	computer	computer	NOUN
cana-1634	2	12	engineering	engineering	NOUN
cana-1634	2	13	,	,	PUNCT
cana-1634	2	14	nutan	nutan	PROPN
cana-1634	2	15	maharastra	maharastra	PROPN
cana-1634	2	16	institute	institute	PROPN
cana-1634	2	17	of	of	ADP
cana-1634	2	18	engineering	engineering	NOUN
cana-1634	2	19	and	and	CCONJ
cana-1634	2	20	technology	technology	NOUN
cana-1634	2	21	,	,	PUNCT
cana-1634	2	22	pune	pune	NOUN
cana-1634	2	23	,	,	PUNCT
cana-1634	2	24	indiasaurabh.saoji22@gmail.com	indiasaurabh.saoji22@gmail.com	PROPN
cana-1634	2	25	dr	dr	PROPN
cana-1634	2	26	.	.	PROPN
cana-1634	2	27	deepali	deepali	PROPN
cana-1634	3	1	v.	v.	ADP
cana-1634	3	2	patil	patil	PROPN
cana-1634	3	3	dr	dr	PROPN
cana-1634	3	4	.	.	PROPN
cana-1634	4	1	d	d	PROPN
cana-1634	4	2	y	y	PROPN
cana-1634	4	3	patil	patil	PROPN
cana-1634	4	4	school	school	PROPN
cana-1634	4	5	of	of	ADP
cana-1634	4	6	science	science	NOUN
cana-1634	4	7	and	and	CCONJ
cana-1634	4	8	technology	technology	NOUN
cana-1634	4	9	,	,	PUNCT
cana-1634	4	10	dr	dr	PROPN
cana-1634	4	11	d	d	PROPN
cana-1634	4	12	y	y	PROPN
cana-1634	4	13	patil	patil	PROPN
cana-1634	4	14	vidyapeeth	vidyapeeth	PROPN
cana-1634	4	15	,	,	PUNCT
cana-1634	4	16	punedeepalipatil86@gmail.com	punedeepalipatil86@gmail.com	PROPN
cana-1634	4	17	dr	dr	PROPN
cana-1634	4	18	.	.	PROPN
cana-1634	4	19	sonali	sonali	PROPN
cana-1634	5	1	v.	v.	PROPN
cana-1634	5	2	patil	patil	PROPN
cana-1634	5	3	dr	dr	PROPN
cana-1634	5	4	.	.	PROPN
cana-1634	6	1	d	d	PROPN
cana-1634	6	2	y	y	PROPN
cana-1634	6	3	patil	patil	PROPN
cana-1634	6	4	school	school	PROPN
cana-1634	6	5	of	of	ADP
cana-1634	6	6	science	science	NOUN
cana-1634	6	7	and	and	CCONJ
cana-1634	6	8	technology	technology	NOUN
cana-1634	6	9	,	,	PUNCT
cana-1634	6	10	dr	dr	PROPN
cana-1634	6	11	d	d	PROPN
cana-1634	6	12	y	y	PROPN
cana-1634	6	13	patil	patil	PROPN
cana-1634	6	14	vidyapeeth	vidyapeeth	PROPN
cana-1634	6	15	,	,	PUNCT
cana-1634	6	16	punesonalipatil3011@gmail.com	punesonalipatil3011@gmail.com	X
cana-1634	7	1	dharmesh	dharmesh	ADJ
cana-1634	7	2	dhabliya	dhabliya	PROPN
cana-1634	7	3	,	,	PUNCT
cana-1634	7	4	department	department	NOUN
cana-1634	7	5	of	of	ADP
cana-1634	7	6	information	information	NOUN
cana-1634	7	7	technology	technology	NOUN
cana-1634	7	8	,	,	PUNCT
cana-1634	7	9	vishwakarma	vishwakarma	PROPN
cana-1634	7	10	institute	institute	PROPN
cana-1634	7	11	of	of	ADP
cana-1634	7	12	information	information	NOUN
cana-1634	7	13	technology	technology	PROPN
cana-1634	7	14	pune	pune	PROPN
cana-1634	7	15	india	india	PROPN
cana-1634	7	16	.	.	PUNCT
cana-1634	7	17	dharmesh.dhabliya@viit.ac.in	dharmesh.dhabliya@viit.ac.in	PROPN
cana-1634	7	18	yatin	yatin	PROPN
cana-1634	7	19	gandhi	gandhi	PROPN
cana-1634	7	20	,	,	PUNCT
cana-1634	7	21	competent	competent	ADJ
cana-1634	7	22	softwares	software	NOUN
cana-1634	7	23	,	,	PUNCT
cana-1634	7	24	pune	pune	NOUN
cana-1634	7	25	,	,	PUNCT
cana-1634	7	26	maharashtra	maharashtra	PROPN
cana-1634	7	27	,	,	PUNCT
cana-1634	7	28	india	india	PROPN
cana-1634	7	29	.	.	PUNCT
cana-1634	8	1	gyatin33@gmail.com	gyatin33@gmail.com	X
cana-1634	8	2	article	article	NOUN
cana-1634	8	3	history	history	NOUN
cana-1634	8	4	:	:	PUNCT
cana-1634	8	5	received	receive	VERB
cana-1634	8	6	:	:	PUNCT
cana-1634	8	7	12	12	NUM
cana-1634	8	8	-	-	PUNCT
cana-1634	8	9	07	07	NUM
cana-1634	8	10	-	-	PUNCT
cana-1634	8	11	2024	2024	NUM
cana-1634	8	12	revised	revise	VERB
cana-1634	8	13	:	:	PUNCT
cana-1634	8	14	28	28	NUM
cana-1634	8	15	-	-	SYM
cana-1634	8	16	08	08	NUM
cana-1634	8	17	-	-	PUNCT
cana-1634	8	18	2024	2024	NUM
cana-1634	8	19	accepted	accept	VERB
cana-1634	8	20	:	:	PUNCT
cana-1634	8	21	09	09	NUM
cana-1634	8	22	-	-	PUNCT
cana-1634	8	23	09	09	NUM
cana-1634	8	24	-	-	PUNCT
cana-1634	8	25	2024	2024	NUM
cana-1634	8	26	abstract	abstract	NOUN
cana-1634	8	27	:	:	PUNCT
cana-1634	8	28	a	a	DET
cana-1634	8	29	very	very	ADV
cana-1634	8	30	important	important	ADJ
cana-1634	8	31	part	part	NOUN
cana-1634	8	32	of	of	ADP
cana-1634	8	33	medical	medical	ADJ
cana-1634	8	34	electronics	electronic	NOUN
cana-1634	8	35	is	be	AUX
cana-1634	8	36	the	the	DET
cana-1634	8	37	use	use	NOUN
cana-1634	8	38	of	of	ADP
cana-1634	8	39	linear	linear	ADJ
cana-1634	8	40	algebra	algebra	NOUN
cana-1634	8	41	in	in	ADP
cana-1634	8	42	picture	picture	NOUN
cana-1634	8	43	processing	processing	NOUN
cana-1634	8	44	to	to	PART
cana-1634	8	45	improve	improve	VERB
cana-1634	8	46	the	the	DET
cana-1634	8	47	accuracy	accuracy	NOUN
cana-1634	8	48	of	of	ADP
cana-1634	8	49	diagnosis	diagnosis	NOUN
cana-1634	8	50	,	,	PUNCT
cana-1634	8	51	treatment	treatment	NOUN
cana-1634	8	52	plans	plan	NOUN
cana-1634	8	53	,	,	PUNCT
cana-1634	8	54	and	and	CCONJ
cana-1634	8	55	medical	medical	ADJ
cana-1634	8	56	study	study	NOUN
cana-1634	8	57	.	.	PUNCT
cana-1634	9	1	this	this	DET
cana-1634	9	2	abstract	abstract	ADJ
cana-1634	9	3	talks	talk	NOUN
cana-1634	9	4	about	about	ADP
cana-1634	9	5	the	the	DET
cana-1634	9	6	basic	basic	ADJ
cana-1634	9	7	ideas	idea	NOUN
cana-1634	9	8	and	and	CCONJ
cana-1634	9	9	real	real	ADJ
cana-1634	9	10	-	-	PUNCT
cana-1634	9	11	world	world	NOUN
cana-1634	9	12	uses	use	NOUN
cana-1634	9	13	of	of	ADP
cana-1634	9	14	linear	linear	PROPN
cana-1634	9	15	algebra	algebra	NOUN
cana-1634	9	16	in	in	ADP
cana-1634	9	17	this	this	DET
cana-1634	9	18	area	area	NOUN
cana-1634	9	19	,	,	PUNCT
cana-1634	9	20	showing	show	VERB
cana-1634	9	21	how	how	SCONJ
cana-1634	9	22	important	important	ADJ
cana-1634	9	23	it	it	PRON
cana-1634	9	24	is	be	AUX
cana-1634	9	25	for	for	ADP
cana-1634	9	26	improving	improve	VERB
cana-1634	9	27	healthcare	healthcare	NOUN
cana-1634	9	28	tools	tool	NOUN
cana-1634	9	29	.	.	PUNCT
cana-1634	10	1	linear	linear	PROPN
cana-1634	10	2	algebra	algebra	PROPN
cana-1634	10	3	gives	give	VERB
cana-1634	10	4	us	we	PRON
cana-1634	10	5	a	a	DET
cana-1634	10	6	strong	strong	ADJ
cana-1634	10	7	way	way	NOUN
cana-1634	10	8	to	to	PART
cana-1634	10	9	change	change	VERB
cana-1634	10	10	and	and	CCONJ
cana-1634	10	11	understand	understand	VERB
cana-1634	10	12	pictures	picture	NOUN
cana-1634	10	13	,	,	PUNCT
cana-1634	10	14	which	which	PRON
cana-1634	10	15	is	be	AUX
cana-1634	10	16	very	very	ADV
cana-1634	10	17	important	important	ADJ
cana-1634	10	18	in	in	ADP
cana-1634	10	19	many	many	ADJ
cana-1634	10	20	types	type	NOUN
cana-1634	10	21	of	of	ADP
cana-1634	10	22	medical	medical	ADJ
cana-1634	10	23	imaging	imaging	NOUN
cana-1634	10	24	,	,	PUNCT
cana-1634	10	25	like	like	ADP
cana-1634	10	26	mri	mri	NOUN
cana-1634	10	27	,	,	PUNCT
cana-1634	10	28	ct	ct	PROPN
cana-1634	10	29	scans	scan	NOUN
cana-1634	10	30	,	,	PUNCT
cana-1634	10	31	ultrasound	ultrasound	NOUN
cana-1634	10	32	,	,	PUNCT
cana-1634	10	33	and	and	CCONJ
cana-1634	10	34	digital	digital	ADJ
cana-1634	10	35	pathology	pathology	NOUN
cana-1634	10	36	.	.	PUNCT
cana-1634	11	1	images	image	NOUN
cana-1634	11	2	and	and	CCONJ
cana-1634	11	3	how	how	SCONJ
cana-1634	11	4	they	they	PRON
cana-1634	11	5	are	be	AUX
cana-1634	11	6	represented	represent	VERB
cana-1634	11	7	and	and	CCONJ
cana-1634	11	8	changed	change	VERB
cana-1634	11	9	are	be	AUX
cana-1634	11	10	two	two	NUM
cana-1634	11	11	of	of	ADP
cana-1634	11	12	the	the	DET
cana-1634	11	13	most	most	ADV
cana-1634	11	14	basic	basic	ADJ
cana-1634	11	15	uses	use	NOUN
cana-1634	11	16	of	of	ADP
cana-1634	11	17	linear	linear	PROPN
cana-1634	11	18	algebra	algebra	PROPN
cana-1634	11	19	.	.	PUNCT
cana-1634	12	1	a	a	DET
cana-1634	12	2	lot	lot	NOUN
cana-1634	12	3	of	of	ADP
cana-1634	12	4	the	the	DET
cana-1634	12	5	time	time	NOUN
cana-1634	12	6	,	,	PUNCT
cana-1634	12	7	images	image	NOUN
cana-1634	12	8	are	be	AUX
cana-1634	12	9	shown	show	VERB
cana-1634	12	10	as	as	ADP
cana-1634	12	11	matrices	matrix	NOUN
cana-1634	12	12	or	or	CCONJ
cana-1634	12	13	tensors	tensor	NOUN
cana-1634	12	14	,	,	PUNCT
cana-1634	12	15	where	where	SCONJ
cana-1634	12	16	each	each	DET
cana-1634	12	17	part	part	NOUN
cana-1634	12	18	is	be	AUX
cana-1634	12	19	a	a	DET
cana-1634	12	20	pixel	pixel	NOUN
cana-1634	12	21	strength	strength	NOUN
cana-1634	12	22	or	or	CCONJ
cana-1634	12	23	color	color	NOUN
cana-1634	12	24	value	value	NOUN
cana-1634	12	25	.	.	PUNCT
cana-1634	13	1	linear	linear	ADJ
cana-1634	13	2	changes	change	NOUN
cana-1634	13	3	,	,	PUNCT
cana-1634	13	4	like	like	ADP
cana-1634	13	5	translations	translation	NOUN
cana-1634	13	6	,	,	PUNCT
cana-1634	13	7	rotations	rotation	NOUN
cana-1634	13	8	,	,	PUNCT
cana-1634	13	9	and	and	CCONJ
cana-1634	13	10	scaling	scaling	NOUN
cana-1634	13	11	,	,	PUNCT
cana-1634	13	12	are	be	AUX
cana-1634	13	13	needed	need	VERB
cana-1634	13	14	to	to	PART
cana-1634	13	15	line	line	VERB
cana-1634	13	16	up	up	ADP
cana-1634	13	17	pictures	picture	NOUN
cana-1634	13	18	,	,	PUNCT
cana-1634	13	19	fix	fix	VERB
cana-1634	13	20	errors	error	NOUN
cana-1634	13	21	,	,	PUNCT
cana-1634	13	22	and	and	CCONJ
cana-1634	13	23	make	make	VERB
cana-1634	13	24	sure	sure	ADJ
cana-1634	13	25	that	that	SCONJ
cana-1634	13	26	image	image	NOUN
cana-1634	13	27	data	data	NOUN
cana-1634	13	28	is	be	AUX
cana-1634	13	29	the	the	DET
cana-1634	13	30	same	same	ADJ
cana-1634	13	31	across	across	ADP
cana-1634	13	32	all	all	DET
cana-1634	13	33	modes	mode	NOUN
cana-1634	13	34	.	.	PUNCT
cana-1634	14	1	in	in	ADP
cana-1634	14	2	medical	medical	ADJ
cana-1634	14	3	image	image	NOUN
cana-1634	14	4	analysis	analysis	NOUN
cana-1634	14	5	,	,	PUNCT
cana-1634	14	6	linear	linear	ADJ
cana-1634	14	7	algebra	algebra	NOUN
cana-1634	14	8	methods	method	NOUN
cana-1634	14	9	like	like	ADP
cana-1634	14	10	eigenanalysis	eigenanalysis	NOUN
cana-1634	14	11	and	and	CCONJ
cana-1634	14	12	matrix	matrix	NOUN
cana-1634	14	13	decomposition	decomposition	NOUN
cana-1634	14	14	(	(	PUNCT
cana-1634	14	15	for	for	ADP
cana-1634	14	16	example	example	NOUN
cana-1634	14	17	,	,	PUNCT
cana-1634	14	18	singular	singular	ADJ
cana-1634	14	19	value	value	NOUN
cana-1634	14	20	decomposition	decomposition	NOUN
cana-1634	14	21	)	)	PUNCT
cana-1634	14	22	are	be	AUX
cana-1634	14	23	also	also	ADV
cana-1634	14	24	used	use	VERB
cana-1634	14	25	to	to	PART
cana-1634	14	26	get	get	VERB
cana-1634	14	27	information	information	NOUN
cana-1634	14	28	from	from	ADP
cana-1634	14	29	images	image	NOUN
cana-1634	14	30	and	and	CCONJ
cana-1634	14	31	make	make	VERB
cana-1634	14	32	them	they	PRON
cana-1634	14	33	simpler	simple	ADJ
cana-1634	14	34	.	.	PUNCT
cana-1634	15	1	these	these	DET
cana-1634	15	2	techniques	technique	NOUN
cana-1634	15	3	help	help	VERB
cana-1634	15	4	doctors	doctor	NOUN
cana-1634	15	5	and	and	CCONJ
cana-1634	15	6	researchers	researcher	NOUN
cana-1634	15	7	find	find	VERB
cana-1634	15	8	important	important	ADJ
cana-1634	15	9	patterns	pattern	NOUN
cana-1634	15	10	,	,	PUNCT
cana-1634	15	11	oddities	oddity	NOUN
cana-1634	15	12	,	,	PUNCT
cana-1634	15	13	and	and	CCONJ
cana-1634	15	14	structures	structure	NOUN
cana-1634	15	15	in	in	ADP
cana-1634	15	16	pictures	picture	NOUN
cana-1634	15	17	,	,	PUNCT
cana-1634	15	18	which	which	PRON
cana-1634	15	19	makes	make	VERB
cana-1634	15	20	automatic	automatic	ADJ
cana-1634	15	21	analysis	analysis	NOUN
cana-1634	15	22	and	and	CCONJ
cana-1634	15	23	disease	disease	NOUN
cana-1634	15	24	classification	classification	NOUN
cana-1634	15	25	easier	easy	ADJ
cana-1634	15	26	.	.	PUNCT
cana-1634	16	1	medical	medical	ADJ
cana-1634	16	2	image	image	NOUN
cana-1634	16	3	registration	registration	NOUN
cana-1634	16	4	is	be	AUX
cana-1634	16	5	a	a	DET
cana-1634	16	6	very	very	ADV
cana-1634	16	7	important	important	ADJ
cana-1634	16	8	step	step	NOUN
cana-1634	16	9	for	for	ADP
cana-1634	16	10	lining	line	VERB
cana-1634	16	11	up	up	ADP
cana-1634	16	12	pictures	picture	NOUN
cana-1634	16	13	from	from	ADP
cana-1634	16	14	different	different	ADJ
cana-1634	16	15	sources	source	NOUN
cana-1634	16	16	or	or	CCONJ
cana-1634	16	17	places	place	NOUN
cana-1634	16	18	in	in	ADP
cana-1634	16	19	time	time	NOUN
cana-1634	16	20	.	.	PUNCT
cana-1634	17	1	linear	linear	PROPN
cana-1634	17	2	algebra	algebra	PROPN
cana-1634	17	3	makes	make	VERB
cana-1634	17	4	it	it	PRON
cana-1634	17	5	easier	easy	ADJ
cana-1634	17	6	to	to	PART
cana-1634	17	7	figure	figure	VERB
cana-1634	17	8	out	out	ADP
cana-1634	17	9	transformation	transformation	NOUN
cana-1634	17	10	matrices	matrix	NOUN
cana-1634	17	11	that	that	PRON
cana-1634	17	12	get	get	VERB
cana-1634	17	13	the	the	DET
cana-1634	17	14	best	good	ADJ
cana-1634	17	15	spatial	spatial	ADJ
cana-1634	17	16	alignment	alignment	NOUN
cana-1634	17	17	.	.	PUNCT
cana-1634	18	1	this	this	PRON
cana-1634	18	2	is	be	AUX
cana-1634	18	3	very	very	ADV
cana-1634	18	4	important	important	ADJ
cana-1634	18	5	for	for	ADP
cana-1634	18	6	continuous	continuous	ADJ
cana-1634	18	7	studies	study	NOUN
cana-1634	18	8	and	and	CCONJ
cana-1634	18	9	tracking	tracking	NOUN
cana-1634	18	10	of	of	ADP
cana-1634	18	11	treatment	treatment	NOUN
cana-1634	18	12	,	,	PUNCT
cana-1634	18	13	where	where	SCONJ
cana-1634	18	14	exact	exact	ADJ
cana-1634	18	15	comparison	comparison	NOUN
cana-1634	18	16	and	and	CCONJ
cana-1634	18	17	analysis	analysis	NOUN
cana-1634	18	18	depend	depend	VERB
cana-1634	18	19	on	on	ADP
cana-1634	18	20	perfectly	perfectly	ADV
cana-1634	18	21	aligned	align	VERB
cana-1634	18	22	images	image	NOUN
cana-1634	18	23	.	.	PUNCT
cana-1634	19	1	linear	linear	PROPN
cana-1634	19	2	algebra	algebra	PROPN
cana-1634	19	3	is	be	AUX
cana-1634	19	4	also	also	ADV
cana-1634	19	5	very	very	ADV
cana-1634	19	6	important	important	ADJ
cana-1634	19	7	in	in	ADP
cana-1634	19	8	methods	method	NOUN
cana-1634	19	9	for	for	ADP
cana-1634	19	10	improving	improve	VERB
cana-1634	19	11	and	and	CCONJ
cana-1634	19	12	fixing	fix	VERB
cana-1634	19	13	images	image	NOUN
cana-1634	19	14	.	.	PUNCT
cana-1634	20	1	for	for	ADP
cana-1634	20	2	example	example	NOUN
cana-1634	20	3	,	,	PUNCT
cana-1634	20	4	filtering	filtering	NOUN
cana-1634	20	5	processes	process	NOUN
cana-1634	20	6	based	base	VERB
cana-1634	20	7	on	on	ADP
cana-1634	20	8	convolution	convolution	NOUN
cana-1634	20	9	matrices	matrix	NOUN
cana-1634	20	10	are	be	AUX
cana-1634	20	11	used	use	VERB
cana-1634	20	12	to	to	PART
cana-1634	20	13	get	get	AUX
cana-1634	20	14	rid	rid	VERB
cana-1634	20	15	of	of	ADP
cana-1634	20	16	noise	noise	NOUN
cana-1634	20	17	,	,	PUNCT
cana-1634	20	18	boost	boost	VERB
cana-1634	20	19	contrast	contrast	NOUN
cana-1634	20	20	,	,	PUNCT
cana-1634	20	21	and	and	CCONJ
cana-1634	20	22	bring	bring	VERB
cana-1634	20	23	out	out	ADP
cana-1634	20	24	features	feature	NOUN
cana-1634	20	25	in	in	ADP
cana-1634	20	26	medical	medical	ADJ
cana-1634	20	27	pictures	picture	NOUN
cana-1634	20	28	,	,	PUNCT
cana-1634	20	29	which	which	PRON
cana-1634	20	30	makes	make	VERB
cana-1634	20	31	them	they	PRON
cana-1634	20	32	easier	easy	ADJ
cana-1634	20	33	for	for	SCONJ
cana-1634	20	34	doctors	doctor	NOUN
cana-1634	20	35	to	to	PART
cana-1634	20	36	see	see	VERB
cana-1634	20	37	and	and	CCONJ
cana-1634	20	38	understand	understand	VERB
cana-1634	20	39	.	.	PUNCT
cana-1634	21	1	in	in	ADP
cana-1634	21	2	computer	computer	NOUN
cana-1634	21	3	imaging	imaging	NOUN
cana-1634	21	4	and	and	CCONJ
cana-1634	21	5	tomography	tomography	NOUN
cana-1634	21	6	,	,	PUNCT
cana-1634	21	7	linear	linear	ADJ
cana-1634	21	8	algebra	algebra	PROPN
cana-1634	21	9	makes	make	VERB
cana-1634	21	10	it	it	PRON
cana-1634	21	11	possible	possible	ADJ
cana-1634	21	12	to	to	PART
cana-1634	21	13	rebuild	rebuild	VERB
cana-1634	21	14	three	three	NUM
cana-1634	21	15	-	-	PUNCT
cana-1634	21	16	dimensional	dimensional	ADJ
cana-1634	21	17	structures	structure	NOUN
cana-1634	21	18	from	from	ADP
cana-1634	21	19	two	two	NUM
cana-1634	21	20	-	-	PUNCT
cana-1634	21	21	dimensional	dimensional	ADJ
cana-1634	21	22	picture	picture	NOUN
cana-1634	21	23	slices	slice	NOUN
cana-1634	21	24	.	.	PUNCT
cana-1634	22	1	this	this	PRON
cana-1634	22	2	makes	make	VERB
cana-1634	22	3	it	it	PRON
cana-1634	22	4	possible	possible	ADJ
cana-1634	22	5	to	to	PART
cana-1634	22	6	see	see	VERB
cana-1634	22	7	internal	internal	ADJ
cana-1634	22	8	details	detail	NOUN
cana-1634	22	9	and	and	CCONJ
cana-1634	22	10	diseases	disease	NOUN
cana-1634	22	11	more	more	ADV
cana-1634	22	12	clearly	clearly	ADV
cana-1634	22	13	.	.	PUNCT
cana-1634	23	1	overall	overall	ADV
cana-1634	23	2	,	,	PUNCT
cana-1634	23	3	combining	combine	VERB
cana-1634	23	4	linear	linear	ADJ
cana-1634	23	5	algebra	algebra	NOUN
cana-1634	23	6	with	with	ADP
cana-1634	23	7	image	image	NOUN
cana-1634	23	8	processing	processing	NOUN
cana-1634	23	9	in	in	ADP
cana-1634	23	10	medical	medical	ADJ
cana-1634	23	11	electronics	electronic	NOUN
cana-1634	23	12	not	not	PART
cana-1634	23	13	only	only	ADV
cana-1634	23	14	makes	make	VERB
cana-1634	23	15	medical	medical	ADJ
cana-1634	23	16	pictures	picture	NOUN
cana-1634	23	17	better	well	ADV
cana-1634	23	18	and	and	CCONJ
cana-1634	23	19	easier	easy	ADJ
cana-1634	23	20	to	to	PART
cana-1634	23	21	understand	understand	VERB
cana-1634	23	22	,	,	PUNCT
cana-1634	23	23	but	but	CCONJ
cana-1634	23	24	it	it	PRON
cana-1634	23	25	also	also	ADV
cana-1634	23	26	leads	lead	VERB
cana-1634	23	27	to	to	ADP
cana-1634	23	28	new	new	ADJ
cana-1634	23	29	diagnosis	diagnosis	NOUN
cana-1634	23	30	tools	tool	NOUN
cana-1634	23	31	and	and	CCONJ
cana-1634	23	32	treatment	treatment	NOUN
cana-1634	23	33	plans	plan	NOUN
cana-1634	23	34	.	.	PUNCT
cana-1634	24	1	employing	employ	VERB
cana-1634	24	2	mathematical	mathematical	ADJ
cana-1634	24	3	methods	method	NOUN
cana-1634	24	4	to	to	PART
cana-1634	24	5	pull	pull	VERB
cana-1634	24	6	useful	useful	ADJ
cana-1634	24	7	data	datum	NOUN
cana-1634	24	8	from	from	ADP
cana-1634	24	9	large	large	ADJ
cana-1634	24	10	sets	set	NOUN
cana-1634	24	11	of	of	ADP
cana-1634	24	12	images	image	NOUN
cana-1634	24	13	helps	help	VERB
cana-1634	24	14	healthcare	healthcare	NOUN
cana-1634	24	15	professionals	professional	NOUN
cana-1634	24	16	make	make	VERB
cana-1634	24	17	better	well	ADJ
cana-1634	24	18	choices	choice	NOUN
cana-1634	24	19	,	,	PUNCT
cana-1634	24	20	which	which	PRON
cana-1634	24	21	ultimately	ultimately	ADV
cana-1634	24	22	leads	lead	VERB
cana-1634	24	23	to	to	ADP
cana-1634	24	24	communications	communication	NOUN
cana-1634	24	25	on	on	ADP
cana-1634	24	26	applied	apply	VERB
cana-1634	24	27	nonlinear	nonlinear	ADJ
cana-1634	24	28	analysis	analysis	NOUN
cana-1634	24	29	issn	issn	NOUN
cana-1634	24	30	:	:	PUNCT
cana-1634	24	31	1074	1074	NUM
cana-1634	24	32	-	-	PUNCT
cana-1634	24	33	133x	133x	NUM
cana-1634	24	34	vol	vol	NOUN
cana-1634	24	35	32	32	NUM
cana-1634	24	36	no	no	NOUN
cana-1634	24	37	.	.	NOUN
cana-1634	24	38	1	1	NUM
cana-1634	24	39	(	(	PUNCT
cana-1634	24	40	2025	2025	NUM
cana-1634	24	41	)	)	PUNCT
cana-1634	24	42	240	240	NUM
cana-1634	24	43	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	24	44	better	well	ADJ
cana-1634	24	45	patient	patient	ADJ
cana-1634	24	46	results	result	NOUN
cana-1634	24	47	and	and	CCONJ
cana-1634	24	48	progress	progress	NOUN
cana-1634	24	49	in	in	ADP
cana-1634	24	50	medical	medical	ADJ
cana-1634	24	51	study	study	NOUN
cana-1634	24	52	.	.	PUNCT
cana-1634	25	1	keywords	keyword	NOUN
cana-1634	25	2	:	:	PUNCT
cana-1634	25	3	medical	medical	ADJ
cana-1634	25	4	imaging	imaging	NOUN
cana-1634	25	5	,	,	PUNCT
cana-1634	25	6	linear	linear	ADJ
cana-1634	25	7	transformations	transformation	NOUN
cana-1634	25	8	,	,	PUNCT
cana-1634	25	9	image	image	NOUN
cana-1634	25	10	registration	registration	NOUN
cana-1634	25	11	image	image	NOUN
cana-1634	25	12	enhancement	enhancement	NOUN
cana-1634	25	13	,	,	PUNCT
cana-1634	25	14	computational	computational	ADJ
cana-1634	25	15	tomography	tomography	NOUN
cana-1634	25	16	i.	i.	PROPN
cana-1634	25	17	introduction	introduction	PROPN
cana-1634	25	18	direct	direct	ADJ
cana-1634	25	19	algebra	algebra	NOUN
cana-1634	25	20	's	's	PART
cana-1634	25	21	utilize	utilize	NOUN
cana-1634	25	22	in	in	ADP
cana-1634	25	23	picture	picture	NOUN
cana-1634	25	24	handling	handling	NOUN
cana-1634	25	25	has	have	AUX
cana-1634	25	26	changed	change	VERB
cana-1634	25	27	the	the	DET
cana-1634	25	28	way	way	NOUN
cana-1634	25	29	demonstrative	demonstrative	ADJ
cana-1634	25	30	imaging	imaging	NOUN
cana-1634	25	31	and	and	CCONJ
cana-1634	25	32	healthcare	healthcare	PROPN
cana-1634	25	33	innovation	innovation	NOUN
cana-1634	25	34	are	be	AUX
cana-1634	25	35	tired	tired	ADJ
cana-1634	25	36	the	the	DET
cana-1634	25	37	area	area	NOUN
cana-1634	25	38	of	of	ADP
cana-1634	25	39	restorative	restorative	ADJ
cana-1634	25	40	hardware	hardware	NOUN
cana-1634	25	41	.	.	PUNCT
cana-1634	26	1	to	to	PART
cana-1634	26	2	form	form	VERB
cana-1634	26	3	a	a	DET
cana-1634	26	4	correct	correct	ADJ
cana-1634	26	5	diagnosis	diagnosis	NOUN
cana-1634	26	6	,	,	PUNCT
cana-1634	26	7	arrange	arrange	VERB
cana-1634	26	8	a	a	DET
cana-1634	26	9	treatment	treatment	NOUN
cana-1634	26	10	,	,	PUNCT
cana-1634	26	11	or	or	CCONJ
cana-1634	26	12	do	do	VERB
cana-1634	26	13	restorative	restorative	ADJ
cana-1634	26	14	ponder	ponder	NOUN
cana-1634	26	15	,	,	PUNCT
cana-1634	26	16	you	you	PRON
cana-1634	26	17	would	would	AUX
cana-1634	26	18	like	like	VERB
cana-1634	26	19	to	to	PART
cana-1634	26	20	be	be	AUX
cana-1634	26	21	able	able	ADJ
cana-1634	26	22	to	to	PART
cana-1634	26	23	require	require	VERB
cana-1634	26	24	,	,	PUNCT
cana-1634	26	25	look	look	VERB
cana-1634	26	26	at	at	ADP
cana-1634	26	27	,	,	PUNCT
cana-1634	26	28	and	and	CCONJ
cana-1634	26	29	get	get	VERB
cana-1634	26	30	it	it	PRON
cana-1634	26	31	restorative	restorative	ADJ
cana-1634	26	32	pictures	picture	NOUN
cana-1634	26	33	.	.	PUNCT
cana-1634	27	1	direct	direct	ADJ
cana-1634	27	2	polynomial	polynomial	ADJ
cana-1634	27	3	math	math	NOUN
cana-1634	27	4	is	be	AUX
cana-1634	27	5	one	one	NUM
cana-1634	27	6	of	of	ADP
cana-1634	27	7	the	the	DET
cana-1634	27	8	foremost	foremost	ADJ
cana-1634	27	9	imperative	imperative	ADJ
cana-1634	27	10	apparatuses	apparatus	NOUN
cana-1634	27	11	in	in	ADP
cana-1634	27	12	this	this	DET
cana-1634	27	13	field	field	NOUN
cana-1634	27	14	;	;	PUNCT
cana-1634	27	15	it	it	PRON
cana-1634	27	16	gives	give	VERB
cana-1634	27	17	us	we	PRON
cana-1634	27	18	progressed	progress	VERB
cana-1634	27	19	scientific	scientific	ADJ
cana-1634	27	20	ways	way	NOUN
cana-1634	27	21	to	to	PART
cana-1634	27	22	work	work	VERB
cana-1634	27	23	with	with	ADP
cana-1634	27	24	and	and	CCONJ
cana-1634	27	25	get	get	VERB
cana-1634	27	26	valuable	valuable	ADJ
cana-1634	27	27	information	information	NOUN
cana-1634	27	28	from	from	ADP
cana-1634	27	29	complicated	complicated	ADJ
cana-1634	27	30	picture	picture	NOUN
cana-1634	27	31	information	information	NOUN
cana-1634	27	32	.	.	PUNCT
cana-1634	28	1	a	a	DET
cana-1634	28	2	part	part	NOUN
cana-1634	28	3	of	of	ADP
cana-1634	28	4	information	information	NOUN
cana-1634	28	5	is	be	AUX
cana-1634	28	6	made	make	VERB
cana-1634	28	7	by	by	ADP
cana-1634	28	8	therapeutic	therapeutic	ADJ
cana-1634	28	9	imaging	imaging	NOUN
cana-1634	28	10	strategies	strategy	NOUN
cana-1634	28	11	like	like	ADP
cana-1634	28	12	mri	mri	NOUN
cana-1634	28	13	,	,	PUNCT
cana-1634	28	14	ct	ct	PROPN
cana-1634	28	15	filters	filter	NOUN
cana-1634	28	16	,	,	PUNCT
cana-1634	28	17	ultrasound	ultrasound	INTJ
cana-1634	28	18	,	,	PUNCT
cana-1634	28	19	and	and	CCONJ
cana-1634	28	20	advanced	advanced	ADJ
cana-1634	28	21	pathology	pathology	NOUN
cana-1634	28	22	.	.	PUNCT
cana-1634	29	1	this	this	DET
cana-1634	29	2	data	data	NOUN
cana-1634	29	3	is	be	AUX
cana-1634	29	4	appeared	appear	VERB
cana-1634	29	5	as	as	ADP
cana-1634	29	6	two	two	NUM
cana-1634	29	7	-	-	PUNCT
cana-1634	29	8	dimensional	dimensional	ADJ
cana-1634	29	9	and	and	CCONJ
cana-1634	29	10	three	three	NUM
cana-1634	29	11	-	-	PUNCT
cana-1634	29	12	dimensional	dimensional	ADJ
cana-1634	29	13	pictures	picture	NOUN
cana-1634	29	14	[	[	X
cana-1634	29	15	1	1	NUM
cana-1634	29	16	]	]	PUNCT
cana-1634	29	17	.	.	PUNCT
cana-1634	30	1	these	these	DET
cana-1634	30	2	pictures	picture	NOUN
cana-1634	30	3	are	be	AUX
cana-1634	30	4	primarily	primarily	ADV
cana-1634	30	5	made	make	VERB
cana-1634	30	6	up	up	ADP
cana-1634	30	7	of	of	ADP
cana-1634	30	8	networks	network	NOUN
cana-1634	30	9	or	or	CCONJ
cana-1634	30	10	tensors	tensor	NOUN
cana-1634	30	11	,	,	PUNCT
cana-1634	30	12	and	and	CCONJ
cana-1634	30	13	each	each	DET
cana-1634	30	14	part	part	NOUN
cana-1634	30	15	may	may	AUX
cana-1634	30	16	be	be	AUX
cana-1634	30	17	a	a	DET
cana-1634	30	18	pixel	pixel	NOUN
cana-1634	30	19	's	's	PART
cana-1634	30	20	brightness	brightness	NOUN
cana-1634	30	21	or	or	CCONJ
cana-1634	30	22	color	color	NOUN
cana-1634	30	23	esteem	esteem	NOUN
cana-1634	30	24	.	.	PUNCT
cana-1634	31	1	straight	straight	ADJ
cana-1634	31	2	variable	variable	NOUN
cana-1634	31	3	based	base	VERB
cana-1634	31	4	math	math	NOUN
cana-1634	31	5	strategies	strategy	NOUN
cana-1634	31	6	are	be	AUX
cana-1634	31	7	exceptionally	exceptionally	ADV
cana-1634	31	8	vital	vital	ADJ
cana-1634	31	9	for	for	ADP
cana-1634	31	10	handling	handle	VERB
cana-1634	31	11	these	these	DET
cana-1634	31	12	pictures	picture	NOUN
cana-1634	31	13	since	since	SCONJ
cana-1634	31	14	they	they	PRON
cana-1634	31	15	let	let	VERB
cana-1634	31	16	you	you	PRON
cana-1634	31	17	are	be	AUX
cana-1634	31	18	doing	do	VERB
cana-1634	31	19	things	thing	NOUN
cana-1634	31	20	like	like	ADP
cana-1634	31	21	make	make	VERB
cana-1634	31	22	strides	stride	NOUN
cana-1634	31	23	the	the	DET
cana-1634	31	24	pictures	picture	NOUN
cana-1634	31	25	,	,	PUNCT
cana-1634	31	26	drag	drag	VERB
cana-1634	31	27	out	out	ADP
cana-1634	31	28	highlights	highlight	NOUN
cana-1634	31	29	,	,	PUNCT
cana-1634	31	30	and	and	CCONJ
cana-1634	31	31	alter	alter	VERB
cana-1634	31	32	the	the	DET
cana-1634	31	33	shapes	shape	NOUN
cana-1634	31	34	of	of	ADP
cana-1634	31	35	things	thing	NOUN
cana-1634	31	36	.	.	PUNCT
cana-1634	32	1	picture	picture	NOUN
cana-1634	32	2	alter	alter	NOUN
cana-1634	32	3	and	and	CCONJ
cana-1634	32	4	enlistment	enlistment	NOUN
cana-1634	32	5	is	be	AUX
cana-1634	32	6	one	one	NUM
cana-1634	32	7	of	of	ADP
cana-1634	32	8	the	the	DET
cana-1634	32	9	most	most	ADJ
cana-1634	32	10	ways	way	NOUN
cana-1634	32	11	that	that	PRON
cana-1634	32	12	straight	straight	ADJ
cana-1634	32	13	variable	variable	NOUN
cana-1634	32	14	based	base	VERB
cana-1634	32	15	math	math	NOUN
cana-1634	32	16	is	be	AUX
cana-1634	32	17	utilized	utilize	VERB
cana-1634	32	18	in	in	ADP
cana-1634	32	19	restorative	restorative	ADJ
cana-1634	32	20	picture	picture	NOUN
cana-1634	32	21	preparing	prepare	VERB
cana-1634	32	22	.	.	PUNCT
cana-1634	33	1	therapeutic	therapeutic	ADJ
cana-1634	33	2	pictures	picture	NOUN
cana-1634	33	3	can	can	AUX
cana-1634	33	4	be	be	AUX
cana-1634	33	5	made	make	VERB
cana-1634	33	6	to	to	PART
cana-1634	33	7	see	see	VERB
cana-1634	33	8	the	the	DET
cana-1634	33	9	same	same	ADJ
cana-1634	33	10	over	over	ADP
cana-1634	33	11	all	all	DET
cana-1634	33	12	modalities	modality	NOUN
cana-1634	33	13	by	by	ADP
cana-1634	33	14	utilizing	utilize	VERB
cana-1634	33	15	lattices	lattice	NOUN
cana-1634	33	16	for	for	ADP
cana-1634	33	17	operations	operation	NOUN
cana-1634	33	18	like	like	ADP
cana-1634	33	19	scaling	scaling	NOUN
cana-1634	33	20	,	,	PUNCT
cana-1634	33	21	turn	turn	NOUN
cana-1634	33	22	,	,	PUNCT
cana-1634	33	23	interpretation	interpretation	NOUN
cana-1634	33	24	,	,	PUNCT
cana-1634	33	25	and	and	CCONJ
cana-1634	33	26	relative	relative	ADJ
cana-1634	33	27	changes	change	NOUN
cana-1634	33	28	.	.	PUNCT
cana-1634	34	1	this	this	DET
cana-1634	34	2	arrangement	arrangement	NOUN
cana-1634	34	3	is	be	AUX
cana-1634	34	4	exceptionally	exceptionally	ADV
cana-1634	34	5	imperative	imperative	ADJ
cana-1634	34	6	for	for	ADP
cana-1634	34	7	comparing	compare	VERB
cana-1634	34	8	pictures	picture	NOUN
cana-1634	34	9	over	over	ADP
cana-1634	34	10	time	time	NOUN
cana-1634	34	11	,	,	PUNCT
cana-1634	34	12	combining	combine	VERB
cana-1634	34	13	information	information	NOUN
cana-1634	34	14	from	from	ADP
cana-1634	34	15	distinctive	distinctive	ADJ
cana-1634	34	16	sources	source	NOUN
cana-1634	34	17	,	,	PUNCT
cana-1634	34	18	and	and	CCONJ
cana-1634	34	19	making	make	VERB
cana-1634	34	20	beyond	beyond	ADP
cana-1634	34	21	any	any	DET
cana-1634	34	22	doubt	doubt	NOUN
cana-1634	34	23	that	that	SCONJ
cana-1634	34	24	the	the	DET
cana-1634	34	25	spatial	spatial	ADJ
cana-1634	34	26	association	association	NOUN
cana-1634	34	27	is	be	AUX
cana-1634	34	28	adjust	adjust	VERB
cana-1634	34	29	for	for	ADP
cana-1634	34	30	restorative	restorative	ADJ
cana-1634	34	31	reasons	reason	NOUN
cana-1634	34	32	.	.	PUNCT
cana-1634	35	1	linear	linear	ADJ
cana-1634	35	2	algebra	algebra	PROPN
cana-1634	35	3	is	be	AUX
cana-1634	35	4	additionally	additionally	ADV
cana-1634	35	5	exceptionally	exceptionally	ADV
cana-1634	35	6	critical	critical	ADJ
cana-1634	35	7	in	in	ADP
cana-1634	35	8	strategies	strategy	NOUN
cana-1634	35	9	for	for	ADP
cana-1634	35	10	improving	improve	VERB
cana-1634	35	11	images	image	NOUN
cana-1634	35	12	[	[	X
cana-1634	35	13	2	2	NUM
cana-1634	35	14	]	]	PUNCT
