id	sid	tid	token	lemma	pos
cice-11525	1	1	microsoft	microsoft	PROPN
cice-11525	1	2	word	word	NOUN
cice-11525	1	3	8	8	NUM
cice-11525	1	4	paper	paper	NOUN
cice-11525	1	5	final	final	ADJ
cice-11525	1	6	round	round	NOUN
cice-11525	1	7	8.docx	8.docx	NUM
cice-11525	1	8	©	©	PROPN
cice-11525	1	9	2015	2015	NUM
cice-11525	1	10	,	,	PUNCT
cice-11525	1	11	current	current	ADJ
cice-11525	1	12	issues	issue	NOUN
cice-11525	1	13	in	in	ADP
cice-11525	1	14	comparative	comparative	ADJ
cice-11525	1	15	education	education	NOUN
cice-11525	1	16	,	,	PUNCT
cice-11525	1	17	teachers	teachers	PROPN
cice-11525	1	18	college	college	PROPN
cice-11525	1	19	,	,	PUNCT
cice-11525	1	20	columbia	columbia	PROPN
cice-11525	1	21	university	university	PROPN
cice-11525	1	22	.	.	PUNCT
cice-11525	2	1	all	all	DET
cice-11525	2	2	rights	right	NOUN
cice-11525	2	3	reserved	reserve	VERB
cice-11525	2	4	.	.	PUNCT
cice-11525	3	1	current	current	ADJ
cice-11525	3	2	issues	issue	NOUN
cice-11525	3	3	in	in	ADP
cice-11525	3	4	comparative	comparative	ADJ
cice-11525	3	5	education	education	NOUN
cice-11525	3	6	18(1	18(1	NOUN
cice-11525	3	7	)	)	PUNCT
cice-11525	3	8	,	,	PUNCT
cice-11525	3	9	6	6	NUM
cice-11525	3	10	-	-	SYM
cice-11525	3	11	25	25	NUM
cice-11525	3	12	.	.	PUNCT
cice-11525	4	1	computational	computational	ADJ
cice-11525	4	2	typologies	typology	NOUN
cice-11525	4	3	of	of	ADP
cice-11525	4	4	multidimensional	multidimensional	ADJ
cice-11525	4	5	end	end	NOUN
cice-11525	4	6	-	-	PUNCT
cice-11525	4	7	of	of	ADP
cice-11525	4	8	-	-	PUNCT
cice-11525	4	9	primary	primary	ADJ
cice-11525	4	10	-	-	PUNCT
cice-11525	4	11	school	school	NOUN
cice-11525	4	12	performance	performance	NOUN
cice-11525	4	13	profiles	profile	NOUN
cice-11525	4	14	from	from	ADP
cice-11525	4	15	an	an	DET
cice-11525	4	16	educational	educational	ADJ
cice-11525	4	17	perspective	perspective	NOUN
cice-11525	4	18	of	of	ADP
cice-11525	4	19	large	large	ADJ
cice-11525	4	20	-	-	PUNCT
cice-11525	4	21	scale	scale	NOUN
cice-11525	4	22	timss	timss	NOUN
cice-11525	4	23	and	and	CCONJ
cice-11525	4	24	pirls	pirls	NOUN
cice-11525	4	25	surveys	survey	NOUN
cice-11525	4	26	ali	ali	PROPN
cice-11525	4	27	ünlü1	ünlü1	PROPN
cice-11525	4	28	technical	technical	PROPN
cice-11525	4	29	university	university	PROPN
cice-11525	4	30	of	of	ADP
cice-11525	4	31	munich	munich	PROPN
cice-11525	4	32	(	(	PUNCT
cice-11525	4	33	tum	tum	PROPN
cice-11525	4	34	)	)	PUNCT
cice-11525	4	35	centre	centre	NOUN
cice-11525	4	36	for	for	ADP
cice-11525	4	37	international	international	ADJ
cice-11525	4	38	student	student	NOUN
cice-11525	4	39	assessment	assessment	NOUN
cice-11525	4	40	(	(	PUNCT
cice-11525	4	41	zib	zib	PROPN
cice-11525	4	42	)	)	PUNCT
cice-11525	4	43	tum	tum	PROPN
cice-11525	4	44	school	school	NOUN
cice-11525	4	45	of	of	ADP
cice-11525	4	46	education	education	PROPN
cice-11525	4	47	michael	michael	PROPN
cice-11525	4	48	schurig	schurig	PROPN
cice-11525	4	49	ifs	ifs	PROPN
cice-11525	4	50	,	,	PUNCT
cice-11525	4	51	tu	tu	PROPN
cice-11525	4	52	dortmund	dortmund	PROPN
cice-11525	4	53	university	university	PROPN
cice-11525	4	54	recently	recently	ADV
cice-11525	4	55	,	,	PUNCT
cice-11525	4	56	performance	performance	NOUN
cice-11525	4	57	profiles	profile	NOUN
cice-11525	4	58	in	in	ADP
cice-11525	4	59	reading	reading	NOUN
cice-11525	4	60	,	,	PUNCT
cice-11525	4	61	mathematics	mathematic	NOUN
cice-11525	4	62	and	and	CCONJ
cice-11525	4	63	science	science	NOUN
cice-11525	4	64	were	be	AUX
cice-11525	4	65	created	create	VERB
cice-11525	4	66	using	use	VERB
cice-11525	4	67	the	the	DET
cice-11525	4	68	data	datum	NOUN
cice-11525	4	69	collectively	collectively	ADV
cice-11525	4	70	available	available	ADJ
cice-11525	4	71	in	in	ADP
cice-11525	4	72	the	the	DET
cice-11525	4	73	trends	trend	NOUN
cice-11525	4	74	in	in	ADP
cice-11525	4	75	international	international	ADJ
cice-11525	4	76	mathematics	mathematic	NOUN
cice-11525	4	77	and	and	CCONJ
cice-11525	4	78	science	science	NOUN
cice-11525	4	79	study	study	NOUN
cice-11525	4	80	(	(	PUNCT
cice-11525	4	81	timss	timss	PROPN
cice-11525	4	82	)	)	PUNCT
cice-11525	4	83	and	and	CCONJ
cice-11525	4	84	the	the	DET
cice-11525	4	85	progress	progress	NOUN
cice-11525	4	86	in	in	ADP
cice-11525	4	87	international	international	ADJ
cice-11525	4	88	reading	reading	NOUN
cice-11525	4	89	literacy	literacy	NOUN
cice-11525	4	90	study	study	NOUN
cice-11525	4	91	(	(	PUNCT
cice-11525	4	92	pirls	pirl	NOUN
cice-11525	4	93	)	)	PUNCT
cice-11525	4	94	2011	2011	NUM
cice-11525	4	95	.	.	PUNCT
cice-11525	5	1	in	in	ADP
cice-11525	5	2	addition	addition	NOUN
cice-11525	5	3	,	,	PUNCT
cice-11525	5	4	a	a	DET
cice-11525	5	5	classification	classification	NOUN
cice-11525	5	6	of	of	ADP
cice-11525	5	7	children	child	NOUN
cice-11525	5	8	to	to	ADP
cice-11525	5	9	the	the	DET
cice-11525	5	10	end	end	NOUN
cice-11525	5	11	of	of	ADP
cice-11525	5	12	their	their	PRON
cice-11525	5	13	primary	primary	ADJ
cice-11525	5	14	school	school	NOUN
cice-11525	5	15	years	year	NOUN
cice-11525	5	16	was	be	AUX
cice-11525	5	17	conducted	conduct	VERB
cice-11525	5	18	in	in	ADP
cice-11525	5	19	accordance	accordance	NOUN
cice-11525	5	20	with	with	ADP
cice-11525	5	21	these	these	DET
cice-11525	5	22	performance	performance	NOUN
cice-11525	5	23	types	type	NOUN
cice-11525	5	24	.	.	PUNCT
cice-11525	6	1	to	to	PART
cice-11525	6	2	create	create	VERB
cice-11525	6	3	performance	performance	NOUN
cice-11525	6	4	profiles	profile	NOUN
cice-11525	6	5	and	and	CCONJ
cice-11525	6	6	classifications	classification	NOUN
cice-11525	6	7	,	,	PUNCT
cice-11525	6	8	multidimensional	multidimensional	ADJ
cice-11525	6	9	item	item	NOUN
cice-11525	6	10	response	response	NOUN
cice-11525	6	11	theory	theory	NOUN
cice-11525	6	12	and	and	CCONJ
cice-11525	6	13	latent	latent	NOUN
cice-11525	6	14	profile	profile	NOUN
cice-11525	6	15	analysis	analysis	NOUN
cice-11525	6	16	were	be	AUX
cice-11525	6	17	used	use	VERB
cice-11525	6	18	.	.	PUNCT
cice-11525	7	1	the	the	DET
cice-11525	7	2	focus	focus	NOUN
cice-11525	7	3	in	in	ADP
cice-11525	7	4	this	this	DET
cice-11525	7	5	study	study	NOUN
cice-11525	7	6	is	be	AUX
cice-11525	7	7	on	on	ADP
cice-11525	7	8	the	the	DET
cice-11525	7	9	comparison	comparison	NOUN
cice-11525	7	10	and	and	CCONJ
cice-11525	7	11	usability	usability	NOUN
cice-11525	7	12	of	of	ADP
cice-11525	7	13	clustering	clustering	ADJ
cice-11525	7	14	methods	method	NOUN
cice-11525	7	15	in	in	ADP
cice-11525	7	16	their	their	PRON
cice-11525	7	17	application	application	NOUN
cice-11525	7	18	in	in	ADP
cice-11525	7	19	large	large	ADJ
cice-11525	7	20	-	-	PUNCT
cice-11525	7	21	scale	scale	NOUN
cice-11525	7	22	assessments	assessment	NOUN
cice-11525	7	23	.	.	PUNCT
cice-11525	8	1	in	in	ADP
cice-11525	8	2	a	a	DET
cice-11525	8	3	first	first	ADJ
cice-11525	8	4	step	step	NOUN
cice-11525	8	5	,	,	PUNCT
cice-11525	8	6	the	the	DET
cice-11525	8	7	cluster	cluster	NOUN
cice-11525	8	8	solutions	solution	NOUN
cice-11525	8	9	of	of	ADP
cice-11525	8	10	classic	classic	ADJ
cice-11525	8	11	approaches	approach	NOUN
cice-11525	8	12	such	such	ADJ
cice-11525	8	13	as	as	ADP
cice-11525	8	14	kmeans	kmean	NOUN
cice-11525	8	15	,	,	PUNCT
cice-11525	8	16	fuzzy	fuzzy	ADJ
cice-11525	8	17	c	c	NOUN
cice-11525	8	18	-	-	PUNCT
cice-11525	8	19	means	mean	NOUN
cice-11525	8	20	and	and	CCONJ
cice-11525	8	21	hierarchical	hierarchical	ADJ
cice-11525	8	22	procedures	procedure	NOUN
cice-11525	8	23	are	be	AUX
cice-11525	8	24	compared	compare	VERB
cice-11525	8	25	to	to	ADP
cice-11525	8	26	one	one	NUM
cice-11525	8	27	another	another	PRON
cice-11525	8	28	and	and	CCONJ
cice-11525	8	29	assessed	assess	VERB
cice-11525	8	30	in	in	ADP
cice-11525	8	31	terms	term	NOUN
cice-11525	8	32	of	of	ADP
cice-11525	8	33	their	their	PRON
cice-11525	8	34	proximity	proximity	NOUN
cice-11525	8	35	to	to	ADP
cice-11525	8	36	the	the	DET
cice-11525	8	37	reference	reference	NOUN
cice-11525	8	38	typology	typology	NOUN
cice-11525	8	39	of	of	ADP
cice-11525	8	40	latent	latent	NOUN
cice-11525	8	41	profile	profile	NOUN
cice-11525	8	42	analysis	analysis	NOUN
cice-11525	8	43	.	.	PUNCT
cice-11525	9	1	in	in	ADP
cice-11525	9	2	the	the	DET
cice-11525	9	3	second	second	ADJ
cice-11525	9	4	step	step	NOUN
cice-11525	9	5	,	,	PUNCT
cice-11525	9	6	the	the	DET
cice-11525	9	7	results	result	NOUN
cice-11525	9	8	of	of	ADP
cice-11525	9	9	the	the	DET
cice-11525	9	10	model	model	NOUN
cice-11525	9	11	-	-	PUNCT
cice-11525	9	12	supported	support	VERB
cice-11525	9	13	latent	latent	NOUN
cice-11525	9	14	profile	profile	NOUN
cice-11525	9	15	analysis	analysis	NOUN
cice-11525	9	16	are	be	AUX
cice-11525	9	17	compared	compare	VERB
cice-11525	9	18	directly	directly	ADV
cice-11525	9	19	with	with	ADP
cice-11525	9	20	the	the	DET
cice-11525	9	21	findings	finding	NOUN
cice-11525	9	22	of	of	ADP
cice-11525	9	23	the	the	DET
cice-11525	9	24	classic	classic	ADJ
cice-11525	9	25	model	model	NOUN
cice-11525	9	26	-	-	PUNCT
cice-11525	9	27	free	free	ADJ
cice-11525	9	28	cluster	cluster	NOUN
cice-11525	9	29	analyses	analysis	NOUN
cice-11525	9	30	by	by	ADP
cice-11525	9	31	means	mean	NOUN
cice-11525	9	32	of	of	ADP
cice-11525	9	33	appropriate	appropriate	ADJ
cice-11525	9	34	measured	measured	ADJ
cice-11525	9	35	values	value	NOUN
cice-11525	9	36	.	.	PUNCT
cice-11525	10	1	the	the	DET
cice-11525	10	2	result	result	NOUN
cice-11525	10	3	is	be	AUX
cice-11525	10	4	a	a	DET
cice-11525	10	5	high	high	ADJ
cice-11525	10	6	consistency	consistency	NOUN
cice-11525	10	7	in	in	ADP
cice-11525	10	8	the	the	DET
cice-11525	10	9	classification	classification	NOUN
cice-11525	10	10	of	of	ADP
cice-11525	10	11	invariant	invariant	ADJ
cice-11525	10	12	ranked	rank	VERB
cice-11525	10	13	profiles	profile	NOUN
cice-11525	10	14	.	.	PUNCT
cice-11525	11	1	in	in	ADP
cice-11525	11	2	the	the	DET
cice-11525	11	3	last	last	ADJ
cice-11525	11	4	step	step	NOUN
cice-11525	11	5	,	,	PUNCT
cice-11525	11	6	the	the	DET
cice-11525	11	7	calculated	calculated	ADJ
cice-11525	11	8	“	"	PUNCT
cice-11525	11	9	quantitative	quantitative	ADJ
cice-11525	11	10	”	"	PUNCT
cice-11525	11	11	cluster	cluster	NOUN
cice-11525	11	12	solutions	solution	NOUN
cice-11525	11	13	are	be	AUX
cice-11525	11	14	compared	compare	VERB
cice-11525	11	15	to	to	ADP
cice-11525	11	16	the	the	DET
cice-11525	11	17	“	"	PUNCT
cice-11525	11	18	qualitative	qualitative	NOUN
cice-11525	11	19	”	"	PUNCT
cice-11525	11	20	typology	typology	NOUN
cice-11525	11	21	of	of	ADP
cice-11525	11	22	the	the	DET
cice-11525	11	23	pupils	pupil	NOUN
cice-11525	11	24	derived	derive	VERB
cice-11525	11	25	from	from	ADP
cice-11525	11	26	the	the	DET
cice-11525	11	27	content	content	NOUN
cice-11525	11	28	-	-	PUNCT
cice-11525	11	29	based	base	VERB
cice-11525	11	30	benchmarking	benchmarking	NOUN
cice-11525	11	31	of	of	ADP
cice-11525	11	32	the	the	DET
cice-11525	11	33	competency	competency	NOUN
cice-11525	11	34	levels	level	NOUN
cice-11525	11	35	in	in	ADP
cice-11525	11	36	mathematics	mathematic	NOUN
cice-11525	11	37	using	use	VERB
cice-11525	11	38	the	the	DET
cice-11525	11	39	timss	timss	PROPN
cice-11525	11	40	guidelines	guideline	NOUN
cice-11525	11	41	.	.	PUNCT
cice-11525	12	1	it	it	PRON
cice-11525	12	2	is	be	AUX
cice-11525	12	3	evident	evident	ADJ
cice-11525	12	4	that	that	SCONJ
cice-11525	12	5	,	,	PUNCT
cice-11525	12	6	as	as	ADP
cice-11525	12	7	a	a	DET
cice-11525	12	8	cluster	cluster	NOUN
cice-11525	12	9	solution	solution	NOUN
cice-11525	12	10	,	,	PUNCT
cice-11525	12	11	the	the	DET
cice-11525	12	12	benchmarking	benchmarke	VERB
cice-11525	12	13	breakdown	breakdown	NOUN
cice-11525	12	14	of	of	ADP
cice-11525	12	15	the	the	DET
cice-11525	12	16	sample	sample	NOUN
cice-11525	12	17	in	in	ADP
cice-11525	12	18	the	the	DET
cice-11525	12	19	five	five	NUM
cice-11525	12	20	competency	competency	NOUN
cice-11525	12	21	levels	level	NOUN
cice-11525	12	22	does	do	AUX
cice-11525	12	23	not	not	PART
cice-11525	12	24	show	show	VERB
cice-11525	12	25	a	a	DET
cice-11525	12	26	high	high	ADJ
cice-11525	12	27	goodness	goodness	NOUN
cice-11525	12	28	of	of	ADP
cice-11525	12	29	fit	fit	NOUN
cice-11525	12	30	with	with	ADP
cice-11525	12	31	the	the	DET
cice-11525	12	32	available	available	ADJ
cice-11525	12	33	data	datum	NOUN
cice-11525	12	34	.	.	PUNCT
cice-11525	13	1	introduction	introduction	NOUN
cice-11525	13	2	:	:	PUNCT
cice-11525	13	3	timss	timss	PROPN
cice-11525	13	4	and	and	CCONJ
cice-11525	13	5	pirls	pirls	NOUN
cice-11525	13	6	studies	study	NOUN
cice-11525	13	7	every	every	DET
cice-11525	13	8	five	five	NUM
cice-11525	13	9	years	year	NOUN
cice-11525	13	10	,	,	PUNCT
cice-11525	13	11	fourth	fourth	ADJ
cice-11525	13	12	grade	grade	NOUN
cice-11525	13	13	students	student	NOUN
cice-11525	13	14	from	from	ADP
cice-11525	13	15	around	around	ADP
cice-11525	13	16	the	the	DET
cice-11525	13	17	world	world	NOUN
cice-11525	13	18	are	be	AUX
cice-11525	13	19	compared	compare	VERB
cice-11525	13	20	on	on	ADP
cice-11525	13	21	their	their	PRON
cice-11525	13	22	performance	performance	NOUN
cice-11525	13	23	in	in	ADP
cice-11525	13	24	reading	read	VERB
cice-11525	13	25	comprehension	comprehension	NOUN
cice-11525	13	26	through	through	ADP
cice-11525	13	27	the	the	DET
cice-11525	13	28	progress	progress	NOUN
cice-11525	13	29	in	in	ADP
cice-11525	13	30	international	international	ADJ
cice-11525	13	31	reading	reading	NOUN
cice-11525	13	32	literacy	literacy	NOUN
cice-11525	13	33	study	study	NOUN
cice-11525	13	34	(	(	PUNCT
cice-11525	13	35	pirls	pirl	NOUN
cice-11525	13	36	;	;	PUNCT
cice-11525	13	37	e.g.	e.g.	ADV
cice-11525	13	38	,	,	PUNCT
cice-11525	13	39	bos	bo	NOUN
cice-11525	13	40	,	,	PUNCT
cice-11525	13	41	tarelli	tarelli	ADJ
cice-11525	13	42	,	,	PUNCT
cice-11525	13	43	bremerich	bremerich	NOUN
cice-11525	13	44	-	-	PUNCT
cice-11525	13	45	vos	vos	NOUN
cice-11525	13	46	,	,	PUNCT
cice-11525	13	47	&	&	CCONJ
cice-11525	13	48	schwippert	schwippert	PROPN
cice-11525	13	49	,	,	PUNCT
cice-11525	13	50	2012a	2012a	NUM
cice-11525	13	51	)	)	PUNCT
cice-11525	13	52	.	.	PUNCT
cice-11525	14	1	another	another	DET
cice-11525	14	2	international	international	ADJ
cice-11525	14	3	test	test	NOUN
cice-11525	14	4	that	that	PRON
cice-11525	14	5	evaluates	evaluate	VERB
cice-11525	14	6	student	student	NOUN
cice-11525	14	7	academic	academic	ADJ
cice-11525	14	8	performance	performance	NOUN
cice-11525	14	9	is	be	AUX
cice-11525	14	10	the	the	DET
cice-11525	14	11	trends	trend	NOUN
cice-11525	14	12	in	in	ADP
cice-11525	14	13	international	international	ADJ
cice-11525	14	14	mathematics	mathematic	NOUN
cice-11525	14	15	and	and	CCONJ
cice-11525	14	16	science	science	NOUN
cice-11525	14	17	study	study	NOUN
cice-11525	14	18	(	(	PUNCT
cice-11525	14	19	timss	timss	NOUN
cice-11525	14	20	;	;	PUNCT
cice-11525	14	21	e.g.	e.g.	ADV
cice-11525	14	22	,	,	PUNCT
cice-11525	14	23	bos	bo	NOUN
cice-11525	14	24	,	,	PUNCT
cice-11525	14	25	wendt	wendt	NOUN
cice-11525	14	26	,	,	PUNCT
cice-11525	14	27	köller	köller	NOUN
cice-11525	14	28	,	,	PUNCT
cice-11525	14	29	&	&	CCONJ
cice-11525	14	30	selter	selter	VERB
cice-11525	14	31	,	,	PUNCT
cice-11525	14	32	2012b	2012b	NUM
cice-11525	14	33	)	)	PUNCT
cice-11525	14	34	,	,	PUNCT
cice-11525	14	35	which	which	PRON
cice-11525	14	36	assesses	assess	VERB
cice-11525	14	37	fourth	fourth	ADJ
cice-11525	14	38	and	and	CCONJ
cice-11525	14	39	eighth	eighth	ADJ
cice-11525	14	40	grade	grade	NOUN
cice-11525	14	41	students	student	NOUN
cice-11525	14	42	on	on	ADP
cice-11525	14	43	their	their	PRON
cice-11525	14	44	performance	performance	NOUN
cice-11525	14	45	in	in	ADP
cice-11525	14	46	mathematics	mathematic	NOUN
cice-11525	14	47	and	and	CCONJ
cice-11525	14	48	science	science	NOUN
cice-11525	14	49	on	on	ADP
cice-11525	14	50	a	a	DET
cice-11525	14	51	four	four	NUM
cice-11525	14	52	-	-	PUNCT
cice-11525	14	53	year	year	NOUN
cice-11525	14	54	cycle	cycle	NOUN
cice-11525	14	55	.	.	PUNCT
cice-11525	15	1	the	the	DET
cice-11525	15	2	international	international	ADJ
cice-11525	15	3	association	association	NOUN
cice-11525	15	4	for	for	ADP
cice-11525	15	5	the	the	DET
cice-11525	15	6	evaluation	evaluation	NOUN
cice-11525	15	7	of	of	ADP
cice-11525	15	8	educational	educational	ADJ
cice-11525	15	9	achievement	achievement	NOUN
cice-11525	15	10	(	(	PUNCT
cice-11525	15	11	iea	iea	NOUN
cice-11525	15	12	)	)	PUNCT
cice-11525	15	13	is	be	AUX
cice-11525	15	14	responsible	responsible	ADJ
cice-11525	15	15	for	for	ADP
cice-11525	15	16	conducting	conduct	VERB
cice-11525	15	17	both	both	DET
cice-11525	15	18	studies	study	NOUN
cice-11525	15	19	(	(	PUNCT
cice-11525	15	20	www.iea.nl	www.iea.nl	NOUN
cice-11525	15	21	)	)	PUNCT
cice-11525	15	22	.	.	PUNCT
cice-11525	16	1	data	datum	NOUN
cice-11525	16	2	collection	collection	NOUN
cice-11525	16	3	for	for	ADP
cice-11525	16	4	both	both	DET
cice-11525	16	5	studies	study	NOUN
cice-11525	16	6	coincided	coincide	VERB
cice-11525	16	7	for	for	ADP
cice-11525	16	8	the	the	DET
cice-11525	16	9	first	first	ADJ
cice-11525	16	10	time	time	NOUN
cice-11525	16	11	in	in	ADP
cice-11525	16	12	2011	2011	NUM
cice-11525	16	13	,	,	PUNCT
cice-11525	16	14	making	make	VERB
cice-11525	16	15	it	it	PRON
cice-11525	16	16	possible	possible	ADJ
cice-11525	16	17	to	to	PART
cice-11525	16	18	connect	connect	VERB
cice-11525	16	19	the	the	DET
cice-11525	16	20	two	two	NUM
cice-11525	16	21	studies	study	NOUN
cice-11525	16	22	.	.	PUNCT
cice-11525	17	1	thus	thus	ADV
cice-11525	17	2	,	,	PUNCT
cice-11525	17	3	the	the	DET
cice-11525	17	4	focused	focused	ADJ
cice-11525	17	5	subject	subject	ADJ
cice-11525	17	6	areas	area	NOUN
cice-11525	17	7	of	of	ADP
cice-11525	17	8	reading	reading	NOUN
cice-11525	17	9	,	,	PUNCT
cice-11525	17	10	mathematics	mathematic	NOUN
cice-11525	17	11	and	and	CCONJ
cice-11525	17	12	science	science	NOUN
cice-11525	17	13	could	could	AUX
cice-11525	17	14	be	be	AUX
cice-11525	17	15	mutually	mutually	ADV
cice-11525	17	16	investigated	investigate	VERB
cice-11525	17	17	while	while	SCONJ
cice-11525	17	18	considering	consider	VERB
cice-11525	17	19	their	their	PRON
cice-11525	17	20	interactions	interaction	NOUN
cice-11525	17	21	.	.	PUNCT
cice-11525	18	1	as	as	SCONJ
cice-11525	18	2	was	be	AUX
cice-11525	18	3	the	the	DET
cice-11525	18	4	1	1	NUM
cice-11525	18	5	corresponding	correspond	VERB
cice-11525	18	6	author	author	NOUN
cice-11525	18	7	.	.	PUNCT
cice-11525	19	1	prof	prof	PROPN
cice-11525	19	2	.	.	PUNCT
cice-11525	20	1	dr	dr	PROPN
cice-11525	20	2	.	.	PROPN
cice-11525	20	3	ali	ali	PROPN
cice-11525	20	4	ünlü	ünlü	PROPN
cice-11525	20	5	(	(	PUNCT
cice-11525	20	6	ali.uenlue@tum.de	ali.uenlue@tum.de	PROPN
cice-11525	20	7	)	)	PUNCT
cice-11525	20	8	,	,	PUNCT
cice-11525	20	9	technical	technical	ADJ
cice-11525	20	10	university	university	PROPN
cice-11525	20	11	of	of	ADP
cice-11525	20	12	munich	munich	PROPN
cice-11525	20	13	(	(	PUNCT
cice-11525	20	14	tum	tum	PROPN
cice-11525	20	15	)	)	PUNCT
cice-11525	20	16	,	,	PUNCT
cice-11525	20	17	arcisstr	arcisstr	NOUN
cice-11525	20	18	.	.	PROPN
cice-11525	20	19	21	21	NUM
cice-11525	20	20	,	,	PUNCT
cice-11525	20	21	80333	80333	NUM
cice-11525	20	22	munich	munich	PROPN
cice-11525	20	23	,	,	PUNCT
cice-11525	20	24	germany	germany	PROPN
cice-11525	20	25	.	.	PUNCT
cice-11525	21	1	computational	computational	ADJ
cice-11525	21	2	typologies	typology	NOUN
cice-11525	21	3	of	of	ADP
cice-11525	21	4	multidimensional	multidimensional	ADJ
cice-11525	21	5	end	end	NOUN
cice-11525	21	6	-	-	PUNCT
cice-11525	21	7	of	of	ADP
cice-11525	21	8	-	-	PUNCT
cice-11525	21	9	primary	primary	ADJ
cice-11525	21	10	-	-	PUNCT
cice-11525	21	11	school	school	NOUN
cice-11525	21	12	performance	performance	NOUN
cice-11525	21	13	profiles	profile	NOUN
cice-11525	21	14	from	from	ADP
cice-11525	21	15	an	an	DET
cice-11525	21	16	educational	educational	ADJ
cice-11525	21	17	perspective	perspective	NOUN
cice-11525	21	18	of	of	ADP
cice-11525	21	19	large	large	ADJ
cice-11525	21	20	-	-	PUNCT
cice-11525	21	21	scale	scale	NOUN
cice-11525	21	22	timss	timss	NOUN
cice-11525	21	23	and	and	CCONJ
cice-11525	21	24	pirls	pirls	NOUN
cice-11525	21	25	surveys	survey	NOUN
cice-11525	21	26	current	current	ADJ
cice-11525	21	27	issues	issue	NOUN
cice-11525	21	28	in	in	ADP
cice-11525	21	29	comparative	comparative	ADJ
cice-11525	21	30	education	education	NOUN
cice-11525	21	31	7	7	NUM
cice-11525	21	32	case	case	NOUN
cice-11525	21	33	in	in	ADP
cice-11525	21	34	37	37	NUM
cice-11525	21	35	other	other	ADJ
cice-11525	21	36	countries	country	NOUN
cice-11525	21	37	and	and	CCONJ
cice-11525	21	38	regions	region	NOUN
cice-11525	21	39	,	,	PUNCT
cice-11525	21	40	a	a	DET
cice-11525	21	41	common	common	ADJ
cice-11525	21	42	random	random	ADJ
cice-11525	21	43	sample	sample	NOUN
cice-11525	21	44	of	of	ADP
cice-11525	21	45	pupils	pupil	NOUN
cice-11525	21	46	for	for	ADP
cice-11525	21	47	both	both	DET
cice-11525	21	48	pirls	pirl	NOUN
cice-11525	21	49	and	and	CCONJ
cice-11525	21	50	timss	timss	PROPN
cice-11525	21	51	was	be	AUX
cice-11525	21	52	surveyed	survey	VERB
cice-11525	21	53	in	in	ADP
cice-11525	21	54	germany	germany	PROPN
cice-11525	21	55	(	(	PUNCT
cice-11525	21	56	martin	martin	PROPN
cice-11525	21	57	&	&	CCONJ
cice-11525	21	58	mullis	mullis	PROPN
cice-11525	21	59	,	,	PUNCT
cice-11525	21	60	2013	2013	NUM
cice-11525	21	61	)	)	PUNCT
cice-11525	21	62	.	.	PUNCT
cice-11525	22	1	this	this	DET
cice-11525	22	2	special	special	ADJ
cice-11525	22	3	data	datum	NOUN
cice-11525	22	4	set	set	NOUN
cice-11525	22	5	opens	open	VERB
cice-11525	22	6	up	up	ADP
cice-11525	22	7	new	new	ADJ
cice-11525	22	8	possibilities	possibility	NOUN
cice-11525	22	9	for	for	ADP
cice-11525	22	10	analysis	analysis	NOUN
cice-11525	22	11	and	and	CCONJ
cice-11525	22	12	allows	allow	VERB
cice-11525	22	13	for	for	ADP
cice-11525	22	14	an	an	DET
cice-11525	22	15	overarching	overarching	ADJ
cice-11525	22	16	view	view	NOUN
cice-11525	22	17	of	of	ADP
cice-11525	22	18	pupils	pupil	NOUN
cice-11525	22	19	’	'	PUNCT
cice-11525	22	20	performances	performance	NOUN
cice-11525	22	21	at	at	ADP
cice-11525	22	22	the	the	DET
cice-11525	22	23	end	end	NOUN
cice-11525	22	24	of	of	ADP
cice-11525	22	25	the	the	DET
cice-11525	22	26	fourth	fourth	ADJ
cice-11525	22	27	grade	grade	NOUN
cice-11525	22	28	in	in	ADP
cice-11525	22	29	reading	reading	NOUN
cice-11525	22	30	,	,	PUNCT
cice-11525	22	31	mathematics	mathematic	NOUN
cice-11525	22	32	and	and	CCONJ
cice-11525	22	33	science	science	NOUN
cice-11525	22	34	(	(	PUNCT
cice-11525	22	35	e.g.	e.g.	ADV
cice-11525	22	36	,	,	PUNCT
cice-11525	22	37	bos	bo	VERB
cice-11525	22	38	et	et	NOUN
cice-11525	22	39	al	al	PROPN
cice-11525	22	40	.	.	PROPN
cice-11525	22	41	,	,	PUNCT
cice-11525	22	42	2012c	2012c	NUM
cice-11525	22	43	)	)	PUNCT
cice-11525	22	44	.	.	PUNCT
cice-11525	23	1	from	from	ADP
cice-11525	23	2	a	a	DET
cice-11525	23	3	methodical	methodical	ADJ
cice-11525	23	4	viewpoint	viewpoint	NOUN
cice-11525	23	5	,	,	PUNCT
cice-11525	23	6	these	these	DET
cice-11525	23	7	data	datum	NOUN
cice-11525	23	8	have	have	VERB
cice-11525	23	9	particular	particular	ADJ
cice-11525	23	10	demands	demand	NOUN
cice-11525	23	11	in	in	ADP
cice-11525	23	12	terms	term	NOUN
cice-11525	23	13	of	of	ADP
cice-11525	23	14	the	the	DET
