id	sid	tid	token	lemma	pos
bracis-19073	1	1	quaternion	quaternion	NOUN
bracis-19073	1	2	-	-	PUNCT
bracis-19073	1	3	valued	value	VERB
bracis-19073	1	4	convolutional	convolutional	ADJ
bracis-19073	1	5	neural	neural	ADJ
bracis-19073	1	6	network	network	NOUN
bracis-19073	1	7	applied	apply	VERB
bracis-19073	1	8	for	for	ADP
bracis-19073	1	9	acute	acute	ADJ
bracis-19073	1	10	lymphoblastic	lymphoblastic	ADJ
bracis-19073	1	11	leukemia	leukemia	NOUN
bracis-19073	1	12	diagnosis	diagnosis	NOUN
bracis-19073	1	13	|	|	NOUN
bracis-19073	1	14	springer	springer	NOUN
bracis-19073	1	15	nature	nature	NOUN
bracis-19073	1	16	link	link	PROPN
bracis-19073	1	17	(	(	PUNCT
bracis-19073	1	18	formerly	formerly	ADV
bracis-19073	1	19	springerlink	springerlink	NOUN
bracis-19073	1	20	)	)	PUNCT
bracis-19073	1	21	skip	skip	VERB
bracis-19073	1	22	to	to	ADP
bracis-19073	1	23	main	main	ADJ
bracis-19073	1	24	content	content	NOUN
bracis-19073	1	25	advertisement	advertisement	NOUN
bracis-19073	1	26	log	log	NOUN
bracis-19073	1	27	in	in	ADP
bracis-19073	1	28	menu	menu	NOUN
bracis-19073	1	29	find	find	VERB
bracis-19073	1	30	a	a	DET
bracis-19073	1	31	journal	journal	NOUN
bracis-19073	1	32	publish	publish	VERB
bracis-19073	1	33	with	with	ADP
bracis-19073	1	34	us	we	PRON
bracis-19073	1	35	track	track	VERB
bracis-19073	1	36	your	your	PRON
bracis-19073	1	37	research	research	NOUN
bracis-19073	1	38	search	search	NOUN
bracis-19073	1	39	cart	cart	NOUN
bracis-19073	1	40	home	home	NOUN
bracis-19073	1	41	intelligent	intelligent	ADJ
bracis-19073	1	42	systems	system	NOUN
bracis-19073	1	43	conference	conference	NOUN
bracis-19073	1	44	paper	paper	NOUN
bracis-19073	1	45	quaternion	quaternion	NOUN
bracis-19073	1	46	-	-	PUNCT
bracis-19073	1	47	valued	value	VERB
bracis-19073	1	48	convolutional	convolutional	ADJ
bracis-19073	1	49	neural	neural	ADJ
bracis-19073	1	50	network	network	NOUN
bracis-19073	1	51	applied	apply	VERB
bracis-19073	1	52	for	for	ADP
bracis-19073	1	53	acute	acute	ADJ
bracis-19073	1	54	lymphoblastic	lymphoblastic	ADJ
bracis-19073	1	55	leukemia	leukemia	NOUN
bracis-19073	1	56	diagnosis	diagnosis	NOUN
bracis-19073	1	57	conference	conference	NOUN
bracis-19073	1	58	paper	paper	NOUN
bracis-19073	1	59	first	first	ADV
bracis-19073	1	60	online	online	ADV
bracis-19073	1	61	:	:	PUNCT
bracis-19073	1	62	28	28	NUM
bracis-19073	1	63	november	november	NOUN
bracis-19073	1	64	2021	2021	NUM
bracis-19073	1	65	pp	pp	ADP
bracis-19073	1	66	280–293	280–293	NUM
bracis-19073	1	67	cite	cite	VERB
bracis-19073	1	68	this	this	DET
bracis-19073	1	69	conference	conference	NOUN
bracis-19073	1	70	paper	paper	NOUN
bracis-19073	1	71	access	access	NOUN
bracis-19073	1	72	provided	provide	VERB
bracis-19073	1	73	by	by	ADP
bracis-19073	1	74	university	university	PROPN
bracis-19073	1	75	of	of	ADP
bracis-19073	1	76	notre	notre	PROPN
bracis-19073	1	77	dame	dame	PROPN
bracis-19073	1	78	hesburgh	hesburgh	PROPN
bracis-19073	1	79	library	library	PROPN
bracis-19073	1	80	download	download	PROPN
bracis-19073	1	81	book	book	NOUN
bracis-19073	1	82	pdf	pdf	PROPN
bracis-19073	1	83	download	download	NOUN
bracis-19073	1	84	book	book	NOUN
bracis-19073	1	85	epub	epub	PROPN
bracis-19073	1	86	intelligent	intelligent	ADJ
bracis-19073	1	87	systems	system	NOUN
bracis-19073	1	88	(	(	PUNCT
bracis-19073	1	89	bracis	bracis	NOUN
bracis-19073	1	90	2021	2021	NUM
bracis-19073	1	91	)	)	PUNCT
bracis-19073	1	92	quaternion	quaternion	NOUN
bracis-19073	1	93	-	-	PUNCT
bracis-19073	1	94	valued	value	VERB
bracis-19073	1	95	convolutional	convolutional	ADJ
bracis-19073	1	96	neural	neural	ADJ
bracis-19073	1	97	network	network	NOUN
bracis-19073	1	98	applied	apply	VERB
bracis-19073	1	99	for	for	ADP
bracis-19073	1	100	acute	acute	ADJ
bracis-19073	1	101	lymphoblastic	lymphoblastic	ADJ
bracis-19073	1	102	leukemia	leukemia	NOUN
bracis-19073	1	103	diagnosis	diagnosis	NOUN
bracis-19073	1	104	download	download	NOUN
bracis-19073	1	105	book	book	NOUN
bracis-19073	1	106	pdf	pdf	PROPN
bracis-19073	1	107	download	download	NOUN
bracis-19073	1	108	book	book	PROPN
bracis-19073	1	109	epub	epub	PROPN
bracis-19073	1	110	marco	marco	PROPN
bracis-19073	1	111	aurélio	aurélio	PROPN
bracis-19073	1	112	granero	granero	PROPN
bracis-19073	1	113	  	  	SPACE
bracis-19073	1	114	orcid	orcid	NOUN
bracis-19073	1	115	:	:	PUNCT
bracis-19073	1	116	orcid.org/0000-0002-1993-189810	orcid.org/0000-0002-1993-189810	NOUN
bracis-19073	1	117	,	,	PUNCT
bracis-19073	2	1	cristhian	cristhian	PROPN
bracis-19073	2	2	xavier	xavier	PROPN
bracis-19073	2	3	hernández	hernández	PROPN
bracis-19073	2	4	  	  	SPACE
bracis-19073	2	5	orcid	orcid	PROPN
bracis-19073	2	6	:	:	PUNCT
bracis-19073	2	7	orcid.org/0000-0001-8530-988011	orcid.org/0000-0001-8530-988011	PROPN
bracis-19073	2	8	&	&	CCONJ
bracis-19073	2	9	marcos	marcos	PROPN
bracis-19073	2	10	eduardo	eduardo	PROPN
bracis-19073	2	11	valle	valle	PROPN
bracis-19073	2	12	  	  	SPACE
bracis-19073	2	13	orcid	orcid	NOUN
bracis-19073	2	14	:	:	PUNCT
bracis-19073	2	15	orcid.org/0000-0003-4026-511012	orcid.org/0000-0003-4026-511012	NOUN
bracis-19073	2	16	  	  	SPACE
bracis-19073	2	17	part	part	NOUN
bracis-19073	2	18	of	of	ADP
bracis-19073	2	19	the	the	DET
bracis-19073	2	20	book	book	NOUN
bracis-19073	2	21	series	series	NOUN
bracis-19073	2	22	:	:	PUNCT
bracis-19073	2	23	lecture	lecture	NOUN
bracis-19073	2	24	notes	note	NOUN
bracis-19073	2	25	in	in	ADP
bracis-19073	2	26	computer	computer	NOUN
bracis-19073	2	27	science	science	NOUN
bracis-19073	2	28	(	(	PUNCT
bracis-19073	2	29	(	(	PUNCT
bracis-19073	2	30	lnai	lnai	ADJ
bracis-19073	2	31	,	,	PUNCT
bracis-19073	2	32	volume	volume	NOUN
bracis-19073	2	33	13074	13074	NUM
bracis-19073	2	34	)	)	PUNCT
bracis-19073	2	35	)	)	PUNCT
bracis-19073	2	36	included	include	VERB
bracis-19073	2	37	in	in	ADP
bracis-19073	2	38	the	the	DET
bracis-19073	2	39	following	follow	VERB
bracis-19073	2	40	conference	conference	NOUN
bracis-19073	2	41	series	series	NOUN
bracis-19073	2	42	:	:	PUNCT
bracis-19073	2	43	brazilian	brazilian	ADJ
bracis-19073	2	44	conference	conference	NOUN
bracis-19073	2	45	on	on	ADP
bracis-19073	2	46	intelligent	intelligent	ADJ
bracis-19073	2	47	systems	system	NOUN
bracis-19073	2	48	1298	1298	NUM
bracis-19073	2	49	accesses	access	VERB
bracis-19073	2	50	9	9	NUM
bracis-19073	2	51	citations	citation	NOUN
bracis-19073	2	52	2	2	NUM
bracis-19073	2	53	altmetric	altmetric	ADJ
bracis-19073	2	54	abstract	abstract	NOUN
bracis-19073	2	55	the	the	DET
bracis-19073	2	56	field	field	NOUN
bracis-19073	2	57	of	of	ADP
bracis-19073	2	58	neural	neural	ADJ
bracis-19073	2	59	networks	network	NOUN
bracis-19073	2	60	has	have	AUX
bracis-19073	2	61	seen	see	VERB
bracis-19073	2	62	significant	significant	ADJ
bracis-19073	2	63	advances	advance	NOUN
bracis-19073	2	64	in	in	ADP
bracis-19073	2	65	recent	recent	ADJ
bracis-19073	2	66	years	year	NOUN
bracis-19073	2	67	with	with	ADP
bracis-19073	2	68	the	the	DET
bracis-19073	2	69	development	development	NOUN
bracis-19073	2	70	of	of	ADP
bracis-19073	2	71	deep	deep	ADJ
bracis-19073	2	72	and	and	CCONJ
bracis-19073	2	73	convolutional	convolutional	ADJ
bracis-19073	2	74	neural	neural	ADJ
bracis-19073	2	75	networks	network	NOUN
bracis-19073	2	76	.	.	PUNCT
bracis-19073	3	1	although	although	SCONJ
bracis-19073	3	2	many	many	ADJ
bracis-19073	3	3	of	of	ADP
bracis-19073	3	4	the	the	DET
bracis-19073	3	5	current	current	ADJ
bracis-19073	3	6	works	work	NOUN
bracis-19073	3	7	address	address	VERB
bracis-19073	3	8	real	real	ADV
bracis-19073	3	9	-	-	PUNCT
bracis-19073	3	10	valued	value	VERB
bracis-19073	3	11	models	model	NOUN
bracis-19073	3	12	,	,	PUNCT
bracis-19073	3	13	recent	recent	ADJ
bracis-19073	3	14	studies	study	NOUN
bracis-19073	3	15	reveal	reveal	VERB
bracis-19073	3	16	that	that	SCONJ
bracis-19073	3	17	neural	neural	ADJ
bracis-19073	3	18	networks	network	NOUN
bracis-19073	3	19	with	with	ADP
bracis-19073	3	20	hypercomplex	hypercomplex	NOUN
bracis-19073	3	21	-	-	PUNCT
bracis-19073	3	22	valued	value	VERB
bracis-19073	3	23	parameters	parameter	NOUN
bracis-19073	3	24	can	can	AUX
bracis-19073	3	25	better	well	ADV
bracis-19073	3	26	capture	capture	VERB
bracis-19073	3	27	,	,	PUNCT
bracis-19073	3	28	generalize	generalize	VERB
bracis-19073	3	29	,	,	PUNCT
bracis-19073	3	30	and	and	CCONJ
bracis-19073	3	31	represent	represent	VERB
bracis-19073	3	32	the	the	DET
bracis-19073	3	33	complexity	complexity	NOUN
bracis-19073	3	34	of	of	ADP
bracis-19073	3	35	multidimensional	multidimensional	ADJ
bracis-19073	3	36	data	datum	NOUN
bracis-19073	3	37	.	.	PUNCT
bracis-19073	4	1	this	this	DET
bracis-19073	4	2	paper	paper	NOUN
bracis-19073	4	3	explores	explore	VERB
bracis-19073	4	4	the	the	DET
bracis-19073	4	5	quaternion	quaternion	NOUN
bracis-19073	4	6	-	-	PUNCT
bracis-19073	4	7	valued	value	VERB
bracis-19073	4	8	convolutional	convolutional	ADJ
bracis-19073	4	9	neural	neural	ADJ
bracis-19073	4	10	network	network	NOUN
bracis-19073	4	11	application	application	NOUN
bracis-19073	4	12	for	for	ADP
bracis-19073	4	13	a	a	DET
bracis-19073	4	14	pattern	pattern	NOUN
bracis-19073	4	15	recognition	recognition	NOUN
bracis-19073	4	16	task	task	NOUN
bracis-19073	4	17	from	from	ADP
bracis-19073	4	18	medicine	medicine	NOUN
bracis-19073	4	19	,	,	PUNCT
bracis-19073	4	20	namely	namely	ADV
bracis-19073	4	21	,	,	PUNCT
bracis-19073	4	22	the	the	DET
bracis-19073	4	23	diagnosis	diagnosis	NOUN
bracis-19073	4	24	of	of	ADP
bracis-19073	4	25	acute	acute	ADJ
bracis-19073	4	26	lymphoblastic	lymphoblastic	ADJ
bracis-19073	4	27	leukemia	leukemia	NOUN
bracis-19073	4	28	.	.	PUNCT
bracis-19073	5	1	precisely	precisely	ADV
bracis-19073	5	2	,	,	PUNCT
bracis-19073	5	3	we	we	PRON
bracis-19073	5	4	compare	compare	VERB
bracis-19073	5	5	the	the	DET
bracis-19073	5	6	performance	performance	NOUN
bracis-19073	5	7	of	of	ADP
bracis-19073	5	8	real	real	ADV
bracis-19073	5	9	-	-	PUNCT
bracis-19073	5	10	valued	value	VERB
bracis-19073	5	11	and	and	CCONJ
bracis-19073	5	12	quaternion	quaternion	NOUN
bracis-19073	5	13	-	-	PUNCT
bracis-19073	5	14	valued	value	VERB
bracis-19073	5	15	convolutional	convolutional	ADJ
bracis-19073	5	16	neural	neural	ADJ
bracis-19073	5	17	networks	network	NOUN
bracis-19073	5	18	to	to	PART
bracis-19073	5	19	classify	classify	VERB
bracis-19073	5	20	lymphoblasts	lymphoblast	NOUN
bracis-19073	5	21	from	from	ADP
bracis-19073	5	22	the	the	DET
bracis-19073	5	23	peripheral	peripheral	ADJ
bracis-19073	5	24	blood	blood	NOUN
bracis-19073	5	25	smear	smear	VERB
bracis-19073	5	26	microscopic	microscopic	ADJ
bracis-19073	5	27	images	image	NOUN
bracis-19073	5	28	.	.	PUNCT
bracis-19073	6	1	the	the	DET
bracis-19073	6	2	quaternion	quaternion	NOUN
bracis-19073	6	3	-	-	PUNCT
bracis-19073	6	4	valued	value	VERB
bracis-19073	6	5	convolutional	convolutional	ADJ
bracis-19073	6	6	neural	neural	ADJ
bracis-19073	6	7	network	network	NOUN
bracis-19073	6	8	achieved	achieve	VERB
bracis-19073	6	9	better	well	ADV
bracis-19073	6	10	or	or	CCONJ
bracis-19073	6	11	similar	similar	ADJ
bracis-19073	6	12	performance	performance	NOUN
bracis-19073	6	13	than	than	ADP
bracis-19073	6	14	its	its	PRON
bracis-19073	6	15	corresponding	corresponding	ADJ
bracis-19073	6	16	real	real	ADV
bracis-19073	6	17	-	-	PUNCT
bracis-19073	6	18	valued	value	VERB
bracis-19073	6	19	network	network	NOUN
bracis-19073	6	20	but	but	CCONJ
bracis-19073	6	21	using	use	VERB
bracis-19073	6	22	only	only	ADV
bracis-19073	6	23	34	34	NUM
bracis-19073	6	24	%	%	NOUN
bracis-19073	6	25	of	of	ADP
bracis-19073	6	26	its	its	PRON
bracis-19073	6	27	parameters	parameter	NOUN
bracis-19073	6	28	.	.	PUNCT
bracis-19073	7	1	this	this	DET
bracis-19073	7	2	result	result	NOUN
bracis-19073	7	3	confirms	confirm	VERB
bracis-19073	7	4	that	that	SCONJ
bracis-19073	7	5	quaternion	quaternion	NOUN
bracis-19073	7	6	algebra	algebra	NOUN
bracis-19073	7	7	allows	allow	VERB
bracis-19073	7	8	capturing	capture	VERB
bracis-19073	7	9	and	and	CCONJ
bracis-19073	7	10	extracting	extract	VERB
bracis-19073	7	11	information	information	NOUN
bracis-19073	7	12	from	from	ADP
bracis-19073	7	13	a	a	DET
bracis-19073	7	14	color	color	NOUN
bracis-19073	7	15	image	image	NOUN
bracis-19073	7	16	with	with	ADP
bracis-19073	7	17	fewer	few	ADJ
bracis-19073	7	18	parameters	parameter	NOUN
bracis-19073	7	19	.	.	PUNCT
bracis-19073	8	1	this	this	DET
bracis-19073	8	2	work	work	NOUN
bracis-19073	8	3	was	be	AUX
bracis-19073	8	4	supported	support	VERB
bracis-19073	8	5	in	in	ADP
bracis-19073	8	6	part	part	NOUN
bracis-19073	8	7	by	by	ADP
bracis-19073	8	8	coordenação	coordenação	PROPN
bracis-19073	8	9	de	de	PROPN
bracis-19073	8	10	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-19073	8	11	de	de	X
bracis-19073	8	12	pessoal	pessoal	PROPN
bracis-19073	8	13	de	de	PROPN
bracis-19073	8	14	nível	nível	PROPN
bracis-19073	8	15	superior	superior	PROPN
bracis-19073	8	16	brasil	brasil	PROPN
bracis-19073	8	17	(	(	PUNCT
bracis-19073	8	18	capes	cape	NOUN
bracis-19073	8	19	)	)	PUNCT
bracis-19073	8	20	finance	finance	NOUN
bracis-19073	8	21	code	code	NOUN
bracis-19073	8	22	001	001	NUM
bracis-19073	8	23	.	.	PUNCT
bracis-19073	9	1	access	access	NOUN
bracis-19073	9	2	provided	provide	VERB
bracis-19073	9	3	by	by	ADP
bracis-19073	9	4	university	university	PROPN
bracis-19073	9	5	of	of	ADP
bracis-19073	9	6	notre	notre	PROPN
bracis-19073	9	7	dame	dame	PROPN
bracis-19073	9	8	hesburgh	hesburgh	PROPN
bracis-19073	9	9	library	library	PROPN
bracis-19073	9	10	.	.	PUNCT
bracis-19073	10	1	download	download	PROPN
bracis-19073	10	2	conference	conference	NOUN
bracis-19073	10	3	paper	paper	NOUN
bracis-19073	10	4	pdf	pdf	NOUN
bracis-19073	10	5	similar	similar	ADJ
bracis-19073	10	6	content	content	NOUN
bracis-19073	10	7	being	be	AUX
bracis-19073	10	8	viewed	view	VERB
bracis-19073	10	9	by	by	ADP
bracis-19073	10	10	others	other	NOUN
bracis-19073	10	11	acute	acute	ADJ
bracis-19073	10	12	-	-	PUNCT
bracis-19073	10	13	lymphoblastic	lymphoblastic	ADJ
bracis-19073	10	14	leukemia	leukemia	NOUN
bracis-19073	10	15	detection	detection	NOUN
bracis-19073	10	16	through	through	ADP
bracis-19073	10	17	deep	deep	ADJ
bracis-19073	10	18	transfer	transfer	NOUN
bracis-19073	10	19	learning	learn	VERB
bracis-19073	10	20	approach	approach	NOUN
bracis-19073	10	21	of	of	ADP
bracis-19073	10	22	neural	neural	ADJ
bracis-19073	10	23	network	network	NOUN
bracis-19073	10	24	chapter	chapter	NOUN
bracis-19073	10	25	©	©	PROPN
bracis-19073	10	26	2021	2021	NUM
bracis-19073	10	27	efficient	efficient	ADJ
bracis-19073	10	28	convolutional	convolutional	ADJ
bracis-19073	10	29	neural	neural	ADJ
bracis-19073	10	30	networks	network	NOUN
bracis-19073	10	31	for	for	ADP
bracis-19073	10	32	acute	acute	ADJ
bracis-19073	10	33	lymphoblastic	lymphoblastic	ADJ
bracis-19073	10	34	leukaemia	leukaemia	NOUN
bracis-19073	10	35	prediction	prediction	NOUN
bracis-19073	10	36	in	in	ADP
bracis-19073	10	37	computer	computer	NOUN
bracis-19073	10	38	vision	vision	NOUN
bracis-19073	10	39	article	article	NOUN
bracis-19073	10	40	open	open	VERB
bracis-19073	10	41	access	access	NOUN
bracis-19073	10	42	16	16	NUM
bracis-19073	10	43	december	december	PROPN
bracis-19073	10	44	2025	2025	NUM
bracis-19073	10	45	an	an	DET
bracis-19073	10	46	effective	effective	ADJ
bracis-19073	10	47	approach	approach	NOUN
bracis-19073	10	48	for	for	ADP
bracis-19073	10	49	detecting	detect	VERB
bracis-19073	10	50	acute	acute	ADJ
bracis-19073	10	51	lymphoblastic	lymphoblastic	ADJ
bracis-19073	10	52	leukemia	leukemia	NOUN
bracis-19073	10	53	using	use	VERB
bracis-19073	10	54	deep	deep	ADJ
bracis-19073	10	55	convolutional	convolutional	ADJ
bracis-19073	10	56	neural	neural	ADJ
bracis-19073	10	57	networks	network	NOUN
bracis-19073	10	58	chapter	chapter	NOUN
bracis-19073	10	59	©	©	PROPN
bracis-19073	10	60	2022	2022	NUM
bracis-19073	10	61	explore	explore	VERB
bracis-19073	10	62	related	relate	VERB
bracis-19073	10	63	subjects	subject	NOUN
bracis-19073	10	64	discover	discover	VERB
bracis-19073	10	65	the	the	DET
bracis-19073	10	66	latest	late	ADJ
bracis-19073	10	67	articles	article	NOUN
bracis-19073	10	68	,	,	PUNCT
bracis-19073	10	69	books	book	NOUN
bracis-19073	10	70	and	and	CCONJ
bracis-19073	10	71	news	news	NOUN
bracis-19073	10	72	in	in	ADP
bracis-19073	10	73	related	related	ADJ
bracis-19073	10	74	subjects	subject	NOUN
bracis-19073	10	75	,	,	PUNCT
bracis-19073	10	76	suggested	suggest	VERB
bracis-19073	10	77	using	use	VERB
bracis-19073	10	78	machine	machine	NOUN
bracis-19073	10	79	learning	learning	NOUN
bracis-19073	10	80	.	.	PUNCT
bracis-19073	11	1	computer	computer	NOUN
bracis-19073	11	2	vision	vision	PROPN
bracis-19073	11	3	flow	flow	VERB
bracis-19073	11	4	cytometry	cytometry	PROPN
bracis-19073	11	5	linear	linear	PROPN
bracis-19073	11	6	algebra	algebra	PROPN
bracis-19073	11	7	machine	machine	NOUN
bracis-19073	11	8	learning	learn	VERB
bracis-19073	11	9	neural	neural	ADJ
bracis-19073	11	10	decoding	decode	VERB
bracis-19073	11	11	artificial	artificial	ADJ
bracis-19073	11	12	intelligence	intelligence	NOUN
bracis-19073	11	13	1	1	NUM
bracis-19073	11	14	introduction	introduction	NOUN
bracis-19073	11	15	in	in	ADP
bracis-19073	11	16	recent	recent	ADJ
bracis-19073	11	17	years	year	NOUN
bracis-19073	11	18	,	,	PUNCT
bracis-19073	11	19	machine	machine	NOUN
bracis-19073	11	20	learning	learning	NOUN
bracis-19073	11	21	has	have	AUX
bracis-19073	11	22	influenced	influence	VERB
bracis-19073	11	23	how	how	SCONJ
bracis-19073	11	24	we	we	PRON
bracis-19073	11	25	solve	solve	VERB
bracis-19073	11	26	a	a	DET
bracis-19073	11	27	variety	variety	NOUN
bracis-19073	11	28	of	of	ADP
bracis-19073	11	29	real	real	ADJ
bracis-19073	11	30	-	-	PUNCT
bracis-19073	11	31	world	world	NOUN
bracis-19073	11	32	problems	problem	NOUN
bracis-19073	11	33	.	.	PUNCT
bracis-19073	12	1	indeed	indeed	ADV
bracis-19073	12	2	,	,	PUNCT
bracis-19073	12	3	artificial	artificial	ADJ
bracis-19073	12	4	neural	neural	ADJ
bracis-19073	12	5	networks	network	NOUN
bracis-19073	12	6	(	(	PUNCT
bracis-19073	12	7	nn	nn	NOUN
bracis-19073	12	8	)	)	PUNCT
bracis-19073	12	9	outperformed	outperform	VERB
bracis-19073	12	10	many	many	ADJ
bracis-19073	12	11	state	state	NOUN
bracis-19073	12	12	-	-	PUNCT
bracis-19073	12	13	of	of	ADP
bracis-19073	12	14	-	-	PUNCT
bracis-19073	12	15	the	the	DET
bracis-19073	12	16	-	-	PUNCT
bracis-19073	12	17	art	art	NOUN
bracis-19073	12	18	approaches	approach	NOUN
bracis-19073	12	19	in	in	ADP
bracis-19073	12	20	several	several	ADJ
bracis-19073	12	21	applications	application	NOUN
bracis-19073	12	22	with	with	ADP
bracis-19073	12	23	the	the	DET
bracis-19073	12	24	development	development	NOUN
bracis-19073	12	25	of	of	ADP
bracis-19073	12	26	deep	deep	ADJ
bracis-19073	12	27	neural	neural	ADJ
bracis-19073	12	28	networks	network	NOUN
bracis-19073	12	29	(	(	PUNCT
bracis-19073	12	30	dnn	dnn	PROPN
bracis-19073	12	31	)	)	PUNCT
bracis-19073	12	32	and	and	CCONJ
bracis-19073	12	33	convolutional	convolutional	ADJ
bracis-19073	12	34	neural	neural	ADJ
bracis-19073	12	35	networks	network	NOUN
bracis-19073	12	36	(	(	PUNCT
bracis-19073	12	37	cnn	cnn	PROPN
bracis-19073	12	38	)	)	PUNCT
bracis-19073	12	39	architectures	architecture	NOUN
bracis-19073	12	40	.	.	PUNCT
bracis-19073	13	1	most	most	ADJ
bracis-19073	13	2	neural	neural	ADJ
bracis-19073	13	3	network	network	NOUN
bracis-19073	13	4	architectures	architecture	NOUN
bracis-19073	13	5	are	be	AUX
bracis-19073	13	6	real	real	ADV
bracis-19073	13	7	-	-	PUNCT
bracis-19073	13	8	valued	value	VERB
bracis-19073	13	9	neural	neural	ADJ
bracis-19073	13	10	networks	network	NOUN
bracis-19073	13	11	(	(	PUNCT
bracis-19073	13	12	rvnn	rvnn	NOUN
bracis-19073	13	13	)	)	PUNCT
bracis-19073	13	14	.	.	PUNCT
bracis-19073	14	1	in	in	ADP
bracis-19073	14	2	such	such	ADJ
bracis-19073	14	3	architectures	architecture	NOUN
bracis-19073	14	4	,	,	PUNCT
bracis-19073	14	5	the	the	DET
bracis-19073	14	6	input	input	NOUN
bracis-19073	14	7	data	data	NOUN
bracis-19073	14	8	is	be	AUX
bracis-19073	14	9	arranged	arrange	VERB
bracis-19073	14	10	into	into	ADP
bracis-19073	14	11	real	real	ADV
bracis-19073	14	12	-	-	PUNCT
bracis-19073	14	13	valued	value	VERB
bracis-19073	14	14	vectors	vector	NOUN
bracis-19073	14	15	,	,	PUNCT
bracis-19073	14	16	matrices	matrix	NOUN
bracis-19073	14	17	,	,	PUNCT
bracis-19073	14	18	or	or	CCONJ
bracis-19073	14	19	tensors	tensor	NOUN
bracis-19073	14	20	to	to	PART
bracis-19073	14	21	be	be	AUX
bracis-19073	14	22	processed	process	VERB
bracis-19073	14	23	by	by	ADP
bracis-19073	14	24	the	the	DET
bracis-19073	14	25	neural	neural	ADJ
bracis-19073	14	26	network	network	NOUN
bracis-19073	14	27	.	.	PUNCT
bracis-19073	15	1	in	in	ADP
bracis-19073	15	2	some	some	DET
bracis-19073	15	3	sense	sense	NOUN
bracis-19073	15	4	,	,	PUNCT
bracis-19073	15	5	this	this	DET
bracis-19073	15	6	approach	approach	NOUN
bracis-19073	15	7	assumes	assume	VERB
bracis-19073	15	8	that	that	SCONJ
bracis-19073	15	9	all	all	DET
bracis-19073	15	10	the	the	DET
bracis-19073	15	11	input	input	NOUN
bracis-19073	15	12	data	datum	NOUN
bracis-19073	15	13	components	component	NOUN
bracis-19073	15	14	have	have	VERB
bracis-19073	15	15	equal	equal	ADJ
bracis-19073	15	16	importance	importance	NOUN
bracis-19073	15	17	and	and	CCONJ
bracis-19073	15	18	,	,	PUNCT
bracis-19073	15	19	thus	thus	ADV
bracis-19073	15	20	,	,	PUNCT
bracis-19073	15	21	they	they	PRON
bracis-19073	15	22	are	be	AUX
bracis-19073	15	23	all	all	ADV
bracis-19073	15	24	evaluated	evaluate	VERB
bracis-19073	15	25	in	in	ADP
bracis-19073	15	26	the	the	DET
bracis-19073	15	27	same	same	ADJ
bracis-19073	15	28	way	way	NOUN
bracis-19073	15	29	.	.	PUNCT
bracis-19073	16	1	however	however	ADV
bracis-19073	16	2	,	,	PUNCT
bracis-19073	16	3	in	in	ADP
bracis-19073	16	4	some	some	DET
bracis-19073	16	5	cases	case	NOUN
bracis-19073	16	6	,	,	PUNCT
bracis-19073	16	7	the	the	DET
bracis-19073	16	8	data	data	NOUN
bracis-19073	16	9	sets	set	NOUN
bracis-19073	16	10	contain	contain	VERB
bracis-19073	16	11	multidimensional	multidimensional	ADJ
bracis-19073	16	12	information	information	NOUN
bracis-19073	16	13	that	that	PRON
bracis-19073	16	14	requires	require	VERB
bracis-19073	16	15	a	a	DET
bracis-19073	16	16	specific	specific	ADJ
bracis-19073	16	17	approach	approach	NOUN
bracis-19073	16	18	to	to	PART
bracis-19073	16	19	treat	treat	VERB
bracis-19073	16	20	them	they	PRON
bracis-19073	16	21	as	as	ADP
bracis-19073	16	22	single	single	ADJ
bracis-19073	16	23	entities	entity	NOUN
bracis-19073	16	24	.	.	PUNCT
bracis-19073	17	1	for	for	ADP
bracis-19073	17	2	example	example	NOUN
bracis-19073	17	3	,	,	PUNCT
bracis-19073	17	4	a	a	DET
bracis-19073	17	5	pixel	pixel	NOUN
bracis-19073	17	6	’s	’s	PART
bracis-19073	17	7	color	color	NOUN
bracis-19073	17	8	is	be	AUX
bracis-19073	17	9	obtained	obtain	VERB
bracis-19073	17	10	by	by	ADP
bracis-19073	17	11	combining	combine	VERB
bracis-19073	17	12	the	the	DET
bracis-19073	17	13	red	red	ADJ
bracis-19073	17	14	,	,	PUNCT
bracis-19073	17	15	green	green	ADJ
bracis-19073	17	16	,	,	PUNCT
bracis-19073	17	17	and	and	CCONJ
bracis-19073	17	18	blue	blue	ADJ
bracis-19073	17	19	components	component	NOUN
bracis-19073	17	20	in	in	ADP
bracis-19073	17	21	image	image	NOUN
bracis-19073	17	22	processing	processing	NOUN
bracis-19073	17	23	.	.	PUNCT
bracis-19073	18	1	the	the	DET
bracis-19073	18	2	three	three	NUM
bracis-19073	18	3	coordinates	coordinate	NOUN
bracis-19073	18	4	position	position	NOUN
bracis-19073	18	5	in	in	ADP
bracis-19073	18	6	the	the	DET
bracis-19073	18	7	color	color	NOUN
bracis-19073	18	8	space	space	NOUN
bracis-19073	18	9	represents	represent	VERB
bracis-19073	18	10	a	a	DET
bracis-19073	18	11	plethora	plethora	NOUN
bracis-19073	18	12	of	of	ADP
bracis-19073	18	13	colors	color	NOUN
bracis-19073	18	14	such	such	ADJ
bracis-19073	18	15	as	as	ADP
bracis-19073	18	16	pink	pink	ADJ
bracis-19073	18	17	or	or	CCONJ
bracis-19073	18	18	brown	brown	ADJ
bracis-19073	18	19	,	,	PUNCT
bracis-19073	18	20	and	and	CCONJ
bracis-19073	18	21	the	the	DET
bracis-19073	18	22	color	color	NOUN
bracis-19073	18	23	information	information	NOUN
bracis-19073	18	24	is	be	AUX
bracis-19073	18	25	lost	lose	VERB
bracis-19073	18	26	if	if	SCONJ
bracis-19073	18	27	the	the	DET
bracis-19073	18	28	components	component	NOUN
bracis-19073	18	29	are	be	AUX
bracis-19073	18	30	treated	treat	VERB
bracis-19073	18	31	separately	separately	ADV
bracis-19073	18	32	[	[	X
bracis-19073	18	33	38	38	NUM
bracis-19073	18	34	]	]	PUNCT
bracis-19073	18	35	.	.	PUNCT
bracis-19073	19	1	in	in	ADP
bracis-19073	19	2	some	some	DET
bracis-19073	19	3	practical	practical	ADJ
bracis-19073	19	4	image	image	NOUN
bracis-19073	19	5	recognition	recognition	NOUN
bracis-19073	19	6	tasks	task	NOUN
bracis-19073	19	7	,	,	PUNCT
bracis-19073	19	8	the	the	DET
bracis-19073	19	9	complexity	complexity	NOUN
bracis-19073	19	10	of	of	ADP
bracis-19073	19	11	the	the	DET
bracis-19073	19	12	color	color	NOUN
bracis-19073	19	13	space	space	NOUN
bracis-19073	19	14	needs	need	VERB
bracis-19073	19	15	to	to	PART
bracis-19073	19	16	be	be	AUX
bracis-19073	19	17	captured	capture	VERB
bracis-19073	19	18	by	by	ADP
bracis-19073	19	19	the	the	DET
bracis-19073	19	20	neural	neural	ADJ
bracis-19073	19	21	networks	network	NOUN
bracis-19073	19	22	to	to	PART
bracis-19073	19	23	generalize	generalize	VERB
bracis-19073	19	24	well	well	ADV
bracis-19073	19	25	and	and	CCONJ
bracis-19073	19	26	represent	represent	VERB
bracis-19073	19	27	the	the	DET
bracis-19073	19	28	multidimensional	multidimensional	ADJ
bracis-19073	19	29	nature	nature	NOUN
bracis-19073	19	30	of	of	ADP
bracis-19073	19	31	the	the	DET
bracis-19073	19	32	colors	color	NOUN
bracis-19073	19	33	[	[	X
bracis-19073	19	34	20	20	NUM
bracis-19073	19	35	,	,	PUNCT
bracis-19073	19	36	27	27	NUM
bracis-19073	19	37	]	]	PUNCT
bracis-19073	19	38	.	.	PUNCT
bracis-19073	20	1	indeed	indeed	ADV
bracis-19073	20	2	,	,	PUNCT
bracis-19073	20	3	parcollet	parcollet	PROPN
bracis-19073	20	4	et	et	PROPN
bracis-19073	20	5	al	al	PROPN
bracis-19073	20	6	.	.	PROPN
bracis-19073	20	7	showed	show	VERB
bracis-19073	20	8	that	that	SCONJ
bracis-19073	20	9	rvnns	rvnns	ADJ
bracis-19073	20	10	might	might	AUX
bracis-19073	20	11	fail	fail	VERB
bracis-19073	20	12	to	to	PART
bracis-19073	20	13	capture	capture	VERB
bracis-19073	20	14	the	the	DET
bracis-19073	20	15	color	color	NOUN
bracis-19073	20	16	information	information	NOUN
bracis-19073	20	17	[	[	X
bracis-19073	20	18	39	39	NUM
bracis-19073	20	19	]	]	PUNCT
bracis-19073	20	20	.	.	PUNCT
bracis-19073	21	1	also	also	ADV
bracis-19073	21	2	,	,	PUNCT
bracis-19073	21	3	matsui	matsui	PROPN
bracis-19073	21	4	et	et	PROPN
bracis-19073	21	5	al	al	PROPN
bracis-19073	21	6	.	.	PROPN
bracis-19073	21	7	remarked	remark	VERB
bracis-19073	21	8	that	that	SCONJ
bracis-19073	21	9	rvnns	rvnns	ADJ
bracis-19073	21	10	are	be	AUX
bracis-19073	21	11	not	not	PART
bracis-19073	21	12	able	able	ADJ
bracis-19073	21	13	to	to	PART
bracis-19073	21	14	preserve	preserve	VERB
bracis-19073	21	15	the	the	DET
bracis-19073	21	16	3d	3d	NUM
bracis-19073	21	17	shape	shape	NOUN
bracis-19073	21	18	of	of	ADP
bracis-19073	21	19	an	an	DET
bracis-19073	21	20	input	input	NOUN
bracis-19073	21	21	object	object	NOUN
bracis-19073	21	22	when	when	SCONJ
bracis-19073	21	23	transformed	transform	VERB
bracis-19073	21	24	into	into	ADP
bracis-19073	21	25	the	the	DET
bracis-19073	21	26	3d	3d	NUM
bracis-19073	21	27	space	space	NOUN
bracis-19073	21	28	[	[	X
bracis-19073	21	29	30	30	NUM
bracis-19073	21	30	]	]	PUNCT
bracis-19073	21	31	.	.	PUNCT
bracis-19073	22	1	from	from	ADP
bracis-19073	22	2	these	these	DET
bracis-19073	22	3	remarks	remark	NOUN
bracis-19073	22	4	,	,	PUNCT
bracis-19073	22	5	neural	neural	ADJ
bracis-19073	22	6	networks	network	NOUN
bracis-19073	22	7	based	base	VERB
bracis-19073	22	8	on	on	ADP
bracis-19073	22	9	hypercomplex	hypercomplex	ADJ
bracis-19073	22	10	numbers	number	NOUN
bracis-19073	22	11	,	,	PUNCT
bracis-19073	22	12	such	such	ADJ
bracis-19073	22	13	as	as	ADP
bracis-19073	22	14	complex	complex	ADJ
bracis-19073	22	15	and	and	CCONJ
bracis-19073	22	16	quaternions	quaternion	NOUN
bracis-19073	22	17	,	,	PUNCT
bracis-19073	22	18	have	have	AUX
bracis-19073	22	19	been	be	AUX
bracis-19073	22	20	proposed	propose	VERB
bracis-19073	22	21	and	and	CCONJ
bracis-19073	22	22	extensively	extensively	ADV
bracis-19073	22	23	investigated	investigate	VERB
bracis-19073	22	24	in	in	ADP
bracis-19073	22	25	the	the	DET
bracis-19073	22	26	last	last	ADJ
bracis-19073	22	27	years	year	NOUN
bracis-19073	22	28	.	.	PUNCT
bracis-19073	23	1	1.1	1.1	NUM
bracis-19073	23	2	complex	complex	ADJ
bracis-19073	23	3	and	and	CCONJ
bracis-19073	23	4	quaternion	quaternion	NOUN
bracis-19073	23	5	-	-	PUNCT
bracis-19073	23	6	valued	value	VERB
bracis-19073	23	7	neural	neural	ADJ
bracis-19073	23	8	networks	network	NOUN
bracis-19073	23	9	a	a	DET
bracis-19073	23	10	complex	complex	ADV
bracis-19073	23	11	-	-	PUNCT
bracis-19073	23	12	valued	value	VERB
bracis-19073	23	13	neural	neural	ADJ
bracis-19073	23	14	network	network	NOUN
bracis-19073	23	15	(	(	PUNCT
bracis-19073	23	16	cvnn	cvnn	NOUN
bracis-19073	23	17	)	)	PUNCT
bracis-19073	23	18	is	be	AUX
bracis-19073	23	19	based	base	VERB
bracis-19073	23	20	on	on	ADP
bracis-19073	23	21	the	the	DET
bracis-19073	23	22	algebra	algebra	NOUN
bracis-19073	23	23	of	of	ADP
bracis-19073	23	24	complex	complex	ADJ
bracis-19073	23	25	numbers	number	NOUN
bracis-19073	23	26	,	,	PUNCT
bracis-19073	23	27	which	which	PRON
bracis-19073	23	28	allows	allow	VERB
bracis-19073	23	29	preserving	preserve	VERB
bracis-19073	23	30	or	or	CCONJ
bracis-19073	23	31	treating	treat	VERB
bracis-19073	23	32	the	the	DET
bracis-19073	23	33	relationship	relationship	NOUN
bracis-19073	23	34	between	between	ADP
bracis-19073	23	35	magnitude	magnitude	NOUN
bracis-19073	23	36	and	and	CCONJ
bracis-19073	23	37	the	the	DET
bracis-19073	23	38	phase	phase	NOUN
bracis-19073	23	39	information	information	NOUN
bracis-19073	23	40	during	during	ADP
bracis-19073	23	41	the	the	DET
bracis-19073	23	42	learning	learning	NOUN
bracis-19073	23	43	[	[	X
bracis-19073	23	44	38	38	NUM
bracis-19073	23	45	]	]	PUNCT
bracis-19073	23	46	.	.	PUNCT
bracis-19073	24	1	furthermore	furthermore	ADV
bracis-19073	24	2	,	,	PUNCT
bracis-19073	24	3	the	the	DET
bracis-19073	24	4	algebraic	algebraic	ADJ
bracis-19073	24	5	structure	structure	NOUN
bracis-19073	24	6	of	of	ADP
bracis-19073	24	7	complex	complex	ADJ
bracis-19073	24	8	numbers	number	NOUN
bracis-19073	24	9	yields	yield	VERB
bracis-19073	24	10	cvnns	cvnns	VERB
bracis-19073	24	11	better	well	ADJ
bracis-19073	24	12	generalization	generalization	NOUN
bracis-19073	24	13	capability	capability	NOUN
bracis-19073	24	14	[	[	X
bracis-19073	24	15	17	17	NUM
bracis-19073	24	16	]	]	PUNCT
bracis-19073	24	17	besides	besides	SCONJ
bracis-19073	24	18	being	be	AUX
bracis-19073	24	19	easier	easy	ADJ
bracis-19073	24	20	to	to	PART
bracis-19073	24	21	train	train	VERB
bracis-19073	24	22	[	[	NOUN
bracis-19073	24	23	35	35	NUM
bracis-19073	24	24	]	]	PUNCT
bracis-19073	24	25	.	.	PUNCT
bracis-19073	25	1	as	as	ADV
bracis-19073	25	2	long	long	ADV
bracis-19073	25	3	as	as	SCONJ
bracis-19073	25	4	the	the	DET
bracis-19073	25	5	processed	process	VERB
bracis-19073	25	6	information	information	NOUN
bracis-19073	25	7	are	be	AUX
bracis-19073	25	8	correlated	correlate	VERB
bracis-19073	25	9	two	two	NUM
bracis-19073	25	10	-	-	PUNCT
bracis-19073	25	11	dimensional	dimensional	ADJ
bracis-19073	25	12	data	datum	NOUN
bracis-19073	25	13	,	,	PUNCT
bracis-19073	25	14	cvnns	cvnns	NOUN
bracis-19073	25	15	mostly	mostly	ADV
bracis-19073	25	16	outperformed	outperform	VERB
bracis-19073	25	17	or	or	CCONJ
bracis-19073	25	18	at	at	ADP
bracis-19073	25	19	least	least	ADV
bracis-19073	25	20	matched	match	VERB
bracis-19073	25	21	the	the	DET
bracis-19073	25	22	real	real	ADV
bracis-19073	25	23	-	-	PUNCT
bracis-19073	25	24	valued	value	VERB
bracis-19073	25	25	ones	one	NOUN
bracis-19073	25	26	[	[	X
bracis-19073	25	27	3	3	NUM
bracis-19073	25	28	,	,	PUNCT
bracis-19073	25	29	4	4	NUM
bracis-19073	25	30	,	,	PUNCT
bracis-19073	25	31	16	16	NUM
bracis-19073	25	32	,	,	PUNCT
bracis-19073	25	33	29	29	NUM
bracis-19073	25	34	,	,	PUNCT
bracis-19073	25	35	48	48	NUM
bracis-19073	25	36	]	]	PUNCT
bracis-19073	25	37	.	.	PUNCT
bracis-19073	26	1	the	the	DET
bracis-19073	26	2	encouraging	encouraging	ADJ
bracis-19073	26	3	performance	performance	NOUN
bracis-19073	26	4	of	of	ADP
bracis-19073	26	5	cvnns	cvnns	NOUN
bracis-19073	26	6	inspired	inspire	VERB
bracis-19073	26	7	the	the	DET
bracis-19073	26	8	development	development	NOUN
bracis-19073	26	9	of	of	ADP
bracis-19073	26	10	quaternion	quaternion	NOUN
bracis-19073	26	11	-	-	PUNCT
bracis-19073	26	12	valued	value	VERB
bracis-19073	26	13	neural	neural	ADJ
bracis-19073	26	14	networks	network	NOUN
bracis-19073	26	15	(	(	PUNCT
bracis-19073	26	16	qvnns	qvnn	NOUN
bracis-19073	26	17	)	)	PUNCT
bracis-19073	26	18	.	.	PUNCT
bracis-19073	27	1	qvnns	qvnns	PROPN
bracis-19073	27	2	use	use	VERB
bracis-19073	27	3	quaternion	quaternion	NOUN