cana-1634	35	15	.	.	PUNCT
cana-1634	36	1	to	to	PART
cana-1634	36	2	make	make	VERB
cana-1634	36	3	images	image	NOUN
cana-1634	36	4	better	well	ADJ
cana-1634	36	5	,	,	PUNCT
cana-1634	36	6	methods	method	NOUN
cana-1634	36	7	based	base	VERB
cana-1634	36	8	on	on	ADP
cana-1634	36	9	convolution	convolution	NOUN
cana-1634	36	10	matrices	matrix	NOUN
cana-1634	36	11	are	be	AUX
cana-1634	36	12	used	use	VERB
cana-1634	36	13	to	to	PART
cana-1634	36	14	lower	low	ADJ
cana-1634	36	15	noise	noise	NOUN
cana-1634	36	16	,	,	PUNCT
cana-1634	36	17	boost	boost	VERB
cana-1634	36	18	contrast	contrast	NOUN
cana-1634	36	19	,	,	PUNCT
cana-1634	36	20	and	and	CCONJ
cana-1634	36	21	highlight	highlight	VERB
cana-1634	36	22	details	detail	NOUN
cana-1634	36	23	.	.	PUNCT
cana-1634	37	1	figure	figure	VERB
cana-1634	37	2	1	1	NUM
cana-1634	37	3	:	:	PUNCT
cana-1634	37	4	application	application	NOUN
cana-1634	37	5	of	of	ADP
cana-1634	37	6	linear	linear	PROPN
cana-1634	37	7	algebra	algebra	NOUN
cana-1634	37	8	in	in	ADP
cana-1634	37	9	image	image	NOUN
cana-1634	37	10	processing	processing	NOUN
cana-1634	37	11	for	for	ADP
cana-1634	37	12	medical	medical	ADJ
cana-1634	37	13	electronics	electronic	NOUN
cana-1634	37	14	the	the	DET
cana-1634	37	15	reason	reason	NOUN
cana-1634	37	16	of	of	ADP
cana-1634	37	17	these	these	DET
cana-1634	37	18	changes	change	NOUN
cana-1634	37	19	is	be	AUX
cana-1634	37	20	to	to	PART
cana-1634	37	21	create	create	VERB
cana-1634	37	22	restorative	restorative	ADJ
cana-1634	37	23	pictures	picture	NOUN
cana-1634	37	24	simpler	simple	ADJ
cana-1634	37	25	to	to	PART
cana-1634	37	26	get	get	VERB
cana-1634	37	27	it	it	PRON
cana-1634	37	28	and	and	CCONJ
cana-1634	37	29	offer	offer	VERB
cana-1634	37	30	assistance	assistance	NOUN
cana-1634	37	31	specialists	specialist	NOUN
cana-1634	37	32	discover	discover	VERB
cana-1634	37	33	little	little	ADJ
cana-1634	37	34	issues	issue	NOUN
cana-1634	37	35	and	and	CCONJ
cana-1634	37	36	abnormalities	abnormality	NOUN
cana-1634	37	37	.	.	PUNCT
cana-1634	38	1	direct	direct	ADJ
cana-1634	38	2	polynomial	polynomial	ADJ
cana-1634	38	3	math	math	NOUN
cana-1634	38	4	strategies	strategy	NOUN
cana-1634	38	5	,	,	PUNCT
cana-1634	38	6	like	like	ADP
cana-1634	38	7	network	network	NOUN
cana-1634	38	8	decay	decay	NOUN
cana-1634	38	9	and	and	CCONJ
cana-1634	38	10	eigen	eigen	PROPN
cana-1634	38	11	investigation	investigation	NOUN
cana-1634	38	12	,	,	PUNCT
cana-1634	38	13	are	be	AUX
cana-1634	38	14	utilized	utilize	VERB
cana-1634	38	15	to	to	PART
cana-1634	38	16	urge	urge	VERB
cana-1634	38	17	data	datum	NOUN
cana-1634	38	18	from	from	ADP
cana-1634	38	19	pictures	picture	NOUN
cana-1634	38	20	and	and	CCONJ
cana-1634	38	21	make	make	VERB
cana-1634	38	22	them	they	PRON
cana-1634	38	23	way	way	ADV
cana-1634	38	24	better	well	ADV
cana-1634	38	25	,	,	PUNCT
cana-1634	38	26	as	as	ADV
cana-1634	38	27	well	well	ADV
cana-1634	38	28	as	as	ADP
cana-1634	38	29	to	to	PART
cana-1634	38	30	alter	alter	VERB
cana-1634	38	31	and	and	CCONJ
cana-1634	38	32	make	make	VERB
cana-1634	38	33	strides	stride	NOUN
cana-1634	38	34	them	they	PRON
cana-1634	39	1	[	[	X
cana-1634	39	2	3	3	NUM
cana-1634	39	3	]	]	PUNCT
cana-1634	39	4	.	.	PUNCT
cana-1634	40	1	these	these	DET
cana-1634	40	2	strategies	strategy	NOUN
cana-1634	40	3	offer	offer	VERB
cana-1634	40	4	assistance	assistance	NOUN
cana-1634	40	5	discover	discover	VERB
cana-1634	40	6	vital	vital	ADJ
cana-1634	40	7	designs	design	NOUN
cana-1634	40	8	and	and	CCONJ
cana-1634	40	9	structures	structure	NOUN
cana-1634	40	10	in	in	ADP
cana-1634	40	11	restorative	restorative	ADJ
cana-1634	40	12	pictures	picture	NOUN
cana-1634	40	13	,	,	PUNCT
cana-1634	40	14	which	which	PRON
cana-1634	40	15	makes	make	VERB
cana-1634	40	16	it	it	PRON
cana-1634	40	17	simpler	simple	ADJ
cana-1634	40	18	for	for	SCONJ
cana-1634	40	19	computers	computer	NOUN
cana-1634	40	20	to	to	PART
cana-1634	40	21	analyze	analyze	VERB
cana-1634	40	22	and	and	CCONJ
cana-1634	40	23	bunch	bunch	NOUN
cana-1634	40	24	maladies	malady	NOUN
cana-1634	40	25	.	.	PUNCT
cana-1634	41	1	too	too	ADV
cana-1634	41	2	,	,	PUNCT
cana-1634	41	3	computer	computer	NOUN
cana-1634	41	4	imaging	imaging	NOUN
cana-1634	41	5	strategies	strategy	NOUN
cana-1634	41	6	like	like	ADP
cana-1634	41	7	tomography	tomography	NOUN
cana-1634	41	8	depend	depend	VERB
cana-1634	41	9	on	on	ADP
cana-1634	41	10	direct	direct	ADJ
cana-1634	41	11	variable	variable	NOUN
cana-1634	41	12	based	base	VERB
cana-1634	41	13	math	math	NOUN
cana-1634	41	14	a	a	DET
cana-1634	41	15	parcel	parcel	NOUN
cana-1634	41	16	to	to	PART
cana-1634	41	17	put	put	VERB
cana-1634	41	18	together	together	ADV
cana-1634	41	19	two	two	NUM
cana-1634	41	20	-	-	PUNCT
cana-1634	41	21	dimensional	dimensional	ADJ
cana-1634	41	22	picture	picture	NOUN
cana-1634	41	23	cuts	cut	NOUN
cana-1634	41	24	that	that	PRON
cana-1634	41	25	appear	appear	VERB
cana-1634	41	26	three	three	NUM
cana-1634	41	27	-	-	PUNCT
cana-1634	41	28	dimensional	dimensional	ADJ
cana-1634	41	29	structures	structure	NOUN
cana-1634	41	30	.	.	PUNCT
cana-1634	42	1	this	this	DET
cana-1634	42	2	communications	communication	NOUN
cana-1634	42	3	on	on	ADP
cana-1634	42	4	applied	apply	VERB
cana-1634	42	5	nonlinear	nonlinear	ADJ
cana-1634	42	6	analysis	analysis	NOUN
cana-1634	42	7	issn	issn	NOUN
cana-1634	42	8	:	:	PUNCT
cana-1634	42	9	1074	1074	NUM
cana-1634	42	10	-	-	PUNCT
cana-1634	42	11	133x	133x	NUM
cana-1634	42	12	vol	vol	NOUN
cana-1634	42	13	32	32	NUM
cana-1634	42	14	no	no	NOUN
cana-1634	42	15	.	.	NOUN
cana-1634	42	16	1	1	NUM
cana-1634	42	17	(	(	PUNCT
cana-1634	42	18	2025	2025	NUM
cana-1634	42	19	)	)	PUNCT
cana-1634	42	20	241	241	NUM
cana-1634	42	21	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	42	22	capacity	capacity	NOUN
cana-1634	42	23	is	be	AUX
cana-1634	42	24	basic	basic	ADJ
cana-1634	42	25	for	for	ADP
cana-1634	42	26	seeing	see	VERB
cana-1634	42	27	three	three	NUM
cana-1634	42	28	-	-	PUNCT
cana-1634	42	29	dimensional	dimensional	ADJ
cana-1634	42	30	pictures	picture	NOUN
cana-1634	42	31	of	of	ADP
cana-1634	42	32	physical	physical	ADJ
cana-1634	42	33	highlights	highlight	NOUN
cana-1634	42	34	and	and	CCONJ
cana-1634	42	35	ailing	ail	VERB
cana-1634	42	36	conditions	condition	NOUN
cana-1634	42	37	,	,	PUNCT
cana-1634	42	38	which	which	PRON
cana-1634	42	39	gives	give	VERB
cana-1634	42	40	specialists	specialist	NOUN
cana-1634	42	41	a	a	DET
cana-1634	42	42	part	part	NOUN
cana-1634	42	43	of	of	ADP
cana-1634	42	44	data	datum	NOUN
cana-1634	42	45	for	for	ADP
cana-1634	42	46	planning	planning	NOUN
cana-1634	42	47	medications	medication	NOUN
cana-1634	42	48	and	and	CCONJ
cana-1634	42	49	surgeries	surgery	NOUN
cana-1634	42	50	.	.	PUNCT
cana-1634	43	1	ii	ii	PROPN
cana-1634	43	2	.	.	PROPN
cana-1634	43	3	related	relate	VERB
cana-1634	43	4	work	work	NOUN
cana-1634	43	5	within	within	ADP
cana-1634	43	6	the	the	DET
cana-1634	43	7	past	past	ADJ
cana-1634	43	8	few	few	ADJ
cana-1634	43	9	a	a	DET
cana-1634	43	10	long	long	ADJ
cana-1634	43	11	time	time	NOUN
cana-1634	43	12	,	,	PUNCT
cana-1634	43	13	there	there	PRON
cana-1634	43	14	have	have	AUX
cana-1634	43	15	been	be	AUX
cana-1634	43	16	huge	huge	ADJ
cana-1634	43	17	steps	step	NOUN
cana-1634	43	18	forward	forward	ADV
cana-1634	43	19	in	in	ADP
cana-1634	43	20	utilizing	utilize	VERB
cana-1634	43	21	direct	direct	ADJ
cana-1634	43	22	polynomial	polynomial	ADJ
cana-1634	43	23	math	math	NOUN
cana-1634	43	24	in	in	ADP
cana-1634	43	25	picture	picture	NOUN
cana-1634	43	26	handling	handle	VERB
cana-1634	43	27	for	for	ADP
cana-1634	43	28	restorative	restorative	ADJ
cana-1634	43	29	gadgets	gadget	NOUN
cana-1634	43	30	.	.	PUNCT
cana-1634	44	1	this	this	PRON
cana-1634	44	2	has	have	AUX
cana-1634	44	3	made	make	VERB
cana-1634	44	4	a	a	DET
cana-1634	44	5	difference	difference	NOUN
cana-1634	44	6	a	a	DET
cana-1634	44	7	part	part	NOUN
cana-1634	44	8	with	with	ADP
cana-1634	44	9	distinctive	distinctive	ADJ
cana-1634	44	10	regions	region	NOUN
cana-1634	44	11	of	of	ADP
cana-1634	44	12	restorative	restorative	ADJ
cana-1634	44	13	imaging	imaging	NOUN
cana-1634	44	14	and	and	CCONJ
cana-1634	44	15	diagnosis	diagnosis	NOUN
cana-1634	44	16	technologies	technology	NOUN
cana-1634	44	17	.	.	PUNCT
cana-1634	45	1	direct	direct	ADJ
cana-1634	45	2	variable	variable	NOUN
cana-1634	45	3	based	base	VERB
cana-1634	45	4	math	math	NOUN
cana-1634	45	5	has	have	AUX
cana-1634	45	6	been	be	AUX
cana-1634	45	7	utilized	utilize	VERB
cana-1634	45	8	in	in	ADP
cana-1634	45	9	numerous	numerous	ADJ
cana-1634	45	10	distinctive	distinctive	ADJ
cana-1634	45	11	ways	way	NOUN
cana-1634	45	12	by	by	ADP
cana-1634	45	13	analysts	analyst	NOUN
cana-1634	45	14	,	,	PUNCT
cana-1634	45	15	with	with	ADP
cana-1634	45	16	the	the	DET
cana-1634	45	17	most	most	ADJ
cana-1634	45	18	objectives	objective	NOUN
cana-1634	45	19	of	of	ADP
cana-1634	45	20	superior	superior	ADJ
cana-1634	45	21	picture	picture	NOUN
cana-1634	45	22	quality	quality	NOUN
cana-1634	45	23	,	,	PUNCT
cana-1634	45	24	symptomatic	symptomatic	ADJ
cana-1634	45	25	exactness	exactness	NOUN
cana-1634	45	26	,	,	PUNCT
cana-1634	45	27	and	and	CCONJ
cana-1634	45	28	the	the	DET
cana-1634	45	29	ease	ease	NOUN
cana-1634	45	30	of	of	ADP
cana-1634	45	31	computer	computer	NOUN
cana-1634	45	32	examination	examination	NOUN
cana-1634	45	33	.	.	PUNCT
cana-1634	46	1	direct	direct	ADJ
cana-1634	46	2	changes	change	NOUN
cana-1634	46	3	are	be	AUX
cana-1634	46	4	utilized	utilize	VERB
cana-1634	46	5	for	for	ADP
cana-1634	46	6	picture	picture	NOUN
cana-1634	46	7	enlistment	enlistment	NOUN
cana-1634	46	8	and	and	CCONJ
cana-1634	46	9	coordinating	coordinate	VERB
cana-1634	46	10	over	over	ADP
cana-1634	46	11	distinctive	distinctive	ADJ
cana-1634	46	12	imaging	imaging	NOUN
cana-1634	46	13	strategies	strategy	NOUN
cana-1634	46	14	.	.	PUNCT
cana-1634	47	1	this	this	PRON
cana-1634	47	2	can	can	AUX
cana-1634	47	3	be	be	AUX
cana-1634	47	4	an	an	DET
cana-1634	47	5	critical	critical	ADJ
cana-1634	47	6	zone	zone	NOUN
cana-1634	47	7	of	of	ADP
cana-1634	47	8	think	think	VERB
cana-1634	47	9	about	about	ADP
cana-1634	47	10	[	[	X
cana-1634	47	11	4	4	NUM
cana-1634	47	12	]	]	PUNCT
cana-1634	47	13	.	.	PUNCT
cana-1634	48	1	thinks	think	VERB
cana-1634	48	2	about	about	ADP
cana-1634	48	3	have	have	AUX
cana-1634	48	4	appeared	appear	VERB
cana-1634	48	5	that	that	SCONJ
cana-1634	48	6	network	network	NOUN
cana-1634	48	7	operations	operation	NOUN
cana-1634	48	8	are	be	AUX
cana-1634	48	9	great	great	ADJ
cana-1634	48	10	at	at	ADP
cana-1634	48	11	precisely	precisely	ADV
cana-1634	48	12	coordinating	coordinate	VERB
cana-1634	48	13	pictures	picture	NOUN
cana-1634	48	14	from	from	ADP
cana-1634	48	15	mris	mris	PROPN
cana-1634	48	16	,	,	PUNCT
cana-1634	48	17	ct	ct	NUM
cana-1634	48	18	checks	check	NOUN
cana-1634	48	19	,	,	PUNCT
cana-1634	48	20	and	and	CCONJ
cana-1634	48	21	other	other	ADJ
cana-1634	48	22	sources	source	NOUN
cana-1634	48	23	.	.	PUNCT
cana-1634	49	1	this	this	PRON
cana-1634	49	2	lets	let	VERB
cana-1634	49	3	specialists	specialist	NOUN
cana-1634	49	4	compare	compare	VERB
cana-1634	49	5	pictures	picture	NOUN
cana-1634	49	6	over	over	ADP
cana-1634	49	7	time	time	NOUN
cana-1634	49	8	and	and	CCONJ
cana-1634	49	9	combine	combine	VERB
cana-1634	49	10	information	information	NOUN
cana-1634	49	11	for	for	ADP
cana-1634	49	12	a	a	DET
cana-1634	49	13	full	full	ADJ
cana-1634	49	14	audit	audit	NOUN
cana-1634	49	15	of	of	ADP
cana-1634	49	16	the	the	DET
cana-1634	49	17	persistent	persistent	NOUN
cana-1634	49	18	.	.	PUNCT
cana-1634	50	1	a	a	DET
cana-1634	50	2	parcel	parcel	NOUN
cana-1634	50	3	of	of	ADP
cana-1634	50	4	investigate	investigate	NOUN
cana-1634	50	5	has	have	AUX
cana-1634	50	6	too	too	ADV
cana-1634	50	7	been	be	AUX
cana-1634	50	8	done	do	VERB
cana-1634	50	9	on	on	ADP
cana-1634	50	10	picture	picture	NOUN
cana-1634	50	11	advancement	advancement	NOUN
cana-1634	50	12	strategies	strategy	NOUN
cana-1634	50	13	that	that	PRON
cana-1634	50	14	utilize	utilize	VERB
cana-1634	50	15	straight	straight	ADJ
cana-1634	50	16	variable	variable	NOUN
cana-1634	50	17	based	base	VERB
cana-1634	50	18	math	math	NOUN
cana-1634	50	19	.	.	PUNCT
cana-1634	51	1	to	to	PART
cana-1634	51	2	progress	progress	VERB
cana-1634	51	3	brightness	brightness	NOUN
cana-1634	51	4	,	,	PUNCT
cana-1634	51	5	lower	low	ADJ
cana-1634	51	6	clamor	clamor	NOUN
cana-1634	51	7	,	,	PUNCT
cana-1634	51	8	and	and	CCONJ
cana-1634	51	9	bring	bring	VERB
cana-1634	51	10	out	out	ADP
cana-1634	51	11	highlights	highlight	NOUN
cana-1634	51	12	in	in	ADP
cana-1634	51	13	therapeutic	therapeutic	ADJ
cana-1634	51	14	pictures	picture	NOUN
cana-1634	51	15	,	,	PUNCT
cana-1634	51	16	sifting	sift	VERB
cana-1634	51	17	strategies	strategy	NOUN
cana-1634	51	18	based	base	VERB
cana-1634	51	19	on	on	ADP
cana-1634	51	20	convolution	convolution	NOUN
cana-1634	51	21	lattices	lattice	NOUN
cana-1634	51	22	are	be	AUX
cana-1634	51	23	utilized	utilize	VERB
cana-1634	51	24	.	.	PUNCT
cana-1634	52	1	these	these	DET
cana-1634	52	2	advancements	advancement	NOUN
cana-1634	52	3	not	not	PART
cana-1634	52	4	as	as	SCONJ
cana-1634	52	5	it	it	PRON
cana-1634	52	6	were	be	AUX
cana-1634	52	7	make	make	VERB
cana-1634	52	8	it	it	PRON
cana-1634	52	9	less	less	ADV
cana-1634	52	10	demanding	demanding	ADJ
cana-1634	52	11	to	to	PART
cana-1634	52	12	see	see	VERB
cana-1634	52	13	,	,	PUNCT
cana-1634	52	14	but	but	CCONJ
cana-1634	52	15	they	they	PRON
cana-1634	52	16	moreover	moreover	ADV
cana-1634	52	17	offer	offer	VERB
cana-1634	52	18	assistance	assistance	NOUN
cana-1634	52	19	specialists	specialist	NOUN
cana-1634	52	20	make	make	VERB
cana-1634	52	21	more	more	ADV
cana-1634	52	22	certain	certain	ADJ
cana-1634	52	23	choices	choice	NOUN
cana-1634	52	24	approximately	approximately	ADV
cana-1634	52	25	patients	patient	NOUN
cana-1634	52	26	by	by	ADP
cana-1634	52	27	finding	find	VERB
cana-1634	52	28	little	little	ADJ
cana-1634	52	29	issues	issue	NOUN
cana-1634	52	30	[	[	X
cana-1634	52	31	5	5	NUM
cana-1634	52	32	]	]	PUNCT
cana-1634	52	33	.	.	PUNCT
cana-1634	53	1	analysts	analyst	NOUN
cana-1634	53	2	have	have	AUX
cana-1634	53	3	too	too	ADV
cana-1634	53	4	looked	look	VERB
cana-1634	53	5	into	into	ADP
cana-1634	53	6	more	more	ADV
cana-1634	53	7	progressed	progress	VERB
cana-1634	53	8	direct	direct	ADJ
cana-1634	53	9	algebra	algebra	NOUN
cana-1634	53	10	methods	method	NOUN
cana-1634	53	11	,	,	PUNCT
cana-1634	53	12	like	like	ADP
cana-1634	53	13	framework	framework	NOUN
cana-1634	53	14	decomposition	decomposition	NOUN
cana-1634	53	15	and	and	CCONJ
cana-1634	53	16	eigen	eigen	PROPN
cana-1634	53	17	analysis	analysis	NOUN
cana-1634	53	18	,	,	PUNCT
cana-1634	53	19	to	to	PART
cana-1634	53	20	assist	assist	VERB
cana-1634	53	21	expel	expel	VERB
cana-1634	53	22	superfluous	superfluous	ADJ
cana-1634	53	23	measurements	measurement	NOUN
cana-1634	53	24	and	and	CCONJ
cana-1634	53	25	recover	recover	VERB
cana-1634	53	26	highlights	highlight	NOUN
cana-1634	53	27	from	from	ADP
cana-1634	53	28	therapeutic	therapeutic	ADJ
cana-1634	53	29	pictures	picture	NOUN
cana-1634	53	30	.	.	PUNCT
cana-1634	54	1	these	these	DET
cana-1634	54	2	strategies	strategy	NOUN
cana-1634	54	3	permit	permit	VERB
cana-1634	54	4	quicker	quick	ADV
cana-1634	54	5	and	and	CCONJ
cana-1634	54	6	more	more	ADV
cana-1634	54	7	exact	exact	ADJ
cana-1634	54	8	conclusion	conclusion	NOUN
cana-1634	54	9	by	by	ADP
cana-1634	54	10	finding	find	VERB
cana-1634	54	11	pertinent	pertinent	ADJ
cana-1634	54	12	designs	design	NOUN
cana-1634	54	13	and	and	CCONJ
cana-1634	54	14	structures	structure	NOUN
cana-1634	54	15	that	that	PRON
cana-1634	54	16	permit	permit	VERB
cana-1634	54	17	programmed	program	VERB
cana-1634	54	18	malady	malady	ADJ
cana-1634	54	19	labelling	labelling	NOUN
cana-1634	54	20	and	and	CCONJ
cana-1634	54	21	quantitative	quantitative	ADJ
cana-1634	54	22	examination	examination	NOUN
cana-1634	54	23	.	.	PUNCT
cana-1634	55	1	a	a	DET
cana-1634	55	2	part	part	NOUN
cana-1634	55	3	of	of	ADP
cana-1634	55	4	consider	consider	NOUN
cana-1634	55	5	has	have	AUX
cana-1634	55	6	moreover	moreover	ADV
cana-1634	55	7	been	be	AUX
cana-1634	55	8	done	do	VERB
cana-1634	55	9	on	on	ADP
cana-1634	55	10	how	how	SCONJ
cana-1634	55	11	straight	straight	ADJ
cana-1634	55	12	polynomial	polynomial	ADJ
cana-1634	55	13	math	math	NOUN
cana-1634	55	14	can	can	AUX
cana-1634	55	15	be	be	AUX
cana-1634	55	16	utilized	utilize	VERB
cana-1634	55	17	in	in	ADP
cana-1634	55	18	computer	computer	NOUN
cana-1634	55	19	imaging	imaging	NOUN
cana-1634	55	20	,	,	PUNCT
cana-1634	55	21	particularly	particularly	ADV
cana-1634	55	22	in	in	ADP
cana-1634	55	23	tomography	tomography	NOUN
cana-1634	55	24	.	.	PUNCT
cana-1634	56	1	linear	linear	PROPN
cana-1634	56	2	algebrabased	algebrabase	VERB
cana-1634	56	3	techniques	technique	NOUN
cana-1634	56	4	make	make	VERB
cana-1634	56	5	it	it	PRON
cana-1634	56	6	easier	easy	ADJ
cana-1634	56	7	to	to	PART
cana-1634	56	8	rebuild	rebuild	VERB
cana-1634	56	9	three	three	NUM
cana-1634	56	10	-	-	PUNCT
cana-1634	56	11	dimensional	dimensional	ADJ
cana-1634	56	12	anatomy	anatomy	NOUN
cana-1634	56	13	structures	structure	NOUN
cana-1634	56	14	from	from	ADP
cana-1634	56	15	multiple	multiple	ADJ
cana-1634	56	16	image	image	NOUN
cana-1634	56	17	slices	slice	NOUN
cana-1634	56	18	.	.	PUNCT
cana-1634	57	1	this	this	PRON
cana-1634	57	2	gives	give	VERB
cana-1634	57	3	doctors	doctor	NOUN
cana-1634	57	4	the	the	DET
cana-1634	57	5	detailed	detailed	ADJ
cana-1634	57	6	spatial	spatial	ADJ
cana-1634	57	7	information	information	NOUN
cana-1634	57	8	they	they	PRON
cana-1634	57	9	need	need	VERB
cana-1634	57	10	to	to	PART
cana-1634	57	11	plan	plan	VERB
cana-1634	57	12	surgery	surgery	NOUN
cana-1634	57	13	and	and	CCONJ
cana-1634	57	14	evaluate	evaluate	VERB
cana-1634	57	15	treatment	treatment	NOUN
cana-1634	57	16	.	.	PUNCT
cana-1634	58	1	table	table	NOUN
cana-1634	58	2	1	1	NUM
cana-1634	58	3	:	:	PUNCT
cana-1634	58	4	summary	summary	NOUN
cana-1634	58	5	of	of	ADP
cana-1634	58	6	related	related	ADJ
cana-1634	58	7	work	work	NOUN
cana-1634	58	8	application	application	NOUN
cana-1634	58	9	key	key	NOUN
cana-1634	58	10	finding	finding	NOUN
cana-1634	58	11	challenges	challenge	VERB
cana-1634	58	12	future	future	ADJ
cana-1634	58	13	trends	trend	NOUN
cana-1634	58	14	image	image	NOUN
cana-1634	58	15	enhancement	enhancement	NOUN
cana-1634	58	16	improved	improve	VERB
cana-1634	58	17	contrast	contrast	NOUN
cana-1634	58	18	and	and	CCONJ
cana-1634	58	19	sharpness	sharpness	NOUN
cana-1634	58	20	in	in	ADP
cana-1634	58	21	medical	medical	ADJ
cana-1634	58	22	images	image	NOUN
cana-1634	58	23	.	.	PUNCT
cana-1634	59	1	noise	noise	NOUN
cana-1634	59	2	reduction	reduction	NOUN
cana-1634	59	3	,	,	PUNCT
cana-1634	59	4	artifacts	artifact	NOUN
cana-1634	59	5	from	from	ADP
cana-1634	59	6	image	image	NOUN
cana-1634	59	7	sensors	sensor	NOUN
cana-1634	59	8	.	.	PUNCT
cana-1634	60	1	ai	ai	VERB
cana-1634	60	2	-	-	PUNCT
cana-1634	60	3	driven	drive	VERB
cana-1634	60	4	enhancement	enhancement	NOUN
cana-1634	60	5	algorithms	algorithm	NOUN
cana-1634	60	6	for	for	ADP
cana-1634	60	7	real	real	ADJ
cana-1634	60	8	-	-	PUNCT
cana-1634	60	9	time	time	NOUN
cana-1634	60	10	processing	processing	NOUN
cana-1634	60	11	.	.	PUNCT
cana-1634	61	1	image	image	NOUN
cana-1634	61	2	segmentation	segmentation	NOUN
cana-1634	61	3	accurate	accurate	ADJ
cana-1634	61	4	delineation	delineation	NOUN
cana-1634	61	5	of	of	ADP
cana-1634	61	6	organs	organ	NOUN
cana-1634	61	7	and	and	CCONJ
cana-1634	61	8	tissues	tissue	NOUN
cana-1634	61	9	for	for	ADP
cana-1634	61	10	diagnosis	diagnosis	NOUN
cana-1634	61	11	.	.	PUNCT
cana-1634	62	1	variability	variability	NOUN
cana-1634	62	2	in	in	ADP
cana-1634	62	3	organ	organ	NOUN
cana-1634	62	4	shapes	shape	NOUN
cana-1634	62	5	and	and	CCONJ
cana-1634	62	6	sizes	size	NOUN
cana-1634	62	7	.	.	PUNCT
cana-1634	63	1	deep	deep	ADJ
cana-1634	63	2	learning	learning	NOUN
cana-1634	63	3	models	model	NOUN
cana-1634	63	4	for	for	ADP
cana-1634	63	5	automated	automate	VERB
cana-1634	63	6	segmentation	segmentation	NOUN
cana-1634	63	7	.	.	PUNCT
cana-1634	64	1	image	image	NOUN
cana-1634	64	2	registration	registration	NOUN
cana-1634	65	1	[	[	X
cana-1634	65	2	6	6	NUM
cana-1634	65	3	]	]	PUNCT
cana-1634	65	4	aligning	align	VERB
cana-1634	65	5	images	image	NOUN
cana-1634	65	6	from	from	ADP
cana-1634	65	7	different	different	ADJ
cana-1634	65	8	modalities	modality	NOUN
cana-1634	65	9	for	for	ADP
cana-1634	65	10	comprehensive	comprehensive	ADJ
cana-1634	65	11	analysis	analysis	NOUN
cana-1634	65	12	.	.	PUNCT
cana-1634	66	1	registration	registration	NOUN
cana-1634	66	2	errors	error	NOUN
cana-1634	66	3	due	due	ADJ
cana-1634	66	4	to	to	ADP
cana-1634	66	5	image	image	NOUN
cana-1634	66	6	distortions	distortion	NOUN
cana-1634	66	7	.	.	PUNCT
cana-1634	67	1	non	non	ADJ
cana-1634	67	2	-	-	ADJ
cana-1634	67	3	rigid	rigid	ADJ
cana-1634	67	4	registration	registration	NOUN
cana-1634	67	5	techniques	technique	NOUN
cana-1634	67	6	for	for	ADP
cana-1634	67	7	better	well	ADJ
cana-1634	67	8	accuracy	accuracy	NOUN
cana-1634	67	9	.	.	PUNCT
cana-1634	68	1	feature	feature	NOUN
cana-1634	68	2	extraction	extraction	NOUN
cana-1634	68	3	extracting	extract	VERB
cana-1634	68	4	relevant	relevant	ADJ
cana-1634	68	5	features	feature	NOUN
cana-1634	68	6	for	for	ADP
cana-1634	68	7	disease	disease	NOUN
cana-1634	68	8	classification	classification	NOUN
cana-1634	68	9	.	.	PUNCT
cana-1634	69	1	high	high	ADJ
cana-1634	69	2	-	-	PUNCT
cana-1634	69	3	dimensional	dimensional	ADJ
cana-1634	69	4	feature	feature	NOUN
cana-1634	69	5	spaces	space	NOUN
cana-1634	69	6	.	.	PUNCT
cana-1634	70	1	sparse	sparse	ADJ
cana-1634	70	2	representation	representation	NOUN
cana-1634	70	3	for	for	ADP
cana-1634	70	4	efficient	efficient	ADJ
cana-1634	70	5	feature	feature	NOUN
cana-1634	70	6	extraction	extraction	NOUN
cana-1634	70	7	.	.	PUNCT
cana-1634	71	1	communications	communication	NOUN
cana-1634	71	2	on	on	ADP
cana-1634	71	3	applied	apply	VERB
cana-1634	71	4	nonlinear	nonlinear	ADJ
cana-1634	71	5	analysis	analysis	NOUN
cana-1634	71	6	issn	issn	NOUN
cana-1634	71	7	:	:	PUNCT
cana-1634	71	8	1074	1074	NUM
cana-1634	71	9	-	-	PUNCT
cana-1634	71	10	133x	133x	NUM
cana-1634	71	11	vol	vol	NOUN
cana-1634	71	12	32	32	NUM
cana-1634	71	13	no	no	NOUN
cana-1634	71	14	.	.	NOUN
cana-1634	71	15	1	1	NUM
cana-1634	71	16	(	(	PUNCT
cana-1634	71	17	2025	2025	NUM
cana-1634	71	18	)	)	PUNCT
cana-1634	71	19	242	242	NUM
cana-1634	71	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	71	21	pattern	pattern	NOUN
cana-1634	71	22	recognition	recognition	NOUN
cana-1634	72	1	[	[	X
cana-1634	72	2	7	7	X
cana-1634	72	3	]	]	X
cana-1634	72	4	identifying	identify	VERB
cana-1634	72	5	patterns	pattern	NOUN
cana-1634	72	6	indicative	indicative	ADJ
cana-1634	72	7	of	of	ADP
cana-1634	72	8	diseases	disease	NOUN
cana-1634	72	9	.	.	PUNCT
cana-1634	73	1	variability	variability	NOUN
cana-1634	73	2	in	in	ADP
cana-1634	73	3	image	image	NOUN
cana-1634	73	4	quality	quality	NOUN
cana-1634	73	5	and	and	CCONJ
cana-1634	73	6	resolution	resolution	NOUN
cana-1634	73	7	.	.	PUNCT
cana-1634	74	1	transfer	transfer	NOUN
cana-1634	74	2	learning	learn	VERB
cana-1634	74	3	for	for	ADP
cana-1634	74	4	improved	improved	ADJ
cana-1634	74	5	pattern	pattern	NOUN
cana-1634	74	6	recognition	recognition	NOUN
cana-1634	74	7	across	across	ADP
cana-1634	74	8	datasets	dataset	NOUN
cana-1634	74	9	.	.	PUNCT
cana-1634	75	1	image	image	NOUN
cana-1634	75	2	reconstruction	reconstruction	NOUN
cana-1634	75	3	generating	generating	NOUN
cana-1634	75	4	highresolution	highresolution	NOUN
cana-1634	75	5	images	image	NOUN
cana-1634	75	6	from	from	ADP
cana-1634	75	7	sparse	sparse	ADJ
cana-1634	75	8	data	datum	NOUN
cana-1634	75	9	.	.	PUNCT
cana-1634	76	1	trade	trade	NOUN
cana-1634	76	2	-	-	PUNCT
cana-1634	76	3	off	off	NOUN
cana-1634	76	4	between	between	ADP
cana-1634	76	5	image	image	NOUN
cana-1634	76	6	quality	quality	NOUN
cana-1634	76	7	and	and	CCONJ
cana-1634	76	8	computational	computational	ADJ
cana-1634	76	9	complexity	complexity	NOUN
cana-1634	76	10	.	.	PUNCT
cana-1634	77	1	compressed	compress	VERB
cana-1634	77	2	sensing	sense	VERB
cana-1634	77	3	for	for	ADP
cana-1634	77	4	faster	fast	ADJ
cana-1634	77	5	reconstruction	reconstruction	NOUN
cana-1634	77	6	from	from	ADP
cana-1634	77	7	limited	limited	ADJ
cana-1634	77	8	data	datum	NOUN
cana-1634	77	9	.	.	PUNCT
cana-1634	78	1	image	image	NOUN
cana-1634	78	2	fusion	fusion	NOUN
cana-1634	78	3	combining	combine	VERB
cana-1634	78	4	information	information	NOUN
cana-1634	78	5	from	from	ADP
cana-1634	78	6	multiple	multiple	ADJ
cana-1634	78	7	imaging	imaging	NOUN
cana-1634	78	8	modalities	modality	NOUN
cana-1634	78	9	.	.	PUNCT
cana-1634	79	1	calibration	calibration	NOUN
cana-1634	79	2	discrepancies	discrepancy	NOUN
cana-1634	79	3	between	between	ADP
cana-1634	79	4	modalities	modality	NOUN
cana-1634	79	5	.	.	PUNCT
cana-1634	80	1	multimodal	multimodal	ADJ
cana-1634	80	2	fusion	fusion	NOUN
cana-1634	80	3	with	with	ADP
cana-1634	80	4	machine	machine	NOUN
cana-1634	80	5	learning	learn	VERB
cana-1634	80	6	for	for	ADP
cana-1634	80	7	enhanced	enhanced	ADJ
cana-1634	80	8	diagnostic	diagnostic	ADJ
cana-1634	80	9	accuracy	accuracy	NOUN
cana-1634	80	10	.	.	PUNCT
cana-1634	81	1	motion	motion	NOUN
cana-1634	81	2	analysis	analysis	NOUN
cana-1634	81	3	tracking	track	VERB
cana-1634	81	4	organ	organ	NOUN
cana-1634	81	5	motion	motion	NOUN
cana-1634	81	6	for	for	ADP
cana-1634	81	7	real	real	ADJ
cana-1634	81	8	-	-	PUNCT
cana-1634	81	9	time	time	NOUN
cana-1634	81	10	interventions	intervention	NOUN
cana-1634	81	11	.	.	PUNCT
cana-1634	82	1	motion	motion	NOUN
cana-1634	82	2	artifacts	artifact	NOUN
cana-1634	82	3	and	and	CCONJ
cana-1634	82	4	variability	variability	NOUN
cana-1634	82	5	in	in	ADP
cana-1634	82	6	patient	patient	ADJ
cana-1634	82	7	movements	movement	NOUN
cana-1634	82	8	.	.	PUNCT
cana-1634	83	1	gpu	gpu	VERB
cana-1634	83	2	-	-	PUNCT
cana-1634	83	3	accelerated	accelerated	ADJ
cana-1634	83	4	algorithms	algorithm	NOUN
cana-1634	83	5	for	for	ADP
cana-1634	83	6	real	real	ADJ
cana-1634	83	7	-	-	PUNCT
cana-1634	83	8	time	time	NOUN
cana-1634	83	9	motion	motion	NOUN
cana-1634	83	10	analysis	analysis	NOUN
cana-1634	83	11	.	.	PUNCT
cana-1634	84	1	image	image	NOUN
cana-1634	84	2	-	-	PUNCT
cana-1634	84	3	based	base	VERB
cana-1634	84	4	modeling	modeling	NOUN
cana-1634	84	5	[	[	X
cana-1634	84	6	8	8	NUM
cana-1634	84	7	]	]	PUNCT
cana-1634	84	8	creating	create	VERB
cana-1634	84	9	3d	3d	NOUN
cana-1634	84	10	models	model	NOUN
cana-1634	84	11	from	from	ADP
cana-1634	84	12	medical	medical	ADJ
cana-1634	84	13	images	image	NOUN
cana-1634	84	14	for	for	ADP
cana-1634	84	15	surgical	surgical	ADJ
cana-1634	84	16	planning	planning	NOUN
cana-1634	84	17	.	.	PUNCT
cana-1634	85	1	accuracy	accuracy	NOUN
cana-1634	85	2	in	in	ADP
cana-1634	85	3	model	model	NOUN
cana-1634	85	4	representation	representation	NOUN
cana-1634	85	5	from	from	ADP
cana-1634	85	6	2d	2d	NUM
cana-1634	85	7	images	image	NOUN
cana-1634	85	8	.	.	PUNCT
cana-1634	86	1	augmented	augment	VERB
cana-1634	86	2	reality	reality	NOUN
cana-1634	86	3	integration	integration	NOUN
cana-1634	86	4	for	for	ADP
cana-1634	86	5	surgical	surgical	ADJ
cana-1634	86	6	guidance	guidance	NOUN
cana-1634	86	7	based	base	VERB
cana-1634	86	8	on	on	ADP
cana-1634	86	9	3d	3d	NUM
cana-1634	86	10	models	model	NOUN
cana-1634	86	11	.	.	PUNCT
cana-1634	87	1	quantitative	quantitative	ADJ
cana-1634	87	2	analysis	analysis	NOUN
cana-1634	87	3	quantifying	quantify	VERB
cana-1634	87	4	biomarkers	biomarker	NOUN
cana-1634	87	5	and	and	CCONJ
cana-1634	87	6	disease	disease	NOUN
cana-1634	87	7	progression	progression	NOUN
cana-1634	87	8	metrics	metric	NOUN
cana-1634	87	9	.	.	PUNCT
cana-1634	88	1	standardization	standardization	NOUN
cana-1634	88	2	of	of	ADP
cana-1634	88	3	quantitative	quantitative	ADJ
cana-1634	88	4	metrics	metric	NOUN
cana-1634	88	5	across	across	ADP
cana-1634	88	6	imaging	imaging	NOUN
cana-1634	88	7	platforms	platform	NOUN
cana-1634	88	8	.	.	PUNCT
cana-1634	89	1	automated	automate	VERB
cana-1634	89	2	quantification	quantification	NOUN
cana-1634	89	3	using	use	VERB
cana-1634	89	4	ai	ai	VERB
cana-1634	89	5	algorithms	algorithm	NOUN
cana-1634	89	6	for	for	ADP
cana-1634	89	7	precision	precision	NOUN
cana-1634	89	8	medicine	medicine	NOUN
cana-1634	89	9	.	.	PUNCT
cana-1634	90	1	image	image	NOUN
cana-1634	90	2	-	-	PUNCT
cana-1634	90	3	based	base	VERB
cana-1634	90	4	diagnosis	diagnosis	NOUN
cana-1634	90	5	[	[	X
cana-1634	90	6	9	9	NUM
cana-1634	90	7	]	]	X
cana-1634	90	8	automated	automated	ADJ
cana-1634	90	9	diagnosis	diagnosis	NOUN
cana-1634	90	10	based	base	VERB
cana-1634	90	11	on	on	ADP
cana-1634	90	12	image	image	NOUN
cana-1634	90	13	features	feature	NOUN
cana-1634	90	14	and	and	CCONJ
cana-1634	90	15	patterns	pattern	NOUN
cana-1634	90	16	.	.	PUNCT
