id	sid	tid	token	lemma	pos
bracis-19076	1	1	transfer	transfer	NOUN
bracis-19076	1	2	learning	learning	NOUN
bracis-19076	1	3	of	of	ADP
bracis-19076	1	4	shapelets	shapelet	NOUN
bracis-19076	1	5	for	for	ADP
bracis-19076	1	6	time	time	NOUN
bracis-19076	1	7	series	series	PROPN
bracis-19076	1	8	classification	classification	NOUN
bracis-19076	1	9	using	use	VERB
bracis-19076	1	10	convolutional	convolutional	ADJ
bracis-19076	1	11	neural	neural	ADJ
bracis-19076	1	12	network	network	NOUN
bracis-19076	1	13	|	|	NOUN
bracis-19076	1	14	springer	springer	NOUN
bracis-19076	1	15	nature	nature	PROPN
bracis-19076	1	16	link	link	PROPN
bracis-19076	1	17	(	(	PUNCT
bracis-19076	1	18	formerly	formerly	ADV
bracis-19076	1	19	springerlink	springerlink	NOUN
bracis-19076	1	20	)	)	PUNCT
bracis-19076	1	21	skip	skip	VERB
bracis-19076	1	22	to	to	ADP
bracis-19076	1	23	main	main	ADJ
bracis-19076	1	24	content	content	NOUN
bracis-19076	1	25	advertisement	advertisement	NOUN
bracis-19076	1	26	log	log	NOUN
bracis-19076	1	27	in	in	ADP
bracis-19076	1	28	menu	menu	NOUN
bracis-19076	1	29	find	find	VERB
bracis-19076	1	30	a	a	DET
bracis-19076	1	31	journal	journal	NOUN
bracis-19076	1	32	publish	publish	VERB
bracis-19076	1	33	with	with	ADP
bracis-19076	1	34	us	we	PRON
bracis-19076	1	35	track	track	VERB
bracis-19076	1	36	your	your	PRON
bracis-19076	1	37	research	research	NOUN
bracis-19076	1	38	search	search	NOUN
bracis-19076	1	39	cart	cart	NOUN
bracis-19076	1	40	home	home	NOUN
bracis-19076	1	41	intelligent	intelligent	ADJ
bracis-19076	1	42	systems	system	NOUN
bracis-19076	1	43	conference	conference	NOUN
bracis-19076	1	44	paper	paper	NOUN
bracis-19076	1	45	transfer	transfer	NOUN
bracis-19076	1	46	learning	learning	NOUN
bracis-19076	1	47	of	of	ADP
bracis-19076	1	48	shapelets	shapelet	NOUN
bracis-19076	1	49	for	for	ADP
bracis-19076	1	50	time	time	NOUN
bracis-19076	1	51	series	series	PROPN
bracis-19076	1	52	classification	classification	NOUN
bracis-19076	1	53	using	use	VERB
bracis-19076	1	54	convolutional	convolutional	ADJ
bracis-19076	1	55	neural	neural	ADJ
bracis-19076	1	56	network	network	NOUN
bracis-19076	1	57	conference	conference	NOUN
bracis-19076	1	58	paper	paper	NOUN
bracis-19076	1	59	first	first	ADV
bracis-19076	1	60	online	online	ADV
bracis-19076	1	61	:	:	PUNCT
bracis-19076	1	62	28	28	NUM
bracis-19076	1	63	november	november	PROPN
bracis-19076	1	64	2021	2021	NUM
bracis-19076	1	65	pp	pp	ADP
bracis-19076	1	66	325–339	325–339	NUM
bracis-19076	1	67	cite	cite	VERB
bracis-19076	1	68	this	this	DET
bracis-19076	1	69	conference	conference	NOUN
bracis-19076	1	70	paper	paper	NOUN
bracis-19076	1	71	access	access	NOUN
bracis-19076	1	72	provided	provide	VERB
bracis-19076	1	73	by	by	ADP
bracis-19076	1	74	university	university	PROPN
bracis-19076	1	75	of	of	ADP
bracis-19076	1	76	notre	notre	PROPN
bracis-19076	1	77	dame	dame	PROPN
bracis-19076	1	78	hesburgh	hesburgh	PROPN
bracis-19076	1	79	library	library	PROPN
bracis-19076	1	80	download	download	PROPN
bracis-19076	1	81	book	book	NOUN
bracis-19076	1	82	pdf	pdf	PROPN
bracis-19076	1	83	download	download	NOUN
bracis-19076	1	84	book	book	NOUN
bracis-19076	1	85	epub	epub	PROPN
bracis-19076	1	86	intelligent	intelligent	ADJ
bracis-19076	1	87	systems	system	NOUN
bracis-19076	1	88	(	(	PUNCT
bracis-19076	1	89	bracis	bracis	NOUN
bracis-19076	1	90	2021	2021	NUM
bracis-19076	1	91	)	)	PUNCT
bracis-19076	1	92	transfer	transfer	NOUN
bracis-19076	1	93	learning	learning	NOUN
bracis-19076	1	94	of	of	ADP
bracis-19076	1	95	shapelets	shapelet	NOUN
bracis-19076	1	96	for	for	ADP
bracis-19076	1	97	time	time	NOUN
bracis-19076	1	98	series	series	PROPN
bracis-19076	1	99	classification	classification	NOUN
bracis-19076	1	100	using	use	VERB
bracis-19076	1	101	convolutional	convolutional	ADJ
bracis-19076	1	102	neural	neural	ADJ
bracis-19076	1	103	network	network	NOUN
bracis-19076	1	104	download	download	NOUN
bracis-19076	1	105	book	book	NOUN
bracis-19076	1	106	pdf	pdf	PROPN
bracis-19076	1	107	download	download	NOUN
bracis-19076	1	108	book	book	PROPN
bracis-19076	1	109	epub	epub	PROPN
bracis-19076	1	110	alexandre	alexandre	PROPN
bracis-19076	1	111	felipe	felipe	PROPN
bracis-19076	1	112	muller	muller	PROPN
bracis-19076	1	113	de	de	PROPN
bracis-19076	1	114	souza	souza	PROPN
bracis-19076	1	115	  	  	SPACE
bracis-19076	1	116	orcid	orcid	PROPN
bracis-19076	1	117	:	:	PUNCT
bracis-19076	1	118	orcid.org/0000-0003-3090-031x10	orcid.org/0000-0003-3090-031x10	NOUN
bracis-19076	1	119	,	,	PUNCT
bracis-19076	1	120	mariane	mariane	PROPN
bracis-19076	1	121	r.	r.	PROPN
bracis-19076	1	122	s.	s.	PROPN
bracis-19076	1	123	cassenote	cassenote	VERB
bracis-19076	1	124	  	  	SPACE
bracis-19076	1	125	orcid	orcid	PROPN
bracis-19076	1	126	:	:	PUNCT
bracis-19076	1	127	orcid.org/0000-0003-0489-223x10	orcid.org/0000-0003-0489-223x10	PROPN
bracis-19076	1	128	&	&	CCONJ
bracis-19076	1	129	fabiano	fabiano	PROPN
bracis-19076	1	130	silva	silva	PROPN
bracis-19076	1	131	  	  	SPACE
bracis-19076	1	132	orcid	orcid	NOUN
bracis-19076	1	133	:	:	PUNCT
bracis-19076	1	134	orcid.org/0000-0001-5453-617510	orcid.org/0000-0001-5453-617510	NOUN
bracis-19076	1	135	  	  	SPACE
bracis-19076	1	136	part	part	NOUN
bracis-19076	1	137	of	of	ADP
bracis-19076	1	138	the	the	DET
bracis-19076	1	139	book	book	NOUN
bracis-19076	1	140	series	series	NOUN
bracis-19076	1	141	:	:	PUNCT
bracis-19076	1	142	lecture	lecture	NOUN
bracis-19076	1	143	notes	note	NOUN
bracis-19076	1	144	in	in	ADP
bracis-19076	1	145	computer	computer	NOUN
bracis-19076	1	146	science	science	NOUN
bracis-19076	1	147	(	(	PUNCT
bracis-19076	1	148	(	(	PUNCT
bracis-19076	1	149	lnai	lnai	ADJ
bracis-19076	1	150	,	,	PUNCT
bracis-19076	1	151	volume	volume	NOUN
bracis-19076	1	152	13074	13074	NUM
bracis-19076	1	153	)	)	PUNCT
bracis-19076	1	154	)	)	PUNCT
bracis-19076	1	155	included	include	VERB
bracis-19076	1	156	in	in	ADP
bracis-19076	1	157	the	the	DET
bracis-19076	1	158	following	follow	VERB
bracis-19076	1	159	conference	conference	NOUN
bracis-19076	1	160	series	series	NOUN
bracis-19076	1	161	:	:	PUNCT
bracis-19076	1	162	brazilian	brazilian	ADJ
bracis-19076	1	163	conference	conference	NOUN
bracis-19076	1	164	on	on	ADP
bracis-19076	1	165	intelligent	intelligent	ADJ
bracis-19076	1	166	systems	system	NOUN
bracis-19076	1	167	1339	1339	NUM
bracis-19076	1	168	accesses	access	VERB
bracis-19076	1	169	1	1	NUM
bracis-19076	1	170	citation	citation	NOUN
bracis-19076	1	171	abstract	abstract	ADJ
bracis-19076	1	172	time	time	NOUN
bracis-19076	1	173	series	series	PROPN
bracis-19076	1	174	classification	classification	NOUN
bracis-19076	1	175	has	have	VERB
bracis-19076	1	176	a	a	DET
bracis-19076	1	177	wide	wide	ADJ
bracis-19076	1	178	variety	variety	NOUN
bracis-19076	1	179	of	of	ADP
bracis-19076	1	180	possible	possible	ADJ
bracis-19076	1	181	applications	application	NOUN
bracis-19076	1	182	,	,	PUNCT
bracis-19076	1	183	like	like	ADP
bracis-19076	1	184	outlines	outline	NOUN
bracis-19076	1	185	of	of	ADP
bracis-19076	1	186	figure	figure	NOUN
bracis-19076	1	187	types	type	NOUN
bracis-19076	1	188	,	,	PUNCT
bracis-19076	1	189	signs	sign	NOUN
bracis-19076	1	190	of	of	ADP
bracis-19076	1	191	movement	movement	NOUN
bracis-19076	1	192	and	and	CCONJ
bracis-19076	1	193	sensor	sensor	NOUN
bracis-19076	1	194	signals	signal	NOUN
bracis-19076	1	195	.	.	PUNCT
bracis-19076	2	1	this	this	DET
bracis-19076	2	2	diversity	diversity	NOUN
bracis-19076	2	3	may	may	AUX
bracis-19076	2	4	present	present	VERB
bracis-19076	2	5	different	different	ADJ
bracis-19076	2	6	results	result	NOUN
bracis-19076	2	7	with	with	ADP
bracis-19076	2	8	the	the	DET
bracis-19076	2	9	application	application	NOUN
bracis-19076	2	10	of	of	ADP
bracis-19076	2	11	machine	machine	NOUN
bracis-19076	2	12	learning	learn	VERB
bracis-19076	2	13	techniques	technique	NOUN
bracis-19076	2	14	.	.	PUNCT
bracis-19076	3	1	among	among	ADP
bracis-19076	3	2	the	the	DET
bracis-19076	3	3	different	different	ADJ
bracis-19076	3	4	ways	way	NOUN
bracis-19076	3	5	to	to	PART
bracis-19076	3	6	classify	classify	VERB
bracis-19076	3	7	time	time	NOUN
bracis-19076	3	8	series	series	NOUN
bracis-19076	3	9	,	,	PUNCT
bracis-19076	3	10	two	two	NUM
bracis-19076	3	11	,	,	PUNCT
bracis-19076	3	12	in	in	ADP
bracis-19076	3	13	particular	particular	ADJ
bracis-19076	3	14	,	,	PUNCT
bracis-19076	3	15	are	be	AUX
bracis-19076	3	16	explored	explore	VERB
bracis-19076	3	17	in	in	ADP
bracis-19076	3	18	this	this	DET
bracis-19076	3	19	paper	paper	NOUN
bracis-19076	3	20	:	:	PUNCT
bracis-19076	3	21	the	the	DET
bracis-19076	3	22	shapelet	shapelet	NOUN
bracis-19076	3	23	primitive	primitive	ADJ
bracis-19076	3	24	and	and	CCONJ
bracis-19076	3	25	the	the	DET
bracis-19076	3	26	neural	neural	ADJ
bracis-19076	3	27	network	network	NOUN
bracis-19076	3	28	classification	classification	NOUN
bracis-19076	3	29	.	.	PUNCT
bracis-19076	4	1	a	a	DET
bracis-19076	4	2	shapelet	shapelet	NOUN
bracis-19076	4	3	is	be	AUX
bracis-19076	4	4	a	a	DET
bracis-19076	4	5	sub	sub	NOUN
bracis-19076	4	6	-	-	NOUN
bracis-19076	4	7	sequence	sequence	NOUN
bracis-19076	4	8	of	of	ADP
bracis-19076	4	9	the	the	DET
bracis-19076	4	10	time	time	NOUN
bracis-19076	4	11	series	series	PROPN
bracis-19076	4	12	symbolic	symbolic	ADJ
bracis-19076	4	13	,	,	PUNCT
bracis-19076	4	14	like	like	ADP
bracis-19076	4	15	a	a	DET
bracis-19076	4	16	high	high	ADJ
bracis-19076	4	17	-	-	PUNCT
bracis-19076	4	18	level	level	NOUN
bracis-19076	4	19	descriptor	descriptor	NOUN
bracis-19076	4	20	,	,	PUNCT
bracis-19076	4	21	that	that	PRON
bracis-19076	4	22	are	be	AUX
bracis-19076	4	23	representative	representative	ADJ
bracis-19076	4	24	for	for	ADP
bracis-19076	4	25	the	the	DET
bracis-19076	4	26	class	class	NOUN
bracis-19076	4	27	to	to	PART
bracis-19076	4	28	which	which	PRON
bracis-19076	4	29	they	they	PRON
bracis-19076	4	30	belong	belong	VERB
bracis-19076	4	31	.	.	PUNCT
bracis-19076	5	1	these	these	DET
bracis-19076	5	2	features	feature	NOUN
bracis-19076	5	3	act	act	VERB
bracis-19076	5	4	as	as	ADP
bracis-19076	5	5	common	common	ADJ
bracis-19076	5	6	knowledge	knowledge	NOUN
bracis-19076	5	7	used	use	VERB
bracis-19076	5	8	by	by	ADP
bracis-19076	5	9	domain	domain	NOUN
bracis-19076	5	10	experts	expert	NOUN
bracis-19076	5	11	.	.	PUNCT
bracis-19076	6	1	this	this	DET
bracis-19076	6	2	paper	paper	NOUN
bracis-19076	6	3	proposes	propose	VERB
bracis-19076	6	4	a	a	DET
bracis-19076	6	5	cnn	cnn	PROPN
bracis-19076	6	6	training	training	NOUN
bracis-19076	6	7	protocol	protocol	NOUN
bracis-19076	6	8	to	to	PART
bracis-19076	6	9	achieve	achieve	VERB
bracis-19076	6	10	better	well	ADJ
bracis-19076	6	11	results	result	NOUN
bracis-19076	6	12	in	in	ADP
bracis-19076	6	13	the	the	DET
bracis-19076	6	14	classification	classification	NOUN
bracis-19076	6	15	of	of	ADP
bracis-19076	6	16	time	time	NOUN
bracis-19076	6	17	series	series	NOUN
bracis-19076	6	18	.	.	PUNCT
bracis-19076	7	1	the	the	DET
bracis-19076	7	2	idea	idea	NOUN
bracis-19076	7	3	consists	consist	VERB
bracis-19076	7	4	of	of	ADP
bracis-19076	7	5	decomposing	decompose	VERB
bracis-19076	7	6	the	the	DET
bracis-19076	7	7	original	original	ADJ
bracis-19076	7	8	time	time	NOUN
bracis-19076	7	9	series	series	NOUN
bracis-19076	7	10	into	into	ADP
bracis-19076	7	11	shapelets	shapelet	NOUN
bracis-19076	7	12	and	and	CCONJ
bracis-19076	7	13	noise	noise	NOUN
bracis-19076	7	14	.	.	PUNCT
bracis-19076	8	1	then	then	ADV
bracis-19076	8	2	,	,	PUNCT
bracis-19076	8	3	the	the	DET
bracis-19076	8	4	shapelets	shapelet	NOUN
bracis-19076	8	5	are	be	AUX
bracis-19076	8	6	used	use	VERB
bracis-19076	8	7	to	to	PART
bracis-19076	8	8	train	train	VERB
bracis-19076	8	9	a	a	DET
bracis-19076	8	10	classifier	classifier	NOUN
bracis-19076	8	11	while	while	SCONJ
bracis-19076	8	12	the	the	DET
bracis-19076	8	13	no	no	DET
bracis-19076	8	14	-	-	PUNCT
bracis-19076	8	15	shapelets	shapelet	NOUN
bracis-19076	8	16	(	(	PUNCT
bracis-19076	8	17	“	"	PUNCT
bracis-19076	8	18	signal	signal	ADJ
bracis-19076	8	19	noise	noise	NOUN
bracis-19076	8	20	”	"	PUNCT
bracis-19076	8	21	)	)	PUNCT
bracis-19076	8	22	is	be	AUX
bracis-19076	8	23	used	use	VERB
bracis-19076	8	24	to	to	PART
bracis-19076	8	25	train	train	VERB
bracis-19076	8	26	another	another	DET
bracis-19076	8	27	classifier	classifier	NOUN
bracis-19076	8	28	.	.	PUNCT
bracis-19076	9	1	the	the	DET
bracis-19076	9	2	original	original	ADJ
bracis-19076	9	3	time	time	NOUN
bracis-19076	9	4	series	series	NOUN
bracis-19076	9	5	is	be	AUX
bracis-19076	9	6	then	then	ADV
bracis-19076	9	7	used	use	VERB
bracis-19076	9	8	to	to	PART
bracis-19076	9	9	train	train	VERB
bracis-19076	9	10	two	two	NUM
bracis-19076	9	11	final	final	ADJ
bracis-19076	9	12	classifiers	classifier	NOUN
bracis-19076	9	13	starting	start	VERB
bracis-19076	9	14	with	with	ADP
bracis-19076	9	15	the	the	DET
bracis-19076	9	16	weights	weight	NOUN
bracis-19076	9	17	of	of	ADP
bracis-19076	9	18	shapelet	shapelet	NOUN
bracis-19076	9	19	and	and	CCONJ
bracis-19076	9	20	no	no	DET
bracis-19076	9	21	-	-	PUNCT
bracis-19076	9	22	shapelet	shapelet	NOUN
bracis-19076	9	23	classifiers	classifier	NOUN
bracis-19076	9	24	.	.	PUNCT
bracis-19076	10	1	this	this	DET
bracis-19076	10	2	previous	previous	ADJ
bracis-19076	10	3	extraction	extraction	NOUN
bracis-19076	10	4	of	of	ADP
bracis-19076	10	5	this	this	DET
bracis-19076	10	6	representation	representation	NOUN
bracis-19076	10	7	can	can	AUX
bracis-19076	10	8	improve	improve	VERB
bracis-19076	10	9	classification	classification	NOUN
bracis-19076	10	10	ability	ability	NOUN
bracis-19076	10	11	in	in	ADP
bracis-19076	10	12	a	a	DET
bracis-19076	10	13	convolutional	convolutional	ADJ
bracis-19076	10	14	neural	neural	ADJ
bracis-19076	10	15	network	network	NOUN
bracis-19076	10	16	using	use	VERB
bracis-19076	10	17	transfer	transfer	NOUN
bracis-19076	10	18	learning	learning	NOUN
bracis-19076	10	19	.	.	PUNCT
bracis-19076	11	1	the	the	DET
bracis-19076	11	2	experimental	experimental	ADJ
bracis-19076	11	3	evaluation	evaluation	NOUN
bracis-19076	11	4	shows	show	VERB
bracis-19076	11	5	that	that	SCONJ
bracis-19076	11	6	the	the	DET
bracis-19076	11	7	pre	pre	NOUN
bracis-19076	11	8	-	-	NOUN
bracis-19076	11	9	selection	selection	NOUN
bracis-19076	11	10	of	of	ADP
bracis-19076	11	11	shapelets	shapelet	NOUN
bracis-19076	11	12	before	before	SCONJ
bracis-19076	11	13	the	the	DET
bracis-19076	11	14	network	network	NOUN
bracis-19076	11	15	training	training	NOUN
bracis-19076	11	16	changes	change	VERB
bracis-19076	11	17	the	the	DET
bracis-19076	11	18	classifier	classifier	NOUN
bracis-19076	11	19	results	result	NOUN
bracis-19076	11	20	for	for	ADP
bracis-19076	11	21	several	several	ADJ
bracis-19076	11	22	databases	database	NOUN
bracis-19076	11	23	and	and	CCONJ
bracis-19076	11	24	,	,	PUNCT
bracis-19076	11	25	consequently	consequently	ADV
bracis-19076	11	26	,	,	PUNCT
bracis-19076	11	27	improves	improve	VERB
bracis-19076	11	28	classification	classification	NOUN
bracis-19076	11	29	accuracy	accuracy	NOUN
bracis-19076	11	30	.	.	PUNCT
bracis-19076	12	1	access	access	NOUN
bracis-19076	12	2	provided	provide	VERB
bracis-19076	12	3	by	by	ADP
bracis-19076	12	4	university	university	PROPN
bracis-19076	12	5	of	of	ADP
bracis-19076	12	6	notre	notre	PROPN
bracis-19076	12	7	dame	dame	PROPN
bracis-19076	12	8	hesburgh	hesburgh	PROPN
bracis-19076	12	9	library	library	PROPN
bracis-19076	12	10	.	.	PUNCT
bracis-19076	13	1	download	download	PROPN
bracis-19076	13	2	conference	conference	NOUN
bracis-19076	13	3	paper	paper	NOUN
bracis-19076	13	4	pdf	pdf	NOUN
bracis-19076	13	5	similar	similar	ADJ
bracis-19076	13	6	content	content	NOUN
bracis-19076	13	7	being	be	AUX
bracis-19076	13	8	viewed	view	VERB
bracis-19076	13	9	by	by	ADP
bracis-19076	13	10	others	other	NOUN
bracis-19076	13	11	learning	learn	VERB
bracis-19076	13	12	multivariate	multivariate	NOUN
bracis-19076	13	13	shapelets	shapelet	NOUN
bracis-19076	13	14	with	with	ADP
bracis-19076	13	15	multi	multi	ADJ
bracis-19076	13	16	-	-	ADJ
bracis-19076	13	17	layer	layer	ADJ
bracis-19076	13	18	neural	neural	ADJ
bracis-19076	13	19	networks	network	NOUN
bracis-19076	13	20	for	for	ADP
bracis-19076	13	21	interpretable	interpretable	ADJ
bracis-19076	13	22	time	time	NOUN
bracis-19076	13	23	-	-	PUNCT
bracis-19076	13	24	series	series	NOUN
bracis-19076	13	25	classification	classification	NOUN
bracis-19076	13	26	article	article	NOUN
bracis-19076	13	27	04	04	NUM
bracis-19076	13	28	march	march	NOUN
bracis-19076	13	29	2021	2021	NUM
bracis-19076	13	30	learning	learn	VERB
bracis-19076	13	31	perceptual	perceptual	ADJ
bracis-19076	13	32	position	position	NOUN
bracis-19076	13	33	-	-	PUNCT
bracis-19076	13	34	aware	aware	ADJ
bracis-19076	13	35	shapelets	shapelet	NOUN
bracis-19076	13	36	for	for	ADP
bracis-19076	13	37	 	 	SPACE
bracis-19076	13	38	time	time	NOUN
bracis-19076	13	39	series	series	PROPN
bracis-19076	13	40	classification	classification	NOUN
bracis-19076	13	41	chapter	chapter	NOUN
bracis-19076	13	42	©	©	PROPN
bracis-19076	13	43	2023	2023	NUM
bracis-19076	13	44	temporal	temporal	ADJ
bracis-19076	13	45	representation	representation	NOUN
bracis-19076	13	46	learning	learning	NOUN
bracis-19076	13	47	for	for	ADP
bracis-19076	13	48	time	time	NOUN
bracis-19076	13	49	series	series	PROPN
bracis-19076	13	50	classification	classification	NOUN
bracis-19076	13	51	article	article	NOUN
bracis-19076	13	52	21	21	NUM
bracis-19076	13	53	july	july	PROPN
bracis-19076	13	54	2020	2020	NUM
bracis-19076	13	55	explore	explore	VERB
bracis-19076	13	56	related	related	ADJ
bracis-19076	13	57	subjects	subject	NOUN
bracis-19076	13	58	discover	discover	VERB
bracis-19076	13	59	the	the	DET
bracis-19076	13	60	latest	late	ADJ
bracis-19076	13	61	articles	article	NOUN
bracis-19076	13	62	,	,	PUNCT
bracis-19076	13	63	books	book	NOUN
bracis-19076	13	64	and	and	CCONJ
bracis-19076	13	65	news	news	NOUN
bracis-19076	13	66	in	in	ADP
bracis-19076	13	67	related	related	ADJ
bracis-19076	13	68	subjects	subject	NOUN
bracis-19076	13	69	,	,	PUNCT
bracis-19076	13	70	suggested	suggest	VERB
bracis-19076	13	71	using	use	VERB
bracis-19076	13	72	machine	machine	NOUN
bracis-19076	13	73	learning	learning	NOUN
bracis-19076	13	74	.	.	PUNCT
bracis-19076	14	1	categorization	categorization	NOUN
bracis-19076	14	2	learning	learn	VERB
bracis-19076	14	3	algorithms	algorithm	NOUN
bracis-19076	14	4	machine	machine	NOUN
bracis-19076	14	5	learning	learn	VERB
bracis-19076	14	6	shape	shape	NOUN
bracis-19076	14	7	analysis	analysis	NOUN
bracis-19076	14	8	statistical	statistical	ADJ
bracis-19076	14	9	learning	learning	NOUN
bracis-19076	14	10	time	time	NOUN
bracis-19076	14	11	series	series	PROPN
bracis-19076	14	12	analysis	analysis	NOUN
bracis-19076	14	13	1	1	NUM
bracis-19076	14	14	introduction	introduction	NOUN
bracis-19076	14	15	with	with	ADP
bracis-19076	14	16	the	the	DET
bracis-19076	14	17	technology	technology	NOUN
bracis-19076	14	18	advancement	advancement	NOUN
bracis-19076	14	19	and	and	CCONJ
bracis-19076	14	20	the	the	DET
bracis-19076	14	21	mobile	mobile	ADJ
bracis-19076	14	22	devices	device	NOUN
bracis-19076	14	23	popularization	popularization	NOUN
bracis-19076	14	24	,	,	PUNCT
bracis-19076	14	25	systems	system	NOUN
bracis-19076	14	26	that	that	PRON
bracis-19076	14	27	generate	generate	VERB
bracis-19076	14	28	real	real	ADJ
bracis-19076	14	29	-	-	PUNCT
bracis-19076	14	30	time	time	NOUN
bracis-19076	14	31	data	datum	NOUN
bracis-19076	14	32	have	have	AUX
bracis-19076	14	33	become	become	AUX
bracis-19076	14	34	disseminated	disseminate	VERB
bracis-19076	14	35	.	.	PUNCT
bracis-19076	15	1	the	the	DET
bracis-19076	15	2	amount	amount	NOUN
bracis-19076	15	3	of	of	ADP
bracis-19076	15	4	data	datum	NOUN
bracis-19076	15	5	generated	generate	VERB
bracis-19076	15	6	is	be	AUX
bracis-19076	15	7	continuously	continuously	ADV
bracis-19076	15	8	growing	grow	VERB
bracis-19076	15	9	and	and	CCONJ
bracis-19076	15	10	meaning	mean	VERB
bracis-19076	15	11	attributions	attribution	NOUN
bracis-19076	15	12	are	be	AUX
bracis-19076	15	13	needed	need	VERB
bracis-19076	15	14	to	to	PART
bracis-19076	15	15	extract	extract	VERB
bracis-19076	15	16	relevant	relevant	ADJ
bracis-19076	15	17	information	information	NOUN
bracis-19076	15	18	from	from	ADP
bracis-19076	15	19	this	this	DET
bracis-19076	15	20	data	data	NOUN
bracis-19076	15	21	.	.	PUNCT
bracis-19076	16	1	in	in	ADP
bracis-19076	16	2	addition	addition	NOUN
bracis-19076	16	3	to	to	ADP
bracis-19076	16	4	sensors	sensor	NOUN
bracis-19076	16	5	,	,	PUNCT
bracis-19076	16	6	many	many	ADJ
bracis-19076	16	7	other	other	ADJ
bracis-19076	16	8	types	type	NOUN
bracis-19076	16	9	of	of	ADP
bracis-19076	16	10	data	datum	NOUN
bracis-19076	16	11	can	can	AUX
bracis-19076	16	12	be	be	AUX
bracis-19076	16	13	represented	represent	VERB
bracis-19076	16	14	in	in	ADP
bracis-19076	16	15	structures	structure	NOUN
bracis-19076	16	16	called	call	VERB
bracis-19076	16	17	time	time	NOUN
bracis-19076	16	18	series	series	NOUN
bracis-19076	16	19	.	.	PUNCT
bracis-19076	17	1	these	these	DET
bracis-19076	17	2	structures	structure	NOUN
bracis-19076	17	3	can	can	AUX
bracis-19076	17	4	be	be	AUX
bracis-19076	17	5	handled	handle	VERB
bracis-19076	17	6	as	as	ADP
bracis-19076	17	7	shapes	shape	NOUN
bracis-19076	17	8	,	,	PUNCT
bracis-19076	17	9	that	that	PRON
bracis-19076	17	10	can	can	AUX
bracis-19076	17	11	be	be	AUX
bracis-19076	17	12	projected	project	VERB
bracis-19076	17	13	in	in	ADP
bracis-19076	17	14	a	a	DET
bracis-19076	17	15	one	one	NUM
bracis-19076	17	16	-	-	PUNCT
bracis-19076	17	17	dimensional	dimensional	ADJ
bracis-19076	17	18	plane	plane	NOUN
bracis-19076	17	19	or	or	CCONJ
bracis-19076	17	20	spectrogram	spectrogram	NOUN
bracis-19076	18	1	[	[	X
bracis-19076	18	2	3	3	NUM
bracis-19076	18	3	]	]	PUNCT
bracis-19076	18	4	.	.	PUNCT
bracis-19076	19	1	simply	simply	ADV
bracis-19076	19	2	,	,	PUNCT
bracis-19076	19	3	any	any	DET
bracis-19076	19	4	string	string	NOUN
bracis-19076	19	5	of	of	ADP
bracis-19076	19	6	numerical	numerical	ADJ
bracis-19076	19	7	values	value	NOUN
bracis-19076	19	8	whose	whose	DET
bracis-19076	19	9	order	order	NOUN
bracis-19076	19	10	forms	form	VERB
bracis-19076	19	11	a	a	DET
bracis-19076	19	12	sequence	sequence	NOUN
bracis-19076	19	13	[	[	X
bracis-19076	19	14	10	10	NUM
bracis-19076	19	15	]	]	PUNCT
bracis-19076	19	16	can	can	AUX
bracis-19076	19	17	be	be	AUX
bracis-19076	19	18	called	call	VERB
bracis-19076	19	19	a	a	DET
bracis-19076	19	20	time	time	NOUN
bracis-19076	19	21	series	series	NOUN
bracis-19076	19	22	.	.	PUNCT
bracis-19076	20	1	naturally	naturally	ADV
bracis-19076	20	2	,	,	PUNCT
bracis-19076	20	3	the	the	DET
bracis-19076	20	4	processing	processing	NOUN
bracis-19076	20	5	of	of	ADP
bracis-19076	20	6	these	these	DET
bracis-19076	20	7	time	time	NOUN
bracis-19076	20	8	series	series	NOUN
bracis-19076	20	9	has	have	VERB
bracis-19076	20	10	applications	application	NOUN
bracis-19076	20	11	in	in	ADP
bracis-19076	20	12	the	the	DET
bracis-19076	20	13	most	most	ADV
bracis-19076	20	14	diverse	diverse	ADJ
bracis-19076	20	15	areas	area	NOUN
bracis-19076	20	16	of	of	ADP
bracis-19076	20	17	knowledge	knowledge	NOUN
bracis-19076	20	18	[	[	X
bracis-19076	20	19	7	7	NUM
bracis-19076	20	20	]	]	PUNCT
bracis-19076	20	21	.	.	PUNCT
bracis-19076	21	1	the	the	DET
bracis-19076	21	2	scope	scope	NOUN
bracis-19076	21	3	of	of	ADP
bracis-19076	21	4	this	this	DET
bracis-19076	21	5	work	work	NOUN
bracis-19076	21	6	is	be	AUX
bracis-19076	21	7	limited	limit	VERB
bracis-19076	21	8	to	to	ADP
bracis-19076	21	9	the	the	DET
bracis-19076	21	10	problem	problem	NOUN
bracis-19076	21	11	of	of	ADP
bracis-19076	21	12	automated	automate	VERB
bracis-19076	21	13	classification	classification	NOUN
bracis-19076	21	14	of	of	ADP
bracis-19076	21	15	time	time	NOUN
bracis-19076	21	16	series	series	PROPN
bracis-19076	21	17	:	:	PUNCT
bracis-19076	21	18	inputs	input	NOUN
bracis-19076	21	19	are	be	AUX
bracis-19076	21	20	divided	divide	VERB
bracis-19076	21	21	into	into	ADP
bracis-19076	21	22	two	two	NUM
bracis-19076	21	23	or	or	CCONJ
bracis-19076	21	24	more	more	ADJ
bracis-19076	21	25	classes	class	NOUN
bracis-19076	21	26	to	to	PART
bracis-19076	21	27	be	be	AUX
bracis-19076	21	28	determined	determine	VERB
bracis-19076	21	29	.	.	PUNCT
bracis-19076	22	1	in	in	ADP
bracis-19076	22	2	particular	particular	ADJ
bracis-19076	22	3	,	,	PUNCT
bracis-19076	22	4	the	the	DET
bracis-19076	22	5	focus	focus	NOUN
bracis-19076	22	6	in	in	ADP
bracis-19076	22	7	this	this	DET
bracis-19076	22	8	analysis	analysis	NOUN
bracis-19076	22	9	is	be	AUX
bracis-19076	22	10	supervised	supervise	VERB
bracis-19076	22	11	classification	classification	NOUN
bracis-19076	22	12	,	,	PUNCT
bracis-19076	22	13	i.e.	i.e.	X
bracis-19076	22	14	,	,	PUNCT
bracis-19076	22	15	given	give	VERB
bracis-19076	22	16	a	a	DET
bracis-19076	22	17	series	series	NOUN
bracis-19076	22	18	whose	whose	DET
bracis-19076	22	19	classification	classification	NOUN
bracis-19076	22	20	is	be	AUX
bracis-19076	22	21	not	not	PART
bracis-19076	22	22	known	know	VERB
bracis-19076	22	23	,	,	PUNCT
bracis-19076	22	24	the	the	DET
bracis-19076	22	25	class	class	NOUN
bracis-19076	22	26	to	to	PART
bracis-19076	22	27	which	which	PRON
bracis-19076	22	28	it	it	PRON
bracis-19076	22	29	belongs	belong	VERB
bracis-19076	22	30	must	must	AUX
bracis-19076	22	31	be	be	AUX
bracis-19076	22	32	inferred	infer	VERB
bracis-19076	22	33	.	.	PUNCT
bracis-19076	23	1	this	this	PRON
bracis-19076	23	2	is	be	AUX
bracis-19076	23	3	accomplished	accomplish	VERB
bracis-19076	23	4	through	through	ADP
bracis-19076	23	5	other	other	ADJ
bracis-19076	23	6	examples	example	NOUN
bracis-19076	23	7	previously	previously	ADV
bracis-19076	23	8	classified	classify	VERB
bracis-19076	23	9	among	among	ADP
bracis-19076	23	10	these	these	DET
bracis-19076	23	11	classes	class	NOUN
bracis-19076	23	12	,	,	PUNCT
bracis-19076	23	13	not	not	PART
bracis-19076	23	14	exactly	exactly	ADV
bracis-19076	23	15	the	the	DET
bracis-19076	23	16	same	same	ADJ
bracis-19076	23	17	,	,	PUNCT
bracis-19076	23	18	but	but	CCONJ
bracis-19076	23	19	similar	similar	ADJ
bracis-19076	23	20	.	.	PUNCT
bracis-19076	24	1	naturally	naturally	ADV
bracis-19076	24	2	,	,	PUNCT
bracis-19076	24	3	the	the	DET
bracis-19076	24	4	series	series	NOUN
bracis-19076	24	5	repository	repository	NOUN
bracis-19076	24	6	[	[	X
bracis-19076	24	7	3	3	X
bracis-19076	24	8	]	]	PUNCT
bracis-19076	24	9	already	already	ADV
bracis-19076	24	10	makes	make	VERB
bracis-19076	24	11	available	available	ADJ
bracis-19076	24	12	these	these	DET
bracis-19076	24	13	pre	pre	ADJ
bracis-19076	24	14	-	-	ADJ
bracis-19076	24	15	classified	classified	ADJ
bracis-19076	24	16	(	(	PUNCT
bracis-19076	24	17	and	and	CCONJ
bracis-19076	24	18	other	other	ADJ
bracis-19076	24	19	unclassified	unclassified	ADJ
bracis-19076	24	20	)	)	PUNCT
bracis-19076	24	21	examples	example	NOUN
bracis-19076	24	22	by	by	ADP
bracis-19076	24	23	the	the	DET
bracis-19076	24	24	domain	domain	NOUN
bracis-19076	24	25	expert	expert	NOUN
bracis-19076	24	26	.	.	PUNCT
bracis-19076	25	1	although	although	SCONJ
bracis-19076	25	2	there	there	PRON
bracis-19076	25	3	are	be	VERB
bracis-19076	25	4	several	several	ADJ
bracis-19076	25	5	methods	method	NOUN
bracis-19076	25	6	proposed	propose	VERB
bracis-19076	25	7	for	for	ADP
bracis-19076	25	8	classifying	classify	VERB
bracis-19076	25	9	time	time	NOUN
bracis-19076	25	10	series	series	NOUN
bracis-19076	25	11	,	,	PUNCT
bracis-19076	25	12	we	we	PRON
bracis-19076	25	13	will	will	AUX
bracis-19076	25	14	cover	cover	VERB
bracis-19076	25	15	two	two	NUM
bracis-19076	25	16	of	of	ADP
bracis-19076	25	17	them	they	PRON
bracis-19076	25	18	in	in	ADP
bracis-19076	25	19	more	more	ADJ
bracis-19076	25	20	details	detail	NOUN
bracis-19076	25	21	:	:	PUNCT
bracis-19076	25	22	symbolic	symbolic	ADJ
bracis-19076	25	23	representations	representation	NOUN
bracis-19076	25	24	,	,	PUNCT
bracis-19076	25	25	in	in	ADP
bracis-19076	25	26	particular	particular	ADJ
bracis-19076	25	27	the	the	DET
bracis-19076	25	28	shapelet	shapelet	NOUN
bracis-19076	25	29	primitive	primitive	ADJ
bracis-19076	25	30	extraction	extraction	NOUN
bracis-19076	25	31	,	,	PUNCT
bracis-19076	25	32	and	and	CCONJ
bracis-19076	25	33	convolutional	convolutional	ADJ
bracis-19076	25	34	neural	neural	ADJ
bracis-19076	25	35	networks	network	NOUN
bracis-19076	25	36	(	(	PUNCT
bracis-19076	25	37	cnn	cnn	PROPN
bracis-19076	25	38	)	)	PUNCT
bracis-19076	25	39	.	.	PUNCT
bracis-19076	26	1	in	in	ADP
bracis-19076	26	2	the	the	DET
bracis-19076	26	3	shapelet	shapelet	NOUN
bracis-19076	26	4	method	method	NOUN
bracis-19076	26	5	,	,	PUNCT
bracis-19076	26	6	are	be	AUX
bracis-19076	26	7	extracted	extract	VERB
bracis-19076	26	8	the	the	DET
bracis-19076	26	9	sub	sub	NOUN
bracis-19076	26	10	-	-	NOUN
bracis-19076	26	11	sequences	sequence	NOUN
bracis-19076	26	12	of	of	ADP
bracis-19076	26	13	the	the	DET
bracis-19076	26	14	time	time	NOUN
bracis-19076	26	15	series	series	NOUN
bracis-19076	26	16	that	that	PRON
bracis-19076	26	17	are	be	AUX
bracis-19076	26	18	partial	partial	ADJ
bracis-19076	26	19	and	and	CCONJ
bracis-19076	26	20	representative	representative	ADJ
bracis-19076	26	21	attribute	attribute	NOUN
bracis-19076	26	22	(	(	PUNCT
bracis-19076	26	23	thus	thus	ADV
bracis-19076	26	24	,	,	PUNCT
bracis-19076	26	25	symbolic	symbolic	ADJ
bracis-19076	26	26	)	)	PUNCT
bracis-19076	26	27	for	for	ADP
bracis-19076	26	28	the	the	DET
bracis-19076	26	29	class	class	NOUN
bracis-19076	26	30	to	to	PART
bracis-19076	26	31	which	which	PRON
bracis-19076	26	32	they	they	PRON
bracis-19076	26	33	belong	belong	VERB
bracis-19076	26	34	.	.	PUNCT
bracis-19076	27	1	the	the	DET
bracis-19076	27	2	idea	idea	NOUN
bracis-19076	27	3	is	be	AUX
bracis-19076	27	4	to	to	PART
bracis-19076	27	5	extract	extract	VERB
bracis-19076	27	6	features	feature	NOUN
bracis-19076	27	7	from	from	ADP
bracis-19076	27	8	domain	domain	NOUN
bracis-19076	27	9	problem	problem	NOUN
bracis-19076	27	10	that	that	PRON
bracis-19076	27	11	allow	allow	VERB
bracis-19076	27	12	to	to	PART
bracis-19076	27	13	perform	perform	VERB
bracis-19076	27	14	the	the	DET
bracis-19076	27	15	classification	classification	NOUN
bracis-19076	27	16	.	.	PUNCT
bracis-19076	28	1	in	in	ADP
bracis-19076	28	2	contrast	contrast	NOUN
bracis-19076	28	3	to	to	ADP
bracis-19076	28	4	classification	classification	NOUN
bracis-19076	28	5	using	use	VERB
bracis-19076	28	6	symbolic	symbolic	ADJ
bracis-19076	28	7	representations	representation	NOUN
bracis-19076	28	8	paradigm	paradigm	NOUN
bracis-19076	28	9	,	,	PUNCT
bracis-19076	28	10	there	there	PRON
bracis-19076	28	11	are	be	VERB
bracis-19076	28	12	classifiers	classifier	NOUN
bracis-19076	28	13	based	base	VERB
bracis-19076	28	14	on	on	ADP
bracis-19076	28	15	neural	neural	ADJ
bracis-19076	28	16	networks	network	NOUN
bracis-19076	28	17	.	.	PUNCT
bracis-19076	29	1	these	these	DET
bracis-19076	29	2	classifiers	classifier	NOUN
bracis-19076	29	3	use	use	VERB
bracis-19076	29	4	a	a	DET
bracis-19076	29	5	data	data	NOUN
bracis-19076	29	6	model	model	NOUN
bracis-19076	29	7	representing	represent	VERB
bracis-19076	29	8	the	the	DET
bracis-19076	29	9	memory	memory	NOUN
bracis-19076	29	10	in	in	ADP
bracis-19076	29	11	the	the	DET
bracis-19076	29	12	form	form	NOUN
bracis-19076	29	13	of	of	ADP
bracis-19076	29	14	weights	weight	NOUN
bracis-19076	29	15	of	of	ADP
bracis-19076	29	16	a	a	DET
bracis-19076	29	17	network	network	NOUN
bracis-19076	29	18	.	.	PUNCT
bracis-19076	30	1	neural	neural	ADJ
bracis-19076	30	2	classifiers	classifier	NOUN
bracis-19076	30	3	are	be	AUX
bracis-19076	30	4	known	know	VERB
bracis-19076	30	5	for	for	ADP