bracis-19073	27	4	algebra	algebra	NOUN
bracis-19073	27	5	and	and	CCONJ
bracis-19073	27	6	can	can	AUX
bracis-19073	27	7	represent	represent	VERB
bracis-19073	27	8	colors	color	NOUN
bracis-19073	27	9	efficiently	efficiently	ADV
bracis-19073	27	10	,	,	PUNCT
bracis-19073	27	11	with	with	ADP
bracis-19073	27	12	the	the	DET
bracis-19073	27	13	advantage	advantage	NOUN
bracis-19073	27	14	of	of	ADP
bracis-19073	27	15	fully	fully	ADV
bracis-19073	27	16	representing	represent	VERB
bracis-19073	27	17	colors	color	NOUN
bracis-19073	27	18	through	through	ADP
bracis-19073	27	19	unique	unique	ADJ
bracis-19073	27	20	structures	structure	NOUN
bracis-19073	27	21	[	[	X
bracis-19073	27	22	6	6	NUM
bracis-19073	27	23	]	]	PUNCT
bracis-19073	27	24	.	.	PUNCT
bracis-19073	28	1	as	as	ADV
bracis-19073	28	2	far	far	ADV
bracis-19073	28	3	as	as	SCONJ
bracis-19073	28	4	we	we	PRON
bracis-19073	28	5	know	know	VERB
bracis-19073	28	6	,	,	PUNCT
bracis-19073	28	7	the	the	DET
bracis-19073	28	8	first	first	ADJ
bracis-19073	28	9	qvnn	qvnn	NOUN
bracis-19073	28	10	has	have	AUX
bracis-19073	28	11	been	be	AUX
bracis-19073	28	12	introduced	introduce	VERB
bracis-19073	28	13	by	by	ADP
bracis-19073	28	14	arena	arena	NOUN
bracis-19073	28	15	et	et	PROPN
bracis-19073	28	16	al	al	PROPN
bracis-19073	28	17	.	.	PUNCT
bracis-19073	29	1	[	[	X
bracis-19073	29	2	6	6	NUM
bracis-19073	29	3	]	]	PUNCT
bracis-19073	29	4	,	,	PUNCT
bracis-19073	29	5	who	who	PRON
bracis-19073	29	6	developed	develop	VERB
bracis-19073	29	7	a	a	DET
bracis-19073	29	8	specific	specific	ADJ
bracis-19073	29	9	backpropagation	backpropagation	NOUN
bracis-19073	29	10	algorithm	algorithm	NOUN
bracis-19073	29	11	able	able	ADJ
bracis-19073	29	12	to	to	PART
bracis-19073	29	13	learn	learn	VERB
bracis-19073	29	14	the	the	DET
bracis-19073	29	15	local	local	ADJ
bracis-19073	29	16	relations	relation	NOUN
bracis-19073	29	17	that	that	PRON
bracis-19073	29	18	exist	exist	VERB
bracis-19073	29	19	between	between	ADP
bracis-19073	29	20	quaternions	quaternion	NOUN
bracis-19073	29	21	.	.	PUNCT
bracis-19073	30	1	furthermore	furthermore	ADV
bracis-19073	30	2	,	,	PUNCT
bracis-19073	30	3	like	like	ADP
bracis-19073	30	4	the	the	DET
bracis-19073	30	5	real	real	ADV
bracis-19073	30	6	-	-	PUNCT
bracis-19073	30	7	valued	value	VERB
bracis-19073	30	8	neural	neural	ADJ
bracis-19073	30	9	networks	network	NOUN
bracis-19073	30	10	,	,	PUNCT
bracis-19073	30	11	single	single	ADJ
bracis-19073	30	12	hidden	hide	VERB
bracis-19073	30	13	layer	layer	NOUN
bracis-19073	30	14	qvnns	qvnn	NOUN
bracis-19073	30	15	are	be	AUX
bracis-19073	30	16	universal	universal	ADJ
bracis-19073	30	17	approximators	approximator	NOUN
bracis-19073	30	18	[	[	X
bracis-19073	30	19	6	6	NUM
bracis-19073	30	20	]	]	PUNCT
bracis-19073	30	21	.	.	PUNCT
bracis-19073	31	1	an	an	DET
bracis-19073	31	2	extensive	extensive	ADJ
bracis-19073	31	3	list	list	NOUN
bracis-19073	31	4	of	of	ADP
bracis-19073	31	5	applications	application	NOUN
bracis-19073	31	6	and	and	CCONJ
bracis-19073	31	7	investigations	investigation	NOUN
bracis-19073	31	8	with	with	ADP
bracis-19073	31	9	different	different	ADJ
bracis-19073	31	10	qvnn	qvnn	PROPN
bracis-19073	31	11	architectures	architecture	NOUN
bracis-19073	31	12	can	can	AUX
bracis-19073	31	13	be	be	AUX
bracis-19073	31	14	found	find	VERB
bracis-19073	31	15	in	in	ADP
bracis-19073	31	16	references	reference	NOUN
bracis-19073	31	17	[	[	X
bracis-19073	31	18	7	7	NUM
bracis-19073	31	19	,	,	PUNCT
bracis-19073	31	20	11	11	NUM
bracis-19073	31	21	,	,	PUNCT
bracis-19073	31	22	36,37,38	36,37,38	NUM
bracis-19073	31	23	,	,	PUNCT
bracis-19073	31	24	40	40	NUM
bracis-19073	31	25	,	,	PUNCT
bracis-19073	31	26	46	46	NUM
bracis-19073	31	27	]	]	PUNCT
bracis-19073	31	28	.	.	PUNCT
bracis-19073	32	1	a	a	DET
bracis-19073	32	2	detailed	detailed	ADJ
bracis-19073	32	3	up	up	NOUN
bracis-19073	32	4	-	-	PUNCT
bracis-19073	32	5	to	to	ADP
bracis-19073	32	6	-	-	PUNCT
bracis-19073	32	7	date	date	NOUN
bracis-19073	32	8	review	review	NOUN
bracis-19073	32	9	on	on	ADP
bracis-19073	32	10	quaternion	quaternion	NOUN
bracis-19073	32	11	-	-	PUNCT
bracis-19073	32	12	valued	value	VERB
bracis-19073	32	13	neural	neural	ADJ
bracis-19073	32	14	networks	network	NOUN
bracis-19073	32	15	,	,	PUNCT
bracis-19073	32	16	including	include	VERB
bracis-19073	32	17	some	some	PRON
bracis-19073	32	18	of	of	ADP
bracis-19073	32	19	their	their	PRON
bracis-19073	32	20	successful	successful	ADJ
bracis-19073	32	21	applications	application	NOUN
bracis-19073	32	22	,	,	PUNCT
bracis-19073	32	23	can	can	AUX
bracis-19073	32	24	be	be	AUX
bracis-19073	32	25	found	find	VERB
bracis-19073	32	26	at	at	ADP
bracis-19073	32	27	[	[	X
bracis-19073	32	28	38	38	NUM
bracis-19073	32	29	]	]	PUNCT
bracis-19073	32	30	.	.	PUNCT
bracis-19073	33	1	in	in	ADP
bracis-19073	33	2	contrast	contrast	NOUN
bracis-19073	33	3	to	to	ADP
bracis-19073	33	4	rvnn	rvnn	NOUN
bracis-19073	33	5	,	,	PUNCT
bracis-19073	33	6	which	which	PRON
bracis-19073	33	7	represented	represent	VERB
bracis-19073	33	8	color	color	NOUN
bracis-19073	33	9	channels	channel	NOUN
bracis-19073	33	10	as	as	ADP
bracis-19073	33	11	independent	independent	ADJ
bracis-19073	33	12	variables	variable	NOUN
bracis-19073	33	13	,	,	PUNCT
bracis-19073	33	14	qvnn	qvnn	PROPN
bracis-19073	33	15	can	can	AUX
bracis-19073	33	16	benefit	benefit	VERB
bracis-19073	33	17	from	from	ADP
bracis-19073	33	18	representing	represent	VERB
bracis-19073	33	19	colors	color	NOUN
bracis-19073	33	20	as	as	ADP
bracis-19073	33	21	single	single	ADJ
bracis-19073	33	22	quaternions	quaternion	NOUN
bracis-19073	33	23	.	.	PUNCT
bracis-19073	34	1	for	for	ADP
bracis-19073	34	2	example	example	NOUN
bracis-19073	34	3	,	,	PUNCT
bracis-19073	34	4	greenblatt	greenblatt	PROPN
bracis-19073	34	5	et	et	PROPN
bracis-19073	34	6	al	al	PROPN
bracis-19073	34	7	.	.	PROPN
bracis-19073	34	8	applied	apply	VERB
bracis-19073	34	9	a	a	DET
bracis-19073	34	10	qvnn	qvnn	NOUN
bracis-19073	34	11	model	model	NOUN
bracis-19073	34	12	to	to	ADP
bracis-19073	34	13	prostate	prostate	NOUN
bracis-19073	34	14	cancer	cancer	NOUN
bracis-19073	34	15	[	[	X
bracis-19073	34	16	13	13	NUM
bracis-19073	34	17	]	]	PUNCT
bracis-19073	34	18	.	.	PUNCT
bracis-19073	35	1	gaudet	gaudet	PROPN
bracis-19073	35	2	and	and	CCONJ
bracis-19073	35	3	maida	maida	PROPN
bracis-19073	35	4	investigated	investigate	VERB
bracis-19073	35	5	the	the	DET
bracis-19073	35	6	use	use	NOUN
bracis-19073	35	7	of	of	ADP
bracis-19073	35	8	quaternion	quaternion	NOUN
bracis-19073	35	9	-	-	PUNCT
bracis-19073	35	10	valued	value	VERB
bracis-19073	35	11	convolutional	convolutional	ADJ
bracis-19073	35	12	neural	neural	ADJ
bracis-19073	35	13	networks	network	NOUN
bracis-19073	35	14	(	(	PUNCT
bracis-19073	35	15	qvcnn	qvcnn	PROPN
bracis-19073	35	16	)	)	PUNCT
bracis-19073	35	17	for	for	ADP
bracis-19073	35	18	image	image	NOUN
bracis-19073	35	19	processing	processing	NOUN
bracis-19073	35	20	[	[	X
bracis-19073	35	21	11	11	NUM
bracis-19073	35	22	]	]	PUNCT
bracis-19073	35	23	.	.	PUNCT
bracis-19073	36	1	pavllo	pavllo	PROPN
bracis-19073	36	2	et	et	PROPN
bracis-19073	36	3	al	al	PROPN
bracis-19073	36	4	.	.	PROPN
bracis-19073	36	5	modeled	model	VERB
bracis-19073	36	6	human	human	ADJ
bracis-19073	36	7	motion	motion	NOUN
bracis-19073	36	8	using	use	VERB
bracis-19073	36	9	qvnns	qvnn	NOUN
bracis-19073	37	1	[	[	X
bracis-19073	37	2	41	41	NUM
bracis-19073	37	3	]	]	PUNCT
bracis-19073	37	4	.	.	PUNCT
bracis-19073	38	1	zhu	zhu	PROPN
bracis-19073	38	2	et	et	PROPN
bracis-19073	38	3	al	al	PROPN
bracis-19073	38	4	.	.	PROPN
bracis-19073	38	5	proposed	propose	VERB
bracis-19073	38	6	a	a	DET
bracis-19073	38	7	qvcnn	qvcnn	NOUN
bracis-19073	38	8	for	for	ADP
bracis-19073	38	9	color	color	NOUN
bracis-19073	38	10	image	image	NOUN
bracis-19073	38	11	classification	classification	NOUN
bracis-19073	38	12	and	and	CCONJ
bracis-19073	38	13	denoising	denoising	NOUN
bracis-19073	38	14	tasks	task	NOUN
bracis-19073	38	15	[	[	X
bracis-19073	38	16	51	51	NUM
bracis-19073	38	17	]	]	PUNCT
bracis-19073	38	18	.	.	PUNCT
bracis-19073	39	1	the	the	DET
bracis-19073	39	2	localization	localization	NOUN
bracis-19073	39	3	of	of	ADP
bracis-19073	39	4	color	color	NOUN
bracis-19073	39	5	image	image	NOUN
bracis-19073	39	6	splicing	splicing	NOUN
bracis-19073	39	7	by	by	ADP
bracis-19073	39	8	a	a	DET
bracis-19073	39	9	fully	fully	ADV
bracis-19073	39	10	quaternion	quaternion	NOUN
bracis-19073	39	11	-	-	PUNCT
bracis-19073	39	12	valued	value	VERB
bracis-19073	39	13	convolutional	convolutional	ADJ
bracis-19073	39	14	network	network	NOUN
bracis-19073	39	15	was	be	AUX
bracis-19073	39	16	explored	explore	VERB
bracis-19073	39	17	by	by	ADP
bracis-19073	39	18	chen	chen	PROPN
bracis-19073	39	19	et	et	PROPN
bracis-19073	39	20	al	al	PROPN
bracis-19073	39	21	.	.	PUNCT
bracis-19073	40	1	[	[	X
bracis-19073	40	2	9	9	NUM
bracis-19073	40	3	]	]	PUNCT
bracis-19073	40	4	.	.	PUNCT
bracis-19073	41	1	a	a	DET
bracis-19073	41	2	deformable	deformable	ADJ
bracis-19073	41	3	quaternion	quaternion	NOUN
bracis-19073	41	4	gabor	gabor	NOUN
bracis-19073	41	5	convolutional	convolutional	ADJ
bracis-19073	41	6	neural	neural	ADJ
bracis-19073	41	7	network	network	NOUN
bracis-19073	41	8	for	for	ADP
bracis-19073	41	9	recognition	recognition	NOUN
bracis-19073	41	10	of	of	ADP
bracis-19073	41	11	color	color	NOUN
bracis-19073	41	12	facial	facial	ADJ
bracis-19073	41	13	expression	expression	NOUN
bracis-19073	41	14	was	be	AUX
bracis-19073	41	15	proposed	propose	VERB
bracis-19073	41	16	by	by	ADP
bracis-19073	41	17	jin	jin	PROPN
bracis-19073	41	18	et	et	PROPN
bracis-19073	41	19	al	al	PROPN
bracis-19073	41	20	.	.	PUNCT
bracis-19073	42	1	[	[	X
bracis-19073	42	2	22	22	NUM
bracis-19073	42	3	]	]	PUNCT
bracis-19073	42	4	.	.	PUNCT
bracis-19073	43	1	takahashi	takahashi	PROPN
bracis-19073	43	2	et	et	PROPN
bracis-19073	43	3	al	al	PROPN
bracis-19073	43	4	.	.	PROPN
bracis-19073	43	5	have	have	AUX
bracis-19073	43	6	merged	merge	VERB
bracis-19073	43	7	histograms	histogram	NOUN
bracis-19073	43	8	of	of	ADP
bracis-19073	43	9	oriented	orient	VERB
bracis-19073	43	10	gradients	gradient	NOUN
bracis-19073	43	11	(	(	PUNCT
bracis-19073	43	12	hog	hog	NOUN
bracis-19073	43	13	)	)	PUNCT
bracis-19073	43	14	for	for	ADP
bracis-19073	43	15	human	human	ADJ
bracis-19073	43	16	detection	detection	NOUN
bracis-19073	43	17	with	with	ADP
bracis-19073	43	18	a	a	DET
bracis-19073	43	19	qvnn	qvnn	NOUN
bracis-19073	43	20	to	to	PART
bracis-19073	43	21	determine	determine	VERB
bracis-19073	43	22	human	human	ADJ
bracis-19073	43	23	facial	facial	ADJ
bracis-19073	43	24	expression	expression	NOUN
bracis-19073	43	25	[	[	X
bracis-19073	43	26	47	47	NUM
bracis-19073	43	27	]	]	PUNCT
bracis-19073	43	28	.	.	PUNCT
bracis-19073	44	1	quaternion	quaternion	VERB
bracis-19073	44	2	multi	multi	ADJ
bracis-19073	44	3	-	-	ADJ
bracis-19073	44	4	layer	layer	ADJ
bracis-19073	44	5	perceptron	perceptron	NOUN
bracis-19073	44	6	has	have	AUX
bracis-19073	44	7	been	be	AUX
bracis-19073	44	8	successfully	successfully	ADV
bracis-19073	44	9	applied	apply	VERB
bracis-19073	44	10	to	to	ADP
bracis-19073	44	11	polarimetric	polarimetric	ADJ
bracis-19073	44	12	synthetic	synthetic	ADJ
bracis-19073	44	13	aperture	aperture	NOUN
bracis-19073	44	14	radar	radar	NOUN
bracis-19073	44	15	(	(	PUNCT
bracis-19073	44	16	polsar	polsar	ADJ
bracis-19073	44	17	)	)	PUNCT
bracis-19073	44	18	land	land	NOUN
bracis-19073	44	19	classification	classification	NOUN
bracis-19073	44	20	[	[	X
bracis-19073	44	21	24	24	NUM
bracis-19073	44	22	,	,	PUNCT
bracis-19073	44	23	43	43	NUM
bracis-19073	44	24	]	]	PUNCT
bracis-19073	44	25	.	.	PUNCT
bracis-19073	45	1	1.2	1.2	NUM
bracis-19073	45	2	contributions	contribution	NOUN
bracis-19073	45	3	and	and	CCONJ
bracis-19073	45	4	the	the	DET
bracis-19073	45	5	organization	organization	NOUN
bracis-19073	45	6	of	of	ADP
bracis-19073	45	7	the	the	DET
bracis-19073	45	8	paper	paper	NOUN
bracis-19073	45	9	corroborating	corroborate	VERB
bracis-19073	45	10	with	with	ADP
bracis-19073	45	11	the	the	DET
bracis-19073	45	12	development	development	NOUN
bracis-19073	45	13	of	of	ADP
bracis-19073	45	14	hypercomplex	hypercomplex	NOUN
bracis-19073	45	15	-	-	PUNCT
bracis-19073	45	16	valued	value	VERB
bracis-19073	45	17	neural	neural	ADJ
bracis-19073	45	18	networks	network	NOUN
bracis-19073	45	19	,	,	PUNCT
bracis-19073	45	20	we	we	PRON
bracis-19073	45	21	present	present	VERB
bracis-19073	45	22	a	a	DET
bracis-19073	45	23	quaternion	quaternion	NOUN
bracis-19073	45	24	-	-	PUNCT
bracis-19073	45	25	valued	value	VERB
bracis-19073	45	26	convolutional	convolutional	ADJ
bracis-19073	45	27	neural	neural	ADJ
bracis-19073	45	28	network	network	NOUN
bracis-19073	45	29	(	(	PUNCT
bracis-19073	45	30	qvcnn	qvcnn	NOUN
bracis-19073	45	31	)	)	PUNCT
bracis-19073	45	32	development	development	NOUN
bracis-19073	45	33	to	to	PART
bracis-19073	45	34	classify	classify	VERB
bracis-19073	45	35	isolated	isolate	VERB
bracis-19073	45	36	white	white	ADJ
bracis-19073	45	37	cells	cell	NOUN
bracis-19073	45	38	as	as	ADP
bracis-19073	45	39	lymphoblasts	lymphoblast	NOUN
bracis-19073	45	40	.	.	PUNCT
bracis-19073	46	1	precisely	precisely	ADV
bracis-19073	46	2	,	,	PUNCT
bracis-19073	46	3	the	the	DET
bracis-19073	46	4	qvcnn	qvcnn	PROPN
bracis-19073	46	5	receives	receive	VERB
bracis-19073	46	6	a	a	DET
bracis-19073	46	7	white	white	ADJ
bracis-19073	46	8	cell	cell	NOUN
bracis-19073	46	9	image	image	NOUN
bracis-19073	46	10	like	like	ADP
bracis-19073	46	11	the	the	DET
bracis-19073	46	12	one	one	NOUN
bracis-19073	46	13	shown	show	VERB
bracis-19073	46	14	in	in	ADP
bracis-19073	46	15	fig	fig	NOUN
bracis-19073	46	16	.	.	PUNCT
bracis-19073	46	17	 	 	SPACE
bracis-19073	46	18	1	1	NUM
bracis-19073	46	19	and	and	CCONJ
bracis-19073	46	20	classifies	classify	VERB
bracis-19073	46	21	it	it	PRON
bracis-19073	46	22	as	as	ADP
bracis-19073	46	23	a	a	DET
bracis-19073	46	24	lymphoblast	lymphoblast	NOUN
bracis-19073	46	25	or	or	CCONJ
bracis-19073	46	26	not	not	PART
bracis-19073	46	27	.	.	PUNCT
bracis-19073	47	1	the	the	DET
bracis-19073	47	2	classification	classification	NOUN
bracis-19073	47	3	of	of	ADP
bracis-19073	47	4	lymphoblast	lymphoblast	NOUN
bracis-19073	47	5	is	be	AUX
bracis-19073	47	6	essential	essential	ADJ
bracis-19073	47	7	for	for	ADP
bracis-19073	47	8	diagnosing	diagnose	VERB
bracis-19073	47	9	acute	acute	ADJ
bracis-19073	47	10	lymphoblastic	lymphoblastic	ADJ
bracis-19073	47	11	leukemia	leukemia	NOUN
bracis-19073	47	12	,	,	PUNCT
bracis-19073	47	13	a	a	DET
bracis-19073	47	14	kind	kind	NOUN
bracis-19073	47	15	of	of	ADP
bracis-19073	47	16	blood	blood	NOUN
bracis-19073	47	17	cancer	cancer	NOUN
bracis-19073	47	18	.	.	PUNCT
bracis-19073	48	1	the	the	DET
bracis-19073	48	2	performance	performance	NOUN
bracis-19073	48	3	of	of	ADP
bracis-19073	48	4	the	the	DET
bracis-19073	48	5	qvcnn	qvcnn	PROPN
bracis-19073	48	6	is	be	AUX
bracis-19073	48	7	compared	compare	VERB
bracis-19073	48	8	with	with	ADP
bracis-19073	48	9	a	a	DET
bracis-19073	48	10	real	real	ADV
bracis-19073	48	11	-	-	PUNCT
bracis-19073	48	12	valued	value	VERB
bracis-19073	48	13	convolutional	convolutional	ADJ
bracis-19073	48	14	neural	neural	ADJ
bracis-19073	48	15	network	network	NOUN
bracis-19073	48	16	with	with	ADP
bracis-19073	48	17	a	a	DET
bracis-19073	48	18	similar	similar	ADJ
bracis-19073	48	19	architecture	architecture	NOUN
bracis-19073	48	20	.	.	PUNCT
bracis-19073	49	1	fig	fig	NOUN
bracis-19073	49	2	.	.	PUNCT
bracis-19073	50	1	1	1	X
bracis-19073	50	2	.	.	X
bracis-19073	50	3	candidate	candidate	NOUN
bracis-19073	50	4	cell	cell	NOUN
bracis-19073	50	5	to	to	PART
bracis-19073	50	6	be	be	AUX
bracis-19073	50	7	a	a	DET
bracis-19073	50	8	lymphoblast	lymphoblast	NOUN
bracis-19073	50	9	,	,	PUNCT
bracis-19073	50	10	from	from	ADP
bracis-19073	50	11	all	all	DET
bracis-19073	50	12	-	-	PUNCT
bracis-19073	50	13	idb	idb	PROPN
bracis-19073	50	14	dataset	dataset	NOUN
bracis-19073	50	15	[	[	X
bracis-19073	50	16	28	28	NUM
bracis-19073	50	17	]	]	PUNCT
bracis-19073	50	18	.	.	PUNCT
bracis-19073	51	1	full	full	ADJ
bracis-19073	51	2	size	size	NOUN
bracis-19073	51	3	image	image	NOUN
bracis-19073	51	4	the	the	DET
bracis-19073	51	5	paper	paper	NOUN
bracis-19073	51	6	is	be	AUX
bracis-19073	51	7	structured	structure	VERB
bracis-19073	51	8	as	as	SCONJ
bracis-19073	51	9	follows	follow	VERB
bracis-19073	51	10	:	:	PUNCT
bracis-19073	51	11	sect	sect	NOUN
bracis-19073	51	12	.	.	PUNCT
bracis-19073	51	13	 	 	SPACE
bracis-19073	52	1	2	2	NUM
bracis-19073	52	2	presents	present	VERB
bracis-19073	52	3	the	the	DET
bracis-19073	52	4	medical	medical	ADJ
bracis-19073	52	5	problem	problem	NOUN
bracis-19073	52	6	of	of	ADP
bracis-19073	52	7	acute	acute	ADJ
bracis-19073	52	8	lymphoblastic	lymphoblastic	ADJ
bracis-19073	52	9	leukemia	leukemia	NOUN
bracis-19073	52	10	and	and	CCONJ
bracis-19073	52	11	presents	present	VERB
bracis-19073	52	12	a	a	DET
bracis-19073	52	13	literature	literature	NOUN
bracis-19073	52	14	review	review	NOUN
bracis-19073	52	15	on	on	ADP
bracis-19073	52	16	the	the	DET
bracis-19073	52	17	computer	computer	NOUN
bracis-19073	52	18	-	-	PUNCT
bracis-19073	52	19	aided	aid	VERB
bracis-19073	52	20	diagnosis	diagnosis	NOUN
bracis-19073	52	21	of	of	ADP
bracis-19073	52	22	leukemia	leukemia	NOUN
bracis-19073	52	23	.	.	PUNCT
bracis-19073	53	1	section	section	NOUN
bracis-19073	53	2	 	 	SPACE
bracis-19073	53	3	3	3	NUM
bracis-19073	53	4	addresses	address	NOUN
bracis-19073	53	5	real	real	ADV
bracis-19073	53	6	-	-	PUNCT
bracis-19073	53	7	valued	value	VERB
bracis-19073	53	8	and	and	CCONJ
bracis-19073	53	9	quaternion	quaternion	NOUN
bracis-19073	53	10	-	-	PUNCT
bracis-19073	53	11	valued	value	VERB
bracis-19073	53	12	convolutional	convolutional	ADJ
bracis-19073	53	13	neural	neural	ADJ
bracis-19073	53	14	networks	network	NOUN
bracis-19073	53	15	.	.	PUNCT
bracis-19073	54	1	the	the	DET
bracis-19073	54	2	experimental	experimental	ADJ
bracis-19073	54	3	results	result	NOUN
bracis-19073	54	4	are	be	AUX
bracis-19073	54	5	detailed	detail	VERB
bracis-19073	54	6	in	in	ADP
bracis-19073	54	7	sect	sect	NOUN
bracis-19073	54	8	.	.	PUNCT
bracis-19073	54	9	 	 	SPACE
bracis-19073	55	1	4	4	X
bracis-19073	55	2	.	.	PUNCT
bracis-19073	56	1	the	the	DET
bracis-19073	56	2	sect	sect	NOUN
bracis-19073	56	3	.	.	PUNCT
bracis-19073	56	4	 	 	SPACE
bracis-19073	57	1	5	5	NUM
bracis-19073	57	2	presents	present	VERB
bracis-19073	57	3	the	the	DET
bracis-19073	57	4	concluding	concluding	NOUN
bracis-19073	57	5	remarks	remark	NOUN
bracis-19073	57	6	and	and	CCONJ
bracis-19073	57	7	future	future	ADJ
bracis-19073	57	8	works	work	NOUN
bracis-19073	57	9	.	.	PUNCT
bracis-19073	58	1	2	2	NUM
bracis-19073	58	2	acute	acute	ADJ
bracis-19073	58	3	lymphoblastic	lymphoblastic	ADJ
bracis-19073	58	4	leukemia	leukemia	NOUN
bracis-19073	58	5	(	(	PUNCT
bracis-19073	58	6	all	all	ADV
bracis-19073	58	7	)	)	PUNCT
bracis-19073	58	8	according	accord	VERB
bracis-19073	58	9	to	to	ADP
bracis-19073	58	10	the	the	DET
bracis-19073	58	11	national	national	PROPN
bracis-19073	58	12	cancer	cancer	PROPN
bracis-19073	58	13	institute	institute	PROPN
bracis-19073	58	14	of	of	ADP
bracis-19073	58	15	the	the	DET
bracis-19073	58	16	united	united	PROPN
bracis-19073	58	17	states	states	PROPN
bracis-19073	58	18	,	,	PUNCT
bracis-19073	58	19	acute	acute	ADJ
bracis-19073	58	20	lymphoblastic	lymphoblastic	ADJ
bracis-19073	58	21	leukemia	leukemia	NOUN
bracis-19073	58	22	(	(	PUNCT
bracis-19073	58	23	all	all	PRON
bracis-19073	58	24	)	)	PUNCT
bracis-19073	58	25	is	be	AUX
bracis-19073	58	26	a	a	DET
bracis-19073	58	27	type	type	NOUN
bracis-19073	58	28	of	of	ADP
bracis-19073	58	29	leukemia	leukemia	NOUN
bracis-19073	58	30	,	,	PUNCT
bracis-19073	58	31	cancer	cancer	NOUN
bracis-19073	58	32	in	in	ADP
bracis-19073	58	33	the	the	DET
bracis-19073	58	34	blood	blood	NOUN
bracis-19073	58	35	,	,	PUNCT
bracis-19073	58	36	that	that	PRON
bracis-19073	58	37	appears	appear	VERB
bracis-19073	58	38	and	and	CCONJ
bracis-19073	58	39	multiplies	multiply	VERB
bracis-19073	58	40	rapidly	rapidly	ADV
bracis-19073	58	41	[	[	X
bracis-19073	58	42	32	32	NUM
bracis-19073	58	43	]	]	PUNCT
bracis-19073	58	44	.	.	PUNCT
bracis-19073	59	1	all	all	PRON
bracis-19073	59	2	is	be	AUX
bracis-19073	59	3	characterized	characterize	VERB
bracis-19073	59	4	by	by	ADP
bracis-19073	59	5	the	the	DET
bracis-19073	59	6	presence	presence	NOUN
bracis-19073	59	7	of	of	ADP
bracis-19073	59	8	many	many	ADJ
bracis-19073	59	9	lymphoblasts	lymphoblast	NOUN
bracis-19073	59	10	in	in	ADP
bracis-19073	59	11	the	the	DET
bracis-19073	59	12	blood	blood	NOUN
bracis-19073	59	13	and	and	CCONJ
bracis-19073	59	14	also	also	ADV
bracis-19073	59	15	in	in	ADP
bracis-19073	59	16	the	the	DET
bracis-19073	59	17	bone	bone	NOUN
bracis-19073	59	18	marrow	marrow	NOUN
bracis-19073	59	19	.	.	PUNCT
bracis-19073	60	1	in	in	ADP
bracis-19073	60	2	this	this	DET
bracis-19073	60	3	context	context	NOUN
bracis-19073	60	4	,	,	PUNCT
bracis-19073	60	5	a	a	DET
bracis-19073	60	6	lymphoblast	lymphoblast	NOUN
bracis-19073	60	7	is	be	AUX
bracis-19073	60	8	an	an	DET
bracis-19073	60	9	immature	immature	ADJ
bracis-19073	60	10	cell	cell	NOUN
bracis-19073	60	11	that	that	PRON
bracis-19073	60	12	can	can	AUX
bracis-19073	60	13	be	be	AUX
bracis-19073	60	14	converted	convert	VERB
bracis-19073	60	15	into	into	ADP
bracis-19073	60	16	a	a	DET
bracis-19073	60	17	mature	mature	ADJ
bracis-19073	60	18	lymphocyte	lymphocyte	NOUN
bracis-19073	60	19	[	[	X
bracis-19073	60	20	33	33	NUM
bracis-19073	60	21	]	]	PUNCT
bracis-19073	60	22	.	.	PUNCT
bracis-19073	61	1	there	there	PRON
bracis-19073	61	2	are	be	VERB
bracis-19073	61	3	several	several	ADJ
bracis-19073	61	4	methods	method	NOUN
bracis-19073	61	5	used	use	VERB
bracis-19073	61	6	for	for	ADP
bracis-19073	61	7	the	the	DET
bracis-19073	61	8	diagnosis	diagnosis	NOUN
bracis-19073	61	9	of	of	ADP
bracis-19073	61	10	all	all	PRON
bracis-19073	61	11	that	that	PRON
bracis-19073	61	12	can	can	AUX
bracis-19073	61	13	be	be	AUX
bracis-19073	61	14	found	find	VERB
bracis-19073	61	15	in	in	ADP
bracis-19073	61	16	the	the	DET
bracis-19073	61	17	literature	literature	NOUN
bracis-19073	61	18	[	[	X
bracis-19073	61	19	34	34	NUM
bracis-19073	61	20	]	]	PUNCT
bracis-19073	61	21	,	,	PUNCT
bracis-19073	61	22	including	include	VERB
bracis-19073	61	23	the	the	DET
bracis-19073	61	24	peripheral	peripheral	ADJ
bracis-19073	61	25	blood	blood	NOUN
bracis-19073	61	26	smear	smear	NOUN
bracis-19073	61	27	technique	technique	NOUN
bracis-19073	61	28	[	[	X
bracis-19073	61	29	23	23	NUM
bracis-19073	61	30	]	]	PUNCT
bracis-19073	61	31	.	.	PUNCT
bracis-19073	62	1	the	the	DET
bracis-19073	62	2	peripheral	peripheral	ADJ
bracis-19073	62	3	blood	blood	NOUN
bracis-19073	62	4	smear	smear	NOUN
bracis-19073	62	5	technique	technique	NOUN
bracis-19073	62	6	allows	allow	VERB
bracis-19073	62	7	observing	observe	VERB
bracis-19073	62	8	the	the	DET
bracis-19073	62	9	information	information	NOUN
bracis-19073	62	10	of	of	ADP
bracis-19073	62	11	a	a	DET
bracis-19073	62	12	blood	blood	NOUN
bracis-19073	62	13	sample	sample	NOUN
bracis-19073	62	14	taken	take	VERB
bracis-19073	62	15	from	from	ADP
bracis-19073	62	16	the	the	DET
bracis-19073	62	17	patient	patient	NOUN
bracis-19073	62	18	through	through	ADP
bracis-19073	62	19	a	a	DET
bracis-19073	62	20	microscope	microscope	NOUN
bracis-19073	62	21	.	.	PUNCT
bracis-19073	63	1	a	a	DET
bracis-19073	63	2	specialist	specialist	NOUN
bracis-19073	63	3	(	(	PUNCT
bracis-19073	63	4	hematologist	hematologist	NOUN
bracis-19073	63	5	)	)	PUNCT
bracis-19073	63	6	counts	count	VERB
bracis-19073	63	7	the	the	DET
bracis-19073	63	8	number	number	NOUN
bracis-19073	63	9	of	of	ADP
bracis-19073	63	10	lymphoblasts	lymphoblast	NOUN
bracis-19073	63	11	observed	observe	VERB
bracis-19073	63	12	by	by	ADP
bracis-19073	63	13	microscope	microscope	NOUN
bracis-19073	63	14	and	and	CCONJ
bracis-19073	63	15	,	,	PUNCT
bracis-19073	63	16	based	base	VERB
bracis-19073	63	17	on	on	ADP
bracis-19073	63	18	that	that	PRON
bracis-19073	63	19	,	,	PUNCT
bracis-19073	63	20	makes	make	VERB
bracis-19073	63	21	a	a	DET
bracis-19073	63	22	diagnosis	diagnosis	NOUN
bracis-19073	63	23	[	[	X
bracis-19073	63	24	45	45	NUM
bracis-19073	63	25	]	]	PUNCT
bracis-19073	63	26	.	.	PUNCT
bracis-19073	64	1	figure	figure	NOUN
bracis-19073	64	2	 	 	SPACE
bracis-19073	64	3	2	2	NUM
bracis-19073	64	4	shows	show	VERB
bracis-19073	64	5	a	a	DET
bracis-19073	64	6	picture	picture	NOUN
bracis-19073	64	7	of	of	ADP
bracis-19073	64	8	a	a	DET
bracis-19073	64	9	blood	blood	NOUN
bracis-19073	64	10	smear	smear	NOUN
bracis-19073	64	11	that	that	PRON
bracis-19073	64	12	a	a	DET
bracis-19073	64	13	hematologist	hematologist	NOUN
bracis-19073	64	14	sees	see	VERB
bracis-19073	64	15	for	for	ADP
bracis-19073	64	16	analysis	analysis	NOUN
bracis-19073	64	17	.	.	PUNCT
bracis-19073	65	1	it	it	PRON
bracis-19073	65	2	is	be	AUX
bracis-19073	65	3	worth	worth	ADJ
bracis-19073	65	4	mentioning	mention	VERB
bracis-19073	65	5	that	that	SCONJ
bracis-19073	65	6	the	the	DET
bracis-19073	65	7	white	white	ADJ
bracis-19073	65	8	cells	cell	NOUN
bracis-19073	65	9	appear	appear	VERB
bracis-19073	65	10	stained	stain	VERB
bracis-19073	65	11	with	with	ADP
bracis-19073	65	12	a	a	DET
bracis-19073	65	13	bluish	bluish	ADJ
bracis-19073	65	14	-	-	PUNCT
bracis-19073	65	15	purple	purple	NOUN
bracis-19073	65	16	coloration	coloration	NOUN
bracis-19073	65	17	,	,	PUNCT
bracis-19073	65	18	which	which	PRON
bracis-19073	65	19	serves	serve	VERB
bracis-19073	65	20	as	as	ADP
bracis-19073	65	21	a	a	DET
bracis-19073	65	22	guide	guide	NOUN
bracis-19073	65	23	to	to	PART
bracis-19073	65	24	find	find	VERB
bracis-19073	65	25	lymphoblasts	lymphoblast	NOUN
bracis-19073	65	26	.	.	PUNCT
bracis-19073	66	1	fig	fig	NOUN
bracis-19073	66	2	.	.	PUNCT
bracis-19073	67	1	2	2	X
bracis-19073	67	2	.	.	X
bracis-19073	67	3	blood	blood	NOUN
bracis-19073	67	4	smear	smear	NOUN
bracis-19073	67	5	image	image	NOUN
bracis-19073	67	6	from	from	ADP
bracis-19073	67	7	all	all	ADV
bracis-19073	67	8	-	-	PUNCT
bracis-19073	67	9	idb	idb	PROPN
bracis-19073	67	10	dataset	dataset	NOUN
bracis-19073	67	11	[	[	X
bracis-19073	67	12	28	28	NUM
bracis-19073	67	13	]	]	PUNCT
bracis-19073	67	14	.	.	PUNCT
bracis-19073	68	1	full	full	ADJ
bracis-19073	68	2	size	size	NOUN
bracis-19073	68	3	image	image	NOUN
bracis-19073	68	4	the	the	DET
bracis-19073	68	5	manual	manual	ADJ
bracis-19073	68	6	counting	counting	NOUN
bracis-19073	68	7	of	of	ADP
bracis-19073	68	8	lymphoblasts	lymphoblast	NOUN
bracis-19073	68	9	under	under	ADP
bracis-19073	68	10	the	the	DET
bracis-19073	68	11	microscope	microscope	NOUN
bracis-19073	68	12	is	be	AUX
bracis-19073	68	13	a	a	DET
bracis-19073	68	14	somewhat	somewhat	ADV
bracis-19073	68	15	dull	dull	ADJ
bracis-19073	68	16	task	task	NOUN
bracis-19073	68	17	that	that	PRON
bracis-19073	68	18	takes	take	VERB
bracis-19073	68	19	much	much	ADJ
bracis-19073	68	20	time	time	NOUN
bracis-19073	68	21	from	from	ADP
bracis-19073	68	22	a	a	DET
bracis-19073	68	23	professional	professional	NOUN
bracis-19073	68	24	who	who	PRON
bracis-19073	68	25	could	could	AUX
bracis-19073	68	26	be	be	AUX
bracis-19073	68	27	more	more	ADV
bracis-19073	68	28	productive	productive	ADJ
bracis-19073	68	29	in	in	ADP
bracis-19073	68	30	other	other	ADJ
bracis-19073	68	31	matters	matter	NOUN
bracis-19073	68	32	.	.	PUNCT
bracis-19073	69	1	in	in	ADP
bracis-19073	69	2	effect	effect	NOUN
bracis-19073	69	3	,	,	PUNCT
bracis-19073	69	4	the	the	DET
bracis-19073	69	5	time	time	NOUN
bracis-19073	69	6	spent	spend	VERB
bracis-19073	69	7	analyzing	analyze	VERB
bracis-19073	69	8	the	the	DET
bracis-19073	69	9	microscope	microscope	NOUN
bracis-19073	69	10	image	image	NOUN
bracis-19073	69	11	has	have	VERB
bracis-19073	69	12	an	an	DET
bracis-19073	69	13	economical	economical	ADJ
bracis-19073	69	14	cost	cost	NOUN
bracis-19073	69	15	because	because	SCONJ
bracis-19073	69	16	a	a	DET
bracis-19073	69	17	specialist	specialist	NOUN
bracis-19073	69	18	has	have	VERB
bracis-19073	69	19	significant	significant	ADJ
bracis-19073	69	20	value	value	NOUN
bracis-19073	69	21	in	in	ADP
bracis-19073	69	22	the	the	DET
bracis-19073	69	23	labor	labor	NOUN
bracis-19073	69	24	market	market	NOUN
bracis-19073	69	25	.	.	PUNCT
bracis-19073	70	1	in	in	ADP
bracis-19073	70	2	addition	addition	NOUN
bracis-19073	70	3	,	,	PUNCT
bracis-19073	70	4	the	the	DET
bracis-19073	70	5	analysis	analysis	NOUN
bracis-19073	70	6	can	can	AUX
bracis-19073	70	7	be	be	AUX
bracis-19073	70	8	affected	affect	VERB
bracis-19073	70	9	by	by	ADP
bracis-19073	70	10	human	human	ADJ
bracis-19073	70	11	factors	factor	NOUN
bracis-19073	70	12	such	such	ADJ
bracis-19073	70	13	as	as	ADP
bracis-19073	70	14	tiredness	tiredness	NOUN
bracis-19073	70	15	and	and	CCONJ
bracis-19073	70	16	stress	stress	NOUN
bracis-19073	70	17	.	.	PUNCT
bracis-19073	71	1	the	the	DET
bracis-19073	71	2	operator	operator	NOUN
bracis-19073	71	3	’s	’s	PART
bracis-19073	71	4	experience	experience	NOUN
bracis-19073	71	5	also	also	ADV
bracis-19073	71	6	plays	play	VERB
bracis-19073	71	7	an	an	DET
bracis-19073	71	8	important	important	ADJ
bracis-19073	71	9	role	role	NOUN
bracis-19073	71	10	,	,	PUNCT
bracis-19073	71	11	and	and	CCONJ
bracis-19073	71	12	therefore	therefore	ADV
bracis-19073	71	13	,	,	PUNCT
bracis-19073	71	14	there	there	PRON
bracis-19073	71	15	is	be	VERB
bracis-19073	71	16	a	a	DET
bracis-19073	71	17	subjectivity	subjectivity	NOUN
bracis-19073	71	18	component	component	NOUN
bracis-19073	71	19	affecting	affect	VERB
bracis-19073	71	20	the	the	DET
bracis-19073	71	21	results	result	NOUN
bracis-19073	71	22	of	of	ADP
bracis-19073	71	23	the	the	DET
bracis-19073	71	24	lymphoblast	lymphoblast	NOUN
bracis-19073	71	25	count	count	NOUN
bracis-19073	71	26	.	.	PUNCT
bracis-19073	72	1	for	for	ADP
bracis-19073	72	2	these	these	DET
bracis-19073	72	3	reasons	reason	NOUN
bracis-19073	72	4	,	,	PUNCT
bracis-19073	72	5	computational	computational	ADJ
bracis-19073	72	6	models	model	NOUN
bracis-19073	72	7	to	to	PART
bracis-19073	72	8	perform	perform	VERB
bracis-19073	72	9	automatic	automatic	ADJ
bracis-19073	72	10	lymphoblast	lymphoblast	NOUN
bracis-19073	72	11	counting	counting	NOUN
bracis-19073	72	12	in	in	ADP
bracis-19073	72	13	a	a	DET
bracis-19073	72	14	blood	blood	NOUN
bracis-19073	72	15	smear	smear	NOUN
bracis-19073	72	16	image	image	NOUN
bracis-19073	72	17	have	have	AUX
bracis-19073	72	18	been	be	AUX
bracis-19073	72	19	proposed	propose	VERB
bracis-19073	72	20	in	in	ADP
bracis-19073	72	21	the	the	DET
bracis-19073	72	22	literature	literature	NOUN
bracis-19073	72	23	[	[	X
bracis-19073	72	24	42	42	NUM
bracis-19073	72	25	]	]	PUNCT
bracis-19073	72	26	.	.	PUNCT
bracis-19073	73	1	many	many	ADJ
bracis-19073	73	2	methods	method	NOUN
bracis-19073	73	3	divide	divide	VERB
bracis-19073	73	4	the	the	DET
bracis-19073	73	5	problem	problem	NOUN
bracis-19073	73	6	of	of	ADP
bracis-19073	73	7	automatic	automatic	ADJ
bracis-19073	73	8	lymphoblast	lymphoblast	NOUN
bracis-19073	73	9	counting	counting	NOUN
bracis-19073	73	10	into	into	ADP
bracis-19073	73	11	two	two	NUM
bracis-19073	73	12	stages	stage	NOUN
bracis-19073	73	13	.	.	PUNCT
bracis-19073	74	1	the	the	DET
bracis-19073	74	2	first	first	ADJ
bracis-19073	74	3	stage	stage	NOUN
bracis-19073	74	4	,	,	PUNCT
bracis-19073	74	5	usually	usually	ADV
bracis-19073	74	6	called	call	VERB
bracis-19073	74	7	the	the	DET
bracis-19073	74	8	identification	identification	NOUN
bracis-19073	74	9	phase	phase	NOUN
bracis-19073	74	10	,	,	PUNCT
bracis-19073	74	11	aims	aim	VERB
bracis-19073	74	12	to	to	PART
bracis-19073	74	13	find	find	VERB
bracis-19073	74	14	white	white	ADJ
bracis-19073	74	15	cells	cell	NOUN
bracis-19073	74	16	to	to	PART
bracis-19073	74	17	be	be	AUX
bracis-19073	74	18	lymphoblast	lymphoblast	VERB
bracis-19073	74	19	.	.	PUNCT
bracis-19073	75	1	labeling	label	VERB
bracis-19073	75	2	a	a	DET
bracis-19073	75	3	candidate	candidate	NOUN
bracis-19073	75	4	cell	cell	NOUN
bracis-19073	75	5	as	as	ADP
bracis-19073	75	6	a	a	DET
bracis-19073	75	7	lymphoblast	lymphoblast	NOUN
bracis-19073	75	8	or	or	CCONJ
bracis-19073	75	9	healthy	healthy	ADJ
bracis-19073	75	10	cell	cell	NOUN
bracis-19073	75	11	is	be	AUX
bracis-19073	75	12	performed	perform	VERB
bracis-19073	75	13	in	in	ADP
bracis-19073	75	14	the	the	DET
bracis-19073	75	15	second	second	ADJ
bracis-19073	75	16	stage	stage	NOUN
bracis-19073	75	17	,	,	PUNCT
bracis-19073	75	18	referred	refer	VERB
bracis-19073	75	19	to	to	ADP
bracis-19073	75	20	as	as	ADP
bracis-19073	75	21	the	the	DET
bracis-19073	75	22	classification	classification	NOUN
bracis-19073	75	23	phase	phase	NOUN
bracis-19073	75	24	.	.	PUNCT
bracis-19073	76	1	in	in	ADP
bracis-19073	76	2	this	this	DET
bracis-19073	76	3	paper	paper	NOUN
bracis-19073	76	4	,	,	PUNCT
bracis-19073	76	5	we	we	PRON
bracis-19073	76	6	use	use	VERB
bracis-19073	76	7	real	real	ADV
bracis-19073	76	8	-	-	PUNCT
bracis-19073	76	9	valued	value	VERB
bracis-19073	76	10	and	and	CCONJ
bracis-19073	76	11	quaternion	quaternion	NOUN