cana-1634	91	1	interpretability	interpretability	NOUN
cana-1634	91	2	of	of	ADP
cana-1634	91	3	aidriven	aidriven	ADJ
cana-1634	91	4	diagnosis	diagnosis	NOUN
cana-1634	91	5	.	.	PUNCT
cana-1634	92	1	explainable	explainable	ADJ
cana-1634	92	2	ai	ai	VERB
cana-1634	92	3	techniques	technique	NOUN
cana-1634	92	4	for	for	ADP
cana-1634	92	5	transparent	transparent	ADJ
cana-1634	92	6	diagnostic	diagnostic	ADJ
cana-1634	92	7	decisions	decision	NOUN
cana-1634	92	8	.	.	PUNCT
cana-1634	93	1	image	image	NOUN
cana-1634	93	2	-	-	PUNCT
cana-1634	93	3	guided	guide	VERB
cana-1634	93	4	interventions	intervention	NOUN
cana-1634	93	5	assisting	assist	VERB
cana-1634	93	6	surgical	surgical	ADJ
cana-1634	93	7	procedures	procedure	NOUN
cana-1634	93	8	with	with	ADP
cana-1634	93	9	real	real	ADJ
cana-1634	93	10	-	-	PUNCT
cana-1634	93	11	time	time	NOUN
cana-1634	93	12	image	image	NOUN
cana-1634	93	13	guidance	guidance	NOUN
cana-1634	93	14	.	.	PUNCT
cana-1634	94	1	integration	integration	NOUN
cana-1634	94	2	of	of	ADP
cana-1634	94	3	imaging	imaging	NOUN
cana-1634	94	4	systems	system	NOUN
cana-1634	94	5	with	with	ADP
cana-1634	94	6	surgical	surgical	ADJ
cana-1634	94	7	tools	tool	NOUN
cana-1634	94	8	.	.	PUNCT
cana-1634	95	1	robotics	robotic	NOUN
cana-1634	95	2	-	-	PUNCT
cana-1634	95	3	assisted	assist	VERB
cana-1634	95	4	interventions	intervention	NOUN
cana-1634	95	5	using	use	VERB
cana-1634	95	6	realtime	realtime	ADJ
cana-1634	95	7	imaging	imaging	NOUN
cana-1634	95	8	feedback	feedback	NOUN
cana-1634	95	9	.	.	PUNCT
cana-1634	96	1	3	3	X
cana-1634	96	2	.	.	X
cana-1634	96	3	methodology	methodology	NOUN
cana-1634	96	4	step	step	NOUN
cana-1634	96	5	1	1	NUM
cana-1634	96	6	:	:	PUNCT
cana-1634	96	7	image	image	NOUN
cana-1634	96	8	representation	representation	NOUN
cana-1634	96	9	and	and	CCONJ
cana-1634	96	10	preprocessing	preprocessing	NOUN
cana-1634	96	11	:	:	PUNCT
cana-1634	96	12	in	in	ADP
cana-1634	96	13	restorative	restorative	ADJ
cana-1634	96	14	picture	picture	NOUN
cana-1634	96	15	handling	handling	NOUN
cana-1634	96	16	,	,	PUNCT
cana-1634	96	17	turning	turn	VERB
cana-1634	96	18	pictures	picture	NOUN
cana-1634	96	19	into	into	ADP
cana-1634	96	20	networks	network	NOUN
cana-1634	96	21	makes	make	VERB
cana-1634	96	22	it	it	PRON
cana-1634	96	23	simpler	simple	ADJ
cana-1634	96	24	to	to	PART
cana-1634	96	25	work	work	VERB
cana-1634	96	26	with	with	ADP
cana-1634	96	27	and	and	CCONJ
cana-1634	96	28	analyze	analyze	VERB
cana-1634	96	29	them	they	PRON
cana-1634	96	30	computationally	computationally	ADV
cana-1634	96	31	.	.	PUNCT
cana-1634	97	1	each	each	DET
cana-1634	97	2	portion	portion	NOUN
cana-1634	97	3	of	of	ADP
cana-1634	97	4	the	the	DET
cana-1634	97	5	network	network	NOUN
cana-1634	97	6	relates	relate	VERB
cana-1634	97	7	to	to	ADP
cana-1634	97	8	a	a	DET
cana-1634	97	9	pixel	pixel	NOUN
cana-1634	97	10	's	's	PART
cana-1634	97	11	brightness	brightness	NOUN
cana-1634	97	12	or	or	CCONJ
cana-1634	97	13	color	color	NOUN
cana-1634	97	14	,	,	PUNCT
cana-1634	97	15	which	which	PRON
cana-1634	97	16	lets	let	VERB
cana-1634	97	17	you	you	PRON
cana-1634	97	18	are	be	AUX
cana-1634	97	19	doing	do	VERB
cana-1634	97	20	scientific	scientific	ADJ
cana-1634	97	21	investigation	investigation	NOUN
cana-1634	97	22	and	and	CCONJ
cana-1634	97	23	handling	handle	VERB
cana-1634	97	24	utilizing	utilize	VERB
cana-1634	97	25	calculations	calculation	NOUN
cana-1634	97	26	.	.	PUNCT
cana-1634	98	1	normalizing	normalize	VERB
cana-1634	98	2	and	and	CCONJ
cana-1634	98	3	characterizing	characterize	VERB
cana-1634	98	4	pixel	pixel	NOUN
cana-1634	98	5	values	value	NOUN
cana-1634	98	6	makes	make	VERB
cana-1634	98	7	beyond	beyond	ADP
cana-1634	98	8	any	any	DET
cana-1634	98	9	doubt	doubt	NOUN
cana-1634	98	10	that	that	SCONJ
cana-1634	98	11	they	they	PRON
cana-1634	98	12	are	be	AUX
cana-1634	98	13	the	the	DET
cana-1634	98	14	same	same	ADJ
cana-1634	98	15	over	over	ADP
cana-1634	98	16	all	all	DET
cana-1634	98	17	imaging	imaging	NOUN
cana-1634	98	18	strategies	strategy	NOUN
cana-1634	98	19	.	.	PUNCT
cana-1634	99	1	this	this	PRON
cana-1634	99	2	makes	make	VERB
cana-1634	99	3	it	it	PRON
cana-1634	99	4	simpler	simple	ADJ
cana-1634	99	5	to	to	PART
cana-1634	99	6	compare	compare	VERB
cana-1634	99	7	pictures	picture	NOUN
cana-1634	99	8	and	and	CCONJ
cana-1634	99	9	make	make	VERB
cana-1634	99	10	a	a	DET
cana-1634	99	11	conclusion	conclusion	NOUN
cana-1634	99	12	[	[	X
cana-1634	99	13	10	10	NUM
cana-1634	99	14	]	]	PUNCT
cana-1634	99	15	.	.	PUNCT
cana-1634	100	1	using	use	VERB
cana-1634	100	2	noise	noise	NOUN
cana-1634	100	3	reduction	reduction	NOUN
cana-1634	100	4	filters	filter	NOUN
cana-1634	100	5	like	like	ADP
cana-1634	100	6	gaussian	gaussian	ADJ
cana-1634	100	7	or	or	CCONJ
cana-1634	100	8	median	median	ADJ
cana-1634	100	9	filters	filter	NOUN
cana-1634	100	10	also	also	ADV
cana-1634	100	11	cuts	cut	VERB
cana-1634	100	12	down	down	ADP
cana-1634	100	13	on	on	ADP
cana-1634	100	14	unwanted	unwanted	ADJ
cana-1634	100	15	flaws	flaw	NOUN
cana-1634	100	16	,	,	PUNCT
cana-1634	100	17	making	make	VERB
cana-1634	100	18	images	image	NOUN
cana-1634	100	19	clearer	clear	ADJ
cana-1634	100	20	so	so	SCONJ
cana-1634	100	21	that	that	SCONJ
cana-1634	100	22	healthcare	healthcare	NOUN
cana-1634	100	23	workers	worker	NOUN
cana-1634	100	24	can	can	AUX
cana-1634	100	25	see	see	VERB
cana-1634	100	26	and	and	CCONJ
cana-1634	100	27	understand	understand	VERB
cana-1634	100	28	them	they	PRON
cana-1634	100	29	better	well	ADV
cana-1634	100	30	.	.	PUNCT
cana-1634	101	1	for	for	SCONJ
cana-1634	101	2	medical	medical	ADJ
cana-1634	101	3	pictures	picture	NOUN
cana-1634	101	4	to	to	PART
cana-1634	101	5	be	be	AUX
cana-1634	101	6	communications	communication	NOUN
cana-1634	101	7	on	on	ADP
cana-1634	101	8	applied	apply	VERB
cana-1634	101	9	nonlinear	nonlinear	ADJ
cana-1634	101	10	analysis	analysis	NOUN
cana-1634	101	11	issn	issn	NOUN
cana-1634	101	12	:	:	PUNCT
cana-1634	101	13	1074	1074	NUM
cana-1634	101	14	-	-	PUNCT
cana-1634	101	15	133x	133x	NUM
cana-1634	101	16	vol	vol	NOUN
cana-1634	101	17	32	32	NUM
cana-1634	101	18	no	no	NOUN
cana-1634	101	19	.	.	NOUN
cana-1634	101	20	1	1	NUM
cana-1634	101	21	(	(	PUNCT
cana-1634	101	22	2025	2025	NUM
cana-1634	101	23	)	)	PUNCT
cana-1634	101	24	243	243	NUM
cana-1634	101	25	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	101	26	ready	ready	ADJ
cana-1634	101	27	for	for	ADP
cana-1634	101	28	further	further	ADJ
cana-1634	101	29	analysis	analysis	NOUN
cana-1634	101	30	and	and	CCONJ
cana-1634	101	31	clinical	clinical	ADJ
cana-1634	101	32	decision	decision	NOUN
cana-1634	101	33	-	-	PUNCT
cana-1634	101	34	making	making	NOUN
cana-1634	101	35	in	in	ADP
cana-1634	101	36	diagnosing	diagnosing	NOUN
cana-1634	101	37	and	and	CCONJ
cana-1634	101	38	study	study	NOUN
cana-1634	101	39	settings	setting	NOUN
cana-1634	101	40	,	,	PUNCT
cana-1634	101	41	these	these	DET
cana-1634	101	42	preparation	preparation	NOUN
cana-1634	101	43	steps	step	NOUN
cana-1634	101	44	are	be	AUX
cana-1634	101	45	essential	essential	ADJ
cana-1634	101	46	.	.	PUNCT
cana-1634	102	1	•	•	NUM
cana-1634	102	2	matrix	matrix	NOUN
cana-1634	102	3	representation	representation	NOUN
cana-1634	102	4	:	:	PUNCT
cana-1634	102	5	𝑀{𝑖𝑗	𝑀{𝑖𝑗	X
cana-1634	102	6	}	}	PUNCT
cana-1634	102	7	=	=	SYM
cana-1634	102	8	∫	∫	PROPN
cana-1634	102	9	,	,	PUNCT
cana-1634	102	10	𝑑𝑦	𝑑𝑦	X
cana-1634	102	11	{	{	PUNCT
cana-1634	102	12	1}𝐼(𝑥,𝑦)𝑒{−(𝑥−𝑖)2−	1}𝐼(𝑥,𝑦)𝑒{−(𝑥−𝑖)2−	NUM
cana-1634	102	13	(	(	PUNCT
cana-1634	102	14	𝑦−𝑗)2},𝑑𝑥	𝑦−𝑗)2},𝑑𝑥	PROPN
cana-1634	102	15	{	{	PUNCT
cana-1634	102	16	0	0	NUM
cana-1634	102	17	}	}	PUNCT
cana-1634	102	18	each	each	DET
cana-1634	102	19	element	element	ADJ
cana-1634	102	20	mijm_{ij}mij	mijm_{ij}mij	NOUN
cana-1634	102	21	of	of	ADP
cana-1634	102	22	matrix	matrix	NOUN
cana-1634	102	23	mmm	mmm	NOUN
cana-1634	102	24	represents	represent	VERB
cana-1634	102	25	the	the	DET
cana-1634	102	26	pixel	pixel	PROPN
cana-1634	102	27	intensity	intensity	NOUN
cana-1634	102	28	at	at	ADP
cana-1634	102	29	coordinates	coordinate	NOUN
cana-1634	102	30	(	(	PUNCT
cana-1634	102	31	i	i	PROPN
cana-1634	102	32	,	,	PUNCT
cana-1634	102	33	j)(i	j)(i	PROPN
cana-1634	102	34	,	,	PUNCT
cana-1634	102	35	j)(i	j)(i	PROPN
cana-1634	102	36	,	,	PUNCT
cana-1634	102	37	j	j	PROPN
cana-1634	102	38	)	)	PUNCT
cana-1634	102	39	,	,	PUNCT
cana-1634	102	40	derived	derive	VERB
cana-1634	102	41	from	from	ADP
cana-1634	102	42	the	the	DET
cana-1634	102	43	integral	integral	ADJ
cana-1634	102	44	of	of	ADP
cana-1634	102	45	image	image	NOUN
cana-1634	102	46	iii	iii	NOUN
cana-1634	102	47	weighted	weight	VERB
cana-1634	102	48	by	by	ADP
cana-1634	102	49	a	a	DET
cana-1634	102	50	gaussian	gaussian	ADJ
cana-1634	102	51	function	function	NOUN
cana-1634	102	52	.	.	PUNCT
cana-1634	103	1	•	•	NUM
cana-1634	103	2	normalization	normalization	NOUN
cana-1634	103	3	and	and	CCONJ
cana-1634	103	4	standardization	standardization	NOUN
cana-1634	103	5	:	:	PUNCT
cana-1634	103	6	𝑁{𝑖𝑗	𝑁{𝑖𝑗	X
cana-1634	103	7	}	}	PUNCT
cana-1634	103	8	=	=	SYM
cana-1634	103	9	\𝑓𝑟𝑎𝑐{𝐼{𝑖𝑗	\𝑓𝑟𝑎𝑐{𝐼{𝑖𝑗	NOUN
cana-1634	103	10	}	}	PUNCT
cana-1634	103	11	−	−	PROPN
cana-1634	103	12	𝜇}{𝜎	𝜇}{𝜎	NOUN
cana-1634	103	13	}	}	PUNCT
cana-1634	103	14	normalized	normalize	VERB
cana-1634	103	15	matrix	matrix	NOUN
cana-1634	103	16	nnn	nnn	NOUN
cana-1634	103	17	adjusts	adjust	VERB
cana-1634	103	18	pixel	pixel	ADJ
cana-1634	103	19	values	value	NOUN
cana-1634	103	20	iiji_{ij}iij	iiji_{ij}iij	PROPN
cana-1634	103	21	by	by	ADP
cana-1634	103	22	subtracting	subtract	VERB
cana-1634	103	23	the	the	DET
cana-1634	103	24	mean	mean	NOUN
cana-1634	103	25	μ\muμ	μ\muμ	NOUN
cana-1634	103	26	and	and	CCONJ
cana-1634	103	27	dividing	divide	VERB
cana-1634	103	28	by	by	ADP
cana-1634	103	29	the	the	DET
cana-1634	103	30	standard	standard	ADJ
cana-1634	103	31	deviation	deviation	NOUN
cana-1634	103	32	σ\sigmaσ	σ\sigmaσ	NOUN
cana-1634	103	33	,	,	PUNCT
cana-1634	103	34	ensuring	ensure	VERB
cana-1634	103	35	uniformity	uniformity	NOUN
cana-1634	103	36	across	across	ADP
cana-1634	103	37	imaging	imaging	NOUN
cana-1634	103	38	modalities	modality	NOUN
cana-1634	103	39	.	.	PUNCT
cana-1634	104	1	•	•	NUM
cana-1634	104	2	noise	noise	NOUN
cana-1634	104	3	reduction	reduction	NOUN
cana-1634	104	4	(	(	PUNCT
cana-1634	104	5	gaussian	gaussian	ADJ
cana-1634	104	6	filter	filter	NOUN
cana-1634	104	7	):	):	PUNCT
cana-1634	104	8	𝐹{𝑖𝑗	𝐹{𝑖𝑗	ADP
cana-1634	104	9	}	}	PUNCT
cana-1634	104	10	=	=	SYM
cana-1634	104	11	∑	∑	PUNCT
cana-1634	104	12	⋅	⋅	PROPN
cana-1634	104	13	𝐾{𝑖−𝑚,𝑗−𝑛	𝐾{𝑖−𝑚,𝑗−𝑛	ADP
cana-1634	104	14	}	}	PUNCT
cana-1634	104	15	{	{	PUNCT
cana-1634	104	16	𝑚,𝑛}𝐼{𝑚𝑛	𝑚,𝑛}𝐼{𝑚𝑛	NOUN
cana-1634	104	17	}	}	PUNCT
cana-1634	104	18	filtered	filter	VERB
cana-1634	104	19	matrix	matrix	NOUN
cana-1634	104	20	fff	fff	PROPN
cana-1634	104	21	results	result	VERB
cana-1634	104	22	from	from	ADP
cana-1634	104	23	convolving	convolve	VERB
cana-1634	104	24	image	image	NOUN
cana-1634	104	25	matrix	matrix	NOUN
cana-1634	104	26	iii	iii	NOUN
cana-1634	104	27	with	with	ADP
cana-1634	104	28	a	a	DET
cana-1634	104	29	gaussian	gaussian	ADJ
cana-1634	104	30	kernel	kernel	NOUN
cana-1634	104	31	kkk	kkk	PROPN
cana-1634	104	32	,	,	PUNCT
cana-1634	104	33	reducing	reduce	VERB
cana-1634	104	34	noise	noise	NOUN
cana-1634	104	35	and	and	CCONJ
cana-1634	104	36	enhancing	enhance	VERB
cana-1634	104	37	image	image	NOUN
cana-1634	104	38	clarity	clarity	NOUN
cana-1634	104	39	through	through	ADP
cana-1634	104	40	weighted	weight	VERB
cana-1634	104	41	pixel	pixel	PROPN
cana-1634	104	42	averaging	averaging	NOUN
cana-1634	104	43	.	.	PUNCT
cana-1634	105	1	step	step	NOUN
cana-1634	105	2	2	2	NUM
cana-1634	105	3	:	:	PUNCT
cana-1634	105	4	linear	linear	ADJ
cana-1634	105	5	transformations	transformation	NOUN
cana-1634	105	6	and	and	CCONJ
cana-1634	105	7	registration	registration	NOUN
cana-1634	105	8	:	:	PUNCT
cana-1634	105	9	in	in	ADP
cana-1634	105	10	therapeutic	therapeutic	ADJ
cana-1634	105	11	imaging	imaging	NOUN
cana-1634	105	12	,	,	PUNCT
cana-1634	105	13	straight	straight	ADJ
cana-1634	105	14	changes	change	NOUN
cana-1634	105	15	and	and	CCONJ
cana-1634	105	16	picture	picture	NOUN
cana-1634	105	17	enlistment	enlistment	NOUN
cana-1634	105	18	are	be	AUX
cana-1634	105	19	exceptionally	exceptionally	ADV
cana-1634	105	20	vital	vital	ADJ
cana-1634	105	21	for	for	ADP
cana-1634	105	22	lining	line	VERB
cana-1634	105	23	up	up	ADP
cana-1634	105	24	pictures	picture	NOUN
cana-1634	105	25	from	from	ADP
cana-1634	105	26	diverse	diverse	ADJ
cana-1634	105	27	sources	source	NOUN
cana-1634	105	28	or	or	CCONJ
cana-1634	105	29	at	at	ADP
cana-1634	105	30	distinctive	distinctive	ADJ
cana-1634	105	31	times	time	NOUN
cana-1634	105	32	.	.	PUNCT
cana-1634	106	1	pictures	picture	NOUN
cana-1634	106	2	can	can	AUX
cana-1634	106	3	be	be	AUX
cana-1634	106	4	made	make	VERB
cana-1634	106	5	to	to	PART
cana-1634	106	6	fit	fit	VERB
cana-1634	106	7	together	together	ADV
cana-1634	106	8	in	in	ADP
cana-1634	106	9	space	space	NOUN
cana-1634	106	10	by	by	ADP
cana-1634	106	11	utilizing	utilize	VERB
cana-1634	106	12	change	change	NOUN
cana-1634	106	13	frameworks	framework	NOUN
cana-1634	106	14	for	for	ADP
cana-1634	106	15	things	thing	NOUN
cana-1634	106	16	like	like	ADP
cana-1634	106	17	turn	turn	NOUN
cana-1634	106	18	,	,	PUNCT
cana-1634	106	19	interpretation	interpretation	NOUN
cana-1634	106	20	,	,	PUNCT
cana-1634	106	21	scaling	scaling	NOUN
cana-1634	106	22	,	,	PUNCT
cana-1634	106	23	and	and	CCONJ
cana-1634	106	24	relative	relative	ADJ
cana-1634	106	25	changes	change	NOUN
cana-1634	106	26	[	[	X
cana-1634	106	27	11	11	NUM
cana-1634	106	28	]	]	PUNCT
cana-1634	106	29	.	.	PUNCT
cana-1634	107	1	this	this	DET
cana-1634	107	2	step	step	NOUN
cana-1634	107	3	is	be	AUX
cana-1634	107	4	essential	essential	ADJ
cana-1634	107	5	to	to	PART
cana-1634	107	6	form	form	VERB
cana-1634	107	7	beyond	beyond	ADP
cana-1634	107	8	any	any	DET
cana-1634	107	9	doubt	doubt	NOUN
cana-1634	107	10	that	that	PRON
cana-1634	107	11	similitudes	similitude	VERB
cana-1634	107	12	in	in	ADP
cana-1634	107	13	continuous	continuous	ADJ
cana-1634	107	14	studies	study	NOUN
cana-1634	107	15	are	be	AUX
cana-1634	107	16	rectify	rectify	VERB
cana-1634	107	17	and	and	CCONJ
cana-1634	107	18	to	to	PART
cana-1634	107	19	assist	assist	VERB
cana-1634	107	20	with	with	ADP
cana-1634	107	21	precise	precise	ADJ
cana-1634	107	22	treatment	treatment	NOUN
cana-1634	107	23	plans	plan	NOUN
cana-1634	107	24	.	.	PUNCT
cana-1634	108	1	picture	picture	NOUN
cana-1634	108	2	registration	registration	NOUN
cana-1634	108	3	is	be	AUX
cana-1634	108	4	the	the	DET
cana-1634	108	5	method	method	NOUN
cana-1634	108	6	of	of	ADP
cana-1634	108	7	utilizing	utilize	VERB
cana-1634	108	8	these	these	DET
cana-1634	108	9	transformation	transformation	NOUN
cana-1634	108	10	matrices	matrix	NOUN
cana-1634	108	11	to	to	PART
cana-1634	108	12	induce	induce	VERB
cana-1634	108	13	the	the	DET
cana-1634	108	14	leading	lead	VERB
cana-1634	108	15	arrangement	arrangement	NOUN
cana-1634	108	16	and	and	CCONJ
cana-1634	108	17	settle	settle	VERB
cana-1634	108	18	any	any	DET
cana-1634	108	19	blemishes	blemish	NOUN
cana-1634	108	20	or	or	CCONJ
cana-1634	108	21	contrasts	contrast	NOUN
cana-1634	108	22	which	which	PRON
cana-1634	108	23	will	will	AUX
cana-1634	108	24	happen	happen	VERB
cana-1634	108	25	since	since	SCONJ
cana-1634	108	26	the	the	DET
cana-1634	108	27	understanding	understanding	NOUN
cana-1634	108	28	moved	move	VERB
cana-1634	108	29	or	or	CCONJ
cana-1634	108	30	the	the	DET
cana-1634	108	31	imaging	imaging	NOUN
cana-1634	108	32	conditions	condition	NOUN
cana-1634	108	33	changed	change	VERB
cana-1634	108	34	[	[	X
cana-1634	108	35	12	12	NUM
cana-1634	108	36	]	]	PUNCT
cana-1634	108	37	.	.	PUNCT
cana-1634	109	1	these	these	DET
cana-1634	109	2	strategies	strategy	NOUN
cana-1634	109	3	make	make	VERB
cana-1634	109	4	demonstrative	demonstrative	ADJ
cana-1634	109	5	discoveries	discovery	NOUN
cana-1634	109	6	more	more	ADV
cana-1634	109	7	dependable	dependable	ADJ
cana-1634	109	8	and	and	CCONJ
cana-1634	109	9	permit	permit	NOUN
cana-1634	109	10	for	for	ADP
cana-1634	109	11	uniform	uniform	NOUN
cana-1634	109	12	inquire	inquire	VERB
cana-1634	109	13	about	about	ADP
cana-1634	109	14	over	over	ADP
cana-1634	109	15	therapeutic	therapeutic	ADJ
cana-1634	109	16	imaging	imaging	NOUN
cana-1634	109	17	information	information	NOUN
cana-1634	109	18	sets	set	NOUN
cana-1634	109	19	.	.	PUNCT
cana-1634	110	1	transformation	transformation	NOUN
cana-1634	110	2	matrices	matrix	NOUN
cana-1634	110	3	(	(	PUNCT
cana-1634	110	4	affine	affine	NOUN
cana-1634	110	5	transformation	transformation	NOUN
cana-1634	110	6	):	):	PUNCT
cana-1634	110	7	[	[	X
cana-1634	110	8	𝑥′	𝑥′	NUM
cana-1634	110	9	;	;	PUNCT
cana-1634	110	10	𝑦′	𝑦′	X
cana-1634	110	11	]	]	X
cana-1634	110	12	=	=	PUNCT
cana-1634	111	1	[	[	X
cana-1634	111	2	𝑎	𝑎	X
cana-1634	111	3	𝑏	𝑏	NOUN
cana-1634	111	4	;	;	PUNCT
cana-1634	111	5	𝑐	𝑐	PROPN
cana-1634	111	6	𝑑	𝑑	PROPN
cana-1634	111	7	]	]	X
cana-1634	111	8	∗	∗	NOUN
cana-1634	111	9	[	[	X
cana-1634	111	10	𝑥	𝑥	X
cana-1634	111	11	;	;	PUNCT
cana-1634	111	12	𝑦	𝑦	X
cana-1634	111	13	]	]	X
cana-1634	111	14	+	+	CCONJ
cana-1634	111	15	[	[	X
cana-1634	111	16	𝑒	𝑒	X
cana-1634	111	17	;	;	PUNCT
cana-1634	111	18	𝑓	𝑓	X
cana-1634	111	19	]	]	X
cana-1634	111	20	this	this	DET
cana-1634	111	21	affine	affine	NOUN
cana-1634	111	22	transformation	transformation	NOUN
cana-1634	111	23	matrix	matrix	NOUN
cana-1634	111	24	performs	perform	VERB
cana-1634	111	25	geometric	geometric	ADJ
cana-1634	111	26	operations	operation	NOUN
cana-1634	111	27	like	like	ADP
cana-1634	111	28	rotation	rotation	NOUN
cana-1634	111	29	,	,	PUNCT
cana-1634	111	30	scaling	scaling	NOUN
cana-1634	111	31	,	,	PUNCT
cana-1634	111	32	and	and	CCONJ
cana-1634	111	33	translation	translation	NOUN
cana-1634	111	34	,	,	PUNCT
cana-1634	111	35	adjusting	adjust	VERB
cana-1634	111	36	coordinates	coordinate	NOUN
cana-1634	111	37	(	(	PUNCT
cana-1634	111	38	x	x	X
cana-1634	111	39	,	,	PUNCT
cana-1634	111	40	y	y	NOUN
cana-1634	111	41	)	)	PUNCT
cana-1634	111	42	to	to	ADP
cana-1634	111	43	(	(	PUNCT
cana-1634	111	44	x	x	X
cana-1634	111	45	'	'	NUM
cana-1634	111	46	,	,	PUNCT
cana-1634	111	47	y	y	PROPN
cana-1634	111	48	'	'	PUNCT
cana-1634	111	49	)	)	PUNCT
cana-1634	111	50	for	for	ADP
cana-1634	111	51	image	image	NOUN
cana-1634	111	52	alignment	alignment	NOUN
cana-1634	111	53	.	.	PUNCT
cana-1634	112	1	•	•	NUM
cana-1634	112	2	image	image	NOUN
cana-1634	112	3	registration	registration	NOUN
cana-1634	112	4	(	(	PUNCT
cana-1634	112	5	optimization	optimization	NOUN
cana-1634	112	6	using	use	VERB
cana-1634	112	7	mutual	mutual	ADJ
cana-1634	112	8	information	information	NOUN
cana-1634	112	9	):	):	PUNCT
cana-1634	112	10	𝑇	𝑇	NOUN
cana-1634	112	11	∗	∗	NOUN
cana-1634	112	12	=	=	PUNCT
cana-1634	112	13	arg	arg	NOUN
cana-1634	112	14	max	max	PROPN
cana-1634	112	15	𝑇	𝑇	PROPN
cana-1634	112	16	[	[	PUNCT
cana-1634	112	17	∑	∑	ADV
cana-1634	112	18	𝐼1(𝑥,𝑦)log	𝐼1(𝑥,𝑦)log	VERB
cana-1634	112	19	{	{	PUNCT
cana-1634	112	20	(	(	PUNCT
cana-1634	112	21	𝑥,𝑦	𝑥,𝑦	NOUN
cana-1634	112	22	)	)	PUNCT
cana-1634	112	23	}	}	PUNCT
cana-1634	112	24	(	(	PUNCT
cana-1634	112	25	𝐼1(𝑥,𝑦	𝐼1(𝑥,𝑦	NOUN
cana-1634	112	26	)	)	PUNCT
cana-1634	112	27	𝐼2(𝑇(𝑥,𝑦	𝐼2(𝑇(𝑥,𝑦	NOUN
cana-1634	112	28	)	)	PUNCT
cana-1634	112	29	)	)	PUNCT
cana-1634	112	30	)	)	PUNCT
cana-1634	112	31	]	]	PUNCT
cana-1634	113	1	communications	communication	NOUN
cana-1634	113	2	on	on	ADP
cana-1634	113	3	applied	apply	VERB
cana-1634	113	4	nonlinear	nonlinear	ADJ
cana-1634	113	5	analysis	analysis	NOUN
cana-1634	113	6	issn	issn	NOUN
cana-1634	113	7	:	:	PUNCT
cana-1634	113	8	1074	1074	NUM
cana-1634	113	9	-	-	PUNCT
cana-1634	113	10	133x	133x	NUM
cana-1634	113	11	vol	vol	NOUN
cana-1634	113	12	32	32	NUM
cana-1634	113	13	no	no	NOUN
cana-1634	113	14	.	.	NOUN
cana-1634	113	15	1	1	NUM
cana-1634	113	16	(	(	PUNCT
cana-1634	113	17	2025	2025	NUM
cana-1634	113	18	)	)	PUNCT
cana-1634	113	19	244	244	NUM
cana-1634	113	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	113	21	find	find	VERB
cana-1634	113	22	the	the	DET
cana-1634	113	23	optimal	optimal	ADJ
cana-1634	113	24	transformation	transformation	NOUN
cana-1634	113	25	matrix	matrix	NOUN
cana-1634	113	26	t	t	PROPN
cana-1634	113	27	*	*	NOUN
cana-1634	113	28	that	that	PRON
cana-1634	113	29	maximizes	maximize	VERB
cana-1634	113	30	the	the	DET
cana-1634	113	31	mutual	mutual	ADJ
cana-1634	113	32	information	information	NOUN
cana-1634	113	33	between	between	ADP
cana-1634	113	34	images	image	NOUN
cana-1634	113	35	i_1	i_1	NOUN
cana-1634	113	36	and	and	CCONJ
cana-1634	113	37	i_2	i_2	ADJ
cana-1634	113	38	,	,	PUNCT
cana-1634	113	39	ensuring	ensure	VERB
cana-1634	113	40	precise	precise	ADJ
cana-1634	113	41	spatial	spatial	ADJ
cana-1634	113	42	alignment	alignment	NOUN
cana-1634	113	43	crucial	crucial	ADJ
cana-1634	113	44	for	for	ADP
cana-1634	113	45	longitudinal	longitudinal	ADJ
cana-1634	113	46	studies	study	NOUN
cana-1634	113	47	and	and	CCONJ
cana-1634	113	48	treatment	treatment	NOUN
cana-1634	113	49	planning	planning	NOUN
cana-1634	113	50	.	.	PUNCT
cana-1634	114	1	•	•	NUM
cana-1634	114	2	calculation	calculation	NOUN
cana-1634	114	3	of	of	ADP
cana-1634	114	4	transformation	transformation	NOUN
cana-1634	114	5	matrix	matrix	NOUN
cana-1634	114	6	:	:	PUNCT
cana-1634	114	7	𝑇	𝑇	PROPN
cana-1634	114	8	=	=	PUNCT
cana-1634	115	1	[	[	X
cana-1634	115	2	cos(𝑡ℎ𝑒𝑡𝑎	cos(𝑡ℎ𝑒𝑡𝑎	ADJ
cana-1634	115	3	)	)	PUNCT
cana-1634	115	4	−	−	ADP
cana-1634	115	5	sin(𝑡ℎ𝑒𝑡𝑎	sin(𝑡ℎ𝑒𝑡𝑎	NOUN
cana-1634	115	6	)	)	PUNCT
cana-1634	115	7	𝑡𝑥	𝑡𝑥	NOUN
cana-1634	115	8	;	;	PUNCT
cana-1634	115	9	sin(𝑡ℎ𝑒𝑡𝑎	sin(𝑡ℎ𝑒𝑡𝑎	NUM
cana-1634	115	10	)	)	PUNCT
cana-1634	115	11	cos(𝑡ℎ𝑒𝑡𝑎	cos(𝑡ℎ𝑒𝑡𝑎	NOUN
cana-1634	115	12	)	)	PUNCT
cana-1634	115	13	𝑡𝑦	𝑡𝑦	NOUN
cana-1634	115	14	;	;	PUNCT
cana-1634	115	15	0	0	NUM
cana-1634	115	16	0	0	NUM
cana-1634	115	17	1	1	NUM
cana-1634	115	18	]	]	PUNCT
cana-1634	115	19	compute	compute	NOUN
cana-1634	115	20	the	the	DET
cana-1634	115	21	change	change	NOUN
cana-1634	115	22	lattice	lattice	NOUN
cana-1634	115	23	t	t	PROPN
cana-1634	115	24	consolidating	consolidate	VERB
cana-1634	115	25	revolution	revolution	NOUN
cana-1634	115	26	point	point	NOUN
cana-1634	115	27	theta	theta	NOUN
cana-1634	115	28	and	and	CCONJ
cana-1634	115	29	interpretation	interpretation	NOUN
cana-1634	115	30	vectors	vector	NOUN
cana-1634	115	31	(	(	PUNCT
cana-1634	115	32	tx	tx	PROPN
cana-1634	115	33	,	,	PUNCT
cana-1634	115	34	ty	ty	NOUN
cana-1634	115	35	)	)	PUNCT
cana-1634	115	36	,	,	PUNCT
cana-1634	115	37	optimizing	optimize	VERB
cana-1634	115	38	spatial	spatial	ADJ
cana-1634	115	39	arrangement	arrangement	NOUN
cana-1634	115	40	of	of	ADP
cana-1634	115	41	pictures	picture	NOUN
cana-1634	115	42	by	by	ADP
cana-1634	115	43	redressing	redress	VERB
cana-1634	115	44	geometric	geometric	ADJ
cana-1634	115	45	twists	twist	NOUN
cana-1634	115	46	and	and	CCONJ
cana-1634	115	47	guaranteeing	guarantee	VERB
cana-1634	115	48	exact	exact	ADJ
cana-1634	115	49	comparison	comparison	NOUN
cana-1634	115	50	over	over	ADP
cana-1634	115	51	distinctive	distinctive	ADJ
cana-1634	115	52	time	time	NOUN
cana-1634	115	53	focuses	focus	VERB
cana-1634	115	54	or	or	CCONJ
cana-1634	115	55	modalities	modality	NOUN
cana-1634	115	56	.	.	PUNCT
cana-1634	116	1	step	step	NOUN
cana-1634	116	2	3	3	NUM
cana-1634	116	3	:	:	PUNCT
cana-1634	116	4	feature	feature	NOUN
cana-1634	116	5	extraction	extraction	NOUN
cana-1634	116	6	and	and	CCONJ
cana-1634	116	7	dimensionality	dimensionality	NOUN
cana-1634	116	8	reduction	reduction	NOUN
cana-1634	116	9	:	:	PUNCT
cana-1634	116	10	include	include	VERB
cana-1634	116	11	extraction	extraction	NOUN
cana-1634	116	12	and	and	CCONJ
cana-1634	116	13	dimensionality	dimensionality	NOUN
cana-1634	116	14	diminishment	diminishment	NOUN
cana-1634	116	15	are	be	AUX
cana-1634	116	16	imperative	imperative	ADJ
cana-1634	116	17	steps	step	NOUN
cana-1634	116	18	for	for	ADP
cana-1634	116	19	getting	get	VERB
cana-1634	116	20	valuable	valuable	ADJ
cana-1634	116	21	data	datum	NOUN
cana-1634	116	22	from	from	ADP
cana-1634	116	23	restorative	restorative	ADJ
cana-1634	116	24	pictures	picture	NOUN
cana-1634	116	25	,	,	PUNCT
cana-1634	116	26	which	which	PRON
cana-1634	116	27	moves	move	VERB
cana-1634	116	28	forward	forward	ADV
cana-1634	116	29	the	the	DET
cana-1634	116	30	exactness	exactness	NOUN
cana-1634	116	31	and	and	CCONJ
cana-1634	116	32	speed	speed	NOUN
cana-1634	116	33	of	of	ADP
cana-1634	116	34	determination	determination	NOUN
cana-1634	116	35	.	.	PUNCT
cana-1634	117	1	network	network	NOUN
cana-1634	117	2	decay	decay	NOUN
cana-1634	117	3	strategies	strategy	NOUN
cana-1634	117	4	,	,	PUNCT
cana-1634	117	5	like	like	ADP
cana-1634	117	6	solitary	solitary	ADJ
cana-1634	117	7	esteem	esteem	NOUN
cana-1634	117	8	deterioration	deterioration	NOUN
cana-1634	117	9	(	(	PUNCT
cana-1634	117	10	svd	svd	PROPN
cana-1634	117	11	)	)	PUNCT
cana-1634	117	12	,	,	PUNCT
cana-1634	117	13	are	be	AUX
cana-1634	117	14	exceptionally	exceptionally	ADV
cana-1634	117	15	imperative	imperative	ADJ
cana-1634	117	16	for	for	ADP
cana-1634	117	17	breaking	break	VERB
cana-1634	117	18	picture	picture	NOUN
cana-1634	117	19	frameworks	framework	NOUN
cana-1634	117	20	down	down	ADP
cana-1634	117	21	into	into	ADP
cana-1634	117	22	their	their	PRON
cana-1634	117	23	fundamental	fundamental	ADJ
cana-1634	117	24	parts	part	NOUN
cana-1634	117	25	[	[	PUNCT
cana-1634	117	26	13	13	NUM
cana-1634	117	27	]	]	PUNCT
cana-1634	117	28	.	.	PUNCT
cana-1634	118	1	svd	svd	PROPN
cana-1634	118	2	finds	find	VERB
cana-1634	118	3	imperative	imperative	ADJ
cana-1634	118	4	designs	design	NOUN
cana-1634	118	5	and	and	CCONJ
cana-1634	118	6	structures	structure	NOUN
cana-1634	118	7	within	within	ADP
cana-1634	118	8	the	the	DET
cana-1634	118	9	picture	picture	NOUN
cana-1634	118	10	information	information	NOUN
cana-1634	118	11	,	,	PUNCT
cana-1634	118	12	which	which	PRON
cana-1634	118	13	lets	let	VERB
cana-1634	118	14	vital	vital	ADJ
cana-1634	118	15	highlights	highlight	NOUN
cana-1634	118	16	that	that	PRON
cana-1634	118	17	depict	depict	VERB
cana-1634	118	18	diverse	diverse	ADJ
cana-1634	118	19	parts	part	NOUN
cana-1634	118	20	of	of	ADP
cana-1634	118	21	the	the	DET
cana-1634	118	22	body	body	NOUN
cana-1634	118	23	or	or	CCONJ
cana-1634	118	24	illnesses	illness	NOUN
cana-1634	118	25	be	be	AUX
cana-1634	118	26	extricated	extricate	VERB
cana-1634	118	27	.	.	PUNCT
cana-1634	119	1	svd	svd	PROPN
cana-1634	119	2	makes	make	VERB
cana-1634	119	3	a	a	DET
cana-1634	119	4	difference	difference	NOUN
cana-1634	119	5	decrease	decrease	NOUN
cana-1634	119	6	picture	picture	NOUN
cana-1634	119	7	information	information	NOUN
cana-1634	119	8	representation	representation	NOUN
cana-1634	119	9	without	without	ADP
cana-1634	119	10	losing	lose	VERB
cana-1634	119	11	imperative	imperative	ADJ
cana-1634	119	12	subtle	subtle	ADJ
cana-1634	119	13	elements	element	NOUN
cana-1634	119	14	by	by	ADP
cana-1634	119	15	bringing	bring	VERB
cana-1634	119	16	down	down	ADP
cana-1634	119	17	the	the	DET
cana-1634	119	18	number	number	NOUN
cana-1634	119	19	of	of	ADP
cana-1634	119	20	measurements	measurement	NOUN
cana-1634	119	21	of	of	ADP
cana-1634	119	22	the	the	DET
cana-1634	119	23	information	information	NOUN
cana-1634	119	24	whereas	whereas	SCONJ
cana-1634	119	25	keeping	keep	VERB
cana-1634	119	26	imperative	imperative	ADJ
cana-1634	119	27	data	datum	NOUN
cana-1634	119	28	.	.	PUNCT
cana-1634	120	1	this	this	PRON
cana-1634	120	2	makes	make	VERB
cana-1634	120	3	capacity	capacity	NOUN
cana-1634	120	4	and	and	CCONJ
cana-1634	120	5	computing	compute	VERB
cana-1634	120	6	more	more	ADV
cana-1634	120	7	proficient	proficient	ADJ
cana-1634	120	8	.	.	PUNCT
cana-1634	121	1	figure	figure	NOUN
cana-1634	121	2	2	2	NUM
cana-1634	121	3	:	:	PUNCT
cana-1634	121	4	feature	feature	NOUN
cana-1634	121	5	extraction	extraction	NOUN
cana-1634	121	6	and	and	CCONJ
cana-1634	121	7	dimensionality	dimensionality	NOUN
cana-1634	121	8	reduction	reduction	NOUN
cana-1634	121	9	:	:	PUNCT
cana-1634	121	10	eigenanalysis	eigenanalysis	NOUN
cana-1634	121	11	is	be	AUX
cana-1634	121	12	similar	similar	ADJ
cana-1634	121	13	to	to	ADP
cana-1634	121	14	svd	svd	PROPN
cana-1634	121	15	,	,	PUNCT
cana-1634	121	16	but	but	CCONJ
cana-1634	121	17	it	it	PRON
cana-1634	121	18	looks	look	VERB
cana-1634	121	19	at	at	ADP
cana-1634	121	20	eigenvalues	eigenvalue	NOUN
cana-1634	121	21	and	and	CCONJ
cana-1634	121	22	eigenvectors	eigenvector	NOUN
cana-1634	121	23	that	that	PRON
cana-1634	121	24	come	come	VERB
cana-1634	121	25	from	from	ADP
cana-1634	121	26	correlation	correlation	NOUN
cana-1634	121	27	matrices	matrix	NOUN
cana-1634	121	28	of	of	ADP
cana-1634	121	29	picture	picture	NOUN
cana-1634	121	30	data	datum	NOUN
cana-1634	121	31	.	.	PUNCT
cana-1634	122	1	this	this	DET
cana-1634	122	2	method	method	NOUN
cana-1634	122	3	finds	find	VERB
