id	sid	tid	token	lemma	pos
fis-1947	1	1	microsoft	microsoft	PROPN
fis-1947	1	2	word	word	PROPN
fis-1947	1	3	numero_42_art_25.docx	numero_42_art_25.docx	VERB
fis-1947	1	4	a.	a.	PROPN
fis-1947	1	5	de	de	PROPN
fis-1947	1	6	santis	santis	PROPN
fis-1947	1	7	et	et	PROPN
fis-1947	1	8	alii	alii	PROPN
fis-1947	1	9	,	,	PUNCT
fis-1947	1	10	frattura	frattura	PROPN
fis-1947	1	11	ed	ed	PROPN
fis-1947	1	12	integrità	integrità	PROPN
fis-1947	1	13	strutturale	strutturale	PROPN
fis-1947	1	14	,	,	PUNCT
fis-1947	1	15	42	42	NUM
fis-1947	1	16	(	(	PUNCT
fis-1947	1	17	2017	2017	NUM
fis-1947	1	18	)	)	PUNCT
fis-1947	1	19	231	231	NUM
fis-1947	1	20	-	-	SYM
fis-1947	1	21	238	238	NUM
fis-1947	1	22	;	;	PUNCT
fis-1947	1	23	doi	doi	NOUN
fis-1947	1	24	:	:	PUNCT
fis-1947	1	25	10.3221	10.3221	NUM
fis-1947	1	26	/	/	SYM
fis-1947	1	27	igf	igf	PROPN
fis-1947	1	28	-	-	PUNCT
fis-1947	1	29	esis.42.25	esis.42.25	ADJ
fis-1947	1	30	231	231	NUM
fis-1947	1	31	classification	classification	NOUN
fis-1947	1	32	of	of	ADP
fis-1947	1	33	ductile	ductile	NOUN
fis-1947	1	34	cast	cast	NOUN
fis-1947	1	35	iron	iron	NOUN
fis-1947	1	36	specimens	specimen	NOUN
fis-1947	1	37	:	:	PUNCT
fis-1947	1	38	a	a	DET
fis-1947	1	39	machine	machine	NOUN
fis-1947	1	40	learning	learn	VERB
fis-1947	1	41	approach	approach	NOUN
fis-1947	1	42	alberto	alberto	PROPN
fis-1947	1	43	de	de	PROPN
fis-1947	1	44	santis	santis	PROPN
fis-1947	1	45	,	,	PUNCT
fis-1947	1	46	daniela	daniela	PROPN
fis-1947	1	47	iacoviello	iacoviello	PROPN
fis-1947	1	48	department	department	PROPN
fis-1947	1	49	of	of	ADP
fis-1947	1	50	computer	computer	NOUN
fis-1947	1	51	,	,	PUNCT
fis-1947	1	52	control	control	NOUN
fis-1947	1	53	and	and	CCONJ
fis-1947	1	54	management	management	NOUN
fis-1947	1	55	engineering	engineering	PROPN
fis-1947	1	56	antonio	antonio	PROPN
fis-1947	1	57	ruberti	ruberti	PROPN
fis-1947	1	58	,	,	PUNCT
fis-1947	1	59	sapienza	sapienza	PROPN
fis-1947	1	60	university	university	PROPN
fis-1947	1	61	of	of	ADP
fis-1947	1	62	rome	rome	PROPN
fis-1947	1	63	,	,	PUNCT
fis-1947	1	64	via	via	ADP
fis-1947	1	65	ariosto	ariosto	NOUN
fis-1947	1	66	25	25	NUM
fis-1947	1	67	,	,	PUNCT
fis-1947	1	68	00185	00185	NUM
fis-1947	1	69	,	,	PUNCT
fis-1947	1	70	rome	rome	PROPN
fis-1947	1	71	,	,	PUNCT
fis-1947	1	72	italy	italy	PROPN
fis-1947	1	73	desantis@dis.uniroma1.it	desantis@dis.uniroma1.it	PROPN
fis-1947	1	74	,	,	PUNCT
fis-1947	1	75	orcid.org/0000-0001-5175-4951	orcid.org/0000-0001-5175-4951	NOUN
fis-1947	1	76	iacoviello@dis.uniroma1.it	iacoviello@dis.uniroma1.it	PROPN
fis-1947	1	77	,	,	PUNCT
fis-1947	1	78	orcid.org/0000-0003-3506-1455	orcid.org/0000-0003-3506-1455	PROPN
fis-1947	1	79	vittorio	vittorio	PROPN
fis-1947	1	80	di	di	PROPN
fis-1947	1	81	cocco	cocco	PROPN
fis-1947	1	82	,	,	PUNCT
fis-1947	1	83	francesco	francesco	PROPN
fis-1947	1	84	iacoviello	iacoviello	PROPN
fis-1947	1	85	department	department	PROPN
fis-1947	1	86	of	of	ADP
fis-1947	1	87	civil	civil	ADJ
fis-1947	1	88	and	and	CCONJ
fis-1947	1	89	mechanical	mechanical	ADJ
fis-1947	1	90	engineering	engineering	NOUN
fis-1947	1	91	,	,	PUNCT
fis-1947	1	92	università	università	PROPN
fis-1947	1	93	di	di	PROPN
fis-1947	1	94	cassino	cassino	PROPN
fis-1947	1	95	e	e	PROPN
fis-1947	1	96	del	del	PROPN
fis-1947	1	97	lazio	lazio	PROPN
fis-1947	1	98	meridionale	meridionale	PROPN
fis-1947	1	99	,	,	PUNCT
fis-1947	1	100	via	via	ADP
fis-1947	1	101	g.	g.	PROPN
fis-1947	1	102	di	di	PROPN
fis-1947	1	103	blasio	blasio	VERB
fis-1947	1	104	43	43	NUM
fis-1947	1	105	,	,	PUNCT
fis-1947	1	106	03043	03043	NUM
fis-1947	1	107	cassino	cassino	NOUN
fis-1947	1	108	(	(	PUNCT
fis-1947	1	109	fr	fr	PROPN
fis-1947	1	110	)	)	PUNCT
fis-1947	1	111	,	,	PUNCT
fis-1947	1	112	italy	italy	PROPN
fis-1947	1	113	v.dicocco@unicas.it	v.dicocco@unicas.it	SYM
fis-1947	1	114	iacoviello@unicas.it	iacoviello@unicas.it	NOUN
fis-1947	1	115	,	,	PUNCT
fis-1947	1	116	orcid.org/0000-0002-9382-6092	orcid.org/0000-0002-9382-6092	NOUN
fis-1947	1	117	abstract	abstract	ADJ
fis-1947	1	118	.	.	PUNCT
fis-1947	2	1	in	in	ADP
fis-1947	2	2	this	this	DET
fis-1947	2	3	paper	paper	NOUN
fis-1947	2	4	an	an	DET
fis-1947	2	5	automatic	automatic	ADJ
fis-1947	2	6	procedure	procedure	NOUN
fis-1947	2	7	based	base	VERB
fis-1947	2	8	on	on	ADP
fis-1947	2	9	a	a	DET
fis-1947	2	10	machine	machine	NOUN
fis-1947	2	11	learning	learn	VERB
fis-1947	2	12	approach	approach	NOUN
fis-1947	2	13	is	be	AUX
fis-1947	2	14	proposed	propose	VERB
fis-1947	2	15	to	to	PART
fis-1947	2	16	classify	classify	VERB
fis-1947	2	17	ductile	ductile	NOUN
fis-1947	2	18	cast	cast	NOUN
fis-1947	2	19	iron	iron	NOUN
fis-1947	2	20	specimens	specimen	NOUN
fis-1947	2	21	according	accord	VERB
fis-1947	2	22	to	to	ADP
fis-1947	2	23	the	the	DET
fis-1947	2	24	american	american	ADJ
fis-1947	2	25	society	society	NOUN
fis-1947	2	26	for	for	ADP
fis-1947	2	27	testing	testing	NOUN
fis-1947	2	28	and	and	CCONJ
fis-1947	2	29	materials	material	NOUN
fis-1947	2	30	guidelines	guideline	NOUN
fis-1947	2	31	.	.	PUNCT
fis-1947	3	1	the	the	DET
fis-1947	3	2	mechanical	mechanical	ADJ
fis-1947	3	3	properties	property	NOUN
fis-1947	3	4	of	of	ADP
fis-1947	3	5	a	a	DET
fis-1947	3	6	specimen	speciman	NOUN
fis-1947	3	7	are	be	AUX
fis-1947	3	8	strongly	strongly	ADV
fis-1947	3	9	influenced	influence	VERB
fis-1947	3	10	by	by	ADP
fis-1947	3	11	the	the	DET
fis-1947	3	12	peculiar	peculiar	ADJ
fis-1947	3	13	morphology	morphology	NOUN
fis-1947	3	14	of	of	ADP
fis-1947	3	15	their	their	PRON
fis-1947	3	16	graphite	graphite	NOUN
fis-1947	3	17	elements	element	NOUN
fis-1947	3	18	and	and	CCONJ
fis-1947	3	19	useful	useful	ADJ
fis-1947	3	20	characteristics	characteristic	NOUN
fis-1947	3	21	,	,	PUNCT
fis-1947	3	22	the	the	DET
fis-1947	3	23	features	feature	NOUN
fis-1947	3	24	,	,	PUNCT
fis-1947	3	25	are	be	AUX
fis-1947	3	26	extracted	extract	VERB
fis-1947	3	27	from	from	ADP
fis-1947	3	28	the	the	DET
fis-1947	3	29	specimens	specimen	NOUN
fis-1947	3	30	’	'	PUNCT
fis-1947	3	31	images	image	NOUN
fis-1947	3	32	;	;	PUNCT
fis-1947	3	33	these	these	DET
fis-1947	3	34	characteristics	characteristic	NOUN
fis-1947	3	35	examine	examine	VERB
fis-1947	3	36	the	the	DET
fis-1947	3	37	shape	shape	NOUN
fis-1947	3	38	,	,	PUNCT
fis-1947	3	39	the	the	DET
fis-1947	3	40	distribution	distribution	NOUN
fis-1947	3	41	and	and	CCONJ
fis-1947	3	42	the	the	DET
fis-1947	3	43	size	size	NOUN
fis-1947	3	44	of	of	ADP
fis-1947	3	45	the	the	DET
fis-1947	3	46	graphite	graphite	NOUN
fis-1947	3	47	particle	particle	NOUN
fis-1947	3	48	in	in	ADP
fis-1947	3	49	the	the	DET
fis-1947	3	50	specimen	speciman	NOUN
fis-1947	3	51	,	,	PUNCT
fis-1947	3	52	the	the	DET
fis-1947	3	53	nodularity	nodularity	NOUN
fis-1947	3	54	and	and	CCONJ
fis-1947	3	55	the	the	DET
fis-1947	3	56	nodule	nodule	NOUN
fis-1947	3	57	count	count	NOUN
fis-1947	3	58	.	.	PUNCT
fis-1947	4	1	the	the	DET
fis-1947	4	2	principal	principal	ADJ
fis-1947	4	3	components	component	NOUN
fis-1947	4	4	analysis	analysis	NOUN
fis-1947	4	5	are	be	AUX
fis-1947	4	6	used	use	VERB
fis-1947	4	7	to	to	PART
fis-1947	4	8	provide	provide	VERB
fis-1947	4	9	a	a	DET
fis-1947	4	10	more	more	ADV
fis-1947	4	11	efficient	efficient	ADJ
fis-1947	4	12	representation	representation	NOUN
fis-1947	4	13	of	of	ADP
fis-1947	4	14	these	these	DET
fis-1947	4	15	data	datum	NOUN
fis-1947	4	16	.	.	PUNCT
fis-1947	5	1	support	support	NOUN
fis-1947	5	2	vector	vector	NOUN
fis-1947	5	3	machines	machine	NOUN
fis-1947	5	4	are	be	AUX
fis-1947	5	5	trained	train	VERB
fis-1947	5	6	to	to	PART
fis-1947	5	7	obtain	obtain	VERB
fis-1947	5	8	a	a	DET
fis-1947	5	9	classification	classification	NOUN
fis-1947	5	10	of	of	ADP
fis-1947	5	11	the	the	DET
fis-1947	5	12	data	datum	NOUN
fis-1947	5	13	by	by	ADP
fis-1947	5	14	yielding	yield	VERB
fis-1947	5	15	sequential	sequential	ADJ
fis-1947	5	16	binary	binary	ADJ
fis-1947	5	17	classification	classification	NOUN
fis-1947	5	18	steps	step	NOUN
fis-1947	5	19	.	.	PUNCT
fis-1947	6	1	numerical	numerical	ADJ
fis-1947	6	2	analysis	analysis	NOUN
fis-1947	6	3	is	be	AUX
fis-1947	6	4	performed	perform	VERB
fis-1947	6	5	on	on	ADP
fis-1947	6	6	a	a	DET
fis-1947	6	7	significant	significant	ADJ
fis-1947	6	8	number	number	NOUN
fis-1947	6	9	of	of	ADP
fis-1947	6	10	images	image	NOUN
fis-1947	6	11	providing	provide	VERB
fis-1947	6	12	robust	robust	ADJ
fis-1947	6	13	results	result	NOUN
fis-1947	6	14	,	,	PUNCT
fis-1947	6	15	also	also	ADV
fis-1947	6	16	in	in	ADP
fis-1947	6	17	presence	presence	NOUN
fis-1947	6	18	of	of	ADP
fis-1947	6	19	dust	dust	NOUN
fis-1947	6	20	,	,	PUNCT
fis-1947	6	21	scratches	scratch	NOUN
fis-1947	6	22	and	and	CCONJ
fis-1947	6	23	measurement	measurement	NOUN
fis-1947	6	24	noise	noise	NOUN
fis-1947	6	25	.	.	PUNCT
fis-1947	7	1	keywords	keyword	NOUN
fis-1947	7	2	.	.	PUNCT
fis-1947	8	1	ductile	ductile	NOUN
fis-1947	8	2	cast	cast	NOUN
fis-1947	8	3	irons	iron	NOUN
fis-1947	8	4	;	;	PUNCT
fis-1947	8	5	graphite	graphite	NOUN
fis-1947	8	6	nodules	nodule	NOUN
fis-1947	8	7	;	;	PUNCT
fis-1947	8	8	machine	machine	NOUN
fis-1947	8	9	learning	learning	NOUN
fis-1947	8	10	approach	approach	NOUN
fis-1947	8	11	.	.	PUNCT
fis-1947	9	1	citation	citation	NOUN
fis-1947	9	2	:	:	PUNCT
fis-1947	9	3	de	de	X
fis-1947	9	4	santis	santis	PROPN
fis-1947	9	5	,	,	PUNCT
fis-1947	9	6	a.	a.	NOUN
fis-1947	9	7	,	,	PUNCT
fis-1947	9	8	iacoviello	iacoviello	PROPN
fis-1947	9	9	,	,	PUNCT
fis-1947	9	10	d.	d.	PROPN
fis-1947	9	11	,	,	PUNCT
fis-1947	9	12	di	di	X
fis-1947	9	13	cocco	cocco	PROPN
fis-1947	9	14	,	,	PUNCT
fis-1947	9	15	v.	v.	ADP
fis-1947	9	16	iacoviello	iacoviello	PROPN
fis-1947	9	17	,	,	PUNCT
fis-1947	9	18	f.	f.	PROPN
fis-1947	9	19	,	,	PUNCT
fis-1947	9	20	classification	classification	NOUN
fis-1947	9	21	of	of	ADP
fis-1947	9	22	ductile	ductile	NOUN
fis-1947	9	23	cast	cast	NOUN
fis-1947	9	24	iron	iron	NOUN
fis-1947	9	25	specimens	specimen	NOUN
fis-1947	9	26	:	:	PUNCT
fis-1947	9	27	a	a	DET
fis-1947	9	28	machine	machine	NOUN
fis-1947	9	29	learning	learning	NOUN
fis-1947	9	30	approach	approach	NOUN
fis-1947	9	31	,	,	PUNCT
fis-1947	9	32	frattura	frattura	PROPN
fis-1947	9	33	ed	ed	PROPN
fis-1947	9	34	integrità	integrità	PROPN
fis-1947	9	35	strutturale	strutturale	PROPN
fis-1947	9	36	,	,	PUNCT
fis-1947	9	37	42	42	NUM
fis-1947	9	38	(	(	PUNCT
fis-1947	9	39	2017	2017	NUM
fis-1947	9	40	)	)	PUNCT
fis-1947	9	41	231	231	NUM
fis-1947	9	42	-	-	SYM
fis-1947	9	43	238	238	NUM
fis-1947	9	44	.	.	PUNCT
fis-1947	9	45	received	receive	VERB
fis-1947	9	46	:	:	PUNCT
fis-1947	9	47	25.06.2017	25.06.2017	NUM
fis-1947	9	48	accepted	accept	VERB
fis-1947	9	49	:	:	PUNCT
fis-1947	9	50	15.08.2017	15.08.2017	NUM
fis-1947	9	51	published	publish	VERB
fis-1947	9	52	:	:	PUNCT
fis-1947	9	53	01.10.2017	01.10.2017	CCONJ
fis-1947	9	54	copyright	copyright	NOUN
fis-1947	9	55	:	:	PUNCT
fis-1947	9	56	©	©	PROPN
fis-1947	9	57	2017	2017	NUM
fis-1947	9	58	this	this	PRON
fis-1947	9	59	is	be	AUX
fis-1947	9	60	an	an	DET
fis-1947	9	61	open	open	ADJ
fis-1947	9	62	access	access	NOUN
fis-1947	9	63	article	article	NOUN
fis-1947	9	64	under	under	ADP
fis-1947	9	65	the	the	DET
fis-1947	9	66	terms	term	NOUN
fis-1947	9	67	of	of	ADP
fis-1947	9	68	the	the	DET
fis-1947	9	69	cc	cc	NOUN
fis-1947	9	70	-	-	PUNCT
fis-1947	9	71	by	by	ADP
fis-1947	9	72	4.0	4.0	NUM
fis-1947	9	73	,	,	PUNCT
fis-1947	9	74	which	which	PRON
fis-1947	9	75	permits	permit	VERB
fis-1947	9	76	unrestricted	unrestricted	ADJ
fis-1947	9	77	use	use	NOUN
fis-1947	9	78	,	,	PUNCT
fis-1947	9	79	distribution	distribution	NOUN
fis-1947	9	80	,	,	PUNCT
fis-1947	9	81	and	and	CCONJ
fis-1947	9	82	reproduction	reproduction	NOUN
fis-1947	9	83	in	in	ADP
fis-1947	9	84	any	any	DET
fis-1947	9	85	medium	medium	NOUN
fis-1947	9	86	,	,	PUNCT
fis-1947	9	87	provided	provide	VERB
fis-1947	9	88	the	the	DET
fis-1947	9	89	original	original	ADJ
fis-1947	9	90	author	author	NOUN
fis-1947	9	91	and	and	CCONJ
fis-1947	9	92	source	source	NOUN
fis-1947	9	93	are	be	AUX
fis-1947	9	94	credited	credit	VERB
fis-1947	9	95	.	.	PUNCT
fis-1947	10	1	introduction	introduction	NOUN
fis-1947	10	2	iscovered	iscovere	VERB
fis-1947	10	3	in	in	ADP
fis-1947	10	4	the	the	DET
fis-1947	10	5	years	year	NOUN
fis-1947	10	6	1943	1943	NUM
fis-1947	10	7	-	-	SYM
fis-1947	10	8	48	48	NUM
fis-1947	10	9	,	,	PUNCT
fis-1947	10	10	ductile	ductile	NOUN
fis-1947	10	11	cast	cast	NOUN
fis-1947	10	12	irons	iron	NOUN
fis-1947	10	13	(	(	PUNCT
fis-1947	10	14	dcis	dcis	NOUN
fis-1947	10	15	)	)	PUNCT
fis-1947	10	16	offer	offer	VERB
fis-1947	10	17	a	a	DET
fis-1947	10	18	really	really	ADV
fis-1947	10	19	interesting	interesting	ADJ
fis-1947	10	20	combination	combination	NOUN
fis-1947	10	21	of	of	ADP
fis-1947	10	22	cast	cast	NOUN
fis-1947	10	23	irons	iron	NOUN
fis-1947	10	24	peculiarities	peculiarity	NOUN
fis-1947	10	25	(	(	PUNCT
fis-1947	10	26	first	first	ADV
fis-1947	10	27	of	of	ADP
fis-1947	10	28	all	all	PRON
fis-1947	10	29	,	,	PUNCT
fis-1947	10	30	castability	castability	NOUN
fis-1947	10	31	)	)	PUNCT
fis-1947	10	32	and	and	CCONJ
fis-1947	10	33	of	of	ADP
fis-1947	10	34	carbon	carbon	NOUN
fis-1947	10	35	steels	steel	NOUN
fis-1947	10	36	mechanical	mechanical	ADJ
fis-1947	10	37	properties	property	NOUN
fis-1947	10	38	(	(	PUNCT
fis-1947	10	39	e.g.	e.g.	ADV
fis-1947	10	40	,	,	PUNCT
fis-1947	10	41	toughness	toughness	NOUN
fis-1947	10	42	)	)	PUNCT
fis-1947	10	43	,	,	PUNCT
fis-1947	11	1	[	[	X
fis-1947	11	2	1	1	NUM
fis-1947	11	3	]	]	PUNCT
fis-1947	11	4	.	.	PUNCT
fis-1947	12	1	small	small	ADJ
fis-1947	12	2	additions	addition	NOUN
fis-1947	12	3	of	of	ADP
fis-1947	12	4	elements	element	NOUN
fis-1947	12	5	like	like	ADP
fis-1947	12	6	mg	mg	PROPN
fis-1947	12	7	or	or	CCONJ
fis-1947	12	8	ce	ce	PROPN
fis-1947	12	9	allow	allow	VERB
fis-1947	12	10	to	to	PART
fis-1947	12	11	modify	modify	VERB
fis-1947	12	12	the	the	DET
fis-1947	12	13	graphite	graphite	NOUN
fis-1947	12	14	elements	element	NOUN
fis-1947	12	15	shapes	shape	NOUN
fis-1947	12	16	,	,	PUNCT
fis-1947	12	17	from	from	ADP
fis-1947	12	18	lamellae	lamellae	NOUN
fis-1947	12	19	(	(	PUNCT
fis-1947	12	20	extremely	extremely	ADV
fis-1947	12	21	d	d	NOUN
fis-1947	12	22	a.	a.	PROPN
fis-1947	12	23	de	de	PROPN
fis-1947	12	24	santis	santis	PROPN
fis-1947	12	25	et	et	PROPN
fis-1947	12	26	alii	alii	PROPN
fis-1947	12	27	,	,	PUNCT
fis-1947	12	28	frattura	frattura	PROPN
fis-1947	12	29	ed	ed	PROPN
fis-1947	12	30	integrità	integrità	PROPN
fis-1947	12	31	strutturale	strutturale	PROPN
fis-1947	12	32	,	,	PUNCT
fis-1947	12	33	42	42	NUM
fis-1947	12	34	(	(	PUNCT
fis-1947	12	35	2017	2017	NUM
fis-1947	12	36	)	)	PUNCT
fis-1947	12	37	231	231	NUM
fis-1947	12	38	-	-	SYM
fis-1947	12	39	238	238	NUM
fis-1947	12	40	;	;	PUNCT
fis-1947	12	41	doi	doi	NOUN
fis-1947	12	42	:	:	PUNCT
fis-1947	12	43	10.3221	10.3221	NUM
fis-1947	12	44	/	/	SYM
fis-1947	12	45	igf	igf	PROPN
fis-1947	12	46	-	-	PROPN
fis-1947	12	47	esis.42.25	esis.42.25	PROPN
fis-1947	12	48	232	232	NUM
fis-1947	12	49	dangerous	dangerous	ADJ
fis-1947	12	50	)	)	PUNCT
fis-1947	12	51	to	to	ADP
fis-1947	12	52	spheroids	spheroid	NOUN
fis-1947	12	53	(	(	PUNCT
fis-1947	12	54	with	with	ADP
fis-1947	12	55	a	a	DET
fis-1947	12	56	decrease	decrease	NOUN
fis-1947	12	57	of	of	ADP
fis-1947	12	58	the	the	DET
fis-1947	12	59	stress	stress	NOUN
fis-1947	12	60	intensification	intensification	NOUN
fis-1947	12	61	near	near	ADP
fis-1947	12	62	the	the	DET
fis-1947	12	63	graphite	graphite	NOUN
fis-1947	12	64	elements	element	NOUN
fis-1947	12	65	):	):	PUNCT
fis-1947	12	66	these	these	DET
fis-1947	12	67	grades	grade	NOUN
fis-1947	12	68	are	be	AUX
fis-1947	12	69	widely	widely	ADV
fis-1947	12	70	used	use	VERB
fis-1947	12	71	to	to	PART
fis-1947	12	72	produce	produce	VERB
fis-1947	12	73	pressure	pressure	NOUN
fis-1947	12	74	pipes	pipe	NOUN
fis-1947	12	75	and	and	CCONJ
fis-1947	12	76	fittings	fitting	NOUN
fis-1947	12	77	,	,	PUNCT
fis-1947	12	78	in	in	ADP
fis-1947	12	79	the	the	DET
fis-1947	12	80	automotive	automotive	ADJ
fis-1947	12	81	industry	industry	NOUN
fis-1947	12	82	(	(	PUNCT
fis-1947	12	83	e.g.	e.g.	ADV
fis-1947	12	84	,	,	PUNCT
fis-1947	12	85	crankshafts	crankshaft	NOUN
fis-1947	12	86	)	)	PUNCT
fis-1947	12	87	,	,	PUNCT
fis-1947	12	88	in	in	ADP
fis-1947	12	89	road	road	NOUN
fis-1947	12	90	and	and	CCONJ
fis-1947	12	91	construction	construction	NOUN
fis-1947	12	92	application	application	NOUN
fis-1947	12	93	.	.	PUNCT
fis-1947	13	1	graphite	graphite	NOUN
fis-1947	13	2	elements	element	NOUN
fis-1947	13	3	morphology	morphology	NOUN
fis-1947	13	4	peculiarities	peculiarity	NOUN
fis-1947	13	5	(	(	PUNCT
fis-1947	13	6	e.g.	e.g.	ADV
fis-1947	13	7	shape	shape	NOUN
fis-1947	13	8	,	,	PUNCT
fis-1947	13	9	dimension	dimension	NOUN
fis-1947	13	10	,	,	PUNCT
fis-1947	13	11	distribution	distribution	NOUN
fis-1947	13	12	)	)	PUNCT
fis-1947	13	13	are	be	AUX
fis-1947	13	14	crucial	crucial	ADJ
fis-1947	13	15	to	to	PART
fis-1947	13	16	define	define	VERB
fis-1947	13	17	the	the	DET
fis-1947	13	18	dci	dci	PROPN
fis-1947	13	19	mechanical	mechanical	ADJ
fis-1947	13	20	properties	property	NOUN
fis-1947	13	21	.	.	PUNCT
fis-1947	14	1	image	image	NOUN
fis-1947	14	2	analysis	analysis	NOUN
fis-1947	14	3	has	have	AUX
fis-1947	14	4	been	be	AUX
fis-1947	14	5	using	use	VERB
fis-1947	14	6	extensively	extensively	ADV
fis-1947	14	7	in	in	ADP
fis-1947	14	8	the	the	DET
fis-1947	14	9	last	last	ADJ
fis-1947	14	10	two	two	NUM
fis-1947	14	11	decades	decade	NOUN
fis-1947	14	12	in	in	ADP
fis-1947	14	13	order	order	NOUN
fis-1947	14	14	to	to	PART
fis-1947	14	15	automatically	automatically	ADV
fis-1947	14	16	characterize	characterize	VERB
fis-1947	14	17	specimens	specimen	NOUN
fis-1947	14	18	in	in	ADP
fis-1947	14	19	material	material	NOUN
fis-1947	14	20	science	science	NOUN
fis-1947	14	21	,	,	PUNCT
fis-1947	14	22	[	[	X
fis-1947	14	23	2	2	NUM
fis-1947	14	24	-	-	SYM
fis-1947	14	25	4	4	NUM
fis-1947	14	26	]	]	PUNCT
fis-1947	14	27	.	.	PUNCT
fis-1947	15	1	the	the	DET
fis-1947	15	2	aim	aim	NOUN
fis-1947	15	3	is	be	AUX
fis-1947	15	4	to	to	PART
fis-1947	15	5	provide	provide	VERB
fis-1947	15	6	quantitative	quantitative	ADJ
fis-1947	15	7	characterization	characterization	NOUN
fis-1947	15	8	of	of	ADP
fis-1947	15	9	the	the	DET
fis-1947	15	10	materials	material	NOUN
fis-1947	15	11	in	in	ADP
fis-1947	15	12	order	order	NOUN
fis-1947	15	13	to	to	PART
fis-1947	15	14	determine	determine	VERB
fis-1947	15	15	mechanical	mechanical	ADJ
fis-1947	15	16	properties	property	NOUN
fis-1947	15	17	and	and	CCONJ
fis-1947	15	18	establish	establish	VERB
fis-1947	15	19	relationship	relationship	NOUN
fis-1947	15	20	with	with	ADP
fis-1947	15	21	damaging	damaging	ADJ
fis-1947	15	22	mechanisms	mechanism	NOUN
fis-1947	15	23	,	,	PUNCT
fis-1947	15	24	[	[	X
fis-1947	15	25	5	5	NUM
fis-1947	15	26	-	-	SYM
fis-1947	15	27	6	6	NUM
fis-1947	15	28	]	]	PUNCT
fis-1947	15	29	.	.	PUNCT
fis-1947	16	1	nevertheless	nevertheless	ADV
fis-1947	16	2	up	up	ADP
fis-1947	16	3	to	to	ADP
fis-1947	16	4	now	now	ADV
fis-1947	16	5	the	the	DET
fis-1947	16	6	official	official	ADJ
fis-1947	16	7	guide	guide	NOUN
fis-1947	16	8	of	of	ADP
fis-1947	16	9	the	the	DET
fis-1947	16	10	international	international	ADJ
fis-1947	16	11	standard	standard	NOUN
fis-1947	16	12	[	[	X
fis-1947	16	13	7	7	NUM
fis-1947	16	14	]	]	PUNCT
fis-1947	16	15	is	be	AUX
fis-1947	16	16	applied	apply	VERB
fis-1947	16	17	almost	almost	ADV
fis-1947	16	18	manually	manually	ADV
fis-1947	16	19	for	for	ADP
fis-1947	16	20	visual	visual	ADJ
fis-1947	16	21	inspection	inspection	NOUN
fis-1947	16	22	.	.	PUNCT
fis-1947	17	1	only	only	ADV
fis-1947	17	2	few	few	ADJ
fis-1947	17	3	attempts	attempt	NOUN
fis-1947	17	4	have	have	AUX
fis-1947	17	5	been	be	AUX
fis-1947	17	6	made	make	VERB
fis-1947	17	7	to	to	PART
fis-1947	17	8	automatize	automatize	VERB
fis-1947	17	9	the	the	DET
fis-1947	17	10	classification	classification	NOUN
fis-1947	17	11	of	of	ADP
fis-1947	17	12	microstructural	microstructural	ADJ
fis-1947	17	13	image	image	NOUN
fis-1947	17	14	data	datum	NOUN
fis-1947	17	15	[	[	X
fis-1947	17	16	8	8	NUM
fis-1947	17	17	]	]	PUNCT
fis-1947	17	18	.	.	PUNCT
fis-1947	18	1	in	in	ADP
fis-1947	18	2	this	this	DET
fis-1947	18	3	paper	paper	NOUN
fis-1947	18	4	the	the	DET
fis-1947	18	5	aim	aim	NOUN
fis-1947	18	6	is	be	AUX
fis-1947	18	7	to	to	PART
fis-1947	18	8	provide	provide	VERB
fis-1947	18	9	an	an	DET
fis-1947	18	10	automatic	automatic	ADJ
fis-1947	18	11	procedure	procedure	NOUN
fis-1947	18	12	to	to	PART
fis-1947	18	13	classify	classify	VERB
fis-1947	18	14	specimens	specimen	NOUN
fis-1947	18	15	according	accord	VERB
fis-1947	18	16	to	to	ADP
fis-1947	18	17	the	the	DET
fis-1947	18	18	american	american	ADJ
fis-1947	18	19	society	society	NOUN
fis-1947	18	20	for	for	ADP
fis-1947	18	21	testing	testing	NOUN
fis-1947	18	22	and	and	CCONJ
fis-1947	18	23	materials	material	NOUN
fis-1947	18	24	(	(	PUNCT
fis-1947	18	25	astm	astm	NOUN
fis-1947	18	26	)	)	PUNCT
fis-1947	18	27	standard	standard	NOUN
fis-1947	18	28	with	with	ADP
fis-1947	18	29	respect	respect	NOUN
fis-1947	18	30	to	to	ADP
fis-1947	18	31	the	the	DET
fis-1947	18	32	graphite	graphite	NOUN
fis-1947	18	33	elements	element	NOUN
fis-1947	18	34	shape	shape	NOUN
fis-1947	18	35	,	,	PUNCT
fis-1947	18	36	the	the	DET
fis-1947	18	37	“	"	PUNCT
fis-1947	18	38	type	type	NOUN
fis-1947	18	39	”	"	PUNCT
fis-1947	18	40	parameter	parameter	NOUN
fis-1947	18	41	.	.	PUNCT
fis-1947	19	1	as	as	SCONJ
fis-1947	19	2	will	will	AUX
fis-1947	19	3	be	be	AUX
fis-1947	19	4	recalled	recall	VERB
fis-1947	19	5	in	in	ADP
fis-1947	19	6	section	section	PROPN
fis-1947	19	7	ii	ii	PROPN
fis-1947	19	8	,	,	PUNCT
fis-1947	19	9	the	the	DET
fis-1947	19	10	shape	shape	NOUN
fis-1947	19	11	is	be	AUX
fis-1947	19	12	the	the	DET
fis-1947	19	13	first	first	ADJ
fis-1947	19	14	characteristic	characteristic	NOUN
fis-1947	19	15	to	to	PART
fis-1947	19	16	be	be	AUX
fis-1947	19	17	evaluated	evaluate	VERB
fis-1947	19	18	in	in	ADP
fis-1947	19	19	order	order	NOUN
fis-1947	19	20	to	to	PART
fis-1947	19	21	determine	determine	VERB
fis-1947	19	22	whether	whether	SCONJ
fis-1947	19	23	a	a	DET
fis-1947	19	24	graphite	graphite	NOUN
fis-1947	19	25	has	have	VERB
fis-1947	19	26	a	a	DET
fis-1947	19	27	desirable	desirable	ADJ
fis-1947	19	28	shape	shape	NOUN
fis-1947	19	29	or	or	CCONJ
fis-1947	19	30	not	not	PART
fis-1947	19	31	.	.	PUNCT
fis-1947	20	1	in	in	ADP
fis-1947	20	2	case	case	NOUN
fis-1947	20	3	the	the	DET
fis-1947	20	4	shape	shape	NOUN
fis-1947	20	5	is	be	AUX
fis-1947	20	6	not	not	PART
fis-1947	20	7	nodular	nodular	ADJ
fis-1947	20	8	,	,	PUNCT
fis-1947	20	9	different	different	ADJ
fis-1947	20	10	levels	level	NOUN
fis-1947	20	11	are	be	AUX
fis-1947	20	12	possible	possible	ADJ
fis-1947	20	13	and	and	CCONJ
fis-1947	20	14	it	it	PRON
fis-1947	20	15	could	could	AUX
fis-1947	20	16	be	be	AUX
fis-1947	20	17	determined	determine	VERB
fis-1947	20	18	if	if	SCONJ
fis-1947	20	19	the	the	DET
fis-1947	20	20	graphite	graphite	NOUN
fis-1947	20	21	has	have	VERB
fis-1947	20	22	vermicular	vermicular	ADJ
fis-1947	20	23	aspect	aspect	NOUN
fis-1947	20	24	or	or	CCONJ
fis-1947	20	25	if	if	SCONJ
fis-1947	20	26	it	it	PRON
fis-1947	20	27	contains	contain	VERB
fis-1947	20	28	exploded	exploded	ADJ
fis-1947	20	29	nodules	nodule	NOUN
fis-1947	20	30	and	and	CCONJ
fis-1947	20	31	so	so	ADV
fis-1947	20	32	on	on	ADV
fis-1947	20	33	.	.	PUNCT
fis-1947	21	1	given	give	VERB
fis-1947	21	2	the	the	DET
fis-1947	21	3	images	image	NOUN
fis-1947	21	4	classified	classify	VERB
fis-1947	21	5	by	by	ADP
fis-1947	21	6	two	two	NUM
fis-1947	21	7	experts	expert	NOUN
fis-1947	21	8	,	,	PUNCT
fis-1947	21	9	useful	useful	ADJ
fis-1947	21	10	features	feature	NOUN
fis-1947	21	11	are	be	AUX
fis-1947	21	12	extracted	extract	VERB
fis-1947	21	13	and	and	CCONJ
fis-1947	21	14	re	re	VERB
fis-1947	21	15	-	-	VERB
fis-1947	21	16	arranged	arrange	VERB
fis-1947	21	17	by	by	ADP
fis-1947	21	18	principal	principal	ADJ
fis-1947	21	19	components	component	NOUN
fis-1947	21	20	analysis	analysis	NOUN
fis-1947	21	21	(	(	PUNCT
fis-1947	21	22	pca	pca	NOUN
fis-1947	21	23	)	)	PUNCT
fis-1947	22	1	[	[	X
fis-1947	22	2	9	9	NUM
fis-1947	22	3	]	]	PUNCT
fis-1947	22	4	in	in	ADP
fis-1947	22	5	order	order	NOUN
fis-1947	22	6	to	to	PART
fis-1947	22	7	enhance	enhance	VERB
fis-1947	22	8	the	the	DET
fis-1947	22	9	informative	informative	ADJ
fis-1947	22	10	and	and	CCONJ
fis-1947	22	11	useful	useful	ADJ
fis-1947	22	12	content	content	NOUN
fis-1947	22	13	of	of	ADP
fis-1947	22	14	the	the	DET
fis-1947	22	15	data	datum	NOUN
fis-1947	22	16	.	.	PUNCT
fis-1947	23	1	the	the	DET
fis-1947	23	2	classification	classification	NOUN
fis-1947	23	3	is	be	AUX
fis-1947	23	4	performed	perform	VERB
fis-1947	23	5	by	by	ADP
fis-1947	23	6	support	support	NOUN
fis-1947	23	7	vector	vector	NOUN
fis-1947	23	8	machine	machine	NOUN
fis-1947	23	9	(	(	PUNCT
fis-1947	23	10	svm	svm	PROPN
fis-1947	23	11	)	)	PUNCT
fis-1947	23	12	suitably	suitably	ADV
fis-1947	23	13	trained	train	VERB
fis-1947	23	14	,	,	PUNCT
fis-1947	23	15	[	[	X
fis-1947	23	16	10	10	NUM
fis-1947	23	17	]	]	PUNCT
fis-1947	23	18	;	;	PUNCT
fis-1947	23	19	it	it	PRON
fis-1947	23	20	is	be	AUX
fis-1947	23	21	a	a	DET
fis-1947	23	22	versatile	versatile	ADJ