bracis-19076	30	6	their	their	PRON
bracis-19076	30	7	efficiency	efficiency	NOUN
bracis-19076	30	8	,	,	PUNCT
bracis-19076	30	9	as	as	SCONJ
bracis-19076	30	10	their	their	PRON
bracis-19076	30	11	model	model	NOUN
bracis-19076	30	12	has	have	AUX
bracis-19076	30	13	already	already	ADV
bracis-19076	30	14	been	be	AUX
bracis-19076	30	15	trained	train	VERB
bracis-19076	30	16	,	,	PUNCT
bracis-19076	30	17	but	but	CCONJ
bracis-19076	30	18	learning	learning	NOUN
bracis-19076	30	19	is	be	AUX
bracis-19076	30	20	based	base	VERB
bracis-19076	30	21	purely	purely	ADV
bracis-19076	30	22	on	on	ADP
bracis-19076	30	23	adjusting	adjust	VERB
bracis-19076	30	24	the	the	DET
bracis-19076	30	25	weights	weight	NOUN
bracis-19076	30	26	of	of	ADP
bracis-19076	30	27	the	the	DET
bracis-19076	30	28	network	network	NOUN
bracis-19076	30	29	.	.	PUNCT
bracis-19076	31	1	this	this	DET
bracis-19076	31	2	adjustment	adjustment	NOUN
bracis-19076	31	3	is	be	AUX
bracis-19076	31	4	given	give	VERB
bracis-19076	31	5	by	by	ADP
bracis-19076	31	6	an	an	DET
bracis-19076	31	7	error	error	NOUN
bracis-19076	31	8	minimization	minimization	NOUN
bracis-19076	31	9	algorithm	algorithm	NOUN
bracis-19076	31	10	that	that	PRON
bracis-19076	31	11	can	can	AUX
bracis-19076	31	12	achieve	achieve	VERB
bracis-19076	31	13	different	different	ADJ
bracis-19076	31	14	results	result	NOUN
bracis-19076	31	15	depending	depend	VERB
bracis-19076	31	16	on	on	ADP
bracis-19076	31	17	many	many	ADJ
bracis-19076	31	18	factors	factor	NOUN
bracis-19076	31	19	such	such	ADJ
bracis-19076	31	20	as	as	ADP
bracis-19076	31	21	network	network	NOUN
bracis-19076	31	22	architecture	architecture	NOUN
bracis-19076	31	23	,	,	PUNCT
bracis-19076	31	24	number	number	NOUN
bracis-19076	31	25	of	of	ADP
bracis-19076	31	26	layers	layer	NOUN
bracis-19076	31	27	,	,	PUNCT
bracis-19076	31	28	filters	filter	NOUN
bracis-19076	31	29	,	,	PUNCT
bracis-19076	31	30	among	among	ADP
bracis-19076	31	31	others	other	NOUN
bracis-19076	31	32	.	.	PUNCT
bracis-19076	32	1	cnn	cnn	PROPN
bracis-19076	32	2	-	-	PUNCT
bracis-19076	32	3	based	base	VERB
bracis-19076	32	4	classifiers	classifier	NOUN
bracis-19076	32	5	have	have	VERB
bracis-19076	32	6	many	many	ADJ
bracis-19076	32	7	applications	application	NOUN
bracis-19076	32	8	and	and	CCONJ
bracis-19076	32	9	are	be	AUX
bracis-19076	32	10	referred	refer	VERB
bracis-19076	32	11	to	to	ADP
bracis-19076	32	12	by	by	ADP
bracis-19076	32	13	the	the	DET
bracis-19076	32	14	term	term	NOUN
bracis-19076	32	15	“	"	PUNCT
bracis-19076	32	16	deep	deep	ADJ
bracis-19076	32	17	learning	learning	NOUN
bracis-19076	32	18	”	"	PUNCT
bracis-19076	33	1	[	[	X
bracis-19076	33	2	11	11	NUM
bracis-19076	33	3	]	]	PUNCT
bracis-19076	33	4	.	.	PUNCT
bracis-19076	34	1	fig	fig	NOUN
bracis-19076	34	2	.	.	PUNCT
bracis-19076	35	1	1	1	X
bracis-19076	35	2	.	.	X
bracis-19076	35	3	diagram	diagram	NOUN
bracis-19076	35	4	of	of	ADP
bracis-19076	35	5	experiments	experiment	NOUN
bracis-19076	35	6	.	.	PUNCT
bracis-19076	36	1	full	full	ADJ
bracis-19076	36	2	size	size	NOUN
bracis-19076	36	3	image	image	NOUN
bracis-19076	36	4	this	this	DET
bracis-19076	36	5	paper	paper	NOUN
bracis-19076	36	6	proposes	propose	VERB
bracis-19076	36	7	a	a	DET
bracis-19076	36	8	pre	pre	ADJ
bracis-19076	36	9	-	-	ADJ
bracis-19076	36	10	training	training	ADJ
bracis-19076	36	11	method	method	NOUN
bracis-19076	36	12	for	for	ADP
bracis-19076	36	13	time	time	NOUN
bracis-19076	36	14	series	series	PROPN
bracis-19076	36	15	classifiers	classifier	NOUN
bracis-19076	36	16	using	use	VERB
bracis-19076	36	17	cnn	cnn	PROPN
bracis-19076	36	18	.	.	PUNCT
bracis-19076	37	1	figure	figure	VERB
bracis-19076	37	2	 	 	SPACE
bracis-19076	37	3	1	1	NUM
bracis-19076	37	4	outlines	outline	VERB
bracis-19076	37	5	the	the	DET
bracis-19076	37	6	basic	basic	ADJ
bracis-19076	37	7	process	process	NOUN
bracis-19076	37	8	of	of	ADP
bracis-19076	37	9	our	our	PRON
bracis-19076	37	10	method	method	NOUN
bracis-19076	37	11	.	.	PUNCT
bracis-19076	38	1	usually	usually	ADV
bracis-19076	38	2	the	the	DET
bracis-19076	38	3	network	network	NOUN
bracis-19076	38	4	is	be	AUX
bracis-19076	38	5	started	start	VERB
bracis-19076	38	6	with	with	ADP
bracis-19076	38	7	random	random	ADJ
bracis-19076	38	8	weights	weight	NOUN
bracis-19076	38	9	.	.	PUNCT
bracis-19076	39	1	however	however	ADV
bracis-19076	39	2	,	,	PUNCT
bracis-19076	39	3	in	in	ADP
bracis-19076	39	4	a	a	DET
bracis-19076	39	5	different	different	ADJ
bracis-19076	39	6	way	way	NOUN
bracis-19076	39	7	,	,	PUNCT
bracis-19076	39	8	our	our	PRON
bracis-19076	39	9	proposal	proposal	NOUN
bracis-19076	39	10	is	be	AUX
bracis-19076	39	11	to	to	PART
bracis-19076	39	12	carry	carry	VERB
bracis-19076	39	13	out	out	ADP
bracis-19076	39	14	an	an	DET
bracis-19076	39	15	initial	initial	ADJ
bracis-19076	39	16	phase	phase	NOUN
bracis-19076	39	17	that	that	PRON
bracis-19076	39	18	extracts	extract	VERB
bracis-19076	39	19	the	the	DET
bracis-19076	39	20	relevant	relevant	ADJ
bracis-19076	39	21	shapelets	shapelet	NOUN
bracis-19076	39	22	and	and	CCONJ
bracis-19076	39	23	separates	separate	VERB
bracis-19076	39	24	the	the	DET
bracis-19076	39	25	symbolic	symbolic	ADJ
bracis-19076	39	26	representations	representation	NOUN
bracis-19076	39	27	from	from	ADP
bracis-19076	39	28	the	the	DET
bracis-19076	39	29	rest	rest	NOUN
bracis-19076	39	30	of	of	ADP
bracis-19076	39	31	the	the	DET
bracis-19076	39	32	series	series	NOUN
bracis-19076	39	33	,	,	PUNCT
bracis-19076	39	34	generating	generate	VERB
bracis-19076	39	35	two	two	NUM
bracis-19076	39	36	new	new	ADJ
bracis-19076	39	37	databases	database	NOUN
bracis-19076	39	38	:	:	PUNCT
bracis-19076	39	39	one	one	NUM
bracis-19076	39	40	with	with	ADP
bracis-19076	39	41	only	only	ADV
bracis-19076	39	42	the	the	DET
bracis-19076	39	43	parts	part	NOUN
bracis-19076	39	44	of	of	ADP
bracis-19076	39	45	the	the	DET
bracis-19076	39	46	series	series	NOUN
bracis-19076	39	47	that	that	PRON
bracis-19076	39	48	represents	represent	VERB
bracis-19076	39	49	shapelets	shapelet	NOUN
bracis-19076	39	50	,	,	PUNCT
bracis-19076	39	51	and	and	CCONJ
bracis-19076	39	52	other	other	ADJ
bracis-19076	39	53	with	with	ADP
bracis-19076	39	54	only	only	ADV
bracis-19076	39	55	the	the	DET
bracis-19076	39	56	remaining	remain	VERB
bracis-19076	39	57	parts	part	NOUN
bracis-19076	39	58	of	of	ADP
bracis-19076	39	59	the	the	DET
bracis-19076	39	60	series	series	NOUN
bracis-19076	39	61	.	.	PUNCT
bracis-19076	40	1	these	these	DET
bracis-19076	40	2	databases	database	NOUN
bracis-19076	40	3	are	be	AUX
bracis-19076	40	4	then	then	ADV
bracis-19076	40	5	used	use	VERB
bracis-19076	40	6	to	to	PART
bracis-19076	40	7	train	train	VERB
bracis-19076	40	8	different	different	ADJ
bracis-19076	40	9	models	model	NOUN
bracis-19076	40	10	.	.	PUNCT
bracis-19076	41	1	then	then	ADV
bracis-19076	41	2	a	a	DET
bracis-19076	41	3	final	final	ADJ
bracis-19076	41	4	model	model	NOUN
bracis-19076	41	5	is	be	AUX
bracis-19076	41	6	generated	generate	VERB
bracis-19076	41	7	with	with	ADP
bracis-19076	41	8	the	the	DET
bracis-19076	41	9	original	original	ADJ
bracis-19076	41	10	database	database	NOUN
bracis-19076	41	11	,	,	PUNCT
bracis-19076	41	12	but	but	CCONJ
bracis-19076	41	13	starting	start	VERB
bracis-19076	41	14	the	the	DET
bracis-19076	41	15	network	network	NOUN
bracis-19076	41	16	with	with	ADP
bracis-19076	41	17	the	the	DET
bracis-19076	41	18	information	information	NOUN
bracis-19076	41	19	learned	learn	VERB
bracis-19076	41	20	before	before	ADV
bracis-19076	41	21	by	by	ADP
bracis-19076	41	22	the	the	DET
bracis-19076	41	23	previous	previous	ADJ
bracis-19076	41	24	trained	train	VERB
bracis-19076	41	25	models	model	NOUN
bracis-19076	41	26	.	.	PUNCT
bracis-19076	42	1	the	the	DET
bracis-19076	42	2	motivation	motivation	NOUN
bracis-19076	42	3	of	of	ADP
bracis-19076	42	4	this	this	DET
bracis-19076	42	5	approach	approach	NOUN
bracis-19076	42	6	refers	refer	VERB
bracis-19076	42	7	to	to	ADP
bracis-19076	42	8	the	the	DET
bracis-19076	42	9	duality	duality	NOUN
bracis-19076	42	10	between	between	ADP
bracis-19076	42	11	these	these	DET
bracis-19076	42	12	symbolic	symbolic	ADJ
bracis-19076	42	13	and	and	CCONJ
bracis-19076	42	14	neural	neural	ADJ
bracis-19076	42	15	classifiers	classifier	NOUN
bracis-19076	42	16	and	and	CCONJ
bracis-19076	42	17	how	how	SCONJ
bracis-19076	42	18	their	their	PRON
bracis-19076	42	19	performance	performance	NOUN
bracis-19076	42	20	improve	improve	VERB
bracis-19076	42	21	by	by	ADP
bracis-19076	42	22	exchanging	exchange	VERB
bracis-19076	42	23	information	information	NOUN
bracis-19076	42	24	.	.	PUNCT
bracis-19076	43	1	through	through	ADP
bracis-19076	43	2	this	this	DET
bracis-19076	43	3	study	study	NOUN
bracis-19076	43	4	,	,	PUNCT
bracis-19076	43	5	we	we	PRON
bracis-19076	43	6	observe	observe	VERB
bracis-19076	43	7	that	that	SCONJ
bracis-19076	43	8	the	the	DET
bracis-19076	43	9	pre	pre	NOUN
bracis-19076	43	10	-	-	NOUN
bracis-19076	43	11	initialization	initialization	NOUN
bracis-19076	43	12	of	of	ADP
bracis-19076	43	13	the	the	DET
bracis-19076	43	14	network	network	NOUN
bracis-19076	43	15	increases	increase	VERB
bracis-19076	43	16	the	the	DET
bracis-19076	43	17	accuracy	accuracy	NOUN
bracis-19076	43	18	of	of	ADP
bracis-19076	43	19	the	the	DET
bracis-19076	43	20	final	final	ADJ
bracis-19076	43	21	classification	classification	NOUN
bracis-19076	43	22	for	for	ADP
bracis-19076	43	23	most	most	ADJ
bracis-19076	43	24	of	of	ADP
bracis-19076	43	25	the	the	DET
bracis-19076	43	26	tested	test	VERB
bracis-19076	43	27	bases	basis	NOUN
bracis-19076	43	28	.	.	PUNCT
bracis-19076	44	1	there	there	PRON
bracis-19076	44	2	are	be	VERB
bracis-19076	44	3	two	two	NUM
bracis-19076	44	4	methods	method	NOUN
bracis-19076	44	5	of	of	ADP
bracis-19076	44	6	improvement	improvement	NOUN
bracis-19076	44	7	.	.	PUNCT
bracis-19076	45	1	the	the	DET
bracis-19076	45	2	first	first	ADJ
bracis-19076	45	3	consists	consist	VERB
bracis-19076	45	4	in	in	ADP
bracis-19076	45	5	extracting	extract	VERB
bracis-19076	45	6	the	the	DET
bracis-19076	45	7	symbolic	symbolic	ADJ
bracis-19076	45	8	representations	representation	NOUN
bracis-19076	45	9	,	,	PUNCT
bracis-19076	45	10	in	in	ADP
bracis-19076	45	11	this	this	DET
bracis-19076	45	12	case	case	NOUN
bracis-19076	45	13	shapelets	shapelet	NOUN
bracis-19076	45	14	,	,	PUNCT
bracis-19076	45	15	and	and	CCONJ
bracis-19076	45	16	training	training	NOUN
bracis-19076	45	17	only	only	ADV
bracis-19076	45	18	with	with	ADP
bracis-19076	45	19	these	these	DET
bracis-19076	45	20	parts	part	NOUN
bracis-19076	45	21	of	of	ADP
bracis-19076	45	22	the	the	DET
bracis-19076	45	23	original	original	ADJ
bracis-19076	45	24	series	series	NOUN
bracis-19076	45	25	and	and	CCONJ
bracis-19076	45	26	then	then	ADV
bracis-19076	45	27	transferring	transfer	VERB
bracis-19076	45	28	the	the	DET
bracis-19076	45	29	learned	learn	VERB
bracis-19076	45	30	weights	weight	NOUN
bracis-19076	45	31	to	to	ADP
bracis-19076	45	32	the	the	DET
bracis-19076	45	33	final	final	ADJ
bracis-19076	45	34	model	model	NOUN
bracis-19076	45	35	,	,	PUNCT
bracis-19076	45	36	which	which	PRON
bracis-19076	45	37	allows	allow	VERB
bracis-19076	45	38	highlighting	highlight	VERB
bracis-19076	45	39	the	the	DET
bracis-19076	45	40	symbolic	symbolic	ADJ
bracis-19076	45	41	representations	representation	NOUN
bracis-19076	45	42	.	.	PUNCT
bracis-19076	46	1	this	this	DET
bracis-19076	46	2	case	case	NOUN
bracis-19076	46	3	is	be	AUX
bracis-19076	46	4	being	be	AUX
bracis-19076	46	5	called	call	VERB
bracis-19076	46	6	“	"	PUNCT
bracis-19076	46	7	classifier	classifier	NOUN
bracis-19076	46	8	4	4	NUM
bracis-19076	46	9	”	"	PUNCT
bracis-19076	46	10	in	in	ADP
bracis-19076	46	11	fig	fig	NOUN
bracis-19076	46	12	.	.	PUNCT
bracis-19076	46	13	 	 	SPACE
bracis-19076	47	1	1	1	NUM
bracis-19076	47	2	.	.	PUNCT
bracis-19076	47	3	another	another	DET
bracis-19076	47	4	method	method	NOUN
bracis-19076	47	5	removes	remove	VERB
bracis-19076	47	6	the	the	DET
bracis-19076	47	7	shapelets	shapelet	NOUN
bracis-19076	47	8	and	and	CCONJ
bracis-19076	47	9	trains	train	NOUN
bracis-19076	47	10	only	only	ADV
bracis-19076	47	11	with	with	ADP
bracis-19076	47	12	the	the	DET
bracis-19076	47	13	“	"	PUNCT
bracis-19076	47	14	noisy	noisy	ADJ
bracis-19076	47	15	part	part	NOUN
bracis-19076	47	16	”	"	PUNCT
bracis-19076	47	17	of	of	ADP
bracis-19076	47	18	the	the	DET
bracis-19076	47	19	original	original	ADJ
bracis-19076	47	20	series	series	NOUN
bracis-19076	47	21	and	and	CCONJ
bracis-19076	47	22	then	then	ADV
bracis-19076	47	23	apply	apply	VERB
bracis-19076	47	24	the	the	DET
bracis-19076	47	25	transfer	transfer	NOUN
bracis-19076	47	26	the	the	DET
bracis-19076	47	27	weights	weight	NOUN
bracis-19076	47	28	to	to	ADP
bracis-19076	47	29	the	the	DET
bracis-19076	47	30	final	final	ADJ
bracis-19076	47	31	model	model	NOUN
bracis-19076	47	32	,	,	PUNCT
bracis-19076	47	33	called	call	VERB
bracis-19076	47	34	“	"	PUNCT
bracis-19076	47	35	classifier	classifier	NOUN
bracis-19076	47	36	5	5	NUM
bracis-19076	47	37	”	"	PUNCT
bracis-19076	47	38	in	in	ADP
bracis-19076	47	39	the	the	DET
bracis-19076	47	40	figure	figure	NOUN
bracis-19076	47	41	.	.	PUNCT
bracis-19076	48	1	the	the	DET
bracis-19076	48	2	rest	rest	NOUN
bracis-19076	48	3	of	of	ADP
bracis-19076	48	4	this	this	DET
bracis-19076	48	5	paper	paper	NOUN
bracis-19076	48	6	is	be	AUX
bracis-19076	48	7	organized	organize	VERB
bracis-19076	48	8	as	as	SCONJ
bracis-19076	48	9	follows	follow	VERB
bracis-19076	48	10	:	:	PUNCT
bracis-19076	48	11	related	related	ADJ
bracis-19076	48	12	works	work	NOUN
bracis-19076	48	13	are	be	AUX
bracis-19076	48	14	commented	comment	VERB
bracis-19076	48	15	on	on	ADP
bracis-19076	48	16	in	in	ADP
bracis-19076	48	17	sect	sect	NOUN
bracis-19076	48	18	.	.	PUNCT
bracis-19076	48	19	 	 	SPACE
bracis-19076	49	1	2	2	X
bracis-19076	49	2	.	.	PUNCT
bracis-19076	50	1	the	the	DET
bracis-19076	50	2	materials	material	NOUN
bracis-19076	50	3	and	and	CCONJ
bracis-19076	50	4	method	method	NOUN
bracis-19076	50	5	used	use	VERB
bracis-19076	50	6	are	be	AUX
bracis-19076	50	7	presented	present	VERB
bracis-19076	50	8	in	in	ADP
bracis-19076	50	9	sect	sect	NOUN
bracis-19076	50	10	.	.	PUNCT
bracis-19076	50	11	 	 	SPACE
bracis-19076	51	1	3	3	X
bracis-19076	51	2	.	.	X
bracis-19076	51	3	section	section	NOUN
bracis-19076	51	4	 	 	SPACE
bracis-19076	51	5	4	4	NUM
bracis-19076	51	6	contains	contain	VERB
bracis-19076	51	7	the	the	DET
bracis-19076	51	8	results	result	NOUN
bracis-19076	51	9	and	and	CCONJ
bracis-19076	51	10	discussions	discussion	NOUN
bracis-19076	51	11	,	,	PUNCT
bracis-19076	51	12	and	and	CCONJ
bracis-19076	51	13	finally	finally	ADV
bracis-19076	51	14	,	,	PUNCT
bracis-19076	51	15	sect	sect	NOUN
bracis-19076	51	16	.	.	PUNCT
bracis-19076	51	17	 	 	SPACE
bracis-19076	51	18	5	5	NUM
bracis-19076	51	19	concludes	conclude	VERB
bracis-19076	51	20	the	the	DET
bracis-19076	51	21	paper	paper	NOUN
bracis-19076	51	22	and	and	CCONJ
bracis-19076	51	23	list	list	VERB
bracis-19076	51	24	some	some	DET
bracis-19076	51	25	future	future	ADJ
bracis-19076	51	26	works	work	NOUN
bracis-19076	51	27	.	.	PUNCT
bracis-19076	52	1	2	2	NUM
bracis-19076	52	2	related	relate	VERB
bracis-19076	52	3	work	work	NOUN
bracis-19076	52	4	in	in	ADP
bracis-19076	52	5	order	order	NOUN
bracis-19076	52	6	to	to	PART
bracis-19076	52	7	obtain	obtain	VERB
bracis-19076	52	8	the	the	DET
bracis-19076	52	9	necessary	necessary	ADJ
bracis-19076	52	10	conditions	condition	NOUN
bracis-19076	52	11	to	to	PART
bracis-19076	52	12	compare	compare	VERB
bracis-19076	52	13	classification	classification	NOUN
bracis-19076	52	14	models	model	NOUN
bracis-19076	52	15	,	,	PUNCT
bracis-19076	52	16	researchers	researcher	NOUN
bracis-19076	52	17	often	often	ADV
bracis-19076	52	18	use	use	VERB
bracis-19076	52	19	an	an	DET
bracis-19076	52	20	openly	openly	ADV
bracis-19076	52	21	available	available	ADJ
bracis-19076	52	22	database	database	NOUN
bracis-19076	52	23	of	of	ADP
bracis-19076	52	24	ucr	ucr	PROPN
bracis-19076	52	25	time	time	PROPN
bracis-19076	52	26	series	series	PROPN
bracis-19076	52	27	[	[	X
bracis-19076	52	28	3	3	NUM
bracis-19076	52	29	]	]	PUNCT
bracis-19076	52	30	.	.	PUNCT
bracis-19076	53	1	this	this	PRON
bracis-19076	53	2	is	be	AUX
bracis-19076	53	3	a	a	DET
bracis-19076	53	4	popular	popular	ADJ
bracis-19076	53	5	time	time	NOUN
bracis-19076	53	6	series	series	NOUN
bracis-19076	53	7	benchmark	benchmark	NOUN
bracis-19076	53	8	due	due	ADP
bracis-19076	53	9	to	to	ADP
bracis-19076	53	10	its	its	PRON
bracis-19076	53	11	diversity	diversity	NOUN
bracis-19076	53	12	.	.	PUNCT
bracis-19076	54	1	the	the	DET
bracis-19076	54	2	time	time	NOUN
bracis-19076	54	3	series	series	PROPN
bracis-19076	54	4	classification	classification	NOUN
bracis-19076	54	5	is	be	AUX
bracis-19076	54	6	divided	divide	VERB
bracis-19076	54	7	into	into	ADP
bracis-19076	54	8	several	several	ADJ
bracis-19076	54	9	paradigms	paradigm	NOUN
bracis-19076	54	10	for	for	ADP
bracis-19076	54	11	generating	generating	NOUN
bracis-19076	54	12	models	model	NOUN
bracis-19076	54	13	,	,	PUNCT
bracis-19076	54	14	whether	whether	SCONJ
bracis-19076	54	15	symbolic	symbolic	ADJ
bracis-19076	54	16	or	or	CCONJ
bracis-19076	54	17	statistical	statistical	ADJ
bracis-19076	54	18	.	.	PUNCT
bracis-19076	55	1	most	most	ADJ
bracis-19076	55	2	works	work	NOUN
bracis-19076	55	3	based	base	VERB
bracis-19076	55	4	on	on	ADP
bracis-19076	55	5	symbolic	symbolic	ADJ
bracis-19076	55	6	paradigms	paradigms	NOUN
bracis-19076	55	7	use	use	NOUN
bracis-19076	55	8	shapelets	shapelet	NOUN
bracis-19076	55	9	due	due	ADP
bracis-19076	55	10	to	to	ADP
bracis-19076	55	11	the	the	DET
bracis-19076	55	12	intelligibility	intelligibility	NOUN
bracis-19076	55	13	of	of	ADP
bracis-19076	55	14	the	the	DET
bracis-19076	55	15	model	model	NOUN
bracis-19076	55	16	.	.	PUNCT
bracis-19076	56	1	according	accord	VERB
bracis-19076	56	2	to	to	ADP
bracis-19076	56	3	[	[	X
bracis-19076	56	4	20	20	NUM
bracis-19076	56	5	]	]	PUNCT
bracis-19076	56	6	,	,	PUNCT
bracis-19076	56	7	shapelets	shapelet	NOUN
bracis-19076	56	8	can	can	AUX
bracis-19076	56	9	provide	provide	VERB
bracis-19076	56	10	results	result	NOUN
bracis-19076	56	11	that	that	PRON
bracis-19076	56	12	should	should	AUX
bracis-19076	56	13	help	help	VERB
bracis-19076	56	14	domain	domain	VERB
bracis-19076	56	15	experts	expert	NOUN
bracis-19076	56	16	better	well	ADV
bracis-19076	56	17	understand	understand	VERB
bracis-19076	56	18	their	their	PRON
bracis-19076	56	19	own	own	ADJ
bracis-19076	56	20	data	datum	NOUN
bracis-19076	56	21	.	.	PUNCT
bracis-19076	57	1	in	in	ADP
bracis-19076	57	2	[	[	X
bracis-19076	57	3	12	12	NUM
bracis-19076	57	4	]	]	PUNCT
bracis-19076	57	5	is	be	AUX
bracis-19076	57	6	presented	present	VERB
bracis-19076	57	7	an	an	DET
bracis-19076	57	8	interface	interface	NOUN
bracis-19076	57	9	to	to	PART
bracis-19076	57	10	visualize	visualize	VERB
bracis-19076	57	11	the	the	DET
bracis-19076	57	12	extracted	extract	VERB
bracis-19076	57	13	shapelets	shapelet	NOUN
bracis-19076	57	14	in	in	ADP
bracis-19076	57	15	an	an	DET
bracis-19076	57	16	interactive	interactive	ADJ
bracis-19076	57	17	way	way	NOUN
bracis-19076	57	18	,	,	PUNCT
bracis-19076	57	19	which	which	PRON
bracis-19076	57	20	can	can	AUX
bracis-19076	57	21	also	also	ADV
bracis-19076	57	22	be	be	AUX
bracis-19076	57	23	used	use	VERB
bracis-19076	57	24	at	at	ADP
bracis-19076	57	25	different	different	ADJ
bracis-19076	57	26	extraction	extraction	NOUN
bracis-19076	57	27	methods	method	NOUN
bracis-19076	57	28	.	.	PUNCT
bracis-19076	58	1	the	the	DET
bracis-19076	58	2	first	first	ADJ
bracis-19076	58	3	method	method	NOUN
bracis-19076	58	4	was	be	AUX
bracis-19076	58	5	proposed	propose	VERB
bracis-19076	58	6	by	by	ADP
bracis-19076	58	7	the	the	DET
bracis-19076	58	8	same	same	ADJ
bracis-19076	58	9	authors	author	NOUN
bracis-19076	58	10	[	[	X
bracis-19076	58	11	13	13	NUM
bracis-19076	58	12	]	]	PUNCT
bracis-19076	58	13	and	and	CCONJ
bracis-19076	58	14	is	be	AUX
bracis-19076	58	15	based	base	VERB
bracis-19076	58	16	on	on	ADP
bracis-19076	58	17	intermediate	intermediate	ADJ
bracis-19076	58	18	symbolic	symbolic	ADJ
bracis-19076	58	19	representations	representation	NOUN
bracis-19076	58	20	,	,	PUNCT
bracis-19076	58	21	called	call	VERB
bracis-19076	58	22	symbolic	symbolic	ADJ
bracis-19076	58	23	aggregate	aggregate	NOUN
bracis-19076	58	24	approximation	approximation	NOUN
bracis-19076	58	25	(	(	PUNCT
bracis-19076	58	26	sax	sax	NOUN
bracis-19076	58	27	)	)	PUNCT
bracis-19076	58	28	.	.	PUNCT
bracis-19076	59	1	this	this	DET
bracis-19076	59	2	concept	concept	NOUN
bracis-19076	59	3	is	be	AUX
bracis-19076	59	4	widely	widely	ADV
bracis-19076	59	5	explored	explore	VERB
bracis-19076	59	6	and	and	CCONJ
bracis-19076	59	7	was	be	AUX
bracis-19076	59	8	presented	present	VERB
bracis-19076	59	9	for	for	ADP
bracis-19076	59	10	the	the	DET
bracis-19076	59	11	first	first	ADJ
bracis-19076	59	12	time	time	NOUN
bracis-19076	59	13	in	in	ADP
bracis-19076	59	14	[	[	X
bracis-19076	59	15	14	14	NUM
bracis-19076	59	16	]	]	PUNCT
bracis-19076	59	17	.	.	PUNCT
bracis-19076	60	1	it	it	PRON
bracis-19076	60	2	consists	consist	VERB
bracis-19076	60	3	of	of	ADP
bracis-19076	60	4	discretizing	discretize	VERB
bracis-19076	60	5	the	the	DET
bracis-19076	60	6	series	series	NOUN
bracis-19076	60	7	into	into	ADP
bracis-19076	60	8	bands	band	NOUN
bracis-19076	60	9	that	that	PRON
bracis-19076	60	10	become	become	VERB
bracis-19076	60	11	symbols	symbol	NOUN
bracis-19076	60	12	of	of	ADP
bracis-19076	60	13	an	an	DET
bracis-19076	60	14	alphabet	alphabet	NOUN
bracis-19076	60	15	and	and	CCONJ
bracis-19076	60	16	,	,	PUNCT
bracis-19076	60	17	consequently	consequently	ADV
bracis-19076	60	18	,	,	PUNCT
bracis-19076	60	19	each	each	PRON
bracis-19076	60	20	sub	sub	ADJ
bracis-19076	60	21	-	-	NOUN
bracis-19076	60	22	sequence	sequence	NOUN
bracis-19076	60	23	generate	generate	VERB
bracis-19076	60	24	a	a	DET
bracis-19076	60	25	word	word	NOUN
bracis-19076	60	26	.	.	PUNCT
bracis-19076	61	1	in	in	ADP
bracis-19076	61	2	[	[	X
bracis-19076	61	3	13	13	NUM
bracis-19076	61	4	]	]	PUNCT
bracis-19076	61	5	the	the	DET
bracis-19076	61	6	sax	sax	PROPN
bracis-19076	61	7	words	word	NOUN
bracis-19076	61	8	are	be	AUX
bracis-19076	61	9	converted	convert	VERB
bracis-19076	61	10	into	into	ADP
bracis-19076	61	11	shapelets	shapelet	NOUN
bracis-19076	61	12	through	through	ADP
bracis-19076	61	13	a	a	DET
bracis-19076	61	14	structure	structure	NOUN
bracis-19076	61	15	of	of	ADP
bracis-19076	61	16	weighted	weight	VERB
bracis-19076	61	17	bitmaps	bitmap	NOUN
bracis-19076	61	18	of	of	ADP
bracis-19076	61	19	the	the	DET
bracis-19076	61	20	sax	sax	PROPN
bracis-19076	61	21	words	word	NOUN
bracis-19076	61	22	to	to	PART
bracis-19076	61	23	determine	determine	VERB
bracis-19076	61	24	the	the	DET
bracis-19076	61	25	quality	quality	NOUN
bracis-19076	61	26	of	of	ADP
bracis-19076	61	27	the	the	DET
bracis-19076	61	28	shapelet	shapelet	NOUN
bracis-19076	61	29	candidates	candidate	NOUN
bracis-19076	61	30	,	,	PUNCT
bracis-19076	61	31	transforming	transform	VERB
bracis-19076	61	32	the	the	DET
bracis-19076	61	33	shapelet	shapelet	NOUN
bracis-19076	61	34	selection	selection	NOUN
bracis-19076	61	35	problem	problem	NOUN
bracis-19076	61	36	into	into	ADP
bracis-19076	61	37	a	a	DET
bracis-19076	61	38	heuristic	heuristic	ADJ
bracis-19076	61	39	search	search	NOUN
bracis-19076	61	40	process	process	NOUN
bracis-19076	61	41	.	.	PUNCT
bracis-19076	62	1	according	accord	VERB
bracis-19076	62	2	to	to	ADP
bracis-19076	62	3	the	the	DET
bracis-19076	62	4	authors	author	NOUN
bracis-19076	62	5	,	,	PUNCT
bracis-19076	62	6	this	this	DET
bracis-19076	62	7	process	process	NOUN
bracis-19076	62	8	makes	make	VERB
bracis-19076	62	9	finding	find	VERB
bracis-19076	62	10	shapelets	shapelet	NOUN
bracis-19076	62	11	more	more	ADV
bracis-19076	62	12	efficient	efficient	ADJ
bracis-19076	62	13	.	.	PUNCT
bracis-19076	63	1	the	the	DET
bracis-19076	63	2	main	main	ADJ
bracis-19076	63	3	shapelet	shapelet	NOUN
bracis-19076	63	4	-	-	PUNCT
bracis-19076	63	5	based	base	VERB
bracis-19076	63	6	classification	classification	NOUN
bracis-19076	63	7	methods	method	NOUN
bracis-19076	63	8	cited	cite	VERB
bracis-19076	63	9	in	in	ADP
bracis-19076	63	10	[	[	X
bracis-19076	63	11	12	12	NUM
bracis-19076	63	12	]	]	PUNCT
bracis-19076	63	13	are	be	AUX
bracis-19076	63	14	:	:	PUNCT
bracis-19076	63	15	hive	hive	NOUN
bracis-19076	63	16	-	-	PUNCT
bracis-19076	63	17	cote	cote	NOUN
bracis-19076	63	18	(	(	PUNCT
bracis-19076	63	19	hierarchical	hierarchical	ADJ
bracis-19076	63	20	vote	vote	NOUN
bracis-19076	63	21	collective	collective	ADJ
bracis-19076	63	22	of	of	ADP
bracis-19076	63	23	transformation	transformation	NOUN
bracis-19076	63	24	based	base	VERB
bracis-19076	63	25	ensembles	ensemble	NOUN
bracis-19076	63	26	)	)	PUNCT
bracis-19076	64	1	[	[	X
bracis-19076	64	2	16	16	NUM
bracis-19076	64	3	]	]	PUNCT
bracis-19076	64	4	,	,	PUNCT
bracis-19076	64	5	elis	elis	PROPN
bracis-19076	64	6	(	(	PUNCT
bracis-19076	64	7	efficient	efficient	ADJ
bracis-19076	64	8	learning	learn	VERB
bracis-19076	64	9	interpretable	interpretable	ADJ
bracis-19076	64	10	shapelets	shapelet	NOUN
bracis-19076	64	11	)	)	PUNCT
bracis-19076	65	1	[	[	X
bracis-19076	65	2	4	4	X
bracis-19076	65	3	]	]	PUNCT
bracis-19076	65	4	and	and	CCONJ
bracis-19076	65	5	lts	lts	PROPN
bracis-19076	65	6	(	(	PUNCT
bracis-19076	65	7	learning	learn	VERB
bracis-19076	65	8	time	time	NOUN
bracis-19076	65	9	-	-	PUNCT
bracis-19076	65	10	series	series	NOUN
bracis-19076	65	11	shapelet	shapelet	NOUN
bracis-19076	65	12	)	)	PUNCT
bracis-19076	66	1	[	[	X
bracis-19076	66	2	8	8	NUM
bracis-19076	66	3	]	]	PUNCT
bracis-19076	66	4	.	.	PUNCT
bracis-19076	67	1	in	in	ADP
bracis-19076	67	2	addition	addition	NOUN
bracis-19076	67	3	,	,	PUNCT
bracis-19076	67	4	the	the	DET
bracis-19076	67	5	boss	boss	NOUN
bracis-19076	67	6	method	method	NOUN
bracis-19076	67	7	(	(	PUNCT
bracis-19076	67	8	bag	bag	NOUN
bracis-19076	67	9	of	of	ADP
bracis-19076	67	10	sfa	sfa	PROPN
bracis-19076	67	11	symbols	symbol	NOUN
bracis-19076	67	12	)	)	PUNCT
bracis-19076	67	13	of	of	ADP
bracis-19076	67	14	[	[	X
bracis-19076	67	15	17	17	NUM
bracis-19076	67	16	]	]	PUNCT
bracis-19076	67	17	is	be	AUX
bracis-19076	67	18	also	also	ADV
bracis-19076	67	19	referenced	reference	VERB
bracis-19076	67	20	by	by	ADP
bracis-19076	67	21	[	[	X
bracis-19076	67	22	19	19	NUM
bracis-19076	67	23	]	]	PUNCT
bracis-19076	67	24	and	and	CCONJ
bracis-19076	67	25	[	[	X
bracis-19076	67	26	6	6	NUM
bracis-19076	67	27	]	]	PUNCT
bracis-19076	67	28	.	.	PUNCT
bracis-19076	68	1	each	each	PRON
bracis-19076	68	2	of	of	ADP
bracis-19076	68	3	these	these	PRON
bracis-19076	68	4	will	will	AUX
bracis-19076	68	5	be	be	AUX
bracis-19076	68	6	explained	explain	VERB
bracis-19076	68	7	in	in	ADP
bracis-19076	68	8	detail	detail	NOUN
bracis-19076	68	9	below	below	ADV
bracis-19076	68	10	.	.	PUNCT
bracis-19076	69	1	one	one	NUM
bracis-19076	69	2	of	of	ADP
bracis-19076	69	3	the	the	DET
bracis-19076	69	4	most	most	ADV
bracis-19076	69	5	popular	popular	ADJ
bracis-19076	69	6	time	time	NOUN
bracis-19076	69	7	series	series	PROPN
bracis-19076	69	8	classification	classification	NOUN
bracis-19076	69	9	algorithms	algorithm	NOUN
bracis-19076	69	10	is	be	AUX
bracis-19076	69	11	called	call	VERB
bracis-19076	69	12	boss	boss	NOUN
bracis-19076	69	13	.	.	PUNCT
bracis-19076	70	1	it	it	PRON
bracis-19076	70	2	generates	generate	VERB
bracis-19076	70	3	a	a	DET
bracis-19076	70	4	set	set	NOUN
bracis-19076	70	5	of	of	ADP
bracis-19076	70	6	symbolic	symbolic	ADJ
bracis-19076	70	7	sfa	sfa	PROPN
bracis-19076	70	8	representations	representation	NOUN
bracis-19076	70	9	(	(	PUNCT
bracis-19076	70	10	symbolic	symbolic	ADJ
bracis-19076	70	11	fourier	fourier	NOUN
bracis-19076	70	12	approximation	approximation	NOUN
bracis-19076	70	13	)	)	PUNCT
bracis-19076	70	14	with	with	ADP
bracis-19076	70	15	different	different	ADJ
bracis-19076	70	16	sliding	slide	VERB
bracis-19076	70	17	window	window	NOUN
bracis-19076	70	18	sizes	size	NOUN
bracis-19076	70	19	and	and	CCONJ
bracis-19076	70	20	creates	create	VERB
bracis-19076	70	21	an	an	DET
bracis-19076	70	22	ensemble	ensemble	ADJ
bracis-19076	70	23	based	base	VERB
bracis-19076	70	24	on	on	ADP
bracis-19076	70	25	a	a	DET
bracis-19076	70	26	template	template	NOUN
bracis-19076	70	27	similar	similar	ADJ
bracis-19076	70	28	to	to	ADP
bracis-19076	70	29	bag	bag	NOUN
bracis-19076	70	30	of	of	ADP
bracis-19076	70	31	words	word	NOUN
bracis-19076	70	32	(	(	PUNCT
bracis-19076	70	33	bow	bow	NOUN
bracis-19076	70	34	)	)	PUNCT
bracis-19076	70	35	.	.	PUNCT
bracis-19076	71	1	this	this	DET
bracis-19076	71	2	model	model	NOUN
bracis-19076	71	3	is	be	AUX
bracis-19076	71	4	a	a	DET
bracis-19076	71	5	set	set	NOUN
bracis-19076	71	6	with	with	ADP
bracis-19076	71	7	occurrences	occurrence	NOUN
bracis-19076	71	8	counting	counting	NOUN
bracis-19076	71	9	of	of	ADP
bracis-19076	71	10	symbols	symbol	NOUN
bracis-19076	71	11	,	,	PUNCT
bracis-19076	71	12	disregarding	disregard	VERB
bracis-19076	71	13	other	other	ADJ
bracis-19076	71	14	elements	element	NOUN
bracis-19076	71	15	such	such	ADJ
bracis-19076	71	16	as	as	ADP
bracis-19076	71	17	the	the	DET
bracis-19076	71	18	order	order	NOUN
bracis-19076	71	19	in	in	ADP
bracis-19076	71	20	which	which	PRON
bracis-19076	71	21	they	they	PRON
bracis-19076	71	22	appear	appear	VERB
bracis-19076	71	23	.	.	PUNCT
bracis-19076	72	1	compared	compare	VERB
bracis-19076	72	2	to	to	ADP
bracis-19076	72	3	shapelets	shapelet	NOUN
bracis-19076	72	4	,	,	PUNCT
bracis-19076	72	5	these	these	DET
bracis-19076	72	6	representations	representation	NOUN
bracis-19076	72	7	are	be	AUX
bracis-19076	72	8	extremely	extremely	ADV
bracis-19076	72	9	short	short	ADJ
bracis-19076	72	10	and	and	CCONJ
bracis-19076	72	11	have	have	VERB
bracis-19076	72	12	a	a	DET
bracis-19076	72	13	wide	wide	ADJ
bracis-19076	72	14	range	range	NOUN
bracis-19076	72	15	of	of	ADP
bracis-19076	72	16	sizes	size	NOUN
bracis-19076	72	17	.	.	PUNCT
bracis-19076	73	1	its	its	PRON
bracis-19076	73	2	classification	classification	NOUN
bracis-19076	73	3	is	be	AUX
bracis-19076	73	4	based	base	VERB
bracis-19076	73	5	on	on	ADP
bracis-19076	73	6	a	a	DET
bracis-19076	73	7	histogram	histogram	NOUN
bracis-19076	73	8	of	of	ADP
bracis-19076	73	9	occurrences	occurrence	NOUN
bracis-19076	73	10	rather	rather	ADV
bracis-19076	73	11	than	than	ADP
bracis-19076	73	12	a	a	DET
bracis-19076	73	13	decision	decision	NOUN
bracis-19076	73	14	tree	tree	NOUN
bracis-19076	73	15	.	.	PUNCT
bracis-19076	74	1	the	the	DET
bracis-19076	74	2	boss	boss	NOUN
bracis-19076	74	3	is	be	AUX
bracis-19076	74	4	noise	noise	NOUN
bracis-19076	74	5	tolerant	tolerant	ADJ
bracis-19076	74	6	,	,	PUNCT
bracis-19076	74	7	scale	scale	NOUN
bracis-19076	74	8	independent	independent	ADJ
bracis-19076	74	9	,	,	PUNCT
bracis-19076	74	10	and	and	CCONJ
bracis-19076	74	11	position	position	NOUN
bracis-19076	74	12	invariant	invariant	ADJ
bracis-19076	74	13	.	.	PUNCT
bracis-19076	75	1	one	one	NUM
bracis-19076	75	2	of	of	ADP
bracis-19076	75	3	the	the	DET
bracis-19076	75	4	works	work	NOUN
bracis-19076	75	5	that	that	PRON
bracis-19076	75	6	supports	support	VERB
bracis-19076	75	7	several	several	ADJ
bracis-19076	75	8	others	other	NOUN
bracis-19076	75	9	in	in	ADP
bracis-19076	75	10	the	the	DET
bracis-19076	75	11	field	field	NOUN
bracis-19076	75	12	of	of	ADP
bracis-19076	75	13	time	time	NOUN
bracis-19076	75	14	series	series	PROPN
bracis-19076	75	15	classification	classification	NOUN
bracis-19076	75	16	is	be	AUX
bracis-19076	75	17	the	the	DET