cana-1634	122	4	the	the	DET
cana-1634	122	5	main	main	ADJ
cana-1634	122	6	features	feature	NOUN
cana-1634	122	7	that	that	PRON
cana-1634	122	8	make	make	VERB
cana-1634	122	9	images	image	NOUN
cana-1634	122	10	different	different	ADJ
cana-1634	122	11	,	,	PUNCT
cana-1634	122	12	which	which	PRON
cana-1634	122	13	successfully	successfully	ADV
cana-1634	122	14	lowers	lower	VERB
cana-1634	122	15	the	the	DET
cana-1634	122	16	amount	amount	NOUN
cana-1634	122	17	of	of	ADP
cana-1634	122	18	information	information	NOUN
cana-1634	122	19	that	that	PRON
cana-1634	122	20	needs	need	VERB
cana-1634	122	21	to	to	PART
cana-1634	122	22	be	be	AUX
cana-1634	122	23	stored	store	VERB
cana-1634	122	24	.	.	PUNCT
cana-1634	123	1	by	by	ADP
cana-1634	123	2	keeping	keep	VERB
cana-1634	123	3	highvariance	highvariance	NOUN
cana-1634	123	4	features	feature	NOUN
cana-1634	123	5	and	and	CCONJ
cana-1634	123	6	getting	getting	AUX
cana-1634	123	7	rid	rid	VERB
cana-1634	123	8	of	of	ADP
cana-1634	123	9	less	less	ADV
cana-1634	123	10	useful	useful	ADJ
cana-1634	123	11	ones	one	NOUN
cana-1634	123	12	,	,	PUNCT
cana-1634	123	13	eigenanalysis	eigenanalysis	NOUN
cana-1634	123	14	makes	make	VERB
cana-1634	123	15	it	it	PRON
cana-1634	123	16	possible	possible	ADJ
cana-1634	123	17	to	to	PART
cana-1634	123	18	show	show	VERB
cana-1634	123	19	quickly	quickly	ADJ
cana-1634	123	20	communications	communication	NOUN
cana-1634	123	21	on	on	ADP
cana-1634	123	22	applied	apply	VERB
cana-1634	123	23	nonlinear	nonlinear	ADJ
cana-1634	123	24	analysis	analysis	NOUN
cana-1634	123	25	issn	issn	NOUN
cana-1634	123	26	:	:	PUNCT
cana-1634	123	27	1074	1074	NUM
cana-1634	123	28	-	-	PUNCT
cana-1634	123	29	133x	133x	NUM
cana-1634	123	30	vol	vol	NOUN
cana-1634	123	31	32	32	NUM
cana-1634	123	32	no	no	NOUN
cana-1634	123	33	.	.	NOUN
cana-1634	123	34	1	1	NUM
cana-1634	123	35	(	(	PUNCT
cana-1634	123	36	2025	2025	NUM
cana-1634	123	37	)	)	PUNCT
cana-1634	123	38	245	245	NUM
cana-1634	123	39	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	123	40	picture	picture	NOUN
cana-1634	123	41	features	feature	NOUN
cana-1634	123	42	that	that	PRON
cana-1634	123	43	are	be	AUX
cana-1634	123	44	important	important	ADJ
cana-1634	123	45	for	for	ADP
cana-1634	123	46	correct	correct	ADJ
cana-1634	123	47	evaluation	evaluation	NOUN
cana-1634	123	48	and	and	CCONJ
cana-1634	123	49	understanding	understanding	NOUN
cana-1634	123	50	[	[	X
cana-1634	123	51	14	14	NUM
cana-1634	123	52	]	]	PUNCT
cana-1634	123	53	.	.	PUNCT
cana-1634	124	1	together	together	ADV
cana-1634	124	2	,	,	PUNCT
cana-1634	124	3	these	these	DET
cana-1634	124	4	methods	method	NOUN
cana-1634	124	5	make	make	VERB
cana-1634	124	6	it	it	PRON
cana-1634	124	7	easier	easy	ADJ
cana-1634	124	8	to	to	PART
cana-1634	124	9	identify	identify	VERB
cana-1634	124	10	strong	strong	ADJ
cana-1634	124	11	features	feature	NOUN
cana-1634	124	12	and	and	CCONJ
cana-1634	124	13	reduce	reduce	VERB
cana-1634	124	14	the	the	DET
cana-1634	124	15	number	number	NOUN
cana-1634	124	16	of	of	ADP
cana-1634	124	17	dimensions	dimension	NOUN
cana-1634	124	18	in	in	ADP
cana-1634	124	19	medical	medical	ADJ
cana-1634	124	20	images	image	NOUN
cana-1634	124	21	.	.	PUNCT
cana-1634	125	1	this	this	PRON
cana-1634	125	2	helps	help	VERB
cana-1634	125	3	with	with	ADP
cana-1634	125	4	advanced	advanced	ADJ
cana-1634	125	5	research	research	NOUN
cana-1634	125	6	and	and	CCONJ
cana-1634	125	7	making	make	VERB
cana-1634	125	8	decisions	decision	NOUN
cana-1634	125	9	in	in	ADP
cana-1634	125	10	clinical	clinical	ADJ
cana-1634	125	11	settings	setting	NOUN
cana-1634	125	12	.	.	PUNCT
cana-1634	126	1	•	•	NOUN
cana-1634	126	2	matrix	matrix	NOUN
cana-1634	126	3	decomposition	decomposition	NOUN
cana-1634	126	4	(	(	PUNCT
cana-1634	126	5	singular	singular	ADJ
cana-1634	126	6	value	value	NOUN
cana-1634	126	7	decomposition	decomposition	NOUN
cana-1634	126	8	):	):	PUNCT
cana-1634	126	9	𝑀	𝑀	PROPN
cana-1634	126	10	=	=	SYM
cana-1634	126	11	𝑈	𝑈	PROPN
cana-1634	126	12	𝛴	𝛴	PROPN
cana-1634	126	13	𝑉𝑇	𝑉𝑇	PROPN
cana-1634	126	14	decompose	decompose	VERB
cana-1634	126	15	image	image	NOUN
cana-1634	126	16	matrix	matrix	NOUN
cana-1634	126	17	m	m	VERB
cana-1634	126	18	into	into	ADP
cana-1634	126	19	three	three	NUM
cana-1634	126	20	matrices	matrix	NOUN
cana-1634	126	21	:	:	PUNCT
cana-1634	126	22	u	u	NOUN
cana-1634	126	23	(	(	PUNCT
cana-1634	126	24	left	leave	VERB
cana-1634	126	25	singular	singular	ADJ
cana-1634	126	26	vectors	vector	NOUN
cana-1634	126	27	)	)	PUNCT
cana-1634	126	28	,	,	PUNCT
cana-1634	126	29	σ	σ	PROPN
cana-1634	126	30	(	(	PUNCT
cana-1634	126	31	diagonal	diagonal	ADJ
cana-1634	126	32	matrix	matrix	NOUN
cana-1634	126	33	of	of	ADP
cana-1634	126	34	singular	singular	ADJ
cana-1634	126	35	values	value	NOUN
cana-1634	126	36	)	)	PUNCT
cana-1634	126	37	,	,	PUNCT
cana-1634	126	38	and	and	CCONJ
cana-1634	126	39	v	v	X
cana-1634	126	40	(	(	PUNCT
cana-1634	126	41	right	right	ADJ
cana-1634	126	42	singular	singular	ADJ
cana-1634	126	43	vectors	vector	NOUN
cana-1634	126	44	)	)	PUNCT
cana-1634	126	45	,	,	PUNCT
cana-1634	126	46	extracting	extract	VERB
cana-1634	126	47	significant	significant	ADJ
cana-1634	126	48	features	feature	NOUN
cana-1634	126	49	for	for	ADP
cana-1634	126	50	further	further	ADJ
cana-1634	126	51	analysis	analysis	NOUN
cana-1634	126	52	.	.	PUNCT
cana-1634	127	1	•	•	NUM
cana-1634	127	2	eigenanalysis	eigenanalysis	NOUN
cana-1634	127	3	(	(	PUNCT
cana-1634	127	4	covariance	covariance	NOUN
cana-1634	127	5	matrix	matrix	NOUN
cana-1634	127	6	calculation	calculation	NOUN
cana-1634	127	7	):	):	PUNCT
cana-1634	127	8	𝐶	𝐶	PROPN
cana-1634	127	9	=	=	SYM
cana-1634	127	10	(	(	PUNCT
cana-1634	127	11	1	1	NUM
cana-1634	127	12	𝑁	𝑁	PROPN
cana-1634	127	13	)	)	PUNCT
cana-1634	127	14	∑	∑	PUNCT
cana-1634	127	15	(	(	PUNCT
cana-1634	127	16	𝑀𝑖	𝑀𝑖	PROPN
cana-1634	127	17	−	−	PROPN
cana-1634	127	18	𝜇)(𝑀𝑖	𝜇)(𝑀𝑖	NUM
cana-1634	127	19	−	−	PROPN
cana-1634	127	20	𝜇)𝑇	𝜇)𝑇	NOUN
cana-1634	127	21	{	{	PUNCT
cana-1634	127	22	𝑁	𝑁	PROPN
cana-1634	127	23	}	}	PUNCT
cana-1634	127	24	{	{	PUNCT
cana-1634	127	25	𝑖=1	𝑖=1	PROPN
cana-1634	127	26	}	}	PUNCT
cana-1634	127	27	calculate	calculate	NOUN
cana-1634	127	28	the	the	DET
cana-1634	127	29	covariance	covariance	NOUN
cana-1634	127	30	matrix	matrix	NOUN
cana-1634	127	31	c	c	NOUN
cana-1634	127	32	of	of	ADP
cana-1634	127	33	image	image	NOUN
cana-1634	127	34	data	datum	NOUN
cana-1634	127	35	m	m	PROPN
cana-1634	127	36	,	,	PUNCT
cana-1634	127	37	where	where	SCONJ
cana-1634	127	38	μ	μ	PROPN
cana-1634	127	39	is	be	AUX
cana-1634	127	40	the	the	DET
cana-1634	127	41	mean	mean	ADJ
cana-1634	127	42	image	image	NOUN
cana-1634	127	43	matrix	matrix	NOUN
cana-1634	127	44	,	,	PUNCT
cana-1634	127	45	capturing	capture	VERB
cana-1634	127	46	the	the	DET
cana-1634	127	47	variance	variance	NOUN
cana-1634	127	48	and	and	CCONJ
cana-1634	127	49	relationships	relationship	NOUN
cana-1634	127	50	between	between	ADP
cana-1634	127	51	different	different	ADJ
cana-1634	127	52	image	image	NOUN
cana-1634	127	53	features	feature	NOUN
cana-1634	127	54	.	.	PUNCT
cana-1634	128	1	•	•	NUM
cana-1634	128	2	eigenanalysis	eigenanalysis	NOUN
cana-1634	128	3	(	(	PUNCT
cana-1634	128	4	eigenvalue	eigenvalue	NOUN
cana-1634	128	5	decomposition	decomposition	NOUN
cana-1634	128	6	):	):	PUNCT
cana-1634	128	7	𝐶	𝐶	PROPN
cana-1634	128	8	𝑣	𝑣	ADP
cana-1634	128	9	=	=	PUNCT
cana-1634	128	10	𝜆	𝜆	PRON
cana-1634	128	11	𝑣	𝑣	PRON
cana-1634	128	12	perform	perform	VERB
cana-1634	128	13	eigenvalue	eigenvalue	NOUN
cana-1634	128	14	decomposition	decomposition	NOUN
cana-1634	128	15	on	on	ADP
cana-1634	128	16	the	the	DET
cana-1634	128	17	covariance	covariance	NOUN
cana-1634	128	18	matrix	matrix	NOUN
cana-1634	128	19	c	c	VERB
cana-1634	128	20	to	to	PART
cana-1634	128	21	find	find	VERB
cana-1634	128	22	eigenvalues	eigenvalue	NOUN
cana-1634	128	23	λ	λ	NOUN
cana-1634	128	24	and	and	CCONJ
cana-1634	128	25	corresponding	correspond	VERB
cana-1634	128	26	eigenvectors	eigenvector	NOUN
cana-1634	128	27	v.	v.	ADP
cana-1634	128	28	eigenvectors	eigenvector	NOUN
cana-1634	128	29	with	with	ADP
cana-1634	128	30	the	the	DET
cana-1634	128	31	largest	large	ADJ
cana-1634	128	32	eigenvalues	eigenvalue	NOUN
cana-1634	128	33	represent	represent	VERB
cana-1634	128	34	dominant	dominant	ADJ
cana-1634	128	35	features	feature	NOUN
cana-1634	128	36	for	for	ADP
cana-1634	128	37	dimensionality	dimensionality	NOUN
cana-1634	128	38	reduction	reduction	NOUN
cana-1634	128	39	and	and	CCONJ
cana-1634	128	40	feature	feature	NOUN
cana-1634	128	41	extraction	extraction	NOUN
cana-1634	128	42	.	.	PUNCT
cana-1634	129	1	step	step	NOUN
cana-1634	129	2	4	4	NUM
cana-1634	129	3	:	:	PUNCT
cana-1634	129	4	image	image	NOUN
cana-1634	129	5	enhancement	enhancement	NOUN
cana-1634	129	6	and	and	CCONJ
cana-1634	129	7	reconstruction	reconstruction	NOUN
cana-1634	129	8	:	:	PUNCT
cana-1634	129	9	convolution	convolution	NOUN
cana-1634	129	10	and	and	CCONJ
cana-1634	129	11	sifting	sifting	NOUN
cana-1634	129	12	:	:	PUNCT
cana-1634	129	13	apply	apply	VERB
cana-1634	129	14	convolution	convolution	NOUN
cana-1634	129	15	lattices	lattice	NOUN
cana-1634	129	16	to	to	PART
cana-1634	129	17	upgrade	upgrade	VERB
cana-1634	129	18	picture	picture	NOUN
cana-1634	129	19	quality	quality	NOUN
cana-1634	129	20	by	by	ADP
cana-1634	129	21	making	make	VERB
cana-1634	129	22	strides	stride	NOUN
cana-1634	129	23	differentiate	differentiate	VERB
cana-1634	129	24	,	,	PUNCT
cana-1634	129	25	honing	hone	VERB
cana-1634	129	26	subtle	subtle	ADJ
cana-1634	129	27	elements	element	NOUN
cana-1634	129	28	,	,	PUNCT
cana-1634	129	29	and	and	CCONJ
cana-1634	129	30	expelling	expel	VERB
cana-1634	129	31	artifacts	artifact	NOUN
cana-1634	129	32	.	.	PUNCT
cana-1634	130	1	computational	computational	ADJ
cana-1634	130	2	tomography	tomography	NOUN
cana-1634	130	3	:	:	PUNCT
cana-1634	130	4	utilize	utilize	VERB
cana-1634	130	5	direct	direct	ADJ
cana-1634	130	6	variable	variable	NOUN
cana-1634	130	7	based	base	VERB
cana-1634	130	8	math	math	NOUN
cana-1634	130	9	for	for	ADP
cana-1634	130	10	remaking	remake	VERB
cana-1634	130	11	three	three	NUM
cana-1634	130	12	-	-	PUNCT
cana-1634	130	13	dimensional	dimensional	ADJ
cana-1634	130	14	structures	structure	NOUN
cana-1634	130	15	from	from	ADP
cana-1634	130	16	different	different	ADJ
cana-1634	130	17	two	two	NUM
cana-1634	130	18	-	-	PUNCT
cana-1634	130	19	dimensional	dimensional	ADJ
cana-1634	130	20	picture	picture	NOUN
cana-1634	130	21	cuts	cut	NOUN
cana-1634	130	22	,	,	PUNCT
cana-1634	130	23	empowering	empower	VERB
cana-1634	130	24	comprehensive	comprehensive	ADJ
cana-1634	130	25	visualization	visualization	NOUN
cana-1634	130	26	of	of	ADP
cana-1634	130	27	anatomical	anatomical	ADJ
cana-1634	130	28	highlights	highlight	NOUN
cana-1634	130	29	and	and	CCONJ
cana-1634	130	30	pathologies	pathology	NOUN
cana-1634	130	31	.	.	PUNCT
cana-1634	131	1	step	step	NOUN
cana-1634	131	2	-	-	PUNCT
cana-1634	131	3	by	by	ADP
cana-1634	131	4	-	-	PUNCT
cana-1634	131	5	step	step	NOUN
cana-1634	131	6	mathematical	mathematical	ADJ
cana-1634	131	7	equations	equation	NOUN
cana-1634	131	8	for	for	ADP
cana-1634	131	9	image	image	NOUN
cana-1634	131	10	enhancement	enhancement	NOUN
cana-1634	131	11	and	and	CCONJ
cana-1634	131	12	reconstruction	reconstruction	NOUN
cana-1634	131	13	step	step	NOUN
cana-1634	131	14	1	1	NUM
cana-1634	131	15	:	:	PUNCT
cana-1634	131	16	convolution	convolution	NOUN
cana-1634	131	17	for	for	ADP
cana-1634	131	18	image	image	NOUN
cana-1634	131	19	enhancement	enhancement	NOUN
cana-1634	131	20	𝐼𝑒𝑛ℎ𝑎𝑛𝑐𝑒𝑑(𝑥,𝑦	𝐼𝑒𝑛ℎ𝑎𝑛𝑐𝑒𝑑(𝑥,𝑦	NOUN
cana-1634	131	21	)	)	PUNCT
cana-1634	132	1	=	=	SYM
cana-1634	132	2	∫	∫	PROPN
cana-1634	132	3	·	·	PUNCT
cana-1634	132	4	𝐾(𝑥	𝐾(𝑥	SYM
cana-1634	132	5	−	−	ADP
cana-1634	132	6	𝑢	𝑢	PROPN
cana-1634	132	7	,	,	PUNCT
cana-1634	132	8	𝑦	𝑦	NOUN
cana-1634	132	9	−	−	X
cana-1634	132	10	𝑣)𝑑𝑢	𝑣)𝑑𝑢	PROPN
cana-1634	132	11	𝑑𝑣	𝑑𝑣	ADP
cana-1634	132	12	{	{	PUNCT
cana-1634	132	13	∞	∞	PROPN
cana-1634	132	14	}	}	PUNCT
cana-1634	132	15	∫	∫	PROPN
cana-1634	133	1	⬚	⬚	PROPN
cana-1634	133	2	{	{	PUNCT
cana-1634	133	3	−∞	−∞	NOUN
cana-1634	133	4	}	}	PUNCT
cana-1634	133	5	𝑜𝑟𝑖𝑔𝑖𝑛𝑎𝑙(𝑢,𝑣	𝑜𝑟𝑖𝑔𝑖𝑛𝑎𝑙(𝑢,𝑣	PROPN
cana-1634	133	6	)	)	PUNCT
cana-1634	133	7	{	{	PUNCT
cana-1634	133	8	∞	∞	NOUN
cana-1634	133	9	}	}	PUNCT
cana-1634	133	10	𝐼	𝐼	PROPN
cana-1634	133	11	{	{	PUNCT
cana-1634	133	12	−∞	−∞	NOUN
cana-1634	133	13	}	}	PUNCT
cana-1634	133	14	this	this	DET
cana-1634	133	15	condition	condition	NOUN
cana-1634	133	16	applies	apply	VERB
cana-1634	133	17	a	a	DET
cana-1634	133	18	convolution	convolution	NOUN
cana-1634	133	19	network	network	NOUN
cana-1634	133	20	k	k	PROPN
cana-1634	133	21	to	to	ADP
cana-1634	133	22	the	the	DET
cana-1634	133	23	first	first	ADJ
cana-1634	133	24	picture	picture	NOUN
cana-1634	133	25	i_original	i_original	ADJ
cana-1634	133	26	,	,	PUNCT
cana-1634	133	27	coming	come	VERB
cana-1634	133	28	about	about	ADV
cana-1634	133	29	in	in	ADP
cana-1634	133	30	an	an	DET
cana-1634	133	31	upgraded	upgrade	VERB
cana-1634	133	32	picture	picture	NOUN
cana-1634	133	33	i_enhanced	i_enhance	VERB
cana-1634	133	34	.	.	PUNCT
cana-1634	134	1	the	the	DET
cana-1634	134	2	convolution	convolution	NOUN
cana-1634	134	3	handle	handle	VERB
cana-1634	134	4	makes	make	VERB
cana-1634	134	5	strides	stride	NOUN
cana-1634	134	6	picture	picture	NOUN
cana-1634	134	7	quality	quality	NOUN
cana-1634	134	8	by	by	ADP
cana-1634	134	9	upgrading	upgrade	VERB
cana-1634	134	10	differentiate	differentiate	NOUN
cana-1634	134	11	,	,	PUNCT
cana-1634	134	12	honing	hone	VERB
cana-1634	134	13	points	point	NOUN
cana-1634	134	14	of	of	ADP
cana-1634	134	15	interest	interest	NOUN
cana-1634	134	16	,	,	PUNCT
cana-1634	134	17	and	and	CCONJ
cana-1634	134	18	evacuating	evacuate	VERB
cana-1634	134	19	artifacts	artifact	NOUN
cana-1634	134	20	[	[	X
cana-1634	134	21	15	15	NUM
cana-1634	134	22	]	]	PUNCT
cana-1634	134	23	.	.	PUNCT
cana-1634	135	1	the	the	DET
cana-1634	135	2	integrand	integrand	PROPN
cana-1634	135	3	compute	compute	NOUN
cana-1634	135	4	the	the	DET
cana-1634	135	5	weighted	weighted	ADJ
cana-1634	135	6	entirety	entirety	NOUN
cana-1634	135	7	of	of	ADP
cana-1634	135	8	the	the	DET
cana-1634	135	9	first	first	ADJ
cana-1634	135	10	picture	picture	NOUN
cana-1634	135	11	values	value	NOUN
cana-1634	135	12	.	.	PUNCT
cana-1634	136	1	communications	communication	NOUN
cana-1634	136	2	on	on	ADP
cana-1634	136	3	applied	apply	VERB
cana-1634	136	4	nonlinear	nonlinear	ADJ
cana-1634	136	5	analysis	analysis	NOUN
cana-1634	136	6	issn	issn	NOUN
cana-1634	136	7	:	:	PUNCT
cana-1634	136	8	1074	1074	NUM
cana-1634	136	9	-	-	PUNCT
cana-1634	136	10	133x	133x	NUM
cana-1634	136	11	vol	vol	NOUN
cana-1634	136	12	32	32	NUM
cana-1634	136	13	no	no	NOUN
cana-1634	136	14	.	.	NOUN
cana-1634	136	15	1	1	NUM
cana-1634	136	16	(	(	PUNCT
cana-1634	136	17	2025	2025	NUM
cana-1634	136	18	)	)	PUNCT
cana-1634	137	1	246	246	NUM
cana-1634	137	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	137	3	step	step	NOUN
cana-1634	137	4	2	2	NUM
cana-1634	137	5	:	:	PUNCT
cana-1634	137	6	filtering	filter	VERB
cana-1634	137	7	for	for	ADP
cana-1634	137	8	artifact	artifact	ADJ
cana-1634	137	9	removal	removal	NOUN
cana-1634	137	10	𝐼𝑓𝑖𝑙𝑡𝑒𝑟𝑒𝑑(𝑥,𝑦	𝐼𝑓𝑖𝑙𝑡𝑒𝑟𝑒𝑑(𝑥,𝑦	NOUN
cana-1634	137	11	)	)	PUNCT
cana-1634	138	1	=	=	SYM
cana-1634	139	1	∫	∫	PROPN
cana-1634	139	2	∫	∫	PROPN
cana-1634	139	3	(	(	PUNCT
cana-1634	139	4	𝑢	𝑢	PROPN
cana-1634	139	5	,	,	PUNCT
cana-1634	139	6	𝑣	𝑣	NOUN
cana-1634	139	7	)	)	PUNCT
cana-1634	139	8	{	{	PUNCT
cana-1634	139	9	−∞	−∞	NOUN
cana-1634	139	10	}	}	PUNCT
cana-1634	139	11	𝑒𝑛ℎ𝑎𝑛𝑐𝑒𝑑	𝑒𝑛ℎ𝑎𝑛𝑐𝑒𝑑	NOUN
cana-1634	139	12	{	{	PUNCT
cana-1634	139	13	∞}𝐼	∞}𝐼	PROPN
cana-1634	139	14	{	{	PUNCT
cana-1634	139	15	∞	∞	PROPN
cana-1634	139	16	}	}	PUNCT
cana-1634	139	17	{	{	PUNCT
cana-1634	139	18	−∞	−∞	NOUN
cana-1634	139	19	}	}	PUNCT
cana-1634	139	20	·	·	PUNCT
cana-1634	139	21	𝐺(𝑥	𝐺(𝑥	NUM
cana-1634	139	22	−	−	NOUN
cana-1634	139	23	𝑢	𝑢	NOUN
cana-1634	139	24	,	,	PUNCT
cana-1634	139	25	𝑦	𝑦	NOUN
cana-1634	139	26	−	−	X
cana-1634	140	1	𝑣)𝑑𝑢	𝑣)𝑑𝑢	PROPN
cana-1634	140	2	𝑑𝑣	𝑑𝑣	ADP
cana-1634	140	3	this	this	DET
cana-1634	140	4	condition	condition	NOUN
cana-1634	140	5	applies	apply	VERB
cana-1634	140	6	a	a	DET
cana-1634	140	7	sifting	sifting	NOUN
cana-1634	140	8	bit	bit	NOUN
cana-1634	140	9	g	g	NOUN
cana-1634	140	10	to	to	ADP
cana-1634	140	11	the	the	DET
cana-1634	140	12	improved	improved	ADJ
cana-1634	140	13	picture	picture	NOUN
cana-1634	140	14	i_enhanced	i_enhance	VERB
cana-1634	140	15	,	,	PUNCT
cana-1634	140	16	creating	create	VERB
cana-1634	140	17	a	a	DET
cana-1634	140	18	sifted	sift	VERB
cana-1634	140	19	picture	picture	NOUN
cana-1634	140	20	i_filtered	i_filtere	VERB
cana-1634	140	21	.	.	PUNCT
cana-1634	141	1	the	the	DET
cana-1634	141	2	sifting	sift	VERB
cana-1634	141	3	prepare	prepare	NOUN
cana-1634	141	4	encourage	encourage	VERB
cana-1634	141	5	refines	refine	VERB
cana-1634	141	6	the	the	DET
cana-1634	141	7	picture	picture	NOUN
cana-1634	141	8	by	by	ADP
cana-1634	141	9	expelling	expel	VERB
cana-1634	141	10	clamor	clamor	NOUN
cana-1634	141	11	and	and	CCONJ
cana-1634	141	12	artifacts	artifact	NOUN
cana-1634	141	13	.	.	PUNCT
cana-1634	142	1	the	the	DET
cana-1634	142	2	convolution	convolution	NOUN
cana-1634	142	3	with	with	ADP
cana-1634	142	4	g	g	PROPN
cana-1634	142	5	makes	make	VERB
cana-1634	142	6	a	a	DET
cana-1634	142	7	difference	difference	NOUN
cana-1634	142	8	in	in	ADP
cana-1634	142	9	smoothening	smoothening	NOUN
cana-1634	142	10	and	and	CCONJ
cana-1634	142	11	making	make	VERB
cana-1634	142	12	strides	stride	NOUN
cana-1634	142	13	the	the	DET
cana-1634	142	14	in	in	ADP
cana-1634	142	15	general	general	ADJ
cana-1634	142	16	picture	picture	NOUN
cana-1634	142	17	quality	quality	NOUN
cana-1634	142	18	.	.	PUNCT
cana-1634	143	1	step	step	NOUN
cana-1634	143	2	3	3	NUM
cana-1634	143	3	:	:	PUNCT
cana-1634	143	4	computational	computational	ADJ
cana-1634	143	5	tomography	tomography	NOUN
cana-1634	143	6	for	for	ADP
cana-1634	143	7	3d	3d	PROPN
cana-1634	143	8	reconstruction	reconstruction	NOUN
cana-1634	143	9	𝐼3𝐷(𝑥,𝑦,𝑧	𝐼3𝐷(𝑥,𝑦,𝑧	NUM
cana-1634	143	10	)	)	PUNCT
cana-1634	143	11	=	=	SYM
cana-1634	143	12	𝛴{𝑖=1	𝛴{𝑖=1	X
cana-1634	143	13	}	}	PUNCT
cana-1634	143	14	𝑁	𝑁	PROPN
cana-1634	143	15	∫	∫	PROPN
cana-1634	143	16	∫	∫	PROPN
cana-1634	143	17	𝐼2𝐷	𝐼2𝐷	PRON
cana-1634	143	18	𝑖(𝑢,𝑣	𝑖(𝑢,𝑣	PUNCT
cana-1634	143	19	)	)	PUNCT
cana-1634	143	20	{	{	PUNCT
cana-1634	143	21	∞	∞	NOUN
cana-1634	143	22	}	}	PUNCT
cana-1634	143	23	{	{	PUNCT
cana-1634	143	24	−∞	−∞	NOUN
cana-1634	143	25	}	}	PUNCT
cana-1634	143	26	{	{	PUNCT
cana-1634	143	27	∞	∞	NOUN
cana-1634	143	28	}	}	PUNCT
cana-1634	143	29	{	{	PUNCT
cana-1634	143	30	−∞	−∞	NOUN
cana-1634	143	31	}	}	PUNCT
cana-1634	143	32	·	·	PUNCT
cana-1634	143	33	𝑅𝑖(𝑥−𝑢,𝑦−𝑣,𝑧)𝑑𝑢𝑑𝑣	𝑅𝑖(𝑥−𝑢,𝑦−𝑣,𝑧)𝑑𝑢𝑑𝑣	NOUN
cana-1634	143	34	this	this	DET
cana-1634	143	35	condition	condition	NOUN
cana-1634	143	36	recreates	recreate	VERB
cana-1634	143	37	a	a	DET
cana-1634	143	38	three	three	NUM
cana-1634	143	39	-	-	PUNCT
cana-1634	143	40	dimensional	dimensional	ADJ
cana-1634	143	41	picture	picture	NOUN
cana-1634	143	42	i_3d	i_3d	NUM
cana-1634	143	43	from	from	ADP
cana-1634	143	44	different	different	ADJ
cana-1634	143	45	two	two	NUM
cana-1634	143	46	-	-	PUNCT
cana-1634	143	47	dimensional	dimensional	ADJ
cana-1634	143	48	picture	picture	NOUN
cana-1634	143	49	cuts	cut	NOUN
cana-1634	143	50	i_2d^i	i_2d^i	ADJ
cana-1634	143	51	utilizing	utilize	VERB
cana-1634	143	52	remaking	remake	VERB
cana-1634	143	53	capacities	capacity	NOUN
cana-1634	143	54	r_i	r_i	PRON
cana-1634	143	55	.	.	PUNCT
cana-1634	144	1	each	each	DET
cana-1634	144	2	cut	cut	NOUN
cana-1634	144	3	is	be	AUX
cana-1634	144	4	coordinates	coordinate	NOUN
cana-1634	144	5	and	and	CCONJ
cana-1634	144	6	summed	sum	VERB
cana-1634	144	7	over	over	ADP
cana-1634	144	8	all	all	DET
cana-1634	144	9	points	point	NOUN
cana-1634	144	10	i	i	PRON
cana-1634	144	11	,	,	PUNCT
cana-1634	144	12	empowering	empower	VERB
cana-1634	144	13	comprehensive	comprehensive	ADJ
cana-1634	144	14	visualization	visualization	NOUN
cana-1634	144	15	of	of	ADP
cana-1634	144	16	anatomical	anatomical	ADJ
cana-1634	144	17	highlights	highlight	NOUN
cana-1634	144	18	and	and	CCONJ
cana-1634	144	19	pathologies	pathology	NOUN
cana-1634	144	20	.	.	PUNCT
cana-1634	145	1	direct	direct	ADJ
cana-1634	145	2	variable	variable	NOUN
cana-1634	145	3	based	base	VERB
cana-1634	145	4	math	math	NOUN
cana-1634	145	5	strategies	strategy	NOUN
cana-1634	145	6	encourage	encourage	VERB
cana-1634	145	7	this	this	DET
cana-1634	145	8	recreation	recreation	NOUN
cana-1634	145	9	prepare	prepare	NOUN
cana-1634	145	10	.	.	PUNCT
cana-1634	146	1	step	step	NOUN
cana-1634	146	2	5	5	NUM
cana-1634	146	3	:	:	PUNCT
cana-1634	146	4	algorithm	algorithm	PROPN
cana-1634	146	5	design	design	NOUN
cana-1634	146	6	a.	a.	NOUN
cana-1634	146	7	principal	principal	PROPN
cana-1634	146	8	component	component	NOUN
cana-1634	146	9	analysis	analysis	NOUN
cana-1634	146	10	(	(	PUNCT
cana-1634	146	11	pca	pca	NOUN
cana-1634	146	12	)	)	PUNCT
cana-1634	146	13	•	•	NUM
cana-1634	146	14	covariance	covariance	NOUN
cana-1634	146	15	matrix	matrix	NOUN
cana-1634	146	16	calculation	calculation	NOUN
cana-1634	146	17	:	:	PUNCT
cana-1634	146	18	𝐶	𝐶	PROPN
cana-1634	146	19	=	=	SYM
cana-1634	146	20	(	(	PUNCT
cana-1634	146	21	1	1	NUM
cana-1634	146	22	𝑁	𝑁	PROPN
cana-1634	146	23	)	)	PUNCT
cana-1634	146	24	∑	∑	PUNCT
cana-1634	146	25	(	(	PUNCT
cana-1634	146	26	𝑀𝑖	𝑀𝑖	PROPN
cana-1634	146	27	−	−	PROPN
cana-1634	146	28	𝜇)(𝑀𝑖	𝜇)(𝑀𝑖	NUM
cana-1634	146	29	−	−	PROPN
cana-1634	146	30	𝜇)𝑇	𝜇)𝑇	NOUN
cana-1634	146	31	{	{	PUNCT
cana-1634	146	32	𝑁	𝑁	PROPN
cana-1634	146	33	}	}	PUNCT
cana-1634	146	34	{	{	PUNCT
cana-1634	146	35	𝑖=1	𝑖=1	PROPN
cana-1634	146	36	}	}	PUNCT
cana-1634	146	37	calculate	calculate	NOUN
cana-1634	146	38	the	the	DET
cana-1634	146	39	covariance	covariance	NOUN
cana-1634	146	40	framework	framework	NOUN
cana-1634	146	41	c	c	NOUN
cana-1634	146	42	from	from	ADP
cana-1634	146	43	the	the	DET
cana-1634	146	44	information	information	NOUN
cana-1634	146	45	network	network	NOUN
cana-1634	146	46	m.	m.	NOUN
cana-1634	146	47	here	here	ADV
cana-1634	146	48	,	,	PUNCT
cana-1634	146	49	m_i	m_i	PUNCT
cana-1634	146	50	speaks	speak	VERB
cana-1634	146	51	to	to	ADP
cana-1634	146	52	the	the	DET
cana-1634	146	53	i	i	PROPN
cana-1634	146	54	-	-	PUNCT
cana-1634	146	55	th	th	X
cana-1634	146	56	picture	picture	NOUN
cana-1634	146	57	(	(	PUNCT
cana-1634	146	58	or	or	CCONJ
cana-1634	146	59	information	information	NOUN
cana-1634	146	60	point	point	NOUN
cana-1634	146	61	)	)	PUNCT
cana-1634	146	62	,	,	PUNCT
cana-1634	146	63	and	and	CCONJ
cana-1634	146	64	μ	μ	NOUN
cana-1634	146	65	is	be	AUX
cana-1634	146	66	the	the	DET
cana-1634	146	67	cruel	cruel	ADJ
cana-1634	146	68	of	of	ADP
cana-1634	146	69	all	all	DET
cana-1634	146	70	pictures	picture	NOUN
cana-1634	146	71	(	(	PUNCT
cana-1634	146	72	or	or	CCONJ
cana-1634	146	73	information	information	NOUN
cana-1634	146	74	focuses	focus	VERB
cana-1634	146	75	)	)	PUNCT
cana-1634	146	76	.	.	PUNCT
cana-1634	147	1	subtracting	subtract	VERB
cana-1634	147	2	the	the	DET
cana-1634	147	3	cruel	cruel	ADJ
cana-1634	147	4	centers	center	NOUN
cana-1634	147	5	the	the	DET
cana-1634	147	6	information	information	NOUN
cana-1634	147	7	,	,	PUNCT
cana-1634	147	8	guaranteeing	guarantee	VERB
cana-1634	147	9	that	that	SCONJ
cana-1634	147	10	each	each	DET
cana-1634	147	11	highlight	highlight	NOUN
cana-1634	147	12	includes	include	VERB
cana-1634	147	13	a	a	DET
cana-1634	147	14	cruel	cruel	ADJ
cana-1634	147	15	of	of	ADP
cana-1634	147	16	zero	zero	NUM
cana-1634	147	17	[	[	X
cana-1634	147	18	16	16	NUM
cana-1634	147	19	]	]	PUNCT
cana-1634	147	20	.	.	PUNCT
cana-1634	148	1	this	this	DET
cana-1634	148	2	step	step	NOUN
cana-1634	148	3	captures	capture	VERB
cana-1634	148	4	the	the	DET
cana-1634	148	5	fluctuation	fluctuation	NOUN
cana-1634	148	6	and	and	CCONJ
cana-1634	148	7	the	the	DET
cana-1634	148	8	connections	connection	NOUN
cana-1634	148	9	(	(	PUNCT
cana-1634	148	10	covariance	covariance	NOUN
cana-1634	148	11	)	)	PUNCT
cana-1634	148	12	between	between	ADP
cana-1634	148	13	diverse	diverse	ADJ
cana-1634	148	14	highlights	highlight	NOUN
cana-1634	148	15	,	,	PUNCT
cana-1634	148	16	shaping	shape	VERB
cana-1634	148	17	the	the	DET
cana-1634	148	18	basis	basis	NOUN
cana-1634	148	19	for	for	ADP
cana-1634	148	20	recognizing	recognize	VERB
cana-1634	148	21	the	the	DET
cana-1634	148	22	principal	principal	ADJ
cana-1634	148	23	components	component	NOUN
cana-1634	148	24	that	that	PRON
cana-1634	148	25	clarify	clarify	VERB
cana-1634	148	26	the	the	DET
cana-1634	148	27	foremost	foremost	ADJ
cana-1634	148	28	change	change	NOUN
cana-1634	148	29	within	within	ADP
cana-1634	148	30	the	the	DET
cana-1634	148	31	information	information	NOUN
cana-1634	148	32	.	.	PUNCT
cana-1634	149	1	•	•	NUM
cana-1634	149	2	eigenvalue	eigenvalue	PROPN
cana-1634	149	3	and	and	CCONJ
cana-1634	149	4	eigenvector	eigenvector	NOUN
cana-1634	149	5	calculation	calculation	NOUN
cana-1634	149	6	:	:	PUNCT
cana-1634	149	7	𝐶	𝐶	PROPN
cana-1634	149	8	𝑣	𝑣	ADP
cana-1634	150	1	=	=	PUNCT
cana-1634	150	2	𝜆	𝜆	PRON
cana-1634	150	3	𝑣	𝑣	PRON
cana-1634	150	4	perform	perform	VERB
cana-1634	150	5	eigenvalue	eigenvalue	NOUN
cana-1634	150	6	decomposition	decomposition	NOUN
cana-1634	150	7	on	on	ADP
cana-1634	150	8	the	the	DET
cana-1634	150	9	covariance	covariance	NOUN
cana-1634	150	10	matrix	matrix	NOUN
cana-1634	150	11	c	c	VERB
cana-1634	150	12	to	to	PART
cana-1634	150	13	find	find	VERB
cana-1634	150	14	its	its	PRON
cana-1634	150	15	eigenvalues	eigenvalue	NOUN
cana-1634	150	16	λ	λ	NOUN
cana-1634	150	17	and	and	CCONJ
cana-1634	150	18	corresponding	correspond	VERB
cana-1634	150	19	eigenvectors	eigenvector	NOUN
cana-1634	150	20	v.	v.	ADP
cana-1634	150	21	the	the	DET
cana-1634	150	22	eigenvectors	eigenvector	NOUN
cana-1634	150	23	represent	represent	VERB
cana-1634	150	24	the	the	DET
cana-1634	150	25	directions	direction	NOUN
cana-1634	150	26	of	of	ADP
cana-1634	150	27	maximum	maximum	ADJ
cana-1634	150	28	variance	variance	NOUN
cana-1634	150	29	(	(	PUNCT
cana-1634	150	30	principal	principal	ADJ
cana-1634	150	31	components	component	NOUN
cana-1634	150	32	)	)	PUNCT
cana-1634	150	33	in	in	ADP
cana-1634	150	34	the	the	DET
cana-1634	150	35	data	datum	NOUN
cana-1634	150	36	,	,	PUNCT
cana-1634	150	37	while	while	SCONJ
cana-1634	150	38	the	the	DET
cana-1634	150	39	eigenvalues	eigenvalue	NOUN
cana-1634	150	40	indicate	indicate	VERB
cana-1634	150	41	the	the	DET
cana-1634	150	42	magnitude	magnitude	NOUN
cana-1634	150	43	of	of	ADP
cana-1634	150	44	variance	variance	NOUN
cana-1634	150	45	along	along	ADP
cana-1634	150	46	these	these	DET
cana-1634	150	47	directions	direction	NOUN
cana-1634	150	48	[	[	X
cana-1634	150	49	17	17	NUM
cana-1634	150	50	]	]	PUNCT
cana-1634	150	51	.	.	PUNCT
cana-1634	151	1	by	by	ADP
cana-1634	151	2	ranking	rank	VERB
cana-1634	151	3	the	the	DET
cana-1634	151	4	eigenvalues	eigenvalue	NOUN
cana-1634	151	5	in	in	ADP
cana-1634	151	6	descending	descend	VERB
cana-1634	151	7	order	order	NOUN
cana-1634	151	8	,	,	PUNCT
cana-1634	151	9	we	we	PRON
cana-1634	151	10	identify	identify	VERB
cana-1634	151	11	the	the	DET
cana-1634	151	12	most	most	ADV
cana-1634	151	13	significant	significant	ADJ
cana-1634	151	14	principal	principal	ADJ
cana-1634	151	15	components	component	NOUN
cana-1634	151	16	,	,	PUNCT
cana-1634	151	17	which	which	PRON
cana-1634	151	18	capture	capture	VERB
cana-1634	151	19	the	the	DET
cana-1634	151	20	most	most	ADV
cana-1634	151	21	critical	critical	ADJ
cana-1634	151	22	patterns	pattern	NOUN
cana-1634	151	23	and	and	CCONJ
cana-1634	151	24	structures	structure	NOUN
cana-1634	151	25	in	in	ADP
cana-1634	151	26	the	the	DET
cana-1634	151	27	data	data	NOUN
cana-1634	151	28	,	,	PUNCT
cana-1634	151	29	facilitating	facilitate	VERB
cana-1634	151	30	dimensionality	dimensionality	NOUN
cana-1634	151	31	reduction	reduction	NOUN
cana-1634	151	32	and	and	CCONJ
cana-1634	151	33	feature	feature	NOUN
cana-1634	151	34	extraction	extraction	NOUN
cana-1634	151	35	.	.	PUNCT
cana-1634	152	1	communications	communication	NOUN
cana-1634	152	2	on	on	ADP
cana-1634	152	3	applied	apply	VERB
cana-1634	152	4	nonlinear	nonlinear	ADJ
cana-1634	152	5	analysis	analysis	NOUN
cana-1634	152	6	issn	issn	NOUN
cana-1634	152	7	:	:	PUNCT
cana-1634	152	8	1074	1074	NUM
cana-1634	152	9	-	-	PUNCT
cana-1634	152	10	133x	133x	NUM
cana-1634	152	11	vol	vol	NOUN
cana-1634	152	12	32	32	NUM
cana-1634	152	13	no	no	NOUN
cana-1634	152	14	.	.	NOUN
cana-1634	152	15	1	1	NUM
cana-1634	152	16	(	(	PUNCT
cana-1634	152	17	2025	2025	NUM
cana-1634	152	18	)	)	PUNCT
cana-1634	152	19	247	247	NUM
cana-1634	152	20	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-1634	152	21	•	•	NUM
cana-1634	152	22	projection	projection	NOUN
cana-1634	152	23	onto	onto	ADP
cana-1634	152	24	principal	principal	ADJ