cice-11525	23	15	appropriate	appropriate	ADJ
cice-11525	23	16	handling	handling	NOUN
cice-11525	23	17	of	of	ADP
cice-11525	23	18	the	the	DET
cice-11525	23	19	multidimensional	multidimensional	ADJ
cice-11525	23	20	structure	structure	NOUN
cice-11525	23	21	(	(	PUNCT
cice-11525	23	22	foy	foy	PROPN
cice-11525	23	23	&	&	CCONJ
cice-11525	23	24	o’dywer	o’dywer	PROPN
cice-11525	23	25	,	,	PUNCT
cice-11525	23	26	2013	2013	NUM
cice-11525	23	27	)	)	PUNCT
cice-11525	23	28	.	.	PUNCT
cice-11525	24	1	multidimensional	multidimensional	ADJ
cice-11525	24	2	procedures	procedure	NOUN
cice-11525	24	3	have	have	AUX
cice-11525	24	4	thus	thus	ADV
cice-11525	24	5	been	be	AUX
cice-11525	24	6	increasingly	increasingly	ADV
cice-11525	24	7	used	use	VERB
cice-11525	24	8	in	in	ADP
cice-11525	24	9	recent	recent	ADJ
cice-11525	24	10	years	year	NOUN
cice-11525	24	11	to	to	PART
cice-11525	24	12	address	address	VERB
cice-11525	24	13	the	the	DET
cice-11525	24	14	demands	demand	NOUN
cice-11525	24	15	of	of	ADP
cice-11525	24	16	modeling	model	VERB
cice-11525	24	17	such	such	ADJ
cice-11525	24	18	complex	complex	ADJ
cice-11525	24	19	data	datum	NOUN
cice-11525	24	20	.	.	PUNCT
cice-11525	25	1	they	they	PRON
cice-11525	25	2	can	can	AUX
cice-11525	25	3	provide	provide	VERB
cice-11525	25	4	more	more	ADV
cice-11525	25	5	realistic	realistic	ADJ
cice-11525	25	6	explanations	explanation	NOUN
cice-11525	25	7	for	for	ADP
cice-11525	25	8	observed	observed	ADJ
cice-11525	25	9	data	datum	NOUN
cice-11525	25	10	and	and	CCONJ
cice-11525	25	11	include	include	VERB
cice-11525	25	12	,	,	PUNCT
cice-11525	25	13	in	in	ADP
cice-11525	25	14	particular	particular	ADJ
cice-11525	25	15	,	,	PUNCT
cice-11525	25	16	the	the	DET
cice-11525	25	17	use	use	NOUN
cice-11525	25	18	of	of	ADP
cice-11525	25	19	multidimensional	multidimensional	ADJ
cice-11525	25	20	item	item	NOUN
cice-11525	25	21	response	response	NOUN
cice-11525	25	22	theory	theory	NOUN
cice-11525	25	23	(	(	PUNCT
cice-11525	25	24	irt	irt	PROPN
cice-11525	25	25	)	)	PUNCT
cice-11525	25	26	models	model	NOUN
cice-11525	25	27	,	,	PUNCT
cice-11525	25	28	which	which	PRON
cice-11525	25	29	allows	allow	VERB
cice-11525	25	30	for	for	ADP
cice-11525	25	31	the	the	DET
cice-11525	25	32	determination	determination	NOUN
cice-11525	25	33	of	of	ADP
cice-11525	25	34	measurement	measurement	NOUN
cice-11525	25	35	error	error	NOUN
cice-11525	25	36	controlled	control	VERB
cice-11525	25	37	correlations	correlation	NOUN
cice-11525	25	38	between	between	ADP
cice-11525	25	39	latent	latent	NOUN
cice-11525	25	40	dimensions	dimension	NOUN
cice-11525	25	41	.	.	PUNCT
cice-11525	26	1	for	for	ADP
cice-11525	26	2	the	the	DET
cice-11525	26	3	specifics	specific	NOUN
cice-11525	26	4	of	of	ADP
cice-11525	26	5	multidimensional	multidimensional	ADJ
cice-11525	26	6	irt	irt	PROPN
cice-11525	26	7	,	,	PUNCT
cice-11525	26	8	see	see	VERB
cice-11525	26	9	reckase	reckase	NOUN
cice-11525	26	10	(	(	PUNCT
cice-11525	26	11	2009	2009	NUM
cice-11525	26	12	)	)	PUNCT
cice-11525	26	13	or	or	CCONJ
cice-11525	26	14	van	van	PROPN
cice-11525	26	15	der	der	PROPN
cice-11525	26	16	linden	linden	PROPN
cice-11525	26	17	and	and	CCONJ
cice-11525	26	18	hambleton	hambleton	PROPN
cice-11525	26	19	(	(	PUNCT
cice-11525	26	20	1997	1997	NUM
cice-11525	26	21	)	)	PUNCT
cice-11525	26	22	.	.	PUNCT
cice-11525	27	1	in	in	ADP
cice-11525	27	2	this	this	DET
cice-11525	27	3	study	study	NOUN
cice-11525	27	4	,	,	PUNCT
cice-11525	27	5	a	a	DET
cice-11525	27	6	general	general	ADJ
cice-11525	27	7	multidimensional	multidimensional	ADJ
cice-11525	27	8	irt	irt	PROPN
cice-11525	27	9	model	model	NOUN
cice-11525	27	10	was	be	AUX
cice-11525	27	11	used	use	VERB
cice-11525	27	12	to	to	PART
cice-11525	27	13	analyze	analyze	VERB
cice-11525	27	14	the	the	DET
cice-11525	27	15	timss	timss	NOUN
cice-11525	27	16	and	and	CCONJ
cice-11525	27	17	pirls	pirls	NOUN
cice-11525	27	18	data	datum	NOUN
cice-11525	27	19	.	.	PUNCT
cice-11525	28	1	in	in	ADP
cice-11525	28	2	both	both	CCONJ
cice-11525	28	3	timss	timss	NOUN
cice-11525	28	4	and	and	CCONJ
cice-11525	28	5	pirls	pirl	NOUN
cice-11525	28	6	,	,	PUNCT
cice-11525	28	7	performances	performance	NOUN
cice-11525	28	8	are	be	AUX
cice-11525	28	9	depicted	depict	VERB
cice-11525	28	10	along	along	ADP
cice-11525	28	11	a	a	DET
cice-11525	28	12	scale	scale	NOUN
cice-11525	28	13	that	that	PRON
cice-11525	28	14	has	have	VERB
cice-11525	28	15	a	a	DET
cice-11525	28	16	mean	mean	ADJ
cice-11525	28	17	value	value	NOUN
cice-11525	28	18	of	of	ADP
cice-11525	28	19	500	500	NUM
cice-11525	28	20	and	and	CCONJ
cice-11525	28	21	a	a	DET
cice-11525	28	22	standard	standard	ADJ
cice-11525	28	23	deviation	deviation	NOUN
cice-11525	28	24	of	of	ADP
cice-11525	28	25	100	100	NUM
cice-11525	28	26	.	.	PUNCT
cice-11525	29	1	from	from	ADP
cice-11525	29	2	the	the	DET
cice-11525	29	3	international	international	ADJ
cice-11525	29	4	comparative	comparative	ADJ
cice-11525	29	5	perspective	perspective	NOUN
cice-11525	29	6	,	,	PUNCT
cice-11525	29	7	however	however	ADV
cice-11525	29	8	,	,	PUNCT
cice-11525	29	9	the	the	DET
cice-11525	29	10	interpretation	interpretation	NOUN
cice-11525	29	11	of	of	ADP
cice-11525	29	12	inter	inter	ADJ
cice-11525	29	13	-	-	ADJ
cice-11525	29	14	individual	individual	ADJ
cice-11525	29	15	differences	difference	NOUN
cice-11525	29	16	in	in	ADP
cice-11525	29	17	the	the	DET
cice-11525	29	18	dimensions	dimension	NOUN
cice-11525	29	19	primarily	primarily	ADV
cice-11525	29	20	occurs	occur	VERB
cice-11525	29	21	via	via	ADP
cice-11525	29	22	the	the	DET
cice-11525	29	23	achievement	achievement	NOUN
cice-11525	29	24	of	of	ADP
cice-11525	29	25	international	international	ADJ
cice-11525	29	26	benchmarks	benchmark	NOUN
cice-11525	29	27	.	.	PUNCT
cice-11525	30	1	in	in	ADP
cice-11525	30	2	other	other	ADJ
cice-11525	30	3	words	word	NOUN
cice-11525	30	4	,	,	PUNCT
cice-11525	30	5	the	the	DET
cice-11525	30	6	achievement	achievement	NOUN
cice-11525	30	7	of	of	ADP
cice-11525	30	8	qualitatively	qualitatively	ADV
cice-11525	30	9	set	set	VERB
cice-11525	30	10	criteria	criterion	NOUN
cice-11525	30	11	is	be	AUX
cice-11525	30	12	defined	define	VERB
cice-11525	30	13	separately	separately	ADV
cice-11525	30	14	for	for	ADP
cice-11525	30	15	each	each	DET
cice-11525	30	16	dimension	dimension	NOUN
cice-11525	30	17	(	(	PUNCT
cice-11525	30	18	martin	martin	PROPN
cice-11525	30	19	&	&	CCONJ
cice-11525	30	20	mullis	mullis	PROPN
cice-11525	30	21	,	,	PUNCT
cice-11525	30	22	2013	2013	NUM
cice-11525	30	23	)	)	PUNCT
cice-11525	30	24	.	.	PUNCT
cice-11525	31	1	in	in	ADP
cice-11525	31	2	timss	timss	PROPN
cice-11525	31	3	and	and	CCONJ
cice-11525	31	4	pirls	pirl	NOUN
cice-11525	31	5	,	,	PUNCT
cice-11525	31	6	the	the	DET
cice-11525	31	7	benchmarks	benchmark	NOUN
cice-11525	31	8	divide	divide	VERB
cice-11525	31	9	the	the	DET
cice-11525	31	10	performance	performance	NOUN
cice-11525	31	11	scales	scale	NOUN
cice-11525	31	12	into	into	ADP
cice-11525	31	13	five	five	NUM
cice-11525	31	14	performance	performance	NOUN
cice-11525	31	15	ranges	range	VERB
cice-11525	31	16	with	with	ADP
cice-11525	31	17	a	a	DET
cice-11525	31	18	width	width	NOUN
cice-11525	31	19	of	of	ADP
cice-11525	31	20	75	75	NUM
cice-11525	31	21	points	point	NOUN
cice-11525	31	22	.	.	PUNCT
cice-11525	32	1	in	in	ADP
cice-11525	32	2	germany	germany	PROPN
cice-11525	32	3	,	,	PUNCT
cice-11525	32	4	reporting	report	VERB
cice-11525	32	5	specifically	specifically	ADV
cice-11525	32	6	refers	refer	VERB
cice-11525	32	7	to	to	ADP
cice-11525	32	8	the	the	DET
cice-11525	32	9	ranges	range	NOUN
cice-11525	32	10	between	between	ADP
cice-11525	32	11	the	the	DET
cice-11525	32	12	benchmarks	benchmark	NOUN
cice-11525	32	13	,	,	PUNCT
cice-11525	32	14	called	call	VERB
cice-11525	32	15	competency	competency	NOUN
cice-11525	32	16	levels	level	NOUN
cice-11525	32	17	.	.	PUNCT
cice-11525	33	1	test	test	NOUN
cice-11525	33	2	values	value	NOUN
cice-11525	33	3	below	below	ADP
cice-11525	33	4	400	400	NUM
cice-11525	33	5	points	point	NOUN
cice-11525	33	6	correspond	correspond	VERB
cice-11525	33	7	to	to	ADP
cice-11525	33	8	competency	competency	NOUN
cice-11525	33	9	level	level	NOUN
cice-11525	33	10	i	i	PRON
cice-11525	33	11	;	;	PUNCT
cice-11525	33	12	values	value	NOUN
cice-11525	33	13	between	between	ADP
cice-11525	33	14	400	400	NUM
cice-11525	33	15	and	and	CCONJ
cice-11525	33	16	475	475	NUM
cice-11525	33	17	points	point	NOUN
cice-11525	33	18	represent	represent	VERB
cice-11525	33	19	competency	competency	NOUN
cice-11525	33	20	level	level	NOUN
cice-11525	33	21	ii	ii	NOUN
cice-11525	33	22	;	;	PUNCT
cice-11525	33	23	the	the	DET
cice-11525	33	24	range	range	NOUN
cice-11525	33	25	of	of	ADP
cice-11525	33	26	values	value	NOUN
cice-11525	33	27	between	between	ADP
cice-11525	33	28	476	476	NUM
cice-11525	33	29	and	and	CCONJ
cice-11525	33	30	550	550	NUM
cice-11525	33	31	points	point	NOUN
cice-11525	33	32	is	be	AUX
cice-11525	33	33	competency	competency	NOUN
cice-11525	33	34	level	level	NOUN
cice-11525	33	35	iii	iii	NOUN
cice-11525	33	36	;	;	PUNCT
cice-11525	33	37	competency	competency	NOUN
cice-11525	33	38	level	level	NOUN
cice-11525	33	39	iv	iv	NOUN
cice-11525	33	40	covers	cover	VERB
cice-11525	33	41	the	the	DET
cice-11525	33	42	range	range	NOUN
cice-11525	33	43	of	of	ADP
cice-11525	33	44	values	value	NOUN
cice-11525	33	45	between	between	ADP
cice-11525	33	46	551	551	NUM
cice-11525	33	47	and	and	CCONJ
cice-11525	33	48	625	625	NUM
cice-11525	33	49	points	point	NOUN
cice-11525	33	50	;	;	PUNCT
cice-11525	33	51	and	and	CCONJ
cice-11525	33	52	values	value	NOUN
cice-11525	33	53	above	above	ADP
cice-11525	33	54	625	625	NUM
cice-11525	33	55	points	point	NOUN
cice-11525	33	56	comprise	comprise	NOUN
cice-11525	33	57	competency	competency	NOUN
cice-11525	33	58	level	level	NOUN
cice-11525	33	59	v	v	NOUN
cice-11525	33	60	(	(	PUNCT
cice-11525	33	61	wendt	wendt	PROPN
cice-11525	33	62	,	,	PUNCT
cice-11525	33	63	tarelli	tarelli	PROPN
cice-11525	33	64	,	,	PUNCT
cice-11525	33	65	bos	bos	PROPN
cice-11525	33	66	,	,	PUNCT
cice-11525	33	67	frey	frey	PROPN
cice-11525	33	68	,	,	PUNCT
cice-11525	33	69	&	&	CCONJ
cice-11525	33	70	vennemann	vennemann	PROPN
cice-11525	33	71	,	,	PUNCT
cice-11525	33	72	2012	2012	NUM
cice-11525	33	73	,	,	PUNCT
cice-11525	33	74	p.	p.	NOUN
cice-11525	33	75	62f	62f	NOUN
cice-11525	33	76	.	.	PUNCT
cice-11525	33	77	)	)	PUNCT
cice-11525	33	78	.	.	PUNCT
cice-11525	34	1	in	in	ADP
cice-11525	34	2	order	order	NOUN
cice-11525	34	3	to	to	PART
cice-11525	34	4	allow	allow	VERB
cice-11525	34	5	for	for	ADP
cice-11525	34	6	a	a	DET
cice-11525	34	7	contentual	contentual	ADJ
cice-11525	34	8	interpretation	interpretation	NOUN
cice-11525	34	9	of	of	ADP
cice-11525	34	10	the	the	DET
cice-11525	34	11	competency	competency	NOUN
cice-11525	34	12	levels	level	NOUN
cice-11525	34	13	achieved	achieve	VERB
cice-11525	34	14	by	by	ADP
cice-11525	34	15	pupils	pupil	NOUN
cice-11525	34	16	,	,	PUNCT
cice-11525	34	17	the	the	DET
cice-11525	34	18	problems	problem	NOUN
cice-11525	34	19	or	or	CCONJ
cice-11525	34	20	exercises	exercise	NOUN
cice-11525	34	21	assigned	assign	VERB
cice-11525	34	22	to	to	ADP
cice-11525	34	23	an	an	DET
cice-11525	34	24	individual	individual	ADJ
cice-11525	34	25	level	level	NOUN
cice-11525	34	26	are	be	AUX
cice-11525	34	27	constructed	construct	VERB
cice-11525	34	28	in	in	ADP
cice-11525	34	29	such	such	DET
cice-11525	34	30	a	a	DET
cice-11525	34	31	way	way	NOUN
cice-11525	34	32	that	that	PRON
cice-11525	34	33	a	a	DET
cice-11525	34	34	student	student	NOUN
cice-11525	34	35	possessing	possess	VERB
cice-11525	34	36	that	that	DET
cice-11525	34	37	level	level	NOUN
cice-11525	34	38	of	of	ADP
cice-11525	34	39	competence	competence	NOUN
cice-11525	34	40	can	can	AUX
cice-11525	34	41	typically	typically	ADV
cice-11525	34	42	solve	solve	VERB
cice-11525	34	43	these	these	DET
cice-11525	34	44	problems	problem	NOUN
cice-11525	34	45	.	.	PUNCT
cice-11525	35	1	as	as	ADP
cice-11525	35	2	an	an	DET
cice-11525	35	3	example	example	NOUN
cice-11525	35	4	,	,	PUNCT
cice-11525	35	5	the	the	DET
cice-11525	35	6	qualitative	qualitative	ADJ
cice-11525	35	7	criteria	criterion	NOUN
cice-11525	35	8	for	for	ADP
cice-11525	35	9	the	the	DET
cice-11525	35	10	achievement	achievement	NOUN
cice-11525	35	11	of	of	ADP
cice-11525	35	12	the	the	DET
cice-11525	35	13	third	third	ADJ
cice-11525	35	14	competency	competency	NOUN
cice-11525	35	15	level	level	NOUN
cice-11525	35	16	(	(	PUNCT
cice-11525	35	17	high	high	ADJ
cice-11525	35	18	international	international	ADJ
cice-11525	35	19	benchmark	benchmark	NOUN
cice-11525	35	20	)	)	PUNCT
cice-11525	35	21	for	for	ADP
cice-11525	35	22	pirls	pirl	NOUN
cice-11525	35	23	2011	2011	NUM
cice-11525	35	24	are	be	AUX
cice-11525	35	25	listed	list	VERB
cice-11525	35	26	in	in	ADP
cice-11525	35	27	table	table	NOUN
cice-11525	35	28	1	1	NUM
cice-11525	35	29	.	.	PUNCT
cice-11525	36	1	in	in	ADP
cice-11525	36	2	addition	addition	NOUN
cice-11525	36	3	to	to	PART
cice-11525	36	4	figure	figure	VERB
cice-11525	36	5	1	1	NUM
cice-11525	36	6	,	,	PUNCT
cice-11525	36	7	we	we	PRON
cice-11525	36	8	can	can	AUX
cice-11525	36	9	report	report	VERB
cice-11525	36	10	that	that	SCONJ
cice-11525	36	11	1.5	1.5	NUM
cice-11525	36	12	%	%	NOUN
cice-11525	36	13	of	of	ADP
cice-11525	36	14	the	the	DET
cice-11525	36	15	pupils	pupil	NOUN
cice-11525	36	16	achieved	achieve	VERB
cice-11525	36	17	competency	competency	NOUN
cice-11525	36	18	level	level	NOUN
cice-11525	36	19	v	v	NOUN
cice-11525	36	20	in	in	ADP
cice-11525	36	21	all	all	DET
cice-11525	36	22	three	three	NUM
cice-11525	36	23	areas	area	NOUN
cice-11525	36	24	and	and	CCONJ
cice-11525	36	25	0.6	0.6	NUM
cice-11525	36	26	%	%	NOUN
cice-11525	36	27	of	of	ADP
cice-11525	36	28	the	the	DET
cice-11525	36	29	pupils	pupil	NOUN
cice-11525	36	30	achieved	achieve	VERB
cice-11525	36	31	competency	competency	NOUN
cice-11525	36	32	level	level	NOUN
cice-11525	36	33	i	i	PRON
cice-11525	36	34	in	in	ADP
cice-11525	36	35	all	all	DET
cice-11525	36	36	areas	area	NOUN
cice-11525	36	37	.	.	PUNCT
cice-11525	37	1	10.5	10.5	NUM
cice-11525	37	2	%	%	NOUN
cice-11525	37	3	of	of	ADP
cice-11525	37	4	pupils	pupil	NOUN
cice-11525	37	5	achieved	achieve	VERB
cice-11525	37	6	competency	competency	NOUN
cice-11525	37	7	levels	level	NOUN
cice-11525	37	8	iv	iv	NOUN
cice-11525	37	9	-	-	PUNCT
cice-11525	37	10	v	v	NOUN
cice-11525	37	11	in	in	ADP
cice-11525	37	12	three	three	NUM
cice-11525	37	13	domains	domain	NOUN
cice-11525	37	14	,	,	PUNCT
cice-11525	37	15	excluding	exclude	VERB
cice-11525	37	16	the	the	DET
cice-11525	37	17	performances	performance	NOUN
cice-11525	37	18	with	with	ADP
cice-11525	37	19	three	three	NUM
cice-11525	37	20	domains	domain	NOUN
cice-11525	37	21	all	all	PRON
cice-11525	37	22	at	at	ADP
cice-11525	37	23	either	either	DET
cice-11525	37	24	competency	competency	NOUN
cice-11525	37	25	level	level	NOUN
cice-11525	37	26	iv	iv	NUM
cice-11525	37	27	or	or	CCONJ
cice-11525	37	28	v.	v.	ADP
cice-11525	37	29	11.4	11.4	NUM
cice-11525	37	30	%	%	NOUN
cice-11525	37	31	achieved	achieve	VERB
cice-11525	37	32	competency	competency	NOUN
cice-11525	37	33	level	level	NOUN
cice-11525	37	34	iv	iv	NUM
cice-11525	37	35	in	in	ADP
cice-11525	37	36	three	three	NUM
cice-11525	37	37	domains	domain	NOUN
cice-11525	37	38	.	.	PUNCT
cice-11525	38	1	32.5	32.5	NUM
cice-11525	38	2	%	%	NOUN
cice-11525	38	3	achieved	achieve	VERB
cice-11525	38	4	competency	competency	NOUN
cice-11525	38	5	levels	level	NOUN
cice-11525	38	6	iii	iii	NOUN
cice-11525	38	7	-	-	PUNCT
cice-11525	38	8	v	v	NOUN
cice-11525	38	9	in	in	ADP
cice-11525	38	10	three	three	NUM
cice-11525	38	11	domains	domain	NOUN
cice-11525	38	12	.	.	PUNCT
cice-11525	39	1	13.1	13.1	NUM
cice-11525	39	2	%	%	NOUN
cice-11525	39	3	achieved	achieve	VERB
cice-11525	39	4	competency	competency	NOUN
cice-11525	39	5	level	level	NOUN
cice-11525	39	6	iii	iii	NOUN
cice-11525	39	7	in	in	ADP
cice-11525	39	8	three	three	NUM
cice-11525	39	9	domains	domain	NOUN
cice-11525	39	10	.	.	PUNCT
cice-11525	40	1	19.2	19.2	NUM
cice-11525	40	2	%	%	NOUN
cice-11525	40	3	performed	perform	VERB
cice-11525	40	4	at	at	ADP
cice-11525	40	5	competency	competency	NOUN
cice-11525	40	6	levels	level	NOUN
cice-11525	40	7	i	i	PRON
cice-11525	40	8	-	-	PUNCT
cice-11525	40	9	iii	iii	PROPN
cice-11525	40	10	in	in	ADP
cice-11525	40	11	three	three	NUM
cice-11525	40	12	domains	domain	NOUN
cice-11525	40	13	.	.	PUNCT
cice-11525	41	1	the	the	DET
cice-11525	41	2	remaining	remain	VERB
cice-11525	41	3	11.2	11.2	NUM
cice-11525	41	4	%	%	NOUN
cice-11525	41	5	are	be	AUX
cice-11525	41	6	distributed	distribute	VERB
cice-11525	41	7	across	across	ADP
cice-11525	41	8	smaller	small	ADJ
cice-11525	41	9	intermediate	intermediate	ADJ
cice-11525	41	10	stages	stage	NOUN
cice-11525	41	11	.	.	PUNCT
cice-11525	42	1	55.9	55.9	NUM
cice-11525	42	2	%	%	NOUN
cice-11525	42	3	of	of	ADP
cice-11525	42	4	the	the	DET
cice-11525	42	5	pupils	pupil	NOUN
cice-11525	42	6	were	be	AUX
cice-11525	42	7	able	able	ADJ
cice-11525	42	8	to	to	PART
cice-11525	42	9	achieve	achieve	VERB
cice-11525	42	10	at	at	ADP
cice-11525	42	11	least	least	ADJ
cice-11525	42	12	competency	competency	NOUN
cice-11525	42	13	level	level	NOUN
cice-11525	42	14	iii	iii	NOUN
cice-11525	42	15	and	and	CCONJ
cice-11525	42	16	a	a	DET
cice-11525	42	17	higher	high	ADJ
cice-11525	42	18	level	level	NOUN
cice-11525	42	19	in	in	ADP
cice-11525	42	20	one	one	NUM
cice-11525	42	21	domain	domain	NOUN
cice-11525	42	22	.	.	PUNCT
cice-11525	43	1	only	only	ADV
cice-11525	43	2	2.9	2.9	NUM
cice-11525	43	3	%	%	NOUN
cice-11525	43	4	showed	show	VERB
cice-11525	43	5	“	"	PUNCT
cice-11525	43	6	savantism	savantism	NOUN
cice-11525	43	7	”	"	PUNCT
cice-11525	43	8	or	or	CCONJ
cice-11525	43	9	“	"	PUNCT
cice-11525	43	10	learning	learn	VERB
cice-11525	43	11	disabilities	disability	NOUN
cice-11525	43	12	”	"	PUNCT
cice-11525	43	13	in	in	ADP
cice-11525	43	14	one	one	NUM
cice-11525	43	15	domain	domain	NOUN
cice-11525	43	16	.	.	PUNCT
cice-11525	44	1	these	these	PRON
cice-11525	44	2	were	be	AUX
cice-11525	44	3	operationalized	operationalize	VERB
cice-11525	44	4	by	by	ADP
cice-11525	44	5	pupils	pupil	NOUN
cice-11525	44	6	who	who	PRON
cice-11525	44	7	were	be	AUX
cice-11525	44	8	indexed	index	VERB
cice-11525	44	9	at	at	ADP
cice-11525	44	10	one	one	NUM
cice-11525	44	11	competency	competency	NOUN
cice-11525	44	12	level	level	NOUN
cice-11525	44	13	of	of	ADP
cice-11525	44	14	i	i	PRON
cice-11525	44	15	or	or	CCONJ
cice-11525	44	16	ii	ii	PROPN
cice-11525	44	17	in	in	ADP
cice-11525	44	18	two	two	NUM
cice-11525	44	19	domains	domain	NOUN
cice-11525	44	20	and	and	CCONJ
cice-11525	44	21	a	a	DET
cice-11525	44	22	competency	competency	NOUN
cice-11525	44	23	level	level	NOUN
cice-11525	44	24	of	of	ADP
cice-11525	44	25	iv	iv	NUM
cice-11525	44	26	or	or	CCONJ
cice-11525	44	27	v	v	NOUN
cice-11525	44	28	in	in	ADP
cice-11525	44	29	one	one	NUM
cice-11525	44	30	domain	domain	NOUN
cice-11525	44	31	,	,	PUNCT
cice-11525	44	32	or	or	CCONJ
cice-11525	44	33	at	at	ADP
cice-11525	44	34	one	one	NUM
cice-11525	44	35	competency	competency	NOUN
cice-11525	44	36	level	level	NOUN
cice-11525	44	37	of	of	ADP
cice-11525	44	38	iv	iv	NUM
cice-11525	44	39	or	or	CCONJ
cice-11525	44	40	v	v	NOUN
cice-11525	44	41	in	in	ADP
cice-11525	44	42	two	two	NUM
cice-11525	44	43	domains	domain	NOUN
cice-11525	44	44	and	and	CCONJ
cice-11525	44	45	one	one	NUM
cice-11525	44	46	competency	competency	NOUN
cice-11525	44	47	level	level	NOUN
cice-11525	44	48	of	of	ADP
cice-11525	44	49	i	i	PRON
cice-11525	44	50	or	or	CCONJ
cice-11525	44	51	ii	ii	PROPN
cice-11525	44	52	in	in	ADP
cice-11525	44	53	one	one	NUM
cice-11525	44	54	domain	domain	NOUN
cice-11525	44	55	.	.	PUNCT
cice-11525	45	1	ünlü	ünlü	NOUN
cice-11525	45	2	&	&	CCONJ
cice-11525	45	3	schurig	schurig	VERB
cice-11525	45	4	current	current	ADJ
cice-11525	45	5	issues	issue	NOUN
cice-11525	45	6	in	in	ADP
cice-11525	45	7	comparative	comparative	ADJ
cice-11525	45	8	education	education	NOUN
cice-11525	45	9	8	8	NUM
cice-11525	45	10	table	table	NOUN
cice-11525	45	11	1	1	NUM
cice-11525	45	12	:	:	PUNCT
cice-11525	45	13	pirls	pirl	NOUN
cice-11525	45	14	2011	2011	NUM
cice-11525	45	15	high	high	ADJ
cice-11525	45	16	international	international	ADJ
cice-11525	45	17	benchmark	benchmark	NOUN
cice-11525	45	18	of	of	ADP
cice-11525	45	19	reading	read	VERB
cice-11525	45	20	achievement	achievement	NOUN
cice-11525	45	21	source	source	NOUN
cice-11525	45	22	:	:	PUNCT
cice-11525	45	23	iea	iea	NOUN
cice-11525	45	24	’s	’s	PART
cice-11525	45	25	progress	progress	NOUN
cice-11525	45	26	in	in	ADP
cice-11525	45	27	international	international	ADJ
cice-11525	45	28	reading	reading	NOUN
cice-11525	45	29	literacy	literacy	NOUN
cice-11525	45	30	study	study	NOUN
cice-11525	45	31	–	–	PUNCT
cice-11525	45	32	pirls	pirl	NOUN
cice-11525	45	33	2011	2011	NUM
cice-11525	45	34	in	in	ADP
cice-11525	45	35	germany	germany	PROPN
cice-11525	45	36	,	,	PUNCT
cice-11525	45	37	the	the	DET
cice-11525	45	38	achievement	achievement	NOUN
cice-11525	45	39	of	of	ADP
cice-11525	45	40	competency	competency	NOUN
cice-11525	45	41	levels	level	NOUN
cice-11525	45	42	across	across	ADP
cice-11525	45	43	the	the	DET
cice-11525	45	44	domains	domain	NOUN
cice-11525	45	45	was	be	AUX
cice-11525	45	46	distributed	distribute	VERB
cice-11525	45	47	as	as	SCONJ
cice-11525	45	48	shown	show	VERB
cice-11525	45	49	in	in	ADP
cice-11525	45	50	figure	figure	NOUN
cice-11525	45	51	1	1	NUM
cice-11525	45	52	.	.	PUNCT
cice-11525	45	53	figure	figure	VERB
cice-11525	45	54	1	1	NUM
cice-11525	45	55	:	:	PUNCT
cice-11525	45	56	distribution	distribution	NOUN
cice-11525	45	57	of	of	ADP
cice-11525	45	58	competency	competency	NOUN
cice-11525	45	59	levels	level	NOUN
cice-11525	45	60	achieved	achieve	VERB
cice-11525	45	61	by	by	ADP
cice-11525	45	62	pupils	pupil	NOUN
cice-11525	45	63	source	source	NOUN
cice-11525	45	64	:	:	PUNCT
cice-11525	45	65	bos	bos	NOUN
cice-11525	45	66	et	et	NOUN
cice-11525	45	67	al	al	PROPN
cice-11525	45	68	.	.	PROPN
cice-11525	45	69	,	,	PUNCT
cice-11525	45	70	2012a	2012a	NUM
cice-11525	45	71	,	,	PUNCT
cice-11525	45	72	p.	p.	NOUN
cice-11525	45	73	231	231	NUM
cice-11525	45	74	computational	computational	ADJ
cice-11525	45	75	typologies	typology	NOUN
cice-11525	45	76	of	of	ADP
cice-11525	45	77	multidimensional	multidimensional	ADJ
cice-11525	45	78	end	end	NOUN
cice-11525	45	79	-	-	PUNCT
cice-11525	45	80	of	of	ADP
cice-11525	45	81	-	-	PUNCT
cice-11525	45	82	primary	primary	ADJ
cice-11525	45	83	-	-	PUNCT
cice-11525	45	84	school	school	NOUN
cice-11525	45	85	performance	performance	NOUN
cice-11525	45	86	profiles	profile	NOUN
cice-11525	45	87	from	from	ADP
cice-11525	45	88	an	an	DET
cice-11525	45	89	educational	educational	ADJ
cice-11525	45	90	perspective	perspective	NOUN
cice-11525	45	91	of	of	ADP
cice-11525	45	92	large	large	ADJ
cice-11525	45	93	-	-	PUNCT
cice-11525	45	94	scale	scale	NOUN
cice-11525	45	95	timss	timss	NOUN
cice-11525	45	96	and	and	CCONJ
cice-11525	45	97	pirls	pirls	NOUN
cice-11525	45	98	surveys	survey	NOUN