bracis-19076	75	18	use	use	NOUN
bracis-19076	75	19	of	of	ADP
bracis-19076	75	20	a	a	DET
bracis-19076	75	21	collection	collection	NOUN
bracis-19076	75	22	of	of	ADP
bracis-19076	75	23	classifiers	classifier	NOUN
bracis-19076	75	24	called	call	VERB
bracis-19076	75	25	cote	cote	NOUN
bracis-19076	76	1	[	[	X
bracis-19076	76	2	1	1	NUM
bracis-19076	76	3	]	]	PUNCT
bracis-19076	76	4	.	.	PUNCT
bracis-19076	77	1	in	in	ADP
bracis-19076	77	2	this	this	DET
bracis-19076	77	3	type	type	NOUN
bracis-19076	77	4	of	of	ADP
bracis-19076	77	5	approach	approach	NOUN
bracis-19076	77	6	there	there	PRON
bracis-19076	77	7	are	be	VERB
bracis-19076	77	8	35	35	NUM
bracis-19076	77	9	classifiers	classifier	NOUN
bracis-19076	77	10	[	[	X
bracis-19076	77	11	16	16	NUM
bracis-19076	77	12	]	]	PUNCT
bracis-19076	77	13	.	.	PUNCT
bracis-19076	78	1	each	each	DET
bracis-19076	78	2	classifier	classifier	NOUN
bracis-19076	78	3	is	be	AUX
bracis-19076	78	4	trained	train	VERB
bracis-19076	78	5	individually	individually	ADV
bracis-19076	78	6	and	and	CCONJ
bracis-19076	78	7	then	then	ADV
bracis-19076	78	8	the	the	DET
bracis-19076	78	9	results	result	NOUN
bracis-19076	78	10	are	be	AUX
bracis-19076	78	11	combined	combine	VERB
bracis-19076	78	12	by	by	ADP
bracis-19076	78	13	assigning	assign	VERB
bracis-19076	78	14	weights	weight	NOUN
bracis-19076	78	15	to	to	ADP
bracis-19076	78	16	the	the	DET
bracis-19076	78	17	classifiers	classifier	NOUN
bracis-19076	78	18	[	[	X
bracis-19076	78	19	15	15	NUM
bracis-19076	78	20	]	]	PUNCT
bracis-19076	78	21	.	.	PUNCT
bracis-19076	79	1	a	a	DET
bracis-19076	79	2	later	later	ADJ
bracis-19076	79	3	variation	variation	NOUN
bracis-19076	79	4	of	of	ADP
bracis-19076	79	5	this	this	DET
bracis-19076	79	6	method	method	NOUN
bracis-19076	79	7	,	,	PUNCT
bracis-19076	79	8	called	call	VERB
bracis-19076	79	9	hive	hive	NOUN
bracis-19076	79	10	-	-	PUNCT
bracis-19076	79	11	cote	cote	NOUN
bracis-19076	79	12	,	,	PUNCT
bracis-19076	79	13	is	be	AUX
bracis-19076	79	14	based	base	VERB
bracis-19076	79	15	on	on	ADP
bracis-19076	79	16	a	a	DET
bracis-19076	79	17	hierarchical	hierarchical	ADJ
bracis-19076	79	18	vote	vote	NOUN
bracis-19076	79	19	between	between	ADP
bracis-19076	79	20	classifiers	classifier	NOUN
bracis-19076	79	21	of	of	ADP
bracis-19076	79	22	the	the	DET
bracis-19076	79	23	same	same	ADJ
bracis-19076	79	24	nature	nature	NOUN
bracis-19076	79	25	.	.	PUNCT
bracis-19076	80	1	in	in	ADP
bracis-19076	80	2	this	this	DET
bracis-19076	80	3	method	method	NOUN
bracis-19076	80	4	there	there	PRON
bracis-19076	80	5	are	be	VERB
bracis-19076	80	6	a	a	DET
bracis-19076	80	7	total	total	NOUN
bracis-19076	80	8	of	of	ADP
bracis-19076	80	9	five	five	NUM
bracis-19076	80	10	modules	module	NOUN
bracis-19076	80	11	.	.	PUNCT
bracis-19076	81	1	for	for	ADP
bracis-19076	81	2	example	example	NOUN
bracis-19076	81	3	,	,	PUNCT
bracis-19076	81	4	one	one	NUM
bracis-19076	81	5	module	module	NOUN
bracis-19076	81	6	would	would	AUX
bracis-19076	81	7	be	be	AUX
bracis-19076	81	8	based	base	VERB
bracis-19076	81	9	on	on	ADP
bracis-19076	81	10	shapelets	shapelet	NOUN
bracis-19076	81	11	and	and	CCONJ
bracis-19076	81	12	another	another	DET
bracis-19076	81	13	module	module	NOUN
bracis-19076	81	14	would	would	AUX
bracis-19076	81	15	be	be	AUX
bracis-19076	81	16	based	base	VERB
bracis-19076	81	17	on	on	ADP
bracis-19076	81	18	bow	bow	PROPN
bracis-19076	81	19	.	.	PUNCT
bracis-19076	82	1	superior	superior	ADJ
bracis-19076	82	2	results	result	NOUN
bracis-19076	82	3	were	be	AUX
bracis-19076	82	4	obtained	obtain	VERB
bracis-19076	82	5	through	through	ADP
bracis-19076	82	6	this	this	DET
bracis-19076	82	7	hierarchical	hierarchical	ADJ
bracis-19076	82	8	voting	voting	NOUN
bracis-19076	82	9	process	process	NOUN
bracis-19076	82	10	.	.	PUNCT
bracis-19076	83	1	however	however	ADV
bracis-19076	83	2	,	,	PUNCT
bracis-19076	83	3	despite	despite	SCONJ
bracis-19076	83	4	both	both	DET
bracis-19076	83	5	works	work	NOUN
bracis-19076	83	6	showing	show	VERB
bracis-19076	83	7	positive	positive	ADJ
bracis-19076	83	8	results	result	NOUN
bracis-19076	83	9	,	,	PUNCT
bracis-19076	83	10	they	they	PRON
bracis-19076	83	11	use	use	VERB
bracis-19076	83	12	classifiers	classifier	NOUN
bracis-19076	83	13	from	from	ADP
bracis-19076	83	14	different	different	ADJ
bracis-19076	83	15	paradigms	paradigm	NOUN
bracis-19076	83	16	,	,	PUNCT
bracis-19076	83	17	such	such	ADJ
bracis-19076	83	18	as	as	ADP
bracis-19076	83	19	based	base	VERB
bracis-19076	83	20	on	on	ADP
bracis-19076	83	21	examples	example	NOUN
bracis-19076	83	22	,	,	PUNCT
bracis-19076	83	23	symbolic	symbolic	ADJ
bracis-19076	83	24	,	,	PUNCT
bracis-19076	83	25	statistical	statistical	ADJ
bracis-19076	83	26	and	and	CCONJ
bracis-19076	83	27	connectionist	connectionist	NOUN
bracis-19076	83	28	.	.	PUNCT
bracis-19076	84	1	this	this	PRON
bracis-19076	84	2	makes	make	VERB
bracis-19076	84	3	the	the	DET
bracis-19076	84	4	final	final	ADJ
bracis-19076	84	5	classification	classification	NOUN
bracis-19076	84	6	unintelligible	unintelligible	ADJ
bracis-19076	84	7	.	.	PUNCT
bracis-19076	85	1	another	another	DET
bracis-19076	85	2	work	work	NOUN
bracis-19076	85	3	related	relate	VERB
bracis-19076	85	4	to	to	ADP
bracis-19076	85	5	this	this	DET
bracis-19076	85	6	paper	paper	NOUN
bracis-19076	85	7	that	that	PRON
bracis-19076	85	8	presents	present	VERB
bracis-19076	85	9	a	a	DET
bracis-19076	85	10	time	time	NOUN
bracis-19076	85	11	series	series	NOUN
bracis-19076	85	12	classifier	classifier	NOUN
bracis-19076	85	13	using	use	VERB
bracis-19076	85	14	shapelets	shapelet	NOUN
bracis-19076	85	15	is	be	AUX
bracis-19076	85	16	elis	elis	PROPN
bracis-19076	85	17	[	[	X
bracis-19076	85	18	4	4	NUM
bracis-19076	85	19	]	]	PUNCT
bracis-19076	85	20	,	,	PUNCT
bracis-19076	85	21	which	which	PRON
bracis-19076	85	22	has	have	VERB
bracis-19076	85	23	a	a	DET
bracis-19076	85	24	faster	fast	ADJ
bracis-19076	85	25	extraction	extraction	NOUN
bracis-19076	85	26	method	method	NOUN
bracis-19076	85	27	than	than	ADP
bracis-19076	85	28	the	the	DET
bracis-19076	85	29	traditional	traditional	ADJ
bracis-19076	85	30	one	one	NOUN
bracis-19076	85	31	and	and	CCONJ
bracis-19076	85	32	shows	show	VERB
bracis-19076	85	33	good	good	ADJ
bracis-19076	85	34	results	result	NOUN
bracis-19076	85	35	.	.	PUNCT
bracis-19076	86	1	this	this	DET
bracis-19076	86	2	method	method	NOUN
bracis-19076	86	3	works	work	VERB
bracis-19076	86	4	in	in	ADP
bracis-19076	86	5	two	two	NUM
bracis-19076	86	6	phases	phase	NOUN
bracis-19076	86	7	:	:	PUNCT
bracis-19076	86	8	shapelet	shapelet	NOUN
bracis-19076	86	9	discovery	discovery	PROPN
bracis-19076	86	10	and	and	CCONJ
bracis-19076	86	11	shapelet	shapelet	NOUN
bracis-19076	86	12	adjustment	adjustment	NOUN
bracis-19076	86	13	.	.	PUNCT
bracis-19076	87	1	in	in	ADP
bracis-19076	87	2	the	the	DET
bracis-19076	87	3	first	first	ADJ
bracis-19076	87	4	stage	stage	NOUN
bracis-19076	87	5	,	,	PUNCT
bracis-19076	87	6	the	the	DET
bracis-19076	87	7	generation	generation	NOUN
bracis-19076	87	8	of	of	ADP
bracis-19076	87	9	sub	sub	NOUN
bracis-19076	87	10	-	-	NOUN
bracis-19076	87	11	sequences	sequence	NOUN
bracis-19076	87	12	occurs	occur	VERB
bracis-19076	87	13	in	in	ADP
bracis-19076	87	14	a	a	DET
bracis-19076	87	15	process	process	NOUN
bracis-19076	87	16	called	call	VERB
bracis-19076	87	17	paa	paa	NOUN
bracis-19076	87	18	(	(	PUNCT
bracis-19076	87	19	piecewise	piecewise	NOUN
bracis-19076	87	20	aggregation	aggregation	NOUN
bracis-19076	87	21	approximation	approximation	NOUN
bracis-19076	87	22	)	)	PUNCT
bracis-19076	87	23	.	.	PUNCT
bracis-19076	88	1	this	this	DET
bracis-19076	88	2	process	process	NOUN
bracis-19076	88	3	is	be	AUX
bracis-19076	88	4	like	like	ADP
bracis-19076	88	5	a	a	DET
bracis-19076	88	6	discretization	discretization	NOUN
bracis-19076	88	7	that	that	PRON
bracis-19076	88	8	reduces	reduce	VERB
bracis-19076	88	9	the	the	DET
bracis-19076	88	10	resolution	resolution	NOUN
bracis-19076	88	11	of	of	ADP
bracis-19076	88	12	the	the	DET
bracis-19076	88	13	series	series	NOUN
bracis-19076	88	14	.	.	PUNCT
bracis-19076	89	1	for	for	ADP
bracis-19076	89	2	each	each	DET
bracis-19076	89	3	class	class	NOUN
bracis-19076	89	4	the	the	DET
bracis-19076	89	5	paas	paas	NOUN
bracis-19076	89	6	,	,	PUNCT
bracis-19076	89	7	words	word	NOUN
bracis-19076	89	8	are	be	AUX
bracis-19076	89	9	ranked	rank	VERB
bracis-19076	89	10	and	and	CCONJ
bracis-19076	89	11	this	this	DET
bracis-19076	89	12	information	information	NOUN
bracis-19076	89	13	helps	help	VERB
bracis-19076	89	14	to	to	PART
bracis-19076	89	15	adjust	adjust	VERB
bracis-19076	89	16	the	the	DET
bracis-19076	89	17	shapelet	shapelet	NOUN
bracis-19076	89	18	numbers	number	NOUN
bracis-19076	89	19	to	to	PART
bracis-19076	89	20	be	be	AUX
bracis-19076	89	21	automatically	automatically	ADV
bracis-19076	89	22	extracted	extract	VERB
bracis-19076	89	23	.	.	PUNCT
bracis-19076	90	1	is	be	AUX
bracis-19076	90	2	created	create	VERB
bracis-19076	90	3	a	a	DET
bracis-19076	90	4	model	model	NOUN
bracis-19076	90	5	that	that	PRON
bracis-19076	90	6	tries	try	VERB
bracis-19076	90	7	to	to	PART
bracis-19076	90	8	adjust	adjust	VERB
bracis-19076	90	9	the	the	DET
bracis-19076	90	10	shapelet	shapelet	NOUN
bracis-19076	90	11	to	to	ADP
bracis-19076	90	12	the	the	DET
bracis-19076	90	13	best	good	ADJ
bracis-19076	90	14	shape	shape	NOUN
bracis-19076	90	15	.	.	PUNCT
bracis-19076	91	1	the	the	DET
bracis-19076	91	2	main	main	ADJ
bracis-19076	91	3	idea	idea	NOUN
bracis-19076	91	4	is	be	AUX
bracis-19076	91	5	that	that	SCONJ
bracis-19076	91	6	true	true	ADJ
bracis-19076	91	7	shapelets	shapelet	NOUN
bracis-19076	91	8	should	should	AUX
bracis-19076	91	9	n’t	not	PART
bracis-19076	91	10	appear	appear	VERB
bracis-19076	91	11	in	in	ADP
bracis-19076	91	12	exactly	exactly	ADV
bracis-19076	91	13	the	the	DET
bracis-19076	91	14	best	good	ADJ
bracis-19076	91	15	shape	shape	NOUN
bracis-19076	91	16	in	in	ADP
bracis-19076	91	17	the	the	DET
bracis-19076	91	18	training	training	NOUN
bracis-19076	91	19	set	set	NOUN
bracis-19076	91	20	[	[	X
bracis-19076	91	21	4	4	NUM
bracis-19076	91	22	]	]	PUNCT
bracis-19076	91	23	.	.	PUNCT
bracis-19076	92	1	finally	finally	ADV
bracis-19076	92	2	,	,	PUNCT
bracis-19076	92	3	in	in	ADP
bracis-19076	92	4	the	the	DET
bracis-19076	92	5	second	second	ADJ
bracis-19076	92	6	stage	stage	NOUN
bracis-19076	92	7	,	,	PUNCT
bracis-19076	92	8	several	several	ADJ
bracis-19076	92	9	classifiers	classifier	NOUN
bracis-19076	92	10	are	be	AUX
bracis-19076	92	11	built	build	VERB
bracis-19076	92	12	,	,	PUNCT
bracis-19076	92	13	each	each	PRON
bracis-19076	92	14	with	with	ADP
bracis-19076	92	15	its	its	PRON
bracis-19076	92	16	specific	specific	ADJ
bracis-19076	92	17	shapelets	shapelet	NOUN
bracis-19076	92	18	.	.	PUNCT
bracis-19076	93	1	then	then	ADV
bracis-19076	93	2	a	a	DET
bracis-19076	93	3	regression	regression	NOUN
bracis-19076	93	4	process	process	NOUN
bracis-19076	93	5	is	be	AUX
bracis-19076	93	6	used	use	VERB
bracis-19076	93	7	to	to	PART
bracis-19076	93	8	better	well	ADV
bracis-19076	93	9	adjust	adjust	VERB
bracis-19076	93	10	the	the	DET
bracis-19076	93	11	shapelet	shapelet	NOUN
bracis-19076	93	12	in	in	ADP
bracis-19076	93	13	the	the	DET
bracis-19076	93	14	series	series	NOUN
bracis-19076	93	15	and	and	CCONJ
bracis-19076	93	16	generate	generate	VERB
bracis-19076	93	17	a	a	DET
bracis-19076	93	18	final	final	ADJ
bracis-19076	93	19	classifier	classifier	NOUN
bracis-19076	93	20	.	.	PUNCT
bracis-19076	94	1	elis	elis	PROPN
bracis-19076	94	2	presents	present	VERB
bracis-19076	94	3	limitations	limitation	NOUN
bracis-19076	94	4	in	in	ADP
bracis-19076	94	5	small	small	ADJ
bracis-19076	94	6	databases	database	NOUN
bracis-19076	94	7	,	,	PUNCT
bracis-19076	94	8	as	as	ADV
bracis-19076	94	9	well	well	ADV
bracis-19076	94	10	as	as	ADP
bracis-19076	94	11	the	the	DET
bracis-19076	94	12	number	number	NOUN
bracis-19076	94	13	of	of	ADP
bracis-19076	94	14	parameters	parameter	NOUN
bracis-19076	94	15	that	that	PRON
bracis-19076	94	16	need	need	VERB
bracis-19076	94	17	to	to	PART
bracis-19076	94	18	be	be	AUX
bracis-19076	94	19	adjusted	adjust	VERB
bracis-19076	94	20	.	.	PUNCT
bracis-19076	95	1	in	in	ADP
bracis-19076	95	2	order	order	NOUN
bracis-19076	95	3	to	to	PART
bracis-19076	95	4	outline	outline	VERB
bracis-19076	95	5	these	these	DET
bracis-19076	95	6	limitations	limitation	NOUN
bracis-19076	95	7	,	,	PUNCT
bracis-19076	95	8	the	the	DET
bracis-19076	95	9	authors	author	NOUN
bracis-19076	95	10	recently	recently	ADV
bracis-19076	95	11	proposed	propose	VERB
bracis-19076	95	12	the	the	DET
bracis-19076	95	13	elis++	elis++	ADJ
bracis-19076	95	14	method	method	NOUN
bracis-19076	95	15	[	[	X
bracis-19076	95	16	21	21	NUM
bracis-19076	95	17	]	]	PUNCT
bracis-19076	95	18	,	,	PUNCT
bracis-19076	95	19	which	which	PRON
bracis-19076	95	20	in	in	ADP
bracis-19076	95	21	addition	addition	NOUN
bracis-19076	95	22	to	to	ADP
bracis-19076	95	23	using	use	VERB
bracis-19076	95	24	data	datum	NOUN
bracis-19076	95	25	augmentation	augmentation	NOUN
bracis-19076	95	26	,	,	PUNCT
bracis-19076	95	27	also	also	ADV
bracis-19076	95	28	adjusts	adjust	VERB
bracis-19076	95	29	its	its	PRON
bracis-19076	95	30	parameters	parameter	NOUN
bracis-19076	95	31	automatically	automatically	ADV
bracis-19076	95	32	.	.	PUNCT
bracis-19076	96	1	another	another	DET
bracis-19076	96	2	very	very	ADV
bracis-19076	96	3	relevant	relevant	ADJ
bracis-19076	96	4	work	work	NOUN
bracis-19076	96	5	in	in	ADP
bracis-19076	96	6	the	the	DET
bracis-19076	96	7	area	area	NOUN
bracis-19076	96	8	of	of	ADP
bracis-19076	96	9	shapelets	shapelet	NOUN
bracis-19076	96	10	is	be	AUX
bracis-19076	96	11	lts[8	lts[8	NOUN
bracis-19076	96	12	]	]	PUNCT
bracis-19076	96	13	.	.	PUNCT
bracis-19076	97	1	in	in	ADP
bracis-19076	97	2	that	that	DET
bracis-19076	97	3	work	work	NOUN
bracis-19076	97	4	,	,	PUNCT
bracis-19076	97	5	the	the	DET
bracis-19076	97	6	authors	author	NOUN
bracis-19076	97	7	obtain	obtain	VERB
bracis-19076	97	8	the	the	DET
bracis-19076	97	9	shapelets	shapelet	NOUN
bracis-19076	97	10	not	not	PART
bracis-19076	97	11	by	by	ADP
bracis-19076	97	12	candidate	candidate	NOUN
bracis-19076	97	13	calculations	calculation	NOUN
bracis-19076	97	14	,	,	PUNCT
bracis-19076	97	15	but	but	CCONJ
bracis-19076	97	16	through	through	ADP
bracis-19076	97	17	a	a	DET
bracis-19076	97	18	gradient	gradient	ADJ
bracis-19076	97	19	descent	descent	NOUN
bracis-19076	97	20	algorithm	algorithm	NOUN
bracis-19076	97	21	.	.	PUNCT
bracis-19076	98	1	in	in	ADP
bracis-19076	98	2	this	this	DET
bracis-19076	98	3	way	way	NOUN
bracis-19076	98	4	,	,	PUNCT
bracis-19076	98	5	the	the	DET
bracis-19076	98	6	process	process	NOUN
bracis-19076	98	7	becomes	become	VERB
bracis-19076	98	8	very	very	ADV
bracis-19076	98	9	similar	similar	ADJ
bracis-19076	98	10	to	to	ADP
bracis-19076	98	11	adjusting	adjust	VERB
bracis-19076	98	12	the	the	DET
bracis-19076	98	13	weights	weight	NOUN
bracis-19076	98	14	of	of	ADP
bracis-19076	98	15	a	a	DET
bracis-19076	98	16	neural	neural	ADJ
bracis-19076	98	17	network	network	NOUN
bracis-19076	98	18	.	.	PUNCT
bracis-19076	99	1	although	although	SCONJ
bracis-19076	99	2	efficient	efficient	ADJ
bracis-19076	99	3	,	,	PUNCT
bracis-19076	99	4	all	all	DET
bracis-19076	99	5	these	these	DET
bracis-19076	99	6	classifiers	classifier	NOUN
bracis-19076	99	7	do	do	AUX
bracis-19076	99	8	not	not	PART
bracis-19076	99	9	completely	completely	ADV
bracis-19076	99	10	replace	replace	VERB
bracis-19076	99	11	the	the	DET
bracis-19076	99	12	use	use	NOUN
bracis-19076	99	13	of	of	ADP
bracis-19076	99	14	a	a	DET
bracis-19076	99	15	classifier	classifier	NOUN
bracis-19076	99	16	based	base	VERB
bracis-19076	99	17	on	on	ADP
bracis-19076	99	18	a	a	DET
bracis-19076	99	19	cnn	cnn	PROPN
bracis-19076	99	20	.	.	PUNCT
bracis-19076	100	1	one	one	NUM
bracis-19076	100	2	work	work	NOUN
bracis-19076	100	3	that	that	PRON
bracis-19076	100	4	managed	manage	VERB
bracis-19076	100	5	to	to	PART
bracis-19076	100	6	take	take	VERB
bracis-19076	100	7	cnn	cnn	PROPN
bracis-19076	100	8	comparatives	comparative	NOUN
bracis-19076	100	9	in	in	ADP
bracis-19076	100	10	time	time	NOUN
bracis-19076	100	11	series	series	PROPN
bracis-19076	100	12	was	be	AUX
bracis-19076	100	13	[	[	X
bracis-19076	100	14	6	6	NUM
bracis-19076	100	15	]	]	PUNCT
bracis-19076	100	16	.	.	PUNCT
bracis-19076	101	1	in	in	ADP
bracis-19076	101	2	this	this	DET
bracis-19076	101	3	time	time	NOUN
bracis-19076	101	4	series	series	PROPN
bracis-19076	101	5	classification	classification	PROPN
bracis-19076	101	6	review	review	NOUN
bracis-19076	101	7	,	,	PUNCT
bracis-19076	101	8	the	the	DET
bracis-19076	101	9	authors	author	NOUN
bracis-19076	101	10	reproduced	reproduce	VERB
bracis-19076	101	11	the	the	DET
bracis-19076	101	12	main	main	ADJ
bracis-19076	101	13	implementations	implementation	NOUN
bracis-19076	101	14	and	and	CCONJ
bracis-19076	101	15	compared	compare	VERB
bracis-19076	101	16	deep	deep	ADJ
bracis-19076	101	17	learning	learning	NOUN
bracis-19076	101	18	methods	method	NOUN
bracis-19076	101	19	with	with	ADP
bracis-19076	101	20	other	other	ADJ
bracis-19076	101	21	methods	method	NOUN
bracis-19076	101	22	.	.	PUNCT
bracis-19076	102	1	according	accord	VERB
bracis-19076	102	2	to	to	ADP
bracis-19076	102	3	the	the	DET
bracis-19076	102	4	authors	author	NOUN
bracis-19076	102	5	,	,	PUNCT
bracis-19076	102	6	hive	hive	NOUN
bracis-19076	102	7	/	/	SYM
bracis-19076	102	8	cote	cote	PROPN
bracis-19076	102	9	is	be	AUX
bracis-19076	102	10	currently	currently	ADV
bracis-19076	102	11	considered	consider	VERB
bracis-19076	102	12	the	the	DET
bracis-19076	102	13	state	state	NOUN
bracis-19076	102	14	-	-	PUNCT
bracis-19076	102	15	of	of	ADP
bracis-19076	102	16	-	-	PUNCT
bracis-19076	102	17	the	the	DET
bracis-19076	102	18	-	-	PUNCT
bracis-19076	102	19	art	art	NOUN
bracis-19076	102	20	algorithm	algorithm	NOUN
bracis-19076	102	21	for	for	ADP
bracis-19076	102	22	time	time	NOUN
bracis-19076	102	23	series	series	PROPN
bracis-19076	102	24	classification	classification	NOUN
bracis-19076	102	25	when	when	SCONJ
bracis-19076	102	26	evaluated	evaluate	VERB
bracis-19076	102	27	in	in	ADP
bracis-19076	102	28	the	the	DET
bracis-19076	102	29	85	85	NUM
bracis-19076	102	30	datasets	dataset	NOUN
bracis-19076	102	31	of	of	ADP
bracis-19076	102	32	the	the	DET
bracis-19076	102	33	ucr	ucr	PROPN
bracis-19076	102	34	file	file	NOUN
bracis-19076	102	35	.	.	PUNCT
bracis-19076	103	1	through	through	ADP
bracis-19076	103	2	the	the	DET
bracis-19076	103	3	empirical	empirical	ADJ
bracis-19076	103	4	study	study	NOUN
bracis-19076	103	5	carried	carry	VERB
bracis-19076	103	6	out	out	ADP
bracis-19076	103	7	by	by	ADP
bracis-19076	103	8	the	the	DET
bracis-19076	103	9	authors	author	NOUN
bracis-19076	103	10	,	,	PUNCT
bracis-19076	103	11	resnet	resnet	NOUN
bracis-19076	103	12	came	come	VERB
bracis-19076	103	13	closest	close	ADJ
bracis-19076	103	14	to	to	ADP
bracis-19076	103	15	cote	cote	VERB
bracis-19076	103	16	/	/	SYM
bracis-19076	103	17	hive	hive	NOUN
bracis-19076	103	18	in	in	ADP
bracis-19076	103	19	terms	term	NOUN
bracis-19076	103	20	of	of	ADP
bracis-19076	103	21	accuracy	accuracy	NOUN
bracis-19076	103	22	.	.	PUNCT
bracis-19076	104	1	on	on	ADP
bracis-19076	104	2	the	the	DET
bracis-19076	104	3	other	other	ADJ
bracis-19076	104	4	hand	hand	NOUN
bracis-19076	104	5	,	,	PUNCT
bracis-19076	104	6	when	when	SCONJ
bracis-19076	104	7	talking	talk	VERB
bracis-19076	104	8	about	about	ADP
bracis-19076	104	9	time	time	NOUN
bracis-19076	104	10	series	series	NOUN
bracis-19076	104	11	,	,	PUNCT
bracis-19076	104	12	is	be	AUX
bracis-19076	104	13	a	a	DET
bracis-19076	104	14	consensus	consensus	NOUN
bracis-19076	104	15	that	that	SCONJ
bracis-19076	104	16	there	there	PRON
bracis-19076	104	17	is	be	VERB
bracis-19076	104	18	a	a	DET
bracis-19076	104	19	lack	lack	NOUN
bracis-19076	104	20	of	of	ADP
bracis-19076	104	21	research	research	NOUN
bracis-19076	104	22	on	on	ADP
bracis-19076	104	23	the	the	DET
bracis-19076	104	24	use	use	NOUN
bracis-19076	104	25	of	of	ADP
bracis-19076	104	26	cnn	cnn	PROPN
bracis-19076	104	27	in	in	ADP
bracis-19076	104	28	this	this	DET
bracis-19076	104	29	context[2	context[2	PROPN
bracis-19076	104	30	,	,	PUNCT
bracis-19076	104	31	5	5	NUM
bracis-19076	104	32	]	]	PUNCT
bracis-19076	104	33	.	.	PUNCT
bracis-19076	105	1	therefore	therefore	ADV
bracis-19076	105	2	,	,	PUNCT
bracis-19076	105	3	we	we	PRON
bracis-19076	105	4	have	have	VERB
bracis-19076	105	5	an	an	DET
bracis-19076	105	6	important	important	ADJ
bracis-19076	105	7	area	area	NOUN
bracis-19076	105	8	to	to	PART
bracis-19076	105	9	be	be	AUX
bracis-19076	105	10	explored	explore	VERB
bracis-19076	105	11	,	,	PUNCT
bracis-19076	105	12	as	as	SCONJ
bracis-19076	105	13	learned	learn	VERB
bracis-19076	105	14	symbolic	symbolic	ADJ
bracis-19076	105	15	representations	representation	NOUN
bracis-19076	105	16	(	(	PUNCT
bracis-19076	105	17	as	as	SCONJ
bracis-19076	105	18	they	they	PRON
bracis-19076	105	19	are	be	AUX
bracis-19076	105	20	in	in	ADP
bracis-19076	105	21	images	image	NOUN
bracis-19076	105	22	)	)	PUNCT
bracis-19076	105	23	offer	offer	VERB
bracis-19076	105	24	an	an	DET
bracis-19076	105	25	important	important	ADJ
bracis-19076	105	26	intelligibility	intelligibility	NOUN
bracis-19076	105	27	that	that	PRON
bracis-19076	105	28	can	can	AUX
bracis-19076	105	29	also	also	ADV
bracis-19076	105	30	be	be	AUX
bracis-19076	105	31	used	use	VERB
bracis-19076	105	32	for	for	ADP
bracis-19076	105	33	time	time	NOUN
bracis-19076	105	34	series	series	NOUN
bracis-19076	105	35	.	.	PUNCT
bracis-19076	106	1	the	the	DET
bracis-19076	106	2	implementation	implementation	NOUN
bracis-19076	106	3	of	of	ADP
bracis-19076	106	4	the	the	DET
bracis-19076	106	5	cnn	cnn	PROPN
bracis-19076	106	6	presented	present	VERB
bracis-19076	106	7	in	in	ADP
bracis-19076	106	8	this	this	DET
bracis-19076	106	9	paper	paper	NOUN
bracis-19076	106	10	was	be	AUX
bracis-19076	106	11	derived	derive	VERB
bracis-19076	106	12	from	from	ADP
bracis-19076	106	13	[	[	X
bracis-19076	106	14	19	19	NUM
bracis-19076	106	15	]	]	PUNCT
bracis-19076	106	16	,	,	PUNCT
bracis-19076	106	17	which	which	PRON
bracis-19076	106	18	has	have	AUX
bracis-19076	106	19	already	already	ADV
bracis-19076	106	20	obtained	obtain	VERB
bracis-19076	106	21	results	result	NOUN
bracis-19076	106	22	close	close	ADJ
bracis-19076	106	23	to	to	ADP
bracis-19076	106	24	the	the	DET
bracis-19076	106	25	state	state	NOUN
bracis-19076	106	26	-	-	PUNCT
bracis-19076	106	27	of	of	ADP
bracis-19076	106	28	-	-	PUNCT
bracis-19076	106	29	the	the	DET
bracis-19076	106	30	-	-	PUNCT
bracis-19076	106	31	art	art	NOUN
bracis-19076	106	32	in	in	ADP
bracis-19076	106	33	2016	2016	NUM
bracis-19076	106	34	.	.	PUNCT
bracis-19076	107	1	considering	consider	VERB
bracis-19076	107	2	all	all	DET
bracis-19076	107	3	this	this	DET
bracis-19076	107	4	context	context	NOUN
bracis-19076	107	5	,	,	PUNCT
bracis-19076	107	6	there	there	PRON
bracis-19076	107	7	seems	seem	VERB
bracis-19076	107	8	to	to	PART
bracis-19076	107	9	be	be	AUX
bracis-19076	107	10	an	an	DET
bracis-19076	107	11	interesting	interesting	ADJ
bracis-19076	107	12	research	research	NOUN
bracis-19076	107	13	line	line	NOUN
bracis-19076	107	14	to	to	PART
bracis-19076	107	15	correlate	correlate	VERB
bracis-19076	107	16	classifiers	classifier	NOUN
bracis-19076	107	17	based	base	VERB
bracis-19076	107	18	on	on	ADP
bracis-19076	107	19	cnn	cnn	PROPN
bracis-19076	107	20	and	and	CCONJ
bracis-19076	107	21	shapelets	shapelet	NOUN
bracis-19076	107	22	.	.	PUNCT
bracis-19076	108	1	the	the	DET
bracis-19076	108	2	motivation	motivation	NOUN
bracis-19076	108	3	for	for	ADP
bracis-19076	108	4	this	this	DET
bracis-19076	108	5	proposal	proposal	NOUN
bracis-19076	108	6	is	be	AUX
bracis-19076	108	7	not	not	PART
bracis-19076	108	8	new	new	ADJ
bracis-19076	108	9	.	.	PUNCT
bracis-19076	109	1	several	several	ADJ
bracis-19076	109	2	authors	author	NOUN
bracis-19076	109	3	focus	focus	VERB
bracis-19076	109	4	on	on	ADP
bracis-19076	109	5	this	this	DET
bracis-19076	109	6	theme	theme	NOUN
bracis-19076	109	7	,	,	PUNCT
bracis-19076	109	8	although	although	SCONJ
bracis-19076	109	9	each	each	DET
bracis-19076	109	10	one	one	NOUN
bracis-19076	109	11	has	have	VERB
bracis-19076	109	12	its	its	PRON
bracis-19076	109	13	own	own	ADJ
bracis-19076	109	14	methodology	methodology	NOUN
bracis-19076	109	15	and	and	CCONJ
bracis-19076	109	16	presentation	presentation	NOUN
bracis-19076	109	17	.	.	PUNCT
bracis-19076	110	1	for	for	ADP
bracis-19076	110	2	example	example	NOUN
bracis-19076	110	3	,	,	PUNCT
bracis-19076	110	4	in	in	ADP
bracis-19076	110	5	[	[	PUNCT
bracis-19076	110	6	2	2	X
bracis-19076	110	7	]	]	PUNCT
bracis-19076	110	8	the	the	DET
bracis-19076	110	9	authors	author	NOUN
bracis-19076	110	10	assume	assume	VERB
bracis-19076	110	11	that	that	SCONJ
bracis-19076	110	12	learning	learn	VERB
bracis-19076	110	13	lts	lts	PROPN
bracis-19076	110	14	shapelets	shapelet	NOUN
bracis-19076	110	15	is	be	AUX
bracis-19076	110	16	a	a	DET
bracis-19076	110	17	particular	particular	ADJ
bracis-19076	110	18	case	case	NOUN
bracis-19076	110	19	of	of	ADP
bracis-19076	110	20	learning	learn	VERB
bracis-19076	110	21	in	in	ADP
bracis-19076	110	22	convolutional	convolutional	ADJ
bracis-19076	110	23	networks	network	NOUN
bracis-19076	110	24	.	.	PUNCT
bracis-19076	111	1	the	the	DET
bracis-19076	111	2	authors	author	NOUN
bracis-19076	111	3	explain	explain	VERB
bracis-19076	111	4	that	that	SCONJ
bracis-19076	111	5	the	the	DET
bracis-19076	111	6	measure	measure	NOUN
bracis-19076	111	7	of	of	ADP
bracis-19076	111	8	distance	distance	NOUN
bracis-19076	111	9	from	from	ADP
bracis-19076	111	10	shapelets	shapelet	NOUN
bracis-19076	111	11	can	can	AUX
bracis-19076	111	12	be	be	AUX
bracis-19076	111	13	transformed	transform	VERB
bracis-19076	111	14	into	into	ADP
bracis-19076	111	15	a	a	DET
bracis-19076	111	16	convolutional	convolutional	ADJ
bracis-19076	111	17	form	form	NOUN
bracis-19076	111	18	and	and	CCONJ
bracis-19076	111	19	,	,	PUNCT
bracis-19076	111	20	thus	thus	ADV
bracis-19076	111	21	,	,	PUNCT
bracis-19076	111	22	there	there	PRON
bracis-19076	111	23	is	be	VERB
bracis-19076	111	24	a	a	DET
bracis-19076	111	25	relation	relation	NOUN
bracis-19076	111	26	between	between	ADP
bracis-19076	111	27	both	both	DET
bracis-19076	111	28	methods	method	NOUN
bracis-19076	111	29	.	.	PUNCT
bracis-19076	112	1	however	however	ADV
bracis-19076	112	2	,	,	PUNCT
bracis-19076	112	3	this	this	DET
bracis-19076	112	4	specific	specific	ADJ
bracis-19076	112	5	study	study	NOUN
bracis-19076	112	6	only	only	ADV
bracis-19076	112	7	aims	aim	VERB
bracis-19076	112	8	to	to	PART
bracis-19076	112	9	propose	propose	VERB
bracis-19076	112	10	a	a	DET
bracis-19076	112	11	multivalued	multivalue	VERB
bracis-19076	112	12	classifier	classifier	NOUN
bracis-19076	112	13	based	base	VERB
bracis-19076	112	14	on	on	ADP
bracis-19076	112	15	cnn	cnn	PROPN
bracis-19076	112	16	.	.	PUNCT
bracis-19076	113	1	thus	thus	ADV
bracis-19076	113	2	,	,	PUNCT
bracis-19076	113	3	the	the	DET
bracis-19076	113	4	study	study	NOUN
bracis-19076	113	5	justifies	justify	VERB
bracis-19076	113	6	its	its	PRON
bracis-19076	113	7	positive	positive	ADJ
bracis-19076	113	8	result	result	NOUN
bracis-19076	113	9	by	by	ADP
bracis-19076	113	10	the	the	DET
bracis-19076	113	11	ability	ability	NOUN
bracis-19076	113	12	to	to	PART
bracis-19076	113	13	learn	learn	VERB
bracis-19076	113	14	these	these	DET
bracis-19076	113	15	representations	representation	NOUN
bracis-19076	113	16	similar	similar	ADJ
bracis-19076	113	17	to	to	ADP
bracis-19076	113	18	shapelets	shapelet	NOUN
bracis-19076	113	19	.	.	PUNCT
bracis-19076	114	1	also	also	ADV
bracis-19076	114	2	in	in	ADP
bracis-19076	114	3	this	this	DET
bracis-19076	114	4	work	work	NOUN
bracis-19076	114	5	,	,	PUNCT
bracis-19076	114	6	the	the	DET
bracis-19076	114	7	authors	author	NOUN
bracis-19076	114	8	present	present	VERB
bracis-19076	114	9	a	a	DET
bracis-19076	114	10	theoretical	theoretical	ADJ
bracis-19076	114	11	formalization	formalization	NOUN
bracis-19076	114	12	,	,	PUNCT
bracis-19076	114	13	correlating	correlate	VERB
bracis-19076	114	14	the	the	DET
bracis-19076	114	15	layers	layer	NOUN
bracis-19076	114	16	of	of	ADP
bracis-19076	114	17	a	a	DET
bracis-19076	114	18	cnn	cnn	NOUN
bracis-19076	114	19	with	with	ADP
bracis-19076	114	20	shapelets	shapelet	NOUN
bracis-19076	114	21	and	and	CCONJ
bracis-19076	114	22	calculating	calculate	VERB
bracis-19076	114	23	the	the	DET
bracis-19076	114	24	euclidean	euclidean	ADJ
bracis-19076	114	25	distance	distance	NOUN
bracis-19076	114	26	.	.	PUNCT
bracis-19076	115	1	although	although	SCONJ
bracis-19076	115	2	the	the	DET
bracis-19076	115	3	authors	author	NOUN
bracis-19076	115	4	present	present	VERB
bracis-19076	115	5	this	this	DET
bracis-19076	115	6	theoretical	theoretical	ADJ
bracis-19076	115	7	formalization	formalization	NOUN
bracis-19076	115	8	,	,	PUNCT
bracis-19076	115	9	they	they	PRON
bracis-19076	115	10	do	do	AUX
bracis-19076	115	11	not	not	PART
bracis-19076	115	12	deepen	deepen	VERB
bracis-19076	115	13	this	this	DET
bracis-19076	115	14	relationship	relationship	NOUN
bracis-19076	115	15	,	,	PUNCT
bracis-19076	115	16	showing	show	VERB
bracis-19076	115	17	it	it	PRON
bracis-19076	115	18	experimentally	experimentally	ADV
bracis-19076	115	19	.	.	PUNCT
bracis-19076	116	1	although	although	SCONJ
bracis-19076	116	2	not	not	PART
bracis-19076	116	3	directly	directly	ADV
bracis-19076	116	4	related	relate	VERB
bracis-19076	116	5	,	,	PUNCT
bracis-19076	116	6	some	some	DET
bracis-19076	116	7	other	other	ADJ
bracis-19076	116	8	knowledge	knowledge	NOUN
bracis-19076	116	9	is	be	AUX
bracis-19076	116	10	involved	involve	VERB
bracis-19076	116	11	with	with	ADP
bracis-19076	116	12	this	this	DET
bracis-19076	116	13	issue	issue	NOUN
bracis-19076	116	14	.	.	PUNCT
bracis-19076	117	1	another	another	DET
bracis-19076	117	2	relevant	relevant	ADJ
bracis-19076	117	3	work	work	NOUN
bracis-19076	117	4	to	to	PART
bracis-19076	117	5	be	be	AUX
bracis-19076	117	6	cited	cite	VERB
bracis-19076	117	7	is	be	AUX
bracis-19076	117	8	[	[	X
bracis-19076	117	9	5	5	NUM
bracis-19076	117	10	]	]	PUNCT
bracis-19076	117	11	,	,	PUNCT
bracis-19076	117	12	which	which	PRON
bracis-19076	117	13	explores	explore	VERB
bracis-19076	117	14	the	the	DET
bracis-19076	117	15	issue	issue	NOUN
bracis-19076	117	16	of	of	ADP
bracis-19076	117	17	transfer	transfer	NOUN
bracis-19076	117	18	learning	learning	NOUN
bracis-19076	117	19	.	.	PUNCT
bracis-19076	118	1	this	this	DET
bracis-19076	118	2	concept	concept	NOUN
bracis-19076	118	3	is	be	AUX
bracis-19076	118	4	realized	realize	VERB
bracis-19076	118	5	when	when	SCONJ
bracis-19076	118	6	the	the	DET
bracis-19076	118	7	weights	weight	NOUN
bracis-19076	118	8	of	of	ADP
bracis-19076	118	9	a	a	DET
bracis-19076	118	10	network	network	NOUN
bracis-19076	118	11	previously	previously	ADV
bracis-19076	118	12	trained	train	VERB
bracis-19076	118	13	in	in	ADP
bracis-19076	118	14	another	another	DET
bracis-19076	118	15	series	series	NOUN
bracis-19076	118	16	are	be	AUX
bracis-19076	118	17	used	use	VERB
bracis-19076	118	18	as	as	ADP
bracis-19076	118	19	initial	initial	ADJ
bracis-19076	118	20	training	training	NOUN
bracis-19076	118	21	weights	weight	NOUN
bracis-19076	118	22	,	,	PUNCT
bracis-19076	118	23	instead	instead	ADV
bracis-19076	118	24	of	of	ADP
bracis-19076	118	25	randomly	randomly	ADV
bracis-19076	118	26	assigned	assign	VERB
bracis-19076	118	27	weights	weight	NOUN
bracis-19076	118	28	.	.	PUNCT
bracis-19076	119	1	this	this	DET