bracis-19073	76	12	-	-	PUNCT
bracis-19073	76	13	valued	value	VERB
bracis-19073	76	14	convolutional	convolutional	ADJ
bracis-19073	76	15	neural	neural	ADJ
bracis-19073	76	16	networks	network	NOUN
bracis-19073	76	17	to	to	PART
bracis-19073	76	18	classify	classify	VERB
bracis-19073	76	19	white	white	ADJ
bracis-19073	76	20	cells	cell	NOUN
bracis-19073	76	21	,	,	PUNCT
bracis-19073	76	22	that	that	ADV
bracis-19073	76	23	is	is	ADV
bracis-19073	76	24	,	,	PUNCT
bracis-19073	76	25	in	in	ADP
bracis-19073	76	26	the	the	DET
bracis-19073	76	27	second	second	ADJ
bracis-19073	76	28	stage	stage	NOUN
bracis-19073	76	29	of	of	ADP
bracis-19073	76	30	the	the	DET
bracis-19073	76	31	blood	blood	NOUN
bracis-19073	76	32	smear	smear	VERB
bracis-19073	76	33	image	image	NOUN
bracis-19073	76	34	analysis	analysis	NOUN
bracis-19073	76	35	.	.	PUNCT
bracis-19073	77	1	in	in	ADP
bracis-19073	77	2	the	the	DET
bracis-19073	77	3	following	follow	VERB
bracis-19073	77	4	sections	section	NOUN
bracis-19073	77	5	,	,	PUNCT
bracis-19073	77	6	we	we	PRON
bracis-19073	77	7	review	review	VERB
bracis-19073	77	8	real	real	ADV
bracis-19073	77	9	-	-	PUNCT
bracis-19073	77	10	valued	value	VERB
bracis-19073	77	11	and	and	CCONJ
bracis-19073	77	12	quaternion	quaternion	NOUN
bracis-19073	77	13	-	-	PUNCT
bracis-19073	77	14	valued	value	VERB
bracis-19073	77	15	neural	neural	ADJ
bracis-19073	77	16	networks	network	NOUN
bracis-19073	77	17	.	.	PUNCT
bracis-19073	78	1	before	before	ADV
bracis-19073	78	2	,	,	PUNCT
bracis-19073	78	3	however	however	ADV
bracis-19073	78	4	,	,	PUNCT
bracis-19073	78	5	we	we	PRON
bracis-19073	78	6	provide	provide	VERB
bracis-19073	78	7	a	a	DET
bracis-19073	78	8	literature	literature	NOUN
bracis-19073	78	9	review	review	NOUN
bracis-19073	78	10	on	on	ADP
bracis-19073	78	11	automatic	automatic	ADJ
bracis-19073	78	12	leukemia	leukemia	NOUN
bracis-19073	78	13	diagnosis	diagnosis	NOUN
bracis-19073	78	14	methods	method	NOUN
bracis-19073	78	15	.	.	PUNCT
bracis-19073	79	1	2.1	2.1	NUM
bracis-19073	79	2	computer	computer	NOUN
bracis-19073	79	3	-	-	PUNCT
bracis-19073	79	4	aided	aid	VERB
bracis-19073	79	5	diagnosis	diagnosis	NOUN
bracis-19073	79	6	of	of	ADP
bracis-19073	79	7	leukemia	leukemia	NOUN
bracis-19073	79	8	:	:	PUNCT
bracis-19073	79	9	literature	literature	NOUN
bracis-19073	79	10	review	review	PROPN
bracis-19073	79	11	current	current	ADJ
bracis-19073	79	12	literature	literature	NOUN
bracis-19073	79	13	has	have	AUX
bracis-19073	79	14	shown	show	VERB
bracis-19073	79	15	a	a	DET
bracis-19073	79	16	large	large	ADJ
bracis-19073	79	17	number	number	NOUN
bracis-19073	79	18	of	of	ADP
bracis-19073	79	19	studies	study	NOUN
bracis-19073	79	20	on	on	ADP
bracis-19073	79	21	computer	computer	NOUN
bracis-19073	79	22	-	-	PUNCT
bracis-19073	79	23	aided	aid	VERB
bracis-19073	79	24	leukemia	leukemia	NOUN
bracis-19073	79	25	diagnosis	diagnosis	NOUN
bracis-19073	79	26	with	with	ADP
bracis-19073	79	27	different	different	ADJ
bracis-19073	79	28	approaches	approach	NOUN
bracis-19073	79	29	,	,	PUNCT
bracis-19073	79	30	including	include	VERB
bracis-19073	79	31	support	support	NOUN
bracis-19073	79	32	vector	vector	NOUN
bracis-19073	79	33	machines	machine	NOUN
bracis-19073	79	34	(	(	PUNCT
bracis-19073	79	35	svm	svm	PROPN
bracis-19073	79	36	)	)	PUNCT
bracis-19073	79	37	,	,	PUNCT
bracis-19073	79	38	k	k	X
bracis-19073	79	39	-	-	PUNCT
bracis-19073	79	40	nearest	near	ADJ
bracis-19073	79	41	neighbor	neighbor	NOUN
bracis-19073	79	42	(	(	PUNCT
bracis-19073	79	43	k	k	NOUN
bracis-19073	79	44	-	-	PUNCT
bracis-19073	79	45	nn	nn	NOUN
bracis-19073	79	46	)	)	PUNCT
bracis-19073	79	47	,	,	PUNCT
bracis-19073	79	48	principal	principal	ADJ
bracis-19073	79	49	component	component	NOUN
bracis-19073	79	50	analysis	analysis	NOUN
bracis-19073	79	51	(	(	PUNCT
bracis-19073	79	52	pca	pca	NOUN
bracis-19073	79	53	)	)	PUNCT
bracis-19073	79	54	,	,	PUNCT
bracis-19073	79	55	naive	naive	ADJ
bracis-19073	79	56	bayes	bayes	NOUN
bracis-19073	79	57	classifier	classifier	NOUN
bracis-19073	79	58	,	,	PUNCT
bracis-19073	79	59	and	and	CCONJ
bracis-19073	79	60	random	random	ADJ
bracis-19073	79	61	forest	forest	NOUN
bracis-19073	80	1	[	[	X
bracis-19073	80	2	8	8	NUM
bracis-19073	80	3	]	]	PUNCT
bracis-19073	80	4	.	.	PUNCT
bracis-19073	81	1	in	in	ADP
bracis-19073	81	2	[	[	X
bracis-19073	81	3	26	26	NUM
bracis-19073	81	4	]	]	PUNCT
bracis-19073	81	5	,	,	PUNCT
bracis-19073	81	6	the	the	DET
bracis-19073	81	7	authors	author	NOUN
bracis-19073	81	8	used	use	VERB
bracis-19073	81	9	60	60	NUM
bracis-19073	81	10	sample	sample	NOUN
bracis-19073	81	11	images	image	NOUN
bracis-19073	81	12	to	to	PART
bracis-19073	81	13	develop	develop	VERB
bracis-19073	81	14	a	a	DET
bracis-19073	81	15	model	model	NOUN
bracis-19073	81	16	to	to	PART
bracis-19073	81	17	detected	detect	VERB
bracis-19073	81	18	all	all	PRON
bracis-19073	81	19	using	use	VERB
bracis-19073	81	20	knn	knn	PROPN
bracis-19073	81	21	and	and	CCONJ
bracis-19073	81	22	naive	naive	ADJ
bracis-19073	81	23	bayes	bayes	NOUN
bracis-19073	81	24	classifier	classifier	NOUN
bracis-19073	81	25	with	with	ADP
bracis-19073	81	26	92.8	92.8	NUM
bracis-19073	81	27	%	%	NOUN
bracis-19073	81	28	accuracy	accuracy	NOUN
bracis-19073	81	29	.	.	PUNCT
bracis-19073	82	1	a	a	DET
bracis-19073	82	2	method	method	NOUN
bracis-19073	82	3	to	to	PART
bracis-19073	82	4	extract	extract	VERB
bracis-19073	82	5	features	feature	NOUN
bracis-19073	82	6	of	of	ADP
bracis-19073	82	7	microscopic	microscopic	ADJ
bracis-19073	82	8	images	image	NOUN
bracis-19073	82	9	using	use	VERB
bracis-19073	82	10	discrete	discrete	ADJ
bracis-19073	82	11	orthogonal	orthogonal	ADJ
bracis-19073	82	12	stockwell	stockwell	PROPN
bracis-19073	82	13	transform	transform	NOUN
bracis-19073	82	14	(	(	PUNCT
bracis-19073	82	15	dost	dost	NOUN
bracis-19073	82	16	)	)	PUNCT
bracis-19073	82	17	and	and	CCONJ
bracis-19073	82	18	linear	linear	VERB
bracis-19073	82	19	discriminant	discriminant	ADJ
bracis-19073	82	20	analysis	analysis	NOUN
bracis-19073	82	21	(	(	PUNCT
bracis-19073	82	22	lda	lda	PROPN
bracis-19073	82	23	)	)	PUNCT
bracis-19073	82	24	has	have	AUX
bracis-19073	82	25	been	be	AUX
bracis-19073	82	26	proposed	propose	VERB
bracis-19073	82	27	in	in	ADP
bracis-19073	82	28	[	[	X
bracis-19073	82	29	31	31	NUM
bracis-19073	82	30	]	]	PUNCT
bracis-19073	82	31	.	.	PUNCT
bracis-19073	83	1	the	the	DET
bracis-19073	83	2	paper	paper	NOUN
bracis-19073	83	3	[	[	X
bracis-19073	83	4	50	50	NUM
bracis-19073	83	5	]	]	PUNCT
bracis-19073	83	6	applies	apply	VERB
bracis-19073	83	7	three	three	NUM
bracis-19073	83	8	pre	pre	ADJ
bracis-19073	83	9	-	-	ADJ
bracis-19073	83	10	trained	train	VERB
bracis-19073	83	11	cnn	cnn	PROPN
bracis-19073	83	12	architectures	architecture	NOUN
bracis-19073	83	13	to	to	PART
bracis-19073	83	14	extract	extract	VERB
bracis-19073	83	15	features	feature	NOUN
bracis-19073	83	16	for	for	ADP
bracis-19073	83	17	image	image	NOUN
bracis-19073	83	18	classification	classification	NOUN
bracis-19073	83	19	.	.	PUNCT
bracis-19073	84	1	in	in	ADP
bracis-19073	84	2	[	[	X
bracis-19073	84	3	2	2	NUM
bracis-19073	84	4	]	]	PUNCT
bracis-19073	84	5	,	,	PUNCT
bracis-19073	84	6	a	a	DET
bracis-19073	84	7	cnn	cnn	NOUN
bracis-19073	84	8	reached	reach	VERB
bracis-19073	84	9	88.25	88.25	NUM
bracis-19073	84	10	%	%	NOUN
bracis-19073	84	11	of	of	ADP
bracis-19073	84	12	accuracy	accuracy	NOUN
bracis-19073	84	13	in	in	ADP
bracis-19073	84	14	classifying	classify	VERB
bracis-19073	84	15	all	all	PRON
bracis-19073	84	16	versus	versus	ADP
bracis-19073	84	17	healthy	healthy	ADJ
bracis-19073	84	18	cells	cell	NOUN
bracis-19073	84	19	.	.	PUNCT
bracis-19073	85	1	to	to	PART
bracis-19073	85	2	distinguish	distinguish	VERB
bracis-19073	85	3	between	between	ADP
bracis-19073	85	4	the	the	DET
bracis-19073	85	5	four	four	NUM
bracis-19073	85	6	subtypes	subtype	NOUN
bracis-19073	85	7	of	of	ADP
bracis-19073	85	8	leukemia	leukemia	NOUN
bracis-19073	85	9	,	,	PUNCT
bracis-19073	85	10	this	this	DET
bracis-19073	85	11	cnn	cnn	PROPN
bracis-19073	85	12	hits	hit	VERB
bracis-19073	85	13	81.74	81.74	NUM
bracis-19073	85	14	%	%	NOUN
bracis-19073	85	15	accuracy	accuracy	NOUN
bracis-19073	85	16	.	.	PUNCT
bracis-19073	86	1	using	use	VERB
bracis-19073	86	2	all	all	DET
bracis-19073	86	3	-	-	PUNCT
bracis-19073	86	4	idb	idb	PROPN
bracis-19073	86	5	dataset	dataset	NOUN
bracis-19073	86	6	,	,	PUNCT
bracis-19073	86	7	[	[	X
bracis-19073	86	8	1	1	NUM
bracis-19073	86	9	]	]	PUNCT
bracis-19073	86	10	presents	present	VERB
bracis-19073	86	11	a	a	DET
bracis-19073	86	12	k	k	ADJ
bracis-19073	86	13	-	-	PUNCT
bracis-19073	86	14	medoids	medoid	NOUN
bracis-19073	86	15	algorithm	algorithm	NOUN
bracis-19073	86	16	with	with	ADP
bracis-19073	86	17	98.60	98.60	NUM
bracis-19073	86	18	%	%	NOUN
bracis-19073	86	19	accuracy	accuracy	NOUN
bracis-19073	86	20	to	to	PART
bracis-19073	86	21	classify	classify	VERB
bracis-19073	86	22	white	white	ADJ
bracis-19073	86	23	blood	blood	NOUN
bracis-19073	86	24	cells	cell	NOUN
bracis-19073	86	25	.	.	PUNCT
bracis-19073	87	1	furthermore	furthermore	ADV
bracis-19073	87	2	,	,	PUNCT
bracis-19073	87	3	a	a	DET
bracis-19073	87	4	method	method	NOUN
bracis-19073	87	5	based	base	VERB
bracis-19073	87	6	on	on	ADP
bracis-19073	87	7	generative	generative	ADJ
bracis-19073	87	8	adversarial	adversarial	ADJ
bracis-19073	87	9	optimization	optimization	NOUN
bracis-19073	87	10	(	(	PUNCT
bracis-19073	87	11	gao	gao	PROPN
bracis-19073	87	12	)	)	PUNCT
bracis-19073	88	1	[	[	X
bracis-19073	88	2	49	49	NUM
bracis-19073	88	3	]	]	PUNCT
bracis-19073	88	4	,	,	PUNCT
bracis-19073	88	5	a	a	DET
bracis-19073	88	6	neural	neural	ADJ
bracis-19073	88	7	network	network	NOUN
bracis-19073	88	8	with	with	ADP
bracis-19073	88	9	statistic	statistic	ADJ
bracis-19073	88	10	features	feature	NOUN
bracis-19073	88	11	[	[	X
bracis-19073	88	12	5	5	NUM
bracis-19073	88	13	]	]	PUNCT
bracis-19073	88	14	,	,	PUNCT
bracis-19073	88	15	and	and	CCONJ
bracis-19073	88	16	a	a	DET
bracis-19073	88	17	deep	deep	ADJ
bracis-19073	88	18	cnn	cnn	NOUN
bracis-19073	88	19	with	with	ADP
bracis-19073	88	20	chronological	chronological	ADJ
bracis-19073	88	21	sine	sine	ADJ
bracis-19073	88	22	-	-	PUNCT
bracis-19073	88	23	cosine	cosine	NOUN
bracis-19073	88	24	algorithm	algorithm	NOUN
bracis-19073	88	25	(	(	PUNCT
bracis-19073	88	26	sca	sca	PROPN
bracis-19073	88	27	)	)	PUNCT
bracis-19073	89	1	[	[	X
bracis-19073	89	2	21	21	NUM
bracis-19073	89	3	]	]	PUNCT
bracis-19073	89	4	have	have	AUX
bracis-19073	89	5	been	be	AUX
bracis-19073	89	6	proposed	propose	VERB
bracis-19073	89	7	for	for	ADP
bracis-19073	89	8	all	all	DET
bracis-19073	89	9	detection	detection	NOUN
bracis-19073	89	10	with	with	ADP
bracis-19073	89	11	93.84	93.84	NUM
bracis-19073	89	12	%	%	NOUN
bracis-19073	89	13	,	,	PUNCT
bracis-19073	89	14	97.07	97.07	NUM
bracis-19073	89	15	%	%	NOUN
bracis-19073	89	16	,	,	PUNCT
bracis-19073	89	17	and	and	CCONJ
bracis-19073	89	18	98.70	98.70	NUM
bracis-19073	89	19	%	%	NOUN
bracis-19073	89	20	accuracy	accuracy	NOUN
bracis-19073	89	21	,	,	PUNCT
bracis-19073	89	22	respectively	respectively	ADV
bracis-19073	89	23	.	.	PUNCT
bracis-19073	90	1	a	a	DET
bracis-19073	90	2	table	table	NOUN
bracis-19073	90	3	summarizing	summarize	VERB
bracis-19073	90	4	the	the	DET
bracis-19073	90	5	results	result	NOUN
bracis-19073	90	6	from	from	ADP
bracis-19073	90	7	16	16	NUM
bracis-19073	90	8	papers	paper	NOUN
bracis-19073	90	9	on	on	ADP
bracis-19073	90	10	automated	automate	VERB
bracis-19073	90	11	detection	detection	NOUN
bracis-19073	90	12	of	of	ADP
bracis-19073	90	13	leukemia	leukemia	NOUN
bracis-19073	90	14	and	and	CCONJ
bracis-19073	90	15	its	its	PRON
bracis-19073	90	16	subtypes	subtype	NOUN
bracis-19073	90	17	can	can	AUX
bracis-19073	90	18	be	be	AUX
bracis-19073	90	19	found	find	VERB
bracis-19073	90	20	in	in	ADP
bracis-19073	90	21	[	[	X
bracis-19073	90	22	8	8	NUM
bracis-19073	90	23	]	]	PUNCT
bracis-19073	90	24	.	.	PUNCT
bracis-19073	91	1	this	this	DET
bracis-19073	91	2	reference	reference	NOUN
bracis-19073	91	3	also	also	ADV
bracis-19073	91	4	presents	present	VERB
bracis-19073	91	5	a	a	DET
bracis-19073	91	6	framework	framework	NOUN
bracis-19073	91	7	for	for	ADP
bracis-19073	91	8	automated	automate	VERB
bracis-19073	91	9	leukemia	leukemia	NOUN
bracis-19073	91	10	diagnosis	diagnosis	NOUN
bracis-19073	91	11	based	base	VERB
bracis-19073	91	12	on	on	ADP
bracis-19073	91	13	the	the	DET
bracis-19073	91	14	resnet-34	resnet-34	PROPN
bracis-19073	92	1	[	[	X
bracis-19073	92	2	15	15	NUM
bracis-19073	92	3	]	]	PUNCT
bracis-19073	92	4	and	and	CCONJ
bracis-19073	92	5	the	the	DET
bracis-19073	92	6	densenet-121	densenet-121	NOUN
bracis-19073	92	7	[	[	X
bracis-19073	92	8	19	19	NUM
bracis-19073	92	9	]	]	PUNCT
bracis-19073	92	10	.	.	PUNCT
bracis-19073	93	1	the	the	DET
bracis-19073	93	2	accuracy	accuracy	NOUN
bracis-19073	93	3	reported	report	VERB
bracis-19073	93	4	was	be	AUX
bracis-19073	93	5	99.56	99.56	NUM
bracis-19073	93	6	%	%	NOUN
bracis-19073	93	7	for	for	ADP
bracis-19073	93	8	the	the	DET
bracis-19073	93	9	resnet-34	resnet-34	PROPN
bracis-19073	93	10	and	and	CCONJ
bracis-19073	93	11	99.91	99.91	NUM
bracis-19073	93	12	%	%	NOUN
bracis-19073	93	13	for	for	ADP
bracis-19073	93	14	the	the	DET
bracis-19073	93	15	densenet-121	densenet-121	NOUN
bracis-19073	93	16	[	[	X
bracis-19073	93	17	8	8	NUM
bracis-19073	93	18	]	]	PUNCT
bracis-19073	93	19	.	.	PUNCT
bracis-19073	94	1	3	3	NUM
bracis-19073	94	2	convolutional	convolutional	ADJ
bracis-19073	94	3	neural	neural	ADJ
bracis-19073	94	4	networks	network	NOUN
bracis-19073	94	5	in	in	ADP
bracis-19073	94	6	many	many	ADJ
bracis-19073	94	7	machine	machine	NOUN
bracis-19073	94	8	learning	learn	VERB
bracis-19073	94	9	applications	application	NOUN
bracis-19073	94	10	,	,	PUNCT
bracis-19073	94	11	identifying	identify	VERB
bracis-19073	94	12	appropriate	appropriate	ADJ
bracis-19073	94	13	representations	representation	NOUN
bracis-19073	94	14	of	of	ADP
bracis-19073	94	15	a	a	DET
bracis-19073	94	16	large	large	ADJ
bracis-19073	94	17	amount	amount	NOUN
bracis-19073	94	18	of	of	ADP
bracis-19073	94	19	data	datum	NOUN
bracis-19073	94	20	is	be	AUX
bracis-19073	94	21	usually	usually	ADV
bracis-19073	94	22	challenging	challenge	VERB
bracis-19073	94	23	.	.	PUNCT
bracis-19073	95	1	a	a	DET
bracis-19073	95	2	successful	successful	ADJ
bracis-19073	95	3	model	model	NOUN
bracis-19073	95	4	must	must	AUX
bracis-19073	95	5	efficiently	efficiently	ADV
bracis-19073	95	6	encode	encode	VERB
bracis-19073	95	7	local	local	ADJ
bracis-19073	95	8	relations	relation	NOUN
bracis-19073	95	9	within	within	ADP
bracis-19073	95	10	the	the	DET
bracis-19073	95	11	input	input	NOUN
bracis-19073	95	12	resources	resource	NOUN
bracis-19073	95	13	and	and	CCONJ
bracis-19073	95	14	their	their	PRON
bracis-19073	95	15	structural	structural	ADJ
bracis-19073	95	16	relations	relation	NOUN
bracis-19073	95	17	.	.	PUNCT
bracis-19073	96	1	moreover	moreover	ADV
bracis-19073	96	2	,	,	PUNCT
bracis-19073	96	3	an	an	DET
bracis-19073	96	4	adequate	adequate	ADJ
bracis-19073	96	5	representation	representation	NOUN
bracis-19073	96	6	of	of	ADP
bracis-19073	96	7	data	datum	NOUN
bracis-19073	96	8	also	also	ADV
bracis-19073	96	9	offers	offer	VERB
bracis-19073	96	10	a	a	DET
bracis-19073	96	11	positive	positive	ADJ
bracis-19073	96	12	side	side	NOUN
bracis-19073	96	13	effect	effect	NOUN
bracis-19073	96	14	by	by	ADP
bracis-19073	96	15	reducing	reduce	VERB
bracis-19073	96	16	the	the	DET
bracis-19073	96	17	number	number	NOUN
bracis-19073	96	18	of	of	ADP
bracis-19073	96	19	neural	neural	ADJ
bracis-19073	96	20	parameters	parameter	NOUN
bracis-19073	96	21	needed	need	VERB
bracis-19073	96	22	to	to	PART
bracis-19073	96	23	well	well	ADV
bracis-19073	96	24	-	-	PUNCT
bracis-19073	96	25	learn	learn	VERB
bracis-19073	96	26	the	the	DET
bracis-19073	96	27	input	input	NOUN
bracis-19073	96	28	features	feature	NOUN
bracis-19073	96	29	,	,	PUNCT
bracis-19073	96	30	leading	lead	VERB
bracis-19073	96	31	to	to	ADP
bracis-19073	96	32	a	a	DET
bracis-19073	96	33	natural	natural	ADJ
bracis-19073	96	34	solution	solution	NOUN
bracis-19073	96	35	to	to	ADP
bracis-19073	96	36	the	the	DET
bracis-19073	96	37	overfitting	overfitte	VERB
bracis-19073	96	38	phenomenon	phenomenon	NOUN
bracis-19073	96	39	[	[	X
bracis-19073	96	40	38	38	NUM
bracis-19073	96	41	]	]	PUNCT
bracis-19073	96	42	.	.	PUNCT
bracis-19073	97	1	convolutional	convolutional	ADJ
bracis-19073	97	2	neural	neural	ADJ
bracis-19073	97	3	networks	network	NOUN
bracis-19073	97	4	(	(	PUNCT
bracis-19073	97	5	cnn	cnn	PROPN
bracis-19073	97	6	)	)	PUNCT
bracis-19073	97	7	are	be	AUX
bracis-19073	97	8	feed	feed	NOUN
bracis-19073	97	9	-	-	PUNCT
bracis-19073	97	10	forward	forward	ADV
bracis-19073	97	11	neural	neural	ADJ
bracis-19073	97	12	networks	network	NOUN
bracis-19073	97	13	with	with	ADP
bracis-19073	97	14	a	a	DET
bracis-19073	97	15	robust	robust	ADJ
bracis-19073	97	16	feature	feature	NOUN
bracis-19073	97	17	representation	representation	NOUN
bracis-19073	97	18	method	method	NOUN
bracis-19073	97	19	widely	widely	ADV
bracis-19073	97	20	applied	apply	VERB
bracis-19073	97	21	in	in	ADP
bracis-19073	97	22	machine	machine	NOUN
bracis-19073	97	23	learning	learning	NOUN
bracis-19073	97	24	.	.	PUNCT
bracis-19073	98	1	for	for	ADP
bracis-19073	98	2	example	example	NOUN
bracis-19073	98	3	,	,	PUNCT
bracis-19073	98	4	the	the	DET
bracis-19073	98	5	resnet	resnet	NOUN
bracis-19073	98	6	set	set	VERB
bracis-19073	98	7	a	a	DET
bracis-19073	98	8	milestone	milestone	NOUN
bracis-19073	98	9	in	in	ADP
bracis-19073	98	10	2015	2015	NUM
bracis-19073	98	11	by	by	ADP
bracis-19073	98	12	outperforming	outperform	VERB
bracis-19073	98	13	humans	human	NOUN
bracis-19073	98	14	in	in	ADP
bracis-19073	98	15	the	the	DET
bracis-19073	98	16	imagenet	imagenet	NOUN
bracis-19073	98	17	competition	competition	NOUN
bracis-19073	98	18	[	[	X
bracis-19073	98	19	10	10	NUM
bracis-19073	98	20	,	,	PUNCT
bracis-19073	98	21	15	15	NUM
bracis-19073	98	22	]	]	PUNCT
bracis-19073	98	23	.	.	PUNCT
bracis-19073	99	1	the	the	DET
bracis-19073	99	2	successful	successful	ADJ
bracis-19073	99	3	alexnet	alexnet	NOUN
bracis-19073	99	4	[	[	X
bracis-19073	99	5	25	25	NUM
bracis-19073	99	6	]	]	PUNCT
bracis-19073	99	7	also	also	ADV
bracis-19073	99	8	inspired	inspire	VERB
bracis-19073	99	9	the	the	DET
bracis-19073	99	10	development	development	NOUN
bracis-19073	99	11	of	of	ADP
bracis-19073	99	12	many	many	ADJ
bracis-19073	99	13	novel	novel	ADJ
bracis-19073	99	14	cnns	cnn	NOUN
bracis-19073	99	15	including	include	VERB
bracis-19073	99	16	the	the	DET
bracis-19073	99	17	vgg	vgg	NOUN
bracis-19073	100	1	[	[	X
bracis-19073	100	2	44	44	NUM
bracis-19073	100	3	]	]	PUNCT
bracis-19073	100	4	and	and	CCONJ
bracis-19073	100	5	the	the	DET
bracis-19073	100	6	densenet	densenet	NOUN
bracis-19073	100	7	[	[	X
bracis-19073	100	8	19	19	NUM
bracis-19073	100	9	]	]	PUNCT
bracis-19073	100	10	.	.	PUNCT
bracis-19073	101	1	in	in	ADP
bracis-19073	101	2	addition	addition	NOUN
bracis-19073	101	3	,	,	PUNCT
bracis-19073	101	4	deep	deep	ADJ
bracis-19073	101	5	neural	neural	ADJ
bracis-19073	101	6	networks	network	NOUN
bracis-19073	101	7	have	have	AUX
bracis-19073	101	8	been	be	AUX
bracis-19073	101	9	successfully	successfully	ADV
bracis-19073	101	10	used	use	VERB
bracis-19073	101	11	,	,	PUNCT
bracis-19073	101	12	for	for	ADP
bracis-19073	101	13	example	example	NOUN
bracis-19073	101	14	,	,	PUNCT
bracis-19073	101	15	for	for	ADP
bracis-19073	101	16	segmentation	segmentation	NOUN
bracis-19073	101	17	tasks	task	NOUN
bracis-19073	101	18	as	as	ADV
bracis-19073	101	19	well	well	ADV
bracis-19073	101	20	as	as	ADP
bracis-19073	101	21	for	for	ADP
bracis-19073	101	22	the	the	DET
bracis-19073	101	23	automatic	automatic	ADJ
bracis-19073	101	24	classification	classification	NOUN
bracis-19073	101	25	of	of	ADP
bracis-19073	101	26	objects	object	NOUN
bracis-19073	101	27	in	in	ADP
bracis-19073	101	28	images	image	NOUN
bracis-19073	101	29	[	[	X
bracis-19073	101	30	14	14	NUM
bracis-19073	101	31	,	,	PUNCT
bracis-19073	101	32	18	18	NUM
bracis-19073	101	33	]	]	PUNCT
bracis-19073	101	34	.	.	PUNCT
bracis-19073	102	1	one	one	NUM
bracis-19073	102	2	crucial	crucial	ADJ
bracis-19073	102	3	aspect	aspect	NOUN
bracis-19073	102	4	of	of	ADP
bracis-19073	102	5	the	the	DET
bracis-19073	102	6	deep	deep	ADJ
bracis-19073	102	7	networks	network	NOUN
bracis-19073	102	8	is	be	AUX
bracis-19073	102	9	the	the	DET
bracis-19073	102	10	convolution	convolution	NOUN
bracis-19073	102	11	layer	layer	NOUN
bracis-19073	102	12	,	,	PUNCT
bracis-19073	102	13	which	which	PRON
bracis-19073	102	14	extracts	extract	VERB
bracis-19073	102	15	features	feature	NOUN
bracis-19073	102	16	from	from	ADP
bracis-19073	102	17	high	high	ADJ
bracis-19073	102	18	-	-	PUNCT
bracis-19073	102	19	dimensional	dimensional	ADJ
bracis-19073	102	20	data	datum	NOUN
bracis-19073	102	21	through	through	ADP
bracis-19073	102	22	a	a	DET
bracis-19073	102	23	set	set	NOUN
bracis-19073	102	24	of	of	ADP
bracis-19073	102	25	convolution	convolution	NOUN
bracis-19073	102	26	kernels	kernel	NOUN
bracis-19073	102	27	[	[	X
bracis-19073	102	28	51	51	NUM
bracis-19073	102	29	]	]	PUNCT
bracis-19073	102	30	.	.	PUNCT
bracis-19073	103	1	although	although	SCONJ
bracis-19073	103	2	convolutions	convolution	NOUN
bracis-19073	103	3	perform	perform	VERB
bracis-19073	103	4	well	well	ADV
bracis-19073	103	5	in	in	ADP
bracis-19073	103	6	many	many	ADJ
bracis-19073	103	7	practical	practical	ADJ
bracis-19073	103	8	situations	situation	NOUN
bracis-19073	103	9	,	,	PUNCT
bracis-19073	103	10	it	it	PRON
bracis-19073	103	11	has	have	VERB
bracis-19073	103	12	some	some	DET
bracis-19073	103	13	drawbacks	drawback	NOUN
bracis-19073	103	14	in	in	ADP
bracis-19073	103	15	color	color	NOUN
bracis-19073	103	16	image	image	NOUN
bracis-19073	103	17	processing	processing	NOUN
bracis-19073	103	18	tasks	task	NOUN
bracis-19073	103	19	.	.	PUNCT
bracis-19073	104	1	firstly	firstly	ADV
bracis-19073	104	2	,	,	PUNCT
bracis-19073	104	3	a	a	DET
bracis-19073	104	4	convolution	convolution	NOUN
bracis-19073	104	5	layer	layer	NOUN
bracis-19073	104	6	sums	sum	VERB
bracis-19073	104	7	up	up	ADP
bracis-19073	104	8	the	the	DET
bracis-19073	104	9	outputs	output	NOUN
bracis-19073	104	10	corresponding	correspond	VERB
bracis-19073	104	11	to	to	ADP
bracis-19073	104	12	different	different	ADJ
bracis-19073	104	13	channels	channel	NOUN
bracis-19073	104	14	and	and	CCONJ
bracis-19073	104	15	ignores	ignore	VERB
bracis-19073	104	16	their	their	PRON
bracis-19073	104	17	complicated	complicated	ADJ
bracis-19073	104	18	interrelationships	interrelationship	NOUN
bracis-19073	104	19	.	.	PUNCT
bracis-19073	105	1	as	as	ADP
bracis-19073	105	2	a	a	DET
bracis-19073	105	3	consequence	consequence	NOUN
bracis-19073	105	4	,	,	PUNCT
bracis-19073	105	5	it	it	PRON
bracis-19073	105	6	may	may	AUX
bracis-19073	105	7	eventually	eventually	ADV
bracis-19073	105	8	lose	lose	VERB
bracis-19073	105	9	important	important	ADJ
bracis-19073	105	10	information	information	NOUN
bracis-19073	105	11	of	of	ADP
bracis-19073	105	12	a	a	DET
bracis-19073	105	13	color	color	NOUN
bracis-19073	105	14	image	image	NOUN
bracis-19073	105	15	.	.	PUNCT
bracis-19073	106	1	secondly	secondly	ADV
bracis-19073	106	2	,	,	PUNCT
bracis-19073	106	3	simply	simply	ADV
bracis-19073	106	4	summing	sum	VERB
bracis-19073	106	5	up	up	ADP
bracis-19073	106	6	the	the	DET
bracis-19073	106	7	outputs	output	NOUN
bracis-19073	106	8	gives	give	VERB
bracis-19073	106	9	too	too	ADV
bracis-19073	106	10	many	many	ADJ
bracis-19073	106	11	degrees	degree	NOUN
bracis-19073	106	12	of	of	ADP
bracis-19073	106	13	freedom	freedom	NOUN
bracis-19073	106	14	,	,	PUNCT
bracis-19073	106	15	and	and	CCONJ
bracis-19073	106	16	thus	thus	ADV
bracis-19073	106	17	,	,	PUNCT
bracis-19073	106	18	the	the	DET
bracis-19073	106	19	network	network	NOUN
bracis-19073	106	20	has	have	VERB
bracis-19073	106	21	a	a	DET
bracis-19073	106	22	high	high	ADJ
bracis-19073	106	23	risk	risk	NOUN
bracis-19073	106	24	of	of	ADP
bracis-19073	106	25	overfitting	overfitte	VERB
bracis-19073	106	26	even	even	ADV
bracis-19073	106	27	when	when	SCONJ
bracis-19073	106	28	imposing	impose	VERB
bracis-19073	106	29	heavy	heavy	ADJ
bracis-19073	106	30	regularization	regularization	NOUN
bracis-19073	106	31	terms	term	NOUN
bracis-19073	106	32	[	[	X
bracis-19073	106	33	51	51	NUM
bracis-19073	106	34	]	]	PUNCT
bracis-19073	106	35	.	.	PUNCT
bracis-19073	107	1	accordingly	accordingly	ADV
bracis-19073	107	2	,	,	PUNCT
bracis-19073	107	3	garcía	garcía	ADJ
bracis-19073	107	4	-	-	PUNCT
bracis-19073	107	5	retuerta	retuerta	NOUN
bracis-19073	107	6	et	et	PROPN
bracis-19073	107	7	al	al	PROPN
bracis-19073	107	8	.	.	PROPN
bracis-19073	107	9	argue	argue	VERB
bracis-19073	107	10	that	that	SCONJ
bracis-19073	107	11	quaternion	quaternion	NOUN
bracis-19073	107	12	-	-	PUNCT
bracis-19073	107	13	valued	value	VERB
bracis-19073	107	14	neural	neural	ADJ
bracis-19073	107	15	networks	network	NOUN
bracis-19073	107	16	may	may	AUX
bracis-19073	107	17	have	have	VERB
bracis-19073	107	18	a	a	DET
bracis-19073	107	19	significant	significant	ADJ
bracis-19073	107	20	advantage	advantage	NOUN
bracis-19073	107	21	in	in	ADP
bracis-19073	107	22	color	color	NOUN
bracis-19073	107	23	image	image	NOUN
bracis-19073	107	24	processing	processing	NOUN
bracis-19073	107	25	tasks	task	NOUN
bracis-19073	107	26	because	because	SCONJ
bracis-19073	107	27	of	of	ADP
bracis-19073	107	28	quaternion	quaternion	NOUN
bracis-19073	107	29	’s	’s	PART
bracis-19073	107	30	four	four	NUM
bracis-19073	107	31	-	-	PUNCT
bracis-19073	107	32	dimensional	dimensional	ADJ
bracis-19073	107	33	algebraic	algebraic	ADJ
bracis-19073	107	34	structure	structure	NOUN
bracis-19073	108	1	[	[	X
bracis-19073	108	2	10	10	NUM
bracis-19073	108	3	]	]	PUNCT
bracis-19073	108	4	.	.	PUNCT
bracis-19073	109	1	the	the	DET
bracis-19073	109	2	following	follow	VERB
bracis-19073	109	3	section	section	NOUN
bracis-19073	109	4	reviews	review	VERB
bracis-19073	109	5	the	the	DET
bracis-19073	109	6	basic	basic	ADJ
bracis-19073	109	7	concepts	concept	NOUN
bracis-19073	109	8	of	of	ADP
bracis-19073	109	9	quaternion	quaternion	NOUN
bracis-19073	109	10	-	-	PUNCT
bracis-19073	109	11	valued	value	VERB
bracis-19073	109	12	convolutional	convolutional	ADJ
bracis-19073	109	13	neural	neural	ADJ
bracis-19073	109	14	networks	network	NOUN
bracis-19073	109	15	.	.	PUNCT
bracis-19073	110	1	3.1	3.1	NUM
bracis-19073	110	2	quaternion	quaternion	NOUN
bracis-19073	110	3	-	-	PUNCT
bracis-19073	110	4	valued	value	VERB
bracis-19073	110	5	convolutional	convolutional	ADJ
bracis-19073	110	6	neural	neural	ADJ
bracis-19073	110	7	networks	network	NOUN
bracis-19073	110	8	quaternions	quaternion	NOUN
bracis-19073	110	9	are	be	AUX
bracis-19073	110	10	a	a	DET
bracis-19073	110	11	four	four	NUM
bracis-19073	110	12	-	-	PUNCT
bracis-19073	110	13	dimensional	dimensional	ADJ
bracis-19073	110	14	extension	extension	NOUN
bracis-19073	110	15	of	of	ADP
bracis-19073	110	16	complex	complex	ADJ
bracis-19073	110	17	numbers	number	NOUN
bracis-19073	110	18	.	.	PUNCT
bracis-19073	111	1	developed	develop	VERB
bracis-19073	111	2	by	by	ADP
bracis-19073	111	3	hamilton	hamilton	PROPN
bracis-19073	111	4	in	in	ADP
bracis-19073	111	5	1843	1843	NUM
bracis-19073	111	6	,	,	PUNCT
bracis-19073	111	7	the	the	DET
bracis-19073	111	8	set	set	NOUN
bracis-19073	111	9	of	of	ADP
bracis-19073	111	10	all	all	DET
bracis-19073	111	11	quaternions	quaternion	NOUN
bracis-19073	111	12	is	be	AUX
bracis-19073	111	13	defined	define	VERB
bracis-19073	111	14	by	by	ADP
bracis-19073	111	15	$	$	SYM
bracis-19073	111	16	$	$	SYM
bracis-19073	111	17	\begin{aligned	\begin{aligne	VERB
bracis-19073	111	18	}	}	PUNCT
bracis-19073	111	19	\mathbb	\mathbb	ADP
bracis-19073	111	20	{	{	PUNCT
bracis-19073	111	21	h	h	NOUN
bracis-19073	111	22	}	}	PUNCT
bracis-19073	111	23	=	=	SYM
bracis-19073	111	24	\{q	\{q	X
bracis-19073	111	25	=	=	PRON
bracis-19073	111	26	{	{	PUNCT
bracis-19073	111	27	q}_0	q}_0	X
bracis-19073	111	28	+	+	CCONJ
bracis-19073	111	29	{	{	PUNCT
bracis-19073	111	30	q}_1	q}_1	INTJ
bracis-19073	111	31	\boldsymbol{i}+	\boldsymbol{i}+	NUM
bracis-19073	111	32	{	{	PUNCT
bracis-19073	111	33	q}_2	q}_2	NOUN
bracis-19073	111	34	\boldsymbol{j}+	\boldsymbol{j}+	NOUN
bracis-19073	111	35	{	{	PUNCT
bracis-19073	111	36	q}_3	q}_3	NOUN
bracis-19073	111	37	\boldsymbol{k	\boldsymbol{k	PROPN
bracis-19073	111	38	}	}	PUNCT
bracis-19073	111	39	:	:	PUNCT
bracis-19073	111	40	q_0,q_1,q_2,q_3	q_0,q_1,q_2,q_3	PROPN
bracis-19073	111	41	\in	\in	PROPN
bracis-19073	111	42	\mathbb	\mathbb	PROPN
bracis-19073	111	43	{	{	PUNCT
bracis-19073	111	44	r	r	NOUN
bracis-19073	111	45	}	}	PUNCT
bracis-19073	111	46	\	\	NOUN
bracis-19073	111	47	}	}	PUNCT
bracis-19073	111	48	\end{aligned}$$	\end{aligned}$$	X
bracis-19073	111	49	(	(	PUNCT
bracis-19073	111	50	1	1	NUM
bracis-19073	111	51	)	)	PUNCT
bracis-19073	111	52	where	where	SCONJ
bracis-19073	111	53	\(q_0\	\(q_0\	NOUN
bracis-19073	111	54	)	)	PUNCT
bracis-19073	111	55	is	be	AUX
bracis-19073	111	56	the	the	DET
bracis-19073	111	57	real	real	ADJ
bracis-19073	111	58	part	part	NOUN
bracis-19073	111	59	of	of	ADP
bracis-19073	111	60	a	a	DET
bracis-19073	111	61	quaternion	quaternion	NOUN
bracis-19073	111	62	,	,	PUNCT
bracis-19073	111	63	\(q_1\	\(q_1\	PROPN
bracis-19073	111	64	)	)	PUNCT
bracis-19073	111	65	,	,	PUNCT
bracis-19073	111	66	\(q_2\	\(q_2\	PROPN
bracis-19073	111	67	)	)	PUNCT
bracis-19073	111	68	,	,	PUNCT
bracis-19073	111	69	and	and	CCONJ
bracis-19073	111	70	\(q_3\	\(q_3\	NOUN
bracis-19073	111	71	)	)	PUNCT
bracis-19073	112	1	denote	denote	VERB
bracis-19073	112	2	the	the	DET
bracis-19073	112	3	imaginary	imaginary	ADJ
bracis-19073	112	4	components	component	NOUN
bracis-19073	112	5	while	while	SCONJ
bracis-19073	112	6	\(\boldsymbol{i}\	\(\boldsymbol{i}\	PROPN
bracis-19073	112	7	)	)	PUNCT
bracis-19073	112	8	,	,	PUNCT
bracis-19073	112	9	\(\boldsymbol{j}\	\(\boldsymbol{j}\	NOUN
bracis-19073	112	10	)	)	PUNCT
bracis-19073	112	11	,	,	PUNCT
bracis-19073	112	12	\(\boldsymbol{k}\	\(\boldsymbol{k}\	CCONJ
bracis-19073	112	13	)	)	PUNCT
bracis-19073	113	1	are	be	AUX
bracis-19073	113	2	the	the	DET
bracis-19073	113	3	hypercomplex	hypercomplex	ADJ
bracis-19073	113	4	units	unit	NOUN
bracis-19073	113	5	.	.	PUNCT
bracis-19073	114	1	the	the	DET
bracis-19073	114	2	product	product	NOUN
bracis-19073	114	3	of	of	ADP
bracis-19073	114	4	the	the	DET
bracis-19073	114	5	hypercomplex	hypercomplex	NOUN
bracis-19073	114	6	units	unit	NOUN
bracis-19073	114	7	is	be	AUX
bracis-19073	114	8	governed	govern	VERB
bracis-19073	114	9	by	by	ADP
bracis-19073	114	10	the	the	DET
bracis-19073	114	11	following	follow	VERB
bracis-19073	114	12	identities	identity	NOUN
bracis-19073	114	13	,	,	PUNCT
bracis-19073	114	14	knows	know	VERB
bracis-19073	114	15	as	as	ADP
bracis-19073	114	16	hamilton	hamilton	PROPN
bracis-19073	114	17	rules	rule	NOUN
bracis-19073	114	18	:	:	PUNCT
bracis-19073	115	1	$	$	SYM
bracis-19073	115	2	$	$	SYM
bracis-19073	115	3	\begin{aligned	\begin{aligne	VERB
bracis-19073	115	4	}	}	PUNCT
bracis-19073	115	5	\begin{array}{c	\begin{array}{c	PROPN
bracis-19073	115	6	}	}	PUNCT
bracis-19073	115	7	\boldsymbol{i}^2	\boldsymbol{i}^2	X
bracis-19073	115	8	=	=	PUNCT
bracis-19073	115	9	\boldsymbol{j}^2	\boldsymbol{j}^2	PUNCT
bracis-19073	115	10	=	=	PUNCT
bracis-19073	115	11	\boldsymbol{k}^2	\boldsymbol{k}^2	X
bracis-19073	115	12	=	=	PUNCT
bracis-19073	115	13	\boldsymbol{i}\boldsymbol{j}\boldsymbol{k}=	\boldsymbol{i}\boldsymbol{j}\boldsymbol{k}=	PROPN
bracis-19073	115	14	-1	-1	INTJ
bracis-19073	115	15	.	.	PUNCT
bracis-19073	116	1	\end{array	\end{array	ADJ
bracis-19073	116	2	}	}	PUNCT
bracis-19073	116	3	\end{aligned}$$	\end{aligned}$$	X
bracis-19073	116	4	(	(	PUNCT
bracis-19073	116	5	2	2	NUM
bracis-19073	116	6	)	)	PUNCT
bracis-19073	116	7	alternatively	alternatively	ADV
bracis-19073	116	8	,	,	PUNCT
bracis-19073	116	9	a	a	DET
bracis-19073	116	10	quaternion	quaternion	NOUN
bracis-19073	116	11	can	can	AUX
bracis-19073	116	12	be	be	AUX
bracis-19073	116	13	written	write	VERB
bracis-19073	116	14	as	as	ADP
bracis-19073	116	15	$	$	SYM
bracis-19073	116	16	$	$	SYM
bracis-19073	116	17	\begin{aligned	\begin{aligne	VERB
bracis-19073	116	18	}	}	PUNCT
bracis-19073	116	19	q	q	NOUN
bracis-19073	116	20	=	=	PUNCT
bracis-19073	116	21	(	(	PUNCT
bracis-19073	116	22	q_0+q_1\boldsymbol{i	q_0+q_1\boldsymbol{i	NOUN
bracis-19073	116	23	}	}	PUNCT
bracis-19073	116	24	)	)	PUNCT
bracis-19073	117	1	+	+	CCONJ
bracis-19073	117	2	(	(	PUNCT
bracis-19073	117	3	q_2+q_3\boldsymbol{i})\boldsymbol{j}=	q_2+q_3\boldsymbol{i})\boldsymbol{j}=	NUM
bracis-19073	117	4	z_0	z_0	X
bracis-19073	117	5	+	+	CCONJ
bracis-19073	117	6	z_1	z_1	PROPN
bracis-19073	117	7	\boldsymbol{j	\boldsymbol{j	PROPN
bracis-19073	117	8	}	}	PUNCT
bracis-19073	117	9	,	,	PUNCT
bracis-19073	117	10	\end{aligned}$$	\end{aligned}$$	X
bracis-19073	117	11	(	(	PUNCT
bracis-19073	117	12	3	3	NUM
bracis-19073	117	13	)	)	PUNCT