fis-1947	23	23	tool	tool	NOUN
fis-1947	23	24	useful	useful	ADJ
fis-1947	23	25	to	to	PART
fis-1947	23	26	classify	classify	VERB
fis-1947	23	27	signals	signal	NOUN
fis-1947	23	28	of	of	ADP
fis-1947	23	29	different	different	ADJ
fis-1947	23	30	nature	nature	NOUN
fis-1947	24	1	[	[	X
fis-1947	24	2	11	11	NUM
fis-1947	24	3	-	-	SYM
fis-1947	24	4	12	12	NUM
fis-1947	24	5	]	]	PUNCT
fis-1947	24	6	.	.	PUNCT
fis-1947	25	1	the	the	DET
fis-1947	25	2	classes	class	NOUN
fis-1947	25	3	identified	identify	VERB
fis-1947	25	4	with	with	ADP
fis-1947	25	5	respect	respect	NOUN
fis-1947	25	6	to	to	ADP
fis-1947	25	7	the	the	DET
fis-1947	25	8	type	type	NOUN
fis-1947	25	9	in	in	ADP
fis-1947	25	10	the	the	DET
fis-1947	25	11	astm	astm	PROPN
fis-1947	25	12	2016	2016	NUM
fis-1947	25	13	are	be	AUX
fis-1947	25	14	seven	seven	NUM
fis-1947	25	15	;	;	PUNCT
fis-1947	25	16	nevertheless	nevertheless	ADV
fis-1947	25	17	binary	binary	ADJ
fis-1947	25	18	classifiers	classifier	NOUN
fis-1947	25	19	are	be	AUX
fis-1947	25	20	trained	train	VERB
fis-1947	25	21	in	in	ADP
fis-1947	25	22	order	order	NOUN
fis-1947	25	23	to	to	PART
fis-1947	25	24	simplify	simplify	VERB
fis-1947	25	25	the	the	DET
fis-1947	25	26	classification	classification	NOUN
fis-1947	25	27	step	step	NOUN
fis-1947	25	28	and	and	CCONJ
fis-1947	25	29	guarantee	guarantee	VERB
fis-1947	25	30	the	the	DET
fis-1947	25	31	modularity	modularity	NOUN
fis-1947	25	32	of	of	ADP
fis-1947	25	33	the	the	DET
fis-1947	25	34	procedure	procedure	NOUN
fis-1947	25	35	.	.	PUNCT
fis-1947	26	1	the	the	DET
fis-1947	26	2	paper	paper	NOUN
fis-1947	26	3	is	be	AUX
fis-1947	26	4	organized	organize	VERB
fis-1947	26	5	as	as	SCONJ
fis-1947	26	6	follows	follow	VERB
fis-1947	26	7	:	:	PUNCT
fis-1947	26	8	in	in	ADP
fis-1947	26	9	section	section	PROPN
fis-1947	26	10	ii	ii	PROPN
fis-1947	26	11	,	,	PUNCT
fis-1947	26	12	after	after	ADP
fis-1947	26	13	the	the	DET
fis-1947	26	14	description	description	NOUN
fis-1947	26	15	of	of	ADP
fis-1947	26	16	the	the	DET
fis-1947	26	17	data	datum	NOUN
fis-1947	26	18	,	,	PUNCT
fis-1947	26	19	the	the	DET
fis-1947	26	20	image	image	NOUN
fis-1947	26	21	analysis	analysis	NOUN
fis-1947	26	22	and	and	CCONJ
fis-1947	26	23	features	feature	VERB
fis-1947	26	24	extraction	extraction	NOUN
fis-1947	26	25	is	be	AUX
fis-1947	26	26	described	describe	VERB
fis-1947	26	27	.	.	PUNCT
fis-1947	27	1	then	then	ADV
fis-1947	27	2	the	the	DET
fis-1947	27	3	training	training	NOUN
fis-1947	27	4	and	and	CCONJ
fis-1947	27	5	classification	classification	NOUN
fis-1947	27	6	procedure	procedure	NOUN
fis-1947	27	7	by	by	ADP
fis-1947	27	8	the	the	DET
fis-1947	27	9	svm	svm	PROPN
fis-1947	27	10	is	be	AUX
fis-1947	27	11	outlined	outline	VERB
fis-1947	27	12	.	.	PUNCT
fis-1947	28	1	in	in	ADP
fis-1947	28	2	section	section	PROPN
fis-1947	28	3	iii	iii	PROPN
fis-1947	28	4	numerical	numerical	ADJ
fis-1947	28	5	results	result	NOUN
fis-1947	28	6	are	be	AUX
fis-1947	28	7	proposed	propose	VERB
fis-1947	28	8	and	and	CCONJ
fis-1947	28	9	discussed	discuss	VERB
fis-1947	28	10	,	,	PUNCT
fis-1947	28	11	whereas	whereas	SCONJ
fis-1947	28	12	in	in	ADP
fis-1947	28	13	section	section	NOUN
fis-1947	28	14	iv	iv	NUM
fis-1947	28	15	conclusions	conclusion	NOUN
fis-1947	28	16	and	and	CCONJ
fis-1947	28	17	future	future	ADJ
fis-1947	28	18	work	work	NOUN
fis-1947	28	19	are	be	AUX
fis-1947	28	20	presented	present	VERB
fis-1947	28	21	.	.	PUNCT
fis-1947	29	1	materials	material	NOUN
fis-1947	29	2	and	and	CCONJ
fis-1947	29	3	methods	method	NOUN
fis-1947	29	4	n	n	CCONJ
fis-1947	29	5	this	this	DET
fis-1947	29	6	section	section	NOUN
fis-1947	29	7	the	the	DET
fis-1947	29	8	procedure	procedure	NOUN
fis-1947	29	9	for	for	ADP
fis-1947	29	10	the	the	DET
fis-1947	29	11	image	image	NOUN
fis-1947	29	12	acquisition	acquisition	NOUN
fis-1947	29	13	and	and	CCONJ
fis-1947	29	14	classification	classification	NOUN
fis-1947	29	15	is	be	AUX
fis-1947	29	16	outlined	outline	VERB
fis-1947	29	17	.	.	PUNCT
fis-1947	30	1	different	different	ADJ
fis-1947	30	2	dcis	dcis	PROPN
fis-1947	30	3	have	have	AUX
fis-1947	30	4	been	be	AUX
fis-1947	30	5	considered	consider	VERB
fis-1947	30	6	,	,	PUNCT
fis-1947	30	7	focusing	focus	VERB
fis-1947	30	8	the	the	DET
fis-1947	30	9	attention	attention	NOUN
fis-1947	30	10	only	only	ADV
fis-1947	30	11	on	on	ADP
fis-1947	30	12	the	the	DET
fis-1947	30	13	graphite	graphite	NOUN
fis-1947	30	14	elements	element	NOUN
fis-1947	30	15	morphological	morphological	ADJ
fis-1947	30	16	peculiarities	peculiarity	NOUN
fis-1947	30	17	and	and	CCONJ
fis-1947	30	18	not	not	PART
fis-1947	30	19	on	on	ADP
fis-1947	30	20	the	the	DET
fis-1947	30	21	metal	metal	NOUN
fis-1947	30	22	matrix	matrix	NOUN
fis-1947	30	23	microstructure	microstructure	NOUN
fis-1947	30	24	.	.	PUNCT
fis-1947	31	1	specimens	specimen	NOUN
fis-1947	31	2	have	have	AUX
fis-1947	31	3	been	be	AUX
fis-1947	31	4	obtained	obtain	VERB
fis-1947	31	5	by	by	ADP
fis-1947	31	6	means	mean	NOUN
fis-1947	31	7	of	of	ADP
fis-1947	31	8	a	a	DET
fis-1947	31	9	metallographic	metallographic	ADJ
fis-1947	31	10	preparation	preparation	NOUN
fis-1947	31	11	according	accord	VERB
fis-1947	31	12	to	to	ADP
fis-1947	31	13	the	the	DET
fis-1947	31	14	following	follow	VERB
fis-1947	31	15	procedure	procedure	NOUN
fis-1947	31	16	:	:	PUNCT
fis-1947	31	17	specimen	speciman	NOUN
fis-1947	31	18	sectioning	section	VERB
fis-1947	31	19	operation	operation	NOUN
fis-1947	31	20	by	by	ADP
fis-1947	31	21	abrasive	abrasive	ADJ
fis-1947	31	22	cutting	cutting	NOUN
fis-1947	31	23	;	;	PUNCT
fis-1947	31	24	specimen	speciman	NOUN
fis-1947	31	25	mounting	mount	VERB
fis-1947	31	26	;	;	PUNCT
fis-1947	31	27	specimen	speciman	NOUN
fis-1947	31	28	grinding	grind	VERB
fis-1947	31	29	(	(	PUNCT
fis-1947	31	30	decreasing	decrease	VERB
fis-1947	31	31	grit	grit	NOUN
fis-1947	31	32	sizes	size	NOUN
fis-1947	31	33	for	for	ADP
fis-1947	31	34	abrasive	abrasive	ADJ
fis-1947	31	35	papers	paper	NOUN
fis-1947	31	36	up	up	ADP
fis-1947	31	37	to	to	ADP
fis-1947	31	38	p1200	p1200	NOUN
fis-1947	31	39	)	)	PUNCT
fis-1947	31	40	and	and	CCONJ
fis-1947	31	41	polishing	polish	VERB
fis-1947	31	42	(	(	PUNCT
fis-1947	31	43	6	6	NUM
fis-1947	31	44	micron	micron	NOUN
fis-1947	31	45	diamond	diamond	NOUN
fis-1947	31	46	followed	follow	VERB
fis-1947	31	47	by	by	ADP
fis-1947	31	48	1	1	NUM
fis-1947	31	49	micron	micron	NOUN
fis-1947	31	50	diamond	diamond	NOUN
fis-1947	31	51	on	on	ADP
fis-1947	31	52	low	low	ADJ
fis-1947	31	53	napped	nap	VERB
fis-1947	31	54	polishing	polish	VERB
fis-1947	31	55	cloths	cloth	NOUN
fis-1947	31	56	)	)	PUNCT
fis-1947	31	57	;	;	PUNCT
fis-1947	31	58	observation	observation	NOUN
fis-1947	31	59	of	of	ADP
fis-1947	31	60	the	the	DET
fis-1947	31	61	metallographically	metallographically	ADV
fis-1947	31	62	prepared	prepare	VERB
fis-1947	31	63	specimen	speciman	NOUN
fis-1947	31	64	by	by	ADP
fis-1947	31	65	means	mean	NOUN
fis-1947	31	66	of	of	ADP
fis-1947	31	67	a	a	DET
fis-1947	31	68	light	light	ADJ
fis-1947	31	69	optical	optical	ADJ
fis-1947	31	70	microscope	microscope	NOUN
fis-1947	31	71	(	(	PUNCT
fis-1947	31	72	lom	lom	PROPN
fis-1947	31	73	)	)	PUNCT
fis-1947	31	74	;	;	PUNCT
fis-1947	31	75	graphite	graphite	NOUN
fis-1947	31	76	elements	element	NOUN
fis-1947	31	77	characterization	characterization	NOUN
fis-1947	31	78	is	be	AUX
fis-1947	31	79	usually	usually	ADV
fis-1947	31	80	performed	perform	VERB
fis-1947	31	81	by	by	ADP
fis-1947	31	82	means	mean	NOUN
fis-1947	31	83	of	of	ADP
fis-1947	31	84	a	a	DET
fis-1947	31	85	visual	visual	ADJ
fis-1947	31	86	inspection	inspection	NOUN
fis-1947	31	87	and	and	CCONJ
fis-1947	31	88	a	a	DET
fis-1947	31	89	qualitatively	qualitatively	ADV
fis-1947	31	90	evaluation	evaluation	NOUN
fis-1947	31	91	according	accord	VERB
fis-1947	31	92	to	to	ADP
fis-1947	31	93	the	the	DET
fis-1947	31	94	standards	standard	NOUN
fis-1947	31	95	[	[	X
fis-1947	31	96	7	7	NUM
fis-1947	31	97	,	,	PUNCT
fis-1947	31	98	13	13	NUM
fis-1947	31	99	]	]	PUNCT
fis-1947	31	100	.	.	PUNCT
fis-1947	32	1	the	the	DET
fis-1947	32	2	standardized	standardized	ADJ
fis-1947	32	3	procedure	procedure	NOUN
fis-1947	32	4	is	be	AUX
fis-1947	32	5	based	base	VERB
fis-1947	32	6	on	on	ADP
fis-1947	32	7	the	the	DET
fis-1947	32	8	visual	visual	ADJ
fis-1947	32	9	comparison	comparison	NOUN
fis-1947	32	10	between	between	ADP
fis-1947	32	11	the	the	DET
fis-1947	32	12	observed	observe	VERB
fis-1947	32	13	images	image	NOUN
fis-1947	32	14	and	and	CCONJ
fis-1947	32	15	the	the	DET
fis-1947	32	16	charts	chart	NOUN
fis-1947	32	17	that	that	PRON
fis-1947	32	18	are	be	AUX
fis-1947	32	19	available	available	ADJ
fis-1947	32	20	in	in	ADP
fis-1947	32	21	the	the	DET
fis-1947	32	22	standards	standard	NOUN
fis-1947	32	23	.	.	PUNCT
fis-1947	33	1	to	to	PART
fis-1947	33	2	classify	classify	VERB
fis-1947	33	3	automatically	automatically	ADV
fis-1947	33	4	images	image	NOUN
fis-1947	33	5	of	of	ADP
fis-1947	33	6	ductile	ductile	NOUN
fis-1947	33	7	cast	cast	NOUN
fis-1947	33	8	iron	iron	NOUN
fis-1947	33	9	specimens	specimen	NOUN
fis-1947	33	10	the	the	DET
fis-1947	33	11	idea	idea	NOUN
fis-1947	33	12	is	be	AUX
fis-1947	33	13	to	to	PART
fis-1947	33	14	extract	extract	VERB
fis-1947	33	15	features	feature	NOUN
fis-1947	33	16	useful	useful	ADJ
fis-1947	33	17	to	to	PART
fis-1947	33	18	describe	describe	VERB
fis-1947	33	19	the	the	DET
fis-1947	33	20	specimens	specimen	NOUN
fis-1947	33	21	and	and	CCONJ
fis-1947	33	22	,	,	PUNCT
fis-1947	33	23	once	once	SCONJ
fis-1947	33	24	the	the	DET
fis-1947	33	25	classes	class	NOUN
fis-1947	33	26	of	of	ADP
fis-1947	33	27	interest	interest	NOUN
fis-1947	33	28	are	be	AUX
fis-1947	33	29	defined	define	VERB
fis-1947	33	30	,	,	PUNCT
fis-1947	33	31	train	train	VERB
fis-1947	33	32	a	a	DET
fis-1947	33	33	classifier	classifier	NOUN
fis-1947	33	34	able	able	ADJ
fis-1947	33	35	to	to	PART
fis-1947	33	36	assign	assign	VERB
fis-1947	33	37	each	each	DET
fis-1947	33	38	image	image	NOUN
fis-1947	33	39	to	to	ADP
fis-1947	33	40	the	the	DET
fis-1947	33	41	specific	specific	ADJ
fis-1947	33	42	class	class	NOUN
fis-1947	33	43	.	.	PUNCT
fis-1947	34	1	this	this	PRON
fis-1947	34	2	implies	imply	VERB
fis-1947	34	3	the	the	DET
fis-1947	34	4	identification	identification	NOUN
fis-1947	34	5	of	of	ADP
fis-1947	34	6	a	a	DET
fis-1947	34	7	sort	sort	NOUN
fis-1947	34	8	of	of	ADP
fis-1947	34	9	signature	signature	NOUN
fis-1947	34	10	of	of	ADP
fis-1947	34	11	the	the	DET
fis-1947	34	12	images	image	NOUN
fis-1947	34	13	,	,	PUNCT
fis-1947	34	14	so	so	SCONJ
fis-1947	34	15	that	that	SCONJ
fis-1947	34	16	once	once	SCONJ
fis-1947	34	17	a	a	DET
fis-1947	34	18	new	new	ADJ
fis-1947	34	19	unknown	unknown	ADJ
fis-1947	34	20	image	image	NOUN
fis-1947	34	21	is	be	AUX
fis-1947	34	22	proposed	propose	VERB
fis-1947	34	23	,	,	PUNCT
fis-1947	34	24	it	it	PRON
fis-1947	34	25	could	could	AUX
fis-1947	34	26	be	be	AUX
fis-1947	34	27	classified	classify	VERB
fis-1947	34	28	by	by	ADP
fis-1947	34	29	evaluating	evaluate	VERB
fis-1947	34	30	its	its	PRON
fis-1947	34	31	signature	signature	NOUN
fis-1947	34	32	.	.	PUNCT
fis-1947	35	1	on	on	ADP
fis-1947	35	2	the	the	DET
fis-1947	35	3	basis	basis	NOUN
fis-1947	35	4	of	of	ADP
fis-1947	35	5	the	the	DET
fis-1947	35	6	international	international	ADJ
fis-1947	35	7	standard	standard	PROPN
fis-1947	35	8	astm	astm	PROPN
fis-1947	35	9	[	[	X
fis-1947	35	10	7	7	NUM
fis-1947	35	11	]	]	X
fis-1947	35	12	the	the	DET
fis-1947	35	13	information	information	NOUN
fis-1947	35	14	to	to	PART
fis-1947	35	15	be	be	AUX
fis-1947	35	16	retrieved	retrieve	VERB
fis-1947	35	17	from	from	ADP
fis-1947	35	18	the	the	DET
fis-1947	35	19	images	image	NOUN
fis-1947	35	20	are	be	AUX
fis-1947	35	21	:	:	PUNCT
fis-1947	35	22	the	the	DET
fis-1947	35	23	shape	shape	NOUN
fis-1947	35	24	,	,	PUNCT
fis-1947	35	25	in	in	ADP
fis-1947	35	26	particular	particular	ADJ
fis-1947	35	27	a	a	DET
fis-1947	35	28	measure	measure	NOUN
fis-1947	35	29	of	of	ADP
fis-1947	35	30	its	its	PRON
fis-1947	35	31	nodularity	nodularity	NOUN
fis-1947	35	32	in	in	ADP
fis-1947	35	33	shape	shape	NOUN
fis-1947	35	34	;	;	PUNCT
fis-1947	35	35	the	the	DET
fis-1947	35	36	classes	class	NOUN
fis-1947	35	37	with	with	ADP
fis-1947	35	38	respect	respect	NOUN
fis-1947	35	39	to	to	ADP
fis-1947	35	40	the	the	DET
fis-1947	35	41	shape	shape	NOUN
fis-1947	35	42	are	be	AUX
fis-1947	35	43	indicated	indicate	VERB
fis-1947	35	44	by	by	ADP
fis-1947	35	45	:	:	PUNCT
fis-1947	35	46	type	type	NOUN
fis-1947	35	47	i	i	PROPN
fis-1947	35	48	-	-	PUNCT
fis-1947	35	49	ii	ii	PROPN
fis-1947	35	50	-	-	PUNCT
fis-1947	35	51	iii	iii	NOUN
fis-1947	35	52	-	-	PUNCT
fis-1947	35	53	iv	iv	NUM
fis-1947	35	54	-	-	PUNCT
fis-1947	35	55	v	v	ADP
fis-1947	35	56	-	-	PUNCT
fis-1947	35	57	vi	vi	NOUN
fis-1947	35	58	-	-	NOUN
fis-1947	35	59	vii	vii	NOUN
fis-1947	35	60	;	;	PUNCT
fis-1947	35	61	the	the	DET
fis-1947	35	62	distribution	distribution	NOUN
fis-1947	35	63	of	of	ADP
fis-1947	35	64	the	the	DET
fis-1947	35	65	graphite	graphite	NOUN
fis-1947	35	66	in	in	ADP
fis-1947	35	67	the	the	DET
fis-1947	35	68	specimen	speciman	NOUN
fis-1947	35	69	:	:	PUNCT
fis-1947	35	70	it	it	PRON
fis-1947	35	71	is	be	AUX
fis-1947	35	72	particularly	particularly	ADV
fis-1947	35	73	important	important	ADJ
fis-1947	35	74	in	in	ADP
fis-1947	35	75	rating	rate	VERB
fis-1947	35	76	the	the	DET
fis-1947	35	77	flake	flake	NOUN
fis-1947	35	78	graphite	graphite	NOUN
fis-1947	35	79	and	and	CCONJ
fis-1947	35	80	the	the	DET
fis-1947	35	81	distribution	distribution	NOUN
fis-1947	35	82	is	be	AUX
fis-1947	35	83	described	describe	VERB
fis-1947	35	84	by	by	ADP
fis-1947	35	85	the	the	DET
fis-1947	35	86	letters	letter	NOUN
fis-1947	35	87	a	a	DET
fis-1947	35	88	-	-	PUNCT
fis-1947	35	89	b	b	NOUN
fis-1947	35	90	-	-	PUNCT
fis-1947	35	91	c	c	NOUN
fis-1947	35	92	-	-	PUNCT
fis-1947	35	93	d	d	NOUN
fis-1947	35	94	-	-	PUNCT
fis-1947	35	95	e	e	NOUN
fis-1947	35	96	;	;	PUNCT
fis-1947	35	97	the	the	DET
fis-1947	35	98	size	size	NOUN
fis-1947	35	99	of	of	ADP
fis-1947	35	100	the	the	DET
fis-1947	35	101	graphite	graphite	NOUN
fis-1947	35	102	particles	particle	NOUN
fis-1947	35	103	,	,	PUNCT
fis-1947	35	104	and	and	CCONJ
fis-1947	35	105	the	the	DET
fis-1947	35	106	classes	class	NOUN
fis-1947	35	107	are	be	AUX
fis-1947	35	108	indicated	indicate	VERB
fis-1947	35	109	by	by	ADP
fis-1947	35	110	1	1	NUM
fis-1947	35	111	-	-	SYM
fis-1947	35	112	2	2	NUM
fis-1947	35	113	-	-	PUNCT
fis-1947	35	114	3	3	NUM
fis-1947	35	115	-	-	PUNCT
fis-1947	35	116	4	4	NUM
fis-1947	35	117	-	-	SYM
fis-1947	35	118	5	5	NUM
fis-1947	35	119	-	-	PUNCT
fis-1947	35	120	6	6	NUM
fis-1947	35	121	-	-	PUNCT
fis-1947	35	122	7	7	NUM
fis-1947	35	123	-	-	SYM
fis-1947	35	124	8	8	NUM
fis-1947	35	125	depending	depend	VERB
fis-1947	35	126	on	on	ADP
fis-1947	35	127	the	the	DET
fis-1947	35	128	actual	actual	ADJ
fis-1947	35	129	dimension	dimension	NOUN
fis-1947	35	130	;	;	PUNCT
fis-1947	35	131	the	the	DET
fis-1947	35	132	nodularity	nodularity	NOUN
fis-1947	35	133	,	,	PUNCT
fis-1947	35	134	measured	measure	VERB
fis-1947	35	135	as	as	ADP
fis-1947	35	136	the	the	DET
fis-1947	35	137	percentage	percentage	NOUN
fis-1947	35	138	of	of	ADP
fis-1947	35	139	the	the	DET
fis-1947	35	140	nodular	nodular	ADJ
fis-1947	35	141	particles	particle	NOUN
fis-1947	35	142	present	present	ADJ
fis-1947	35	143	in	in	ADP
fis-1947	35	144	the	the	DET
fis-1947	35	145	microstructure	microstructure	NOUN
fis-1947	35	146	;	;	PUNCT
fis-1947	35	147	the	the	DET
fis-1947	35	148	nodule	nodule	NOUN
fis-1947	35	149	count	count	NOUN
fis-1947	35	150	evaluated	evaluate	VERB
fis-1947	35	151	as	as	ADP
fis-1947	35	152	the	the	DET
fis-1947	35	153	number	number	NOUN
fis-1947	35	154	of	of	ADP
fis-1947	35	155	nodules	nodule	NOUN
fis-1947	35	156	per	per	ADP
fis-1947	35	157	mm2	mm2	NOUN
fis-1947	35	158	at	at	ADP
fis-1947	35	159	a	a	DET
fis-1947	35	160	magnification	magnification	NOUN
fis-1947	35	161	of	of	ADP
fis-1947	35	162	100x	100x	NUM
fis-1947	35	163	.	.	PUNCT
fis-1947	36	1	in	in	ADP
fis-1947	36	2	fig	fig	NOUN
fis-1947	36	3	.	.	PUNCT
fis-1947	37	1	1	1	NUM
fis-1947	37	2	examples	example	NOUN
fis-1947	37	3	of	of	ADP
fis-1947	37	4	specimens	specimen	NOUN
fis-1947	37	5	belonging	belong	VERB
fis-1947	37	6	to	to	ADP
fis-1947	37	7	the	the	DET
fis-1947	37	8	type	type	NOUN
fis-1947	37	9	i	i	PROPN
fis-1947	37	10	,	,	PUNCT
fis-1947	37	11	iv	iv	PROPN
fis-1947	37	12	-	-	PUNCT
fis-1947	37	13	and	and	CCONJ
fis-1947	37	14	vii	vii	PROPN
fis-1947	37	15	(	(	PUNCT
fis-1947	37	16	whose	whose	DET
fis-1947	37	17	differences	difference	NOUN
fis-1947	37	18	between	between	ADP
fis-1947	37	19	them	they	PRON
fis-1947	37	20	are	be	AUX
fis-1947	37	21	more	more	ADV
fis-1947	37	22	evident	evident	ADJ
fis-1947	37	23	)	)	PUNCT
fis-1947	37	24	are	be	AUX
fis-1947	37	25	proposed	propose	VERB
fis-1947	37	26	.	.	PUNCT
fis-1947	38	1	i	i	PRON
fis-1947	38	2	a.	a.	PROPN
fis-1947	38	3	de	de	PROPN
fis-1947	38	4	santis	santis	PROPN
fis-1947	38	5	et	et	PROPN
fis-1947	38	6	alii	alii	PROPN
fis-1947	38	7	,	,	PUNCT
fis-1947	38	8	frattura	frattura	PROPN
fis-1947	38	9	ed	ed	PROPN
fis-1947	38	10	integrità	integrità	PROPN
fis-1947	38	11	strutturale	strutturale	PROPN
fis-1947	38	12	,	,	PUNCT
fis-1947	38	13	42	42	NUM
fis-1947	38	14	(	(	PUNCT
fis-1947	38	15	2017	2017	NUM
fis-1947	38	16	)	)	PUNCT
fis-1947	38	17	231	231	NUM
fis-1947	38	18	-	-	SYM
fis-1947	38	19	238	238	NUM
fis-1947	38	20	;	;	PUNCT
fis-1947	38	21	doi	doi	NOUN
fis-1947	38	22	:	:	PUNCT
fis-1947	38	23	10.3221	10.3221	NUM
fis-1947	38	24	/	/	SYM
fis-1947	38	25	igf	igf	PROPN
fis-1947	38	26	-	-	PROPN
fis-1947	38	27	esis.42.25	esis.42.25	NOUN
fis-1947	38	28	233	233	NUM
fis-1947	39	1	it	it	PRON
fis-1947	39	2	is	be	AUX
fis-1947	39	3	worth	worth	ADJ
fis-1947	39	4	noting	note	VERB
fis-1947	39	5	that	that	SCONJ
fis-1947	39	6	,	,	PUNCT
fis-1947	39	7	starting	start	VERB
fis-1947	39	8	from	from	ADP
fis-1947	39	9	the	the	DET
fis-1947	39	10	classification	classification	NOUN
fis-1947	39	11	with	with	ADP
fis-1947	39	12	respect	respect	NOUN
fis-1947	39	13	to	to	ADP
fis-1947	39	14	the	the	DET
fis-1947	39	15	shape	shape	NOUN
fis-1947	39	16	(	(	PUNCT
fis-1947	39	17	the	the	DET
fis-1947	39	18	type	type	NOUN
fis-1947	39	19	)	)	PUNCT
fis-1947	39	20	,	,	PUNCT
fis-1947	39	21	all	all	DET
fis-1947	39	22	the	the	DET
fis-1947	39	23	characterizations	characterization	NOUN
fis-1947	39	24	(	(	PUNCT
fis-1947	39	25	distribution	distribution	NOUN
fis-1947	39	26	,	,	PUNCT
fis-1947	39	27	size	size	NOUN
fis-1947	39	28	,	,	PUNCT
fis-1947	39	29	nodularity	nodularity	NOUN
fis-1947	39	30	,	,	PUNCT
fis-1947	39	31	nodule	nodule	NOUN
fis-1947	39	32	count	count	NOUN
fis-1947	39	33	)	)	PUNCT
fis-1947	39	34	could	could	AUX
fis-1947	39	35	be	be	AUX
fis-1947	39	36	further	far	ADV
fis-1947	39	37	particularized	particularize	VERB
fis-1947	39	38	with	with	ADP
fis-1947	39	39	respect	respect	NOUN
fis-1947	39	40	to	to	ADP
fis-1947	39	41	the	the	DET
fis-1947	39	42	other	other	ADJ
fis-1947	39	43	properties	property	NOUN
fis-1947	39	44	,	,	PUNCT
fis-1947	39	45	suggesting	suggest	VERB
fis-1947	39	46	a	a	DET
fis-1947	39	47	sequential	sequential	ADJ
fis-1947	39	48	procedure	procedure	NOUN
fis-1947	39	49	for	for	ADP
fis-1947	39	50	the	the	DET
fis-1947	39	51	classification	classification	NOUN
fis-1947	39	52	.	.	PUNCT
fis-1947	40	1	therefore	therefore	ADV
fis-1947	40	2	,	,	PUNCT
fis-1947	40	3	first	first	ADV
fis-1947	40	4	it	it	PRON
fis-1947	40	5	will	will	AUX
fis-1947	40	6	be	be	AUX
fis-1947	40	7	determined	determine	VERB
fis-1947	40	8	the	the	DET
fis-1947	40	9	type	type	NOUN
fis-1947	40	10	-	-	PUNCT
fis-1947	40	11	class	class	NOUN
fis-1947	40	12	to	to	PART
fis-1947	40	13	which	which	PRON
fis-1947	40	14	the	the	DET
fis-1947	40	15	specimen	speciman	NOUN
fis-1947	40	16	belongs	belong	VERB
fis-1947	40	17	and	and	CCONJ
fis-1947	40	18	then	then	ADV
fis-1947	40	19	the	the	DET
fis-1947	40	20	other	other	ADJ
fis-1947	40	21	characterizations	characterization	NOUN
fis-1947	40	22	will	will	AUX
fis-1947	40	23	be	be	AUX
fis-1947	40	24	established	establish	VERB
fis-1947	40	25	.	.	PUNCT
fis-1947	41	1	(	(	PUNCT
fis-1947	41	2	a	a	X
fis-1947	41	3	)	)	PUNCT
fis-1947	41	4	(	(	PUNCT
fis-1947	41	5	b	b	X
fis-1947	41	6	)	)	PUNCT
fis-1947	41	7	(	(	PUNCT
fis-1947	41	8	c	c	X
fis-1947	41	9	)	)	PUNCT
fis-1947	41	10	figure	figure	NOUN
fis-1947	41	11	1	1	NUM
fis-1947	41	12	:	:	PUNCT
fis-1947	41	13	examples	example	NOUN
fis-1947	41	14	graphite	graphite	NOUN
fis-1947	41	15	morphologies	morphology	NOUN
fis-1947	41	16	:	:	PUNCT
fis-1947	41	17	a	a	X
fis-1947	41	18	)	)	PUNCT
fis-1947	41	19	type	type	NOUN
fis-1947	41	20	i	i	PROPN
fis-1947	41	21	;	;	PUNCT
fis-1947	41	22	b	b	X
fis-1947	41	23	)	)	PUNCT
fis-1947	41	24	type	type	NOUN
fis-1947	41	25	vi	vi	NOUN
fis-1947	41	26	;	;	PUNCT
fis-1947	41	27	c	c	X
fis-1947	41	28	)	)	PUNCT
fis-1947	41	29	type	type	NOUN
fis-1947	41	30	vii	vii	PROPN
fis-1947	41	31	;	;	PUNCT
fis-1947	42	1	[	[	X
fis-1947	42	2	7	7	NUM
fis-1947	42	3	]	]	PUNCT
fis-1947	42	4	.	.	PUNCT
fis-1947	43	1	an	an	DET
fis-1947	43	2	efficient	efficient	ADJ
fis-1947	43	3	procedure	procedure	NOUN
fis-1947	43	4	to	to	PART
fis-1947	43	5	classify	classify	VERB
fis-1947	43	6	the	the	DET
fis-1947	43	7	specimens	specimen	NOUN
fis-1947	43	8	with	with	ADP
fis-1947	43	9	respect	respect	NOUN
fis-1947	43	10	to	to	ADP
fis-1947	43	11	the	the	DET
fis-1947	43	12	type	type	NOUN
fis-1947	43	13	is	be	AUX
fis-1947	43	14	to	to	PART
fis-1947	43	15	use	use	VERB
fis-1947	43	16	binary	binary	ADJ
fis-1947	43	17	classifiers	classifier	NOUN
fis-1947	43	18	in	in	ADP
fis-1947	43	19	a	a	DET
fis-1947	43	20	sequential	sequential	ADJ
fis-1947	43	21	way	way	NOUN
fis-1947	43	22	:	:	PUNCT
fis-1947	43	23	step	step	NOUN
fis-1947	43	24	1	1	NUM
fis-1947	43	25	:	:	PUNCT
fis-1947	43	26	with	with	SCONJ
fis-1947	43	27	a	a	DET
fis-1947	43	28	binary	binary	PROPN
fis-1947	43	29	classifier	classifier	PROPN
fis-1947	43	30	c1	c1	PROPN
fis-1947	43	31	first	first	ADV
fis-1947	43	32	establish	establish	VERB
fis-1947	43	33	if	if	SCONJ
fis-1947	43	34	a	a	DET
fis-1947	43	35	specimen	speciman	NOUN
fis-1947	43	36	could	could	AUX
fis-1947	43	37	be	be	AUX
fis-1947	43	38	assigned	assign	VERB
fis-1947	43	39	to	to	PART
fis-1947	43	40	type	type	VERB
fis-1947	43	41	i	i	PRON
fis-1947	43	42	class	class	NOUN
fis-1947	43	43	or	or	CCONJ
fis-1947	43	44	not	not	PART
fis-1947	43	45	if	if	SCONJ
fis-1947	43	46	it	it	PRON
fis-1947	43	47	belongs	belong	VERB
fis-1947	43	48	to	to	PART
fis-1947	43	49	type	type	VERB
fis-1947	43	50	i	i	PRON
fis-1947	43	51	class	class	NOUN
fis-1947	43	52	one	one	NOUN
fis-1947	43	53	can	can	AUX
fis-1947	43	54	refine	refine	VERB
fis-1947	43	55	the	the	DET
fis-1947	43	56	classification	classification	NOUN
fis-1947	43	57	with	with	ADP
fis-1947	43	58	respect	respect	NOUN
fis-1947	43	59	to	to	ADP
fis-1947	43	60	the	the	DET
fis-1947	43	61	other	other	ADJ
fis-1947	43	62	characteristics	characteristic	NOUN
fis-1947	43	63	.	.	PUNCT
fis-1947	44	1	if	if	SCONJ
fis-1947	44	2	the	the	DET
fis-1947	44	3	specimen	speciman	NOUN
fis-1947	44	4	does	do	AUX
fis-1947	44	5	not	not	PART
fis-1947	44	6	belong	belong	VERB
fis-1947	44	7	to	to	AUX
fis-1947	44	8	type	type	NOUN
fis-1947	44	9	i	i	PRON
fis-1947	44	10	one	one	NUM
fis-1947	44	11	proceeds	proceed	NOUN
fis-1947	44	12	to	to	PART
fis-1947	44	13	step	step	VERB
fis-1947	44	14	2	2	NUM
fis-1947	44	15	;	;	PUNCT
fis-1947	44	16	step	step	NOUN
fis-1947	44	17	2	2	NUM
fis-1947	44	18	:	:	PUNCT
fis-1947	44	19	with	with	SCONJ
fis-1947	44	20	a	a	DET
fis-1947	44	21	binary	binary	ADJ
fis-1947	44	22	classifier	classifier	NOUN
fis-1947	44	23	c2	c2	PROPN
fis-1947	44	24	establish	establish	VERB
fis-1947	44	25	if	if	SCONJ
fis-1947	44	26	the	the	DET
fis-1947	44	27	specimen	speciman	NOUN
fis-1947	44	28	(	(	PUNCT
fis-1947	44	29	that	that	PRON
fis-1947	44	30	is	be	AUX
fis-1947	44	31	not	not	PART
fis-1947	44	32	of	of	ADP
fis-1947	44	33	typei	typei	PROPN
fis-1947	44	34	)	)	PUNCT
fis-1947	44	35	may	may	AUX
fis-1947	44	36	be	be	AUX
fis-1947	44	37	classified	classify	VERB
fis-1947	44	38	of	of	ADP
fis-1947	44	39	type	type	NOUN
fis-1947	44	40	ii	ii	PROPN
fis-1947	44	41	or	or	CCONJ
fis-1947	44	42	of	of	ADP
fis-1947	44	43	type	type	NOUN
fis-1947	44	44	iii	iii	PROPN
fis-1947	44	45	-	-	PUNCT
fis-1947	44	46	iv	iv	NUM
fis-1947	44	47	-	-	PUNCT
fis-1947	44	48	v	v	ADP
fis-1947	44	49	-	-	PUNCT
fis-1947	44	50	vi	vi	NOUN
fis-1947	44	51	-	-	NOUN
fis-1947	44	52	vii	vii	NOUN
fis-1947	44	53	.	.	PUNCT
fis-1947	45	1	if	if	SCONJ
fis-1947	45	2	it	it	PRON
fis-1947	45	3	belongs	belong	VERB
fis-1947	45	4	to	to	ADP
fis-1947	45	5	type	type	NOUN
fis-1947	45	6	ii	ii	PROPN
fis-1947	45	7	,	,	PUNCT
fis-1947	45	8	then	then	ADV
fis-1947	45	9	again	again	ADV
fis-1947	45	10	one	one	NUM
fis-1947	45	11	refines	refine	VERB
fis-1947	45	12	the	the	DET
fis-1947	45	13	classification	classification	NOUN
fis-1947	45	14	with	with	ADP
fis-1947	45	15	respect	respect	NOUN
fis-1947	45	16	to	to	ADP
fis-1947	45	17	the	the	DET
fis-1947	45	18	other	other	ADJ
fis-1947	45	19	characteristics	characteristic	NOUN
fis-1947	45	20	,	,	PUNCT