bracis-19076	119	2	learning	learning	NOUN
bracis-19076	119	3	process	process	NOUN
bracis-19076	119	4	is	be	AUX
bracis-19076	119	5	faster	fast	ADJ
bracis-19076	119	6	and	and	CCONJ
bracis-19076	119	7	has	have	VERB
bracis-19076	119	8	better	well	ADJ
bracis-19076	119	9	generalization	generalization	NOUN
bracis-19076	119	10	,	,	PUNCT
bracis-19076	119	11	which	which	PRON
bracis-19076	119	12	is	be	AUX
bracis-19076	119	13	due	due	ADJ
bracis-19076	119	14	to	to	ADP
bracis-19076	119	15	the	the	DET
bracis-19076	119	16	transfer	transfer	NOUN
bracis-19076	119	17	of	of	ADP
bracis-19076	119	18	representations	representation	NOUN
bracis-19076	119	19	between	between	ADP
bracis-19076	119	20	the	the	DET
bracis-19076	119	21	original	original	ADJ
bracis-19076	119	22	series	series	NOUN
bracis-19076	119	23	and	and	CCONJ
bracis-19076	119	24	those	those	PRON
bracis-19076	119	25	that	that	PRON
bracis-19076	119	26	received	receive	VERB
bracis-19076	119	27	the	the	DET
bracis-19076	119	28	knowledge	knowledge	NOUN
bracis-19076	119	29	.	.	PUNCT
bracis-19076	120	1	the	the	DET
bracis-19076	120	2	article	article	NOUN
bracis-19076	120	3	even	even	ADV
bracis-19076	120	4	mentions	mention	VERB
bracis-19076	120	5	series	series	NOUN
bracis-19076	120	6	based	base	VERB
bracis-19076	120	7	on	on	ADP
bracis-19076	120	8	symbols	symbol	NOUN
bracis-19076	120	9	,	,	PUNCT
bracis-19076	120	10	as	as	ADP
bracis-19076	120	11	a	a	DET
bracis-19076	120	12	particular	particular	ADJ
bracis-19076	120	13	case	case	NOUN
bracis-19076	120	14	of	of	ADP
bracis-19076	120	15	good	good	ADJ
bracis-19076	120	16	generator	generator	NOUN
bracis-19076	120	17	of	of	ADP
bracis-19076	120	18	models	model	NOUN
bracis-19076	120	19	.	.	PUNCT
bracis-19076	121	1	thus	thus	ADV
bracis-19076	121	2	,	,	PUNCT
bracis-19076	121	3	it	it	PRON
bracis-19076	121	4	is	be	AUX
bracis-19076	121	5	evident	evident	ADJ
bracis-19076	121	6	that	that	SCONJ
bracis-19076	121	7	,	,	PUNCT
bracis-19076	121	8	when	when	SCONJ
bracis-19076	121	9	transferring	transfer	VERB
bracis-19076	121	10	knowledge	knowledge	NOUN
bracis-19076	121	11	from	from	ADP
bracis-19076	121	12	this	this	DET
bracis-19076	121	13	series	series	NOUN
bracis-19076	121	14	,	,	PUNCT
bracis-19076	121	15	the	the	DET
bracis-19076	121	16	convergence	convergence	NOUN
bracis-19076	121	17	of	of	ADP
bracis-19076	121	18	the	the	DET
bracis-19076	121	19	neural	neural	ADJ
bracis-19076	121	20	network	network	NOUN
bracis-19076	121	21	is	be	AUX
bracis-19076	121	22	faster	fast	ADJ
bracis-19076	121	23	,	,	PUNCT
bracis-19076	121	24	reinforcing	reinforce	VERB
bracis-19076	121	25	the	the	DET
bracis-19076	121	26	hypothesis	hypothesis	NOUN
bracis-19076	121	27	that	that	PRON
bracis-19076	121	28	the	the	DET
bracis-19076	121	29	neural	neural	ADJ
bracis-19076	121	30	network	network	NOUN
bracis-19076	121	31	model	model	NOUN
bracis-19076	121	32	learns	learn	VERB
bracis-19076	121	33	symbolic	symbolic	ADJ
bracis-19076	121	34	representations	representation	NOUN
bracis-19076	121	35	(	(	PUNCT
bracis-19076	121	36	shapes	shape	NOUN
bracis-19076	121	37	)	)	PUNCT
bracis-19076	121	38	.	.	PUNCT
bracis-19076	122	1	this	this	DET
bracis-19076	122	2	experiment	experiment	NOUN
bracis-19076	122	3	influences	influence	VERB
bracis-19076	122	4	the	the	DET
bracis-19076	122	5	development	development	NOUN
bracis-19076	122	6	of	of	ADP
bracis-19076	122	7	our	our	PRON
bracis-19076	122	8	proposal	proposal	NOUN
bracis-19076	122	9	,	,	PUNCT
bracis-19076	122	10	as	as	SCONJ
bracis-19076	122	11	we	we	PRON
bracis-19076	122	12	will	will	AUX
bracis-19076	122	13	see	see	VERB
bracis-19076	122	14	in	in	ADP
bracis-19076	122	15	sect	sect	NOUN
bracis-19076	122	16	.	.	PUNCT
bracis-19076	122	17	 	 	SPACE
bracis-19076	123	1	3	3	NUM
bracis-19076	123	2	.	.	NOUN
bracis-19076	123	3	3	3	NUM
bracis-19076	123	4	materials	material	NOUN
bracis-19076	123	5	and	and	CCONJ
bracis-19076	123	6	method	method	NOUN
bracis-19076	123	7	in	in	ADP
bracis-19076	123	8	this	this	DET
bracis-19076	123	9	section	section	NOUN
bracis-19076	123	10	,	,	PUNCT
bracis-19076	123	11	some	some	DET
bracis-19076	123	12	implementation	implementation	NOUN
bracis-19076	123	13	details	detail	NOUN
bracis-19076	123	14	of	of	ADP
bracis-19076	123	15	the	the	DET
bracis-19076	123	16	experiments	experiment	NOUN
bracis-19076	123	17	performed	perform	VERB
bracis-19076	123	18	in	in	ADP
bracis-19076	123	19	this	this	DET
bracis-19076	123	20	work	work	NOUN
bracis-19076	123	21	are	be	AUX
bracis-19076	123	22	presented	present	VERB
bracis-19076	123	23	.	.	PUNCT
bracis-19076	124	1	the	the	DET
bracis-19076	124	2	classifier	classifier	NOUN
bracis-19076	124	3	,	,	PUNCT
bracis-19076	124	4	the	the	DET
bracis-19076	124	5	source	source	NOUN
bracis-19076	124	6	code	code	NOUN
bracis-19076	124	7	and	and	CCONJ
bracis-19076	124	8	the	the	DET
bracis-19076	124	9	method	method	NOUN
bracis-19076	124	10	used	use	VERB
bracis-19076	124	11	are	be	AUX
bracis-19076	124	12	available	available	ADJ
bracis-19076	124	13	for	for	ADP
bracis-19076	124	14	consultationfootnote	consultationfootnote	NOUN
bracis-19076	124	15	1	1	NUM
bracis-19076	124	16	.	.	PUNCT
bracis-19076	125	1	this	this	DET
bracis-19076	125	2	work	work	NOUN
bracis-19076	125	3	aims	aim	VERB
bracis-19076	125	4	to	to	PART
bracis-19076	125	5	serve	serve	VERB
bracis-19076	125	6	as	as	ADP
bracis-19076	125	7	a	a	DET
bracis-19076	125	8	basis	basis	NOUN
bracis-19076	125	9	for	for	ADP
bracis-19076	125	10	derivative	derivative	ADJ
bracis-19076	125	11	works	work	NOUN
bracis-19076	125	12	,	,	PUNCT
bracis-19076	125	13	whether	whether	SCONJ
bracis-19076	125	14	for	for	ADP
bracis-19076	125	15	reproduction	reproduction	NOUN
bracis-19076	125	16	of	of	ADP
bracis-19076	125	17	procedures	procedure	NOUN
bracis-19076	125	18	,	,	PUNCT
bracis-19076	125	19	analysis	analysis	NOUN
bracis-19076	125	20	or	or	CCONJ
bracis-19076	125	21	inspiration	inspiration	NOUN
bracis-19076	125	22	for	for	ADP
bracis-19076	125	23	other	other	ADJ
bracis-19076	125	24	classifiers	classifier	NOUN
bracis-19076	125	25	based	base	VERB
bracis-19076	125	26	on	on	ADP
bracis-19076	125	27	cnn	cnn	PROPN
bracis-19076	125	28	.	.	PUNCT
bracis-19076	126	1	the	the	DET
bracis-19076	126	2	experiment	experiment	NOUN
bracis-19076	126	3	that	that	PRON
bracis-19076	126	4	generates	generate	VERB
bracis-19076	126	5	the	the	DET
bracis-19076	126	6	classifier	classifier	NOUN
bracis-19076	126	7	began	begin	VERB
bracis-19076	126	8	by	by	ADP
bracis-19076	126	9	choosing	choose	VERB
bracis-19076	126	10	the	the	DET
bracis-19076	126	11	series	series	NOUN
bracis-19076	126	12	that	that	PRON
bracis-19076	126	13	make	make	VERB
bracis-19076	126	14	up	up	ADP
bracis-19076	126	15	the	the	DET
bracis-19076	126	16	database	database	NOUN
bracis-19076	126	17	.	.	PUNCT
bracis-19076	127	1	the	the	DET
bracis-19076	127	2	choice	choice	NOUN
bracis-19076	127	3	of	of	ADP
bracis-19076	127	4	the	the	DET
bracis-19076	127	5	20	20	NUM
bracis-19076	127	6	series	series	NOUN
bracis-19076	127	7	represented	represent	VERB
bracis-19076	127	8	in	in	ADP
bracis-19076	127	9	table	table	NOUN
bracis-19076	127	10	 	 	SPACE
bracis-19076	127	11	1	1	NUM
bracis-19076	127	12	was	be	AUX
bracis-19076	127	13	due	due	ADJ
bracis-19076	127	14	to	to	ADP
bracis-19076	127	15	their	their	PRON
bracis-19076	127	16	diversity	diversity	NOUN
bracis-19076	127	17	,	,	PUNCT
bracis-19076	127	18	as	as	ADV
bracis-19076	127	19	well	well	ADV
bracis-19076	127	20	as	as	ADP
bracis-19076	127	21	to	to	ADP
bracis-19076	127	22	the	the	DET
bracis-19076	127	23	results	result	NOUN
bracis-19076	127	24	published	publish	VERB
bracis-19076	127	25	in	in	ADP
bracis-19076	127	26	previous	previous	ADJ
bracis-19076	127	27	works	work	NOUN
bracis-19076	127	28	of	of	ADP
bracis-19076	127	29	classifiers	classifier	NOUN
bracis-19076	127	30	based	base	VERB
bracis-19076	127	31	on	on	ADP
bracis-19076	127	32	symbolic	symbolic	ADJ
bracis-19076	127	33	representations	representation	NOUN
bracis-19076	127	34	.	.	PUNCT
bracis-19076	128	1	the	the	DET
bracis-19076	128	2	data	datum	NOUN
bracis-19076	128	3	are	be	AUX
bracis-19076	128	4	presented	present	VERB
bracis-19076	128	5	in	in	ADP
bracis-19076	128	6	text	text	NOUN
bracis-19076	128	7	files	file	NOUN
bracis-19076	128	8	with	with	ADP
bracis-19076	128	9	different	different	ADJ
bracis-19076	128	10	formats	format	NOUN
bracis-19076	128	11	,	,	PUNCT
bracis-19076	128	12	but	but	CCONJ
bracis-19076	128	13	already	already	ADV
bracis-19076	128	14	normalized	normalize	VERB
bracis-19076	128	15	and	and	CCONJ
bracis-19076	128	16	standardized	standardize	VERB
bracis-19076	128	17	.	.	PUNCT
bracis-19076	129	1	the	the	DET
bracis-19076	129	2	chosen	choose	VERB
bracis-19076	129	3	database	database	NOUN
bracis-19076	129	4	has	have	VERB
bracis-19076	129	5	training	training	NOUN
bracis-19076	129	6	and	and	CCONJ
bracis-19076	129	7	testing	test	VERB
bracis-19076	129	8	examples	example	NOUN
bracis-19076	129	9	,	,	PUNCT
bracis-19076	129	10	i.e.	i.e.	X
bracis-19076	129	11	,	,	PUNCT
bracis-19076	129	12	each	each	DET
bracis-19076	129	13	dataset	dataset	NOUN
bracis-19076	129	14	has	have	AUX
bracis-19076	129	15	pre	pre	VERB
bracis-19076	129	16	-	-	ADJ
bracis-19076	129	17	classified	classified	ADJ
bracis-19076	129	18	examples	example	NOUN
bracis-19076	129	19	in	in	ADP
bracis-19076	129	20	predetermined	predetermine	VERB
bracis-19076	129	21	quantities	quantity	NOUN
bracis-19076	129	22	to	to	PART
bracis-19076	129	23	be	be	AUX
bracis-19076	129	24	used	use	VERB
bracis-19076	129	25	in	in	ADP
bracis-19076	129	26	model	model	NOUN
bracis-19076	129	27	generation	generation	NOUN
bracis-19076	129	28	and	and	CCONJ
bracis-19076	129	29	validation	validation	NOUN
bracis-19076	129	30	.	.	PUNCT
bracis-19076	130	1	table	table	NOUN
bracis-19076	130	2	1	1	NUM
bracis-19076	130	3	.	.	NUM
bracis-19076	130	4	selected	select	VERB
bracis-19076	130	5	time	time	NOUN
bracis-19076	130	6	series	series	NOUN
bracis-19076	130	7	from	from	ADP
bracis-19076	130	8	[	[	X
bracis-19076	130	9	3].full	3].full	NUM
bracis-19076	130	10	size	size	NOUN
bracis-19076	130	11	table	table	NOUN
bracis-19076	130	12	3.1	3.1	NUM
bracis-19076	130	13	shapelet	shapelet	NOUN
bracis-19076	130	14	extraction	extraction	NOUN
bracis-19076	130	15	this	this	DET
bracis-19076	130	16	step	step	NOUN
bracis-19076	130	17	is	be	AUX
bracis-19076	130	18	the	the	DET
bracis-19076	130	19	differential	differential	NOUN
bracis-19076	130	20	of	of	ADP
bracis-19076	130	21	this	this	DET
bracis-19076	130	22	work	work	NOUN
bracis-19076	130	23	in	in	ADP
bracis-19076	130	24	relation	relation	NOUN
bracis-19076	130	25	to	to	ADP
bracis-19076	130	26	a	a	DET
bracis-19076	130	27	conventional	conventional	ADJ
bracis-19076	130	28	training	training	NOUN
bracis-19076	130	29	using	use	VERB
bracis-19076	130	30	a	a	DET
bracis-19076	130	31	classifier	classifier	NOUN
bracis-19076	130	32	based	base	VERB
bracis-19076	130	33	on	on	ADP
bracis-19076	130	34	neural	neural	ADJ
bracis-19076	130	35	networks	network	NOUN
bracis-19076	130	36	.	.	PUNCT
bracis-19076	131	1	the	the	DET
bracis-19076	131	2	extraction	extraction	NOUN
bracis-19076	131	3	of	of	ADP
bracis-19076	131	4	shapelets	shapelet	NOUN
bracis-19076	131	5	is	be	AUX
bracis-19076	131	6	a	a	DET
bracis-19076	131	7	task	task	NOUN
bracis-19076	131	8	that	that	PRON
bracis-19076	131	9	usually	usually	ADV
bracis-19076	131	10	demands	demand	VERB
bracis-19076	131	11	a	a	DET
bracis-19076	131	12	lot	lot	NOUN
bracis-19076	131	13	of	of	ADP
bracis-19076	131	14	processing	processing	NOUN
bracis-19076	131	15	time	time	NOUN
bracis-19076	131	16	and	and	CCONJ
bracis-19076	131	17	neural	neural	ADJ
bracis-19076	131	18	network	network	NOUN
bracis-19076	131	19	training	training	NOUN
bracis-19076	131	20	.	.	PUNCT
bracis-19076	132	1	finding	find	VERB
bracis-19076	132	2	these	these	DET
bracis-19076	132	3	sub	sub	NOUN
bracis-19076	132	4	-	-	NOUN
bracis-19076	132	5	sequences	sequence	NOUN
bracis-19076	132	6	is	be	AUX
bracis-19076	132	7	an	an	DET
bracis-19076	132	8	additional	additional	ADJ
bracis-19076	132	9	step	step	NOUN
bracis-19076	132	10	that	that	PRON
bracis-19076	132	11	allows	allow	VERB
bracis-19076	132	12	to	to	PART
bracis-19076	132	13	transfer	transfer	VERB
bracis-19076	132	14	them	they	PRON
bracis-19076	132	15	to	to	ADP
bracis-19076	132	16	the	the	DET
bracis-19076	132	17	model	model	NOUN
bracis-19076	132	18	to	to	PART
bracis-19076	132	19	be	be	AUX
bracis-19076	132	20	used	use	VERB
bracis-19076	132	21	in	in	ADP
bracis-19076	132	22	the	the	DET
bracis-19076	132	23	original	original	ADJ
bracis-19076	132	24	series	series	NOUN
bracis-19076	132	25	.	.	PUNCT
bracis-19076	133	1	given	give	VERB
bracis-19076	133	2	the	the	DET
bracis-19076	133	3	set	set	NOUN
bracis-19076	133	4	of	of	ADP
bracis-19076	133	5	series	series	NOUN
bracis-19076	133	6	,	,	PUNCT
bracis-19076	133	7	the	the	DET
bracis-19076	133	8	most	most	ADV
bracis-19076	133	9	relevant	relevant	ADJ
bracis-19076	133	10	shapelets	shapelet	NOUN
bracis-19076	133	11	from	from	ADP
bracis-19076	133	12	each	each	DET
bracis-19076	133	13	one	one	NOUN
bracis-19076	133	14	were	be	AUX
bracis-19076	133	15	extracted	extract	VERB
bracis-19076	133	16	.	.	PUNCT
bracis-19076	134	1	for	for	ADP
bracis-19076	134	2	this	this	PRON
bracis-19076	134	3	,	,	PUNCT
bracis-19076	134	4	we	we	PRON
bracis-19076	134	5	used	use	VERB
bracis-19076	134	6	the	the	DET
bracis-19076	134	7	traditional	traditional	ADJ
bracis-19076	134	8	method	method	NOUN
bracis-19076	134	9	with	with	ADP
bracis-19076	134	10	a	a	DET
bracis-19076	134	11	sliding	slide	VERB
bracis-19076	134	12	window	window	NOUN
bracis-19076	134	13	and	and	CCONJ
bracis-19076	134	14	candidate	candidate	NOUN
bracis-19076	134	15	dictionary	dictionary	NOUN
bracis-19076	134	16	[	[	X
bracis-19076	134	17	20	20	NUM
bracis-19076	134	18	]	]	PUNCT
bracis-19076	134	19	with	with	ADP
bracis-19076	134	20	sizes	size	NOUN
bracis-19076	134	21	from	from	ADP
bracis-19076	134	22	5	5	NUM
bracis-19076	134	23	to	to	PART
bracis-19076	134	24	18	18	NUM
bracis-19076	134	25	.	.	PUNCT
bracis-19076	135	1	this	this	DET
bracis-19076	135	2	choice	choice	NOUN
bracis-19076	135	3	of	of	ADP
bracis-19076	135	4	size	size	NOUN
bracis-19076	135	5	was	be	AUX
bracis-19076	135	6	adjusted	adjust	VERB
bracis-19076	135	7	to	to	PART
bracis-19076	135	8	balance	balance	VERB
bracis-19076	135	9	the	the	DET
bracis-19076	135	10	proportion	proportion	NOUN
bracis-19076	135	11	of	of	ADP
bracis-19076	135	12	what	what	PRON
bracis-19076	135	13	was	be	AUX
bracis-19076	135	14	shapelet	shapelet	NOUN
bracis-19076	135	15	and	and	CCONJ
bracis-19076	135	16	what	what	PRON
bracis-19076	135	17	was	be	AUX
bracis-19076	135	18	not	not	PART
bracis-19076	135	19	in	in	ADP
bracis-19076	135	20	similar	similar	ADJ
bracis-19076	135	21	proportions	proportion	NOUN
bracis-19076	135	22	in	in	ADP
bracis-19076	135	23	our	our	PRON
bracis-19076	135	24	database	database	NOUN
bracis-19076	135	25	.	.	PUNCT
bracis-19076	136	1	in	in	ADP
bracis-19076	136	2	this	this	DET
bracis-19076	136	3	method	method	NOUN
bracis-19076	136	4	,	,	PUNCT
bracis-19076	136	5	an	an	DET
bracis-19076	136	6	sorted	sorted	ADJ
bracis-19076	136	7	list	list	NOUN
bracis-19076	136	8	of	of	ADP
bracis-19076	136	9	all	all	DET
bracis-19076	136	10	representations	representation	NOUN
bracis-19076	136	11	is	be	AUX
bracis-19076	136	12	generated	generate	VERB
bracis-19076	136	13	with	with	ADP
bracis-19076	136	14	the	the	DET
bracis-19076	136	15	computation	computation	NOUN
bracis-19076	136	16	of	of	ADP
bracis-19076	136	17	the	the	DET
bracis-19076	136	18	gain	gain	NOUN
bracis-19076	136	19	.	.	PUNCT
bracis-19076	137	1	if	if	SCONJ
bracis-19076	137	2	we	we	PRON
bracis-19076	137	3	had	have	VERB
bracis-19076	137	4	to	to	PART
bracis-19076	137	5	choose	choose	VERB
bracis-19076	137	6	only	only	ADV
bracis-19076	137	7	one	one	NUM
bracis-19076	137	8	shapelet	shapelet	NOUN
bracis-19076	137	9	per	per	ADP
bracis-19076	137	10	class	class	NOUN
bracis-19076	137	11	,	,	PUNCT
bracis-19076	137	12	choosing	choose	VERB
bracis-19076	137	13	the	the	DET
bracis-19076	137	14	first	first	ADJ
bracis-19076	137	15	element	element	NOUN
bracis-19076	137	16	from	from	ADP
bracis-19076	137	17	this	this	DET
bracis-19076	137	18	list	list	NOUN
bracis-19076	137	19	would	would	AUX
bracis-19076	137	20	be	be	AUX
bracis-19076	137	21	enough	enough	ADJ
bracis-19076	137	22	.	.	PUNCT
bracis-19076	138	1	in	in	ADP
bracis-19076	138	2	our	our	PRON
bracis-19076	138	3	case	case	NOUN
bracis-19076	138	4	,	,	PUNCT
bracis-19076	138	5	the	the	DET
bracis-19076	138	6	three	three	NUM
bracis-19076	138	7	most	most	ADV
bracis-19076	138	8	relevant	relevant	ADJ
bracis-19076	138	9	are	be	AUX
bracis-19076	138	10	selected	select	VERB
bracis-19076	138	11	,	,	PUNCT
bracis-19076	138	12	discarding	discard	VERB
bracis-19076	138	13	intersections	intersection	NOUN
bracis-19076	138	14	.	.	PUNCT
bracis-19076	139	1	this	this	PRON
bracis-19076	139	2	is	be	AUX
bracis-19076	139	3	done	do	VERB
bracis-19076	139	4	by	by	ADP
bracis-19076	139	5	looking	look	VERB
bracis-19076	139	6	at	at	ADP
bracis-19076	139	7	the	the	DET
bracis-19076	139	8	position	position	NOUN
bracis-19076	139	9	in	in	ADP
bracis-19076	139	10	which	which	PRON
bracis-19076	139	11	the	the	DET
bracis-19076	139	12	shapelet	shapelet	NOUN
bracis-19076	139	13	was	be	AUX
bracis-19076	139	14	extracted	extract	VERB
bracis-19076	139	15	in	in	ADP
bracis-19076	139	16	the	the	DET
bracis-19076	139	17	original	original	ADJ
bracis-19076	139	18	series	series	NOUN
bracis-19076	139	19	:	:	PUNCT
bracis-19076	139	20	if	if	SCONJ
bracis-19076	139	21	there	there	PRON
bracis-19076	139	22	is	be	VERB
bracis-19076	139	23	a	a	DET
bracis-19076	139	24	conflict	conflict	NOUN
bracis-19076	139	25	in	in	ADP
bracis-19076	139	26	the	the	DET
bracis-19076	139	27	position	position	NOUN
bracis-19076	139	28	(	(	PUNCT
bracis-19076	139	29	however	however	ADV
bracis-19076	139	30	different	different	ADJ
bracis-19076	139	31	examples	example	NOUN
bracis-19076	139	32	are	be	AUX
bracis-19076	139	33	involved	involve	VERB
bracis-19076	139	34	)	)	PUNCT
bracis-19076	139	35	,	,	PUNCT
bracis-19076	139	36	the	the	DET
bracis-19076	139	37	deletion	deletion	NOUN
bracis-19076	139	38	occurs	occur	VERB
bracis-19076	139	39	.	.	PUNCT
bracis-19076	140	1	one	one	NUM
bracis-19076	140	2	to	to	ADP
bracis-19076	140	3	three	three	NUM
bracis-19076	140	4	most	most	ADV
bracis-19076	140	5	relevant	relevant	ADJ
bracis-19076	140	6	shapelets	shapelet	NOUN
bracis-19076	140	7	from	from	ADP
bracis-19076	140	8	these	these	DET
bracis-19076	140	9	candidates	candidate	NOUN
bracis-19076	140	10	were	be	AUX
bracis-19076	140	11	chosen	choose	VERB
bracis-19076	140	12	.	.	PUNCT
bracis-19076	141	1	the	the	DET
bracis-19076	141	2	choice	choice	NOUN
bracis-19076	141	3	criterion	criterion	NOUN
bracis-19076	141	4	is	be	AUX
bracis-19076	141	5	based	base	VERB
bracis-19076	141	6	on	on	ADP
bracis-19076	141	7	the	the	DET
bracis-19076	141	8	gain	gain	NOUN
bracis-19076	141	9	and	and	CCONJ
bracis-19076	141	10	on	on	ADP
bracis-19076	141	11	having	have	VERB
bracis-19076	141	12	no	no	DET
bracis-19076	141	13	intersection	intersection	NOUN
bracis-19076	141	14	for	for	ADP
bracis-19076	141	15	most	most	ADJ
bracis-19076	141	16	series	serie	NOUN
bracis-19076	141	17	.	.	PUNCT
bracis-19076	142	1	the	the	DET
bracis-19076	142	2	resulting	result	VERB
bracis-19076	142	3	shapelets	shapelet	NOUN
bracis-19076	142	4	serve	serve	VERB
bracis-19076	142	5	to	to	PART
bracis-19076	142	6	generate	generate	VERB
bracis-19076	142	7	two	two	NUM
bracis-19076	142	8	extra	extra	ADJ
bracis-19076	142	9	supporting	support	VERB
bracis-19076	142	10	databases	database	NOUN
bracis-19076	142	11	,	,	PUNCT
bracis-19076	142	12	totaling	total	VERB
bracis-19076	142	13	three	three	NUM
bracis-19076	142	14	databases	database	NOUN
bracis-19076	142	15	named	name	VERB
bracis-19076	142	16	below	below	ADP
bracis-19076	142	17	:	:	PUNCT
bracis-19076	142	18	original	original	ADJ
bracis-19076	142	19	series	series	NOUN
bracis-19076	142	20	;	;	PUNCT
bracis-19076	142	21	shapelet	shapelet	NOUN
bracis-19076	142	22	series	series	PROPN
bracis-19076	142	23	:	:	PUNCT
bracis-19076	142	24	where	where	SCONJ
bracis-19076	142	25	only	only	ADV
bracis-19076	142	26	the	the	DET
bracis-19076	142	27	parts	part	NOUN
bracis-19076	142	28	corresponding	correspond	VERB
bracis-19076	142	29	to	to	ADP
bracis-19076	142	30	the	the	DET
bracis-19076	142	31	shapelets	shapelet	NOUN
bracis-19076	142	32	is	be	AUX
bracis-19076	142	33	mantained	mantaine	VERB
bracis-19076	142	34	from	from	ADP
bracis-19076	142	35	the	the	DET
bracis-19076	142	36	original	original	ADJ
bracis-19076	142	37	series	series	NOUN
bracis-19076	142	38	and	and	CCONJ
bracis-19076	142	39	everything	everything	PRON
bracis-19076	142	40	else	else	ADV
bracis-19076	142	41	is	be	AUX
bracis-19076	142	42	replaced	replace	VERB
bracis-19076	142	43	by	by	ADP
bracis-19076	142	44	the	the	DET
bracis-19076	142	45	central	central	ADJ
bracis-19076	142	46	value	value	NOUN
bracis-19076	142	47	of	of	ADP
bracis-19076	142	48	the	the	DET
bracis-19076	142	49	series	series	NOUN
bracis-19076	142	50	.	.	PUNCT
bracis-19076	143	1	a	a	DET
bracis-19076	143	2	central	central	ADJ
bracis-19076	143	3	value	value	NOUN
bracis-19076	143	4	is	be	AUX
bracis-19076	143	5	understood	understand	VERB
bracis-19076	143	6	as	as	ADP
bracis-19076	143	7	the	the	DET
bracis-19076	143	8	mean	mean	ADJ
bracis-19076	143	9	value	value	NOUN
bracis-19076	143	10	of	of	ADP
bracis-19076	143	11	the	the	DET
bracis-19076	143	12	extremes	extreme	NOUN
bracis-19076	143	13	of	of	ADP
bracis-19076	143	14	the	the	DET
bracis-19076	143	15	complete	complete	ADJ
bracis-19076	143	16	series	series	NOUN
bracis-19076	143	17	;	;	PUNCT
bracis-19076	143	18	noise	noise	NOUN
bracis-19076	143	19	series	series	NOUN
bracis-19076	143	20	:	:	PUNCT
bracis-19076	143	21	where	where	SCONJ
bracis-19076	143	22	only	only	ADV
bracis-19076	143	23	the	the	DET
bracis-19076	143	24	parts	part	NOUN
bracis-19076	143	25	that	that	PRON
bracis-19076	143	26	do	do	AUX
bracis-19076	143	27	not	not	PART
bracis-19076	143	28	match	match	VERB
bracis-19076	143	29	the	the	DET
bracis-19076	143	30	shapelets	shapelet	NOUN
bracis-19076	143	31	were	be	AUX
bracis-19076	143	32	mantained	mantaine	VERB
bracis-19076	143	33	from	from	ADP
bracis-19076	143	34	the	the	DET
bracis-19076	143	35	original	original	ADJ
bracis-19076	143	36	series	series	NOUN
bracis-19076	143	37	,	,	PUNCT
bracis-19076	143	38	with	with	ADP
bracis-19076	143	39	the	the	DET
bracis-19076	143	40	part	part	NOUN
bracis-19076	143	41	corresponding	correspond	VERB
bracis-19076	143	42	to	to	ADP
bracis-19076	143	43	the	the	DET
bracis-19076	143	44	shapelets	shapelet	NOUN
bracis-19076	143	45	replaced	replace	VERB
bracis-19076	143	46	by	by	ADP
bracis-19076	143	47	the	the	DET
bracis-19076	143	48	central	central	ADJ
bracis-19076	143	49	value	value	NOUN
bracis-19076	143	50	.	.	PUNCT
bracis-19076	144	1	the	the	DET
bracis-19076	144	2	process	process	NOUN
bracis-19076	144	3	to	to	PART
bracis-19076	144	4	generate	generate	VERB
bracis-19076	144	5	these	these	DET
bracis-19076	144	6	two	two	NUM
bracis-19076	144	7	databases	database	NOUN
bracis-19076	144	8	is	be	AUX
bracis-19076	144	9	shown	show	VERB
bracis-19076	144	10	as	as	ADP
bracis-19076	144	11	example	example	NOUN
bracis-19076	144	12	in	in	ADP
bracis-19076	144	13	fig	fig	NOUN
bracis-19076	144	14	.	.	PUNCT
bracis-19076	144	15	 	 	SPACE
bracis-19076	145	1	2	2	X
bracis-19076	145	2	.	.	PUNCT
bracis-19076	146	1	if	if	SCONJ
bracis-19076	146	2	we	we	PRON
bracis-19076	146	3	ignore	ignore	VERB
bracis-19076	146	4	the	the	DET
bracis-19076	146	5	parts	part	NOUN
bracis-19076	146	6	filled	fill	VERB
bracis-19076	146	7	by	by	ADP
bracis-19076	146	8	the	the	DET
bracis-19076	146	9	central	central	ADJ
bracis-19076	146	10	value	value	NOUN
bracis-19076	146	11	,	,	PUNCT
bracis-19076	146	12	the	the	DET
bracis-19076	146	13	join	join	NOUN
bracis-19076	146	14	between	between	ADP
bracis-19076	146	15	the	the	DET
bracis-19076	146	16	shapelet	shapelet	PROPN
bracis-19076	146	17	series	series	NOUN
bracis-19076	146	18	and	and	CCONJ
bracis-19076	146	19	the	the	DET
bracis-19076	146	20	noise	noise	NOUN
bracis-19076	146	21	series	series	NOUN
bracis-19076	146	22	corresponds	correspond	VERB
bracis-19076	146	23	to	to	ADP
bracis-19076	146	24	the	the	DET
bracis-19076	146	25	original	original	ADJ
bracis-19076	146	26	series	series	NOUN
bracis-19076	146	27	.	.	PUNCT
bracis-19076	147	1	fig	fig	NOUN
bracis-19076	147	2	.	.	PUNCT
bracis-19076	148	1	2	2	NUM
bracis-19076	148	2	.	.	NOUN
bracis-19076	148	3	example	example	NOUN
bracis-19076	148	4	of	of	ADP
bracis-19076	148	5	shapelet	shapelet	NOUN
bracis-19076	148	6	and	and	CCONJ
bracis-19076	148	7	noise	noise	NOUN
bracis-19076	148	8	series	series	NOUN
bracis-19076	148	9	generation	generation	NOUN
bracis-19076	148	10	with	with	ADP
bracis-19076	148	11	2	2	NUM
bracis-19076	148	12	shapelets	shapelet	NOUN
bracis-19076	148	13	.	.	PUNCT
bracis-19076	149	1	full	full	ADJ
bracis-19076	149	2	size	size	NOUN
bracis-19076	149	3	image	image	NOUN
bracis-19076	149	4	3.2	3.2	NUM
bracis-19076	149	5	neural	neural	ADJ
bracis-19076	149	6	network	network	NOUN
bracis-19076	149	7	training	training	NOUN
bracis-19076	149	8	as	as	SCONJ
bracis-19076	149	9	described	describe	VERB
bracis-19076	149	10	in	in	ADP
bracis-19076	149	11	sect	sect	NOUN
bracis-19076	149	12	.	.	PUNCT
bracis-19076	149	13	 	 	SPACE
bracis-19076	149	14	2	2	NUM
bracis-19076	149	15	,	,	PUNCT
bracis-19076	149	16	the	the	DET
bracis-19076	149	17	one	one	NUM
bracis-19076	149	18	-	-	PUNCT
bracis-19076	149	19	dimensional	dimensional	ADJ
bracis-19076	149	20	convolution	convolution	NOUN
bracis-19076	149	21	training	training	NOUN
bracis-19076	149	22	process	process	NOUN
bracis-19076	149	23	is	be	AUX
bracis-19076	149	24	performed	perform	VERB
bracis-19076	149	25	from	from	ADP
bracis-19076	149	26	the	the	DET
bracis-19076	149	27	three	three	NUM
bracis-19076	149	28	databases	database	NOUN
bracis-19076	149	29	.	.	PUNCT
bracis-19076	150	1	the	the	DET
bracis-19076	150	2	initial	initial	ADJ
bracis-19076	150	3	training	training	NOUN
bracis-19076	150	4	is	be	AUX
bracis-19076	150	5	based	base	VERB
bracis-19076	150	6	on	on	ADP
bracis-19076	150	7	the	the	DET
bracis-19076	150	8	implementation	implementation	NOUN
bracis-19076	150	9	of	of	ADP
bracis-19076	150	10	[	[	X
bracis-19076	150	11	19	19	NUM
bracis-19076	150	12	]	]	PUNCT
bracis-19076	150	13	,	,	PUNCT
bracis-19076	150	14	which	which	PRON
bracis-19076	150	15	does	do	AUX
bracis-19076	150	16	not	not	PART
bracis-19076	150	17	use	use	VERB
bracis-19076	150	18	the	the	DET
bracis-19076	150	19	concept	concept	NOUN
bracis-19076	150	20	of	of	ADP
bracis-19076	150	21	shapelet	shapelet	NOUN
bracis-19076	150	22	.	.	PUNCT
bracis-19076	151	1	the	the	DET
bracis-19076	151	2	only	only	ADJ
bracis-19076	151	3	pre	pre	ADJ
bracis-19076	151	4	-	-	ADJ
bracis-19076	151	5	processing	processing	ADJ
bracis-19076	151	6	performed	perform	VERB
bracis-19076	151	7	was	be	AUX
bracis-19076	151	8	to	to	PART
bracis-19076	151	9	shuffle	shuffle	VERB
bracis-19076	151	10	the	the	DET
bracis-19076	151	11	training	training	NOUN
bracis-19076	151	12	base	base	NOUN
bracis-19076	151	13	to	to	PART
bracis-19076	151	14	improve	improve	VERB
bracis-19076	151	15	neural	neural	ADJ
bracis-19076	151	16	network	network	NOUN
bracis-19076	151	17	training	training	NOUN
bracis-19076	151	18	.	.	PUNCT
bracis-19076	152	1	the	the	DET
bracis-19076	152	2	network	network	NOUN
bracis-19076	152	3	architecture	architecture	NOUN
bracis-19076	152	4	has	have	AUX
bracis-19076	152	5	been	be	AUX
bracis-19076	152	6	empirically	empirically	ADV
bracis-19076	152	7	adjusted	adjust	VERB
bracis-19076	152	8	to	to	ADP
bracis-19076	152	9	3	3	NUM
bracis-19076	152	10	one	one	NUM
bracis-19076	152	11	-	-	PUNCT
bracis-19076	152	12	dimensional	dimensional	ADJ
bracis-19076	152	13	layers	layer	NOUN
bracis-19076	152	14	.	.	PUNCT
bracis-19076	153	1	the	the	DET
bracis-19076	153	2	first	first	ADJ
bracis-19076	153	3	convolutional	convolutional	ADJ
bracis-19076	153	4	layer	layer	NOUN
bracis-19076	153	5	of	of	ADP
bracis-19076	153	6	the	the	DET
bracis-19076	153	7	network	network	NOUN
bracis-19076	153	8	has	have	VERB
bracis-19076	153	9	32	32	NUM
bracis-19076	153	10	filters	filter	NOUN
bracis-19076	153	11	and	and	CCONJ
bracis-19076	153	12	kernel	kernel	PROPN
bracis-19076	153	13	length	length	NOUN
bracis-19076	153	14	8	8	NUM
bracis-19076	153	15	(	(	PUNCT
bracis-19076	153	16	window	window	NOUN
bracis-19076	153	17	equivalent	equivalent	ADJ
bracis-19076	153	18	concept	concept	NOUN
bracis-19076	153	19	)	)	PUNCT
bracis-19076	153	20	,	,	PUNCT
bracis-19076	153	21	the	the	DET
bracis-19076	153	22	second	second	ADJ
bracis-19076	153	23	layer	layer	NOUN
bracis-19076	153	24	has	have	VERB
bracis-19076	153	25	64	64	NUM
bracis-19076	153	26	filters	filter	NOUN
bracis-19076	153	27	and	and	CCONJ
bracis-19076	153	28	kernel	kernel	PROPN
bracis-19076	153	29	length	length	NOUN
bracis-19076	153	30	5	5	NUM
bracis-19076	153	31	and	and	CCONJ
bracis-19076	153	32	the	the	DET
bracis-19076	153	33	third	third	ADJ
bracis-19076	153	34	convolutional	convolutional	ADJ
bracis-19076	153	35	layer	layer	NOUN
bracis-19076	153	36	has	have	VERB
bracis-19076	153	37	32	32	NUM
bracis-19076	153	38	filters	filter	NOUN
bracis-19076	153	39	and	and	CCONJ
bracis-19076	153	40	kernel	kernel	PROPN
bracis-19076	153	41	length	length	NOUN
bracis-19076	153	42	3	3	NUM
bracis-19076	153	43	.	.	PUNCT
bracis-19076	154	1	at	at	ADP
bracis-19076	154	2	the	the	DET
bracis-19076	154	3	end	end	NOUN
bracis-19076	154	4	,	,	PUNCT
bracis-19076	154	5	there	there	PRON
bracis-19076	154	6	is	be	VERB
bracis-19076	154	7	a	a	DET
bracis-19076	154	8	pooling	pooling	NOUN
bracis-19076	154	9	layer	layer	NOUN
bracis-19076	154	10	and	and	CCONJ
bracis-19076	154	11	the	the	DET
bracis-19076	154	12	output	output	NOUN
bracis-19076	154	13	corresponds	correspond	VERB
bracis-19076	154	14	to	to	ADP
bracis-19076	154	15	the	the	DET
bracis-19076	154	16	number	number	NOUN
bracis-19076	154	17	of	of	ADP
bracis-19076	154	18	classes	class	NOUN
bracis-19076	154	19	,	,	PUNCT
bracis-19076	154	20	thus	thus	ADV
bracis-19076	154	21	obtaining	obtain	VERB
bracis-19076	154	22	the	the	DET
bracis-19076	154	23	probability	probability	NOUN
bracis-19076	154	24	of	of	ADP
bracis-19076	154	25	classification	classification	NOUN
bracis-19076	154	26	of	of	ADP
bracis-19076	154	27	each	each	DET
bracis-19076	154	28	one	one	NUM
bracis-19076	154	29	.	.	PUNCT
bracis-19076	155	1	regarding	regard	VERB
bracis-19076	155	2	[	[	X
bracis-19076	155	3	19	19	NUM
bracis-19076	155	4	]	]	PUNCT
bracis-19076	155	5	,	,	PUNCT
bracis-19076	155	6	the	the	DET
bracis-19076	155	7	removal	removal	NOUN
bracis-19076	155	8	of	of	ADP
bracis-19076	155	9	“	"	PUNCT
bracis-19076	155	10	dropout	dropout	NOUN
bracis-19076	155	11	”	"	PUNCT
bracis-19076	155	12	was	be	AUX
bracis-19076	155	13	performed	perform	VERB
bracis-19076	155	14	.	.	PUNCT
bracis-19076	156	1	this	this	DET
bracis-19076	156	2	technique	technique	NOUN
bracis-19076	156	3	consists	consist	VERB
bracis-19076	156	4	of	of	ADP
bracis-19076	156	5	randomly	randomly	ADV
bracis-19076	156	6	removing	remove	VERB
bracis-19076	156	7	some	some	DET
bracis-19076	156	8	neurons	neuron	NOUN
bracis-19076	156	9	to	to	PART
bracis-19076	156	10	improve	improve	VERB
bracis-19076	156	11	generalization	generalization	NOUN
bracis-19076	156	12	and	and	CCONJ
bracis-19076	156	13	avoid	avoid	VERB