bracis-19073	117	14	where	where	SCONJ
bracis-19073	117	15	\(z_0	\(z_0	PROPN
bracis-19073	117	16	=	=	SYM
bracis-19073	117	17	q_0	q_0	NOUN
bracis-19073	117	18	+	+	CCONJ
bracis-19073	117	19	q_1\boldsymbol{i}\	q_1\boldsymbol{i}\	PROPN
bracis-19073	117	20	)	)	PUNCT
bracis-19073	117	21	and	and	CCONJ
bracis-19073	117	22	\(z_1	\(z_1	PROPN
bracis-19073	117	23	=	=	SYM
bracis-19073	117	24	q_2+q_3\boldsymbol{j}\	q_2+q_3\boldsymbol{j}\	PROPN
bracis-19073	117	25	)	)	PUNCT
bracis-19073	117	26	are	be	AUX
bracis-19073	117	27	complex	complex	ADJ
bracis-19073	117	28	numbers	number	NOUN
bracis-19073	117	29	.	.	PUNCT
bracis-19073	118	1	the	the	DET
bracis-19073	118	2	addition	addition	NOUN
bracis-19073	118	3	of	of	ADP
bracis-19073	118	4	quaternions	quaternion	NOUN
bracis-19073	118	5	is	be	AUX
bracis-19073	118	6	performed	perform	VERB
bracis-19073	118	7	adding	add	VERB
bracis-19073	118	8	the	the	DET
bracis-19073	118	9	real	real	ADJ
bracis-19073	118	10	and	and	CCONJ
bracis-19073	118	11	imaginary	imaginary	ADJ
bracis-19073	118	12	components	component	NOUN
bracis-19073	118	13	.	.	PUNCT
bracis-19073	119	1	precisely	precisely	ADV
bracis-19073	119	2	,	,	PUNCT
bracis-19073	119	3	given	give	VERB
bracis-19073	119	4	\(p	\(p	NOUN
bracis-19073	119	5	=	=	PUNCT
bracis-19073	119	6	{	{	PUNCT
bracis-19073	119	7	p}_0	p}_0	NOUN
bracis-19073	119	8	+	+	CCONJ
bracis-19073	119	9	{	{	PUNCT
bracis-19073	119	10	p}_1	p}_1	INTJ
bracis-19073	119	11	\boldsymbol{i}+	\boldsymbol{i}+	PRON
bracis-19073	119	12	{	{	PUNCT
bracis-19073	119	13	p}_2	p}_2	NOUN
bracis-19073	119	14	\boldsymbol{j}+	\boldsymbol{j}+	NOUN
bracis-19073	119	15	{	{	PUNCT
bracis-19073	119	16	p}_3	p}_3	NOUN
bracis-19073	119	17	\boldsymbol{k}\	\boldsymbol{k}\	NOUN
bracis-19073	119	18	)	)	PUNCT
bracis-19073	119	19	and	and	CCONJ
bracis-19073	119	20	\(q	\(q	PRON
bracis-19073	119	21	=	=	PRON
bracis-19073	119	22	{	{	PUNCT
bracis-19073	119	23	q}_0	q}_0	VERB
bracis-19073	119	24	+	+	CCONJ
bracis-19073	119	25	{	{	PUNCT
bracis-19073	119	26	q}_1	q}_1	INTJ
bracis-19073	119	27	\boldsymbol{i}+	\boldsymbol{i}+	NUM
bracis-19073	119	28	{	{	PUNCT
bracis-19073	119	29	q}_2	q}_2	NOUN
bracis-19073	119	30	\boldsymbol{j}+	\boldsymbol{j}+	NOUN
bracis-19073	119	31	{	{	PUNCT
bracis-19073	119	32	q}_3	q}_3	NOUN
bracis-19073	119	33	\boldsymbol{k}\	\boldsymbol{k}\	NOUN
bracis-19073	119	34	)	)	PUNCT
bracis-19073	119	35	,	,	PUNCT
bracis-19073	119	36	their	their	PRON
bracis-19073	119	37	sum	sum	NOUN
bracis-19073	119	38	is	be	AUX
bracis-19073	119	39	$	$	SYM
bracis-19073	119	40	$	$	SYM
bracis-19073	119	41	\begin{aligned	\begin{aligne	VERB
bracis-19073	119	42	}	}	PUNCT
bracis-19073	119	43	p+q	p+q	NUM
bracis-19073	120	1	=	=	SYM
bracis-19073	120	2	(	(	PUNCT
bracis-19073	120	3	p_0+q_0	p_0+q_0	PROPN
bracis-19073	120	4	)	)	PUNCT
bracis-19073	121	1	+	+	CCONJ
bracis-19073	121	2	(	(	PUNCT
bracis-19073	121	3	p_1+q_1)\boldsymbol{i}+	p_1+q_1)\boldsymbol{i}+	PROPN
bracis-19073	121	4	(	(	PUNCT
bracis-19073	121	5	p_2+q_2)\boldsymbol{j}+	p_2+q_2)\boldsymbol{j}+	X
bracis-19073	121	6	(	(	PUNCT
bracis-19073	121	7	p_3+q_3)\boldsymbol{k	p_3+q_3)\boldsymbol{k	NOUN
bracis-19073	121	8	}	}	PUNCT
bracis-19073	121	9	.	.	PUNCT
bracis-19073	122	1	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-19073	122	2	(	(	PUNCT
bracis-19073	122	3	4	4	X
bracis-19073	122	4	)	)	PUNCT
bracis-19073	122	5	the	the	DET
bracis-19073	122	6	main	main	ADJ
bracis-19073	122	7	result	result	NOUN
bracis-19073	122	8	in	in	ADP
bracis-19073	122	9	quaternion	quaternion	NOUN
bracis-19073	122	10	algebra	algebra	NOUN
bracis-19073	122	11	is	be	AUX
bracis-19073	122	12	the	the	DET
bracis-19073	122	13	hamilton	hamilton	PROPN
bracis-19073	122	14	product	product	NOUN
bracis-19073	122	15	between	between	ADP
bracis-19073	122	16	two	two	NUM
bracis-19073	122	17	quaternions	quaternion	NOUN
bracis-19073	122	18	\(p	\(p	NOUN
bracis-19073	123	1	=	=	PUNCT
bracis-19073	123	2	{	{	PUNCT
bracis-19073	123	3	p}_0	p}_0	NOUN
bracis-19073	123	4	+	+	CCONJ
bracis-19073	123	5	{	{	PUNCT
bracis-19073	123	6	p}_1	p}_1	INTJ
bracis-19073	123	7	\boldsymbol{i}+	\boldsymbol{i}+	PRON
bracis-19073	123	8	{	{	PUNCT
bracis-19073	123	9	p}_2	p}_2	NOUN
bracis-19073	123	10	\boldsymbol{j}+	\boldsymbol{j}+	NOUN
bracis-19073	123	11	{	{	PUNCT
bracis-19073	123	12	p}_3	p}_3	NOUN
bracis-19073	123	13	\boldsymbol{k}\	\boldsymbol{k}\	NOUN
bracis-19073	123	14	)	)	PUNCT
bracis-19073	123	15	and	and	CCONJ
bracis-19073	123	16	\(q	\(q	NOUN
bracis-19073	123	17	=	=	PUNCT
bracis-19073	123	18	{	{	PUNCT
bracis-19073	123	19	q}_0	q}_0	X
bracis-19073	123	20	+	+	CCONJ
bracis-19073	123	21	{	{	PUNCT
bracis-19073	123	22	q}_1	q}_1	INTJ
bracis-19073	123	23	\boldsymbol{i}+	\boldsymbol{i}+	NUM
bracis-19073	123	24	{	{	PUNCT
bracis-19073	123	25	q}_2	q}_2	NOUN
bracis-19073	123	26	\boldsymbol{j}+	\boldsymbol{j}+	NOUN
bracis-19073	123	27	{	{	PUNCT
bracis-19073	123	28	q}_3	q}_3	NOUN
bracis-19073	123	29	\boldsymbol{k}\	\boldsymbol{k}\	NOUN
bracis-19073	123	30	)	)	PUNCT
bracis-19073	123	31	,	,	PUNCT
bracis-19073	123	32	denoted	denote	VERB
bracis-19073	123	33	by	by	ADP
bracis-19073	123	34	\(p	\(p	PROPN
bracis-19073	123	35	\otimes	\otimes	ADP
bracis-19073	123	36	q\	q\	NOUN
bracis-19073	123	37	)	)	PUNCT
bracis-19073	123	38	and	and	CCONJ
bracis-19073	123	39	defined	define	VERB
bracis-19073	123	40	by	by	ADP
bracis-19073	123	41	$	$	SYM
bracis-19073	123	42	$	$	SYM
bracis-19073	123	43	\begin{aligned	\begin{aligne	VERB
bracis-19073	123	44	}	}	PUNCT
bracis-19073	123	45	\begin{array}{rl	\begin{array}{rl	PROPN
bracis-19073	123	46	}	}	PUNCT
bracis-19073	123	47	p	p	PROPN
bracis-19073	123	48	\otimes	\otimes	NUM
bracis-19073	123	49	q	q	PROPN
bracis-19073	123	50	&	&	CCONJ
bracis-19073	123	51	{	{	PUNCT
bracis-19073	123	52	}	}	PUNCT
bracis-19073	123	53	=	=	SYM
bracis-19073	123	54	(	(	PUNCT
bracis-19073	123	55	p_0	p_0	NOUN
bracis-19073	123	56	q_0	q_0	PROPN
bracis-19073	123	57	p_1	p_1	PROPN
bracis-19073	123	58	q_1	q_1	PROPN
bracis-19073	123	59	p_2	p_2	PROPN
bracis-19073	123	60	q_2	q_2	PROPN
bracis-19073	123	61	p_3	p_3	PROPN
bracis-19073	123	62	q_3	q_3	NOUN
bracis-19073	123	63	)	)	PUNCT
bracis-19073	123	64	+	+	NUM
bracis-19073	123	65	\	\	NOUN
bracis-19073	123	66	,	,	PUNCT
bracis-19073	123	67	(	(	PUNCT
bracis-19073	123	68	p_0	p_0	PROPN
bracis-19073	123	69	\	\	PROPN
bracis-19073	123	70	,	,	PUNCT
bracis-19073	123	71	q_1	q_1	PROPN
bracis-19073	123	72	+	+	CCONJ
bracis-19073	123	73	p_1	p_1	PROPN
bracis-19073	123	74	\	\	PROPN
bracis-19073	123	75	,	,	PUNCT
bracis-19073	123	76	q_0	q_0	NOUN
bracis-19073	123	77	+	+	CCONJ
bracis-19073	123	78	p_2	p_2	PROPN
bracis-19073	123	79	\	\	PROPN
bracis-19073	123	80	,	,	PUNCT
bracis-19073	123	81	q_3	q_3	ADJ
bracis-19073	123	82	p_3	p_3	PROPN
bracis-19073	123	83	\	\	PROPN
bracis-19073	123	84	,	,	PUNCT
bracis-19073	123	85	q_2	q_2	PROPN
bracis-19073	123	86	)	)	PUNCT
bracis-19073	123	87	\	\	NOUN
bracis-19073	123	88	,	,	PUNCT
bracis-19073	123	89	\boldsymbol{i}\\	\boldsymbol{i}\\	PROPN
bracis-19073	123	90	&	&	CCONJ
bracis-19073	123	91	{	{	PUNCT
bracis-19073	123	92	}	}	PUNCT
bracis-19073	123	93	\quad	\quad	PROPN
bracis-19073	123	94	+	+	NUM
bracis-19073	123	95	\	\	NOUN
bracis-19073	123	96	,	,	PUNCT
bracis-19073	123	97	(	(	PUNCT
bracis-19073	123	98	p_0	p_0	PROPN
bracis-19073	123	99	\	\	PROPN
bracis-19073	123	100	,	,	PUNCT
bracis-19073	123	101	q_2	q_2	ADJ
bracis-19073	123	102	p_1	p_1	PROPN
bracis-19073	123	103	\	\	PROPN
bracis-19073	123	104	,	,	PUNCT
bracis-19073	123	105	q_3	q_3	NOUN
bracis-19073	123	106	+	+	CCONJ
bracis-19073	123	107	p_2	p_2	PROPN
bracis-19073	123	108	\	\	PROPN
bracis-19073	123	109	,	,	PUNCT
bracis-19073	123	110	q_0	q_0	NOUN
bracis-19073	123	111	+	+	CCONJ
bracis-19073	123	112	p_3	p_3	PROPN
bracis-19073	123	113	\	\	PROPN
bracis-19073	123	114	,	,	PUNCT
bracis-19073	123	115	q_1	q_1	PROPN
bracis-19073	123	116	)	)	PUNCT
bracis-19073	123	117	\	\	NOUN
bracis-19073	123	118	,	,	PUNCT
bracis-19073	123	119	\boldsymbol{j}+	\boldsymbol{j}+	ADP
bracis-19073	123	120	\	\	NOUN
bracis-19073	123	121	,	,	PUNCT
bracis-19073	123	122	(	(	PUNCT
bracis-19073	123	123	p_0	p_0	PROPN
bracis-19073	123	124	\	\	PROPN
bracis-19073	123	125	,	,	PUNCT
bracis-19073	123	126	q_3	q_3	NOUN
bracis-19073	123	127	+	+	CCONJ
bracis-19073	123	128	p_1	p_1	PROPN
bracis-19073	123	129	\	\	PROPN
bracis-19073	123	130	,	,	PUNCT
bracis-19073	123	131	q_2	q_2	NOUN
bracis-19073	123	132	p_2	p_2	X
bracis-19073	123	133	\	\	PROPN
bracis-19073	123	134	,	,	PUNCT
bracis-19073	123	135	q_1	q_1	PROPN
bracis-19073	123	136	+	+	CCONJ
bracis-19073	123	137	p_3	p_3	PROPN
bracis-19073	123	138	\	\	PROPN
bracis-19073	123	139	,	,	PUNCT
bracis-19073	123	140	q_0	q_0	PROPN
bracis-19073	123	141	)	)	PUNCT
bracis-19073	123	142	\	\	NOUN
bracis-19073	123	143	,	,	PUNCT
bracis-19073	123	144	\boldsymbol{k}\end{array	\boldsymbol{k}\end{array	VERB
bracis-19073	123	145	}	}	PUNCT
bracis-19073	123	146	\end{aligned}$$	\end{aligned}$$	X
bracis-19073	123	147	(	(	PUNCT
bracis-19073	123	148	5	5	NUM
bracis-19073	123	149	)	)	PUNCT
bracis-19073	123	150	quaternions	quaternion	NOUN
bracis-19073	123	151	and	and	CCONJ
bracis-19073	123	152	quaternion	quaternion	NOUN
bracis-19073	123	153	algebra	algebra	NOUN
bracis-19073	123	154	allow	allow	VERB
bracis-19073	123	155	building	building	NOUN
bracis-19073	123	156	processing	processing	NOUN
bracis-19073	123	157	entities	entity	NOUN
bracis-19073	123	158	composed	compose	VERB
bracis-19073	123	159	of	of	ADP
bracis-19073	123	160	four	four	NUM
bracis-19073	123	161	elements	element	NOUN
bracis-19073	123	162	that	that	PRON
bracis-19073	123	163	share	share	VERB
bracis-19073	123	164	information	information	NOUN
bracis-19073	123	165	via	via	ADP
bracis-19073	123	166	the	the	DET
bracis-19073	123	167	hamilton	hamilton	PROPN
bracis-19073	123	168	product	product	NOUN
bracis-19073	123	169	.	.	PUNCT
bracis-19073	124	1	according	accord	VERB
bracis-19073	124	2	to	to	ADP
bracis-19073	124	3	gaudet	gaudet	PROPN
bracis-19073	124	4	and	and	CCONJ
bracis-19073	124	5	maida	maida	PROPN
bracis-19073	124	6	[	[	X
bracis-19073	124	7	11	11	NUM
bracis-19073	124	8	]	]	PUNCT
bracis-19073	124	9	,	,	PUNCT
bracis-19073	124	10	a	a	DET
bracis-19073	124	11	quaternion	quaternion	NOUN
bracis-19073	124	12	-	-	PUNCT
bracis-19073	124	13	valued	value	VERB
bracis-19073	124	14	convolutional	convolutional	ADJ
bracis-19073	124	15	layer	layer	NOUN
bracis-19073	124	16	is	be	AUX
bracis-19073	124	17	obtained	obtain	VERB
bracis-19073	124	18	convolving	convolve	VERB
bracis-19073	124	19	a	a	DET
bracis-19073	124	20	quaternion	quaternion	NOUN
bracis-19073	124	21	-	-	PUNCT
bracis-19073	124	22	valued	value	VERB
bracis-19073	124	23	filter	filter	NOUN
bracis-19073	124	24	matrix	matrix	NOUN
bracis-19073	124	25	\(\boldsymbol{w	\(\boldsymbol{w	NOUN
bracis-19073	124	26	}	}	PUNCT
bracis-19073	124	27	=	=	PUNCT
bracis-19073	124	28	{	{	PUNCT
bracis-19073	124	29	\boldsymbol{w}}_0	\boldsymbol{w}}_0	PUNCT
bracis-19073	124	30	+	+	CCONJ
bracis-19073	124	31	{	{	PUNCT
bracis-19073	124	32	\boldsymbol{w}}_1	\boldsymbol{w}}_1	INTJ
bracis-19073	124	33	\boldsymbol{i}+	\boldsymbol{i}+	PRON
bracis-19073	124	34	{	{	PUNCT
bracis-19073	124	35	\boldsymbol{w}}_2	\boldsymbol{w}}_2	ADJ
bracis-19073	124	36	\boldsymbol{j}+	\boldsymbol{j}+	NUM
bracis-19073	124	37	{	{	PUNCT
bracis-19073	124	38	\boldsymbol{w}}_3	\boldsymbol{w}}_3	PROPN
bracis-19073	124	39	\boldsymbol{k}\	\boldsymbol{k}\	NOUN
bracis-19073	124	40	)	)	PUNCT
bracis-19073	124	41	by	by	ADP
bracis-19073	124	42	a	a	DET
bracis-19073	124	43	quaternion	quaternion	NOUN
bracis-19073	124	44	-	-	PUNCT
bracis-19073	124	45	valued	value	VERB
bracis-19073	124	46	vector	vector	NOUN
bracis-19073	124	47	\(\boldsymbol{h	\(\boldsymbol{h	PROPN
bracis-19073	124	48	}	}	PUNCT
bracis-19073	124	49	=	=	PUNCT
bracis-19073	124	50	{	{	PUNCT
bracis-19073	124	51	\boldsymbol{h}}_0	\boldsymbol{h}}_0	PUNCT
bracis-19073	124	52	+	+	NUM
bracis-19073	124	53	{	{	PUNCT
bracis-19073	124	54	\boldsymbol{h}}_1	\boldsymbol{h}}_1	PROPN
bracis-19073	124	55	\boldsymbol{i}+	\boldsymbol{i}+	PROPN
bracis-19073	124	56	{	{	PUNCT
bracis-19073	124	57	\boldsymbol{h}}_2	\boldsymbol{h}}_2	PROPN
bracis-19073	124	58	\boldsymbol{j}+	\boldsymbol{j}+	NUM
bracis-19073	124	59	{	{	PUNCT
bracis-19073	124	60	\boldsymbol{h}}_3	\boldsymbol{h}}_3	PROPN
bracis-19073	124	61	\boldsymbol{k}\	\boldsymbol{k}\	NOUN
bracis-19073	124	62	)	)	PUNCT
bracis-19073	124	63	.	.	PUNCT
bracis-19073	125	1	here	here	ADV
bracis-19073	125	2	,	,	PUNCT
bracis-19073	125	3	\(\boldsymbol{w}_0\	\(\boldsymbol{w}_0\	NOUN
bracis-19073	125	4	)	)	PUNCT
bracis-19073	125	5	,	,	PUNCT
bracis-19073	125	6	\(\boldsymbol{w}_1\	\(\boldsymbol{w}_1\	PROPN
bracis-19073	125	7	)	)	PUNCT
bracis-19073	125	8	,	,	PUNCT
bracis-19073	125	9	\(\boldsymbol{w}_2\	\(\boldsymbol{w}_2\	PROPN
bracis-19073	125	10	)	)	PUNCT
bracis-19073	125	11	,	,	PUNCT
bracis-19073	125	12	and	and	CCONJ
bracis-19073	125	13	\(\boldsymbol{w}_3\	\(\boldsymbol{w}_3\	NOUN
bracis-19073	125	14	)	)	PUNCT
bracis-19073	125	15	are	be	AUX
bracis-19073	125	16	real	real	ADV
bracis-19073	125	17	-	-	PUNCT
bracis-19073	125	18	valued	value	VERB
bracis-19073	125	19	matrices	matrix	NOUN
bracis-19073	125	20	while	while	SCONJ
bracis-19073	125	21	\(\boldsymbol{h}_0\	\(\boldsymbol{h}_0\	NOUN
bracis-19073	125	22	)	)	PUNCT
bracis-19073	125	23	,	,	PUNCT
bracis-19073	125	24	\(\boldsymbol{h}_1\	\(\boldsymbol{h}_1\	PROPN
bracis-19073	125	25	)	)	PUNCT
bracis-19073	125	26	,	,	PUNCT
bracis-19073	125	27	\(\boldsymbol{h}_2\	\(\boldsymbol{h}_2\	PROPN
bracis-19073	125	28	)	)	PUNCT
bracis-19073	125	29	,	,	PUNCT
bracis-19073	125	30	and	and	CCONJ
bracis-19073	125	31	\(\boldsymbol{h}_3\	\(\boldsymbol{h}_3\	NOUN
bracis-19073	125	32	)	)	PUNCT
bracis-19073	125	33	are	be	AUX
bracis-19073	125	34	real	real	ADV
bracis-19073	125	35	-	-	PUNCT
bracis-19073	125	36	valued	value	VERB
bracis-19073	125	37	vectors	vector	NOUN
bracis-19073	125	38	.	.	PUNCT
bracis-19073	126	1	details	detail	NOUN
bracis-19073	126	2	on	on	ADP
bracis-19073	126	3	the	the	DET
bracis-19073	126	4	implementation	implementation	NOUN
bracis-19073	126	5	of	of	ADP
bracis-19073	126	6	quaternion	quaternion	NOUN
bracis-19073	126	7	-	-	PUNCT
bracis-19073	126	8	valued	value	VERB
bracis-19073	126	9	convolutional	convolutional	ADJ
bracis-19073	126	10	layers	layer	NOUN
bracis-19073	126	11	can	can	AUX
bracis-19073	126	12	be	be	AUX
bracis-19073	126	13	found	find	VERB
bracis-19073	126	14	in	in	ADP
bracis-19073	126	15	[	[	X
bracis-19073	126	16	11	11	NUM
bracis-19073	126	17	]	]	PUNCT
bracis-19073	126	18	.	.	PUNCT
bracis-19073	127	1	fig	fig	NOUN
bracis-19073	127	2	.	.	PUNCT
bracis-19073	128	1	3	3	X
bracis-19073	128	2	.	.	NUM
bracis-19073	128	3	rvcnn	rvcnn	PROPN
bracis-19073	128	4	and	and	CCONJ
bracis-19073	128	5	qvcnn	qvcnn	PROPN
bracis-19073	128	6	architectures	architecture	NOUN
bracis-19073	128	7	.	.	PUNCT
bracis-19073	129	1	full	full	ADJ
bracis-19073	129	2	size	size	NOUN
bracis-19073	129	3	image	image	NOUN
bracis-19073	129	4	4	4	NUM
bracis-19073	129	5	computational	computational	ADJ
bracis-19073	129	6	experiments	experiment	NOUN
bracis-19073	129	7	let	let	VERB
bracis-19073	129	8	us	we	PRON
bracis-19073	129	9	compare	compare	VERB
bracis-19073	129	10	real	real	ADV
bracis-19073	129	11	-	-	PUNCT
bracis-19073	129	12	valued	value	VERB
bracis-19073	129	13	and	and	CCONJ
bracis-19073	129	14	quaternion	quaternion	NOUN
bracis-19073	129	15	-	-	PUNCT
bracis-19073	129	16	valued	value	VERB
bracis-19073	129	17	convolutional	convolutional	ADJ
bracis-19073	129	18	neural	neural	ADJ
bracis-19073	129	19	networks	network	NOUN
bracis-19073	129	20	’	'	PUNCT
bracis-19073	129	21	performance	performance	NOUN
bracis-19073	129	22	for	for	ADP
bracis-19073	129	23	classifying	classify	VERB
bracis-19073	129	24	a	a	DET
bracis-19073	129	25	white	white	ADJ
bracis-19073	129	26	cell	cell	NOUN
bracis-19073	129	27	image	image	NOUN
bracis-19073	129	28	as	as	ADP
bracis-19073	129	29	a	a	DET
bracis-19073	129	30	lymphoblast	lymphoblast	NOUN
bracis-19073	129	31	.	.	PUNCT
bracis-19073	130	1	both	both	DET
bracis-19073	130	2	real	real	ADV
bracis-19073	130	3	-	-	PUNCT
bracis-19073	130	4	valued	value	VERB
bracis-19073	130	5	and	and	CCONJ
bracis-19073	130	6	quaternion	quaternion	NOUN
bracis-19073	130	7	-	-	PUNCT
bracis-19073	130	8	valued	value	VERB
bracis-19073	130	9	neural	neural	ADJ
bracis-19073	130	10	networks	network	NOUN
bracis-19073	130	11	have	have	AUX
bracis-19073	130	12	been	be	AUX
bracis-19073	130	13	implemented	implement	VERB
bracis-19073	130	14	in	in	ADP
bracis-19073	130	15	python	python	NOUN
bracis-19073	130	16	using	use	VERB
bracis-19073	130	17	the	the	DET
bracis-19073	130	18	keras	keras	PROPN
bracis-19073	130	19	and	and	CCONJ
bracis-19073	130	20	tensorflow	tensorflow	NOUN
bracis-19073	130	21	libraries	library	NOUN
bracis-19073	130	22	.	.	PUNCT
bracis-19073	131	1	the	the	DET
bracis-19073	131	2	real	real	ADV
bracis-19073	131	3	-	-	PUNCT
bracis-19073	131	4	valued	value	VERB
bracis-19073	131	5	model	model	NOUN
bracis-19073	131	6	is	be	AUX
bracis-19073	131	7	a	a	DET
bracis-19073	131	8	sequential	sequential	ADJ
bracis-19073	131	9	feed	feed	NOUN
bracis-19073	131	10	-	-	PUNCT
bracis-19073	131	11	forward	forward	NOUN
bracis-19073	131	12	network	network	NOUN
bracis-19073	131	13	composed	compose	VERB
bracis-19073	131	14	of	of	ADP
bracis-19073	131	15	three	three	NUM
bracis-19073	131	16	convolutional	convolutional	ADJ
bracis-19073	131	17	layers	layer	NOUN
bracis-19073	131	18	,	,	PUNCT
bracis-19073	131	19	three	three	NUM
bracis-19073	131	20	max	max	NOUN
bracis-19073	131	21	-	-	PUNCT
bracis-19073	131	22	pooling	pool	VERB
bracis-19073	131	23	layers	layer	NOUN
bracis-19073	131	24	,	,	PUNCT
bracis-19073	131	25	and	and	CCONJ
bracis-19073	131	26	a	a	DET
bracis-19073	131	27	dense	dense	ADJ
bracis-19073	131	28	layer	layer	NOUN
bracis-19073	131	29	.	.	PUNCT
bracis-19073	132	1	precisely	precisely	ADV
bracis-19073	132	2	,	,	PUNCT
bracis-19073	132	3	the	the	DET
bracis-19073	132	4	first	first	ADJ
bracis-19073	132	5	convolutional	convolutional	ADJ
bracis-19073	132	6	layer	layer	NOUN
bracis-19073	132	7	has	have	VERB
bracis-19073	132	8	32	32	NUM
bracis-19073	132	9	filters	filter	NOUN
bracis-19073	132	10	with	with	ADP
bracis-19073	132	11	a	a	DET
bracis-19073	132	12	(	(	PUNCT
bracis-19073	132	13	3	3	NUM
bracis-19073	132	14	,	,	PUNCT
bracis-19073	132	15	 	 	SPACE
bracis-19073	132	16	3	3	NUM
bracis-19073	132	17	)	)	PUNCT
bracis-19073	132	18	kernel	kernel	NOUN
bracis-19073	132	19	and	and	CCONJ
bracis-19073	132	20	relu	relu	NOUN
bracis-19073	132	21	activation	activation	NOUN
bracis-19073	132	22	function	function	NOUN
bracis-19073	132	23	.	.	PUNCT
bracis-19073	133	1	a	a	DET
bracis-19073	133	2	max	max	PROPN
bracis-19073	133	3	-	-	PUNCT
bracis-19073	133	4	pooling	pooling	NOUN
bracis-19073	133	5	follows	follow	VERB
bracis-19073	133	6	the	the	DET
bracis-19073	133	7	convolutional	convolutional	ADJ
bracis-19073	133	8	layer	layer	NOUN
bracis-19073	133	9	with	with	ADP
bracis-19073	133	10	a	a	DET
bracis-19073	133	11	(	(	PUNCT
bracis-19073	133	12	2	2	NUM
bracis-19073	133	13	,	,	PUNCT
bracis-19073	133	14	 	 	SPACE
bracis-19073	133	15	2	2	NUM
bracis-19073	133	16	)	)	PUNCT
bracis-19073	133	17	kernel	kernel	NOUN
bracis-19073	133	18	.	.	PUNCT
bracis-19073	134	1	the	the	DET
bracis-19073	134	2	second	second	ADJ
bracis-19073	134	3	and	and	CCONJ
bracis-19073	134	4	third	third	ADJ
bracis-19073	134	5	two	two	NUM
bracis-19073	134	6	-	-	PUNCT
bracis-19073	134	7	dimensional	dimensional	ADJ
bracis-19073	134	8	convolutional	convolutional	ADJ
bracis-19073	134	9	layers	layer	NOUN
bracis-19073	134	10	have	have	VERB
bracis-19073	134	11	64	64	NUM
bracis-19073	134	12	and	and	CCONJ
bracis-19073	134	13	128	128	NUM
bracis-19073	134	14	filters	filter	NOUN
bracis-19073	134	15	and	and	CCONJ
bracis-19073	134	16	have	have	VERB
bracis-19073	134	17	relu	relu	NOUN
bracis-19073	134	18	activation	activation	NOUN
bracis-19073	134	19	functions	function	NOUN
bracis-19073	134	20	.	.	PUNCT
bracis-19073	135	1	furthermore	furthermore	ADV
bracis-19073	135	2	,	,	PUNCT
bracis-19073	135	3	they	they	PRON
bracis-19073	135	4	are	be	AUX
bracis-19073	135	5	also	also	ADV
bracis-19073	135	6	followed	follow	VERB
bracis-19073	135	7	by	by	ADP
bracis-19073	135	8	max	max	PROPN
bracis-19073	135	9	-	-	PUNCT
bracis-19073	135	10	pooling	pool	VERB
bracis-19073	135	11	layers	layer	NOUN
bracis-19073	135	12	with	with	ADP
bracis-19073	135	13	(	(	PUNCT
bracis-19073	135	14	2	2	NUM
bracis-19073	135	15	,	,	PUNCT
bracis-19073	135	16	 	 	SPACE
bracis-19073	135	17	2	2	NUM
bracis-19073	135	18	)	)	PUNCT
bracis-19073	135	19	kernels	kernel	NOUN
bracis-19073	135	20	.	.	PUNCT
bracis-19073	136	1	figure	figure	NOUN
bracis-19073	136	2	 	 	SPACE
bracis-19073	136	3	3	3	NUM
bracis-19073	136	4	shows	show	VERB
bracis-19073	136	5	the	the	DET
bracis-19073	136	6	architecture	architecture	NOUN
bracis-19073	136	7	of	of	ADP
bracis-19073	136	8	the	the	DET
bracis-19073	136	9	real	real	ADV
bracis-19073	136	10	-	-	PUNCT
bracis-19073	136	11	valued	value	VERB
bracis-19073	136	12	convolutional	convolutional	ADJ
bracis-19073	136	13	neural	neural	ADJ
bracis-19073	136	14	network	network	NOUN
bracis-19073	136	15	.	.	PUNCT
bracis-19073	137	1	the	the	DET
bracis-19073	137	2	total	total	ADJ
bracis-19073	137	3	number	number	NOUN
bracis-19073	137	4	of	of	ADP
bracis-19073	137	5	trainable	trainable	ADJ
bracis-19073	137	6	parameters	parameter	NOUN
bracis-19073	137	7	of	of	ADP
bracis-19073	137	8	the	the	DET
bracis-19073	137	9	real	real	ADV
bracis-19073	137	10	-	-	PUNCT
bracis-19073	137	11	valued	value	VERB
bracis-19073	137	12	convolutional	convolutional	ADJ
bracis-19073	137	13	neural	neural	ADJ
bracis-19073	137	14	network	network	NOUN
bracis-19073	137	15	is	be	AUX
bracis-19073	137	16	106	106	NUM
bracis-19073	137	17	,	,	PUNCT
bracis-19073	137	18	 	 	SPACE
bracis-19073	137	19	049	049	NUM
bracis-19073	137	20	.	.	PUNCT
bracis-19073	138	1	the	the	DET
bracis-19073	138	2	quaternion	quaternion	NOUN
bracis-19073	138	3	-	-	PUNCT
bracis-19073	138	4	valued	value	VERB
bracis-19073	138	5	convolutional	convolutional	ADJ
bracis-19073	138	6	neural	neural	ADJ
bracis-19073	138	7	network	network	NOUN
bracis-19073	138	8	has	have	AUX
bracis-19073	138	9	been	be	AUX
bracis-19073	138	10	designed	design	VERB
bracis-19073	138	11	similarly	similarly	ADV
bracis-19073	138	12	.	.	PUNCT
bracis-19073	139	1	precisely	precisely	ADV
bracis-19073	139	2	,	,	PUNCT
bracis-19073	139	3	to	to	PART
bracis-19073	139	4	maintain	maintain	VERB
bracis-19073	139	5	the	the	DET
bracis-19073	139	6	same	same	ADJ
bracis-19073	139	7	parameter	parameter	NOUN
bracis-19073	139	8	budget	budget	NOUN
bracis-19073	139	9	among	among	ADP
bracis-19073	139	10	the	the	DET
bracis-19073	139	11	real	real	ADJ
bracis-19073	139	12	and	and	CCONJ
bracis-19073	139	13	quaternion	quaternion	NOUN
bracis-19073	139	14	-	-	PUNCT
bracis-19073	139	15	valued	value	VERB
bracis-19073	139	16	models	model	NOUN
bracis-19073	139	17	,	,	PUNCT
bracis-19073	139	18	the	the	DET
bracis-19073	139	19	number	number	NOUN
bracis-19073	139	20	of	of	ADP
bracis-19073	139	21	filters	filter	NOUN
bracis-19073	139	22	per	per	ADP
bracis-19073	139	23	layer	layer	NOUN
bracis-19073	139	24	of	of	ADP
bracis-19073	139	25	the	the	DET
bracis-19073	139	26	real	real	ADV
bracis-19073	139	27	-	-	PUNCT
bracis-19073	139	28	valued	value	VERB
bracis-19073	139	29	network	network	NOUN
bracis-19073	139	30	was	be	AUX
bracis-19073	139	31	divided	divide	VERB
bracis-19073	139	32	by	by	ADP
bracis-19073	139	33	four	four	NUM
bracis-19073	139	34	to	to	PART
bracis-19073	139	35	build	build	VERB
bracis-19073	139	36	a	a	DET
bracis-19073	139	37	quaternion	quaternion	NOUN
bracis-19073	139	38	-	-	PUNCT
bracis-19073	139	39	valued	value	VERB
bracis-19073	139	40	convolution	convolution	NOUN
bracis-19073	139	41	.	.	PUNCT
bracis-19073	140	1	thus	thus	ADV
bracis-19073	140	2	,	,	PUNCT
bracis-19073	140	3	the	the	DET
bracis-19073	140	4	quaternion	quaternion	NOUN
bracis-19073	140	5	-	-	PUNCT
bracis-19073	140	6	valued	value	VERB
bracis-19073	140	7	convolutional	convolutional	ADJ
bracis-19073	140	8	neural	neural	ADJ
bracis-19073	140	9	network	network	NOUN
bracis-19073	140	10	has	have	VERB
bracis-19073	140	11	the	the	DET
bracis-19073	140	12	same	same	ADJ
bracis-19073	140	13	structure	structure	NOUN
bracis-19073	140	14	as	as	ADP
bracis-19073	140	15	the	the	DET
bracis-19073	140	16	real	real	ADV
bracis-19073	140	17	-	-	PUNCT
bracis-19073	140	18	valued	value	VERB
bracis-19073	140	19	network	network	NOUN
bracis-19073	140	20	depicted	depict	VERB
bracis-19073	140	21	in	in	ADP
bracis-19073	140	22	fig	fig	NOUN
bracis-19073	140	23	.	.	PUNCT
bracis-19073	140	24	 	 	SPACE
bracis-19073	140	25	3	3	NUM
bracis-19073	140	26	,	,	PUNCT
bracis-19073	140	27	but	but	CCONJ
bracis-19073	140	28	with	with	ADP
bracis-19073	140	29	a	a	DET
bracis-19073	140	30	quarter	quarter	NOUN
bracis-19073	140	31	of	of	ADP
bracis-19073	140	32	the	the	DET
bracis-19073	140	33	number	number	NOUN
bracis-19073	140	34	of	of	ADP
bracis-19073	140	35	filters	filter	NOUN
bracis-19073	140	36	per	per	ADP
bracis-19073	140	37	layer	layer	NOUN
bracis-19073	140	38	.	.	PUNCT
bracis-19073	141	1	the	the	DET
bracis-19073	141	2	number	number	NOUN
bracis-19073	141	3	of	of	ADP
bracis-19073	141	4	trainable	trainable	ADJ
bracis-19073	141	5	parameters	parameter	NOUN
bracis-19073	141	6	of	of	ADP
bracis-19073	141	7	the	the	DET
bracis-19073	141	8	quaternion	quaternion	NOUN
bracis-19073	141	9	-	-	PUNCT
bracis-19073	141	10	valued	value	VERB
bracis-19073	141	11	cnn	cnn	PROPN
bracis-19073	141	12	model	model	NOUN
bracis-19073	141	13	is	be	AUX
bracis-19073	141	14	36	36	NUM
bracis-19073	141	15	,	,	PUNCT
bracis-19073	141	16	 	 	SPACE
bracis-19073	141	17	353	353	NUM
bracis-19073	141	18	.	.	PUNCT
bracis-19073	141	19	table	table	NOUN
bracis-19073	141	20	 	 	SPACE
bracis-19073	141	21	1	1	NUM
bracis-19073	141	22	summarizes	summarize	NOUN
bracis-19073	141	23	the	the	DET
bracis-19073	141	24	number	number	NOUN
bracis-19073	141	25	of	of	ADP
bracis-19073	141	26	trainable	trainable	ADJ
bracis-19073	141	27	parameters	parameter	NOUN
bracis-19073	141	28	of	of	ADP
bracis-19073	141	29	both	both	CCONJ
bracis-19073	141	30	neural	neural	ADJ
bracis-19073	141	31	networks	network	NOUN
bracis-19073	141	32	per	per	ADP
bracis-19073	141	33	layer	layer	NOUN
bracis-19073	141	34	.	.	PUNCT
bracis-19073	142	1	table	table	NOUN
bracis-19073	142	2	1	1	NUM
bracis-19073	142	3	.	.	PUNCT
bracis-19073	143	1	parameters	parameter	NOUN
bracis-19073	143	2	of	of	ADP
bracis-19073	143	3	real	real	ADJ
bracis-19073	143	4	and	and	CCONJ
bracis-19073	143	5	quaternion	quaternion	NOUN
bracis-19073	143	6	-	-	PUNCT
bracis-19073	143	7	valued	value	VERB
bracis-19073	143	8	neural	neural	ADJ
bracis-19073	143	9	networksfull	networksfull	ADJ
bracis-19073	143	10	size	size	NOUN
bracis-19073	143	11	table	table	NOUN
bracis-19073	143	12	the	the	DET
bracis-19073	143	13	dense	dense	ADJ
bracis-19073	143	14	layer	layer	NOUN
bracis-19073	143	15	of	of	ADP
bracis-19073	143	16	both	both	CCONJ
bracis-19073	143	17	real	real	ADV
bracis-19073	143	18	-	-	PUNCT
bracis-19073	143	19	valued	value	VERB
bracis-19073	143	20	and	and	CCONJ
bracis-19073	143	21	quaternion	quaternion	NOUN
bracis-19073	143	22	-	-	PUNCT
bracis-19073	143	23	valued	value	VERB
bracis-19073	143	24	networks	network	NOUN
bracis-19073	143	25	has	have	VERB
bracis-19073	143	26	a	a	DET
bracis-19073	143	27	single	single	ADJ
bracis-19073	143	28	output	output	NOUN
bracis-19073	143	29	neuron	neuron	NOUN
bracis-19073	143	30	without	without	ADP
bracis-19073	143	31	activation	activation	NOUN
bracis-19073	143	32	function	function	NOUN
bracis-19073	143	33	.	.	PUNCT
bracis-19073	144	1	such	such	DET
bracis-19073	144	2	a	a	DET
bracis-19073	144	3	single	single	ADJ
bracis-19073	144	4	neuron	neuron	NOUN
bracis-19073	144	5	is	be	AUX
bracis-19073	144	6	used	use	VERB
bracis-19073	144	7	to	to	PART
bracis-19073	144	8	classify	classify	VERB
bracis-19073	144	9	the	the	DET
bracis-19073	144	10	input	input	NOUN
bracis-19073	144	11	image	image	NOUN
bracis-19073	144	12	as	as	ADP
bracis-19073	144	13	a	a	DET
bracis-19073	144	14	lymphoblast	lymphoblast	NOUN
bracis-19073	144	15	or	or	CCONJ
bracis-19073	144	16	not	not	PART
bracis-19073	144	17	.	.	PUNCT
bracis-19073	145	1	moreover	moreover	ADV
bracis-19073	145	2	,	,	PUNCT
bracis-19073	145	3	the	the	DET
bracis-19073	145	4	parameters	parameter	NOUN
bracis-19073	145	5	of	of	ADP
bracis-19073	145	6	all	all	DET
bracis-19073	145	7	layers	layer	NOUN
bracis-19073	145	8	have	have	AUX
bracis-19073	145	9	been	be	AUX
bracis-19073	145	10	initialized	initialize	VERB
bracis-19073	145	11	according	accord	VERB
bracis-19073	145	12	to	to	ADP
bracis-19073	145	13	glorot	glorot	NOUN
bracis-19073	145	14	and	and	CCONJ
bracis-19073	145	15	bengio	bengio	VERB
bracis-19073	146	1	[	[	X
bracis-19073	146	2	12	12	NUM
bracis-19073	146	3	]	]	PUNCT
bracis-19073	146	4	.	.	PUNCT
bracis-19073	147	1	the	the	DET
bracis-19073	147	2	optimizer	optimizer	NOUN
bracis-19073	147	3	used	use	VERB
bracis-19073	147	4	was	be	AUX
bracis-19073	147	5	adam	adam	PROPN
bracis-19073	147	6	,	,	PUNCT
bracis-19073	147	7	an	an	DET
bracis-19073	147	8	algorithm	algorithm	NOUN
bracis-19073	147	9	based	base	VERB
bracis-19073	147	10	on	on	ADP
bracis-19073	147	11	the	the	DET
bracis-19073	147	12	stochastic	stochastic	ADJ
bracis-19073	147	13	gradient	gradient	ADJ
bracis-19073	147	14	descent	descent	NOUN
bracis-19073	147	15	method	method	NOUN
bracis-19073	147	16	with	with	ADP
bracis-19073	147	17	adaptive	adaptive	ADJ
bracis-19073	147	18	estimation	estimation	NOUN
bracis-19073	147	19	of	of	ADP
bracis-19073	147	20	first	first	ADJ
bracis-19073	147	21	-	-	PUNCT
bracis-19073	147	22	order	order	NOUN
bracis-19073	147	23	and	and	CCONJ
bracis-19073	147	24	second	second	ADJ
bracis-19073	147	25	-	-	PUNCT
bracis-19073	147	26	order	order	NOUN
bracis-19073	147	27	moments	moment	NOUN
bracis-19073	147	28	.	.	PUNCT
bracis-19073	148	1	to	to	PART
bracis-19073	148	2	evaluate	evaluate	VERB
bracis-19073	148	3	the	the	DET
bracis-19073	148	4	performance	performance	NOUN
bracis-19073	148	5	of	of	ADP
bracis-19073	148	6	the	the	DET
bracis-19073	148	7	rvcnn	rvcnn	NOUN
bracis-19073	148	8	and	and	CCONJ
bracis-19073	148	9	qvcnn	qvcnn	PROPN
bracis-19073	148	10	classifiers	classifier	NOUN
bracis-19073	148	11	,	,	PUNCT
bracis-19073	148	12	we	we	PRON
bracis-19073	148	13	used	use	VERB
bracis-19073	148	14	the	the	DET
bracis-19073	148	15	all	all	PROPN
bracis-19073	148	16	-	-	PUNCT
bracis-19073	148	17	idb	idb	PROPN
bracis-19073	148	18	:	:	PUNCT
bracis-19073	148	19	the	the	DET
bracis-19073	148	20	acute	acute	ADJ
bracis-19073	148	21	lymphoblastic	lymphoblastic	ADJ
bracis-19073	148	22	leukemia	leukemia	NOUN
bracis-19073	148	23	image	image	NOUN
bracis-19073	148	24	database	database	NOUN
bracis-19073	148	25	for	for	ADP
bracis-19073	148	26	image	image	NOUN
bracis-19073	148	27	processing	processing	NOUN
bracis-19073	148	28	provided	provide	VERB
bracis-19073	148	29	by	by	ADP
bracis-19073	148	30	the	the	DET
bracis-19073	148	31	“	"	PUNCT
bracis-19073	148	32	università	università	PROPN
bracis-19073	148	33	degli	degli	PROPN
bracis-19073	148	34	studi	studi	PROPN
bracis-19073	148	35	di	di	X
bracis-19073	148	36	milano	milano	PROPN
bracis-19073	148	37	”	"	PUNCT
bracis-19073	149	1	[	[	X
bracis-19073	149	2	28	28	NUM
bracis-19073	149	3	]	]	PUNCT
bracis-19073	149	4	.	.	PUNCT
bracis-19073	150	1	this	this	DET
bracis-19073	150	2	image	image	NOUN
bracis-19073	150	3	database	database	NOUN
bracis-19073	150	4	contains	contain	VERB
bracis-19073	150	5	260	260	NUM
bracis-19073	150	6	images	image	NOUN
bracis-19073	150	7	of	of	ADP
bracis-19073	150	8	white	white	ADJ
bracis-19073	150	9	blood	blood	NOUN
bracis-19073	150	10	cells	cell	NOUN
bracis-19073	150	11	with	with	ADP
bracis-19073	150	12	\(257	\(257	NOUN
bracis-19073	150	13	\times	\times	ADP
bracis-19073	150	14	257\	257\	NUM
bracis-19073	150	15	)	)	PUNCT
bracis-19073	150	16	pixels	pixel	NOUN
bracis-19073	150	17	,	,	PUNCT
bracis-19073	150	18	labeled	label	VERB
bracis-19073	150	19	by	by	ADP
bracis-19073	150	20	experts	expert	NOUN
bracis-19073	150	21	and	and	CCONJ
bracis-19073	150	22	evenly	evenly	ADV
bracis-19073	150	23	distributed	distribute	VERB
bracis-19073	150	24	among	among	ADP
bracis-19073	150	25	lymphoblast	lymphoblast	NOUN
bracis-19073	150	26	and	and	CCONJ
bracis-19073	150	27	health	health	NOUN
bracis-19073	150	28	cells	cell	NOUN
bracis-19073	150	29	.	.	PUNCT
bracis-19073	151	1	figure	figure	NOUN
bracis-19073	151	2	 	 	SPACE
bracis-19073	151	3	1	1	NUM
bracis-19073	151	4	shows	show	VERB
bracis-19073	151	5	an	an	DET
bracis-19073	151	6	example	example	NOUN
bracis-19073	151	7	of	of	ADP
bracis-19073	151	8	a	a	DET
bracis-19073	151	9	color	color	NOUN
bracis-19073	151	10	image	image	NOUN
bracis-19073	151	11	used	use	VERB
bracis-19073	151	12	in	in	ADP
bracis-19073	151	13	the	the	DET