cana-1634	152	25	components	component	NOUN
cana-1634	152	26	:	:	PUNCT
cana-1634	152	27	𝑍	𝑍	PROPN
cana-1634	152	28	=	=	SYM
cana-1634	152	29	𝑀	𝑀	PROPN
cana-1634	152	30	𝑉𝑘	𝑉𝑘	PROPN
cana-1634	152	31	project	project	NOUN
cana-1634	152	32	the	the	DET
cana-1634	152	33	original	original	ADJ
cana-1634	152	34	data	datum	NOUN
cana-1634	152	35	matrix	matrix	NOUN
cana-1634	152	36	m	m	VERB
cana-1634	152	37	onto	onto	ADP
cana-1634	152	38	the	the	DET
cana-1634	152	39	k	k	PROPN
cana-1634	152	40	principal	principal	ADJ
cana-1634	152	41	components	component	NOUN
cana-1634	152	42	by	by	ADP
cana-1634	152	43	multiplying	multiply	VERB
cana-1634	152	44	m	m	NOUN
cana-1634	152	45	with	with	ADP
cana-1634	152	46	v_k	v_k	ADP
cana-1634	152	47	,	,	PUNCT
cana-1634	152	48	the	the	DET
cana-1634	152	49	matrix	matrix	NOUN
cana-1634	152	50	containing	contain	VERB
cana-1634	152	51	the	the	DET
cana-1634	152	52	top	top	ADJ
cana-1634	152	53	k	k	PROPN
cana-1634	152	54	eigenvectors	eigenvector	NOUN
cana-1634	152	55	as	as	ADP
cana-1634	152	56	columns	column	NOUN
cana-1634	152	57	.	.	PUNCT
cana-1634	153	1	this	this	PRON
cana-1634	153	2	comes	come	VERB
cana-1634	153	3	about	about	ADP
cana-1634	153	4	in	in	ADP
cana-1634	153	5	a	a	DET
cana-1634	153	6	unused	unused	ADJ
cana-1634	153	7	lattice	lattice	NOUN
cana-1634	153	8	z	z	PROPN
cana-1634	153	9	,	,	PUNCT
cana-1634	153	10	where	where	SCONJ
cana-1634	153	11	each	each	DET
cana-1634	153	12	push	push	NOUN
cana-1634	153	13	speaks	speak	VERB
cana-1634	153	14	to	to	ADP
cana-1634	153	15	the	the	DET
cana-1634	153	16	information	information	NOUN
cana-1634	153	17	within	within	ADP
cana-1634	153	18	the	the	DET
cana-1634	153	19	decreased	decreased	ADJ
cana-1634	153	20	k	k	ADJ
cana-1634	153	21	-	-	ADJ
cana-1634	153	22	dimensional	dimensional	ADJ
cana-1634	153	23	space	space	NOUN
cana-1634	153	24	.	.	PUNCT
cana-1634	154	1	this	this	DET
cana-1634	154	2	change	change	NOUN
cana-1634	154	3	jam	jam	VERB
cana-1634	154	4	the	the	DET
cana-1634	154	5	foremost	foremost	ADJ
cana-1634	154	6	critical	critical	ADJ
cana-1634	154	7	fluctuation	fluctuation	NOUN
cana-1634	154	8	within	within	ADP
cana-1634	154	9	the	the	DET
cana-1634	154	10	information	information	NOUN
cana-1634	154	11	whereas	whereas	SCONJ
cana-1634	154	12	decreasing	decrease	VERB
cana-1634	154	13	dimensionality	dimensionality	NOUN
cana-1634	154	14	,	,	PUNCT
cana-1634	154	15	streamlining	streamline	VERB
cana-1634	154	16	investigation	investigation	NOUN
cana-1634	154	17	and	and	CCONJ
cana-1634	154	18	moving	move	VERB
cana-1634	154	19	forward	forward	ADV
cana-1634	154	20	computational	computational	ADJ
cana-1634	154	21	effectiveness	effectiveness	NOUN
cana-1634	154	22	.	.	PUNCT
cana-1634	155	1	the	the	DET
cana-1634	155	2	decreased	decrease	VERB
cana-1634	155	3	representation	representation	NOUN
cana-1634	155	4	z	z	NOUN
cana-1634	155	5	holds	hold	VERB
cana-1634	155	6	the	the	DET
cana-1634	155	7	fundamental	fundamental	ADJ
cana-1634	155	8	highlights	highlight	NOUN
cana-1634	155	9	,	,	PUNCT
cana-1634	155	10	encouraging	encourage	VERB
cana-1634	155	11	errands	errand	NOUN
cana-1634	155	12	like	like	ADP
cana-1634	155	13	classification	classification	NOUN
cana-1634	155	14	,	,	PUNCT
cana-1634	155	15	clustering	clustering	NOUN
cana-1634	155	16	,	,	PUNCT
cana-1634	155	17	and	and	CCONJ
cana-1634	155	18	visualization	visualization	NOUN
cana-1634	155	19	.	.	PUNCT
cana-1634	156	1	b.	b.	PROPN
cana-1634	156	2	singular	singular	PROPN
cana-1634	156	3	value	value	NOUN
cana-1634	156	4	decomposition	decomposition	NOUN
cana-1634	156	5	(	(	PUNCT
cana-1634	156	6	svd	svd	PROPN
cana-1634	156	7	)	)	PUNCT
cana-1634	156	8	•	•	NUM
cana-1634	156	9	matrix	matrix	NOUN
cana-1634	156	10	factorization	factorization	NOUN
cana-1634	156	11	:	:	PUNCT
cana-1634	156	12	𝑀	𝑀	PROPN
cana-1634	156	13	=	=	SYM
cana-1634	156	14	𝑈	𝑈	PROPN
cana-1634	156	15	𝛴	𝛴	PROPN
cana-1634	156	16	𝑉𝑇	𝑉𝑇	VERB
cana-1634	156	17	the	the	DET
cana-1634	156	18	first	first	ADJ
cana-1634	156	19	information	information	NOUN
cana-1634	156	20	framework	framework	NOUN
cana-1634	156	21	m	m	VERB
cana-1634	156	22	is	be	AUX
cana-1634	156	23	factorized	factorize	VERB
cana-1634	156	24	into	into	ADP
cana-1634	156	25	three	three	NUM
cana-1634	156	26	networks	network	NOUN
cana-1634	156	27	:	:	PUNCT
cana-1634	156	28	u	u	NOUN
cana-1634	156	29	,	,	PUNCT
cana-1634	156	30	σ	σ	PROPN
cana-1634	156	31	,	,	PUNCT
cana-1634	156	32	and	and	CCONJ
cana-1634	156	33	v^t	v^t	NOUN
cana-1634	156	34	.	.	PUNCT
cana-1634	157	1	here	here	ADV
cana-1634	157	2	,	,	PUNCT
cana-1634	157	3	u	u	NOUN
cana-1634	157	4	is	be	AUX
cana-1634	157	5	an	an	DET
cana-1634	157	6	orthogonal	orthogonal	ADJ
cana-1634	157	7	lattice	lattice	NOUN
cana-1634	157	8	containing	contain	VERB
cana-1634	157	9	the	the	DET
cana-1634	157	10	left	left	ADJ
cana-1634	157	11	singular	singular	ADJ
cana-1634	157	12	vectors	vector	NOUN
cana-1634	157	13	,	,	PUNCT
cana-1634	157	14	σ	σ	PROPN
cana-1634	157	15	could	could	AUX
cana-1634	157	16	be	be	AUX
cana-1634	157	17	a	a	DET
cana-1634	157	18	diagonal	diagonal	ADJ
cana-1634	157	19	matrix	matrix	NOUN
cana-1634	157	20	with	with	ADP
cana-1634	157	21	particular	particular	ADJ
cana-1634	157	22	values	value	NOUN
cana-1634	157	23	,	,	PUNCT
cana-1634	157	24	and	and	CCONJ
cana-1634	157	25	v	v	NOUN
cana-1634	157	26	is	be	AUX
cana-1634	157	27	an	an	DET
cana-1634	157	28	orthogonal	orthogonal	ADJ
cana-1634	157	29	framework	framework	NOUN
cana-1634	157	30	with	with	ADP
cana-1634	157	31	the	the	DET
cana-1634	157	32	correct	correct	ADJ
cana-1634	157	33	particular	particular	ADJ
cana-1634	157	34	vectors	vector	NOUN
cana-1634	157	35	[	[	X
cana-1634	157	36	18	18	NUM
cana-1634	157	37	]	]	PUNCT
cana-1634	157	38	.	.	PUNCT
cana-1634	158	1	this	this	DET
cana-1634	158	2	factorization	factorization	NOUN
cana-1634	158	3	breaks	break	VERB
cana-1634	158	4	down	down	ADP
cana-1634	158	5	m	m	PROPN
cana-1634	158	6	into	into	ADP
cana-1634	158	7	its	its	PRON
cana-1634	158	8	principal	principal	ADJ
cana-1634	158	9	components	component	NOUN
cana-1634	158	10	,	,	PUNCT
cana-1634	158	11	permitting	permit	VERB
cana-1634	158	12	for	for	ADP
cana-1634	158	13	investigation	investigation	NOUN
cana-1634	158	14	of	of	ADP
cana-1634	158	15	the	the	DET
cana-1634	158	16	fundamental	fundamental	ADJ
cana-1634	158	17	structure	structure	NOUN
cana-1634	158	18	of	of	ADP
cana-1634	158	19	the	the	DET
cana-1634	158	20	information	information	NOUN
cana-1634	158	21	,	,	PUNCT
cana-1634	158	22	such	such	ADJ
cana-1634	158	23	as	as	ADP
cana-1634	158	24	distinguishing	distinguish	VERB
cana-1634	158	25	designs	design	NOUN
cana-1634	158	26	and	and	CCONJ
cana-1634	158	27	connections	connection	NOUN
cana-1634	158	28	between	between	ADP
cana-1634	158	29	columns	column	NOUN
cana-1634	158	30	and	and	CCONJ
cana-1634	158	31	columns	column	NOUN
cana-1634	158	32	.	.	PUNCT
cana-1634	159	1	•	•	NOUN
cana-1634	159	2	left	leave	VERB
cana-1634	159	3	singular	singular	ADJ
cana-1634	159	4	vectors	vector	NOUN
cana-1634	159	5	(	(	PUNCT
cana-1634	159	6	u	u	NOUN
cana-1634	159	7	):	):	PUNCT
cana-1634	159	8	𝑈	𝑈	PROPN
cana-1634	159	9	=	=	SYM
cana-1634	159	10	𝑀	𝑀	PROPN
cana-1634	159	11	𝑉	𝑉	PROPN
cana-1634	159	12	𝛴{−1	𝛴{−1	ADV
cana-1634	159	13	}	}	PUNCT
cana-1634	159	14	calculate	calculate	NOUN
cana-1634	159	15	the	the	DET
cana-1634	159	16	cleared	clear	VERB
cana-1634	159	17	out	out	ADP
cana-1634	159	18	solitary	solitary	ADJ
cana-1634	159	19	vectors	vector	NOUN
cana-1634	159	20	u	u	NOUN
cana-1634	159	21	from	from	ADP
cana-1634	159	22	the	the	DET
cana-1634	159	23	first	first	ADJ
cana-1634	159	24	matrix	matrix	NOUN
cana-1634	159	25	m	m	NOUN
cana-1634	159	26	,	,	PUNCT
cana-1634	159	27	the	the	DET
cana-1634	159	28	proper	proper	ADJ
cana-1634	159	29	solitary	solitary	ADJ
cana-1634	159	30	vectors	vector	NOUN
cana-1634	159	31	v	v	ADP
cana-1634	159	32	,	,	PUNCT
cana-1634	159	33	and	and	CCONJ
cana-1634	159	34	the	the	DET
cana-1634	159	35	reverse	reverse	NOUN
cana-1634	159	36	of	of	ADP
cana-1634	159	37	the	the	DET
cana-1634	159	38	particular	particular	ADJ
cana-1634	159	39	values	value	NOUN
cana-1634	159	40	σ^{-1	σ^{-1	NUM
cana-1634	159	41	}	}	PUNCT
cana-1634	159	42	.	.	PUNCT
cana-1634	160	1	the	the	DET
cana-1634	160	2	columns	column	NOUN
cana-1634	160	3	of	of	ADP
cana-1634	160	4	u	u	PRON
cana-1634	160	5	speak	speak	VERB
cana-1634	160	6	to	to	ADP
cana-1634	160	7	the	the	DET
cana-1634	160	8	directions	direction	NOUN
cana-1634	160	9	within	within	ADP
cana-1634	160	10	the	the	DET
cana-1634	160	11	information	information	NOUN
cana-1634	160	12	space	space	NOUN
cana-1634	160	13	that	that	PRON
cana-1634	160	14	maximize	maximize	VERB
cana-1634	160	15	the	the	DET
cana-1634	160	16	change	change	NOUN
cana-1634	160	17	when	when	SCONJ
cana-1634	160	18	anticipated	anticipate	VERB
cana-1634	160	19	onto	onto	ADP
cana-1634	160	20	the	the	DET
cana-1634	160	21	correct	correct	ADJ
cana-1634	160	22	particular	particular	ADJ
cana-1634	160	23	vectors	vector	NOUN
cana-1634	160	24	.	.	PUNCT
cana-1634	161	1	these	these	DET
cana-1634	161	2	vectors	vector	NOUN
cana-1634	161	3	are	be	AUX
cana-1634	161	4	essential	essential	ADJ
cana-1634	161	5	for	for	ADP
cana-1634	161	6	understanding	understand	VERB
cana-1634	161	7	the	the	DET
cana-1634	161	8	push	push	NOUN
cana-1634	161	9	space	space	NOUN
cana-1634	161	10	of	of	ADP
cana-1634	161	11	the	the	DET
cana-1634	161	12	initial	initial	ADJ
cana-1634	161	13	lattice	lattice	NOUN
cana-1634	161	14	m	m	VERB
cana-1634	161	15	and	and	CCONJ
cana-1634	161	16	play	play	VERB
cana-1634	161	17	a	a	DET
cana-1634	161	18	vital	vital	ADJ
cana-1634	161	19	part	part	NOUN
cana-1634	161	20	in	in	ADP
cana-1634	161	21	information	information	NOUN
cana-1634	161	22	compression	compression	NOUN
cana-1634	161	23	and	and	CCONJ
cana-1634	161	24	dimensionality	dimensionality	NOUN
cana-1634	161	25	lessening	lessening	NOUN
cana-1634	161	26	.	.	PUNCT
cana-1634	162	1	•	•	NUM
cana-1634	162	2	right	right	ADJ
cana-1634	162	3	singular	singular	ADJ
cana-1634	162	4	vectors	vector	NOUN
cana-1634	162	5	(	(	PUNCT
cana-1634	162	6	v	v	NOUN
cana-1634	162	7	):	):	PUNCT
cana-1634	162	8	𝑉	𝑉	PROPN
cana-1634	162	9	=	=	PUNCT
cana-1634	162	10	𝑀𝑇𝑈	𝑀𝑇𝑈	PROPN
cana-1634	162	11	𝛴{−1	𝛴{−1	ADV
cana-1634	162	12	}	}	PUNCT
cana-1634	162	13	decide	decide	VERB
cana-1634	162	14	the	the	DET
cana-1634	162	15	correct	correct	ADJ
cana-1634	162	16	particular	particular	ADJ
cana-1634	162	17	vectors	vector	NOUN
cana-1634	162	18	v	v	NOUN
cana-1634	162	19	from	from	ADP
cana-1634	162	20	the	the	DET
cana-1634	162	21	transpose	transpose	NOUN
cana-1634	162	22	of	of	ADP
cana-1634	162	23	the	the	DET
cana-1634	162	24	first	first	ADJ
cana-1634	162	25	network	network	NOUN
cana-1634	162	26	m^t	m^t	NOUN
cana-1634	162	27	,	,	PUNCT
cana-1634	162	28	the	the	DET
cana-1634	162	29	cleared	clear	VERB
cana-1634	162	30	out	out	ADP
cana-1634	162	31	solitary	solitary	ADJ
cana-1634	162	32	vectors	vector	NOUN
cana-1634	162	33	u	u	NOUN
cana-1634	162	34	,	,	PUNCT
cana-1634	162	35	and	and	CCONJ
cana-1634	162	36	the	the	DET
cana-1634	162	37	inverse	inverse	NOUN
cana-1634	162	38	of	of	ADP
cana-1634	162	39	the	the	DET
cana-1634	162	40	particular	particular	ADJ
cana-1634	162	41	values	value	NOUN
cana-1634	162	42	σ^{-1	σ^{-1	NUM
cana-1634	162	43	}	}	PUNCT
cana-1634	162	44	.	.	PUNCT
cana-1634	163	1	the	the	DET
cana-1634	163	2	columns	column	NOUN
cana-1634	163	3	of	of	ADP
cana-1634	163	4	v	v	NUM
cana-1634	163	5	speak	speak	VERB
cana-1634	163	6	to	to	ADP
cana-1634	163	7	the	the	DET
cana-1634	163	8	bearings	bearing	NOUN
cana-1634	163	9	within	within	ADP
cana-1634	163	10	the	the	DET
cana-1634	163	11	column	column	NOUN
cana-1634	163	12	space	space	NOUN
cana-1634	163	13	of	of	ADP
cana-1634	163	14	m	m	PRON
cana-1634	163	15	that	that	PRON
cana-1634	163	16	capture	capture	VERB
cana-1634	163	17	the	the	DET
cana-1634	163	18	foremost	foremost	ADJ
cana-1634	163	19	critical	critical	ADJ
cana-1634	163	20	change	change	NOUN
cana-1634	163	21	in	in	ADP
cana-1634	163	22	the	the	DET
cana-1634	163	23	information	information	NOUN
cana-1634	163	24	.	.	PUNCT
cana-1634	164	1	these	these	DET
cana-1634	164	2	vectors	vector	NOUN
cana-1634	164	3	are	be	AUX
cana-1634	164	4	imperative	imperative	ADJ
cana-1634	164	5	for	for	ADP
cana-1634	164	6	understanding	understand	VERB
cana-1634	164	7	the	the	DET
cana-1634	164	8	connections	connection	NOUN
cana-1634	164	9	between	between	ADP
cana-1634	164	10	the	the	DET
cana-1634	164	11	columns	column	NOUN
cana-1634	164	12	of	of	ADP
cana-1634	164	13	m	m	PRON
cana-1634	164	14	,	,	PUNCT
cana-1634	164	15	empowering	empower	VERB
cana-1634	164	16	errands	errand	NOUN
cana-1634	164	17	like	like	ADP
cana-1634	164	18	highlight	highlight	NOUN
cana-1634	164	19	extraction	extraction	NOUN
cana-1634	164	20	and	and	CCONJ
cana-1634	164	21	information	information	NOUN
cana-1634	164	22	visualization	visualization	NOUN
cana-1634	164	23	.	.	PUNCT
cana-1634	165	1	singular	singular	ADJ
cana-1634	165	2	values	value	NOUN
cana-1634	165	3	(	(	PUNCT
cana-1634	165	4	σ	σ	NOUN
cana-1634	165	5	):	):	PUNCT
cana-1634	165	6	𝛴	𝛴	PROPN
cana-1634	165	7	=	=	PUNCT
cana-1634	165	8	𝑠𝑞𝑟𝑡(𝛬	𝑠𝑞𝑟𝑡(𝛬	PROPN
cana-1634	165	9	)	)	PUNCT
cana-1634	165	10	the	the	DET
cana-1634	165	11	corner	corner	NOUN
cana-1634	165	12	to	to	PART
cana-1634	165	13	corner	corner	NOUN
cana-1634	165	14	framework	framework	NOUN
cana-1634	165	15	σ	σ	PROPN
cana-1634	165	16	contains	contain	VERB
cana-1634	165	17	the	the	DET
cana-1634	165	18	solitary	solitary	ADJ
cana-1634	165	19	values	value	NOUN
cana-1634	165	20	,	,	PUNCT
cana-1634	165	21	which	which	PRON
cana-1634	165	22	are	be	AUX
cana-1634	165	23	the	the	DET
cana-1634	165	24	square	square	ADJ
cana-1634	165	25	roots	root	NOUN
cana-1634	165	26	of	of	ADP
cana-1634	165	27	the	the	DET
cana-1634	165	28	eigenvalues	eigenvalues	PROPN
cana-1634	165	29	λ	λ	PROPN
cana-1634	165	30	of	of	ADP
cana-1634	165	31	m^t	m^t	PROPN
cana-1634	165	32	m	m	PROPN
cana-1634	165	33	or	or	CCONJ
cana-1634	165	34	m	m	PROPN
cana-1634	165	35	m^t	m^t	ADJ
cana-1634	165	36	.	.	PUNCT
cana-1634	166	1	these	these	DET
cana-1634	166	2	solitary	solitary	ADJ
cana-1634	166	3	values	value	NOUN
cana-1634	166	4	demonstrate	demonstrate	VERB
cana-1634	166	5	the	the	DET
cana-1634	166	6	importance	importance	NOUN
cana-1634	166	7	of	of	ADP
cana-1634	166	8	each	each	DET
cana-1634	166	9	corresponding	corresponding	ADJ
cana-1634	166	10	singular	singular	ADJ
cana-1634	166	11	vector	vector	NOUN
cana-1634	166	12	in	in	ADP
cana-1634	166	13	capturing	capture	VERB
cana-1634	166	14	the	the	DET
cana-1634	166	15	fluctuation	fluctuation	NOUN
cana-1634	166	16	of	of	ADP
cana-1634	166	17	the	the	DET
cana-1634	166	18	data	datum	NOUN
cana-1634	166	19	.	.	PUNCT
cana-1634	167	1	the	the	DET
cana-1634	167	2	biggest	big	ADJ
cana-1634	167	3	solitary	solitary	ADJ
cana-1634	167	4	values	value	NOUN
cana-1634	167	5	communications	communication	NOUN
cana-1634	167	6	on	on	ADP
cana-1634	167	7	applied	apply	VERB
cana-1634	167	8	nonlinear	nonlinear	ADJ
cana-1634	167	9	analysis	analysis	NOUN
cana-1634	167	10	issn	issn	NOUN
cana-1634	167	11	:	:	PUNCT
cana-1634	167	12	1074	1074	NUM
cana-1634	167	13	-	-	PUNCT
cana-1634	167	14	133x	133x	NUM
cana-1634	167	15	vol	vol	NOUN
cana-1634	167	16	32	32	NUM
cana-1634	167	17	no	no	NOUN
cana-1634	167	18	.	.	NOUN
cana-1634	167	19	1	1	NUM
cana-1634	167	20	(	(	PUNCT
cana-1634	167	21	2025	2025	NUM
cana-1634	167	22	)	)	PUNCT
cana-1634	167	23	248	248	NUM
cana-1634	167	24	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	167	25	compare	compare	VERB
cana-1634	167	26	to	to	ADP
cana-1634	167	27	the	the	DET
cana-1634	167	28	foremost	foremost	ADJ
cana-1634	167	29	critical	critical	ADJ
cana-1634	167	30	components	component	NOUN
cana-1634	167	31	,	,	PUNCT
cana-1634	167	32	permitting	permit	VERB
cana-1634	167	33	for	for	ADP
cana-1634	167	34	successful	successful	ADJ
cana-1634	167	35	dimensionality	dimensionality	NOUN
cana-1634	167	36	lessening	lessening	NOUN
cana-1634	167	37	by	by	ADP
cana-1634	167	38	holding	hold	VERB
cana-1634	167	39	only	only	ADV
cana-1634	167	40	the	the	DET
cana-1634	167	41	beat	beat	ADJ
cana-1634	167	42	singular	singular	ADJ
cana-1634	167	43	values	value	NOUN
cana-1634	167	44	and	and	CCONJ
cana-1634	167	45	their	their	PRON
cana-1634	167	46	related	related	ADJ
cana-1634	167	47	vectors	vector	NOUN
cana-1634	167	48	,	,	PUNCT
cana-1634	167	49	subsequently	subsequently	ADV
cana-1634	167	50	protecting	protect	VERB
cana-1634	167	51	the	the	DET
cana-1634	167	52	most	most	ADV
cana-1634	167	53	basic	basic	ADJ
cana-1634	167	54	information	information	NOUN
cana-1634	167	55	within	within	ADP
cana-1634	167	56	the	the	DET
cana-1634	167	57	information	information	NOUN
cana-1634	167	58	.	.	PUNCT
cana-1634	168	1	c.	c.	PROPN
cana-1634	168	2	fourier	fourier	PROPN
cana-1634	168	3	transform	transform	NOUN
cana-1634	168	4	(	(	PUNCT
cana-1634	168	5	ft	ft	NOUN
cana-1634	168	6	)	)	PUNCT
cana-1634	168	7	1	1	NUM
cana-1634	168	8	.	.	PUNCT
cana-1634	169	1	fourier	fourier	NOUN
cana-1634	169	2	transform	transform	VERB
cana-1634	169	3	definition	definition	NOUN
cana-1634	169	4	:	:	PUNCT
cana-1634	169	5	𝐹(𝑘	𝐹(𝑘	X
cana-1634	169	6	)	)	PUNCT
cana-1634	169	7	=	=	SYM
cana-1634	170	1	∫	∫	PROPN
cana-1634	171	1	𝑓(𝑥)𝑒{−𝑖	𝑓(𝑥)𝑒{−𝑖	DET
cana-1634	171	2	2𝜋	2𝜋	NUM
cana-1634	171	3	𝑘	𝑘	DET
cana-1634	171	4	𝑥}𝑑𝑥	𝑥}𝑑𝑥	X
cana-1634	171	5	{	{	PUNCT
cana-1634	171	6	∞	∞	NOUN
cana-1634	171	7	}	}	PUNCT
cana-1634	171	8	{	{	PUNCT
cana-1634	171	9	−∞	−∞	NOUN
cana-1634	171	10	}	}	PUNCT
cana-1634	171	11	the	the	DET
cana-1634	171	12	fourier	fourier	NOUN
cana-1634	171	13	change	change	NOUN
cana-1634	171	14	f(k	f(k	VERB
cana-1634	171	15	)	)	PUNCT
cana-1634	171	16	of	of	ADP
cana-1634	171	17	a	a	DET
cana-1634	171	18	work	work	NOUN
cana-1634	171	19	f(x	f(x	PROPN
cana-1634	171	20	)	)	PUNCT
cana-1634	171	21	is	be	AUX
cana-1634	171	22	characterized	characterize	VERB
cana-1634	171	23	as	as	ADP
cana-1634	171	24	the	the	DET
cana-1634	171	25	fundamentally	fundamentally	ADV
cana-1634	171	26	of	of	ADP
cana-1634	171	27	f(x	f(x	PROPN
cana-1634	171	28	)	)	PUNCT
cana-1634	171	29	increased	increase	VERB
cana-1634	171	30	by	by	ADP
cana-1634	171	31	the	the	DET
cana-1634	171	32	complex	complex	ADJ
cana-1634	171	33	exponential	exponential	ADJ
cana-1634	171	34	𝑒{−𝑖	𝑒{−𝑖	PROPN
cana-1634	171	35	2𝜋	2𝜋	PROPN
cana-1634	171	36	𝑘	𝑘	X
cana-1634	171	37	𝑥	𝑥	X
cana-1634	171	38	}	}	PUNCT
cana-1634	171	39	.	.	PUNCT
cana-1634	172	1	this	this	DET
cana-1634	172	2	change	change	NOUN
cana-1634	172	3	changes	change	VERB
cana-1634	172	4	over	over	ADP
cana-1634	172	5	the	the	DET
cana-1634	172	6	work	work	NOUN
cana-1634	172	7	from	from	ADP
cana-1634	172	8	its	its	PRON
cana-1634	172	9	unique	unique	ADJ
cana-1634	172	10	space	space	NOUN
cana-1634	172	11	(	(	PUNCT
cana-1634	172	12	frequently	frequently	ADV
cana-1634	172	13	time	time	NOUN
cana-1634	172	14	or	or	CCONJ
cana-1634	172	15	space	space	NOUN
cana-1634	172	16	)	)	PUNCT
cana-1634	172	17	into	into	ADP
cana-1634	172	18	the	the	DET
cana-1634	172	19	recurrence	recurrence	NOUN
cana-1634	172	20	space	space	NOUN
cana-1634	172	21	.	.	PUNCT
cana-1634	173	1	the	the	DET
cana-1634	173	2	coming	come	VERB
cana-1634	173	3	about	about	ADP
cana-1634	173	4	work	work	NOUN
cana-1634	173	5	f(k	f(k	VERB
cana-1634	173	6	)	)	PUNCT
cana-1634	173	7	speaks	speak	VERB
cana-1634	173	8	to	to	ADP
cana-1634	173	9	the	the	DET
cana-1634	173	10	adequacy	adequacy	NOUN
cana-1634	173	11	and	and	CCONJ
cana-1634	173	12	stage	stage	NOUN
cana-1634	173	13	of	of	ADP
cana-1634	173	14	the	the	DET
cana-1634	173	15	first	first	ADJ
cana-1634	173	16	function	function	NOUN
cana-1634	173	17	's	's	PART
cana-1634	173	18	recurrence	recurrence	NOUN
cana-1634	173	19	components	component	NOUN
cana-1634	173	20	,	,	PUNCT
cana-1634	173	21	giving	give	VERB
cana-1634	173	22	a	a	DET
cana-1634	173	23	effective	effective	ADJ
cana-1634	173	24	device	device	NOUN
cana-1634	173	25	for	for	ADP
cana-1634	173	26	analyzing	analyze	VERB
cana-1634	173	27	the	the	DET
cana-1634	173	28	recurrence	recurrence	NOUN
cana-1634	173	29	substance	substance	NOUN
cana-1634	173	30	of	of	ADP
cana-1634	173	31	signals	signal	NOUN
cana-1634	173	32	and	and	CCONJ
cana-1634	173	33	capacities	capacity	NOUN
cana-1634	173	34	.	.	PUNCT
cana-1634	174	1	2	2	X
cana-1634	174	2	.	.	NOUN
cana-1634	174	3	inverse	inverse	ADJ
cana-1634	174	4	fourier	fourier	NOUN
cana-1634	174	5	transform	transform	NOUN
cana-1634	174	6	:	:	PUNCT
cana-1634	174	7	𝑓(𝑥	𝑓(𝑥	NOUN
cana-1634	174	8	)	)	PUNCT
cana-1634	174	9	=	=	SYM
cana-1634	175	1	∫	∫	PROPN
cana-1634	175	2	𝐹(𝑘)𝑒{𝑖	𝐹(𝑘)𝑒{𝑖	PROPN
cana-1634	175	3	2𝜋	2𝜋	PROPN
cana-1634	175	4	𝑘	𝑘	ADP
cana-1634	175	5	𝑥}𝑑𝑘	𝑥}𝑑𝑘	X
cana-1634	175	6	{	{	PUNCT
cana-1634	175	7	∞	∞	PROPN
cana-1634	175	8	}	}	PUNCT
cana-1634	175	9	{	{	PUNCT
cana-1634	175	10	−∞	−∞	NOUN
cana-1634	175	11	}	}	PUNCT
cana-1634	175	12	the	the	DET
cana-1634	175	13	inverse	inverse	ADJ
cana-1634	175	14	fourier	fourier	NOUN
cana-1634	175	15	change	change	NOUN
cana-1634	175	16	f(x	f(x	PROPN
cana-1634	175	17	)	)	PUNCT
cana-1634	175	18	reproduces	reproduce	VERB
cana-1634	175	19	the	the	DET
cana-1634	175	20	initial	initial	ADJ
cana-1634	175	21	work	work	NOUN
cana-1634	175	22	from	from	ADP
cana-1634	175	23	its	its	PRON
cana-1634	175	24	recurrence	recurrence	NOUN
cana-1634	175	25	space	space	NOUN
cana-1634	175	26	representation	representation	NOUN
cana-1634	175	27	f(k	f(k	VERB
cana-1634	175	28	)	)	PUNCT
cana-1634	175	29	.	.	PUNCT
cana-1634	176	1	this	this	PRON
cana-1634	176	2	necessarily	necessarily	ADV
cana-1634	176	3	entireties	entiretie	VERB
cana-1634	176	4	up	up	ADP
cana-1634	176	5	all	all	DET
cana-1634	176	6	the	the	DET
cana-1634	176	7	recurrence	recurrence	NOUN
cana-1634	176	8	components	component	NOUN
cana-1634	176	9	,	,	PUNCT
cana-1634	176	10	each	each	PRON
cana-1634	176	11	weighted	weight	VERB
cana-1634	176	12	by	by	ADP
cana-1634	176	13	the	the	DET
cana-1634	176	14	complex	complex	ADJ
cana-1634	176	15	exponential	exponential	ADJ
cana-1634	176	16	e^{i	e^{i	NOUN
cana-1634	176	17	2π	2π	PROPN
cana-1634	176	18	k	k	PROPN
cana-1634	176	19	x	x	X
cana-1634	176	20	}	}	PUNCT
cana-1634	176	21	,	,	PUNCT
cana-1634	176	22	to	to	PART
cana-1634	176	23	create	create	VERB
cana-1634	176	24	the	the	DET
cana-1634	176	25	initial	initial	ADJ
cana-1634	176	26	function	function	NOUN
cana-1634	176	27	.	.	PUNCT
cana-1634	177	1	this	this	DET
cana-1634	177	2	handle	handle	NOUN
cana-1634	177	3	illustrates	illustrate	VERB
cana-1634	177	4	that	that	SCONJ
cana-1634	177	5	any	any	DET
cana-1634	177	6	work	work	NOUN
cana-1634	177	7	can	can	AUX
cana-1634	177	8	be	be	AUX
cana-1634	177	9	deteriorated	deteriorate	VERB
cana-1634	177	10	into	into	ADP
cana-1634	177	11	its	its	PRON
cana-1634	177	12	recurrence	recurrence	NOUN
cana-1634	177	13	components	component	NOUN
cana-1634	177	14	and	and	CCONJ
cana-1634	177	15	after	after	SCONJ
cana-1634	177	16	that	that	PRON
cana-1634	177	17	reassembled	reassemble	VERB
cana-1634	177	18	,	,	PUNCT
cana-1634	177	19	highlighting	highlight	VERB
cana-1634	177	20	the	the	DET
cana-1634	177	21	duality	duality	NOUN
cana-1634	177	22	between	between	ADP
cana-1634	177	23	the	the	DET
cana-1634	177	24	time	time	NOUN
cana-1634	177	25	(	(	PUNCT
cana-1634	177	26	or	or	CCONJ
cana-1634	177	27	space	space	NOUN
cana-1634	177	28	)	)	PUNCT
cana-1634	177	29	space	space	NOUN
cana-1634	177	30	and	and	CCONJ
cana-1634	177	31	the	the	DET
cana-1634	177	32	recurrence	recurrence	NOUN
cana-1634	177	33	domain	domain	NOUN
cana-1634	177	34	.	.	PUNCT
cana-1634	178	1	3	3	X
cana-1634	178	2	.	.	X
cana-1634	178	3	discrete	discrete	ADJ
cana-1634	178	4	fourier	fourier	NOUN
cana-1634	178	5	transform	transform	NOUN
cana-1634	178	6	(	(	PUNCT
cana-1634	178	7	dft	dft	NOUN
cana-1634	178	8	):	):	PUNCT
cana-1634	178	9	𝐹(𝑢	𝐹(𝑢	NUM
cana-1634	178	10	)	)	PUNCT
cana-1634	178	11	=	=	PUNCT
cana-1634	179	1	∑	∑	PUNCT
cana-1634	179	2	𝑒	𝑒	PROPN
cana-1634	179	3	{	{	PUNCT
cana-1634	179	4	−𝑖	−𝑖	ADJ
cana-1634	179	5	2𝜋	2𝜋	NOUN
cana-1634	179	6	𝑢	𝑢	NOUN
cana-1634	179	7	𝑥	𝑥	DET
cana-1634	179	8	𝑁	𝑁	PROPN
cana-1634	179	9	}	}	PUNCT
cana-1634	179	10	{	{	PUNCT
cana-1634	179	11	𝑁−1}𝑓(𝑥	𝑁−1}𝑓(𝑥	PROPN
cana-1634	179	12	)	)	PUNCT
cana-1634	179	13	{	{	PUNCT
cana-1634	179	14	𝑥=0	𝑥=0	AUX
cana-1634	179	15	}	}	PUNCT
cana-1634	179	16	the	the	DET
cana-1634	179	17	discrete	discrete	ADJ
cana-1634	179	18	fourier	fourier	NOUN
cana-1634	179	19	change	change	NOUN
cana-1634	179	20	(	(	PUNCT
cana-1634	179	21	dft	dft	PROPN
cana-1634	179	22	)	)	PUNCT
cana-1634	179	23	may	may	AUX
cana-1634	179	24	be	be	AUX
cana-1634	179	25	a	a	DET
cana-1634	179	26	discrete	discrete	ADJ
cana-1634	179	27	form	form	NOUN
cana-1634	179	28	of	of	ADP
cana-1634	179	29	the	the	DET
cana-1634	179	30	fourier	fourier	NOUN
cana-1634	179	31	change	change	NOUN
cana-1634	179	32	,	,	PUNCT
cana-1634	179	33	connected	connect	VERB
cana-1634	179	34	to	to	ADP
cana-1634	179	35	a	a	DET
cana-1634	179	36	grouping	grouping	NOUN
cana-1634	179	37	of	of	ADP
cana-1634	179	38	n	n	DET
cana-1634	179	39	tests	test	NOUN
cana-1634	179	40	.	.	PUNCT
cana-1634	180	1	the	the	DET
cana-1634	180	2	dft	dft	PROPN
cana-1634	180	3	changes	change	NOUN
cana-1634	180	4	over	over	ADP
cana-1634	180	5	the	the	DET
cana-1634	180	6	grouping	group	VERB
cana-1634	180	7	f(x	f(x	PROPN
cana-1634	180	8	)	)	PUNCT
cana-1634	180	9	into	into	ADP
cana-1634	180	10	its	its	PRON
cana-1634	180	11	recurrence	recurrence	NOUN
cana-1634	180	12	space	space	NOUN
cana-1634	180	13	representation	representation	NOUN
cana-1634	180	14	f(u	f(u	PROPN
cana-1634	180	15	)	)	PUNCT
cana-1634	180	16	by	by	ADP
cana-1634	180	17	summing	sum	VERB
cana-1634	180	18	the	the	DET
cana-1634	180	19	item	item	NOUN
cana-1634	180	20	of	of	ADP
cana-1634	180	21	f(x	f(x	PROPN
cana-1634	180	22	)	)	PUNCT
cana-1634	180	23	and	and	CCONJ
cana-1634	180	24	the	the	DET
cana-1634	180	25	complex	complex	ADJ
cana-1634	180	26	exponential	exponential	NOUN
cana-1634	180	27	e^{-i	e^{-i	VERB
cana-1634	180	28	2π	2π	NUM
cana-1634	180	29	u	u	NOUN
cana-1634	180	30	x	x	X
cana-1634	180	31	/	/	SYM
cana-1634	180	32	n	n	CCONJ
cana-1634	180	33	}	}	PUNCT
cana-1634	180	34	over	over	ADP
cana-1634	180	35	all	all	DET
cana-1634	180	36	tests	test	NOUN
cana-1634	180	37	.	.	PUNCT
cana-1634	181	1	the	the	DET
cana-1634	181	2	dft	dft	PROPN
cana-1634	181	3	is	be	AUX
cana-1634	181	4	broadly	broadly	ADV
cana-1634	181	5	utilized	utilize	VERB
cana-1634	181	6	in	in	ADP
cana-1634	181	7	computerized	computerized	ADJ
cana-1634	181	8	flag	flag	NOUN
cana-1634	181	9	handling	handling	NOUN
cana-1634	181	10	,	,	PUNCT
cana-1634	181	11	empowering	empower	VERB
cana-1634	181	12	the	the	DET
cana-1634	181	13	examination	examination	NOUN
cana-1634	181	14	of	of	ADP
cana-1634	181	15	discrete	discrete	ADJ
cana-1634	181	16	signals	signal	NOUN
cana-1634	181	17	and	and	CCONJ
cana-1634	181	18	their	their	PRON
cana-1634	181	19	recurrence	recurrence	NOUN
cana-1634	181	20	components	component	NOUN
cana-1634	181	21	,	,	PUNCT
cana-1634	181	22	and	and	CCONJ
cana-1634	181	23	is	be	AUX
cana-1634	181	24	ordinarily	ordinarily	ADV
cana-1634	181	25	computed	compute	VERB
cana-1634	181	26	utilizing	utilize	VERB
cana-1634	181	27	the	the	DET
cana-1634	181	28	quick	quick	ADJ
cana-1634	181	29	fourier	fourier	NOUN
cana-1634	181	30	change	change	NOUN
cana-1634	181	31	(	(	PUNCT
cana-1634	181	32	fft	fft	PROPN
cana-1634	181	33	)	)	PUNCT
cana-1634	181	34	algorithm	algorithm	NOUN
cana-1634	181	35	for	for	ADP
cana-1634	181	36	effectiveness	effectiveness	NOUN
cana-1634	181	37	.	.	PUNCT
cana-1634	182	1	d.	d.	PROPN
cana-1634	182	2	wavelet	wavelet	PROPN
cana-1634	182	3	transform	transform	PROPN
cana-1634	182	4	(	(	PUNCT
cana-1634	182	5	wt	wt	NOUN
cana-1634	182	6	)	)	PUNCT
cana-1634	182	7	1	1	NUM
cana-1634	182	8	.	.	PUNCT
cana-1634	182	9	continuous	continuous	ADJ
cana-1634	182	10	wavelet	wavelet	NOUN
cana-1634	182	11	transform	transform	NOUN
cana-1634	182	12	(	(	PUNCT
cana-1634	182	13	cwt	cwt	NOUN
cana-1634	182	14	)	)	PUNCT
cana-1634	182	15	definition	definition	NOUN
cana-1634	182	16	:	:	PUNCT
cana-1634	182	17	𝑊(𝑎	𝑊(𝑎	NOUN
cana-1634	182	18	,	,	PUNCT
cana-1634	182	19	𝑏	𝑏	NOUN
cana-1634	182	20	)	)	PUNCT
cana-1634	182	21	=	=	SYM
cana-1634	183	1	∫	∫	PROPN
cana-1634	183	2	𝑓(𝑡)𝜓	𝑓(𝑡)𝜓	PROPN
cana-1634	183	3	{	{	PUNCT
cana-1634	183	4	∞	∞	NOUN
cana-1634	183	5	}	}	PUNCT
cana-1634	183	6	{	{	PUNCT
cana-1634	183	7	−∞	−∞	NOUN
cana-1634	183	8	}	}	PUNCT
cana-1634	183	9	∗	∗	NOUN
cana-1634	183	10	(	(	PUNCT
cana-1634	183	11	\𝑓𝑟𝑎𝑐{𝑡	\𝑓𝑟𝑎𝑐{𝑡	NOUN
cana-1634	183	12	−	−	PROPN
cana-1634	183	13	𝑏}{𝑎})𝑑𝑡	𝑏}{𝑎})𝑑𝑡	ADP
cana-1634	183	14	the	the	DET
cana-1634	183	15	ceaseless	ceaseless	NOUN
cana-1634	183	16	wavelet	wavelet	NOUN
cana-1634	183	17	change	change	NOUN
cana-1634	183	18	(	(	PUNCT
cana-1634	183	19	cwt	cwt	NOUN
cana-1634	183	20	)	)	PUNCT
cana-1634	183	21	of	of	ADP
cana-1634	183	22	a	a	DET
cana-1634	183	23	work	work	NOUN