bracis-19076	156	14	overfitting	overfitte	VERB
bracis-19076	156	15	[	[	X
bracis-19076	156	16	18	18	NUM
bracis-19076	156	17	]	]	PUNCT
bracis-19076	156	18	.	.	PUNCT
bracis-19076	157	1	to	to	PART
bracis-19076	157	2	verify	verify	VERB
bracis-19076	157	3	the	the	DET
bracis-19076	157	4	impact	impact	NOUN
bracis-19076	157	5	of	of	ADP
bracis-19076	157	6	the	the	DET
bracis-19076	157	7	transfer	transfer	NOUN
bracis-19076	157	8	learning	learn	VERB
bracis-19076	157	9	on	on	ADP
bracis-19076	157	10	classifier	classifier	ADJ
bracis-19076	157	11	performance	performance	NOUN
bracis-19076	157	12	,	,	PUNCT
bracis-19076	157	13	we	we	PRON
bracis-19076	157	14	conducted	conduct	VERB
bracis-19076	157	15	the	the	DET
bracis-19076	157	16	following	follow	VERB
bracis-19076	157	17	experiments	experiment	NOUN
bracis-19076	157	18	:	:	PUNCT
bracis-19076	157	19	0	0	X
bracis-19076	157	20	.	.	X
bracis-19076	157	21	process	process	NOUN
bracis-19076	157	22	that	that	PRON
bracis-19076	157	23	precedes	precede	VERB
bracis-19076	157	24	the	the	DET
bracis-19076	157	25	training	training	NOUN
bracis-19076	157	26	:	:	PUNCT
bracis-19076	157	27	extraction	extraction	NOUN
bracis-19076	157	28	of	of	ADP
bracis-19076	157	29	shapelets	shapelet	NOUN
bracis-19076	157	30	and	and	CCONJ
bracis-19076	157	31	generation	generation	NOUN
bracis-19076	157	32	of	of	ADP
bracis-19076	157	33	support	support	NOUN
bracis-19076	157	34	databases	database	NOUN
bracis-19076	157	35	;	;	PUNCT
bracis-19076	157	36	1	1	X
bracis-19076	157	37	.	.	X
bracis-19076	157	38	original	original	ADJ
bracis-19076	157	39	series	series	NOUN
bracis-19076	157	40	training	training	NOUN
bracis-19076	157	41	starting	start	VERB
bracis-19076	157	42	with	with	ADP
bracis-19076	157	43	random	random	ADJ
bracis-19076	157	44	weights	weight	NOUN
bracis-19076	157	45	;	;	PUNCT
bracis-19076	157	46	2	2	X
bracis-19076	157	47	.	.	X
bracis-19076	157	48	shapelet	shapelet	PROPN
bracis-19076	157	49	series	series	PROPN
bracis-19076	157	50	training	training	NOUN
bracis-19076	157	51	starting	start	VERB
bracis-19076	157	52	with	with	ADP
bracis-19076	157	53	random	random	ADJ
bracis-19076	157	54	weights	weight	NOUN
bracis-19076	157	55	;	;	PUNCT
bracis-19076	157	56	3	3	X
bracis-19076	157	57	.	.	X
bracis-19076	157	58	original	original	ADJ
bracis-19076	157	59	series	series	NOUN
bracis-19076	157	60	training	training	NOUN
bracis-19076	157	61	starting	start	VERB
bracis-19076	157	62	with	with	ADP
bracis-19076	157	63	model	model	NOUN
bracis-19076	157	64	imported	import	VERB
bracis-19076	157	65	from	from	ADP
bracis-19076	157	66	experiment	experiment	NOUN
bracis-19076	157	67	2	2	NUM
bracis-19076	157	68	;	;	PUNCT
bracis-19076	157	69	4	4	NUM
bracis-19076	157	70	.	.	NOUN
bracis-19076	157	71	noise	noise	NOUN
bracis-19076	157	72	series	series	PROPN
bracis-19076	157	73	training	training	NOUN
bracis-19076	157	74	starting	start	VERB
bracis-19076	157	75	with	with	ADP
bracis-19076	157	76	random	random	ADJ
bracis-19076	157	77	weights	weight	NOUN
bracis-19076	157	78	;	;	PUNCT
bracis-19076	157	79	5	5	X
bracis-19076	157	80	.	.	X
bracis-19076	157	81	original	original	ADJ
bracis-19076	157	82	series	series	NOUN
bracis-19076	157	83	training	training	NOUN
bracis-19076	157	84	starting	start	VERB
bracis-19076	157	85	with	with	ADP
bracis-19076	157	86	model	model	NOUN
bracis-19076	157	87	imported	import	VERB
bracis-19076	157	88	from	from	ADP
bracis-19076	157	89	experiment	experiment	NOUN
bracis-19076	157	90	4	4	NUM
bracis-19076	157	91	;	;	PUNCT
bracis-19076	157	92	6	6	NUM
bracis-19076	157	93	.	.	X
bracis-19076	157	94	cross	cross	NOUN
bracis-19076	157	95	validation	validation	NOUN
bracis-19076	157	96	,	,	PUNCT
bracis-19076	157	97	shapelet	shapelet	PROPN
bracis-19076	157	98	series	series	PROPN
bracis-19076	157	99	training	training	NOUN
bracis-19076	157	100	,	,	PUNCT
bracis-19076	157	101	importing	import	VERB
bracis-19076	157	102	model	model	NOUN
bracis-19076	157	103	from	from	ADP
bracis-19076	157	104	4	4	NUM
bracis-19076	157	105	;	;	PUNCT
bracis-19076	157	106	7	7	NUM
bracis-19076	157	107	.	.	X
bracis-19076	157	108	cross	cross	NOUN
bracis-19076	157	109	validation	validation	NOUN
bracis-19076	157	110	,	,	PUNCT
bracis-19076	157	111	noise	noise	NOUN
bracis-19076	157	112	series	series	NOUN
bracis-19076	157	113	training	training	NOUN
bracis-19076	157	114	,	,	PUNCT
bracis-19076	157	115	importing	import	VERB
bracis-19076	157	116	model	model	NOUN
bracis-19076	157	117	from	from	ADP
bracis-19076	157	118	2	2	NUM
bracis-19076	157	119	.	.	PUNCT
bracis-19076	158	1	the	the	DET
bracis-19076	158	2	objective	objective	NOUN
bracis-19076	158	3	of	of	ADP
bracis-19076	158	4	item	item	NOUN
bracis-19076	158	5	1	1	NUM
bracis-19076	158	6	is	be	AUX
bracis-19076	158	7	to	to	PART
bracis-19076	158	8	create	create	VERB
bracis-19076	158	9	a	a	DET
bracis-19076	158	10	baseline	baseline	ADJ
bracis-19076	158	11	comparison	comparison	NOUN
bracis-19076	158	12	for	for	ADP
bracis-19076	158	13	the	the	DET
bracis-19076	158	14	following	follow	VERB
bracis-19076	158	15	tests	test	NOUN
bracis-19076	158	16	.	.	PUNCT
bracis-19076	159	1	in	in	ADP
bracis-19076	159	2	this	this	DET
bracis-19076	159	3	way	way	NOUN
bracis-19076	159	4	,	,	PUNCT
bracis-19076	159	5	the	the	DET
bracis-19076	159	6	results	result	NOUN
bracis-19076	159	7	of	of	ADP
bracis-19076	159	8	this	this	DET
bracis-19076	159	9	item	item	NOUN
bracis-19076	159	10	should	should	AUX
bracis-19076	159	11	be	be	AUX
bracis-19076	159	12	similar	similar	ADJ
bracis-19076	159	13	to	to	ADP
bracis-19076	159	14	those	those	PRON
bracis-19076	159	15	obtained	obtain	VERB
bracis-19076	159	16	in	in	ADP
bracis-19076	159	17	[	[	X
bracis-19076	159	18	19	19	NUM
bracis-19076	159	19	]	]	PUNCT
bracis-19076	159	20	.	.	PUNCT
bracis-19076	160	1	items	item	NOUN
bracis-19076	160	2	2	2	NUM
bracis-19076	160	3	and	and	CCONJ
bracis-19076	160	4	4	4	NUM
bracis-19076	160	5	aim	aim	VERB
bracis-19076	160	6	to	to	PART
bracis-19076	160	7	obtain	obtain	VERB
bracis-19076	160	8	a	a	DET
bracis-19076	160	9	training	training	NOUN
bracis-19076	160	10	model	model	NOUN
bracis-19076	160	11	formed	form	VERB
bracis-19076	160	12	by	by	ADP
bracis-19076	160	13	shapelets	shapelet	NOUN
bracis-19076	160	14	or	or	CCONJ
bracis-19076	160	15	by	by	ADP
bracis-19076	160	16	the	the	DET
bracis-19076	160	17	rest	rest	NOUN
bracis-19076	160	18	of	of	ADP
bracis-19076	160	19	the	the	DET
bracis-19076	160	20	series	series	NOUN
bracis-19076	160	21	without	without	ADP
bracis-19076	160	22	shapelets	shapelet	NOUN
bracis-19076	160	23	(	(	PUNCT
bracis-19076	160	24	noise	noise	NOUN
bracis-19076	160	25	)	)	PUNCT
bracis-19076	160	26	.	.	PUNCT
bracis-19076	161	1	items	item	NOUN
bracis-19076	161	2	3	3	NUM
bracis-19076	161	3	and	and	CCONJ
bracis-19076	161	4	5	5	NUM
bracis-19076	161	5	are	be	AUX
bracis-19076	161	6	the	the	DET
bracis-19076	161	7	most	most	ADV
bracis-19076	161	8	important	important	ADJ
bracis-19076	161	9	,	,	PUNCT
bracis-19076	161	10	as	as	SCONJ
bracis-19076	161	11	they	they	PRON
bracis-19076	161	12	aim	aim	VERB
bracis-19076	161	13	to	to	PART
bracis-19076	161	14	show	show	VERB
bracis-19076	161	15	the	the	DET
bracis-19076	161	16	relevance	relevance	NOUN
bracis-19076	161	17	of	of	ADP
bracis-19076	161	18	transferring	transfer	VERB
bracis-19076	161	19	the	the	DET
bracis-19076	161	20	previously	previously	ADV
bracis-19076	161	21	trained	train	VERB
bracis-19076	161	22	model	model	NOUN
bracis-19076	161	23	.	.	PUNCT
bracis-19076	162	1	as	as	ADV
bracis-19076	162	2	all	all	DET
bracis-19076	162	3	series	series	NOUN
bracis-19076	162	4	have	have	VERB
bracis-19076	162	5	the	the	DET
bracis-19076	162	6	same	same	ADJ
bracis-19076	162	7	length	length	NOUN
bracis-19076	162	8	filled	fill	VERB
bracis-19076	162	9	with	with	ADP
bracis-19076	162	10	central	central	ADJ
bracis-19076	162	11	value	value	NOUN
bracis-19076	162	12	of	of	ADP
bracis-19076	162	13	the	the	DET
bracis-19076	162	14	series	series	NOUN
bracis-19076	162	15	,	,	PUNCT
bracis-19076	162	16	changing	change	VERB
bracis-19076	162	17	the	the	DET
bracis-19076	162	18	initial	initial	ADJ
bracis-19076	162	19	model	model	NOUN
bracis-19076	162	20	is	be	AUX
bracis-19076	162	21	possible	possible	ADJ
bracis-19076	162	22	.	.	PUNCT
bracis-19076	163	1	finally	finally	ADV
bracis-19076	163	2	,	,	PUNCT
bracis-19076	163	3	items	item	NOUN
bracis-19076	163	4	6	6	NUM
bracis-19076	163	5	and	and	CCONJ
bracis-19076	163	6	7	7	NUM
bracis-19076	163	7	serve	serve	VERB
bracis-19076	163	8	to	to	PART
bracis-19076	163	9	elucidate	elucidate	VERB
bracis-19076	163	10	and	and	CCONJ
bracis-19076	163	11	ratify	ratify	VERB
bracis-19076	163	12	the	the	DET
bracis-19076	163	13	importance	importance	NOUN
bracis-19076	163	14	of	of	ADP
bracis-19076	163	15	transfer	transfer	NOUN
bracis-19076	163	16	learning	learning	NOUN
bracis-19076	163	17	in	in	ADP
bracis-19076	163	18	each	each	DET
bracis-19076	163	19	situation	situation	NOUN
bracis-19076	163	20	.	.	PUNCT
bracis-19076	164	1	as	as	SCONJ
bracis-19076	164	2	the	the	DET
bracis-19076	164	3	classification	classification	NOUN
bracis-19076	164	4	model	model	NOUN
bracis-19076	164	5	is	be	AUX
bracis-19076	164	6	based	base	VERB
bracis-19076	164	7	on	on	ADP
bracis-19076	164	8	a	a	DET
bracis-19076	164	9	neural	neural	ADJ
bracis-19076	164	10	network	network	NOUN
bracis-19076	164	11	,	,	PUNCT
bracis-19076	164	12	if	if	SCONJ
bracis-19076	164	13	the	the	DET
bracis-19076	164	14	same	same	ADJ
bracis-19076	164	15	information	information	NOUN
bracis-19076	164	16	is	be	AUX
bracis-19076	164	17	not	not	PART
bracis-19076	164	18	put	put	VERB
bracis-19076	164	19	into	into	ADP
bracis-19076	164	20	training	training	NOUN
bracis-19076	164	21	again	again	ADV
bracis-19076	164	22	,	,	PUNCT
bracis-19076	164	23	the	the	DET
bracis-19076	164	24	weights	weight	NOUN
bracis-19076	164	25	suffer	suffer	VERB
bracis-19076	164	26	from	from	ADP
bracis-19076	164	27	loss	loss	NOUN
bracis-19076	164	28	of	of	ADP
bracis-19076	164	29	information	information	NOUN
bracis-19076	164	30	during	during	ADP
bracis-19076	164	31	training	training	NOUN
bracis-19076	164	32	.	.	PUNCT
bracis-19076	165	1	this	this	PRON
bracis-19076	165	2	means	mean	VERB
bracis-19076	165	3	that	that	SCONJ
bracis-19076	165	4	if	if	SCONJ
bracis-19076	165	5	experiment	experiment	NOUN
bracis-19076	165	6	6	6	NUM
bracis-19076	165	7	gives	give	VERB
bracis-19076	165	8	better	well	ADJ
bracis-19076	165	9	results	result	NOUN
bracis-19076	165	10	than	than	ADP
bracis-19076	165	11	7	7	NUM
bracis-19076	165	12	,	,	PUNCT
bracis-19076	165	13	the	the	DET
bracis-19076	165	14	shapelets	shapelet	NOUN
bracis-19076	165	15	are	be	AUX
bracis-19076	165	16	the	the	DET
bracis-19076	165	17	most	most	ADV
bracis-19076	165	18	relevant	relevant	ADJ
bracis-19076	165	19	piece	piece	NOUN
bracis-19076	165	20	of	of	ADP
bracis-19076	165	21	information	information	NOUN
bracis-19076	165	22	.	.	PUNCT
bracis-19076	166	1	thus	thus	ADV
bracis-19076	166	2	,	,	PUNCT
bracis-19076	166	3	although	although	SCONJ
bracis-19076	166	4	all	all	DET
bracis-19076	166	5	experiments	experiment	NOUN
bracis-19076	166	6	have	have	VERB
bracis-19076	166	7	the	the	DET
bracis-19076	166	8	same	same	ADJ
bracis-19076	166	9	network	network	NOUN
bracis-19076	166	10	architecture	architecture	NOUN
bracis-19076	166	11	,	,	PUNCT
bracis-19076	166	12	only	only	ADV
bracis-19076	166	13	experiments	experiment	NOUN
bracis-19076	166	14	1	1	NUM
bracis-19076	166	15	,	,	PUNCT
bracis-19076	166	16	3	3	NUM
bracis-19076	166	17	and	and	CCONJ
bracis-19076	166	18	5	5	NUM
bracis-19076	166	19	use	use	VERB
bracis-19076	166	20	the	the	DET
bracis-19076	166	21	complete	complete	ADJ
bracis-19076	166	22	data	datum	NOUN
bracis-19076	166	23	.	.	PUNCT
bracis-19076	167	1	all	all	DET
bracis-19076	167	2	others	other	NOUN
bracis-19076	167	3	use	use	VERB
bracis-19076	167	4	partial	partial	ADJ
bracis-19076	167	5	data	datum	NOUN
bracis-19076	167	6	.	.	PUNCT
bracis-19076	168	1	3.3	3.3	NUM
bracis-19076	168	2	training	training	NOUN
bracis-19076	168	3	and	and	CCONJ
bracis-19076	168	4	transfer	transfer	NOUN
bracis-19076	168	5	learning	learn	VERB
bracis-19076	168	6	the	the	DET
bracis-19076	168	7	extraction	extraction	NOUN
bracis-19076	168	8	of	of	ADP
bracis-19076	168	9	symbolic	symbolic	ADJ
bracis-19076	168	10	representations	representation	NOUN
bracis-19076	168	11	,	,	PUNCT
bracis-19076	168	12	is	be	AUX
bracis-19076	168	13	performed	perform	VERB
bracis-19076	168	14	by	by	ADP
bracis-19076	168	15	a	a	DET
bracis-19076	168	16	deterministic	deterministic	ADJ
bracis-19076	168	17	algorithm	algorithm	NOUN
bracis-19076	168	18	,	,	PUNCT
bracis-19076	168	19	so	so	CCONJ
bracis-19076	168	20	its	its	PRON
bracis-19076	168	21	result	result	NOUN
bracis-19076	168	22	is	be	AUX
bracis-19076	168	23	not	not	PART
bracis-19076	168	24	changed	change	VERB
bracis-19076	168	25	in	in	ADP
bracis-19076	168	26	different	different	ADJ
bracis-19076	168	27	executions	execution	NOUN
bracis-19076	168	28	.	.	PUNCT
bracis-19076	169	1	however	however	ADV
bracis-19076	169	2	,	,	PUNCT
bracis-19076	169	3	as	as	SCONJ
bracis-19076	169	4	the	the	DET
bracis-19076	169	5	training	training	NOUN
bracis-19076	169	6	process	process	NOUN
bracis-19076	169	7	contains	contain	VERB
bracis-19076	169	8	random	random	ADJ
bracis-19076	169	9	factors	factor	NOUN
bracis-19076	169	10	related	relate	VERB
bracis-19076	169	11	to	to	ADP
bracis-19076	169	12	weight	weight	NOUN
bracis-19076	169	13	adjustment	adjustment	NOUN
bracis-19076	169	14	,	,	PUNCT
bracis-19076	169	15	neural	neural	ADJ
bracis-19076	169	16	network	network	NOUN
bracis-19076	169	17	training	training	NOUN
bracis-19076	169	18	may	may	AUX
bracis-19076	169	19	vary	vary	VERB
bracis-19076	169	20	.	.	PUNCT
bracis-19076	170	1	therefore	therefore	ADV
bracis-19076	170	2	,	,	PUNCT
bracis-19076	170	3	experiments	experiment	NOUN
bracis-19076	170	4	resulting	result	VERB
bracis-19076	170	5	from	from	ADP
bracis-19076	170	6	neural	neural	ADJ
bracis-19076	170	7	network	network	NOUN
bracis-19076	170	8	training	training	NOUN
bracis-19076	170	9	need	need	VERB
bracis-19076	170	10	to	to	PART
bracis-19076	170	11	be	be	AUX
bracis-19076	170	12	statistically	statistically	ADV
bracis-19076	170	13	evaluated	evaluate	VERB
bracis-19076	170	14	.	.	PUNCT
bracis-19076	171	1	the	the	DET
bracis-19076	171	2	selected	select	VERB
bracis-19076	171	3	databases	database	NOUN
bracis-19076	171	4	from	from	ADP
bracis-19076	171	5	table	table	NOUN
bracis-19076	171	6	 	 	SPACE
bracis-19076	171	7	1	1	NUM
bracis-19076	171	8	are	be	AUX
bracis-19076	171	9	separated	separate	VERB
bracis-19076	171	10	between	between	ADP
bracis-19076	171	11	training	training	NOUN
bracis-19076	171	12	and	and	CCONJ
bracis-19076	171	13	validation	validation	NOUN
bracis-19076	171	14	(	(	PUNCT
bracis-19076	171	15	or	or	CCONJ
bracis-19076	171	16	testing	testing	NOUN
bracis-19076	171	17	)	)	PUNCT
bracis-19076	171	18	.	.	PUNCT
bracis-19076	172	1	during	during	ADP
bracis-19076	172	2	neural	neural	ADJ
bracis-19076	172	3	network	network	NOUN
bracis-19076	172	4	training	training	NOUN
bracis-19076	172	5	,	,	PUNCT
bracis-19076	172	6	weights	weight	NOUN
bracis-19076	172	7	are	be	AUX
bracis-19076	172	8	adjusted	adjust	VERB
bracis-19076	172	9	with	with	ADP
bracis-19076	172	10	examples	example	NOUN
bracis-19076	172	11	from	from	ADP
bracis-19076	172	12	the	the	DET
bracis-19076	172	13	training	training	NOUN
bracis-19076	172	14	base	base	NOUN
bracis-19076	172	15	.	.	PUNCT
bracis-19076	173	1	at	at	ADP
bracis-19076	173	2	the	the	DET
bracis-19076	173	3	end	end	NOUN
bracis-19076	173	4	of	of	ADP
bracis-19076	173	5	each	each	DET
bracis-19076	173	6	epoch	epoch	NOUN
bracis-19076	173	7	(	(	PUNCT
bracis-19076	173	8	which	which	PRON
bracis-19076	173	9	corresponds	correspond	VERB
bracis-19076	173	10	to	to	ADP
bracis-19076	173	11	the	the	DET
bracis-19076	173	12	end	end	NOUN
bracis-19076	173	13	of	of	ADP
bracis-19076	173	14	the	the	DET
bracis-19076	173	15	adjustment	adjustment	NOUN
bracis-19076	173	16	of	of	ADP
bracis-19076	173	17	the	the	DET
bracis-19076	173	18	weights	weight	NOUN
bracis-19076	173	19	)	)	PUNCT
bracis-19076	173	20	,	,	PUNCT
bracis-19076	173	21	the	the	DET
bracis-19076	173	22	accuracy	accuracy	NOUN
bracis-19076	173	23	of	of	ADP
bracis-19076	173	24	the	the	DET
bracis-19076	173	25	model	model	NOUN
bracis-19076	173	26	in	in	ADP
bracis-19076	173	27	the	the	DET
bracis-19076	173	28	validation	validation	NOUN
bracis-19076	173	29	base	base	NOUN
bracis-19076	173	30	is	be	AUX
bracis-19076	173	31	verified	verify	VERB
bracis-19076	173	32	,	,	PUNCT
bracis-19076	173	33	but	but	CCONJ
bracis-19076	173	34	this	this	DET
bracis-19076	173	35	result	result	NOUN
bracis-19076	173	36	is	be	AUX
bracis-19076	173	37	only	only	ADV
bracis-19076	173	38	a	a	DET
bracis-19076	173	39	consultation	consultation	NOUN
bracis-19076	173	40	.	.	PUNCT
bracis-19076	174	1	while	while	SCONJ
bracis-19076	174	2	training	training	NOUN
bracis-19076	174	3	takes	take	VERB
bracis-19076	174	4	place	place	NOUN
bracis-19076	174	5	,	,	PUNCT
bracis-19076	174	6	the	the	DET
bracis-19076	174	7	error	error	NOUN
bracis-19076	174	8	in	in	ADP
bracis-19076	174	9	the	the	DET
bracis-19076	174	10	training	training	NOUN
bracis-19076	174	11	base	base	NOUN
bracis-19076	174	12	continues	continue	VERB
bracis-19076	174	13	to	to	PART
bracis-19076	174	14	be	be	AUX
bracis-19076	174	15	adjusted	adjust	VERB
bracis-19076	174	16	and	and	CCONJ
bracis-19076	174	17	decreased	decrease	VERB
bracis-19076	174	18	,	,	PUNCT
bracis-19076	174	19	but	but	CCONJ
bracis-19076	174	20	at	at	ADP
bracis-19076	174	21	the	the	DET
bracis-19076	174	22	same	same	ADJ
bracis-19076	174	23	time	time	NOUN
bracis-19076	174	24	the	the	DET
bracis-19076	174	25	error	error	NOUN
bracis-19076	174	26	in	in	ADP
bracis-19076	174	27	the	the	DET
bracis-19076	174	28	validation	validation	NOUN
bracis-19076	174	29	base	base	NOUN
bracis-19076	174	30	increases	increase	NOUN
bracis-19076	174	31	.	.	PUNCT
bracis-19076	175	1	this	this	DET
bracis-19076	175	2	difference	difference	NOUN
bracis-19076	175	3	is	be	AUX
bracis-19076	175	4	basically	basically	ADV
bracis-19076	175	5	a	a	DET
bracis-19076	175	6	form	form	NOUN
bracis-19076	175	7	of	of	ADP
bracis-19076	175	8	over	over	NOUN
bracis-19076	175	9	-	-	PUNCT
bracis-19076	175	10	adjustment	adjustment	NOUN
bracis-19076	175	11	.	.	PUNCT
bracis-19076	176	1	given	give	VERB
bracis-19076	176	2	the	the	DET
bracis-19076	176	3	size	size	NOUN
bracis-19076	176	4	of	of	ADP
bracis-19076	176	5	the	the	DET
bracis-19076	176	6	time	time	NOUN
bracis-19076	176	7	series	series	PROPN
bracis-19076	176	8	bases	basis	NOUN
bracis-19076	176	9	,	,	PUNCT
bracis-19076	176	10	learning	learn	VERB
bracis-19076	176	11	in	in	ADP
bracis-19076	176	12	300	300	NUM
bracis-19076	176	13	epochs	epoch	NOUN
bracis-19076	176	14	was	be	AUX
bracis-19076	176	15	determined	determine	VERB
bracis-19076	176	16	,	,	PUNCT
bracis-19076	176	17	with	with	ADP
bracis-19076	176	18	the	the	DET
bracis-19076	176	19	best	good	ADJ
bracis-19076	176	20	model	model	NOUN
bracis-19076	176	21	between	between	ADP
bracis-19076	176	22	these	these	DET
bracis-19076	176	23	epochs	epoch	NOUN
bracis-19076	176	24	being	be	AUX
bracis-19076	176	25	saved	save	VERB
bracis-19076	176	26	for	for	ADP
bracis-19076	176	27	the	the	DET
bracis-19076	176	28	validation	validation	NOUN
bracis-19076	176	29	step	step	NOUN
bracis-19076	176	30	.	.	PUNCT
bracis-19076	177	1	for	for	ADP
bracis-19076	177	2	most	most	ADJ
bracis-19076	177	3	of	of	ADP
bracis-19076	177	4	the	the	DET
bracis-19076	177	5	tested	test	VERB
bracis-19076	177	6	series	series	NOUN
bracis-19076	177	7	,	,	PUNCT
bracis-19076	177	8	the	the	DET
bracis-19076	177	9	overfitting	overfitting	NOUN
bracis-19076	177	10	starts	start	VERB
bracis-19076	177	11	to	to	PART
bracis-19076	177	12	happen	happen	VERB
bracis-19076	177	13	between	between	ADP
bracis-19076	177	14	150	150	NUM
bracis-19076	177	15	and	and	CCONJ
bracis-19076	177	16	250	250	NUM
bracis-19076	177	17	epochs	epoch	NOUN
bracis-19076	177	18	,	,	PUNCT
bracis-19076	177	19	remaining	remain	VERB
bracis-19076	177	20	saved	save	VERB
bracis-19076	177	21	for	for	ADP
bracis-19076	177	22	the	the	DET
bracis-19076	177	23	best	good	ADJ
bracis-19076	177	24	model	model	NOUN
bracis-19076	177	25	.	.	PUNCT
bracis-19076	178	1	we	we	PRON
bracis-19076	178	2	chose	choose	VERB
bracis-19076	178	3	to	to	PART
bracis-19076	178	4	run	run	VERB
bracis-19076	178	5	for	for	ADP
bracis-19076	178	6	300	300	NUM
bracis-19076	178	7	epochs	epoch	NOUN
bracis-19076	178	8	because	because	SCONJ
bracis-19076	178	9	later	later	ADJ
bracis-19076	178	10	models	model	NOUN
bracis-19076	178	11	are	be	AUX
bracis-19076	178	12	discarded	discard	VERB
bracis-19076	178	13	.	.	PUNCT
bracis-19076	179	1	as	as	ADP
bracis-19076	179	2	a	a	DET
bracis-19076	179	3	rule	rule	NOUN
bracis-19076	179	4	,	,	PUNCT
bracis-19076	179	5	the	the	DET
bracis-19076	179	6	model	model	NOUN
bracis-19076	179	7	validated	validate	VERB
bracis-19076	179	8	only	only	ADV
bracis-19076	179	9	on	on	ADP
bracis-19076	179	10	the	the	DET
bracis-19076	179	11	training	training	NOUN
bracis-19076	179	12	basis	basis	NOUN
bracis-19076	179	13	achieves	achieve	VERB
bracis-19076	179	14	100	100	NUM
bracis-19076	179	15	%	%	NOUN
bracis-19076	179	16	accuracy	accuracy	NOUN
bracis-19076	179	17	in	in	ADP
bracis-19076	179	18	this	this	DET
bracis-19076	179	19	way	way	NOUN
bracis-19076	179	20	.	.	PUNCT
bracis-19076	180	1	the	the	DET
bracis-19076	180	2	best	good	ADJ
bracis-19076	180	3	model	model	NOUN
bracis-19076	180	4	is	be	AUX
bracis-19076	180	5	given	give	VERB
bracis-19076	180	6	by	by	ADP
bracis-19076	180	7	a	a	DET
bracis-19076	180	8	checkpoint	checkpoint	NOUN
bracis-19076	180	9	,	,	PUNCT
bracis-19076	180	10	i.e.	i.e.	X
bracis-19076	180	11	,	,	PUNCT
bracis-19076	180	12	as	as	SCONJ
bracis-19076	180	13	training	training	NOUN
bracis-19076	180	14	continues	continue	VERB
bracis-19076	180	15	and	and	CCONJ
bracis-19076	180	16	the	the	DET
bracis-19076	180	17	error	error	NOUN
bracis-19076	180	18	increases	increase	NOUN
bracis-19076	180	19	,	,	PUNCT
bracis-19076	180	20	the	the	DET
bracis-19076	180	21	best	good	ADJ
bracis-19076	180	22	model	model	NOUN
bracis-19076	180	23	is	be	AUX
bracis-19076	180	24	saved	save	VERB
bracis-19076	180	25	until	until	SCONJ
bracis-19076	180	26	a	a	DET
bracis-19076	180	27	better	well	ADJ
bracis-19076	180	28	one	one	NOUN
bracis-19076	180	29	is	be	AUX
bracis-19076	180	30	found	find	VERB
bracis-19076	180	31	.	.	PUNCT
bracis-19076	181	1	therefore	therefore	ADV
bracis-19076	181	2	,	,	PUNCT
bracis-19076	181	3	there	there	PRON
bracis-19076	181	4	is	be	VERB
bracis-19076	181	5	no	no	DET
bracis-19076	181	6	stopping	stop	VERB
bracis-19076	181	7	criterion	criterion	NOUN
bracis-19076	181	8	in	in	ADP
bracis-19076	181	9	this	this	DET
bracis-19076	181	10	250	250	NUM
bracis-19076	181	11	epoch	epoch	NOUN
bracis-19076	181	12	range	range	NOUN
bracis-19076	181	13	because	because	SCONJ
bracis-19076	181	14	the	the	DET
bracis-19076	181	15	best	good	ADJ
bracis-19076	181	16	model	model	NOUN
bracis-19076	181	17	is	be	AUX
bracis-19076	181	18	already	already	ADV
bracis-19076	181	19	saved	save	VERB
bracis-19076	181	20	.	.	PUNCT
bracis-19076	182	1	as	as	SCONJ
bracis-19076	182	2	we	we	PRON
bracis-19076	182	3	transfer	transfer	VERB
bracis-19076	182	4	the	the	DET
bracis-19076	182	5	model	model	NOUN
bracis-19076	182	6	within	within	ADP
bracis-19076	182	7	the	the	DET
bracis-19076	182	8	domain	domain	NOUN
bracis-19076	182	9	itself	itself	PRON
bracis-19076	182	10	,	,	PUNCT
bracis-19076	182	11	it	it	PRON
bracis-19076	182	12	is	be	AUX
bracis-19076	182	13	expected	expect	VERB
bracis-19076	182	14	that	that	SCONJ
bracis-19076	182	15	every	every	DET
bracis-19076	182	16	experiment	experiment	NOUN
bracis-19076	182	17	that	that	PRON
bracis-19076	182	18	receives	receive	VERB
bracis-19076	182	19	a	a	DET
bracis-19076	182	20	pre	pre	ADJ
bracis-19076	182	21	-	-	ADJ
bracis-19076	182	22	trained	train	VERB
bracis-19076	182	23	model	model	NOUN
bracis-19076	182	24	will	will	AUX
bracis-19076	182	25	rapidly	rapidly	ADV
bracis-19076	182	26	evolve	evolve	VERB
bracis-19076	182	27	in	in	ADP
bracis-19076	182	28	number	number	NOUN
bracis-19076	182	29	of	of	ADP
bracis-19076	182	30	epochs	epoch	NOUN
bracis-19076	182	31	to	to	PART
bracis-19076	182	32	reach	reach	VERB
bracis-19076	182	33	a	a	DET
bracis-19076	182	34	satisfactory	satisfactory	ADJ
bracis-19076	182	35	result	result	NOUN
bracis-19076	182	36	.	.	PUNCT
bracis-19076	183	1	the	the	DET
bracis-19076	183	2	behavior	behavior	NOUN
bracis-19076	183	3	in	in	ADP
bracis-19076	183	4	this	this	DET
bracis-19076	183	5	transfer	transfer	NOUN
bracis-19076	183	6	learn	learn	VERB
bracis-19076	183	7	situation	situation	NOUN
bracis-19076	183	8	is	be	AUX
bracis-19076	183	9	the	the	DET
bracis-19076	183	10	faster	fast	ADJ
bracis-19076	183	11	evolution	evolution	NOUN
bracis-19076	183	12	of	of	ADP
bracis-19076	183	13	the	the	DET
bracis-19076	183	14	model	model	NOUN
bracis-19076	183	15	’s	’s	PART
bracis-19076	183	16	accuracy	accuracy	NOUN
bracis-19076	183	17	[	[	X
bracis-19076	183	18	5	5	NUM
bracis-19076	183	19	]	]	PUNCT
bracis-19076	183	20	.	.	PUNCT
bracis-19076	184	1	for	for	ADP
bracis-19076	184	2	this	this	DET
bracis-19076	184	3	reason	reason	NOUN
bracis-19076	184	4	,	,	PUNCT
bracis-19076	184	5	the	the	DET
bracis-19076	184	6	greatest	great	ADJ
bracis-19076	184	7	expectation	expectation	NOUN
bracis-19076	184	8	in	in	ADP
bracis-19076	184	9	defining	define	VERB
bracis-19076	184	10	the	the	DET
bracis-19076	184	11	experiments	experiment	NOUN
bracis-19076	184	12	was	be	AUX
bracis-19076	184	13	that	that	DET
bracis-19076	184	14	experiment	experiment	NOUN
bracis-19076	184	15	3	3	NUM
bracis-19076	184	16	,	,	PUNCT
bracis-19076	184	17	in	in	ADP
bracis-19076	184	18	addition	addition	NOUN
bracis-19076	184	19	to	to	ADP
bracis-19076	184	20	evolving	evolve	VERB
bracis-19076	184	21	quickly	quickly	ADV
bracis-19076	184	22	,	,	PUNCT
bracis-19076	184	23	would	would	AUX
bracis-19076	184	24	have	have	VERB
bracis-19076	184	25	better	well	ADJ
bracis-19076	184	26	accuracy	accuracy	NOUN
bracis-19076	184	27	.	.	PUNCT
bracis-19076	185	1	this	this	DET
bracis-19076	185	2	expectation	expectation	NOUN
bracis-19076	185	3	is	be	AUX
bracis-19076	185	4	also	also	ADV
bracis-19076	185	5	due	due	ADJ
bracis-19076	185	6	to	to	ADP
bracis-19076	185	7	the	the	DET
bracis-19076	185	8	theoretical	theoretical	ADJ
bracis-19076	185	9	context	context	NOUN
bracis-19076	185	10	exposed	expose	VERB
bracis-19076	185	11	in	in	ADP
bracis-19076	185	12	sect	sect	NOUN
bracis-19076	185	13	.	.	PUNCT
bracis-19076	185	14	 	 	SPACE
bracis-19076	186	1	2	2	NUM
bracis-19076	186	2	.	.	NUM
bracis-19076	186	3	4	4	NUM
bracis-19076	186	4	experimental	experimental	ADJ
bracis-19076	186	5	evaluation	evaluation	NOUN
bracis-19076	186	6	as	as	SCONJ
bracis-19076	186	7	explained	explain	VERB
bracis-19076	186	8	in	in	ADP
bracis-19076	186	9	sect	sect	NOUN
bracis-19076	186	10	.	.	PUNCT
bracis-19076	186	11	 	 	SPACE
bracis-19076	187	1	3	3	NUM
bracis-19076	187	2	,	,	PUNCT
bracis-19076	187	3	a	a	DET
bracis-19076	187	4	total	total	NOUN
bracis-19076	187	5	of	of	ADP
bracis-19076	187	6	30	30	NUM
bracis-19076	187	7	training	training	NOUN
bracis-19076	187	8	rounds	round	NOUN
bracis-19076	187	9	were	be	AUX
bracis-19076	187	10	carried	carry	VERB
bracis-19076	187	11	out	out	ADP
bracis-19076	187	12	.	.	PUNCT
bracis-19076	188	1	for	for	ADP
bracis-19076	188	2	comparison	comparison	NOUN
bracis-19076	188	3	with	with	ADP
bracis-19076	188	4	other	other	ADJ
bracis-19076	188	5	works	work	NOUN
bracis-19076	188	6	,	,	PUNCT
bracis-19076	188	7	it	it	PRON
bracis-19076	188	8	is	be	AUX
bracis-19076	188	9	expressed	express	VERB
bracis-19076	188	10	as	as	ADP
bracis-19076	188	11	means	mean	NOUN
bracis-19076	188	12	in	in	ADP
bracis-19076	188	13	table	table	NOUN
bracis-19076	188	14	 	 	SPACE
bracis-19076	188	15	2	2	NUM
bracis-19076	188	16	.	.	PUNCT
bracis-19076	188	17	fig	fig	NOUN
bracis-19076	188	18	.	.	PUNCT
bracis-19076	189	1	3	3	X
bracis-19076	189	2	.	.	X
bracis-19076	189	3	accuracy	accuracy	NOUN
bracis-19076	189	4	evolution	evolution	NOUN
bracis-19076	189	5	for	for	ADP
bracis-19076	189	6	experiments	experiment	NOUN
bracis-19076	189	7	1	1	NUM
bracis-19076	189	8	,	,	PUNCT
bracis-19076	189	9	2	2	NUM
bracis-19076	189	10	and	and	CCONJ
bracis-19076	189	11	4	4	NUM
bracis-19076	189	12	.	.	PUNCT
bracis-19076	189	13	full	full	ADJ
bracis-19076	189	14	size	size	NOUN
bracis-19076	189	15	image	image	NOUN
bracis-19076	189	16	the	the	DET
bracis-19076	189	17	average	average	ADJ
bracis-19076	189	18	accuracy	accuracy	NOUN
bracis-19076	189	19	of	of	ADP
bracis-19076	189	20	experiment	experiment	NOUN
bracis-19076	189	21	1	1	NUM
bracis-19076	189	22	is	be	AUX
bracis-19076	189	23	equivalent	equivalent	ADJ
bracis-19076	189	24	to	to	ADP
bracis-19076	189	25	that	that	PRON
bracis-19076	189	26	presented	present	VERB
bracis-19076	189	27	in	in	ADP
bracis-19076	189	28	[	[	X
bracis-19076	189	29	19	19	NUM
bracis-19076	189	30	]	]	PUNCT
bracis-19076	189	31	in	in	ADP
bracis-19076	189	32	the	the	DET
bracis-19076	189	33	databases	database	NOUN
bracis-19076	189	34	used	use	VERB
bracis-19076	189	35	in	in	ADP
bracis-19076	189	36	both	both	DET
bracis-19076	189	37	works	work	NOUN
bracis-19076	189	38	.	.	PUNCT
bracis-19076	190	1	this	this	PRON
bracis-19076	190	2	validate	validate	VERB
bracis-19076	190	3	our	our	PRON
bracis-19076	190	4	similar	similar	ADJ
bracis-19076	190	5	implementation	implementation	NOUN
bracis-19076	190	6	of	of	ADP
bracis-19076	190	7	the	the	DET
bracis-19076	190	8	proposed	propose	VERB
bracis-19076	190	9	model	model	NOUN
bracis-19076	190	10	.	.	PUNCT
bracis-19076	191	1	experiment	experiment	NOUN
bracis-19076	191	2	4	4	NUM
bracis-19076	191	3	outperformed	outperform	VERB
bracis-19076	191	4	experiment	experiment	NOUN
bracis-19076	191	5	2	2	NUM
bracis-19076	191	6	(	(	PUNCT
bracis-19076	191	7	fig	fig	NOUN
bracis-19076	191	8	.	.	PUNCT
bracis-19076	191	9	 	 	SPACE
bracis-19076	191	10	3	3	NUM
bracis-19076	191	11	)	)	PUNCT
bracis-19076	191	12	.	.	PUNCT
bracis-19076	192	1	this	this	PRON
bracis-19076	192	2	suggests	suggest	VERB
bracis-19076	192	3	that	that	SCONJ
bracis-19076	192	4	there	there	PRON
bracis-19076	192	5	is	be	VERB
bracis-19076	192	6	still	still	ADV
bracis-19076	192	7	a	a	DET
bracis-19076	192	8	lot	lot	NOUN
bracis-19076	192	9	of	of	ADP
bracis-19076	192	10	information	information	NOUN
bracis-19076	192	11	relevant	relevant	ADJ
bracis-19076	192	12	to	to	ADP
bracis-19076	192	13	classification	classification	NOUN
bracis-19076	192	14	that	that	PRON
bracis-19076	192	15	is	be	AUX
bracis-19076	192	16	comprised	comprise	VERB
bracis-19076	192	17	outside	outside	ADV
bracis-19076	192	18	of	of	ADP
bracis-19076	192	19	extracted	extract	VERB
bracis-19076	192	20	shapelets	shapelet	NOUN
bracis-19076	192	21	.	.	PUNCT
bracis-19076	193	1	in	in	ADP
bracis-19076	193	2	part	part	NOUN
bracis-19076	193	3	,	,	PUNCT
bracis-19076	193	4	this	this	PRON
bracis-19076	193	5	is	be	AUX
bracis-19076	193	6	due	due	ADJ
bracis-19076	193	7	to	to	ADP
bracis-19076	193	8	the	the	DET
bracis-19076	193	9	size	size	NOUN
bracis-19076	193	10	of	of	ADP
bracis-19076	193	11	the	the	DET
bracis-19076	193	12	extracted	extract	VERB
bracis-19076	193	13	shapelets	shapelet	NOUN
bracis-19076	193	14	that	that	PRON
bracis-19076	193	15	have	have	VERB
bracis-19076	193	16	absolute	absolute	ADJ
bracis-19076	193	17	lengths	length	NOUN