bracis-19073	151	14	computational	computational	ADJ
bracis-19073	151	15	experiment	experiment	NOUN
bracis-19073	151	16	.	.	PUNCT
bracis-19073	152	1	we	we	PRON
bracis-19073	152	2	resized	resize	VERB
bracis-19073	152	3	the	the	DET
bracis-19073	152	4	\(257	\(257	PROPN
bracis-19073	152	5	\times	\times	ADP
bracis-19073	152	6	257\	257\	NUM
bracis-19073	152	7	)	)	PUNCT
bracis-19073	152	8	white	white	ADJ
bracis-19073	152	9	blood	blood	NOUN
bracis-19073	152	10	cells	cell	NOUN
bracis-19073	152	11	images	image	NOUN
bracis-19073	152	12	to	to	PART
bracis-19073	152	13	\(100	\(100	VERB
bracis-19073	152	14	\times	\times	ADP
bracis-19073	152	15	100\	100\	NUM
bracis-19073	152	16	)	)	PUNCT
bracis-19073	152	17	pixels	pixel	NOUN
bracis-19073	152	18	.	.	PUNCT
bracis-19073	153	1	also	also	ADV
bracis-19073	153	2	,	,	PUNCT
bracis-19073	153	3	the	the	DET
bracis-19073	153	4	set	set	NOUN
bracis-19073	153	5	of	of	ADP
bracis-19073	153	6	260	260	NUM
bracis-19073	153	7	color	color	NOUN
bracis-19073	153	8	images	image	NOUN
bracis-19073	153	9	was	be	AUX
bracis-19073	153	10	randomly	randomly	ADV
bracis-19073	153	11	divided	divide	VERB
bracis-19073	153	12	into	into	ADP
bracis-19073	153	13	training	training	NOUN
bracis-19073	153	14	and	and	CCONJ
bracis-19073	153	15	test	test	NOUN
bracis-19073	153	16	images	image	NOUN
bracis-19073	153	17	with	with	ADP
bracis-19073	153	18	different	different	ADJ
bracis-19073	153	19	ratios	ratio	NOUN
bracis-19073	153	20	.	.	PUNCT
bracis-19073	154	1	data	datum	NOUN
bracis-19073	154	2	augmentation	augmentation	NOUN
bracis-19073	154	3	has	have	AUX
bracis-19073	154	4	been	be	AUX
bracis-19073	154	5	applied	apply	VERB
bracis-19073	154	6	on	on	ADP
bracis-19073	154	7	the	the	DET
bracis-19073	154	8	training	training	NOUN
bracis-19073	154	9	set	set	VERB
bracis-19073	154	10	to	to	PART
bracis-19073	154	11	improve	improve	VERB
bracis-19073	154	12	the	the	DET
bracis-19073	154	13	accuracy	accuracy	NOUN
bracis-19073	154	14	of	of	ADP
bracis-19073	154	15	the	the	DET
bracis-19073	154	16	convolutional	convolutional	ADJ
bracis-19073	154	17	neural	neural	ADJ
bracis-19073	154	18	networks	network	NOUN
bracis-19073	154	19	.	.	PUNCT
bracis-19073	155	1	precisely	precisely	ADV
bracis-19073	155	2	,	,	PUNCT
bracis-19073	155	3	the	the	DET
bracis-19073	155	4	images	image	NOUN
bracis-19073	155	5	used	use	VERB
bracis-19073	155	6	for	for	ADP
bracis-19073	155	7	training	training	NOUN
bracis-19073	155	8	were	be	AUX
bracis-19073	155	9	all	all	PRON
bracis-19073	155	10	submitted	submit	VERB
bracis-19073	155	11	to	to	ADP
bracis-19073	155	12	a	a	DET
bracis-19073	155	13	pre	pre	ADJ
bracis-19073	155	14	-	-	ADJ
bracis-19073	155	15	processing	processing	ADJ
bracis-19073	155	16	data	datum	NOUN
bracis-19073	155	17	generation	generation	NOUN
bracis-19073	155	18	,	,	PUNCT
bracis-19073	155	19	which	which	PRON
bracis-19073	155	20	consists	consist	VERB
bracis-19073	155	21	of	of	ADP
bracis-19073	155	22	obtaining	obtain	VERB
bracis-19073	155	23	new	new	ADJ
bracis-19073	155	24	images	image	NOUN
bracis-19073	155	25	through	through	ADP
bracis-19073	155	26	horizontal	horizontal	ADJ
bracis-19073	155	27	and	and	CCONJ
bracis-19073	155	28	vertical	vertical	ADJ
bracis-19073	155	29	flips	flip	NOUN
bracis-19073	155	30	.	.	PUNCT
bracis-19073	156	1	in	in	ADP
bracis-19073	156	2	our	our	PRON
bracis-19073	156	3	experiments	experiment	NOUN
bracis-19073	156	4	,	,	PUNCT
bracis-19073	156	5	images	image	NOUN
bracis-19073	156	6	were	be	AUX
bracis-19073	156	7	converted	convert	VERB
bracis-19073	156	8	to	to	ADP
bracis-19073	156	9	rgb	rgb	PROPN
bracis-19073	156	10	(	(	PUNCT
bracis-19073	156	11	red	red	ADJ
bracis-19073	156	12	,	,	PUNCT
bracis-19073	156	13	green	green	ADJ
bracis-19073	156	14	,	,	PUNCT
bracis-19073	156	15	and	and	CCONJ
bracis-19073	156	16	blue	blue	ADJ
bracis-19073	156	17	)	)	PUNCT
bracis-19073	156	18	and	and	CCONJ
bracis-19073	156	19	hsv	hsv	PROPN
bracis-19073	156	20	(	(	PUNCT
bracis-19073	156	21	hue	hue	NOUN
bracis-19073	156	22	,	,	PUNCT
bracis-19073	156	23	saturation	saturation	NOUN
bracis-19073	156	24	,	,	PUNCT
bracis-19073	156	25	and	and	CCONJ
bracis-19073	156	26	value	value	NOUN
bracis-19073	156	27	)	)	PUNCT
bracis-19073	156	28	color	color	NOUN
bracis-19073	156	29	spaces	space	NOUN
bracis-19073	156	30	and	and	CCONJ
bracis-19073	156	31	used	use	VERB
bracis-19073	156	32	as	as	ADP
bracis-19073	156	33	input	input	NOUN
bracis-19073	156	34	to	to	ADP
bracis-19073	156	35	neural	neural	ADJ
bracis-19073	156	36	networks	network	NOUN
bracis-19073	156	37	.	.	PUNCT
bracis-19073	157	1	as	as	ADP
bracis-19073	157	2	a	a	DET
bracis-19073	157	3	consequence	consequence	NOUN
bracis-19073	157	4	,	,	PUNCT
bracis-19073	157	5	we	we	PRON
bracis-19073	157	6	performed	perform	VERB
bracis-19073	157	7	the	the	DET
bracis-19073	157	8	four	four	NUM
bracis-19073	157	9	experiments	experiment	NOUN
bracis-19073	157	10	detailed	detail	VERB
bracis-19073	157	11	in	in	ADP
bracis-19073	157	12	table	table	NOUN
bracis-19073	157	13	 	 	SPACE
bracis-19073	157	14	2	2	NUM
bracis-19073	157	15	.	.	PUNCT
bracis-19073	158	1	the	the	DET
bracis-19073	158	2	first	first	ADJ
bracis-19073	158	3	experiment	experiment	NOUN
bracis-19073	158	4	considers	consider	VERB
bracis-19073	158	5	a	a	DET
bracis-19073	158	6	real	real	ADV
bracis-19073	158	7	-	-	PUNCT
bracis-19073	158	8	valued	value	VERB
bracis-19073	158	9	cnn	cnn	NOUN
bracis-19073	158	10	whose	whose	DET
bracis-19073	158	11	input	input	NOUN
bracis-19073	158	12	is	be	AUX
bracis-19073	158	13	obtained	obtain	VERB
bracis-19073	158	14	by	by	ADP
bracis-19073	158	15	concatenating	concatenate	VERB
bracis-19073	158	16	the	the	DET
bracis-19073	158	17	three	three	NUM
bracis-19073	158	18	rgb	rgb	PROPN
bracis-19073	158	19	channels	channel	NOUN
bracis-19073	158	20	in	in	ADP
bracis-19073	158	21	a	a	DET
bracis-19073	158	22	single	single	ADJ
bracis-19073	158	23	tensor	tensor	NOUN
bracis-19073	158	24	with	with	ADP
bracis-19073	158	25	values	value	NOUN
bracis-19073	158	26	in	in	ADP
bracis-19073	158	27	the	the	DET
bracis-19073	158	28	unit	unit	NOUN
bracis-19073	158	29	interval	interval	NOUN
bracis-19073	158	30	[	[	X
bracis-19073	158	31	0	0	NUM
bracis-19073	158	32	,	,	PUNCT
bracis-19073	158	33	 	 	SPACE
bracis-19073	158	34	1	1	NUM
bracis-19073	158	35	]	]	PUNCT
bracis-19073	158	36	.	.	PUNCT
bracis-19073	159	1	the	the	DET
bracis-19073	159	2	second	second	ADJ
bracis-19073	159	3	experiment	experiment	NOUN
bracis-19073	159	4	also	also	ADV
bracis-19073	159	5	considers	consider	VERB
bracis-19073	159	6	real	real	ADV
bracis-19073	159	7	-	-	PUNCT
bracis-19073	159	8	valued	value	VERB
bracis-19073	159	9	cnns	cnn	NOUN
bracis-19073	159	10	,	,	PUNCT
bracis-19073	159	11	but	but	CCONJ
bracis-19073	159	12	the	the	DET
bracis-19073	159	13	input	input	NOUN
bracis-19073	159	14	is	be	AUX
bracis-19073	159	15	obtained	obtain	VERB
bracis-19073	159	16	by	by	ADP
bracis-19073	159	17	concatenating	concatenate	VERB
bracis-19073	159	18	the	the	DET
bracis-19073	159	19	three	three	NUM
bracis-19073	159	20	hsv	hsv	NOUN
bracis-19073	159	21	channels	channel	NOUN
bracis-19073	159	22	.	.	PUNCT
bracis-19073	160	1	here	here	ADV
bracis-19073	160	2	,	,	PUNCT
bracis-19073	160	3	hue	hue	NOUN
bracis-19073	160	4	is	be	AUX
bracis-19073	160	5	arranged	arrange	VERB
bracis-19073	160	6	in	in	ADP
bracis-19073	160	7	a	a	DET
bracis-19073	160	8	radial	radial	ADJ
bracis-19073	160	9	slice	slice	NOUN
bracis-19073	160	10	\(h	\(h	NOUN
bracis-19073	160	11	\in	\in	PROPN
bracis-19073	160	12	[	[	X
bracis-19073	160	13	0,2\pi	0,2\pi	NOUN
bracis-19073	160	14	)	)	PUNCT
bracis-19073	160	15	\	\	NOUN
bracis-19073	160	16	)	)	PUNCT
bracis-19073	160	17	while	while	SCONJ
bracis-19073	160	18	saturation	saturation	NOUN
bracis-19073	160	19	and	and	CCONJ
bracis-19073	160	20	value	value	NOUN
bracis-19073	160	21	belong	belong	VERB
bracis-19073	160	22	to	to	ADP
bracis-19073	160	23	the	the	DET
bracis-19073	160	24	unit	unit	NOUN
bracis-19073	160	25	interval	interval	NOUN
bracis-19073	160	26	,	,	PUNCT
bracis-19073	160	27	i.e.	i.e.	X
bracis-19073	160	28	,	,	PUNCT
bracis-19073	160	29	\(s	\(	NOUN
bracis-19073	160	30	,	,	PUNCT
bracis-19073	160	31	\	\	PROPN
bracis-19073	160	32	v	v	ADP
bracis-19073	160	33	\in	\in	PROPN
bracis-19073	160	34	[	[	X
bracis-19073	160	35	0,1]\	0,1]\	NOUN
bracis-19073	160	36	)	)	PUNCT
bracis-19073	160	37	.	.	PUNCT
bracis-19073	161	1	table	table	NOUN
bracis-19073	161	2	2	2	NUM
bracis-19073	161	3	.	.	PUNCT
bracis-19073	162	1	experiments	experiment	NOUN
bracis-19073	162	2	with	with	ADP
bracis-19073	162	3	real	real	ADJ
bracis-19073	162	4	and	and	CCONJ
bracis-19073	162	5	quaternion	quaternion	NOUN
bracis-19073	162	6	-	-	PUNCT
bracis-19073	162	7	valued	value	VERB
bracis-19073	162	8	neural	neural	ADJ
bracis-19073	162	9	networksfull	networksfull	ADJ
bracis-19073	162	10	size	size	NOUN
bracis-19073	162	11	table	table	NOUN
bracis-19073	162	12	the	the	DET
bracis-19073	162	13	last	last	ADJ
bracis-19073	162	14	two	two	NUM
bracis-19073	162	15	experiments	experiment	NOUN
bracis-19073	162	16	were	be	AUX
bracis-19073	162	17	performed	perform	VERB
bracis-19073	162	18	using	use	VERB
bracis-19073	162	19	quaternion	quaternion	NOUN
bracis-19073	162	20	-	-	PUNCT
bracis-19073	162	21	valued	value	VERB
bracis-19073	162	22	cnn	cnn	PROPN
bracis-19073	162	23	.	.	PUNCT
bracis-19073	163	1	specifically	specifically	ADV
bracis-19073	163	2	,	,	PUNCT
bracis-19073	163	3	in	in	ADP
bracis-19073	163	4	the	the	DET
bracis-19073	163	5	third	third	ADJ
bracis-19073	163	6	experiment	experiment	NOUN
bracis-19073	163	7	,	,	PUNCT
bracis-19073	163	8	the	the	DET
bracis-19073	163	9	rgb	rgb	PROPN
bracis-19073	163	10	image	image	NOUN
bracis-19073	163	11	is	be	AUX
bracis-19073	163	12	encoded	encode	VERB
bracis-19073	163	13	in	in	ADP
bracis-19073	163	14	a	a	DET
bracis-19073	163	15	quaternion	quaternion	NOUN
bracis-19073	163	16	structure	structure	NOUN
bracis-19073	163	17	with	with	ADP
bracis-19073	163	18	real	real	ADJ
bracis-19073	163	19	part	part	NOUN
bracis-19073	163	20	null	null	NOUN
bracis-19073	163	21	,	,	PUNCT
bracis-19073	163	22	and	and	CCONJ
bracis-19073	163	23	each	each	DET
bracis-19073	163	24	channel	channel	NOUN
bracis-19073	163	25	as	as	ADP
bracis-19073	163	26	one	one	NUM
bracis-19073	163	27	imaginary	imaginary	ADJ
bracis-19073	163	28	part	part	NOUN
bracis-19073	163	29	of	of	ADP
bracis-19073	163	30	a	a	DET
bracis-19073	163	31	quaternion	quaternion	NOUN
bracis-19073	163	32	as	as	SCONJ
bracis-19073	163	33	follows	follow	VERB
bracis-19073	163	34	:	:	PUNCT
bracis-19073	163	35	$	$	SYM
bracis-19073	163	36	$	$	SYM
bracis-19073	163	37	\begin{aligned	\begin{aligne	VERB
bracis-19073	163	38	}	}	PUNCT
bracis-19073	163	39	q	q	NOUN
bracis-19073	164	1	=	=	SYM
bracis-19073	164	2	0	0	PUNCT
bracis-19073	165	1	+	+	CCONJ
bracis-19073	165	2	r	r	NOUN
bracis-19073	165	3	\	\	ADJ
bracis-19073	165	4	\boldsymbol{i}+	\boldsymbol{i}+	PROPN
bracis-19073	165	5	g	g	NOUN
bracis-19073	165	6	\	\	PROPN
bracis-19073	165	7	\boldsymbol{j}+	\boldsymbol{j}+	PUNCT
bracis-19073	165	8	b	b	PROPN
bracis-19073	165	9	\	\	PROPN
bracis-19073	165	10	\boldsymbol{k	\boldsymbol{k	PROPN
bracis-19073	165	11	}	}	PUNCT
bracis-19073	165	12	.	.	PUNCT
bracis-19073	166	1	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-19073	166	2	(	(	PUNCT
bracis-19073	166	3	6	6	NUM
bracis-19073	166	4	)	)	PUNCT
bracis-19073	166	5	finally	finally	ADV
bracis-19073	166	6	,	,	PUNCT
bracis-19073	166	7	in	in	ADP
bracis-19073	166	8	the	the	DET
bracis-19073	166	9	fourth	fourth	ADJ
bracis-19073	166	10	experiment	experiment	NOUN
bracis-19073	166	11	,	,	PUNCT
bracis-19073	166	12	a	a	DET
bracis-19073	166	13	color	color	NOUN
bracis-19073	166	14	is	be	AUX
bracis-19073	166	15	encoded	encode	VERB
bracis-19073	166	16	in	in	ADP
bracis-19073	166	17	a	a	DET
bracis-19073	166	18	quaternion	quaternion	NOUN
bracis-19073	166	19	through	through	ADP
bracis-19073	166	20	the	the	DET
bracis-19073	166	21	following	follow	VERB
bracis-19073	166	22	expression	expression	NOUN
bracis-19073	166	23	using	use	VERB
bracis-19073	166	24	the	the	DET
bracis-19073	166	25	hsv	hsv	NOUN
bracis-19073	166	26	representation	representation	NOUN
bracis-19073	166	27	:	:	PUNCT
bracis-19073	167	1	$	$	SYM
bracis-19073	167	2	$	$	SYM
bracis-19073	167	3	\begin{aligned	\begin{aligne	VERB
bracis-19073	167	4	}	}	PUNCT
bracis-19073	167	5	q	q	NOUN
bracis-19073	167	6	=	=	SYM
bracis-19073	167	7	s	s	X
bracis-19073	167	8	\cos	\cos	PROPN
bracis-19073	167	9	(	(	PUNCT
bracis-19073	167	10	h	h	NOUN
bracis-19073	167	11	)	)	PUNCT
bracis-19073	168	1	+	+	NUM
bracis-19073	168	2	s	s	X
bracis-19073	168	3	\sin	\sin	NOUN
bracis-19073	168	4	(	(	PUNCT
bracis-19073	168	5	h	h	NOUN
bracis-19073	168	6	)	)	PUNCT
bracis-19073	168	7	\	\	PUNCT
bracis-19073	168	8	\boldsymbol{i}+	\boldsymbol{i}+	PRON
bracis-19073	168	9	v	v	ADP
bracis-19073	168	10	\cos	\cos	PROPN
bracis-19073	168	11	(	(	PUNCT
bracis-19073	168	12	h	h	NOUN
bracis-19073	168	13	)	)	PUNCT
bracis-19073	168	14	\	\	NOUN
bracis-19073	168	15	\boldsymbol{j}+	\boldsymbol{j}+	PUNCT
bracis-19073	168	16	v	v	PROPN
bracis-19073	168	17	\sin	\sin	NOUN
bracis-19073	168	18	(	(	PUNCT
bracis-19073	168	19	h	h	NOUN
bracis-19073	168	20	)	)	PUNCT
bracis-19073	168	21	\	\	PROPN
bracis-19073	168	22	\boldsymbol{k	\boldsymbol{k	PROPN
bracis-19073	168	23	}	}	PUNCT
bracis-19073	168	24	.	.	PUNCT
bracis-19073	169	1	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-19073	169	2	(	(	PUNCT
bracis-19073	169	3	7	7	X
bracis-19073	169	4	)	)	PUNCT
bracis-19073	169	5	the	the	DET
bracis-19073	169	6	dataset	dataset	NOUN
bracis-19073	169	7	has	have	AUX
bracis-19073	169	8	been	be	AUX
bracis-19073	169	9	divided	divide	VERB
bracis-19073	169	10	into	into	ADP
bracis-19073	169	11	training	training	NOUN
bracis-19073	169	12	and	and	CCONJ
bracis-19073	169	13	test	test	NOUN
bracis-19073	169	14	sets	set	NOUN
bracis-19073	169	15	with	with	ADP
bracis-19073	169	16	5	5	NUM
bracis-19073	169	17	different	different	ADJ
bracis-19073	169	18	training	training	NOUN
bracis-19073	169	19	/	/	SYM
bracis-19073	169	20	test	test	NOUN
bracis-19073	169	21	ratios	ratio	NOUN
bracis-19073	169	22	and	and	CCONJ
bracis-19073	169	23	trained	train	VERB
bracis-19073	169	24	by	by	ADP
bracis-19073	169	25	100	100	NUM
bracis-19073	169	26	epochs	epoch	NOUN
bracis-19073	169	27	.	.	PUNCT
bracis-19073	170	1	one	one	NUM
bracis-19073	170	2	hundred	hundred	NUM
bracis-19073	170	3	simulations	simulation	NOUN
bracis-19073	170	4	were	be	AUX
bracis-19073	170	5	performed	perform	VERB
bracis-19073	170	6	for	for	ADP
bracis-19073	170	7	each	each	DET
bracis-19073	170	8	different	different	ADJ
bracis-19073	170	9	training	training	NOUN
bracis-19073	170	10	/	/	SYM
bracis-19073	170	11	test	test	NOUN
bracis-19073	170	12	ratio	ratio	NOUN
bracis-19073	170	13	and	and	CCONJ
bracis-19073	170	14	,	,	PUNCT
bracis-19073	170	15	the	the	DET
bracis-19073	170	16	average	average	ADJ
bracis-19073	170	17	and	and	CCONJ
bracis-19073	170	18	standard	standard	ADJ
bracis-19073	170	19	deviation	deviation	NOUN
bracis-19073	170	20	of	of	ADP
bracis-19073	170	21	the	the	DET
bracis-19073	170	22	accuracy	accuracy	NOUN
bracis-19073	170	23	was	be	AUX
bracis-19073	170	24	calculated	calculate	VERB
bracis-19073	170	25	.	.	PUNCT
bracis-19073	171	1	figure	figure	NOUN
bracis-19073	171	2	 	 	SPACE
bracis-19073	171	3	4	4	NUM
bracis-19073	171	4	presents	present	VERB
bracis-19073	171	5	the	the	DET
bracis-19073	171	6	average	average	ADJ
bracis-19073	171	7	accuracy	accuracy	NOUN
bracis-19073	171	8	of	of	ADP
bracis-19073	171	9	both	both	CCONJ
bracis-19073	171	10	real	real	ADV
bracis-19073	171	11	-	-	PUNCT
bracis-19073	171	12	valued	value	VERB
bracis-19073	171	13	and	and	CCONJ
bracis-19073	171	14	quaternion	quaternion	NOUN
bracis-19073	171	15	-	-	PUNCT
bracis-19073	171	16	valued	value	VERB
bracis-19073	171	17	convolutional	convolutional	ADJ
bracis-19073	171	18	neural	neural	ADJ
bracis-19073	171	19	networks	network	NOUN
bracis-19073	171	20	for	for	ADP
bracis-19073	171	21	different	different	ADJ
bracis-19073	171	22	percentages	percentage	NOUN
bracis-19073	171	23	used	use	VERB
bracis-19073	171	24	for	for	ADP
bracis-19073	171	25	testing	test	VERB
bracis-19073	171	26	the	the	DET
bracis-19073	171	27	networks	network	NOUN
bracis-19073	171	28	in	in	ADP
bracis-19073	171	29	the	the	DET
bracis-19073	171	30	four	four	NUM
bracis-19073	171	31	experiments	experiment	NOUN
bracis-19073	171	32	.	.	PUNCT
bracis-19073	172	1	this	this	DET
bracis-19073	172	2	figure	figure	NOUN
bracis-19073	172	3	also	also	ADV
bracis-19073	172	4	presents	present	VERB
bracis-19073	172	5	the	the	DET
bracis-19073	172	6	interval	interval	NOUN
bracis-19073	172	7	between	between	ADP
bracis-19073	172	8	the	the	DET
bracis-19073	172	9	\(25\%\	\(25\%\	NOUN
bracis-19073	172	10	)	)	PUNCT
bracis-19073	172	11	and	and	CCONJ
bracis-19073	172	12	the	the	DET
bracis-19073	172	13	\(75\%\	\(75\%\	NOUN
bracis-19073	172	14	)	)	PUNCT
bracis-19073	172	15	quantiles	quantile	NOUN
bracis-19073	172	16	of	of	ADP
bracis-19073	172	17	accuracy	accuracy	NOUN
bracis-19073	172	18	as	as	ADP
bracis-19073	172	19	shaded	shaded	ADJ
bracis-19073	172	20	area	area	NOUN
bracis-19073	172	21	.	.	PUNCT
bracis-19073	173	1	fig	fig	NOUN
bracis-19073	173	2	.	.	PUNCT
bracis-19073	174	1	4	4	X
bracis-19073	174	2	.	.	X
bracis-19073	174	3	accuracy	accuracy	NOUN
bracis-19073	174	4	by	by	ADP
bracis-19073	174	5	the	the	DET
bracis-19073	174	6	percentage	percentage	NOUN
bracis-19073	174	7	of	of	ADP
bracis-19073	174	8	the	the	DET
bracis-19073	174	9	dataset	dataset	NOUN
bracis-19073	174	10	used	use	VERB
bracis-19073	174	11	for	for	ADP
bracis-19073	174	12	testing	testing	NOUN
bracis-19073	174	13	.	.	PUNCT
bracis-19073	175	1	full	full	ADJ
bracis-19073	175	2	size	size	NOUN
bracis-19073	175	3	image	image	NOUN
bracis-19073	175	4	note	note	NOUN
bracis-19073	175	5	from	from	ADP
bracis-19073	175	6	fig	fig	NOUN
bracis-19073	175	7	.	.	PUNCT
bracis-19073	175	8	 	 	SPACE
bracis-19073	175	9	4	4	NUM
bracis-19073	175	10	that	that	SCONJ
bracis-19073	175	11	the	the	DET
bracis-19073	175	12	quaternion	quaternion	NOUN
bracis-19073	175	13	-	-	PUNCT
bracis-19073	175	14	valued	value	VERB
bracis-19073	175	15	convolutional	convolutional	ADJ
bracis-19073	175	16	neural	neural	ADJ
bracis-19073	175	17	network	network	NOUN
bracis-19073	175	18	with	with	ADP
bracis-19073	175	19	images	image	NOUN
bracis-19073	175	20	in	in	ADP
bracis-19073	175	21	hsv	hsv	NOUN
bracis-19073	175	22	color	color	NOUN
bracis-19073	175	23	space	space	NOUN
bracis-19073	175	24	(	(	PUNCT
bracis-19073	175	25	qvcnn	qvcnn	NOUN
bracis-19073	175	26	-	-	PUNCT
bracis-19073	175	27	hsv	hsv	PROPN
bracis-19073	175	28	)	)	PUNCT
bracis-19073	175	29	obtained	obtain	VERB
bracis-19073	175	30	the	the	DET
bracis-19073	175	31	best	good	ADJ
bracis-19073	175	32	performance	performance	NOUN
bracis-19073	175	33	,	,	PUNCT
bracis-19073	175	34	reaching	reach	VERB
bracis-19073	175	35	98.2	98.2	NUM
bracis-19073	175	36	%	%	NOUN
bracis-19073	175	37	of	of	ADP
bracis-19073	175	38	accuracy	accuracy	NOUN
bracis-19073	175	39	in	in	ADP
bracis-19073	175	40	the	the	DET
bracis-19073	175	41	test	test	NOUN
bracis-19073	175	42	phase	phase	NOUN
bracis-19073	175	43	with	with	ADP
bracis-19073	175	44	10	10	NUM
bracis-19073	175	45	%	%	NOUN
bracis-19073	175	46	of	of	ADP
bracis-19073	175	47	training	training	NOUN
bracis-19073	175	48	/	/	SYM
bracis-19073	175	49	test	test	NOUN
bracis-19073	175	50	ratio	ratio	NOUN
bracis-19073	175	51	.	.	PUNCT
bracis-19073	176	1	the	the	DET
bracis-19073	176	2	real	real	ADJ
bracis-19073	176	3	and	and	CCONJ
bracis-19073	176	4	quaternion	quaternion	NOUN
bracis-19073	176	5	-	-	PUNCT
bracis-19073	176	6	valued	value	VERB
bracis-19073	176	7	networks	network	NOUN
bracis-19073	176	8	with	with	ADP
bracis-19073	176	9	rgb	rgb	PROPN
bracis-19073	176	10	encoded	encode	VERB
bracis-19073	176	11	images	image	NOUN
bracis-19073	176	12	exhibited	exhibit	VERB
bracis-19073	176	13	similar	similar	ADJ
bracis-19073	176	14	performance	performance	NOUN
bracis-19073	176	15	,	,	PUNCT
bracis-19073	176	16	with	with	ADP
bracis-19073	176	17	accuracy	accuracy	NOUN
bracis-19073	176	18	between	between	ADP
bracis-19073	176	19	\([93.6\%	\([93.6\%	PROPN
bracis-19073	176	20	,	,	PUNCT
bracis-19073	176	21	\	\	PROPN
bracis-19073	176	22	97.1\%]\	97.1\%]\	NUM
bracis-19073	176	23	)	)	PUNCT
bracis-19073	176	24	and	and	CCONJ
bracis-19073	176	25	\([94.4\%,\	\([94.4\%,\	NOUN
bracis-19073	176	26	)	)	PUNCT
bracis-19073	176	27	\(97.3\%]\	\(97.3\%]\	NOUN
bracis-19073	176	28	)	)	PUNCT
bracis-19073	176	29	,	,	PUNCT
bracis-19073	176	30	respectively	respectively	ADV
bracis-19073	176	31	,	,	PUNCT
bracis-19073	176	32	depending	depend	VERB
bracis-19073	176	33	on	on	ADP
bracis-19073	176	34	the	the	DET
bracis-19073	176	35	ratio	ratio	NOUN
bracis-19073	176	36	training	training	NOUN
bracis-19073	176	37	/	/	PUNCT
bracis-19073	176	38	test	test	NOUN
bracis-19073	176	39	.	.	PUNCT
bracis-19073	177	1	the	the	DET
bracis-19073	177	2	real	real	ADJ
bracis-19073	177	3	and	and	CCONJ
bracis-19073	177	4	quaternion	quaternion	NOUN
bracis-19073	177	5	-	-	PUNCT
bracis-19073	177	6	valued	value	VERB
bracis-19073	177	7	cnn	cnn	PROPN
bracis-19073	177	8	models	model	NOUN
bracis-19073	177	9	with	with	ADP
bracis-19073	177	10	rgb	rgb	PROPN
bracis-19073	177	11	encoded	encode	VERB
bracis-19073	177	12	images	image	NOUN
bracis-19073	177	13	exhibited	exhibit	VERB
bracis-19073	177	14	statistically	statistically	ADV
bracis-19073	177	15	equivalent	equivalent	ADJ
bracis-19073	177	16	performances	performance	NOUN
bracis-19073	177	17	.	.	PUNCT
bracis-19073	178	1	the	the	DET
bracis-19073	178	2	real	real	ADV
bracis-19073	178	3	-	-	PUNCT
bracis-19073	178	4	valued	value	VERB
bracis-19073	178	5	neural	neural	ADJ
bracis-19073	178	6	network	network	NOUN
bracis-19073	178	7	with	with	ADP
bracis-19073	178	8	hsv	hsv	PROPN
bracis-19073	178	9	encoded	encode	VERB
bracis-19073	178	10	images	image	NOUN
bracis-19073	178	11	yielded	yield	VERB
bracis-19073	178	12	the	the	DET
bracis-19073	178	13	worst	bad	ADJ
bracis-19073	178	14	performance	performance	NOUN
bracis-19073	178	15	,	,	PUNCT
bracis-19073	178	16	reaching	reach	VERB
bracis-19073	178	17	an	an	DET
bracis-19073	178	18	average	average	ADJ
bracis-19073	178	19	accuracy	accuracy	NOUN
bracis-19073	178	20	of	of	ADP
bracis-19073	178	21	95.3	95.3	NUM
bracis-19073	178	22	%	%	NOUN
bracis-19073	178	23	in	in	ADP
bracis-19073	178	24	the	the	DET
bracis-19073	178	25	best	good	ADJ
bracis-19073	178	26	case	case	NOUN
bracis-19073	178	27	.	.	PUNCT
bracis-19073	179	1	concluding	conclude	VERB
bracis-19073	179	2	,	,	PUNCT
bracis-19073	179	3	the	the	DET
bracis-19073	179	4	qvcnn	qvcnn	PROPN
bracis-19073	179	5	-	-	PUNCT
bracis-19073	179	6	hsv	hsv	PROPN
bracis-19073	179	7	exhibits	exhibit	VERB
bracis-19073	179	8	a	a	DET
bracis-19073	179	9	better	well	ADJ
bracis-19073	179	10	generalization	generalization	NOUN
bracis-19073	179	11	capability	capability	NOUN
bracis-19073	179	12	than	than	ADP
bracis-19073	179	13	the	the	DET
bracis-19073	179	14	qvcnn	qvcnn	PROPN
bracis-19073	179	15	-	-	PUNCT
bracis-19073	179	16	rgb	rgb	PROPN
bracis-19073	179	17	,	,	PUNCT
bracis-19073	179	18	rvcnn	rvcnn	PROPN
bracis-19073	179	19	-	-	PUNCT
bracis-19073	179	20	rgb	rgb	PROPN
bracis-19073	179	21	,	,	PUNCT
bracis-19073	179	22	and	and	CCONJ
bracis-19073	179	23	rvcnn	rvcnn	NOUN
bracis-19073	179	24	-	-	PUNCT
bracis-19073	179	25	hsv	hsv	NOUN
bracis-19073	179	26	models	model	NOUN
bracis-19073	179	27	.	.	PUNCT
bracis-19073	180	1	moreover	moreover	ADV
bracis-19073	180	2	,	,	PUNCT
bracis-19073	180	3	the	the	DET
bracis-19073	180	4	performance	performance	NOUN
bracis-19073	180	5	of	of	ADP
bracis-19073	180	6	the	the	DET
bracis-19073	180	7	quaternion	quaternion	NOUN
bracis-19073	180	8	-	-	PUNCT
bracis-19073	180	9	valued	value	VERB
bracis-19073	180	10	convolutional	convolutional	ADJ
bracis-19073	180	11	neural	neural	ADJ
bracis-19073	180	12	network	network	NOUN
bracis-19073	180	13	with	with	ADP
bracis-19073	180	14	images	image	NOUN
bracis-19073	180	15	encoded	encode	VERB
bracis-19073	180	16	using	use	VERB
bracis-19073	180	17	the	the	DET
bracis-19073	180	18	hsv	hsv	NOUN
bracis-19073	180	19	color	color	NOUN
bracis-19073	180	20	space	space	NOUN
bracis-19073	180	21	and	and	CCONJ
bracis-19073	180	22	(	(	PUNCT
bracis-19073	180	23	7	7	X
bracis-19073	180	24	)	)	PUNCT
bracis-19073	180	25	compares	compare	VERB
bracis-19073	180	26	well	well	ADV
bracis-19073	180	27	with	with	ADP
bracis-19073	180	28	the	the	DET
bracis-19073	180	29	results	result	NOUN
bracis-19073	180	30	reported	report	VERB
bracis-19073	180	31	in	in	ADP
bracis-19073	180	32	the	the	DET
bracis-19073	180	33	literature	literature	NOUN
bracis-19073	180	34	(	(	PUNCT
bracis-19073	180	35	see	see	VERB
bracis-19073	180	36	sect	sect	NOUN
bracis-19073	180	37	.	.	PUNCT
bracis-19073	180	38	 	 	SPACE
bracis-19073	180	39	2.1	2.1	NUM
bracis-19073	180	40	)	)	PUNCT
bracis-19073	180	41	.	.	PUNCT
bracis-19073	181	1	however	however	ADV
bracis-19073	181	2	,	,	PUNCT
bracis-19073	181	3	the	the	DET
bracis-19073	181	4	quaternion	quaternion	NOUN
bracis-19073	181	5	-	-	PUNCT
bracis-19073	181	6	valued	value	VERB
bracis-19073	181	7	convolutional	convolutional	ADJ
bracis-19073	181	8	neural	neural	ADJ
bracis-19073	181	9	network	network	NOUN
bracis-19073	181	10	is	be	AUX
bracis-19073	181	11	much	much	ADV
bracis-19073	181	12	simpler	simple	ADJ
bracis-19073	181	13	than	than	ADP
bracis-19073	181	14	many	many	ADJ
bracis-19073	181	15	of	of	ADP
bracis-19073	181	16	the	the	DET
bracis-19073	181	17	architectures	architecture	NOUN
bracis-19073	181	18	considered	consider	VERB
bracis-19073	181	19	previously	previously	ADV
bracis-19073	181	20	.	.	PUNCT
bracis-19073	182	1	5	5	NUM
bracis-19073	182	2	concluding	conclude	VERB
bracis-19073	182	3	remarks	remark	NOUN
bracis-19073	182	4	and	and	CCONJ
bracis-19073	182	5	future	future	ADJ
bracis-19073	182	6	works	work	NOUN
bracis-19073	182	7	acute	acute	ADJ
bracis-19073	182	8	lymphoblastic	lymphoblastic	ADJ
bracis-19073	182	9	leukemia	leukemia	NOUN
bracis-19073	182	10	is	be	AUX
bracis-19073	182	11	characterized	characterize	VERB
bracis-19073	182	12	by	by	ADP
bracis-19073	182	13	many	many	ADJ
bracis-19073	182	14	lymphoblasts	lymphoblast	NOUN
bracis-19073	182	15	in	in	ADP
bracis-19073	182	16	the	the	DET
bracis-19073	182	17	blood	blood	NOUN
bracis-19073	182	18	and	and	CCONJ
bracis-19073	182	19	the	the	DET
bracis-19073	182	20	bone	bone	NOUN
bracis-19073	182	21	marrow	marrow	NOUN
bracis-19073	182	22	.	.	PUNCT
bracis-19073	183	1	such	such	ADJ
bracis-19073	183	2	disease	disease	NOUN
bracis-19073	183	3	can	can	AUX
bracis-19073	183	4	be	be	AUX
bracis-19073	183	5	diagnosticated	diagnosticate	VERB
bracis-19073	183	6	by	by	ADP
bracis-19073	183	7	counting	count	VERB
bracis-19073	183	8	the	the	DET
bracis-19073	183	9	number	number	NOUN
bracis-19073	183	10	of	of	ADP
bracis-19073	183	11	lymphoblasts	lymphoblast	NOUN
bracis-19073	183	12	in	in	ADP
bracis-19073	183	13	a	a	DET
bracis-19073	183	14	blood	blood	NOUN
bracis-19073	183	15	smear	smear	NOUN
bracis-19073	183	16	microscope	microscope	NOUN
bracis-19073	183	17	image	image	NOUN
bracis-19073	183	18	.	.	PUNCT
bracis-19073	184	1	this	this	DET
bracis-19073	184	2	paper	paper	NOUN
bracis-19073	184	3	investigated	investigate	VERB
bracis-19073	184	4	the	the	DET
bracis-19073	184	5	application	application	NOUN
bracis-19073	184	6	of	of	ADP
bracis-19073	184	7	convolutional	convolutional	ADJ
bracis-19073	184	8	neural	neural	ADJ
bracis-19073	184	9	networks	network	NOUN
bracis-19073	184	10	for	for	ADP
bracis-19073	184	11	classifying	classify	VERB
bracis-19073	184	12	a	a	DET
bracis-19073	184	13	white	white	ADJ
bracis-19073	184	14	cell	cell	NOUN
bracis-19073	184	15	as	as	SCONJ
bracis-19073	184	16	lymphoblast	lymphoblast	NOUN
bracis-19073	184	17	or	or	CCONJ
bracis-19073	184	18	not	not	PART
bracis-19073	184	19	.	.	PUNCT
bracis-19073	185	1	precisely	precisely	ADV
bracis-19073	185	2	,	,	PUNCT
bracis-19073	185	3	we	we	PRON
bracis-19073	185	4	compared	compare	VERB
bracis-19073	185	5	the	the	DET
bracis-19073	185	6	performance	performance	NOUN
bracis-19073	185	7	of	of	ADP
bracis-19073	185	8	real	real	ADV
bracis-19073	185	9	-	-	PUNCT
bracis-19073	185	10	valued	value	VERB
bracis-19073	185	11	and	and	CCONJ
bracis-19073	185	12	quaternion	quaternion	NOUN
bracis-19073	185	13	-	-	PUNCT
bracis-19073	185	14	valued	value	VERB
bracis-19073	185	15	models	model	NOUN
bracis-19073	185	16	.	.	PUNCT
bracis-19073	186	1	the	the	DET
bracis-19073	186	2	qvcnn	qvcnn	PROPN
bracis-19073	186	3	with	with	ADP
bracis-19073	186	4	input	input	NOUN
bracis-19073	186	5	images	image	NOUN
bracis-19073	186	6	encoded	encode	VERB
bracis-19073	186	7	using	use	VERB
bracis-19073	186	8	the	the	DET
bracis-19073	186	9	hsv	hsv	NOUN
bracis-19073	186	10	color	color	NOUN
bracis-19073	186	11	space	space	NOUN
bracis-19073	186	12	showed	show	VERB
bracis-19073	186	13	the	the	DET
bracis-19073	186	14	best	good	ADJ
bracis-19073	186	15	result	result	NOUN
bracis-19073	186	16	in	in	ADP
bracis-19073	186	17	our	our	PRON
bracis-19073	186	18	experiments	experiment	NOUN
bracis-19073	186	19	.	.	PUNCT
bracis-19073	187	1	also	also	ADV
bracis-19073	187	2	,	,	PUNCT
bracis-19073	187	3	the	the	DET
bracis-19073	187	4	performance	performance	NOUN
bracis-19073	187	5	of	of	ADP
bracis-19073	187	6	the	the	DET
bracis-19073	187	7	qvcnn	qvcnn	PROPN
bracis-19073	187	8	is	be	AUX
bracis-19073	187	9	comparable	comparable	ADJ
bracis-19073	187	10	with	with	ADP
bracis-19073	187	11	other	other	ADJ
bracis-19073	187	12	deeper	deep	ADJ
bracis-19073	187	13	neural	neural	ADJ
bracis-19073	187	14	networks	network	NOUN
bracis-19073	187	15	from	from	ADP
bracis-19073	187	16	the	the	DET
bracis-19073	187	17	literature	literature	NOUN
bracis-19073	187	18	,	,	PUNCT
bracis-19073	187	19	including	include	VERB
bracis-19073	187	20	the	the	DET
bracis-19073	187	21	resnet	resnet	NOUN
bracis-19073	187	22	and	and	CCONJ
bracis-19073	187	23	the	the	DET
bracis-19073	187	24	densenet	densenet	NOUN
bracis-19073	188	1	[	[	X
bracis-19073	188	2	8	8	NUM
bracis-19073	188	3	]	]	PUNCT
bracis-19073	188	4	.	.	PUNCT
bracis-19073	189	1	this	this	DET
bracis-19073	189	2	computational	computational	ADJ
bracis-19073	189	3	experiment	experiment	NOUN
bracis-19073	189	4	suggests	suggest	VERB
bracis-19073	189	5	that	that	SCONJ
bracis-19073	189	6	quaternion	quaternion	NOUN
bracis-19073	189	7	-	-	PUNCT
bracis-19073	189	8	valued	value	VERB
bracis-19073	189	9	neural	neural	ADJ
bracis-19073	189	10	networks	network	NOUN
bracis-19073	189	11	exhibit	exhibit	VERB
bracis-19073	189	12	better	well	ADJ
bracis-19073	189	13	generalization	generalization	NOUN
bracis-19073	189	14	capability	capability	NOUN
bracis-19073	189	15	than	than	ADP
bracis-19073	189	16	the	the	DET
bracis-19073	189	17	real	real	ADV
bracis-19073	189	18	-	-	PUNCT
bracis-19073	189	19	valued	value	VERB
bracis-19073	189	20	convolutional	convolutional	ADJ
bracis-19073	189	21	neural	neural	ADJ
bracis-19073	189	22	network	network	NOUN
bracis-19073	189	23	,	,	PUNCT
bracis-19073	189	24	possibly	possibly	ADV
bracis-19073	189	25	because	because	SCONJ
bracis-19073	189	26	it	it	PRON
bracis-19073	189	27	treats	treat	VERB
bracis-19073	189	28	colors	color	NOUN
bracis-19073	189	29	as	as	ADP
bracis-19073	189	30	single	single	ADJ
bracis-19073	189	31	quaternion	quaternion	NOUN
bracis-19073	189	32	entities	entity	NOUN
bracis-19073	189	33	.	.	PUNCT
bracis-19073	190	1	furthermore	furthermore	ADV
bracis-19073	190	2	,	,	PUNCT
bracis-19073	190	3	it	it	PRON
bracis-19073	190	4	is	be	AUX
bracis-19073	190	5	noticeable	noticeable	ADJ
bracis-19073	190	6	that	that	SCONJ
bracis-19073	190	7	the	the	DET
bracis-19073	190	8	quaternion	quaternion	NOUN
bracis-19073	190	9	-	-	PUNCT
bracis-19073	190	10	valued	value	VERB
bracis-19073	190	11	convolutional	convolutional	ADJ
bracis-19073	190	12	neural	neural	ADJ
bracis-19073	190	13	network	network	NOUN
bracis-19073	190	14	has	have	VERB
bracis-19073	190	15	about	about	ADV
bracis-19073	190	16	34	34	NUM
bracis-19073	190	17	%	%	NOUN
bracis-19073	190	18	of	of	ADP
bracis-19073	190	19	the	the	DET
bracis-19073	190	20	parameters	parameter	NOUN
bracis-19073	190	21	of	of	ADP
bracis-19073	190	22	the	the	DET
bracis-19073	190	23	corresponding	corresponding	ADJ
bracis-19073	190	24	real	real	ADV
bracis-19073	190	25	-	-	PUNCT
bracis-19073	190	26	valued	value	VERB
bracis-19073	190	27	model	model	NOUN
bracis-19073	190	28	.	.	PUNCT
bracis-19073	191	1	we	we	PRON
bracis-19073	191	2	plan	plan	VERB
bracis-19073	191	3	to	to	PART
bracis-19073	191	4	develop	develop	VERB
bracis-19073	191	5	neural	neural	ADJ
bracis-19073	191	6	networks	network	NOUN
bracis-19073	191	7	that	that	PRON
bracis-19073	191	8	segment	segment	NOUN
bracis-19073	191	9	and	and	CCONJ
bracis-19073	191	10	classify	classify	VERB
bracis-19073	191	11	white	white	ADJ
bracis-19073	191	12	blood	blood	NOUN