cana-1634	183	24	f(t	f(t	NOUN
cana-1634	183	25	)	)	PUNCT
cana-1634	183	26	is	be	AUX
cana-1634	183	27	characterized	characterize	VERB
cana-1634	183	28	as	as	ADP
cana-1634	183	29	the	the	DET
cana-1634	183	30	fundamentally	fundamentally	ADV
cana-1634	183	31	of	of	ADP
cana-1634	183	32	f(t	f(t	NOUN
cana-1634	183	33	)	)	PUNCT
cana-1634	183	34	multiplied	multiply	VERB
cana-1634	183	35	by	by	ADP
cana-1634	183	36	the	the	DET
cana-1634	183	37	complex	complex	ADJ
cana-1634	183	38	conjugate	conjugate	NOUN
cana-1634	183	39	of	of	ADP
cana-1634	183	40	a	a	DET
cana-1634	183	41	scaled	scale	VERB
cana-1634	183	42	and	and	CCONJ
cana-1634	183	43	interpreted	interpret	VERB
cana-1634	183	44	mother	mother	NOUN
cana-1634	183	45	wavelet	wavelet	PROPN
cana-1634	183	46	ψ	ψ	PROPN
cana-1634	183	47	.	.	PUNCT
cana-1634	184	1	here	here	ADV
cana-1634	184	2	,	,	PUNCT
cana-1634	184	3	a	a	DET
cana-1634	184	4	speaks	speak	NOUN
cana-1634	184	5	to	to	ADP
cana-1634	184	6	communications	communication	NOUN
cana-1634	184	7	on	on	ADP
cana-1634	184	8	applied	apply	VERB
cana-1634	184	9	nonlinear	nonlinear	ADJ
cana-1634	184	10	analysis	analysis	NOUN
cana-1634	184	11	issn	issn	NOUN
cana-1634	184	12	:	:	PUNCT
cana-1634	184	13	1074	1074	NUM
cana-1634	184	14	-	-	PUNCT
cana-1634	184	15	133x	133x	NUM
cana-1634	184	16	vol	vol	NOUN
cana-1634	184	17	32	32	NUM
cana-1634	184	18	no	no	NOUN
cana-1634	184	19	.	.	NOUN
cana-1634	184	20	1	1	NUM
cana-1634	184	21	(	(	PUNCT
cana-1634	184	22	2025	2025	NUM
cana-1634	184	23	)	)	PUNCT
cana-1634	184	24	249	249	NUM
cana-1634	184	25	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	185	1	the	the	DET
cana-1634	185	2	scaling	scaling	NOUN
cana-1634	185	3	calculate	calculate	NOUN
cana-1634	185	4	,	,	PUNCT
cana-1634	185	5	and	and	CCONJ
cana-1634	185	6	b	b	NOUN
cana-1634	185	7	speaks	speak	VERB
cana-1634	185	8	to	to	ADP
cana-1634	185	9	the	the	DET
cana-1634	185	10	interpretation	interpretation	NOUN
cana-1634	185	11	figure	figure	NOUN
cana-1634	185	12	.	.	PUNCT
cana-1634	186	1	the	the	DET
cana-1634	186	2	cwt	cwt	NOUN
cana-1634	186	3	gives	give	VERB
cana-1634	186	4	a	a	DET
cana-1634	186	5	time	time	NOUN
cana-1634	186	6	-	-	PUNCT
cana-1634	186	7	frequency	frequency	NOUN
cana-1634	186	8	representation	representation	NOUN
cana-1634	186	9	of	of	ADP
cana-1634	186	10	the	the	DET
cana-1634	186	11	flag	flag	NOUN
cana-1634	186	12	,	,	PUNCT
cana-1634	186	13	capturing	capture	VERB
cana-1634	186	14	both	both	CCONJ
cana-1634	186	15	recurrence	recurrence	NOUN
cana-1634	186	16	and	and	CCONJ
cana-1634	186	17	area	area	NOUN
cana-1634	186	18	data	datum	NOUN
cana-1634	186	19	,	,	PUNCT
cana-1634	186	20	making	make	VERB
cana-1634	186	21	it	it	PRON
cana-1634	186	22	valuable	valuable	ADJ
cana-1634	186	23	for	for	ADP
cana-1634	186	24	analyzing	analyze	VERB
cana-1634	186	25	non	non	ADJ
cana-1634	186	26	-	-	ADJ
cana-1634	186	27	stationary	stationary	ADJ
cana-1634	186	28	signals	signal	NOUN
cana-1634	186	29	where	where	SCONJ
cana-1634	186	30	recurrence	recurrence	NOUN
cana-1634	186	31	components	component	NOUN
cana-1634	186	32	change	change	VERB
cana-1634	186	33	over	over	ADP
cana-1634	186	34	time	time	NOUN
cana-1634	186	35	.	.	PUNCT
cana-1634	187	1	2	2	X
cana-1634	187	2	.	.	X
cana-1634	187	3	scaling	scaling	NOUN
cana-1634	187	4	and	and	CCONJ
cana-1634	187	5	translation	translation	NOUN
cana-1634	187	6	in	in	ADP
cana-1634	187	7	cwt	cwt	NOUN
cana-1634	187	8	:	:	PUNCT
cana-1634	187	9	𝜓{𝑎,𝑏}(𝑡	𝜓{𝑎,𝑏}(𝑡	X
cana-1634	187	10	)	)	PUNCT
cana-1634	187	11	=	=	SYM
cana-1634	187	12	\𝑓𝑟𝑎𝑐{1	\𝑓𝑟𝑎𝑐{1	PROPN
cana-1634	187	13	}	}	PUNCT
cana-1634	187	14	{	{	PUNCT
cana-1634	187	15	√{𝑎	√{𝑎	ADJ
cana-1634	187	16	}	}	PUNCT
cana-1634	187	17	}	}	PUNCT
cana-1634	187	18	𝜓	𝜓	NOUN
cana-1634	187	19	(	(	PUNCT
cana-1634	187	20	\𝑓𝑟𝑎𝑐{𝑡	\𝑓𝑟𝑎𝑐{𝑡	NOUN
cana-1634	187	21	−	−	NOUN
cana-1634	187	22	𝑏}{𝑎	𝑏}{𝑎	ADV
cana-1634	187	23	}	}	PUNCT
cana-1634	187	24	)	)	PUNCT
cana-1634	187	25	the	the	DET
cana-1634	187	26	mother	mother	NOUN
cana-1634	187	27	wavelet	wavelet	PROPN
cana-1634	187	28	ψ(t	ψ(t	PROPN
cana-1634	187	29	)	)	PUNCT
cana-1634	187	30	is	be	AUX
cana-1634	187	31	scaled	scale	VERB
cana-1634	187	32	by	by	ADP
cana-1634	187	33	a	a	DET
cana-1634	187	34	figure	figure	NOUN
cana-1634	187	35	of	of	ADP
cana-1634	187	36	1/√a	1/√a	NUM
cana-1634	187	37	and	and	CCONJ
cana-1634	187	38	translated	translate	VERB
cana-1634	187	39	by	by	ADP
cana-1634	187	40	b	b	PROPN
cana-1634	187	41	to	to	PART
cana-1634	187	42	make	make	VERB
cana-1634	187	43	the	the	DET
cana-1634	187	44	wavelet	wavelet	NOUN
cana-1634	187	45	ψ_{a	ψ_{a	PROPN
cana-1634	187	46	,	,	PUNCT
cana-1634	187	47	b}(t	b}(t	PROPN
cana-1634	187	48	)	)	PUNCT
cana-1634	187	49	.	.	PUNCT
cana-1634	188	1	scaling	scale	VERB
cana-1634	188	2	(	(	PUNCT
cana-1634	188	3	a	a	PRON
cana-1634	188	4	)	)	PUNCT
cana-1634	188	5	compresses	compress	VERB
cana-1634	188	6	or	or	CCONJ
cana-1634	188	7	extends	extend	VERB
cana-1634	188	8	the	the	DET
cana-1634	188	9	wavelet	wavelet	NOUN
cana-1634	188	10	,	,	PUNCT
cana-1634	188	11	influencing	influence	VERB
cana-1634	188	12	its	its	PRON
cana-1634	188	13	recurrence	recurrence	NOUN
cana-1634	188	14	,	,	PUNCT
cana-1634	188	15	whereas	whereas	SCONJ
cana-1634	188	16	interpretation	interpretation	NOUN
cana-1634	188	17	(	(	PUNCT
cana-1634	188	18	b	b	NOUN
cana-1634	188	19	)	)	PUNCT
cana-1634	188	20	shifts	shift	NOUN
cana-1634	188	21	the	the	DET
cana-1634	188	22	wavelet	wavelet	NOUN
cana-1634	188	23	in	in	ADP
cana-1634	188	24	time	time	NOUN
cana-1634	188	25	.	.	PUNCT
cana-1634	189	1	this	this	DET
cana-1634	189	2	adaptability	adaptability	NOUN
cana-1634	189	3	permits	permit	VERB
cana-1634	189	4	the	the	DET
cana-1634	189	5	wavelet	wavelet	NOUN
cana-1634	189	6	change	change	NOUN
cana-1634	189	7	to	to	PART
cana-1634	189	8	adjust	adjust	VERB
cana-1634	189	9	to	to	ADP
cana-1634	189	10	diverse	diverse	VERB
cana-1634	189	11	flag	flag	NOUN
cana-1634	189	12	characteristics	characteristic	NOUN
cana-1634	189	13	,	,	PUNCT
cana-1634	189	14	giving	give	VERB
cana-1634	189	15	a	a	DET
cana-1634	189	16	multi	multi	ADJ
cana-1634	189	17	-	-	ADJ
cana-1634	189	18	resolution	resolution	ADJ
cana-1634	189	19	investigation	investigation	NOUN
cana-1634	189	20	that	that	PRON
cana-1634	189	21	can	can	AUX
cana-1634	189	22	zoom	zoom	VERB
cana-1634	189	23	in	in	ADP
cana-1634	189	24	on	on	ADP
cana-1634	189	25	transitory	transitory	ADJ
cana-1634	189	26	highlights	highlight	NOUN
cana-1634	189	27	and	and	CCONJ
cana-1634	189	28	capture	capture	VERB
cana-1634	189	29	both	both	DET
cana-1634	189	30	high	high	ADJ
cana-1634	189	31	-	-	PUNCT
cana-1634	189	32	frequency	frequency	NOUN
cana-1634	189	33	and	and	CCONJ
cana-1634	189	34	low	low	ADJ
cana-1634	189	35	-	-	PUNCT
cana-1634	189	36	frequency	frequency	NOUN
cana-1634	189	37	components	component	NOUN
cana-1634	189	38	.	.	PUNCT
cana-1634	190	1	3	3	X
cana-1634	190	2	.	.	X
cana-1634	190	3	discrete	discrete	ADJ
cana-1634	190	4	wavelet	wavelet	NOUN
cana-1634	190	5	transform	transform	NOUN
cana-1634	190	6	(	(	PUNCT
cana-1634	190	7	dwt	dwt	NOUN
cana-1634	190	8	):	):	PUNCT
cana-1634	190	9	𝑊[𝑗	𝑊[𝑗	NOUN
cana-1634	190	10	,	,	PUNCT
cana-1634	190	11	𝑘	𝑘	X
cana-1634	190	12	]	]	X
cana-1634	190	13	=	=	SYM
cana-1634	190	14	∑	∑	PUNCT
cana-1634	190	15	𝑓[𝑛]𝜓	𝑓[𝑛]𝜓	PROPN
cana-1634	190	16	{	{	PUNCT
cana-1634	190	17	𝑁−1	𝑁−1	NOUN
cana-1634	190	18	}	}	PUNCT
cana-1634	190	19	{	{	PUNCT
cana-1634	190	20	𝑛=0	𝑛=0	NOUN
cana-1634	190	21	}	}	PUNCT
cana-1634	190	22	∗{𝑗,𝑘}[𝑛	∗{𝑗,𝑘}[𝑛	NOUN
cana-1634	190	23	]	]	PUNCT
cana-1634	190	24	the	the	DET
cana-1634	190	25	discrete	discrete	ADJ
cana-1634	190	26	wavelet	wavelet	NOUN
cana-1634	190	27	change	change	NOUN
cana-1634	190	28	(	(	PUNCT
cana-1634	190	29	dwt	dwt	NOUN
cana-1634	190	30	)	)	PUNCT
cana-1634	190	31	could	could	AUX
cana-1634	190	32	be	be	AUX
cana-1634	190	33	a	a	DET
cana-1634	190	34	discrete	discrete	ADJ
cana-1634	190	35	form	form	NOUN
cana-1634	190	36	of	of	ADP
cana-1634	190	37	the	the	DET
cana-1634	190	38	wavelet	wavelet	NOUN
cana-1634	190	39	change	change	NOUN
cana-1634	190	40	,	,	PUNCT
cana-1634	190	41	connected	connect	VERB
cana-1634	190	42	to	to	ADP
cana-1634	190	43	a	a	DET
cana-1634	190	44	grouping	grouping	NOUN
cana-1634	190	45	of	of	ADP
cana-1634	190	46	n	n	DET
cana-1634	190	47	tests	test	NOUN
cana-1634	190	48	.	.	PUNCT
cana-1634	191	1	the	the	DET
cana-1634	191	2	dwt	dwt	PROPN
cana-1634	191	3	employments	employment	NOUN
cana-1634	191	4	discrete	discrete	VERB
cana-1634	191	5	values	value	NOUN
cana-1634	191	6	of	of	ADP
cana-1634	191	7	scaling	scaling	NOUN
cana-1634	191	8	(	(	PUNCT
cana-1634	191	9	j	j	NOUN
cana-1634	191	10	)	)	PUNCT
cana-1634	191	11	and	and	CCONJ
cana-1634	191	12	interpretation	interpretation	NOUN
cana-1634	191	13	(	(	PUNCT
cana-1634	191	14	k	k	NOUN
cana-1634	191	15	)	)	PUNCT
cana-1634	191	16	to	to	PART
cana-1634	191	17	analyze	analyze	VERB
cana-1634	191	18	the	the	DET
cana-1634	191	19	flag	flag	NOUN
cana-1634	191	20	f[n	f[n	PROPN
cana-1634	191	21	]	]	PUNCT
cana-1634	191	22	with	with	ADP
cana-1634	191	23	a	a	DET
cana-1634	191	24	discrete	discrete	ADJ
cana-1634	191	25	set	set	NOUN
cana-1634	191	26	of	of	ADP
cana-1634	191	27	wavelets	wavelet	NOUN
cana-1634	191	28	𝜓{𝑗,𝑘	𝜓{𝑗,𝑘	PROPN
cana-1634	191	29	}	}	PUNCT
cana-1634	191	30	.	.	PUNCT
cana-1634	192	1	this	this	PRON
cana-1634	192	2	comes	come	VERB
cana-1634	192	3	about	about	ADP
cana-1634	192	4	in	in	ADP
cana-1634	192	5	a	a	DET
cana-1634	192	6	set	set	NOUN
cana-1634	192	7	of	of	ADP
cana-1634	192	8	coefficients	coefficient	NOUN
cana-1634	192	9	w[j	w[j	ADV
cana-1634	192	10	,	,	PUNCT
cana-1634	192	11	k	k	X
cana-1634	192	12	]	]	X
cana-1634	192	13	,	,	PUNCT
cana-1634	192	14	which	which	PRON
cana-1634	192	15	speak	speak	VERB
cana-1634	192	16	to	to	ADP
cana-1634	192	17	the	the	DET
cana-1634	192	18	flag	flag	NOUN
cana-1634	192	19	at	at	ADP
cana-1634	192	20	diverse	diverse	ADJ
cana-1634	192	21	scales	scale	NOUN
cana-1634	192	22	and	and	CCONJ
cana-1634	192	23	positions	position	NOUN
cana-1634	192	24	.	.	PUNCT
cana-1634	193	1	iv	iv	X
cana-1634	193	2	.	.	PROPN
cana-1634	193	3	result	result	NOUN
cana-1634	193	4	and	and	CCONJ
cana-1634	193	5	discussion	discussion	NOUN
cana-1634	193	6	diverse	diverse	ADJ
cana-1634	193	7	calculations	calculation	NOUN
cana-1634	193	8	,	,	PUNCT
cana-1634	193	9	like	like	ADP
cana-1634	193	10	foremost	foremost	ADJ
cana-1634	193	11	component	component	NOUN
cana-1634	193	12	investigation	investigation	NOUN
cana-1634	193	13	(	(	PUNCT
cana-1634	193	14	pca	pca	PROPN
cana-1634	193	15	)	)	PUNCT
cana-1634	193	16	,	,	PUNCT
cana-1634	193	17	solitary	solitary	ADJ
cana-1634	193	18	esteem	esteem	NOUN
cana-1634	193	19	decay	decay	NOUN
cana-1634	193	20	(	(	PUNCT
cana-1634	193	21	svd	svd	PROPN
cana-1634	193	22	)	)	PUNCT
cana-1634	193	23	,	,	PUNCT
cana-1634	193	24	fourier	fourier	NOUN
cana-1634	193	25	change	change	NOUN
cana-1634	193	26	(	(	PUNCT
cana-1634	193	27	ft	ft	NOUN
cana-1634	193	28	)	)	PUNCT
cana-1634	193	29	,	,	PUNCT
cana-1634	193	30	and	and	CCONJ
cana-1634	193	31	wavelet	wavelet	NOUN
cana-1634	193	32	change	change	NOUN
cana-1634	193	33	(	(	PUNCT
cana-1634	193	34	wt	wt	NOUN
cana-1634	193	35	)	)	PUNCT
cana-1634	193	36	,	,	PUNCT
cana-1634	193	37	are	be	AUX
cana-1634	193	38	exceptionally	exceptionally	ADV
cana-1634	193	39	vital	vital	ADJ
cana-1634	193	40	in	in	ADP
cana-1634	193	41	picture	picture	NOUN
cana-1634	193	42	preparing	prepare	VERB
cana-1634	193	43	for	for	ADP
cana-1634	193	44	restorative	restorative	ADJ
cana-1634	193	45	gadgets	gadget	NOUN
cana-1634	193	46	,	,	PUNCT
cana-1634	193	47	as	as	SCONJ
cana-1634	193	48	examined	examine	VERB
cana-1634	193	49	in	in	ADP
cana-1634	193	50	table	table	NOUN
cana-1634	193	51	2	2	NUM
cana-1634	193	52	.	.	PUNCT
cana-1634	194	1	each	each	PRON
cana-1634	194	2	has	have	VERB
cana-1634	194	3	its	its	PRON
cana-1634	194	4	claim	claim	NOUN
cana-1634	194	5	stars	star	NOUN
cana-1634	194	6	and	and	CCONJ
cana-1634	194	7	cons	con	NOUN
cana-1634	194	8	that	that	PRON
cana-1634	194	9	depend	depend	VERB
cana-1634	194	10	on	on	ADP
cana-1634	194	11	how	how	SCONJ
cana-1634	194	12	it	it	PRON
cana-1634	194	13	is	be	AUX
cana-1634	194	14	assessed	assess	VERB
cana-1634	194	15	.	.	PUNCT
cana-1634	195	1	vital	vital	ADJ
cana-1634	195	2	component	component	NOUN
cana-1634	195	3	investigation	investigation	NOUN
cana-1634	195	4	(	(	PUNCT
cana-1634	195	5	pca	pca	PROPN
cana-1634	195	6	)	)	PUNCT
cana-1634	195	7	is	be	AUX
cana-1634	195	8	exceptionally	exceptionally	ADV
cana-1634	195	9	great	great	ADJ
cana-1634	195	10	at	at	ADP
cana-1634	195	11	contracting	contract	VERB
cana-1634	195	12	picture	picture	NOUN
cana-1634	195	13	information	information	NOUN
cana-1634	195	14	whereas	whereas	SCONJ
cana-1634	195	15	keeping	keep	VERB
cana-1634	195	16	a	a	DET
cana-1634	195	17	parcel	parcel	NOUN
cana-1634	195	18	of	of	ADP
cana-1634	195	19	contrast	contrast	NOUN
cana-1634	195	20	,	,	PUNCT
cana-1634	195	21	and	and	CCONJ
cana-1634	195	22	it	it	PRON
cana-1634	195	23	can	can	AUX
cana-1634	195	24	accomplish	accomplish	VERB
cana-1634	195	25	an	an	DET
cana-1634	195	26	astonishing	astonishing	ADJ
cana-1634	195	27	85	85	NUM
cana-1634	195	28	%	%	NOUN
cana-1634	195	29	compression	compression	NOUN
cana-1634	195	30	proportion	proportion	NOUN
cana-1634	195	31	.	.	PUNCT
cana-1634	196	1	table	table	NOUN
cana-1634	196	2	2	2	NUM
cana-1634	196	3	:	:	PUNCT
cana-1634	196	4	evaluation	evaluation	NOUN
cana-1634	196	5	of	of	ADP
cana-1634	196	6	image	image	NOUN
cana-1634	196	7	compression	compression	NOUN
cana-1634	196	8	efficiency	efficiency	NOUN
cana-1634	196	9	algorithm	algorithm	NOUN
cana-1634	196	10	compression	compression	NOUN
cana-1634	196	11	ratio	ratio	NOUN
cana-1634	196	12	(	(	PUNCT
cana-1634	196	13	%	%	INTJ
cana-1634	196	14	)	)	PUNCT
cana-1634	196	15	psnr	psnr	NOUN
cana-1634	196	16	(	(	PUNCT
cana-1634	196	17	peak	peak	NOUN
cana-1634	196	18	signal	signal	NOUN
cana-1634	196	19	-	-	PUNCT
cana-1634	196	20	to	to	ADP
cana-1634	196	21	-	-	PUNCT
cana-1634	196	22	noise	noise	NOUN
cana-1634	196	23	ratio	ratio	NOUN
cana-1634	196	24	)	)	PUNCT
cana-1634	196	25	(	(	PUNCT
cana-1634	196	26	db	db	PROPN
cana-1634	196	27	)	)	PUNCT
cana-1634	196	28	mse	mse	NOUN
cana-1634	196	29	(	(	PUNCT
cana-1634	196	30	mean	mean	VERB
cana-1634	196	31	squared	square	VERB
cana-1634	196	32	error	error	NOUN
cana-1634	196	33	)	)	PUNCT
cana-1634	196	34	compression	compression	NOUN
cana-1634	196	35	time	time	NOUN
cana-1634	196	36	(	(	PUNCT
cana-1634	196	37	ms	ms	NOUN
cana-1634	196	38	)	)	PUNCT
cana-1634	196	39	principal	principal	ADJ
cana-1634	196	40	component	component	NOUN
cana-1634	196	41	analysis	analysis	NOUN
cana-1634	196	42	(	(	PUNCT
cana-1634	196	43	pca	pca	NOUN
cana-1634	196	44	)	)	PUNCT
cana-1634	196	45	85	85	NUM
cana-1634	196	46	40.2	40.2	NUM
cana-1634	196	47	12.3	12.3	NUM
cana-1634	196	48	150	150	NUM
cana-1634	196	49	singular	singular	ADJ
cana-1634	196	50	value	value	NOUN
cana-1634	196	51	decomposition	decomposition	NOUN
cana-1634	196	52	(	(	PUNCT
cana-1634	196	53	svd	svd	PROPN
cana-1634	196	54	)	)	PUNCT
cana-1634	196	55	90	90	NUM
cana-1634	196	56	38.5	38.5	NUM
cana-1634	196	57	15.7	15.7	NUM
cana-1634	196	58	200	200	NUM
cana-1634	196	59	fourier	fourier	NOUN
cana-1634	196	60	transform	transform	NOUN
cana-1634	196	61	(	(	PUNCT
cana-1634	196	62	ft	ft	NOUN
cana-1634	196	63	)	)	PUNCT
cana-1634	196	64	80	80	NUM
cana-1634	196	65	37	37	NUM
cana-1634	196	66	20.4	20.4	NUM
cana-1634	196	67	120	120	NUM
cana-1634	196	68	communications	communication	NOUN
cana-1634	196	69	on	on	ADP
cana-1634	196	70	applied	apply	VERB
cana-1634	196	71	nonlinear	nonlinear	ADJ
cana-1634	196	72	analysis	analysis	NOUN
cana-1634	196	73	issn	issn	NOUN
cana-1634	196	74	:	:	PUNCT
cana-1634	196	75	1074	1074	NUM
cana-1634	196	76	-	-	PUNCT
cana-1634	196	77	133x	133x	NUM
cana-1634	196	78	vol	vol	NOUN
cana-1634	196	79	32	32	NUM
cana-1634	196	80	no	no	NOUN
cana-1634	196	81	.	.	NOUN
cana-1634	196	82	1	1	NUM
cana-1634	196	83	(	(	PUNCT
cana-1634	196	84	2025	2025	NUM
cana-1634	196	85	)	)	PUNCT
cana-1634	196	86	250	250	NUM
cana-1634	196	87	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	196	88	wavelet	wavelet	NOUN
cana-1634	196	89	transform	transform	NOUN
cana-1634	196	90	(	(	PUNCT
cana-1634	196	91	wt	wt	NOUN
cana-1634	196	92	)	)	PUNCT
cana-1634	196	93	92	92	NUM
cana-1634	196	94	42.1	42.1	NUM
cana-1634	196	95	10.1	10.1	NUM
cana-1634	196	96	180	180	NUM
cana-1634	196	97	figure	figure	NOUN
cana-1634	196	98	3	3	NUM
cana-1634	196	99	:	:	PUNCT
cana-1634	196	100	compression	compression	NOUN
cana-1634	196	101	algorithm	algorithm	NOUN
cana-1634	196	102	performance	performance	NOUN
cana-1634	196	103	metrics	metric	NOUN
cana-1634	196	104	not	not	PART
cana-1634	196	105	only	only	ADV
cana-1634	196	106	does	do	AUX
cana-1634	196	107	this	this	DET
cana-1634	196	108	decrease	decrease	NOUN
cana-1634	196	109	save	save	VERB
cana-1634	196	110	space	space	NOUN
cana-1634	196	111	,	,	PUNCT
cana-1634	196	112	but	but	CCONJ
cana-1634	196	113	it	it	PRON
cana-1634	196	114	also	also	ADV
cana-1634	196	115	speeds	speed	VERB
cana-1634	196	116	up	up	ADP
cana-1634	196	117	computations	computation	NOUN
cana-1634	196	118	,	,	PUNCT
cana-1634	196	119	making	make	VERB
cana-1634	196	120	it	it	PRON
cana-1634	196	121	perfect	perfect	ADJ
cana-1634	196	122	for	for	ADP
cana-1634	196	123	realtime	realtime	ADJ
cana-1634	196	124	medical	medical	ADJ
cana-1634	196	125	imaging	imaging	NOUN
cana-1634	196	126	apps	app	NOUN
cana-1634	196	127	.	.	PUNCT
cana-1634	197	1	with	with	ADP
cana-1634	197	2	a	a	DET
cana-1634	197	3	psnr	psnr	NOUN
cana-1634	197	4	of	of	ADP
cana-1634	197	5	40.2	40.2	NUM
cana-1634	197	6	db	db	NOUN
cana-1634	197	7	and	and	CCONJ
cana-1634	197	8	an	an	DET
cana-1634	197	9	mse	mse	NOUN
cana-1634	197	10	of	of	ADP
cana-1634	197	11	12.3	12.3	NUM
cana-1634	197	12	,	,	PUNCT
cana-1634	197	13	pca	pca	PROPN
cana-1634	197	14	does	do	VERB
cana-1634	197	15	a	a	DET
cana-1634	197	16	good	good	ADJ
cana-1634	197	17	job	job	NOUN
cana-1634	197	18	of	of	ADP
cana-1634	197	19	keeping	keep	VERB
cana-1634	197	20	picture	picture	NOUN
cana-1634	197	21	quality	quality	NOUN
cana-1634	197	22	,	,	PUNCT
cana-1634	197	23	which	which	PRON
cana-1634	197	24	is	be	AUX
cana-1634	197	25	important	important	ADJ
cana-1634	197	26	for	for	ADP
cana-1634	197	27	accurate	accurate	ADJ
cana-1634	197	28	diagnosis	diagnosis	NOUN
cana-1634	197	29	,	,	PUNCT
cana-1634	197	30	shown	show	VERB
cana-1634	197	31	in	in	ADP
cana-1634	197	32	figure	figure	NOUN
cana-1634	197	33	3	3	NUM
cana-1634	197	34	.	.	PUNCT
cana-1634	197	35	figure	figure	VERB
cana-1634	197	36	4	4	NUM
cana-1634	197	37	:	:	PUNCT
cana-1634	197	38	trends	trend	NOUN
cana-1634	197	39	in	in	ADP
cana-1634	197	40	compression	compression	NOUN
cana-1634	197	41	performance	performance	NOUN
cana-1634	197	42	metrics	metric	NOUN
cana-1634	197	43	however	however	ADV
cana-1634	197	44	,	,	PUNCT
cana-1634	197	45	its	its	PRON
cana-1634	197	46	150	150	NUM
cana-1634	197	47	ms	ms	NOUN
cana-1634	197	48	compression	compression	NOUN
cana-1634	197	49	time	time	NOUN
cana-1634	197	50	might	might	AUX
cana-1634	197	51	make	make	VERB
cana-1634	197	52	it	it	PRON
cana-1634	197	53	less	less	ADV
cana-1634	197	54	useful	useful	ADJ
cana-1634	197	55	for	for	ADP
cana-1634	197	56	jobs	job	NOUN
cana-1634	197	57	that	that	PRON
cana-1634	197	58	need	need	VERB
cana-1634	197	59	to	to	PART
cana-1634	197	60	process	process	VERB
cana-1634	197	61	data	datum	NOUN
cana-1634	197	62	quickly	quickly	ADV
cana-1634	197	63	.	.	PUNCT
cana-1634	198	1	with	with	ADP
cana-1634	198	2	a	a	DET
cana-1634	198	3	90	90	NUM
cana-1634	198	4	%	%	NOUN
cana-1634	198	5	compression	compression	NOUN
cana-1634	198	6	ratio	ratio	NOUN
cana-1634	198	7	,	,	PUNCT
cana-1634	198	8	singular	singular	ADJ
cana-1634	198	9	value	value	NOUN
cana-1634	198	10	decomposition	decomposition	NOUN
cana-1634	198	11	(	(	PUNCT
cana-1634	198	12	svd	svd	PROPN
cana-1634	198	13	)	)	PUNCT
cana-1634	198	14	is	be	AUX
cana-1634	198	15	better	well	ADJ
cana-1634	198	16	at	at	ADP
cana-1634	198	17	reducing	reduce	VERB
cana-1634	198	18	data	datum	NOUN
cana-1634	198	19	than	than	ADP
cana-1634	198	20	pca	pca	PROPN
cana-1634	198	21	,	,	PUNCT
cana-1634	198	22	though	though	SCONJ
cana-1634	198	23	it	it	PRON
cana-1634	198	24	has	have	VERB
cana-1634	198	25	a	a	DET
cana-1634	198	26	slightly	slightly	ADV
cana-1634	198	27	lower	low	ADJ
cana-1634	198	28	psnr	psnr	NOUN
cana-1634	198	29	of	of	ADP
cana-1634	198	30	38.5	38.5	NUM
cana-1634	198	31	db	db	NOUN
cana-1634	198	32	and	and	CCONJ
cana-1634	198	33	a	a	DET
cana-1634	198	34	higher	high	ADJ
cana-1634	198	35	mse	mse	NOUN
cana-1634	198	36	of	of	ADP
cana-1634	198	37	15.7	15.7	NUM
cana-1634	198	38	.	.	PUNCT
cana-1634	199	1	although	although	SCONJ
cana-1634	199	2	it	it	PRON
cana-1634	199	3	takes	take	VERB
cana-1634	199	4	200	200	NUM
cana-1634	199	5	ms	ms	NOUN
cana-1634	199	6	longer	long	ADV
cana-1634	199	7	and	and	CCONJ
cana-1634	199	8	requires	require	VERB
cana-1634	199	9	more	more	ADV
cana-1634	199	10	complicated	complicated	ADJ
cana-1634	199	11	computations	computation	NOUN
cana-1634	199	12	,	,	PUNCT
cana-1634	199	13	this	this	DET
cana-1634	199	14	method	method	NOUN
cana-1634	199	15	is	be	AUX
cana-1634	199	16	useful	useful	ADJ
cana-1634	199	17	for	for	ADP
cana-1634	199	18	tasks	task	NOUN
cana-1634	199	19	that	that	PRON
cana-1634	199	20	need	need	VERB
cana-1634	199	21	high	high	ADJ
cana-1634	199	22	-	-	PUNCT
cana-1634	199	23	quality	quality	NOUN
cana-1634	199	24	reconstruction	reconstruction	NOUN
cana-1634	199	25	,	,	PUNCT
cana-1634	199	26	illustrate	illustrate	VERB
cana-1634	199	27	in	in	ADP
cana-1634	199	28	figure	figure	NOUN
cana-1634	199	29	4	4	NUM
cana-1634	199	30	.	.	PUNCT
cana-1634	200	1	many	many	ADJ
cana-1634	200	2	people	people	NOUN
cana-1634	200	3	use	use	VERB
cana-1634	200	4	the	the	DET
cana-1634	200	5	fourier	fourier	NOUN
cana-1634	200	6	transform	transform	NOUN
cana-1634	200	7	(	(	PUNCT
cana-1634	200	8	ft	ft	NOUN
cana-1634	200	9	)	)	PUNCT
cana-1634	200	10	to	to	PART
cana-1634	200	11	look	look	VERB
cana-1634	200	12	at	at	ADP
cana-1634	200	13	data	datum	NOUN
cana-1634	200	14	in	in	ADP
cana-1634	200	15	the	the	DET
cana-1634	200	16	frequency	frequency	NOUN
cana-1634	200	17	domain	domain	NOUN
cana-1634	200	18	.	.	PUNCT
cana-1634	201	1	it	it	PRON
cana-1634	201	2	has	have	VERB
cana-1634	201	3	a	a	DET
cana-1634	201	4	compression	compression	NOUN
cana-1634	201	5	ratio	ratio	NOUN
cana-1634	201	6	of	of	ADP
cana-1634	201	7	80	80	NUM
cana-1634	201	8	%	%	NOUN
cana-1634	201	9	but	but	CCONJ
cana-1634	201	10	a	a	DET
cana-1634	201	11	lower	low	ADJ
cana-1634	201	12	psnr	psnr	NOUN
cana-1634	201	13	(	(	PUNCT
cana-1634	201	14	37	37	NUM
cana-1634	201	15	db	db	NOUN
cana-1634	201	16	)	)	PUNCT
cana-1634	201	17	and	and	CCONJ
cana-1634	201	18	a	a	DET
cana-1634	201	19	higher	high	ADJ
cana-1634	201	20	mse	mse	NOUN
cana-1634	201	21	(	(	PUNCT
cana-1634	201	22	20.4	20.4	NUM
cana-1634	201	23	)	)	PUNCT
cana-1634	201	24	.	.	PUNCT
cana-1634	202	1	ft	ft	PRON
cana-1634	202	2	's	's	PART
cana-1634	202	3	best	good	ADJ
cana-1634	202	4	feature	feature	NOUN
cana-1634	202	5	is	be	AUX
cana-1634	202	6	that	that	SCONJ
cana-1634	202	7	it	it	PRON
cana-1634	202	8	can	can	AUX
cana-1634	202	9	look	look	VERB
cana-1634	202	10	at	at	ADP
cana-1634	202	11	picture	picture	NOUN
cana-1634	202	12	frequencies	frequency	NOUN
cana-1634	202	13	,	,	PUNCT
cana-1634	202	14	which	which	PRON
cana-1634	202	15	makes	make	VERB
cana-1634	202	16	it	it	PRON
cana-1634	202	17	good	good	ADJ
cana-1634	202	18	for	for	ADP
cana-1634	202	19	medical	medical	ADJ
cana-1634	202	20	diagnosis	diagnosis	NOUN
cana-1634	202	21	jobs	job	NOUN
cana-1634	202	22	that	that	PRON
cana-1634	202	23	need	need	VERB
cana-1634	202	24	frequency	frequency	NOUN
cana-1634	202	25	-	-	PUNCT
cana-1634	202	26	based	base	VERB
cana-1634	202	27	filtering	filtering	NOUN
cana-1634	202	28	and	and	CCONJ
cana-1634	202	29	analysis	analysis	NOUN
cana-1634	202	30	.	.	PUNCT
cana-1634	203	1	wavelet	wavelet	NOUN
cana-1634	203	2	transform	transform	NOUN
cana-1634	203	3	(	(	PUNCT
cana-1634	203	4	wt	wt	NOUN
cana-1634	203	5	)	)	PUNCT
cana-1634	203	6	stands	stand	VERB
cana-1634	203	7	out	out	ADP
cana-1634	203	8	because	because	SCONJ
cana-1634	203	9	it	it	PRON
cana-1634	203	10	has	have	VERB
cana-1634	203	11	a	a	DET
cana-1634	203	12	high	high	ADJ
cana-1634	203	13	psnr	psnr	NOUN
cana-1634	203	14	of	of	ADP
cana-1634	203	15	42.1	42.1	NUM
cana-1634	203	16	db	db	NOUN
cana-1634	203	17	and	and	CCONJ
cana-1634	203	18	a	a	DET
cana-1634	203	19	low	low	ADJ
cana-1634	203	20	mse	mse	NOUN
cana-1634	203	21	of	of	ADP
cana-1634	203	22	10.1	10.1	NUM
cana-1634	203	23	.	.	PUNCT
cana-1634	204	1	it	it	PRON
cana-1634	204	2	also	also	ADV
cana-1634	204	3	has	have	VERB
cana-1634	204	4	a	a	DET
cana-1634	204	5	compression	compression	NOUN
cana-1634	204	6	ratio	ratio	NOUN
cana-1634	204	7	of	of	ADP
cana-1634	204	8	92	92	NUM
cana-1634	204	9	%	%	NOUN
cana-1634	204	10	.	.	PUNCT
cana-1634	205	1	communications	communication	NOUN
cana-1634	205	2	on	on	ADP
cana-1634	205	3	applied	apply	VERB
cana-1634	205	4	nonlinear	nonlinear	ADJ
cana-1634	205	5	analysis	analysis	NOUN
cana-1634	205	6	issn	issn	NOUN
cana-1634	205	7	:	:	PUNCT
cana-1634	205	8	1074	1074	NUM
cana-1634	205	9	-	-	PUNCT
cana-1634	205	10	133x	133x	NUM
cana-1634	205	11	vol	vol	NOUN
cana-1634	205	12	32	32	NUM
cana-1634	205	13	no	no	NOUN
cana-1634	205	14	.	.	NOUN
cana-1634	205	15	1	1	NUM
cana-1634	205	16	(	(	PUNCT
cana-1634	205	17	2025	2025	NUM
cana-1634	205	18	)	)	PUNCT
cana-1634	205	19	251	251	NUM
cana-1634	205	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	205	21	table	table	NOUN
cana-1634	205	22	3	3	NUM
cana-1634	205	23	:	:	PUNCT
cana-1634	205	24	evaluation	evaluation	NOUN
cana-1634	205	25	of	of	ADP
cana-1634	205	26	image	image	NOUN
cana-1634	205	27	denoising	denoising	NOUN
cana-1634	205	28	performance	performance	NOUN
cana-1634	205	29	algorithm	algorithm	NOUN
cana-1634	205	30	snr	snr	PROPN
cana-1634	205	31	(	(	PUNCT
cana-1634	205	32	signalto	signalto	NOUN
cana-1634	205	33	-	-	PUNCT
cana-1634	205	34	noise	noise	NOUN
cana-1634	205	35	ratio	ratio	NOUN
cana-1634	205	36	)	)	PUNCT
cana-1634	205	37	(	(	PUNCT
cana-1634	205	38	db	db	NOUN
cana-1634	205	39	)	)	PUNCT
cana-1634	205	40	ssim	ssim	NOUN
cana-1634	205	41	(	(	PUNCT
cana-1634	205	42	structural	structural	ADJ
cana-1634	205	43	similarity	similarity	NOUN
cana-1634	205	44	index	index	NOUN
cana-1634	205	45	)	)	PUNCT
cana-1634	205	46	rmse	rmse	NOUN
cana-1634	205	47	(	(	PUNCT
cana-1634	205	48	root	root	NOUN
cana-1634	205	49	mean	mean	VERB
cana-1634	205	50	squared	square	VERB
cana-1634	205	51	error	error	NOUN
cana-1634	205	52	)	)	PUNCT
cana-1634	205	53	processi	processi	NOUN
cana-1634	205	54	ng	ng	PROPN
cana-1634	205	55	time	time	NOUN
cana-1634	205	56	(	(	PUNCT
cana-1634	205	57	ms	ms	NOUN
cana-1634	205	58	)	)	PUNCT
cana-1634	205	59	principal	principal	ADJ
cana-1634	205	60	component	component	NOUN
cana-1634	205	61	analysis	analysis	NOUN
cana-1634	205	62	(	(	PUNCT
cana-1634	205	63	pca	pca	NOUN
cana-1634	205	64	)	)	PUNCT
cana-1634	205	65	27.6	27.6	NUM
cana-1634	205	66	0.92	0.92	NUM
cana-1634	205	67	8.4	8.4	NUM
cana-1634	205	68	220	220	NUM
cana-1634	205	69	singular	singular	ADJ
cana-1634	205	70	value	value	NOUN
cana-1634	205	71	decomposition	decomposition	NOUN
cana-1634	205	72	(	(	PUNCT
cana-1634	205	73	svd	svd	PROPN
cana-1634	205	74	)	)	PUNCT
cana-1634	205	75	25.8	25.8	NUM
cana-1634	205	76	0.83	0.83	NUM
cana-1634	205	77	7.1	7.1	NUM
cana-1634	205	78	260	260	NUM
cana-1634	205	79	fourier	fourier	NOUN
cana-1634	205	80	transform	transform	NOUN
cana-1634	205	81	(	(	PUNCT
cana-1634	205	82	ft	ft	NOUN
cana-1634	205	83	)	)	PUNCT
cana-1634	205	84	23.5	23.5	NUM
cana-1634	205	85	0.75	0.75	NUM
cana-1634	205	86	9.6	9.6	NUM
cana-1634	205	87	180	180	NUM
cana-1634	205	88	wavelet	wavelet	NOUN
cana-1634	205	89	transform	transform	NOUN
cana-1634	205	90	(	(	PUNCT
cana-1634	205	91	wt	wt	NOUN
cana-1634	205	92	)	)	PUNCT
cana-1634	205	93	29.5	29.5	NUM
cana-1634	205	94	0.88	0.88	NUM
cana-1634	205	95	6.5	6.5	NUM
cana-1634	205	96	230	230	NUM
cana-1634	205	97	when	when	SCONJ
cana-1634	205	98	handling	handle	VERB
cana-1634	205	99	medical	medical	ADJ
cana-1634	205	100	images	image	NOUN
cana-1634	205	101	,	,	PUNCT
cana-1634	205	102	choosing	choose	VERB
cana-1634	205	103	between	between	ADP
cana-1634	205	104	methods	method	NOUN
cana-1634	205	105	such	such	ADJ
cana-1634	205	106	as	as	ADP
cana-1634	205	107	principal	principal	ADJ
cana-1634	205	108	component	component	NOUN
cana-1634	205	109	analysis	analysis	NOUN
cana-1634	205	110	(	(	PUNCT
cana-1634	205	111	pca	pca	NOUN
cana-1634	205	112	)	)	PUNCT
cana-1634	205	113	,	,	PUNCT
cana-1634	205	114	singular	singular	ADJ
cana-1634	205	115	value	value	NOUN
cana-1634	205	116	decomposition	decomposition	NOUN
cana-1634	205	117	(	(	PUNCT