fis-1947	45	21	otherwise	otherwise	ADV
fis-1947	45	22	one	one	NUM
fis-1947	45	23	goes	go	VERB
fis-1947	45	24	to	to	PART
fis-1947	45	25	step	step	VERB
fis-1947	45	26	3	3	NUM
fis-1947	45	27	using	use	VERB
fis-1947	45	28	another	another	DET
fis-1947	45	29	binary	binary	ADJ
fis-1947	45	30	classifier	classifier	NOUN
fis-1947	45	31	c3	c3	PROPN
fis-1947	45	32	and	and	CCONJ
fis-1947	45	33	so	so	ADV
fis-1947	45	34	on	on	ADV
fis-1947	45	35	.	.	PUNCT
fis-1947	46	1	as	as	SCONJ
fis-1947	46	2	it	it	PRON
fis-1947	46	3	can	can	AUX
fis-1947	46	4	be	be	AUX
fis-1947	46	5	noted	note	VERB
fis-1947	46	6	the	the	DET
fis-1947	46	7	core	core	NOUN
fis-1947	46	8	of	of	ADP
fis-1947	46	9	the	the	DET
fis-1947	46	10	global	global	ADJ
fis-1947	46	11	procedure	procedure	NOUN
fis-1947	46	12	is	be	AUX
fis-1947	46	13	the	the	DET
fis-1947	46	14	binary	binary	ADJ
fis-1947	46	15	classification	classification	NOUN
fis-1947	46	16	step	step	NOUN
fis-1947	46	17	.	.	PUNCT
fis-1947	47	1	from	from	ADP
fis-1947	47	2	now	now	ADV
fis-1947	47	3	on	on	ADV
fis-1947	47	4	we	we	PRON
fis-1947	47	5	will	will	AUX
fis-1947	47	6	refer	refer	VERB
fis-1947	47	7	to	to	ADP
fis-1947	47	8	the	the	DET
fis-1947	47	9	first	first	ADJ
fis-1947	47	10	step	step	NOUN
fis-1947	47	11	in	in	ADP
fis-1947	47	12	which	which	PRON
fis-1947	47	13	one	one	PRON
fis-1947	47	14	wants	want	VERB
fis-1947	47	15	to	to	PART
fis-1947	47	16	classify	classify	VERB
fis-1947	47	17	a	a	DET
fis-1947	47	18	specimen	speciman	NOUN
fis-1947	47	19	as	as	ADP
fis-1947	47	20	belonging	belong	VERB
fis-1947	47	21	to	to	ADP
fis-1947	47	22	the	the	DET
fis-1947	47	23	class	class	NOUN
fis-1947	47	24	1	1	NUM
fis-1947	47	25	(	(	PUNCT
fis-1947	47	26	type	type	NOUN
fis-1947	47	27	i	i	PRON
fis-1947	47	28	specimen	speciman	NOUN
fis-1947	47	29	)	)	PUNCT
fis-1947	47	30	or	or	CCONJ
fis-1947	47	31	the	the	DET
fis-1947	47	32	class	class	NOUN
fis-1947	47	33	2	2	NUM
fis-1947	47	34	(	(	PUNCT
fis-1947	47	35	type	type	NOUN
fis-1947	47	36	ii	ii	PROPN
fis-1947	47	37	-	-	PUNCT
fis-1947	47	38	iii	iii	NOUN
fis-1947	47	39	-	-	PUNCT
fis-1947	47	40	iv	iv	NUM
fis-1947	47	41	-	-	PUNCT
fis-1947	47	42	v	v	ADP
fis-1947	47	43	-	-	PUNCT
fis-1947	47	44	vi	vi	NOUN
fis-1947	47	45	-	-	PUNCT
fis-1947	47	46	vii	vii	NOUN
fis-1947	47	47	specimens	specimen	NOUN
fis-1947	47	48	)	)	PUNCT
fis-1947	47	49	,	,	PUNCT
fis-1947	47	50	thus	thus	ADV
fis-1947	47	51	determining	determine	VERB
fis-1947	47	52	the	the	DET
fis-1947	47	53	classifier	classifier	NOUN
fis-1947	47	54	c1	c1	PROPN
fis-1947	47	55	.	.	PUNCT
fis-1947	48	1	therefore	therefore	ADV
fis-1947	48	2	it	it	PRON
fis-1947	48	3	will	will	AUX
fis-1947	48	4	be	be	AUX
fis-1947	48	5	possible	possible	ADJ
fis-1947	48	6	to	to	PART
fis-1947	48	7	distinguish	distinguish	VERB
fis-1947	48	8	the	the	DET
fis-1947	48	9	specimens	specimen	NOUN
fis-1947	48	10	with	with	ADP
fis-1947	48	11	normal	normal	ADJ
fis-1947	48	12	and	and	CCONJ
fis-1947	48	13	well	well	ADV
fis-1947	48	14	-	-	PUNCT
fis-1947	48	15	formed	form	VERB
fis-1947	48	16	nodules	nodule	NOUN
fis-1947	48	17	with	with	ADP
fis-1947	48	18	respect	respect	NOUN
fis-1947	48	19	to	to	ADP
fis-1947	48	20	all	all	DET
fis-1947	48	21	the	the	DET
fis-1947	48	22	other	other	ADJ
fis-1947	48	23	situations	situation	NOUN
fis-1947	48	24	.	.	PUNCT
fis-1947	49	1	in	in	ADP
fis-1947	49	2	fig	fig	NOUN
fis-1947	49	3	.	.	PUNCT
fis-1947	50	1	2	2	NUM
fis-1947	50	2	a	a	DET
fis-1947	50	3	scheme	scheme	NOUN
fis-1947	50	4	of	of	ADP
fis-1947	50	5	the	the	DET
fis-1947	50	6	overall	overall	ADJ
fis-1947	50	7	classification	classification	NOUN
fis-1947	50	8	procedure	procedure	NOUN
fis-1947	50	9	,	,	PUNCT
fis-1947	50	10	simplified	simplify	VERB
fis-1947	50	11	when	when	SCONJ
fis-1947	50	12	considering	consider	VERB
fis-1947	50	13	only	only	ADV
fis-1947	50	14	three	three	NUM
fis-1947	50	15	types	type	NOUN
fis-1947	50	16	,	,	PUNCT
fis-1947	50	17	is	be	AUX
fis-1947	50	18	presented	present	VERB
fis-1947	50	19	.	.	PUNCT
fis-1947	51	1	the	the	DET
fis-1947	51	2	classifiers	classifier	NOUN
fis-1947	51	3	distinguishes	distinguish	VERB
fis-1947	51	4	the	the	DET
fis-1947	51	5	specimens	specimen	NOUN
fis-1947	51	6	on	on	ADP
fis-1947	51	7	the	the	DET
fis-1947	51	8	basis	basis	NOUN
fis-1947	51	9	of	of	ADP
fis-1947	51	10	suitable	suitable	ADJ
fis-1947	51	11	features	feature	NOUN
fis-1947	51	12	that	that	PRON
fis-1947	51	13	are	be	AUX
fis-1947	51	14	evaluated	evaluate	VERB
fis-1947	51	15	from	from	ADP
fis-1947	51	16	a	a	DET
fis-1947	51	17	simplified	simplified	ADJ
fis-1947	51	18	representation	representation	NOUN
fis-1947	51	19	of	of	ADP
fis-1947	51	20	the	the	DET
fis-1947	51	21	image	image	NOUN
fis-1947	51	22	obtained	obtain	VERB
fis-1947	51	23	by	by	ADP
fis-1947	51	24	using	use	VERB
fis-1947	51	25	a	a	DET
fis-1947	51	26	segmentation	segmentation	NOUN
fis-1947	51	27	procedure	procedure	NOUN
fis-1947	51	28	;	;	PUNCT
fis-1947	51	29	then	then	ADV
fis-1947	51	30	the	the	DET
fis-1947	51	31	features	feature	NOUN
fis-1947	51	32	are	be	AUX
fis-1947	51	33	efficiently	efficiently	ADV
fis-1947	51	34	modified	modify	VERB
fis-1947	51	35	by	by	ADP
fis-1947	51	36	the	the	DET
fis-1947	51	37	principal	principal	ADJ
fis-1947	51	38	components	component	NOUN
fis-1947	51	39	analysis	analysis	NOUN
fis-1947	51	40	that	that	PRON
fis-1947	51	41	provides	provide	VERB
fis-1947	51	42	the	the	DET
fis-1947	51	43	most	most	ADV
fis-1947	51	44	efficient	efficient	ADJ
fis-1947	51	45	data	datum	NOUN
fis-1947	51	46	representation	representation	NOUN
fis-1947	51	47	.	.	PUNCT
fis-1947	52	1	finally	finally	ADV
fis-1947	52	2	a	a	DET
fis-1947	52	3	classifier	classifier	NOUN
fis-1947	52	4	is	be	AUX
fis-1947	52	5	obtained	obtain	VERB
fis-1947	52	6	by	by	ADP
fis-1947	52	7	using	use	VERB
fis-1947	52	8	the	the	DET
fis-1947	52	9	support	support	NOUN
fis-1947	52	10	vector	vector	NOUN
fis-1947	52	11	machine	machine	NOUN
fis-1947	52	12	.	.	PUNCT
fis-1947	53	1	the	the	DET
fis-1947	53	2	block	block	NOUN
fis-1947	53	3	diagram	diagram	NOUN
fis-1947	53	4	of	of	ADP
fis-1947	53	5	the	the	DET
fis-1947	53	6	binary	binary	ADJ
fis-1947	53	7	classification	classification	NOUN
fis-1947	53	8	step	step	NOUN
fis-1947	53	9	is	be	AUX
fis-1947	53	10	outlined	outline	VERB
fis-1947	53	11	in	in	ADP
fis-1947	53	12	fig.3	fig.3	PROPN
fis-1947	53	13	.	.	PUNCT
fis-1947	54	1	it	it	PRON
fis-1947	54	2	consists	consist	VERB
fis-1947	54	3	of	of	ADP
fis-1947	54	4	two	two	NUM
fis-1947	54	5	steps	step	NOUN
fis-1947	54	6	;	;	PUNCT
fis-1947	54	7	a	a	DET
fis-1947	54	8	first	first	ADJ
fis-1947	54	9	one	one	NOUN
fis-1947	54	10	is	be	AUX
fis-1947	54	11	off	off	ADP
fis-1947	54	12	-	-	PUNCT
fis-1947	54	13	line	line	NOUN
fis-1947	54	14	,	,	PUNCT
fis-1947	54	15	aiming	aim	VERB
fis-1947	54	16	at	at	ADP
fis-1947	54	17	determining	determine	VERB
fis-1947	54	18	the	the	DET
fis-1947	54	19	classifier	classifier	NOUN
fis-1947	54	20	after	after	SCONJ
fis-1947	54	21	a	a	DET
fis-1947	54	22	proper	proper	ADJ
fis-1947	54	23	data	data	NOUN
fis-1947	54	24	processing	processing	NOUN
fis-1947	54	25	(	(	PUNCT
fis-1947	54	26	image	image	NOUN
fis-1947	54	27	segmentation	segmentation	NOUN
fis-1947	54	28	,	,	PUNCT
fis-1947	54	29	features	feature	VERB
fis-1947	54	30	computation	computation	NOUN
fis-1947	54	31	and	and	CCONJ
fis-1947	54	32	extraction	extraction	NOUN
fis-1947	54	33	)	)	PUNCT
fis-1947	54	34	and	and	CCONJ
fis-1947	54	35	training	training	NOUN
fis-1947	54	36	.	.	PUNCT
fis-1947	55	1	the	the	DET
fis-1947	55	2	second	second	ADJ
fis-1947	55	3	step	step	NOUN
fis-1947	55	4	is	be	AUX
fis-1947	55	5	on	on	ADP
fis-1947	55	6	-	-	PUNCT
fis-1947	55	7	line	line	NOUN
fis-1947	55	8	,	,	PUNCT
fis-1947	55	9	and	and	CCONJ
fis-1947	55	10	represents	represent	VERB
fis-1947	55	11	the	the	DET
fis-1947	55	12	application	application	NOUN
fis-1947	55	13	of	of	ADP
fis-1947	55	14	the	the	DET
fis-1947	55	15	classifier	classifier	NOUN
fis-1947	55	16	over	over	ADP
fis-1947	55	17	images	image	NOUN
fis-1947	55	18	of	of	ADP
fis-1947	55	19	specimens	specimen	NOUN
fis-1947	55	20	not	not	PART
fis-1947	55	21	used	use	VERB
fis-1947	55	22	for	for	ADP
fis-1947	55	23	training	training	NOUN
fis-1947	55	24	.	.	PUNCT
fis-1947	56	1	a.	a.	PROPN
fis-1947	56	2	de	de	PROPN
fis-1947	56	3	santis	santis	PROPN
fis-1947	56	4	et	et	PROPN
fis-1947	56	5	alii	alii	PROPN
fis-1947	56	6	,	,	PUNCT
fis-1947	56	7	frattura	frattura	PROPN
fis-1947	56	8	ed	ed	PROPN
fis-1947	56	9	integrità	integrità	PROPN
fis-1947	56	10	strutturale	strutturale	PROPN
fis-1947	56	11	,	,	PUNCT
fis-1947	56	12	42	42	NUM
fis-1947	56	13	(	(	PUNCT
fis-1947	56	14	2017	2017	NUM
fis-1947	56	15	)	)	PUNCT
fis-1947	56	16	231	231	NUM
fis-1947	56	17	-	-	SYM
fis-1947	56	18	238	238	NUM
fis-1947	56	19	;	;	PUNCT
fis-1947	56	20	doi	doi	NOUN
fis-1947	56	21	:	:	PUNCT
fis-1947	56	22	10.3221	10.3221	NUM
fis-1947	56	23	/	/	SYM
fis-1947	56	24	igf	igf	PROPN
fis-1947	56	25	-	-	PUNCT
fis-1947	56	26	esis.42.25	esis.42.25	PROPN
fis-1947	56	27	234	234	NUM
fis-1947	56	28	figure	figure	NOUN
fis-1947	56	29	3	3	NUM
fis-1947	56	30	:	:	PUNCT
fis-1947	56	31	block	block	NOUN
fis-1947	56	32	diagram	diagram	NOUN
fis-1947	56	33	of	of	ADP
fis-1947	56	34	the	the	DET
fis-1947	56	35	classification	classification	NOUN
fis-1947	56	36	procedure	procedure	NOUN
fis-1947	56	37	image	image	NOUN
fis-1947	56	38	analysis	analysis	NOUN
fis-1947	56	39	and	and	CCONJ
fis-1947	56	40	features	feature	VERB
fis-1947	56	41	extraction	extraction	NOUN
fis-1947	56	42	given	give	VERB
fis-1947	56	43	an	an	DET
fis-1947	56	44	image	image	NOUN
fis-1947	56	45	,	,	PUNCT
fis-1947	56	46	it	it	PRON
fis-1947	56	47	could	could	AUX
fis-1947	56	48	be	be	AUX
fis-1947	56	49	noted	note	VERB
fis-1947	56	50	that	that	SCONJ
fis-1947	56	51	,	,	PUNCT
fis-1947	56	52	though	though	SCONJ
fis-1947	56	53	it	it	PRON
fis-1947	56	54	is	be	AUX
fis-1947	56	55	of	of	ADP
fis-1947	56	56	good	good	ADJ
fis-1947	56	57	quality	quality	NOUN
fis-1947	56	58	,	,	PUNCT
fis-1947	56	59	it	it	PRON
fis-1947	56	60	requires	require	VERB
fis-1947	56	61	a	a	DET
fis-1947	56	62	segmentation	segmentation	NOUN
fis-1947	56	63	process	process	NOUN
fis-1947	56	64	in	in	ADP
fis-1947	56	65	order	order	NOUN
fis-1947	56	66	to	to	PART
fis-1947	56	67	evaluate	evaluate	VERB
fis-1947	56	68	the	the	DET
fis-1947	56	69	properties	property	NOUN
fis-1947	56	70	of	of	ADP
fis-1947	56	71	each	each	DET
fis-1947	56	72	nodule	nodule	NOUN
fis-1947	56	73	and	and	CCONJ
fis-1947	56	74	their	their	PRON
fis-1947	56	75	spatial	spatial	ADJ
fis-1947	56	76	distribution	distribution	NOUN
fis-1947	56	77	.	.	PUNCT
fis-1947	57	1	the	the	DET
fis-1947	57	2	segmentation	segmentation	NOUN
fis-1947	57	3	with	with	ADP
fis-1947	57	4	respect	respect	NOUN
fis-1947	57	5	to	to	ADP
fis-1947	57	6	the	the	DET
fis-1947	57	7	gray	gray	ADJ
fis-1947	57	8	level	level	NOUN
fis-1947	57	9	allows	allow	VERB
fis-1947	57	10	to	to	PART
fis-1947	57	11	represent	represent	VERB
fis-1947	57	12	the	the	DET
fis-1947	57	13	data	datum	NOUN
fis-1947	57	14	with	with	ADP
fis-1947	57	15	a	a	DET
fis-1947	57	16	reduced	reduce	VERB
fis-1947	57	17	number	number	NOUN
fis-1947	57	18	of	of	ADP
fis-1947	57	19	gray	gray	ADJ
fis-1947	57	20	levels	level	NOUN
fis-1947	57	21	,	,	PUNCT
fis-1947	57	22	thus	thus	ADV
fis-1947	57	23	allowing	allow	VERB
fis-1947	57	24	to	to	PART
fis-1947	57	25	retrieve	retrieve	VERB
fis-1947	57	26	useful	useful	ADJ
fis-1947	57	27	information	information	NOUN
fis-1947	57	28	on	on	ADP
fis-1947	57	29	the	the	DET
fis-1947	57	30	nodules	nodule	NOUN
fis-1947	57	31	,	,	PUNCT
fis-1947	57	32	such	such	ADJ
fis-1947	57	33	as	as	ADP
fis-1947	57	34	the	the	DET
fis-1947	57	35	area	area	NOUN
fis-1947	57	36	,	,	PUNCT
fis-1947	57	37	or	or	CCONJ
fis-1947	57	38	the	the	DET
fis-1947	57	39	eccentricity	eccentricity	NOUN
fis-1947	57	40	,	,	PUNCT
fis-1947	57	41	or	or	CCONJ
fis-1947	57	42	their	their	PRON
fis-1947	57	43	spatial	spatial	ADJ
fis-1947	57	44	distribution	distribution	NOUN
fis-1947	57	45	,	,	PUNCT
fis-1947	57	46	for	for	ADP
fis-1947	57	47	example	example	NOUN
fis-1947	57	48	.	.	PUNCT
fis-1947	58	1	different	different	ADJ
fis-1947	58	2	segmentation	segmentation	NOUN
fis-1947	58	3	methods	method	NOUN
fis-1947	58	4	could	could	AUX
fis-1947	58	5	be	be	AUX
fis-1947	58	6	applied	apply	VERB
fis-1947	58	7	,	,	PUNCT
fis-1947	58	8	[	[	X
fis-1947	58	9	14,15	14,15	NUM
fis-1947	58	10	]	]	PUNCT
fis-1947	58	11	and	and	CCONJ
fis-1947	58	12	in	in	ADP
fis-1947	58	13	this	this	DET
fis-1947	58	14	case	case	NOUN
fis-1947	58	15	,	,	PUNCT
fis-1947	58	16	with	with	SCONJ
fis-1947	58	17	the	the	DET
fis-1947	58	18	nodules	nodule	NOUN
fis-1947	58	19	well	well	ADV
fis-1947	58	20	defined	define	VERB
fis-1947	58	21	over	over	ADP
fis-1947	58	22	the	the	DET
fis-1947	58	23	background	background	NOUN
fis-1947	58	24	,	,	PUNCT
fis-1947	58	25	the	the	DET
fis-1947	58	26	results	result	NOUN
fis-1947	58	27	obtained	obtain	VERB
fis-1947	58	28	with	with	ADP
fis-1947	58	29	different	different	ADJ
fis-1947	58	30	methods	method	NOUN
fis-1947	58	31	are	be	AUX
fis-1947	58	32	quite	quite	ADV
fis-1947	58	33	equivalent	equivalent	ADJ
fis-1947	58	34	.	.	PUNCT
fis-1947	59	1	moreover	moreover	ADV
fis-1947	59	2	,	,	PUNCT
fis-1947	59	3	since	since	SCONJ
fis-1947	59	4	the	the	DET
fis-1947	59	5	images	image	NOUN
fis-1947	59	6	are	be	AUX
fis-1947	59	7	of	of	ADP
fis-1947	59	8	good	good	ADJ
fis-1947	59	9	quality	quality	NOUN
fis-1947	59	10	,	,	PUNCT
fis-1947	59	11	a	a	DET
fis-1947	59	12	binarization	binarization	NOUN
fis-1947	59	13	is	be	AUX
fis-1947	59	14	sufficient	sufficient	ADJ
fis-1947	59	15	to	to	PART
fis-1947	59	16	enhance	enhance	VERB
fis-1947	59	17	the	the	DET
fis-1947	59	18	nodules	nodule	NOUN
fis-1947	59	19	with	with	ADP
fis-1947	59	20	respect	respect	NOUN
fis-1947	59	21	to	to	ADP
fis-1947	59	22	the	the	DET
fis-1947	59	23	background	background	NOUN
fis-1947	59	24	and	and	CCONJ
fis-1947	59	25	to	to	PART
fis-1947	59	26	determine	determine	VERB
fis-1947	59	27	the	the	DET
fis-1947	59	28	properties	property	NOUN
fis-1947	59	29	of	of	ADP
fis-1947	59	30	interest	interest	NOUN
fis-1947	59	31	.	.	PUNCT
fis-1947	60	1	the	the	DET
fis-1947	60	2	features	feature	NOUN
fis-1947	60	3	to	to	PART
fis-1947	60	4	be	be	AUX
fis-1947	60	5	extracted	extract	VERB
fis-1947	60	6	from	from	ADP
fis-1947	60	7	the	the	DET
fis-1947	60	8	images	image	NOUN
fis-1947	60	9	should	should	AUX
fis-1947	60	10	be	be	AUX
fis-1947	60	11	chosen	choose	VERB
fis-1947	60	12	in	in	ADP
fis-1947	60	13	order	order	NOUN
fis-1947	60	14	to	to	PART
fis-1947	60	15	determine	determine	VERB
fis-1947	60	16	the	the	DET
fis-1947	60	17	best	good	ADJ
fis-1947	60	18	characterization	characterization	NOUN
fis-1947	60	19	of	of	ADP
fis-1947	60	20	the	the	DET
fis-1947	60	21	data	datum	NOUN
fis-1947	60	22	.	.	PUNCT
fis-1947	61	1	the	the	DET
fis-1947	61	2	indications	indication	NOUN
fis-1947	61	3	in	in	ADP
fis-1947	61	4	the	the	DET
fis-1947	61	5	international	international	ADJ
fis-1947	61	6	standard	standard	PROPN
fis-1947	61	7	astm	astm	PROPN
fis-1947	61	8	2016	2016	NUM
fis-1947	61	9	suggest	suggest	VERB
fis-1947	61	10	that	that	SCONJ
fis-1947	61	11	useful	useful	ADJ
fis-1947	61	12	information	information	NOUN
fis-1947	61	13	to	to	PART
fis-1947	61	14	be	be	AUX
fis-1947	61	15	retrieved	retrieve	VERB
fis-1947	61	16	to	to	PART
fis-1947	61	17	determine	determine	VERB
fis-1947	61	18	the	the	DET
fis-1947	61	19	classifier	classifier	PROPN
fis-1947	61	20	c1	c1	PROPN
fis-1947	61	21	concern	concern	NOUN
fis-1947	61	22	the	the	DET
fis-1947	61	23	roundness	roundness	NOUN
fis-1947	61	24	of	of	ADP
fis-1947	61	25	the	the	DET
fis-1947	61	26	nodules	nodule	NOUN
fis-1947	61	27	and	and	CCONJ
fis-1947	61	28	their	their	PRON
fis-1947	61	29	area	area	NOUN
fis-1947	61	30	.	.	PUNCT
fis-1947	62	1	therefore	therefore	ADV
fis-1947	62	2	the	the	DET
fis-1947	62	3	following	follow	VERB
fis-1947	62	4	features	feature	NOUN
fis-1947	62	5	are	be	AUX
fis-1947	62	6	identified	identify	VERB
fis-1947	62	7	:	:	PUNCT
fis-1947	62	8	features	feature	VERB
fis-1947	62	9	if	if	SCONJ
fis-1947	62	10	,	,	PUNCT
fis-1947	62	11	1	1	NUM
fis-1947	62	12	,	,	PUNCT
fis-1947	62	13	2,3i	2,3i	NUM
fis-1947	62	14			NOUN
fis-1947	62	15	that	that	PRON
fis-1947	62	16	are	be	AUX
fis-1947	62	17	the	the	DET
fis-1947	62	18	number	number	NOUN
fis-1947	62	19	of	of	ADP
fis-1947	62	20	nodules	nodule	NOUN
fis-1947	62	21	with	with	ADP
fis-1947	62	22	area	area	NOUN
fis-1947	62	23	(	(	PUNCT
fis-1947	62	24	in	in	ADP
fis-1947	62	25	pixels	pixel	NOUN
fis-1947	62	26	)	)	PUNCT
fis-1947	62	27	in	in	ADP
fis-1947	62	28	the	the	DET
fis-1947	62	29	intervals	interval	NOUN
fis-1947	62	30			PROPN
fis-1947	62	31	1	1	NOUN
fis-1947	62	32	25	25	NUM
fis-1947	62	33	,	,	PUNCT
fis-1947	62	34	125i	125i	PROPN
fis-1947	62	35			NUM
fis-1947	62	36	,	,	PUNCT
fis-1947	62	37			PROPN
fis-1947	62	38	2	2	VERB
fis-1947	62	39	126	126	NUM
fis-1947	62	40	500i	500i	NOUN
fis-1947	62	41			NUM
fis-1947	62	42	,	,	PUNCT
fis-1947	62	43			PROPN
fis-1947	62	44	3	3	NOUN
fis-1947	62	45	501	501	NUM
fis-1947	62	46	,	,	PUNCT
fis-1947	62	47	900i	900i	NOUN
fis-1947	62	48			NUM
fis-1947	62	49	,	,	PUNCT
fis-1947	62	50	respectively	respectively	ADV
fis-1947	62	51	.	.	PUNCT
fis-1947	63	1	nodules	nodule	NOUN
fis-1947	63	2	with	with	ADP
fis-1947	63	3	area	area	NOUN
fis-1947	63	4	less	less	ADJ
fis-1947	63	5	than	than	ADP
fis-1947	63	6	25	25	NUM
fis-1947	63	7	pixels	pixel	NOUN
fis-1947	63	8	are	be	AUX
fis-1947	63	9	discarded	discard	VERB
fis-1947	63	10	since	since	SCONJ
fis-1947	63	11	could	could	AUX
fis-1947	63	12	be	be	AUX
fis-1947	63	13	associated	associate	VERB
fis-1947	63	14	to	to	ADP
fis-1947	63	15	dust	dust	NOUN
fis-1947	63	16	or	or	CCONJ
fis-1947	63	17	measurement	measurement	NOUN
fis-1947	63	18	noise	noise	NOUN
fis-1947	63	19	;	;	PUNCT
fis-1947	63	20	nodules	nodule	NOUN
fis-1947	63	21	with	with	ADP
fis-1947	63	22	are	be	AUX
fis-1947	63	23	greater	great	ADJ
fis-1947	63	24	than	than	ADP
fis-1947	63	25	900	900	NUM
fis-1947	63	26	pixels	pixel	NOUN
fis-1947	63	27	are	be	AUX
fis-1947	63	28	in	in	ADP
fis-1947	63	29	general	general	ADJ
fis-1947	63	30	not	not	PART
fis-1947	63	31	present	present	ADJ
fis-1947	63	32	;	;	PUNCT
fis-1947	63	33	feature	feature	VERB
fis-1947	63	34	4f	4f	NUM
fis-1947	63	35	defined	define	VERB
fis-1947	63	36	as	as	ADP
fis-1947	63	37	the	the	DET
fis-1947	63	38	number	number	NOUN
fis-1947	63	39	of	of	ADP
fis-1947	63	40	elements	element	NOUN
fis-1947	63	41	with	with	ADP
fis-1947	63	42	area	area	NOUN
fis-1947	63	43	greater	great	ADJ
fis-1947	63	44	than	than	ADP
fis-1947	63	45	the	the	DET
fis-1947	63	46	minimum	minimum	ADJ
fis-1947	63	47	one	one	NUM
fis-1947	63	48	(	(	PUNCT
fis-1947	63	49	25	25	NUM
fis-1947	63	50	pixels	pixel	NOUN
fis-1947	63	51	)	)	PUNCT
fis-1947	63	52	normalized	normalize	VERB
fis-1947	63	53	with	with	ADP
fis-1947	63	54	respect	respect	NOUN
fis-1947	63	55	to	to	ADP
fis-1947	63	56	the	the	DET
fis-1947	63	57	area	area	NOUN
fis-1947	63	58	of	of	ADP
fis-1947	63	59	the	the	DET
fis-1947	63	60	background	background	NOUN
fis-1947	63	61	:	:	PUNCT
fis-1947	63	62	it	it	PRON
fis-1947	63	63	is	be	AUX
fis-1947	63	64	a	a	DET
fis-1947	63	65	measure	measure	NOUN
fis-1947	63	66	of	of	ADP
fis-1947	63	67	the	the	DET
fis-1947	63	68	presence	presence	NOUN
fis-1947	63	69	of	of	ADP
fis-1947	63	70	the	the	DET
fis-1947	63	71	nodules	nodule	NOUN
fis-1947	63	72	;	;	PUNCT
fis-1947	63	73	features	feature	VERB
fis-1947	63	74	jf	jf	PROPN
fis-1947	63	75	,	,	PUNCT
fis-1947	63	76	5,6,7j	5,6,7j	NUM
fis-1947	63	77			NOUN
fis-1947	63	78	that	that	PRON
fis-1947	63	79	are	be	AUX
fis-1947	63	80	the	the	DET
fis-1947	63	81	solidities	solidity	NOUN
fis-1947	63	82	of	of	ADP
fis-1947	63	83	the	the	DET
fis-1947	63	84	nodules	nodule	NOUN
fis-1947	63	85	in	in	ADP
fis-1947	63	86	the	the	DET
fis-1947	63	87	three	three	NUM
fis-1947	63	88	intervals	interval	NOUN
fis-1947	63	89	ii	ii	PROPN
fis-1947	63	90	,	,	PUNCT
fis-1947	63	91	1	1	NUM
fis-1947	63	92	,	,	PUNCT
fis-1947	63	93	2,3i	2,3i	NUM
fis-1947	63	94			NUM
fis-1947	63	95	respectively	respectively	ADV
fis-1947	63	96	;	;	PUNCT
fis-1947	63	97	the	the	DET
fis-1947	63	98	solidity	solidity	NOUN
fis-1947	63	99	is	be	AUX
fis-1947	63	100	defined	define	VERB
fis-1947	63	101	as	as	ADP
fis-1947	63	102	the	the	DET
fis-1947	63	103	area	area	NOUN
fis-1947	63	104	of	of	ADP
fis-1947	63	105	the	the	DET
fis-1947	63	106	nodule	nodule	NOUN
fis-1947	63	107	over	over	ADP
fis-1947	63	108	the	the	DET
fis-1947	63	109	convex	convex	NOUN
fis-1947	63	110	area	area	NOUN
fis-1947	63	111	,	,	PUNCT
fis-1947	63	112	that	that	PRON
fis-1947	63	113	is	be	AUX
fis-1947	63	114	the	the	DET
fis-1947	63	115	area	area	NOUN
fis-1947	63	116	of	of	ADP
fis-1947	63	117	the	the	DET
fis-1947	63	118	smallest	small	ADJ
fis-1947	63	119	convex	convex	NOUN
fis-1947	63	120	polygon	polygon	NOUN
fis-1947	63	121	that	that	PRON
fis-1947	63	122	can	can	AUX
fis-1947	63	123	contain	contain	VERB
fis-1947	63	124	the	the	DET
fis-1947	63	125	nodule	nodule	NOUN
fis-1947	63	126	;	;	PUNCT
fis-1947	63	127	features	feature	VERB
fis-1947	63	128	kf	kf	PROPN
fis-1947	63	129	,	,	PUNCT
fis-1947	63	130	8	8	NUM
fis-1947	63	131	,	,	PUNCT
fis-1947	63	132	9,10k	9,10k	NUM
fis-1947	63	133			NOUN
fis-1947	63	134	that	that	PRON
fis-1947	63	135	are	be	AUX
fis-1947	63	136	the	the	DET
fis-1947	63	137	eccentricities	eccentricity	NOUN
fis-1947	63	138	of	of	ADP
fis-1947	63	139	the	the	DET
fis-1947	63	140	nodules	nodule	NOUN
fis-1947	63	141	in	in	ADP
fis-1947	63	142	the	the	DET
fis-1947	63	143	three	three	NUM
fis-1947	63	144	intervals	interval	NOUN
fis-1947	63	145	ii	ii	PROPN
fis-1947	63	146	,	,	PUNCT
fis-1947	63	147	1	1	NUM
fis-1947	63	148	,	,	PUNCT
fis-1947	63	149	2,3i	2,3i	NUM
fis-1947	63	150			NUM
fis-1947	63	151	respectively	respectively	ADV
fis-1947	63	152	,	,	PUNCT
fis-1947	63	153	and	and	CCONJ
fis-1947	63	154	are	be	AUX
fis-1947	63	155	a	a	DET
fis-1947	63	156	measure	measure	NOUN
fis-1947	63	157	of	of	ADP
fis-1947	63	158	the	the	DET
fis-1947	63	159	roundness	roundness	NOUN
fis-1947	63	160	of	of	ADP
fis-1947	63	161	the	the	DET
fis-1947	63	162	nodules	nodule	NOUN
fis-1947	63	163	.	.	PUNCT
fis-1947	64	1	therefore	therefore	ADV
fis-1947	64	2	,	,	PUNCT
fis-1947	64	3	given	give	VERB
fis-1947	64	4	a	a	DET
fis-1947	64	5	set	set	NOUN
fis-1947	64	6	of	of	ADP
fis-1947	64	7	images	image	NOUN
fis-1947	64	8	of	of	ADP
fis-1947	64	9	specimens	specimen	NOUN
fis-1947	64	10	js	js	PROPN
fis-1947	64	11	,	,	PUNCT
fis-1947	64	12	1,2,	1,2,	NUM
fis-1947	64	13	...	...	PUNCT
fis-1947	64	14	,j	,j	PUNCT
fis-1947	64	15	n	n	NOUN
fis-1947	64	16	,	,	PUNCT
fis-1947	64	17	a	a	DET
fis-1947	64	18	vector	vector	NOUN
fis-1947	64	19	of	of	ADP
fis-1947	64	20	10fn	10fn	ADJ
fis-1947	64	21			PROPN
fis-1947	64	22	features	feature	NOUN
fis-1947	64	23	is	be	AUX
fis-1947	64	24	calculated	calculate	VERB
fis-1947	64	25			ADJ
fis-1947	64	26	1	1	NOUN
fis-1947	64	27	2	2	NUM
fis-1947	64	28	3	3	NUM
fis-1947	64	29	4	4	NUM
fis-1947	64	30	5	5	NUM
fis-1947	64	31	6	6	NUM
fis-1947	64	32	7	7	NUM
fis-1947	64	33	8	8	NUM
fis-1947	64	34	9	9	NUM
fis-1947	64	35	10f	10f	NOUN
fis-1947	64	36	f	f	PROPN
fis-1947	65	1	f	f	PROPN
fis-1947	65	2	f	f	X
fis-1947	66	1	f	f	X
fis-1947	66	2	f	f	X
fis-1947	67	1	f	f	PROPN
fis-1947	67	2	f	f	PROPN
fis-1947	67	3	f	f	PROPN
fis-1947	67	4	f	f	PROPN
fis-1947	67	5	f	f	VERB
fis-1947	67	6	for	for	ADP
fis-1947	67	7	each	each	DET
fis-1947	67	8	image	image	NOUN
fis-1947	67	9	;	;	PUNCT
fis-1947	67	10	these	these	DET
fis-1947	67	11	information	information	NOUN
fis-1947	67	12	are	be	AUX
fis-1947	67	13	collected	collect	VERB
fis-1947	67	14	in	in	ADP
fis-1947	67	15	a	a	DET
fis-1947	67	16	dataset	dataset	NOUN
fis-1947	67	17	matrix	matrix	NOUN
fis-1947	67	18	d	d	NOUN
fis-1947	67	19	of	of	ADP
fis-1947	67	20	dimension	dimension	NOUN
fis-1947	67	21	fn	fn	INTJ
fis-1947	68	1	n	n	INTJ
fis-1947	68	2	,	,	PUNCT
fis-1947	68	3	where	where	SCONJ
fis-1947	68	4	on	on	ADP
fis-1947	68	5	the	the	DET
fis-1947	68	6	k	k	PROPN
fis-1947	68	7	-th	-th	NOUN
fis-1947	68	8	row	row	NOUN
fis-1947	68	9	the	the	DET
fis-1947	68	10	fn	fn	NOUN
fis-1947	68	11	features	feature	NOUN
fis-1947	68	12	of	of	ADP
fis-1947	68	13	the	the	DET
fis-1947	68	14	specimen	speciman	NOUN
fis-1947	68	15	ks	k	NOUN
fis-1947	68	16	are	be	AUX
fis-1947	68	17	collected	collect	VERB
fis-1947	68	18	.	.	PUNCT
fis-1947	69	1	the	the	DET
fis-1947	69	2	fn	fn	NOUN
fis-1947	69	3	features	feature	NOUN
fis-1947	69	4	have	have	AUX
fis-1947	69	5	been	be	AUX
fis-1947	69	6	chosen	choose	VERB
fis-1947	69	7	in	in	ADP
fis-1947	69	8	order	order	NOUN
fis-1947	69	9	to	to	PART
fis-1947	69	10	determine	determine	VERB
fis-1947	69	11	the	the	DET
fis-1947	69	12	best	good	ADJ
fis-1947	69	13	characteristics	characteristic	NOUN
fis-1947	69	14	useful	useful	ADJ
fis-1947	69	15	to	to	PART
fis-1947	69	16	distinguish	distinguish	VERB
fis-1947	69	17	specimens	specimen	NOUN
fis-1947	69	18	of	of	ADP
fis-1947	69	19	class	class	NOUN
fis-1947	69	20	1	1	NUM
fis-1947	69	21	with	with	ADP
fis-1947	69	22	respect	respect	NOUN
fis-1947	69	23	to	to	ADP