cice-11525	45	99	current	current	ADJ
cice-11525	45	100	issues	issue	NOUN
cice-11525	45	101	in	in	ADP
cice-11525	45	102	comparative	comparative	ADJ
cice-11525	45	103	education	education	NOUN
cice-11525	45	104	9	9	NUM
cice-11525	45	105	as	as	SCONJ
cice-11525	45	106	mentioned	mention	VERB
cice-11525	45	107	earlier	early	ADV
cice-11525	45	108	,	,	PUNCT
cice-11525	45	109	since	since	SCONJ
cice-11525	45	110	data	data	NOUN
cice-11525	45	111	collection	collection	NOUN
cice-11525	45	112	for	for	ADP
cice-11525	45	113	timss	timss	NOUN
cice-11525	45	114	and	and	CCONJ
cice-11525	45	115	pirls	pirl	NOUN
cice-11525	45	116	coincided	coincide	VERB
cice-11525	45	117	for	for	ADP
cice-11525	45	118	the	the	DET
cice-11525	45	119	first	first	ADJ
cice-11525	45	120	time	time	NOUN
cice-11525	45	121	in	in	ADP
cice-11525	45	122	2011	2011	NUM
cice-11525	45	123	,	,	PUNCT
cice-11525	45	124	a	a	DET
cice-11525	45	125	joint	joint	ADJ
cice-11525	45	126	study	study	NOUN
cice-11525	45	127	of	of	ADP
cice-11525	45	128	all	all	DET
cice-11525	45	129	dimensions	dimension	NOUN
cice-11525	45	130	is	be	AUX
cice-11525	45	131	possible	possible	ADJ
cice-11525	45	132	and	and	CCONJ
cice-11525	45	133	allows	allow	VERB
cice-11525	45	134	for	for	ADP
cice-11525	45	135	the	the	DET
cice-11525	45	136	interpretation	interpretation	NOUN
cice-11525	45	137	of	of	ADP
cice-11525	45	138	interactions	interaction	NOUN
cice-11525	45	139	.	.	PUNCT
cice-11525	46	1	however	however	ADV
cice-11525	46	2	,	,	PUNCT
cice-11525	46	3	a	a	DET
cice-11525	46	4	consolidation	consolidation	NOUN
cice-11525	46	5	has	have	VERB
cice-11525	46	6	to	to	PART
cice-11525	46	7	first	first	ADV
cice-11525	46	8	occur	occur	VERB
cice-11525	46	9	in	in	ADP
cice-11525	46	10	the	the	DET
cice-11525	46	11	scale	scale	NOUN
cice-11525	46	12	.	.	PUNCT
cice-11525	47	1	it	it	PRON
cice-11525	47	2	also	also	ADV
cice-11525	47	3	makes	make	VERB
cice-11525	47	4	sense	sense	NOUN
cice-11525	47	5	to	to	PART
cice-11525	47	6	scrutinize	scrutinize	VERB
cice-11525	47	7	the	the	DET
cice-11525	47	8	classification	classification	NOUN
cice-11525	47	9	that	that	PRON
cice-11525	47	10	is	be	AUX
cice-11525	47	11	used	use	VERB
cice-11525	47	12	in	in	ADP
cice-11525	47	13	the	the	DET
cice-11525	47	14	benchmarks	benchmark	NOUN
cice-11525	47	15	.	.	PUNCT
cice-11525	48	1	classification	classification	NOUN
cice-11525	48	2	within	within	ADP
cice-11525	48	3	the	the	DET
cice-11525	48	4	multidimensionality	multidimensionality	NOUN
cice-11525	48	5	–	–	PUNCT
cice-11525	48	6	motivation	motivation	NOUN
cice-11525	48	7	the	the	DET
cice-11525	48	8	reliable	reliable	ADJ
cice-11525	48	9	determination	determination	NOUN
cice-11525	48	10	of	of	ADP
cice-11525	48	11	a	a	DET
cice-11525	48	12	valid	valid	ADJ
cice-11525	48	13	performance	performance	NOUN
cice-11525	48	14	typology	typology	NOUN
cice-11525	48	15	is	be	AUX
cice-11525	48	16	essential	essential	ADJ
cice-11525	48	17	.	.	PUNCT
cice-11525	49	1	on	on	ADP
cice-11525	49	2	the	the	DET
cice-11525	49	3	one	one	NUM
cice-11525	49	4	hand	hand	NOUN
cice-11525	49	5	,	,	PUNCT
cice-11525	49	6	benchmarks	benchmark	NOUN
cice-11525	49	7	and	and	CCONJ
cice-11525	49	8	competency	competency	NOUN
cice-11525	49	9	levels	level	NOUN
cice-11525	49	10	offer	offer	VERB
cice-11525	49	11	an	an	DET
cice-11525	49	12	improvement	improvement	NOUN
cice-11525	49	13	of	of	ADP
cice-11525	49	14	the	the	DET
cice-11525	49	15	interpretation	interpretation	NOUN
cice-11525	49	16	ability	ability	NOUN
cice-11525	49	17	of	of	ADP
cice-11525	49	18	the	the	DET
cice-11525	49	19	irt	irt	PROPN
cice-11525	49	20	scale	scale	NOUN
cice-11525	49	21	results	result	NOUN
cice-11525	49	22	;	;	PUNCT
cice-11525	49	23	on	on	ADP
cice-11525	49	24	the	the	DET
cice-11525	49	25	other	other	ADJ
cice-11525	49	26	hand	hand	NOUN
cice-11525	49	27	,	,	PUNCT
cice-11525	49	28	they	they	PRON
cice-11525	49	29	are	be	AUX
cice-11525	49	30	the	the	DET
cice-11525	49	31	actual	actual	ADJ
cice-11525	49	32	parameters	parameter	NOUN
cice-11525	49	33	for	for	ADP
cice-11525	49	34	communication	communication	NOUN
cice-11525	49	35	purposes	purpose	NOUN
cice-11525	49	36	,	,	PUNCT
cice-11525	49	37	such	such	ADJ
cice-11525	49	38	as	as	ADP
cice-11525	49	39	for	for	ADP
cice-11525	49	40	educational	educational	ADJ
cice-11525	49	41	policy	policy	NOUN
cice-11525	49	42	(	(	PUNCT
cice-11525	49	43	e.g.	e.g.	ADV
cice-11525	49	44	,	,	PUNCT
cice-11525	49	45	bos	bo	VERB
cice-11525	49	46	et	et	NOUN
cice-11525	49	47	al	al	PROPN
cice-11525	49	48	.	.	PROPN
cice-11525	49	49	,	,	PUNCT
cice-11525	49	50	2009	2009	NUM
cice-11525	49	51	)	)	PUNCT
cice-11525	49	52	.	.	PUNCT
cice-11525	50	1	in	in	ADP
cice-11525	50	2	international	international	ADJ
cice-11525	50	3	reports	report	NOUN
cice-11525	50	4	,	,	PUNCT
cice-11525	50	5	countries	country	NOUN
cice-11525	50	6	are	be	AUX
cice-11525	50	7	measured	measure	VERB
cice-11525	50	8	and	and	CCONJ
cice-11525	50	9	compared	compare	VERB
cice-11525	50	10	using	use	VERB
cice-11525	50	11	the	the	DET
cice-11525	50	12	respective	respective	ADJ
cice-11525	50	13	percent	percent	NOUN
cice-11525	50	14	shares	share	NOUN
cice-11525	50	15	of	of	ADP
cice-11525	50	16	pupils	pupil	NOUN
cice-11525	50	17	in	in	ADP
cice-11525	50	18	the	the	DET
cice-11525	50	19	individual	individual	ADJ
cice-11525	50	20	competency	competency	NOUN
cice-11525	50	21	levels	level	NOUN
cice-11525	50	22	.	.	PUNCT
cice-11525	51	1	an	an	DET
cice-11525	51	2	example	example	NOUN
cice-11525	51	3	of	of	ADP
cice-11525	51	4	this	this	PRON
cice-11525	51	5	can	can	AUX
cice-11525	51	6	be	be	AUX
cice-11525	51	7	found	find	VERB
cice-11525	51	8	in	in	ADP
cice-11525	51	9	the	the	DET
cice-11525	51	10	well	well	ADV
cice-11525	51	11	-	-	PUNCT
cice-11525	51	12	known	know	VERB
cice-11525	51	13	programme	programme	NOUN
cice-11525	51	14	for	for	ADP
cice-11525	51	15	international	international	ADJ
cice-11525	51	16	student	student	NOUN
cice-11525	51	17	assessment	assessment	NOUN
cice-11525	51	18	(	(	PUNCT
cice-11525	51	19	pisa	pisa	PROPN
cice-11525	51	20	)	)	PUNCT
cice-11525	51	21	study	study	NOUN
cice-11525	51	22	conducted	conduct	VERB
cice-11525	51	23	by	by	ADP
cice-11525	51	24	the	the	DET
cice-11525	51	25	organisation	organisation	NOUN
cice-11525	51	26	for	for	ADP
cice-11525	51	27	economic	economic	ADJ
cice-11525	51	28	cooperation	cooperation	NOUN
cice-11525	51	29	and	and	CCONJ
cice-11525	51	30	development	development	NOUN
cice-11525	51	31	(	(	PUNCT
cice-11525	51	32	oecd	oecd	PROPN
cice-11525	51	33	,	,	PUNCT
cice-11525	51	34	2010	2010	NUM
cice-11525	51	35	)	)	PUNCT
cice-11525	51	36	.	.	PUNCT
cice-11525	52	1	the	the	DET
cice-11525	52	2	formation	formation	NOUN
cice-11525	52	3	of	of	ADP
cice-11525	52	4	“	"	PUNCT
cice-11525	52	5	intrinsically	intrinsically	ADV
cice-11525	52	6	homogeneous	homogeneous	ADJ
cice-11525	52	7	”	"	PUNCT
cice-11525	52	8	and	and	CCONJ
cice-11525	52	9	“	"	PUNCT
cice-11525	52	10	amongst	amongst	ADP
cice-11525	52	11	themselves	themselves	PRON
cice-11525	52	12	heterogeneous	heterogeneous	ADJ
cice-11525	52	13	”	"	PUNCT
cice-11525	52	14	competency	competency	NOUN
cice-11525	52	15	groups	group	NOUN
cice-11525	52	16	contributes	contribute	VERB
cice-11525	52	17	to	to	ADP
cice-11525	52	18	the	the	DET
cice-11525	52	19	interpretation	interpretation	NOUN
cice-11525	52	20	and	and	CCONJ
cice-11525	52	21	significance	significance	NOUN
cice-11525	52	22	of	of	ADP
cice-11525	52	23	irt	irt	PROPN
cice-11525	52	24	estimated	estimate	VERB
cice-11525	52	25	numerical	numerical	ADJ
cice-11525	52	26	values	value	NOUN
cice-11525	52	27	.	.	PUNCT
cice-11525	53	1	this	this	PRON
cice-11525	53	2	is	be	AUX
cice-11525	53	3	especially	especially	ADV
cice-11525	53	4	true	true	ADJ
cice-11525	53	5	if	if	SCONJ
cice-11525	53	6	the	the	DET
cice-11525	53	7	categorizing	categorize	VERB
cice-11525	53	8	performance	performance	NOUN
cice-11525	53	9	types	type	NOUN
cice-11525	53	10	are	be	AUX
cice-11525	53	11	described	describe	VERB
cice-11525	53	12	in	in	ADP
cice-11525	53	13	accordance	accordance	NOUN
cice-11525	53	14	with	with	ADP
cice-11525	53	15	background	background	NOUN
cice-11525	53	16	characteristics	characteristic	NOUN
cice-11525	53	17	,	,	PUNCT
cice-11525	53	18	which	which	PRON
cice-11525	53	19	are	be	AUX
cice-11525	53	20	relevant	relevant	ADJ
cice-11525	53	21	and	and	CCONJ
cice-11525	53	22	theoretically	theoretically	ADV
cice-11525	53	23	important	important	ADJ
cice-11525	53	24	from	from	ADP
cice-11525	53	25	an	an	DET
cice-11525	53	26	educational	educational	ADJ
cice-11525	53	27	science	science	NOUN
cice-11525	53	28	perspective	perspective	NOUN
cice-11525	53	29	.	.	PUNCT
cice-11525	54	1	these	these	DET
cice-11525	54	2	background	background	NOUN
cice-11525	54	3	characteristics	characteristic	NOUN
cice-11525	54	4	include	include	VERB
cice-11525	54	5	factors	factor	NOUN
cice-11525	54	6	such	such	ADJ
cice-11525	54	7	as	as	ADP
cice-11525	54	8	cultural	cultural	ADJ
cice-11525	54	9	and	and	CCONJ
cice-11525	54	10	socioeconomic	socioeconomic	ADJ
cice-11525	54	11	characteristics	characteristic	NOUN
cice-11525	54	12	,	,	PUNCT
cice-11525	54	13	migration	migration	NOUN
cice-11525	54	14	background	background	NOUN
cice-11525	54	15	and	and	CCONJ
cice-11525	54	16	family	family	NOUN
cice-11525	54	17	language	language	NOUN
cice-11525	54	18	,	,	PUNCT
cice-11525	54	19	learning	learn	VERB
cice-11525	54	20	disabilities	disability	NOUN
cice-11525	54	21	or	or	CCONJ
cice-11525	54	22	physical	physical	ADJ
cice-11525	54	23	frailties	frailty	NOUN
cice-11525	54	24	,	,	PUNCT
cice-11525	54	25	or	or	CCONJ
cice-11525	54	26	subject	subject	ADV
cice-11525	54	27	-	-	PUNCT
cice-11525	54	28	related	relate	VERB
cice-11525	54	29	attitudes	attitude	NOUN
cice-11525	54	30	and	and	CCONJ
cice-11525	54	31	self	self	NOUN
cice-11525	54	32	-	-	PUNCT
cice-11525	54	33	concepts	concept	NOUN
cice-11525	54	34	.	.	PUNCT
cice-11525	55	1	in	in	ADP
cice-11525	55	2	the	the	DET
cice-11525	55	3	context	context	NOUN
cice-11525	55	4	of	of	ADP
cice-11525	55	5	multidimensionality	multidimensionality	NOUN
cice-11525	55	6	,	,	PUNCT
cice-11525	55	7	however	however	ADV
cice-11525	55	8	,	,	PUNCT
cice-11525	55	9	the	the	DET
cice-11525	55	10	approach	approach	NOUN
cice-11525	55	11	in	in	ADP
cice-11525	55	12	terms	term	NOUN
cice-11525	55	13	of	of	ADP
cice-11525	55	14	benchmarks	benchmark	NOUN
cice-11525	55	15	and	and	CCONJ
cice-11525	55	16	competency	competency	NOUN
cice-11525	55	17	levels	level	NOUN
cice-11525	55	18	used	use	VERB
cice-11525	55	19	to	to	ADP
cice-11525	55	20	date	date	NOUN
cice-11525	55	21	presents	present	VERB
cice-11525	55	22	a	a	DET
cice-11525	55	23	problem	problem	NOUN
cice-11525	55	24	.	.	PUNCT
cice-11525	56	1	this	this	PRON
cice-11525	56	2	is	be	AUX
cice-11525	56	3	because	because	SCONJ
cice-11525	56	4	incorporating	incorporate	VERB
cice-11525	56	5	the	the	DET
cice-11525	56	6	complex	complex	ADJ
cice-11525	56	7	data	datum	NOUN
cice-11525	56	8	structure	structure	NOUN
cice-11525	56	9	and	and	CCONJ
cice-11525	56	10	taking	take	VERB
cice-11525	56	11	into	into	ADP
cice-11525	56	12	consideration	consideration	NOUN
cice-11525	56	13	the	the	DET
cice-11525	56	14	high	high	ADJ
cice-11525	56	15	interdependence	interdependence	NOUN
cice-11525	56	16	of	of	ADP
cice-11525	56	17	the	the	DET
cice-11525	56	18	observed	observe	VERB
cice-11525	56	19	constructs	construct	NOUN
cice-11525	56	20	in	in	ADP
cice-11525	56	21	the	the	DET
cice-11525	56	22	classification	classification	NOUN
cice-11525	56	23	are	be	AUX
cice-11525	56	24	possible	possible	ADJ
cice-11525	56	25	only	only	ADV
cice-11525	56	26	in	in	ADP
cice-11525	56	27	a	a	DET
cice-11525	56	28	limited	limited	ADJ
cice-11525	56	29	manner	manner	NOUN
cice-11525	56	30	.	.	PUNCT
cice-11525	57	1	in	in	ADP
cice-11525	57	2	previous	previous	ADJ
cice-11525	57	3	works	work	NOUN
cice-11525	57	4	,	,	PUNCT
cice-11525	57	5	the	the	DET
cice-11525	57	6	multidimensional	multidimensional	ADJ
cice-11525	57	7	irt	irt	PROPN
cice-11525	57	8	scaled	scale	VERB
cice-11525	57	9	performance	performance	NOUN
cice-11525	57	10	values	value	NOUN
cice-11525	57	11	are	be	AUX
cice-11525	57	12	solely	solely	ADV
cice-11525	57	13	included	include	VERB
cice-11525	57	14	in	in	ADP
cice-11525	57	15	studies	study	NOUN
cice-11525	57	16	if	if	SCONJ
cice-11525	57	17	multidimensional	multidimensional	ADJ
cice-11525	57	18	modeling	modeling	NOUN
cice-11525	57	19	is	be	AUX
cice-11525	57	20	considered	consider	VERB
cice-11525	57	21	at	at	ADV
cice-11525	57	22	all	all	ADV
cice-11525	57	23	.	.	PUNCT
cice-11525	58	1	this	this	PRON
cice-11525	58	2	is	be	AUX
cice-11525	58	3	to	to	PART
cice-11525	58	4	be	be	AUX
cice-11525	58	5	differentiated	differentiate	VERB
cice-11525	58	6	from	from	ADP
cice-11525	58	7	the	the	DET
cice-11525	58	8	actual	actual	ADJ
cice-11525	58	9	objective	objective	NOUN
cice-11525	58	10	of	of	ADP
cice-11525	58	11	this	this	DET
cice-11525	58	12	paper	paper	NOUN
cice-11525	58	13	.	.	PUNCT
cice-11525	59	1	we	we	PRON
cice-11525	59	2	aim	aim	VERB
cice-11525	59	3	to	to	PART
cice-11525	59	4	develop	develop	VERB
cice-11525	59	5	and	and	CCONJ
cice-11525	59	6	examine	examine	VERB
cice-11525	59	7	multivariate	multivariate	NOUN
cice-11525	59	8	data	datum	NOUN
cice-11525	59	9	-	-	PUNCT
cice-11525	59	10	analytical	analytical	ADJ
cice-11525	59	11	procedures	procedure	NOUN
cice-11525	59	12	for	for	ADP
cice-11525	59	13	the	the	DET
cice-11525	59	14	“	"	PUNCT
cice-11525	59	15	automated	automate	VERB
cice-11525	59	16	”	"	PUNCT
cice-11525	59	17	joint	joint	ADJ
cice-11525	59	18	discretization	discretization	NOUN
cice-11525	59	19	of	of	ADP
cice-11525	59	20	all	all	DET
cice-11525	59	21	competency	competency	NOUN
cice-11525	59	22	dimensions	dimension	NOUN
cice-11525	59	23	while	while	SCONJ
cice-11525	59	24	considering	consider	VERB
cice-11525	59	25	their	their	PRON
cice-11525	59	26	interdependences	interdependence	NOUN
cice-11525	59	27	.	.	PUNCT
cice-11525	60	1	to	to	ADP
cice-11525	60	2	date	date	NOUN
cice-11525	60	3	,	,	PUNCT
cice-11525	60	4	the	the	DET
cice-11525	60	5	discretization	discretization	NOUN
cice-11525	60	6	of	of	ADP
cice-11525	60	7	the	the	DET
cice-11525	60	8	dimensions	dimension	NOUN
cice-11525	60	9	in	in	ADP
cice-11525	60	10	large	large	ADJ
cice-11525	60	11	-	-	PUNCT
cice-11525	60	12	scale	scale	NOUN
cice-11525	60	13	assessments	assessment	NOUN
cice-11525	60	14	is	be	AUX
cice-11525	60	15	conducted	conduct	VERB
cice-11525	60	16	through	through	ADP
cice-11525	60	17	the	the	DET
cice-11525	60	18	qualitative	qualitative	ADJ
cice-11525	60	19	setting	setting	NOUN
cice-11525	60	20	of	of	ADP
cice-11525	60	21	so	so	ADV
cice-11525	60	22	-	-	PUNCT
cice-11525	60	23	called	call	VERB
cice-11525	60	24	“	"	PUNCT
cice-11525	60	25	cut	cut	VERB
cice-11525	60	26	-	-	PUNCT
cice-11525	60	27	off	off	ADP
cice-11525	60	28	points	point	NOUN
cice-11525	60	29	”	"	PUNCT
cice-11525	60	30	separately	separately	ADV
cice-11525	60	31	for	for	ADP
cice-11525	60	32	each	each	DET
cice-11525	60	33	individual	individual	ADJ
cice-11525	60	34	dimension	dimension	NOUN
cice-11525	60	35	.	.	PUNCT
cice-11525	61	1	a	a	DET
cice-11525	61	2	way	way	NOUN
cice-11525	61	3	in	in	ADP
cice-11525	61	4	which	which	PRON
cice-11525	61	5	to	to	PART
cice-11525	61	6	bypass	bypass	VERB
cice-11525	61	7	this	this	DET
cice-11525	61	8	problem	problem	NOUN
cice-11525	61	9	is	be	AUX
cice-11525	61	10	the	the	DET
cice-11525	61	11	derivation	derivation	NOUN
cice-11525	61	12	of	of	ADP
cice-11525	61	13	latent	latent	NOUN
cice-11525	61	14	profiles	profile	NOUN
cice-11525	61	15	that	that	PRON
cice-11525	61	16	are	be	AUX
cice-11525	61	17	calculated	calculate	VERB
cice-11525	61	18	across	across	ADP
cice-11525	61	19	all	all	DET
cice-11525	61	20	the	the	DET
cice-11525	61	21	jointly	jointly	ADV
cice-11525	61	22	scaled	scale	VERB
cice-11525	61	23	content	content	NOUN
cice-11525	61	24	areas	area	NOUN
cice-11525	61	25	,	,	PUNCT
cice-11525	61	26	where	where	SCONJ
cice-11525	61	27	the	the	DET
cice-11525	61	28	latency	latency	NOUN
cice-11525	61	29	rests	rest	VERB
cice-11525	61	30	in	in	ADP
cice-11525	61	31	the	the	DET
cice-11525	61	32	class	class	NOUN
cice-11525	61	33	affiliation	affiliation	NOUN
cice-11525	61	34	and	and	CCONJ
cice-11525	61	35	is	be	AUX
cice-11525	61	36	thus	thus	ADV
cice-11525	61	37	discrete	discrete	ADJ
cice-11525	61	38	.	.	PUNCT
cice-11525	62	1	an	an	DET
cice-11525	62	2	example	example	NOUN
cice-11525	62	3	of	of	ADP
cice-11525	62	4	this	this	PRON
cice-11525	62	5	can	can	AUX
cice-11525	62	6	be	be	AUX
cice-11525	62	7	found	find	VERB
cice-11525	62	8	in	in	ADP
cice-11525	62	9	bos	bos	PROPN
cice-11525	62	10	et	et	PROPN
cice-11525	62	11	al	al	PROPN
cice-11525	62	12	.	.	PROPN
cice-11525	63	1	(	(	PUNCT
cice-11525	63	2	2012c	2012c	NUM
cice-11525	63	3	)	)	PUNCT
cice-11525	63	4	who	who	PRON
cice-11525	63	5	used	use	VERB
cice-11525	63	6	the	the	DET
cice-11525	63	7	timss	timss	NOUN
cice-11525	63	8	/	/	SYM
cice-11525	63	9	pirls	pirl	NOUN
cice-11525	63	10	2011	2011	NUM
cice-11525	63	11	data	datum	NOUN
cice-11525	63	12	set	set	VERB
cice-11525	63	13	for	for	ADP
cice-11525	63	14	germany	germany	NOUN
cice-11525	63	15	containing	contain	VERB
cice-11525	63	16	3,928	3,928	NUM
cice-11525	63	17	pupils	pupil	NOUN
cice-11525	63	18	for	for	ADP
cice-11525	63	19	the	the	DET
cice-11525	63	20	consolidation	consolidation	NOUN
cice-11525	63	21	of	of	ADP
cice-11525	63	22	multidimensionality	multidimensionality	NOUN
cice-11525	63	23	and	and	CCONJ
cice-11525	63	24	classification	classification	NOUN
cice-11525	63	25	process	process	NOUN
cice-11525	63	26	.	.	PUNCT
cice-11525	64	1	performance	performance	NOUN
cice-11525	64	2	test	test	NOUN
cice-11525	64	3	values	value	NOUN
cice-11525	64	4	and	and	CCONJ
cice-11525	64	5	performance	performance	NOUN
cice-11525	64	6	profiles	profile	NOUN
cice-11525	64	7	across	across	ADP
cice-11525	64	8	the	the	DET
cice-11525	64	9	competency	competency	NOUN
cice-11525	64	10	areas	area	NOUN
cice-11525	64	11	were	be	AUX
cice-11525	64	12	regarded	regard	VERB
cice-11525	64	13	using	use	VERB
cice-11525	64	14	latent	latent	NOUN
cice-11525	64	15	profile	profile	NOUN
cice-11525	64	16	analysis	analysis	NOUN
cice-11525	64	17	.	.	PUNCT
cice-11525	65	1	in	in	ADP
cice-11525	65	2	line	line	NOUN
cice-11525	65	3	with	with	ADP
cice-11525	65	4	bos	bos	PROPN
cice-11525	65	5	et	et	PROPN
cice-11525	65	6	al	al	PROPN
cice-11525	65	7	.	.	PROPN
cice-11525	65	8	(	(	PUNCT
cice-11525	65	9	2012c	2012c	NUM
cice-11525	65	10	)	)	PUNCT
cice-11525	65	11	,	,	PUNCT
cice-11525	65	12	we	we	PRON
cice-11525	65	13	carried	carry	VERB
cice-11525	65	14	out	out	ADP
cice-11525	65	15	calculations	calculation	NOUN
cice-11525	65	16	based	base	VERB
cice-11525	65	17	on	on	ADP
cice-11525	65	18	the	the	DET
cice-11525	65	19	estimated	estimate	VERB
cice-11525	65	20	performance	performance	NOUN
cice-11525	65	21	results	result	NOUN
cice-11525	65	22	using	use	VERB
cice-11525	65	23	the	the	DET
cice-11525	65	24	latent	latent	NOUN
cice-11525	65	25	gold	gold	NOUN
cice-11525	65	26	software	software	NOUN
cice-11525	65	27	(	(	PUNCT
cice-11525	65	28	vermunt	vermunt	NOUN
cice-11525	65	29	&	&	CCONJ
cice-11525	65	30	magidson	magidson	PROPN
cice-11525	65	31	,	,	PUNCT
cice-11525	65	32	2005	2005	NUM
cice-11525	65	33	)	)	PUNCT
cice-11525	65	34	.	.	PUNCT
cice-11525	66	1	solutions	solution	NOUN
cice-11525	66	2	with	with	ADP
cice-11525	66	3	1	1	NUM
cice-11525	66	4	to	to	PART
cice-11525	66	5	20	20	NUM
cice-11525	66	6	profiles	profile	NOUN
cice-11525	66	7	were	be	AUX
cice-11525	66	8	compared	compare	VERB
cice-11525	66	9	using	use	VERB
cice-11525	66	10	information	information	NOUN
cice-11525	66	11	criteria	criterion	NOUN
cice-11525	66	12	and	and	CCONJ
cice-11525	66	13	log	log	VERB
cice-11525	66	14	likelihood	likelihood	NOUN
cice-11525	66	15	comparison	comparison	NOUN
cice-11525	66	16	tests	test	NOUN
cice-11525	66	17	via	via	ADP
cice-11525	66	18	bootstrapping	bootstrappe	VERB
cice-11525	66	19	.	.	PUNCT
cice-11525	67	1	a	a	DET
cice-11525	67	2	7	7	NUM
cice-11525	67	3	-	-	PUNCT
cice-11525	67	4	profile	profile	NOUN
cice-11525	67	5	solution	solution	NOUN
cice-11525	67	6	proved	prove	VERB
cice-11525	67	7	to	to	PART
cice-11525	67	8	be	be	AUX
cice-11525	67	9	the	the	DET
cice-11525	67	10	best	good	ADJ
cice-11525	67	11	.	.	PUNCT
cice-11525	68	1	there	there	PRON
cice-11525	68	2	were	be	VERB
cice-11525	68	3	distinct	distinct	ADJ
cice-11525	68	4	performance	performance	NOUN
cice-11525	68	5	clusters	cluster	NOUN
cice-11525	68	6	in	in	ADP
cice-11525	68	7	a	a	DET
cice-11525	68	8	strict	strict	ADJ
cice-11525	68	9	invariant	invariant	ADJ
cice-11525	68	10	parallel	parallel	ADJ
cice-11525	68	11	structure	structure	NOUN
cice-11525	68	12	(	(	PUNCT
cice-11525	68	13	figure	figure	NOUN
cice-11525	68	14	2	2	NUM
cice-11525	68	15	)	)	PUNCT
cice-11525	68	16	.	.	PUNCT
cice-11525	69	1	this	this	DET
cice-11525	69	2	structure	structure	NOUN
cice-11525	69	3	corresponds	correspond	VERB
cice-11525	69	4	to	to	ADP
cice-11525	69	5	an	an	DET
cice-11525	69	6	invariant	invariant	ADJ
cice-11525	69	7	arrangement	arrangement	NOUN
cice-11525	69	8	or	or	CCONJ
cice-11525	69	9	ranking	ranking	NOUN
cice-11525	69	10	of	of	ADP
cice-11525	69	11	the	the	DET
cice-11525	69	12	performance	performance	NOUN
cice-11525	69	13	types	type	NOUN
cice-11525	69	14	across	across	ADP
cice-11525	69	15	the	the	DET
cice-11525	69	16	three	three	NUM
cice-11525	69	17	dimensions	dimension	NOUN
cice-11525	69	18	(	(	PUNCT
cice-11525	69	19	cf	cf	NOUN
cice-11525	69	20	.	.	PUNCT
cice-11525	70	1	croon	croon	ADJ
cice-11525	70	2	,	,	PUNCT
cice-11525	70	3	1990	1990	NUM
cice-11525	70	4	)	)	PUNCT
cice-11525	70	5	.	.	PUNCT
cice-11525	71	1	for	for	ADP
cice-11525	71	2	the	the	DET
cice-11525	71	3	present	present	ADJ
cice-11525	71	4	study	study	NOUN
cice-11525	71	5	ünlü	ünlü	NOUN
cice-11525	71	6	&	&	CCONJ
cice-11525	71	7	schurig	schurig	VERB
cice-11525	71	8	current	current	ADJ
cice-11525	71	9	issues	issue	NOUN
cice-11525	71	10	in	in	ADP
cice-11525	71	11	comparative	comparative	ADJ
cice-11525	71	12	education	education	NOUN
cice-11525	71	13	10	10	NUM
cice-11525	71	14	the	the	DET
cice-11525	71	15	results	result	NOUN
cice-11525	71	16	were	be	AUX
cice-11525	71	17	reconstructed	reconstruct	VERB
cice-11525	71	18	with	with	ADP
cice-11525	71	19	congruent	congruent	ADJ
cice-11525	71	20	outcomes	outcome	NOUN
cice-11525	71	21	.	.	PUNCT
cice-11525	72	1	figure	figure	VERB
cice-11525	72	2	2	2	NUM
cice-11525	72	3	:	:	PUNCT
cice-11525	72	4	parallel	parallel	ADJ
cice-11525	72	5	plot	plot	NOUN
cice-11525	72	6	of	of	ADP
cice-11525	72	7	the	the	DET
cice-11525	72	8	latent	latent	NOUN
cice-11525	72	9	profile	profile	NOUN
cice-11525	72	10	analysis	analysis	NOUN
cice-11525	72	11	of	of	ADP
cice-11525	72	12	performance	performance	NOUN
cice-11525	72	13	values	value	NOUN
cice-11525	72	14	of	of	ADP
cice-11525	72	15	pupils	pupil	NOUN
cice-11525	72	16	in	in	ADP
cice-11525	72	17	germany	germany	PROPN
cice-11525	72	18	note	note	NOUN
cice-11525	72	19	:	:	PUNCT
cice-11525	72	20	in	in	ADP