cana-1634	205	118	svd	svd	PROPN
cana-1634	205	119	)	)	PUNCT
cana-1634	205	120	,	,	PUNCT
cana-1634	205	121	fourier	fourier	NOUN
cana-1634	205	122	transform	transform	NOUN
cana-1634	205	123	(	(	PUNCT
cana-1634	205	124	ft	ft	NOUN
cana-1634	205	125	)	)	PUNCT
cana-1634	205	126	,	,	PUNCT
cana-1634	205	127	and	and	CCONJ
cana-1634	205	128	wavelet	wavelet	NOUN
cana-1634	205	129	transform	transform	NOUN
cana-1634	205	130	(	(	PUNCT
cana-1634	205	131	wt	wt	NOUN
cana-1634	205	132	)	)	PUNCT
cana-1634	205	133	depends	depend	VERB
cana-1634	205	134	on	on	ADP
cana-1634	205	135	how	how	SCONJ
cana-1634	205	136	well	well	ADV
cana-1634	205	137	they	they	PRON
cana-1634	205	138	do	do	AUX
cana-1634	205	139	in	in	ADP
cana-1634	205	140	a	a	DET
cana-1634	205	141	number	number	NOUN
cana-1634	205	142	of	of	ADP
cana-1634	205	143	important	important	ADJ
cana-1634	205	144	tests	test	NOUN
cana-1634	205	145	,	,	PUNCT
cana-1634	205	146	comparison	comparison	NOUN
cana-1634	205	147	shown	show	VERB
cana-1634	205	148	in	in	ADP
cana-1634	205	149	figure	figure	NOUN
cana-1634	205	150	5	5	NUM
cana-1634	205	151	.	.	PUNCT
cana-1634	205	152	figure	figure	VERB
cana-1634	205	153	5	5	NUM
cana-1634	205	154	:	:	PUNCT
cana-1634	205	155	comparison	comparison	NOUN
cana-1634	205	156	of	of	ADP
cana-1634	205	157	snr	snr	PROPN
cana-1634	205	158	,	,	PUNCT
cana-1634	205	159	rmse	rmse	NOUN
cana-1634	205	160	,	,	PUNCT
cana-1634	205	161	and	and	CCONJ
cana-1634	205	162	ssim	ssim	NOUN
cana-1634	205	163	across	across	ADP
cana-1634	205	164	algorithms	algorithm	NOUN
cana-1634	205	165	with	with	ADP
cana-1634	205	166	a	a	DET
cana-1634	205	167	signal	signal	NOUN
cana-1634	205	168	-	-	PUNCT
cana-1634	205	169	to	to	ADP
cana-1634	205	170	-	-	PUNCT
cana-1634	205	171	noise	noise	NOUN
cana-1634	205	172	ratio	ratio	NOUN
cana-1634	205	173	(	(	PUNCT
cana-1634	205	174	snr	snr	PROPN
cana-1634	205	175	)	)	PUNCT
cana-1634	205	176	of	of	ADP
cana-1634	205	177	27.6	27.6	NUM
cana-1634	205	178	db	db	NOUN
cana-1634	205	179	and	and	CCONJ
cana-1634	205	180	a	a	DET
cana-1634	205	181	structural	structural	ADJ
cana-1634	205	182	similarity	similarity	NOUN
cana-1634	205	183	index	index	NOUN
cana-1634	205	184	(	(	PUNCT
cana-1634	205	185	ssim	ssim	NOUN
cana-1634	205	186	)	)	PUNCT
cana-1634	205	187	of	of	ADP
cana-1634	205	188	0.92	0.92	NUM
cana-1634	205	189	,	,	PUNCT
cana-1634	205	190	principal	principal	ADJ
cana-1634	205	191	component	component	NOUN
cana-1634	205	192	analysis	analysis	NOUN
cana-1634	205	193	(	(	PUNCT
cana-1634	205	194	pca	pca	NOUN
cana-1634	205	195	)	)	PUNCT
cana-1634	205	196	works	work	VERB
cana-1634	205	197	well	well	ADV
cana-1634	205	198	,	,	PUNCT
cana-1634	205	199	elaborate	elaborate	ADJ
cana-1634	205	200	in	in	ADP
cana-1634	205	201	table	table	NOUN
cana-1634	205	202	3	3	NUM
cana-1634	205	203	.	.	PUNCT
cana-1634	206	1	these	these	DET
cana-1634	206	2	measurements	measurement	NOUN
cana-1634	206	3	show	show	VERB
cana-1634	206	4	how	how	SCONJ
cana-1634	206	5	well	well	ADV
cana-1634	206	6	it	it	PRON
cana-1634	206	7	can	can	AUX
cana-1634	206	8	blur	blur	VERB
cana-1634	206	9	pictures	picture	NOUN
cana-1634	206	10	while	while	SCONJ
cana-1634	206	11	keeping	keep	VERB
cana-1634	206	12	important	important	ADJ
cana-1634	206	13	structure	structure	NOUN
cana-1634	206	14	features	feature	NOUN
cana-1634	206	15	,	,	PUNCT
cana-1634	206	16	which	which	PRON
cana-1634	206	17	is	be	AUX
cana-1634	206	18	necessary	necessary	ADJ
cana-1634	206	19	for	for	ADP
cana-1634	206	20	accurate	accurate	ADJ
cana-1634	206	21	medical	medical	ADJ
cana-1634	206	22	diagnosis	diagnosis	NOUN
cana-1634	206	23	.	.	PUNCT
cana-1634	207	1	pca	pca	PROPN
cana-1634	207	2	gets	get	VERB
cana-1634	207	3	a	a	DET
cana-1634	207	4	good	good	ADJ
cana-1634	207	5	root	root	NOUN
cana-1634	207	6	mean	mean	VERB
cana-1634	207	7	squared	square	VERB
cana-1634	207	8	error	error	NOUN
cana-1634	207	9	(	(	PUNCT
cana-1634	207	10	rmse	rmse	NOUN
cana-1634	207	11	)	)	PUNCT
cana-1634	207	12	of	of	ADP
cana-1634	207	13	8.4	8.4	NUM
cana-1634	207	14	,	,	PUNCT
cana-1634	207	15	which	which	PRON
cana-1634	207	16	means	mean	VERB
cana-1634	207	17	that	that	SCONJ
cana-1634	207	18	there	there	PRON
cana-1634	207	19	is	be	VERB
cana-1634	207	20	n't	not	PART
cana-1634	207	21	much	much	ADJ
cana-1634	207	22	error	error	NOUN
cana-1634	207	23	during	during	ADP
cana-1634	207	24	processing	processing	NOUN
cana-1634	207	25	.	.	PUNCT
cana-1634	208	1	while	while	SCONJ
cana-1634	208	2	singular	singular	ADJ
cana-1634	208	3	value	value	NOUN
cana-1634	208	4	decomposition	decomposition	NOUN
cana-1634	208	5	(	(	PUNCT
cana-1634	208	6	svd	svd	PROPN
cana-1634	208	7	)	)	PUNCT
cana-1634	208	8	has	have	VERB
cana-1634	208	9	a	a	DET
cana-1634	208	10	slightly	slightly	ADV
cana-1634	208	11	lower	low	ADJ
cana-1634	208	12	snr	snr	NOUN
cana-1634	208	13	of	of	ADP
cana-1634	208	14	25.8	25.8	NUM
cana-1634	208	15	db	db	NOUN
cana-1634	208	16	and	and	CCONJ
cana-1634	208	17	a	a	DET
cana-1634	208	18	slightly	slightly	ADV
cana-1634	208	19	higher	high	ADJ
cana-1634	208	20	rmse	rmse	NOUN
cana-1634	208	21	of	of	ADP
cana-1634	208	22	7.1	7.1	NUM
cana-1634	208	23	compared	compare	VERB
cana-1634	208	24	to	to	ADP
cana-1634	208	25	pca	pca	PROPN
cana-1634	208	26	,	,	PUNCT
cana-1634	208	27	it	it	PRON
cana-1634	208	28	still	still	ADV
cana-1634	208	29	does	do	VERB
cana-1634	208	30	a	a	DET
cana-1634	208	31	good	good	ADJ
cana-1634	208	32	job	job	NOUN
cana-1634	208	33	of	of	ADP
cana-1634	208	34	removing	remove	VERB
cana-1634	208	35	noise	noise	NOUN
cana-1634	208	36	,	,	PUNCT
cana-1634	208	37	shown	show	VERB
cana-1634	208	38	in	in	ADP
cana-1634	208	39	figure	figure	NOUN
cana-1634	208	40	6	6	NUM
cana-1634	208	41	.	.	PUNCT
cana-1634	209	1	figure	figure	VERB
cana-1634	209	2	6	6	NUM
cana-1634	209	3	:	:	PUNCT
cana-1634	209	4	processing	processing	NOUN
cana-1634	209	5	time	time	NOUN
cana-1634	209	6	variations	variation	NOUN
cana-1634	209	7	by	by	ADP
cana-1634	209	8	compression	compression	NOUN
cana-1634	209	9	algorithm	algorithm	NOUN
cana-1634	209	10	communications	communication	NOUN
cana-1634	209	11	on	on	ADP
cana-1634	209	12	applied	apply	VERB
cana-1634	209	13	nonlinear	nonlinear	ADJ
cana-1634	209	14	analysis	analysis	NOUN
cana-1634	209	15	issn	issn	NOUN
cana-1634	209	16	:	:	PUNCT
cana-1634	209	17	1074	1074	NUM
cana-1634	209	18	-	-	PUNCT
cana-1634	209	19	133x	133x	NUM
cana-1634	209	20	vol	vol	NOUN
cana-1634	209	21	32	32	NUM
cana-1634	209	22	no	no	NOUN
cana-1634	209	23	.	.	NOUN
cana-1634	209	24	1	1	NUM
cana-1634	209	25	(	(	PUNCT
cana-1634	209	26	2025	2025	NUM
cana-1634	209	27	)	)	PUNCT
cana-1634	209	28	252	252	NUM
cana-1634	209	29	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	209	30	svd	svd	PROPN
cana-1634	209	31	also	also	ADV
cana-1634	209	32	takes	take	VERB
cana-1634	209	33	longer	long	ADV
cana-1634	209	34	to	to	PART
cana-1634	209	35	process	process	VERB
cana-1634	209	36	(	(	PUNCT
cana-1634	209	37	260	260	NUM
cana-1634	209	38	ms	ms	NOUN
cana-1634	209	39	)	)	PUNCT
cana-1634	209	40	,	,	PUNCT
cana-1634	209	41	which	which	PRON
cana-1634	209	42	makes	make	VERB
cana-1634	209	43	it	it	PRON
cana-1634	209	44	less	less	ADV
cana-1634	209	45	useful	useful	ADJ
cana-1634	209	46	for	for	ADP
cana-1634	209	47	tasks	task	NOUN
cana-1634	209	48	that	that	PRON
cana-1634	209	49	need	need	VERB
cana-1634	209	50	answers	answer	NOUN
cana-1634	209	51	quickly	quickly	ADV
cana-1634	209	52	.	.	PUNCT
cana-1634	210	1	the	the	DET
cana-1634	210	2	fourier	fourier	NOUN
cana-1634	210	3	transform	transform	NOUN
cana-1634	210	4	(	(	PUNCT
cana-1634	210	5	ft	ft	NOUN
cana-1634	210	6	)	)	PUNCT
cana-1634	210	7	method	method	NOUN
cana-1634	210	8	gives	give	VERB
cana-1634	210	9	an	an	DET
cana-1634	210	10	snr	snr	NOUN
cana-1634	210	11	of	of	ADP
cana-1634	210	12	23.5	23.5	NUM
cana-1634	210	13	db	db	NOUN
cana-1634	210	14	and	and	CCONJ
cana-1634	210	15	an	an	DET
cana-1634	210	16	ssim	ssim	NOUN
cana-1634	210	17	of	of	ADP
cana-1634	210	18	0.75	0.75	NUM
cana-1634	210	19	,	,	PUNCT
cana-1634	210	20	which	which	PRON
cana-1634	210	21	means	mean	VERB
cana-1634	210	22	that	that	SCONJ
cana-1634	210	23	it	it	PRON
cana-1634	210	24	does	do	VERB
cana-1634	210	25	a	a	DET
cana-1634	210	26	good	good	ADJ
cana-1634	210	27	job	job	NOUN
cana-1634	210	28	of	of	ADP
cana-1634	210	29	removing	remove	VERB
cana-1634	210	30	noise	noise	NOUN
cana-1634	210	31	and	and	CCONJ
cana-1634	210	32	keeping	keep	VERB
cana-1634	210	33	the	the	DET
cana-1634	210	34	structure	structure	NOUN
cana-1634	210	35	.	.	PUNCT
cana-1634	211	1	ft	ft	X
cana-1634	211	2	,	,	PUNCT
cana-1634	211	3	on	on	ADP
cana-1634	211	4	the	the	DET
cana-1634	211	5	other	other	ADJ
cana-1634	211	6	hand	hand	NOUN
cana-1634	211	7	,	,	PUNCT
cana-1634	211	8	features	feature	VERB
cana-1634	211	9	a	a	DET
cana-1634	211	10	greater	great	ADJ
cana-1634	211	11	rmse	rmse	NOUN
cana-1634	211	12	of	of	ADP
cana-1634	211	13	9.6	9.6	NUM
cana-1634	211	14	,	,	PUNCT
cana-1634	211	15	which	which	PRON
cana-1634	211	16	recommends	recommend	VERB
cana-1634	211	17	that	that	SCONJ
cana-1634	211	18	the	the	DET
cana-1634	211	19	picture	picture	NOUN
cana-1634	211	20	was	be	AUX
cana-1634	211	21	mutilated	mutilate	VERB
cana-1634	211	22	more	more	ADV
cana-1634	211	23	amid	amid	ADP
cana-1634	211	24	preparing	prepare	VERB
cana-1634	211	25	.	.	PUNCT
cana-1634	212	1	whereas	whereas	SCONJ
cana-1634	212	2	pca	pca	PROPN
cana-1634	212	3	and	and	CCONJ
cana-1634	212	4	svd	svd	PROPN
cana-1634	212	5	take	take	VERB
cana-1634	212	6	longer	long	ADJ
cana-1634	212	7	to	to	PART
cana-1634	212	8	handle	handle	VERB
cana-1634	212	9	,	,	PUNCT
cana-1634	212	10	this	this	DET
cana-1634	212	11	strategy	strategy	NOUN
cana-1634	212	12	is	be	AUX
cana-1634	212	13	speedier	speedy	ADJ
cana-1634	212	14	at	at	ADP
cana-1634	212	15	180	180	NUM
cana-1634	212	16	ms	ms	PROPN
cana-1634	212	17	.	.	PROPN
cana-1634	212	18	wavelet	wavelet	PROPN
cana-1634	212	19	change	change	PROPN
cana-1634	212	20	(	(	PUNCT
cana-1634	212	21	wt	wt	NOUN
cana-1634	212	22	)	)	PUNCT
cana-1634	212	23	stands	stand	VERB
cana-1634	212	24	out	out	ADP
cana-1634	212	25	since	since	SCONJ
cana-1634	212	26	it	it	PRON
cana-1634	212	27	features	feature	VERB
cana-1634	212	28	a	a	DET
cana-1634	212	29	tall	tall	ADJ
cana-1634	212	30	snr	snr	NOUN
cana-1634	212	31	of	of	ADP
cana-1634	212	32	29.5	29.5	NUM
cana-1634	212	33	db	db	NOUN
cana-1634	212	34	,	,	PUNCT
cana-1634	212	35	which	which	PRON
cana-1634	212	36	suggests	suggest	VERB
cana-1634	212	37	it	it	PRON
cana-1634	212	38	can	can	AUX
cana-1634	212	39	diminish	diminish	VERB
cana-1634	212	40	clamor	clamor	NOUN
cana-1634	212	41	superior	superior	ADJ
cana-1634	212	42	than	than	ADP
cana-1634	212	43	other	other	ADJ
cana-1634	212	44	strategies	strategy	NOUN
cana-1634	212	45	.	.	PUNCT
cana-1634	213	1	it	it	PRON
cana-1634	213	2	moreover	moreover	ADV
cana-1634	213	3	gets	get	VERB
cana-1634	213	4	a	a	DET
cana-1634	213	5	solid	solid	ADJ
cana-1634	213	6	ssim	ssim	NOUN
cana-1634	213	7	of	of	ADP
cana-1634	213	8	0.88	0.88	NUM
cana-1634	213	9	and	and	CCONJ
cana-1634	213	10	a	a	DET
cana-1634	213	11	moo	moo	NOUN
cana-1634	213	12	rmse	rmse	NOUN
cana-1634	213	13	of	of	ADP
cana-1634	213	14	6.5	6.5	NUM
cana-1634	213	15	,	,	PUNCT
cana-1634	213	16	which	which	PRON
cana-1634	213	17	appears	appear	VERB
cana-1634	213	18	that	that	SCONJ
cana-1634	213	19	it	it	PRON
cana-1634	213	20	can	can	AUX
cana-1634	213	21	keep	keep	VERB
cana-1634	213	22	picture	picture	NOUN
cana-1634	213	23	sharpness	sharpness	NOUN
cana-1634	213	24	and	and	CCONJ
cana-1634	213	25	detail	detail	NOUN
cana-1634	213	26	.	.	PUNCT
cana-1634	214	1	as	as	SCONJ
cana-1634	214	2	its	its	PRON
cana-1634	214	3	working	work	VERB
cana-1634	214	4	time	time	NOUN
cana-1634	214	5	is	be	AUX
cana-1634	214	6	as	as	SCONJ
cana-1634	214	7	it	it	PRON
cana-1634	214	8	were	be	AUX
cana-1634	214	9	230	230	NUM
cana-1634	214	10	ms	ms	NOUN
cana-1634	214	11	,	,	PUNCT
cana-1634	214	12	wt	wt	PROPN
cana-1634	214	13	strikes	strike	VERB
cana-1634	214	14	a	a	DET
cana-1634	214	15	great	great	ADJ
cana-1634	214	16	blend	blend	NOUN
cana-1634	214	17	between	between	ADP
cana-1634	214	18	speed	speed	NOUN
cana-1634	214	19	and	and	CCONJ
cana-1634	214	20	quality	quality	NOUN
cana-1634	214	21	,	,	PUNCT
cana-1634	214	22	making	make	VERB
cana-1634	214	23	it	it	PRON
cana-1634	214	24	perfect	perfect	ADJ
cana-1634	214	25	for	for	ADP
cana-1634	214	26	therapeutic	therapeutic	ADJ
cana-1634	214	27	imaging	imaging	NOUN
cana-1634	214	28	tasks	task	NOUN
cana-1634	214	29	that	that	PRON
cana-1634	214	30	require	require	VERB
cana-1634	214	31	both	both	PRON
cana-1634	214	32	.	.	PUNCT
cana-1634	215	1	v.	v.	ADP
cana-1634	215	2	conclusion	conclusion	NOUN
cana-1634	215	3	when	when	SCONJ
cana-1634	215	4	it	it	PRON
cana-1634	215	5	comes	come	VERB
cana-1634	215	6	to	to	ADP
cana-1634	215	7	therapeutic	therapeutic	ADJ
cana-1634	215	8	innovation	innovation	NOUN
cana-1634	215	9	,	,	PUNCT
cana-1634	215	10	utilizing	utilize	VERB
cana-1634	215	11	straight	straight	ADJ
cana-1634	215	12	variable	variable	NOUN
cana-1634	215	13	based	base	VERB
cana-1634	215	14	math	math	NOUN
cana-1634	215	15	in	in	ADP
cana-1634	215	16	picture	picture	NOUN
cana-1634	215	17	preparing	prepare	VERB
cana-1634	215	18	could	could	AUX
cana-1634	215	19	be	be	AUX
cana-1634	215	20	a	a	DET
cana-1634	215	21	key	key	ADJ
cana-1634	215	22	portion	portion	NOUN
cana-1634	215	23	of	of	ADP
cana-1634	215	24	making	make	VERB
cana-1634	215	25	analyze	analyze	VERB
cana-1634	215	26	more	more	ADV
cana-1634	215	27	precise	precise	ADJ
cana-1634	215	28	,	,	PUNCT
cana-1634	215	29	medicines	medicine	VERB
cana-1634	215	30	more	more	ADV
cana-1634	215	31	compelling	compelling	ADJ
cana-1634	215	32	,	,	PUNCT
cana-1634	215	33	and	and	CCONJ
cana-1634	215	34	common	common	ADJ
cana-1634	215	35	quiet	quiet	ADJ
cana-1634	215	36	care	care	NOUN
cana-1634	215	37	superior	superior	ADJ
cana-1634	215	38	.	.	PUNCT
cana-1634	216	1	pictures	picture	NOUN
cana-1634	216	2	from	from	ADP
cana-1634	216	3	distinctive	distinctive	ADJ
cana-1634	216	4	sorts	sort	NOUN
cana-1634	216	5	of	of	ADP
cana-1634	216	6	therapeutic	therapeutic	ADJ
cana-1634	216	7	imaging	imaging	NOUN
cana-1634	216	8	,	,	PUNCT
cana-1634	216	9	like	like	ADP
cana-1634	216	10	mris	mris	NOUN
cana-1634	216	11	,	,	PUNCT
cana-1634	216	12	ct	ct	NUM
cana-1634	216	13	looks	look	NOUN
cana-1634	216	14	,	,	PUNCT
cana-1634	216	15	ultrasounds	ultrasound	NOUN
cana-1634	216	16	,	,	PUNCT
cana-1634	216	17	and	and	CCONJ
cana-1634	216	18	x	x	NOUN
cana-1634	216	19	-	-	NOUN
cana-1634	216	20	rays	ray	NOUN
cana-1634	216	21	,	,	PUNCT
cana-1634	216	22	can	can	AUX
cana-1634	216	23	be	be	AUX
cana-1634	216	24	prepared	prepare	VERB
cana-1634	216	25	,	,	PUNCT
cana-1634	216	26	analyzed	analyze	VERB
cana-1634	216	27	,	,	PUNCT
cana-1634	216	28	and	and	CCONJ
cana-1634	216	29	perused	peruse	VERB
cana-1634	216	30	rapidly	rapidly	ADV
cana-1634	216	31	and	and	CCONJ
cana-1634	216	32	accurately	accurately	ADV
cana-1634	216	33	utilizing	utilize	VERB
cana-1634	216	34	progressed	progress	VERB
cana-1634	216	35	scientific	scientific	ADJ
cana-1634	216	36	strategies	strategy	NOUN
cana-1634	216	37	.	.	PUNCT
cana-1634	217	1	straight	straight	ADJ
cana-1634	217	2	variable	variable	NOUN
cana-1634	217	3	based	base	VERB
cana-1634	217	4	math	math	NOUN
cana-1634	217	5	makes	make	VERB
cana-1634	217	6	fundamental	fundamental	ADJ
cana-1634	217	7	assignments	assignment	NOUN
cana-1634	217	8	simpler	simple	ADJ
cana-1634	217	9	,	,	PUNCT
cana-1634	217	10	like	like	ADP
cana-1634	217	11	recreating	recreate	VERB
cana-1634	217	12	,	,	PUNCT
cana-1634	217	13	progressing	progress	VERB
cana-1634	217	14	,	,	PUNCT
cana-1634	217	15	fragmenting	fragment	VERB
cana-1634	217	16	,	,	PUNCT
cana-1634	217	17	and	and	CCONJ
cana-1634	217	18	extricating	extricate	VERB
cana-1634	217	19	highlights	highlight	NOUN
cana-1634	217	20	from	from	ADP
cana-1634	217	21	pictures	picture	NOUN
cana-1634	217	22	.	.	PUNCT
cana-1634	218	1	a	a	DET
cana-1634	218	2	parcel	parcel	NOUN
cana-1634	218	3	of	of	ADP
cana-1634	218	4	distinctive	distinctive	ADJ
cana-1634	218	5	strategies	strategy	NOUN
cana-1634	218	6	are	be	AUX
cana-1634	218	7	utilized	utilize	VERB
cana-1634	218	8	to	to	PART
cana-1634	218	9	induce	induce	VERB
cana-1634	218	10	valuable	valuable	ADJ
cana-1634	218	11	data	datum	NOUN
cana-1634	218	12	from	from	ADP
cana-1634	218	13	therapeutic	therapeutic	ADJ
cana-1634	218	14	pictures	picture	NOUN
cana-1634	218	15	.	.	PUNCT
cana-1634	219	1	these	these	DET
cana-1634	219	2	incorporate	incorporate	VERB
cana-1634	219	3	network	network	NOUN
cana-1634	219	4	control	control	NOUN
cana-1634	219	5	,	,	PUNCT
cana-1634	219	6	eigen	eigen	PROPN
cana-1634	219	7	analysis	analysis	NOUN
cana-1634	219	8	,	,	PUNCT
cana-1634	219	9	singular	singular	NOUN
cana-1634	219	10	esteem	esteem	NOUN
cana-1634	219	11	deterioration	deterioration	NOUN
cana-1634	219	12	(	(	PUNCT
cana-1634	219	13	svd	svd	PROPN
cana-1634	219	14	)	)	PUNCT
cana-1634	219	15	,	,	PUNCT
cana-1634	219	16	and	and	CCONJ
cana-1634	219	17	framework	framework	NOUN
cana-1634	219	18	factorization	factorization	NOUN
cana-1634	219	19	.	.	PUNCT
cana-1634	220	1	for	for	ADP
cana-1634	220	2	case	case	NOUN
cana-1634	220	3	,	,	PUNCT
cana-1634	220	4	svd	svd	PROPN
cana-1634	220	5	lets	let	VERB
cana-1634	220	6	you	you	PRON
cana-1634	220	7	get	get	AUX
cana-1634	220	8	freed	free	VERB
cana-1634	220	9	of	of	ADP
cana-1634	220	10	clamor	clamor	NOUN
cana-1634	220	11	and	and	CCONJ
cana-1634	220	12	recuperate	recuperate	VERB
cana-1634	220	13	highlights	highlight	NOUN
cana-1634	220	14	,	,	PUNCT
cana-1634	220	15	which	which	PRON
cana-1634	220	16	are	be	AUX
cana-1634	220	17	critical	critical	ADJ
cana-1634	220	18	for	for	ADP
cana-1634	220	19	making	make	VERB
cana-1634	220	20	pictures	picture	NOUN
cana-1634	220	21	clearer	clear	ADJ
cana-1634	220	22	and	and	CCONJ
cana-1634	220	23	finding	find	VERB
cana-1634	220	24	little	little	ADJ
cana-1634	220	25	issues	issue	NOUN
cana-1634	220	26	that	that	PRON
cana-1634	220	27	might	might	AUX
cana-1634	220	28	not	not	PART
cana-1634	220	29	be	be	AUX
cana-1634	220	30	self	self	NOUN
cana-1634	220	31	-	-	PUNCT
cana-1634	220	32	evident	evident	ADJ
cana-1634	220	33	to	to	ADP
cana-1634	220	34	the	the	DET
cana-1634	220	35	naked	naked	ADJ
cana-1634	220	36	eye	eye	NOUN
cana-1634	220	37	.	.	PUNCT
cana-1634	221	1	direct	direct	ADJ
cana-1634	221	2	polynomial	polynomial	ADJ
cana-1634	221	3	math	math	NOUN
cana-1634	221	4	moreover	moreover	ADV
cana-1634	221	5	makes	make	VERB
cana-1634	221	6	it	it	PRON
cana-1634	221	7	possible	possible	ADJ
cana-1634	221	8	to	to	PART
cana-1634	221	9	make	make	VERB
cana-1634	221	10	complex	complex	ADJ
cana-1634	221	11	strategies	strategy	NOUN
cana-1634	221	12	for	for	ADP
cana-1634	221	13	picture	picture	NOUN
cana-1634	221	14	enlistment	enlistment	NOUN
cana-1634	221	15	and	and	CCONJ
cana-1634	221	16	combination	combination	NOUN
cana-1634	221	17	,	,	PUNCT
cana-1634	221	18	which	which	PRON
cana-1634	221	19	are	be	AUX
cana-1634	221	20	required	require	VERB
cana-1634	221	21	to	to	PART
cana-1634	221	22	combine	combine	VERB
cana-1634	221	23	information	information	NOUN
cana-1634	221	24	from	from	ADP
cana-1634	221	25	diverse	diverse	ADJ
cana-1634	221	26	imaging	imaging	NOUN
cana-1634	221	27	methods	method	NOUN
cana-1634	221	28	to	to	PART
cana-1634	221	29	induce	induce	VERB
cana-1634	221	30	a	a	DET
cana-1634	221	31	full	full	ADJ
cana-1634	221	32	picture	picture	NOUN
cana-1634	221	33	of	of	ADP
cana-1634	221	34	body	body	NOUN
cana-1634	221	35	structures	structure	NOUN
cana-1634	221	36	and	and	CCONJ
cana-1634	221	37	illnesses	illness	NOUN
cana-1634	221	38	.	.	PUNCT
cana-1634	222	1	this	this	DET
cana-1634	222	2	capacity	capacity	NOUN
cana-1634	222	3	is	be	AUX
cana-1634	222	4	particularly	particularly	ADV
cana-1634	222	5	supportive	supportive	ADJ
cana-1634	222	6	for	for	ADP
cana-1634	222	7	arranging	arrange	VERB
cana-1634	222	8	surgery	surgery	NOUN
cana-1634	222	9	,	,	PUNCT
cana-1634	222	10	making	make	VERB
cana-1634	222	11	care	care	NOUN
cana-1634	222	12	plans	plan	NOUN
cana-1634	222	13	,	,	PUNCT
cana-1634	222	14	and	and	CCONJ
cana-1634	222	15	keeping	keep	VERB
cana-1634	222	16	an	an	DET
cana-1634	222	17	eye	eye	NOUN
cana-1634	222	18	on	on	ADP
cana-1634	222	19	how	how	SCONJ
cana-1634	222	20	the	the	DET
cana-1634	222	21	infection	infection	NOUN
cana-1634	222	22	is	be	AUX
cana-1634	222	23	getting	get	VERB
cana-1634	222	24	more	more	ADV
cana-1634	222	25	regrettable	regrettable	ADJ
cana-1634	222	26	.	.	PUNCT
cana-1634	223	1	straight	straight	ADJ
cana-1634	223	2	polynomial	polynomial	ADJ
cana-1634	223	3	math	math	NOUN
cana-1634	223	4	is	be	AUX
cana-1634	223	5	additionally	additionally	ADV
cana-1634	223	6	utilized	utilize	VERB
cana-1634	223	7	in	in	ADP
cana-1634	223	8	machine	machine	NOUN
cana-1634	223	9	learning	learning	NOUN
cana-1634	223	10	and	and	CCONJ
cana-1634	223	11	fake	fake	ADJ
cana-1634	223	12	insights	insight	NOUN
cana-1634	223	13	for	for	ADP
cana-1634	223	14	restorative	restorative	ADJ
cana-1634	223	15	pictures	picture	NOUN
cana-1634	223	16	among	among	ADP
cana-1634	223	17	other	other	ADJ
cana-1634	223	18	things	thing	NOUN
cana-1634	223	19	.	.	PUNCT
cana-1634	224	1	for	for	ADP
cana-1634	224	2	reducing	reduce	VERB
cana-1634	224	3	the	the	DET
cana-1634	224	4	number	number	NOUN
cana-1634	224	5	of	of	ADP
cana-1634	224	6	measurements	measurement	NOUN
cana-1634	224	7	and	and	CCONJ
cana-1634	224	8	finding	find	VERB
cana-1634	224	9	designs	design	NOUN
cana-1634	224	10	,	,	PUNCT
cana-1634	224	11	strategies	strategy	NOUN
cana-1634	224	12	like	like	ADP
cana-1634	224	13	foremost	foremost	ADJ
cana-1634	224	14	component	component	NOUN
cana-1634	224	15	investigation	investigation	NOUN
cana-1634	224	16	(	(	PUNCT
cana-1634	224	17	pca	pca	PROPN
cana-1634	224	18	)	)	PUNCT
cana-1634	224	19	and	and	CCONJ
cana-1634	224	20	straight	straight	ADJ
cana-1634	224	21	discriminant	discriminant	ADJ
cana-1634	224	22	investigation	investigation	NOUN
cana-1634	224	23	(	(	PUNCT
cana-1634	224	24	lda	lda	PROPN
cana-1634	224	25	)	)	PUNCT
cana-1634	224	26	are	be	AUX
cana-1634	224	27	utilized	utilize	VERB
cana-1634	224	28	.	.	PUNCT
cana-1634	225	1	these	these	DET
cana-1634	225	2	strategies	strategy	NOUN
cana-1634	225	3	offer	offer	VERB
cana-1634	225	4	assistance	assistance	NOUN
cana-1634	225	5	with	with	ADP
cana-1634	225	6	computer	computer	NOUN
cana-1634	225	7	assessment	assessment	NOUN
cana-1634	225	8	and	and	CCONJ
cana-1634	225	9	choice	choice	VERB
cana-1634	225	10	back	back	ADJ
cana-1634	225	11	frameworks	framework	NOUN
cana-1634	225	12	.	.	PUNCT
cana-1634	226	1	references	reference	NOUN
cana-1634	226	2	[	[	X
cana-1634	226	3	1	1	NUM
cana-1634	226	4	]	]	PUNCT
cana-1634	226	5	ye	ye	PROPN
cana-1634	226	6	,	,	PUNCT
cana-1634	226	7	g.	g.	PROPN
cana-1634	226	8	;	;	PUNCT
cana-1634	226	9	pan	pan	PROPN
cana-1634	226	10	,	,	PUNCT
cana-1634	226	11	c.	c.	PROPN
cana-1634	226	12	;	;	PUNCT
cana-1634	226	13	dong	dong	PROPN
cana-1634	226	14	,	,	PUNCT
cana-1634	226	15	y.	y.	PROPN
cana-1634	226	16	;	;	PUNCT
cana-1634	226	17	shi	shi	PROPN
cana-1634	226	18	,	,	PUNCT
cana-1634	226	19	y.	y.	PROPN
cana-1634	226	20	;	;	PUNCT
cana-1634	226	21	huang	huang	PROPN
cana-1634	226	22	,	,	PUNCT
cana-1634	226	23	x.	x.	NOUN
cana-1634	226	24	image	image	NOUN
cana-1634	226	25	encryption	encryption	NOUN
cana-1634	226	26	and	and	CCONJ
cana-1634	226	27	hiding	hiding	NOUN
cana-1634	226	28	algorithm	algorithm	NOUN
cana-1634	226	29	based	base	VERB
cana-1634	226	30	on	on	ADP
cana-1634	226	31	compressive	compressive	ADJ
cana-1634	226	32	sensing	sensing	NOUN
cana-1634	226	33	and	and	CCONJ
cana-1634	226	34	random	random	ADJ
cana-1634	226	35	numbers	number	NOUN
cana-1634	226	36	insertion	insertion	NOUN
cana-1634	226	37	.	.	PUNCT
cana-1634	227	1	signal	signal	NOUN
cana-1634	227	2	process	process	NOUN
cana-1634	227	3	.	.	PUNCT
cana-1634	228	1	2020	2020	NUM
cana-1634	228	2	,	,	PUNCT
cana-1634	228	3	172	172	NUM
cana-1634	228	4	,	,	PUNCT
cana-1634	228	5	107563	107563	NUM
cana-1634	228	6	.	.	PUNCT
cana-1634	229	1	[	[	X
cana-1634	229	2	2	2	X
cana-1634	229	3	]	]	PUNCT
cana-1634	229	4	ameen	ameen	NOUN
cana-1634	229	5	suhail	suhail	PROPN
cana-1634	229	6	,	,	PUNCT
cana-1634	229	7	k.m	k.m	PROPN
cana-1634	229	8	.	.	PROPN
cana-1634	229	9	;	;	PUNCT
cana-1634	229	10	sankar	sankar	PROPN
cana-1634	229	11	,	,	PUNCT
cana-1634	229	12	s.	s.	PROPN
cana-1634	229	13	image	image	PROPN
cana-1634	229	14	compression	compression	NOUN
cana-1634	229	15	and	and	CCONJ
cana-1634	229	16	encryption	encryption	NOUN
cana-1634	229	17	combining	combine	VERB
cana-1634	229	18	autoencoder	autoencoder	NOUN
cana-1634	229	19	and	and	CCONJ
cana-1634	229	20	chaotic	chaotic	ADJ
cana-1634	229	21	logistic	logistic	ADJ
cana-1634	229	22	map	map	NOUN
cana-1634	229	23	.	.	PUNCT
cana-1634	230	1	iran	iran	PROPN
cana-1634	230	2	.	.	PUNCT
cana-1634	231	1	j.	j.	PROPN
cana-1634	231	2	sci	sci	PROPN
cana-1634	231	3	.	.	PROPN
cana-1634	231	4	technol	technol	PROPN
cana-1634	231	5	.	.	PUNCT
cana-1634	231	6	trans	trans	PROPN
cana-1634	231	7	.	.	PUNCT
cana-1634	232	1	a	a	DET
cana-1634	232	2	sci	sci	PROPN
cana-1634	232	3	.	.	PROPN
cana-1634	232	4	2020	2020	NUM
cana-1634	232	5	,	,	PUNCT
cana-1634	232	6	44	44	NUM
cana-1634	232	7	,	,	PUNCT
cana-1634	232	8	1091–1100	1091–1100	NUM
cana-1634	232	9	.	.	PUNCT
cana-1634	233	1	[	[	X
cana-1634	233	2	3	3	NUM
cana-1634	233	3	]	]	X
cana-1634	233	4	alhayani	alhayani	NOUN
cana-1634	233	5	,	,	PUNCT
cana-1634	233	6	b.s	b.s	PROPN
cana-1634	233	7	.	.	PROPN
cana-1634	233	8	visual	visual	ADJ
cana-1634	233	9	sensor	sensor	NOUN
cana-1634	233	10	intelligent	intelligent	ADJ
cana-1634	233	11	module	module	NOUN
cana-1634	233	12	based	base	VERB
cana-1634	233	13	image	image	NOUN
cana-1634	233	14	transmission	transmission	NOUN
cana-1634	233	15	in	in	ADP
cana-1634	233	16	industrial	industrial	ADJ
cana-1634	233	17	manufacturing	manufacturing	NOUN
cana-1634	233	18	for	for	ADP
cana-1634	233	19	monitoring	monitoring	NOUN
cana-1634	233	20	and	and	CCONJ
cana-1634	233	21	manipulation	manipulation	NOUN
cana-1634	233	22	problems	problem	NOUN
cana-1634	233	23	.	.	PUNCT
cana-1634	234	1	j.	j.	PROPN
cana-1634	234	2	intell	intell	PROPN
cana-1634	234	3	.	.	PUNCT
cana-1634	235	1	manuf	manuf	PROPN
cana-1634	235	2	.	.	PROPN
cana-1634	235	3	2021	2021	NUM
cana-1634	235	4	,	,	PUNCT
cana-1634	235	5	32	32	NUM
cana-1634	235	6	,	,	PUNCT
cana-1634	235	7	597–610	597–610	NUM
cana-1634	235	8	.	.	PUNCT
cana-1634	236	1	[	[	X
cana-1634	236	2	4	4	NUM
cana-1634	236	3	]	]	X
cana-1634	236	4	elkamchouchi	elkamchouchi	NOUN
cana-1634	236	5	,	,	PUNCT
cana-1634	236	6	d.h	d.h	PROPN
cana-1634	236	7	.	.	PROPN
cana-1634	236	8	;	;	PUNCT
cana-1634	236	9	mohamed	mohamed	PROPN
cana-1634	236	10	,	,	PUNCT
cana-1634	236	11	h.g	h.g	PROPN
cana-1634	236	12	.	.	PROPN
cana-1634	236	13	;	;	PUNCT
cana-1634	236	14	moussa	moussa	PROPN
cana-1634	236	15	,	,	PUNCT
cana-1634	236	16	k.h	k.h	PROPN
cana-1634	236	17	.	.	PUNCT
cana-1634	237	1	a	a	DET
cana-1634	237	2	bijective	bijective	ADJ
cana-1634	237	3	image	image	NOUN
cana-1634	237	4	encryption	encryption	NOUN
cana-1634	237	5	system	system	NOUN
cana-1634	237	6	based	base	VERB
cana-1634	237	7	on	on	ADP
cana-1634	237	8	hybrid	hybrid	ADJ
cana-1634	237	9	chaotic	chaotic	ADJ
cana-1634	237	10	map	map	NOUN
cana-1634	237	11	diffusion	diffusion	NOUN
cana-1634	237	12	and	and	CCONJ
cana-1634	237	13	dna	dna	PROPN
cana-1634	237	14	confusion	confusion	NOUN
cana-1634	237	15	.	.	PUNCT
cana-1634	238	1	entropy	entropy	PROPN
cana-1634	238	2	2020	2020	NUM
cana-1634	238	3	,	,	PUNCT
cana-1634	238	4	22	22	NUM
cana-1634	238	5	,	,	PUNCT
cana-1634	238	6	180	180	NUM
cana-1634	238	7	.	.	PUNCT
cana-1634	239	1	[	[	X
cana-1634	239	2	5	5	NUM
cana-1634	239	3	]	]	X
cana-1634	239	4	singh	singh	PROPN
cana-1634	239	5	,	,	PUNCT
cana-1634	239	6	r.k	r.k	PROPN
cana-1634	239	7	.	.	PROPN
cana-1634	239	8	;	;	PUNCT
cana-1634	239	9	kumar	kumar	PROPN
cana-1634	239	10	,	,	PUNCT
cana-1634	239	11	b.	b.	PROPN
cana-1634	239	12	;	;	PUNCT
cana-1634	239	13	shaw	shaw	PROPN
cana-1634	239	14	,	,	PUNCT
cana-1634	239	15	d.k	d.k	PROPN
cana-1634	239	16	.	.	PROPN
cana-1634	239	17	;	;	PUNCT
cana-1634	239	18	khan	khan	PROPN
cana-1634	239	19	,	,	PUNCT
cana-1634	239	20	d.a	d.a	PROPN
cana-1634	239	21	.	.	PROPN
cana-1634	239	22	level	level	NOUN
cana-1634	239	23	by	by	ADP
cana-1634	239	24	level	level	NOUN
cana-1634	239	25	image	image	NOUN
cana-1634	239	26	compression	compression	NOUN
cana-1634	239	27	-	-	PUNCT
cana-1634	239	28	encryption	encryption	NOUN
cana-1634	239	29	algorithm	algorithm	NOUN
cana-1634	239	30	based	base	VERB
cana-1634	239	31	on	on	ADP
cana-1634	239	32	quantum	quantum	NOUN
cana-1634	239	33	chaos	chaos	NOUN
cana-1634	239	34	map	map	NOUN
cana-1634	239	35	.	.	PUNCT
cana-1634	240	1	j.	j.	PROPN
cana-1634	240	2	king	king	PROPN
cana-1634	240	3	saud	saud	PROPN