fis-1947	69	24	specimens	specimen	NOUN
fis-1947	69	25	of	of	ADP
fis-1947	69	26	class	class	NOUN
fis-1947	69	27	2	2	NUM
fis-1947	69	28	;	;	PUNCT
fis-1947	69	29	nevertheless	nevertheless	ADV
fis-1947	69	30	if	if	SCONJ
fis-1947	69	31	one	one	PRON
fis-1947	69	32	uses	use	VERB
fis-1947	69	33	directly	directly	ADV
fis-1947	69	34	these	these	DET
fis-1947	69	35	features	feature	NOUN
fis-1947	69	36	to	to	PART
fis-1947	69	37	train	train	VERB
fis-1947	69	38	a	a	DET
fis-1947	69	39	classifier	classifier	NOUN
fis-1947	69	40	,	,	PUNCT
fis-1947	69	41	maybe	maybe	ADV
fis-1947	69	42	they	they	PRON
fis-1947	69	43	do	do	AUX
fis-1947	69	44	n’t	not	PART
fis-1947	69	45	a.	a.	NOUN
fis-1947	69	46	de	de	PROPN
fis-1947	69	47	santis	santis	PROPN
fis-1947	69	48	et	et	PROPN
fis-1947	69	49	alii	alii	PROPN
fis-1947	69	50	,	,	PUNCT
fis-1947	69	51	frattura	frattura	PROPN
fis-1947	69	52	ed	ed	PROPN
fis-1947	69	53	integrità	integrità	PROPN
fis-1947	69	54	strutturale	strutturale	PROPN
fis-1947	69	55	,	,	PUNCT
fis-1947	69	56	42	42	NUM
fis-1947	69	57	(	(	PUNCT
fis-1947	69	58	2017	2017	NUM
fis-1947	69	59	)	)	PUNCT
fis-1947	69	60	231	231	NUM
fis-1947	69	61	-	-	SYM
fis-1947	69	62	238	238	NUM
fis-1947	69	63	;	;	PUNCT
fis-1947	69	64	doi	doi	NOUN
fis-1947	69	65	:	:	PUNCT
fis-1947	69	66	10.3221	10.3221	NUM
fis-1947	69	67	/	/	SYM
fis-1947	69	68	igf	igf	PROPN
fis-1947	69	69	-	-	PROPN
fis-1947	69	70	esis.42.25	esis.42.25	PROPN
fis-1947	69	71	235	235	NUM
fis-1947	69	72	represent	represent	VERB
fis-1947	69	73	at	at	ADP
fis-1947	69	74	best	good	ADJ
fis-1947	69	75	the	the	DET
fis-1947	69	76	data	datum	NOUN
fis-1947	69	77	,	,	PUNCT
fis-1947	69	78	or	or	CCONJ
fis-1947	69	79	maybe	maybe	ADV
fis-1947	69	80	some	some	PRON
fis-1947	69	81	of	of	ADP
fis-1947	69	82	them	they	PRON
fis-1947	69	83	yields	yield	VERB
fis-1947	69	84	the	the	DET
fis-1947	69	85	same	same	ADJ
fis-1947	69	86	information	information	NOUN
fis-1947	69	87	.	.	PUNCT
fis-1947	70	1	to	to	ADP
fis-1947	70	2	this	this	DET
fis-1947	70	3	aim	aim	VERB
fis-1947	70	4	the	the	DET
fis-1947	70	5	principal	principal	ADJ
fis-1947	70	6	component	component	NOUN
fis-1947	70	7	analysis	analysis	NOUN
fis-1947	70	8	,	,	PUNCT
fis-1947	70	9	that	that	PRON
fis-1947	70	10	will	will	AUX
fis-1947	70	11	be	be	AUX
fis-1947	70	12	herein	herein	NOUN
fis-1947	70	13	briefly	briefly	ADV
fis-1947	70	14	recalled	recall	VERB
fis-1947	70	15	,	,	PUNCT
fis-1947	70	16	yields	yield	VERB
fis-1947	70	17	the	the	DET
fis-1947	70	18	best	good	ADJ
fis-1947	70	19	data	datum	NOUN
fis-1947	70	20	representation	representation	NOUN
fis-1947	70	21	,	,	PUNCT
fis-1947	70	22	[	[	X
fis-1947	70	23	16	16	NUM
fis-1947	70	24	]	]	PUNCT
fis-1947	70	25	.	.	PUNCT
fis-1947	71	1	the	the	DET
fis-1947	71	2	pca	pca	PROPN
fis-1947	71	3	is	be	AUX
fis-1947	71	4	a	a	DET
fis-1947	71	5	linear	linear	ADJ
fis-1947	71	6	data	data	NOUN
fis-1947	71	7	transformation	transformation	NOUN
fis-1947	71	8	aiming	aim	VERB
fis-1947	71	9	at	at	ADP
fis-1947	71	10	reducing	reduce	VERB
fis-1947	71	11	the	the	DET
fis-1947	71	12	redundancy	redundancy	NOUN
fis-1947	71	13	of	of	ADP
fis-1947	71	14	the	the	DET
fis-1947	71	15	data	data	NOUN
fis-1947	71	16	covariance	covariance	NOUN
fis-1947	71	17	matrix	matrix	NOUN
fis-1947	71	18	and	and	CCONJ
fis-1947	71	19	maximizing	maximize	VERB
fis-1947	71	20	the	the	DET
fis-1947	71	21	information	information	NOUN
fis-1947	71	22	retrieved	retrieve	VERB
fis-1947	71	23	;	;	PUNCT
fis-1947	71	24	in	in	ADP
fis-1947	71	25	the	the	DET
fis-1947	71	26	new	new	ADJ
fis-1947	71	27	reference	reference	NOUN
fis-1947	71	28	coordinate	coordinate	VERB
fis-1947	71	29	the	the	DET
fis-1947	71	30	new	new	ADJ
fis-1947	71	31	variables	variable	NOUN
fis-1947	71	32	are	be	AUX
fis-1947	71	33	independent	independent	ADJ
fis-1947	71	34	one	one	NUM
fis-1947	71	35	another	another	DET
fis-1947	71	36	.	.	PUNCT
fis-1947	72	1	one	one	PRON
fis-1947	72	2	can	can	AUX
fis-1947	72	3	consider	consider	VERB
fis-1947	72	4	the	the	DET
fis-1947	72	5	features	feature	NOUN
fis-1947	72	6	selections	selection	NOUN
fis-1947	72	7	,	,	PUNCT
fis-1947	72	8	when	when	SCONJ
fis-1947	72	9	a	a	DET
fis-1947	72	10	subset	subset	NOUN
fis-1947	72	11	of	of	ADP
fis-1947	72	12	the	the	DET
fis-1947	72	13	original	original	ADJ
fis-1947	72	14	features	feature	NOUN
fis-1947	72	15	is	be	AUX
fis-1947	72	16	considered	consider	VERB
fis-1947	72	17	,	,	PUNCT
fis-1947	72	18	or	or	CCONJ
fis-1947	72	19	the	the	DET
fis-1947	72	20	features	feature	NOUN
fis-1947	72	21	extraction	extraction	NOUN
fis-1947	72	22	,	,	PUNCT
fis-1947	72	23	when	when	SCONJ
fis-1947	72	24	a	a	DET
fis-1947	72	25	new	new	ADJ
fis-1947	72	26	set	set	NOUN
fis-1947	72	27	of	of	ADP
fis-1947	72	28	features	feature	NOUN
fis-1947	72	29	is	be	AUX
fis-1947	72	30	built	build	VERB
fis-1947	72	31	suitably	suitably	ADV
fis-1947	72	32	weighting	weight	VERB
fis-1947	72	33	the	the	DET
fis-1947	72	34	information	information	NOUN
fis-1947	72	35	of	of	ADP
fis-1947	72	36	interest	interest	NOUN
fis-1947	72	37	.	.	PUNCT
fis-1947	73	1	of	of	ADP
fis-1947	73	2	course	course	NOUN
fis-1947	73	3	,	,	PUNCT
fis-1947	73	4	when	when	SCONJ
fis-1947	73	5	the	the	DET
fis-1947	73	6	dimensionality	dimensionality	NOUN
fis-1947	73	7	of	of	ADP
fis-1947	73	8	the	the	DET
fis-1947	73	9	data	data	NOUN
fis-1947	73	10	is	be	AUX
fis-1947	73	11	reduced	reduce	VERB
fis-1947	73	12	it	it	PRON
fis-1947	73	13	is	be	AUX
fis-1947	73	14	mandatory	mandatory	ADJ
fis-1947	73	15	to	to	PART
fis-1947	73	16	quantify	quantify	VERB
fis-1947	73	17	the	the	DET
fis-1947	73	18	loss	loss	NOUN
fis-1947	73	19	of	of	ADP
fis-1947	73	20	information	information	NOUN
fis-1947	73	21	.	.	PUNCT
fis-1947	74	1	in	in	ADP
fis-1947	74	2	this	this	DET
fis-1947	74	3	paper	paper	NOUN
fis-1947	74	4	the	the	DET
fis-1947	74	5	pca	pca	PROPN
fis-1947	74	6	are	be	AUX
fis-1947	74	7	used	use	VERB
fis-1947	74	8	aiming	aim	VERB
fis-1947	74	9	at	at	ADP
fis-1947	74	10	the	the	DET
fis-1947	74	11	features	feature	NOUN
fis-1947	74	12	extraction	extraction	NOUN
fis-1947	74	13	.	.	PUNCT
fis-1947	75	1	more	more	ADV
fis-1947	75	2	precisely	precisely	ADV
fis-1947	75	3	,	,	PUNCT
fis-1947	75	4	the	the	DET
fis-1947	75	5	covariance	covariance	NOUN
fis-1947	75	6	matrix	matrix	NOUN
fis-1947	75	7	dc	dc	PROPN
fis-1947	75	8	of	of	ADP
fis-1947	75	9	size	size	NOUN
fis-1947	76	1	f	f	PROPN
fis-1947	76	2	fn	fn	NOUN
fis-1947	76	3	n	n	NOUN
fis-1947	76	4	of	of	ADP
fis-1947	76	5	the	the	DET
fis-1947	76	6	data	data	NOUN
fis-1947	76	7	matrix	matrix	NOUN
fis-1947	76	8	d	d	NOUN
fis-1947	76	9	is	be	AUX
fis-1947	76	10	evaluated	evaluate	VERB
fis-1947	76	11	and	and	CCONJ
fis-1947	76	12	its	its	PRON
fis-1947	76	13	eigenvalues	eigenvalue	NOUN
fis-1947	76	14			PROPN
fis-1947	76	15	1	1	PROPN
fis-1947	76	16	,	,	PUNCT
fis-1947	76	17	...	...	PUNCT
fis-1947	76	18	,	,	PUNCT
fis-1947	76	19	n	n	PROPN
fis-1947	76	20	f	f	PROPN
fis-1947	76	21			X
fis-1947	76	22			X
fis-1947	76	23	are	be	AUX
fis-1947	76	24	sorted	sort	VERB
fis-1947	76	25	according	accord	VERB
fis-1947	76	26	to	to	ADP
fis-1947	76	27	decreasing	decrease	VERB
fis-1947	76	28	order	order	NOUN
fis-1947	76	29	.	.	PUNCT
fis-1947	77	1	the	the	DET
fis-1947	77	2	corresponding	correspond	VERB
fis-1947	77	3	unit	unit	NOUN
fis-1947	77	4	eigenvectors	eigenvector	VERB
fis-1947	77	5	iv	iv	NUM
fis-1947	77	6	,	,	PUNCT
fis-1947	77	7	1	1	NUM
fis-1947	77	8	,	,	PUNCT
fis-1947	77	9	2	2	NUM
fis-1947	77	10	,	,	PUNCT
fis-1947	77	11	...	...	PUNCT
fis-1947	77	12	,	,	PUNCT
fis-1947	77	13	fi	fi	INTJ
fis-1947	77	14	n	n	NOUN
fis-1947	77	15	are	be	AUX
fis-1947	77	16	the	the	DET
fis-1947	77	17	directions	direction	NOUN
fis-1947	77	18	of	of	ADP
fis-1947	77	19	maximum	maximum	ADJ
fis-1947	77	20	variance	variance	NOUN
fis-1947	77	21	of	of	ADP
fis-1947	77	22	the	the	DET
fis-1947	77	23	data	datum	NOUN
fis-1947	77	24	;	;	PUNCT
fis-1947	77	25	the	the	DET
fis-1947	77	26	transformation	transformation	NOUN
fis-1947	77	27	yielding	yield	VERB
fis-1947	77	28	the	the	DET
fis-1947	77	29	new	new	ADJ
fis-1947	77	30	data	datum	NOUN
fis-1947	77	31	representation	representation	NOUN
fis-1947	77	32	in	in	ADP
fis-1947	77	33	the	the	DET
fis-1947	77	34	principal	principal	ADJ
fis-1947	77	35	components	component	NOUN
fis-1947	77	36	z	z	PROPN
fis-1947	77	37	is	be	AUX
fis-1947	77	38	:	:	PUNCT
fis-1947	77	39	z	z	PROPN
fis-1947	77	40	d	d	X
fis-1947	77	41	v	v	ADV
fis-1947	77	42			PROPN
fis-1947	77	43	(	(	PUNCT
fis-1947	77	44	1	1	NUM
fis-1947	77	45	)	)	PUNCT
fis-1947	77	46	where	where	SCONJ
fis-1947	77	47	1	1	NUM
fis-1947	77	48	n	n	NOUN
fis-1947	77	49	f	f	NOUN
fis-1947	77	50	v	v	NOUN
fis-1947	77	51	v	v	NOUN
fis-1947	77	52	v	v	NOUN
fis-1947	77	53			NOUN
fis-1947	77	54			VERB
fis-1947	77	55			PROPN
fis-1947	77	56			NOUN
fis-1947	77	57	is	be	AUX
fis-1947	77	58	the	the	DET
fis-1947	77	59	matrix	matrix	NOUN
fis-1947	77	60	constituted	constitute	VERB
fis-1947	77	61	by	by	ADP
fis-1947	77	62	the	the	DET
fis-1947	77	63	ordered	order	VERB
fis-1947	77	64	eigenvectors	eigenvector	NOUN
fis-1947	77	65	.	.	PUNCT
fis-1947	78	1	therefore	therefore	ADV
fis-1947	78	2	,	,	PUNCT
fis-1947	78	3	for	for	ADP
fis-1947	78	4	example	example	NOUN
fis-1947	78	5	,	,	PUNCT
fis-1947	78	6	the	the	DET
fis-1947	78	7	first	first	ADJ
fis-1947	78	8	principal	principal	ADJ
fis-1947	78	9	component	component	NOUN
fis-1947	78	10	is	be	AUX
fis-1947	78	11	:	:	PUNCT
fis-1947	78	12			NOUN
fis-1947	78	13			SYM
fis-1947	78	14			NOUN
fis-1947	78	15	1	1	VERB
fis-1947	79	1	11	11	NUM
fis-1947	79	2	1	1	NUM
fis-1947	79	3	1	1	NUM
fis-1947	79	4	1	1	NUM
fis-1947	79	5	1p	1p	NUM
fis-1947	79	6	n	n	PROPN
fis-1947	79	7	f	f	PROPN
fis-1947	79	8	z	z	NOUN
fis-1947	79	9	z	z	NOUN
fis-1947	79	10	z	z	NOUN
fis-1947	80	1	d	d	NOUN
fis-1947	80	2	v	v	PROPN
fis-1947	80	3	d	d	X
fis-1947	80	4	v	v	ADV
fis-1947	80	5			NOUN
fis-1947	80	6			NOUN
fis-1947	80	7	being	be	AUX
fis-1947	80	8	1d	1d	NUM
fis-1947	80	9	the	the	DET
fis-1947	80	10	first	first	ADJ
fis-1947	80	11	row	row	NOUN
fis-1947	80	12	of	of	ADP
fis-1947	80	13	matrix	matrix	NOUN
fis-1947	80	14	d	d	NOUN
fis-1947	80	15	.	.	PUNCT
fis-1947	81	1	generally	generally	ADV
fis-1947	81	2	the	the	DET
fis-1947	81	3	number	number	NOUN
fis-1947	81	4	of	of	ADP
fis-1947	81	5	principal	principal	ADJ
fis-1947	81	6	components	component	NOUN
fis-1947	81	7	pn	pn	PROPN
fis-1947	81	8	is	be	AUX
fis-1947	81	9	chosen	choose	VERB
fis-1947	81	10	in	in	ADP
fis-1947	81	11	order	order	NOUN
fis-1947	81	12	to	to	PART
fis-1947	81	13	retrieve	retrieve	VERB
fis-1947	81	14	the	the	DET
fis-1947	81	15	p	p	NOUN
fis-1947	81	16	-	-	PUNCT
fis-1947	81	17	percentage	percentage	NOUN
fis-1947	81	18	of	of	ADP
fis-1947	81	19	the	the	DET
fis-1947	81	20	information	information	NOUN
fis-1947	81	21	content	content	NOUN
fis-1947	81	22	,	,	PUNCT
fis-1947	81	23	that	that	PRON
fis-1947	81	24	is	be	AUX
fis-1947	81	25	:	:	PUNCT
fis-1947	81	26	1	1	NUM
fis-1947	81	27	1	1	NUM
fis-1947	81	28	100	100	NUM
fis-1947	81	29	%	%	NOUN
fis-1947	82	1	n	n	CCONJ
fis-1947	82	2	p	p	NOUN
fis-1947	83	1	i	i	PRON
fis-1947	83	2	i	i	PRON
fis-1947	84	1	n	n	VERB
fis-1947	84	2	f	f	NOUN
fis-1947	85	1	i	i	PRON
fis-1947	85	2	i	i	PRON
fis-1947	85	3	p	p	X
fis-1947	85	4			ADJ
fis-1947	85	5			ADJ
fis-1947	85	6			PROPN
fis-1947	85	7			PROPN
fis-1947	85	8			NOUN
fis-1947	85	9			X
fis-1947	85	10			X
fis-1947	85	11			X
fis-1947	85	12	(	(	PUNCT
fis-1947	85	13	2	2	X
fis-1947	85	14	)	)	PUNCT
fis-1947	85	15	it	it	PRON
fis-1947	85	16	means	mean	VERB
fis-1947	85	17	that	that	SCONJ
fis-1947	85	18	from	from	ADP
fis-1947	85	19	now	now	ADV
fis-1947	85	20	on	on	ADV
fis-1947	85	21	,	,	PUNCT
fis-1947	85	22	instead	instead	ADV
fis-1947	85	23	of	of	ADP
fis-1947	85	24	trying	try	VERB
fis-1947	85	25	to	to	PART
fis-1947	85	26	classify	classify	VERB
fis-1947	85	27	the	the	DET
fis-1947	85	28	data	datum	NOUN
fis-1947	85	29	collected	collect	VERB
fis-1947	85	30	in	in	ADP
fis-1947	85	31	the	the	DET
fis-1947	85	32	matrix	matrix	NOUN
fis-1947	85	33	d	d	NOUN
fis-1947	85	34	of	of	ADP
fis-1947	85	35	dimension	dimension	NOUN
fis-1947	85	36	fn	fn	INTJ
fis-1947	85	37	n	n	INTJ
fis-1947	85	38	,	,	PUNCT
fis-1947	85	39	the	the	DET
fis-1947	85	40	data	datum	NOUN
fis-1947	85	41	to	to	PART
fis-1947	85	42	be	be	AUX
fis-1947	85	43	considered	consider	VERB
fis-1947	85	44	are	be	AUX
fis-1947	85	45	the	the	DET
fis-1947	85	46	first	first	ADJ
fis-1947	85	47	pn	pn	PROPN
fis-1947	85	48	principal	principal	ADJ
fis-1947	85	49	components	component	NOUN
fis-1947	85	50	.	.	PUNCT
fis-1947	86	1	training	training	NOUN
fis-1947	86	2	and	and	CCONJ
fis-1947	86	3	classification	classification	NOUN
fis-1947	86	4	the	the	DET
fis-1947	86	5	pca	pca	NOUN
fis-1947	86	6	allows	allow	VERB
fis-1947	86	7	to	to	PART
fis-1947	86	8	reduce	reduce	VERB
fis-1947	86	9	the	the	DET
fis-1947	86	10	dimensionality	dimensionality	NOUN
fis-1947	86	11	of	of	ADP
fis-1947	86	12	the	the	DET
fis-1947	86	13	data	datum	NOUN
fis-1947	86	14	preserving	preserve	VERB
fis-1947	86	15	adequately	adequately	ADV
fis-1947	86	16	the	the	DET
fis-1947	86	17	information	information	NOUN
fis-1947	86	18	;	;	PUNCT
fis-1947	86	19	therefore	therefore	ADV
fis-1947	86	20	now	now	ADV
fis-1947	86	21	each	each	DET
fis-1947	86	22	image	image	NOUN
fis-1947	86	23	x	x	VERB
fis-1947	86	24	is	be	AUX
fis-1947	86	25	described	describe	VERB
fis-1947	86	26	by	by	ADP
fis-1947	86	27	a	a	DET
fis-1947	86	28	new	new	ADJ
fis-1947	86	29	set	set	NOUN
fis-1947	86	30	of	of	ADP
fis-1947	86	31	feature	feature	NOUN
fis-1947	86	32	.	.	PUNCT
fis-1947	87	1	the	the	DET
fis-1947	87	2	aim	aim	NOUN
fis-1947	87	3	is	be	AUX
fis-1947	87	4	to	to	PART
fis-1947	87	5	determine	determine	VERB
fis-1947	87	6	a	a	DET
fis-1947	87	7	classifier	classifier	NOUN
fis-1947	87	8	able	able	ADJ
fis-1947	87	9	to	to	PART
fis-1947	87	10	assign	assign	VERB
fis-1947	87	11	each	each	DET
fis-1947	87	12	set	set	NOUN
fis-1947	87	13	of	of	ADP
fis-1947	87	14	feature	feature	NOUN
fis-1947	87	15	(	(	PUNCT
fis-1947	87	16	and	and	CCONJ
fis-1947	87	17	therefore	therefore	ADV
fis-1947	87	18	each	each	DET
fis-1947	87	19	image	image	NOUN
fis-1947	87	20	)	)	PUNCT
fis-1947	87	21	to	to	ADP
fis-1947	87	22	class	class	NOUN
fis-1947	87	23	1	1	NUM
fis-1947	87	24	or	or	CCONJ
fis-1947	87	25	to	to	ADP
fis-1947	87	26	class	class	NOUN
fis-1947	87	27	2	2	NUM
fis-1947	87	28	.	.	PUNCT
fis-1947	87	29	to	to	PART
fis-1947	87	30	train	train	VERB
fis-1947	87	31	a	a	DET
fis-1947	87	32	classifier	classifier	NOUN
fis-1947	87	33	able	able	ADJ
fis-1947	87	34	to	to	PART
fis-1947	87	35	separate	separate	VERB
fis-1947	87	36	the	the	DET
fis-1947	87	37	available	available	ADJ
fis-1947	87	38	data	datum	NOUN
fis-1947	87	39	into	into	ADP
fis-1947	87	40	two	two	NUM
fis-1947	87	41	classes	class	NOUN
fis-1947	87	42	,	,	PUNCT
fis-1947	87	43	the	the	DET
fis-1947	87	44	set	set	NOUN
fis-1947	87	45	of	of	ADP
fis-1947	87	46	n	n	PRON
fis-1947	87	47	images	image	NOUN
fis-1947	87	48	is	be	AUX
fis-1947	87	49	split	split	VERB
fis-1947	87	50	into	into	ADP
fis-1947	87	51	two	two	NUM
fis-1947	87	52	groups	group	NOUN
fis-1947	87	53	,	,	PUNCT
fis-1947	87	54	the	the	DET
fis-1947	87	55	training	training	NOUN
fis-1947	87	56	set	set	NOUN
fis-1947	87	57	,	,	PUNCT
fis-1947	87	58	trn	trn	NOUN
fis-1947	87	59	,	,	PUNCT
fis-1947	87	60	and	and	CCONJ
fis-1947	87	61	the	the	DET
fis-1947	87	62	test	test	NOUN
fis-1947	87	63	set	set	VERB
fis-1947	87	64	testn	testn	NOUN
fis-1947	87	65	.	.	PUNCT
fis-1947	88	1	to	to	ADP
fis-1947	88	2	the	the	DET
fis-1947	88	3	data	datum	NOUN
fis-1947	88	4	corresponding	correspond	VERB
fis-1947	88	5	to	to	ADP
fis-1947	88	6	images	image	NOUN
fis-1947	88	7	belonging	belong	VERB
fis-1947	88	8	to	to	ADP
fis-1947	88	9	the	the	DET
fis-1947	88	10	class	class	NOUN
fis-1947	88	11	1	1	NUM
fis-1947	88	12	it	it	PRON
fis-1947	88	13	is	be	AUX
fis-1947	88	14	assigned	assign	VERB
fis-1947	88	15	label	label	NOUN
fis-1947	88	16	1	1	NUM
fis-1947	88	17	,	,	PUNCT
fis-1947	88	18	whereas	whereas	SCONJ
fis-1947	88	19	label	label	NOUN
fis-1947	88	20	0	0	NUM
fis-1947	88	21	is	be	AUX
fis-1947	88	22	assigned	assign	VERB
fis-1947	88	23	to	to	ADP
fis-1947	88	24	the	the	DET
fis-1947	88	25	data	datum	NOUN
fis-1947	88	26	belonging	belong	VERB
fis-1947	88	27	to	to	ADP
fis-1947	88	28	the	the	DET
fis-1947	88	29	class	class	NOUN
fis-1947	88	30	2	2	NUM
fis-1947	88	31	.	.	PUNCT
fis-1947	89	1	the	the	DET
fis-1947	89	2	training	training	NOUN
fis-1947	89	3	set	set	NOUN
fis-1947	89	4	trn	trn	NOUN
fis-1947	89	5	is	be	AUX
fis-1947	89	6	divided	divide	VERB
fis-1947	89	7	into	into	ADP
fis-1947	89	8	two	two	NUM
fis-1947	89	9	groups	group	NOUN
fis-1947	89	10	,	,	PUNCT
fis-1947	89	11	1trn	1trn	NUM
fis-1947	89	12	and	and	CCONJ
fis-1947	89	13	2trn	2trn	NUM
fis-1947	89	14	;	;	PUNCT
fis-1947	89	15	the	the	DET
fis-1947	89	16	first	first	ADJ
fis-1947	89	17	one	one	NOUN
fis-1947	89	18	is	be	AUX
fis-1947	89	19	used	use	VERB
fis-1947	89	20	to	to	PART
fis-1947	89	21	train	train	VERB
fis-1947	89	22	the	the	DET
fis-1947	89	23	classifier	classifier	NOUN
fis-1947	89	24	;	;	PUNCT
fis-1947	89	25	the	the	DET
fis-1947	89	26	second	second	ADJ
fis-1947	89	27	one	one	NUM
fis-1947	89	28	2trn	2trn	NUM
fis-1947	89	29	is	be	AUX
fis-1947	89	30	used	use	VERB
fis-1947	89	31	to	to	PART
fis-1947	89	32	determine	determine	VERB
fis-1947	89	33	the	the	DET
fis-1947	89	34	classification	classification	NOUN
fis-1947	89	35	accuracy	accuracy	NOUN
fis-1947	89	36	.	.	PUNCT
fis-1947	90	1	the	the	DET
fis-1947	90	2	support	support	NOUN
fis-1947	90	3	vector	vector	NOUN
fis-1947	90	4	machine	machine	NOUN
fis-1947	90	5	determines	determine	VERB
fis-1947	90	6	the	the	DET
fis-1947	90	7	optimal	optimal	ADJ
fis-1947	90	8	hyperplane	hyperplane	NOUN
fis-1947	90	9	that	that	PRON
fis-1947	90	10	splits	split	VERB
fis-1947	90	11	the	the	DET
fis-1947	90	12	data	datum	NOUN
fis-1947	90	13	into	into	ADP
fis-1947	90	14	two	two	NUM
fis-1947	90	15	groups	group	NOUN
fis-1947	90	16	,	,	PUNCT
fis-1947	90	17	[	[	X
fis-1947	90	18	17	17	NUM
fis-1947	90	19	]	]	PUNCT
fis-1947	90	20	;	;	PUNCT
fis-1947	90	21	it	it	PRON
fis-1947	90	22	is	be	AUX
fis-1947	90	23	a	a	DET
fis-1947	90	24	tradeoff	tradeoff	NOUN
fis-1947	90	25	between	between	ADP
fis-1947	90	26	the	the	DET
fis-1947	90	27	requirement	requirement	NOUN
fis-1947	90	28	of	of	ADP
fis-1947	90	29	minimizing	minimize	VERB
fis-1947	90	30	the	the	DET
fis-1947	90	31	error	error	NOUN
fis-1947	90	32	on	on	ADP
fis-1947	90	33	misclassified	misclassified	ADJ
fis-1947	90	34	points	point	NOUN
fis-1947	90	35	and	and	CCONJ
fis-1947	90	36	maximizing	maximize	VERB
fis-1947	90	37	the	the	DET
fis-1947	90	38	euclidean	euclidean	ADJ
fis-1947	90	39	distance	distance	NOUN
fis-1947	90	40	between	between	ADP
fis-1947	90	41	the	the	DET
fis-1947	90	42	closest	close	ADJ
fis-1947	90	43	points	point	NOUN
fis-1947	90	44	,	,	PUNCT
fis-1947	90	45	see	see	VERB
fis-1947	90	46	fig.4	fig.4	PROPN
fis-1947	90	47	.	.	PUNCT
fis-1947	91	1	the	the	DET
fis-1947	91	2	optimal	optimal	ADJ
fis-1947	91	3	hyperplane	hyperplane	NOUN
fis-1947	91	4	is	be	AUX
fis-1947	91	5	obtained	obtain	VERB
fis-1947	91	6	as	as	ADP
fis-1947	91	7	the	the	DET
fis-1947	91	8	solution	solution	NOUN
fis-1947	91	9	of	of	ADP
fis-1947	91	10	the	the	DET
fis-1947	91	11	quadratic	quadratic	ADJ
fis-1947	91	12	programming	programming	NOUN
fis-1947	91	13	problem	problem	NOUN
fis-1947	91	14	:	:	PUNCT
fis-1947	91	15	,	,	PUNCT
fis-1947	91	16	,	,	PUNCT
fis-1947	91	17	1	1	NUM
fis-1947	91	18	1	1	NUM
fis-1947	91	19	min	min	NOUN
fis-1947	91	20	2	2	NUM
fis-1947	91	21	n	n	NOUN
fis-1947	91	22	t	t	NOUN
fis-1947	92	1	i	i	PRON
fis-1947	92	2	w	w	PROPN
fis-1947	92	3	b	b	PROPN
fis-1947	93	1	i	i	PRON
fis-1947	93	2	w	w	PROPN
fis-1947	93	3	w	w	PROPN
fis-1947	93	4	h	h	NOUN
fis-1947	93	5			NOUN
fis-1947	93	6			PUNCT
fis-1947	93	7			NUM
fis-1947	93	8			ADV
fis-1947	93	9			X
fis-1947	93	10	a.	a.	PROPN
fis-1947	93	11	de	de	PROPN
fis-1947	93	12	santis	santis	PROPN
fis-1947	93	13	et	et	PROPN
fis-1947	93	14	alii	alii	PROPN
fis-1947	93	15	,	,	PUNCT
fis-1947	93	16	frattura	frattura	PROPN
fis-1947	93	17	ed	ed	PROPN
fis-1947	93	18	integrità	integrità	PROPN
fis-1947	93	19	strutturale	strutturale	PROPN
fis-1947	93	20	,	,	PUNCT
fis-1947	93	21	42	42	NUM
fis-1947	93	22	(	(	PUNCT
fis-1947	93	23	2017	2017	NUM
fis-1947	93	24	)	)	PUNCT
fis-1947	93	25	231	231	NUM
fis-1947	93	26	-	-	SYM
fis-1947	93	27	238	238	NUM
fis-1947	93	28	;	;	PUNCT
fis-1947	93	29	doi	doi	NOUN
fis-1947	93	30	:	:	PUNCT
fis-1947	93	31	10.3221	10.3221	NUM
fis-1947	93	32	/	/	SYM
fis-1947	93	33	igf	igf	PROPN
fis-1947	93	34	-	-	PROPN
fis-1947	93	35	esis.42.25	esis.42.25	PROPN
fis-1947	93	36	236	236	NUM
fis-1947	93	37	with	with	ADP
fis-1947	93	38	the	the	DET
fis-1947	93	39	constraint	constraint	NOUN
fis-1947	93	40	:	:	PUNCT
fis-1947	93	41			NOUN
fis-1947	93	42			PROPN
fis-1947	93	43	1	1	NUM
fis-1947	93	44	,	,	PUNCT
fis-1947	93	45	0	0	NUM
fis-1947	93	46	t	t	NOUN
fis-1947	94	1	i	i	PRON
fis-1947	94	2	i	i	PRON
fis-1947	95	1	i	i	PRON
fis-1947	95	2	iy	iy	INTJ
fis-1947	96	1	w	w	NOUN
fis-1947	96	2	x	x	SYM
fis-1947	96	3	b	b	X
fis-1947	96	4			ADJ
fis-1947	96	5			PROPN
fis-1947	96	6			NUM
fis-1947	96	7			PROPN
fis-1947	96	8			NUM
fis-1947	96	9	,	,	PUNCT
fis-1947	96	10	where	where	SCONJ
fis-1947	96	11	w	w	NOUN
fis-1947	96	12	is	be	AUX
fis-1947	96	13	the	the	DET
fis-1947	96	14	vector	vector	NOUN
fis-1947	96	15	of	of	ADP
fis-1947	96	16	the	the	DET
fis-1947	96	17	points	point	NOUN
fis-1947	96	18	perpendicular	perpendicular	NOUN
fis-1947	96	19	to	to	ADP
fis-1947	96	20	the	the	DET
fis-1947	96	21	separating	separate	VERB
fis-1947	96	22	hyperplane	hyperplane	NOUN
fis-1947	96	23	and	and	CCONJ
fis-1947	96	24	h>0	h>0	NOUN
fis-1947	96	25	is	be	AUX
fis-1947	96	26	a	a	DET
fis-1947	96	27	penalty	penalty	NOUN
fis-1947	96	28	parameter	parameter	NOUN
fis-1947	96	29	on	on	ADP
fis-1947	96	30	the	the	DET
fis-1947	96	31	error	error	NOUN
fis-1947	96	32	term	term	NOUN
fis-1947	96	33	.	.	PUNCT
fis-1947	97	1	figure	figure	VERB
fis-1947	97	2	4	4	NUM
fis-1947	97	3	:	:	PUNCT
fis-1947	97	4	representation	representation	NOUN
fis-1947	97	5	of	of	ADP
fis-1947	97	6	the	the	DET
fis-1947	97	7	classification	classification	NOUN
fis-1947	97	8	problem	problem	NOUN
fis-1947	97	9	.	.	PUNCT
fis-1947	98	1	to	to	PART
fis-1947	98	2	make	make	VERB
fis-1947	98	3	the	the	DET
fis-1947	98	4	elements	element	NOUN
fis-1947	98	5	ix	ix	ADP
fis-1947	98	6	of	of	ADP
fis-1947	98	7	the	the	DET
fis-1947	98	8	two	two	NUM
fis-1947	98	9	classes	class	NOUN
fis-1947	98	10	linearly	linearly	ADV
fis-1947	98	11	separable	separable	ADJ
fis-1947	98	12	,	,	PUNCT
fis-1947	98	13	the	the	DET
fis-1947	98	14	data	datum	NOUN
fis-1947	98	15	are	be	AUX
fis-1947	98	16	mapped	map	VERB
fis-1947	98	17	into	into	ADP
fis-1947	98	18	a	a	DET
fis-1947	98	19	richer	rich	ADJ
fis-1947	98	20	space	space	NOUN
fis-1947	98	21	,	,	PUNCT
fis-1947	98	22	and	and	CCONJ
fis-1947	98	23	the	the	DET
fis-1947	98	24	separating	separate	VERB
fis-1947	98	25	hyperplane	hyperplane	NOUN
fis-1947	98	26	is	be	AUX
fis-1947	98	27	determined	determine	VERB
fis-1947	98	28	in	in	ADP
fis-1947	98	29	that	that	DET
fis-1947	98	30	space	space	NOUN
fis-1947	98	31	.	.	PUNCT
fis-1947	99	1	a	a	DET
fis-1947	99	2	possible	possible	ADJ
fis-1947	99	3	choice	choice	NOUN
fis-1947	99	4	for	for	ADP
fis-1947	99	5	the	the	DET
fis-1947	99	6	mapping	mapping	NOUN
fis-1947	99	7	function	function	NOUN
fis-1947	99	8			ADJ
fis-1947	99	9	is	be	AUX
fis-1947	99	10	the	the	DET
fis-1947	99	11	radial	radial	ADJ
fis-1947	99	12	basis	basis	NOUN
fis-1947	99	13	function	function	NOUN
fis-1947	99	14	and	and	CCONJ
fis-1947	99	15	,	,	PUNCT
fis-1947	99	16	denoting	denote	VERB
fis-1947	99	17	with	with	ADP
fis-1947	99	18	2	2	NUM
fis-1947	99	19	the	the	DET
fis-1947	99	20	2l	2l	NUM
fis-1947	99	21	-norm	-norm	NOUN
fis-1947	99	22	,	,	PUNCT
fis-1947	99	23	for	for	ADP
fis-1947	99	24	the	the	DET
fis-1947	99	25	kernel	kernel	PROPN
fis-1947	99	26	function	function	NOUN
fis-1947	99	27	it	it	PRON
fis-1947	99	28	is	be	AUX
fis-1947	99	29	assumed	assume	VERB
fis-1947	99	30	:	:	PUNCT
fis-1947	99	31	2	2	NUM
fis-1947	99	32	2	2	NUM
fis-1947	99	33	2	2	NUM
fis-1947	99	34	(	(	PUNCT
fis-1947	99	35	,	,	PUNCT
fis-1947	99	36	)	)	PUNCT
fis-1947	99	37	(	(	PUNCT
fis-1947	99	38	)	)	PUNCT
fis-1947	99	39	(	(	PUNCT
fis-1947	99	40	)	)	PUNCT
fis-1947	99	41	exp	exp	NOUN
fis-1947	99	42	2	2	NUM
fis-1947	100	1	i	i	NOUN
fis-1947	100	2	jt	jt	PROPN
fis-1947	101	1	i	i	PRON
fis-1947	101	2	j	j	VERB
fis-1947	102	1	i	i	PRON
fis-1947	102	2	j	j	VERB
fis-1947	103	1	x	x	PUNCT
fis-1947	103	2	x	x	X
fis-1947	103	3	k	k	NOUN
fis-1947	103	4	x	x	PUNCT
fis-1947	103	5	x	x	PUNCT
fis-1947	103	6	x	x	X
fis-1947	103	7	x	x	PUNCT
fis-1947	103	8			PROPN
fis-1947	103	9			X
fis-1947	103	10			NOUN
fis-1947	103	11			NOUN
fis-1947	103	12			NOUN
fis-1947	104	1			PROPN
fis-1947	104	2			PROPN
fis-1947	104	3			PROPN
fis-1947	105	1			PROPN
fis-1947	105	2			PROPN
fis-1947	106	1			PROPN
fis-1947	106	2			NOUN
fis-1947	106	3	the	the	DET
fis-1947	106	4	two	two	NUM
fis-1947	106	5	parameters	parameter	NOUN