bracis-19076	193	18	of	of	ADP
bracis-19076	193	19	at	at	ADP
bracis-19076	193	20	most	most	ADJ
bracis-19076	193	21	18	18	NUM
bracis-19076	193	22	values	value	NOUN
bracis-19076	193	23	,	,	PUNCT
bracis-19076	193	24	which	which	PRON
bracis-19076	193	25	for	for	ADP
bracis-19076	193	26	most	most	ADJ
bracis-19076	193	27	bases	basis	NOUN
bracis-19076	193	28	is	be	AUX
bracis-19076	193	29	a	a	DET
bracis-19076	193	30	small	small	ADJ
bracis-19076	193	31	length	length	NOUN
bracis-19076	193	32	.	.	PUNCT
bracis-19076	194	1	an	an	DET
bracis-19076	194	2	increase	increase	NOUN
bracis-19076	194	3	in	in	ADP
bracis-19076	194	4	this	this	DET
bracis-19076	194	5	length	length	NOUN
bracis-19076	194	6	would	would	AUX
bracis-19076	194	7	adjust	adjust	VERB
bracis-19076	194	8	this	this	DET
bracis-19076	194	9	result	result	NOUN
bracis-19076	194	10	,	,	PUNCT
bracis-19076	194	11	but	but	CCONJ
bracis-19076	194	12	at	at	ADP
bracis-19076	194	13	the	the	DET
bracis-19076	194	14	cost	cost	NOUN
bracis-19076	194	15	of	of	ADP
bracis-19076	194	16	not	not	PART
bracis-19076	194	17	making	make	VERB
bracis-19076	194	18	sense	sense	NOUN
bracis-19076	194	19	to	to	PART
bracis-19076	194	20	highlight	highlight	VERB
bracis-19076	194	21	a	a	DET
bracis-19076	194	22	very	very	ADV
bracis-19076	194	23	large	large	ADJ
bracis-19076	194	24	segment	segment	NOUN
bracis-19076	194	25	.	.	PUNCT
bracis-19076	195	1	as	as	SCONJ
bracis-19076	195	2	the	the	DET
bracis-19076	195	3	experiment	experiment	NOUN
bracis-19076	195	4	extracts	extract	VERB
bracis-19076	195	5	the	the	DET
bracis-19076	195	6	segment	segment	NOUN
bracis-19076	195	7	from	from	ADP
bracis-19076	195	8	the	the	DET
bracis-19076	195	9	original	original	ADJ
bracis-19076	195	10	series	series	NOUN
bracis-19076	195	11	,	,	PUNCT
bracis-19076	195	12	making	make	VERB
bracis-19076	195	13	the	the	DET
bracis-19076	195	14	shapelet	shapelet	NOUN
bracis-19076	195	15	segment	segment	NOUN
bracis-19076	195	16	too	too	ADV
bracis-19076	195	17	large	large	ADJ
bracis-19076	195	18	would	would	AUX
bracis-19076	195	19	make	make	VERB
bracis-19076	195	20	the	the	DET
bracis-19076	195	21	initial	initial	ADJ
bracis-19076	195	22	premise	premise	NOUN
bracis-19076	195	23	of	of	ADP
bracis-19076	195	24	putting	put	VERB
bracis-19076	195	25	the	the	DET
bracis-19076	195	26	shapelet	shapelet	NOUN
bracis-19076	195	27	in	in	ADP
bracis-19076	195	28	evidence	evidence	NOUN
bracis-19076	195	29	compromised	compromise	VERB
bracis-19076	195	30	,	,	PUNCT
bracis-19076	195	31	as	as	SCONJ
bracis-19076	195	32	the	the	DET
bracis-19076	195	33	shapelet	shapelet	NOUN
bracis-19076	195	34	could	could	AUX
bracis-19076	195	35	be	be	AUX
bracis-19076	195	36	almost	almost	ADV
bracis-19076	195	37	the	the	DET
bracis-19076	195	38	entire	entire	ADJ
bracis-19076	195	39	length	length	NOUN
bracis-19076	195	40	of	of	ADP
bracis-19076	195	41	the	the	DET
bracis-19076	195	42	series	series	NOUN
bracis-19076	195	43	.	.	PUNCT
bracis-19076	196	1	it	it	PRON
bracis-19076	196	2	becomes	become	VERB
bracis-19076	196	3	evident	evident	ADJ
bracis-19076	196	4	that	that	SCONJ
bracis-19076	196	5	setting	set	VERB
bracis-19076	196	6	parameters	parameter	NOUN
bracis-19076	196	7	like	like	ADP
bracis-19076	196	8	the	the	DET
bracis-19076	196	9	size	size	NOUN
bracis-19076	196	10	of	of	ADP
bracis-19076	196	11	the	the	DET
bracis-19076	196	12	extracted	extract	VERB
bracis-19076	196	13	shapelets	shapelet	NOUN
bracis-19076	196	14	,	,	PUNCT
bracis-19076	196	15	the	the	DET
bracis-19076	196	16	quantity	quantity	NOUN
bracis-19076	196	17	of	of	ADP
bracis-19076	196	18	the	the	DET
bracis-19076	196	19	extracted	extract	VERB
bracis-19076	196	20	shapelets	shapelet	NOUN
bracis-19076	196	21	and	and	CCONJ
bracis-19076	196	22	the	the	DET
bracis-19076	196	23	relevance	relevance	NOUN
bracis-19076	196	24	of	of	ADP
bracis-19076	196	25	the	the	DET
bracis-19076	196	26	shapelet	shapelet	NOUN
bracis-19076	196	27	is	be	AUX
bracis-19076	196	28	a	a	DET
bracis-19076	196	29	difficult	difficult	ADJ
bracis-19076	196	30	task	task	NOUN
bracis-19076	196	31	.	.	PUNCT
bracis-19076	197	1	fig	fig	NOUN
bracis-19076	197	2	.	.	PUNCT
bracis-19076	198	1	4	4	X
bracis-19076	198	2	.	.	X
bracis-19076	198	3	accuracy	accuracy	NOUN
bracis-19076	198	4	evolution	evolution	NOUN
bracis-19076	198	5	for	for	ADP
bracis-19076	198	6	experiments	experiment	NOUN
bracis-19076	198	7	1	1	NUM
bracis-19076	198	8	,	,	PUNCT
bracis-19076	198	9	6	6	NUM
bracis-19076	198	10	and	and	CCONJ
bracis-19076	198	11	7	7	NUM
bracis-19076	198	12	.	.	PUNCT
bracis-19076	198	13	full	full	ADJ
bracis-19076	198	14	size	size	NOUN
bracis-19076	198	15	image	image	NOUN
bracis-19076	198	16	another	another	DET
bracis-19076	198	17	indicator	indicator	NOUN
bracis-19076	198	18	of	of	ADP
bracis-19076	198	19	shapelet	shapelet	NOUN
bracis-19076	198	20	quality	quality	NOUN
bracis-19076	198	21	are	be	AUX
bracis-19076	198	22	the	the	DET
bracis-19076	198	23	two	two	NUM
bracis-19076	198	24	cross	cross	ADJ
bracis-19076	198	25	-	-	ADJ
bracis-19076	198	26	validation	validation	ADJ
bracis-19076	198	27	experiments	experiment	NOUN
bracis-19076	198	28	6	6	NUM
bracis-19076	198	29	and	and	CCONJ
bracis-19076	198	30	7	7	NUM
bracis-19076	198	31	.	.	X
bracis-19076	199	1	both	both	PRON
bracis-19076	199	2	are	be	AUX
bracis-19076	199	3	inferior	inferior	ADJ
bracis-19076	199	4	to	to	PART
bracis-19076	199	5	experiment	experiment	VERB
bracis-19076	199	6	1	1	NUM
bracis-19076	199	7	at	at	ADP
bracis-19076	199	8	all	all	DET
bracis-19076	199	9	epochal	epochal	ADJ
bracis-19076	199	10	amounts	amount	NOUN
bracis-19076	199	11	(	(	PUNCT
bracis-19076	199	12	fig	fig	NOUN
bracis-19076	199	13	.	.	PUNCT
bracis-19076	199	14	 	 	SPACE
bracis-19076	199	15	4	4	NUM
bracis-19076	199	16	)	)	PUNCT
bracis-19076	199	17	.	.	PUNCT
bracis-19076	200	1	even	even	ADV
bracis-19076	200	2	so	so	ADV
bracis-19076	200	3	,	,	PUNCT
bracis-19076	200	4	experiment	experiment	NOUN
bracis-19076	200	5	6	6	NUM
bracis-19076	200	6	was	be	AUX
bracis-19076	200	7	superior	superior	ADJ
bracis-19076	200	8	to	to	PART
bracis-19076	200	9	experiment	experiment	VERB
bracis-19076	200	10	7	7	NUM
bracis-19076	200	11	.	.	PUNCT
bracis-19076	200	12	fig	fig	NOUN
bracis-19076	200	13	.	.	PUNCT
bracis-19076	201	1	5	5	NUM
bracis-19076	201	2	.	.	X
bracis-19076	201	3	critical	critical	ADJ
bracis-19076	201	4	difference	difference	NOUN
bracis-19076	201	5	diagram	diagram	NOUN
bracis-19076	201	6	for	for	ADP
bracis-19076	201	7	nemenyi	nemenyi	PROPN
bracis-19076	201	8	test	test	NOUN
bracis-19076	201	9	.	.	PUNCT
bracis-19076	202	1	full	full	ADJ
bracis-19076	202	2	size	size	NOUN
bracis-19076	202	3	image	image	NOUN
bracis-19076	202	4	experiments	experiment	NOUN
bracis-19076	202	5	3	3	NUM
bracis-19076	202	6	and	and	CCONJ
bracis-19076	202	7	5	5	NUM
bracis-19076	202	8	with	with	ADP
bracis-19076	202	9	transfer	transfer	NOUN
bracis-19076	202	10	learn	learn	NOUN
bracis-19076	202	11	from	from	ADP
bracis-19076	202	12	the	the	DET
bracis-19076	202	13	shapelet	shapelet	NOUN
bracis-19076	202	14	and	and	CCONJ
bracis-19076	202	15	noise	noise	NOUN
bracis-19076	202	16	series	series	NOUN
bracis-19076	202	17	constitute	constitute	VERB
bracis-19076	202	18	the	the	DET
bracis-19076	202	19	final	final	ADJ
bracis-19076	202	20	objective	objective	NOUN
bracis-19076	202	21	.	.	PUNCT
bracis-19076	203	1	the	the	DET
bracis-19076	203	2	result	result	NOUN
bracis-19076	203	3	of	of	ADP
bracis-19076	203	4	the	the	DET
bracis-19076	203	5	accuracy	accuracy	NOUN
bracis-19076	203	6	in	in	ADP
bracis-19076	203	7	the	the	DET
bracis-19076	203	8	validation	validation	NOUN
bracis-19076	203	9	basis	basis	NOUN
bracis-19076	203	10	for	for	ADP
bracis-19076	203	11	experiments	experiment	NOUN
bracis-19076	203	12	1	1	NUM
bracis-19076	203	13	,	,	PUNCT
bracis-19076	203	14	3	3	NUM
bracis-19076	203	15	and	and	CCONJ
bracis-19076	203	16	5	5	NUM
bracis-19076	203	17	is	be	AUX
bracis-19076	203	18	described	describe	VERB
bracis-19076	203	19	in	in	ADP
bracis-19076	203	20	table	table	NOUN
bracis-19076	203	21	 	 	SPACE
bracis-19076	203	22	2	2	NUM
bracis-19076	203	23	for	for	ADP
bracis-19076	203	24	each	each	DET
bracis-19076	203	25	series	series	NOUN
bracis-19076	203	26	(	(	PUNCT
bracis-19076	203	27	fig	fig	NOUN
bracis-19076	203	28	.	.	PUNCT
bracis-19076	203	29	 	 	SPACE
bracis-19076	203	30	6	6	NUM
bracis-19076	203	31	)	)	PUNCT
bracis-19076	203	32	.	.	PUNCT
bracis-19076	204	1	for	for	ADP
bracis-19076	204	2	comparison	comparison	NOUN
bracis-19076	204	3	,	,	PUNCT
bracis-19076	204	4	other	other	ADJ
bracis-19076	204	5	4	4	NUM
bracis-19076	204	6	related	relate	VERB
bracis-19076	204	7	classifiers	classifier	NOUN
bracis-19076	204	8	in	in	ADP
bracis-19076	204	9	evidence	evidence	NOUN
bracis-19076	204	10	were	be	AUX
bracis-19076	204	11	chosen	choose	VERB
bracis-19076	204	12	,	,	PUNCT
bracis-19076	204	13	as	as	SCONJ
bracis-19076	204	14	described	describe	VERB
bracis-19076	204	15	before	before	ADV
bracis-19076	204	16	.	.	PUNCT
bracis-19076	205	1	table	table	NOUN
bracis-19076	205	2	 	 	SPACE
bracis-19076	205	3	2	2	NUM
bracis-19076	205	4	is	be	AUX
bracis-19076	205	5	expressed	express	VERB
bracis-19076	205	6	as	as	ADP
bracis-19076	205	7	means	mean	NOUN
bracis-19076	205	8	(	(	PUNCT
bracis-19076	205	9	of	of	ADP
bracis-19076	205	10	30	30	NUM
bracis-19076	205	11	measurements	measurement	NOUN
bracis-19076	205	12	)	)	PUNCT
bracis-19076	205	13	,	,	PUNCT
bracis-19076	205	14	each	each	DET
bracis-19076	205	15	series	series	NOUN
bracis-19076	205	16	of	of	ADP
bracis-19076	205	17	measurements	measurement	NOUN
bracis-19076	205	18	has	have	VERB
bracis-19076	205	19	a	a	DET
bracis-19076	205	20	standard	standard	ADJ
bracis-19076	205	21	variation	variation	NOUN
bracis-19076	205	22	in	in	ADP
bracis-19076	205	23	the	the	DET
bracis-19076	205	24	order	order	NOUN
bracis-19076	205	25	of	of	ADP
bracis-19076	205	26	\(10^{-5}\	\(10^{-5}\	VERB
bracis-19076	205	27	)	)	PUNCT
bracis-19076	205	28	.	.	PUNCT
bracis-19076	206	1	the	the	DET
bracis-19076	206	2	student	student	NOUN
bracis-19076	206	3	’s	’s	PART
bracis-19076	206	4	t	t	PROPN
bracis-19076	206	5	-	-	PUNCT
bracis-19076	206	6	test	test	NOUN
bracis-19076	206	7	of	of	ADP
bracis-19076	206	8	both	both	PRON
bracis-19076	206	9	between	between	ADP
bracis-19076	206	10	experiments	experiment	NOUN
bracis-19076	206	11	1	1	NUM
bracis-19076	206	12	vs	vs	ADP
bracis-19076	206	13	3	3	NUM
bracis-19076	206	14	and	and	CCONJ
bracis-19076	206	15	separately	separately	ADV
bracis-19076	206	16	experiments	experiment	NOUN
bracis-19076	206	17	1	1	NUM
bracis-19076	206	18	vs	vs	ADP
bracis-19076	206	19	5	5	NUM
bracis-19076	206	20	obtained	obtain	VERB
bracis-19076	206	21	p	p	NOUN
bracis-19076	206	22	-	-	PUNCT
bracis-19076	206	23	values	value	NOUN
bracis-19076	206	24	in	in	ADP
bracis-19076	206	25	the	the	DET
bracis-19076	206	26	order	order	NOUN
bracis-19076	206	27	of	of	ADP
bracis-19076	206	28	\(10^{-15}\	\(10^{-15}\	PROPN
bracis-19076	206	29	)	)	PUNCT
bracis-19076	206	30	each	each	PRON
bracis-19076	206	31	,	,	PUNCT
bracis-19076	206	32	so	so	ADV
bracis-19076	206	33	it	it	PRON
bracis-19076	206	34	is	be	AUX
bracis-19076	206	35	a	a	DET
bracis-19076	206	36	high	high	ADJ
bracis-19076	206	37	degree	degree	NOUN
bracis-19076	206	38	of	of	ADP
bracis-19076	206	39	reliability	reliability	NOUN
bracis-19076	206	40	that	that	PRON
bracis-19076	206	41	the	the	DET
bracis-19076	206	42	series	series	NOUN
bracis-19076	206	43	present	present	VERB
bracis-19076	206	44	statistically	statistically	ADV
bracis-19076	206	45	relevant	relevant	ADJ
bracis-19076	206	46	differences	difference	NOUN
bracis-19076	206	47	along	along	ADP
bracis-19076	206	48	the	the	DET
bracis-19076	206	49	training	training	NOUN
bracis-19076	206	50	epochs	epoch	NOUN
bracis-19076	206	51	.	.	PUNCT
bracis-19076	207	1	after	after	ADP
bracis-19076	207	2	rejecting	reject	VERB
bracis-19076	207	3	the	the	DET
bracis-19076	207	4	null	null	ADJ
bracis-19076	207	5	hypothesis	hypothesis	NOUN
bracis-19076	207	6	,	,	PUNCT
bracis-19076	207	7	we	we	PRON
bracis-19076	207	8	then	then	ADV
bracis-19076	207	9	proceed	proceed	VERB
bracis-19076	207	10	with	with	ADP
bracis-19076	207	11	a	a	DET
bracis-19076	207	12	post	post	ADJ
bracis-19076	207	13	-	-	ADJ
bracis-19076	207	14	hoc	hoc	ADJ
bracis-19076	207	15	analysis	analysis	NOUN
bracis-19076	207	16	in	in	ADP
bracis-19076	207	17	the	the	DET
bracis-19076	207	18	best	good	ADJ
bracis-19076	207	19	classifier	classifier	NOUN
bracis-19076	207	20	as	as	ADP
bracis-19076	207	21	possible	possible	ADJ
bracis-19076	207	22	to	to	PART
bracis-19076	207	23	see	see	VERB
bracis-19076	207	24	in	in	ADP
bracis-19076	207	25	diagram	diagram	NOUN
bracis-19076	207	26	fig	fig	NOUN
bracis-19076	207	27	.	.	PUNCT
bracis-19076	207	28	 	 	SPACE
bracis-19076	208	1	5	5	NUM
bracis-19076	208	2	.	.	PUNCT
bracis-19076	209	1	the	the	DET
bracis-19076	209	2	significance	significance	NOUN
bracis-19076	209	3	level	level	NOUN
bracis-19076	209	4	of	of	ADP
bracis-19076	209	5	the	the	DET
bracis-19076	209	6	tests	test	NOUN
bracis-19076	209	7	is	be	AUX
bracis-19076	209	8	alpha=0.050	alpha=0.050	ADJ
bracis-19076	209	9	and	and	CCONJ
bracis-19076	209	10	critical	critical	ADJ
bracis-19076	209	11	distance	distance	NOUN
bracis-19076	209	12	of	of	ADP
bracis-19076	209	13	0.76	0.76	NUM
bracis-19076	209	14	.	.	PUNCT
bracis-19076	210	1	we	we	PRON
bracis-19076	210	2	can	can	AUX
bracis-19076	210	3	see	see	VERB
bracis-19076	210	4	that	that	PRON
bracis-19076	210	5	on	on	ADP
bracis-19076	210	6	final	final	ADJ
bracis-19076	210	7	result	result	NOUN
bracis-19076	210	8	experiment	experiment	NOUN
bracis-19076	210	9	3	3	NUM
bracis-19076	210	10	and	and	CCONJ
bracis-19076	210	11	experiment	experiment	NOUN
bracis-19076	210	12	1	1	NUM
bracis-19076	210	13	have	have	VERB
bracis-19076	210	14	no	no	DET
bracis-19076	210	15	significant	significant	ADJ
bracis-19076	210	16	differences	difference	NOUN
bracis-19076	210	17	and	and	CCONJ
bracis-19076	210	18	experiment	experiment	NOUN
bracis-19076	210	19	5	5	NUM
bracis-19076	210	20	is	be	AUX
bracis-19076	210	21	significant	significant	ADJ
bracis-19076	210	22	different	different	ADJ
bracis-19076	210	23	.	.	PUNCT
bracis-19076	211	1	table	table	NOUN
bracis-19076	211	2	2	2	NUM
bracis-19076	211	3	.	.	PUNCT
bracis-19076	212	1	accuracy	accuracy	NOUN
bracis-19076	212	2	of	of	ADP
bracis-19076	212	3	the	the	DET
bracis-19076	212	4	main	main	ADJ
bracis-19076	212	5	methods	method	NOUN
bracis-19076	212	6	with	with	ADP
bracis-19076	212	7	the	the	DET
bracis-19076	212	8	best	good	ADJ
bracis-19076	212	9	result	result	NOUN
bracis-19076	212	10	in	in	ADP
bracis-19076	212	11	bold.full	bold.full	NUM
bracis-19076	212	12	size	size	NOUN
bracis-19076	212	13	table	table	NOUN
bracis-19076	212	14	an	an	DET
bracis-19076	212	15	important	important	ADJ
bracis-19076	212	16	result	result	NOUN
bracis-19076	212	17	is	be	AUX
bracis-19076	212	18	that	that	PRON
bracis-19076	212	19	of	of	ADP
bracis-19076	212	20	these	these	DET
bracis-19076	212	21	20	20	NUM
bracis-19076	212	22	sets	set	NOUN
bracis-19076	212	23	,	,	PUNCT
bracis-19076	212	24	at	at	ADP
bracis-19076	212	25	least	least	ADJ
bracis-19076	212	26	15	15	NUM
bracis-19076	212	27	sets	set	NOUN
bracis-19076	212	28	(	(	PUNCT
bracis-19076	212	29	in	in	ADP
bracis-19076	212	30	experiments	experiment	NOUN
bracis-19076	212	31	3	3	NUM
bracis-19076	212	32	and	and	CCONJ
bracis-19076	212	33	5	5	NUM
bracis-19076	212	34	)	)	PUNCT
bracis-19076	212	35	were	be	AUX
bracis-19076	212	36	better	well	ADJ
bracis-19076	212	37	when	when	SCONJ
bracis-19076	212	38	compared	compare	VERB
bracis-19076	212	39	to	to	ADP
bracis-19076	212	40	experiment	experiment	NOUN
bracis-19076	212	41	1	1	NUM
bracis-19076	212	42	(	(	PUNCT
bracis-19076	212	43	baseline	baseline	NOUN
bracis-19076	212	44	)	)	PUNCT
bracis-19076	212	45	.	.	PUNCT
bracis-19076	213	1	another	another	DET
bracis-19076	213	2	relevant	relevant	ADJ
bracis-19076	213	3	factor	factor	NOUN
bracis-19076	213	4	is	be	AUX
bracis-19076	213	5	that	that	SCONJ
bracis-19076	213	6	the	the	DET
bracis-19076	213	7	accuracy	accuracy	NOUN
bracis-19076	213	8	of	of	ADP
bracis-19076	213	9	the	the	DET
bracis-19076	213	10	classification	classification	NOUN
bracis-19076	213	11	overtaken	overtake	VERB
bracis-19076	213	12	what	what	PRON
bracis-19076	213	13	is	be	AUX
bracis-19076	213	14	equivalent	equivalent	ADJ
bracis-19076	213	15	to	to	ADP
bracis-19076	213	16	the	the	DET
bracis-19076	213	17	state	state	NOUN
bracis-19076	213	18	-	-	PUNCT
bracis-19076	213	19	of	of	ADP
bracis-19076	213	20	-	-	PUNCT
bracis-19076	213	21	the	the	DET
bracis-19076	213	22	-	-	PUNCT
bracis-19076	213	23	art	art	NOUN
bracis-19076	213	24	in	in	ADP
bracis-19076	213	25	half	half	NOUN
bracis-19076	213	26	of	of	ADP
bracis-19076	213	27	the	the	DET
bracis-19076	213	28	cases	case	NOUN
bracis-19076	213	29	.	.	PUNCT
bracis-19076	214	1	when	when	SCONJ
bracis-19076	214	2	evaluating	evaluate	VERB
bracis-19076	214	3	the	the	DET
bracis-19076	214	4	state	state	NOUN
bracis-19076	214	5	-	-	PUNCT
bracis-19076	214	6	of	of	ADP
bracis-19076	214	7	-	-	PUNCT
bracis-19076	214	8	the	the	DET
bracis-19076	214	9	-	-	PUNCT
bracis-19076	214	10	art	art	NOUN
bracis-19076	214	11	on	on	ADP
bracis-19076	214	12	the	the	DET
bracis-19076	214	13	theme	theme	NOUN
bracis-19076	214	14	of	of	ADP
bracis-19076	214	15	symbolic	symbolic	ADJ
bracis-19076	214	16	representations	representation	NOUN
bracis-19076	214	17	,	,	PUNCT
bracis-19076	214	18	it	it	PRON
bracis-19076	214	19	was	be	AUX
bracis-19076	214	20	expected	expect	VERB
bracis-19076	214	21	that	that	SCONJ
bracis-19076	214	22	the	the	DET
bracis-19076	214	23	model	model	NOUN
bracis-19076	214	24	trained	train	VERB
bracis-19076	214	25	with	with	ADP
bracis-19076	214	26	the	the	DET
bracis-19076	214	27	shapelets	shapelet	NOUN
bracis-19076	214	28	series	series	NOUN
bracis-19076	214	29	would	would	AUX
bracis-19076	214	30	be	be	AUX
bracis-19076	214	31	similar	similar	ADJ
bracis-19076	214	32	to	to	ADP
bracis-19076	214	33	the	the	DET
bracis-19076	214	34	training	training	NOUN
bracis-19076	214	35	model	model	NOUN
bracis-19076	214	36	of	of	ADP
bracis-19076	214	37	the	the	DET
bracis-19076	214	38	original	original	ADJ
bracis-19076	214	39	series	series	NOUN
bracis-19076	214	40	started	start	VERB
bracis-19076	214	41	from	from	ADP
bracis-19076	214	42	scratch	scratch	NOUN
bracis-19076	214	43	.	.	PUNCT
bracis-19076	215	1	however	however	ADV
bracis-19076	215	2	,	,	PUNCT
bracis-19076	215	3	there	there	PRON
bracis-19076	215	4	were	be	VERB
bracis-19076	215	5	situations	situation	NOUN
bracis-19076	215	6	where	where	SCONJ
bracis-19076	215	7	transfer	transfer	NOUN
bracis-19076	215	8	learning	learning	NOUN
bracis-19076	215	9	showed	show	VERB
bracis-19076	215	10	superior	superior	ADJ
bracis-19076	215	11	results	result	NOUN
bracis-19076	215	12	when	when	SCONJ
bracis-19076	215	13	started	start	VERB
bracis-19076	215	14	from	from	ADP
bracis-19076	215	15	shapelets	shapelet	NOUN
bracis-19076	215	16	and	and	CCONJ
bracis-19076	215	17	in	in	ADP
bracis-19076	215	18	some	some	DET
bracis-19076	215	19	other	other	ADJ
bracis-19076	215	20	cases	case	NOUN
bracis-19076	215	21	where	where	SCONJ
bracis-19076	215	22	the	the	DET
bracis-19076	215	23	final	final	ADJ
bracis-19076	215	24	result	result	NOUN
bracis-19076	215	25	was	be	AUX
bracis-19076	215	26	better	well	ADJ
bracis-19076	215	27	when	when	SCONJ
bracis-19076	215	28	training	training	NOUN
bracis-19076	215	29	started	start	VERB
bracis-19076	215	30	by	by	ADP
bracis-19076	215	31	the	the	DET
bracis-19076	215	32	noise	noise	NOUN
bracis-19076	215	33	set	set	NOUN
bracis-19076	215	34	.	.	PUNCT
bracis-19076	216	1	in	in	ADP
bracis-19076	216	2	these	these	PRON
bracis-19076	216	3	,	,	PUNCT
bracis-19076	216	4	it	it	PRON
bracis-19076	216	5	seems	seem	VERB
bracis-19076	216	6	that	that	SCONJ
bracis-19076	216	7	there	there	PRON
bracis-19076	216	8	is	be	VERB
bracis-19076	216	9	an	an	DET
bracis-19076	216	10	external	external	ADJ
bracis-19076	216	11	knowledge	knowledge	NOUN
bracis-19076	216	12	towards	towards	ADP
bracis-19076	216	13	symbolic	symbolic	ADJ
bracis-19076	216	14	representations	representation	NOUN
bracis-19076	216	15	that	that	PRON
bracis-19076	216	16	support	support	VERB
bracis-19076	216	17	a	a	DET
bracis-19076	216	18	more	more	ADV
bracis-19076	216	19	precise	precise	ADJ
bracis-19076	216	20	classification	classification	NOUN
bracis-19076	216	21	with	with	ADP
bracis-19076	216	22	less	less	ADJ
bracis-19076	216	23	overfitting	overfitting	NOUN
bracis-19076	216	24	.	.	PUNCT
bracis-19076	217	1	in	in	ADP
bracis-19076	217	2	many	many	ADJ
bracis-19076	217	3	cases	case	NOUN
bracis-19076	217	4	,	,	PUNCT
bracis-19076	217	5	the	the	DET
bracis-19076	217	6	results	result	NOUN
bracis-19076	217	7	obtained	obtain	VERB
bracis-19076	217	8	in	in	ADP
bracis-19076	217	9	terms	term	NOUN
bracis-19076	217	10	of	of	ADP
bracis-19076	217	11	accuracy	accuracy	NOUN
bracis-19076	217	12	of	of	ADP
bracis-19076	217	13	the	the	DET
bracis-19076	217	14	time	time	NOUN
bracis-19076	217	15	series	series	PROPN
bracis-19076	217	16	classifier	classifier	NOUN
bracis-19076	217	17	reach	reach	VERB
bracis-19076	217	18	the	the	DET
bracis-19076	217	19	reference	reference	NOUN
bracis-19076	217	20	works	work	VERB
bracis-19076	217	21	.	.	PUNCT
bracis-19076	218	1	the	the	DET
bracis-19076	218	2	same	same	ADJ
bracis-19076	218	3	results	result	NOUN
bracis-19076	218	4	in	in	ADP
bracis-19076	218	5	simple	simple	ADJ
bracis-19076	218	6	base	base	NOUN
bracis-19076	218	7	training	training	NOUN
bracis-19076	218	8	,	,	PUNCT
bracis-19076	218	9	using	use	VERB
bracis-19076	218	10	the	the	DET
bracis-19076	218	11	implementation	implementation	NOUN
bracis-19076	218	12	of	of	ADP
bracis-19076	218	13	[	[	X
bracis-19076	218	14	19	19	NUM
bracis-19076	218	15	]	]	PUNCT
bracis-19076	218	16	,	,	PUNCT
bracis-19076	218	17	would	would	AUX
bracis-19076	218	18	be	be	AUX
bracis-19076	218	19	repeatedly	repeatedly	ADV
bracis-19076	218	20	similar	similar	ADJ
bracis-19076	218	21	.	.	PUNCT
bracis-19076	219	1	however	however	ADV
bracis-19076	219	2	,	,	PUNCT
bracis-19076	219	3	by	by	ADP
bracis-19076	219	4	including	include	VERB
bracis-19076	219	5	the	the	DET
bracis-19076	219	6	symbolic	symbolic	ADJ
bracis-19076	219	7	representations	representation	NOUN
bracis-19076	219	8	(	(	PUNCT
bracis-19076	219	9	which	which	PRON
bracis-19076	219	10	,	,	PUNCT
bracis-19076	219	11	in	in	ADP
bracis-19076	219	12	most	most	ADJ
bracis-19076	219	13	cases	case	NOUN
bracis-19076	219	14	,	,	PUNCT
bracis-19076	219	15	are	be	AUX
bracis-19076	219	16	the	the	DET
bracis-19076	219	17	classification	classification	NOUN
bracis-19076	219	18	criteria	criterion	NOUN
bracis-19076	219	19	of	of	ADP
bracis-19076	219	20	domain	domain	NOUN
bracis-19076	219	21	experts	expert	NOUN
bracis-19076	219	22	)	)	PUNCT
bracis-19076	219	23	,	,	PUNCT
bracis-19076	219	24	the	the	DET
bracis-19076	219	25	weights	weight	NOUN
bracis-19076	219	26	adjust	adjust	VERB
bracis-19076	219	27	more	more	ADV
bracis-19076	219	28	quickly	quickly	ADV
bracis-19076	219	29	(	(	PUNCT
bracis-19076	219	30	which	which	PRON
bracis-19076	219	31	is	be	AUX
bracis-19076	219	32	expected	expect	VERB
bracis-19076	219	33	)	)	PUNCT
bracis-19076	219	34	and	and	CCONJ
bracis-19076	219	35	improve	improve	VERB
bracis-19076	219	36	the	the	DET
bracis-19076	219	37	generalization	generalization	NOUN
bracis-19076	219	38	of	of	ADP
bracis-19076	219	39	learning	learning	PROPN
bracis-19076	219	40	,	,	PUNCT
bracis-19076	219	41	two	two	NUM
bracis-19076	219	42	relevant	relevant	ADJ
bracis-19076	219	43	benefits	benefit	NOUN
bracis-19076	219	44	.	.	PUNCT
bracis-19076	220	1	figures	figure	NOUN
bracis-19076	220	2	 	 	SPACE
bracis-19076	220	3	3	3	NUM
bracis-19076	220	4	,	,	PUNCT
bracis-19076	220	5	4	4	NUM
bracis-19076	220	6	,	,	PUNCT
bracis-19076	220	7	6	6	NUM
bracis-19076	220	8	,	,	PUNCT
bracis-19076	220	9	7	7	NUM
bracis-19076	220	10	and	and	CCONJ
bracis-19076	220	11	8	8	NUM
bracis-19076	220	12	show	show	VERB
bracis-19076	220	13	the	the	DET
bracis-19076	220	14	accuracy	accuracy	NOUN
bracis-19076	220	15	evolution	evolution	NOUN
bracis-19076	220	16	graphs	graph	NOUN
bracis-19076	220	17	of	of	ADP
bracis-19076	220	18	all	all	DET
bracis-19076	220	19	experiments	experiment	NOUN
bracis-19076	220	20	in	in	ADP
bracis-19076	220	21	comparison	comparison	NOUN
bracis-19076	220	22	with	with	ADP
bracis-19076	220	23	experiment	experiment	NOUN
bracis-19076	220	24	1	1	NUM
bracis-19076	220	25	as	as	ADP
bracis-19076	220	26	baseline	baseline	NOUN
bracis-19076	220	27	.	.	PUNCT
bracis-19076	221	1	fig	fig	NOUN
bracis-19076	221	2	.	.	PUNCT
bracis-19076	222	1	6	6	NUM
bracis-19076	222	2	.	.	X
bracis-19076	222	3	accuracy	accuracy	NOUN
bracis-19076	222	4	evolution	evolution	NOUN
bracis-19076	222	5	for	for	ADP
bracis-19076	222	6	experiments	experiment	NOUN
bracis-19076	222	7	1	1	NUM
bracis-19076	222	8	,	,	PUNCT
bracis-19076	222	9	3	3	NUM
bracis-19076	222	10	and	and	CCONJ
bracis-19076	222	11	5	5	NUM
bracis-19076	222	12	.	.	PUNCT
bracis-19076	222	13	full	full	ADJ
bracis-19076	222	14	size	size	NOUN
bracis-19076	222	15	image	image	NOUN
bracis-19076	222	16	fig	fig	NOUN
bracis-19076	222	17	.	.	PUNCT
bracis-19076	223	1	7	7	X
bracis-19076	223	2	.	.	X
bracis-19076	223	3	accuracy	accuracy	NOUN
bracis-19076	223	4	evolution	evolution	NOUN
bracis-19076	223	5	for	for	ADP
bracis-19076	223	6	experiments	experiment	NOUN
bracis-19076	223	7	1	1	NUM
bracis-19076	223	8	,	,	PUNCT
bracis-19076	223	9	2	2	NUM
bracis-19076	223	10	and	and	CCONJ
bracis-19076	223	11	3	3	NUM
bracis-19076	223	12	.	.	PUNCT
bracis-19076	223	13	full	full	ADJ
bracis-19076	223	14	size	size	NOUN
bracis-19076	223	15	image	image	NOUN
bracis-19076	223	16	fig	fig	NOUN
bracis-19076	223	17	.	.	PUNCT
bracis-19076	224	1	8	8	NUM
bracis-19076	224	2	.	.	X
bracis-19076	224	3	accuracy	accuracy	NOUN
bracis-19076	224	4	evolution	evolution	NOUN
bracis-19076	224	5	for	for	ADP
bracis-19076	224	6	experiments	experiment	NOUN
bracis-19076	224	7	1	1	NUM
bracis-19076	224	8	,	,	PUNCT
bracis-19076	224	9	4	4	NUM
bracis-19076	224	10	and	and	CCONJ
bracis-19076	224	11	5	5	NUM
bracis-19076	224	12	.	.	PUNCT
bracis-19076	224	13	full	full	ADJ
bracis-19076	224	14	size	size	NOUN
bracis-19076	224	15	image	image	NOUN
bracis-19076	224	16	5	5	NUM
bracis-19076	224	17	conclusion	conclusion	NOUN
bracis-19076	224	18	by	by	ADP
bracis-19076	224	19	exploring	explore	VERB
bracis-19076	224	20	shapelets	shapelet	NOUN
bracis-19076	224	21	we	we	PRON
bracis-19076	224	22	obtained	obtain	VERB
bracis-19076	224	23	important	important	ADJ
bracis-19076	224	24	results	result	NOUN
bracis-19076	224	25	for	for	ADP
bracis-19076	224	26	time	time	NOUN
bracis-19076	224	27	series	series	PROPN
bracis-19076	224	28	classification	classification	NOUN
bracis-19076	224	29	in	in	ADP
bracis-19076	224	30	most	most	ADJ
bracis-19076	224	31	of	of	ADP
bracis-19076	224	32	the	the	DET
bracis-19076	224	33	tested	test	VERB
bracis-19076	224	34	databases	database	NOUN
bracis-19076	224	35	.	.	PUNCT
bracis-19076	225	1	we	we	PRON
bracis-19076	225	2	believe	believe	VERB
bracis-19076	225	3	that	that	SCONJ
bracis-19076	225	4	the	the	DET
bracis-19076	225	5	objectives	objective	NOUN
bracis-19076	225	6	of	of	ADP
bracis-19076	225	7	this	this	DET
bracis-19076	225	8	work	work	NOUN
bracis-19076	225	9	have	have	AUX
bracis-19076	225	10	been	be	AUX
bracis-19076	225	11	achieved	achieve	VERB
bracis-19076	225	12	,	,	PUNCT
bracis-19076	225	13	since	since	SCONJ
bracis-19076	225	14	the	the	DET
bracis-19076	225	15	performed	perform	VERB
bracis-19076	225	16	experiments	experiment	NOUN
bracis-19076	225	17	presented	present	VERB
bracis-19076	225	18	better	well	ADJ
bracis-19076	225	19	results	result	NOUN
bracis-19076	225	20	than	than	ADP
bracis-19076	225	21	training	train	VERB
bracis-19076	225	22	purely	purely	ADV
bracis-19076	225	23	started	start	VERB
bracis-19076	225	24	from	from	ADP
bracis-19076	225	25	scratch	scratch	NOUN
bracis-19076	225	26	.	.	PUNCT
bracis-19076	226	1	thus	thus	ADV
bracis-19076	226	2	,	,	PUNCT
bracis-19076	226	3	the	the	DET
bracis-19076	226	4	importance	importance	NOUN
bracis-19076	226	5	of	of	ADP
bracis-19076	226	6	extracting	extract	VERB
bracis-19076	226	7	symbolic	symbolic	ADJ
bracis-19076	226	8	representations	representation	NOUN
bracis-19076	226	9	in	in	ADP
bracis-19076	226	10	time	time	NOUN
bracis-19076	226	11	series	series	PROPN
bracis-19076	226	12	classifiers	classifier	NOUN
bracis-19076	226	13	is	be	AUX
bracis-19076	226	14	evident	evident	ADJ
bracis-19076	226	15	,	,	PUNCT
bracis-19076	226	16	as	as	SCONJ
bracis-19076	226	17	they	they	PRON
bracis-19076	226	18	can	can	AUX
bracis-19076	226	19	be	be	AUX
bracis-19076	226	20	useful	useful	ADJ
bracis-19076	226	21	even	even	ADV
bracis-19076	226	22	in	in	ADP
bracis-19076	226	23	classifiers	classifier	NOUN
bracis-19076	226	24	based	base	VERB
bracis-19076	226	25	on	on	ADP
bracis-19076	226	26	convolutional	convolutional	ADJ
bracis-19076	226	27	networks	network	NOUN
bracis-19076	226	28	.	.	PUNCT
bracis-19076	227	1	learning	learn	VERB
bracis-19076	227	2	based	base	VERB
bracis-19076	227	3	on	on	ADP
bracis-19076	227	4	neural	neural	ADJ
bracis-19076	227	5	networks	network	NOUN
bracis-19076	227	6	is	be	AUX
bracis-19076	227	7	not	not	PART
bracis-19076	227	8	trivial	trivial	ADJ
bracis-19076	227	9	,	,	PUNCT
bracis-19076	227	10	as	as	SCONJ
bracis-19076	227	11	it	it	PRON
bracis-19076	227	12	requires	require	VERB
bracis-19076	227	13	the	the	DET
bracis-19076	227	14	data	data	NOUN
bracis-19076	227	15	analyst	analyst	NOUN
bracis-19076	227	16	to	to	PART
bracis-19076	227	17	adjust	adjust	VERB
bracis-19076	227	18	their	their	PRON
bracis-19076	227	19	experiments	experiment	NOUN
bracis-19076	227	20	with	with	ADP
bracis-19076	227	21	different	different	ADJ
bracis-19076	227	22	parameters	parameter	NOUN
bracis-19076	227	23	.	.	PUNCT
bracis-19076	228	1	only	only	ADV
bracis-19076	228	2	the	the	DET
bracis-19076	228	3	continued	continue	VERB
bracis-19076	228	4	training	training	NOUN
bracis-19076	228	5	of	of	ADP
bracis-19076	228	6	the	the	DET
bracis-19076	228	7	model	model	NOUN
bracis-19076	228	8	,	,	PUNCT
bracis-19076	228	9	without	without	ADP
bracis-19076	228	10	parameter	parameter	NOUN
bracis-19076	228	11	changes	change	NOUN
bracis-19076	228	12	,	,	PUNCT
bracis-19076	228	13	would	would	AUX
bracis-19076	228	14	invariably	invariably	ADV
bracis-19076	228	15	lead	lead	VERB
bracis-19076	228	16	to	to	ADP
bracis-19076	228	17	an	an	DET
bracis-19076	228	18	increase	increase	NOUN
bracis-19076	228	19	in	in	ADP
bracis-19076	228	20	error	error	NOUN
bracis-19076	228	21	.	.	PUNCT
bracis-19076	229	1	the	the	DET
bracis-19076	229	2	proposed	propose	VERB
bracis-19076	229	3	method	method	NOUN
bracis-19076	229	4	,	,	PUNCT
bracis-19076	229	5	therefore	therefore	ADV
bracis-19076	229	6	,	,	PUNCT
bracis-19076	229	7	has	have	VERB
bracis-19076	229	8	a	a	DET
bracis-19076	229	9	great	great	ADJ
bracis-19076	229	10	advantage	advantage	NOUN
bracis-19076	229	11	in	in	ADP
bracis-19076	229	12	this	this	DET
bracis-19076	229	13	type	type	NOUN
bracis-19076	229	14	of	of	ADP
bracis-19076	229	15	classifier	classifier	NOUN
bracis-19076	229	16	.	.	PUNCT
bracis-19076	230	1	throughout	throughout	ADP
bracis-19076	230	2	this	this	DET
bracis-19076	230	3	work	work	NOUN
bracis-19076	230	4	,	,	PUNCT
bracis-19076	230	5	some	some	DET
bracis-19076	230	6	points	point	NOUN
bracis-19076	230	7	identified	identify	VERB
bracis-19076	230	8	as	as	ADP