cice-11525	72	21	order	order	NOUN
cice-11525	72	22	to	to	PART
cice-11525	72	23	rule	rule	VERB
cice-11525	72	24	out	out	ADP
cice-11525	72	25	confusion	confusion	NOUN
cice-11525	72	26	with	with	ADP
cice-11525	72	27	the	the	DET
cice-11525	72	28	international	international	ADJ
cice-11525	72	29	scale	scale	NOUN
cice-11525	72	30	,	,	PUNCT
cice-11525	72	31	a	a	DET
cice-11525	72	32	national	national	ADJ
cice-11525	72	33	scale	scale	NOUN
cice-11525	72	34	with	with	ADP
cice-11525	72	35	a	a	DET
cice-11525	72	36	mean	mean	ADJ
cice-11525	72	37	value	value	NOUN
cice-11525	72	38	of	of	ADP
cice-11525	72	39	300	300	NUM
cice-11525	72	40	and	and	CCONJ
cice-11525	72	41	a	a	DET
cice-11525	72	42	standard	standard	ADJ
cice-11525	72	43	deviation	deviation	NOUN
cice-11525	72	44	of	of	ADP
cice-11525	72	45	100	100	NUM
cice-11525	72	46	was	be	AUX
cice-11525	72	47	used	use	VERB
cice-11525	72	48	for	for	ADP
cice-11525	72	49	the	the	DET
cice-11525	72	50	analysis	analysis	NOUN
cice-11525	72	51	.	.	PUNCT
cice-11525	73	1	the	the	DET
cice-11525	73	2	performance	performance	NOUN
cice-11525	73	3	types	type	NOUN
cice-11525	73	4	can	can	AUX
cice-11525	73	5	be	be	AUX
cice-11525	73	6	described	describe	VERB
cice-11525	73	7	as	as	ADP
cice-11525	73	8	shown	show	VERB
cice-11525	73	9	in	in	ADP
cice-11525	73	10	table	table	NOUN
cice-11525	73	11	2	2	NUM
cice-11525	73	12	.	.	PUNCT
cice-11525	74	1	in	in	ADP
cice-11525	74	2	addition	addition	NOUN
cice-11525	74	3	,	,	PUNCT
cice-11525	74	4	the	the	DET
cice-11525	74	5	performance	performance	NOUN
cice-11525	74	6	profiles	profile	NOUN
cice-11525	74	7	can	can	AUX
cice-11525	74	8	be	be	AUX
cice-11525	74	9	clearly	clearly	ADV
cice-11525	74	10	distinguished	distinguish	VERB
cice-11525	74	11	by	by	ADP
cice-11525	74	12	the	the	DET
cice-11525	74	13	distribution	distribution	NOUN
cice-11525	74	14	of	of	ADP
cice-11525	74	15	background	background	NOUN
cice-11525	74	16	characteristics	characteristic	NOUN
cice-11525	74	17	between	between	ADP
cice-11525	74	18	the	the	DET
cice-11525	74	19	profiles	profile	NOUN
cice-11525	74	20	(	(	PUNCT
cice-11525	74	21	for	for	ADP
cice-11525	74	22	specifics	specific	NOUN
cice-11525	74	23	,	,	PUNCT
cice-11525	74	24	see	see	VERB
cice-11525	74	25	bos	bo	NOUN
cice-11525	74	26	et	et	NOUN
cice-11525	74	27	al	al	PROPN
cice-11525	74	28	.	.	PROPN
cice-11525	74	29	,	,	PUNCT
cice-11525	74	30	2012c	2012c	NUM
cice-11525	74	31	)	)	PUNCT
cice-11525	74	32	.	.	PUNCT
cice-11525	75	1	computational	computational	ADJ
cice-11525	75	2	typologies	typology	NOUN
cice-11525	75	3	of	of	ADP
cice-11525	75	4	multidimensional	multidimensional	ADJ
cice-11525	75	5	end	end	NOUN
cice-11525	75	6	-	-	PUNCT
cice-11525	75	7	of	of	ADP
cice-11525	75	8	-	-	PUNCT
cice-11525	75	9	primary	primary	ADJ
cice-11525	75	10	-	-	PUNCT
cice-11525	75	11	school	school	NOUN
cice-11525	75	12	performance	performance	NOUN
cice-11525	75	13	profiles	profile	NOUN
cice-11525	75	14	from	from	ADP
cice-11525	75	15	an	an	DET
cice-11525	75	16	educational	educational	ADJ
cice-11525	75	17	perspective	perspective	NOUN
cice-11525	75	18	of	of	ADP
cice-11525	75	19	large	large	ADJ
cice-11525	75	20	-	-	PUNCT
cice-11525	75	21	scale	scale	NOUN
cice-11525	75	22	timss	timss	NOUN
cice-11525	75	23	and	and	CCONJ
cice-11525	75	24	pirls	pirls	NOUN
cice-11525	75	25	surveys	survey	NOUN
cice-11525	75	26	current	current	ADJ
cice-11525	75	27	issues	issue	NOUN
cice-11525	75	28	in	in	ADP
cice-11525	75	29	comparative	comparative	ADJ
cice-11525	75	30	education	education	NOUN
cice-11525	75	31	11	11	NUM
cice-11525	75	32	table	table	NOUN
cice-11525	75	33	2	2	NUM
cice-11525	75	34	:	:	PUNCT
cice-11525	75	35	description	description	NOUN
cice-11525	75	36	of	of	ADP
cice-11525	75	37	the	the	DET
cice-11525	75	38	performance	performance	NOUN
cice-11525	75	39	profiles	profile	NOUN
cice-11525	75	40	research	research	NOUN
cice-11525	75	41	questions	question	NOUN
cice-11525	75	42	and	and	CCONJ
cice-11525	75	43	the	the	DET
cice-11525	75	44	contents	content	NOUN
cice-11525	75	45	of	of	ADP
cice-11525	75	46	this	this	DET
cice-11525	75	47	study	study	NOUN
cice-11525	75	48	the	the	DET
cice-11525	75	49	latent	latent	NOUN
cice-11525	75	50	profile	profile	NOUN
cice-11525	75	51	analysis	analysis	NOUN
cice-11525	75	52	is	be	AUX
cice-11525	75	53	based	base	VERB
cice-11525	75	54	on	on	ADP
cice-11525	75	55	model	model	NOUN
cice-11525	75	56	assumptions	assumption	NOUN
cice-11525	75	57	,	,	PUNCT
cice-11525	75	58	and	and	CCONJ
cice-11525	75	59	the	the	DET
cice-11525	75	60	estimation	estimation	NOUN
cice-11525	75	61	of	of	ADP
cice-11525	75	62	its	its	PRON
cice-11525	75	63	parameters	parameter	NOUN
cice-11525	75	64	under	under	ADP
cice-11525	75	65	these	these	DET
cice-11525	75	66	assumptions	assumption	NOUN
cice-11525	75	67	is	be	AUX
cice-11525	75	68	based	base	VERB
cice-11525	75	69	on	on	ADP
cice-11525	75	70	maximum	maximum	ADJ
cice-11525	75	71	likelihood	likelihood	NOUN
cice-11525	75	72	methodology	methodology	NOUN
cice-11525	75	73	.	.	PUNCT
cice-11525	76	1	in	in	ADP
cice-11525	76	2	this	this	DET
cice-11525	76	3	sense	sense	NOUN
cice-11525	76	4	,	,	PUNCT
cice-11525	76	5	latent	latent	NOUN
cice-11525	76	6	profile	profile	NOUN
cice-11525	76	7	analysis	analysis	NOUN
cice-11525	76	8	,	,	PUNCT
cice-11525	76	9	as	as	ADP
cice-11525	76	10	a	a	DET
cice-11525	76	11	model	model	NOUN
cice-11525	76	12	-	-	PUNCT
cice-11525	76	13	based	base	VERB
cice-11525	76	14	,	,	PUNCT
cice-11525	76	15	inference	inference	NOUN
cice-11525	76	16	-	-	PUNCT
cice-11525	76	17	theoretical	theoretical	ADJ
cice-11525	76	18	approach	approach	NOUN
cice-11525	76	19	(	(	PUNCT
cice-11525	76	20	probabilistic	probabilistic	ADJ
cice-11525	76	21	formulation	formulation	NOUN
cice-11525	76	22	)	)	PUNCT
cice-11525	76	23	,	,	PUNCT
cice-11525	76	24	can	can	AUX
cice-11525	76	25	be	be	AUX
cice-11525	76	26	compared	compare	VERB
cice-11525	76	27	with	with	ADP
cice-11525	76	28	the	the	DET
cice-11525	76	29	classic	classic	ADJ
cice-11525	76	30	cluster	cluster	NOUN
cice-11525	76	31	analysis	analysis	NOUN
cice-11525	76	32	as	as	ADP
cice-11525	76	33	a	a	DET
cice-11525	76	34	“	"	PUNCT
cice-11525	76	35	model	model	NOUN
cice-11525	76	36	-	-	PUNCT
cice-11525	76	37	free	free	ADJ
cice-11525	76	38	”	"	PUNCT
cice-11525	76	39	,	,	PUNCT
cice-11525	76	40	computational	computational	ADJ
cice-11525	76	41	approach	approach	NOUN
cice-11525	76	42	(	(	PUNCT
cice-11525	76	43	descriptive	descriptive	ADJ
cice-11525	76	44	distance	distance	NOUN
cice-11525	76	45	calculation	calculation	NOUN
cice-11525	76	46	)	)	PUNCT
cice-11525	76	47	.	.	PUNCT
cice-11525	77	1	in	in	ADP
cice-11525	77	2	order	order	NOUN
cice-11525	77	3	to	to	PART
cice-11525	77	4	conduct	conduct	VERB
cice-11525	77	5	a	a	DET
cice-11525	77	6	computational	computational	ADJ
cice-11525	77	7	cluster	cluster	NOUN
cice-11525	77	8	analysis	analysis	NOUN
cice-11525	77	9	on	on	ADP
cice-11525	77	10	a	a	DET
cice-11525	77	11	data	data	NOUN
cice-11525	77	12	set	set	VERB
cice-11525	77	13	,	,	PUNCT
cice-11525	77	14	a	a	DET
cice-11525	77	15	variety	variety	NOUN
cice-11525	77	16	of	of	ADP
cice-11525	77	17	standards	standard	NOUN
cice-11525	77	18	have	have	VERB
cice-11525	77	19	to	to	PART
cice-11525	77	20	be	be	AUX
cice-11525	77	21	defined	define	VERB
cice-11525	77	22	(	(	PUNCT
cice-11525	77	23	e.g.	e.g.	ADV
cice-11525	77	24	,	,	PUNCT
cice-11525	77	25	with	with	ADP
cice-11525	77	26	regard	regard	NOUN
cice-11525	77	27	to	to	ADP
cice-11525	77	28	the	the	DET
cice-11525	77	29	algorithm	algorithm	NOUN
cice-11525	77	30	used	use	VERB
cice-11525	77	31	and	and	CCONJ
cice-11525	77	32	the	the	DET
cice-11525	77	33	similarity	similarity	NOUN
cice-11525	77	34	or	or	CCONJ
cice-11525	77	35	dissimilarity	dissimilarity	NOUN
cice-11525	77	36	metric	metric	NOUN
cice-11525	77	37	)	)	PUNCT
cice-11525	77	38	that	that	PRON
cice-11525	77	39	are	be	AUX
cice-11525	77	40	not	not	PART
cice-11525	77	41	possible	possible	ADJ
cice-11525	77	42	or	or	CCONJ
cice-11525	77	43	necessary	necessary	ADJ
cice-11525	77	44	in	in	ADP
cice-11525	77	45	the	the	DET
cice-11525	77	46	flexible	flexible	ADJ
cice-11525	77	47	manner	manner	NOUN
cice-11525	77	48	under	under	ADP
cice-11525	77	49	the	the	DET
cice-11525	77	50	maximum	maximum	ADJ
cice-11525	77	51	likelihood	likelihood	NOUN
cice-11525	77	52	approach	approach	NOUN
cice-11525	77	53	.	.	PUNCT
cice-11525	78	1	the	the	DET
cice-11525	78	2	question	question	NOUN
cice-11525	78	3	arises	arise	VERB
cice-11525	78	4	whether	whether	SCONJ
cice-11525	78	5	alternative	alternative	ADJ
cice-11525	78	6	computational	computational	ADJ
cice-11525	78	7	clustering	clustering	ADJ
cice-11525	78	8	methods	method	NOUN
cice-11525	78	9	,	,	PUNCT
cice-11525	78	10	without	without	ADP
cice-11525	78	11	such	such	ADJ
cice-11525	78	12	additional	additional	ADJ
cice-11525	78	13	model	model	NOUN
cice-11525	78	14	assumptions	assumption	NOUN
cice-11525	78	15	and	and	CCONJ
cice-11525	78	16	estimation	estimation	NOUN
cice-11525	78	17	procedures	procedure	NOUN
cice-11525	78	18	,	,	PUNCT
cice-11525	78	19	can	can	AUX
cice-11525	78	20	be	be	AUX
cice-11525	78	21	conducted	conduct	VERB
cice-11525	78	22	.	.	PUNCT
cice-11525	79	1	that	that	PRON
cice-11525	79	2	is	is	ADV
cice-11525	79	3	,	,	PUNCT
cice-11525	79	4	one	one	PRON
cice-11525	79	5	may	may	AUX
cice-11525	79	6	ask	ask	VERB
cice-11525	79	7	if	if	SCONJ
cice-11525	79	8	comparable	comparable	ADJ
cice-11525	79	9	results	result	NOUN
cice-11525	79	10	can	can	AUX
cice-11525	79	11	be	be	AUX
cice-11525	79	12	achieved	achieve	VERB
cice-11525	79	13	and	and	CCONJ
cice-11525	79	14	if	if	SCONJ
cice-11525	79	15	similar	similar	ADJ
cice-11525	79	16	profiles	profile	NOUN
cice-11525	79	17	can	can	AUX
cice-11525	79	18	be	be	AUX
cice-11525	79	19	derived	derive	VERB
cice-11525	79	20	with	with	ADP
cice-11525	79	21	more	more	ADJ
cice-11525	79	22	“	"	PUNCT
cice-11525	79	23	simple	simple	ADJ
cice-11525	79	24	”	"	PUNCT
cice-11525	79	25	methods	method	NOUN
cice-11525	79	26	,	,	PUNCT
cice-11525	79	27	when	when	SCONJ
cice-11525	79	28	classification	classification	NOUN
cice-11525	79	29	occurs	occur	VERB
cice-11525	79	30	in	in	ADP
cice-11525	79	31	the	the	DET
cice-11525	79	32	measurement	measurement	NOUN
cice-11525	79	33	error	error	NOUN
cice-11525	79	34	controlled	control	VERB
cice-11525	79	35	,	,	PUNCT
cice-11525	79	36	estimated	estimate	VERB
cice-11525	79	37	performance	performance	NOUN
cice-11525	79	38	values	value	NOUN
cice-11525	79	39	(	(	PUNCT
cice-11525	79	40	not	not	PART
cice-11525	79	41	raw	raw	ADJ
cice-11525	79	42	data	datum	NOUN
cice-11525	79	43	)	)	PUNCT
cice-11525	79	44	.	.	PUNCT
cice-11525	80	1	this	this	PRON
cice-11525	80	2	gives	give	VERB
cice-11525	80	3	rise	rise	NOUN
cice-11525	80	4	to	to	ADP
cice-11525	80	5	the	the	DET
cice-11525	80	6	following	follow	VERB
cice-11525	80	7	research	research	NOUN
cice-11525	80	8	questions	question	NOUN
cice-11525	80	9	that	that	PRON
cice-11525	80	10	we	we	PRON
cice-11525	80	11	would	would	AUX
cice-11525	80	12	like	like	VERB
cice-11525	80	13	to	to	PART
cice-11525	80	14	examine	examine	VERB
cice-11525	80	15	in	in	ADP
cice-11525	80	16	this	this	DET
cice-11525	80	17	study	study	NOUN
cice-11525	80	18	:	:	PUNCT
cice-11525	80	19	q1	q1	PROPN
cice-11525	80	20	.	.	PUNCT
cice-11525	81	1	how	how	SCONJ
cice-11525	81	2	do	do	AUX
cice-11525	81	3	empirically	empirically	ADV
cice-11525	81	4	derived	derive	VERB
cice-11525	81	5	,	,	PUNCT
cice-11525	81	6	multidimensional	multidimensional	ADJ
cice-11525	81	7	latent	latent	NOUN
cice-11525	81	8	classifications	classification	NOUN
cice-11525	81	9	look	look	VERB
cice-11525	81	10	in	in	ADP
cice-11525	81	11	comparison	comparison	NOUN
cice-11525	81	12	to	to	ADP
cice-11525	81	13	classically	classically	ADV
cice-11525	81	14	derived	derive	VERB
cice-11525	81	15	clusters	cluster	NOUN
cice-11525	81	16	?	?	PUNCT
cice-11525	82	1	q2	q2	NOUN
cice-11525	82	2	.	.	PUNCT
cice-11525	83	1	how	how	SCONJ
cice-11525	83	2	do	do	AUX
cice-11525	83	3	empirically	empirically	ADV
cice-11525	83	4	derived	derive	VERB
cice-11525	83	5	classifications	classification	NOUN
cice-11525	83	6	across	across	ADP
cice-11525	83	7	all	all	DET
cice-11525	83	8	dimensions	dimension	NOUN
cice-11525	83	9	,	,	PUNCT
cice-11525	83	10	whether	whether	SCONJ
cice-11525	83	11	latent	latent	NOUN
cice-11525	83	12	or	or	CCONJ
cice-11525	83	13	computational	computational	ADJ
cice-11525	83	14	,	,	PUNCT
cice-11525	83	15	look	look	VERB
cice-11525	83	16	in	in	ADP
cice-11525	83	17	comparison	comparison	NOUN
cice-11525	83	18	to	to	ADP
cice-11525	83	19	the	the	DET
cice-11525	83	20	groups	group	NOUN
cice-11525	83	21	obtained	obtain	VERB
cice-11525	83	22	from	from	ADP
cice-11525	83	23	the	the	DET
cice-11525	83	24	international	international	ADJ
cice-11525	83	25	benchmarking	benchmarking	NOUN
cice-11525	83	26	?	?	PUNCT
cice-11525	84	1	more	more	ADV
cice-11525	84	2	specifically	specifically	ADV
cice-11525	84	3	,	,	PUNCT
cice-11525	84	4	in	in	ADP
cice-11525	84	5	this	this	DET
cice-11525	84	6	study	study	NOUN
cice-11525	84	7	we	we	PRON
cice-11525	84	8	would	would	AUX
cice-11525	84	9	like	like	VERB
cice-11525	84	10	to	to	PART
cice-11525	84	11	test	test	VERB
cice-11525	84	12	if	if	SCONJ
cice-11525	84	13	,	,	PUNCT
cice-11525	84	14	and	and	CCONJ
cice-11525	84	15	to	to	ADP
cice-11525	84	16	what	what	DET
cice-11525	84	17	degree	degree	NOUN
cice-11525	84	18	,	,	PUNCT
cice-11525	84	19	profiles	profile	NOUN
cice-11525	84	20	can	can	AUX
cice-11525	84	21	be	be	AUX
cice-11525	84	22	derived	derive	VERB
cice-11525	84	23	more	more	ADV
cice-11525	84	24	simply	simply	ADV
cice-11525	84	25	on	on	ADP
cice-11525	84	26	the	the	DET
cice-11525	84	27	basis	basis	NOUN
cice-11525	84	28	of	of	ADP
cice-11525	84	29	the	the	DET
cice-11525	84	30	model	model	NOUN
cice-11525	84	31	-	-	PUNCT
cice-11525	84	32	free	free	ADJ
cice-11525	84	33	classic	classic	ADJ
cice-11525	84	34	clustering	clustering	ADJ
cice-11525	84	35	methods	method	NOUN
cice-11525	84	36	(	(	PUNCT
cice-11525	84	37	kmeans	kmean	NOUN
cice-11525	84	38	,	,	PUNCT
cice-11525	84	39	fuzzy	fuzzy	ADJ
cice-11525	84	40	c	c	NOUN
cice-11525	84	41	-	-	PUNCT
cice-11525	84	42	means	mean	NOUN
cice-11525	84	43	and	and	CCONJ
cice-11525	84	44	hierarchical	hierarchical	ADJ
cice-11525	84	45	cluster	cluster	NOUN
cice-11525	84	46	analysis	analysis	NOUN
cice-11525	84	47	)	)	PUNCT
cice-11525	84	48	.	.	PUNCT
cice-11525	85	1	for	for	ADP
cice-11525	85	2	this	this	DET
cice-11525	85	3	purpose	purpose	NOUN
cice-11525	85	4	,	,	PUNCT
cice-11525	85	5	a	a	DET
cice-11525	85	6	national	national	ADJ
cice-11525	85	7	,	,	PUNCT
cice-11525	85	8	multidimensional	multidimensional	ADJ
cice-11525	85	9	irt	irt	PROPN
cice-11525	85	10	scale	scale	NOUN
cice-11525	85	11	is	be	AUX
cice-11525	85	12	performed	perform	VERB
cice-11525	85	13	,	,	PUNCT
cice-11525	85	14	profiles	profile	NOUN
cice-11525	85	15	are	be	AUX
cice-11525	85	16	constructed	construct	VERB
cice-11525	85	17	using	use	VERB
cice-11525	85	18	latent	latent	NOUN
cice-11525	85	19	profile	profile	NOUN
cice-11525	85	20	analysis	analysis	NOUN
cice-11525	85	21	,	,	PUNCT
cice-11525	85	22	and	and	CCONJ
cice-11525	85	23	the	the	DET
cice-11525	85	24	results	result	NOUN
cice-11525	85	25	of	of	ADP
cice-11525	85	26	the	the	DET
cice-11525	85	27	classic	classic	ADJ
cice-11525	85	28	clustering	clustering	ADJ
cice-11525	85	29	methods	method	NOUN
cice-11525	85	30	are	be	AUX
cice-11525	85	31	compared	compare	VERB
cice-11525	85	32	to	to	ADP
cice-11525	85	33	the	the	DET
cice-11525	85	34	results	result	NOUN
cice-11525	85	35	of	of	ADP
cice-11525	85	36	the	the	DET
cice-11525	85	37	latent	latent	NOUN
cice-11525	85	38	profile	profile	NOUN
cice-11525	85	39	analysis	analysis	NOUN
cice-11525	85	40	based	base	VERB
cice-11525	85	41	on	on	ADP
cice-11525	85	42	measures	measure	NOUN
cice-11525	85	43	of	of	ADP
cice-11525	85	44	quality	quality	NOUN
cice-11525	85	45	and	and	CCONJ
cice-11525	85	46	agreement	agreement	NOUN
cice-11525	85	47	.	.	PUNCT
cice-11525	86	1	in	in	ADP
cice-11525	86	2	doing	do	VERB
cice-11525	86	3	so	so	ADV
cice-11525	86	4	,	,	PUNCT
cice-11525	86	5	the	the	DET
cice-11525	86	6	cluster	cluster	NOUN
cice-11525	86	7	number	number	NOUN
cice-11525	86	8	is	be	AUX
cice-11525	86	9	set	set	VERB
cice-11525	86	10	to	to	ADP
cice-11525	86	11	the	the	DET
cice-11525	86	12	number	number	NOUN
cice-11525	86	13	of	of	ADP
cice-11525	86	14	the	the	DET
cice-11525	86	15	latent	latent	NOUN
cice-11525	86	16	profiles	profile	NOUN
cice-11525	86	17	(	(	PUNCT
cice-11525	86	18	reference	reference	NOUN
cice-11525	86	19	typology	typology	NOUN
cice-11525	86	20	)	)	PUNCT
cice-11525	86	21	in	in	ADP
cice-11525	86	22	one	one	NUM
cice-11525	86	23	case	case	NOUN
cice-11525	86	24	and	and	CCONJ
cice-11525	86	25	freely	freely	ADV
cice-11525	86	26	estimated	estimate	VERB
cice-11525	86	27	in	in	ADP
cice-11525	86	28	the	the	DET
cice-11525	86	29	other	other	ADJ
cice-11525	86	30	.	.	PUNCT
cice-11525	87	1	the	the	DET
cice-11525	87	2	exemplary	exemplary	ADJ
cice-11525	87	3	comparison	comparison	NOUN
cice-11525	87	4	to	to	ADP
cice-11525	87	5	one	one	NUM
cice-11525	87	6	individual	individual	ADJ
cice-11525	87	7	content	content	NOUN
cice-11525	87	8	area	area	NOUN
cice-11525	87	9	occurs	occur	VERB
cice-11525	87	10	as	as	ADV
cice-11525	87	11	well	well	ADV
cice-11525	87	12	to	to	ADP
cice-11525	87	13	the	the	DET
cice-11525	87	14	benchmarking	benchmarking	NOUN
cice-11525	87	15	typology	typology	NOUN
cice-11525	87	16	in	in	ADP
cice-11525	87	17	the	the	DET
cice-11525	87	18	domain	domain	NOUN
cice-11525	87	19	of	of	ADP
cice-11525	87	20	mathematics	mathematic	NOUN
cice-11525	87	21	.	.	PUNCT
cice-11525	88	1	we	we	PRON
cice-11525	88	2	expect	expect	VERB
cice-11525	88	3	that	that	SCONJ
cice-11525	88	4	computational	computational	ADJ
cice-11525	88	5	clustering	clustering	ADJ
cice-11525	88	6	methods	method	NOUN
cice-11525	88	7	,	,	PUNCT
cice-11525	88	8	as	as	SCONJ
cice-11525	88	9	compared	compare	VERB
cice-11525	88	10	with	with	ADP
cice-11525	88	11	qualitative	qualitative	ADJ
cice-11525	88	12	classification	classification	NOUN
cice-11525	88	13	of	of	ADP
cice-11525	88	14	pupil	pupil	NOUN
cice-11525	88	15	performances	performance	NOUN
cice-11525	88	16	based	base	VERB
cice-11525	88	17	on	on	ADP
cice-11525	88	18	predefined	predefine	VERB
cice-11525	88	19	competency	competency	NOUN
cice-11525	88	20	levels	level	NOUN
cice-11525	88	21	,	,	PUNCT
cice-11525	88	22	will	will	AUX
cice-11525	88	23	lead	lead	VERB
cice-11525	88	24	to	to	ADP
cice-11525	88	25	ünlü	ünlü	NOUN
cice-11525	88	26	&	&	CCONJ
cice-11525	88	27	schurig	schurig	VERB
cice-11525	88	28	current	current	ADJ
cice-11525	88	29	issues	issue	NOUN
cice-11525	88	30	in	in	ADP
cice-11525	88	31	comparative	comparative	ADJ
cice-11525	88	32	education	education	NOUN
cice-11525	88	33	12	12	NUM
cice-11525	88	34	more	more	ADV
cice-11525	88	35	homogeneous	homogeneous	ADJ
cice-11525	88	36	groups	group	NOUN
cice-11525	88	37	.	.	PUNCT
cice-11525	89	1	this	this	DET
cice-11525	89	2	paper	paper	NOUN
cice-11525	89	3	will	will	AUX
cice-11525	89	4	conclude	conclude	VERB
cice-11525	89	5	with	with	ADP
cice-11525	89	6	a	a	DET
cice-11525	89	7	discussion	discussion	NOUN
cice-11525	89	8	of	of	ADP
cice-11525	89	9	future	future	ADJ
cice-11525	89	10	research	research	NOUN
cice-11525	89	11	directions	direction	NOUN
cice-11525	89	12	,	,	PUNCT
cice-11525	89	13	as	as	ADV
cice-11525	89	14	well	well	ADV
cice-11525	89	15	as	as	ADP
cice-11525	89	16	a	a	DET
cice-11525	89	17	recommendation	recommendation	NOUN
cice-11525	89	18	for	for	ADP
cice-11525	89	19	using	use	VERB
cice-11525	89	20	computational	computational	ADJ
cice-11525	89	21	analyses	analysis	NOUN
cice-11525	89	22	as	as	ADP
cice-11525	89	23	classic	classic	ADJ
cice-11525	89	24	methodologies	methodology	NOUN
cice-11525	89	25	to	to	PART
cice-11525	89	26	complement	complement	VERB
cice-11525	89	27	the	the	DET
cice-11525	89	28	model	model	NOUN
cice-11525	89	29	-	-	PUNCT
cice-11525	89	30	based	base	VERB
cice-11525	89	31	approach	approach	NOUN
cice-11525	89	32	.	.	PUNCT
cice-11525	90	1	clustering	cluster	VERB
cice-11525	90	2	methods	method	NOUN
cice-11525	90	3	we	we	PRON
cice-11525	90	4	review	review	VERB
cice-11525	90	5	some	some	DET
cice-11525	90	6	basic	basic	ADJ
cice-11525	90	7	concepts	concept	NOUN
cice-11525	90	8	of	of	ADP
cice-11525	90	9	cluster	cluster	NOUN
cice-11525	90	10	formation	formation	NOUN
cice-11525	90	11	,	,	PUNCT
cice-11525	90	12	which	which	PRON
cice-11525	90	13	is	be	AUX
cice-11525	90	14	the	the	DET
cice-11525	90	15	derivation	derivation	NOUN
cice-11525	90	16	of	of	ADP
cice-11525	90	17	groups	group	NOUN
cice-11525	90	18	with	with	ADP
cice-11525	90	19	similar	similar	ADJ
cice-11525	90	20	properties	property	NOUN
cice-11525	90	21	(	(	PUNCT
cice-11525	90	22	e.g.	e.g.	ADV
cice-11525	90	23	,	,	PUNCT
cice-11525	90	24	ester	ester	NOUN
cice-11525	90	25	&	&	CCONJ
cice-11525	90	26	sander	sander	PROPN
cice-11525	90	27	,	,	PUNCT
cice-11525	90	28	2000	2000	NUM
cice-11525	90	29	;	;	PUNCT
cice-11525	90	30	everitt	everitt	PROPN
cice-11525	90	31	,	,	PUNCT
cice-11525	90	32	2011	2011	NUM
cice-11525	90	33	)	)	PUNCT
cice-11525	90	34	.	.	PUNCT
cice-11525	91	1	for	for	ADP
cice-11525	91	2	a	a	DET
cice-11525	91	3	data	datum	NOUN
cice-11525	91	4	set	set	VERB
cice-11525	91	5	with	with	ADP
cice-11525	91	6	n	n	NOUN
cice-11525	91	7	objects	object	NOUN
cice-11525	91	8	in	in	ADP
cice-11525	91	9	c	c	PROPN
cice-11525	91	10	groups	group	NOUN
cice-11525	91	11	,	,	PUNCT
cice-11525	91	12	the	the	DET
cice-11525	91	13	number	number	NOUN
cice-11525	91	14	of	of	ADP
cice-11525	91	15	the	the	DET
cice-11525	91	16	grouping	group	VERB
cice-11525	91	17	possibilities	possibility	NOUN
cice-11525	91	18	,	,	PUNCT
cice-11525	91	19	i.e.	i.e.	X
cice-11525	91	20	,	,	PUNCT
cice-11525	91	21	the	the	DET
cice-11525	91	22	number	number	NOUN
cice-11525	91	23	of	of	ADP
cice-11525	91	24	the	the	DET
cice-11525	91	25	c	c	NOUN
cice-11525	91	26	-	-	PUNCT
cice-11525	91	27	element	element	ADJ
cice-11525	91	28	partitions	partition	NOUN
cice-11525	91	29	of	of	ADP
cice-11525	91	30	the	the	DET
cice-11525	91	31	n	n	CCONJ
cice-11525	91	32	-	-	PUNCT
cice-11525	91	33	element	element	NOUN
cice-11525	91	34	set	set	NOUN
cice-11525	91	35	is	be	AUX
cice-11525	91	36	a	a	DET
cice-11525	91	37	stirling	stirling	NOUN
cice-11525	91	38	number	number	NOUN
cice-11525	91	39	of	of	ADP
cice-11525	91	40	the	the	DET
cice-11525	91	41	second	second	ADJ
cice-11525	91	42	kind	kind	NOUN
cice-11525	91	43	:	:	PUNCT
cice-11525	91	44	thus	thus	ADV
cice-11525	91	45	,	,	PUNCT
cice-11525	91	46	where	where	SCONJ
cice-11525	91	47	n	n	NOUN
cice-11525	91	48	=	=	SYM
cice-11525	91	49	20	20	NUM
cice-11525	91	50	and	and	CCONJ
cice-11525	91	51	c	c	NOUN
cice-11525	91	52	=	=	SYM
cice-11525	91	53	3	3	NUM
cice-11525	91	54	,	,	PUNCT
cice-11525	91	55	there	there	PRON
cice-11525	91	56	are	be	VERB
cice-11525	91	57	over	over	ADP
cice-11525	91	58	550	550	NUM
cice-11525	91	59	million	million	NUM
cice-11525	91	60	possible	possible	ADJ