fis-1947	106	6	to	to	PART
fis-1947	106	7	be	be	AUX
fis-1947	106	8	evaluated	evaluate	VERB
fis-1947	106	9	,	,	PUNCT
fis-1947	106	10	h	h	NOUN
fis-1947	106	11	and	and	CCONJ
fis-1947	106	12			NOUN
fis-1947	106	13	,	,	PUNCT
fis-1947	106	14	may	may	AUX
fis-1947	106	15	be	be	AUX
fis-1947	106	16	determined	determine	VERB
fis-1947	106	17	during	during	ADP
fis-1947	106	18	the	the	DET
fis-1947	106	19	training	training	NOUN
fis-1947	106	20	phase	phase	NOUN
fis-1947	106	21	,	,	PUNCT
fis-1947	106	22	by	by	ADP
fis-1947	106	23	using	use	VERB
fis-1947	106	24	the	the	DET
fis-1947	106	25	10	10	NUM
fis-1947	106	26	-	-	ADJ
fis-1947	106	27	fold	fold	ADJ
fis-1947	106	28	cross	cross	NOUN
fis-1947	106	29	validation	validation	NOUN
fis-1947	106	30	,	,	PUNCT
fis-1947	107	1	[	[	X
fis-1947	107	2	18	18	NUM
fis-1947	107	3	]	]	PUNCT
fis-1947	107	4	.	.	PUNCT
fis-1947	108	1	the	the	DET
fis-1947	108	2	classification	classification	NOUN
fis-1947	108	3	is	be	AUX
fis-1947	108	4	performed	perform	VERB
fis-1947	108	5	by	by	ADP
fis-1947	108	6	the	the	DET
fis-1947	108	7	svm	svm	PROPN
fis-1947	108	8	algorithm	algorithm	NOUN
fis-1947	108	9	libsvm	libsvm	VERB
fis-1947	108	10	3.18	3.18	NUM
fis-1947	108	11	,	,	PUNCT
fis-1947	108	12	[	[	X
fis-1947	108	13	1920	1920	NUM
fis-1947	108	14	]	]	PUNCT
fis-1947	108	15	.	.	PUNCT
fis-1947	109	1	once	once	ADV
fis-1947	109	2	the	the	DET
fis-1947	109	3	optimal	optimal	ADJ
fis-1947	109	4	parameters	parameter	NOUN
fis-1947	109	5			PROPN
fis-1947	109	6	,h	,h	NOUN
fis-1947	109	7			NOUN
fis-1947	109	8			PROPN
fis-1947	109	9	have	have	AUX
fis-1947	109	10	been	be	AUX
fis-1947	109	11	determined	determine	VERB
fis-1947	109	12	,	,	PUNCT
fis-1947	109	13	the	the	DET
fis-1947	109	14	classifier	classifier	NOUN
fis-1947	109	15	is	be	AUX
fis-1947	109	16	trained	train	VERB
fis-1947	109	17	;	;	PUNCT
fis-1947	109	18	the	the	DET
fis-1947	109	19	classification	classification	NOUN
fis-1947	109	20	accuracy	accuracy	NOUN
fis-1947	109	21	,	,	PUNCT
fis-1947	109	22	evaluated	evaluate	VERB
fis-1947	109	23	on	on	ADP
fis-1947	109	24	the	the	DET
fis-1947	109	25	2trn	2trn	NUM
fis-1947	109	26	,	,	PUNCT
fis-1947	109	27	is	be	AUX
fis-1947	109	28	defined	define	VERB
fis-1947	109	29	as	as	ADP
fis-1947	109	30	the	the	DET
fis-1947	109	31	percentage	percentage	NOUN
fis-1947	109	32	of	of	ADP
fis-1947	109	33	correctly	correctly	ADV
fis-1947	109	34	classified	classified	ADJ
fis-1947	109	35	data	datum	NOUN
fis-1947	109	36	with	with	ADP
fis-1947	109	37	the	the	DET
fis-1947	109	38	optimal	optimal	ADJ
fis-1947	109	39	choice	choice	NOUN
fis-1947	109	40			PROPN
fis-1947	109	41	,h	,h	NOUN
fis-1947	109	42			NOUN
fis-1947	109	43			PROPN
fis-1947	109	44	and	and	CCONJ
fis-1947	109	45	it	it	PRON
fis-1947	109	46	is	be	AUX
fis-1947	109	47	a	a	DET
fis-1947	109	48	property	property	NOUN
fis-1947	109	49	of	of	ADP
fis-1947	109	50	the	the	DET
fis-1947	109	51	classifier	classifier	NOUN
fis-1947	109	52	.	.	PUNCT
fis-1947	110	1	with	with	ADP
fis-1947	110	2	this	this	DET
fis-1947	110	3	calculation	calculation	NOUN
fis-1947	110	4	the	the	DET
fis-1947	110	5	off	off	ADP
fis-1947	110	6	-	-	PUNCT
fis-1947	110	7	line	line	NOUN
fis-1947	110	8	phase	phase	NOUN
fis-1947	110	9	of	of	ADP
fis-1947	110	10	the	the	DET
fis-1947	110	11	classification	classification	NOUN
fis-1947	110	12	procedure	procedure	NOUN
fis-1947	110	13	is	be	AUX
fis-1947	110	14	over	over	ADV
fis-1947	110	15	.	.	PUNCT
fis-1947	111	1	the	the	DET
fis-1947	111	2	obtained	obtain	VERB
fis-1947	111	3	classifier	classifier	NOUN
fis-1947	111	4	is	be	AUX
fis-1947	111	5	tested	test	VERB
fis-1947	111	6	over	over	ADP
fis-1947	111	7	the	the	DET
fis-1947	111	8	test	test	NOUN
fis-1947	111	9	set	set	NOUN
fis-1947	111	10	testn	testn	NOUN
fis-1947	111	11	,	,	PUNCT
fis-1947	111	12	not	not	PART
fis-1947	111	13	used	use	VERB
fis-1947	111	14	for	for	ADP
fis-1947	111	15	the	the	DET
fis-1947	111	16	training	training	NOUN
fis-1947	111	17	,	,	PUNCT
fis-1947	111	18	simulating	simulate	VERB
fis-1947	111	19	the	the	DET
fis-1947	111	20	situation	situation	NOUN
fis-1947	111	21	of	of	ADP
fis-1947	111	22	unlabeled	unlabeled	ADJ
fis-1947	111	23	data	datum	NOUN
fis-1947	111	24	.	.	PUNCT
fis-1947	112	1	the	the	DET
fis-1947	112	2	percentage	percentage	NOUN
fis-1947	112	3	of	of	ADP
fis-1947	112	4	misclassified	misclassifie	VERB
fis-1947	112	5	images	image	NOUN
fis-1947	112	6	is	be	AUX
fis-1947	112	7	the	the	DET
fis-1947	112	8	error	error	NOUN
fis-1947	112	9	of	of	ADP
fis-1947	112	10	the	the	DET
fis-1947	112	11	classifier	classifier	NOUN
fis-1947	112	12	.	.	PUNCT
fis-1947	113	1	the	the	DET
fis-1947	113	2	same	same	ADJ
fis-1947	113	3	procedure	procedure	NOUN
fis-1947	113	4	is	be	AUX
fis-1947	113	5	applied	apply	VERB
fis-1947	113	6	to	to	PART
fis-1947	113	7	train	train	VERB
fis-1947	113	8	the	the	DET
fis-1947	113	9	classifier	classifier	NOUN
fis-1947	113	10	c2	c2	PROPN
fis-1947	113	11	able	able	ADJ
fis-1947	113	12	to	to	PART
fis-1947	113	13	assign	assign	VERB
fis-1947	113	14	a	a	DET
fis-1947	113	15	specimen	speciman	NOUN
fis-1947	113	16	(	(	PUNCT
fis-1947	113	17	not	not	PART
fis-1947	113	18	belonging	belong	VERB
fis-1947	113	19	to	to	PART
fis-1947	113	20	type	type	VERB
fis-1947	113	21	i	i	PRON
fis-1947	113	22	class	class	NOUN
fis-1947	113	23	)	)	PUNCT
fis-1947	113	24	to	to	PART
fis-1947	113	25	type	type	VERB
fis-1947	113	26	ii	ii	NOUN
fis-1947	113	27	class	class	NOUN
fis-1947	113	28	or	or	CCONJ
fis-1947	113	29	to	to	PART
fis-1947	113	30	type	type	VERB
fis-1947	113	31	iii	iii	NUM
fis-1947	113	32	-	-	PUNCT
fis-1947	113	33	iv	iv	NUM
fis-1947	113	34	-	-	PUNCT
fis-1947	113	35	v	v	ADP
fis-1947	113	36	-	-	PUNCT
fis-1947	113	37	v	v	NOUN
fis-1947	113	38	-	-	PUNCT
fis-1947	113	39	vii	vii	NOUN
fis-1947	113	40	class	class	NOUN
fis-1947	113	41	and	and	CCONJ
fis-1947	113	42	so	so	ADV
fis-1947	113	43	on	on	ADV
fis-1947	113	44	,	,	PUNCT
fis-1947	113	45	according	accord	VERB
fis-1947	113	46	to	to	ADP
fis-1947	113	47	the	the	DET
fis-1947	113	48	scheme	scheme	NOUN
fis-1947	113	49	of	of	ADP
fis-1947	113	50	fig	fig	NOUN
fis-1947	113	51	.	.	PUNCT
fis-1947	114	1	2	2	NUM
fis-1947	114	2	.	.	X
fis-1947	114	3	numerical	numerical	ADJ
fis-1947	114	4	results	result	NOUN
fis-1947	114	5	and	and	CCONJ
fis-1947	114	6	discussion	discussion	NOUN
fis-1947	114	7	n	n	CCONJ
fis-1947	114	8	this	this	DET
fis-1947	114	9	section	section	NOUN
fis-1947	114	10	the	the	DET
fis-1947	114	11	results	result	NOUN
fis-1947	114	12	of	of	ADP
fis-1947	114	13	the	the	DET
fis-1947	114	14	classification	classification	NOUN
fis-1947	114	15	procedure	procedure	NOUN
fis-1947	114	16	are	be	AUX
fis-1947	114	17	described	describe	VERB
fis-1947	114	18	.	.	PUNCT
fis-1947	115	1	as	as	SCONJ
fis-1947	115	2	could	could	AUX
fis-1947	115	3	be	be	AUX
fis-1947	115	4	noted	note	VERB
fis-1947	115	5	in	in	ADP
fis-1947	115	6	the	the	DET
fis-1947	115	7	international	international	ADJ
fis-1947	115	8	standard	standard	NOUN
fis-1947	115	9	[	[	X
fis-1947	115	10	7	7	NUM
fis-1947	115	11	]	]	PUNCT
fis-1947	115	12	,	,	PUNCT
fis-1947	115	13	the	the	DET
fis-1947	115	14	specimens	specimen	NOUN
fis-1947	115	15	of	of	ADP
fis-1947	115	16	type	type	NOUN
fis-1947	115	17	i	i	PROPN
fis-1947	115	18	,	,	PUNCT
fis-1947	115	19	ii	ii	PROPN
fis-1947	115	20	and	and	CCONJ
fis-1947	115	21	iii	iii	NOUN
fis-1947	115	22	,	,	PUNCT
fis-1947	115	23	though	though	SCONJ
fis-1947	115	24	they	they	PRON
fis-1947	115	25	could	could	AUX
fis-1947	115	26	present	present	VERB
fis-1947	115	27	a	a	DET
fis-1947	115	28	similarity	similarity	NOUN
fis-1947	115	29	between	between	ADP
fis-1947	115	30	each	each	DET
fis-1947	115	31	other	other	ADJ
fis-1947	115	32	,	,	PUNCT
fis-1947	115	33	they	they	PRON
fis-1947	115	34	differ	differ	VERB
fis-1947	115	35	significantly	significantly	ADV
fis-1947	115	36	from	from	ADP
fis-1947	115	37	the	the	DET
fis-1947	115	38	other	other	ADJ
fis-1947	115	39	types	type	NOUN
fis-1947	115	40	.	.	PUNCT
fis-1947	116	1	therefore	therefore	ADV
fis-1947	116	2	out	out	ADP
fis-1947	116	3	attention	attention	NOUN
fis-1947	116	4	will	will	AUX
fis-1947	116	5	be	be	AUX
fis-1947	116	6	focused	focus	VERB
fis-1947	116	7	in	in	ADP
fis-1947	116	8	type	type	NOUN
fis-1947	116	9	i	i	PROPN
fis-1947	116	10	,	,	PUNCT
fis-1947	116	11	ii	ii	PROPN
fis-1947	116	12	and	and	CCONJ
fis-1947	116	13	iii	iii	NOUN
fis-1947	116	14	,	,	PUNCT
fis-1947	116	15	even	even	ADV
fis-1947	116	16	if	if	SCONJ
fis-1947	116	17	the	the	DET
fis-1947	116	18	overall	overall	ADJ
fis-1947	116	19	analysis	analysis	NOUN
fis-1947	116	20	may	may	AUX
fis-1947	116	21	be	be	AUX
fis-1947	116	22	extended	extend	VERB
fis-1947	116	23	to	to	ADP
fis-1947	116	24	all	all	DET
fis-1947	116	25	the	the	DET
fis-1947	116	26	types	type	NOUN
fis-1947	116	27	’	'	PUNCT
fis-1947	116	28	classification	classification	NOUN
fis-1947	116	29	.	.	PUNCT
fis-1947	117	1	the	the	DET
fis-1947	117	2	first	first	ADJ
fis-1947	117	3	step	step	NOUN
fis-1947	117	4	is	be	AUX
fis-1947	117	5	the	the	DET
fis-1947	117	6	classification	classification	NOUN
fis-1947	117	7	of	of	ADP
fis-1947	117	8	a	a	DET
fis-1947	117	9	specimen	speciman	NOUN
fis-1947	117	10	as	as	ADP
fis-1947	117	11	of	of	ADP
fis-1947	117	12	type	type	NOUN
fis-1947	117	13	i	i	PRON
fis-1947	117	14	or	or	CCONJ
fis-1947	117	15	of	of	ADP
fis-1947	117	16	type	type	NOUN
fis-1947	117	17	ii	ii	PROPN
fis-1947	117	18	-	-	PUNCT
fis-1947	117	19	iii	iii	NOUN
fis-1947	117	20	.	.	PUNCT
fis-1947	118	1	if	if	SCONJ
fis-1947	118	2	the	the	DET
fis-1947	118	3	specimen	speciman	NOUN
fis-1947	118	4	is	be	AUX
fis-1947	118	5	of	of	ADP
fis-1947	118	6	type	type	NOUN
fis-1947	118	7	ii	ii	PROPN
fis-1947	118	8	-	-	PUNCT
fis-1947	118	9	iii	iii	PROPN
fis-1947	118	10	a	a	DET
fis-1947	118	11	further	further	ADJ
fis-1947	118	12	classification	classification	NOUN
fis-1947	118	13	procedure	procedure	NOUN
fis-1947	118	14	starts	start	VERB
fis-1947	118	15	in	in	ADP
fis-1947	118	16	order	order	NOUN
fis-1947	118	17	to	to	PART
fis-1947	118	18	decide	decide	VERB
fis-1947	118	19	whether	whether	SCONJ
fis-1947	118	20	the	the	DET
fis-1947	118	21	specimen	speciman	NOUN
fis-1947	118	22	is	be	AUX
fis-1947	118	23	of	of	ADP
fis-1947	118	24	type	type	NOUN
fis-1947	118	25	ii	ii	PROPN
fis-1947	118	26	or	or	CCONJ
fis-1947	118	27	iii	iii	NOUN
fis-1947	118	28	.	.	PUNCT
fis-1947	119	1	i	i	PRON
fis-1947	119	2	a.	a.	PROPN
fis-1947	119	3	de	de	PROPN
fis-1947	119	4	santis	santis	PROPN
fis-1947	119	5	et	et	PROPN
fis-1947	119	6	alii	alii	PROPN
fis-1947	119	7	,	,	PUNCT
fis-1947	119	8	frattura	frattura	PROPN
fis-1947	119	9	ed	ed	PROPN
fis-1947	119	10	integrità	integrità	PROPN
fis-1947	119	11	strutturale	strutturale	PROPN
fis-1947	119	12	,	,	PUNCT
fis-1947	119	13	42	42	NUM
fis-1947	119	14	(	(	PUNCT
fis-1947	119	15	2017	2017	NUM
fis-1947	119	16	)	)	PUNCT
fis-1947	119	17	231	231	NUM
fis-1947	119	18	-	-	SYM
fis-1947	119	19	238	238	NUM
fis-1947	119	20	;	;	PUNCT
fis-1947	119	21	doi	doi	NOUN
fis-1947	119	22	:	:	PUNCT
fis-1947	119	23	10.3221	10.3221	NUM
fis-1947	119	24	/	/	SYM
fis-1947	119	25	igf	igf	PROPN
fis-1947	119	26	-	-	PROPN
fis-1947	119	27	esis.42.25	esis.42.25	PROPN
fis-1947	119	28	237	237	NUM
fis-1947	119	29	a	a	DET
fis-1947	119	30	set	set	NOUN
fis-1947	119	31	of	of	ADP
fis-1947	119	32	192n	192n	NOUN
fis-1947	119	33			PART
fis-1947	119	34	images	image	NOUN
fis-1947	119	35	of	of	ADP
fis-1947	119	36	specimens	specimen	NOUN
fis-1947	119	37	is	be	AUX
fis-1947	119	38	considered	consider	VERB
fis-1947	119	39	,	,	PUNCT
fis-1947	119	40	64	64	NUM
fis-1947	119	41	are	be	AUX
fis-1947	119	42	of	of	ADP
fis-1947	119	43	specimens	specimen	NOUN
fis-1947	119	44	of	of	ADP
fis-1947	119	45	type	type	NOUN
fis-1947	119	46	i	i	PRON
fis-1947	119	47	,	,	PUNCT
fis-1947	119	48	64	64	NUM
fis-1947	119	49	of	of	ADP
fis-1947	119	50	specimens	specimen	NOUN
fis-1947	119	51	of	of	ADP
fis-1947	119	52	type	type	NOUN
fis-1947	119	53	ii	ii	PROPN
fis-1947	119	54	and	and	CCONJ
fis-1947	119	55	64	64	NUM
fis-1947	119	56	of	of	ADP
fis-1947	119	57	specimens	specimen	NOUN
fis-1947	119	58	of	of	ADP
fis-1947	119	59	type	type	NOUN
fis-1947	119	60	iii	iii	PROPN
fis-1947	119	61	.	.	PUNCT
fis-1947	120	1	the	the	DET
fis-1947	120	2	images	image	NOUN
fis-1947	120	3	have	have	AUX
fis-1947	120	4	been	be	AUX
fis-1947	120	5	previously	previously	ADV
fis-1947	120	6	classified	classify	VERB
fis-1947	120	7	by	by	ADP
fis-1947	120	8	an	an	DET
fis-1947	120	9	expert	expert	NOUN
fis-1947	120	10	,	,	PUNCT
fis-1947	120	11	manually	manually	ADV
fis-1947	120	12	.	.	PUNCT
fis-1947	121	1	to	to	PART
fis-1947	121	2	obtain	obtain	VERB
fis-1947	121	3	the	the	DET
fis-1947	121	4	features	feature	NOUN
fis-1947	121	5	a	a	DET
fis-1947	121	6	binarization	binarization	NOUN
fis-1947	121	7	procedure	procedure	NOUN
fis-1947	121	8	is	be	AUX
fis-1947	121	9	applied	apply	VERB
fis-1947	121	10	;	;	PUNCT
fis-1947	121	11	it	it	PRON
fis-1947	121	12	has	have	AUX
fis-1947	121	13	been	be	AUX
fis-1947	121	14	chosen	choose	VERB
fis-1947	121	15	the	the	DET
fis-1947	121	16	binarization	binarization	NOUN
fis-1947	121	17	by	by	ADP
fis-1947	121	18	the	the	DET
fis-1947	121	19	discrete	discrete	ADJ
fis-1947	121	20	level	level	NOUN
fis-1947	121	21	set	set	NOUN
fis-1947	121	22	approach	approach	NOUN
fis-1947	121	23	[	[	X
fis-1947	121	24	15	15	NUM
fis-1947	121	25	]	]	PUNCT
fis-1947	121	26	and	and	CCONJ
fis-1947	121	27	the	the	DET
fis-1947	121	28	ten	ten	NUM
fis-1947	121	29	features	feature	NOUN
fis-1947	121	30	described	describe	VERB
fis-1947	121	31	in	in	ADP
fis-1947	121	32	section	section	NOUN
fis-1947	121	33	2	2	NUM
fis-1947	121	34	have	have	AUX
fis-1947	121	35	been	be	AUX
fis-1947	121	36	evaluated	evaluate	VERB
fis-1947	121	37	,	,	PUNCT
fis-1947	121	38	thus	thus	ADV
fis-1947	121	39	obtaining	obtain	VERB
fis-1947	121	40	three	three	NUM
fis-1947	121	41	matrices	matrix	NOUN
fis-1947	121	42	of	of	ADP
fis-1947	121	43	size	size	NOUN
fis-1947	121	44	64	64	NUM
fis-1947	121	45	10	10	NUM
fis-1947	121	46	,	,	PUNCT
fis-1947	121	47	collected	collect	VERB
fis-1947	121	48	together	together	ADV
fis-1947	121	49	in	in	ADP
fis-1947	121	50	the	the	DET
fis-1947	121	51	data	data	NOUN
fis-1947	121	52	matrix	matrix	NOUN
fis-1947	121	53	d	d	NOUN
fis-1947	121	54	,	,	PUNCT
fis-1947	121	55	192	192	NUM
fis-1947	121	56	10	10	NUM
fis-1947	121	57	.	.	PUNCT
fis-1947	122	1	to	to	PART
fis-1947	122	2	deal	deal	VERB
fis-1947	122	3	with	with	ADP
fis-1947	122	4	data	datum	NOUN
fis-1947	122	5	with	with	ADP
fis-1947	122	6	comparable	comparable	ADJ
fis-1947	122	7	magnitude	magnitude	NOUN
fis-1947	122	8	,	,	PUNCT
fis-1947	122	9	a	a	DET
fis-1947	122	10	normalization	normalization	NOUN
fis-1947	122	11	is	be	AUX
fis-1947	122	12	applied	apply	VERB
fis-1947	122	13	.	.	PUNCT
fis-1947	123	1	the	the	DET
fis-1947	123	2	covariance	covariance	NOUN
fis-1947	123	3	matrix	matrix	NOUN
fis-1947	123	4	dc	dc	PROPN
fis-1947	123	5	of	of	ADP
fis-1947	123	6	size	size	NOUN
fis-1947	123	7	10	10	NUM
fis-1947	123	8	10	10	NUM
fis-1947	123	9	of	of	ADP
fis-1947	123	10	the	the	DET
fis-1947	123	11	data	datum	NOUN
fis-1947	123	12	matrix	matrix	NOUN
fis-1947	123	13	d	d	NOUN
fis-1947	123	14	is	be	AUX
fis-1947	123	15	evaluated	evaluate	VERB
fis-1947	123	16	;	;	PUNCT
fis-1947	123	17	after	after	ADP
fis-1947	123	18	evaluating	evaluate	VERB
fis-1947	123	19	its	its	PRON
fis-1947	123	20	eigenvalues	eigenvalue	NOUN
fis-1947	123	21	,	,	PUNCT
fis-1947	123	22	by	by	ADP
fis-1947	123	23	using	use	VERB
fis-1947	123	24	formula	formula	NOUN
fis-1947	123	25	(	(	PUNCT
fis-1947	123	26	2	2	NUM
fis-1947	123	27	)	)	PUNCT
fis-1947	123	28	6pn	6pn	NOUN
fis-1947	124	1			NUM
fis-1947	124	2	principal	principal	ADJ
fis-1947	124	3	components	component	NOUN
fis-1947	124	4	are	be	AUX
fis-1947	124	5	considered	consider	VERB
fis-1947	124	6	,	,	PUNCT
fis-1947	124	7	thus	thus	ADV
fis-1947	124	8	preserving	preserve	VERB
fis-1947	124	9	the	the	DET
fis-1947	124	10	percentage	percentage	NOUN
fis-1947	124	11	of	of	ADP
fis-1947	124	12	more	more	ADJ
fis-1947	124	13	than	than	ADP
fis-1947	124	14	94	94	NUM
fis-1947	124	15	%	%	NOUN
fis-1947	124	16	of	of	ADP
fis-1947	124	17	the	the	DET
fis-1947	124	18	original	original	ADJ
fis-1947	124	19	information	information	NOUN
fis-1947	124	20	.	.	PUNCT
fis-1947	125	1	the	the	DET
fis-1947	125	2	training	training	NOUN
fis-1947	125	3	set	set	VERB
fis-1947	125	4	trn	trn	NUM
fis-1947	125	5	contains	contain	VERB
fis-1947	125	6	45	45	NUM
fis-1947	125	7	images	image	NOUN
fis-1947	125	8	:	:	PUNCT
fis-1947	125	9	27	27	NUM
fis-1947	125	10	of	of	ADP
fis-1947	125	11	type	type	NOUN
fis-1947	125	12	i	i	PRON
fis-1947	125	13	,	,	PUNCT
fis-1947	125	14	randomly	randomly	ADV
fis-1947	125	15	chosen	choose	VERB
fis-1947	125	16	among	among	ADP
fis-1947	125	17	the	the	DET
fis-1947	125	18	set	set	NOUN
fis-1947	125	19	of	of	ADP
fis-1947	125	20	64	64	NUM
fis-1947	125	21	type	type	NOUN
fis-1947	125	22	i	i	PRON
fis-1947	125	23	data	data	VERB
fis-1947	125	24	,	,	PUNCT
fis-1947	125	25	and	and	CCONJ
fis-1947	125	26	27	27	NUM
fis-1947	125	27	of	of	ADP
fis-1947	125	28	type	type	NOUN
fis-1947	125	29	ii	ii	PROPN
fis-1947	125	30	and	and	CCONJ
fis-1947	125	31	iii	iii	NOUN
fis-1947	125	32	randomly	randomly	ADV
fis-1947	125	33	chosen	choose	VERB
fis-1947	125	34	among	among	ADP
fis-1947	125	35	the	the	DET
fis-1947	125	36	set	set	NOUN
fis-1947	125	37	of	of	ADP
fis-1947	125	38	128	128	NUM
fis-1947	125	39	images	image	NOUN
fis-1947	125	40	of	of	ADP
fis-1947	125	41	specimens	specimen	NOUN
fis-1947	125	42	of	of	ADP
fis-1947	125	43	these	these	DET
fis-1947	125	44	type	type	NOUN
fis-1947	125	45	.	.	PUNCT
fis-1947	126	1	the	the	DET
fis-1947	126	2	test	test	NOUN
fis-1947	126	3	set	set	NOUN
fis-1947	126	4	is	be	AUX
fis-1947	126	5	constituted	constitute	VERB
fis-1947	126	6	by	by	ADP
fis-1947	126	7	20	20	NUM
fis-1947	126	8	images	image	NOUN
fis-1947	126	9	,	,	PUNCT
fis-1947	126	10	equally	equally	ADV
fis-1947	126	11	distributed	distribute	VERB
fis-1947	126	12	between	between	ADP
fis-1947	126	13	type	type	NOUN
fis-1947	126	14	i	i	PRON
fis-1947	126	15	and	and	CCONJ
fis-1947	126	16	type	type	PROPN
fis-1947	126	17	ii	ii	PROPN
fis-1947	126	18	-	-	PUNCT
fis-1947	126	19	iii	iii	NOUN
fis-1947	126	20	.	.	PUNCT
fis-1947	127	1	the	the	DET
fis-1947	127	2	1trn	1trn	PROPN
fis-1947	127	3	contains	contain	VERB
fis-1947	127	4	40	40	NUM
fis-1947	127	5	elements	element	NOUN
fis-1947	127	6	and	and	CCONJ
fis-1947	127	7	the	the	DET
fis-1947	127	8	remaining	remain	VERB
fis-1947	127	9	14	14	NUM
fis-1947	127	10	are	be	AUX
fis-1947	127	11	used	use	VERB
fis-1947	127	12	for	for	ADP
fis-1947	127	13	the	the	DET
fis-1947	127	14	set	set	NOUN
fis-1947	127	15	2trn	2trn	NUM
fis-1947	127	16	.	.	PUNCT
fis-1947	128	1	the	the	DET
fis-1947	128	2	number	number	NOUN
fis-1947	128	3	of	of	ADP
fis-1947	128	4	images	image	NOUN
fis-1947	128	5	of	of	ADP
fis-1947	128	6	specimens	specimen	NOUN
fis-1947	128	7	of	of	ADP
fis-1947	128	8	class	class	NOUN
fis-1947	128	9	1	1	NUM
fis-1947	128	10	(	(	PUNCT
fis-1947	128	11	i.e.	i.e.	X
fis-1947	128	12	type	type	NOUN
fis-1947	128	13	i	i	PRON
fis-1947	128	14	specimens	specimen	VERB
fis-1947	128	15	)	)	PUNCT
fis-1947	128	16	and	and	CCONJ
fis-1947	128	17	of	of	ADP
fis-1947	128	18	class	class	NOUN
fis-1947	128	19	2	2	NUM
fis-1947	128	20	(	(	PUNCT
fis-1947	128	21	i.e.	i.e.	X
fis-1947	128	22	type	type	NOUN
fis-1947	128	23	iiand	iiand	PROPN
fis-1947	128	24	iii	iii	NOUN
fis-1947	128	25	,	,	PUNCT
fis-1947	128	26	equally	equally	ADV
fis-1947	128	27	distributed	distribute	VERB
fis-1947	128	28	)	)	PUNCT
fis-1947	128	29	is	be	AUX
fis-1947	128	30	the	the	DET
fis-1947	128	31	same	same	ADJ
fis-1947	128	32	in	in	ADP
fis-1947	128	33	the	the	DET
fis-1947	128	34	groups	group	NOUN
fis-1947	128	35	involved	involve	VERB
fis-1947	128	36	in	in	ADP
fis-1947	128	37	training	training	NOUN
fis-1947	128	38	and	and	CCONJ
fis-1947	128	39	testing	testing	NOUN
fis-1947	128	40	steps	step	NOUN
fis-1947	128	41	to	to	PART
fis-1947	128	42	avoid	avoid	VERB
fis-1947	128	43	polarization	polarization	NOUN
fis-1947	128	44	in	in	ADP
fis-1947	128	45	the	the	DET
fis-1947	128	46	result	result	NOUN
fis-1947	128	47	.	.	PUNCT
fis-1947	129	1	as	as	SCONJ
fis-1947	129	2	said	say	VERB
fis-1947	129	3	,	,	PUNCT
fis-1947	129	4	the	the	DET
fis-1947	129	5	parameters	parameter	NOUN
fis-1947	129	6			PROPN
fis-1947	129	7	,h	,h	NOUN
fis-1947	129	8			NOUN
fis-1947	129	9			PROPN
fis-1947	129	10	are	be	AUX
fis-1947	129	11	determined	determine	VERB
fis-1947	129	12	by	by	ADP
fis-1947	129	13	the	the	DET
fis-1947	129	14	10	10	NUM
fis-1947	129	15	-	-	ADJ
fis-1947	129	16	fold	fold	ADJ
fis-1947	129	17	cross	cross	NOUN
fis-1947	129	18	validation	validation	NOUN
fis-1947	129	19	that	that	PRON
fis-1947	129	20	provides	provide	VERB
fis-1947	129	21	also	also	ADV
fis-1947	129	22	the	the	DET
fis-1947	129	23	optimized	optimize	VERB
fis-1947	129	24	value	value	NOUN
fis-1947	129	25	for	for	ADP
fis-1947	129	26	b	b	PROPN
fis-1947	129	27	.	.	PUNCT
fis-1947	130	1	the	the	DET
fis-1947	130	2	used	use	VERB
fis-1947	130	3	svm	svm	PROPN
fis-1947	130	4	algorithm	algorithm	NOUN
fis-1947	130	5	libsvm	libsvm	VERB
fis-1947	130	6	3.18	3.18	NUM
fis-1947	130	7	is	be	AUX
fis-1947	130	8	a	a	DET
fis-1947	130	9	simple	simple	ADJ
fis-1947	130	10	and	and	CCONJ
fis-1947	130	11	efficient	efficient	ADJ
fis-1947	130	12	open	open	ADJ
fis-1947	130	13	source	source	NOUN
fis-1947	130	14	software	software	NOUN
fis-1947	130	15	.	.	PUNCT
fis-1947	131	1	the	the	DET
fis-1947	131	2	classification	classification	NOUN
fis-1947	131	3	accuracy	accuracy	NOUN
fis-1947	131	4	is	be	AUX
fis-1947	131	5	calculated	calculate	VERB
fis-1947	131	6	as	as	ADP
fis-1947	131	7	the	the	DET
fis-1947	131	8	average	average	ADJ
fis-1947	131	9	value	value	NOUN
fis-1947	131	10	of	of	ADP
fis-1947	131	11	the	the	DET
fis-1947	131	12	accuracy	accuracy	NOUN
fis-1947	131	13	evaluated	evaluate	VERB
fis-1947	131	14	for	for	ADP
fis-1947	131	15	20	20	NUM
fis-1947	131	16	different	different	ADJ
fis-1947	131	17	random	random	ADJ
fis-1947	131	18	choices	choice	NOUN
fis-1947	131	19	of	of	ADP
fis-1947	131	20	the	the	DET
fis-1947	131	21	training	training	NOUN
fis-1947	131	22	and	and	CCONJ
fis-1947	131	23	the	the	DET
fis-1947	131	24	test	test	NOUN
fis-1947	131	25	sets	set	NOUN
fis-1947	131	26	,	,	PUNCT
fis-1947	131	27	to	to	PART
fis-1947	131	28	be	be	AUX
fis-1947	131	29	sure	sure	ADJ
fis-1947	131	30	that	that	SCONJ
fis-1947	131	31	the	the	DET
fis-1947	131	32	results	result	NOUN
fis-1947	131	33	do	do	AUX
fis-1947	131	34	not	not	PART
fis-1947	131	35	depends	depend	VERB
fis-1947	131	36	on	on	ADP
fis-1947	131	37	lucky	lucky	ADJ
fis-1947	131	38	choices	choice	NOUN
fis-1947	131	39	,	,	PUNCT
fis-1947	131	40	obtaining	obtain	VERB
fis-1947	131	41	a	a	DET
fis-1947	131	42	percentage	percentage	NOUN
fis-1947	131	43	of	of	ADP
fis-1947	131	44	success	success	NOUN
fis-1947	131	45	over	over	ADP
fis-1947	131	46	99	99	NUM
fis-1947	131	47	%	%	NOUN
fis-1947	131	48	.	.	PUNCT
fis-1947	132	1	with	with	ADP
fis-1947	132	2	this	this	DET
fis-1947	132	3	calculation	calculation	NOUN
fis-1947	132	4	the	the	DET
fis-1947	132	5	off	off	ADP
fis-1947	132	6	-	-	PUNCT
fis-1947	132	7	line	line	NOUN
fis-1947	132	8	step	step	NOUN
fis-1947	132	9	is	be	AUX
fis-1947	132	10	over	over	ADV
fis-1947	132	11	.	.	PUNCT
fis-1947	133	1	the	the	DET
fis-1947	133	2	results	result	NOUN
fis-1947	133	3	over	over	ADP
fis-1947	133	4	the	the	DET
fis-1947	133	5	test	test	NOUN
fis-1947	133	6	set	set	NOUN
fis-1947	133	7	(	(	PUNCT
fis-1947	133	8	containing	contain	VERB
fis-1947	133	9	images	image	NOUN
fis-1947	133	10	not	not	PART
fis-1947	133	11	used	use	VERB
fis-1947	133	12	in	in	ADP
fis-1947	133	13	the	the	DET
fis-1947	133	14	training	training	NOUN
fis-1947	133	15	phase	phase	NOUN
fis-1947	133	16	)	)	PUNCT
fis-1947	133	17	yield	yield	VERB
fis-1947	133	18	a	a	DET
fis-1947	133	19	percentage	percentage	NOUN
fis-1947	133	20	of	of	ADP
fis-1947	133	21	success	success	NOUN
fis-1947	133	22	of	of	ADP
fis-1947	133	23	97.3	97.3	NUM
fis-1947	133	24	%	%	NOUN
fis-1947	133	25	2.7	2.7	NUM
fis-1947	133	26	.	.	PUNCT
fis-1947	134	1	the	the	DET
fis-1947	134	2	results	result	NOUN
fis-1947	134	3	of	of	ADP
fis-1947	134	4	the	the	DET
fis-1947	134	5	classifier	classifier	PROPN
fis-1947	134	6	c1	c1	PROPN
fis-1947	134	7	appears	appear	VERB
fis-1947	134	8	satisfactory	satisfactory	ADJ
fis-1947	134	9	;	;	PUNCT
fis-1947	134	10	moreover	moreover	ADV
fis-1947	134	11	it	it	PRON
fis-1947	134	12	has	have	AUX
fis-1947	134	13	been	be	AUX
fis-1947	134	14	also	also	ADV
fis-1947	134	15	investigated	investigate	VERB
fis-1947	134	16	if	if	SCONJ
fis-1947	134	17	the	the	DET
fis-1947	134	18	classifier	classifier	PROPN
fis-1947	134	19	c1	c1	PROPN
fis-1947	134	20	makes	make	VERB
fis-1947	134	21	a	a	DET
fis-1947	134	22	mistake	mistake	NOUN
fis-1947	134	23	more	more	ADV
fis-1947	134	24	often	often	ADV
fis-1947	134	25	with	with	ADP
fis-1947	134	26	images	image	NOUN
fis-1947	134	27	of	of	ADP
fis-1947	134	28	class	class	NOUN
fis-1947	134	29	1	1	NUM
fis-1947	134	30	(	(	PUNCT