bracis-19073	191	13	cells	cell	NOUN
bracis-19073	191	14	on	on	ADP
bracis-19073	191	15	a	a	DET
bracis-19073	191	16	blood	blood	NOUN
bracis-19073	191	17	smear	smear	NOUN
bracis-19073	191	18	microscope	microscope	NOUN
bracis-19073	191	19	image	image	NOUN
bracis-19073	191	20	as	as	ADP
bracis-19073	191	21	future	future	ADJ
bracis-19073	191	22	work	work	NOUN
bracis-19073	191	23	.	.	PUNCT
bracis-19073	192	1	further	further	ADJ
bracis-19073	192	2	research	research	NOUN
bracis-19073	192	3	can	can	AUX
bracis-19073	192	4	also	also	ADV
bracis-19073	192	5	address	address	VERB
bracis-19073	192	6	the	the	DET
bracis-19073	192	7	application	application	NOUN
bracis-19073	192	8	of	of	ADP
bracis-19073	192	9	qvcnn	qvcnn	PROPN
bracis-19073	192	10	for	for	ADP
bracis-19073	192	11	the	the	DET
bracis-19073	192	12	classification	classification	NOUN
bracis-19073	192	13	of	of	ADP
bracis-19073	192	14	other	other	ADJ
bracis-19073	192	15	types	type	NOUN
bracis-19073	192	16	of	of	ADP
bracis-19073	192	17	leukemia	leukemia	NOUN
bracis-19073	192	18	.	.	PUNCT
bracis-19073	193	1	references	reference	NOUN
bracis-19073	193	2	acharya	acharya	PROPN
bracis-19073	193	3	,	,	PUNCT
bracis-19073	193	4	v.	v.	PROPN
bracis-19073	193	5	,	,	PUNCT
bracis-19073	193	6	kumar	kumar	PROPN
bracis-19073	193	7	,	,	PUNCT
bracis-19073	193	8	p.	p.	NOUN
bracis-19073	193	9	:	:	PUNCT
bracis-19073	194	1	detection	detection	NOUN
bracis-19073	194	2	of	of	ADP
bracis-19073	194	3	acute	acute	ADJ
bracis-19073	194	4	lymphoblastic	lymphoblastic	ADJ
bracis-19073	194	5	leukemia	leukemia	NOUN
bracis-19073	194	6	using	use	VERB
bracis-19073	194	7	image	image	NOUN
bracis-19073	194	8	segmentation	segmentation	NOUN
bracis-19073	194	9	and	and	CCONJ
bracis-19073	194	10	data	datum	NOUN
bracis-19073	194	11	mining	mining	NOUN
bracis-19073	194	12	algorithms	algorithm	NOUN
bracis-19073	194	13	.	.	PUNCT
bracis-19073	195	1	med	me	VERB
bracis-19073	195	2	.	.	PUNCT
bracis-19073	196	1	biol	biol	PROPN
bracis-19073	196	2	.	.	PUNCT
bracis-19073	197	1	eng	eng	PROPN
bracis-19073	197	2	.	.	PUNCT
bracis-19073	198	1	comput	comput	PROPN
bracis-19073	198	2	.	.	PUNCT
bracis-19073	199	1	57(8	57(8	NUM
bracis-19073	199	2	)	)	PUNCT
bracis-19073	199	3	,	,	PUNCT
bracis-19073	199	4	1783–1811	1783–1811	NUM
bracis-19073	199	5	(	(	PUNCT
bracis-19073	199	6	2019	2019	NUM
bracis-19073	199	7	)	)	PUNCT
bracis-19073	199	8	.	.	PUNCT
bracis-19073	200	1	https://doi.org/10.1007/s11517-019-01984-1	https://doi.org/10.1007/s11517-019-01984-1	NUM
bracis-19073	200	2	article	article	NOUN
bracis-19073	200	3	  	  	SPACE
bracis-19073	200	4	google	google	PROPN
bracis-19073	200	5	scholar	scholar	NOUN
bracis-19073	200	6	  	  	SPACE
bracis-19073	200	7	ahmed	ahmed	PROPN
bracis-19073	200	8	,	,	PUNCT
bracis-19073	200	9	n.	n.	NOUN
bracis-19073	200	10	,	,	PUNCT
bracis-19073	200	11	yigit	yigit	PROPN
bracis-19073	200	12	,	,	PUNCT
bracis-19073	200	13	a.	a.	NOUN
bracis-19073	200	14	,	,	PUNCT
bracis-19073	200	15	isik	isik	NOUN
bracis-19073	200	16	,	,	PUNCT
bracis-19073	200	17	z.	z.	PROPN
bracis-19073	200	18	,	,	PUNCT
bracis-19073	200	19	alpkocak	alpkocak	PROPN
bracis-19073	200	20	,	,	PUNCT
bracis-19073	200	21	a.	a.	NOUN
bracis-19073	200	22	:	:	PUNCT
bracis-19073	200	23	identification	identification	NOUN
bracis-19073	200	24	of	of	ADP
bracis-19073	200	25	leukemia	leukemia	NOUN
bracis-19073	200	26	subtypes	subtype	NOUN
bracis-19073	200	27	from	from	ADP
bracis-19073	200	28	microscopic	microscopic	ADJ
bracis-19073	200	29	images	image	NOUN
bracis-19073	200	30	using	use	VERB
bracis-19073	200	31	convolutional	convolutional	ADJ
bracis-19073	200	32	neural	neural	ADJ
bracis-19073	200	33	network	network	NOUN
bracis-19073	200	34	.	.	PUNCT
bracis-19073	201	1	diagnostics	diagnostic	NOUN
bracis-19073	201	2	(	(	PUNCT
bracis-19073	201	3	basel	basel	PROPN
bracis-19073	201	4	)	)	PUNCT
bracis-19073	201	5	9(3	9(3	NUM
bracis-19073	201	6	)	)	PUNCT
bracis-19073	201	7	(	(	PUNCT
bracis-19073	201	8	2019	2019	NUM
bracis-19073	201	9	)	)	PUNCT
bracis-19073	201	10	.	.	PUNCT
bracis-19073	202	1	https://doi.org/10.3390/diagnostics9030104	https://doi.org/10.3390/diagnostics9030104	PROPN
bracis-19073	202	2	aizenberg	aizenberg	PROPN
bracis-19073	202	3	,	,	PUNCT
bracis-19073	202	4	i.	i.	PROPN
bracis-19073	202	5	,	,	PUNCT
bracis-19073	202	6	alexander	alexander	PROPN
bracis-19073	202	7	,	,	PUNCT
bracis-19073	202	8	s.	s.	PROPN
bracis-19073	202	9	,	,	PUNCT
bracis-19073	202	10	jackson	jackson	PROPN
bracis-19073	202	11	,	,	PUNCT
bracis-19073	202	12	j.	j.	PROPN
bracis-19073	202	13	:	:	PUNCT
bracis-19073	202	14	recognition	recognition	NOUN
bracis-19073	202	15	of	of	ADP
bracis-19073	202	16	blurred	blurred	ADJ
bracis-19073	202	17	images	image	NOUN
bracis-19073	202	18	using	use	VERB
bracis-19073	202	19	multilayer	multilayer	ADJ
bracis-19073	202	20	neural	neural	ADJ
bracis-19073	202	21	network	network	NOUN
bracis-19073	202	22	based	base	VERB
bracis-19073	202	23	on	on	ADP
bracis-19073	202	24	multi	multi	ADJ
bracis-19073	202	25	-	-	ADJ
bracis-19073	202	26	valued	value	VERB
bracis-19073	202	27	neurons	neuron	NOUN
bracis-19073	202	28	.	.	PUNCT
bracis-19073	203	1	in	in	ADP
bracis-19073	203	2	:	:	PUNCT
bracis-19073	203	3	2011	2011	NUM
bracis-19073	203	4	41st	41st	NOUN
bracis-19073	203	5	ieee	ieee	PROPN
bracis-19073	203	6	international	international	ADJ
bracis-19073	203	7	symposium	symposium	NOUN
bracis-19073	203	8	on	on	ADP
bracis-19073	203	9	multiple	multiple	ADV
bracis-19073	203	10	-	-	PUNCT
bracis-19073	203	11	valued	value	VERB
bracis-19073	203	12	logic	logic	NOUN
bracis-19073	203	13	,	,	PUNCT
bracis-19073	203	14	pp	pp	ADV
bracis-19073	203	15	.	.	PUNCT
bracis-19073	204	1	282–287	282–287	NUM
bracis-19073	204	2	(	(	PUNCT
bracis-19073	204	3	2011	2011	NUM
bracis-19073	204	4	)	)	PUNCT
bracis-19073	204	5	google	google	PROPN
bracis-19073	204	6	scholar	scholar	NOUN
bracis-19073	204	7	  	  	SPACE
bracis-19073	204	8	aizenberg	aizenberg	PROPN
bracis-19073	204	9	,	,	PUNCT
bracis-19073	204	10	i.	i.	PROPN
bracis-19073	204	11	,	,	PUNCT
bracis-19073	204	12	gonzalez	gonzalez	PROPN
bracis-19073	204	13	,	,	PUNCT
bracis-19073	204	14	a.	a.	NOUN
bracis-19073	204	15	:	:	PUNCT
bracis-19073	204	16	image	image	NOUN
bracis-19073	204	17	recognition	recognition	NOUN
bracis-19073	204	18	using	use	VERB
bracis-19073	204	19	mlmvn	mlmvn	ADJ
bracis-19073	204	20	and	and	CCONJ
bracis-19073	204	21	frequency	frequency	NOUN
bracis-19073	204	22	domain	domain	NOUN
bracis-19073	204	23	features	feature	NOUN
bracis-19073	204	24	.	.	PUNCT
bracis-19073	205	1	in	in	ADP
bracis-19073	205	2	:	:	PUNCT
bracis-19073	205	3	2018	2018	NUM
bracis-19073	205	4	international	international	ADJ
bracis-19073	205	5	joint	joint	ADJ
bracis-19073	205	6	conference	conference	NOUN
bracis-19073	205	7	on	on	ADP
bracis-19073	205	8	neural	neural	ADJ
bracis-19073	205	9	networks	network	NOUN
bracis-19073	205	10	(	(	PUNCT
bracis-19073	205	11	ijcnn	ijcnn	PROPN
bracis-19073	205	12	)	)	PUNCT
bracis-19073	205	13	,	,	PUNCT
bracis-19073	205	14	pp	pp	ADP
bracis-19073	205	15	.	.	PUNCT
bracis-19073	206	1	1–8	1–8	NUM
bracis-19073	206	2	(	(	PUNCT
bracis-19073	206	3	2018	2018	NUM
bracis-19073	206	4	)	)	PUNCT
bracis-19073	206	5	.	.	PUNCT
bracis-19073	207	1	https://doi.org/10.1109/ijcnn.2018.8489301	https://doi.org/10.1109/ijcnn.2018.8489301	PROPN
bracis-19073	207	2	aljaboriy	aljaboriy	PROPN
bracis-19073	207	3	,	,	PUNCT
bracis-19073	207	4	s.	s.	PROPN
bracis-19073	207	5	,	,	PUNCT
bracis-19073	207	6	sjarif	sjarif	VERB
bracis-19073	207	7	,	,	PUNCT
bracis-19073	207	8	n.	n.	NOUN
bracis-19073	207	9	,	,	PUNCT
bracis-19073	207	10	chuprat	chuprat	PROPN
bracis-19073	207	11	,	,	PUNCT
bracis-19073	207	12	s.	s.	PROPN
bracis-19073	207	13	,	,	PUNCT
bracis-19073	207	14	abduallah	abduallah	PROPN
bracis-19073	207	15	,	,	PUNCT
bracis-19073	207	16	w.	w.	PROPN
bracis-19073	207	17	:	:	PUNCT
bracis-19073	207	18	acute	acute	ADJ
bracis-19073	207	19	lymphoblastic	lymphoblastic	ADJ
bracis-19073	207	20	leukemia	leukemia	NOUN
bracis-19073	207	21	segmentation	segmentation	NOUN
bracis-19073	207	22	using	use	VERB
bracis-19073	207	23	local	local	ADJ
bracis-19073	207	24	pixel	pixel	NOUN
bracis-19073	207	25	information	information	NOUN
bracis-19073	207	26	.	.	PUNCT
bracis-19073	208	1	pattern	pattern	NOUN
bracis-19073	208	2	recogn	recogn	PROPN
bracis-19073	208	3	.	.	PUNCT
bracis-19073	209	1	lett	lett	PROPN
bracis-19073	209	2	.	.	PROPN
bracis-19073	209	3	125	125	NUM
bracis-19073	209	4	,	,	PUNCT
bracis-19073	209	5	85–90	85–90	NUM
bracis-19073	209	6	(	(	PUNCT
bracis-19073	209	7	2019	2019	NUM
bracis-19073	209	8	)	)	PUNCT
bracis-19073	209	9	.	.	PUNCT
bracis-19073	210	1	https://doi.org/10.1016/j.patrec.2019.03.024	https://doi.org/10.1016/j.patrec.2019.03.024	ADJ
bracis-19073	210	2	arena	arena	NOUN
bracis-19073	210	3	,	,	PUNCT
bracis-19073	210	4	p.	p.	PROPN
bracis-19073	210	5	,	,	PUNCT
bracis-19073	210	6	fortuna	fortuna	PROPN
bracis-19073	210	7	,	,	PUNCT
bracis-19073	210	8	l.	l.	PROPN
bracis-19073	210	9	,	,	PUNCT
bracis-19073	210	10	muscato	muscato	PROPN
bracis-19073	210	11	,	,	PUNCT
bracis-19073	210	12	g.	g.	PROPN
bracis-19073	210	13	,	,	PUNCT
bracis-19073	210	14	xibilia	xibilia	PROPN
bracis-19073	210	15	,	,	PUNCT
bracis-19073	210	16	m.g	m.g	PROPN
bracis-19073	210	17	.	.	PROPN
bracis-19073	210	18	:	:	PUNCT
bracis-19073	210	19	multilayer	multilayer	ADJ
bracis-19073	210	20	perceptrons	perceptron	NOUN
bracis-19073	210	21	to	to	PART
bracis-19073	210	22	approximate	approximate	VERB
bracis-19073	210	23	quaternion	quaternion	NOUN
bracis-19073	210	24	valued	value	VERB
bracis-19073	210	25	functions	function	NOUN
bracis-19073	210	26	.	.	PUNCT
bracis-19073	211	1	neural	neural	ADJ
bracis-19073	211	2	netw	netw	NOUN
bracis-19073	211	3	.	.	PUNCT
bracis-19073	212	1	10(2	10(2	NUM
bracis-19073	212	2	)	)	PUNCT
bracis-19073	212	3	,	,	PUNCT
bracis-19073	212	4	335–342	335–342	NUM
bracis-19073	212	5	(	(	PUNCT
bracis-19073	212	6	1997	1997	NUM
bracis-19073	212	7	)	)	PUNCT
bracis-19073	212	8	.	.	PUNCT
bracis-19073	213	1	https://doi.org/10.1016/s0893-6080(96)00048-2	https://doi.org/10.1016/s0893-6080(96)00048-2	PROPN
bracis-19073	213	2	article	article	PROPN
bracis-19073	213	3	  	  	SPACE
bracis-19073	213	4	google	google	PROPN
bracis-19073	213	5	scholar	scholar	NOUN
bracis-19073	213	6	  	  	SPACE
bracis-19073	213	7	bayro	bayro	NOUN
bracis-19073	213	8	-	-	PUNCT
bracis-19073	213	9	corrochano	corrochano	NOUN
bracis-19073	213	10	,	,	PUNCT
bracis-19073	213	11	e.	e.	PROPN
bracis-19073	213	12	,	,	PUNCT
bracis-19073	213	13	lechuga	lechuga	NOUN
bracis-19073	213	14	-	-	PUNCT
bracis-19073	213	15	gutiérrez	gutiérrez	NOUN
bracis-19073	213	16	,	,	PUNCT
bracis-19073	213	17	l.	l.	PROPN
bracis-19073	213	18	,	,	PUNCT
bracis-19073	213	19	garza	garza	PROPN
bracis-19073	213	20	-	-	PUNCT
bracis-19073	213	21	burgos	burgos	PROPN
bracis-19073	213	22	,	,	PUNCT
bracis-19073	213	23	m.	m.	NOUN
bracis-19073	213	24	:	:	PUNCT
bracis-19073	213	25	geometric	geometric	ADJ
bracis-19073	213	26	techniques	technique	NOUN
bracis-19073	213	27	for	for	ADP
bracis-19073	213	28	robotics	robotic	NOUN
bracis-19073	213	29	and	and	CCONJ
bracis-19073	213	30	hmi	hmi	NOUN
bracis-19073	213	31	:	:	PUNCT
bracis-19073	213	32	interpolation	interpolation	NOUN
bracis-19073	213	33	and	and	CCONJ
bracis-19073	213	34	haptics	haptic	NOUN
bracis-19073	213	35	in	in	ADP
bracis-19073	213	36	conformal	conformal	ADJ
bracis-19073	213	37	geometric	geometric	ADJ
bracis-19073	213	38	algebra	algebra	NOUN
bracis-19073	213	39	and	and	CCONJ
bracis-19073	213	40	control	control	NOUN
bracis-19073	213	41	using	use	VERB
bracis-19073	213	42	quaternion	quaternion	ADJ
bracis-19073	213	43	spike	spike	ADJ
bracis-19073	213	44	neural	neural	ADJ
bracis-19073	213	45	networks	network	NOUN
bracis-19073	213	46	.	.	PUNCT
bracis-19073	214	1	robot	robot	NOUN
bracis-19073	214	2	.	.	PUNCT
bracis-19073	215	1	auton	auton	PROPN
bracis-19073	215	2	.	.	PUNCT
bracis-19073	216	1	syst	syst	PROPN
bracis-19073	216	2	.	.	PUNCT
bracis-19073	217	1	104	104	NUM
bracis-19073	217	2	,	,	PUNCT
bracis-19073	217	3	72–84	72–84	NOUN
bracis-19073	217	4	(	(	PUNCT
bracis-19073	217	5	2018	2018	NUM
bracis-19073	217	6	)	)	PUNCT
bracis-19073	217	7	article	article	NOUN
bracis-19073	217	8	  	  	SPACE
bracis-19073	217	9	google	google	PROPN
bracis-19073	217	10	scholar	scholar	NOUN
bracis-19073	217	11	  	  	SPACE
bracis-19073	217	12	bibi	bibi	NOUN
bracis-19073	217	13	,	,	PUNCT
bracis-19073	217	14	n.	n.	PROPN
bracis-19073	217	15	,	,	PUNCT
bracis-19073	217	16	sikandar	sikandar	PROPN
bracis-19073	217	17	,	,	PUNCT
bracis-19073	217	18	m.	m.	NOUN
bracis-19073	217	19	,	,	PUNCT
bracis-19073	217	20	din	din	PROPN
bracis-19073	217	21	,	,	PUNCT
bracis-19073	217	22	i.u	i.u	PROPN
bracis-19073	217	23	.	.	PROPN
bracis-19073	217	24	,	,	PUNCT
bracis-19073	217	25	almogren	almogren	PROPN
bracis-19073	217	26	,	,	PUNCT
bracis-19073	217	27	a.	a.	PROPN
bracis-19073	217	28	,	,	PUNCT
bracis-19073	217	29	ali	ali	PROPN
bracis-19073	217	30	,	,	PUNCT
bracis-19073	217	31	s.	s.	PROPN
bracis-19073	217	32	:	:	PUNCT
bracis-19073	217	33	iomt	iomt	PROPN
bracis-19073	217	34	-	-	PUNCT
bracis-19073	217	35	based	base	VERB
bracis-19073	217	36	automated	automate	VERB
bracis-19073	217	37	detection	detection	NOUN
bracis-19073	217	38	and	and	CCONJ
bracis-19073	217	39	classification	classification	NOUN
bracis-19073	217	40	of	of	ADP
bracis-19073	217	41	leukemia	leukemia	NOUN
bracis-19073	217	42	using	use	VERB
bracis-19073	217	43	deep	deep	ADJ
bracis-19073	217	44	learning	learning	NOUN
bracis-19073	217	45	.	.	PUNCT
bracis-19073	218	1	j.	j.	PROPN
bracis-19073	218	2	healthc	healthc	PROPN
bracis-19073	218	3	.	.	PUNCT
bracis-19073	219	1	eng	eng	PROPN
bracis-19073	219	2	.	.	PUNCT
bracis-19073	219	3	(	(	PUNCT
bracis-19073	219	4	2020	2020	NUM
bracis-19073	219	5	)	)	PUNCT
bracis-19073	219	6	.	.	PUNCT
bracis-19073	220	1	https://doi.org/10.1155/2020/6648574	https://doi.org/10.1155/2020/6648574	NOUN
bracis-19073	220	2	article	article	NOUN
bracis-19073	220	3	  	  	SPACE
bracis-19073	220	4	google	google	PROPN
bracis-19073	220	5	scholar	scholar	NOUN
bracis-19073	220	6	  	  	SPACE
bracis-19073	220	7	chen	chen	PROPN
bracis-19073	220	8	,	,	PUNCT
bracis-19073	220	9	b.	b.	PROPN
bracis-19073	220	10	,	,	PUNCT
bracis-19073	220	11	gao	gao	PROPN
bracis-19073	220	12	,	,	PUNCT
bracis-19073	220	13	y.	y.	PROPN
bracis-19073	220	14	,	,	PUNCT
bracis-19073	220	15	xu	xu	PROPN
bracis-19073	220	16	,	,	PUNCT
bracis-19073	220	17	l.	l.	PROPN
bracis-19073	220	18	,	,	PUNCT
bracis-19073	220	19	hong	hong	PROPN
bracis-19073	220	20	,	,	PUNCT
bracis-19073	220	21	x.	x.	PROPN
bracis-19073	220	22	,	,	PUNCT
bracis-19073	220	23	zheng	zheng	PROPN
bracis-19073	220	24	,	,	PUNCT
bracis-19073	220	25	y.	y.	PROPN
bracis-19073	220	26	,	,	PUNCT
bracis-19073	220	27	shi	shi	PROPN
bracis-19073	220	28	,	,	PUNCT
bracis-19073	220	29	y.q	y.q	PROPN
bracis-19073	220	30	.	.	PROPN
bracis-19073	220	31	:	:	PUNCT
bracis-19073	220	32	color	color	NOUN
bracis-19073	220	33	image	image	NOUN
bracis-19073	220	34	splicing	splicing	NOUN
bracis-19073	220	35	localization	localization	NOUN
bracis-19073	220	36	algorithm	algorithm	NOUN
bracis-19073	220	37	by	by	ADP
bracis-19073	220	38	quaternion	quaternion	NOUN
bracis-19073	220	39	fully	fully	ADV
bracis-19073	220	40	convolutional	convolutional	ADJ
bracis-19073	220	41	networks	network	NOUN
bracis-19073	220	42	and	and	CCONJ
bracis-19073	220	43	superpixel	superpixel	VERB
bracis-19073	220	44	-	-	PUNCT
bracis-19073	220	45	enhanced	enhance	VERB
bracis-19073	220	46	pairwise	pairwise	NOUN
bracis-19073	220	47	conditional	conditional	ADJ
bracis-19073	220	48	random	random	ADJ
bracis-19073	220	49	field	field	NOUN
bracis-19073	220	50	.	.	PUNCT
bracis-19073	221	1	math	math	NOUN
bracis-19073	221	2	.	.	PUNCT
bracis-19073	222	1	biosci	biosci	PROPN
bracis-19073	222	2	.	.	PUNCT
bracis-19073	223	1	eng	eng	PROPN
bracis-19073	223	2	.	.	PROPN
bracis-19073	223	3	6(16	6(16	NUM
bracis-19073	223	4	)	)	PUNCT
bracis-19073	223	5	,	,	PUNCT
bracis-19073	223	6	6907–6922	6907–6922	NUM
bracis-19073	223	7	(	(	PUNCT
bracis-19073	223	8	2019	2019	NUM
bracis-19073	223	9	)	)	PUNCT
bracis-19073	223	10	.	.	PUNCT
bracis-19073	224	1	https://doi.org/10.3934/mbe.2019346	https://doi.org/10.3934/mbe.2019346	ADJ
bracis-19073	224	2	article	article	NOUN
bracis-19073	224	3	  	  	SPACE
bracis-19073	224	4	mathscinet	mathscinet	NOUN
bracis-19073	224	5	  	  	SPACE
bracis-19073	224	6	math	math	NOUN
bracis-19073	224	7	  	  	SPACE
bracis-19073	224	8	google	google	PROPN
bracis-19073	224	9	scholar	scholar	NOUN
bracis-19073	224	10	  	  	SPACE
bracis-19073	224	11	garcía	garcía	ADJ
bracis-19073	224	12	-	-	PUNCT
bracis-19073	224	13	retuerta	retuerta	NOUN
bracis-19073	224	14	,	,	PUNCT
bracis-19073	224	15	d.	d.	PROPN
bracis-19073	224	16	,	,	PUNCT
bracis-19073	224	17	casado	casado	NOUN
bracis-19073	224	18	-	-	PUNCT
bracis-19073	224	19	vara	vara	PROPN
bracis-19073	224	20	,	,	PUNCT
bracis-19073	224	21	r.	r.	PROPN
bracis-19073	224	22	,	,	PUNCT
bracis-19073	224	23	martin	martin	PROPN
bracis-19073	224	24	-	-	PUNCT
bracis-19073	224	25	del	del	PROPN
bracis-19073	224	26	rey	rey	PROPN
bracis-19073	224	27	,	,	PUNCT
bracis-19073	224	28	a.	a.	PROPN
bracis-19073	224	29	,	,	PUNCT
bracis-19073	224	30	de	de	PROPN
bracis-19073	224	31	la	la	PROPN
bracis-19073	224	32	prieta	prieta	PROPN
bracis-19073	224	33	,	,	PUNCT
bracis-19073	224	34	f.	f.	PROPN
bracis-19073	224	35	,	,	PUNCT
bracis-19073	224	36	prieto	prieto	PROPN
bracis-19073	224	37	,	,	PUNCT
bracis-19073	224	38	j.	j.	PROPN
bracis-19073	224	39	,	,	PUNCT
bracis-19073	224	40	corchado	corchado	PROPN
bracis-19073	224	41	,	,	PUNCT
bracis-19073	224	42	j.m	j.m	PROPN
bracis-19073	224	43	.	.	PROPN
bracis-19073	224	44	:	:	PUNCT
bracis-19073	225	1	quaternion	quaternion	ADJ
bracis-19073	225	2	neural	neural	ADJ
bracis-19073	225	3	networks	network	NOUN
bracis-19073	225	4	:	:	PUNCT
bracis-19073	225	5	state	state	NOUN
bracis-19073	225	6	-	-	PUNCT
bracis-19073	225	7	of	of	ADP
bracis-19073	225	8	-	-	PUNCT
bracis-19073	225	9	the	the	DET
bracis-19073	225	10	-	-	PUNCT
bracis-19073	225	11	art	art	NOUN
bracis-19073	225	12	and	and	CCONJ
bracis-19073	225	13	research	research	NOUN
bracis-19073	225	14	challenges	challenge	NOUN
bracis-19073	225	15	.	.	PUNCT
bracis-19073	226	1	in	in	ADP
bracis-19073	226	2	:	:	PUNCT
bracis-19073	226	3	analide	analide	PROPN
bracis-19073	226	4	,	,	PUNCT
bracis-19073	226	5	c.	c.	PROPN
bracis-19073	226	6	,	,	PUNCT
bracis-19073	226	7	novais	novais	PROPN
bracis-19073	226	8	,	,	PUNCT
bracis-19073	226	9	p.	p.	PROPN
bracis-19073	226	10	,	,	PUNCT
bracis-19073	226	11	camacho	camacho	PROPN
bracis-19073	226	12	,	,	PUNCT
bracis-19073	226	13	d.	d.	PROPN
bracis-19073	226	14	,	,	PUNCT
bracis-19073	226	15	yin	yin	PROPN
bracis-19073	226	16	,	,	PUNCT
bracis-19073	226	17	h.	h.	PROPN
bracis-19073	226	18	(	(	PUNCT
bracis-19073	226	19	eds	eds	PROPN
bracis-19073	226	20	.	.	PUNCT
bracis-19073	226	21	)	)	PUNCT
bracis-19073	226	22	ideal	ideal	ADJ
bracis-19073	226	23	2020	2020	NUM
bracis-19073	226	24	.	.	PUNCT
bracis-19073	227	1	lncs	lncs	PROPN
bracis-19073	227	2	,	,	PUNCT
bracis-19073	227	3	vol	vol	NOUN
bracis-19073	227	4	.	.	PROPN
bracis-19073	227	5	12490	12490	NUM
bracis-19073	227	6	,	,	PUNCT
bracis-19073	227	7	pp	pp	ADP
bracis-19073	227	8	.	.	PUNCT
bracis-19073	228	1	456–467	456–467	NUM
bracis-19073	228	2	.	.	PUNCT
bracis-19073	228	3	springer	springer	NOUN
bracis-19073	228	4	,	,	PUNCT
bracis-19073	228	5	cham	cham	PROPN
bracis-19073	228	6	(	(	PUNCT
bracis-19073	228	7	2020	2020	NUM
bracis-19073	228	8	)	)	PUNCT
bracis-19073	228	9	.	.	PUNCT
bracis-19073	229	1	https://doi.org/10.1007/978-3-030-62365-4_43	https://doi.org/10.1007/978-3-030-62365-4_43	PROPN
bracis-19073	229	2	chapter	chapter	NOUN
bracis-19073	229	3	  	  	SPACE
bracis-19073	229	4	google	google	PROPN
bracis-19073	229	5	scholar	scholar	NOUN
bracis-19073	229	6	  	  	SPACE
bracis-19073	229	7	gaudet	gaudet	NOUN
bracis-19073	229	8	,	,	PUNCT
bracis-19073	229	9	c.j	c.j	PROPN
bracis-19073	229	10	.	.	PROPN
bracis-19073	229	11	;	;	PUNCT
bracis-19073	229	12	maida	maida	PROPN
bracis-19073	229	13	,	,	PUNCT
bracis-19073	229	14	a.	a.	NOUN
bracis-19073	229	15	:	:	PUNCT
bracis-19073	229	16	deep	deep	ADJ
bracis-19073	229	17	quaternion	quaternion	NOUN
bracis-19073	229	18	networks	network	NOUN
bracis-19073	229	19	.	.	PUNCT
bracis-19073	230	1	in	in	ADP
bracis-19073	230	2	:	:	PUNCT
bracis-19073	230	3	international	international	ADJ
bracis-19073	230	4	joint	joint	ADJ
bracis-19073	230	5	conference	conference	NOUN
bracis-19073	230	6	on	on	ADP
bracis-19073	230	7	neural	neural	ADJ
bracis-19073	230	8	networks	network	NOUN
bracis-19073	230	9	(	(	PUNCT
bracis-19073	230	10	ijcnn	ijcnn	PROPN
bracis-19073	230	11	)	)	PUNCT
bracis-19073	230	12	,	,	PUNCT
bracis-19073	230	13	pp	pp	ADP
bracis-19073	230	14	.	.	PUNCT
bracis-19073	231	1	1–8	1–8	NUM
bracis-19073	231	2	(	(	PUNCT
bracis-19073	231	3	2018	2018	NUM
bracis-19073	231	4	)	)	PUNCT
bracis-19073	231	5	google	google	PROPN
bracis-19073	231	6	scholar	scholar	NOUN
bracis-19073	231	7	  	  	SPACE
bracis-19073	231	8	glorot	glorot	NOUN
bracis-19073	231	9	,	,	PUNCT
bracis-19073	231	10	x.	x.	NOUN
bracis-19073	231	11	,	,	PUNCT
bracis-19073	231	12	bengio	bengio	PROPN
bracis-19073	231	13	,	,	PUNCT
bracis-19073	231	14	y.	y.	NOUN
bracis-19073	231	15	:	:	PUNCT
bracis-19073	231	16	understanding	understand	VERB
bracis-19073	231	17	the	the	DET
bracis-19073	231	18	difficulty	difficulty	NOUN
bracis-19073	231	19	of	of	ADP
bracis-19073	231	20	training	train	VERB
bracis-19073	231	21	deep	deep	ADJ
bracis-19073	231	22	feedforward	feedforward	NOUN
bracis-19073	231	23	neural	neural	ADJ
bracis-19073	231	24	networks	network	NOUN
bracis-19073	231	25	.	.	PUNCT
bracis-19073	232	1	in	in	ADP
bracis-19073	232	2	:	:	PUNCT
bracis-19073	232	3	teh	teh	NOUN
bracis-19073	232	4	,	,	PUNCT
bracis-19073	232	5	y.w	y.w	PROPN
bracis-19073	232	6	.	.	PROPN
bracis-19073	232	7	,	,	PUNCT
bracis-19073	232	8	titterington	titterington	PROPN
bracis-19073	232	9	,	,	PUNCT
bracis-19073	232	10	m.	m.	NOUN
bracis-19073	232	11	(	(	PUNCT
bracis-19073	232	12	eds	ed	NOUN
bracis-19073	232	13	.	.	PUNCT
bracis-19073	232	14	)	)	PUNCT
bracis-19073	233	1	proceedings	proceeding	NOUN
bracis-19073	233	2	of	of	ADP
bracis-19073	233	3	the	the	DET
bracis-19073	233	4	thirteenth	thirteenth	ADJ
bracis-19073	233	5	international	international	ADJ
bracis-19073	233	6	conference	conference	NOUN
bracis-19073	233	7	on	on	ADP
bracis-19073	233	8	artificial	artificial	ADJ
bracis-19073	233	9	intelligence	intelligence	NOUN
bracis-19073	233	10	and	and	CCONJ
bracis-19073	233	11	statistics	statistic	NOUN
bracis-19073	233	12	.	.	PUNCT
bracis-19073	234	1	proceedings	proceeding	NOUN
bracis-19073	234	2	of	of	ADP
bracis-19073	234	3	machine	machine	NOUN
bracis-19073	234	4	learning	learn	VERB
bracis-19073	234	5	research	research	NOUN
bracis-19073	234	6	,	,	PUNCT
bracis-19073	234	7	vol	vol	NOUN
bracis-19073	234	8	.	.	PROPN
bracis-19073	234	9	9	9	NUM
bracis-19073	234	10	,	,	PUNCT
bracis-19073	234	11	pp	pp	ADJ
bracis-19073	234	12	.	.	PUNCT
bracis-19073	235	1	249–256	249–256	NUM
bracis-19073	235	2	.	.	PUNCT
bracis-19073	235	3	pmlr	pmlr	NOUN
bracis-19073	235	4	,	,	PUNCT
bracis-19073	235	5	chia	chia	PROPN
bracis-19073	235	6	laguna	laguna	PROPN
bracis-19073	235	7	resort	resort	PROPN
bracis-19073	235	8	,	,	PUNCT
bracis-19073	235	9	sardinia	sardinia	PROPN
bracis-19073	235	10	,	,	PUNCT
bracis-19073	235	11	italy	italy	PROPN
bracis-19073	235	12	(	(	PUNCT
bracis-19073	235	13	13–15	13–15	PROPN
bracis-19073	235	14	may	may	PROPN
bracis-19073	235	15	2010	2010	NUM
bracis-19073	235	16	)	)	PUNCT
bracis-19073	235	17	.	.	PUNCT
bracis-19073	236	1	http://proceedings.mlr.press/v9/glorot10a.html	http://proceedings.mlr.press/v9/glorot10a.html	PROPN
bracis-19073	236	2	greenblatt	greenblatt	PROPN
bracis-19073	236	3	,	,	PUNCT
bracis-19073	236	4	a.	a.	NOUN
bracis-19073	236	5	,	,	PUNCT
bracis-19073	236	6	mosquera	mosquera	NOUN
bracis-19073	236	7	-	-	PUNCT
bracis-19073	236	8	lopez	lopez	NOUN
bracis-19073	236	9	,	,	PUNCT
bracis-19073	236	10	c.	c.	NOUN
bracis-19073	236	11	,	,	PUNCT
bracis-19073	236	12	agaian	agaian	PROPN
bracis-19073	236	13	,	,	PUNCT
bracis-19073	236	14	s.	s.	PROPN
bracis-19073	236	15	:	:	PUNCT
bracis-19073	236	16	quaternion	quaternion	NOUN
bracis-19073	236	17	neural	neural	ADJ
bracis-19073	236	18	networks	network	NOUN
bracis-19073	236	19	applied	apply	VERB
bracis-19073	236	20	to	to	ADP
bracis-19073	236	21	prostate	prostate	NOUN
bracis-19073	236	22	cancer	cancer	NOUN
bracis-19073	236	23	gleason	gleason	NOUN
bracis-19073	236	24	grading	grade	VERB
bracis-19073	236	25	.	.	PUNCT
bracis-19073	237	1	in	in	ADP
bracis-19073	237	2	:	:	PUNCT
bracis-19073	237	3	2013	2013	NUM
bracis-19073	237	4	ieee	ieee	PROPN
bracis-19073	237	5	international	international	ADJ
bracis-19073	237	6	conference	conference	NOUN
bracis-19073	237	7	on	on	ADP
bracis-19073	237	8	systems	system	NOUN
bracis-19073	237	9	,	,	PUNCT
bracis-19073	237	10	man	man	NOUN
bracis-19073	237	11	,	,	PUNCT
bracis-19073	237	12	and	and	CCONJ
bracis-19073	237	13	cybernetics	cybernetic	NOUN
bracis-19073	237	14	,	,	PUNCT
bracis-19073	237	15	pp	pp	X
bracis-19073	237	16	.	.	PUNCT
bracis-19073	237	17	1144–1149	1144–1149	NUM
bracis-19073	237	18	(	(	PUNCT
bracis-19073	237	19	2013	2013	NUM
bracis-19073	237	20	)	)	PUNCT
bracis-19073	237	21	.	.	PUNCT
bracis-19073	238	1	https://doi.org/10.1109/smc.2013.199	https://doi.org/10.1109/smc.2013.199	VERB
bracis-19073	238	2	he	he	PRON
bracis-19073	238	3	,	,	PUNCT
bracis-19073	238	4	k.	k.	PROPN
bracis-19073	238	5	,	,	PUNCT
bracis-19073	238	6	gkioxari	gkioxari	NOUN
bracis-19073	238	7	,	,	PUNCT
bracis-19073	238	8	g.	g.	NOUN
bracis-19073	238	9	,	,	PUNCT
bracis-19073	238	10	dollár	dollár	NOUN
bracis-19073	238	11	,	,	PUNCT
bracis-19073	238	12	p.	p.	NOUN
bracis-19073	238	13	,	,	PUNCT
bracis-19073	238	14	girshick	girshick	PROPN
bracis-19073	238	15	,	,	PUNCT
bracis-19073	238	16	r.	r.	PROPN
bracis-19073	238	17	:	:	PUNCT
bracis-19073	238	18	mask	mask	VERB
bracis-19073	238	19	r	r	PROPN
bracis-19073	238	20	-	-	PUNCT
bracis-19073	238	21	cnn	cnn	PROPN
bracis-19073	238	22	(	(	PUNCT
bracis-19073	238	23	2018	2018	NUM
bracis-19073	238	24	)	)	PUNCT
bracis-19073	238	25	google	google	PROPN
bracis-19073	238	26	scholar	scholar	NOUN
bracis-19073	238	27	  	  	SPACE
bracis-19073	238	28	he	he	PRON
bracis-19073	238	29	,	,	PUNCT
bracis-19073	238	30	k.	k.	PROPN
bracis-19073	238	31	,	,	PUNCT
bracis-19073	238	32	zhang	zhang	PROPN
bracis-19073	238	33	,	,	PUNCT
bracis-19073	238	34	x.	x.	PROPN
bracis-19073	238	35	,	,	PUNCT
bracis-19073	238	36	ren	ren	PROPN
bracis-19073	238	37	,	,	PUNCT
bracis-19073	238	38	s.	s.	PROPN
bracis-19073	238	39	,	,	PUNCT
bracis-19073	238	40	sun	sun	PROPN
bracis-19073	238	41	,	,	PUNCT
bracis-19073	238	42	j.	j.	PROPN
bracis-19073	238	43	:	:	PUNCT
bracis-19073	238	44	deep	deep	ADJ
bracis-19073	238	45	residual	residual	ADJ
bracis-19073	238	46	learning	learning	NOUN
bracis-19073	238	47	for	for	ADP
bracis-19073	238	48	image	image	NOUN
bracis-19073	238	49	recognition	recognition	NOUN
bracis-19073	238	50	.	.	PUNCT
bracis-19073	239	1	in	in	ADP
bracis-19073	239	2	:	:	PUNCT
bracis-19073	239	3	2016	2016	NUM
bracis-19073	239	4	ieee	ieee	NOUN
bracis-19073	239	5	conference	conference	NOUN
bracis-19073	239	6	on	on	ADP
bracis-19073	239	7	computer	computer	NOUN
bracis-19073	239	8	vision	vision	NOUN
bracis-19073	239	9	and	and	CCONJ
bracis-19073	239	10	pattern	pattern	NOUN
bracis-19073	239	11	recognition	recognition	NOUN
bracis-19073	239	12	(	(	PUNCT
bracis-19073	239	13	cvpr	cvpr	NOUN
bracis-19073	239	14	)	)	PUNCT
bracis-19073	239	15	,	,	PUNCT
bracis-19073	239	16	pp	pp	ADP
bracis-19073	239	17	.	.	PUNCT
bracis-19073	240	1	770–778	770–778	NUM
bracis-19073	240	2	(	(	PUNCT
bracis-19073	240	3	2016	2016	NUM
bracis-19073	240	4	)	)	PUNCT
bracis-19073	240	5	.	.	PUNCT
bracis-19073	241	1	https://doi.org/10.1109/cvpr.2016.90	https://doi.org/10.1109/cvpr.2016.90	PROPN
bracis-19073	241	2	hirose	hirose	PROPN
bracis-19073	241	3	,	,	PUNCT
bracis-19073	241	4	a.	a.	NOUN
bracis-19073	241	5	:	:	PUNCT
bracis-19073	241	6	complex	complex	ADJ
bracis-19073	241	7	-	-	PUNCT
bracis-19073	241	8	valued	value	VERB
bracis-19073	241	9	neural	neural	ADJ
bracis-19073	241	10	networks	network	NOUN
bracis-19073	241	11	.	.	PUNCT
bracis-19073	242	1	studies	study	NOUN
bracis-19073	242	2	in	in	ADP
bracis-19073	242	3	computational	computational	ADJ
bracis-19073	242	4	intelligence	intelligence	NOUN
bracis-19073	242	5	,	,	PUNCT
bracis-19073	242	6	2nd	2nd	ADJ
bracis-19073	242	7	edn	edn	PROPN
bracis-19073	242	8	.	.	PUNCT
bracis-19073	242	9	springer	springer	PROPN
bracis-19073	242	10	,	,	PUNCT
bracis-19073	242	11	heidelberg	heidelberg	PROPN
bracis-19073	242	12	(	(	PUNCT
bracis-19073	242	13	2012	2012	NUM
bracis-19073	242	14	)	)	PUNCT
bracis-19073	242	15	.	.	PUNCT
bracis-19073	243	1	https://doi.org/10.1007/978-3-642-27632-3	https://doi.org/10.1007/978-3-642-27632-3	PROPN
bracis-19073	243	2	hirose	hirose	PROPN
bracis-19073	243	3	,	,	PUNCT
bracis-19073	243	4	a.	a.	PROPN
bracis-19073	243	5	,	,	PUNCT
bracis-19073	243	6	yoshida	yoshida	PROPN
bracis-19073	243	7	,	,	PUNCT
bracis-19073	243	8	s.	s.	PROPN
bracis-19073	243	9	:	:	PUNCT
bracis-19073	243	10	generalization	generalization	NOUN
bracis-19073	243	11	characteristics	characteristic	NOUN
bracis-19073	243	12	of	of	ADP
bracis-19073	243	13	complex	complex	NOUN
bracis-19073	243	14	-	-	PUNCT
bracis-19073	243	15	valued	value	VERB
bracis-19073	243	16	feedforward	feedforward	NOUN
bracis-19073	243	17	neural	neural	ADJ
bracis-19073	243	18	networks	network	NOUN
bracis-19073	243	19	in	in	ADP
bracis-19073	243	20	relation	relation	NOUN
bracis-19073	243	21	to	to	PART
bracis-19073	243	22	signal	signal	VERB
bracis-19073	243	23	coherence	coherence	NOUN
bracis-19073	243	24	.	.	PUNCT
bracis-19073	244	1	ieee	ieee	PROPN
bracis-19073	244	2	trans	trans	PROPN
bracis-19073	244	3	.	.	PUNCT
bracis-19073	245	1	neural	neural	ADJ
bracis-19073	245	2	netw	netw	NOUN
bracis-19073	245	3	.	.	PUNCT
bracis-19073	246	1	learn	learn	VERB
bracis-19073	246	2	.	.	PUNCT
bracis-19073	247	1	syst	syst	PROPN
bracis-19073	247	2	.	.	PUNCT
bracis-19073	248	1	23(4	23(4	NUM
bracis-19073	248	2	)	)	PUNCT
bracis-19073	248	3	,	,	PUNCT
bracis-19073	248	4	541–551	541–551	NUM
bracis-19073	248	5	(	(	PUNCT
bracis-19073	248	6	2012	2012	NUM
bracis-19073	248	7	)	)	PUNCT
bracis-19073	248	8	.	.	PUNCT
bracis-19073	249	1	https://doi.org/10.1109/tnnls.2012.2183613	https://doi.org/10.1109/tnnls.2012.2183613	PROPN
bracis-19073	249	2	article	article	NOUN
bracis-19073	249	3	  	  	SPACE
bracis-19073	249	4	google	google	PROPN
bracis-19073	249	5	scholar	scholar	NOUN
bracis-19073	249	6	  	  	SPACE
bracis-19073	249	7	hu	hu	PROPN
bracis-19073	249	8	,	,	PUNCT
bracis-19073	249	9	j.	j.	PROPN
bracis-19073	249	10	,	,	PUNCT
bracis-19073	249	11	shen	shen	PROPN
bracis-19073	249	12	,	,	PUNCT
bracis-19073	249	13	l.	l.	PROPN
bracis-19073	249	14	,	,	PUNCT
bracis-19073	249	15	sun	sun	PROPN
bracis-19073	249	16	,	,	PUNCT
bracis-19073	249	17	g.	g.	NOUN
bracis-19073	249	18	:	:	PUNCT
bracis-19073	249	19	squeeze	squeeze	NOUN
bracis-19073	249	20	-	-	PUNCT
bracis-19073	249	21	and	and	CCONJ
bracis-19073	249	22	-	-	PUNCT
bracis-19073	249	23	excitation	excitation	NOUN
bracis-19073	249	24	networks	network	NOUN
bracis-19073	249	25	.	.	PUNCT
bracis-19073	250	1	in	in	ADP
bracis-19073	250	2	:	:	PUNCT
bracis-19073	250	3	2018	2018	NUM
bracis-19073	250	4	ieee	ieee	NOUN
bracis-19073	250	5	/	/	SYM
bracis-19073	250	6	cvf	cvf	NOUN
bracis-19073	250	7	conference	conference	NOUN
bracis-19073	250	8	on	on	ADP
bracis-19073	250	9	computer	computer	NOUN
bracis-19073	250	10	vision	vision	NOUN
bracis-19073	250	11	and	and	CCONJ
bracis-19073	250	12	pattern	pattern	NOUN
bracis-19073	250	13	recognition	recognition	NOUN
bracis-19073	250	14	,	,	PUNCT
bracis-19073	250	15	pp	pp	X
bracis-19073	250	16	.	.	PUNCT
bracis-19073	251	1	7132–7141	7132–7141	NUM
bracis-19073	251	2	(	(	PUNCT
bracis-19073	251	3	2018	2018	NUM
bracis-19073	251	4	)	)	PUNCT
bracis-19073	251	5	.	.	PUNCT
bracis-19073	252	1	https://doi.org/10.1109/cvpr.2018.00745	https://doi.org/10.1109/cvpr.2018.00745	PROPN
bracis-19073	252	2	huang	huang	PROPN
bracis-19073	252	3	,	,	PUNCT
bracis-19073	252	4	g.	g.	PROPN
bracis-19073	252	5	,	,	PUNCT
bracis-19073	252	6	liu	liu	PROPN
bracis-19073	252	7	,	,	PUNCT
bracis-19073	252	8	z.	z.	PROPN
bracis-19073	252	9	,	,	PUNCT
bracis-19073	252	10	van	van	PROPN
bracis-19073	252	11	der	der	NOUN
bracis-19073	252	12	maaten	maaten	VERB
bracis-19073	252	13	,	,	PUNCT
bracis-19073	252	14	l.	l.	PROPN
bracis-19073	252	15	,	,	PUNCT
bracis-19073	252	16	weinberger	weinberger	PROPN
bracis-19073	252	17	,	,	PUNCT
bracis-19073	252	18	k.q	k.q	PROPN
bracis-19073	252	19	.	.	PROPN
bracis-19073	252	20	:	:	PUNCT
bracis-19073	252	21	densely	densely	ADV
bracis-19073	252	22	connected	connect	VERB