cice-11525	91	61	combinations	combination	NOUN
cice-11525	91	62	.	.	PUNCT
cice-11525	92	1	the	the	DET
cice-11525	92	2	identification	identification	NOUN
cice-11525	92	3	of	of	ADP
cice-11525	92	4	the	the	DET
cice-11525	92	5	contentually	contentually	ADV
cice-11525	92	6	significant	significant	ADJ
cice-11525	92	7	clusters	cluster	NOUN
cice-11525	92	8	is	be	AUX
cice-11525	92	9	important	important	ADJ
cice-11525	92	10	.	.	PUNCT
cice-11525	93	1	a	a	DET
cice-11525	93	2	large	large	ADJ
cice-11525	93	3	number	number	NOUN
cice-11525	93	4	of	of	ADP
cice-11525	93	5	heuristic	heuristic	ADJ
cice-11525	93	6	methods	method	NOUN
cice-11525	93	7	have	have	AUX
cice-11525	93	8	been	be	AUX
cice-11525	93	9	developed	develop	VERB
cice-11525	93	10	for	for	ADP
cice-11525	93	11	this	this	DET
cice-11525	93	12	purpose	purpose	NOUN
cice-11525	93	13	.	.	PUNCT
cice-11525	94	1	in	in	ADP
cice-11525	94	2	principle	principle	NOUN
cice-11525	94	3	,	,	PUNCT
cice-11525	94	4	all	all	DET
cice-11525	94	5	cluster	cluster	NOUN
cice-11525	94	6	analytical	analytical	ADJ
cice-11525	94	7	methods	method	NOUN
cice-11525	94	8	are	be	AUX
cice-11525	94	9	algorithms	algorithm	NOUN
cice-11525	94	10	to	to	PART
cice-11525	94	11	sort	sort	VERB
cice-11525	94	12	individual	individual	ADJ
cice-11525	94	13	empirical	empirical	ADJ
cice-11525	94	14	observations	observation	NOUN
cice-11525	94	15	.	.	PUNCT
cice-11525	95	1	the	the	DET
cice-11525	95	2	selection	selection	NOUN
cice-11525	95	3	of	of	ADP
cice-11525	95	4	the	the	DET
cice-11525	95	5	appropriate	appropriate	ADJ
cice-11525	95	6	cluster	cluster	NOUN
cice-11525	95	7	solution	solution	NOUN
cice-11525	95	8	is	be	AUX
cice-11525	95	9	conducted	conduct	VERB
cice-11525	95	10	by	by	ADP
cice-11525	95	11	way	way	NOUN
cice-11525	95	12	of	of	ADP
cice-11525	95	13	intuition	intuition	NOUN
cice-11525	95	14	and	and	CCONJ
cice-11525	95	15	theoretical	theoretical	ADJ
cice-11525	95	16	considerations	consideration	NOUN
cice-11525	95	17	based	base	VERB
cice-11525	95	18	on	on	ADP
cice-11525	95	19	preliminary	preliminary	ADJ
cice-11525	95	20	results	result	NOUN
cice-11525	95	21	,	,	PUNCT
cice-11525	95	22	as	as	ADV
cice-11525	95	23	well	well	ADV
cice-11525	95	24	as	as	ADP
cice-11525	95	25	the	the	DET
cice-11525	95	26	statistical	statistical	ADJ
cice-11525	95	27	comparison	comparison	NOUN
cice-11525	95	28	thereof	thereof	ADV
cice-11525	95	29	.	.	PUNCT
cice-11525	96	1	all	all	DET
cice-11525	96	2	methods	method	NOUN
cice-11525	96	3	attempt	attempt	VERB
cice-11525	96	4	to	to	PART
cice-11525	96	5	create	create	VERB
cice-11525	96	6	homogeneous	homogeneous	ADJ
cice-11525	96	7	groups	group	NOUN
cice-11525	96	8	that	that	PRON
cice-11525	96	9	are	be	AUX
cice-11525	96	10	heterogeneous	heterogeneous	ADJ
cice-11525	96	11	to	to	ADP
cice-11525	96	12	one	one	NUM
cice-11525	96	13	another	another	DET
cice-11525	96	14	,	,	PUNCT
cice-11525	96	15	whereby	whereby	SCONJ
cice-11525	96	16	the	the	DET
cice-11525	96	17	similarity	similarity	NOUN
cice-11525	96	18	or	or	CCONJ
cice-11525	96	19	dissimilarity	dissimilarity	NOUN
cice-11525	96	20	distance	distance	NOUN
cice-11525	96	21	measures	measure	NOUN
cice-11525	96	22	used	use	VERB
cice-11525	96	23	assume	assume	VERB
cice-11525	96	24	great	great	ADJ
cice-11525	96	25	significance	significance	NOUN
cice-11525	96	26	.	.	PUNCT
cice-11525	97	1	if	if	SCONJ
cice-11525	97	2	the	the	DET
cice-11525	97	3	distances	distance	NOUN
cice-11525	97	4	,	,	PUNCT
cice-11525	97	5	or	or	CCONJ
cice-11525	97	6	reciprocally	reciprocally	VERB
cice-11525	97	7	the	the	DET
cice-11525	97	8	similarities	similarity	NOUN
cice-11525	97	9	,	,	PUNCT
cice-11525	97	10	are	be	AUX
cice-11525	97	11	combined	combine	VERB
cice-11525	97	12	in	in	ADP
cice-11525	97	13	pairs	pair	NOUN
cice-11525	97	14	,	,	PUNCT
cice-11525	97	15	a	a	DET
cice-11525	97	16	distance	distance	NOUN
cice-11525	97	17	matrix	matrix	NOUN
cice-11525	97	18	d	d	NOUN
cice-11525	97	19	=	=	SYM
cice-11525	97	20	(	(	PUNCT
cice-11525	97	21	dmn	dmn	PROPN
cice-11525	97	22	)	)	PUNCT
cice-11525	97	23	or	or	CCONJ
cice-11525	97	24	a	a	DET
cice-11525	97	25	similarity	similarity	NOUN
cice-11525	97	26	matrix	matrix	NOUN
cice-11525	97	27	s	s	PART
cice-11525	97	28	=	=	SYM
cice-11525	97	29	(	(	PUNCT
cice-11525	97	30	smn	smn	PROPN
cice-11525	97	31	)	)	PUNCT
cice-11525	97	32	is	be	AUX
cice-11525	97	33	obtained	obtain	VERB
cice-11525	97	34	.	.	PUNCT
cice-11525	98	1	there	there	PRON
cice-11525	98	2	are	be	VERB
cice-11525	98	3	no	no	DET
cice-11525	98	4	uniform	uniform	ADJ
cice-11525	98	5	results	result	NOUN
cice-11525	98	6	for	for	ADP
cice-11525	98	7	the	the	DET
cice-11525	98	8	“	"	PUNCT
cice-11525	98	9	correct	correct	ADJ
cice-11525	98	10	”	"	PUNCT
cice-11525	98	11	selection	selection	NOUN
cice-11525	98	12	of	of	ADP
cice-11525	98	13	the	the	DET
cice-11525	98	14	distance	distance	NOUN
cice-11525	98	15	measure	measure	NOUN
cice-11525	98	16	(	(	PUNCT
cice-11525	98	17	everitt	everitt	PROPN
cice-11525	98	18	,	,	PUNCT
cice-11525	98	19	2011	2011	NUM
cice-11525	98	20	)	)	PUNCT
cice-11525	98	21	.	.	PUNCT
cice-11525	99	1	when	when	SCONJ
cice-11525	99	2	cases	case	NOUN
cice-11525	99	3	are	be	AUX
cice-11525	99	4	clustered	cluster	VERB
cice-11525	99	5	,	,	PUNCT
cice-11525	99	6	a	a	DET
cice-11525	99	7	distance	distance	NOUN
cice-11525	99	8	measure	measure	NOUN
cice-11525	99	9	that	that	PRON
cice-11525	99	10	takes	take	VERB
cice-11525	99	11	into	into	ADP
cice-11525	99	12	account	account	NOUN
cice-11525	99	13	the	the	DET
cice-11525	99	14	measurement	measurement	NOUN
cice-11525	99	15	level	level	NOUN
cice-11525	99	16	of	of	ADP
cice-11525	99	17	the	the	DET
cice-11525	99	18	data	datum	NOUN
cice-11525	99	19	can	can	AUX
cice-11525	99	20	be	be	AUX
cice-11525	99	21	used	use	VERB
cice-11525	99	22	as	as	ADP
cice-11525	99	23	a	a	DET
cice-11525	99	24	basis	basis	NOUN
cice-11525	99	25	,	,	PUNCT
cice-11525	99	26	such	such	ADJ
cice-11525	99	27	as	as	ADP
cice-11525	99	28	the	the	DET
cice-11525	99	29	euclidean	euclidean	ADJ
cice-11525	99	30	distance	distance	NOUN
cice-11525	99	31	in	in	ADP
cice-11525	99	32	the	the	DET
cice-11525	99	33	case	case	NOUN
cice-11525	99	34	of	of	ADP
cice-11525	99	35	metric	metric	ADJ
cice-11525	99	36	data	datum	NOUN
cice-11525	99	37	.	.	PUNCT
cice-11525	100	1	classic	classic	ADJ
cice-11525	100	2	cluster	cluster	NOUN
cice-11525	100	3	analytical	analytical	ADJ
cice-11525	100	4	methods	method	NOUN
cice-11525	100	5	are	be	AUX
cice-11525	100	6	computational	computational	ADJ
cice-11525	100	7	and	and	CCONJ
cice-11525	100	8	exploratory	exploratory	ADJ
cice-11525	100	9	.	.	PUNCT
cice-11525	101	1	freedom	freedom	NOUN
cice-11525	101	2	in	in	ADP
cice-11525	101	3	the	the	DET
cice-11525	101	4	selection	selection	NOUN
cice-11525	101	5	of	of	ADP
cice-11525	101	6	the	the	DET
cice-11525	101	7	computational	computational	ADJ
cice-11525	101	8	components	component	NOUN
cice-11525	101	9	provides	provide	VERB
cice-11525	101	10	flexibility	flexibility	NOUN
cice-11525	101	11	(	(	PUNCT
cice-11525	101	12	comparable	comparable	ADJ
cice-11525	101	13	to	to	ADP
cice-11525	101	14	the	the	DET
cice-11525	101	15	rotation	rotation	NOUN
cice-11525	101	16	freedom	freedom	NOUN
cice-11525	101	17	/	/	SYM
cice-11525	101	18	problem	problem	NOUN
cice-11525	101	19	of	of	ADP
cice-11525	101	20	factor	factor	NOUN
cice-11525	101	21	analysis	analysis	NOUN
cice-11525	101	22	models	model	NOUN
cice-11525	101	23	)	)	PUNCT
cice-11525	101	24	.	.	PUNCT
cice-11525	102	1	due	due	ADP
cice-11525	102	2	to	to	ADP
cice-11525	102	3	the	the	DET
cice-11525	102	4	high	high	ADJ
cice-11525	102	5	degree	degree	NOUN
cice-11525	102	6	of	of	ADP
cice-11525	102	7	interpretive	interpretive	ADJ
cice-11525	102	8	freedom	freedom	NOUN
cice-11525	102	9	,	,	PUNCT
cice-11525	102	10	however	however	ADV
cice-11525	102	11	,	,	PUNCT
cice-11525	102	12	general	general	ADJ
cice-11525	102	13	skepticism	skepticism	NOUN
cice-11525	102	14	toward	toward	ADP
cice-11525	102	15	the	the	DET
cice-11525	102	16	uncovered	uncover	VERB
cice-11525	102	17	structure	structure	NOUN
cice-11525	102	18	is	be	AUX
cice-11525	102	19	appropriate	appropriate	ADJ
cice-11525	102	20	as	as	ADV
cice-11525	102	21	well	well	ADV
cice-11525	102	22	.	.	PUNCT
cice-11525	103	1	this	this	PRON
cice-11525	103	2	should	should	AUX
cice-11525	103	3	be	be	AUX
cice-11525	103	4	viewed	view	VERB
cice-11525	103	5	with	with	ADP
cice-11525	103	6	caution	caution	NOUN
cice-11525	103	7	.	.	PUNCT
cice-11525	104	1	the	the	DET
cice-11525	104	2	applied	apply	VERB
cice-11525	104	3	methods	method	NOUN
cice-11525	104	4	will	will	AUX
cice-11525	104	5	be	be	AUX
cice-11525	104	6	presented	present	VERB
cice-11525	104	7	briefly	briefly	ADV
cice-11525	104	8	in	in	ADP
cice-11525	104	9	the	the	DET
cice-11525	104	10	following	follow	VERB
cice-11525	104	11	sections	section	NOUN
cice-11525	104	12	;	;	PUNCT
cice-11525	104	13	specifics	specific	NOUN
cice-11525	104	14	can	can	AUX
cice-11525	104	15	be	be	AUX
cice-11525	104	16	found	find	VERB
cice-11525	104	17	in	in	ADP
cice-11525	104	18	the	the	DET
cice-11525	104	19	respective	respective	ADJ
cice-11525	104	20	accompanying	accompanying	ADJ
cice-11525	104	21	references	reference	NOUN
cice-11525	104	22	.	.	PUNCT
cice-11525	105	1	possible	possible	ADJ
cice-11525	105	2	evaluation	evaluation	NOUN
cice-11525	105	3	criteria	criterion	NOUN
cice-11525	105	4	are	be	AUX
cice-11525	105	5	explained	explain	VERB
cice-11525	105	6	as	as	SCONJ
cice-11525	105	7	they	they	PRON
cice-11525	105	8	are	be	AUX
cice-11525	105	9	used	use	VERB
cice-11525	105	10	in	in	ADP
cice-11525	105	11	the	the	DET
cice-11525	105	12	course	course	NOUN
cice-11525	105	13	of	of	ADP
cice-11525	105	14	this	this	DET
cice-11525	105	15	study	study	NOUN
cice-11525	105	16	.	.	PUNCT
cice-11525	106	1	latent	latent	NOUN
cice-11525	106	2	profile	profile	NOUN
cice-11525	106	3	analysis	analysis	NOUN
cice-11525	106	4	the	the	DET
cice-11525	106	5	method	method	NOUN
cice-11525	106	6	that	that	PRON
cice-11525	106	7	was	be	AUX
cice-11525	106	8	used	use	VERB
cice-11525	106	9	to	to	PART
cice-11525	106	10	obtain	obtain	VERB
cice-11525	106	11	the	the	DET
cice-11525	106	12	performance	performance	NOUN
cice-11525	106	13	profiles	profile	NOUN
cice-11525	106	14	is	be	AUX
cice-11525	106	15	latent	latent	ADJ
cice-11525	106	16	profile	profile	NOUN
cice-11525	106	17	analysis	analysis	NOUN
cice-11525	106	18	(	(	PUNCT
cice-11525	106	19	lpa	lpa	NOUN
cice-11525	106	20	)	)	PUNCT
cice-11525	106	21	,	,	PUNCT
cice-11525	106	22	e.g.	e.g.	ADV
cice-11525	106	23	,	,	PUNCT
cice-11525	106	24	see	see	VERB
cice-11525	106	25	gibson	gibson	PROPN
cice-11525	106	26	(	(	PUNCT
cice-11525	106	27	1966	1966	NUM
cice-11525	106	28	)	)	PUNCT
cice-11525	106	29	or	or	CCONJ
cice-11525	106	30	lazarsfeld	lazarsfeld	PROPN
cice-11525	106	31	and	and	CCONJ
cice-11525	106	32	henry	henry	PROPN
cice-11525	106	33	(	(	PUNCT
cice-11525	106	34	1968	1968	NUM
cice-11525	106	35	)	)	PUNCT
cice-11525	106	36	.	.	PUNCT
cice-11525	107	1	the	the	DET
cice-11525	107	2	local	local	ADJ
cice-11525	107	3	stochastic	stochastic	ADJ
cice-11525	107	4	independence	independence	NOUN
cice-11525	107	5	is	be	AUX
cice-11525	107	6	presupposed	presuppose	VERB
cice-11525	107	7	.	.	PUNCT
cice-11525	108	1	it	it	PRON
cice-11525	108	2	is	be	AUX
cice-11525	108	3	assumed	assume	VERB
cice-11525	108	4	that	that	SCONJ
cice-11525	108	5	the	the	DET
cice-11525	108	6	answers	answer	NOUN
cice-11525	108	7	of	of	ADP
cice-11525	108	8	the	the	DET
cice-11525	108	9	objects	object	NOUN
cice-11525	108	10	of	of	ADP
cice-11525	108	11	a	a	DET
cice-11525	108	12	given	give	VERB
cice-11525	108	13	class	class	NOUN
cice-11525	108	14	,	,	PUNCT
cice-11525	108	15	in	in	ADP
cice-11525	108	16	this	this	DET
cice-11525	108	17	case	case	NOUN
cice-11525	108	18	the	the	DET
cice-11525	108	19	pupils	pupil	NOUN
cice-11525	108	20	in	in	ADP
cice-11525	108	21	one	one	NUM
cice-11525	108	22	class	class	NOUN
cice-11525	108	23	or	or	CCONJ
cice-11525	108	24	profile	profile	NOUN
cice-11525	108	25	,	,	PUNCT
cice-11525	108	26	are	be	AUX
cice-11525	108	27	random	random	ADJ
cice-11525	108	28	.	.	PUNCT
cice-11525	109	1	if	if	SCONJ
cice-11525	109	2	the	the	DET
cice-11525	109	3	latent	latent	NOUN
cice-11525	109	4	class	class	NOUN
cice-11525	109	5	was	be	AUX
cice-11525	109	6	introduced	introduce	VERB
cice-11525	109	7	as	as	ADP
cice-11525	109	8	a	a	DET
cice-11525	109	9	control	control	NOUN
cice-11525	109	10	variable	variable	NOUN
cice-11525	109	11	,	,	PUNCT
cice-11525	109	12	systematic	systematic	ADJ
cice-11525	109	13	variations	variation	NOUN
cice-11525	109	14	between	between	ADP
cice-11525	109	15	the	the	DET
cice-11525	109	16	answers	answer	NOUN
cice-11525	109	17	would	would	AUX
cice-11525	109	18	disappear	disappear	VERB
cice-11525	109	19	.	.	PUNCT
cice-11525	110	1	each	each	DET
cice-11525	110	2	class	class	NOUN
cice-11525	110	3	continues	continue	VERB
cice-11525	110	4	to	to	PART
cice-11525	110	5	be	be	AUX
cice-11525	110	6	characterized	characterize	VERB
cice-11525	110	7	by	by	ADP
cice-11525	110	8	their	their	PRON
cice-11525	110	9	specific	specific	ADJ
cice-11525	110	10	conditional	conditional	ADJ
cice-11525	110	11	answer	answer	NOUN
cice-11525	110	12	probabilities	probability	NOUN
cice-11525	110	13	.	.	PUNCT
cice-11525	111	1	the	the	DET
cice-11525	111	2	formal	formal	ADJ
cice-11525	111	3	structure	structure	NOUN
cice-11525	111	4	,	,	PUNCT
cice-11525	111	5	discretized	discretize	VERB
cice-11525	111	6	here	here	ADV
cice-11525	111	7	for	for	ADP
cice-11525	111	8	simplification	simplification	NOUN
cice-11525	111	9	(	(	PUNCT
cice-11525	111	10	sum	sum	NOUN
cice-11525	111	11	instead	instead	ADV
cice-11525	111	12	of	of	ADP
cice-11525	111	13	integral	integral	ADJ
cice-11525	111	14	)	)	PUNCT
cice-11525	111	15	,	,	PUNCT
cice-11525	111	16	is	be	AUX
cice-11525	111	17	shown	show	VERB
cice-11525	111	18	as	as	SCONJ
cice-11525	111	19	follows	follow	VERB
cice-11525	111	20	:	:	PUNCT
cice-11525	111	21	computational	computational	ADJ
cice-11525	111	22	typologies	typology	NOUN
cice-11525	111	23	of	of	ADP
cice-11525	111	24	multidimensional	multidimensional	ADJ
cice-11525	111	25	end	end	NOUN
cice-11525	111	26	-	-	PUNCT
cice-11525	111	27	of	of	ADP
cice-11525	111	28	-	-	PUNCT
cice-11525	111	29	primary	primary	ADJ
cice-11525	111	30	-	-	PUNCT
cice-11525	111	31	school	school	NOUN
cice-11525	111	32	performance	performance	NOUN
cice-11525	111	33	profiles	profile	NOUN
cice-11525	111	34	from	from	ADP
cice-11525	111	35	an	an	DET
cice-11525	111	36	educational	educational	ADJ
cice-11525	111	37	perspective	perspective	NOUN
cice-11525	111	38	of	of	ADP
cice-11525	111	39	large	large	ADJ
cice-11525	111	40	-	-	PUNCT
cice-11525	111	41	scale	scale	NOUN
cice-11525	111	42	timss	timss	NOUN
cice-11525	111	43	and	and	CCONJ
cice-11525	111	44	pirls	pirls	NOUN
cice-11525	111	45	surveys	survey	NOUN
cice-11525	111	46	current	current	ADJ
cice-11525	111	47	issues	issue	NOUN
cice-11525	111	48	in	in	ADP
cice-11525	111	49	comparative	comparative	ADJ
cice-11525	111	50	education	education	NOUN
cice-11525	111	51	13	13	NUM
cice-11525	111	52	whereby	whereby	SCONJ
cice-11525	111	53	!	!	PUNCT
cice-11525	112	1	c	c	PROPN
cice-11525	112	2	describes	describe	VERB
cice-11525	112	3	the	the	DET
cice-11525	112	4	relative	relative	ADJ
cice-11525	112	5	class	class	NOUN
cice-11525	112	6	size	size	NOUN
cice-11525	112	7	of	of	ADP
cice-11525	112	8	a	a	DET
cice-11525	112	9	class	class	NOUN
cice-11525	112	10	c	c	NOUN
cice-11525	112	11	from	from	ADP
cice-11525	112	12	1	1	NUM
cice-11525	112	13	to	to	ADP
cice-11525	112	14	c	c	NOUN
cice-11525	112	15	,	,	PUNCT
cice-11525	112	16	and	and	CCONJ
cice-11525	112	17	p(xi	p(xi	PROPN
cice-11525	112	18	=	=	SYM
cice-11525	112	19	xi|c	xi|c	PROPN
cice-11525	112	20	)	)	PUNCT
cice-11525	112	21	stands	stand	VERB
cice-11525	112	22	for	for	ADP
cice-11525	112	23	the	the	DET
cice-11525	112	24	conditional	conditional	ADJ
cice-11525	112	25	probability	probability	NOUN
cice-11525	112	26	of	of	ADP
cice-11525	112	27	a	a	DET
cice-11525	112	28	(	(	PUNCT
cice-11525	112	29	continuous	continuous	ADJ
cice-11525	112	30	)	)	PUNCT
cice-11525	112	31	realization	realization	NOUN
cice-11525	112	32	xi	xi	X
cice-11525	113	1	=	=	PUNCT
cice-11525	113	2	xi	xi	PROPN
cice-11525	113	3	in	in	ADP
cice-11525	113	4	a	a	DET
cice-11525	113	5	variable	variable	ADJ
cice-11525	114	1	i	i	PRON
cice-11525	114	2	from	from	ADP
cice-11525	114	3	1	1	NUM
cice-11525	114	4	to	to	ADP
cice-11525	114	5	i	i	PRON
cice-11525	114	6	in	in	ADP
cice-11525	114	7	the	the	DET
cice-11525	114	8	(	(	PUNCT
cice-11525	114	9	discrete	discrete	ADJ
cice-11525	114	10	)	)	PUNCT
cice-11525	114	11	class	class	NOUN
cice-11525	114	12	c.	c.	NOUN
cice-11525	114	13	the	the	DET
cice-11525	114	14	lpa	lpa	PROPN
cice-11525	114	15	model	model	PROPN
cice-11525	114	16	parameters	parameter	NOUN
cice-11525	114	17	are	be	AUX
cice-11525	114	18	estimated	estimate	VERB
cice-11525	114	19	from	from	ADP
cice-11525	114	20	the	the	DET
cice-11525	114	21	data	datum	NOUN
cice-11525	114	22	using	use	VERB
cice-11525	114	23	the	the	DET
cice-11525	114	24	maximum	maximum	ADJ
cice-11525	114	25	likelihood	likelihood	NOUN
cice-11525	114	26	method	method	NOUN
cice-11525	114	27	.	.	PUNCT
cice-11525	115	1	the	the	DET
cice-11525	115	2	estimation	estimation	NOUN
cice-11525	115	3	can	can	AUX
cice-11525	115	4	be	be	AUX
cice-11525	115	5	carried	carry	VERB
cice-11525	115	6	out	out	ADP
cice-11525	115	7	via	via	ADP
cice-11525	115	8	expectation	expectation	NOUN
cice-11525	115	9	-	-	PUNCT
cice-11525	115	10	maximization	maximization	NOUN
cice-11525	115	11	or	or	CCONJ
cice-11525	115	12	em	em	PRON
cice-11525	115	13	(	(	PUNCT
cice-11525	115	14	e.g.	e.g.	ADV
cice-11525	115	15	,	,	PUNCT
cice-11525	115	16	bacher	bacher	PROPN
cice-11525	115	17	,	,	PUNCT
cice-11525	115	18	pöge	pöge	PROPN
cice-11525	115	19	,	,	PUNCT
cice-11525	115	20	&	&	CCONJ
cice-11525	115	21	wenzig	wenzig	PROPN
cice-11525	115	22	,	,	PUNCT
cice-11525	115	23	2010	2010	NUM
cice-11525	115	24	,	,	PUNCT
cice-11525	115	25	p.	p.	NOUN
cice-11525	115	26	360	360	NUM
cice-11525	115	27	;	;	PUNCT
cice-11525	115	28	see	see	VERB
cice-11525	115	29	also	also	ADV
cice-11525	115	30	dempster	dempster	PROPN
cice-11525	115	31	,	,	PUNCT
cice-11525	115	32	laird	laird	PROPN
cice-11525	115	33	,	,	PUNCT
cice-11525	115	34	&	&	CCONJ
cice-11525	115	35	rubin	rubin	PROPN
cice-11525	115	36	,	,	PUNCT
cice-11525	115	37	1977	1977	NUM
cice-11525	115	38	)	)	PUNCT
cice-11525	115	39	.	.	PUNCT
cice-11525	116	1	the	the	DET
cice-11525	116	2	cluster	cluster	NOUN
cice-11525	116	3	number	number	NOUN
cice-11525	116	4	in	in	ADP
cice-11525	116	5	lpa	lpa	PROPN
cice-11525	116	6	is	be	AUX
cice-11525	116	7	selected	select	VERB
cice-11525	116	8	using	use	VERB
cice-11525	116	9	statistics	statistic	NOUN
cice-11525	116	10	for	for	ADP
cice-11525	116	11	model	model	NOUN
cice-11525	116	12	quality	quality	NOUN
cice-11525	116	13	(	(	PUNCT
cice-11525	116	14	e.g.	e.g.	ADV
cice-11525	116	15	,	,	PUNCT
cice-11525	116	16	information	information	NOUN
cice-11525	116	17	criteria	criterion	NOUN
cice-11525	116	18	)	)	PUNCT
cice-11525	116	19	.	.	PUNCT
cice-11525	117	1	bootstrapping	bootstrappe	VERB
cice-11525	117	2	methods	method	NOUN
cice-11525	117	3	are	be	AUX
cice-11525	117	4	also	also	ADV
cice-11525	117	5	recommended	recommend	VERB
cice-11525	117	6	for	for	ADP
cice-11525	117	7	significance	significance	NOUN
cice-11525	117	8	testing	testing	NOUN
cice-11525	117	9	(	(	PUNCT
cice-11525	117	10	bacher	bacher	PROPN
cice-11525	117	11	et	et	PROPN
cice-11525	117	12	al	al	PROPN
cice-11525	117	13	.	.	PROPN
cice-11525	117	14	,	,	PUNCT
cice-11525	117	15	2010	2010	NUM
cice-11525	117	16	,	,	PUNCT
cice-11525	117	17	p.	p.	NOUN
cice-11525	117	18	365	365	NUM
cice-11525	117	19	)	)	PUNCT
cice-11525	117	20	.	.	PUNCT
cice-11525	118	1	in	in	ADP
cice-11525	118	2	our	our	PRON
cice-11525	118	3	application	application	NOUN
cice-11525	118	4	,	,	PUNCT
cice-11525	118	5	the	the	DET
cice-11525	118	6	irt	irt	PROPN
cice-11525	118	7	scaled	scale	VERB
cice-11525	118	8	performance	performance	NOUN
cice-11525	118	9	test	test	NOUN
cice-11525	118	10	values	value	NOUN
cice-11525	118	11	(	(	PUNCT
cice-11525	118	12	“	"	PUNCT
cice-11525	118	13	plausible	plausible	ADJ
cice-11525	118	14	values	value	NOUN
cice-11525	118	15	”	"	PUNCT
cice-11525	118	16	,	,	PUNCT
cice-11525	118	17	see	see	VERB
cice-11525	118	18	below	below	ADV
cice-11525	118	19	in	in	ADP
cice-11525	118	20	section	section	NOUN
cice-11525	118	21	multidimensional	multidimensional	ADJ
cice-11525	118	22	scale	scale	NOUN
cice-11525	118	23	)	)	PUNCT
cice-11525	118	24	in	in	ADP
cice-11525	118	25	the	the	DET
cice-11525	118	26	domains	domain	NOUN
cice-11525	118	27	of	of	ADP
cice-11525	118	28	reading	reading	NOUN
cice-11525	118	29	,	,	PUNCT
cice-11525	118	30	mathematics	mathematics	PROPN
cice-11525	118	31	and	and	CCONJ
cice-11525	118	32	science	science	NOUN
cice-11525	118	33	correspond	correspond	VERB
cice-11525	118	34	to	to	ADP
cice-11525	118	35	the	the	DET
cice-11525	118	36	variables	variable	NOUN
cice-11525	118	37	(	(	PUNCT
cice-11525	118	38	i	i	NOUN
cice-11525	118	39	=	=	NOUN
cice-11525	118	40	3	3	NUM
cice-11525	118	41	)	)	PUNCT
cice-11525	118	42	,	,	PUNCT
cice-11525	118	43	and	and	CCONJ
cice-11525	118	44	the	the	DET
cice-11525	118	45	classes	class	NOUN
cice-11525	118	46	are	be	AUX
cice-11525	118	47	represented	represent	VERB
cice-11525	118	48	by	by	ADP
cice-11525	118	49	the	the	DET
cice-11525	118	50	uncovered	uncovered	ADJ
cice-11525	118	51	performance	performance	NOUN
cice-11525	118	52	profiles	profile	NOUN
cice-11525	118	53	(	(	PUNCT
cice-11525	118	54	c	c	NOUN
cice-11525	118	55	=	=	SYM
cice-11525	118	56	7	7	NUM
cice-11525	118	57	)	)	PUNCT
cice-11525	118	58	.	.	PUNCT
cice-11525	119	1	the	the	DET
cice-11525	119	2	corresponding	corresponding	ADJ
cice-11525	119	3	solution	solution	NOUN
cice-11525	119	4	of	of	ADP
cice-11525	119	5	the	the	DET
cice-11525	119	6	specific	specific	ADJ
cice-11525	119	7	lpa	lpa	PROPN
cice-11525	119	8	calculations	calculation	NOUN
cice-11525	119	9	can	can	AUX
cice-11525	119	10	be	be	AUX
cice-11525	119	11	found	find	VERB
cice-11525	119	12	in	in	ADP
cice-11525	119	13	figure	figure	NOUN
cice-11525	119	14	2	2	NUM
cice-11525	119	15	or	or	CCONJ
cice-11525	119	16	table	table	NOUN
cice-11525	119	17	2	2	NUM
cice-11525	119	18	.	.	PUNCT
cice-11525	119	19	hierarchical	hierarchical	ADJ
cice-11525	119	20	cluster	cluster	NOUN
cice-11525	119	21	analysis	analysis	NOUN
cice-11525	119	22	the	the	DET
cice-11525	119	23	family	family	NOUN
cice-11525	119	24	of	of	ADP
cice-11525	119	25	hierarchical	hierarchical	ADJ
cice-11525	119	26	clustering	clustering	ADJ
cice-11525	119	27	methods	method	NOUN
cice-11525	119	28	(	(	PUNCT
cice-11525	119	29	e.g.	e.g.	ADV
cice-11525	119	30	,	,	PUNCT
cice-11525	119	31	everitt	everitt	NOUN
cice-11525	119	32	,	,	PUNCT
cice-11525	119	33	2011	2011	NUM
cice-11525	119	34	;	;	PUNCT
cice-11525	119	35	kaufman	kaufman	PROPN
cice-11525	119	36	&	&	CCONJ
cice-11525	119	37	rousseeuw	rousseeuw	PROPN