bracis-19076	230	9	limitations	limitation	NOUN
bracis-19076	230	10	have	have	AUX
bracis-19076	230	11	already	already	ADV
bracis-19076	230	12	been	be	AUX
bracis-19076	230	13	pointed	point	VERB
bracis-19076	230	14	.	.	PUNCT
bracis-19076	231	1	among	among	ADP
bracis-19076	231	2	them	they	PRON
bracis-19076	231	3	are	be	AUX
bracis-19076	231	4	experiments	experiment	NOUN
bracis-19076	231	5	,	,	PUNCT
bracis-19076	231	6	whose	whose	DET
bracis-19076	231	7	results	result	NOUN
bracis-19076	231	8	were	be	AUX
bracis-19076	231	9	less	less	ADJ
bracis-19076	231	10	than	than	SCONJ
bracis-19076	231	11	expected	expect	VERB
bracis-19076	231	12	,	,	PUNCT
bracis-19076	231	13	such	such	ADJ
bracis-19076	231	14	as	as	ADP
bracis-19076	231	15	specific	specific	ADJ
bracis-19076	231	16	domains	domain	NOUN
bracis-19076	231	17	.	.	PUNCT
bracis-19076	232	1	furthermore	furthermore	ADV
bracis-19076	232	2	,	,	PUNCT
bracis-19076	232	3	there	there	PRON
bracis-19076	232	4	seems	seem	VERB
bracis-19076	232	5	to	to	PART
bracis-19076	232	6	be	be	AUX
bracis-19076	232	7	a	a	DET
bracis-19076	232	8	need	need	NOUN
bracis-19076	232	9	to	to	PART
bracis-19076	232	10	resolve	resolve	VERB
bracis-19076	232	11	a	a	DET
bracis-19076	232	12	question	question	NOUN
bracis-19076	232	13	not	not	PART
bracis-19076	232	14	yet	yet	ADV
bracis-19076	232	15	fully	fully	ADV
bracis-19076	232	16	answered	answer	VERB
bracis-19076	232	17	:	:	PUNCT
bracis-19076	232	18	are	be	AUX
bracis-19076	232	19	there	there	PRON
bracis-19076	232	20	non	non	ADJ
bracis-19076	232	21	-	-	ADJ
bracis-19076	232	22	symbolic	symbolic	ADJ
bracis-19076	232	23	components	component	NOUN
bracis-19076	232	24	relevant	relevant	ADJ
bracis-19076	232	25	to	to	ADP
bracis-19076	232	26	classification	classification	NOUN
bracis-19076	232	27	that	that	PRON
bracis-19076	232	28	can	can	AUX
bracis-19076	232	29	be	be	AUX
bracis-19076	232	30	captured	capture	VERB
bracis-19076	232	31	by	by	ADP
bracis-19076	232	32	a	a	DET
bracis-19076	232	33	neural	neural	ADJ
bracis-19076	232	34	network	network	NOUN
bracis-19076	232	35	?	?	PUNCT
bracis-19076	233	1	the	the	DET
bracis-19076	233	2	quality	quality	NOUN
bracis-19076	233	3	of	of	ADP
bracis-19076	233	4	the	the	DET
bracis-19076	233	5	extracted	extract	VERB
bracis-19076	233	6	shapelets	shapelet	NOUN
bracis-19076	233	7	still	still	ADV
bracis-19076	233	8	needs	need	VERB
bracis-19076	233	9	to	to	PART
bracis-19076	233	10	be	be	AUX
bracis-19076	233	11	separated	separate	VERB
bracis-19076	233	12	from	from	ADP
bracis-19076	233	13	the	the	DET
bracis-19076	233	14	external	external	ADJ
bracis-19076	233	15	factors	factor	NOUN
bracis-19076	233	16	in	in	ADP
bracis-19076	233	17	every	every	DET
bracis-19076	233	18	symbolic	symbolic	ADJ
bracis-19076	233	19	representation	representation	NOUN
bracis-19076	233	20	.	.	PUNCT
bracis-19076	234	1	by	by	ADP
bracis-19076	234	2	pointing	point	VERB
bracis-19076	234	3	out	out	ADP
bracis-19076	234	4	the	the	DET
bracis-19076	234	5	limitations	limitation	NOUN
bracis-19076	234	6	of	of	ADP
bracis-19076	234	7	this	this	DET
bracis-19076	234	8	work	work	NOUN
bracis-19076	234	9	,	,	PUNCT
bracis-19076	234	10	it	it	PRON
bracis-19076	234	11	is	be	AUX
bracis-19076	234	12	evident	evident	ADJ
bracis-19076	234	13	that	that	SCONJ
bracis-19076	234	14	derived	derived	ADJ
bracis-19076	234	15	studies	study	NOUN
bracis-19076	234	16	are	be	AUX
bracis-19076	234	17	still	still	ADV
bracis-19076	234	18	needed	need	VERB
bracis-19076	234	19	.	.	PUNCT
bracis-19076	235	1	the	the	DET
bracis-19076	235	2	results	result	NOUN
bracis-19076	235	3	from	from	ADP
bracis-19076	235	4	the	the	DET
bracis-19076	235	5	experiments	experiment	NOUN
bracis-19076	235	6	allow	allow	VERB
bracis-19076	235	7	us	we	PRON
bracis-19076	235	8	to	to	PART
bracis-19076	235	9	believe	believe	VERB
bracis-19076	235	10	that	that	SCONJ
bracis-19076	235	11	the	the	DET
bracis-19076	235	12	quality	quality	NOUN
bracis-19076	235	13	of	of	ADP
bracis-19076	235	14	the	the	DET
bracis-19076	235	15	extracted	extract	VERB
bracis-19076	235	16	shapelets	shapelet	NOUN
bracis-19076	235	17	can	can	AUX
bracis-19076	235	18	be	be	AUX
bracis-19076	235	19	improved	improve	VERB
bracis-19076	235	20	,	,	PUNCT
bracis-19076	235	21	making	make	VERB
bracis-19076	235	22	the	the	DET
bracis-19076	235	23	proposed	propose	VERB
bracis-19076	235	24	method	method	NOUN
bracis-19076	235	25	more	more	ADV
bracis-19076	235	26	refined	refined	ADJ
bracis-19076	235	27	.	.	PUNCT
bracis-19076	236	1	furthermore	furthermore	ADV
bracis-19076	236	2	,	,	PUNCT
bracis-19076	236	3	due	due	ADP
bracis-19076	236	4	to	to	ADP
bracis-19076	236	5	the	the	DET
bracis-19076	236	6	number	number	NOUN
bracis-19076	236	7	of	of	ADP
bracis-19076	236	8	parameters	parameter	NOUN
bracis-19076	236	9	,	,	PUNCT
bracis-19076	236	10	the	the	DET
bracis-19076	236	11	tests	test	NOUN
bracis-19076	236	12	need	need	VERB
bracis-19076	236	13	to	to	PART
bracis-19076	236	14	be	be	AUX
bracis-19076	236	15	replicated	replicate	VERB
bracis-19076	236	16	in	in	ADP
bracis-19076	236	17	order	order	NOUN
bracis-19076	236	18	to	to	PART
bracis-19076	236	19	confirm	confirm	VERB
bracis-19076	236	20	that	that	SCONJ
bracis-19076	236	21	the	the	DET
bracis-19076	236	22	results	result	NOUN
bracis-19076	236	23	persist	persist	VERB
bracis-19076	236	24	in	in	ADP
bracis-19076	236	25	different	different	ADJ
bracis-19076	236	26	contexts	context	NOUN
bracis-19076	236	27	,	,	PUNCT
bracis-19076	236	28	such	such	ADJ
bracis-19076	236	29	as	as	ADP
bracis-19076	236	30	other	other	ADJ
bracis-19076	236	31	neural	neural	ADJ
bracis-19076	236	32	network	network	NOUN
bracis-19076	236	33	architectures	architecture	NOUN
bracis-19076	236	34	.	.	PUNCT
bracis-19076	237	1	the	the	DET
bracis-19076	237	2	analysis	analysis	NOUN
bracis-19076	237	3	of	of	ADP
bracis-19076	237	4	the	the	DET
bracis-19076	237	5	model	model	NOUN
bracis-19076	237	6	already	already	ADV
bracis-19076	237	7	trained	train	VERB
bracis-19076	237	8	in	in	ADP
bracis-19076	237	9	a	a	DET
bracis-19076	237	10	convolutional	convolutional	ADJ
bracis-19076	237	11	neural	neural	ADJ
bracis-19076	237	12	network	network	NOUN
bracis-19076	237	13	is	be	AUX
bracis-19076	237	14	also	also	ADV
bracis-19076	237	15	a	a	DET
bracis-19076	237	16	necessary	necessary	ADJ
bracis-19076	237	17	development	development	NOUN
bracis-19076	237	18	.	.	PUNCT
bracis-19076	238	1	given	give	VERB
bracis-19076	238	2	the	the	DET
bracis-19076	238	3	complexity	complexity	NOUN
bracis-19076	238	4	of	of	ADP
bracis-19076	238	5	an	an	DET
bracis-19076	238	6	already	already	ADV
bracis-19076	238	7	adjusted	adjust	VERB
bracis-19076	238	8	set	set	NOUN
bracis-19076	238	9	of	of	ADP
bracis-19076	238	10	weights	weight	NOUN
bracis-19076	238	11	,	,	PUNCT
bracis-19076	238	12	unsupervised	unsupervised	ADJ
bracis-19076	238	13	learning	learning	NOUN
bracis-19076	238	14	can	can	AUX
bracis-19076	238	15	be	be	AUX
bracis-19076	238	16	applied	apply	VERB
bracis-19076	238	17	to	to	PART
bracis-19076	238	18	segment	segment	VERB
bracis-19076	238	19	the	the	DET
bracis-19076	238	20	concepts	concept	NOUN
bracis-19076	238	21	in	in	ADP
bracis-19076	238	22	the	the	DET
bracis-19076	238	23	learned	learn	VERB
bracis-19076	238	24	model	model	NOUN
bracis-19076	238	25	,	,	PUNCT
bracis-19076	238	26	such	such	ADJ
bracis-19076	238	27	as	as	ADP
bracis-19076	238	28	identifying	identify	VERB
bracis-19076	238	29	symbolic	symbolic	ADJ
bracis-19076	238	30	representations	representation	NOUN
bracis-19076	238	31	in	in	ADP
bracis-19076	238	32	the	the	DET
bracis-19076	238	33	activated	activate	VERB
bracis-19076	238	34	weights	weight	NOUN
bracis-19076	238	35	of	of	ADP
bracis-19076	238	36	a	a	DET
bracis-19076	238	37	neural	neural	ADJ
bracis-19076	238	38	network	network	NOUN
bracis-19076	238	39	.	.	PUNCT
bracis-19076	239	1	this	this	PRON
bracis-19076	239	2	would	would	AUX
bracis-19076	239	3	give	give	VERB
bracis-19076	239	4	a	a	DET
bracis-19076	239	5	non	non	ADJ
bracis-19076	239	6	-	-	ADJ
bracis-19076	239	7	experimental	experimental	ADJ
bracis-19076	239	8	,	,	PUNCT
bracis-19076	239	9	more	more	ADV
bracis-19076	239	10	analytical	analytical	ADJ
bracis-19076	239	11	perspective	perspective	NOUN
bracis-19076	239	12	on	on	ADP
bracis-19076	239	13	what	what	PRON
bracis-19076	239	14	happens	happen	VERB
bracis-19076	239	15	during	during	ADP
bracis-19076	239	16	the	the	DET
bracis-19076	239	17	transfer	transfer	NOUN
bracis-19076	239	18	learn	learn	NOUN
bracis-19076	239	19	process	process	NOUN
bracis-19076	239	20	.	.	PUNCT
bracis-19076	240	1	this	this	PRON
bracis-19076	240	2	can	can	AUX
bracis-19076	240	3	lead	lead	VERB
bracis-19076	240	4	to	to	ADP
bracis-19076	240	5	the	the	DET
bracis-19076	240	6	suppression	suppression	NOUN
bracis-19076	240	7	of	of	ADP
bracis-19076	240	8	the	the	DET
bracis-19076	240	9	training	training	NOUN
bracis-19076	240	10	stage	stage	NOUN
bracis-19076	240	11	of	of	ADP
bracis-19076	240	12	the	the	DET
bracis-19076	240	13	shapelet	shapelet	PROPN
bracis-19076	240	14	series	series	PROPN
bracis-19076	240	15	using	use	VERB
bracis-19076	240	16	a	a	DET
bracis-19076	240	17	neural	neural	ADJ
bracis-19076	240	18	network	network	NOUN
bracis-19076	240	19	and	and	CCONJ
bracis-19076	240	20	creating	create	VERB
bracis-19076	240	21	a	a	DET
bracis-19076	240	22	new	new	ADJ
bracis-19076	240	23	model	model	NOUN
bracis-19076	240	24	from	from	ADP
bracis-19076	240	25	scratch	scratch	NOUN
bracis-19076	240	26	.	.	PUNCT
bracis-19076	241	1	another	another	DET
bracis-19076	241	2	interesting	interesting	ADJ
bracis-19076	241	3	future	future	ADJ
bracis-19076	241	4	work	work	NOUN
bracis-19076	241	5	would	would	AUX
bracis-19076	241	6	be	be	AUX
bracis-19076	241	7	comparison	comparison	NOUN
bracis-19076	241	8	with	with	ADP
bracis-19076	241	9	[	[	X
bracis-19076	241	10	9	9	NUM
bracis-19076	241	11	]	]	PUNCT
bracis-19076	241	12	,	,	PUNCT
bracis-19076	241	13	the	the	DET
bracis-19076	241	14	authors	author	NOUN
bracis-19076	241	15	search	search	VERB
bracis-19076	241	16	for	for	ADP
bracis-19076	241	17	a	a	DET
bracis-19076	241	18	shapelet	shapelet	NOUN
bracis-19076	241	19	using	use	VERB
bracis-19076	241	20	neural	neural	ADJ
bracis-19076	241	21	network	network	NOUN
bracis-19076	241	22	architecture	architecture	NOUN
bracis-19076	241	23	.	.	PUNCT
bracis-19076	242	1	the	the	DET
bracis-19076	242	2	implementation	implementation	NOUN
bracis-19076	242	3	presented	present	VERB
bracis-19076	242	4	in	in	ADP
bracis-19076	242	5	this	this	DET
bracis-19076	242	6	paper	paper	NOUN
bracis-19076	242	7	extracts	extract	NOUN
bracis-19076	242	8	shapelets	shapelet	NOUN
bracis-19076	242	9	using	use	VERB
bracis-19076	242	10	neural	neural	ADJ
bracis-19076	242	11	network	network	NOUN
bracis-19076	242	12	adjustment	adjustment	NOUN
bracis-19076	242	13	directly	directly	ADV
bracis-19076	242	14	.	.	PUNCT
bracis-19076	243	1	according	accord	VERB
bracis-19076	243	2	to	to	ADP
bracis-19076	243	3	authors	author	NOUN
bracis-19076	243	4	this	this	DET
bracis-19076	243	5	hybrid	hybrid	ADJ
bracis-19076	243	6	approach	approach	NOUN
bracis-19076	243	7	have	have	VERB
bracis-19076	243	8	similar	similar	ADJ
bracis-19076	243	9	results	result	NOUN
bracis-19076	243	10	than	than	ADP
bracis-19076	243	11	extracting	extract	VERB
bracis-19076	243	12	shapelets	shapelet	NOUN
bracis-19076	243	13	using	use	VERB
bracis-19076	243	14	traditional	traditional	ADJ
bracis-19076	243	15	extraction	extraction	NOUN
bracis-19076	243	16	.	.	PUNCT
bracis-19076	244	1	likely	likely	ADJ
bracis-19076	244	2	mutual	mutual	ADJ
bracis-19076	244	3	contributions	contribution	NOUN
bracis-19076	244	4	are	be	AUX
bracis-19076	244	5	possible	possible	ADJ
bracis-19076	244	6	to	to	PART
bracis-19076	244	7	get	get	VERB
bracis-19076	244	8	better	well	ADJ
bracis-19076	244	9	results	result	NOUN
bracis-19076	244	10	.	.	PUNCT
bracis-19076	245	1	notes	note	NOUN
bracis-19076	245	2	1.https://github.com/alexandrefelipemuller/timeseries_shapelet_transferlearning	1.https://github.com/alexandrefelipemuller/timeseries_shapelet_transferlearne	VERB
bracis-19076	245	3	,	,	PUNCT
bracis-19076	245	4	last	last	ADV
bracis-19076	245	5	accessed	access	VERB
bracis-19076	245	6	16	16	NUM
bracis-19076	245	7	aug	aug	PROPN
bracis-19076	245	8	2021	2021	NUM
bracis-19076	245	9	.	.	PUNCT
bracis-19076	246	1	references	reference	NOUN
bracis-19076	246	2	bagnall	bagnall	PROPN
bracis-19076	246	3	,	,	PUNCT
bracis-19076	246	4	a.	a.	NOUN
bracis-19076	246	5	,	,	PUNCT
bracis-19076	246	6	lines	line	NOUN
bracis-19076	246	7	,	,	PUNCT
bracis-19076	246	8	j.	j.	PROPN
bracis-19076	246	9	,	,	PUNCT
bracis-19076	246	10	hills	hills	PROPN
bracis-19076	246	11	,	,	PUNCT
bracis-19076	246	12	j.	j.	PROPN
bracis-19076	246	13	,	,	PUNCT
bracis-19076	246	14	bostrom	bostrom	PROPN
bracis-19076	246	15	,	,	PUNCT
bracis-19076	246	16	a.	a.	NOUN
bracis-19076	246	17	:	:	PUNCT
bracis-19076	246	18	time	time	NOUN
bracis-19076	246	19	-	-	PUNCT
bracis-19076	246	20	series	series	NOUN
bracis-19076	246	21	classification	classification	NOUN
bracis-19076	246	22	with	with	ADP
bracis-19076	246	23	cote	cote	PROPN
bracis-19076	246	24	:	:	PUNCT
bracis-19076	246	25	the	the	DET
bracis-19076	246	26	collective	collective	NOUN
bracis-19076	246	27	of	of	ADP
bracis-19076	246	28	transformation	transformation	NOUN
bracis-19076	246	29	-	-	PUNCT
bracis-19076	246	30	based	base	VERB
bracis-19076	246	31	ensembles	ensemble	NOUN
bracis-19076	246	32	.	.	PUNCT
bracis-19076	247	1	ieee	ieee	PROPN
bracis-19076	247	2	trans	trans	PROPN
bracis-19076	247	3	.	.	PROPN
bracis-19076	248	1	knowl	knowl	PROPN
bracis-19076	248	2	.	.	PUNCT
bracis-19076	249	1	data	data	PROPN
bracis-19076	249	2	eng	eng	PROPN
bracis-19076	249	3	.	.	PUNCT
bracis-19076	249	4	27(9	27(9	PROPN
bracis-19076	249	5	)	)	PUNCT
bracis-19076	249	6	,	,	PUNCT
bracis-19076	249	7	2522–2535	2522–2535	NUM
bracis-19076	249	8	(	(	PUNCT
bracis-19076	249	9	2015	2015	NUM
bracis-19076	249	10	)	)	PUNCT
bracis-19076	249	11	article	article	NOUN
bracis-19076	249	12	  	  	SPACE
bracis-19076	249	13	google	google	PROPN
bracis-19076	249	14	scholar	scholar	NOUN
bracis-19076	249	15	  	  	SPACE
bracis-19076	249	16	cui	cui	PROPN
bracis-19076	249	17	,	,	PUNCT
bracis-19076	249	18	z.	z.	PROPN
bracis-19076	249	19	,	,	PUNCT
bracis-19076	249	20	chen	chen	PROPN
bracis-19076	249	21	,	,	PUNCT
bracis-19076	249	22	w.	w.	PROPN
bracis-19076	249	23	,	,	PUNCT
bracis-19076	249	24	chen	chen	PROPN
bracis-19076	249	25	,	,	PUNCT
bracis-19076	249	26	y.	y.	NOUN
bracis-19076	249	27	:	:	PUNCT
bracis-19076	249	28	multi	multi	ADJ
bracis-19076	249	29	-	-	ADJ
bracis-19076	249	30	scale	scale	ADJ
bracis-19076	249	31	convolutional	convolutional	ADJ
bracis-19076	249	32	neural	neural	ADJ
bracis-19076	249	33	networks	network	NOUN
bracis-19076	249	34	for	for	ADP
bracis-19076	249	35	time	time	NOUN
bracis-19076	249	36	series	series	PROPN
bracis-19076	249	37	classification	classification	NOUN
bracis-19076	249	38	.	.	PUNCT
bracis-19076	250	1	corr	corr	PROPN
bracis-19076	250	2	abs/1603.06995	abs/1603.06995	PROPN
bracis-19076	250	3	(	(	PUNCT
bracis-19076	250	4	2016	2016	NUM
bracis-19076	250	5	)	)	PUNCT
bracis-19076	250	6	.	.	PUNCT
bracis-19076	251	1	http://arxiv.org/abs/1603.06995	http://arxiv.org/abs/1603.06995	NOUN
bracis-19076	251	2	dau	dau	NOUN
bracis-19076	251	3	,	,	PUNCT
bracis-19076	251	4	h.a	h.a	PROPN
bracis-19076	251	5	.	.	PROPN
bracis-19076	251	6	,	,	PUNCT
bracis-19076	251	7	et	et	PROPN
bracis-19076	251	8	al	al	PROPN
bracis-19076	251	9	.	.	PROPN
bracis-19076	251	10	:	:	PUNCT
bracis-19076	252	1	the	the	DET
bracis-19076	252	2	ucr	ucr	PROPN
bracis-19076	252	3	time	time	NOUN
bracis-19076	252	4	series	series	PROPN
bracis-19076	252	5	classification	classification	NOUN
bracis-19076	252	6	archive	archive	NOUN
bracis-19076	252	7	(	(	PUNCT
bracis-19076	252	8	october	october	PROPN
bracis-19076	252	9	2018	2018	NUM
bracis-19076	252	10	)	)	PUNCT
bracis-19076	252	11	.	.	PUNCT
bracis-19076	253	1	https://www.cs.ucr.edu/~eamonn/time_series_data_2018/	https://www.cs.ucr.edu/~eamonn/time_series_data_2018/	PROPN
bracis-19076	253	2	fang	fang	PROPN
bracis-19076	253	3	,	,	PUNCT
bracis-19076	253	4	z.	z.	PROPN
bracis-19076	253	5	,	,	PUNCT
bracis-19076	253	6	wang	wang	PROPN
bracis-19076	253	7	,	,	PUNCT
bracis-19076	253	8	p.	p.	PROPN
bracis-19076	253	9	,	,	PUNCT
bracis-19076	253	10	wang	wang	PROPN
bracis-19076	253	11	,	,	PUNCT
bracis-19076	253	12	w.	w.	PROPN
bracis-19076	253	13	:	:	PUNCT
bracis-19076	253	14	efficient	efficient	ADJ
bracis-19076	253	15	learning	learn	VERB
bracis-19076	253	16	interpretable	interpretable	ADJ
bracis-19076	253	17	shapelets	shapelet	NOUN
bracis-19076	253	18	for	for	ADP
bracis-19076	253	19	accurate	accurate	ADJ
bracis-19076	253	20	time	time	NOUN
bracis-19076	253	21	series	series	PROPN
bracis-19076	253	22	classification	classification	NOUN
bracis-19076	253	23	.	.	PUNCT
bracis-19076	254	1	in	in	ADP
bracis-19076	254	2	:	:	PUNCT
bracis-19076	254	3	2018	2018	NUM
bracis-19076	254	4	ieee	ieee	NOUN
bracis-19076	254	5	34th	34th	ADJ
bracis-19076	254	6	international	international	ADJ
bracis-19076	254	7	conference	conference	NOUN
bracis-19076	254	8	on	on	ADP
bracis-19076	254	9	data	datum	NOUN
bracis-19076	254	10	engineering	engineering	NOUN
bracis-19076	254	11	(	(	PUNCT
bracis-19076	254	12	icde	icde	PROPN
bracis-19076	254	13	)	)	PUNCT
bracis-19076	254	14	,	,	PUNCT
bracis-19076	254	15	pp	pp	ADP
bracis-19076	254	16	.	.	PUNCT
bracis-19076	255	1	497–508	497–508	NUM
bracis-19076	255	2	(	(	PUNCT
bracis-19076	255	3	april	april	PROPN
bracis-19076	255	4	2018	2018	NUM
bracis-19076	255	5	)	)	PUNCT
bracis-19076	255	6	.	.	PUNCT
bracis-19076	256	1	https://doi.org/10.1109/icde.2018.00052	https://doi.org/10.1109/icde.2018.00052	PROPN
bracis-19076	256	2	fawaz	fawaz	NOUN
bracis-19076	256	3	,	,	PUNCT
bracis-19076	256	4	h.i	h.i	PROPN
bracis-19076	256	5	.	.	PROPN
bracis-19076	256	6	,	,	PUNCT
bracis-19076	256	7	forestier	forestier	PROPN
bracis-19076	256	8	,	,	PUNCT
bracis-19076	256	9	g.	g.	PROPN
bracis-19076	256	10	,	,	PUNCT
bracis-19076	256	11	weber	weber	PROPN
bracis-19076	256	12	,	,	PUNCT
bracis-19076	256	13	j.	j.	PROPN
bracis-19076	256	14	,	,	PUNCT
bracis-19076	256	15	idoumghar	idoumghar	PROPN
bracis-19076	256	16	,	,	PUNCT
bracis-19076	256	17	l.	l.	PROPN
bracis-19076	256	18	,	,	PUNCT
bracis-19076	256	19	muller	muller	NOUN
bracis-19076	256	20	,	,	PUNCT
bracis-19076	256	21	p.	p.	NOUN
bracis-19076	256	22	:	:	PUNCT
bracis-19076	256	23	transfer	transfer	NOUN
bracis-19076	256	24	learning	learning	NOUN
bracis-19076	256	25	for	for	ADP
bracis-19076	256	26	time	time	NOUN
bracis-19076	256	27	series	series	PROPN
bracis-19076	256	28	classification	classification	NOUN
bracis-19076	256	29	.	.	PUNCT
bracis-19076	257	1	corr	corr	PROPN
bracis-19076	257	2	abs/1811.01533	abs/1811.01533	PROPN
bracis-19076	257	3	(	(	PUNCT
bracis-19076	257	4	2018	2018	NUM
bracis-19076	257	5	)	)	PUNCT
bracis-19076	257	6	.	.	PUNCT
bracis-19076	258	1	http://arxiv.org/abs/1811.01533	http://arxiv.org/abs/1811.01533	PROPN
bracis-19076	258	2	ismail	ismail	NOUN
bracis-19076	258	3	fawaz	fawaz	PROPN
bracis-19076	258	4	,	,	PUNCT
bracis-19076	258	5	h.	h.	PROPN
bracis-19076	258	6	,	,	PUNCT
bracis-19076	258	7	forestier	forestier	PROPN
bracis-19076	258	8	,	,	PUNCT
bracis-19076	258	9	g.	g.	PROPN
bracis-19076	258	10	,	,	PUNCT
bracis-19076	258	11	weber	weber	PROPN
bracis-19076	258	12	,	,	PUNCT
bracis-19076	258	13	j.	j.	PROPN
bracis-19076	258	14	,	,	PUNCT
bracis-19076	258	15	idoumghar	idoumghar	PROPN
bracis-19076	258	16	,	,	PUNCT
bracis-19076	258	17	l.	l.	PROPN
bracis-19076	258	18	,	,	PUNCT
bracis-19076	258	19	muller	muller	NOUN
bracis-19076	258	20	,	,	PUNCT
bracis-19076	258	21	p.-a	p.-a	PROPN
bracis-19076	258	22	.	.	PUNCT
bracis-19076	258	23	:	:	PUNCT
bracis-19076	259	1	deep	deep	ADJ
bracis-19076	259	2	learning	learning	NOUN
bracis-19076	259	3	for	for	ADP
bracis-19076	259	4	time	time	NOUN
bracis-19076	259	5	series	series	PROPN
bracis-19076	259	6	classification	classification	NOUN
bracis-19076	259	7	:	:	PUNCT
bracis-19076	259	8	a	a	DET
bracis-19076	259	9	review	review	NOUN
bracis-19076	259	10	.	.	PUNCT
bracis-19076	260	1	data	data	PROPN
bracis-19076	260	2	min	min	PROPN
bracis-19076	260	3	.	.	PROPN
bracis-19076	260	4	knowl	knowl	PROPN
bracis-19076	260	5	.	.	PUNCT
bracis-19076	261	1	disc	disc	NOUN
bracis-19076	261	2	.	.	PUNCT
bracis-19076	262	1	33(4	33(4	NUM
bracis-19076	262	2	)	)	PUNCT
bracis-19076	262	3	,	,	PUNCT
bracis-19076	262	4	917–963	917–963	NUM
bracis-19076	262	5	(	(	PUNCT
bracis-19076	262	6	2019	2019	NUM
bracis-19076	262	7	)	)	PUNCT
bracis-19076	262	8	.	.	PUNCT
bracis-19076	263	1	https://doi.org/10.1007/s10618-019-00619-1	https://doi.org/10.1007/s10618-019-00619-1	PROPN
bracis-19076	263	2	article	article	NOUN
bracis-19076	263	3	  	  	SPACE
bracis-19076	263	4	mathscinet	mathscinet	NOUN
bracis-19076	263	5	  	  	SPACE
bracis-19076	263	6	math	math	NOUN
bracis-19076	263	7	  	  	SPACE
bracis-19076	263	8	google	google	PROPN
bracis-19076	263	9	scholar	scholar	NOUN
bracis-19076	263	10	  	  	SPACE
bracis-19076	263	11	gamboa	gamboa	NOUN
bracis-19076	263	12	,	,	PUNCT
bracis-19076	263	13	j.c.b	j.c.b	PROPN
bracis-19076	263	14	.	.	PUNCT
bracis-19076	263	15	:	:	PUNCT
bracis-19076	264	1	deep	deep	ADJ
bracis-19076	264	2	learning	learning	NOUN
bracis-19076	264	3	for	for	ADP
bracis-19076	264	4	time	time	NOUN
bracis-19076	264	5	-	-	PUNCT
bracis-19076	264	6	series	series	NOUN
bracis-19076	264	7	analysis	analysis	NOUN
bracis-19076	264	8	.	.	PUNCT
bracis-19076	265	1	arxiv	arxiv	PROPN
bracis-19076	265	2	preprint	preprint	NOUN
bracis-19076	265	3	arxiv:1701.01887	arxiv:1701.01887	NUM
bracis-19076	265	4	(	(	PUNCT
bracis-19076	265	5	2017	2017	NUM
bracis-19076	265	6	)	)	PUNCT
bracis-19076	265	7	grabocka	grabocka	PROPN
bracis-19076	265	8	,	,	PUNCT
bracis-19076	265	9	j.	j.	PROPN
bracis-19076	265	10	,	,	PUNCT
bracis-19076	265	11	schilling	schilling	NOUN
bracis-19076	265	12	,	,	PUNCT
bracis-19076	265	13	n.	n.	NOUN
bracis-19076	265	14	,	,	PUNCT
bracis-19076	265	15	wistuba	wistuba	PROPN
bracis-19076	265	16	,	,	PUNCT
bracis-19076	265	17	m.	m.	NOUN
bracis-19076	265	18	,	,	PUNCT
bracis-19076	265	19	schmidt	schmidt	NOUN
bracis-19076	265	20	-	-	PUNCT
bracis-19076	265	21	thieme	thieme	NOUN
bracis-19076	265	22	,	,	PUNCT
bracis-19076	265	23	l.	l.	PROPN
bracis-19076	265	24	:	:	PUNCT
bracis-19076	265	25	learning	learn	VERB
bracis-19076	265	26	time	time	NOUN
bracis-19076	265	27	-	-	PUNCT
bracis-19076	265	28	series	series	NOUN
bracis-19076	265	29	shapelets	shapelet	NOUN
bracis-19076	265	30	.	.	PUNCT
bracis-19076	266	1	in	in	ADP
bracis-19076	266	2	:	:	PUNCT
bracis-19076	266	3	proceedings	proceeding	NOUN
bracis-19076	266	4	of	of	ADP
bracis-19076	266	5	the	the	DET
bracis-19076	266	6	20th	20th	ADJ
bracis-19076	266	7	acm	acm	PROPN
bracis-19076	266	8	sigkdd	sigkdd	NOUN
bracis-19076	266	9	international	international	ADJ
bracis-19076	266	10	conference	conference	NOUN
bracis-19076	266	11	on	on	ADP
bracis-19076	266	12	knowledge	knowledge	NOUN
bracis-19076	266	13	discovery	discovery	PROPN
bracis-19076	266	14	and	and	CCONJ
bracis-19076	266	15	data	datum	NOUN
bracis-19076	266	16	mining	mining	NOUN
bracis-19076	266	17	,	,	PUNCT
bracis-19076	266	18	kdd	kdd	PROPN
bracis-19076	266	19	14	14	NUM
bracis-19076	266	20	,	,	PUNCT
bracis-19076	266	21	pp	pp	ADJ
bracis-19076	266	22	.	.	PUNCT
bracis-19076	267	1	392–401	392–401	NUM
bracis-19076	267	2	.	.	PUNCT
bracis-19076	267	3	acm	acm	PROPN
bracis-19076	267	4	(	(	PUNCT
bracis-19076	267	5	2014	2014	NUM
bracis-19076	267	6	)	)	PUNCT
bracis-19076	267	7	.	.	PUNCT
bracis-19076	268	1	https://doi.org/10.1145/2623330.2623613	https://doi.org/10.1145/2623330.2623613	ADJ
bracis-19076	268	2	,	,	PUNCT
bracis-19076	268	3	http://doi.acm.org/10.1145/2623330.2623613	http://doi.acm.org/10.1145/2623330.2623613	PROPN
bracis-19076	268	4	guijo	guijo	NOUN
bracis-19076	268	5	-	-	PUNCT
bracis-19076	268	6	rubio	rubio	NOUN
bracis-19076	268	7	,	,	PUNCT
bracis-19076	268	8	d.	d.	PROPN
bracis-19076	268	9	,	,	PUNCT
bracis-19076	268	10	gutiérrez	gutiérrez	PROPN
bracis-19076	268	11	,	,	PUNCT
bracis-19076	268	12	p.a	p.a	PROPN
bracis-19076	268	13	.	.	PROPN
bracis-19076	268	14	,	,	PUNCT
bracis-19076	268	15	tavenard	tavenard	PROPN
bracis-19076	268	16	,	,	PUNCT
bracis-19076	268	17	r.	r.	PROPN
bracis-19076	268	18	,	,	PUNCT
bracis-19076	268	19	bagnall	bagnall	PROPN
bracis-19076	268	20	,	,	PUNCT
bracis-19076	268	21	a.	a.	NOUN
bracis-19076	268	22	:	:	PUNCT
bracis-19076	268	23	a	a	DET
bracis-19076	268	24	hybrid	hybrid	ADJ
bracis-19076	268	25	approach	approach	NOUN
bracis-19076	268	26	to	to	ADP
bracis-19076	268	27	time	time	NOUN
bracis-19076	268	28	series	series	PROPN
bracis-19076	268	29	classification	classification	NOUN
bracis-19076	268	30	with	with	ADP
bracis-19076	268	31	shapelets	shapelet	NOUN
bracis-19076	268	32	.	.	PUNCT
bracis-19076	269	1	in	in	ADP
bracis-19076	269	2	:	:	PUNCT
bracis-19076	269	3	yin	yin	PROPN
bracis-19076	269	4	,	,	PUNCT
bracis-19076	269	5	h.	h.	PROPN
bracis-19076	269	6	,	,	PUNCT
bracis-19076	269	7	camacho	camacho	PROPN
bracis-19076	269	8	,	,	PUNCT
bracis-19076	269	9	d.	d.	PROPN
bracis-19076	269	10	,	,	PUNCT
bracis-19076	269	11	tino	tino	PROPN
bracis-19076	269	12	,	,	PUNCT
bracis-19076	269	13	p.	p.	NOUN
bracis-19076	269	14	,	,	PUNCT
bracis-19076	269	15	tallón	tallón	PROPN
bracis-19076	269	16	-	-	PUNCT
bracis-19076	269	17	ballesteros	ballesteros	PROPN
bracis-19076	269	18	,	,	PUNCT
bracis-19076	269	19	a.j	a.j	PROPN
bracis-19076	269	20	.	.	PROPN
bracis-19076	269	21	,	,	PUNCT
bracis-19076	269	22	menezes	menezes	PROPN
bracis-19076	269	23	,	,	PUNCT
bracis-19076	269	24	r.	r.	PROPN
bracis-19076	269	25	,	,	PUNCT
bracis-19076	269	26	allmendinger	allmendinger	PROPN
bracis-19076	269	27	,	,	PUNCT
bracis-19076	269	28	r.	r.	PROPN
bracis-19076	269	29	(	(	PUNCT
bracis-19076	269	30	eds	eds	PROPN
bracis-19076	269	31	.	.	PUNCT
bracis-19076	269	32	)	)	PUNCT
bracis-19076	269	33	ideal	ideal	ADJ
bracis-19076	269	34	2019	2019	NUM
bracis-19076	269	35	.	.	PUNCT
bracis-19076	270	1	lncs	lncs	PROPN
bracis-19076	270	2	,	,	PUNCT
bracis-19076	270	3	vol	vol	NOUN
bracis-19076	270	4	.	.	PROPN
bracis-19076	270	5	11871	11871	NUM
bracis-19076	270	6	,	,	PUNCT
bracis-19076	270	7	pp	pp	ADP
bracis-19076	270	8	.	.	PUNCT
bracis-19076	271	1	137–144	137–144	NUM
bracis-19076	271	2	.	.	PUNCT
bracis-19076	271	3	springer	springer	NOUN
bracis-19076	271	4	,	,	PUNCT
bracis-19076	271	5	cham	cham	PROPN
bracis-19076	271	6	(	(	PUNCT
bracis-19076	271	7	2019	2019	NUM
bracis-19076	271	8	)	)	PUNCT
bracis-19076	271	9	.	.	PUNCT
bracis-19076	272	1	https://doi.org/10.1007/978-3-030-33607-3_16	https://doi.org/10.1007/978-3-030-33607-3_16	NOUN
bracis-19076	272	2	chapter	chapter	NOUN
bracis-19076	272	3	  	  	SPACE
bracis-19076	272	4	google	google	PROPN
bracis-19076	272	5	scholar	scholar	NOUN
bracis-19076	272	6	  	  	SPACE
bracis-19076	272	7	längkvist	längkvist	NOUN
bracis-19076	272	8	,	,	PUNCT
bracis-19076	272	9	m.	m.	NOUN
bracis-19076	272	10	,	,	PUNCT
bracis-19076	272	11	karlsson	karlsson	PROPN
bracis-19076	272	12	,	,	PUNCT
bracis-19076	272	13	l.	l.	PROPN
bracis-19076	272	14	,	,	PUNCT
bracis-19076	272	15	loutfi	loutfi	PROPN
bracis-19076	272	16	,	,	PUNCT
bracis-19076	272	17	a.	a.	NOUN
bracis-19076	272	18	:	:	PUNCT
bracis-19076	272	19	a	a	DET
bracis-19076	272	20	review	review	NOUN
bracis-19076	272	21	of	of	ADP
bracis-19076	272	22	unsupervised	unsupervised	ADJ
bracis-19076	272	23	feature	feature	NOUN
bracis-19076	272	24	learning	learning	NOUN
bracis-19076	272	25	and	and	CCONJ
bracis-19076	272	26	deep	deep	ADJ
bracis-19076	272	27	learning	learning	NOUN
bracis-19076	272	28	for	for	ADP
bracis-19076	272	29	time	time	NOUN
bracis-19076	272	30	-	-	PUNCT
bracis-19076	272	31	series	series	NOUN
bracis-19076	272	32	modeling	modeling	NOUN
bracis-19076	272	33	.	.	PUNCT
bracis-19076	273	1	pattern	pattern	NOUN
bracis-19076	273	2	recogn	recogn	PROPN
bracis-19076	273	3	.	.	PUNCT
bracis-19076	274	1	lett	lett	PROPN
bracis-19076	274	2	.	.	PUNCT
bracis-19076	275	1	42	42	NUM
bracis-19076	275	2	,	,	PUNCT
bracis-19076	275	3	11–24	11–24	NUM
bracis-19076	275	4	(	(	PUNCT
bracis-19076	275	5	2014	2014	NUM
bracis-19076	275	6	)	)	PUNCT
bracis-19076	275	7	article	article	NOUN
bracis-19076	275	8	  	  	SPACE
bracis-19076	275	9	google	google	PROPN
bracis-19076	275	10	scholar	scholar	NOUN
bracis-19076	275	11	  	  	SPACE
bracis-19076	275	12	lecun	lecun	ADJ
bracis-19076	275	13	,	,	PUNCT
bracis-19076	275	14	y.	y.	PROPN
bracis-19076	275	15	,	,	PUNCT
bracis-19076	275	16	bengio	bengio	PROPN
bracis-19076	275	17	,	,	PUNCT
bracis-19076	275	18	y.	y.	PROPN
bracis-19076	275	19	,	,	PUNCT
bracis-19076	275	20	hinton	hinton	PROPN
bracis-19076	275	21	,	,	PUNCT
bracis-19076	275	22	g.	g.	PROPN
bracis-19076	275	23	:	:	PUNCT
bracis-19076	275	24	deep	deep	ADJ
bracis-19076	275	25	learning	learning	NOUN
bracis-19076	275	26	.	.	PUNCT
bracis-19076	276	1	nature	nature	NOUN
bracis-19076	276	2	521(7553	521(7553	NUM
bracis-19076	276	3	)	)	PUNCT
bracis-19076	276	4	,	,	PUNCT
bracis-19076	276	5	436–444	436–444	NUM
bracis-19076	276	6	(	(	PUNCT
bracis-19076	276	7	2015	2015	NUM
bracis-19076	276	8	)	)	PUNCT
bracis-19076	276	9	article	article	NOUN
bracis-19076	276	10	  	  	SPACE
bracis-19076	276	11	google	google	PROPN
bracis-19076	276	12	scholar	scholar	NOUN
bracis-19076	276	13	  	  	SPACE
bracis-19076	276	14	li	li	PROPN
bracis-19076	276	15	,	,	PUNCT
bracis-19076	276	16	g.	g.	PROPN
bracis-19076	276	17	,	,	PUNCT
bracis-19076	276	18	choi	choi	NOUN
bracis-19076	276	19	,	,	PUNCT
bracis-19076	276	20	b.	b.	PROPN
bracis-19076	276	21	,	,	PUNCT
bracis-19076	276	22	bhowmick	bhowmick	PROPN
bracis-19076	276	23	,	,	PUNCT
bracis-19076	276	24	s.s	s.s	PROPN
bracis-19076	276	25	.	.	PROPN
bracis-19076	276	26	,	,	PUNCT
bracis-19076	276	27	wong	wong	PROPN
bracis-19076	276	28	,	,	PUNCT
bracis-19076	276	29	g.l.h	g.l.h	PROPN
bracis-19076	276	30	.	.	PROPN
bracis-19076	276	31	,	,	PUNCT
bracis-19076	276	32	chun	chun	PROPN
bracis-19076	276	33	,	,	PUNCT
bracis-19076	276	34	k.p	k.p	PROPN
bracis-19076	276	35	.	.	PROPN
bracis-19076	276	36	,	,	PUNCT
bracis-19076	276	37	li	li	PROPN
bracis-19076	276	38	,	,	PUNCT
bracis-19076	276	39	s.	s.	PROPN
bracis-19076	276	40	:	:	PUNCT
bracis-19076	276	41	visualet	visualet	ADV
bracis-19076	276	42	:	:	PUNCT
bracis-19076	276	43	visualizing	visualize	VERB
bracis-19076	276	44	shapelets	shapelet	NOUN
bracis-19076	276	45	for	for	ADP
bracis-19076	276	46	time	time	NOUN
bracis-19076	276	47	series	series	PROPN
bracis-19076	276	48	classification	classification	NOUN
bracis-19076	276	49	.	.	PUNCT
bracis-19076	277	1	in	in	ADP
bracis-19076	277	2	:	:	PUNCT
bracis-19076	277	3	proceedings	proceeding	NOUN
bracis-19076	277	4	of	of	ADP
bracis-19076	277	5	the	the	DET
bracis-19076	277	6	29th	29th	ADJ
bracis-19076	277	7	acm	acm	PROPN
bracis-19076	277	8	international	international	ADJ
bracis-19076	277	9	conference	conference	NOUN
bracis-19076	277	10	on	on	ADP
bracis-19076	277	11	information	information	NOUN
bracis-19076	277	12	&	&	CCONJ
bracis-19076	277	13	knowledge	knowledge	PROPN
bracis-19076	277	14	management	management	PROPN
bracis-19076	277	15	,	,	PUNCT
bracis-19076	277	16	pp	pp	ADV
bracis-19076	277	17	.	.	PUNCT
bracis-19076	278	1	3429–3432	3429–3432	NUM
bracis-19076	278	2	(	(	PUNCT
bracis-19076	278	3	2020	2020	NUM
bracis-19076	278	4	)	)	PUNCT
bracis-19076	278	5	google	google	PROPN
bracis-19076	278	6	scholar	scholar	NOUN
bracis-19076	278	7	  	  	SPACE
bracis-19076	278	8	li	li	PROPN
bracis-19076	278	9	,	,	PUNCT