bracis-19073	252	23	convolutional	convolutional	ADJ
bracis-19073	252	24	networks	network	NOUN
bracis-19073	252	25	.	.	PUNCT
bracis-19073	253	1	in	in	ADP
bracis-19073	253	2	:	:	PUNCT
bracis-19073	253	3	2017	2017	NUM
bracis-19073	253	4	ieee	ieee	NOUN
bracis-19073	253	5	conference	conference	NOUN
bracis-19073	253	6	on	on	ADP
bracis-19073	253	7	computer	computer	NOUN
bracis-19073	253	8	vision	vision	NOUN
bracis-19073	253	9	and	and	CCONJ
bracis-19073	253	10	pattern	pattern	NOUN
bracis-19073	253	11	recognition	recognition	NOUN
bracis-19073	253	12	(	(	PUNCT
bracis-19073	253	13	cvpr	cvpr	NOUN
bracis-19073	253	14	)	)	PUNCT
bracis-19073	253	15	,	,	PUNCT
bracis-19073	253	16	pp	pp	ADP
bracis-19073	253	17	.	.	PUNCT
bracis-19073	253	18	2261–2269	2261–2269	NUM
bracis-19073	253	19	(	(	PUNCT
bracis-19073	253	20	2017	2017	NUM
bracis-19073	253	21	)	)	PUNCT
bracis-19073	253	22	.	.	PUNCT
bracis-19073	254	1	https://doi.org/10.1109/cvpr.2017.243	https://doi.org/10.1109/cvpr.2017.243	ADJ
bracis-19073	254	2	isokawa	isokawa	NOUN
bracis-19073	254	3	,	,	PUNCT
bracis-19073	254	4	t.	t.	PROPN
bracis-19073	254	5	,	,	PUNCT
bracis-19073	254	6	matsui	matsui	NOUN
bracis-19073	254	7	,	,	PUNCT
bracis-19073	254	8	n.	n.	NOUN
bracis-19073	254	9	,	,	PUNCT
bracis-19073	254	10	nishimura	nishimura	PROPN
bracis-19073	254	11	,	,	PUNCT
bracis-19073	254	12	h.	h.	NOUN
bracis-19073	254	13	:	:	PUNCT
bracis-19073	254	14	quaternionic	quaternionic	ADJ
bracis-19073	254	15	neural	neural	ADJ
bracis-19073	254	16	networks	network	NOUN
bracis-19073	254	17	:	:	PUNCT
bracis-19073	254	18	fundamental	fundamental	ADJ
bracis-19073	254	19	properties	property	NOUN
bracis-19073	254	20	and	and	CCONJ
bracis-19073	254	21	applications	application	NOUN
bracis-19073	254	22	.	.	PUNCT
bracis-19073	255	1	in	in	ADP
bracis-19073	255	2	:	:	PUNCT
bracis-19073	255	3	complex	complex	ADJ
bracis-19073	255	4	-	-	PUNCT
bracis-19073	255	5	valued	value	VERB
bracis-19073	255	6	neural	neural	ADJ
bracis-19073	255	7	networks	network	NOUN
bracis-19073	255	8	:	:	PUNCT
bracis-19073	255	9	utilizing	utilize	VERB
bracis-19073	255	10	high	high	ADJ
bracis-19073	255	11	-	-	PUNCT
bracis-19073	255	12	dimensional	dimensional	ADJ
bracis-19073	255	13	parameters	parameter	NOUN
bracis-19073	255	14	,	,	PUNCT
bracis-19073	255	15	pp	pp	ADP
bracis-19073	255	16	.	.	PUNCT
bracis-19073	256	1	411–439	411–439	NUM
bracis-19073	256	2	(	(	PUNCT
bracis-19073	256	3	2009	2009	NUM
bracis-19073	256	4	)	)	PUNCT
bracis-19073	256	5	google	google	PROPN
bracis-19073	256	6	scholar	scholar	NOUN
bracis-19073	256	7	  	  	SPACE
bracis-19073	256	8	jha	jha	PROPN
bracis-19073	256	9	,	,	PUNCT
bracis-19073	256	10	k.k	k.k	PROPN
bracis-19073	256	11	.	.	PROPN
bracis-19073	256	12	,	,	PUNCT
bracis-19073	256	13	sekhar	sekhar	PROPN
bracis-19073	256	14	dutta	dutta	PROPN
bracis-19073	256	15	,	,	PUNCT
bracis-19073	256	16	h.	h.	PROPN
bracis-19073	256	17	:	:	PUNCT
bracis-19073	256	18	mutual	mutual	ADJ
bracis-19073	256	19	information	information	NOUN
bracis-19073	256	20	based	base	VERB
bracis-19073	256	21	hybrid	hybrid	NOUN
bracis-19073	256	22	model	model	NOUN
bracis-19073	256	23	and	and	CCONJ
bracis-19073	256	24	deep	deep	ADJ
bracis-19073	256	25	learning	learning	NOUN
bracis-19073	256	26	for	for	ADP
bracis-19073	256	27	acute	acute	ADJ
bracis-19073	256	28	lymphocytic	lymphocytic	ADJ
bracis-19073	256	29	leukaemia	leukaemia	NOUN
bracis-19073	256	30	detection	detection	NOUN
bracis-19073	256	31	in	in	ADP
bracis-19073	256	32	single	single	ADJ
bracis-19073	256	33	cell	cell	NOUN
bracis-19073	256	34	blood	blood	NOUN
bracis-19073	256	35	smear	smear	NOUN
bracis-19073	256	36	images	image	NOUN
bracis-19073	256	37	.	.	PUNCT
bracis-19073	257	1	comput	comput	NOUN
bracis-19073	257	2	.	.	PUNCT
bracis-19073	258	1	methods	method	NOUN
bracis-19073	258	2	program	program	PROPN
bracis-19073	258	3	.	.	PUNCT
bracis-19073	258	4	biomed	biome	VERB
bracis-19073	258	5	.	.	PUNCT
bracis-19073	259	1	179	179	NUM
bracis-19073	259	2	,	,	PUNCT
bracis-19073	259	3	104987	104987	NUM
bracis-19073	259	4	(	(	PUNCT
bracis-19073	259	5	2019	2019	NUM
bracis-19073	259	6	)	)	PUNCT
bracis-19073	259	7	.	.	PUNCT
bracis-19073	260	1	https://doi.org/10.1016/j.cmpb.2019.104987	https://doi.org/10.1016/j.cmpb.2019.104987	PROPN
bracis-19073	260	2	jin	jin	PROPN
bracis-19073	260	3	,	,	PUNCT
bracis-19073	260	4	l.	l.	PROPN
bracis-19073	260	5	,	,	PUNCT
bracis-19073	260	6	zhou	zhou	PROPN
bracis-19073	260	7	,	,	PUNCT
bracis-19073	260	8	y.	y.	PROPN
bracis-19073	260	9	,	,	PUNCT
bracis-19073	260	10	liu	liu	PROPN
bracis-19073	260	11	,	,	PUNCT
bracis-19073	260	12	h.	h.	PROPN
bracis-19073	260	13	,	,	PUNCT
bracis-19073	260	14	song	song	PROPN
bracis-19073	260	15	,	,	PUNCT
bracis-19073	260	16	e.	e.	PROPN
bracis-19073	260	17	:	:	PUNCT
bracis-19073	260	18	deformable	deformable	ADJ
bracis-19073	260	19	quaternion	quaternion	NOUN
bracis-19073	260	20	gabor	gabor	NOUN
bracis-19073	260	21	convolutional	convolutional	ADJ
bracis-19073	260	22	neural	neural	ADJ
bracis-19073	260	23	network	network	NOUN
bracis-19073	260	24	for	for	ADP
bracis-19073	260	25	color	color	NOUN
bracis-19073	260	26	facial	facial	ADJ
bracis-19073	260	27	expression	expression	NOUN
bracis-19073	260	28	recognition	recognition	NOUN
bracis-19073	260	29	.	.	PUNCT
bracis-19073	261	1	in	in	ADP
bracis-19073	261	2	:	:	PUNCT
bracis-19073	261	3	2020	2020	NUM
bracis-19073	261	4	ieee	ieee	PROPN
bracis-19073	261	5	international	international	ADJ
bracis-19073	261	6	conference	conference	NOUN
bracis-19073	261	7	on	on	ADP
bracis-19073	261	8	image	image	NOUN
bracis-19073	261	9	processing	processing	NOUN
bracis-19073	261	10	(	(	PUNCT
bracis-19073	261	11	icip	icip	PROPN
bracis-19073	261	12	)	)	PUNCT
bracis-19073	261	13	,	,	PUNCT
bracis-19073	261	14	pp	pp	ADP
bracis-19073	261	15	.	.	PUNCT
bracis-19073	262	1	1696–1700	1696–1700	NUM
bracis-19073	262	2	(	(	PUNCT
bracis-19073	262	3	2020	2020	NUM
bracis-19073	262	4	)	)	PUNCT
bracis-19073	262	5	.	.	PUNCT
bracis-19073	263	1	https://doi.org/10.1109/icip40778.2020.9191349	https://doi.org/10.1109/icip40778.2020.9191349	PROPN
bracis-19073	263	2	kasvi	kasvi	NOUN
bracis-19073	263	3	:	:	PUNCT
bracis-19073	263	4	hematologia	hematologia	NOUN
bracis-19073	263	5	:	:	PUNCT
bracis-19073	263	6	como	como	PROPN
bracis-19073	263	7	é	é	PROPN
bracis-19073	263	8	realizada	realizada	PROPN
bracis-19073	263	9	a	a	DET
bracis-19073	263	10	técnica	técnica	PROPN
bracis-19073	263	11	de	de	X
bracis-19073	263	12	esfregaço	esfregaço	X
bracis-19073	263	13	de	de	X
bracis-19073	263	14	sangue	sangue	PROPN
bracis-19073	263	15	?	?	PUNCT
bracis-19073	263	16	https://kasvi.com.br/esfregaco-de-sangue-hematologia/	https://kasvi.com.br/esfregaco-de-sangue-hematologia/	NOUN
bracis-19073	263	17	(	(	PUNCT
bracis-19073	263	18	2021	2021	NUM
bracis-19073	263	19	)	)	PUNCT
bracis-19073	263	20	.	.	PUNCT
bracis-19073	264	1	accessed	access	VERB
bracis-19073	264	2	18	18	NUM
bracis-19073	264	3	feb	feb	NOUN
bracis-19073	264	4	2021	2021	NUM
bracis-19073	264	5	kinugawa	kinugawa	PROPN
bracis-19073	264	6	,	,	PUNCT
bracis-19073	264	7	k.	k.	PROPN
bracis-19073	264	8	,	,	PUNCT
bracis-19073	264	9	shang	shang	PROPN
bracis-19073	264	10	,	,	PUNCT
bracis-19073	264	11	f.	f.	PROPN
bracis-19073	264	12	,	,	PUNCT
bracis-19073	264	13	usami	usami	ADJ
bracis-19073	264	14	,	,	PUNCT
bracis-19073	264	15	n.	n.	PROPN
bracis-19073	264	16	,	,	PUNCT
bracis-19073	264	17	hirose	hirose	PROPN
bracis-19073	264	18	,	,	PUNCT
bracis-19073	264	19	a.	a.	NOUN
bracis-19073	264	20	:	:	PUNCT
bracis-19073	264	21	isotropization	isotropization	NOUN
bracis-19073	264	22	of	of	ADP
bracis-19073	264	23	quaternion	quaternion	NOUN
bracis-19073	264	24	-	-	PUNCT
bracis-19073	264	25	neural	neural	ADJ
bracis-19073	264	26	-	-	PUNCT
bracis-19073	264	27	network	network	NOUN
bracis-19073	264	28	-	-	PUNCT
bracis-19073	264	29	based	base	VERB
bracis-19073	264	30	polsar	polsar	PROPN
bracis-19073	264	31	adaptive	adaptive	ADJ
bracis-19073	264	32	land	land	NOUN
bracis-19073	264	33	classification	classification	NOUN
bracis-19073	264	34	in	in	ADP
bracis-19073	264	35	poincare	poincare	PROPN
bracis-19073	264	36	-	-	PUNCT
bracis-19073	264	37	sphere	sphere	NOUN
bracis-19073	264	38	parameter	parameter	NOUN
bracis-19073	264	39	space	space	NOUN
bracis-19073	264	40	.	.	PUNCT
bracis-19073	265	1	ieee	ieee	PROPN
bracis-19073	265	2	geosci	geosci	PROPN
bracis-19073	265	3	.	.	PUNCT
bracis-19073	266	1	remote	remote	PROPN
bracis-19073	266	2	sens	sens	PROPN
bracis-19073	266	3	.	.	PROPN
bracis-19073	266	4	lett	lett	PROPN
bracis-19073	266	5	.	.	PUNCT
bracis-19073	267	1	15(8	15(8	NUM
bracis-19073	267	2	)	)	PUNCT
bracis-19073	267	3	,	,	PUNCT
bracis-19073	267	4	1234–1238	1234–1238	NUM
bracis-19073	267	5	(	(	PUNCT
bracis-19073	267	6	2018	2018	NUM
bracis-19073	267	7	)	)	PUNCT
bracis-19073	267	8	.	.	PUNCT
bracis-19073	268	1	https://doi.org/10.1109/lgrs.2018.2831215	https://doi.org/10.1109/lgrs.2018.2831215	PROPN
bracis-19073	268	2	article	article	NOUN
bracis-19073	268	3	  	  	SPACE
bracis-19073	268	4	google	google	PROPN
bracis-19073	268	5	scholar	scholar	NOUN
bracis-19073	268	6	  	  	SPACE
bracis-19073	268	7	krizhevsky	krizhevsky	NOUN
bracis-19073	268	8	,	,	PUNCT
bracis-19073	268	9	a.	a.	NOUN
bracis-19073	268	10	,	,	PUNCT
bracis-19073	268	11	sutskever	sutskever	PROPN
bracis-19073	268	12	,	,	PUNCT
bracis-19073	268	13	i.	i.	PROPN
bracis-19073	268	14	,	,	PUNCT
bracis-19073	268	15	hinton	hinton	PROPN
bracis-19073	268	16	,	,	PUNCT
bracis-19073	268	17	g.e	g.e	PROPN
bracis-19073	268	18	.	.	PUNCT
bracis-19073	268	19	:	:	PUNCT
bracis-19073	268	20	imagenet	imagenet	PROPN
bracis-19073	268	21	classification	classification	NOUN
bracis-19073	268	22	with	with	ADP
bracis-19073	268	23	deep	deep	ADJ
bracis-19073	268	24	convolutional	convolutional	ADJ
bracis-19073	268	25	neural	neural	ADJ
bracis-19073	268	26	networks	network	NOUN
bracis-19073	268	27	.	.	PUNCT
bracis-19073	269	1	commun	commun	AUX
bracis-19073	269	2	.	.	PUNCT
bracis-19073	269	3	acm	acm	PROPN
bracis-19073	269	4	60(6	60(6	NOUN
bracis-19073	269	5	)	)	PUNCT
bracis-19073	269	6	,	,	PUNCT
bracis-19073	269	7	84–90	84–90	NUM
bracis-19073	269	8	(	(	PUNCT
bracis-19073	269	9	2017	2017	NUM
bracis-19073	269	10	)	)	PUNCT
bracis-19073	269	11	.	.	PUNCT
bracis-19073	270	1	https://doi.org/10.1145/3065386	https://doi.org/10.1145/3065386	X
bracis-19073	270	2	article	article	NOUN
bracis-19073	270	3	  	  	SPACE
bracis-19073	270	4	google	google	PROPN
bracis-19073	270	5	scholar	scholar	NOUN
bracis-19073	270	6	  	  	SPACE
bracis-19073	270	7	kumar	kumar	PROPN
bracis-19073	270	8	,	,	PUNCT
bracis-19073	270	9	s.	s.	PROPN
bracis-19073	270	10	,	,	PUNCT
bracis-19073	270	11	mishra	mishra	PROPN
bracis-19073	270	12	,	,	PUNCT
bracis-19073	270	13	s.	s.	PROPN
bracis-19073	270	14	,	,	PUNCT
bracis-19073	270	15	asthana	asthana	PROPN
bracis-19073	270	16	,	,	PUNCT
bracis-19073	270	17	p.	p.	NOUN
bracis-19073	270	18	:	:	PUNCT
bracis-19073	270	19	pragya	pragya	PROPN
bracis-19073	270	20	:	:	PUNCT
bracis-19073	270	21	automated	automate	VERB
bracis-19073	270	22	detection	detection	NOUN
bracis-19073	270	23	of	of	ADP
bracis-19073	270	24	acute	acute	ADJ
bracis-19073	270	25	leukemia	leukemia	NOUN
bracis-19073	270	26	using	use	VERB
bracis-19073	270	27	k	k	ADJ
bracis-19073	270	28	-	-	ADJ
bracis-19073	270	29	mean	mean	ADJ
bracis-19073	270	30	clustering	clustering	ADJ
bracis-19073	270	31	algorithm	algorithm	NOUN
bracis-19073	270	32	.	.	PUNCT
bracis-19073	271	1	in	in	ADP
bracis-19073	271	2	:	:	PUNCT
bracis-19073	271	3	bhatia	bhatia	PROPN
bracis-19073	271	4	,	,	PUNCT
bracis-19073	271	5	s.k	s.k	PROPN
bracis-19073	271	6	.	.	PROPN
bracis-19073	271	7	,	,	PUNCT
bracis-19073	271	8	mishra	mishra	PROPN
bracis-19073	271	9	,	,	PUNCT
bracis-19073	271	10	k.k	k.k	PROPN
bracis-19073	271	11	.	.	PROPN
bracis-19073	271	12	,	,	PUNCT
bracis-19073	271	13	tiwari	tiwari	PROPN
bracis-19073	271	14	,	,	PUNCT
bracis-19073	271	15	s.	s.	PROPN
bracis-19073	271	16	,	,	PUNCT
bracis-19073	271	17	singh	singh	PROPN
bracis-19073	271	18	,	,	PUNCT
bracis-19073	271	19	v.k	v.k	PROPN
bracis-19073	271	20	.	.	PROPN
bracis-19073	271	21	(	(	PUNCT
bracis-19073	271	22	eds	ed	NOUN
bracis-19073	271	23	.	.	PUNCT
bracis-19073	271	24	)	)	PUNCT
bracis-19073	271	25	advances	advance	NOUN
bracis-19073	271	26	in	in	ADP
bracis-19073	271	27	computer	computer	NOUN
bracis-19073	271	28	and	and	CCONJ
bracis-19073	271	29	computational	computational	ADJ
bracis-19073	271	30	sciences	science	NOUN
bracis-19073	271	31	,	,	PUNCT
bracis-19073	271	32	pp	pp	ADV
bracis-19073	271	33	.	.	PUNCT
bracis-19073	272	1	655–670	655–670	NUM
bracis-19073	272	2	.	.	PUNCT
bracis-19073	272	3	springer	springer	NOUN
bracis-19073	272	4	,	,	PUNCT
bracis-19073	272	5	singapore	singapore	PROPN
bracis-19073	272	6	(	(	PUNCT
bracis-19073	272	7	2018	2018	NUM
bracis-19073	272	8	)	)	PUNCT
bracis-19073	272	9	.	.	PUNCT
bracis-19073	273	1	https://doi.org/10.1007/978-981-10-3773-3_64	https://doi.org/10.1007/978-981-10-3773-3_64	PROPN
bracis-19073	273	2	chapter	chapter	NOUN
bracis-19073	273	3	  	  	SPACE
bracis-19073	273	4	google	google	PROPN
bracis-19073	273	5	scholar	scholar	NOUN
bracis-19073	273	6	  	  	SPACE
bracis-19073	273	7	kusamichi	kusamichi	PROPN
bracis-19073	273	8	,	,	PUNCT
bracis-19073	273	9	h.	h.	PROPN
bracis-19073	273	10	,	,	PUNCT
bracis-19073	273	11	isokawa	isokawa	PROPN
bracis-19073	273	12	,	,	PUNCT
bracis-19073	273	13	t.	t.	PROPN
bracis-19073	273	14	,	,	PUNCT
bracis-19073	273	15	matsui	matsui	NOUN
bracis-19073	273	16	,	,	PUNCT
bracis-19073	273	17	n.	n.	NOUN
bracis-19073	273	18	,	,	PUNCT
bracis-19073	273	19	ogawa	ogawa	PROPN
bracis-19073	273	20	,	,	PUNCT
bracis-19073	273	21	y.	y.	PROPN
bracis-19073	273	22	,	,	PUNCT
bracis-19073	273	23	maeda	maeda	PROPN
bracis-19073	273	24	,	,	PUNCT
bracis-19073	273	25	k.	k.	PROPN
bracis-19073	273	26	:	:	PUNCT
bracis-19073	273	27	a	a	DET
bracis-19073	273	28	new	new	ADJ
bracis-19073	273	29	scheme	scheme	NOUN
bracis-19073	273	30	for	for	ADP
bracis-19073	273	31	color	color	NOUN
bracis-19073	273	32	night	night	NOUN
bracis-19073	273	33	vision	vision	NOUN
bracis-19073	273	34	by	by	ADP
bracis-19073	273	35	quaternion	quaternion	NOUN
bracis-19073	273	36	neural	neural	ADJ
bracis-19073	273	37	network	network	NOUN
bracis-19073	273	38	.	.	PUNCT
bracis-19073	274	1	in	in	ADP
bracis-19073	274	2	:	:	PUNCT
bracis-19073	274	3	proceedings	proceeding	NOUN
bracis-19073	274	4	of	of	ADP
bracis-19073	274	5	the	the	DET
bracis-19073	274	6	2nd	2nd	ADJ
bracis-19073	274	7	international	international	ADJ
bracis-19073	274	8	conference	conference	NOUN
bracis-19073	274	9	on	on	ADP
bracis-19073	274	10	autonomous	autonomous	ADJ
bracis-19073	274	11	robots	robot	NOUN
bracis-19073	274	12	and	and	CCONJ
bracis-19073	274	13	agents	agent	NOUN
bracis-19073	274	14	(	(	PUNCT
bracis-19073	274	15	icara	icara	ADJ
bracis-19073	274	16	2004	2004	NUM
bracis-19073	274	17	)	)	PUNCT
bracis-19073	274	18	,	,	PUNCT
bracis-19073	274	19	pp	pp	ADP
bracis-19073	274	20	.	.	PUNCT
bracis-19073	275	1	101–106	101–106	NUM
bracis-19073	275	2	(	(	PUNCT
bracis-19073	275	3	2004	2004	NUM
bracis-19073	275	4	)	)	PUNCT
bracis-19073	275	5	google	google	PROPN
bracis-19073	275	6	scholar	scholar	NOUN
bracis-19073	275	7	  	  	SPACE
bracis-19073	275	8	labati	labati	NOUN
bracis-19073	275	9	,	,	PUNCT
bracis-19073	275	10	r.d	r.d	PROPN
bracis-19073	275	11	.	.	PROPN
bracis-19073	275	12	,	,	PUNCT
bracis-19073	275	13	piuri	piuri	PROPN
bracis-19073	275	14	,	,	PUNCT
bracis-19073	275	15	v.	v.	ADV
bracis-19073	275	16	,	,	PUNCT
bracis-19073	275	17	scotti	scotti	PROPN
bracis-19073	275	18	,	,	PUNCT
bracis-19073	275	19	f.	f.	PROPN
bracis-19073	275	20	:	:	PUNCT
bracis-19073	275	21	all	all	PROPN
bracis-19073	275	22	-	-	PUNCT
bracis-19073	275	23	idb	idb	PROPN
bracis-19073	275	24	:	:	PUNCT
bracis-19073	275	25	the	the	DET
bracis-19073	275	26	acute	acute	ADJ
bracis-19073	275	27	lymphoblastic	lymphoblastic	ADJ
bracis-19073	275	28	leukemia	leukemia	NOUN
bracis-19073	275	29	image	image	NOUN
bracis-19073	275	30	database	database	NOUN
bracis-19073	275	31	for	for	ADP
bracis-19073	275	32	image	image	NOUN
bracis-19073	275	33	processing	processing	NOUN
bracis-19073	275	34	.	.	PUNCT
bracis-19073	276	1	in	in	ADP
bracis-19073	276	2	:	:	PUNCT
bracis-19073	276	3	2011	2011	NUM
bracis-19073	276	4	18th	18th	ADJ
bracis-19073	276	5	ieee	ieee	NOUN
bracis-19073	276	6	international	international	ADJ
bracis-19073	276	7	conference	conference	NOUN
bracis-19073	276	8	on	on	ADP
bracis-19073	276	9	image	image	NOUN
bracis-19073	276	10	processing	processing	NOUN
bracis-19073	276	11	(	(	PUNCT
bracis-19073	276	12	2011	2011	NUM
bracis-19073	276	13	)	)	PUNCT
bracis-19073	276	14	.	.	PUNCT
bracis-19073	277	1	https://doi.org/978-1-4577-1303-3	https://doi.org/978-1-4577-1303-3	PROPN
bracis-19073	277	2	mandic	mandic	PROPN
bracis-19073	277	3	,	,	PUNCT
bracis-19073	277	4	d.p	d.p	PROPN
bracis-19073	277	5	.	.	PROPN
bracis-19073	277	6	,	,	PUNCT
bracis-19073	277	7	goh	goh	PROPN
bracis-19073	277	8	,	,	PUNCT
bracis-19073	277	9	v.s.l	v.s.l	PROPN
bracis-19073	277	10	.	.	PUNCT
bracis-19073	277	11	:	:	PUNCT
bracis-19073	278	1	complex	complex	ADJ
bracis-19073	278	2	valued	value	VERB
bracis-19073	278	3	nonlinear	nonlinear	ADJ
bracis-19073	278	4	adaptive	adaptive	ADJ
bracis-19073	278	5	filters	filter	NOUN
bracis-19073	278	6	:	:	PUNCT
bracis-19073	278	7	noncircularity	noncircularity	NOUN
bracis-19073	278	8	,	,	PUNCT
bracis-19073	278	9	widely	widely	ADV
bracis-19073	278	10	linear	linear	ADJ
bracis-19073	278	11	and	and	CCONJ
bracis-19073	278	12	neural	neural	ADJ
bracis-19073	278	13	models	model	NOUN
bracis-19073	278	14	,	,	PUNCT
bracis-19073	278	15	vol	vol	NOUN
bracis-19073	278	16	.	.	PROPN
bracis-19073	279	1	59	59	NUM
bracis-19073	279	2	.	.	PUNCT
bracis-19073	279	3	wiley	wiley	PROPN
bracis-19073	279	4	,	,	PUNCT
bracis-19073	279	5	new	new	PROPN
bracis-19073	279	6	york	york	PROPN
bracis-19073	279	7	(	(	PUNCT
bracis-19073	279	8	2009	2009	NUM
bracis-19073	279	9	)	)	PUNCT
bracis-19073	279	10	book	book	NOUN
bracis-19073	279	11	  	  	SPACE
bracis-19073	279	12	google	google	PROPN
bracis-19073	279	13	scholar	scholar	NOUN
bracis-19073	279	14	  	  	SPACE
bracis-19073	279	15	matsui	matsui	NOUN
bracis-19073	279	16	,	,	PUNCT
bracis-19073	279	17	n.	n.	NOUN
bracis-19073	279	18	,	,	PUNCT
bracis-19073	279	19	isokawa	isokawa	NOUN
bracis-19073	279	20	,	,	PUNCT
bracis-19073	279	21	t.	t.	PROPN
bracis-19073	279	22	,	,	PUNCT
bracis-19073	279	23	kusamichi	kusamichi	PROPN
bracis-19073	279	24	,	,	PUNCT
bracis-19073	279	25	h.	h.	PROPN
bracis-19073	279	26	,	,	PUNCT
bracis-19073	279	27	peper	peper	NOUN
bracis-19073	279	28	,	,	PUNCT
bracis-19073	279	29	f.	f.	PROPN
bracis-19073	279	30	,	,	PUNCT
bracis-19073	279	31	nishimura	nishimura	PROPN
bracis-19073	279	32	,	,	PUNCT
bracis-19073	279	33	h.	h.	NOUN
bracis-19073	279	34	:	:	PUNCT
bracis-19073	279	35	quaternion	quaternion	ADJ
bracis-19073	279	36	neural	neural	ADJ
bracis-19073	279	37	network	network	NOUN
bracis-19073	279	38	with	with	ADP
bracis-19073	279	39	geometrical	geometrical	ADJ
bracis-19073	279	40	operators	operator	NOUN
bracis-19073	279	41	.	.	PUNCT
bracis-19073	280	1	j.	j.	PROPN
bracis-19073	280	2	intell	intell	PROPN
bracis-19073	280	3	.	.	PUNCT
bracis-19073	281	1	fuzzy	fuzzy	ADJ
bracis-19073	281	2	syst	syst	PROPN
bracis-19073	281	3	.	.	PUNCT
bracis-19073	281	4	15(3	15(3	NUM
bracis-19073	281	5	)	)	PUNCT
bracis-19073	281	6	,	,	PUNCT
bracis-19073	281	7	149–164	149–164	NUM
bracis-19073	281	8	(	(	PUNCT
bracis-19073	281	9	2004	2004	NUM
bracis-19073	281	10	)	)	PUNCT
bracis-19073	281	11	math	math	NOUN
bracis-19073	281	12	  	  	SPACE
bracis-19073	281	13	google	google	PROPN
bracis-19073	281	14	scholar	scholar	NOUN
bracis-19073	281	15	  	  	SPACE
bracis-19073	281	16	mishra	mishra	PROPN
bracis-19073	281	17	,	,	PUNCT
bracis-19073	281	18	s.	s.	PROPN
bracis-19073	281	19	,	,	PUNCT
bracis-19073	281	20	majhi	majhi	PROPN
bracis-19073	281	21	,	,	PUNCT
bracis-19073	281	22	b.	b.	PROPN
bracis-19073	281	23	,	,	PUNCT
bracis-19073	281	24	sa	sa	PROPN
bracis-19073	281	25	,	,	PUNCT
bracis-19073	281	26	p.k	p.k	PROPN
bracis-19073	281	27	.	.	PUNCT
bracis-19073	281	28	:	:	PUNCT
bracis-19073	281	29	texture	texture	ADJ
bracis-19073	281	30	feature	feature	NOUN
bracis-19073	281	31	based	base	VERB
bracis-19073	281	32	classification	classification	NOUN
bracis-19073	281	33	on	on	ADP
bracis-19073	281	34	microscopic	microscopic	ADJ
bracis-19073	281	35	blood	blood	NOUN
bracis-19073	281	36	smear	smear	NOUN
bracis-19073	281	37	for	for	ADP
bracis-19073	281	38	acute	acute	ADJ
bracis-19073	281	39	lymphoblastic	lymphoblastic	ADJ
bracis-19073	281	40	leukemia	leukemia	NOUN
bracis-19073	281	41	detection	detection	NOUN
bracis-19073	281	42	.	.	PUNCT
bracis-19073	282	1	biomed	biome	VERB
bracis-19073	282	2	.	.	PUNCT
bracis-19073	283	1	sig	sig	NOUN
bracis-19073	283	2	.	.	PUNCT
bracis-19073	283	3	process	process	NOUN
bracis-19073	283	4	.	.	PUNCT
bracis-19073	284	1	control	control	NOUN
bracis-19073	284	2	47	47	NUM
bracis-19073	284	3	,	,	PUNCT
bracis-19073	284	4	303–311	303–311	NUM
bracis-19073	284	5	(	(	PUNCT
bracis-19073	284	6	2019	2019	NUM
bracis-19073	284	7	)	)	PUNCT
bracis-19073	284	8	.	.	PUNCT
bracis-19073	285	1	https://doi.org/10.1016/j.bspc.2018.08.012	https://doi.org/10.1016/j.bspc.2018.08.012	PROPN
bracis-19073	285	2	nci	nci	PROPN
bracis-19073	285	3	:	:	PUNCT
bracis-19073	285	4	acute	acute	ADJ
bracis-19073	285	5	lymphoblastic	lymphoblastic	ADJ
bracis-19073	285	6	leukemia	leukemia	NOUN
bracis-19073	285	7	.	.	PUNCT
bracis-19073	286	1	https://www.cancer.gov/publications/dictionaries/cancer-terms/def/acute-lymphoblastic-leukemia	https://www.cancer.gov/publications/dictionaries/cancer-terms/def/acute-lymphoblastic-leukemia	NOUN
bracis-19073	286	2	(	(	PUNCT
bracis-19073	286	3	2021	2021	NUM
bracis-19073	286	4	)	)	PUNCT
bracis-19073	286	5	.	.	PUNCT
bracis-19073	287	1	accessed	access	VERB
bracis-19073	287	2	18	18	NUM
bracis-19073	287	3	feb	feb	PROPN
bracis-19073	287	4	2021	2021	NUM
bracis-19073	287	5	nci	nci	PROPN
bracis-19073	287	6	:	:	PUNCT
bracis-19073	287	7	lymphoblast	lymphoblast	VERB
bracis-19073	287	8	.	.	PUNCT
bracis-19073	288	1	https://www.cancer.gov/publications/dictionaries/cancer-terms/def/lymphoblast	https://www.cancer.gov/publications/dictionaries/cancer-terms/def/lymphoblast	ADJ
bracis-19073	288	2	(	(	PUNCT
bracis-19073	288	3	2021	2021	NUM
bracis-19073	288	4	)	)	PUNCT
bracis-19073	288	5	.	.	PUNCT
bracis-19073	289	1	accessed	access	VERB
bracis-19073	289	2	18	18	NUM
bracis-19073	289	3	feb	feb	NOUN
bracis-19073	289	4	2021	2021	NUM
bracis-19073	289	5	nhs	nhs	NOUN
bracis-19073	289	6	:	:	PUNCT
bracis-19073	289	7	acute	acute	ADJ
bracis-19073	289	8	lymphoblastic	lymphoblastic	ADJ
bracis-19073	289	9	leukemia	leukemia	NOUN
bracis-19073	289	10	diagnosis	diagnosis	NOUN
bracis-19073	289	11	.	.	PUNCT
bracis-19073	290	1	https://www.nhs.uk/conditions/acute-lymphoblastic-leukaemia/diagnosis/	https://www.nhs.uk/conditions/acute-lymphoblastic-leukaemia/diagnosis/	PUNCT
bracis-19073	290	2	(	(	PUNCT
bracis-19073	290	3	2021	2021	NUM
bracis-19073	290	4	)	)	PUNCT
bracis-19073	290	5	.	.	PUNCT
bracis-19073	291	1	accessed	access	VERB
bracis-19073	291	2	18	18	NUM
bracis-19073	291	3	feb	feb	NOUN
bracis-19073	291	4	2021	2021	NUM
bracis-19073	291	5	nitta	nitta	PROPN
bracis-19073	291	6	,	,	PUNCT
bracis-19073	291	7	t.	t.	PROPN
bracis-19073	291	8	:	:	PUNCT
bracis-19073	291	9	on	on	ADP
bracis-19073	291	10	the	the	DET
bracis-19073	291	11	critical	critical	ADJ
bracis-19073	291	12	points	point	NOUN
bracis-19073	291	13	of	of	ADP
bracis-19073	291	14	the	the	DET
bracis-19073	291	15	complex	complex	ADV
bracis-19073	291	16	-	-	PUNCT
bracis-19073	291	17	valued	value	VERB
bracis-19073	291	18	neural	neural	ADJ
bracis-19073	291	19	network	network	NOUN
bracis-19073	291	20	.	.	PUNCT
bracis-19073	292	1	in	in	ADP
bracis-19073	292	2	:	:	PUNCT
bracis-19073	292	3	proceedings	proceeding	NOUN
bracis-19073	292	4	of	of	ADP
bracis-19073	292	5	the	the	DET
bracis-19073	292	6	iconip	iconip	ADJ
bracis-19073	292	7	2002	2002	NUM
bracis-19073	292	8	9th	9th	ADJ
bracis-19073	292	9	international	international	ADJ
bracis-19073	292	10	conference	conference	NOUN
bracis-19073	292	11	on	on	ADP
bracis-19073	292	12	neural	neural	ADJ
bracis-19073	292	13	information	information	NOUN
bracis-19073	292	14	processing	processing	NOUN
bracis-19073	292	15	:	:	PUNCT
bracis-19073	292	16	computational	computational	ADJ
bracis-19073	292	17	intelligence	intelligence	NOUN
bracis-19073	292	18	for	for	ADP
bracis-19073	292	19	the	the	DET
bracis-19073	292	20	e	e	NOUN
bracis-19073	292	21	-	-	NOUN
bracis-19073	292	22	age	age	ADJ
bracis-19073	292	23	,	,	PUNCT
bracis-19073	292	24	pp	pp	ADJ
bracis-19073	292	25	.	.	PUNCT
bracis-19073	293	1	411–439	411–439	NUM
bracis-19073	293	2	.	.	PUNCT
bracis-19073	294	1	singapore	singapore	PROPN
bracis-19073	294	2	(	(	PUNCT
bracis-19073	294	3	2002	2002	NUM
bracis-19073	294	4	)	)	PUNCT
bracis-19073	294	5	google	google	PROPN
bracis-19073	294	6	scholar	scholar	NOUN
bracis-19073	294	7	  	  	SPACE
bracis-19073	294	8	ogawa	ogawa	PROPN
bracis-19073	294	9	,	,	PUNCT
bracis-19073	294	10	t.	t.	PROPN
bracis-19073	294	11	:	:	PUNCT
bracis-19073	294	12	neural	neural	ADJ
bracis-19073	294	13	network	network	NOUN
bracis-19073	294	14	inversion	inversion	NOUN
bracis-19073	294	15	for	for	ADP
bracis-19073	294	16	multilayer	multilayer	ADJ
bracis-19073	294	17	quaternion	quaternion	NOUN
bracis-19073	294	18	neural	neural	ADJ
bracis-19073	294	19	networks	network	NOUN
bracis-19073	294	20	.	.	PUNCT
bracis-19073	295	1	comput	comput	NOUN
bracis-19073	295	2	.	.	PUNCT
bracis-19073	296	1	technol	technol	PROPN
bracis-19073	296	2	.	.	PUNCT
bracis-19073	296	3	appl	appl	PROPN
bracis-19073	296	4	.	.	PROPN
bracis-19073	297	1	7	7	NUM
bracis-19073	297	2	,	,	PUNCT
bracis-19073	297	3	73–82	73–82	NUM
bracis-19073	297	4	(	(	PUNCT
bracis-19073	297	5	2016	2016	NUM
bracis-19073	297	6	)	)	PUNCT
bracis-19073	297	7	google	google	PROPN
bracis-19073	297	8	scholar	scholar	NOUN
bracis-19073	297	9	  	  	SPACE
bracis-19073	297	10	onyekpe	onyekpe	NOUN
bracis-19073	297	11	,	,	PUNCT
bracis-19073	297	12	u.	u.	PROPN
bracis-19073	297	13	,	,	PUNCT
bracis-19073	297	14	palade	palade	NOUN
bracis-19073	297	15	,	,	PUNCT
bracis-19073	297	16	v.	v.	PROPN
bracis-19073	297	17	,	,	PUNCT
bracis-19073	297	18	kanarachos	kanarachos	PROPN
bracis-19073	297	19	,	,	PUNCT
bracis-19073	297	20	s.	s.	PROPN
bracis-19073	297	21	,	,	PUNCT
bracis-19073	297	22	christopoulos	christopoulos	PROPN
bracis-19073	297	23	,	,	PUNCT
bracis-19073	297	24	s.r	s.r	PROPN
bracis-19073	297	25	.	.	PROPN
bracis-19073	297	26	:	:	PUNCT
bracis-19073	298	1	a	a	DET
bracis-19073	298	2	quaternion	quaternion	NOUN
bracis-19073	298	3	gated	gate	VERB
bracis-19073	298	4	recurrent	recurrent	ADJ
bracis-19073	298	5	unit	unit	NOUN
bracis-19073	298	6	neural	neural	ADJ
bracis-19073	298	7	network	network	NOUN
bracis-19073	298	8	for	for	ADP
bracis-19073	298	9	sensor	sensor	NOUN
bracis-19073	298	10	fusion	fusion	NOUN
bracis-19073	298	11	.	.	PUNCT
bracis-19073	299	1	information	information	NOUN
bracis-19073	299	2	(	(	PUNCT
bracis-19073	299	3	2021	2021	NUM
bracis-19073	299	4	)	)	PUNCT
bracis-19073	299	5	.	.	PUNCT
bracis-19073	300	1	https://doi.org/10.3390/info12030117	https://doi.org/10.3390/info12030117	PROPN
bracis-19073	300	2	parcollet	parcollet	PROPN
bracis-19073	300	3	,	,	PUNCT
bracis-19073	300	4	t.	t.	PROPN
bracis-19073	300	5	,	,	PUNCT
bracis-19073	300	6	morchid	morchid	NOUN
bracis-19073	300	7	,	,	PUNCT
bracis-19073	300	8	m.	m.	NOUN
bracis-19073	300	9	,	,	PUNCT
bracis-19073	300	10	linarès	linarès	PROPN
bracis-19073	300	11	,	,	PUNCT
bracis-19073	300	12	g.	g.	PROPN
bracis-19073	300	13	:	:	PUNCT
bracis-19073	300	14	a	a	DET
bracis-19073	300	15	survey	survey	NOUN
bracis-19073	300	16	of	of	ADP
bracis-19073	300	17	quaternion	quaternion	ADJ
bracis-19073	300	18	neural	neural	ADJ
bracis-19073	300	19	networks	network	NOUN
bracis-19073	300	20	.	.	PUNCT
bracis-19073	301	1	artif	artif	INTJ
bracis-19073	301	2	.	.	PUNCT
bracis-19073	302	1	intell	intell	PROPN
bracis-19073	302	2	.	.	PUNCT
bracis-19073	303	1	rev	rev	PROPN
bracis-19073	303	2	.	.	PROPN
bracis-19073	303	3	53(4	53(4	NOUN
bracis-19073	303	4	)	)	PUNCT
bracis-19073	303	5	,	,	PUNCT
bracis-19073	303	6	2957–2982	2957–2982	NUM
bracis-19073	303	7	(	(	PUNCT
bracis-19073	303	8	2020	2020	NUM
bracis-19073	303	9	)	)	PUNCT
bracis-19073	303	10	.	.	PUNCT
bracis-19073	304	1	https://doi.org/10.1007/s10462-019-09752-1	https://doi.org/10.1007/s10462-019-09752-1	NUM
bracis-19073	304	2	article	article	NOUN
bracis-19073	304	3	  	  	SPACE
bracis-19073	304	4	google	google	PROPN
bracis-19073	304	5	scholar	scholar	NOUN
bracis-19073	304	6	  	  	SPACE
bracis-19073	304	7	parcollet	parcollet	NOUN
bracis-19073	304	8	,	,	PUNCT
bracis-19073	304	9	t.	t.	PROPN
bracis-19073	304	10	,	,	PUNCT
bracis-19073	304	11	morchid	morchid	NOUN
bracis-19073	304	12	,	,	PUNCT
bracis-19073	304	13	m.	m.	NOUN
bracis-19073	304	14	,	,	PUNCT
bracis-19073	304	15	linarès	linarès	PROPN
bracis-19073	304	16	,	,	PUNCT
bracis-19073	304	17	g.	g.	NOUN
bracis-19073	304	18	:	:	PUNCT
bracis-19073	304	19	quaternion	quaternion	VERB
bracis-19073	304	20	convolutional	convolutional	ADJ
bracis-19073	304	21	neural	neural	ADJ
bracis-19073	304	22	networks	network	NOUN
bracis-19073	304	23	for	for	ADP
bracis-19073	304	24	heterogeneous	heterogeneous	ADJ
bracis-19073	304	25	image	image	NOUN
bracis-19073	304	26	process	process	NOUN
bracis-19073	304	27	.	.	PUNCT
bracis-19073	305	1	(	(	PUNCT
bracis-19073	305	2	2018	2018	NUM
bracis-19073	305	3	)	)	PUNCT
bracis-19073	305	4	.	.	PUNCT
bracis-19073	306	1	https://doi.org/arxiv:1811.02656v1	https://doi.org/arxiv:1811.02656v1	PROPN
bracis-19073	306	2	parcollet	parcollet	NOUN
bracis-19073	306	3	,	,	PUNCT
bracis-19073	306	4	t.	t.	PROPN
bracis-19073	306	5	,	,	PUNCT
bracis-19073	306	6	et	et	PROPN
bracis-19073	306	7	al	al	PROPN
bracis-19073	306	8	.	.	PUNCT
bracis-19073	306	9	:	:	PUNCT
bracis-19073	307	1	quaternion	quaternion	VERB
bracis-19073	307	2	convolutional	convolutional	ADJ
bracis-19073	307	3	neural	neural	ADJ
bracis-19073	307	4	networks	network	NOUN
bracis-19073	307	5	for	for	ADP
bracis-19073	307	6	end	end	NOUN
bracis-19073	307	7	-	-	PUNCT
bracis-19073	307	8	to	to	ADP
bracis-19073	307	9	-	-	PUNCT
bracis-19073	307	10	end	end	VERB
bracis-19073	307	11	automatic	automatic	ADJ
bracis-19073	307	12	speech	speech	NOUN
bracis-19073	307	13	recognition	recognition	NOUN
bracis-19073	307	14	.	.	PUNCT
bracis-19073	308	1	in	in	ADP
bracis-19073	308	2	:	:	PUNCT
bracis-19073	308	3	proceedings	proceeding	NOUN
bracis-19073	308	4	of	of	ADP
bracis-19073	308	5	the	the	DET
bracis-19073	308	6	interspeech	interspeech	NOUN
bracis-19073	308	7	2018	2018	NUM
bracis-19073	308	8	,	,	PUNCT
bracis-19073	308	9	pp	pp	ADV
bracis-19073	308	10	.	.	PUNCT
bracis-19073	309	1	22–26	22–26	NUM
bracis-19073	309	2	(	(	PUNCT
bracis-19073	309	3	2018	2018	NUM
bracis-19073	309	4	)	)	PUNCT
bracis-19073	309	5	.	.	PUNCT
bracis-19073	310	1	https://doi.org/10.21437/interspeech.2018-1898	https://doi.org/10.21437/interspeech.2018-1898	PROPN
bracis-19073	310	2	pavllo	pavllo	PROPN
bracis-19073	310	3	,	,	PUNCT
bracis-19073	310	4	d.	d.	PROPN
bracis-19073	310	5	,	,	PUNCT
bracis-19073	310	6	feichtenhofer	feichtenhofer	NOUN
bracis-19073	310	7	,	,	PUNCT
bracis-19073	310	8	c.	c.	PROPN
bracis-19073	310	9	,	,	PUNCT
bracis-19073	310	10	auli	auli	PROPN
bracis-19073	310	11	,	,	PUNCT
bracis-19073	310	12	m.	m.	NOUN
bracis-19073	310	13	,	,	PUNCT
bracis-19073	310	14	grangier	grangier	NOUN
bracis-19073	310	15	,	,	PUNCT
bracis-19073	310	16	d.	d.	PROPN
bracis-19073	310	17	:	:	PUNCT
bracis-19073	310	18	modeling	model	VERB
bracis-19073	310	19	human	human	ADJ
bracis-19073	310	20	motion	motion	NOUN
bracis-19073	310	21	with	with	ADP
bracis-19073	310	22	quaternion	quaternion	NOUN
bracis-19073	310	23	-	-	PUNCT
bracis-19073	310	24	based	base	VERB
bracis-19073	310	25	neural	neural	ADJ
bracis-19073	310	26	networks	network	NOUN
bracis-19073	310	27	.	.	PUNCT
bracis-19073	311	1	int	int	NOUN
bracis-19073	311	2	.	.	PUNCT
bracis-19073	312	1	j.	j.	PROPN
bracis-19073	312	2	comput	comput	PROPN
bracis-19073	312	3	.	.	PUNCT
bracis-19073	313	1	vis	vis	X
bracis-19073	313	2	.	.	X
bracis-19073	313	3	128(4	128(4	NUM
bracis-19073	313	4	)	)	PUNCT
bracis-19073	313	5	,	,	PUNCT
bracis-19073	313	6	855–872	855–872	NUM
bracis-19073	313	7	(	(	PUNCT
bracis-19073	313	8	2019	2019	NUM
bracis-19073	313	9	)	)	PUNCT
bracis-19073	313	10	.	.	PUNCT
bracis-19073	314	1	https://doi.org/10.1007/s11263-019-01245-6	https://doi.org/10.1007/s11263-019-01245-6	NUM
bracis-19073	314	2	shafique	shafique	NOUN
bracis-19073	314	3	,	,	PUNCT
bracis-19073	314	4	s.	s.	PROPN
bracis-19073	314	5	,	,	PUNCT
bracis-19073	314	6	tehsin	tehsin	VERB
bracis-19073	314	7	,	,	PUNCT
bracis-19073	314	8	s.	s.	PROPN
bracis-19073	314	9	:	:	PUNCT