cice-11525	119	38	,	,	PUNCT
cice-11525	119	39	1990	1990	NUM
cice-11525	119	40	)	)	PUNCT
cice-11525	119	41	consists	consist	VERB
cice-11525	119	42	of	of	ADP
cice-11525	119	43	various	various	ADJ
cice-11525	119	44	agglomerative	agglomerative	ADJ
cice-11525	119	45	(	(	PUNCT
cice-11525	119	46	“	"	PUNCT
cice-11525	119	47	bottom	bottom	ADJ
cice-11525	119	48	up	up	ADV
cice-11525	119	49	”	"	PUNCT
cice-11525	119	50	)	)	PUNCT
cice-11525	119	51	or	or	CCONJ
cice-11525	119	52	divisive	divisive	ADJ
cice-11525	119	53	(	(	PUNCT
cice-11525	119	54	“	"	PUNCT
cice-11525	119	55	top	top	VERB
cice-11525	119	56	down	down	ADP
cice-11525	119	57	”	"	PUNCT
cice-11525	119	58	)	)	PUNCT
cice-11525	119	59	algorithms	algorithm	NOUN
cice-11525	119	60	.	.	PUNCT
cice-11525	120	1	for	for	ADP
cice-11525	120	2	exemplification	exemplification	NOUN
cice-11525	120	3	we	we	PRON
cice-11525	120	4	use	use	VERB
cice-11525	120	5	a	a	DET
cice-11525	120	6	popular	popular	ADJ
cice-11525	120	7	agglomerative	agglomerative	ADJ
cice-11525	120	8	method	method	NOUN
cice-11525	120	9	(	(	PUNCT
cice-11525	120	10	ward	ward	NOUN
cice-11525	120	11	’s	’s	PART
cice-11525	120	12	algorithm	algorithm	NOUN
cice-11525	120	13	;	;	PUNCT
cice-11525	120	14	see	see	VERB
cice-11525	120	15	the	the	DET
cice-11525	120	16	following	follow	VERB
cice-11525	120	17	paragraph	paragraph	NOUN
cice-11525	120	18	)	)	PUNCT
cice-11525	120	19	.	.	PUNCT
cice-11525	121	1	other	other	ADJ
cice-11525	121	2	agglomerative	agglomerative	ADJ
cice-11525	121	3	or	or	CCONJ
cice-11525	121	4	divisive	divisive	ADJ
cice-11525	121	5	methods	method	NOUN
cice-11525	121	6	are	be	AUX
cice-11525	121	7	conceivable	conceivable	ADJ
cice-11525	121	8	if	if	SCONJ
cice-11525	121	9	necessary	necessary	ADJ
cice-11525	121	10	.	.	PUNCT
cice-11525	122	1	the	the	DET
cice-11525	122	2	clusters	cluster	NOUN
cice-11525	122	3	are	be	AUX
cice-11525	122	4	constructed	construct	VERB
cice-11525	122	5	around	around	ADP
cice-11525	122	6	cluster	cluster	NOUN
cice-11525	122	7	centers	center	NOUN
cice-11525	122	8	based	base	VERB
cice-11525	122	9	on	on	ADP
cice-11525	122	10	the	the	DET
cice-11525	122	11	mean	mean	ADJ
cice-11525	122	12	values	value	NOUN
cice-11525	122	13	of	of	ADP
cice-11525	122	14	the	the	DET
cice-11525	122	15	cluster	cluster	NOUN
cice-11525	122	16	objects	object	VERB
cice-11525	122	17	.	.	PUNCT
cice-11525	123	1	in	in	ADP
cice-11525	123	2	a	a	DET
cice-11525	123	3	first	first	ADJ
cice-11525	123	4	step	step	NOUN
cice-11525	123	5	,	,	PUNCT
cice-11525	123	6	each	each	DET
cice-11525	123	7	object	object	NOUN
cice-11525	123	8	forms	form	VERB
cice-11525	123	9	its	its	PRON
cice-11525	123	10	own	own	ADJ
cice-11525	123	11	cluster	cluster	NOUN
cice-11525	123	12	.	.	PUNCT
cice-11525	124	1	in	in	ADP
cice-11525	124	2	each	each	DET
cice-11525	124	3	subsequent	subsequent	ADJ
cice-11525	124	4	step	step	NOUN
cice-11525	124	5	,	,	PUNCT
cice-11525	124	6	a	a	DET
cice-11525	124	7	cluster	cluster	NOUN
cice-11525	124	8	pair	pair	NOUN
cice-11525	124	9	for	for	ADP
cice-11525	124	10	which	which	PRON
cice-11525	124	11	a	a	DET
cice-11525	124	12	given	give	VERB
cice-11525	124	13	distance	distance	NOUN
cice-11525	124	14	criterion	criterion	NOUN
cice-11525	124	15	(	(	PUNCT
cice-11525	124	16	see	see	VERB
cice-11525	124	17	the	the	DET
cice-11525	124	18	following	follow	VERB
cice-11525	124	19	paragraph	paragraph	NOUN
cice-11525	124	20	)	)	PUNCT
cice-11525	124	21	is	be	AUX
cice-11525	124	22	minimal	minimal	ADJ
cice-11525	124	23	is	be	AUX
cice-11525	124	24	sought	seek	VERB
cice-11525	124	25	and	and	CCONJ
cice-11525	124	26	merged	merge	VERB
cice-11525	124	27	.	.	PUNCT
cice-11525	125	1	additionally	additionally	ADV
cice-11525	125	2	,	,	PUNCT
cice-11525	125	3	the	the	DET
cice-11525	125	4	value	value	NOUN
cice-11525	125	5	of	of	ADP
cice-11525	125	6	the	the	DET
cice-11525	125	7	cluster	cluster	NOUN
cice-11525	125	8	center	center	NOUN
cice-11525	125	9	is	be	AUX
cice-11525	125	10	recalculated	recalculate	VERB
cice-11525	125	11	for	for	ADP
cice-11525	125	12	the	the	DET
cice-11525	125	13	newly	newly	ADV
cice-11525	125	14	formed	form	VERB
cice-11525	125	15	cluster	cluster	NOUN
cice-11525	125	16	.	.	PUNCT
cice-11525	126	1	these	these	DET
cice-11525	126	2	steps	step	NOUN
cice-11525	126	3	are	be	AUX
cice-11525	126	4	repeated	repeat	VERB
cice-11525	126	5	until	until	SCONJ
cice-11525	126	6	all	all	DET
cice-11525	126	7	clusters	cluster	NOUN
cice-11525	126	8	have	have	AUX
cice-11525	126	9	merged	merge	VERB
cice-11525	126	10	into	into	ADP
cice-11525	126	11	one	one	NUM
cice-11525	126	12	.	.	PUNCT
cice-11525	127	1	the	the	DET
cice-11525	127	2	cluster	cluster	NOUN
cice-11525	127	3	number	number	NOUN
cice-11525	127	4	is	be	AUX
cice-11525	127	5	not	not	PART
cice-11525	127	6	specified	specify	VERB
cice-11525	127	7	;	;	PUNCT
cice-11525	127	8	but	but	CCONJ
cice-11525	127	9	rather	rather	ADV
cice-11525	127	10	the	the	DET
cice-11525	127	11	possible	possible	ADJ
cice-11525	127	12	solutions	solution	NOUN
cice-11525	127	13	,	,	PUNCT
cice-11525	127	14	portrayable	portrayable	ADJ
cice-11525	127	15	as	as	ADP
cice-11525	127	16	the	the	DET
cice-11525	127	17	structural	structural	ADJ
cice-11525	127	18	order	order	NOUN
cice-11525	127	19	of	of	ADP
cice-11525	127	20	a	a	DET
cice-11525	127	21	dendrogram	dendrogram	NOUN
cice-11525	127	22	,	,	PUNCT
cice-11525	127	23	are	be	AUX
cice-11525	127	24	tested	test	VERB
cice-11525	127	25	against	against	ADP
cice-11525	127	26	one	one	NUM
cice-11525	127	27	another	another	DET
cice-11525	127	28	.	.	PUNCT
cice-11525	128	1	thus	thus	ADV
cice-11525	128	2	,	,	PUNCT
cice-11525	128	3	a	a	DET
cice-11525	128	4	deterministic	deterministic	ADJ
cice-11525	128	5	allocation	allocation	NOUN
cice-11525	128	6	of	of	ADP
cice-11525	128	7	the	the	DET
cice-11525	128	8	objects	object	NOUN
cice-11525	128	9	is	be	AUX
cice-11525	128	10	given	give	VERB
cice-11525	128	11	on	on	ADP
cice-11525	128	12	every	every	DET
cice-11525	128	13	possible	possible	ADJ
cice-11525	128	14	sectional	sectional	ADJ
cice-11525	128	15	plane	plane	NOUN
cice-11525	128	16	of	of	ADP
cice-11525	128	17	the	the	DET
cice-11525	128	18	dendrogram	dendrogram	NOUN
cice-11525	128	19	.	.	PUNCT
cice-11525	129	1	ward	ward	PROPN
cice-11525	129	2	’s	’s	PART
cice-11525	129	3	(	(	PUNCT
cice-11525	129	4	1963	1963	NUM
cice-11525	129	5	)	)	PUNCT
cice-11525	129	6	algorithm	algorithm	NOUN
cice-11525	129	7	was	be	AUX
cice-11525	129	8	used	use	VERB
cice-11525	129	9	in	in	ADP
cice-11525	129	10	our	our	PRON
cice-11525	129	11	study	study	NOUN
cice-11525	129	12	.	.	PUNCT
cice-11525	130	1	this	this	DET
cice-11525	130	2	method	method	NOUN
cice-11525	130	3	consolidates	consolidate	VERB
cice-11525	130	4	those	those	DET
cice-11525	130	5	clusters	cluster	NOUN
cice-11525	130	6	whose	whose	DET
cice-11525	130	7	resulting	result	VERB
cice-11525	130	8	clusters	cluster	NOUN
cice-11525	130	9	minimize	minimize	VERB
cice-11525	130	10	the	the	DET
cice-11525	130	11	growth	growth	NOUN
cice-11525	130	12	of	of	ADP
cice-11525	130	13	the	the	DET
cice-11525	130	14	sum	sum	NOUN
cice-11525	130	15	of	of	ADP
cice-11525	130	16	the	the	DET
cice-11525	130	17	average	average	ADJ
cice-11525	130	18	errors	error	NOUN
cice-11525	130	19	within	within	ADP
cice-11525	130	20	the	the	DET
cice-11525	130	21	clusters	cluster	NOUN
cice-11525	130	22	.	.	PUNCT
cice-11525	131	1	the	the	DET
cice-11525	131	2	squared	square	VERB
cice-11525	131	3	euclidean	euclidean	ADJ
cice-11525	131	4	distance	distance	NOUN
cice-11525	131	5	is	be	AUX
cice-11525	131	6	the	the	DET
cice-11525	131	7	basis	basis	NOUN
cice-11525	131	8	for	for	ADP
cice-11525	131	9	the	the	DET
cice-11525	131	10	dissimilarity	dissimilarity	NOUN
cice-11525	131	11	calculation	calculation	NOUN
cice-11525	131	12	.	.	PUNCT
cice-11525	132	1	in	in	ADP
cice-11525	132	2	general	general	ADJ
cice-11525	132	3	,	,	PUNCT
cice-11525	132	4	the	the	DET
cice-11525	132	5	method	method	NOUN
cice-11525	132	6	generates	generate	VERB
cice-11525	132	7	relatively	relatively	ADV
cice-11525	132	8	homogeneous	homogeneous	ADJ
cice-11525	132	9	clusters	cluster	NOUN
cice-11525	132	10	,	,	PUNCT
cice-11525	132	11	but	but	CCONJ
cice-11525	132	12	it	it	PRON
cice-11525	132	13	is	be	AUX
cice-11525	132	14	sensitive	sensitive	ADJ
cice-11525	132	15	with	with	ADP
cice-11525	132	16	regard	regard	NOUN
cice-11525	132	17	to	to	ADP
cice-11525	132	18	outliers	outlier	NOUN
cice-11525	132	19	(	(	PUNCT
cice-11525	132	20	see	see	VERB
cice-11525	132	21	everitt	everitt	NOUN
cice-11525	132	22	,	,	PUNCT
cice-11525	132	23	2011	2011	NUM
cice-11525	132	24	)	)	PUNCT
cice-11525	132	25	.	.	PUNCT
cice-11525	133	1	k	k	X
cice-11525	133	2	-	-	PUNCT
cice-11525	133	3	means	mean	VERB
cice-11525	133	4	one	one	NUM
cice-11525	133	5	of	of	ADP
cice-11525	133	6	the	the	DET
cice-11525	133	7	most	most	ADV
cice-11525	133	8	common	common	ADJ
cice-11525	133	9	clustering	clustering	ADJ
cice-11525	133	10	methods	method	NOUN
cice-11525	133	11	is	be	AUX
cice-11525	133	12	the	the	DET
cice-11525	133	13	k	k	NOUN
cice-11525	133	14	-	-	PUNCT
cice-11525	133	15	means	mean	VERB
cice-11525	133	16	analysis	analysis	NOUN
cice-11525	133	17	(	(	PUNCT
cice-11525	133	18	forgy	forgy	NOUN
cice-11525	133	19	,	,	PUNCT
cice-11525	133	20	1965	1965	NUM
cice-11525	133	21	;	;	PUNCT
cice-11525	133	22	macqueen	macqueen	PROPN
cice-11525	133	23	,	,	PUNCT
cice-11525	133	24	1967	1967	NUM
cice-11525	133	25	)	)	PUNCT
cice-11525	133	26	.	.	PUNCT
cice-11525	134	1	it	it	PRON
cice-11525	134	2	is	be	AUX
cice-11525	134	3	based	base	VERB
cice-11525	134	4	on	on	ADP
cice-11525	134	5	the	the	DET
cice-11525	134	6	euclidean	euclidean	ADJ
cice-11525	134	7	distance	distance	NOUN
cice-11525	134	8	.	.	PUNCT
cice-11525	135	1	the	the	DET
cice-11525	135	2	algorithms	algorithm	NOUN
cice-11525	135	3	of	of	ADP
cice-11525	135	4	this	this	DET
cice-11525	135	5	method	method	NOUN
cice-11525	135	6	allocate	allocate	ADJ
cice-11525	135	7	objects	object	NOUN
cice-11525	135	8	to	to	ADP
cice-11525	135	9	the	the	DET
cice-11525	135	10	arithmetic	arithmetic	ADJ
cice-11525	135	11	means	mean	NOUN
cice-11525	135	12	,	,	PUNCT
cice-11525	135	13	medians	median	NOUN
cice-11525	135	14	or	or	CCONJ
cice-11525	135	15	medoids	medoid	NOUN
cice-11525	135	16	as	as	ADP
cice-11525	135	17	the	the	DET
cice-11525	135	18	cluster	cluster	NOUN
cice-11525	135	19	centers	center	NOUN
cice-11525	135	20	(	(	PUNCT
cice-11525	135	21	kaufman	kaufman	PROPN
cice-11525	135	22	&	&	CCONJ
cice-11525	135	23	rousseeuw	rousseeuw	PROPN
cice-11525	135	24	,	,	PUNCT
cice-11525	135	25	1990	1990	NUM
cice-11525	135	26	)	)	PUNCT
cice-11525	135	27	.	.	PUNCT
cice-11525	136	1	the	the	DET
cice-11525	136	2	goal	goal	NOUN
cice-11525	136	3	is	be	AUX
cice-11525	136	4	to	to	PART
cice-11525	136	5	subdivide	subdivide	VERB
cice-11525	136	6	the	the	DET
cice-11525	136	7	objects	object	NOUN
cice-11525	136	8	into	into	ADP
cice-11525	136	9	clusters	cluster	NOUN
cice-11525	136	10	in	in	ADP
cice-11525	136	11	such	such	DET
cice-11525	136	12	a	a	DET
cice-11525	136	13	way	way	NOUN
cice-11525	136	14	that	that	PRON
cice-11525	136	15	the	the	DET
cice-11525	136	16	sum	sum	NOUN
cice-11525	136	17	of	of	ADP
cice-11525	136	18	the	the	DET
cice-11525	136	19	squared	square	VERB
cice-11525	136	20	deviations	deviation	NOUN
cice-11525	136	21	from	from	ADP
cice-11525	136	22	the	the	DET
cice-11525	136	23	cluster	cluster	NOUN
cice-11525	136	24	centers	center	NOUN
cice-11525	136	25	is	be	AUX
cice-11525	136	26	minimal	minimal	ADJ
cice-11525	136	27	.	.	PUNCT
cice-11525	137	1	the	the	DET
cice-11525	137	2	sum	sum	NOUN
cice-11525	137	3	of	of	ADP
cice-11525	137	4	squares	square	NOUN
cice-11525	137	5	within	within	ADP
cice-11525	137	6	the	the	DET
cice-11525	137	7	clusters	cluster	NOUN
cice-11525	137	8	can	can	AUX
cice-11525	137	9	be	be	AUX
cice-11525	137	10	interpreted	interpret	VERB
cice-11525	137	11	as	as	ADP
cice-11525	137	12	a	a	DET
cice-11525	137	13	type	type	NOUN
cice-11525	137	14	of	of	ADP
cice-11525	137	15	“	"	PUNCT
cice-11525	137	16	error	error	NOUN
cice-11525	137	17	scatter	scatter	NOUN
cice-11525	137	18	”	"	PUNCT
cice-11525	137	19	.	.	PUNCT
cice-11525	138	1	the	the	DET
cice-11525	138	2	method	method	NOUN
cice-11525	138	3	essentially	essentially	ADV
cice-11525	138	4	differentiates	differentiate	VERB
cice-11525	138	5	four	four	NUM
cice-11525	138	6	iterative	iterative	NOUN
cice-11525	138	7	steps	step	NOUN
cice-11525	138	8	:	:	PUNCT
cice-11525	138	9	random	random	ADJ
cice-11525	138	10	allocation	allocation	NOUN
cice-11525	138	11	of	of	ADP
cice-11525	138	12	the	the	DET
cice-11525	138	13	objects	object	NOUN
cice-11525	138	14	into	into	ADP
cice-11525	138	15	a	a	DET
cice-11525	138	16	predefined	predefine	VERB
cice-11525	138	17	number	number	NOUN
cice-11525	138	18	of	of	ADP
cice-11525	138	19	clusters	cluster	NOUN
cice-11525	138	20	;	;	PUNCT
cice-11525	138	21	recalculation	recalculation	NOUN
cice-11525	138	22	of	of	ADP
cice-11525	138	23	the	the	DET
cice-11525	138	24	cluster	cluster	NOUN
cice-11525	138	25	centers	center	NOUN
cice-11525	138	26	;	;	PUNCT
cice-11525	138	27	reallocation	reallocation	NOUN
cice-11525	138	28	of	of	ADP
cice-11525	138	29	the	the	DET
cice-11525	138	30	objects	object	NOUN
cice-11525	138	31	via	via	ADP
cice-11525	138	32	minimal	minimal	ADJ
cice-11525	138	33	squared	square	VERB
cice-11525	138	34	euclidean	euclidean	ADJ
cice-11525	138	35	distance	distance	NOUN
cice-11525	138	36	;	;	PUNCT
cice-11525	138	37	test	test	NOUN
cice-11525	138	38	to	to	PART
cice-11525	138	39	see	see	VERB
cice-11525	138	40	if	if	SCONJ
cice-11525	138	41	the	the	DET
cice-11525	138	42	ünlü	ünlü	NOUN
cice-11525	138	43	&	&	CCONJ
cice-11525	138	44	schurig	schurig	VERB
cice-11525	138	45	current	current	ADJ
cice-11525	138	46	issues	issue	NOUN
cice-11525	138	47	in	in	ADP
cice-11525	138	48	comparative	comparative	ADJ
cice-11525	138	49	education	education	NOUN
cice-11525	138	50	14	14	NUM
cice-11525	138	51	minimization	minimization	NOUN
cice-11525	138	52	of	of	ADP
cice-11525	138	53	the	the	DET
cice-11525	138	54	sum	sum	NOUN
cice-11525	138	55	of	of	ADP
cice-11525	138	56	squares	square	NOUN
cice-11525	138	57	of	of	ADP
cice-11525	138	58	the	the	DET
cice-11525	138	59	scatter	scatter	NOUN
cice-11525	138	60	changes	change	NOUN
cice-11525	138	61	with	with	ADP
cice-11525	138	62	the	the	DET
cice-11525	138	63	allocation	allocation	NOUN
cice-11525	138	64	.	.	PUNCT
cice-11525	139	1	if	if	SCONJ
cice-11525	139	2	this	this	PRON
cice-11525	139	3	is	be	AUX
cice-11525	139	4	not	not	PART
cice-11525	139	5	the	the	DET
cice-11525	139	6	case	case	NOUN
cice-11525	139	7	,	,	PUNCT
cice-11525	139	8	or	or	CCONJ
cice-11525	139	9	a	a	DET
cice-11525	139	10	stop	stop	NOUN
cice-11525	139	11	criterion	criterion	NOUN
cice-11525	139	12	is	be	AUX
cice-11525	139	13	reached	reach	VERB
cice-11525	139	14	,	,	PUNCT
cice-11525	139	15	the	the	DET
cice-11525	139	16	algorithm	algorithm	NOUN
cice-11525	139	17	terminates	terminate	VERB
cice-11525	139	18	itself	itself	PRON
cice-11525	139	19	.	.	PUNCT
cice-11525	140	1	the	the	DET
cice-11525	140	2	cluster	cluster	NOUN
cice-11525	140	3	number	number	NOUN
cice-11525	140	4	is	be	AUX
cice-11525	140	5	determined	determine	VERB
cice-11525	140	6	in	in	ADP
cice-11525	140	7	corresponding	corresponding	ADJ
cice-11525	140	8	indices	index	NOUN
cice-11525	140	9	based	base	VERB
cice-11525	140	10	on	on	ADP
cice-11525	140	11	selected	select	VERB
cice-11525	140	12	threshold	threshold	NOUN
cice-11525	140	13	values	value	NOUN
cice-11525	140	14	via	via	ADP
cice-11525	140	15	comparisons	comparison	NOUN
cice-11525	140	16	of	of	ADP
cice-11525	140	17	repeated	repeat	VERB
cice-11525	140	18	applications	application	NOUN
cice-11525	140	19	of	of	ADP
cice-11525	140	20	the	the	DET
cice-11525	140	21	method	method	NOUN
cice-11525	140	22	with	with	ADP
cice-11525	140	23	a	a	DET
cice-11525	140	24	variety	variety	NOUN
cice-11525	140	25	of	of	ADP
cice-11525	140	26	numbers	number	NOUN
cice-11525	140	27	of	of	ADP
cice-11525	140	28	clusters	cluster	NOUN
cice-11525	140	29	,	,	PUNCT
cice-11525	140	30	each	each	PRON
cice-11525	140	31	with	with	ADP
cice-11525	140	32	multiple	multiple	ADJ
cice-11525	140	33	start	start	NOUN
cice-11525	140	34	values	value	NOUN
cice-11525	140	35	.	.	PUNCT
cice-11525	141	1	fuzzy	fuzzy	ADJ
cice-11525	141	2	methods	method	NOUN
cice-11525	141	3	the	the	DET
cice-11525	141	4	fuzzy	fuzzy	ADJ
cice-11525	141	5	cluster	cluster	NOUN
cice-11525	141	6	analysis	analysis	NOUN
cice-11525	141	7	has	have	VERB
cice-11525	141	8	a	a	DET
cice-11525	141	9	“	"	PUNCT
cice-11525	141	10	blurred	blurred	ADJ
cice-11525	141	11	”	"	PUNCT
cice-11525	141	12	nature	nature	NOUN
cice-11525	141	13	.	.	PUNCT
cice-11525	142	1	it	it	PRON
cice-11525	142	2	describes	describe	VERB
cice-11525	142	3	the	the	DET
cice-11525	142	4	uncertainty	uncertainty	NOUN
cice-11525	142	5	that	that	SCONJ
cice-11525	142	6	an	an	DET
cice-11525	142	7	object	object	NOUN
cice-11525	142	8	g	g	NOUN
cice-11525	142	9	belongs	belong	VERB
cice-11525	142	10	to	to	ADP
cice-11525	142	11	a	a	DET
cice-11525	142	12	class	class	NOUN
cice-11525	142	13	c	c	NOUN
cice-11525	142	14	,	,	PUNCT
cice-11525	142	15	and	and	CCONJ
cice-11525	142	16	thus	thus	ADV
cice-11525	142	17	it	it	PRON
cice-11525	142	18	distinguishes	distinguish	VERB
cice-11525	142	19	itself	itself	PRON
cice-11525	142	20	from	from	ADP
cice-11525	142	21	the	the	DET
cice-11525	142	22	previously	previously	ADV
cice-11525	142	23	presented	present	VERB
cice-11525	142	24	“	"	PUNCT
cice-11525	142	25	deterministic	deterministic	ADJ
cice-11525	142	26	”	"	PUNCT
cice-11525	142	27	methods	method	NOUN
cice-11525	142	28	(	(	PUNCT
cice-11525	142	29	see	see	VERB
cice-11525	142	30	bacher	bacher	PROPN
cice-11525	142	31	et	et	PROPN
cice-11525	142	32	al	al	PROPN
cice-11525	142	33	.	.	PROPN
cice-11525	142	34	,	,	PUNCT
cice-11525	142	35	2010	2010	NUM
cice-11525	142	36	;	;	PUNCT
cice-11525	142	37	everitt	everitt	PROPN
cice-11525	142	38	,	,	PUNCT
cice-11525	142	39	2011	2011	NUM
cice-11525	142	40	)	)	PUNCT
cice-11525	142	41	.	.	PUNCT
cice-11525	143	1	in	in	ADP
cice-11525	143	2	essence	essence	NOUN
cice-11525	143	3	this	this	DET
cice-11525	143	4	method	method	NOUN
cice-11525	143	5	can	can	AUX
cice-11525	143	6	be	be	AUX
cice-11525	143	7	understood	understand	VERB
cice-11525	143	8	as	as	ADP
cice-11525	143	9	a	a	DET
cice-11525	143	10	generalization	generalization	NOUN
cice-11525	143	11	of	of	ADP
cice-11525	143	12	k	k	PROPN
cice-11525	143	13	-	-	PUNCT
cice-11525	143	14	means	means	PROPN
cice-11525	143	15	.	.	PUNCT
cice-11525	144	1	the	the	DET
cice-11525	144	2	c	c	NOUN
cice-11525	144	3	-	-	PUNCT
cice-11525	144	4	means	means	NOUN
cice-11525	144	5	algorithm	algorithm	NOUN
cice-11525	144	6	for	for	ADP
cice-11525	144	7	continuous	continuous	ADJ
cice-11525	144	8	data	datum	NOUN
cice-11525	144	9	was	be	AUX
cice-11525	144	10	used	use	VERB
cice-11525	144	11	for	for	ADP
cice-11525	144	12	the	the	DET
cice-11525	144	13	fuzzy	fuzzy	ADJ
cice-11525	144	14	analysis	analysis	NOUN
cice-11525	144	15	(	(	PUNCT
cice-11525	144	16	bezdek	bezdek	NOUN
cice-11525	144	17	,	,	PUNCT
cice-11525	144	18	1981	1981	NUM
cice-11525	144	19	,	,	PUNCT
cice-11525	144	20	1983	1983	NUM
cice-11525	144	21	)	)	PUNCT
cice-11525	144	22	.	.	PUNCT
cice-11525	145	1	one	one	NUM
cice-11525	145	2	criterion	criterion	NOUN
cice-11525	145	3	based	base	VERB
cice-11525	145	4	on	on	ADP
cice-11525	145	5	the	the	DET
cice-11525	145	6	weighted	weight	VERB
cice-11525	145	7	sum	sum	NOUN
cice-11525	145	8	of	of	ADP
cice-11525	145	9	the	the	DET
cice-11525	145	10	distance	distance	NOUN
cice-11525	145	11	squares	square	NOUN
cice-11525	145	12	is	be	AUX
cice-11525	145	13	used	use	VERB
cice-11525	145	14	for	for	ADP
cice-11525	145	15	data	data	NOUN
cice-11525	145	16	vectors	vector	NOUN
cice-11525	145	17	xi	xi	X
cice-11525	145	18	of	of	ADP
cice-11525	145	19	n	n	PRON
cice-11525	145	20	objects	object	NOUN
cice-11525	145	21	in	in	ADP
cice-11525	145	22	c	c	PROPN
cice-11525	145	23	clusters	cluster	NOUN
cice-11525	145	24	:	:	PUNCT
cice-11525	145	25	whereby	whereby	SCONJ
cice-11525	145	26	mt	mt	PROPN
cice-11525	145	27	is	be	AUX
cice-11525	145	28	the	the	DET
cice-11525	145	29	center	center	NOUN
cice-11525	145	30	of	of	ADP
cice-11525	145	31	cluster	cluster	NOUN
cice-11525	145	32	t	t	PROPN
cice-11525	145	33	,	,	PUNCT
cice-11525	145	34	and	and	CCONJ
cice-11525	145	35	the	the	DET
cice-11525	145	36	weights	weight	NOUN
cice-11525	145	37	(	(	PUNCT
cice-11525	145	38	degrees	degree	NOUN
cice-11525	145	39	of	of	ADP
cice-11525	145	40	belonging	belong	VERB
cice-11525	145	41	)	)	PUNCT
cice-11525	145	42	uit	uit	NOUN
cice-11525	145	43	add	add	VERB
cice-11525	145	44	up	up	ADP
cice-11525	145	45	to	to	PART
cice-11525	145	46	1	1	NUM
cice-11525	145	47	for	for	ADP
cice-11525	145	48	all	all	DET
cice-11525	145	49	i	i	PRON
cice-11525	145	50	=	=	NOUN
cice-11525	145	51	1	1	NUM
cice-11525	145	52	,	,	PUNCT
cice-11525	145	53	…	…	PUNCT
cice-11525	145	54	,	,	PUNCT
cice-11525	145	55	n.	n.	NOUN
cice-11525	145	56	in	in	ADP
cice-11525	145	57	addition	addition	NOUN
cice-11525	145	58	,	,	PUNCT
cice-11525	145	59	d(xi	d(xi	PROPN
cice-11525	145	60	,	,	PUNCT
cice-11525	145	61	mt	mt	PROPN
cice-11525	145	62	)	)	PUNCT
cice-11525	145	63	is	be	AUX
cice-11525	145	64	the	the	DET
cice-11525	145	65	euclidean	euclidean	ADJ
cice-11525	145	66	distance	distance	NOUN
cice-11525	145	67	between	between	ADP
cice-11525	145	68	data	datum	NOUN
cice-11525	145	69	point	point	NOUN
cice-11525	145	70	and	and	CCONJ
cice-11525	145	71	cluster	cluster	NOUN
cice-11525	145	72	center	center	NOUN
cice-11525	145	73	,	,	PUNCT
cice-11525	145	74	and	and	CCONJ
cice-11525	145	75	v	v	NOUN
cice-11525	145	76	is	be	AUX
cice-11525	145	77	referred	refer	VERB
cice-11525	145	78	to	to	ADP
cice-11525	145	79	as	as	ADP
cice-11525	145	80	the	the	DET
cice-11525	145	81	“	"	PUNCT
cice-11525	145	82	fuzzification	fuzzification	NOUN
cice-11525	145	83	”	"	PUNCT
cice-11525	145	84	,	,	PUNCT
cice-11525	145	85	in	in	ADP
cice-11525	145	86	other	other	ADJ
cice-11525	145	87	words	word	NOUN
cice-11525	145	88	the	the	DET
cice-11525	145	89	“	"	PUNCT
cice-11525	145	90	fadedness	fadedness	NOUN
cice-11525	145	91	”	"	PUNCT
cice-11525	145	92	.	.	PUNCT
cice-11525	146	1	the	the	DET
cice-11525	146	2	degrees	degree	NOUN
cice-11525	146	3	uit	uit	NOUN
cice-11525	146	4	of	of	ADP
cice-11525	146	5	the	the	DET
cice-11525	146	6	group	group	NOUN
cice-11525	146	7	membership	membership	NOUN
cice-11525	146	8	are	be	AUX
cice-11525	146	9	unknown	unknown	ADJ
cice-11525	146	10	and	and	CCONJ
cice-11525	146	11	must	must	AUX
cice-11525	146	12	be	be	AUX
cice-11525	146	13	determined	determine	VERB
cice-11525	146	14	using	use	VERB
cice-11525	146	15	the	the	DET
cice-11525	146	16	data	datum	NOUN
cice-11525	146	17	.	.	PUNCT
cice-11525	147	1	the	the	DET
cice-11525	147	2	cluster	cluster	NOUN
cice-11525	147	3	number	number	NOUN
cice-11525	147	4	can	can	AUX
cice-11525	147	5	be	be	AUX
cice-11525	147	6	selected	select	VERB
cice-11525	147	7	via	via	ADP