fis-1947	134	31	type	type	NOUN
fis-1947	134	32	i	i	PRON
fis-1947	134	33	data	data	VERB
fis-1947	134	34	)	)	PUNCT
fis-1947	134	35	or	or	CCONJ
fis-1947	134	36	with	with	ADP
fis-1947	134	37	images	image	NOUN
fis-1947	134	38	of	of	ADP
fis-1947	134	39	class	class	NOUN
fis-1947	134	40	2	2	NUM
fis-1947	134	41	(	(	PUNCT
fis-1947	134	42	type	type	NOUN
fis-1947	134	43	ii	ii	PROPN
fis-1947	134	44	and	and	CCONJ
fis-1947	134	45	iii	iii	NUM
fis-1947	134	46	data	datum	NOUN
fis-1947	134	47	)	)	PUNCT
fis-1947	134	48	,	,	PUNCT
fis-1947	134	49	and	and	CCONJ
fis-1947	134	50	among	among	ADP
fis-1947	134	51	the	the	DET
fis-1947	134	52	class	class	NOUN
fis-1947	134	53	2	2	NUM
fis-1947	134	54	if	if	SCONJ
fis-1947	134	55	more	more	ADJ
fis-1947	134	56	errors	error	NOUN
fis-1947	134	57	are	be	AUX
fis-1947	134	58	made	make	VERB
fis-1947	134	59	when	when	SCONJ
fis-1947	134	60	testing	test	VERB
fis-1947	134	61	with	with	ADP
fis-1947	134	62	images	image	NOUN
fis-1947	134	63	of	of	ADP
fis-1947	134	64	type	type	NOUN
fis-1947	134	65	ii	ii	PROPN
fis-1947	134	66	or	or	CCONJ
fis-1947	134	67	iii	iii	NOUN
fis-1947	134	68	.	.	PUNCT
fis-1947	135	1	this	this	DET
fis-1947	135	2	unbundled	unbundled	ADJ
fis-1947	135	3	test	test	NOUN
fis-1947	135	4	on	on	ADP
fis-1947	135	5	10	10	NUM
fis-1947	135	6	images	image	NOUN
fis-1947	135	7	of	of	ADP
fis-1947	135	8	each	each	DET
fis-1947	135	9	type	type	NOUN
fis-1947	135	10	,	,	PUNCT
fis-1947	135	11	repeated	repeat	VERB
fis-1947	135	12	20	20	NUM
fis-1947	135	13	times	time	NOUN
fis-1947	135	14	,	,	PUNCT
fis-1947	135	15	shows	show	VERB
fis-1947	135	16	that	that	SCONJ
fis-1947	135	17	images	image	NOUN
fis-1947	135	18	of	of	ADP
fis-1947	135	19	type	type	NOUN
fis-1947	135	20	iii	iii	NOUN
fis-1947	135	21	are	be	AUX
fis-1947	135	22	always	always	ADV
fis-1947	135	23	correctly	correctly	ADV
fis-1947	135	24	classified	classify	VERB
fis-1947	135	25	(	(	PUNCT
fis-1947	135	26	percentage	percentage	NOUN
fis-1947	135	27	of	of	ADP
fis-1947	135	28	success	success	NOUN
fis-1947	135	29	of	of	ADP
fis-1947	135	30	100	100	NUM
fis-1947	135	31	%	%	NOUN
fis-1947	135	32	)	)	PUNCT
fis-1947	135	33	,	,	PUNCT
fis-1947	135	34	whereas	whereas	SCONJ
fis-1947	135	35	the	the	DET
fis-1947	135	36	results	result	NOUN
fis-1947	135	37	on	on	ADP
fis-1947	135	38	type	type	NOUN
fis-1947	135	39	i	i	PRON
fis-1947	135	40	and	and	CCONJ
fis-1947	135	41	type	type	NOUN
fis-1947	135	42	ii	ii	PROPN
fis-1947	135	43	yield	yield	NOUN
fis-1947	135	44	percentage	percentage	NOUN
fis-1947	135	45	of	of	ADP
fis-1947	135	46	success	success	NOUN
fis-1947	135	47	of	of	ADP
fis-1947	135	48	97.5	97.5	NUM
fis-1947	135	49	%	%	NOUN
fis-1947	135	50	5.5	5.5	NUM
fis-1947	135	51	and	and	CCONJ
fis-1947	135	52	94.5	94.5	NUM
fis-1947	135	53	%	%	NOUN
fis-1947	135	54	10.5	10.5	NOUN
fis-1947	135	55	,	,	PUNCT
fis-1947	135	56	respectively	respectively	ADV
fis-1947	135	57	.	.	PUNCT
fis-1947	136	1	a	a	DET
fis-1947	136	2	possible	possible	ADJ
fis-1947	136	3	explanation	explanation	NOUN
fis-1947	136	4	could	could	AUX
fis-1947	136	5	be	be	AUX
fis-1947	136	6	that	that	SCONJ
fis-1947	136	7	images	image	NOUN
fis-1947	136	8	of	of	ADP
fis-1947	136	9	type	type	NOUN
fis-1947	136	10	iii	iii	NOUN
fis-1947	136	11	are	be	AUX
fis-1947	136	12	a	a	DET
fis-1947	136	13	little	little	ADJ
fis-1947	136	14	bit	bit	NOUN
fis-1947	136	15	more	more	ADV
fis-1947	136	16	different	different	ADJ
fis-1947	136	17	with	with	ADP
fis-1947	136	18	respect	respect	NOUN
fis-1947	136	19	to	to	ADP
fis-1947	136	20	the	the	DET
fis-1947	136	21	type	type	NOUN
fis-1947	136	22	i	i	PRON
fis-1947	136	23	,	,	PUNCT
fis-1947	136	24	than	than	ADP
fis-1947	136	25	the	the	DET
fis-1947	136	26	images	image	NOUN
fis-1947	136	27	of	of	ADP
fis-1947	136	28	type	type	NOUN
fis-1947	136	29	ii	ii	PROPN
fis-1947	136	30	.	.	PUNCT
fis-1947	137	1	for	for	ADP
fis-1947	137	2	the	the	DET
fis-1947	137	3	images	image	NOUN
fis-1947	137	4	classified	classify	VERB
fis-1947	137	5	by	by	ADP
fis-1947	137	6	the	the	DET
fis-1947	137	7	classifier	classifier	PROPN
fis-1947	137	8	c1	c1	PROPN
fis-1947	137	9	as	as	ADP
fis-1947	137	10	belonging	belong	VERB
fis-1947	137	11	to	to	ADP
fis-1947	137	12	class	class	NOUN
fis-1947	137	13	2	2	NUM
fis-1947	137	14	the	the	DET
fis-1947	137	15	second	second	ADJ
fis-1947	137	16	classifier	classifier	NOUN
fis-1947	137	17	c2	c2	PROPN
fis-1947	137	18	must	must	AUX
fis-1947	137	19	be	be	AUX
fis-1947	137	20	applied	apply	VERB
fis-1947	137	21	in	in	ADP
fis-1947	137	22	order	order	NOUN
fis-1947	137	23	to	to	PART
fis-1947	137	24	discriminate	discriminate	VERB
fis-1947	137	25	the	the	DET
fis-1947	137	26	images	image	NOUN
fis-1947	137	27	of	of	ADP
fis-1947	137	28	type	type	NOUN
fis-1947	137	29	ii	ii	NOUN
fis-1947	137	30	and	and	CCONJ
fis-1947	137	31	those	those	PRON
fis-1947	137	32	of	of	ADP
fis-1947	137	33	type	type	NOUN
fis-1947	137	34	iii	iii	PROPN
fis-1947	137	35	.	.	PUNCT
fis-1947	138	1	also	also	ADV
fis-1947	138	2	in	in	ADP
fis-1947	138	3	this	this	DET
fis-1947	138	4	case	case	NOUN
fis-1947	138	5	all	all	DET
fis-1947	138	6	the	the	DET
fis-1947	138	7	results	result	NOUN
fis-1947	138	8	have	have	AUX
fis-1947	138	9	been	be	AUX
fis-1947	138	10	repeated	repeat	VERB
fis-1947	138	11	for	for	ADP
fis-1947	138	12	20	20	NUM
fis-1947	138	13	different	different	ADJ
fis-1947	138	14	random	random	ADJ
fis-1947	138	15	choices	choice	NOUN
fis-1947	138	16	of	of	ADP
fis-1947	138	17	the	the	DET
fis-1947	138	18	training	training	NOUN
fis-1947	138	19	and	and	CCONJ
fis-1947	138	20	test	test	NOUN
fis-1947	138	21	sets	set	NOUN
fis-1947	138	22	.	.	PUNCT
fis-1947	139	1	the	the	DET
fis-1947	139	2	classifier	classifier	PROPN
fis-1947	139	3	c2	c2	PROPN
fis-1947	139	4	,	,	PUNCT
fis-1947	139	5	trained	train	VERB
fis-1947	139	6	using	use	VERB
fis-1947	139	7	only	only	ADJ
fis-1947	139	8	images	image	NOUN
fis-1947	139	9	of	of	ADP
fis-1947	139	10	type	type	NOUN
fis-1947	139	11	ii	ii	NOUN
fis-1947	139	12	and	and	CCONJ
fis-1947	139	13	type	type	PROPN
fis-1947	139	14	iii	iii	PROPN
fis-1947	139	15	,	,	PUNCT
fis-1947	139	16	has	have	VERB
fis-1947	139	17	a	a	DET
fis-1947	139	18	classification	classification	NOUN
fis-1947	139	19	accuracy	accuracy	NOUN
fis-1947	139	20	of	of	ADP
fis-1947	139	21	98.9	98.9	NUM
fis-1947	139	22	%	%	NOUN
fis-1947	139	23	.	.	PUNCT
fis-1947	140	1	the	the	DET
fis-1947	140	2	test	test	NOUN
fis-1947	140	3	accuracy	accuracy	NOUN
fis-1947	140	4	provides	provide	VERB
fis-1947	140	5	a	a	DET
fis-1947	140	6	percentage	percentage	NOUN
fis-1947	140	7	of	of	ADP
fis-1947	140	8	success	success	NOUN
fis-1947	140	9	of	of	ADP
fis-1947	140	10	almost	almost	ADV
fis-1947	140	11	100	100	NUM
fis-1947	140	12	%	%	NOUN
fis-1947	140	13	on	on	ADP
fis-1947	140	14	a	a	DET
fis-1947	140	15	test	test	NOUN
fis-1947	140	16	set	set	NOUN
fis-1947	140	17	of	of	ADP
fis-1947	140	18	10	10	NUM
fis-1947	140	19	images	image	NOUN
fis-1947	140	20	belonging	belong	VERB
fis-1947	140	21	to	to	ADP
fis-1947	140	22	type	type	NOUN
fis-1947	140	23	ii	ii	NOUN
fis-1947	140	24	class	class	NOUN
fis-1947	140	25	and	and	CCONJ
fis-1947	140	26	of	of	ADP
fis-1947	140	27	98.9	98.9	NUM
fis-1947	140	28	%	%	NOUN
fis-1947	140	29	3.15	3.15	NUM
fis-1947	140	30	on	on	ADP
fis-1947	140	31	a	a	DET
fis-1947	140	32	test	test	NOUN
fis-1947	140	33	set	set	NOUN
fis-1947	140	34	of	of	ADP
fis-1947	140	35	10	10	NUM
fis-1947	140	36	images	image	NOUN
fis-1947	140	37	of	of	ADP
fis-1947	140	38	type	type	NOUN
fis-1947	140	39	iii	iii	NOUN
fis-1947	140	40	.	.	PUNCT
fis-1947	141	1	the	the	DET
fis-1947	141	2	results	result	NOUN
fis-1947	141	3	of	of	ADP
fis-1947	141	4	the	the	DET
fis-1947	141	5	classifier	classifier	PROPN
fis-1947	141	6	c2	c2	PROPN
fis-1947	141	7	are	be	AUX
fis-1947	141	8	even	even	ADV
fis-1947	141	9	more	more	ADV
fis-1947	141	10	satisfactory	satisfactory	ADJ
fis-1947	141	11	with	with	ADP
fis-1947	141	12	respect	respect	NOUN
fis-1947	141	13	to	to	ADP
fis-1947	141	14	those	those	PRON
fis-1947	141	15	of	of	ADP
fis-1947	141	16	classifier	classifier	PROPN
fis-1947	141	17	c1	c1	PROPN
fis-1947	141	18	,	,	PUNCT
fis-1947	141	19	since	since	SCONJ
fis-1947	141	20	the	the	DET
fis-1947	141	21	training	training	NOUN
fis-1947	141	22	has	have	AUX
fis-1947	141	23	been	be	AUX
fis-1947	141	24	more	more	ADV
fis-1947	141	25	specific	specific	ADJ
fis-1947	141	26	.	.	PUNCT
fis-1947	142	1	the	the	DET
fis-1947	142	2	classifier	classifier	PROPN
fis-1947	142	3	c2	c2	PROPN
fis-1947	142	4	has	have	VERB
fis-1947	142	5	the	the	DET
fis-1947	142	6	aim	aim	NOUN
fis-1947	142	7	of	of	ADP
fis-1947	142	8	determining	determine	VERB
fis-1947	142	9	the	the	DET
fis-1947	142	10	class	class	NOUN
fis-1947	142	11	membership	membership	NOUN
fis-1947	142	12	of	of	ADP
fis-1947	142	13	images	image	NOUN
fis-1947	142	14	of	of	ADP
fis-1947	142	15	type	type	NOUN
fis-1947	142	16	ii	ii	PROPN
fis-1947	142	17	and	and	CCONJ
fis-1947	142	18	iii	iii	NOUN
fis-1947	142	19	;	;	PUNCT
fis-1947	142	20	when	when	SCONJ
fis-1947	142	21	applied	apply	VERB
fis-1947	142	22	to	to	ADP
fis-1947	142	23	an	an	DET
fis-1947	142	24	image	image	NOUN
fis-1947	142	25	of	of	ADP
fis-1947	142	26	type	type	NOUN
fis-1947	142	27	i	i	PRON
fis-1947	142	28	,	,	PUNCT
fis-1947	142	29	for	for	ADP
fis-1947	142	30	example	example	NOUN
fis-1947	142	31	if	if	SCONJ
fis-1947	142	32	the	the	DET
fis-1947	142	33	classifier	classifier	PROPN
fis-1947	142	34	c1	c1	PROPN
fis-1947	142	35	has	have	AUX
fis-1947	142	36	provided	provide	VERB
fis-1947	142	37	an	an	DET
fis-1947	142	38	erroneous	erroneous	ADJ
fis-1947	142	39	classification	classification	NOUN
fis-1947	142	40	,	,	PUNCT
fis-1947	142	41	in	in	ADP
fis-1947	142	42	more	more	ADJ
fis-1947	142	43	than	than	ADP
fis-1947	142	44	91	91	NUM
fis-1947	142	45	%	%	NOUN
fis-1947	142	46	the	the	DET
fis-1947	142	47	c2	c2	PROPN
fis-1947	142	48	classifier	classifier	PROPN
fis-1947	142	49	assigns	assign	VERB
fis-1947	142	50	the	the	DET
fis-1947	142	51	specimen	speciman	NOUN
fis-1947	142	52	of	of	ADP
fis-1947	142	53	type	type	NOUN
fis-1947	142	54	i	i	PRON
fis-1947	142	55	to	to	ADP
fis-1947	142	56	the	the	DET
fis-1947	142	57	class	class	NOUN
fis-1947	142	58	of	of	ADP
fis-1947	142	59	type	type	NOUN
fis-1947	142	60	ii	ii	NOUN
fis-1947	142	61	images	image	NOUN
fis-1947	142	62	.	.	PUNCT
fis-1947	143	1	this	this	PRON
fis-1947	143	2	is	be	AUX
fis-1947	143	3	the	the	DET
fis-1947	143	4	correct	correct	ADJ
fis-1947	143	5	choice	choice	NOUN
fis-1947	143	6	,	,	PUNCT
fis-1947	143	7	being	be	AUX
fis-1947	143	8	the	the	DET
fis-1947	143	9	images	image	NOUN
fis-1947	143	10	of	of	ADP
fis-1947	143	11	type	type	NOUN
fis-1947	143	12	ii	ii	PROPN
fis-1947	143	13	the	the	DET
fis-1947	143	14	more	more	ADV
fis-1947	143	15	similar	similar	ADJ
fis-1947	143	16	to	to	ADP
fis-1947	143	17	the	the	DET
fis-1947	143	18	ones	one	NOUN
fis-1947	143	19	of	of	ADP
fis-1947	143	20	type	type	NOUN
fis-1947	143	21	i.	i.	NOUN
fis-1947	143	22	conclusions	conclusion	NOUN
fis-1947	143	23	and	and	CCONJ
fis-1947	143	24	future	future	ADJ
fis-1947	143	25	work	work	NOUN
fis-1947	143	26	n	n	CCONJ
fis-1947	143	27	this	this	DET
fis-1947	143	28	paper	paper	NOUN
fis-1947	143	29	an	an	DET
fis-1947	143	30	automatic	automatic	ADJ
fis-1947	143	31	procedure	procedure	NOUN
fis-1947	143	32	to	to	PART
fis-1947	143	33	support	support	VERB
fis-1947	143	34	the	the	DET
fis-1947	143	35	classification	classification	NOUN
fis-1947	143	36	of	of	ADP
fis-1947	143	37	microstructure	microstructure	NOUN
fis-1947	143	38	of	of	ADP
fis-1947	143	39	graphite	graphite	NOUN
fis-1947	143	40	in	in	ADP
fis-1947	143	41	iron	iron	NOUN
fis-1947	143	42	castings	casting	NOUN
fis-1947	143	43	is	be	AUX
fis-1947	143	44	proposed	propose	VERB
fis-1947	143	45	.	.	PUNCT
fis-1947	144	1	by	by	ADP
fis-1947	144	2	training	train	VERB
fis-1947	144	3	binary	binary	ADJ
fis-1947	144	4	support	support	NOUN
fis-1947	144	5	vector	vector	NOUN
fis-1947	144	6	machine	machine	NOUN
fis-1947	144	7	classifiers	classifier	NOUN
fis-1947	144	8	it	it	PRON
fis-1947	144	9	is	be	AUX
fis-1947	144	10	possible	possible	ADJ
fis-1947	144	11	,	,	PUNCT
fis-1947	144	12	in	in	ADP
fis-1947	144	13	an	an	DET
fis-1947	144	14	efficient	efficient	ADJ
fis-1947	144	15	way	way	NOUN
fis-1947	144	16	,	,	PUNCT
fis-1947	144	17	to	to	PART
fis-1947	144	18	determine	determine	VERB
fis-1947	144	19	the	the	DET
fis-1947	144	20	type	type	NOUN
fis-1947	144	21	of	of	ADP
fis-1947	144	22	the	the	DET
fis-1947	144	23	specimen	speciman	NOUN
fis-1947	144	24	according	accord	VERB
fis-1947	144	25	to	to	ADP
fis-1947	144	26	the	the	DET
fis-1947	144	27	american	american	ADJ
fis-1947	144	28	society	society	NOUN
fis-1947	144	29	for	for	ADP
fis-1947	144	30	testing	testing	NOUN
fis-1947	144	31	and	and	CCONJ
fis-1947	144	32	materials	material	NOUN
fis-1947	144	33	guidelines	guideline	NOUN
fis-1947	144	34	and	and	CCONJ
fis-1947	144	35	therefore	therefore	ADV
fis-1947	144	36	to	to	PART
fis-1947	144	37	proceed	proceed	VERB
fis-1947	144	38	in	in	ADP
fis-1947	144	39	the	the	DET
fis-1947	144	40	classification	classification	NOUN
fis-1947	144	41	specifying	specify	VERB
fis-1947	144	42	the	the	DET
fis-1947	144	43	size	size	NOUN
fis-1947	144	44	,	,	PUNCT
fis-1947	144	45	the	the	DET
fis-1947	144	46	nodularity	nodularity	NOUN
fis-1947	144	47	and	and	CCONJ
fis-1947	144	48	the	the	DET
fis-1947	144	49	nodule	nodule	NOUN
fis-1947	144	50	count	count	NOUN
fis-1947	144	51	.	.	PUNCT
fis-1947	145	1	three	three	NUM
fis-1947	145	2	classes	class	NOUN
fis-1947	145	3	(	(	PUNCT
fis-1947	145	4	type	type	NOUN
fis-1947	145	5	i	i	PRON
fis-1947	145	6	,	,	PUNCT
fis-1947	145	7	type	type	NOUN
fis-1947	145	8	ii	ii	NOUN
fis-1947	145	9	and	and	CCONJ
fis-1947	145	10	type	type	PROPN
fis-1947	145	11	iii	iii	NOUN
fis-1947	145	12	)	)	PUNCT
fis-1947	145	13	may	may	AUX
fis-1947	145	14	be	be	AUX
fis-1947	145	15	identified	identify	VERB
fis-1947	145	16	by	by	ADP
fis-1947	145	17	the	the	DET
fis-1947	145	18	proposed	propose	VERB
fis-1947	145	19	procedure	procedure	NOUN
fis-1947	145	20	,	,	PUNCT
fis-1947	145	21	but	but	CCONJ
fis-1947	145	22	it	it	PRON
fis-1947	145	23	could	could	AUX
fis-1947	145	24	be	be	AUX
fis-1947	145	25	extended	extend	VERB
fis-1947	145	26	to	to	ADP
fis-1947	145	27	as	as	ADV
fis-1947	145	28	many	many	ADJ
fis-1947	145	29	classes	class	NOUN
fis-1947	145	30	as	as	SCONJ
fis-1947	145	31	needed	need	VERB
fis-1947	145	32	.	.	PUNCT
fis-1947	146	1	the	the	DET
fis-1947	146	2	choice	choice	NOUN
fis-1947	146	3	of	of	ADP
fis-1947	146	4	using	use	VERB
fis-1947	146	5	binary	binary	ADJ
fis-1947	146	6	classifiers	classifier	NOUN
fis-1947	146	7	operating	operate	VERB
fis-1947	146	8	sequentially	sequentially	ADV
fis-1947	146	9	is	be	AUX
fis-1947	146	10	determined	determine	VERB
fis-1947	146	11	aiming	aim	VERB
fis-1947	146	12	at	at	ADP
fis-1947	146	13	yielding	yield	VERB
fis-1947	146	14	a	a	DET
fis-1947	146	15	simple	simple	ADJ
fis-1947	146	16	,	,	PUNCT
fis-1947	146	17	efficient	efficient	ADJ
fis-1947	146	18	and	and	CCONJ
fis-1947	146	19	modular	modular	ADJ
fis-1947	146	20	procedure	procedure	NOUN
fis-1947	146	21	.	.	PUNCT
fis-1947	147	1	i	i	PRON
fis-1947	147	2	a.	a.	PROPN
fis-1947	147	3	de	de	PROPN
fis-1947	147	4	santis	santis	PROPN
fis-1947	147	5	et	et	PROPN
fis-1947	147	6	alii	alii	PROPN
fis-1947	147	7	,	,	PUNCT
fis-1947	147	8	frattura	frattura	PROPN
fis-1947	147	9	ed	ed	PROPN
fis-1947	147	10	integrità	integrità	PROPN
fis-1947	147	11	strutturale	strutturale	PROPN
fis-1947	147	12	,	,	PUNCT
fis-1947	147	13	42	42	NUM
fis-1947	147	14	(	(	PUNCT
fis-1947	147	15	2017	2017	NUM
fis-1947	147	16	)	)	PUNCT
fis-1947	147	17	231	231	NUM
fis-1947	147	18	-	-	SYM
fis-1947	147	19	238	238	NUM
fis-1947	147	20	;	;	PUNCT
fis-1947	147	21	doi	doi	NOUN
fis-1947	147	22	:	:	PUNCT
fis-1947	147	23	10.3221	10.3221	NUM
fis-1947	147	24	/	/	SYM
fis-1947	147	25	igf	igf	PROPN
fis-1947	147	26	-	-	PROPN
fis-1947	147	27	esis.42.25	esis.42.25	PROPN
fis-1947	147	28	238	238	NUM
fis-1947	147	29	the	the	DET
fis-1947	147	30	classifier	classifier	NOUN
fis-1947	147	31	uses	use	VERB
fis-1947	147	32	features	feature	NOUN
fis-1947	147	33	evaluated	evaluate	VERB
fis-1947	147	34	on	on	ADP
fis-1947	147	35	the	the	DET
fis-1947	147	36	original	original	ADJ
fis-1947	147	37	specimens	specimen	NOUN
fis-1947	147	38	’	’	PART
fis-1947	147	39	images	image	NOUN
fis-1947	147	40	and	and	CCONJ
fis-1947	147	41	successively	successively	ADV
fis-1947	147	42	suitably	suitably	ADV
fis-1947	147	43	transformed	transform	VERB
fis-1947	147	44	by	by	ADP
fis-1947	147	45	principal	principal	ADJ
fis-1947	147	46	components	component	NOUN
fis-1947	147	47	analysis	analysis	NOUN
fis-1947	147	48	that	that	PRON
fis-1947	147	49	reduces	reduce	VERB
fis-1947	147	50	the	the	DET
fis-1947	147	51	complexity	complexity	NOUN
fis-1947	147	52	and	and	CCONJ
fis-1947	147	53	yields	yield	NOUN
fis-1947	147	54	a	a	DET
fis-1947	147	55	more	more	ADV
fis-1947	147	56	efficient	efficient	ADJ
fis-1947	147	57	representation	representation	NOUN
fis-1947	147	58	of	of	ADP
fis-1947	147	59	the	the	DET
fis-1947	147	60	information	information	NOUN
fis-1947	147	61	.	.	PUNCT
fis-1947	148	1	the	the	DET
fis-1947	148	2	results	result	NOUN
fis-1947	148	3	appear	appear	VERB
fis-1947	148	4	satisfactory	satisfactory	ADJ
fis-1947	148	5	,	,	PUNCT
fis-1947	148	6	and	and	CCONJ
fis-1947	148	7	future	future	ADJ
fis-1947	148	8	work	work	NOUN
fis-1947	148	9	will	will	AUX
fis-1947	148	10	be	be	AUX
fis-1947	148	11	devoted	devote	VERB
fis-1947	148	12	in	in	ADP
fis-1947	148	13	:	:	PUNCT
fis-1947	148	14	classify	classify	VERB
fis-1947	148	15	the	the	DET
fis-1947	148	16	images	image	NOUN
fis-1947	148	17	of	of	ADP
fis-1947	148	18	the	the	DET
fis-1947	148	19	specimen	speciman	NOUN
fis-1947	148	20	with	with	ADP
fis-1947	148	21	respect	respect	NOUN
fis-1947	148	22	to	to	ADP
fis-1947	148	23	all	all	DET
fis-1947	148	24	the	the	DET
fis-1947	148	25	properties	property	NOUN
fis-1947	148	26	(	(	PUNCT
fis-1947	148	27	size	size	NOUN
fis-1947	148	28	,	,	PUNCT
fis-1947	148	29	nodule	nodule	NOUN
fis-1947	148	30	count	count	NOUN
fis-1947	148	31	,	,	PUNCT
fis-1947	148	32	…	…	PUNCT
fis-1947	148	33	)	)	PUNCT
fis-1947	148	34	;	;	PUNCT
fis-1947	148	35	determine	determine	VERB
fis-1947	148	36	the	the	DET
fis-1947	148	37	most	most	ADV
fis-1947	148	38	suitable	suitable	ADJ
fis-1947	148	39	features	feature	NOUN
fis-1947	148	40	in	in	ADP
fis-1947	148	41	order	order	NOUN
fis-1947	148	42	to	to	PART
fis-1947	148	43	better	well	ADV
fis-1947	148	44	characterize	characterize	VERB
fis-1947	148	45	each	each	DET
fis-1947	148	46	nodule	nodule	NOUN
fis-1947	148	47	present	present	ADJ
fis-1947	148	48	in	in	ADP
fis-1947	148	49	the	the	DET
fis-1947	148	50	specimen	speciman	NOUN
fis-1947	148	51	;	;	PUNCT
fis-1947	148	52	consider	consider	VERB
fis-1947	148	53	different	different	ADJ
fis-1947	148	54	classification	classification	NOUN
fis-1947	148	55	schemes	scheme	NOUN
fis-1947	148	56	,	,	PUNCT
fis-1947	148	57	for	for	ADP
fis-1947	148	58	example	example	NOUN
fis-1947	148	59	by	by	ADP
fis-1947	148	60	using	use	VERB
fis-1947	148	61	polling	polling	NOUN
fis-1947	148	62	systems	system	NOUN
fis-1947	148	63	,	,	PUNCT
fis-1947	148	64	evaluating	evaluate	VERB
fis-1947	148	65	their	their	PRON
fis-1947	148	66	robustness	robustness	NOUN
fis-1947	148	67	.	.	PUNCT
fis-1947	149	1	references	reference	NOUN
fis-1947	149	2	[	[	X
fis-1947	149	3	1	1	NUM
fis-1947	149	4	]	]	X
fis-1947	149	5	labrecque	labrecque	ADJ
fis-1947	149	6	,	,	PUNCT
fis-1947	149	7	c.	c.	PROPN
fis-1947	149	8	,	,	PUNCT
fis-1947	149	9	gagne	gagne	PROPN
fis-1947	149	10	,	,	PUNCT
fis-1947	149	11	m.	m.	NOUN
fis-1947	149	12	,	,	PUNCT
fis-1947	149	13	ductile	ductile	NOUN
fis-1947	149	14	iron	iron	NOUN
fis-1947	149	15	:	:	PUNCT
fis-1947	149	16	fifty	fifty	NUM
fis-1947	149	17	years	year	NOUN
fis-1947	149	18	of	of	ADP
fis-1947	149	19	continuous	continuous	ADJ
fis-1947	149	20	development	development	NOUN
fis-1947	149	21	,	,	PUNCT
fis-1947	149	22	canadian	canadian	ADJ
fis-1947	149	23	metallurgical	metallurgical	ADJ
fis-1947	149	24	quarterly	quarterly	NOUN
fis-1947	149	25	,	,	PUNCT
fis-1947	149	26	37	37	NUM
fis-1947	149	27	(	(	PUNCT
fis-1947	149	28	5	5	NUM
fis-1947	149	29	)	)	PUNCT
fis-1947	149	30	(	(	PUNCT
fis-1947	149	31	1998	1998	NUM
fis-1947	149	32	)	)	PUNCT
fis-1947	149	33	343–78	343–78	PROPN
fis-1947	149	34	.	.	PUNCT
fis-1947	150	1	[	[	X
fis-1947	150	2	2	2	NUM
fis-1947	150	3	]	]	PUNCT
fis-1947	150	4	bonnet	bonnet	NOUN
fis-1947	150	5	,	,	PUNCT
fis-1947	150	6	n.	n.	NOUN
fis-1947	150	7	,	,	PUNCT
fis-1947	150	8	multivariate	multivariate	VERB
fis-1947	150	9	statistical	statistical	ADJ
fis-1947	150	10	methods	method	NOUN
fis-1947	150	11	for	for	ADP
fis-1947	150	12	the	the	DET
fis-1947	150	13	analysis	analysis	NOUN
fis-1947	150	14	of	of	ADP
fis-1947	150	15	microscope	microscope	NOUN
fis-1947	150	16	image	image	NOUN
fis-1947	150	17	series	series	NOUN
fis-1947	150	18	:	:	PUNCT
fis-1947	150	19	applications	application	NOUN
fis-1947	150	20	in	in	ADP
fis-1947	150	21	materials	material	NOUN
fis-1947	150	22	science	science	NOUN
fis-1947	150	23	,	,	PUNCT
fis-1947	150	24	journal	journal	NOUN
fis-1947	150	25	of	of	ADP
fis-1947	150	26	microscopy	microscopy	NOUN
fis-1947	150	27	,	,	PUNCT
fis-1947	150	28	190	190	NUM
fis-1947	150	29	(	(	PUNCT
fis-1947	150	30	1998	1998	NUM
fis-1947	150	31	)	)	PUNCT
fis-1947	150	32	2	2	NUM
fis-1947	150	33	-	-	SYM
fis-1947	150	34	18	18	NUM
fis-1947	150	35	.	.	PUNCT
fis-1947	151	1	[	[	X
fis-1947	151	2	3	3	NUM
fis-1947	151	3	]	]	X
fis-1947	151	4	filho	filho	NOUN
fis-1947	151	5	,	,	PUNCT
fis-1947	151	6	p.p.r	p.p.r	PROPN
fis-1947	151	7	.	.	PROPN
fis-1947	151	8	,	,	PUNCT
fis-1947	151	9	moreira	moreira	PROPN
fis-1947	151	10	,	,	PUNCT
fis-1947	151	11	f.d.l	f.d.l	PROPN
fis-1947	151	12	.	.	PUNCT
fis-1947	151	13	,	,	PUNCT
fis-1947	151	14	de	de	PROPN
fis-1947	151	15	lima	lima	PROPN
fis-1947	151	16	xavier	xavier	PROPN
fis-1947	151	17	,	,	PUNCT
fis-1947	151	18	gomez	gomez	PROPN
fis-1947	151	19	,	,	PUNCT
fis-1947	151	20	f.g	f.g	PROPN
fis-1947	151	21	,	,	PUNCT
fis-1947	151	22	s.l	s.l	PROPN
fis-1947	151	23	.	.	PROPN
fis-1947	151	24	,	,	PUNCT
fis-1947	151	25	dos	do	VERB
fis-1947	151	26	santos	santos	PROPN
fis-1947	151	27	,	,	PUNCT
fis-1947	151	28	j.c	j.c	PROPN
fis-1947	151	29	.	.	PROPN
fis-1947	151	30	,	,	PUNCT
fis-1947	151	31	freitas	freitas	PROPN
fis-1947	151	32	,	,	PUNCT
fis-1947	151	33	f.n.c	f.n.c	ADJ
fis-1947	151	34	,	,	PUNCT
fis-1947	151	35	freitas	freita	NOUN
fis-1947	151	36	,	,	PUNCT
fis-1947	151	37	r.g	r.g	PROPN
fis-1947	151	38	.	.	PROPN
fis-1947	151	39	,	,	PUNCT
fis-1947	151	40	new	new	ADJ
fis-1947	151	41	analysis	analysis	NOUN
fis-1947	151	42	method	method	NOUN
fis-1947	151	43	application	application	NOUN
fis-1947	151	44	in	in	ADP
fis-1947	151	45	metallographic	metallographic	ADJ
fis-1947	151	46	images	image	NOUN
fis-1947	151	47	through	through	ADP
fis-1947	151	48	the	the	DET
fis-1947	151	49	construction	construction	NOUN
fis-1947	151	50	of	of	ADP
fis-1947	151	51	mosaics	mosaic	NOUN
fis-1947	151	52	via	via	ADP
fis-1947	151	53	speeded	speed	VERB
fis-1947	151	54	up	up	ADP
fis-1947	151	55	robust	robust	ADJ
fis-1947	151	56	features	feature	NOUN
fis-1947	151	57	and	and	CCONJ
fis-1947	151	58	scale	scale	VERB
fis-1947	151	59	invariant	invariant	ADJ
fis-1947	151	60	feature	feature	NOUN
fis-1947	151	61	transform	transform	NOUN
fis-1947	151	62	,	,	PUNCT
fis-1947	151	63	materials	material	NOUN
fis-1947	151	64	,	,	PUNCT
fis-1947	151	65	8	8	NUM
fis-1947	151	66	(	(	PUNCT
fis-1947	151	67	2015	2015	NUM
fis-1947	151	68	)	)	PUNCT
fis-1947	151	69	3864	3864	NUM
fis-1947	151	70	-	-	SYM
fis-1947	151	71	3882	3882	NUM
fis-1947	151	72	.	.	PUNCT
fis-1947	152	1	[	[	X
fis-1947	152	2	4	4	NUM
fis-1947	152	3	]	]	X
fis-1947	152	4	papa	papa	NOUN
fis-1947	152	5	,	,	PUNCT
fis-1947	152	6	j.p	j.p	PROPN
fis-1947	152	7	.	.	PROPN
fis-1947	152	8	,	,	PUNCT
fis-1947	152	9	pereiram	pereiram	PROPN
fis-1947	152	10	,	,	PUNCT
fis-1947	152	11	c.r	c.r	PROPN
fis-1947	152	12	.	.	PROPN
fis-1947	152	13	,	,	PUNCT
fis-1947	152	14	de	de	X
fis-1947	152	15	albuquerque	albuquerque	PROPN
fis-1947	152	16	,	,	PUNCT
fis-1947	152	17	silva	silva	PROPN
fis-1947	152	18	,	,	PUNCT
fis-1947	152	19	v.h.c	v.h.c	VERB
fis-1947	152	20	c.c	c.c	PROPN
fis-1947	152	21	.	.	PROPN
fis-1947	152	22	,	,	PUNCT
fis-1947	152	23	falcao	falcao	PROPN
fis-1947	152	24	,	,	PUNCT
fis-1947	152	25	a.x	a.x	PROPN
fis-1947	152	26	,	,	PUNCT
fis-1947	152	27	tavares	tavare	NOUN
fis-1947	152	28	,	,	PUNCT
fis-1947	152	29	j.m.r.s	j.m.r.s	PROPN
fis-1947	152	30	.	.	PROPN
fis-1947	152	31	,	,	PUNCT
fis-1947	152	32	precipitates	precipitate	NOUN
fis-1947	152	33	segmentation	segmentation	NOUN
fis-1947	152	34	from	from	ADP
fis-1947	152	35	scanning	scan	VERB
fis-1947	152	36	electron	electron	NOUN
fis-1947	152	37	microscope	microscope	NOUN
fis-1947	152	38	images	image	NOUN
fis-1947	152	39	through	through	ADP
fis-1947	152	40	machine	machine	NOUN
fis-1947	152	41	learning	learn	VERB
fis-1947	152	42	techniques	technique	NOUN
fis-1947	152	43	,	,	PUNCT
fis-1947	152	44	lecture	lecture	NOUN