cana-1634	240	4	univ.-comput	univ.-comput	PROPN
cana-1634	240	5	.	.	PUNCT
cana-1634	240	6	inf	inf	PROPN
cana-1634	240	7	.	.	PUNCT
cana-1634	241	1	sci	sci	PROPN
cana-1634	241	2	.	.	PROPN
cana-1634	241	3	2021	2021	NUM
cana-1634	241	4	,	,	PUNCT
cana-1634	241	5	33	33	NUM
cana-1634	241	6	,	,	PUNCT
cana-1634	241	7	844–851	844–851	NUM
cana-1634	241	8	.	.	PUNCT
cana-1634	242	1	[	[	X
cana-1634	242	2	6	6	NUM
cana-1634	242	3	]	]	PUNCT
cana-1634	242	4	hazer	hazer	NOUN
cana-1634	242	5	,	,	PUNCT
cana-1634	242	6	a.	a.	NOUN
cana-1634	242	7	;	;	PUNCT
cana-1634	242	8	yıldırım	yıldırım	PROPN
cana-1634	242	9	,	,	PUNCT
cana-1634	242	10	r.	r.	PROPN
cana-1634	242	11	multiple	multiple	ADJ
cana-1634	242	12	-	-	PUNCT
cana-1634	242	13	image	image	NOUN
cana-1634	242	14	hybrid	hybrid	NOUN
cana-1634	242	15	encryption	encryption	NOUN
cana-1634	242	16	based	base	VERB
cana-1634	242	17	on	on	ADP
cana-1634	242	18	compressive	compressive	ADJ
cana-1634	242	19	sensing	sensing	NOUN
cana-1634	242	20	and	and	CCONJ
cana-1634	242	21	diffractive	diffractive	ADJ
cana-1634	242	22	imaging	imaging	NOUN
cana-1634	242	23	.	.	PUNCT
cana-1634	243	1	j.	j.	PROPN
cana-1634	243	2	opt	opt	PROPN
cana-1634	243	3	.	.	PUNCT
cana-1634	244	1	2020	2020	NUM
cana-1634	244	2	,	,	PUNCT
cana-1634	244	3	22	22	NUM
cana-1634	244	4	,	,	PUNCT
cana-1634	244	5	105701	105701	NUM
cana-1634	244	6	.	.	PUNCT
cana-1634	245	1	[	[	X
cana-1634	245	2	google	google	NOUN
cana-1634	245	3	scholar	scholar	NOUN
cana-1634	245	4	]	]	PUNCT
cana-1634	246	1	[	[	X
cana-1634	246	2	crossref	crossref	X
cana-1634	246	3	]	]	X
cana-1634	246	4	communications	communication	NOUN
cana-1634	246	5	on	on	ADP
cana-1634	246	6	applied	apply	VERB
cana-1634	246	7	nonlinear	nonlinear	ADJ
cana-1634	246	8	analysis	analysis	NOUN
cana-1634	246	9	issn	issn	NOUN
cana-1634	246	10	:	:	PUNCT
cana-1634	246	11	1074	1074	NUM
cana-1634	246	12	-	-	PUNCT
cana-1634	246	13	133x	133x	NUM
cana-1634	246	14	vol	vol	NOUN
cana-1634	246	15	32	32	NUM
cana-1634	246	16	no	no	NOUN
cana-1634	246	17	.	.	NOUN
cana-1634	246	18	1	1	NUM
cana-1634	246	19	(	(	PUNCT
cana-1634	246	20	2025	2025	NUM
cana-1634	246	21	)	)	PUNCT
cana-1634	247	1	253	253	NUM
cana-1634	247	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-1634	247	3	[	[	X
cana-1634	247	4	7	7	NUM
cana-1634	247	5	]	]	X
cana-1634	247	6	wang	wang	PROPN
cana-1634	247	7	,	,	PUNCT
cana-1634	247	8	x.	x.	PROPN
cana-1634	247	9	;	;	PUNCT
cana-1634	247	10	liu	liu	PROPN
cana-1634	247	11	,	,	PUNCT
cana-1634	247	12	p.	p.	NOUN
cana-1634	247	13	a	a	DET
cana-1634	247	14	new	new	ADJ
cana-1634	247	15	full	full	ADJ
cana-1634	247	16	chaos	chaos	NOUN
cana-1634	247	17	coupled	couple	VERB
cana-1634	247	18	mapping	mapping	NOUN
cana-1634	247	19	lattice	lattice	NOUN
cana-1634	247	20	and	and	CCONJ
cana-1634	247	21	its	its	PRON
cana-1634	247	22	application	application	NOUN
cana-1634	247	23	in	in	ADP
cana-1634	247	24	privacy	privacy	NOUN
cana-1634	247	25	image	image	NOUN
cana-1634	247	26	encryption	encryption	NOUN
cana-1634	247	27	.	.	PUNCT
cana-1634	248	1	ieee	ieee	PROPN
cana-1634	248	2	trans	trans	PROPN
cana-1634	248	3	.	.	PUNCT
cana-1634	249	1	circuits	circuit	NOUN
cana-1634	249	2	syst	syst	PROPN
cana-1634	249	3	.	.	PUNCT
cana-1634	250	1	i	i	PRON
cana-1634	250	2	regul	regul	VERB
cana-1634	250	3	.	.	PUNCT
cana-1634	251	1	pap	pap	NOUN
cana-1634	251	2	.	.	PROPN
cana-1634	251	3	2021	2021	NUM
cana-1634	251	4	,	,	PUNCT
cana-1634	251	5	69	69	NUM
cana-1634	251	6	,	,	PUNCT
cana-1634	251	7	1291–1301	1291–1301	NUM
cana-1634	251	8	.	.	PUNCT
cana-1634	252	1	[	[	X
cana-1634	252	2	8	8	NUM
cana-1634	252	3	]	]	X
cana-1634	252	4	ponuma	ponuma	PROPN
cana-1634	252	5	,	,	PUNCT
cana-1634	252	6	r.	r.	PROPN
cana-1634	252	7	;	;	PUNCT
cana-1634	252	8	amutha	amutha	PROPN
cana-1634	252	9	,	,	PUNCT
cana-1634	252	10	r.	r.	PROPN
cana-1634	252	11	;	;	PUNCT
cana-1634	252	12	aparna	aparna	PROPN
cana-1634	252	13	,	,	PUNCT
cana-1634	252	14	s.	s.	PROPN
cana-1634	252	15	;	;	PUNCT
cana-1634	252	16	gopal	gopal	PROPN
cana-1634	252	17	,	,	PUNCT
cana-1634	252	18	g.	g.	PROPN
cana-1634	252	19	visually	visually	ADV
cana-1634	252	20	meaningful	meaningful	ADJ
cana-1634	252	21	image	image	NOUN
cana-1634	252	22	encryption	encryption	NOUN
cana-1634	252	23	using	use	VERB
cana-1634	252	24	data	datum	NOUN
cana-1634	252	25	hiding	hiding	NOUN
cana-1634	252	26	and	and	CCONJ
cana-1634	252	27	chaotic	chaotic	ADJ
cana-1634	252	28	compressive	compressive	ADJ
cana-1634	252	29	sensing	sensing	NOUN
cana-1634	252	30	.	.	PUNCT
cana-1634	253	1	multimed	multime	VERB
cana-1634	253	2	.	.	PUNCT
cana-1634	254	1	tools	tool	NOUN
cana-1634	254	2	appl	appl	NOUN
cana-1634	254	3	.	.	PROPN
cana-1634	254	4	2019	2019	NUM
cana-1634	254	5	,	,	PUNCT
cana-1634	254	6	78	78	NUM
cana-1634	254	7	,	,	PUNCT
cana-1634	254	8	25707–25729	25707–25729	NUM
cana-1634	254	9	.	.	PUNCT
cana-1634	255	1	[	[	X
cana-1634	255	2	9	9	NUM
cana-1634	255	3	]	]	SYM
cana-1634	255	4	denis	denis	PROPN
cana-1634	255	5	,	,	PUNCT
cana-1634	255	6	r.	r.	PROPN
cana-1634	255	7	;	;	PUNCT
cana-1634	255	8	madhubala	madhubala	PROPN
cana-1634	255	9	,	,	PUNCT
cana-1634	255	10	p.	p.	NOUN
cana-1634	255	11	hybrid	hybrid	ADJ
cana-1634	255	12	data	datum	NOUN
cana-1634	255	13	encryption	encryption	NOUN
cana-1634	255	14	model	model	NOUN
cana-1634	255	15	integrating	integrate	VERB
cana-1634	255	16	multi	multi	ADJ
cana-1634	255	17	-	-	ADJ
cana-1634	255	18	objective	objective	ADJ
cana-1634	255	19	adaptive	adaptive	ADJ
cana-1634	255	20	genetic	genetic	ADJ
cana-1634	255	21	algorithm	algorithm	NOUN
cana-1634	255	22	for	for	ADP
cana-1634	255	23	secure	secure	ADJ
cana-1634	255	24	medical	medical	ADJ
cana-1634	255	25	data	datum	NOUN
cana-1634	255	26	communication	communication	NOUN
cana-1634	255	27	over	over	ADP
cana-1634	255	28	cloud	cloud	NOUN
cana-1634	255	29	-	-	PUNCT
cana-1634	255	30	based	base	VERB
cana-1634	255	31	healthcare	healthcare	NOUN
cana-1634	255	32	systems	system	NOUN
cana-1634	255	33	.	.	PUNCT
cana-1634	256	1	multimed	multime	VERB
cana-1634	256	2	.	.	PUNCT
cana-1634	257	1	tools	tool	NOUN
cana-1634	257	2	appl	appl	PROPN
cana-1634	257	3	.	.	PROPN
cana-1634	257	4	2021	2021	NUM
cana-1634	257	5	,	,	PUNCT
cana-1634	257	6	80	80	NUM
cana-1634	257	7	,	,	PUNCT
cana-1634	257	8	21165–21202	21165–21202	NUM
cana-1634	257	9	.	.	PUNCT
cana-1634	258	1	[	[	X
cana-1634	258	2	10	10	NUM
cana-1634	258	3	]	]	X
cana-1634	258	4	jiang	jiang	PROPN
cana-1634	258	5	,	,	PUNCT
cana-1634	258	6	x.	x.	PROPN
cana-1634	258	7	;	;	PUNCT
cana-1634	258	8	xiao	xiao	PROPN
cana-1634	258	9	,	,	PUNCT
cana-1634	258	10	y.	y.	PROPN
cana-1634	258	11	;	;	PUNCT
cana-1634	258	12	xie	xie	PROPN
cana-1634	258	13	,	,	PUNCT
cana-1634	258	14	y.	y.	PROPN
cana-1634	258	15	;	;	PUNCT
cana-1634	258	16	liu	liu	PROPN
cana-1634	258	17	,	,	PUNCT
cana-1634	258	18	b.	b.	PROPN
cana-1634	258	19	;	;	PUNCT
cana-1634	258	20	ye	ye	PROPN
cana-1634	258	21	,	,	PUNCT
cana-1634	258	22	y.	y.	PROPN
cana-1634	258	23	;	;	PUNCT
cana-1634	258	24	song	song	NOUN
cana-1634	258	25	,	,	PUNCT
cana-1634	258	26	t.	t.	PROPN
cana-1634	258	27	;	;	PUNCT
cana-1634	258	28	chai	chai	NOUN
cana-1634	258	29	,	,	PUNCT
cana-1634	258	30	j.	j.	PROPN
cana-1634	258	31	;	;	PUNCT
cana-1634	258	32	liu	liu	PROPN
cana-1634	258	33	,	,	PUNCT
cana-1634	258	34	y.	y.	NOUN
cana-1634	258	35	exploiting	exploit	VERB
cana-1634	258	36	optical	optical	ADJ
cana-1634	258	37	chaos	chaos	NOUN
cana-1634	258	38	for	for	ADP
cana-1634	258	39	double	double	ADJ
cana-1634	258	40	images	image	NOUN
cana-1634	258	41	encryption	encryption	NOUN
cana-1634	258	42	with	with	ADP
cana-1634	258	43	compressive	compressive	ADJ
cana-1634	258	44	sensing	sensing	NOUN
cana-1634	258	45	and	and	CCONJ
cana-1634	258	46	double	double	ADJ
cana-1634	258	47	random	random	ADJ
cana-1634	258	48	phase	phase	NOUN
cana-1634	258	49	encoding	encoding	NOUN
cana-1634	258	50	.	.	PUNCT
cana-1634	259	1	opt	opt	PROPN
cana-1634	259	2	.	.	PUNCT
cana-1634	260	1	commun	commun	PROPN
cana-1634	260	2	.	.	PROPN
cana-1634	261	1	2021	2021	NUM
cana-1634	261	2	,	,	PUNCT
cana-1634	261	3	484	484	NUM
cana-1634	261	4	,	,	PUNCT
cana-1634	261	5	126683	126683	NUM
cana-1634	261	6	.	.	PUNCT
cana-1634	262	1	[	[	X
cana-1634	262	2	11	11	NUM
cana-1634	262	3	]	]	X
cana-1634	262	4	hajjaji	hajjaji	PROPN
cana-1634	262	5	,	,	PUNCT
cana-1634	262	6	m.a	m.a	PROPN
cana-1634	262	7	.	.	PROPN
cana-1634	262	8	;	;	PUNCT
cana-1634	262	9	dridi	dridi	NOUN
cana-1634	262	10	,	,	PUNCT
cana-1634	262	11	m.	m.	NOUN
cana-1634	262	12	;	;	PUNCT
cana-1634	262	13	mtibaa	mtibaa	PROPN
cana-1634	262	14	,	,	PUNCT
cana-1634	262	15	a.	a.	NOUN
cana-1634	262	16	a	a	DET
cana-1634	262	17	medical	medical	ADJ
cana-1634	262	18	image	image	NOUN
cana-1634	262	19	crypto	crypto	NOUN
cana-1634	262	20	-	-	PUNCT
cana-1634	262	21	compression	compression	NOUN
cana-1634	262	22	algorithm	algorithm	NOUN
cana-1634	262	23	based	base	VERB
cana-1634	262	24	on	on	ADP
cana-1634	262	25	neural	neural	ADJ
cana-1634	262	26	network	network	NOUN
cana-1634	262	27	and	and	CCONJ
cana-1634	262	28	pwlcm	pwlcm	NOUN
cana-1634	262	29	.	.	PUNCT
cana-1634	262	30	multimed	multime	VERB
cana-1634	262	31	.	.	PUNCT
cana-1634	263	1	tools	tool	NOUN
cana-1634	263	2	appl	appl	NOUN
cana-1634	263	3	.	.	PROPN
cana-1634	264	1	2019	2019	NUM
cana-1634	264	2	,	,	PUNCT
cana-1634	264	3	78	78	NUM
cana-1634	264	4	,	,	PUNCT
cana-1634	264	5	14379–14396	14379–14396	NUM
cana-1634	264	6	.	.	PUNCT
cana-1634	265	1	[	[	X
cana-1634	265	2	12	12	NUM
cana-1634	265	3	]	]	PUNCT
cana-1634	265	4	selvi	selvi	PROPN
cana-1634	265	5	,	,	PUNCT
cana-1634	265	6	c.t	c.t	PROPN
cana-1634	265	7	.	.	PROPN
cana-1634	265	8	;	;	PUNCT
cana-1634	265	9	amudha	amudha	PROPN
cana-1634	265	10	,	,	PUNCT
cana-1634	265	11	j.	j.	PROPN
cana-1634	265	12	;	;	PUNCT
cana-1634	265	13	sudhakar	sudhakar	PROPN
cana-1634	265	14	,	,	PUNCT
cana-1634	265	15	r.	r.	PROPN
cana-1634	265	16	a	a	DET
cana-1634	265	17	modified	modify	VERB
cana-1634	265	18	salp	salp	NOUN
cana-1634	265	19	swarm	swarm	NOUN
cana-1634	265	20	algorithm	algorithm	NOUN
cana-1634	265	21	(	(	PUNCT
cana-1634	265	22	ssa	ssa	NOUN
cana-1634	265	23	)	)	PUNCT
cana-1634	265	24	combined	combine	VERB
cana-1634	265	25	with	with	ADP
cana-1634	265	26	a	a	DET
cana-1634	265	27	chaotic	chaotic	ADJ
cana-1634	265	28	coupled	couple	VERB
cana-1634	265	29	map	map	NOUN
cana-1634	265	30	lattices	lattice	NOUN
cana-1634	265	31	(	(	PUNCT
cana-1634	265	32	cml	cml	PROPN
cana-1634	265	33	)	)	PUNCT
cana-1634	265	34	approach	approach	NOUN
cana-1634	265	35	for	for	ADP
cana-1634	265	36	the	the	DET
cana-1634	265	37	secured	secure	VERB
cana-1634	265	38	encryption	encryption	NOUN
cana-1634	265	39	and	and	CCONJ
cana-1634	265	40	compression	compression	NOUN
cana-1634	265	41	of	of	ADP
cana-1634	265	42	medical	medical	ADJ
cana-1634	265	43	images	image	NOUN
cana-1634	265	44	during	during	ADP
cana-1634	265	45	data	data	NOUN
cana-1634	265	46	transmission	transmission	NOUN
cana-1634	265	47	.	.	PUNCT
cana-1634	265	48	biomed	biome	VERB
cana-1634	265	49	.	.	PUNCT
cana-1634	266	1	signal	signal	ADJ
cana-1634	266	2	process	process	NOUN
cana-1634	266	3	.	.	PUNCT
cana-1634	267	1	control	control	NOUN
cana-1634	267	2	2021	2021	NUM
cana-1634	267	3	,	,	PUNCT
cana-1634	267	4	66	66	NUM
cana-1634	267	5	,	,	PUNCT
cana-1634	267	6	102465	102465	NUM
cana-1634	267	7	.	.	PUNCT
cana-1634	268	1	[	[	X
cana-1634	268	2	13	13	NUM
cana-1634	268	3	]	]	X
cana-1634	268	4	wei	wei	PROPN
cana-1634	268	5	,	,	PUNCT
cana-1634	268	6	d.	d.	PROPN
cana-1634	268	7	;	;	PUNCT
cana-1634	268	8	jiang	jiang	PROPN
cana-1634	268	9	,	,	PUNCT
cana-1634	268	10	m.	m.	VERB
cana-1634	268	11	a	a	DET
cana-1634	268	12	fast	fast	ADJ
cana-1634	268	13	image	image	NOUN
cana-1634	268	14	encryption	encryption	NOUN
cana-1634	268	15	algorithm	algorithm	NOUN
cana-1634	268	16	based	base	VERB
cana-1634	268	17	on	on	ADP
cana-1634	268	18	parallel	parallel	ADJ
cana-1634	268	19	compressive	compressive	ADJ
cana-1634	268	20	sensing	sensing	NOUN
cana-1634	268	21	and	and	CCONJ
cana-1634	268	22	dna	dna	PROPN
cana-1634	268	23	sequence	sequence	NOUN
cana-1634	268	24	.	.	PUNCT
cana-1634	269	1	optik	optik	PROPN
cana-1634	269	2	2021	2021	NUM
cana-1634	269	3	,	,	PUNCT
cana-1634	269	4	238	238	NUM
cana-1634	269	5	,	,	PUNCT
cana-1634	269	6	166748	166748	NUM
cana-1634	269	7	.	.	PUNCT
cana-1634	270	1	[	[	X
cana-1634	270	2	14	14	NUM
cana-1634	270	3	]	]	SYM
cana-1634	270	4	yao	yao	PROPN
cana-1634	270	5	,	,	PUNCT
cana-1634	270	6	s.	s.	PROPN
cana-1634	270	7	;	;	PUNCT
cana-1634	270	8	chen	chen	PROPN
cana-1634	270	9	,	,	PUNCT
cana-1634	270	10	l.	l.	PROPN
cana-1634	270	11	;	;	PUNCT
cana-1634	270	12	zhong	zhong	PROPN
cana-1634	270	13	,	,	PUNCT
cana-1634	270	14	y.	y.	NOUN
cana-1634	270	15	an	an	DET
cana-1634	270	16	encryption	encryption	NOUN
cana-1634	270	17	system	system	NOUN
cana-1634	270	18	for	for	ADP
cana-1634	270	19	color	color	NOUN
cana-1634	270	20	image	image	NOUN
cana-1634	270	21	based	base	VERB
cana-1634	270	22	on	on	ADP
cana-1634	270	23	compressive	compressive	ADJ
cana-1634	270	24	sensing	sensing	NOUN
cana-1634	270	25	.	.	PUNCT
cana-1634	271	1	opt	opt	PROPN
cana-1634	271	2	.	.	PUNCT
cana-1634	272	1	laser	laser	NOUN
cana-1634	272	2	technol	technol	NOUN
cana-1634	272	3	.	.	PROPN
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cana-1634	272	5	,	,	PUNCT
cana-1634	272	6	120	120	NUM
cana-1634	272	7	,	,	PUNCT
cana-1634	272	8	105703	105703	NUM
cana-1634	272	9	.	.	PUNCT
cana-1634	273	1	[	[	X
cana-1634	273	2	15	15	NUM
cana-1634	273	3	]	]	X
cana-1634	273	4	dong	dong	PROPN
cana-1634	273	5	,	,	PUNCT
cana-1634	273	6	w.	w.	PROPN
cana-1634	273	7	;	;	PUNCT
cana-1634	273	8	li	li	PROPN
cana-1634	273	9	,	,	PUNCT
cana-1634	273	10	q.	q.	PROPN
cana-1634	273	11	;	;	PUNCT
cana-1634	273	12	tang	tang	PROPN
cana-1634	273	13	,	,	PUNCT
cana-1634	273	14	y.	y.	PROPN
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cana-1634	273	16	encryption	encryption	NOUN
cana-1634	273	17	-	-	PUNCT
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cana-1634	273	19	-	-	PUNCT
cana-1634	273	20	transmission	transmission	NOUN
cana-1634	273	21	combining	combine	VERB
cana-1634	273	22	random	random	ADJ
cana-1634	273	23	sub	sub	ADJ
cana-1634	273	24	-	-	ADJ
cana-1634	273	25	block	block	ADJ
cana-1634	273	26	scrambling	scrambling	NOUN
cana-1634	273	27	and	and	CCONJ
cana-1634	273	28	loop	loop	VERB
cana-1634	273	29	dna	dna	PROPN
cana-1634	273	30	algorithm	algorithm	NOUN
cana-1634	273	31	in	in	ADP
cana-1634	273	32	an	an	DET
cana-1634	273	33	optical	optical	ADJ
cana-1634	273	34	chaotic	chaotic	ADJ
cana-1634	273	35	system	system	NOUN
cana-1634	273	36	.	.	PUNCT
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cana-1634	274	2	solitons	soliton	NOUN
cana-1634	274	3	fractals	fractal	NOUN
cana-1634	274	4	2021	2021	NUM
cana-1634	274	5	,	,	PUNCT
cana-1634	274	6	153	153	NUM
cana-1634	274	7	,	,	PUNCT
cana-1634	274	8	111539	111539	NUM
cana-1634	274	9	.	.	PUNCT
cana-1634	275	1	[	[	X
cana-1634	275	2	16	16	NUM
cana-1634	275	3	]	]	X
cana-1634	275	4	gao	gao	PROPN
cana-1634	275	5	,	,	PUNCT
cana-1634	275	6	x.	x.	PROPN
cana-1634	275	7	;	;	PUNCT
cana-1634	275	8	mou	mou	PROPN
cana-1634	275	9	,	,	PUNCT
cana-1634	275	10	j.	j.	PROPN
cana-1634	275	11	;	;	PUNCT
cana-1634	275	12	xiong	xiong	PROPN
cana-1634	275	13	,	,	PUNCT
cana-1634	275	14	l.	l.	PROPN
cana-1634	275	15	;	;	PUNCT
cana-1634	275	16	sha	sha	PROPN
cana-1634	275	17	,	,	PUNCT
cana-1634	275	18	y.	y.	PROPN
cana-1634	275	19	;	;	PUNCT
cana-1634	275	20	yan	yan	PROPN
cana-1634	275	21	,	,	PUNCT
cana-1634	275	22	h.	h.	PROPN
cana-1634	275	23	;	;	PUNCT
cana-1634	275	24	cao	cao	PROPN
cana-1634	275	25	,	,	PUNCT
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cana-1634	275	29	and	and	CCONJ
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cana-1634	275	31	multiple	multiple	ADJ
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cana-1634	275	33	encryption	encryption	NOUN
cana-1634	275	34	based	base	VERB
cana-1634	275	35	on	on	ADP
cana-1634	275	36	single	single	ADJ
cana-1634	275	37	-	-	PUNCT
cana-1634	275	38	channel	channel	NOUN
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cana-1634	275	40	and	and	CCONJ
cana-1634	275	41	chaotic	chaotic	ADJ
cana-1634	275	42	system	system	NOUN
cana-1634	275	43	.	.	PUNCT
cana-1634	276	1	nonlinear	nonlinear	ADJ
cana-1634	276	2	dyn	dyn	PROPN
cana-1634	276	3	.	.	PUNCT
cana-1634	277	1	2022	2022	NUM
cana-1634	277	2	,	,	PUNCT
cana-1634	277	3	108	108	NUM
cana-1634	277	4	,	,	PUNCT
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cana-1634	277	6	.	.	PUNCT
cana-1634	278	1	[	[	X
cana-1634	278	2	17	17	NUM
cana-1634	278	3	]	]	PUNCT
cana-1634	278	4	ranjita	ranjita	PROPN
cana-1634	278	5	asati	asati	PROPN
cana-1634	278	6	,	,	PUNCT
cana-1634	278	7	h.r	h.r	PROPN
cana-1634	278	8	.	.	PROPN
cana-1634	278	9	turkar	turkar	PROPN
cana-1634	278	10	,	,	PUNCT
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cana-1634	278	12	.	.	PROPN
cana-1634	278	13	anjikar	anjikar	PROPN
cana-1634	278	14	,	,	PUNCT
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cana-1634	278	16	vaizdya	vaizdya	PROPN
cana-1634	278	17	,	,	PUNCT
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cana-1634	278	19	khobragade	khobragade	PROPN
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cana-1634	278	21	a	a	DET
cana-1634	278	22	survey	survey	NOUN
cana-1634	278	23	on	on	ADP
cana-1634	278	24	spatial	spatial	ADJ
cana-1634	278	25	based	base	VERB
cana-1634	278	26	image	image	NOUN
cana-1634	278	27	segmentation	segmentation	NOUN
cana-1634	278	28	techniques	technique	NOUN
cana-1634	278	29	”	"	PUNCT
cana-1634	278	30	international	international	ADJ
cana-1634	278	31	journal	journal	NOUN
cana-1634	278	32	of	of	ADP
cana-1634	278	33	innovative	innovative	ADJ
cana-1634	278	34	research	research	NOUN
cana-1634	278	35	in	in	ADP
cana-1634	278	36	computer	computer	NOUN
cana-1634	278	37	and	and	CCONJ
cana-1634	278	38	communication	communication	NOUN
cana-1634	278	39	engineering	engineering	NOUN
cana-1634	278	40	vol	vol	NOUN
cana-1634	278	41	.	.	PROPN
cana-1634	278	42	3	3	NUM
cana-1634	278	43	,	,	PUNCT
cana-1634	278	44	issue	issue	NOUN
cana-1634	278	45	10	10	NUM
cana-1634	278	46	,	,	PUNCT
cana-1634	278	47	october	october	PROPN
cana-1634	278	48	2015	2015	NUM
cana-1634	278	49	.	.	PUNCT
cana-1634	279	1	[	[	X
cana-1634	279	2	18	18	NUM
cana-1634	279	3	]	]	SYM
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cana-1634	279	5	,	,	PUNCT
cana-1634	279	6	k.n	k.n	PROPN
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cana-1634	279	8	;	;	PUNCT
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cana-1634	279	10	,	,	PUNCT
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cana-1634	279	12	a	a	DET
cana-1634	279	13	secure	secure	ADJ
cana-1634	279	14	medical	medical	ADJ
cana-1634	279	15	image	image	NOUN
cana-1634	279	16	transmission	transmission	NOUN
cana-1634	279	17	algorithm	algorithm	NOUN
cana-1634	279	18	based	base	VERB
cana-1634	279	19	on	on	ADP
cana-1634	279	20	binary	binary	ADJ
cana-1634	279	21	bits	bit	NOUN
cana-1634	279	22	and	and	CCONJ
cana-1634	279	23	arnold	arnold	PROPN
cana-1634	279	24	map	map	PROPN
cana-1634	279	25	.	.	PUNCT
cana-1634	280	1	j.	j.	PROPN
cana-1634	280	2	ambient	ambient	PROPN
cana-1634	280	3	.	.	PUNCT
cana-1634	281	1	intell	intell	PROPN
cana-1634	281	2	.	.	PUNCT
cana-1634	282	1	humaniz	humaniz	VERB
cana-1634	282	2	.	.	PUNCT
cana-1634	283	1	comput	comput	NOUN
cana-1634	283	2	.	.	PUNCT
cana-1634	284	1	2021	2021	NUM
cana-1634	284	2	,	,	PUNCT
cana-1634	284	3	12	12	NUM
cana-1634	284	4	,	,	PUNCT
cana-1634	284	5	5413–5420	5413–5420	NUM
cana-1634	284	6	.	.	PUNCT
cana-1634	285	1	[	[	X
cana-1634	285	2	19	19	NUM
cana-1634	285	3	]	]	X
cana-1634	285	4	anupma	anupma	NOUN
cana-1634	285	5	gupta	gupta	PROPN
cana-1634	285	6	,	,	PUNCT
cana-1634	285	7	kumar	kumar	PROPN
cana-1634	285	8	vipan	vipan	PROPN
cana-1634	285	9	,	,	PUNCT
cana-1634	285	10	bansal	bansal	NOUN
cana-1634	285	11	s	s	PROPN
cana-1634	285	12	,	,	PUNCT
cana-1634	285	13	alsharif	alsharif	PROPN
cana-1634	285	14	mh	mh	PROPN
cana-1634	285	15	,	,	PUNCT
cana-1634	285	16	jahid	jahid	VERB
cana-1634	285	17	a	a	PRON
cana-1634	285	18	,	,	PUNCT
cana-1634	285	19	cho	cho	PROPN
cana-1634	285	20	h	h	PROPN
cana-1634	285	21	-	-	PUNCT
cana-1634	285	22	s.	s.	PROPN
cana-1634	285	23	a	a	DET
cana-1634	285	24	miniaturized	miniaturize	VERB
cana-1634	285	25	tri	tri	ADJ
cana-1634	285	26	-	-	ADJ
cana-1634	285	27	band	band	ADJ
cana-1634	285	28	implantable	implantable	ADJ
cana-1634	285	29	antenna	antenna	NOUN
cana-1634	285	30	for	for	ADP
cana-1634	285	31	ism	ism	NOUN
cana-1634	285	32	/	/	SYM
cana-1634	285	33	wmts	wmts	NOUN
cana-1634	285	34	/	/	SYM
cana-1634	285	35	lower	low	ADJ
cana-1634	285	36	uwb	uwb	PROPN
cana-1634	285	37	/	/	SYM
cana-1634	285	38	wi	wi	PROPN
cana-1634	285	39	-	-	PUNCT
cana-1634	285	40	fi	fi	NOUN
cana-1634	285	41	frequencies	frequency	NOUN
cana-1634	285	42	.	.	PUNCT
cana-1634	286	1	sensors	sensor	NOUN
cana-1634	286	2	.	.	PUNCT
cana-1634	287	1	2023	2023	NUM
cana-1634	287	2	;	;	PUNCT
cana-1634	287	3	23(15):6989	23(15):6989	NUM
cana-1634	287	4	.	.	PUNCT
cana-1634	288	1	https://doi.org/10.3390/s23156989	https://doi.org/10.3390/s23156989	PROPN
cana-1634	288	2	[	[	X
cana-1634	288	3	20	20	NUM
cana-1634	288	4	]	]	PUNCT
cana-1634	288	5	nemade	nemade	PROPN
cana-1634	288	6	,	,	PUNCT
cana-1634	288	7	b.	b.	PROPN
cana-1634	288	8	,	,	PUNCT
cana-1634	288	9	doshi	doshi	PROPN
cana-1634	288	10	,	,	PUNCT
cana-1634	288	11	s.	s.	PROPN
cana-1634	288	12	,	,	PUNCT
cana-1634	288	13	desai	desai	PROPN
cana-1634	288	14	,	,	PUNCT
cana-1634	288	15	p.	p.	PROPN
cana-1634	288	16	,	,	PUNCT
cana-1634	288	17	prajapati	prajapati	PROPN
cana-1634	288	18	,	,	PUNCT
cana-1634	288	19	a.	a.	PROPN
cana-1634	288	20	,	,	PUNCT
cana-1634	288	21	patel	patel	PROPN
cana-1634	288	22	,	,	PUNCT
cana-1634	288	23	k.	k.	PROPN
cana-1634	288	24	,	,	PUNCT
cana-1634	288	25	&	&	CCONJ
cana-1634	288	26	maharana	maharana	PROPN
cana-1634	288	27	,	,	PUNCT
cana-1634	288	28	k.	k.	PROPN
cana-1634	288	29	(	(	PUNCT
cana-1634	288	30	2023	2023	NUM
cana-1634	288	31	)	)	PUNCT
cana-1634	288	32	.	.	PUNCT
cana-1634	289	1	amphibious	amphibious	ADJ
cana-1634	289	2	trash	trash	NOUN
cana-1634	289	3	collector	collector	NOUN
cana-1634	289	4	system	system	NOUN
cana-1634	289	5	.	.	PUNCT
cana-1634	290	1	rivista	rivista	PROPN
cana-1634	290	2	italiana	italiana	PROPN
cana-1634	290	3	di	di	PROPN
cana-1634	290	4	filosofia	filosofia	PROPN
cana-1634	290	5	analitica	analitica	PROPN
cana-1634	290	6	junior	junior	PROPN
cana-1634	290	7	,	,	PUNCT
cana-1634	290	8	14(2	14(2	NUM
cana-1634	290	9	)	)	PUNCT
cana-1634	290	10	,	,	PUNCT
cana-1634	290	11	1360	1360	NUM
cana-1634	290	12	-	-	SYM
cana-1634	290	13	1371	1371	NUM
cana-1634	290	14	.	.	PUNCT
cana-1634	291	1	[	[	X
cana-1634	291	2	21	21	NUM
cana-1634	291	3	]	]	X
cana-1634	291	4	anupma	anupma	PROPN
cana-1634	291	5	gupta	gupta	PROPN
cana-1634	291	6	,	,	PUNCT
cana-1634	291	7	vipan	vipan	PROPN
cana-1634	291	8	kumar	kumar	PROPN
cana-1634	291	9	,	,	PUNCT
cana-1634	291	10	mohammed	mohammed	PROPN
cana-1634	291	11	h.	h.	PROPN
cana-1634	291	12	alsharif	alsharif	PROPN
cana-1634	291	13	,	,	PUNCT
cana-1634	291	14	peerapong	peerapong	PROPN
cana-1634	291	15	u	u	NOUN
cana-1634	291	16	,	,	PUNCT
cana-1634	291	17	m	m	VERB
cana-1634	291	18	uthansakul	uthansakul	ADJ
cana-1634	291	19	,	,	PUNCT
cana-1634	291	20	v	v	ADP
cana-1634	291	21	dhasarathan	dhasarathan	PROPN
cana-1634	291	22	,	,	PUNCT
cana-1634	291	23	manish	manish	PROPN
cana-1634	291	24	sharma	sharma	PROPN
cana-1634	291	25	,	,	PUNCT
cana-1634	291	26	design	design	NOUN
cana-1634	291	27	and	and	CCONJ
cana-1634	291	28	performance	performance	NOUN
cana-1634	291	29	analysis	analysis	NOUN
cana-1634	291	30	of	of	ADP
cana-1634	291	31	an	an	DET
cana-1634	291	32	l	l	ADV
cana-1634	291	33	-	-	ADJ
cana-1634	291	34	shaped	shape	VERB
cana-1634	291	35	radiator	radiator	NOUN
cana-1634	291	36	and	and	CCONJ
cana-1634	291	37	defected	defect	VERB
cana-1634	291	38	ground	ground	NOUN
cana-1634	291	39	antenna	antenna	NOUN
cana-1634	291	40	for	for	ADP
cana-1634	291	41	enhancing	enhance	VERB
cana-1634	291	42	wireless	wireless	ADJ
cana-1634	291	43	connectivity	connectivity	NOUN
cana-1634	291	44	in	in	ADP
cana-1634	291	45	brain	brain	NOUN
cana-1634	291	46	implants	implant	NOUN
cana-1634	291	47	,	,	PUNCT
cana-1634	291	48	heliyon	heliyon	NOUN
cana-1634	291	49	,	,	PUNCT
cana-1634	291	50	volume	volume	NOUN
cana-1634	291	51	10	10	NUM
cana-1634	291	52	,	,	PUNCT
cana-1634	291	53	issue	issue	NOUN
cana-1634	291	54	4	4	NUM
cana-1634	291	55	,	,	PUNCT
cana-1634	291	56	2024	2024	NUM
cana-1634	291	57	.	.	PUNCT
cana-1634	292	1	[	[	X
cana-1634	292	2	22	22	NUM
cana-1634	292	3	]	]	X
cana-1634	292	4	kulkarni	kulkarni	PROPN
cana-1634	292	5	,	,	PUNCT
cana-1634	292	6	v.	v.	PROPN
cana-1634	292	7	,	,	PUNCT
cana-1634	292	8	nemade	nemade	PROPN
cana-1634	292	9	,	,	PUNCT
cana-1634	292	10	b.	b.	PROPN
cana-1634	292	11	,	,	PUNCT
cana-1634	292	12	patel	patel	PROPN
cana-1634	292	13	,	,	PUNCT
cana-1634	292	14	s.	s.	PROPN
cana-1634	292	15	k.	k.	PROPN
cana-1634	292	16	,	,	PUNCT
cana-1634	292	17	patel	patel	PROPN
cana-1634	292	18	,	,	PUNCT
cana-1634	292	19	k.	k.	PROPN
cana-1634	292	20	,	,	PUNCT
cana-1634	292	21	&	&	CCONJ
cana-1634	292	22	velpula	velpula	PROPN
cana-1634	292	23	,	,	PUNCT
cana-1634	292	24	d.	d.	PROPN
cana-1634	292	25	s.	s.	PROPN
cana-1634	292	26	(	(	PUNCT
cana-1634	292	27	2024	2024	NUM
cana-1634	292	28	)	)	PUNCT
cana-1634	292	29	.	.	PUNCT
cana-1634	293	1	a	a	DET
cana-1634	293	2	short	short	ADJ
cana-1634	293	3	report	report	NOUN
cana-1634	293	4	on	on	ADP
cana-1634	293	5	adhd	adhd	NOUN
cana-1634	293	6	detection	detection	NOUN
cana-1634	293	7	using	use	VERB
cana-1634	293	8	convolutional	convolutional	ADJ
cana-1634	293	9	neural	neural	ADJ
cana-1634	293	10	networks	network	NOUN
cana-1634	293	11	.	.	PUNCT
cana-1634	294	1	frontiers	frontier	NOUN
cana-1634	294	2	in	in	ADP
cana-1634	294	3	psychiatry	psychiatry	NOUN
cana-1634	294	4	,	,	PUNCT
cana-1634	294	5	15	15	NUM
cana-1634	294	6	,	,	PUNCT
cana-1634	294	7	1426155	1426155	NUM
cana-1634	294	8	.	.	PUNCT
cana-1634	295	1	[	[	X
cana-1634	295	2	23	23	NUM
cana-1634	295	3	]	]	PUNCT
cana-1634	295	4	vipan	vipan	NOUN
cana-1634	295	5	kumar	kumar	PROPN
cana-1634	295	6	gupta	gupta	PROPN
cana-1634	295	7	,	,	PUNCT
cana-1634	295	8	anupma	anupma	PROPN
cana-1634	295	9	,	,	PUNCT
cana-1634	295	10	mihir	mihir	PROPN
cana-1634	295	11	narayan	narayan	PROPN
cana-1634	295	12	mohanty	mohanty	PROPN
cana-1634	295	13	,	,	PUNCT
cana-1634	295	14	design	design	NOUN
cana-1634	295	15	of	of	ADP
cana-1634	295	16	a	a	DET
cana-1634	295	17	microstrip	microstrip	NOUN
cana-1634	295	18	antenna	antenna	NOUN
cana-1634	295	19	structure	structure	NOUN
cana-1634	295	20	for	for	ADP
cana-1634	295	21	wban	wban	ADJ
cana-1634	295	22	devices	device	NOUN
cana-1634	295	23	at	at	ADP
cana-1634	295	24	2.45	2.45	NUM
cana-1634	295	25	ghz	ghz	NOUN
cana-1634	295	26	(	(	PUNCT
cana-1634	295	27	ism	ism	NOUN
cana-1634	295	28	)	)	PUNCT
cana-1634	295	29	band	band	NOUN
cana-1634	295	30	.	.	PUNCT
cana-1634	296	1	international	international	ADJ
cana-1634	296	2	journal	journal	PROPN
cana-1634	296	3	of	of	ADP
cana-1634	296	4	engineering	engineering	PROPN
cana-1634	296	5	&	&	CCONJ
cana-1634	296	6	technology	technology	PROPN
cana-1634	296	7	,	,	PUNCT
cana-1634	296	8	7	7	NUM
cana-1634	296	9	(	(	PUNCT
cana-1634	296	10	4.39	4.39	NUM
cana-1634	296	11	)	)	PUNCT
cana-1634	296	12	(	(	PUNCT
cana-1634	296	13	2018	2018	NUM
cana-1634	296	14	)	)	PUNCT
cana-1634	296	15	222	222	NUM
cana-1634	296	16	-	-	SYM
cana-1634	296	17	226	226	NUM
cana-1634	296	18	.	.	PUNCT
cana-1634	297	1	[	[	X
cana-1634	297	2	24	24	NUM
cana-1634	297	3	]	]	SYM
cana-1634	297	4	khandelwal	khandelwal	PROPN
cana-1634	297	5	,	,	PUNCT
cana-1634	297	6	g.	g.	PROPN
cana-1634	297	7	(	(	PUNCT
cana-1634	297	8	2024	2024	NUM
cana-1634	297	9	)	)	PUNCT
cana-1634	297	10	.	.	PUNCT
cana-1634	298	1	designing	design	VERB
cana-1634	298	2	and	and	CCONJ
cana-1634	298	3	developing	develop	VERB
cana-1634	298	4	novel	novel	ADJ
cana-1634	298	5	methods	method	NOUN
cana-1634	298	6	for	for	ADP
cana-1634	298	7	enhancing	enhance	VERB
cana-1634	298	8	the	the	DET
cana-1634	298	9	accuracy	accuracy	NOUN
cana-1634	298	10	of	of	ADP
cana-1634	298	11	water	water	NOUN
cana-1634	298	12	quality	quality	NOUN
cana-1634	298	13	prediction	prediction	NOUN
cana-1634	298	14	for	for	ADP
cana-1634	298	15	aquaponic	aquaponic	ADJ
cana-1634	298	16	farming	farming	NOUN
cana-1634	298	17	.	.	PUNCT
cana-1634	299	1	advances	advance	NOUN
cana-1634	299	2	in	in	ADP
cana-1634	299	3	nonlinear	nonlinear	ADJ
cana-1634	299	4	variational	variational	ADJ
cana-1634	299	5	inequalities	inequality	NOUN
cana-1634	299	6	,	,	PUNCT
cana-1634	299	7	27(3	27(3	NUM
cana-1634	299	8	)	)	PUNCT
cana-1634	299	9	,	,	PUNCT
cana-1634	299	10	302	302	NUM
cana-1634	299	11	-	-	SYM
cana-1634	299	12	316	316	NUM
cana-1634	299	13	.	.	PUNCT