cice-11525	147	8	a	a	DET
cice-11525	147	9	comparison	comparison	NOUN
cice-11525	147	10	of	of	ADP
cice-11525	147	11	the	the	DET
cice-11525	147	12	number	number	NOUN
cice-11525	147	13	of	of	ADP
cice-11525	147	14	iterative	iterative	ADJ
cice-11525	147	15	steps	step	NOUN
cice-11525	147	16	to	to	PART
cice-11525	147	17	convergence	convergence	VERB
cice-11525	147	18	(	(	PUNCT
cice-11525	147	19	e.g.	e.g.	ADV
cice-11525	147	20	,	,	PUNCT
cice-11525	147	21	convergence	convergence	NOUN
cice-11525	147	22	under	under	ADP
cice-11525	147	23	minimal	minimal	ADJ
cice-11525	147	24	iteration	iteration	NOUN
cice-11525	147	25	)	)	PUNCT
cice-11525	147	26	.	.	PUNCT
cice-11525	148	1	methodical	methodical	ADJ
cice-11525	148	2	approach	approach	NOUN
cice-11525	148	3	in	in	ADP
cice-11525	148	4	the	the	DET
cice-11525	148	5	first	first	ADJ
cice-11525	148	6	step	step	NOUN
cice-11525	148	7	of	of	ADP
cice-11525	148	8	the	the	DET
cice-11525	148	9	sequential	sequential	ADJ
cice-11525	148	10	approach	approach	NOUN
cice-11525	148	11	,	,	PUNCT
cice-11525	148	12	a	a	DET
cice-11525	148	13	three	three	NUM
cice-11525	148	14	-	-	PUNCT
cice-11525	148	15	dimensional	dimensional	ADJ
cice-11525	148	16	scale	scale	NOUN
cice-11525	148	17	is	be	AUX
cice-11525	148	18	taken	take	VERB
cice-11525	148	19	as	as	ADP
cice-11525	148	20	a	a	DET
cice-11525	148	21	basis	basis	NOUN
cice-11525	148	22	for	for	ADP
cice-11525	148	23	the	the	DET
cice-11525	148	24	common	common	ADJ
cice-11525	148	25	timss	timss	NOUN
cice-11525	148	26	and	and	CCONJ
cice-11525	148	27	pirls	pirl	NOUN
cice-11525	148	28	2011	2011	NUM
cice-11525	148	29	sample	sample	NOUN
cice-11525	148	30	data	datum	NOUN
cice-11525	148	31	.	.	PUNCT
cice-11525	149	1	classifications	classification	NOUN
cice-11525	149	2	based	base	VERB
cice-11525	149	3	on	on	ADP
cice-11525	149	4	the	the	DET
cice-11525	149	5	threedimensional	threedimensional	ADJ
cice-11525	149	6	scale	scale	NOUN
cice-11525	149	7	for	for	ADP
cice-11525	149	8	this	this	DET
cice-11525	149	9	sample	sample	NOUN
cice-11525	149	10	,	,	PUNCT
cice-11525	149	11	by	by	ADP
cice-11525	149	12	means	mean	NOUN
cice-11525	149	13	of	of	ADP
cice-11525	149	14	latent	latent	NOUN
cice-11525	149	15	profile	profile	NOUN
cice-11525	149	16	analysis	analysis	NOUN
cice-11525	149	17	and	and	CCONJ
cice-11525	149	18	the	the	DET
cice-11525	149	19	international	international	ADJ
cice-11525	149	20	benchmarking	benchmarking	NOUN
cice-11525	149	21	method	method	NOUN
cice-11525	149	22	,	,	PUNCT
cice-11525	149	23	are	be	AUX
cice-11525	149	24	used	use	VERB
cice-11525	149	25	as	as	ADP
cice-11525	149	26	comparison	comparison	NOUN
cice-11525	149	27	values	value	NOUN
cice-11525	149	28	or	or	CCONJ
cice-11525	149	29	reference	reference	NOUN
cice-11525	149	30	typologies	typology	NOUN
cice-11525	149	31	in	in	ADP
cice-11525	149	32	the	the	DET
cice-11525	149	33	second	second	ADJ
cice-11525	149	34	step	step	NOUN
cice-11525	149	35	.	.	PUNCT
cice-11525	150	1	every	every	DET
cice-11525	150	2	other	other	ADJ
cice-11525	150	3	partitioning	partitioning	NOUN
cice-11525	150	4	could	could	AUX
cice-11525	150	5	equally	equally	ADV
cice-11525	150	6	well	well	ADV
cice-11525	150	7	be	be	AUX
cice-11525	150	8	used	use	VERB
cice-11525	150	9	as	as	ADP
cice-11525	150	10	a	a	DET
cice-11525	150	11	reference	reference	NOUN
cice-11525	150	12	typology	typology	NOUN
cice-11525	150	13	if	if	SCONJ
cice-11525	150	14	it	it	PRON
cice-11525	150	15	seems	seem	VERB
cice-11525	150	16	useful	useful	ADJ
cice-11525	150	17	.	.	PUNCT
cice-11525	151	1	examples	example	NOUN
cice-11525	151	2	are	be	AUX
cice-11525	151	3	typologies	typology	NOUN
cice-11525	151	4	that	that	PRON
cice-11525	151	5	are	be	AUX
cice-11525	151	6	derived	derive	VERB
cice-11525	151	7	from	from	ADP
cice-11525	151	8	substantive	substantive	ADJ
cice-11525	151	9	theories	theory	NOUN
cice-11525	151	10	or	or	CCONJ
cice-11525	151	11	those	those	PRON
cice-11525	151	12	that	that	PRON
cice-11525	151	13	are	be	AUX
cice-11525	151	14	based	base	VERB
cice-11525	151	15	purely	purely	ADV
cice-11525	151	16	on	on	ADP
cice-11525	151	17	(	(	PUNCT
cice-11525	151	18	other	other	ADJ
cice-11525	151	19	)	)	PUNCT
cice-11525	151	20	statistical	statistical	ADJ
cice-11525	151	21	methods	method	NOUN
cice-11525	151	22	.	.	PUNCT
cice-11525	152	1	the	the	DET
cice-11525	152	2	elaborations	elaboration	NOUN
cice-11525	152	3	presented	present	VERB
cice-11525	152	4	can	can	AUX
cice-11525	152	5	then	then	ADV
cice-11525	152	6	be	be	AUX
cice-11525	152	7	applied	apply	VERB
cice-11525	152	8	by	by	ADP
cice-11525	152	9	analogy	analogy	NOUN
cice-11525	152	10	.	.	PUNCT
cice-11525	153	1	in	in	ADP
cice-11525	153	2	the	the	DET
cice-11525	153	3	present	present	ADJ
cice-11525	153	4	study	study	NOUN
cice-11525	153	5	,	,	PUNCT
cice-11525	153	6	latent	latent	NOUN
cice-11525	153	7	profile	profile	NOUN
cice-11525	153	8	analysis	analysis	NOUN
cice-11525	153	9	and	and	CCONJ
cice-11525	153	10	the	the	DET
cice-11525	153	11	international	international	ADJ
cice-11525	153	12	benchmarking	benchmarking	NOUN
cice-11525	153	13	method	method	NOUN
cice-11525	153	14	are	be	AUX
cice-11525	153	15	used	use	VERB
cice-11525	153	16	as	as	ADP
cice-11525	153	17	our	our	PRON
cice-11525	153	18	reference	reference	NOUN
cice-11525	153	19	typologies	typology	NOUN
cice-11525	153	20	.	.	PUNCT
cice-11525	154	1	in	in	ADP
cice-11525	154	2	the	the	DET
cice-11525	154	3	second	second	ADJ
cice-11525	154	4	step	step	NOUN
cice-11525	154	5	in	in	ADP
cice-11525	154	6	the	the	DET
cice-11525	154	7	sequential	sequential	ADJ
cice-11525	154	8	processing	processing	NOUN
cice-11525	154	9	,	,	PUNCT
cice-11525	154	10	the	the	DET
cice-11525	154	11	population	population	NOUN
cice-11525	154	12	estimators	estimator	NOUN
cice-11525	154	13	are	be	AUX
cice-11525	154	14	classified	classify	VERB
cice-11525	154	15	using	use	VERB
cice-11525	154	16	hierarchical	hierarchical	ADJ
cice-11525	154	17	cluster	cluster	NOUN
cice-11525	154	18	analysis	analysis	NOUN
cice-11525	154	19	(	(	PUNCT
cice-11525	154	20	hca	hca	NOUN
cice-11525	154	21	)	)	PUNCT
cice-11525	154	22	,	,	PUNCT
cice-11525	154	23	k	k	NOUN
cice-11525	154	24	-	-	PUNCT
cice-11525	154	25	means	mean	NOUN
cice-11525	154	26	,	,	PUNCT
cice-11525	154	27	and	and	CCONJ
cice-11525	154	28	fuzzy	fuzzy	ADJ
cice-11525	154	29	methods	method	NOUN
cice-11525	154	30	.	.	PUNCT
cice-11525	155	1	first	first	ADV
cice-11525	155	2	,	,	PUNCT
cice-11525	155	3	a	a	DET
cice-11525	155	4	comparison	comparison	NOUN
cice-11525	155	5	is	be	AUX
cice-11525	155	6	conducted	conduct	VERB
cice-11525	155	7	with	with	ADP
cice-11525	155	8	cluster	cluster	NOUN
cice-11525	155	9	numbers	number	NOUN
cice-11525	155	10	fixed	fix	VERB
cice-11525	155	11	in	in	ADP
cice-11525	155	12	accordance	accordance	NOUN
cice-11525	155	13	with	with	ADP
cice-11525	155	14	the	the	DET
cice-11525	155	15	result	result	NOUN
cice-11525	155	16	of	of	ADP
cice-11525	155	17	the	the	DET
cice-11525	155	18	lpa	lpa	PROPN
cice-11525	155	19	.	.	PUNCT
cice-11525	156	1	then	then	ADV
cice-11525	156	2	,	,	PUNCT
cice-11525	156	3	a	a	DET
cice-11525	156	4	comparison	comparison	NOUN
cice-11525	156	5	is	be	AUX
cice-11525	156	6	made	make	VERB
cice-11525	156	7	with	with	ADP
cice-11525	156	8	specific	specific	ADJ
cice-11525	156	9	optimal	optimal	ADJ
cice-11525	156	10	cluster	cluster	NOUN
cice-11525	156	11	numbers	number	NOUN
cice-11525	156	12	.	.	PUNCT
cice-11525	157	1	finally	finally	ADV
cice-11525	157	2	,	,	PUNCT
cice-11525	157	3	a	a	DET
cice-11525	157	4	comparison	comparison	NOUN
cice-11525	157	5	is	be	AUX
cice-11525	157	6	made	make	VERB
cice-11525	157	7	of	of	ADP
cice-11525	157	8	the	the	DET
cice-11525	157	9	optimal	optimal	ADJ
cice-11525	157	10	solutions	solution	NOUN
cice-11525	157	11	to	to	ADP
cice-11525	157	12	the	the	DET
cice-11525	157	13	performance	performance	NOUN
cice-11525	157	14	levels	level	NOUN
cice-11525	157	15	defined	define	VERB
cice-11525	157	16	in	in	ADP
cice-11525	157	17	the	the	DET
cice-11525	157	18	international	international	ADJ
cice-11525	157	19	benchmarking	benchmarking	NOUN
cice-11525	157	20	in	in	ADP
cice-11525	157	21	the	the	DET
cice-11525	157	22	domain	domain	NOUN
cice-11525	157	23	mathematics	mathematic	NOUN
cice-11525	157	24	.	.	PUNCT
cice-11525	158	1	data	datum	NOUN
cice-11525	158	2	set	set	VERB
cice-11525	158	3	the	the	DET
cice-11525	158	4	entire	entire	ADJ
cice-11525	158	5	sample	sample	NOUN
cice-11525	158	6	for	for	ADP
cice-11525	158	7	germany	germany	PROPN
cice-11525	158	8	comprises	comprise	VERB
cice-11525	158	9	4,229	4,229	NUM
cice-11525	158	10	pupils	pupil	NOUN
cice-11525	158	11	in	in	ADP
cice-11525	158	12	197	197	NUM
cice-11525	158	13	primary	primary	ADJ
cice-11525	158	14	schools	school	NOUN
cice-11525	158	15	.	.	PUNCT
cice-11525	159	1	the	the	DET
cice-11525	159	2	joint	joint	ADJ
cice-11525	159	3	test	test	NOUN
cice-11525	159	4	of	of	ADP
cice-11525	159	5	pirls	pirl	NOUN
cice-11525	159	6	and	and	CCONJ
cice-11525	159	7	timss	timss	PROPN
cice-11525	159	8	was	be	AUX
cice-11525	159	9	administered	administer	VERB
cice-11525	159	10	to	to	ADP
cice-11525	159	11	the	the	DET
cice-11525	159	12	sample	sample	NOUN
cice-11525	159	13	for	for	ADP
cice-11525	159	14	a	a	DET
cice-11525	159	15	duration	duration	NOUN
cice-11525	159	16	of	of	ADP
cice-11525	159	17	two	two	NUM
cice-11525	159	18	consecutive	consecutive	ADJ
cice-11525	159	19	days	day	NOUN
cice-11525	159	20	.	.	PUNCT
cice-11525	160	1	in	in	ADP
cice-11525	160	2	the	the	DET
cice-11525	160	3	first	first	ADJ
cice-11525	160	4	day	day	NOUN
cice-11525	160	5	,	,	PUNCT
cice-11525	160	6	approximately	approximately	ADV
cice-11525	160	7	50	50	NUM
cice-11525	160	8	%	%	NOUN
cice-11525	160	9	of	of	ADP
cice-11525	160	10	the	the	DET
cice-11525	160	11	sample	sample	NOUN
cice-11525	160	12	took	take	VERB
cice-11525	160	13	timss	timss	NOUN
cice-11525	160	14	while	while	SCONJ
cice-11525	160	15	computational	computational	ADJ
cice-11525	160	16	typologies	typology	NOUN
cice-11525	160	17	of	of	ADP
cice-11525	160	18	multidimensional	multidimensional	ADJ
cice-11525	160	19	end	end	NOUN
cice-11525	160	20	-	-	PUNCT
cice-11525	160	21	of	of	ADP
cice-11525	160	22	-	-	PUNCT
cice-11525	160	23	primary	primary	ADJ
cice-11525	160	24	-	-	PUNCT
cice-11525	160	25	school	school	NOUN
cice-11525	160	26	performance	performance	NOUN
cice-11525	160	27	profiles	profile	NOUN
cice-11525	160	28	from	from	ADP
cice-11525	160	29	an	an	DET
cice-11525	160	30	educational	educational	ADJ
cice-11525	160	31	perspective	perspective	NOUN
cice-11525	160	32	of	of	ADP
cice-11525	160	33	large	large	ADJ
cice-11525	160	34	-	-	PUNCT
cice-11525	160	35	scale	scale	NOUN
cice-11525	160	36	timss	timss	NOUN
cice-11525	160	37	and	and	CCONJ
cice-11525	160	38	pirls	pirls	NOUN
cice-11525	160	39	surveys	survey	NOUN
cice-11525	160	40	current	current	ADJ
cice-11525	160	41	issues	issue	NOUN
cice-11525	160	42	in	in	ADP
cice-11525	160	43	comparative	comparative	ADJ
cice-11525	160	44	education	education	NOUN
cice-11525	160	45	15	15	NUM
cice-11525	160	46	the	the	DET
cice-11525	160	47	other	other	ADJ
cice-11525	160	48	half	half	NOUN
cice-11525	160	49	took	take	VERB
cice-11525	160	50	pirls	pirl	NOUN
cice-11525	160	51	.	.	PUNCT
cice-11525	161	1	the	the	DET
cice-11525	161	2	two	two	NUM
cice-11525	161	3	groups	group	NOUN
cice-11525	161	4	switched	switch	VERB
cice-11525	161	5	tests	test	NOUN
cice-11525	161	6	on	on	ADP
cice-11525	161	7	the	the	DET
cice-11525	161	8	second	second	ADJ
cice-11525	161	9	day	day	NOUN
cice-11525	161	10	(	(	PUNCT
cice-11525	161	11	wendt	wendt	PROPN
cice-11525	161	12	et	et	PROPN
cice-11525	161	13	al	al	PROPN
cice-11525	161	14	.	.	PROPN
cice-11525	161	15	,	,	PUNCT
cice-11525	161	16	2012	2012	NUM
cice-11525	161	17	)	)	PUNCT
cice-11525	161	18	.	.	PUNCT
cice-11525	162	1	the	the	DET
cice-11525	162	2	sample	sample	NOUN
cice-11525	162	3	size	size	NOUN
cice-11525	162	4	of	of	ADP
cice-11525	162	5	complete	complete	ADJ
cice-11525	162	6	cases	case	NOUN
cice-11525	162	7	includes	include	VERB
cice-11525	162	8	3,928	3,928	NUM
cice-11525	162	9	pupils	pupil	NOUN
cice-11525	162	10	and	and	CCONJ
cice-11525	162	11	197	197	NUM
cice-11525	162	12	schools	school	NOUN
cice-11525	162	13	.	.	PUNCT
cice-11525	163	1	each	each	DET
cice-11525	163	2	student	student	NOUN
cice-11525	163	3	in	in	ADP
cice-11525	163	4	the	the	DET
cice-11525	163	5	sample	sample	NOUN
cice-11525	163	6	was	be	AUX
cice-11525	163	7	administered	administer	VERB
cice-11525	163	8	tests	test	NOUN
cice-11525	163	9	to	to	PART
cice-11525	163	10	measure	measure	VERB
cice-11525	163	11	performance	performance	NOUN
cice-11525	163	12	in	in	ADP
cice-11525	163	13	all	all	DET
cice-11525	163	14	three	three	NUM
cice-11525	163	15	competency	competency	NOUN
cice-11525	163	16	areas	area	NOUN
cice-11525	163	17	:	:	PUNCT
cice-11525	163	18	reading	read	VERB
cice-11525	163	19	comprehension	comprehension	NOUN
cice-11525	163	20	(	(	PUNCT
cice-11525	163	21	pirls	pirl	NOUN
cice-11525	163	22	)	)	PUNCT
cice-11525	163	23	,	,	PUNCT
cice-11525	163	24	mathematics	mathematic	NOUN
cice-11525	163	25	and	and	CCONJ
cice-11525	163	26	science	science	NOUN
cice-11525	163	27	(	(	PUNCT
cice-11525	163	28	timss	timss	PROPN
cice-11525	163	29	)	)	PUNCT
cice-11525	163	30	.	.	PUNCT
cice-11525	164	1	multidimensional	multidimensional	ADJ
cice-11525	164	2	scale	scale	NOUN
cice-11525	164	3	to	to	PART
cice-11525	164	4	allow	allow	VERB
cice-11525	164	5	a	a	DET
cice-11525	164	6	competency	competency	NOUN
cice-11525	164	7	domain	domain	NOUN
cice-11525	164	8	accounting	accounting	NOUN
cice-11525	164	9	for	for	ADP
cice-11525	164	10	the	the	DET
cice-11525	164	11	full	full	ADJ
cice-11525	164	12	range	range	NOUN
cice-11525	164	13	of	of	ADP
cice-11525	164	14	performance	performance	NOUN
cice-11525	164	15	test	test	NOUN
cice-11525	164	16	values	value	NOUN
cice-11525	164	17	in	in	ADP
cice-11525	164	18	the	the	DET
cice-11525	164	19	first	first	ADJ
cice-11525	164	20	step	step	NOUN
cice-11525	164	21	of	of	ADP
cice-11525	164	22	the	the	DET
cice-11525	164	23	sequential	sequential	ADJ
cice-11525	164	24	approach	approach	NOUN
cice-11525	164	25	,	,	PUNCT
cice-11525	164	26	the	the	DET
cice-11525	164	27	survey	survey	NOUN
cice-11525	164	28	data	datum	NOUN
cice-11525	164	29	were	be	AUX
cice-11525	164	30	jointly	jointly	ADV
cice-11525	164	31	scaled	scale	VERB
cice-11525	164	32	in	in	ADP
cice-11525	164	33	a	a	DET
cice-11525	164	34	multidimensional	multidimensional	ADJ
cice-11525	164	35	irt	irt	PROPN
cice-11525	164	36	model	model	NOUN
cice-11525	164	37	.	.	PUNCT
cice-11525	165	1	the	the	DET
cice-11525	165	2	mixed	mix	VERB
cice-11525	165	3	-	-	PUNCT
cice-11525	165	4	coefficients	coefficient	NOUN
cice-11525	165	5	multinomial	multinomial	ADJ
cice-11525	165	6	logit	logit	PROPN
cice-11525	165	7	model	model	NOUN
cice-11525	165	8	of	of	ADP
cice-11525	165	9	adams	adams	PROPN
cice-11525	165	10	et	et	PROPN
cice-11525	165	11	al	al	PROPN
cice-11525	165	12	.	.	PROPN
cice-11525	165	13	(	(	PUNCT
cice-11525	165	14	1997	1997	NUM
cice-11525	165	15	)	)	PUNCT
cice-11525	165	16	was	be	AUX
cice-11525	165	17	used	use	VERB
cice-11525	165	18	with	with	ADP
cice-11525	165	19	the	the	DET
cice-11525	165	20	conquest	conquest	NOUN
cice-11525	165	21	software	software	NOUN
cice-11525	165	22	(	(	PUNCT
cice-11525	165	23	wu	wu	PROPN
cice-11525	165	24	et	et	PROPN
cice-11525	165	25	al	al	PROPN
cice-11525	165	26	.	.	PROPN
cice-11525	165	27	,	,	PUNCT
cice-11525	165	28	2007	2007	NUM
cice-11525	165	29	)	)	PUNCT
cice-11525	165	30	.	.	PUNCT
cice-11525	166	1	this	this	DET
cice-11525	166	2	model	model	NOUN
cice-11525	166	3	is	be	AUX
cice-11525	166	4	a	a	DET
cice-11525	166	5	generalization	generalization	NOUN
cice-11525	166	6	of	of	ADP
cice-11525	166	7	the	the	DET
cice-11525	166	8	rasch	rasch	PROPN
cice-11525	166	9	model	model	NOUN
cice-11525	166	10	(	(	PUNCT
cice-11525	166	11	fischer	fischer	PROPN
cice-11525	166	12	&	&	CCONJ
cice-11525	166	13	molenaar	molenaar	PROPN
cice-11525	166	14	,	,	PUNCT
cice-11525	166	15	1995	1995	NUM
cice-11525	166	16	;	;	PUNCT
cice-11525	166	17	rasch	rasch	PROPN
cice-11525	166	18	,	,	PUNCT
cice-11525	166	19	1960	1960	NUM
cice-11525	166	20	)	)	PUNCT
cice-11525	166	21	.	.	PUNCT
cice-11525	167	1	a	a	DET
cice-11525	167	2	national	national	ADJ
cice-11525	167	3	background	background	NOUN
cice-11525	167	4	model	model	NOUN
cice-11525	167	5	that	that	PRON
cice-11525	167	6	includes	include	VERB
cice-11525	167	7	information	information	NOUN
cice-11525	167	8	from	from	ADP
cice-11525	167	9	the	the	DET
cice-11525	167	10	pupil	pupil	NOUN
cice-11525	167	11	and	and	CCONJ
cice-11525	167	12	parent	parent	NOUN
cice-11525	167	13	questionnaires	questionnaire	NOUN
cice-11525	167	14	,	,	PUNCT
cice-11525	167	15	as	as	ADV
cice-11525	167	16	well	well	ADV
cice-11525	167	17	as	as	ADP
cice-11525	167	18	from	from	ADP
cice-11525	167	19	the	the	DET
cice-11525	167	20	school	school	NOUN
cice-11525	167	21	questionnaires	questionnaire	NOUN
cice-11525	167	22	and	and	CCONJ
cice-11525	167	23	the	the	DET
cice-11525	167	24	parameters	parameter	NOUN
cice-11525	167	25	to	to	ADP
cice-11525	167	26	the	the	DET
cice-11525	167	27	cognitive	cognitive	ADJ
cice-11525	167	28	abilities	ability	NOUN
cice-11525	167	29	was	be	AUX
cice-11525	167	30	incorporated	incorporate	VERB
cice-11525	167	31	using	use	VERB
cice-11525	167	32	latent	latent	NOUN
cice-11525	167	33	regressions	regression	NOUN
cice-11525	167	34	.	.	PUNCT
cice-11525	168	1	population	population	NOUN
cice-11525	168	2	describing	describe	VERB
cice-11525	168	3	person	person	NOUN
cice-11525	168	4	parameters	parameter	NOUN
cice-11525	168	5	(	(	PUNCT
cice-11525	168	6	“	"	PUNCT
cice-11525	168	7	plausible	plausible	ADJ
cice-11525	168	8	values	value	NOUN
cice-11525	168	9	”	"	PUNCT
cice-11525	168	10	,	,	PUNCT
cice-11525	168	11	pv	pv	PROPN
cice-11525	168	12	)	)	PUNCT
cice-11525	168	13	were	be	AUX
cice-11525	168	14	calculated	calculate	VERB
cice-11525	168	15	in	in	ADP
cice-11525	168	16	this	this	DET
cice-11525	168	17	manner	manner	NOUN
cice-11525	168	18	(	(	PUNCT
cice-11525	168	19	see	see	VERB
cice-11525	168	20	mislevy	mislevy	NOUN
cice-11525	168	21	,	,	PUNCT
cice-11525	168	22	1991	1991	NUM
cice-11525	168	23	;	;	PUNCT
cice-11525	169	1	cf	cf	X
cice-11525	169	2	.	.	PUNCT
cice-11525	170	1	also	also	ADV
cice-11525	170	2	von	von	PROPN
cice-11525	170	3	davier	davier	PROPN
cice-11525	170	4	,	,	PUNCT
cice-11525	170	5	gonzalez	gonzalez	PROPN
cice-11525	170	6	,	,	PUNCT
cice-11525	170	7	&	&	CCONJ
cice-11525	170	8	mislevy	mislevy	PROPN
cice-11525	170	9	,	,	PUNCT
cice-11525	170	10	2009	2009	NUM
cice-11525	170	11	)	)	PUNCT
cice-11525	170	12	.	.	PUNCT
cice-11525	171	1	a	a	DET
cice-11525	171	2	three	three	NUM
cice-11525	171	3	-	-	PUNCT
cice-11525	171	4	dimensional	dimensional	ADJ
cice-11525	171	5	model	model	NOUN
cice-11525	171	6	based	base	VERB
cice-11525	171	7	on	on	ADP
cice-11525	171	8	the	the	DET
cice-11525	171	9	three	three	NUM
cice-11525	171	10	primary	primary	ADJ
cice-11525	171	11	competency	competency	NOUN
cice-11525	171	12	domains	domain	NOUN
cice-11525	171	13	was	be	AUX
cice-11525	171	14	used	use	VERB
cice-11525	171	15	,	,	PUNCT
cice-11525	171	16	even	even	ADV
cice-11525	171	17	though	though	SCONJ
cice-11525	171	18	an	an	DET
cice-11525	171	19	eight	eight	NUM
cice-11525	171	20	-	-	PUNCT
cice-11525	171	21	dimensional	dimensional	ADJ
cice-11525	171	22	model	model	NOUN
cice-11525	171	23	based	base	VERB
cice-11525	171	24	on	on	ADP
cice-11525	171	25	the	the	DET
cice-11525	171	26	sub	sub	NOUN
cice-11525	171	27	-	-	NOUN
cice-11525	171	28	domains	domain	NOUN
cice-11525	171	29	would	would	AUX
cice-11525	171	30	be	be	AUX
cice-11525	171	31	conceivable	conceivable	ADJ
cice-11525	171	32	(	(	PUNCT
cice-11525	171	33	see	see	INTJ
cice-11525	171	34	bos	bos	INTJ
cice-11525	171	35	et	et	NOUN
cice-11525	171	36	al	al	PROPN
cice-11525	171	37	.	.	PROPN
cice-11525	171	38	,	,	PUNCT
cice-11525	171	39	2012c	2012c	NUM
cice-11525	171	40	)	)	PUNCT
cice-11525	171	41	.	.	PUNCT
cice-11525	172	1	both	both	DET
cice-11525	172	2	models	model	NOUN
cice-11525	172	3	are	be	AUX
cice-11525	172	4	preferable	preferable	ADJ
cice-11525	172	5	to	to	ADP
cice-11525	172	6	a	a	DET
cice-11525	172	7	one	one	NUM
cice-11525	172	8	-	-	PUNCT
cice-11525	172	9	dimensional	dimensional	ADJ
cice-11525	172	10	model	model	NOUN
cice-11525	172	11	.	.	PUNCT
cice-11525	173	1	the	the	DET
cice-11525	173	2	reading	reading	NOUN
cice-11525	173	3	,	,	PUNCT
cice-11525	173	4	mathematics	mathematic	NOUN
cice-11525	173	5	,	,	PUNCT
cice-11525	173	6	and	and	CCONJ
cice-11525	173	7	science	science	NOUN
cice-11525	173	8	competency	competency	NOUN
cice-11525	173	9	domains	domain	NOUN
cice-11525	173	10	represent	represent	VERB
cice-11525	173	11	the	the	DET
cice-11525	173	12	three	three	NUM
cice-11525	173	13	dimensions	dimension	NOUN
cice-11525	173	14	of	of	ADP
cice-11525	173	15	the	the	DET
cice-11525	173	16	preferred	preferred	PROPN
cice-11525	173	17	irt	irt	PROPN
cice-11525	173	18	model	model	NOUN
cice-11525	173	19	.	.	PUNCT
cice-11525	174	1	as	as	SCONJ
cice-11525	174	2	shown	show	VERB
cice-11525	174	3	in	in	ADP
cice-11525	174	4	table	table	NOUN
cice-11525	174	5	3	3	NUM
cice-11525	174	6	,	,	PUNCT
cice-11525	174	7	there	there	PRON
cice-11525	174	8	are	be	VERB
cice-11525	174	9	strong	strong	ADJ
cice-11525	174	10	correlations	correlation	NOUN
cice-11525	174	11	between	between	ADP
cice-11525	174	12	the	the	DET
cice-11525	174	13	areas	area	NOUN
cice-11525	174	14	.	.	PUNCT
cice-11525	175	1	table	table	NOUN
cice-11525	175	2	3	3	NUM
cice-11525	175	3	:	:	PUNCT
cice-11525	175	4	latent	latent	NOUN
cice-11525	175	5	correlations	correlation	NOUN
cice-11525	175	6	for	for	ADP
cice-11525	175	7	the	the	DET
cice-11525	175	8	three	three	NUM
cice-11525	175	9	-	-	PUNCT
cice-11525	175	10	dimensional	dimensional	ADJ
cice-11525	175	11	domain	domain	NOUN
cice-11525	175	12	-	-	PUNCT
cice-11525	175	13	related	relate	VERB
cice-11525	175	14	mixedcoefficients	mixedcoefficient	NOUN
cice-11525	175	15	multinomial	multinomial	PROPN
cice-11525	175	16	logit	logit	PROPN
cice-11525	175	17	model	model	NOUN
cice-11525	175	18	results	result	VERB
cice-11525	175	19	the	the	DET
cice-11525	175	20	calculations	calculation	NOUN
cice-11525	175	21	were	be	AUX
cice-11525	175	22	primarily	primarily	ADV
cice-11525	175	23	conducted	conduct	VERB
cice-11525	175	24	in	in	ADP
cice-11525	175	25	the	the	DET
cice-11525	175	26	open	open	ADJ
cice-11525	175	27	-	-	PUNCT
cice-11525	175	28	source	source	NOUN
cice-11525	175	29	software	software	NOUN
cice-11525	175	30	r	r	NOUN
cice-11525	175	31	(	(	PUNCT
cice-11525	175	32	r	r	NOUN
cice-11525	175	33	core	core	NOUN
cice-11525	175	34	team	team	NOUN
cice-11525	175	35	,	,	PUNCT
cice-11525	175	36	2014	2014	NUM
cice-11525	175	37	,	,	PUNCT
cice-11525	175	38	www.r-project.org	www.r-project.org	PROPN
cice-11525	175	39	)	)	PUNCT
cice-11525	175	40	.	.	PUNCT
cice-11525	176	1	the	the	DET
cice-11525	176	2	hierarchical	hierarchical	ADJ
cice-11525	176	3	and	and	CCONJ
cice-11525	176	4	k	k	ADJ