fis-1947	152	45	notes	note	NOUN
fis-1947	152	46	in	in	ADP
fis-1947	152	47	computer	computer	NOUN
fis-1947	152	48	science	science	NOUN
fis-1947	152	49	series	series	NOUN
fis-1947	152	50	,	,	PUNCT
fis-1947	152	51	6636	6636	NUM
fis-1947	152	52	(	(	PUNCT
fis-1947	152	53	2011	2011	NUM
fis-1947	152	54	)	)	PUNCT
fis-1947	152	55	456	456	NUM
fis-1947	152	56	-	-	SYM
fis-1947	152	57	468	468	NUM
fis-1947	152	58	.	.	PUNCT
fis-1947	153	1	[	[	X
fis-1947	153	2	5	5	NUM
fis-1947	153	3	]	]	X
fis-1947	153	4	di	di	X
fis-1947	153	5	cocco	cocco	PROPN
fis-1947	153	6	,	,	PUNCT
fis-1947	153	7	v.	v.	PROPN
fis-1947	153	8	,	,	PUNCT
fis-1947	153	9	iacoviello	iacoviello	PROPN
fis-1947	153	10	,	,	PUNCT
fis-1947	153	11	f.	f.	PROPN
fis-1947	153	12	,	,	PUNCT
fis-1947	153	13	rossi	rossi	PROPN
fis-1947	153	14	,	,	PUNCT
fis-1947	153	15	a.	a.	NOUN
fis-1947	153	16	,	,	PUNCT
fis-1947	153	17	iacoviello	iacoviello	PROPN
fis-1947	153	18	,	,	PUNCT
fis-1947	153	19	d.	d.	PROPN
fis-1947	153	20	,	,	PUNCT
fis-1947	153	21	macro	macro	ADJ
fis-1947	153	22	and	and	CCONJ
fis-1947	153	23	microscopical	microscopical	ADJ
fis-1947	153	24	approach	approach	NOUN
fis-1947	153	25	to	to	ADP
fis-1947	153	26	the	the	DET
fis-1947	153	27	damaging	damaging	ADJ
fis-1947	153	28	micromechanisms	micromechanism	NOUN
fis-1947	153	29	analysis	analysis	NOUN
fis-1947	153	30	in	in	ADP
fis-1947	153	31	a	a	DET
fis-1947	153	32	ferritic	ferritic	ADJ
fis-1947	153	33	ductile	ductile	NOUN
fis-1947	153	34	cast	cast	NOUN
fis-1947	153	35	iron	iron	NOUN
fis-1947	153	36	,	,	PUNCT
fis-1947	153	37	theoretical	theoretical	ADJ
fis-1947	153	38	and	and	CCONJ
fis-1947	153	39	applied	apply	VERB
fis-1947	153	40	fracture	fracture	NOUN
fis-1947	153	41	mechanics	mechanic	NOUN
fis-1947	153	42	,	,	PUNCT
fis-1947	153	43	69	69	NUM
fis-1947	153	44	(	(	PUNCT
fis-1947	153	45	2014	2014	NUM
fis-1947	153	46	)	)	PUNCT
fis-1947	153	47	26	26	NUM
fis-1947	153	48	-	-	SYM
fis-1947	153	49	33	33	NUM
fis-1947	153	50	.	.	PUNCT
fis-1947	154	1	[	[	X
fis-1947	154	2	6	6	NUM
fis-1947	154	3	]	]	X
fis-1947	154	4	de	de	X
fis-1947	154	5	santis	santis	PROPN
fis-1947	154	6	,	,	PUNCT
fis-1947	154	7	a.	a.	PROPN
fis-1947	154	8	,	,	PUNCT
fis-1947	154	9	di	di	NOUN
fis-1947	154	10	bartolomeo	bartolomeo	PROPN
fis-1947	154	11	,	,	PUNCT
fis-1947	154	12	o.	o.	PROPN
fis-1947	154	13	,	,	PUNCT
fis-1947	154	14	iacoviello	iacoviello	PROPN
fis-1947	154	15	,	,	PUNCT
fis-1947	154	16	d.	d.	PROPN
fis-1947	154	17	,	,	PUNCT
fis-1947	154	18	iacoviello	iacoviello	PROPN
fis-1947	154	19	,	,	PUNCT
fis-1947	154	20	f.	f.	PROPN
fis-1947	154	21	,	,	PUNCT
fis-1947	154	22	quantitative	quantitative	ADJ
fis-1947	154	23	shape	shape	NOUN
fis-1947	154	24	evaluation	evaluation	NOUN
fis-1947	154	25	of	of	ADP
fis-1947	154	26	graphite	graphite	NOUN
fis-1947	154	27	elements	element	NOUN
fis-1947	154	28	in	in	ADP
fis-1947	154	29	ductile	ductile	NOUN
fis-1947	154	30	iron	iron	NOUN
fis-1947	154	31	,	,	PUNCT
fis-1947	154	32	journal	journal	NOUN
fis-1947	154	33	of	of	ADP
fis-1947	154	34	materials	material	NOUN
fis-1947	154	35	processing	processing	NOUN
fis-1947	154	36	and	and	CCONJ
fis-1947	154	37	technology	technology	NOUN
fis-1947	154	38	,	,	PUNCT
fis-1947	154	39	196	196	NUM
fis-1947	154	40	(	(	PUNCT
fis-1947	154	41	1	1	NUM
fis-1947	154	42	-	-	SYM
fis-1947	154	43	3	3	NUM
fis-1947	154	44	)	)	PUNCT
fis-1947	154	45	(	(	PUNCT
fis-1947	154	46	2008	2008	NUM
fis-1947	154	47	)	)	PUNCT
fis-1947	154	48	292	292	NUM
fis-1947	154	49	-	-	SYM
fis-1947	154	50	302	302	NUM
fis-1947	154	51	.	.	PUNCT
fis-1947	155	1	[	[	X
fis-1947	155	2	7	7	X
fis-1947	155	3	]	]	X
fis-1947	155	4	astm	astm	PROPN
fis-1947	155	5	standard	standard	NOUN
fis-1947	155	6	a247	a247	PROPN
fis-1947	155	7	–	–	PUNCT
fis-1947	155	8	16a	16a	NOUN
fis-1947	155	9	,	,	PUNCT
fis-1947	155	10	standard	standard	ADJ
fis-1947	155	11	test	test	NOUN
fis-1947	155	12	method	method	NOUN
fis-1947	155	13	for	for	ADP
fis-1947	155	14	evaluating	evaluate	VERB
fis-1947	155	15	the	the	DET
fis-1947	155	16	microstructure	microstructure	NOUN
fis-1947	155	17	of	of	ADP
fis-1947	155	18	graphite	graphite	NOUN
fis-1947	155	19	in	in	ADP
fis-1947	155	20	iron	iron	NOUN
fis-1947	155	21	castings	casting	NOUN
fis-1947	155	22	,	,	PUNCT
fis-1947	155	23	(	(	PUNCT
fis-1947	155	24	2016	2016	NUM
fis-1947	155	25	)	)	PUNCT
fis-1947	155	26	1	1	NUM
fis-1947	155	27	-	-	SYM
fis-1947	155	28	13	13	NUM
fis-1947	155	29	.	.	PUNCT
fis-1947	156	1	[	[	X
fis-1947	156	2	8	8	NUM
fis-1947	156	3	]	]	X
fis-1947	156	4	decost	decost	NOUN
fis-1947	156	5	,	,	PUNCT
fis-1947	156	6	b.l	b.l	PROPN
fis-1947	156	7	.	.	PROPN
fis-1947	156	8	,	,	PUNCT
fis-1947	156	9	holm	holm	PROPN
fis-1947	156	10	,	,	PUNCT
fis-1947	156	11	e.a	e.a	PROPN
fis-1947	156	12	.	.	PROPN
fis-1947	156	13	,	,	PUNCT
fis-1947	156	14	a	a	DET
fis-1947	156	15	computer	computer	NOUN
fis-1947	156	16	vision	vision	NOUN
fis-1947	156	17	approach	approach	NOUN
fis-1947	156	18	for	for	ADP
fis-1947	156	19	automated	automate	VERB
fis-1947	156	20	analysis	analysis	NOUN
fis-1947	156	21	and	and	CCONJ
fis-1947	156	22	classification	classification	NOUN
fis-1947	156	23	of	of	ADP
fis-1947	156	24	microstructural	microstructural	ADJ
fis-1947	156	25	image	image	NOUN
fis-1947	156	26	data	datum	NOUN
fis-1947	156	27	,	,	PUNCT
fis-1947	156	28	computational	computational	ADJ
fis-1947	156	29	materials	material	NOUN
fis-1947	156	30	science	science	NOUN
fis-1947	156	31	,	,	PUNCT
fis-1947	156	32	110	110	NUM
fis-1947	156	33	(	(	PUNCT
fis-1947	156	34	2015	2015	NUM
fis-1947	156	35	)	)	PUNCT
fis-1947	156	36	126	126	NUM
fis-1947	156	37	-	-	SYM
fis-1947	156	38	133	133	NUM
fis-1947	156	39	[	[	X
fis-1947	156	40	9	9	NUM
fis-1947	156	41	]	]	PUNCT
fis-1947	156	42	jolliffe	jolliffe	PROPN
fis-1947	156	43	,	,	PUNCT
fis-1947	156	44	i.t	i.t	PROPN
fis-1947	156	45	.	.	PROPN
fis-1947	156	46	,	,	PUNCT
fis-1947	156	47	principal	principal	ADJ
fis-1947	156	48	component	component	NOUN
fis-1947	156	49	analysis	analysis	NOUN
fis-1947	156	50	,	,	PUNCT
fis-1947	156	51	2nd	2nd	ADJ
fis-1947	156	52	edition	edition	NOUN
fis-1947	156	53	,	,	PUNCT
fis-1947	156	54	springer	springer	NOUN
fis-1947	156	55	,	,	PUNCT
fis-1947	156	56	(	(	PUNCT
fis-1947	156	57	2002	2002	NUM
fis-1947	156	58	)	)	PUNCT
fis-1947	156	59	.	.	PUNCT
fis-1947	157	1	[	[	X
fis-1947	157	2	10	10	NUM
fis-1947	157	3	]	]	X
fis-1947	157	4	cristianini	cristianini	PROPN
fis-1947	157	5	,	,	PUNCT
fis-1947	157	6	n.	n.	NOUN
fis-1947	157	7	,	,	PUNCT
fis-1947	157	8	shawe	shawe	NOUN
fis-1947	157	9	-	-	PUNCT
fis-1947	157	10	taylor	taylor	PROPN
fis-1947	157	11	,	,	PUNCT
fis-1947	157	12	j.	j.	PROPN
fis-1947	157	13	,	,	PUNCT
fis-1947	157	14	an	an	DET
fis-1947	157	15	introduction	introduction	NOUN
fis-1947	157	16	to	to	PART
fis-1947	157	17	support	support	VERB
fis-1947	157	18	vector	vector	NOUN
fis-1947	157	19	machines	machine	NOUN
fis-1947	157	20	and	and	CCONJ
fis-1947	157	21	other	other	ADJ
fis-1947	157	22	kernel	kernel	NOUN
fis-1947	157	23	-	-	PUNCT
fis-1947	157	24	based	base	VERB
fis-1947	157	25	learning	learning	NOUN
fis-1947	157	26	methods	method	NOUN
fis-1947	157	27	,	,	PUNCT
fis-1947	157	28	cambridge	cambridge	PROPN
fis-1947	157	29	university	university	PROPN
fis-1947	157	30	press	press	NOUN
fis-1947	157	31	,	,	PUNCT
fis-1947	157	32	new	new	PROPN
fis-1947	157	33	york	york	PROPN
fis-1947	157	34	,	,	PUNCT
fis-1947	157	35	ny	ny	PROPN
fis-1947	157	36	,	,	PUNCT
fis-1947	157	37	usa	usa	PROPN
fis-1947	157	38	,	,	PUNCT
fis-1947	157	39	(	(	PUNCT
fis-1947	157	40	2000	2000	NUM
fis-1947	157	41	)	)	PUNCT
fis-1947	157	42	.	.	PUNCT
fis-1947	158	1	[	[	X
fis-1947	158	2	11	11	NUM
fis-1947	158	3	]	]	X
fis-1947	158	4	nguyen	nguyen	NOUN
fis-1947	158	5	,	,	PUNCT
fis-1947	158	6	b.p	b.p	PROPN
fis-1947	158	7	.	.	PROPN
fis-1947	158	8	,	,	PUNCT
fis-1947	158	9	tay	tay	PROPN
fis-1947	158	10	,	,	PUNCT
fis-1947	158	11	w.l	w.l	PROPN
fis-1947	158	12	.	.	PROPN
fis-1947	158	13	,chui	,chui	PROPN
fis-1947	158	14	,	,	PUNCT
fis-1947	158	15	c.k	c.k	PROPN
fis-1947	158	16	.	.	PUNCT
fis-1947	159	1	:	:	PUNCT
fis-1947	159	2	,	,	PUNCT
fis-1947	159	3	robust	robust	ADJ
fis-1947	159	4	biometric	biometric	ADJ
fis-1947	159	5	recognition	recognition	NOUN
fis-1947	159	6	from	from	ADP
fis-1947	159	7	palm	palm	NOUN
fis-1947	159	8	depth	depth	NOUN
fis-1947	159	9	images	image	NOUN
fis-1947	159	10	for	for	ADP
fis-1947	159	11	gloved	gloved	ADJ
fis-1947	159	12	hands	hand	NOUN
fis-1947	159	13	,	,	PUNCT
fis-1947	159	14	ieee	ieee	NOUN
fis-1947	159	15	transactions	transaction	NOUN
fis-1947	159	16	on	on	ADP
fis-1947	159	17	human	human	ADJ
fis-1947	159	18	-	-	PUNCT
fis-1947	159	19	machine	machine	NOUN
fis-1947	159	20	-	-	PUNCT
fis-1947	159	21	systems	system	NOUN
fis-1947	159	22	,	,	PUNCT
fis-1947	159	23	45	45	NUM
fis-1947	159	24	(	(	PUNCT
fis-1947	159	25	6	6	NUM
fis-1947	159	26	)	)	PUNCT
fis-1947	159	27	(	(	PUNCT
fis-1947	159	28	2015	2015	NUM
fis-1947	159	29	)	)	PUNCT
fis-1947	159	30	799	799	NUM
fis-1947	159	31	-	-	SYM
fis-1947	159	32	805	805	NUM
fis-1947	159	33	.	.	PUNCT
fis-1947	160	1	[	[	X
fis-1947	160	2	12	12	NUM
fis-1947	160	3	]	]	PUNCT
fis-1947	160	4	subasi	subasi	NOUN
fis-1947	160	5	,	,	PUNCT
fis-1947	160	6	a.	a.	NOUN
fis-1947	160	7	,	,	PUNCT
fis-1947	160	8	gursoy	gursoy	NOUN
fis-1947	160	9	,	,	PUNCT
fis-1947	160	10	m.i	m.i	PROPN
fis-1947	160	11	.	.	PROPN
fis-1947	160	12	,	,	PUNCT
fis-1947	160	13	eeg	eeg	PROPN
fis-1947	160	14	signal	signal	NOUN
fis-1947	160	15	classification	classification	NOUN
fis-1947	160	16	using	use	VERB
fis-1947	160	17	pca	pca	PROPN
fis-1947	160	18	,	,	PUNCT
fis-1947	160	19	ica	ica	PROPN
fis-1947	160	20	,	,	PUNCT
fis-1947	160	21	lda	lda	PROPN
fis-1947	160	22	and	and	CCONJ
fis-1947	160	23	support	support	VERB
fis-1947	160	24	vector	vector	NOUN
fis-1947	160	25	machine	machine	NOUN
fis-1947	160	26	,	,	PUNCT
fis-1947	160	27	expert	expert	NOUN
fis-1947	160	28	systems	system	NOUN
fis-1947	160	29	with	with	ADP
fis-1947	160	30	applications	application	NOUN
fis-1947	160	31	,	,	PUNCT
fis-1947	160	32	37	37	NUM
fis-1947	160	33	(	(	PUNCT
fis-1947	160	34	2010	2010	NUM
fis-1947	160	35	)	)	PUNCT
fis-1947	160	36	8659	8659	NUM
fis-1947	160	37	-	-	SYM
fis-1947	160	38	8666	8666	NUM
fis-1947	160	39	.	.	PUNCT
fis-1947	161	1	[	[	X
fis-1947	161	2	13	13	NUM
fis-1947	161	3	]	]	X
fis-1947	161	4	astm	astm	PROPN
fis-1947	161	5	standard	standard	PROPN
fis-1947	161	6	e2567	e2567	PROPN
fis-1947	161	7	–	–	PUNCT
fis-1947	161	8	13a	13a	PROPN
fis-1947	161	9	,	,	PUNCT
fis-1947	161	10	standard	standard	ADJ
fis-1947	161	11	test	test	NOUN
fis-1947	161	12	method	method	NOUN
fis-1947	161	13	for	for	ADP
fis-1947	161	14	determining	determine	VERB
fis-1947	161	15	nodularity	nodularity	NOUN
fis-1947	161	16	and	and	CCONJ
fis-1947	161	17	nodule	nodule	NOUN
fis-1947	161	18	count	count	NOUN
fis-1947	161	19	in	in	ADP
fis-1947	161	20	ductile	ductile	NOUN
fis-1947	161	21	iron	iron	NOUN
fis-1947	161	22	,	,	PUNCT
fis-1947	161	23	(	(	PUNCT
fis-1947	161	24	2013	2013	NUM
fis-1947	161	25	)	)	PUNCT
fis-1947	161	26	1	1	NUM
fis-1947	161	27	-	-	SYM
fis-1947	161	28	4	4	NUM
fis-1947	161	29	.	.	PUNCT
fis-1947	162	1	[	[	X
fis-1947	162	2	14	14	NUM
fis-1947	162	3	]	]	X
fis-1947	162	4	otsu	otsu	NOUN
fis-1947	162	5	,	,	PUNCT
fis-1947	162	6	n.	n.	NOUN
fis-1947	162	7	,threshold	,threshold	PUNCT
fis-1947	162	8	selection	selection	NOUN
fis-1947	162	9	method	method	NOUN
fis-1947	162	10	for	for	ADP
fis-1947	162	11	gray	gray	ADJ
fis-1947	162	12	-	-	PUNCT
fis-1947	162	13	level	level	NOUN
fis-1947	162	14	histograms	histogram	NOUN
fis-1947	162	15	,	,	PUNCT
fis-1947	162	16	ieee	ieee	NOUN
fis-1947	162	17	transactions	transaction	NOUN
fis-1947	162	18	od	od	PROPN
fis-1947	162	19	systems	system	NOUN
fis-1947	162	20	,	,	PUNCT
fis-1947	162	21	man	man	NOUN
fis-1947	162	22	,	,	PUNCT
fis-1947	162	23	and	and	CCONJ
fis-1947	162	24	cybernetics	cybernetic	NOUN
fis-1947	162	25	,	,	PUNCT
fis-1947	162	26	1	1	NUM
fis-1947	162	27	(	(	PUNCT
fis-1947	162	28	1979	1979	NUM
fis-1947	162	29	)	)	PUNCT
fis-1947	162	30	62	62	NUM
fis-1947	162	31	-	-	SYM
fis-1947	162	32	66	66	NUM
fis-1947	162	33	.	.	PUNCT
fis-1947	163	1	[	[	X
fis-1947	163	2	15	15	NUM
fis-1947	163	3	]	]	X
fis-1947	163	4	de	de	X
fis-1947	163	5	santis	santis	PROPN
fis-1947	163	6	,	,	PUNCT
fis-1947	163	7	a.	a.	NOUN
fis-1947	163	8	,	,	PUNCT
fis-1947	163	9	iacoviello	iacoviello	PROPN
fis-1947	163	10	,	,	PUNCT
fis-1947	163	11	d.	d.	PROPN
fis-1947	163	12	,	,	PUNCT
fis-1947	163	13	discrete	discrete	ADJ
fis-1947	163	14	level	level	NOUN
fis-1947	163	15	set	set	NOUN
fis-1947	163	16	approach	approach	NOUN
fis-1947	163	17	to	to	ADP
fis-1947	163	18	image	image	NOUN
fis-1947	163	19	segmentation	segmentation	NOUN
fis-1947	163	20	,	,	PUNCT
fis-1947	163	21	signal	signal	NOUN
fis-1947	163	22	,	,	PUNCT
fis-1947	163	23	image	image	NOUN
fis-1947	163	24	and	and	CCONJ
fis-1947	163	25	video	video	NOUN
fis-1947	163	26	processing	processing	NOUN
fis-1947	163	27	,	,	PUNCT
fis-1947	163	28	springer	springer	NOUN
fis-1947	163	29	-	-	PUNCT
fis-1947	163	30	verlag	verlag	PROPN
fis-1947	163	31	london	london	PROPN
fis-1947	163	32	,	,	PUNCT
fis-1947	163	33	1(4	1(4	NUM
fis-1947	163	34	)	)	PUNCT
fis-1947	163	35	(	(	PUNCT
fis-1947	163	36	2007	2007	NUM
fis-1947	163	37	)	)	PUNCT
fis-1947	163	38	303	303	NUM
fis-1947	163	39	-	-	SYM
fis-1947	163	40	320	320	NUM
fis-1947	163	41	.	.	PUNCT
fis-1947	164	1	[	[	X
fis-1947	164	2	16	16	NUM
fis-1947	164	3	]	]	X
fis-1947	164	4	song	song	NOUN
fis-1947	164	5	,	,	PUNCT
fis-1947	164	6	f.	f.	PROPN
fis-1947	164	7	,	,	PUNCT
fis-1947	164	8	guo	guo	PROPN
fis-1947	164	9	,	,	PUNCT
fis-1947	164	10	z.	z.	PROPN
fis-1947	164	11	,	,	PUNCT
fis-1947	164	12	mei	mei	PROPN
fis-1947	164	13	,	,	PUNCT
fis-1947	164	14	d.	d.	PROPN
fis-1947	164	15	,	,	PUNCT
fis-1947	164	16	feature	feature	NOUN
fis-1947	164	17	selection	selection	NOUN
fis-1947	164	18	using	use	VERB
fis-1947	164	19	principal	principal	ADJ
fis-1947	164	20	component	component	NOUN
fis-1947	164	21	analysis	analysis	NOUN
fis-1947	164	22	,	,	PUNCT
fis-1947	164	23	2010	2010	NUM
fis-1947	164	24	international	international	ADJ
fis-1947	164	25	conference	conference	NOUN
fis-1947	164	26	on	on	ADP
fis-1947	164	27	system	system	NOUN
fis-1947	164	28	science	science	NOUN
fis-1947	164	29	,	,	PUNCT
fis-1947	164	30	engineering	engineering	NOUN
fis-1947	164	31	design	design	NOUN
fis-1947	164	32	and	and	CCONJ
fis-1947	164	33	manufacturing	manufacturing	NOUN
fis-1947	164	34	informatization	informatization	NOUN
fis-1947	164	35	,	,	PUNCT
fis-1947	164	36	(	(	PUNCT
fis-1947	164	37	2010	2010	NUM
fis-1947	164	38	)	)	PUNCT
fis-1947	164	39	27–30	27–30	NUM
fis-1947	164	40	.	.	PUNCT
fis-1947	165	1	[	[	X
fis-1947	165	2	17	17	NUM
fis-1947	165	3	]	]	X
fis-1947	165	4	hsu	hsu	PROPN
fis-1947	165	5	,	,	PUNCT
fis-1947	165	6	c.w	c.w	PROPN
fis-1947	165	7	.	.	PROPN
fis-1947	165	8	,	,	PUNCT
fis-1947	165	9	chang	chang	PROPN
fis-1947	165	10	,	,	PUNCT
fis-1947	165	11	c.c	c.c	PROPN
fis-1947	165	12	.	.	PROPN
fis-1947	165	13	,	,	PUNCT
fis-1947	165	14	lin	lin	PROPN
fis-1947	165	15	,	,	PUNCT
fis-1947	165	16	c.j	c.j	PROPN
fis-1947	165	17	.	.	PROPN
fis-1947	165	18	,	,	PUNCT
fis-1947	165	19	a	a	DET
fis-1947	165	20	practical	practical	ADJ
fis-1947	165	21	guide	guide	NOUN
fis-1947	165	22	to	to	PART
fis-1947	165	23	support	support	VERB
fis-1947	165	24	vector	vector	NOUN
fis-1947	165	25	classification	classification	NOUN
fis-1947	165	26	,	,	PUNCT
fis-1947	165	27	bioinformatics	bioinformatic	NOUN
fis-1947	165	28	,	,	PUNCT
fis-1947	165	29	1	1	NUM
fis-1947	165	30	(	(	PUNCT
fis-1947	165	31	1	1	NUM
fis-1947	165	32	)	)	PUNCT
fis-1947	165	33	(	(	PUNCT
fis-1947	165	34	2003	2003	NUM
fis-1947	165	35	)	)	PUNCT
fis-1947	165	36	1–16	1–16	NOUN
fis-1947	165	37	.	.	PUNCT
fis-1947	166	1	[	[	X
fis-1947	166	2	18	18	NUM
fis-1947	166	3	]	]	X
fis-1947	166	4	efron	efron	PROPN
fis-1947	166	5	,	,	PUNCT
fis-1947	166	6	b.	b.	PROPN
fis-1947	166	7	,	,	PUNCT
fis-1947	166	8	estimating	estimate	VERB
fis-1947	166	9	the	the	DET
fis-1947	166	10	error	error	NOUN
fis-1947	166	11	rate	rate	NOUN
fis-1947	166	12	of	of	ADP
fis-1947	166	13	a	a	DET
fis-1947	166	14	prediction	prediction	NOUN
fis-1947	166	15	rule	rule	NOUN
fis-1947	166	16	:	:	PUNCT
fis-1947	166	17	improvement	improvement	NOUN
fis-1947	166	18	on	on	ADP
fis-1947	166	19	cross	cross	ADJ
fis-1947	166	20	-	-	NOUN
fis-1947	166	21	validation	validation	ADJ
fis-1947	166	22	,	,	PUNCT
fis-1947	166	23	journalsamerican	journalsamerican	PROPN
fis-1947	166	24	statistical	statistical	ADJ
fis-1947	166	25	association	association	NOUN
fis-1947	166	26	,	,	PUNCT
fis-1947	166	27	78	78	NUM
fis-1947	166	28	(	(	PUNCT
fis-1947	166	29	1983	1983	NUM
fis-1947	166	30	)	)	PUNCT
fis-1947	166	31	316–331	316–331	NUM
fis-1947	166	32	.	.	PUNCT
fis-1947	167	1	[	[	X
fis-1947	167	2	19	19	NUM
fis-1947	167	3	]	]	X
fis-1947	167	4	chang	chang	PROPN
fis-1947	167	5	,	,	PUNCT
fis-1947	167	6	c	c	PROPN
fis-1947	167	7	-	-	SYM
fis-1947	167	8	c	c	PROPN
fis-1947	167	9	,	,	PUNCT
fis-1947	167	10	lin	lin	PROPN
fis-1947	167	11	,	,	PUNCT
fis-1947	167	12	c	c	PROPN
fis-1947	167	13	-	-	PUNCT
fis-1947	167	14	j.	j.	PROPN
fis-1947	167	15	,	,	PUNCT
fis-1947	167	16	libsvm	libsvm	VERB
fis-1947	167	17	:	:	PUNCT
fis-1947	167	18	a	a	DET
fis-1947	167	19	library	library	NOUN
fis-1947	167	20	for	for	ADP
fis-1947	167	21	support	support	NOUN
fis-1947	167	22	vector	vector	NOUN
fis-1947	167	23	machines	machine	NOUN
fis-1947	167	24	,	,	PUNCT
fis-1947	167	25	,	,	PUNCT
fis-1947	167	26	acm	acm	NOUN
fis-1947	167	27	transactions	transaction	NOUN
fis-1947	167	28	on	on	ADP
fis-1947	167	29	intelligent	intelligent	ADJ
fis-1947	167	30	systems	system	NOUN
fis-1947	167	31	and	and	CCONJ
fis-1947	167	32	technology	technology	NOUN
fis-1947	167	33	,	,	PUNCT
fis-1947	167	34	2	2	NUM
fis-1947	167	35	(	(	PUNCT
fis-1947	167	36	27	27	NUM
fis-1947	167	37	)	)	PUNCT
fis-1947	167	38	(	(	PUNCT
fis-1947	167	39	2011	2011	NUM
fis-1947	167	40	)	)	PUNCT
fis-1947	167	41	1	1	NUM
fis-1947	167	42	-	-	SYM
fis-1947	167	43	27	27	NUM
fis-1947	167	44	.	.	PUNCT
fis-1947	168	1	software	software	NOUN
fis-1947	168	2	available	available	ADJ
fis-1947	168	3	at	at	ADP
fis-1947	168	4	http://www.csie.ntu.edu.tw/~cjlin/libsvm	http://www.csie.ntu.edu.tw/~cjlin/libsvm	NUM
fis-1947	168	5	.	.	PUNCT
fis-1947	169	1	[	[	X
fis-1947	169	2	20	20	NUM
fis-1947	169	3	]	]	PUNCT
fis-1947	169	4	cortes	corte	NOUN
fis-1947	169	5	,	,	PUNCT
fis-1947	169	6	c.	c.	NOUN
fis-1947	169	7	,	,	PUNCT
fis-1947	169	8	vapnik	vapnik	X
fis-1947	169	9	,	,	PUNCT
fis-1947	169	10	v.	v.	ADV
fis-1947	169	11	,	,	PUNCT
fis-1947	169	12	support	support	VERB
fis-1947	169	13	vector	vector	NOUN
fis-1947	169	14	networks	network	NOUN
fis-1947	169	15	,	,	PUNCT
fis-1947	169	16	,	,	PUNCT
fis-1947	169	17	mach	mach	NOUN
fis-1947	169	18	.	.	PUNCT
fis-1947	170	1	learn	learn	PROPN
fis-1947	170	2	.	.	PROPN
fis-1947	170	3	,	,	PUNCT
fis-1947	170	4	20	20	NUM
fis-1947	170	5	(	(	PUNCT
fis-1947	170	6	1995	1995	NUM
fis-1947	170	7	)	)	PUNCT
fis-1947	170	8	273–297	273–297	NUM
fis-1947	170	9	.	.	PUNCT
fis-1947	171	1	<	<	X
fis-1947	171	2	<	<	X
fis-1947	171	3	/ascii85encodepages	/ascii85encodepage	NOUN
fis-1947	171	4	false	false	ADJ
fis-1947	171	5	/allowtransparency	/allowtransparency	NOUN
fis-1947	171	6	false	false	ADJ
fis-1947	171	7	/autopositionepsfiles	/autopositionepsfile	NOUN
fis-1947	171	8	true	true	ADJ
fis-1947	171	9	/autorotatepages	/autorotatepage	NOUN
fis-1947	171	10	/none	/none	PUNCT
fis-1947	171	11	/binding	/binding	PUNCT
fis-1947	171	12	/left	/left	ADJ
fis-1947	172	1	/calgrayprofile	/calgrayprofile	VERB
fis-1947	172	2	(	(	PUNCT
fis-1947	172	3	dot	dot	NOUN
fis-1947	172	4	gain	gain	NOUN
fis-1947	172	5	20	20	NUM
fis-1947	172	6	%	%	NOUN
fis-1947	172	7	)	)	PUNCT
fis-1947	172	8	/calrgbprofile	/calrgbprofile	PUNCT
fis-1947	173	1	(	(	PUNCT
fis-1947	173	2	srgb	srgb	PROPN
fis-1947	173	3	iec61966	iec61966	NOUN
fis-1947	173	4	-	-	PUNCT
fis-1947	173	5	2.1	2.1	NUM
fis-1947	173	6	)	)	PUNCT
fis-1947	173	7	/calcmykprofile	/calcmykprofile	PUNCT
fis-1947	174	1	(	(	PUNCT
fis-1947	174	2	u.s	u.s	PROPN
fis-1947	174	3	.	.	PROPN
fis-1947	174	4	web	web	NOUN
fis-1947	174	5	coated	coat	VERB
fis-1947	174	6	\050swop\051	\050swop\051	ADJ
fis-1947	174	7	v2	v2	NOUN
fis-1947	174	8	)	)	PUNCT
fis-1947	174	9	/srgbprofile	/srgbprofile	PUNCT
fis-1947	174	10	(	(	PUNCT
fis-1947	174	11	srgb	srgb	PROPN
fis-1947	174	12	iec61966	iec61966	NOUN
fis-1947	174	13	-	-	PUNCT
fis-1947	174	14	2.1	2.1	NUM
fis-1947	174	15	)	)	PUNCT
fis-1947	174	16	/cannotembedfontpolicy	/cannotembedfontpolicy	PUNCT
fis-1947	175	1	/error	/error	INTJ
fis-1947	175	2	/compatibilitylevel	/compatibilitylevel	NOUN
fis-1947	176	1	1.4	1.4	NUM
fis-1947	176	2	/compressobjects	/compressobject	NOUN
fis-1947	176	3	/tags	/tag	VERB
fis-1947	176	4	/compresspages	/compresspage	NOUN
fis-1947	176	5	true	true	ADJ
fis-1947	176	6	/convertimagestoindexed	/convertimagestoindexed	ADJ
fis-1947	176	7	true	true	ADJ
fis-1947	176	8	/passthroughjpegimages	/passthroughjpegimage	NOUN
fis-1947	176	9	true	true	ADJ
fis-1947	176	10	/createjobticket	/createjobticket	NOUN
fis-1947	176	11	false	false	ADJ
fis-1947	176	12	/defaultrenderingintent	/defaultrenderingintent	NOUN
fis-1947	176	13	/default	/default	PUNCT
fis-1947	176	14	/detectblends	/detectblend	NOUN
fis-1947	176	15	true	true	ADJ
fis-1947	176	16	/detectcurves	/detectcurve	VERB
fis-1947	177	1	0.0000	0.0000	NUM
fis-1947	177	2	/colorconversionstrategy	/colorconversionstrategy	NOUN
fis-1947	177	3	/cmyk	/cmyk	PUNCT
fis-1947	178	1	/dothumbnails	/dothumbnail	VERB
fis-1947	179	1	false	false	ADJ
fis-1947	179	2	/embedallfonts	/embedallfont	NOUN
fis-1947	179	3	true	true	ADJ
fis-1947	179	4	/embedopentype	/embedopentype	PUNCT
fis-1947	179	5	false	false	ADJ
fis-1947	179	6	/parseiccprofilesincomments	/parseiccprofilesincomment	NOUN
fis-1947	179	7	true	true	ADJ
fis-1947	179	8	/embedjoboptions	/embedjoboption	NOUN
fis-1947	179	9	true	true	ADJ
fis-1947	179	10	/dscreportinglevel	/dscreportinglevel	NOUN
fis-1947	179	11	0	0	NUM
fis-1947	179	12	/emitdscwarnings	/emitdscwarning	NOUN
fis-1947	179	13	false	false	ADJ
fis-1947	179	14	/endpage	/endpage	NOUN
fis-1947	179	15	-1	-1	NOUN
fis-1947	179	16	/imagememory	/imagememory	NUM
fis-1947	179	17	1048576	1048576	NUM
fis-1947	179	18	/lockdistillerparams	/lockdistillerparams	NOUN
fis-1947	179	19	false	false	ADJ
fis-1947	179	20	/maxsubsetpct	/maxsubsetpct	ADJ
fis-1947	179	21	100	100	NUM
fis-1947	179	22	/optimize	/optimize	NOUN
fis-1947	179	23	true	true	ADJ
fis-1947	179	24	/opm	/opm	NOUN
fis-1947	179	25	1	1	NUM
fis-1947	179	26	/parsedsccomments	/parsedsccomment	NOUN
fis-1947	179	27	true	true	ADJ
fis-1947	179	28	/parsedsccommentsfordocinfo	/parsedsccommentsfordocinfo	VERB
fis-1947	179	29	true	true	ADJ
fis-1947	179	30	/preservecopypage	/preservecopypage	NOUN
fis-1947	179	31	true	true	ADJ
fis-1947	179	32	/preservedicmykvalues	/preservedicmykvalue	NOUN
fis-1947	179	33	true	true	ADJ
fis-1947	179	34	/preserveepsinfo	/preserveepsinfo	NOUN
fis-1947	179	35	true	true	ADJ
fis-1947	179	36	/preserveflatness	/preserveflatness	NOUN
fis-1947	179	37	true	true	ADJ
fis-1947	179	38	/preservehalftoneinfo	/preservehalftoneinfo	PUNCT
fis-1947	179	39	false	false	ADJ
fis-1947	179	40	/preserveopicomments	/preserveopicomment	NOUN
fis-1947	179	41	true	true	ADJ
fis-1947	179	42	/preserveoverprintsettings	/preserveoverprintsetting	NOUN
fis-1947	179	43	true	true	ADJ
fis-1947	179	44	/startpage	/startpage	NOUN
fis-1947	179	45	1	1	NUM
fis-1947	179	46	/subsetfonts	/subsetfont	NOUN
fis-1947	179	47	true	true	ADJ
fis-1947	179	48	/transferfunctioninfo	/transferfunctioninfo	PUNCT
fis-1947	179	49	/apply	/apply	PUNCT
fis-1947	179	50	/ucrandbginfo	/ucrandbginfo	PUNCT
fis-1947	180	1	/preserve	/preserve	NOUN
fis-1947	180	2	/useprologue	/useprologue	NOUN
fis-1947	180	3	false	false	ADJ
fis-1947	180	4	/colorsettingsfile	/colorsettingsfile	NOUN
fis-1947	180	5	(	(	PUNCT
fis-1947	180	6	)	)	PUNCT
fis-1947	180	7	/alwaysembed	/alwaysembe	VERB
fis-1947	180	8	[	[	PUNCT
fis-1947	180	9	true	true	ADJ
fis-1947	180	10	]	]	PUNCT
fis-1947	180	11	/neverembed	/neverembed	PUNCT
fis-1947	181	1	[	[	PUNCT
fis-1947	181	2	true	true	ADJ
fis-1947	181	3	]	]	PUNCT
fis-1947	181	4	/antialiascolorimages	/antialiascolorimages	X
fis-1947	181	5	false	false	ADJ
fis-1947	181	6	/cropcolorimages	/cropcolorimages	PUNCT
fis-1947	181	7	true	true	ADJ
fis-1947	181	8	/colorimageminresolution	/colorimageminresolution	PUNCT
fis-1947	181	9	300	300	NUM
fis-1947	181	10	/colorimageminresolutionpolicy	/colorimageminresolutionpolicy	NOUN
fis-1947	181	11	/ok	/ok	ADJ
fis-1947	182	1	/downsamplecolorimages	/downsamplecolorimage	VERB
fis-1947	183	1	true	true	ADJ
fis-1947	183	2	/colorimagedownsampletype	/colorimagedownsampletype	PUNCT
fis-1947	183	3	/bicubic	/bicubic	NOUN
fis-1947	183	4	/colorimageresolution	/colorimageresolution	NOUN
fis-1947	184	1	300	300	NUM
fis-1947	184	2	/colorimagedepth	/colorimagedepth	PRON
fis-1947	184	3	-1	-1	INTJ
fis-1947	184	4	/colorimagemindownsampledepth	/colorimagemindownsampledepth	SYM
fis-1947	184	5	1	1	NUM