bracis-19073	314	10	computer	computer	NOUN
bracis-19073	314	11	-	-	PUNCT
bracis-19073	314	12	aided	aid	VERB
bracis-19073	314	13	diagnosis	diagnosis	NOUN
bracis-19073	314	14	of	of	ADP
bracis-19073	314	15	acute	acute	ADJ
bracis-19073	314	16	lymphoblastic	lymphoblastic	ADJ
bracis-19073	314	17	leukaemia	leukaemia	NOUN
bracis-19073	314	18	.	.	PUNCT
bracis-19073	315	1	comput	comput	NOUN
bracis-19073	315	2	.	.	PUNCT
bracis-19073	316	1	math	math	NOUN
bracis-19073	316	2	.	.	PUNCT
bracis-19073	317	1	methods	method	NOUN
bracis-19073	317	2	med	me	VERB
bracis-19073	317	3	.	.	PROPN
bracis-19073	318	1	2018	2018	NUM
bracis-19073	318	2	,	,	PUNCT
bracis-19073	318	3	6125289	6125289	NUM
bracis-19073	318	4	(	(	PUNCT
bracis-19073	318	5	2018	2018	NUM
bracis-19073	318	6	)	)	PUNCT
bracis-19073	318	7	.	.	PUNCT
bracis-19073	319	1	https://doi.org/10.1155/2018/6125289	https://doi.org/10.1155/2018/6125289	PROPN
bracis-19073	319	2	shang	shang	PROPN
bracis-19073	319	3	,	,	PUNCT
bracis-19073	319	4	f.	f.	PROPN
bracis-19073	319	5	,	,	PUNCT
bracis-19073	319	6	hirose	hirose	PROPN
bracis-19073	319	7	,	,	PUNCT
bracis-19073	319	8	a.	a.	NOUN
bracis-19073	319	9	:	:	PUNCT
bracis-19073	319	10	quaternion	quaternion	ADJ
bracis-19073	319	11	neural	neural	ADJ
bracis-19073	319	12	-	-	PUNCT
bracis-19073	319	13	network	network	NOUN
bracis-19073	319	14	-	-	PUNCT
bracis-19073	319	15	based	base	VERB
bracis-19073	319	16	polsar	polsar	NOUN
bracis-19073	319	17	land	land	NOUN
bracis-19073	319	18	classification	classification	NOUN
bracis-19073	319	19	in	in	ADP
bracis-19073	319	20	poincare	poincare	PROPN
bracis-19073	319	21	-	-	PUNCT
bracis-19073	319	22	sphere	sphere	NOUN
bracis-19073	319	23	-	-	PUNCT
bracis-19073	319	24	parameter	parameter	NOUN
bracis-19073	319	25	space	space	NOUN
bracis-19073	319	26	.	.	PUNCT
bracis-19073	320	1	ieee	ieee	PROPN
bracis-19073	320	2	trans	trans	PROPN
bracis-19073	320	3	.	.	PUNCT
bracis-19073	321	1	geosci	geosci	PROPN
bracis-19073	321	2	.	.	PUNCT
bracis-19073	322	1	remote	remote	PROPN
bracis-19073	322	2	sens	sen	NOUN
bracis-19073	322	3	.	.	PROPN
bracis-19073	322	4	52	52	NUM
bracis-19073	322	5	,	,	PUNCT
bracis-19073	322	6	5693–5703	5693–5703	NUM
bracis-19073	322	7	(	(	PUNCT
bracis-19073	322	8	2014	2014	NUM
bracis-19073	322	9	)	)	PUNCT
bracis-19073	322	10	article	article	NOUN
bracis-19073	322	11	  	  	SPACE
bracis-19073	322	12	google	google	PROPN
bracis-19073	322	13	scholar	scholar	NOUN
bracis-19073	322	14	  	  	SPACE
bracis-19073	322	15	simonyan	simonyan	ADJ
bracis-19073	322	16	,	,	PUNCT
bracis-19073	322	17	k.	k.	PROPN
bracis-19073	322	18	,	,	PUNCT
bracis-19073	322	19	zisserman	zisserman	PROPN
bracis-19073	322	20	,	,	PUNCT
bracis-19073	322	21	a.	a.	NOUN
bracis-19073	322	22	:	:	PUNCT
bracis-19073	322	23	very	very	ADV
bracis-19073	322	24	deep	deep	ADJ
bracis-19073	322	25	convolutional	convolutional	ADJ
bracis-19073	322	26	networks	network	NOUN
bracis-19073	322	27	for	for	ADP
bracis-19073	322	28	large	large	ADJ
bracis-19073	322	29	-	-	PUNCT
bracis-19073	322	30	scale	scale	NOUN
bracis-19073	322	31	image	image	NOUN
bracis-19073	322	32	recognition	recognition	NOUN
bracis-19073	322	33	(	(	PUNCT
bracis-19073	322	34	2015	2015	NUM
bracis-19073	322	35	)	)	PUNCT
bracis-19073	322	36	google	google	NOUN
bracis-19073	322	37	scholar	scholar	NOUN
bracis-19073	322	38	  	  	SPACE
bracis-19073	322	39	terwilliger	terwilliger	NOUN
bracis-19073	322	40	,	,	PUNCT
bracis-19073	322	41	t.	t.	PROPN
bracis-19073	322	42	,	,	PUNCT
bracis-19073	322	43	abdul	abdul	PROPN
bracis-19073	322	44	-	-	PUNCT
bracis-19073	322	45	hay	hay	PROPN
bracis-19073	322	46	,	,	PUNCT
bracis-19073	322	47	m.j.b.c.j	m.j.b.c.j	NOUN
bracis-19073	322	48	.	.	PUNCT
bracis-19073	322	49	:	:	PUNCT
bracis-19073	322	50	acute	acute	ADJ
bracis-19073	322	51	lymphoblastic	lymphoblastic	ADJ
bracis-19073	322	52	leukemia	leukemia	NOUN
bracis-19073	322	53	:	:	PUNCT
bracis-19073	322	54	a	a	DET
bracis-19073	322	55	comprehensive	comprehensive	ADJ
bracis-19073	322	56	review	review	NOUN
bracis-19073	322	57	and	and	CCONJ
bracis-19073	322	58	2017	2017	NUM
bracis-19073	322	59	update	update	NOUN
bracis-19073	322	60	.	.	PUNCT
bracis-19073	323	1	blood	blood	NOUN
bracis-19073	323	2	cancer	cancer	NOUN
bracis-19073	323	3	j.	j.	PROPN
bracis-19073	323	4	(	(	PUNCT
bracis-19073	323	5	2017	2017	NUM
bracis-19073	323	6	)	)	PUNCT
bracis-19073	323	7	.	.	PUNCT
bracis-19073	324	1	https://doi.org/10.1038/bcj.2017.53	https://doi.org/10.1038/bcj.2017.53	PROPN
bracis-19073	324	2	takahashi	takahashi	PROPN
bracis-19073	324	3	,	,	PUNCT
bracis-19073	324	4	k.	k.	PROPN
bracis-19073	324	5	,	,	PUNCT
bracis-19073	324	6	isaka	isaka	PROPN
bracis-19073	324	7	,	,	PUNCT
bracis-19073	324	8	a.	a.	NOUN
bracis-19073	324	9	,	,	PUNCT
bracis-19073	324	10	fudaba	fudaba	PROPN
bracis-19073	324	11	,	,	PUNCT
bracis-19073	324	12	t.	t.	NOUN
bracis-19073	324	13	,	,	PUNCT
bracis-19073	324	14	hashimoto	hashimoto	NOUN
bracis-19073	324	15	,	,	PUNCT
bracis-19073	324	16	m.	m.	NOUN
bracis-19073	324	17	:	:	PUNCT
bracis-19073	324	18	remarks	remark	NOUN
bracis-19073	324	19	on	on	ADP
bracis-19073	324	20	quaternion	quaternion	ADJ
bracis-19073	324	21	neural	neural	ADJ
bracis-19073	324	22	network	network	NOUN
bracis-19073	324	23	-	-	PUNCT
bracis-19073	324	24	based	base	VERB
bracis-19073	324	25	controller	controller	NOUN
bracis-19073	324	26	trained	train	VERB
bracis-19073	324	27	by	by	ADP
bracis-19073	324	28	feedback	feedback	NOUN
bracis-19073	324	29	error	error	NOUN
bracis-19073	324	30	learning	learning	NOUN
bracis-19073	324	31	.	.	PUNCT
bracis-19073	325	1	in	in	ADP
bracis-19073	325	2	:	:	PUNCT
bracis-19073	325	3	ieee	ieee	NOUN
bracis-19073	325	4	/	/	SYM
bracis-19073	325	5	sice	sice	X
bracis-19073	325	6	international	international	ADJ
bracis-19073	325	7	symposium	symposium	NOUN
bracis-19073	325	8	on	on	ADP
bracis-19073	325	9	system	system	NOUN
bracis-19073	325	10	integration	integration	NOUN
bracis-19073	325	11	,	,	PUNCT
bracis-19073	325	12	pp	pp	ADJ
bracis-19073	325	13	.	.	PUNCT
bracis-19073	326	1	875–880	875–880	NUM
bracis-19073	326	2	(	(	PUNCT
bracis-19073	326	3	2017	2017	NUM
bracis-19073	326	4	)	)	PUNCT
bracis-19073	326	5	google	google	PROPN
bracis-19073	326	6	scholar	scholar	NOUN
bracis-19073	326	7	  	  	SPACE
bracis-19073	326	8	takahashi	takahashi	PROPN
bracis-19073	326	9	,	,	PUNCT
bracis-19073	326	10	k.	k.	PROPN
bracis-19073	326	11	,	,	PUNCT
bracis-19073	326	12	takahashi	takahashi	PROPN
bracis-19073	326	13	,	,	PUNCT
bracis-19073	326	14	s.	s.	PROPN
bracis-19073	326	15	,	,	PUNCT
bracis-19073	326	16	cui	cui	PROPN
bracis-19073	326	17	,	,	PUNCT
bracis-19073	326	18	y.	y.	NOUN
bracis-19073	326	19	,	,	PUNCT
bracis-19073	326	20	hashimoto	hashimoto	NOUN
bracis-19073	326	21	,	,	PUNCT
bracis-19073	326	22	m.	m.	NOUN
bracis-19073	326	23	:	:	PUNCT
bracis-19073	326	24	remarks	remark	NOUN
bracis-19073	326	25	on	on	ADP
bracis-19073	326	26	computational	computational	ADJ
bracis-19073	326	27	facial	facial	ADJ
bracis-19073	326	28	expression	expression	NOUN
bracis-19073	326	29	recognition	recognition	NOUN
bracis-19073	326	30	from	from	ADP
bracis-19073	326	31	hog	hog	NOUN
bracis-19073	326	32	features	feature	NOUN
bracis-19073	326	33	using	use	VERB
bracis-19073	326	34	quaternion	quaternion	ADJ
bracis-19073	326	35	multi	multi	ADJ
bracis-19073	326	36	-	-	ADJ
bracis-19073	326	37	layer	layer	ADJ
bracis-19073	326	38	neural	neural	ADJ
bracis-19073	326	39	network	network	NOUN
bracis-19073	326	40	.	.	PUNCT
bracis-19073	327	1	in	in	ADP
bracis-19073	327	2	:	:	PUNCT
bracis-19073	327	3	mladenov	mladenov	ADJ
bracis-19073	327	4	,	,	PUNCT
bracis-19073	327	5	v.	v.	PROPN
bracis-19073	327	6	,	,	PUNCT
bracis-19073	327	7	jayne	jayne	PROPN
bracis-19073	327	8	,	,	PUNCT
bracis-19073	327	9	c.	c.	PROPN
bracis-19073	327	10	,	,	PUNCT
bracis-19073	327	11	iliadis	iliadis	PROPN
bracis-19073	327	12	,	,	PUNCT
bracis-19073	327	13	l.	l.	PROPN
bracis-19073	327	14	(	(	PUNCT
bracis-19073	327	15	eds	eds	PROPN
bracis-19073	327	16	.	.	PUNCT
bracis-19073	327	17	)	)	PUNCT
bracis-19073	327	18	eann	eann	PROPN
bracis-19073	327	19	2014	2014	NUM
bracis-19073	327	20	.	.	PUNCT
bracis-19073	328	1	ccis	ccis	PROPN
bracis-19073	328	2	,	,	PUNCT
bracis-19073	328	3	vol	vol	NOUN
bracis-19073	328	4	.	.	PROPN
bracis-19073	328	5	459	459	NUM
bracis-19073	328	6	,	,	PUNCT
bracis-19073	328	7	pp	pp	ADJ
bracis-19073	328	8	.	.	PUNCT
bracis-19073	329	1	15–24	15–24	X
bracis-19073	329	2	.	.	PUNCT
bracis-19073	330	1	springer	springer	NOUN
bracis-19073	330	2	,	,	PUNCT
bracis-19073	330	3	cham	cham	PROPN
bracis-19073	330	4	(	(	PUNCT
bracis-19073	330	5	2014	2014	NUM
bracis-19073	330	6	)	)	PUNCT
bracis-19073	330	7	.	.	PUNCT
bracis-19073	331	1	https://doi.org/10.1007/978-3-319-11071-4_2	https://doi.org/10.1007/978-3-319-11071-4_2	NOUN
bracis-19073	331	2	chapter	chapter	NOUN
bracis-19073	331	3	  	  	SPACE
bracis-19073	331	4	google	google	PROPN
bracis-19073	331	5	scholar	scholar	NOUN
bracis-19073	331	6	  	  	SPACE
bracis-19073	331	7	trabelsi	trabelsi	NOUN
bracis-19073	331	8	,	,	PUNCT
bracis-19073	331	9	c.	c.	PROPN
bracis-19073	331	10	,	,	PUNCT
bracis-19073	331	11	et	et	PROPN
bracis-19073	331	12	al	al	PROPN
bracis-19073	331	13	.	.	PROPN
bracis-19073	331	14	:	:	PUNCT
bracis-19073	332	1	deep	deep	ADJ
bracis-19073	332	2	complex	complex	ADJ
bracis-19073	332	3	networks	network	NOUN
bracis-19073	332	4	(	(	PUNCT
bracis-19073	332	5	may	may	PROPN
bracis-19073	332	6	2017	2017	NUM
bracis-19073	332	7	)	)	PUNCT
bracis-19073	332	8	google	google	PROPN
bracis-19073	332	9	scholar	scholar	NOUN
bracis-19073	332	10	  	  	SPACE
bracis-19073	332	11	tuba	tuba	NOUN
bracis-19073	332	12	,	,	PUNCT
bracis-19073	332	13	m.	m.	NOUN
bracis-19073	332	14	,	,	PUNCT
bracis-19073	332	15	tuba	tuba	PROPN
bracis-19073	332	16	,	,	PUNCT
bracis-19073	332	17	e.	e.	PROPN
bracis-19073	332	18	:	:	PUNCT
bracis-19073	332	19	generative	generative	ADJ
bracis-19073	332	20	adversarial	adversarial	ADJ
bracis-19073	332	21	optimization	optimization	NOUN
bracis-19073	332	22	(	(	PUNCT
bracis-19073	332	23	goa	goa	PROPN
bracis-19073	332	24	)	)	PUNCT
bracis-19073	332	25	for	for	ADP
bracis-19073	332	26	acute	acute	ADJ
bracis-19073	332	27	lymphocytic	lymphocytic	ADJ
bracis-19073	332	28	leukemia	leukemia	NOUN
bracis-19073	332	29	detection	detection	NOUN
bracis-19073	332	30	.	.	PUNCT
bracis-19073	333	1	stud	stud	PROPN
bracis-19073	333	2	.	.	PUNCT
bracis-19073	334	1	inf	inf	PROPN
bracis-19073	334	2	.	.	PUNCT
bracis-19073	334	3	control	control	PROPN
bracis-19073	334	4	28	28	NUM
bracis-19073	334	5	,	,	PUNCT
bracis-19073	334	6	245–254	245–254	NUM
bracis-19073	334	7	(	(	PUNCT
bracis-19073	334	8	2019	2019	NUM
bracis-19073	334	9	)	)	PUNCT
bracis-19073	334	10	.	.	PUNCT
bracis-19073	335	1	https://doi.org/10.24846/v28i3y201901	https://doi.org/10.24846/v28i3y201901	PROPN
bracis-19073	335	2	article	article	NOUN
bracis-19073	335	3	  	  	SPACE
bracis-19073	335	4	google	google	PROPN
bracis-19073	335	5	scholar	scholar	NOUN
bracis-19073	335	6	  	  	SPACE
bracis-19073	335	7	vogado	vogado	NOUN
bracis-19073	335	8	,	,	PUNCT
bracis-19073	335	9	l.h	l.h	PROPN
bracis-19073	335	10	.	.	PROPN
bracis-19073	335	11	,	,	PUNCT
bracis-19073	335	12	veras	veras	PROPN
bracis-19073	335	13	,	,	PUNCT
bracis-19073	335	14	r.m	r.m	PROPN
bracis-19073	335	15	.	.	PROPN
bracis-19073	335	16	,	,	PUNCT
bracis-19073	335	17	araujo	araujo	PROPN
bracis-19073	335	18	,	,	PUNCT
bracis-19073	335	19	f.h	f.h	PROPN
bracis-19073	335	20	.	.	PROPN
bracis-19073	335	21	,	,	PUNCT
bracis-19073	335	22	silva	silva	PROPN
bracis-19073	335	23	,	,	PUNCT
bracis-19073	335	24	r.r	r.r	PROPN
bracis-19073	335	25	.	.	PROPN
bracis-19073	335	26	,	,	PUNCT
bracis-19073	335	27	aires	aires	PROPN
bracis-19073	335	28	,	,	PUNCT
bracis-19073	335	29	k.r	k.r	PROPN
bracis-19073	335	30	.	.	PROPN
bracis-19073	335	31	:	:	PUNCT
bracis-19073	336	1	leukemia	leukemia	NOUN
bracis-19073	336	2	diagnosis	diagnosis	NOUN
bracis-19073	336	3	in	in	ADP
bracis-19073	336	4	blood	blood	NOUN
bracis-19073	336	5	slides	slide	NOUN
bracis-19073	336	6	using	use	VERB
bracis-19073	336	7	transfer	transfer	NOUN
bracis-19073	336	8	learning	learning	NOUN
bracis-19073	336	9	in	in	ADP
bracis-19073	336	10	cnns	cnn	NOUN
bracis-19073	336	11	and	and	CCONJ
bracis-19073	336	12	svm	svm	ADJ
bracis-19073	336	13	for	for	ADP
bracis-19073	336	14	classification	classification	NOUN
bracis-19073	336	15	.	.	PUNCT
bracis-19073	337	1	eng	eng	PROPN
bracis-19073	337	2	.	.	PROPN
bracis-19073	337	3	appl	appl	PROPN
bracis-19073	337	4	.	.	PUNCT
bracis-19073	338	1	artif	artif	PROPN
bracis-19073	338	2	.	.	PUNCT
bracis-19073	339	1	intell	intell	PROPN
bracis-19073	339	2	.	.	PUNCT
bracis-19073	340	1	72	72	NUM
bracis-19073	340	2	,	,	PUNCT
bracis-19073	340	3	415–422	415–422	NUM
bracis-19073	340	4	(	(	PUNCT
bracis-19073	340	5	2018	2018	NUM
bracis-19073	340	6	)	)	PUNCT
bracis-19073	340	7	.	.	PUNCT
bracis-19073	341	1	https://doi.org/10.1016/j.engappai.2018.04.024	https://doi.org/10.1016/j.engappai.2018.04.024	PROPN
bracis-19073	341	2	zhu	zhu	PROPN
bracis-19073	341	3	,	,	PUNCT
bracis-19073	341	4	x.	x.	PROPN
bracis-19073	341	5	,	,	PUNCT
bracis-19073	341	6	xu	xu	PROPN
bracis-19073	341	7	,	,	PUNCT
bracis-19073	341	8	y.	y.	PROPN
bracis-19073	341	9	,	,	PUNCT
bracis-19073	341	10	xu	xu	PROPN
bracis-19073	341	11	,	,	PUNCT
bracis-19073	341	12	h.	h.	PROPN
bracis-19073	341	13	,	,	PUNCT
bracis-19073	341	14	chen	chen	PROPN
bracis-19073	341	15	,	,	PUNCT
bracis-19073	341	16	c.	c.	PROPN
bracis-19073	341	17	:	:	PUNCT
bracis-19073	341	18	quaternion	quaternion	VERB
bracis-19073	341	19	convolutional	convolutional	ADJ
bracis-19073	341	20	neural	neural	ADJ
bracis-19073	341	21	networks	network	NOUN
bracis-19073	341	22	.	.	PUNCT
bracis-19073	342	1	in	in	ADP
bracis-19073	342	2	:	:	PUNCT
bracis-19073	342	3	ferrari	ferrari	PROPN
bracis-19073	342	4	,	,	PUNCT
bracis-19073	342	5	v.	v.	ADV
bracis-19073	342	6	,	,	PUNCT
bracis-19073	342	7	hebert	hebert	NOUN
bracis-19073	342	8	,	,	PUNCT
bracis-19073	342	9	m.	m.	NOUN
bracis-19073	342	10	,	,	PUNCT
bracis-19073	342	11	sminchisescu	sminchisescu	PROPN
bracis-19073	342	12	,	,	PUNCT
bracis-19073	342	13	c.	c.	PROPN
bracis-19073	342	14	,	,	PUNCT
bracis-19073	342	15	weiss	weiss	PROPN
bracis-19073	342	16	,	,	PUNCT
bracis-19073	342	17	y.	y.	PROPN
bracis-19073	342	18	(	(	PUNCT
bracis-19073	342	19	eds	eds	PROPN
bracis-19073	342	20	.	.	PUNCT
bracis-19073	342	21	)	)	PUNCT
bracis-19073	342	22	eccv	eccv	ADV
bracis-19073	342	23	2018	2018	NUM
bracis-19073	342	24	.	.	PUNCT
bracis-19073	343	1	lncs	lncs	PROPN
bracis-19073	343	2	,	,	PUNCT
bracis-19073	343	3	vol	vol	NOUN
bracis-19073	343	4	.	.	PROPN
bracis-19073	343	5	11212	11212	NUM
bracis-19073	343	6	,	,	PUNCT
bracis-19073	343	7	pp	pp	ADV
bracis-19073	343	8	.	.	PUNCT
bracis-19073	344	1	645–661	645–661	NUM
bracis-19073	344	2	.	.	PUNCT
bracis-19073	344	3	springer	springer	NOUN
bracis-19073	344	4	,	,	PUNCT
bracis-19073	344	5	cham	cham	PROPN
bracis-19073	344	6	(	(	PUNCT
bracis-19073	344	7	2018	2018	NUM
bracis-19073	344	8	)	)	PUNCT
bracis-19073	344	9	.	.	PUNCT
bracis-19073	345	1	https://doi.org/10.1007/978-3-030-01237-3_39	https://doi.org/10.1007/978-3-030-01237-3_39	PROPN
bracis-19073	345	2	chapter	chapter	NOUN
bracis-19073	345	3	  	  	SPACE
bracis-19073	345	4	google	google	PROPN
bracis-19073	345	5	scholar	scholar	NOUN
bracis-19073	345	6	  	  	SPACE
bracis-19073	345	7	download	download	NOUN
bracis-19073	345	8	references	reference	NOUN
bracis-19073	345	9	author	author	NOUN
bracis-19073	345	10	information	information	NOUN
bracis-19073	345	11	authors	author	NOUN
bracis-19073	345	12	and	and	CCONJ
bracis-19073	345	13	affiliations	affiliation	NOUN
bracis-19073	345	14	instituto	instituto	PROPN
bracis-19073	345	15	federal	federal	PROPN
bracis-19073	345	16	de	de	PROPN
bracis-19073	345	17	educação	educação	PROPN
bracis-19073	345	18	,	,	PUNCT
bracis-19073	345	19	ciência	ciência	PROPN
bracis-19073	345	20	e	e	NOUN
bracis-19073	345	21	tecnologia	tecnologia	PROPN
bracis-19073	345	22	de	de	PROPN
bracis-19073	345	23	são	são	PROPN
bracis-19073	345	24	paulo	paulo	PROPN
bracis-19073	345	25	,	,	PUNCT
bracis-19073	345	26	são	são	PROPN
bracis-19073	345	27	paulo	paulo	PROPN
bracis-19073	345	28	,	,	PUNCT
bracis-19073	345	29	brazil	brazil	PROPN
bracis-19073	345	30	marco	marco	PROPN
bracis-19073	345	31	aurélio	aurélio	PROPN
bracis-19073	345	32	granero	granero	PROPN
bracis-19073	345	33	escuela	escuela	PROPN
bracis-19073	345	34	superior	superior	PROPN
bracis-19073	345	35	politécnica	politécnica	PROPN
bracis-19073	345	36	del	del	PROPN
bracis-19073	345	37	litoral	litoral	PROPN
bracis-19073	345	38	,	,	PUNCT
bracis-19073	345	39	guayaquil	guayaquil	PROPN
bracis-19073	345	40	,	,	PUNCT
bracis-19073	345	41	ecuador	ecuador	PROPN
bracis-19073	345	42	cristhian	cristhian	PROPN
bracis-19073	345	43	xavier	xavier	PROPN
bracis-19073	345	44	hernández	hernández	PROPN
bracis-19073	345	45	universidade	universidade	PROPN
bracis-19073	345	46	estadual	estadual	PROPN
bracis-19073	345	47	de	de	PROPN
bracis-19073	345	48	campinas	campinas	PROPN
bracis-19073	345	49	,	,	PUNCT
bracis-19073	345	50	campinas	campinas	PROPN
bracis-19073	345	51	,	,	PUNCT
bracis-19073	345	52	brazil	brazil	PROPN
bracis-19073	345	53	marcos	marcos	PROPN
bracis-19073	345	54	eduardo	eduardo	PROPN
bracis-19073	345	55	valle	valle	PROPN
bracis-19073	345	56	authors	author	NOUN
bracis-19073	345	57	marco	marco	PROPN
bracis-19073	345	58	aurélio	aurélio	PROPN
bracis-19073	345	59	graneroview	graneroview	PROPN
bracis-19073	345	60	author	author	NOUN
bracis-19073	345	61	publications	publication	NOUN
bracis-19073	345	62	search	search	NOUN
bracis-19073	345	63	author	author	NOUN
bracis-19073	345	64	on	on	ADP
bracis-19073	345	65	:	:	PUNCT
bracis-19073	345	66	pubmed	pubmed	PROPN
bracis-19073	345	67	 	 	SPACE
bracis-19073	345	68	google	google	PROPN
bracis-19073	345	69	scholar	scholar	NOUN
bracis-19073	345	70	cristhian	cristhian	PROPN
bracis-19073	345	71	xavier	xavier	PROPN
bracis-19073	345	72	hernándezview	hernándezview	PROPN
bracis-19073	345	73	author	author	NOUN
bracis-19073	345	74	publications	publication	NOUN
bracis-19073	345	75	search	search	NOUN
bracis-19073	345	76	author	author	NOUN
bracis-19073	345	77	on	on	ADP
bracis-19073	345	78	:	:	PUNCT
bracis-19073	345	79	pubmed	pubmed	PROPN
bracis-19073	345	80	 	 	SPACE
bracis-19073	345	81	google	google	PROPN
bracis-19073	345	82	scholar	scholar	PROPN
bracis-19073	345	83	marcos	marcos	PROPN
bracis-19073	345	84	eduardo	eduardo	PROPN
bracis-19073	345	85	valleview	valleview	PROPN
bracis-19073	345	86	author	author	NOUN
bracis-19073	345	87	publications	publication	NOUN
bracis-19073	345	88	search	search	NOUN
bracis-19073	345	89	author	author	NOUN
bracis-19073	345	90	on	on	ADP
bracis-19073	345	91	:	:	PUNCT
bracis-19073	345	92	pubmed	pubmed	PROPN
bracis-19073	345	93	 	 	SPACE
bracis-19073	345	94	google	google	PROPN
bracis-19073	345	95	scholar	scholar	NOUN
bracis-19073	345	96	corresponding	correspond	VERB
bracis-19073	345	97	author	author	NOUN
bracis-19073	345	98	correspondence	correspondence	NOUN
bracis-19073	345	99	to	to	ADP
bracis-19073	345	100	marcos	marcos	PROPN
bracis-19073	345	101	eduardo	eduardo	PROPN
bracis-19073	345	102	valle	valle	PROPN
bracis-19073	345	103	.	.	PUNCT
bracis-19073	346	1	editor	editor	NOUN
bracis-19073	346	2	information	information	NOUN
bracis-19073	346	3	editors	editor	NOUN
bracis-19073	346	4	and	and	CCONJ
bracis-19073	346	5	affiliations	affiliation	NOUN
bracis-19073	346	6	universidade	universidade	PROPN
bracis-19073	346	7	federal	federal	PROPN
bracis-19073	346	8	de	de	X
bracis-19073	346	9	sergipe	sergipe	PROPN
bracis-19073	346	10	,	,	PUNCT
bracis-19073	346	11	são	são	NOUN
bracis-19073	346	12	cristóvão	cristóvão	PROPN
bracis-19073	346	13	,	,	PUNCT
bracis-19073	346	14	brazil	brazil	PROPN
bracis-19073	346	15	andré	andré	PROPN
bracis-19073	346	16	britto	britto	PROPN
bracis-19073	346	17	universidade	universidade	PROPN
bracis-19073	346	18	de	de	PROPN
bracis-19073	346	19	são	são	PROPN
bracis-19073	346	20	paulo	paulo	PROPN
bracis-19073	346	21	,	,	PUNCT
bracis-19073	346	22	são	são	PROPN
bracis-19073	346	23	paulo	paulo	PROPN
bracis-19073	346	24	,	,	PUNCT
bracis-19073	346	25	brazil	brazil	PROPN
bracis-19073	346	26	karina	karina	PROPN
bracis-19073	346	27	valdivia	valdivia	PROPN
bracis-19073	346	28	delgado	delgado	VERB
bracis-19073	346	29	rights	right	NOUN
bracis-19073	346	30	and	and	CCONJ
bracis-19073	346	31	permissions	permission	NOUN
bracis-19073	346	32	reprints	reprint	NOUN
bracis-19073	346	33	and	and	CCONJ
bracis-19073	346	34	permissions	permission	VERB
bracis-19073	346	35	copyright	copyright	NOUN
bracis-19073	346	36	information	information	NOUN
bracis-19073	346	37	©	©	PROPN
bracis-19073	346	38	2021	2021	NUM
bracis-19073	346	39	springer	springer	NOUN
bracis-19073	346	40	nature	nature	NOUN
bracis-19073	346	41	switzerland	switzerland	PROPN
bracis-19073	346	42	ag	ag	PROPN
bracis-19073	346	43	about	about	ADP
bracis-19073	346	44	this	this	DET
bracis-19073	346	45	paper	paper	NOUN
bracis-19073	346	46	cite	cite	VERB
bracis-19073	346	47	this	this	DET
bracis-19073	346	48	paper	paper	NOUN
bracis-19073	346	49	granero	granero	NOUN
bracis-19073	346	50	,	,	PUNCT
bracis-19073	346	51	m.a	m.a	PROPN
bracis-19073	346	52	.	.	PROPN
bracis-19073	346	53	,	,	PUNCT
bracis-19073	346	54	hernández	hernández	PROPN
bracis-19073	346	55	,	,	PUNCT
bracis-19073	346	56	c.x	c.x	PROPN
bracis-19073	346	57	.	.	PROPN
bracis-19073	346	58	,	,	PUNCT
bracis-19073	346	59	valle	valle	PROPN
bracis-19073	346	60	,	,	PUNCT
bracis-19073	346	61	m.e	m.e	PROPN
bracis-19073	346	62	.	.	PROPN
bracis-19073	346	63	(	(	PUNCT
bracis-19073	346	64	2021	2021	NUM
bracis-19073	346	65	)	)	PUNCT
bracis-19073	346	66	.	.	PUNCT
bracis-19073	347	1	quaternion	quaternion	NOUN
bracis-19073	347	2	-	-	PUNCT
bracis-19073	347	3	valued	value	VERB
bracis-19073	347	4	convolutional	convolutional	ADJ
bracis-19073	347	5	neural	neural	ADJ
bracis-19073	347	6	network	network	NOUN
bracis-19073	347	7	applied	apply	VERB
bracis-19073	347	8	for	for	ADP
bracis-19073	347	9	acute	acute	ADJ
bracis-19073	347	10	lymphoblastic	lymphoblastic	ADJ
bracis-19073	347	11	leukemia	leukemia	NOUN
bracis-19073	347	12	diagnosis	diagnosis	NOUN
bracis-19073	347	13	.	.	PUNCT
bracis-19073	348	1	in	in	ADP
bracis-19073	348	2	:	:	PUNCT
bracis-19073	348	3	britto	britto	PROPN
bracis-19073	348	4	,	,	PUNCT
bracis-19073	348	5	a.	a.	PROPN
bracis-19073	348	6	,	,	PUNCT
bracis-19073	348	7	valdivia	valdivia	PROPN
bracis-19073	348	8	delgado	delgado	PROPN
bracis-19073	348	9	,	,	PUNCT
bracis-19073	348	10	k.	k.	PROPN
bracis-19073	348	11	(	(	PUNCT
bracis-19073	348	12	eds	eds	PROPN
bracis-19073	348	13	)	)	PUNCT
bracis-19073	348	14	intelligent	intelligent	ADJ
bracis-19073	348	15	systems	system	NOUN
bracis-19073	348	16	.	.	PUNCT
bracis-19073	349	1	bracis	bracis	PROPN
bracis-19073	349	2	2021	2021	NUM
bracis-19073	349	3	.	.	PUNCT
bracis-19073	350	1	lecture	lecture	NOUN
bracis-19073	350	2	notes	note	NOUN
bracis-19073	350	3	in	in	ADP
bracis-19073	350	4	computer	computer	NOUN
bracis-19073	350	5	science	science	NOUN
bracis-19073	350	6	(	(	PUNCT
bracis-19073	350	7	)	)	PUNCT
bracis-19073	350	8	,	,	PUNCT
bracis-19073	350	9	vol	vol	NOUN
bracis-19073	350	10	13074	13074	NUM
bracis-19073	350	11	.	.	PUNCT
bracis-19073	351	1	springer	springer	NOUN
bracis-19073	351	2	,	,	PUNCT
bracis-19073	351	3	cham	cham	PROPN
bracis-19073	351	4	.	.	PUNCT
bracis-19073	352	1	https://doi.org/10.1007/978-3-030-91699-2_20	https://doi.org/10.1007/978-3-030-91699-2_20	PROPN
bracis-19073	352	2	download	download	PROPN
bracis-19073	352	3	citation	citation	NOUN
bracis-19073	352	4	.ris	.ris	PUNCT
bracis-19073	352	5	.enw	.enw	PROPN
bracis-19073	352	6	.bib	.bib	PUNCT
bracis-19073	353	1	doi	doi	PROPN
bracis-19073	353	2	:	:	PUNCT
bracis-19073	353	3	https://doi.org/10.1007/978-3-030-91699-2_20	https://doi.org/10.1007/978-3-030-91699-2_20	NUM
bracis-19073	353	4	published	publish	VERB
bracis-19073	353	5	:	:	PUNCT
bracis-19073	353	6	28	28	NUM
bracis-19073	353	7	november	november	PROPN
bracis-19073	353	8	2021	2021	NUM
bracis-19073	353	9	publisher	publisher	NOUN
bracis-19073	353	10	name	name	NOUN
bracis-19073	353	11	:	:	PUNCT
bracis-19073	353	12	springer	springer	NOUN
bracis-19073	353	13	,	,	PUNCT
bracis-19073	353	14	cham	cham	PROPN
bracis-19073	353	15	print	print	PROPN
bracis-19073	353	16	isbn	isbn	PROPN
bracis-19073	353	17	:	:	PUNCT
bracis-19073	353	18	978	978	NUM
bracis-19073	353	19	-	-	SYM
bracis-19073	353	20	3	3	NUM
bracis-19073	353	21	-	-	PUNCT
bracis-19073	353	22	030	030	NUM
bracis-19073	353	23	-	-	PUNCT
bracis-19073	353	24	91698	91698	NUM
bracis-19073	353	25	-	-	SYM
bracis-19073	353	26	5	5	NUM
bracis-19073	353	27	online	online	ADJ
bracis-19073	353	28	isbn	isbn	NOUN
bracis-19073	353	29	:	:	PUNCT
bracis-19073	353	30	978	978	NUM
bracis-19073	353	31	-	-	SYM
bracis-19073	353	32	3	3	NUM
bracis-19073	353	33	-	-	PUNCT
bracis-19073	353	34	030	030	NUM
bracis-19073	353	35	-	-	PUNCT
bracis-19073	353	36	91699	91699	NUM
bracis-19073	353	37	-	-	SYM
bracis-19073	353	38	2	2	NUM
bracis-19073	353	39	ebook	ebook	NOUN
bracis-19073	353	40	packages	package	NOUN
bracis-19073	353	41	:	:	PUNCT
bracis-19073	353	42	computer	computer	NOUN
bracis-19073	353	43	sciencecomputer	sciencecomputer	NOUN
bracis-19073	353	44	science	science	NOUN
bracis-19073	353	45	(	(	PUNCT
bracis-19073	353	46	r0	r0	NOUN
bracis-19073	353	47	)	)	PUNCT
bracis-19073	353	48	share	share	VERB
bracis-19073	353	49	this	this	DET
bracis-19073	353	50	paper	paper	NOUN
bracis-19073	353	51	anyone	anyone	PRON
bracis-19073	353	52	you	you	PRON
bracis-19073	353	53	share	share	VERB
bracis-19073	353	54	the	the	DET
bracis-19073	353	55	following	follow	VERB
bracis-19073	353	56	link	link	NOUN
bracis-19073	353	57	with	with	ADP
bracis-19073	353	58	will	will	AUX
bracis-19073	353	59	be	be	AUX
bracis-19073	353	60	able	able	ADJ
bracis-19073	353	61	to	to	PART
bracis-19073	353	62	read	read	VERB
bracis-19073	353	63	this	this	DET
bracis-19073	353	64	content	content	NOUN
bracis-19073	353	65	:	:	PUNCT
bracis-19073	353	66	get	get	VERB
bracis-19073	353	67	shareable	shareable	ADJ
bracis-19073	353	68	linksorry	linksorry	NOUN
bracis-19073	353	69	,	,	PUNCT
bracis-19073	353	70	a	a	DET
bracis-19073	353	71	shareable	shareable	ADJ
bracis-19073	353	72	link	link	NOUN
bracis-19073	353	73	is	be	AUX
bracis-19073	353	74	not	not	PART
bracis-19073	353	75	currently	currently	ADV
bracis-19073	353	76	available	available	ADJ
bracis-19073	353	77	for	for	ADP
bracis-19073	353	78	this	this	DET
bracis-19073	353	79	article	article	NOUN
bracis-19073	353	80	.	.	PUNCT
bracis-19073	354	1	copy	copy	VERB
bracis-19073	354	2	shareable	shareable	ADJ
bracis-19073	354	3	link	link	NOUN
bracis-19073	354	4	to	to	PART
bracis-19073	354	5	clipboard	clipboard	NOUN
bracis-19073	354	6	provided	provide	VERB
bracis-19073	354	7	by	by	ADP
bracis-19073	354	8	the	the	DET
bracis-19073	354	9	springer	springer	NOUN
bracis-19073	354	10	nature	nature	PROPN
bracis-19073	354	11	sharedit	sharedit	PROPN
bracis-19073	354	12	content	content	NOUN
bracis-19073	354	13	-	-	PUNCT
bracis-19073	354	14	sharing	share	VERB
bracis-19073	354	15	initiative	initiative	NOUN
bracis-19073	354	16	keywords	keyword	NOUN
bracis-19073	354	17	quaternion	quaternion	VERB
bracis-19073	354	18	algebra	algebra	NOUN
bracis-19073	354	19	hypercomplex	hypercomplex	NOUN
bracis-19073	354	20	number	number	NOUN
bracis-19073	354	21	neural	neural	ADJ
bracis-19073	354	22	network	network	NOUN
bracis-19073	354	23	quaternion	quaternion	PROPN
bracis-19073	354	24	neural	neural	ADJ
bracis-19073	354	25	network	network	NOUN
bracis-19073	354	26	classification	classification	NOUN
bracis-19073	354	27	problem	problem	NOUN
bracis-19073	354	28	publish	publish	VERB
bracis-19073	354	29	with	with	ADP
bracis-19073	354	30	us	us	PROPN
bracis-19073	354	31	policies	policy	NOUN
bracis-19073	354	32	and	and	CCONJ
bracis-19073	354	33	ethics	ethic	NOUN
bracis-19073	354	34	profiles	profile	NOUN
bracis-19073	354	35	marcos	marcos	PROPN
bracis-19073	354	36	eduardo	eduardo	PROPN
bracis-19073	354	37	valle	valle	PROPN
bracis-19073	354	38	view	view	NOUN
bracis-19073	354	39	author	author	NOUN
bracis-19073	354	40	profile	profile	NOUN
bracis-19073	354	41	search	search	NOUN
bracis-19073	354	42	search	search	NOUN
bracis-19073	354	43	by	by	ADP
bracis-19073	354	44	keyword	keyword	NOUN
bracis-19073	354	45	or	or	CCONJ
bracis-19073	354	46	author	author	NOUN
bracis-19073	354	47	search	search	NOUN
bracis-19073	354	48	navigation	navigation	NOUN
bracis-19073	354	49	find	find	VERB
bracis-19073	354	50	a	a	DET
bracis-19073	354	51	journal	journal	NOUN
bracis-19073	354	52	publish	publish	VERB
bracis-19073	354	53	with	with	ADP
bracis-19073	354	54	us	we	PRON
bracis-19073	354	55	track	track	VERB
bracis-19073	354	56	your	your	PRON
bracis-19073	354	57	research	research	NOUN
bracis-19073	354	58	discover	discover	VERB
bracis-19073	354	59	content	content	NOUN
bracis-19073	354	60	journals	journal	NOUN
bracis-19073	354	61	a	a	DET
bracis-19073	354	62	-	-	PUNCT
bracis-19073	354	63	z	z	NOUN
bracis-19073	354	64	books	book	NOUN
bracis-19073	354	65	a	a	DET
bracis-19073	354	66	-	-	PUNCT
bracis-19073	354	67	z	z	NOUN
bracis-19073	354	68	publish	publish	NOUN
bracis-19073	354	69	with	with	ADP
bracis-19073	354	70	us	us	PROPN
bracis-19073	354	71	journal	journal	PROPN
bracis-19073	354	72	finder	finder	PROPN
bracis-19073	354	73	publish	publish	VERB
bracis-19073	354	74	your	your	PRON
bracis-19073	354	75	research	research	NOUN
bracis-19073	354	76	language	language	NOUN
bracis-19073	354	77	editing	edit	VERB
bracis-19073	354	78	open	open	ADJ
bracis-19073	354	79	access	access	NOUN
bracis-19073	354	80	publishing	publishing	NOUN
bracis-19073	354	81	products	product	NOUN
bracis-19073	354	82	and	and	CCONJ
bracis-19073	354	83	services	service	NOUN
bracis-19073	354	84	our	our	PRON
bracis-19073	354	85	products	product	NOUN
bracis-19073	354	86	librarians	librarian	VERB
bracis-19073	354	87	societies	society	NOUN
bracis-19073	354	88	partners	partner	NOUN
bracis-19073	354	89	and	and	CCONJ
bracis-19073	354	90	advertisers	advertiser	NOUN
bracis-19073	354	91	our	our	PRON
bracis-19073	354	92	brands	brand	NOUN
bracis-19073	354	93	springer	springer	NOUN
bracis-19073	354	94	nature	nature	PROPN
bracis-19073	354	95	portfolio	portfolio	PROPN
bracis-19073	354	96	bmc	bmc	PROPN
bracis-19073	354	97	palgrave	palgrave	PROPN
bracis-19073	354	98	macmillan	macmillan	PROPN
bracis-19073	354	99	apress	apress	PROPN
bracis-19073	354	100	discover	discover	VERB
bracis-19073	354	101	your	your	PRON
bracis-19073	354	102	privacy	privacy	NOUN
bracis-19073	354	103	choices	choice	NOUN
bracis-19073	354	104	/	/	SYM
bracis-19073	354	105	manage	manage	NOUN
bracis-19073	354	106	cookies	cookie	NOUN
bracis-19073	354	107	your	your	PRON
bracis-19073	354	108	us	us	PROPN
bracis-19073	355	1	state	state	NOUN
bracis-19073	355	2	privacy	privacy	NOUN
bracis-19073	355	3	rights	right	NOUN
bracis-19073	355	4	accessibility	accessibility	NOUN
bracis-19073	355	5	statement	statement	NOUN
bracis-19073	355	6	terms	term	NOUN
bracis-19073	355	7	and	and	CCONJ
bracis-19073	355	8	conditions	condition	NOUN
bracis-19073	355	9	privacy	privacy	NOUN
bracis-19073	355	10	policy	policy	NOUN
bracis-19073	355	11	help	help	NOUN
bracis-19073	355	12	and	and	CCONJ
bracis-19073	355	13	support	support	VERB
bracis-19073	355	14	legal	legal	ADJ
bracis-19073	355	15	notice	notice	NOUN
bracis-19073	355	16	cancel	cancel	VERB
bracis-19073	355	17	contracts	contract	NOUN
bracis-19073	355	18	here	here	ADV
bracis-19073	355	19	129.74.145.123	129.74.145.123	NUM
bracis-19073	355	20	hesburgh	hesburgh	PROPN
bracis-19073	355	21	library	library	PROPN
bracis-19073	355	22	er	er	INTJ
bracis-19073	355	23	unit	unit	NOUN
bracis-19073	355	24	(	(	PUNCT
bracis-19073	355	25	3005732405	3005732405	NUM
bracis-19073	355	26	)	)	PUNCT
bracis-19073	355	27	northeast	northeast	ADJ
bracis-19073	355	28	research	research	NOUN
bracis-19073	355	29	libraries	library	NOUN
bracis-19073	355	30	(	(	PUNCT
bracis-19073	355	31	nerl	nerl	PROPN
bracis-19073	355	32	)	)	PUNCT
bracis-19073	355	33	(	(	PUNCT
bracis-19073	355	34	8200828607	8200828607	NUM
bracis-19073	355	35	)	)	PUNCT
bracis-19073	355	36	nerl	nerl	VERB
bracis-19073	355	37	ta	ta	X
bracis-19073	355	38	account	account	NOUN
bracis-19073	355	39	(	(	PUNCT
bracis-19073	355	40	3006206169	3006206169	NUM
bracis-19073	355	41	)	)	PUNCT
bracis-19073	355	42	university	university	NOUN
bracis-19073	355	43	of	of	ADP
bracis-19073	355	44	notre	notre	PROPN
bracis-19073	355	45	dame	dame	PROPN
bracis-19073	355	46	hesburgh	hesburgh	PROPN
bracis-19073	355	47	library	library	NOUN
bracis-19073	355	48	(	(	PUNCT
bracis-19073	355	49	3000184373	3000184373	NUM
bracis-19073	355	50	)	)	PUNCT
bracis-19073	356	1	©	©	ADP
bracis-19073	356	2	2025	2025	NUM
bracis-19073	356	3	springer	springer	NOUN
bracis-19073	356	4	nature	nature	NOUN