bracis-19076	278	10	g.	g.	PROPN
bracis-19076	278	11	,	,	PUNCT
bracis-19076	278	12	choi	choi	NOUN
bracis-19076	278	13	,	,	PUNCT
bracis-19076	278	14	b.k.k	b.k.k	NOUN
bracis-19076	278	15	.	.	PUNCT
bracis-19076	278	16	,	,	PUNCT
bracis-19076	278	17	xu	xu	PROPN
bracis-19076	278	18	,	,	PUNCT
bracis-19076	278	19	j.	j.	PROPN
bracis-19076	278	20	,	,	PUNCT
bracis-19076	278	21	bhowmick	bhowmick	PROPN
bracis-19076	278	22	,	,	PUNCT
bracis-19076	278	23	s.s	s.s	PROPN
bracis-19076	278	24	.	.	PROPN
bracis-19076	278	25	,	,	PUNCT
bracis-19076	278	26	chun	chun	PROPN
bracis-19076	278	27	,	,	PUNCT
bracis-19076	278	28	k.p	k.p	PROPN
bracis-19076	278	29	.	.	PROPN
bracis-19076	278	30	,	,	PUNCT
bracis-19076	278	31	wong	wong	PROPN
bracis-19076	278	32	,	,	PUNCT
bracis-19076	278	33	g.l	g.l	PROPN
bracis-19076	278	34	.	.	PROPN
bracis-19076	278	35	:	:	PUNCT
bracis-19076	278	36	efficient	efficient	ADJ
bracis-19076	278	37	shapelet	shapelet	NOUN
bracis-19076	278	38	discovery	discovery	NOUN
bracis-19076	278	39	for	for	ADP
bracis-19076	278	40	time	time	NOUN
bracis-19076	278	41	series	series	PROPN
bracis-19076	278	42	classification	classification	NOUN
bracis-19076	278	43	.	.	PUNCT
bracis-19076	279	1	ieee	ieee	PROPN
bracis-19076	279	2	trans	trans	PROPN
bracis-19076	279	3	.	.	PROPN
bracis-19076	280	1	knowl	knowl	PROPN
bracis-19076	280	2	.	.	PUNCT
bracis-19076	281	1	eng	eng	PROPN
bracis-19076	281	2	.	.	PUNCT
bracis-19076	281	3	(	(	PUNCT
bracis-19076	281	4	2020	2020	NUM
bracis-19076	281	5	)	)	PUNCT
bracis-19076	281	6	google	google	PROPN
bracis-19076	281	7	scholar	scholar	NOUN
bracis-19076	281	8	  	  	SPACE
bracis-19076	281	9	lin	lin	PROPN
bracis-19076	281	10	,	,	PUNCT
bracis-19076	281	11	j.	j.	PROPN
bracis-19076	281	12	,	,	PUNCT
bracis-19076	281	13	keogh	keogh	PROPN
bracis-19076	281	14	,	,	PUNCT
bracis-19076	281	15	e.	e.	PROPN
bracis-19076	281	16	,	,	PUNCT
bracis-19076	281	17	wei	wei	PROPN
bracis-19076	281	18	,	,	PUNCT
bracis-19076	281	19	l.	l.	PROPN
bracis-19076	281	20	,	,	PUNCT
bracis-19076	281	21	lonardi	lonardi	PROPN
bracis-19076	281	22	,	,	PUNCT
bracis-19076	281	23	s.	s.	PROPN
bracis-19076	281	24	:	:	PUNCT
bracis-19076	281	25	experiencing	experience	VERB
bracis-19076	281	26	sax	sax	NOUN
bracis-19076	281	27	:	:	PUNCT
bracis-19076	281	28	a	a	DET
bracis-19076	281	29	novel	novel	ADJ
bracis-19076	281	30	symbolic	symbolic	ADJ
bracis-19076	281	31	representation	representation	NOUN
bracis-19076	281	32	of	of	ADP
bracis-19076	281	33	time	time	NOUN
bracis-19076	281	34	series	series	PROPN
bracis-19076	281	35	.	.	PUNCT
bracis-19076	282	1	data	data	PROPN
bracis-19076	282	2	min	min	PROPN
bracis-19076	282	3	.	.	PROPN
bracis-19076	282	4	knowl	knowl	PROPN
bracis-19076	282	5	.	.	PUNCT
bracis-19076	283	1	disc	disc	NOUN
bracis-19076	283	2	.	.	PUNCT
bracis-19076	284	1	15(2	15(2	NUM
bracis-19076	284	2	)	)	PUNCT
bracis-19076	284	3	,	,	PUNCT
bracis-19076	284	4	107–144	107–144	NUM
bracis-19076	284	5	(	(	PUNCT
bracis-19076	284	6	2007	2007	NUM
bracis-19076	284	7	)	)	PUNCT
bracis-19076	284	8	article	article	NOUN
bracis-19076	284	9	  	  	SPACE
bracis-19076	284	10	mathscinet	mathscinet	NOUN
bracis-19076	284	11	  	  	SPACE
bracis-19076	284	12	google	google	PROPN
bracis-19076	284	13	scholar	scholar	NOUN
bracis-19076	284	14	  	  	SPACE
bracis-19076	284	15	lines	line	NOUN
bracis-19076	284	16	,	,	PUNCT
bracis-19076	284	17	j.	j.	PROPN
bracis-19076	284	18	,	,	PUNCT
bracis-19076	284	19	bagnall	bagnall	PROPN
bracis-19076	284	20	,	,	PUNCT
bracis-19076	284	21	a.	a.	NOUN
bracis-19076	284	22	:	:	PUNCT
bracis-19076	284	23	time	time	NOUN
bracis-19076	284	24	series	series	PROPN
bracis-19076	284	25	classification	classification	NOUN
bracis-19076	284	26	with	with	ADP
bracis-19076	284	27	ensembles	ensemble	NOUN
bracis-19076	284	28	of	of	ADP
bracis-19076	284	29	elastic	elastic	ADJ
bracis-19076	284	30	distance	distance	NOUN
bracis-19076	284	31	measures	measure	NOUN
bracis-19076	284	32	.	.	PUNCT
bracis-19076	285	1	data	data	PROPN
bracis-19076	285	2	min	min	PROPN
bracis-19076	285	3	.	.	PROPN
bracis-19076	285	4	knowl	knowl	PROPN
bracis-19076	285	5	.	.	PUNCT
bracis-19076	286	1	disc	disc	NOUN
bracis-19076	286	2	.	.	PUNCT
bracis-19076	287	1	29(3	29(3	NUM
bracis-19076	287	2	)	)	PUNCT
bracis-19076	287	3	,	,	PUNCT
bracis-19076	287	4	565–592	565–592	NUM
bracis-19076	287	5	(	(	PUNCT
bracis-19076	287	6	2014	2014	NUM
bracis-19076	287	7	)	)	PUNCT
bracis-19076	287	8	.	.	PUNCT
bracis-19076	288	1	https://doi.org/10.1007/s10618-014-0361-2	https://doi.org/10.1007/s10618-014-0361-2	NUM
bracis-19076	288	2	article	article	NOUN
bracis-19076	288	3	  	  	SPACE
bracis-19076	288	4	mathscinet	mathscinet	NOUN
bracis-19076	288	5	  	  	SPACE
bracis-19076	288	6	math	math	NOUN
bracis-19076	288	7	  	  	SPACE
bracis-19076	288	8	google	google	PROPN
bracis-19076	288	9	scholar	scholar	NOUN
bracis-19076	288	10	  	  	SPACE
bracis-19076	288	11	lines	line	NOUN
bracis-19076	288	12	,	,	PUNCT
bracis-19076	288	13	j.	j.	PROPN
bracis-19076	288	14	,	,	PUNCT
bracis-19076	288	15	taylor	taylor	PROPN
bracis-19076	288	16	,	,	PUNCT
bracis-19076	288	17	s.	s.	PROPN
bracis-19076	288	18	,	,	PUNCT
bracis-19076	288	19	bagnall	bagnall	PROPN
bracis-19076	288	20	,	,	PUNCT
bracis-19076	288	21	a.	a.	NOUN
bracis-19076	288	22	:	:	PUNCT
bracis-19076	288	23	time	time	NOUN
bracis-19076	288	24	series	series	PROPN
bracis-19076	288	25	classification	classification	NOUN
bracis-19076	288	26	with	with	ADP
bracis-19076	288	27	hive	hive	NOUN
bracis-19076	288	28	-	-	PUNCT
bracis-19076	288	29	cote	cote	NOUN
bracis-19076	288	30	:	:	PUNCT
bracis-19076	288	31	the	the	DET
bracis-19076	288	32	hierarchical	hierarchical	ADJ
bracis-19076	288	33	vote	vote	NOUN
bracis-19076	288	34	collective	collective	ADJ
bracis-19076	288	35	of	of	ADP
bracis-19076	288	36	transformation	transformation	NOUN
bracis-19076	288	37	-	-	PUNCT
bracis-19076	288	38	based	base	VERB
bracis-19076	288	39	ensembles	ensemble	NOUN
bracis-19076	288	40	.	.	PUNCT
bracis-19076	289	1	acm	acm	PROPN
bracis-19076	289	2	trans	trans	PROPN
bracis-19076	289	3	.	.	PROPN
bracis-19076	290	1	knowl	knowl	PROPN
bracis-19076	290	2	.	.	PUNCT
bracis-19076	291	1	discov	discov	NOUN
bracis-19076	291	2	.	.	PUNCT
bracis-19076	292	1	data	data	PROPN
bracis-19076	292	2	12(5	12(5	NUM
bracis-19076	292	3	)	)	PUNCT
bracis-19076	292	4	,	,	PUNCT
bracis-19076	292	5	52:1–52:35	52:1–52:35	NUM
bracis-19076	292	6	(	(	PUNCT
bracis-19076	292	7	july	july	PROPN
bracis-19076	292	8	2018	2018	NUM
bracis-19076	292	9	)	)	PUNCT
bracis-19076	292	10	.	.	PUNCT
bracis-19076	293	1	https://doi.org/10.1145/3182382	https://doi.org/10.1145/3182382	NOUN
bracis-19076	293	2	,	,	PUNCT
bracis-19076	293	3	http://doi.acm.org/10.1145/3182382	http://doi.acm.org/10.1145/3182382	NOUN
bracis-19076	293	4	schäfer	schäfer	NOUN
bracis-19076	293	5	,	,	PUNCT
bracis-19076	293	6	p.	p.	NOUN
bracis-19076	293	7	:	:	PUNCT
bracis-19076	293	8	the	the	DET
bracis-19076	293	9	boss	boss	NOUN
bracis-19076	293	10	is	be	AUX
bracis-19076	293	11	concerned	concern	VERB
bracis-19076	293	12	with	with	ADP
bracis-19076	293	13	time	time	NOUN
bracis-19076	293	14	series	series	PROPN
bracis-19076	293	15	classification	classification	NOUN
bracis-19076	293	16	in	in	ADP
bracis-19076	293	17	the	the	DET
bracis-19076	293	18	presence	presence	NOUN
bracis-19076	293	19	of	of	ADP
bracis-19076	293	20	noise	noise	NOUN
bracis-19076	293	21	.	.	PUNCT
bracis-19076	294	1	data	data	PROPN
bracis-19076	294	2	min	min	PROPN
bracis-19076	294	3	.	.	PROPN
bracis-19076	294	4	knowl	knowl	PROPN
bracis-19076	294	5	.	.	PUNCT
bracis-19076	295	1	disc	disc	NOUN
bracis-19076	295	2	.	.	PUNCT
bracis-19076	296	1	29(6	29(6	NUM
bracis-19076	296	2	)	)	PUNCT
bracis-19076	296	3	,	,	PUNCT
bracis-19076	296	4	1505–1530	1505–1530	NUM
bracis-19076	296	5	(	(	PUNCT
bracis-19076	296	6	2015	2015	NUM
bracis-19076	296	7	)	)	PUNCT
bracis-19076	296	8	article	article	NOUN
bracis-19076	296	9	  	  	SPACE
bracis-19076	296	10	mathscinet	mathscinet	NOUN
bracis-19076	296	11	  	  	SPACE
bracis-19076	296	12	google	google	PROPN
bracis-19076	296	13	scholar	scholar	NOUN
bracis-19076	296	14	  	  	SPACE
bracis-19076	296	15	srivastava	srivastava	PROPN
bracis-19076	296	16	,	,	PUNCT
bracis-19076	296	17	n.	n.	PROPN
bracis-19076	296	18	,	,	PUNCT
bracis-19076	296	19	hinton	hinton	PROPN
bracis-19076	296	20	,	,	PUNCT
bracis-19076	296	21	g.	g.	PROPN
bracis-19076	296	22	,	,	PUNCT
bracis-19076	296	23	krizhevsky	krizhevsky	PROPN
bracis-19076	296	24	,	,	PUNCT
bracis-19076	296	25	a.	a.	NOUN
bracis-19076	296	26	,	,	PUNCT
bracis-19076	296	27	sutskever	sutskever	PROPN
bracis-19076	296	28	,	,	PUNCT
bracis-19076	296	29	i.	i.	PROPN
bracis-19076	296	30	,	,	PUNCT
bracis-19076	296	31	salakhutdinov	salakhutdinov	PROPN
bracis-19076	296	32	,	,	PUNCT
bracis-19076	296	33	r.	r.	NOUN
bracis-19076	296	34	:	:	PUNCT
bracis-19076	297	1	dropout	dropout	NOUN
bracis-19076	297	2	:	:	PUNCT
bracis-19076	297	3	a	a	DET
bracis-19076	297	4	simple	simple	ADJ
bracis-19076	297	5	way	way	NOUN
bracis-19076	297	6	to	to	PART
bracis-19076	297	7	prevent	prevent	VERB
bracis-19076	297	8	neural	neural	ADJ
bracis-19076	297	9	networks	network	NOUN
bracis-19076	297	10	from	from	ADP
bracis-19076	297	11	overfitting	overfitte	VERB
bracis-19076	297	12	.	.	PUNCT
bracis-19076	298	1	j.	j.	PROPN
bracis-19076	298	2	mach	mach	PROPN
bracis-19076	298	3	.	.	PUNCT
bracis-19076	299	1	learn	learn	VERB
bracis-19076	299	2	.	.	PUNCT
bracis-19076	300	1	res	re	NOUN
bracis-19076	300	2	.	.	PROPN
bracis-19076	300	3	15(1	15(1	NUM
bracis-19076	300	4	)	)	PUNCT
bracis-19076	300	5	,	,	PUNCT
bracis-19076	300	6	1929–1958	1929–1958	NUM
bracis-19076	300	7	(	(	PUNCT
bracis-19076	300	8	2014	2014	NUM
bracis-19076	300	9	)	)	PUNCT
bracis-19076	300	10	mathscinet	mathscinet	NOUN
bracis-19076	300	11	  	  	SPACE
bracis-19076	300	12	math	math	NOUN
bracis-19076	300	13	  	  	SPACE
bracis-19076	300	14	google	google	PROPN
bracis-19076	300	15	scholar	scholar	NOUN
bracis-19076	300	16	  	  	SPACE
bracis-19076	300	17	wang	wang	PROPN
bracis-19076	300	18	,	,	PUNCT
bracis-19076	300	19	z.	z.	PROPN
bracis-19076	300	20	,	,	PUNCT
bracis-19076	300	21	yan	yan	PROPN
bracis-19076	300	22	,	,	PUNCT
bracis-19076	300	23	w.	w.	PROPN
bracis-19076	300	24	,	,	PUNCT
bracis-19076	300	25	oates	oates	PROPN
bracis-19076	300	26	,	,	PUNCT
bracis-19076	300	27	t.	t.	PROPN
bracis-19076	300	28	:	:	PUNCT
bracis-19076	300	29	time	time	NOUN
bracis-19076	300	30	series	series	PROPN
bracis-19076	300	31	classification	classification	NOUN
bracis-19076	300	32	from	from	ADP
bracis-19076	300	33	scratch	scratch	NOUN
bracis-19076	300	34	with	with	ADP
bracis-19076	300	35	deep	deep	ADJ
bracis-19076	300	36	neural	neural	ADJ
bracis-19076	300	37	networks	network	NOUN
bracis-19076	300	38	:	:	PUNCT
bracis-19076	300	39	a	a	DET
bracis-19076	300	40	strong	strong	ADJ
bracis-19076	300	41	baseline	baseline	NOUN
bracis-19076	300	42	.	.	PUNCT
bracis-19076	301	1	corr	corr	PROPN
bracis-19076	301	2	abs/1611.06455	abs/1611.06455	PROPN
bracis-19076	301	3	(	(	PUNCT
bracis-19076	301	4	2016	2016	NUM
bracis-19076	301	5	)	)	PUNCT
bracis-19076	301	6	.	.	PUNCT
bracis-19076	302	1	http://arxiv.org/abs/1611.06455	http://arxiv.org/abs/1611.06455	PROPN
bracis-19076	302	2	ye	ye	PROPN
bracis-19076	302	3	,	,	PUNCT
bracis-19076	302	4	l.	l.	PROPN
bracis-19076	302	5	,	,	PUNCT
bracis-19076	302	6	keogh	keogh	PROPN
bracis-19076	302	7	,	,	PUNCT
bracis-19076	302	8	e.	e.	PROPN
bracis-19076	302	9	:	:	PUNCT
bracis-19076	302	10	time	time	NOUN
bracis-19076	302	11	series	series	PROPN
bracis-19076	302	12	shapelets	shapelet	VERB
bracis-19076	302	13	:	:	PUNCT
bracis-19076	302	14	a	a	DET
bracis-19076	302	15	new	new	ADJ
bracis-19076	302	16	primitive	primitive	NOUN
bracis-19076	302	17	for	for	ADP
bracis-19076	302	18	data	data	NOUN
bracis-19076	302	19	mining	mining	NOUN
bracis-19076	302	20	.	.	PUNCT
bracis-19076	303	1	in	in	ADP
bracis-19076	303	2	:	:	PUNCT
bracis-19076	303	3	proceedings	proceeding	NOUN
bracis-19076	303	4	of	of	ADP
bracis-19076	303	5	the	the	DET
bracis-19076	303	6	15th	15th	PROPN
bracis-19076	303	7	acm	acm	PROPN
bracis-19076	303	8	sigkdd	sigkdd	NOUN
bracis-19076	303	9	international	international	ADJ
bracis-19076	303	10	conference	conference	NOUN
bracis-19076	303	11	on	on	ADP
bracis-19076	303	12	knowledge	knowledge	NOUN
bracis-19076	303	13	discovery	discovery	PROPN
bracis-19076	303	14	and	and	CCONJ
bracis-19076	303	15	data	datum	NOUN
bracis-19076	303	16	mining	mining	NOUN
bracis-19076	303	17	,	,	PUNCT
bracis-19076	303	18	kdd	kdd	PROPN
bracis-19076	303	19	2009	2009	NUM
bracis-19076	303	20	,	,	PUNCT
bracis-19076	303	21	pp	pp	ADP
bracis-19076	303	22	.	.	PUNCT
bracis-19076	304	1	947–956	947–956	NUM
bracis-19076	304	2	.	.	PUNCT
bracis-19076	304	3	acm	acm	PROPN
bracis-19076	304	4	,	,	PUNCT
bracis-19076	304	5	new	new	PROPN
bracis-19076	304	6	york	york	PROPN
bracis-19076	304	7	(	(	PUNCT
bracis-19076	304	8	2009	2009	NUM
bracis-19076	304	9	)	)	PUNCT
bracis-19076	304	10	.	.	PUNCT
bracis-19076	305	1	https://doi.org/10.1145/1557019.1557122	https://doi.org/10.1145/1557019.1557122	PROPN
bracis-19076	305	2	,	,	PUNCT
bracis-19076	305	3	http://doi.acm.org/10.1145/1557019.1557122	http://doi.acm.org/10.1145/1557019.1557122	PROPN
bracis-19076	305	4	zhang	zhang	PROPN
bracis-19076	305	5	,	,	PUNCT
bracis-19076	305	6	h.	h.	PROPN
bracis-19076	305	7	,	,	PUNCT
bracis-19076	305	8	wang	wang	PROPN
bracis-19076	305	9	,	,	PUNCT
bracis-19076	305	10	p.	p.	PROPN
bracis-19076	305	11	,	,	PUNCT
bracis-19076	305	12	fang	fang	PROPN
bracis-19076	305	13	,	,	PUNCT
bracis-19076	305	14	z.	z.	PROPN
bracis-19076	305	15	,	,	PUNCT
bracis-19076	305	16	wang	wang	PROPN
bracis-19076	305	17	,	,	PUNCT
bracis-19076	305	18	z.	z.	PROPN
bracis-19076	305	19	,	,	PUNCT
bracis-19076	305	20	wang	wang	PROPN
bracis-19076	305	21	,	,	PUNCT
bracis-19076	305	22	w.	w.	PROPN
bracis-19076	305	23	:	:	PUNCT
bracis-19076	305	24	elis++	elis++	ADV
bracis-19076	305	25	:	:	PUNCT
bracis-19076	305	26	a	a	DET
bracis-19076	305	27	shapelet	shapelet	NOUN
bracis-19076	305	28	learning	learn	VERB
bracis-19076	305	29	approach	approach	NOUN
bracis-19076	305	30	for	for	ADP
bracis-19076	305	31	accurate	accurate	ADJ
bracis-19076	305	32	and	and	CCONJ
bracis-19076	305	33	efficient	efficient	ADJ
bracis-19076	305	34	time	time	NOUN
bracis-19076	305	35	series	series	PROPN
bracis-19076	305	36	classification	classification	NOUN
bracis-19076	305	37	.	.	PUNCT
bracis-19076	306	1	world	world	NOUN
bracis-19076	306	2	wide	wide	ADJ
bracis-19076	306	3	web	web	NOUN
bracis-19076	306	4	24(2	24(2	NUM
bracis-19076	306	5	)	)	PUNCT
bracis-19076	306	6	,	,	PUNCT
bracis-19076	306	7	511–539	511–539	NUM
bracis-19076	306	8	(	(	PUNCT
bracis-19076	306	9	2021	2021	NUM
bracis-19076	306	10	)	)	PUNCT
bracis-19076	306	11	article	article	NOUN
bracis-19076	306	12	  	  	SPACE
bracis-19076	306	13	google	google	PROPN
bracis-19076	306	14	scholar	scholar	NOUN
bracis-19076	306	15	  	  	SPACE
bracis-19076	306	16	download	download	NOUN
bracis-19076	306	17	references	reference	NOUN
bracis-19076	306	18	author	author	NOUN
bracis-19076	306	19	information	information	NOUN
bracis-19076	306	20	authors	author	NOUN
bracis-19076	306	21	and	and	CCONJ
bracis-19076	306	22	affiliations	affiliation	NOUN
bracis-19076	306	23	informatics	informatics	PROPN
bracis-19076	306	24	department	department	PROPN
bracis-19076	306	25	,	,	PUNCT
bracis-19076	306	26	federal	federal	ADJ
bracis-19076	306	27	university	university	PROPN
bracis-19076	306	28	of	of	ADP
bracis-19076	306	29	paraná	paraná	PROPN
bracis-19076	306	30	,	,	PUNCT
bracis-19076	306	31	curitiba	curitiba	PROPN
bracis-19076	306	32	,	,	PUNCT
bracis-19076	306	33	brazil	brazil	PROPN
bracis-19076	306	34	alexandre	alexandre	PROPN
bracis-19076	306	35	felipe	felipe	PROPN
bracis-19076	306	36	muller	muller	PROPN
bracis-19076	306	37	de	de	PROPN
bracis-19076	306	38	souza	souza	PROPN
bracis-19076	306	39	,	,	PUNCT
bracis-19076	306	40	 	 	SPACE
bracis-19076	306	41	mariane	mariane	PROPN
bracis-19076	306	42	r.	r.	PROPN
bracis-19076	306	43	s.	s.	PROPN
bracis-19076	306	44	cassenote	cassenote	PROPN
bracis-19076	306	45	 	 	SPACE
bracis-19076	306	46	&	&	CCONJ
bracis-19076	306	47	 	 	SPACE
bracis-19076	306	48	fabiano	fabiano	PROPN
bracis-19076	306	49	silva	silva	NOUN
bracis-19076	306	50	authors	author	NOUN
bracis-19076	306	51	alexandre	alexandre	PROPN
bracis-19076	306	52	felipe	felipe	PROPN
bracis-19076	306	53	muller	muller	PROPN
bracis-19076	306	54	de	de	PROPN
bracis-19076	306	55	souzaview	souzaview	PROPN
bracis-19076	306	56	author	author	NOUN
bracis-19076	306	57	publications	publication	NOUN
bracis-19076	306	58	search	search	NOUN
bracis-19076	306	59	author	author	NOUN
bracis-19076	306	60	on	on	ADP
bracis-19076	306	61	:	:	PUNCT
bracis-19076	306	62	pubmed	pubmed	PROPN
bracis-19076	306	63	 	 	SPACE
bracis-19076	306	64	google	google	PROPN
bracis-19076	306	65	scholar	scholar	PROPN
bracis-19076	306	66	mariane	mariane	PROPN
bracis-19076	306	67	r.	r.	PROPN
bracis-19076	306	68	s.	s.	PROPN
bracis-19076	306	69	cassenoteview	cassenoteview	PROPN
bracis-19076	306	70	author	author	NOUN
bracis-19076	306	71	publications	publication	NOUN
bracis-19076	306	72	search	search	NOUN
bracis-19076	306	73	author	author	NOUN
bracis-19076	306	74	on	on	ADP
bracis-19076	306	75	:	:	PUNCT
bracis-19076	306	76	pubmed	pubmed	PROPN
bracis-19076	306	77	 	 	SPACE
bracis-19076	306	78	google	google	PROPN
bracis-19076	306	79	scholar	scholar	NOUN
bracis-19076	306	80	fabiano	fabiano	PROPN
bracis-19076	306	81	silvaview	silvaview	NOUN
bracis-19076	306	82	author	author	NOUN
bracis-19076	306	83	publications	publication	NOUN
bracis-19076	306	84	search	search	NOUN
bracis-19076	306	85	author	author	NOUN
bracis-19076	306	86	on	on	ADP
bracis-19076	306	87	:	:	PUNCT
bracis-19076	306	88	pubmed	pubmed	PROPN
bracis-19076	306	89	 	 	SPACE
bracis-19076	306	90	google	google	PROPN
bracis-19076	306	91	scholar	scholar	NOUN
bracis-19076	306	92	corresponding	correspond	VERB
bracis-19076	306	93	author	author	NOUN
bracis-19076	306	94	correspondence	correspondence	NOUN
bracis-19076	306	95	to	to	PART
bracis-19076	306	96	alexandre	alexandre	PROPN
bracis-19076	306	97	felipe	felipe	PROPN
bracis-19076	306	98	muller	muller	PROPN
bracis-19076	306	99	de	de	PROPN
bracis-19076	306	100	souza	souza	PROPN
bracis-19076	306	101	.	.	PUNCT
bracis-19076	307	1	editor	editor	NOUN
bracis-19076	307	2	information	information	NOUN
bracis-19076	307	3	editors	editor	NOUN
bracis-19076	307	4	and	and	CCONJ
bracis-19076	307	5	affiliations	affiliation	NOUN
bracis-19076	307	6	universidade	universidade	PROPN
bracis-19076	307	7	federal	federal	PROPN
bracis-19076	307	8	de	de	X
bracis-19076	307	9	sergipe	sergipe	PROPN
bracis-19076	307	10	,	,	PUNCT
bracis-19076	307	11	são	são	NOUN
bracis-19076	307	12	cristóvão	cristóvão	PROPN
bracis-19076	307	13	,	,	PUNCT
bracis-19076	307	14	brazil	brazil	PROPN
bracis-19076	307	15	andré	andré	PROPN
bracis-19076	307	16	britto	britto	PROPN
bracis-19076	307	17	universidade	universidade	PROPN
bracis-19076	307	18	de	de	PROPN
bracis-19076	307	19	são	são	PROPN
bracis-19076	307	20	paulo	paulo	PROPN
bracis-19076	307	21	,	,	PUNCT
bracis-19076	307	22	são	são	PROPN
bracis-19076	307	23	paulo	paulo	PROPN
bracis-19076	307	24	,	,	PUNCT
bracis-19076	307	25	brazil	brazil	PROPN
bracis-19076	307	26	karina	karina	PROPN
bracis-19076	307	27	valdivia	valdivia	PROPN
bracis-19076	307	28	delgado	delgado	VERB
bracis-19076	307	29	rights	right	NOUN
bracis-19076	307	30	and	and	CCONJ
bracis-19076	307	31	permissions	permission	NOUN
bracis-19076	307	32	reprints	reprint	NOUN
bracis-19076	307	33	and	and	CCONJ
bracis-19076	307	34	permissions	permission	VERB
bracis-19076	307	35	copyright	copyright	NOUN
bracis-19076	307	36	information	information	NOUN
bracis-19076	307	37	©	©	PROPN
bracis-19076	307	38	2021	2021	NUM
bracis-19076	307	39	springer	springer	NOUN
bracis-19076	307	40	nature	nature	NOUN
bracis-19076	307	41	switzerland	switzerland	PROPN
bracis-19076	307	42	ag	ag	PROPN
bracis-19076	307	43	about	about	ADP
bracis-19076	307	44	this	this	DET
bracis-19076	307	45	paper	paper	NOUN
bracis-19076	307	46	cite	cite	VERB
bracis-19076	307	47	this	this	DET
bracis-19076	307	48	paper	paper	NOUN
bracis-19076	307	49	de	de	ADP
bracis-19076	307	50	souza	souza	PROPN
bracis-19076	307	51	,	,	PUNCT
bracis-19076	307	52	a.f.m	a.f.m	ADJ
bracis-19076	307	53	.	.	PROPN
bracis-19076	307	54	,	,	PUNCT
bracis-19076	307	55	cassenote	cassenote	NOUN
bracis-19076	307	56	,	,	PUNCT
bracis-19076	307	57	m.r.s	m.r.s	NOUN
bracis-19076	307	58	.	.	PROPN
bracis-19076	307	59	,	,	PUNCT
bracis-19076	307	60	silva	silva	PROPN
bracis-19076	307	61	,	,	PUNCT
bracis-19076	307	62	f.	f.	PROPN
bracis-19076	307	63	(	(	PUNCT
bracis-19076	307	64	2021	2021	NUM
bracis-19076	307	65	)	)	PUNCT
bracis-19076	307	66	.	.	PUNCT
bracis-19076	308	1	transfer	transfer	NOUN
bracis-19076	308	2	learning	learning	NOUN
bracis-19076	308	3	of	of	ADP
bracis-19076	308	4	shapelets	shapelet	NOUN
bracis-19076	308	5	for	for	ADP
bracis-19076	308	6	time	time	NOUN
bracis-19076	308	7	series	series	PROPN
bracis-19076	308	8	classification	classification	NOUN
bracis-19076	308	9	using	use	VERB
bracis-19076	308	10	convolutional	convolutional	ADJ
bracis-19076	308	11	neural	neural	ADJ
bracis-19076	308	12	network	network	NOUN
bracis-19076	308	13	.	.	PUNCT
bracis-19076	309	1	in	in	ADP
bracis-19076	309	2	:	:	PUNCT
bracis-19076	309	3	britto	britto	PROPN
bracis-19076	309	4	,	,	PUNCT
bracis-19076	309	5	a.	a.	PROPN
bracis-19076	309	6	,	,	PUNCT
bracis-19076	309	7	valdivia	valdivia	PROPN
bracis-19076	309	8	delgado	delgado	PROPN
bracis-19076	309	9	,	,	PUNCT
bracis-19076	309	10	k.	k.	PROPN
bracis-19076	309	11	(	(	PUNCT
bracis-19076	309	12	eds	eds	PROPN
bracis-19076	309	13	)	)	PUNCT
bracis-19076	309	14	intelligent	intelligent	ADJ
bracis-19076	309	15	systems	system	NOUN
bracis-19076	309	16	.	.	PUNCT
bracis-19076	310	1	bracis	bracis	PROPN
bracis-19076	310	2	2021	2021	NUM
bracis-19076	310	3	.	.	PUNCT
bracis-19076	311	1	lecture	lecture	NOUN
bracis-19076	311	2	notes	note	NOUN
bracis-19076	311	3	in	in	ADP
bracis-19076	311	4	computer	computer	NOUN
bracis-19076	311	5	science	science	NOUN
bracis-19076	311	6	(	(	PUNCT
bracis-19076	311	7	)	)	PUNCT
bracis-19076	311	8	,	,	PUNCT
bracis-19076	311	9	vol	vol	NOUN
bracis-19076	311	10	13074	13074	NUM
bracis-19076	311	11	.	.	PUNCT
bracis-19076	312	1	springer	springer	NOUN
bracis-19076	312	2	,	,	PUNCT
bracis-19076	312	3	cham	cham	PROPN
bracis-19076	312	4	.	.	PUNCT
bracis-19076	313	1	https://doi.org/10.1007/978-3-030-91699-2_23	https://doi.org/10.1007/978-3-030-91699-2_23	PROPN
bracis-19076	313	2	download	download	NOUN
bracis-19076	313	3	citation	citation	NOUN
bracis-19076	313	4	.ris	.ris	PUNCT
bracis-19076	314	1	.enw	.enw	PROPN
bracis-19076	314	2	.bib	.bib	PUNCT
bracis-19076	315	1	doi	doi	PROPN
bracis-19076	315	2	:	:	PUNCT
bracis-19076	315	3	https://doi.org/10.1007/978-3-030-91699-2_23	https://doi.org/10.1007/978-3-030-91699-2_23	PROPN
bracis-19076	315	4	published	publish	VERB
bracis-19076	315	5	:	:	PUNCT
bracis-19076	315	6	28	28	NUM
bracis-19076	315	7	november	november	PROPN
bracis-19076	315	8	2021	2021	NUM
bracis-19076	315	9	publisher	publisher	NOUN
bracis-19076	315	10	name	name	NOUN
bracis-19076	315	11	:	:	PUNCT
bracis-19076	315	12	springer	springer	NOUN
bracis-19076	315	13	,	,	PUNCT
bracis-19076	315	14	cham	cham	PROPN
bracis-19076	315	15	print	print	PROPN
bracis-19076	315	16	isbn	isbn	PROPN
bracis-19076	315	17	:	:	PUNCT
bracis-19076	315	18	978	978	NUM
bracis-19076	315	19	-	-	SYM
bracis-19076	315	20	3	3	NUM
bracis-19076	315	21	-	-	PUNCT
bracis-19076	315	22	030	030	NUM
bracis-19076	315	23	-	-	PUNCT
bracis-19076	315	24	91698	91698	NUM
bracis-19076	315	25	-	-	SYM
bracis-19076	315	26	5	5	NUM
bracis-19076	315	27	online	online	ADJ
bracis-19076	315	28	isbn	isbn	NOUN
bracis-19076	315	29	:	:	PUNCT
bracis-19076	315	30	978	978	NUM
bracis-19076	315	31	-	-	SYM
bracis-19076	315	32	3	3	NUM
bracis-19076	315	33	-	-	PUNCT
bracis-19076	315	34	030	030	NUM
bracis-19076	315	35	-	-	PUNCT
bracis-19076	315	36	91699	91699	NUM
bracis-19076	315	37	-	-	SYM
bracis-19076	315	38	2	2	NUM
bracis-19076	315	39	ebook	ebook	NOUN
bracis-19076	315	40	packages	package	NOUN
bracis-19076	315	41	:	:	PUNCT
bracis-19076	315	42	computer	computer	NOUN
bracis-19076	315	43	sciencecomputer	sciencecomputer	NOUN
bracis-19076	315	44	science	science	NOUN
bracis-19076	315	45	(	(	PUNCT
bracis-19076	315	46	r0	r0	NOUN
bracis-19076	315	47	)	)	PUNCT
bracis-19076	315	48	share	share	VERB
bracis-19076	315	49	this	this	DET
bracis-19076	315	50	paper	paper	NOUN
bracis-19076	315	51	anyone	anyone	PRON
bracis-19076	315	52	you	you	PRON
bracis-19076	315	53	share	share	VERB
bracis-19076	315	54	the	the	DET
bracis-19076	315	55	following	follow	VERB
bracis-19076	315	56	link	link	NOUN
bracis-19076	315	57	with	with	ADP
bracis-19076	315	58	will	will	AUX
bracis-19076	315	59	be	be	AUX
bracis-19076	315	60	able	able	ADJ
bracis-19076	315	61	to	to	PART
bracis-19076	315	62	read	read	VERB
bracis-19076	315	63	this	this	DET
bracis-19076	315	64	content	content	NOUN
bracis-19076	315	65	:	:	PUNCT
bracis-19076	315	66	get	get	VERB
bracis-19076	315	67	shareable	shareable	ADJ
bracis-19076	315	68	linksorry	linksorry	NOUN
bracis-19076	315	69	,	,	PUNCT
bracis-19076	315	70	a	a	DET
bracis-19076	315	71	shareable	shareable	ADJ
bracis-19076	315	72	link	link	NOUN
bracis-19076	315	73	is	be	AUX
bracis-19076	315	74	not	not	PART
bracis-19076	315	75	currently	currently	ADV
bracis-19076	315	76	available	available	ADJ
bracis-19076	315	77	for	for	ADP
bracis-19076	315	78	this	this	DET
bracis-19076	315	79	article	article	NOUN
bracis-19076	315	80	.	.	PUNCT
bracis-19076	316	1	copy	copy	VERB
bracis-19076	316	2	shareable	shareable	ADJ
bracis-19076	316	3	link	link	NOUN
bracis-19076	316	4	to	to	PART
bracis-19076	316	5	clipboard	clipboard	NOUN
bracis-19076	316	6	provided	provide	VERB
bracis-19076	316	7	by	by	ADP
bracis-19076	316	8	the	the	DET
bracis-19076	316	9	springer	springer	NOUN
bracis-19076	316	10	nature	nature	PROPN
bracis-19076	316	11	sharedit	sharedit	PROPN
bracis-19076	316	12	content	content	NOUN
bracis-19076	316	13	-	-	PUNCT
bracis-19076	316	14	sharing	share	VERB
bracis-19076	316	15	initiative	initiative	NOUN
bracis-19076	316	16	keywords	keyword	NOUN
bracis-19076	316	17	machine	machine	NOUN
bracis-19076	316	18	learning	learning	NOUN
bracis-19076	316	19	shapelets	shapelet	NOUN
bracis-19076	316	20	time	time	NOUN
bracis-19076	316	21	series	series	NOUN
bracis-19076	316	22	transfer	transfer	NOUN
bracis-19076	316	23	learning	learning	NOUN
bracis-19076	316	24	publish	publish	NOUN
bracis-19076	316	25	with	with	ADP
bracis-19076	316	26	us	us	PROPN
bracis-19076	316	27	policies	policy	NOUN
bracis-19076	316	28	and	and	CCONJ
bracis-19076	316	29	ethics	ethic	NOUN
bracis-19076	316	30	search	search	NOUN
bracis-19076	316	31	search	search	NOUN
bracis-19076	316	32	by	by	ADP
bracis-19076	316	33	keyword	keyword	NOUN
bracis-19076	316	34	or	or	CCONJ
bracis-19076	316	35	author	author	NOUN
bracis-19076	316	36	search	search	NOUN
bracis-19076	316	37	navigation	navigation	NOUN
bracis-19076	316	38	find	find	VERB
bracis-19076	316	39	a	a	DET
bracis-19076	316	40	journal	journal	NOUN
bracis-19076	316	41	publish	publish	VERB
bracis-19076	316	42	with	with	ADP
bracis-19076	316	43	us	we	PRON
bracis-19076	316	44	track	track	VERB
bracis-19076	316	45	your	your	PRON
bracis-19076	316	46	research	research	NOUN
bracis-19076	316	47	discover	discover	VERB
bracis-19076	316	48	content	content	NOUN
bracis-19076	316	49	journals	journal	NOUN
bracis-19076	316	50	a	a	DET
bracis-19076	316	51	-	-	PUNCT
bracis-19076	316	52	z	z	NOUN
bracis-19076	316	53	books	book	NOUN
bracis-19076	316	54	a	a	DET
bracis-19076	316	55	-	-	PUNCT
bracis-19076	316	56	z	z	NOUN
bracis-19076	316	57	publish	publish	NOUN
bracis-19076	316	58	with	with	ADP
bracis-19076	316	59	us	us	PROPN
bracis-19076	316	60	journal	journal	PROPN
bracis-19076	316	61	finder	finder	PROPN
bracis-19076	316	62	publish	publish	VERB
bracis-19076	316	63	your	your	PRON
bracis-19076	316	64	research	research	NOUN
bracis-19076	316	65	language	language	NOUN
bracis-19076	316	66	editing	edit	VERB
bracis-19076	316	67	open	open	ADJ
bracis-19076	316	68	access	access	NOUN
bracis-19076	316	69	publishing	publishing	NOUN
bracis-19076	316	70	products	product	NOUN
bracis-19076	316	71	and	and	CCONJ
bracis-19076	316	72	services	service	NOUN
bracis-19076	316	73	our	our	PRON
bracis-19076	316	74	products	product	NOUN
bracis-19076	316	75	librarians	librarian	VERB
bracis-19076	316	76	societies	society	NOUN
bracis-19076	316	77	partners	partner	NOUN
bracis-19076	316	78	and	and	CCONJ
bracis-19076	316	79	advertisers	advertiser	NOUN
bracis-19076	316	80	our	our	PRON
bracis-19076	316	81	brands	brand	NOUN
bracis-19076	316	82	springer	springer	NOUN
bracis-19076	316	83	nature	nature	PROPN
bracis-19076	316	84	portfolio	portfolio	PROPN
bracis-19076	316	85	bmc	bmc	PROPN
bracis-19076	316	86	palgrave	palgrave	PROPN
bracis-19076	316	87	macmillan	macmillan	PROPN
bracis-19076	316	88	apress	apress	PROPN
bracis-19076	316	89	discover	discover	VERB
bracis-19076	316	90	your	your	PRON
bracis-19076	316	91	privacy	privacy	NOUN
bracis-19076	316	92	choices	choice	NOUN
bracis-19076	316	93	/	/	SYM
bracis-19076	316	94	manage	manage	NOUN
bracis-19076	316	95	cookies	cookie	NOUN
bracis-19076	316	96	your	your	PRON
bracis-19076	316	97	us	us	PROPN
bracis-19076	317	1	state	state	NOUN
bracis-19076	317	2	privacy	privacy	NOUN
bracis-19076	317	3	rights	right	NOUN
bracis-19076	317	4	accessibility	accessibility	NOUN
bracis-19076	317	5	statement	statement	NOUN
bracis-19076	317	6	terms	term	NOUN
bracis-19076	317	7	and	and	CCONJ
bracis-19076	317	8	conditions	condition	NOUN
bracis-19076	317	9	privacy	privacy	NOUN
bracis-19076	317	10	policy	policy	NOUN
bracis-19076	317	11	help	help	NOUN
bracis-19076	317	12	and	and	CCONJ
bracis-19076	317	13	support	support	VERB
bracis-19076	317	14	legal	legal	ADJ
bracis-19076	317	15	notice	notice	NOUN
bracis-19076	317	16	cancel	cancel	VERB
bracis-19076	317	17	contracts	contract	NOUN
bracis-19076	317	18	here	here	ADV
bracis-19076	317	19	129.74.145.123	129.74.145.123	NUM
bracis-19076	317	20	hesburgh	hesburgh	PROPN
bracis-19076	317	21	library	library	PROPN
bracis-19076	317	22	er	er	INTJ
bracis-19076	317	23	unit	unit	NOUN
bracis-19076	317	24	(	(	PUNCT
bracis-19076	317	25	3005732405	3005732405	NUM
bracis-19076	317	26	)	)	PUNCT
bracis-19076	317	27	northeast	northeast	ADJ
bracis-19076	317	28	research	research	NOUN
bracis-19076	317	29	libraries	library	NOUN
bracis-19076	317	30	(	(	PUNCT
bracis-19076	317	31	nerl	nerl	PROPN
bracis-19076	317	32	)	)	PUNCT
bracis-19076	317	33	(	(	PUNCT
bracis-19076	317	34	8200828607	8200828607	NUM
bracis-19076	317	35	)	)	PUNCT
bracis-19076	317	36	nerl	nerl	VERB
bracis-19076	317	37	ta	ta	X
bracis-19076	317	38	account	account	NOUN
bracis-19076	317	39	(	(	PUNCT
bracis-19076	317	40	3006206169	3006206169	NUM
bracis-19076	317	41	)	)	PUNCT
bracis-19076	317	42	university	university	NOUN
bracis-19076	317	43	of	of	ADP
bracis-19076	317	44	notre	notre	PROPN
bracis-19076	317	45	dame	dame	PROPN
bracis-19076	317	46	hesburgh	hesburgh	PROPN
bracis-19076	317	47	library	library	NOUN
bracis-19076	317	48	(	(	PUNCT
bracis-19076	317	49	3000184373	3000184373	NUM
bracis-19076	317	50	)	)	PUNCT
bracis-19076	318	1	©	©	ADP
bracis-19076	318	2	2025	2025	NUM
bracis-19076	318	3	springer	springer	NOUN
bracis-19076	318	4	nature	nature	NOUN