fis-1947	184	6	/colorimagedownsamplethreshold	/colorimagedownsamplethreshold	SYM
fis-1947	184	7	1.50000	1.50000	NUM
fis-1947	184	8	/encodecolorimages	/encodecolorimage	NOUN
fis-1947	184	9	true	true	ADJ
fis-1947	184	10	/colorimagefilter	/colorimagefilter	PUNCT
fis-1947	184	11	/dctencode	/dctencode	PUNCT
fis-1947	185	1	/autofiltercolorimages	/autofiltercolorimage	NOUN
fis-1947	185	2	true	true	ADJ
fis-1947	185	3	/colorimageautofilterstrategy	/colorimageautofilterstrategy	PUNCT
fis-1947	185	4	/jpeg	/jpeg	PUNCT
fis-1947	185	5	/coloracsimagedict	/coloracsimagedict	PUNCT
fis-1947	186	1	<	<	X
fis-1947	186	2	<	<	X
fis-1947	186	3	/qfactor	/qfactor	NOUN
fis-1947	186	4	0.15	0.15	NUM
fis-1947	186	5	/hsamples	/hsample	NOUN
fis-1947	187	1	[	[	X
fis-1947	187	2	1	1	NUM
fis-1947	187	3	1	1	NUM
fis-1947	187	4	1	1	NUM
fis-1947	187	5	1	1	NUM
fis-1947	187	6	]	]	PUNCT
fis-1947	187	7	/vsamples	/vsample	NOUN
fis-1947	188	1	[	[	X
fis-1947	188	2	1	1	NUM
fis-1947	188	3	1	1	NUM
fis-1947	188	4	1	1	NUM
fis-1947	188	5	1	1	NUM
fis-1947	188	6	]	]	PUNCT
fis-1947	188	7	>	>	PUNCT
fis-1947	188	8	>	>	X
fis-1947	188	9	/colorimagedict	/colorimagedict	PUNCT
fis-1947	189	1	<	<	X
fis-1947	189	2	<	<	X
fis-1947	189	3	/qfactor	/qfactor	NOUN
fis-1947	189	4	0.15	0.15	NUM
fis-1947	189	5	/hsamples	/hsample	NOUN
fis-1947	190	1	[	[	X
fis-1947	190	2	1	1	NUM
fis-1947	190	3	1	1	NUM
fis-1947	190	4	1	1	NUM
fis-1947	190	5	1	1	NUM
fis-1947	190	6	]	]	PUNCT
fis-1947	190	7	/vsamples	/vsample	NOUN
fis-1947	191	1	[	[	X
fis-1947	191	2	1	1	NUM
fis-1947	191	3	1	1	NUM
fis-1947	191	4	1	1	NUM
fis-1947	191	5	1	1	NUM
fis-1947	191	6	]	]	PUNCT
fis-1947	191	7	>	>	PUNCT
fis-1947	191	8	>	>	X
fis-1947	191	9	/jpeg2000coloracsimagedict	/jpeg2000coloracsimagedict	PUNCT
fis-1947	192	1	<	<	X
fis-1947	192	2	<	<	X
fis-1947	192	3	/tilewidth	/tilewidth	PUNCT
fis-1947	192	4	256	256	NUM
fis-1947	192	5	/tileheight	/tileheight	NUM
fis-1947	192	6	256	256	NUM
fis-1947	192	7	/quality	/quality	NOUN
fis-1947	192	8	30	30	NUM
fis-1947	192	9	>	>	PUNCT
fis-1947	192	10	>	>	X
fis-1947	192	11	/jpeg2000colorimagedict	/jpeg2000colorimagedict	PUNCT
fis-1947	192	12	<	<	X
fis-1947	192	13	<	<	X
fis-1947	192	14	/tilewidth	/tilewidth	PUNCT
fis-1947	192	15	256	256	NUM
fis-1947	192	16	/tileheight	/tileheight	NUM
fis-1947	192	17	256	256	NUM
fis-1947	192	18	/quality	/quality	NOUN
fis-1947	192	19	30	30	NUM
fis-1947	192	20	>	>	PUNCT
fis-1947	192	21	>	>	X
fis-1947	192	22	/antialiasgrayimages	/antialiasgrayimages	X
fis-1947	192	23	false	false	ADJ
fis-1947	192	24	/cropgrayimages	/cropgrayimage	NOUN
fis-1947	192	25	true	true	ADJ
fis-1947	192	26	/grayimageminresolution	/grayimageminresolution	ADV
fis-1947	192	27	300	300	NUM
fis-1947	192	28	/grayimageminresolutionpolicy	/grayimageminresolutionpolicy	NOUN
fis-1947	192	29	/ok	/ok	ADJ
fis-1947	192	30	/downsamplegrayimages	/downsamplegrayimages	PUNCT
fis-1947	193	1	true	true	ADJ
fis-1947	193	2	/grayimagedownsampletype	/grayimagedownsampletype	INTJ
fis-1947	193	3	/bicubic	/bicubic	NOUN
fis-1947	193	4	/grayimageresolution	/grayimageresolution	NOUN
fis-1947	193	5	300	300	NUM
fis-1947	193	6	/grayimagedepth	/grayimagedepth	PUNCT
fis-1947	193	7	-1	-1	PUNCT
fis-1947	193	8	/grayimagemindownsampledepth	/grayimagemindownsampledepth	PUNCT
fis-1947	194	1	2	2	NUM
fis-1947	194	2	/grayimagedownsamplethreshold	/grayimagedownsamplethreshold	NUM
fis-1947	194	3	1.50000	1.50000	NUM
fis-1947	194	4	/encodegrayimages	/encodegrayimage	NOUN
fis-1947	194	5	true	true	ADJ
fis-1947	194	6	/grayimagefilter	/grayimagefilter	NOUN
fis-1947	194	7	/dctencode	/dctencode	PUNCT
fis-1947	195	1	/autofiltergrayimages	/autofiltergrayimages	VERB
fis-1947	195	2	true	true	ADJ
fis-1947	195	3	/grayimageautofilterstrategy	/grayimageautofilterstrategy	INTJ
fis-1947	195	4	/jpeg	/jpeg	PUNCT
fis-1947	195	5	/grayacsimagedict	/grayacsimagedict	PUNCT
fis-1947	196	1	<	<	X
fis-1947	196	2	<	<	X
fis-1947	196	3	/qfactor	/qfactor	NOUN
fis-1947	196	4	0.15	0.15	NUM
fis-1947	196	5	/hsamples	/hsample	NOUN
fis-1947	197	1	[	[	X
fis-1947	197	2	1	1	NUM
fis-1947	197	3	1	1	NUM
fis-1947	197	4	1	1	NUM
fis-1947	197	5	1	1	NUM
fis-1947	197	6	]	]	PUNCT
fis-1947	197	7	/vsamples	/vsample	NOUN
fis-1947	198	1	[	[	X
fis-1947	198	2	1	1	NUM
fis-1947	198	3	1	1	NUM
fis-1947	198	4	1	1	NUM
fis-1947	198	5	1	1	NUM
fis-1947	198	6	]	]	PUNCT
fis-1947	198	7	>	>	PUNCT
fis-1947	198	8	>	>	X
fis-1947	198	9	/grayimagedict	/grayimagedict	PUNCT
fis-1947	199	1	<	<	X
fis-1947	199	2	<	<	X
fis-1947	199	3	/qfactor	/qfactor	NOUN
fis-1947	199	4	0.15	0.15	NUM
fis-1947	199	5	/hsamples	/hsample	NOUN
fis-1947	200	1	[	[	X
fis-1947	200	2	1	1	NUM
fis-1947	200	3	1	1	NUM
fis-1947	200	4	1	1	NUM
fis-1947	200	5	1	1	NUM
fis-1947	200	6	]	]	PUNCT
fis-1947	200	7	/vsamples	/vsample	NOUN
fis-1947	201	1	[	[	X
fis-1947	201	2	1	1	NUM
fis-1947	201	3	1	1	NUM
fis-1947	201	4	1	1	NUM
fis-1947	201	5	1	1	NUM
fis-1947	201	6	]	]	PUNCT
fis-1947	201	7	>	>	X
fis-1947	201	8	>	>	X
fis-1947	201	9	/jpeg2000grayacsimagedict	/jpeg2000grayacsimagedict	PUNCT
fis-1947	202	1	<	<	X
fis-1947	202	2	<	<	X
fis-1947	202	3	/tilewidth	/tilewidth	PUNCT
fis-1947	202	4	256	256	NUM
fis-1947	202	5	/tileheight	/tileheight	NUM
fis-1947	202	6	256	256	NUM
fis-1947	202	7	/quality	/quality	NOUN
fis-1947	202	8	30	30	NUM
fis-1947	202	9	>	>	PUNCT
fis-1947	202	10	>	>	X
fis-1947	202	11	/jpeg2000grayimagedict	/jpeg2000grayimagedict	PUNCT
fis-1947	202	12	<	<	X
fis-1947	202	13	<	<	X
fis-1947	202	14	/tilewidth	/tilewidth	PUNCT
fis-1947	202	15	256	256	NUM
fis-1947	202	16	/tileheight	/tileheight	NUM
fis-1947	202	17	256	256	NUM
fis-1947	202	18	/quality	/quality	NOUN
fis-1947	202	19	30	30	NUM
fis-1947	202	20	>	>	PUNCT
fis-1947	202	21	>	>	X
fis-1947	202	22	/antialiasmonoimages	/antialiasmonoimage	NOUN
fis-1947	202	23	false	false	ADJ
fis-1947	202	24	/cropmonoimages	/cropmonoimage	NOUN
fis-1947	202	25	true	true	ADJ
fis-1947	202	26	/monoimageminresolution	/monoimageminresolution	NUM
fis-1947	202	27	1200	1200	NUM
fis-1947	202	28	/monoimageminresolutionpolicy	/monoimageminresolutionpolicy	PUNCT
fis-1947	203	1	/ok	/ok	PROPN
fis-1947	203	2	/downsamplemonoimages	/downsamplemonoimage	VERB
fis-1947	204	1	true	true	ADJ
fis-1947	204	2	/monoimagedownsampletype	/monoimagedownsampletype	PUNCT
fis-1947	204	3	/bicubic	/bicubic	NOUN
fis-1947	204	4	/monoimageresolution	/monoimageresolution	NOUN
fis-1947	204	5	1200	1200	NUM
fis-1947	204	6	/monoimagedepth	/monoimagedepth	PRON
fis-1947	204	7	-1	-1	PUNCT
fis-1947	205	1	/monoimagedownsamplethreshold	/monoimagedownsamplethreshold	PUNCT
fis-1947	205	2	1.50000	1.50000	NUM
fis-1947	205	3	/encodemonoimages	/encodemonoimage	NOUN
fis-1947	205	4	true	true	ADJ
fis-1947	205	5	/monoimagefilter	/monoimagefilter	ADP
fis-1947	205	6	/ccittfaxencode	/ccittfaxencode	INTJ
fis-1947	205	7	/monoimagedict	/monoimagedict	PUNCT
fis-1947	206	1	<	<	X
fis-1947	206	2	<	<	X
fis-1947	206	3	/k	/k	PUNCT
fis-1947	206	4	-1	-1	INTJ
fis-1947	206	5	>	>	PUNCT
fis-1947	206	6	>	>	X
fis-1947	206	7	/allowpsxobjects	/allowpsxobjects	PROPN
fis-1947	206	8	false	false	ADJ
fis-1947	206	9	/checkcompliance	/checkcompliance	NOUN
fis-1947	206	10	[	[	PUNCT
fis-1947	206	11	/none	/none	X
fis-1947	206	12	]	]	PUNCT
fis-1947	206	13	/pdfx1acheck	/pdfx1acheck	PUNCT
fis-1947	206	14	false	false	ADJ
fis-1947	206	15	/pdfx3check	/pdfx3check	PUNCT
fis-1947	206	16	false	false	ADJ
fis-1947	206	17	/pdfxcompliantpdfonly	/pdfxcompliantpdfonly	ADV
fis-1947	206	18	false	false	ADJ
fis-1947	206	19	/pdfxnotrimboxerror	/pdfxnotrimboxerror	NOUN
fis-1947	206	20	true	true	ADJ
fis-1947	206	21	/pdfxtrimboxtomediaboxoffset	/pdfxtrimboxtomediaboxoffset	NOUN
fis-1947	206	22	[	[	PUNCT
fis-1947	206	23	0.00000	0.00000	NUM
fis-1947	206	24	0.00000	0.00000	NUM
fis-1947	206	25	0.00000	0.00000	NUM
fis-1947	206	26	0.00000	0.00000	NUM
fis-1947	206	27	]	]	PUNCT
fis-1947	206	28	/pdfxsetbleedboxtomediabox	/pdfxsetbleedboxtomediabox	PUNCT
fis-1947	207	1	true	true	ADJ
fis-1947	207	2	/pdfxbleedboxtotrimboxoffset	/pdfxbleedboxtotrimboxoffset	PUNCT
fis-1947	207	3	[	[	PUNCT
fis-1947	207	4	0.00000	0.00000	NUM
fis-1947	207	5	0.00000	0.00000	NUM
fis-1947	207	6	0.00000	0.00000	NUM
fis-1947	207	7	0.00000	0.00000	NUM
fis-1947	207	8	]	]	PUNCT
fis-1947	207	9	/pdfxoutputintentprofile	/pdfxoutputintentprofile	PUNCT
fis-1947	208	1	(	(	PUNCT
fis-1947	208	2	)	)	PUNCT
fis-1947	208	3	/pdfxoutputconditionidentifier	/pdfxoutputconditionidentifi	ADJ
fis-1947	208	4	(	(	PUNCT
fis-1947	208	5	)	)	PUNCT
fis-1947	208	6	/pdfxoutputcondition	/pdfxoutputcondition	PRON
fis-1947	208	7	(	(	PUNCT
fis-1947	208	8	)	)	PUNCT
fis-1947	208	9	/pdfxregistryname	/pdfxregistryname	PUNCT
fis-1947	208	10	(	(	PUNCT
fis-1947	208	11	)	)	PUNCT
fis-1947	208	12	/pdfxtrapped	/pdfxtrapped	PUNCT
fis-1947	208	13	/false	/false	INTJ
fis-1947	209	1	/createjdffile	/createjdffile	INTJ
fis-1947	209	2	false	false	ADJ
fis-1947	209	3	/description	/description	NOUN
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fis-1947	210	6	>	>	X
fis-1947	210	7	/bgr	/bgr	PUNCT
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fis-1947	211	3	>	>	X
fis-1947	211	4	/chs	/chs	PUNCT
fis-1947	212	1	<	<	X
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fis-1947	212	3	>	>	X
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fis-1947	213	3	>	>	X
fis-1947	213	4	/cze	/cze	PUNCT
fis-1947	214	1	<	<	X
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fis-1947	214	3	>	>	X
fis-1947	214	4	/dan	/dan	PUNCT
fis-1947	215	1	<	<	X
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fis-1947	216	2	>	>	X
fis-1947	216	3	/deu	/deu	PUNCT
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fis-1947	216	6	>	>	X
fis-1947	216	7	/esp	/esp	PUNCT
fis-1947	216	8	<	<	X
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fis-1947	216	10	>	>	X
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fis-1947	217	3	>	>	X
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fis-1947	218	3	>	>	X
fis-1947	218	4	/gre	/gre	PUNCT
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fis-1947	218	7	>	>	X
fis-1947	218	8	/heb	/heb	X
fis-1947	218	9	<	<	X
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fis-1947	218	11	>	>	X
fis-1947	218	12	/hrv	/hrv	PROPN
fis-1947	219	1	(	(	PUNCT
fis-1947	219	2	za	za	PROPN
fis-1947	219	3	stvaranje	stvaranje	PROPN
fis-1947	219	4	adobe	adobe	PROPN
fis-1947	219	5	pdf	pdf	PROPN
fis-1947	219	6	dokumenata	dokumenata	PROPN
fis-1947	219	7	najpogodnijih	najpogodnijih	PROPN
fis-1947	219	8	za	za	PROPN
fis-1947	219	9	visokokvalitetni	visokokvalitetni	VERB
fis-1947	219	10	ispis	ispis	ADJ
fis-1947	219	11	prije	prije	NOUN
fis-1947	219	12	tiskanja	tiskanja	PROPN
fis-1947	219	13	koristite	koristite	PROPN
fis-1947	219	14	ove	ove	NOUN
fis-1947	219	15	postavke	postavke	NOUN
fis-1947	219	16	.	.	PUNCT
fis-1947	220	1	stvoreni	stvoreni	ADJ
fis-1947	220	2	pdf	pdf	NOUN
fis-1947	220	3	dokumenti	dokumenti	PROPN
fis-1947	220	4	mogu	mogu	PROPN
fis-1947	220	5	se	se	X
fis-1947	220	6	otvoriti	otvoriti	PROPN
fis-1947	220	7	acrobat	acrobat	PROPN
fis-1947	221	1	i	i	PRON
fis-1947	221	2	adobe	adobe	PROPN
fis-1947	221	3	reader	reader	PROPN
fis-1947	221	4	5.0	5.0	NUM
fis-1947	221	5	i	i	PRON
fis-1947	221	6	kasnijim	kasnijim	VERB
fis-1947	221	7	verzijama	verzijama	NOUN
fis-1947	221	8	.	.	PUNCT
fis-1947	221	9	)	)	PUNCT
fis-1947	222	1	/hun	/hun	PUNCT
fis-1947	223	1	<	<	X
fis-1947	223	2	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	X
fis-1947	223	3	>	>	X
fis-1947	223	4	/ita	/ita	PUNCT
fis-1947	224	1	<	<	X
fis-1947	224	2	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	X
fis-1947	224	3	>	>	X
fis-1947	224	4	/jpn	/jpn	PROPN
fis-1947	225	1	<	<	X
fis-1947	225	2	feff9ad854c18cea306a30d730ea30d730ec30b951fa529b7528002000410064006f0062006500200050004400460020658766f8306e4f5c6210306b4f7f75283057307e305930023053306e8a2d5b9a30674f5c62103055308c305f0020005000440046002030d530a130a430eb306f3001004100630072006f0062006100740020304a30883073002000410064006f00620065002000520065006100640065007200200035002e003000204ee5964d3067958b304f30533068304c3067304d307e305930023053306e8a2d5b9a306b306f30d530a930f330c8306e57cb30818fbc307f304c5fc59808306730593002	feff9ad854c18cea306a30d730ea30d730ec30b951fa529b7528002000410064006f0062006500200050004400460020658766f8306e4f5c6210306b4f7f75283057307e305930023053306e8a2d5b9a30674f5c62103055308c305f0020005000440046002030d530a130a430eb306f3001004100630072006f0062006100740020304a30883073002000410064006f00620065002000520065006100640065007200200035002e003000204ee5964d3067958b304f30533068304c3067304d307e305930023053306e8a2d5b9a306b306f30d530a930f330c8306e57cb30818fbc307f304c5fc59808306730593002	X
fis-1947	225	3	>	>	X
fis-1947	225	4	/kor	/kor	PUNCT
fis-1947	226	1	<	<	X
fis-1947	226	2	feffc7740020c124c815c7440020c0acc6a9d558c5ec0020ace0d488c9c80020c2dcd5d80020c778c1c4c5d00020ac00c7a50020c801d569d55c002000410064006f0062006500200050004400460020bb38c11cb97c0020c791c131d569b2c8b2e4002e0020c774b807ac8c0020c791c131b41c00200050004400460020bb38c11cb2940020004100630072006f0062006100740020bc0f002000410064006f00620065002000520065006100640065007200200035002e00300020c774c0c1c5d0c11c0020c5f40020c2180020c788c2b5b2c8b2e4002e	feffc7740020c124c815c7440020c0acc6a9d558c5ec0020ace0d488c9c80020c2dcd5d80020c778c1c4c5d00020ac00c7a50020c801d569d55c002000410064006f0062006500200050004400460020bb38c11cb97c0020c791c131d569b2c8b2e4002e0020c774b807ac8c0020c791c131b41c00200050004400460020bb38c11cb2940020004100630072006f0062006100740020bc0f002000410064006f00620065002000520065006100640065007200200035002e00300020c774c0c1c5d0c11c0020c5f40020c2180020c788c2b5b2c8b2e4002e	X
fis-1947	226	3	>	>	X
fis-1947	226	4	/lth	/lth	PUNCT
fis-1947	227	1	<	<	X
fis-1947	227	2	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	X
fis-1947	227	3	>	>	X
fis-1947	227	4	/lvi	/lvi	PUNCT
fis-1947	228	1	<	<	X
fis-1947	228	2	feff0049007a006d0061006e0074006f006a00690065007400200161006f00730020006900650073007400610074012b006a0075006d00750073002c0020006c0061006900200076006500690064006f00740075002000410064006f00620065002000500044004600200064006f006b0075006d0065006e007400750073002c0020006b006100730020006900720020012b00700061016100690020007000690065006d01130072006f00740069002000610075006700730074006100730020006b00760061006c0069007401010074006500730020007000690072006d007300690065007300700069006501610061006e006100730020006400720075006b00610069002e00200049007a0076006500690064006f006a006900650074002000500044004600200064006f006b0075006d0065006e007400750073002c0020006b006f002000760061007200200061007400760113007200740020006100720020004100630072006f00620061007400200075006e002000410064006f00620065002000520065006100640065007200200035002e0030002c0020006b0101002000610072012b00200074006f0020006a00610075006e0101006b0101006d002000760065007200730069006a0101006d002e	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	X
fis-1947	228	3	>	>	X
fis-1947	228	4	/nld	/nld	PUNCT
fis-1947	229	1	(	(	PUNCT
fis-1947	229	2	gebruik	gebruik	NOUN
fis-1947	229	3	deze	deze	PROPN
fis-1947	229	4	instellingen	instellingen	PROPN
fis-1947	229	5	om	om	PROPN
fis-1947	229	6	adobe	adobe	PROPN
fis-1947	229	7	pdf	pdf	PROPN
fis-1947	229	8	-	-	PUNCT
fis-1947	229	9	documenten	documenten	NOUN
fis-1947	229	10	te	te	ADP
fis-1947	229	11	maken	maken	PROPN
fis-1947	229	12	die	die	PROPN
fis-1947	229	13	zijn	zijn	PROPN
fis-1947	229	14	geoptimaliseerd	geoptimaliseerd	PROPN
fis-1947	229	15	voor	voor	NOUN
fis-1947	229	16	prepress	prepress	NOUN
fis-1947	229	17	-	-	PUNCT
fis-1947	229	18	afdrukken	afdrukken	VERB
fis-1947	229	19	van	van	PROPN
fis-1947	229	20	hoge	hoge	PROPN
fis-1947	229	21	kwaliteit	kwaliteit	PROPN
fis-1947	229	22	.	.	PUNCT
fis-1947	230	1	de	de	PROPN
fis-1947	230	2	gemaakte	gemaakte	PROPN
fis-1947	230	3	pdf	pdf	NOUN
fis-1947	230	4	-	-	PUNCT
fis-1947	230	5	documenten	documenten	NOUN
fis-1947	230	6	kunnen	kunnen	PROPN
fis-1947	230	7	worden	worden	PROPN
fis-1947	230	8	geopend	geopend	PROPN
fis-1947	230	9	met	meet	VERB
fis-1947	230	10	acrobat	acrobat	PROPN
fis-1947	230	11	en	en	PROPN
fis-1947	230	12	adobe	adobe	PROPN
fis-1947	230	13	reader	reader	PROPN
fis-1947	230	14	5.0	5.0	NUM
fis-1947	230	15	en	en	ADP
fis-1947	230	16	hoger	hoger	NOUN
fis-1947	230	17	.	.	PUNCT
fis-1947	230	18	)	)	PUNCT
fis-1947	231	1	/nor	/nor	PUNCT
fis-1947	232	1	<	<	X
fis-1947	232	2	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	X
fis-1947	232	3	>	>	X
fis-1947	232	4	/pol	/pol	PUNCT
fis-1947	233	1	<	<	X
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fis-1947	233	3	>	>	X
fis-1947	233	4	/ptb	/ptb	PROPN
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fis-1947	233	7	>	>	X
fis-1947	233	8	/rum	/rum	X
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fis-1947	233	10	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	feff005500740069006c0069007a00610163006900200061006300650073007400650020007300650074010300720069002000700065006e007400720075002000610020006300720065006100200064006f00630075006d0065006e00740065002000410064006f006200650020005000440046002000610064006500630076006100740065002000700065006e0074007200750020007400690070010300720069007200650061002000700072006500700072006500730073002000640065002000630061006c006900740061007400650020007300750070006500720069006f006100720103002e002000200044006f00630075006d0065006e00740065006c00650020005000440046002000630072006500610074006500200070006f00740020006600690020006400650073006300680069007300650020006300750020004100630072006f006200610074002c002000410064006f00620065002000520065006100640065007200200035002e00300020015f00690020007600650072007300690075006e0069006c006500200075006c0074006500720069006f006100720065002e	X
fis-1947	233	11	>	>	X
fis-1947	233	12	/rus	/rus	PUNCT
fis-1947	233	13	<	<	X
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fis-1947	233	15	>	>	X
fis-1947	233	16	/sky	/sky	PUNCT
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fis-1947	234	3	>	>	X
fis-1947	234	4	/slv	/slv	X
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fis-1947	234	6	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	X
fis-1947	234	7	>	>	X
fis-1947	234	8	/suo	/suo	PROPN
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fis-1947	235	3	>	>	X
fis-1947	235	4	/sve	/sve	PROPN
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fis-1947	235	6	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	X
fis-1947	235	7	>	>	X
fis-1947	235	8	/tur	/tur	X
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fis-1947	235	11	>	>	X
fis-1947	235	12	/ukr	/ukr	X
fis-1947	235	13	<	<	X
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fis-1947	235	15	>	>	X
fis-1947	235	16	/enu	/enu	PUNCT
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fis-1947	235	19	these	these	DET
fis-1947	235	20	settings	setting	NOUN
fis-1947	235	21	to	to	PART
fis-1947	235	22	create	create	VERB
fis-1947	235	23	adobe	adobe	PROPN
fis-1947	235	24	pdf	pdf	PROPN
fis-1947	235	25	documents	document	NOUN
fis-1947	235	26	best	well	ADV
fis-1947	235	27	suited	suit	VERB
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fis-1947	235	29	high	high	ADJ
fis-1947	235	30	-	-	PUNCT
fis-1947	235	31	quality	quality	NOUN
fis-1947	235	32	prepress	prepress	NOUN
fis-1947	235	33	printing	printing	NOUN
fis-1947	235	34	.	.	PUNCT
fis-1947	236	1	created	create	VERB
fis-1947	236	2	pdf	pdf	NOUN
fis-1947	236	3	documents	document	NOUN
fis-1947	236	4	can	can	AUX
fis-1947	236	5	be	be	AUX
fis-1947	236	6	opened	open	VERB
fis-1947	236	7	with	with	ADP
fis-1947	236	8	acrobat	acrobat	PROPN
fis-1947	236	9	and	and	CCONJ
fis-1947	236	10	adobe	adobe	PROPN
fis-1947	236	11	reader	reader	PROPN
fis-1947	236	12	5.0	5.0	NUM
fis-1947	236	13	and	and	CCONJ
fis-1947	236	14	later	later	ADV
fis-1947	236	15	.	.	PUNCT
fis-1947	236	16	)	)	PUNCT
fis-1947	237	1	>	>	PUNCT
fis-1947	237	2	>	>	X
fis-1947	237	3	/namespace	/namespace	PUNCT
fis-1947	238	1	[	[	PUNCT
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fis-1947	238	8	(	(	PUNCT
fis-1947	238	9	1.0	1.0	NUM
fis-1947	238	10	)	)	PUNCT
fis-1947	238	11	]	]	PUNCT
fis-1947	239	1	/othernamespaces	/othernamespace	VERB
fis-1947	239	2	[	[	PUNCT
fis-1947	239	3	<	<	X
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fis-1947	239	5	/asreaderspreads	/asreaderspreads	X
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fis-1947	239	7	/cropimagestoframes	/cropimagestoframe	NOUN
fis-1947	239	8	true	true	ADJ
fis-1947	239	9	/errorcontrol	/errorcontrol	NOUN
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fis-1947	240	2	/flattenerignorespreadoverrides	/flattenerignorespreadoverride	NOUN
fis-1947	240	3	false	false	ADJ
fis-1947	240	4	/includeguidesgrids	/includeguidesgrid	NOUN
fis-1947	240	5	false	false	ADJ
fis-1947	240	6	/includenonprinting	/includenonprinting	NOUN
fis-1947	240	7	false	false	ADJ
fis-1947	240	8	/includeslug	/includeslug	INTJ
fis-1947	240	9	false	false	ADJ
fis-1947	240	10	/namespace	/namespace	NOUN
fis-1947	241	1	[	[	PUNCT
fis-1947	241	2	(	(	PUNCT
fis-1947	241	3	adobe	adobe	PROPN
fis-1947	241	4	)	)	PUNCT
fis-1947	241	5	(	(	PUNCT
fis-1947	241	6	indesign	indesign	NOUN
fis-1947	241	7	)	)	PUNCT
fis-1947	241	8	(	(	PUNCT
fis-1947	241	9	4.0	4.0	NUM
fis-1947	241	10	)	)	PUNCT
fis-1947	241	11	]	]	PUNCT
fis-1947	241	12	/omitplacedbitmaps	/omitplacedbitmaps	PUNCT
fis-1947	242	1	false	false	ADJ
fis-1947	242	2	/omitplacedeps	/omitplacedeps	INTJ
fis-1947	242	3	false	false	ADJ
fis-1947	242	4	/omitplacedpdf	/omitplacedpdf	PUNCT
fis-1947	242	5	false	false	ADJ
fis-1947	242	6	/simulateoverprint	/simulateoverprint	NOUN
fis-1947	242	7	/legacy	/legacy	PUNCT
fis-1947	243	1	>	>	PUNCT
fis-1947	243	2	>	>	X
fis-1947	244	1	<	<	X
fis-1947	244	2	<	<	X
fis-1947	244	3	/addbleedmarks	/addbleedmarks	X
fis-1947	244	4	false	false	ADJ
fis-1947	244	5	/addcolorbars	/addcolorbars	INTJ
fis-1947	244	6	false	false	ADJ
fis-1947	244	7	/addcropmarks	/addcropmarks	PUNCT
fis-1947	244	8	false	false	ADJ
fis-1947	244	9	/addpageinfo	/addpageinfo	INTJ
fis-1947	244	10	false	false	ADJ
fis-1947	244	11	/addregmarks	/addregmark	NOUN
fis-1947	244	12	false	false	ADJ
fis-1947	244	13	/convertcolors	/convertcolor	NOUN
fis-1947	244	14	/converttocmyk	/converttocmyk	INTJ
fis-1947	244	15	/destinationprofilename	/destinationprofilename	PUNCT
fis-1947	244	16	(	(	PUNCT
fis-1947	244	17	)	)	PUNCT
fis-1947	244	18	/destinationprofileselector	/destinationprofileselector	NOUN
fis-1947	244	19	/documentcmyk	/documentcmyk	PUNCT
fis-1947	244	20	/downsample16bitimages	/downsample16bitimage	NOUN
fis-1947	244	21	true	true	ADJ
fis-1947	244	22	/flattenerpreset	/flattenerpreset	PUNCT
fis-1947	245	1	<	<	X
fis-1947	245	2	<	<	X
fis-1947	245	3	/presetselector	/presetselector	X
fis-1947	245	4	/mediumresolution	/mediumresolution	NOUN
fis-1947	245	5	>	>	PUNCT
fis-1947	245	6	>	>	X
fis-1947	245	7	/formelements	/formelement	NOUN
fis-1947	246	1	false	false	ADJ
fis-1947	246	2	/generatestructure	/generatestructure	PUNCT
fis-1947	246	3	false	false	ADJ
fis-1947	246	4	/includebookmarks	/includebookmark	NOUN
fis-1947	246	5	false	false	ADJ
fis-1947	246	6	/includehyperlinks	/includehyperlinks	INTJ
fis-1947	246	7	false	false	ADJ
fis-1947	246	8	/includeinteractive	/includeinteractive	ADJ
fis-1947	246	9	false	false	ADJ
fis-1947	246	10	/includelayers	/includelayer	NOUN
fis-1947	246	11	false	false	ADJ
fis-1947	246	12	/includeprofiles	/includeprofiles	INTJ
fis-1947	246	13	false	false	ADJ
fis-1947	246	14	/multimediahandling	/multimediahandling	NOUN
fis-1947	247	1	/useobjectsettings	/useobjectsettings	PRON
fis-1947	248	1	/namespace	/namespace	PUNCT
fis-1947	249	1	[	[	PUNCT
fis-1947	249	2	(	(	PUNCT
fis-1947	249	3	adobe	adobe	PROPN
fis-1947	249	4	)	)	PUNCT
fis-1947	249	5	(	(	PUNCT
fis-1947	249	6	creativesuite	creativesuite	NOUN
fis-1947	249	7	)	)	PUNCT
fis-1947	249	8	(	(	PUNCT
fis-1947	249	9	2.0	2.0	NUM
fis-1947	249	10	)	)	PUNCT
fis-1947	249	11	]	]	PUNCT
fis-1947	250	1	/pdfxoutputintentprofileselector	/pdfxoutputintentprofileselector	INTJ
fis-1947	250	2	/documentcmyk	/documentcmyk	PUNCT
fis-1947	251	1	/preserveediting	/preserveedite	VERB
fis-1947	251	2	true	true	ADJ
fis-1947	251	3	/untaggedcmykhandling	/untaggedcmykhandling	NOUN
fis-1947	251	4	/leaveuntagged	/leaveuntagge	VERB
fis-1947	251	5	/untaggedrgbhandling	/untaggedrgbhandling	NOUN
fis-1947	251	6	/usedocumentprofile	/usedocumentprofile	INTJ
fis-1947	251	7	/usedocumentbleed	/usedocumentbleed	NOUN
fis-1947	252	1	false	false	ADJ
fis-1947	252	2	>	>	PUNCT
fis-1947	252	3	>	>	X
fis-1947	252	4	]	]	PUNCT
fis-1947	252	5	>	>	PUNCT
fis-1947	252	6	>	>	X
fis-1947	252	7	setdistillerparams	setdistillerparam	NOUN
fis-1947	253	1	<	<	X
fis-1947	253	2	<	<	X
fis-1947	253	3	/hwresolution	/hwresolution	NOUN
fis-1947	254	1	[	[	X
fis-1947	254	2	2400	2400	NUM
fis-1947	254	3	2400	2400	NUM
fis-1947	254	4	]	]	PUNCT
fis-1947	254	5	/pagesize	/pagesize	X
fis-1947	255	1	[	[	X
fis-1947	255	2	612.000	612.000	NUM
fis-1947	255	3	792.000	792.000	NUM
fis-1947	255	4	]	]	PUNCT
fis-1947	255	5	>	>	PUNCT
fis-1947	255	6	>	>	X
fis-1947	255	7	setpagedevice	setpagedevice	PROPN