cice-11525	176	5	-	-	PUNCT
cice-11525	176	6	means	means	NOUN
cice-11525	176	7	cluster	cluster	NOUN
cice-11525	176	8	analyses	analysis	NOUN
cice-11525	176	9	were	be	AUX
cice-11525	176	10	calculated	calculate	VERB
cice-11525	176	11	with	with	ADP
cice-11525	176	12	the	the	DET
cice-11525	176	13	r	r	NOUN
cice-11525	176	14	package	package	NOUN
cice-11525	176	15	cluster	cluster	NOUN
cice-11525	176	16	(	(	PUNCT
cice-11525	176	17	maechler	maechler	NOUN
cice-11525	176	18	et	et	PROPN
cice-11525	176	19	al	al	PROPN
cice-11525	176	20	.	.	PROPN
cice-11525	176	21	,	,	PUNCT
cice-11525	176	22	2014	2014	NUM
cice-11525	176	23	)	)	PUNCT
cice-11525	176	24	,	,	PUNCT
cice-11525	176	25	the	the	DET
cice-11525	176	26	fuzzy	fuzzy	ADJ
cice-11525	176	27	cluster	cluster	NOUN
cice-11525	176	28	analyses	analyse	VERB
cice-11525	176	29	with	with	ADP
cice-11525	176	30	the	the	DET
cice-11525	176	31	r	r	NOUN
cice-11525	176	32	package	package	NOUN
cice-11525	176	33	e1071	e1071	PROPN
cice-11525	176	34	(	(	PUNCT
cice-11525	176	35	meyer	meyer	PROPN
cice-11525	176	36	et	et	PROPN
cice-11525	176	37	al	al	PROPN
cice-11525	176	38	.	.	PROPN
cice-11525	176	39	,	,	PUNCT
cice-11525	176	40	2014	2014	NUM
cice-11525	176	41	)	)	PUNCT
cice-11525	176	42	and	and	CCONJ
cice-11525	176	43	the	the	DET
cice-11525	176	44	cluster	cluster	NOUN
cice-11525	176	45	statistics	statistic	NOUN
cice-11525	176	46	with	with	ADP
cice-11525	176	47	the	the	DET
cice-11525	176	48	r	r	NOUN
cice-11525	176	49	packages	package	NOUN
cice-11525	176	50	fpc	fpc	PROPN
cice-11525	176	51	(	(	PUNCT
cice-11525	176	52	hennig	hennig	PROPN
cice-11525	176	53	,	,	PUNCT
cice-11525	176	54	2014	2014	NUM
cice-11525	176	55	)	)	PUNCT
cice-11525	176	56	and	and	CCONJ
cice-11525	176	57	mclust	mclust	ADV
cice-11525	176	58	(	(	PUNCT
cice-11525	176	59	fraley	fraley	PROPN
cice-11525	176	60	et	et	PROPN
cice-11525	176	61	al	al	PROPN
cice-11525	176	62	.	.	PROPN
cice-11525	176	63	,	,	PUNCT
cice-11525	176	64	2014	2014	NUM
cice-11525	176	65	)	)	PUNCT
cice-11525	176	66	.	.	PUNCT
cice-11525	177	1	in	in	ADP
cice-11525	177	2	general	general	ADJ
cice-11525	177	3	,	,	PUNCT
cice-11525	177	4	it	it	PRON
cice-11525	177	5	can	can	AUX
cice-11525	177	6	be	be	AUX
cice-11525	177	7	noted	note	VERB
cice-11525	177	8	that	that	SCONJ
cice-11525	177	9	no	no	DET
cice-11525	177	10	clusters	cluster	NOUN
cice-11525	177	11	with	with	ADP
cice-11525	177	12	sizes	size	NOUN
cice-11525	177	13	n	n	CCONJ
cice-11525	177	14	<	<	X
cice-11525	177	15	100	100	NUM
cice-11525	177	16	were	be	AUX
cice-11525	177	17	observed	observe	VERB
cice-11525	177	18	.	.	PUNCT
cice-11525	178	1	in	in	ADP
cice-11525	178	2	every	every	DET
cice-11525	178	3	analysis	analysis	NOUN
cice-11525	178	4	,	,	PUNCT
cice-11525	178	5	larger	large	ADJ
cice-11525	178	6	clusters	cluster	NOUN
cice-11525	178	7	basically	basically	ADV
cice-11525	178	8	form	form	VERB
cice-11525	178	9	in	in	ADP
cice-11525	178	10	the	the	DET
cice-11525	178	11	center	center	NOUN
cice-11525	178	12	of	of	ADP
cice-11525	178	13	the	the	DET
cice-11525	178	14	performance	performance	NOUN
cice-11525	178	15	continuum	continuum	VERB
cice-11525	178	16	,	,	PUNCT
cice-11525	178	17	with	with	ADP
cice-11525	178	18	smaller	small	ADJ
cice-11525	178	19	clusters	cluster	NOUN
cice-11525	178	20	forming	form	VERB
cice-11525	178	21	on	on	ADP
cice-11525	178	22	the	the	DET
cice-11525	178	23	edges	edge	NOUN
cice-11525	178	24	.	.	PUNCT
cice-11525	179	1	to	to	PART
cice-11525	179	2	allow	allow	VERB
cice-11525	179	3	a	a	DET
cice-11525	179	4	comparison	comparison	NOUN
cice-11525	179	5	,	,	PUNCT
cice-11525	179	6	the	the	DET
cice-11525	179	7	mode	mode	NOUN
cice-11525	179	8	for	for	ADP
cice-11525	179	9	the	the	DET
cice-11525	179	10	fuzzy	fuzzy	ADJ
cice-11525	179	11	soft	soft	ADJ
cice-11525	179	12	clustering	clustering	NOUN
cice-11525	179	13	was	be	AUX
cice-11525	179	14	formed	form	VERB
cice-11525	179	15	from	from	ADP
cice-11525	179	16	the	the	DET
cice-11525	179	17	degrees	degree	NOUN
cice-11525	179	18	of	of	ADP
cice-11525	179	19	class	class	NOUN
cice-11525	179	20	allocation	allocation	NOUN
cice-11525	179	21	for	for	ADP
cice-11525	179	22	hard	hard	ADJ
cice-11525	179	23	coding	coding	NOUN
cice-11525	179	24	.	.	PUNCT
cice-11525	180	1	lpa	lpa	PROPN
cice-11525	180	2	reference	reference	NOUN
cice-11525	180	3	typology	typology	NOUN
cice-11525	180	4	and	and	CCONJ
cice-11525	180	5	fixed	fix	VERB
cice-11525	180	6	cluster	cluster	NOUN
cice-11525	180	7	number	number	NOUN
cice-11525	180	8	in	in	ADP
cice-11525	180	9	order	order	NOUN
cice-11525	180	10	to	to	PART
cice-11525	180	11	conduct	conduct	VERB
cice-11525	180	12	a	a	DET
cice-11525	180	13	comparison	comparison	NOUN
cice-11525	180	14	of	of	ADP
cice-11525	180	15	the	the	DET
cice-11525	180	16	cluster	cluster	NOUN
cice-11525	180	17	solutions	solution	NOUN
cice-11525	180	18	based	base	VERB
cice-11525	180	19	on	on	ADP
cice-11525	180	20	different	different	ADJ
cice-11525	180	21	evaluation	evaluation	NOUN
cice-11525	180	22	criteria	criterion	NOUN
cice-11525	180	23	,	,	PUNCT
cice-11525	180	24	the	the	DET
cice-11525	180	25	results	result	NOUN
cice-11525	180	26	and	and	CCONJ
cice-11525	180	27	the	the	DET
cice-11525	180	28	specified	specify	VERB
cice-11525	180	29	indices	index	NOUN
cice-11525	180	30	are	be	AUX
cice-11525	180	31	plotted	plot	VERB
cice-11525	180	32	in	in	ADP
cice-11525	180	33	figure	figure	NOUN
cice-11525	180	34	3	3	NUM
cice-11525	180	35	.	.	PUNCT
cice-11525	180	36	ünlü	ünlü	PROPN
cice-11525	180	37	&	&	CCONJ
cice-11525	180	38	schurig	schurig	VERB
cice-11525	180	39	current	current	ADJ
cice-11525	180	40	issues	issue	NOUN
cice-11525	180	41	in	in	ADP
cice-11525	180	42	comparative	comparative	ADJ
cice-11525	180	43	education	education	NOUN
cice-11525	180	44	16	16	NUM
cice-11525	180	45	figure	figure	NOUN
cice-11525	180	46	3	3	NUM
cice-11525	180	47	:	:	PUNCT
cice-11525	180	48	absolute	absolute	ADJ
cice-11525	180	49	quality	quality	NOUN
cice-11525	180	50	criteria	criterion	NOUN
cice-11525	180	51	(	(	PUNCT
cice-11525	180	52	top	top	ADJ
cice-11525	180	53	panel	panel	NOUN
cice-11525	180	54	)	)	PUNCT
cice-11525	180	55	and	and	CCONJ
cice-11525	180	56	relative	relative	ADJ
cice-11525	180	57	measures	measure	NOUN
cice-11525	180	58	of	of	ADP
cice-11525	180	59	agreement	agreement	NOUN
cice-11525	180	60	(	(	PUNCT
cice-11525	180	61	bottom	bottom	ADJ
cice-11525	180	62	panel	panel	NOUN
cice-11525	180	63	)	)	PUNCT
cice-11525	180	64	for	for	ADP
cice-11525	180	65	cluster	cluster	NOUN
cice-11525	180	66	solutions	solution	NOUN
cice-11525	180	67	with	with	ADP
cice-11525	180	68	a	a	DET
cice-11525	180	69	fixed	fix	VERB
cice-11525	180	70	number	number	NOUN
cice-11525	180	71	of	of	ADP
cice-11525	180	72	clusters	cluster	NOUN
cice-11525	180	73	k	k	PROPN
cice-11525	181	1	=	=	SYM
cice-11525	181	2	7	7	NUM
cice-11525	181	3	compared	compare	VERB
cice-11525	181	4	to	to	ADP
cice-11525	181	5	the	the	DET
cice-11525	181	6	latent	latent	NOUN
cice-11525	181	7	profile	profile	NOUN
cice-11525	181	8	analysis	analysis	NOUN
cice-11525	181	9	as	as	SCONJ
cice-11525	181	10	reference	reference	NOUN
cice-11525	181	11	note	note	NOUN
cice-11525	181	12	:	:	PUNCT
cice-11525	181	13	since	since	SCONJ
cice-11525	181	14	the	the	DET
cice-11525	181	15	reference	reference	NOUN
cice-11525	181	16	typology	typology	NOUN
cice-11525	181	17	of	of	ADP
cice-11525	181	18	the	the	DET
cice-11525	181	19	latent	latent	NOUN
cice-11525	181	20	profile	profile	NOUN
cice-11525	181	21	analysis	analysis	NOUN
cice-11525	181	22	is	be	AUX
cice-11525	181	23	assumed	assume	VERB
cice-11525	181	24	,	,	PUNCT
cice-11525	181	25	only	only	ADV
cice-11525	181	26	the	the	DET
cice-11525	181	27	absolute	absolute	ADJ
cice-11525	181	28	quality	quality	NOUN
cice-11525	181	29	criteria	criterion	NOUN
cice-11525	181	30	pearson	pearson	PROPN
cice-11525	181	31	gamma	gamma	PROPN
cice-11525	181	32	and	and	CCONJ
cice-11525	181	33	average	average	ADJ
cice-11525	181	34	silhouette	silhouette	NOUN
cice-11525	181	35	width	width	NOUN
cice-11525	181	36	are	be	AUX
cice-11525	181	37	useful	useful	ADJ
cice-11525	181	38	and	and	CCONJ
cice-11525	181	39	plotted	plot	VERB
cice-11525	181	40	here	here	ADV
cice-11525	181	41	for	for	ADP
cice-11525	181	42	the	the	DET
cice-11525	181	43	latent	latent	NOUN
cice-11525	181	44	profile	profile	NOUN
cice-11525	181	45	analysis	analysis	NOUN
cice-11525	181	46	.	.	PUNCT
cice-11525	182	1	the	the	DET
cice-11525	182	2	classification	classification	NOUN
cice-11525	182	3	error	error	NOUN
cice-11525	182	4	indicates	indicate	VERB
cice-11525	182	5	the	the	DET
cice-11525	182	6	relative	relative	ADJ
cice-11525	182	7	number	number	NOUN
cice-11525	182	8	of	of	ADP
cice-11525	182	9	misclassifications	misclassification	NOUN
cice-11525	182	10	out	out	ADP
cice-11525	182	11	of	of	ADP
cice-11525	182	12	a	a	DET
cice-11525	182	13	fourfold	fourfold	ADJ
cice-11525	182	14	table	table	NOUN
cice-11525	182	15	,	,	PUNCT
cice-11525	182	16	where	where	SCONJ
cice-11525	182	17	the	the	DET
cice-11525	182	18	reference	reference	NOUN
cice-11525	182	19	typology	typology	NOUN
cice-11525	182	20	of	of	ADP
cice-11525	182	21	the	the	DET
cice-11525	182	22	latent	latent	NOUN
cice-11525	182	23	profile	profile	NOUN
cice-11525	182	24	analysis	analysis	NOUN
cice-11525	182	25	is	be	AUX
cice-11525	182	26	assumed	assume	VERB
cice-11525	182	27	.	.	PUNCT
cice-11525	183	1	generally	generally	ADV
cice-11525	183	2	,	,	PUNCT
cice-11525	183	3	smaller	small	ADJ
cice-11525	183	4	values	value	NOUN
cice-11525	183	5	in	in	ADP
cice-11525	183	6	this	this	DET
cice-11525	183	7	measure	measure	NOUN
cice-11525	183	8	are	be	AUX
cice-11525	183	9	interpreted	interpret	VERB
cice-11525	183	10	as	as	ADP
cice-11525	183	11	a	a	DET
cice-11525	183	12	better	well	ADJ
cice-11525	183	13	match	match	NOUN
cice-11525	183	14	to	to	ADP
cice-11525	183	15	the	the	DET
cice-11525	183	16	reference	reference	NOUN
cice-11525	183	17	solution	solution	NOUN
cice-11525	183	18	.	.	PUNCT
cice-11525	184	1	here	here	ADV
cice-11525	184	2	,	,	PUNCT
cice-11525	184	3	the	the	DET
cice-11525	184	4	classifications	classification	NOUN
cice-11525	184	5	organized	organize	VERB
cice-11525	184	6	according	accord	VERB
cice-11525	184	7	to	to	ADP
cice-11525	184	8	the	the	DET
cice-11525	184	9	latent	latent	NOUN
cice-11525	184	10	profile	profile	NOUN
cice-11525	184	11	analysis	analysis	NOUN
cice-11525	184	12	fall	fall	VERB
cice-11525	184	13	between	between	ADP
cice-11525	184	14	56.9	56.9	NUM
cice-11525	184	15	%	%	NOUN
cice-11525	184	16	(	(	PUNCT
cice-11525	184	17	k	k	NOUN
cice-11525	184	18	-	-	PUNCT
cice-11525	184	19	means	means	NOUN
cice-11525	184	20	method	method	NOUN
cice-11525	184	21	)	)	PUNCT
cice-11525	184	22	and	and	CCONJ
cice-11525	184	23	75.8	75.8	NUM
cice-11525	184	24	%	%	NOUN
cice-11525	184	25	(	(	PUNCT
cice-11525	184	26	hierarchical	hierarchical	ADJ
cice-11525	184	27	cluster	cluster	NOUN
cice-11525	184	28	analysis	analysis	NOUN
cice-11525	184	29	)	)	PUNCT
cice-11525	184	30	.	.	PUNCT
cice-11525	185	1	the	the	DET
cice-11525	185	2	rand	rand	NOUN
cice-11525	185	3	index	index	NOUN
cice-11525	185	4	(	(	PUNCT
cice-11525	185	5	rand	rand	NOUN
cice-11525	185	6	,	,	PUNCT
cice-11525	185	7	1971	1971	NUM
cice-11525	185	8	)	)	PUNCT
cice-11525	185	9	is	be	AUX
cice-11525	185	10	a	a	DET
cice-11525	185	11	measure	measure	NOUN
cice-11525	185	12	of	of	ADP
cice-11525	185	13	the	the	DET
cice-11525	185	14	similarity	similarity	NOUN
cice-11525	185	15	of	of	ADP
cice-11525	185	16	two	two	NUM
cice-11525	185	17	cluster	cluster	NOUN
cice-11525	185	18	solutions	solution	NOUN
cice-11525	185	19	or	or	CCONJ
cice-11525	185	20	partitions	partition	NOUN
cice-11525	185	21	(	(	PUNCT
cice-11525	185	22	everitt	everitt	PROPN
cice-11525	185	23	,	,	PUNCT
cice-11525	185	24	2011	2011	NUM
cice-11525	185	25	;	;	PUNCT
cice-11525	185	26	kaufman	kaufman	PROPN
cice-11525	185	27	&	&	CCONJ
cice-11525	185	28	rousseeuw	rousseeuw	PROPN
cice-11525	185	29	,	,	PUNCT
cice-11525	185	30	1990	1990	NUM
cice-11525	185	31	)	)	PUNCT
cice-11525	185	32	.	.	PUNCT
cice-11525	186	1	it	it	PRON
cice-11525	186	2	measures	measure	VERB
cice-11525	186	3	the	the	DET
cice-11525	186	4	share	share	NOUN
cice-11525	186	5	of	of	ADP
cice-11525	186	6	the	the	DET
cice-11525	186	7	similar	similar	ADJ
cice-11525	186	8	allocations	allocation	NOUN
cice-11525	186	9	.	.	PUNCT
cice-11525	187	1	the	the	DET
cice-11525	187	2	adjusted	adjust	VERB
cice-11525	187	3	rand	rand	NOUN
cice-11525	187	4	index	index	NOUN
cice-11525	187	5	of	of	ADP
cice-11525	187	6	hubert	hubert	PROPN
cice-11525	187	7	and	and	CCONJ
cice-11525	187	8	arabie	arabie	PROPN
cice-11525	187	9	(	(	PUNCT
cice-11525	187	10	1985	1985	NUM
cice-11525	187	11	)	)	PUNCT
cice-11525	187	12	is	be	AUX
cice-11525	187	13	aligned	align	VERB
cice-11525	187	14	for	for	ADP
cice-11525	187	15	accidentally	accidentally	ADV
cice-11525	187	16	correct	correct	ADJ
cice-11525	187	17	allocations	allocation	NOUN
cice-11525	187	18	under	under	ADP
cice-11525	187	19	a	a	DET
cice-11525	187	20	null	null	ADJ
cice-11525	187	21	hypothesis	hypothesis	NOUN
cice-11525	187	22	.	.	PUNCT
cice-11525	188	1	this	this	DET
cice-11525	188	2	adjusted	adjust	VERB
cice-11525	188	3	index	index	NOUN
cice-11525	188	4	is	be	AUX
cice-11525	188	5	the	the	DET
cice-11525	188	6	normalized	normalize	VERB
cice-11525	188	7	difference	difference	NOUN
cice-11525	188	8	of	of	ADP
cice-11525	188	9	the	the	DET
cice-11525	188	10	rand	rand	NOUN
cice-11525	188	11	index	index	NOUN
cice-11525	188	12	and	and	CCONJ
cice-11525	188	13	its	its	PRON
cice-11525	188	14	expected	expect	VERB
cice-11525	188	15	value	value	NOUN
cice-11525	188	16	under	under	ADP
cice-11525	188	17	the	the	DET
cice-11525	188	18	null	null	ADJ
cice-11525	188	19	hypothesis	hypothesis	NOUN
cice-11525	188	20	of	of	ADP
cice-11525	188	21	a	a	DET
cice-11525	188	22	generalized	generalize	VERB
cice-11525	188	23	hypergeometrical	hypergeometrical	ADJ
cice-11525	188	24	distribution	distribution	NOUN
cice-11525	188	25	for	for	ADP
cice-11525	188	26	the	the	DET
cice-11525	188	27	confusion	confusion	NOUN
cice-11525	188	28	matrix	matrix	NOUN
cice-11525	188	29	/	/	SYM
cice-11525	188	30	contingency	contingency	NOUN
cice-11525	188	31	table	table	NOUN
cice-11525	188	32	,	,	PUNCT
cice-11525	188	33	which	which	PRON
cice-11525	188	34	is	be	AUX
cice-11525	188	35	defined	define	VERB
cice-11525	188	36	for	for	ADP
cice-11525	188	37	two	two	NUM
cice-11525	188	38	cluster	cluster	NOUN
cice-11525	188	39	solutions	solution	NOUN
cice-11525	188	40	cli	cli	NOUN
cice-11525	188	41	and	and	CCONJ
cice-11525	188	42	clj	clj	NOUN
cice-11525	188	43	as	as	ADP
cice-11525	188	44	:	:	PUNCT
cice-11525	188	45	the	the	DET
cice-11525	188	46	recommended	recommend	VERB
cice-11525	188	47	threshold	threshold	NOUN
cice-11525	188	48	values	value	NOUN
cice-11525	188	49	are	be	AUX
cice-11525	188	50	0.22	0.22	NUM
cice-11525	188	51	for	for	ADP
cice-11525	188	52	a	a	DET
cice-11525	188	53	good	good	ADJ
cice-11525	188	54	solution	solution	NOUN
cice-11525	188	55	and	and	CCONJ
cice-11525	188	56	-0.14	-0.14	NOUN
cice-11525	188	57	for	for	ADP
cice-11525	188	58	an	an	DET
cice-11525	188	59	accidental	accidental	ADJ
cice-11525	188	60	correlation	correlation	NOUN
cice-11525	188	61	.	.	PUNCT
cice-11525	189	1	generally	generally	ADV
cice-11525	189	2	,	,	PUNCT
cice-11525	189	3	higher	high	ADJ
cice-11525	189	4	values	value	NOUN
cice-11525	189	5	of	of	ADP
cice-11525	189	6	this	this	DET
cice-11525	189	7	index	index	NOUN
cice-11525	189	8	represent	represent	VERB
cice-11525	189	9	better	well	ADJ
cice-11525	189	10	similarity	similarity	NOUN
cice-11525	189	11	of	of	ADP
cice-11525	189	12	partition	partition	NOUN
cice-11525	189	13	pairs	pair	NOUN
cice-11525	189	14	.	.	PUNCT
cice-11525	190	1	all	all	DET
cice-11525	190	2	cluster	cluster	NOUN
cice-11525	190	3	solutions	solution	NOUN
cice-11525	190	4	in	in	ADP
cice-11525	190	5	our	our	PRON
cice-11525	190	6	analyses	analysis	NOUN
cice-11525	190	7	lie	lie	VERB
cice-11525	190	8	clearly	clearly	ADV
cice-11525	190	9	above	above	ADP
cice-11525	190	10	the	the	DET
cice-11525	190	11	threshold	threshold	NOUN
cice-11525	190	12	value	value	NOUN
cice-11525	190	13	,	,	PUNCT
cice-11525	190	14	computational	computational	ADJ
cice-11525	190	15	typologies	typology	NOUN
cice-11525	190	16	of	of	ADP
cice-11525	190	17	multidimensional	multidimensional	ADJ
cice-11525	190	18	end	end	NOUN
cice-11525	190	19	-	-	PUNCT
cice-11525	190	20	of	of	ADP
cice-11525	190	21	-	-	PUNCT
cice-11525	190	22	primary	primary	ADJ
cice-11525	190	23	-	-	PUNCT
cice-11525	190	24	school	school	NOUN
cice-11525	190	25	performance	performance	NOUN
cice-11525	190	26	profiles	profile	NOUN
cice-11525	190	27	from	from	ADP
cice-11525	190	28	an	an	DET
cice-11525	190	29	educational	educational	ADJ
cice-11525	190	30	perspective	perspective	NOUN
cice-11525	190	31	of	of	ADP
cice-11525	190	32	large	large	ADJ
cice-11525	190	33	-	-	PUNCT
cice-11525	190	34	scale	scale	NOUN
cice-11525	190	35	timss	timss	NOUN
cice-11525	190	36	and	and	CCONJ
cice-11525	190	37	pirls	pirls	NOUN
cice-11525	190	38	surveys	survey	NOUN
cice-11525	190	39	current	current	ADJ
cice-11525	190	40	issues	issue	NOUN
cice-11525	190	41	in	in	ADP
cice-11525	190	42	comparative	comparative	ADJ
cice-11525	190	43	education	education	NOUN
cice-11525	190	44	17	17	NUM
cice-11525	191	1	and	and	CCONJ
cice-11525	191	2	therefore	therefore	ADV
cice-11525	191	3	the	the	DET
cice-11525	191	4	similarities	similarity	NOUN
cice-11525	191	5	are	be	AUX
cice-11525	191	6	to	to	PART
cice-11525	191	7	be	be	AUX
cice-11525	191	8	labeled	label	VERB
cice-11525	191	9	as	as	ADP
cice-11525	191	10	“	"	PUNCT
cice-11525	191	11	good	good	ADJ
cice-11525	191	12	”	"	PUNCT
cice-11525	191	13	.	.	PUNCT
cice-11525	192	1	rand	rand	NOUN
cice-11525	192	2	*	*	PUNCT
cice-11525	192	3	for	for	ADP
cice-11525	192	4	the	the	DET
cice-11525	192	5	k	k	ADJ
cice-11525	192	6	-	-	PUNCT
cice-11525	192	7	means	means	NOUN
cice-11525	192	8	cluster	cluster	NOUN
cice-11525	192	9	analysis	analysis	NOUN
cice-11525	192	10	lies	lie	VERB
cice-11525	192	11	at	at	ADP
cice-11525	192	12	0.40	0.40	NUM
cice-11525	192	13	,	,	PUNCT
cice-11525	192	14	the	the	DET
cice-11525	192	15	hierarchical	hierarchical	ADJ
cice-11525	192	16	cluster	cluster	NOUN
cice-11525	192	17	analysis	analysis	NOUN
cice-11525	192	18	at	at	ADP
cice-11525	192	19	0.54	0.54	NUM
cice-11525	192	20	and	and	CCONJ
cice-11525	192	21	the	the	DET
cice-11525	192	22	fuzzy	fuzzy	ADJ
cice-11525	192	23	cluster	cluster	NOUN
cice-11525	192	24	analysis	analysis	NOUN
cice-11525	192	25	at	at	ADP
cice-11525	192	26	0.54	0.54	NUM
cice-11525	192	27	.	.	PUNCT
cice-11525	193	1	though	though	SCONJ
cice-11525	193	2	they	they	PRON
cice-11525	193	3	all	all	PRON
cice-11525	193	4	can	can	AUX
cice-11525	193	5	be	be	AUX
cice-11525	193	6	considered	consider	VERB
cice-11525	193	7	as	as	ADP
cice-11525	193	8	good	good	ADJ
cice-11525	193	9	solutions	solution	NOUN
cice-11525	193	10	conditional	conditional	ADJ
cice-11525	193	11	to	to	ADP
cice-11525	193	12	the	the	DET
cice-11525	193	13	latent	latent	NOUN
cice-11525	193	14	profile	profile	NOUN
cice-11525	193	15	analysis	analysis	NOUN
cice-11525	193	16	,	,	PUNCT
cice-11525	193	17	the	the	DET
cice-11525	193	18	hierarchical	hierarchical	ADJ
cice-11525	193	19	and	and	CCONJ
cice-11525	193	20	the	the	DET
cice-11525	193	21	fuzzy	fuzzy	ADJ
cice-11525	193	22	cluster	cluster	NOUN
cice-11525	193	23	analysis	analysis	NOUN
cice-11525	193	24	emerge	emerge	VERB
cice-11525	193	25	as	as	ADP
cice-11525	193	26	particularly	particularly	ADV
cice-11525	193	27	good	good	ADJ
cice-11525	193	28	solutions	solution	NOUN
cice-11525	193	29	(	(	PUNCT
cice-11525	193	30	as	as	SCONJ
cice-11525	193	31	was	be	AUX
cice-11525	193	32	the	the	DET
cice-11525	193	33	case	case	NOUN
cice-11525	193	34	previously	previously	ADV
cice-11525	193	35	in	in	ADP
cice-11525	193	36	the	the	DET
cice-11525	193	37	classification	classification	NOUN
cice-11525	193	38	error	error	NOUN
cice-11525	193	39	)	)	PUNCT
cice-11525	193	40	.	.	PUNCT
cice-11525	194	1	as	as	SCONJ
cice-11525	194	2	an	an	DET
cice-11525	194	3	information	information	NOUN
cice-11525	194	4	theoretic	theoretic	NOUN
cice-11525	194	5	measure	measure	NOUN
cice-11525	194	6	of	of	ADP
cice-11525	194	7	similarity	similarity	NOUN
cice-11525	194	8	between	between	ADP
cice-11525	194	9	two	two	NUM
cice-11525	194	10	cluster	cluster	NOUN
cice-11525	194	11	solutions	solution	NOUN
cice-11525	194	12	or	or	CCONJ
cice-11525	194	13	partitions	partition	NOUN
cice-11525	194	14	,	,	PUNCT
cice-11525	194	15	meilǎ	meilǎ	PROPN
cice-11525	194	16	’s	’s	PART
cice-11525	194	17	(	(	PUNCT
cice-11525	194	18	2007	2007	NUM
cice-11525	194	19	)	)	PUNCT
cice-11525	194	20	variation	variation	NOUN
cice-11525	194	21	of	of	ADP
cice-11525	194	22	information	information	NOUN
cice-11525	194	23	criterion	criterion	NOUN
cice-11525	194	24	measures	measure	VERB
cice-11525	194	25	the	the	DET
cice-11525	194	26	quantity	quantity	NOUN
cice-11525	194	27	of	of	ADP
cice-11525	194	28	lost	lose	VERB
cice-11525	194	29	and	and	CCONJ
cice-11525	194	30	obtained	obtain	VERB
cice-11525	194	31	information	information	NOUN
cice-11525	194	32	during	during	ADP
cice-11525	194	33	the	the	DET
cice-11525	194	34	change	change	NOUN
cice-11525	194	35	of	of	ADP
cice-11525	194	36	a	a	DET
cice-11525	194	37	cluster	cluster	NOUN
cice-11525	194	38	solution	solution	NOUN
cice-11525	194	39	cli	cli	NOUN
cice-11525	194	40	into	into	ADP
cice-11525	194	41	a	a	DET
cice-11525	194	42	different	different	ADJ
cice-11525	194	43	clj	clj	NOUN
cice-11525	194	44	.	.	PUNCT
cice-11525	195	1	formally	formally	ADV
cice-11525	195	2	it	it	PRON
cice-11525	195	3	is	be	AUX
cice-11525	195	4	represented	represent	VERB
cice-11525	195	5	as	as	SCONJ
cice-11525	195	6	follows	follow	VERB
cice-11525	195	7	:	:	PUNCT
cice-11525	195	8	whereby	whereby	SCONJ
cice-11525	195	9	h(cl	h(cl	PROPN
cice-11525	195	10	.	.	PUNCT
cice-11525	195	11	)	)	PUNCT
cice-11525	195	12	is	be	AUX
cice-11525	195	13	the	the	DET
cice-11525	195	14	respective	respective	ADJ
cice-11525	195	15	entropy	entropy	NOUN
cice-11525	195	16	associated	associate	VERB
cice-11525	195	17	with	with	ADP
cice-11525	195	18	the	the	DET
cice-11525	195	19	clustering	clustering	NOUN
cice-11525	195	20	and	and	CCONJ
cice-11525	195	21	h(cli	h(cli	NOUN
cice-11525	195	22	,	,	PUNCT
cice-11525	195	23	clj	clj	NOUN
cice-11525	195	24	)	)	PUNCT
cice-11525	195	25	is	be	AUX
cice-11525	195	26	the	the	DET
cice-11525	195	27	joined	joined	ADJ
cice-11525	195	28	or	or	CCONJ
cice-11525	195	29	common	common	ADJ
cice-11525	195	30	entropy	entropy	NOUN
cice-11525	195	31	of	of	ADP
cice-11525	195	32	the	the	DET
cice-11525	195	33	two	two	NUM
cice-11525	195	34	cluster	cluster	NOUN
cice-11525	195	35	solutions	solution	NOUN
cice-11525	195	36	.	.	PUNCT
cice-11525	196	1	it	it	PRON
cice-11525	196	2	can	can	AUX
cice-11525	196	3	be	be	AUX
cice-11525	196	4	written	write	VERB
cice-11525	196	5	as	as	ADP
cice-11525	196	6	the	the	DET
cice-11525	196	7	sum	sum	NOUN
cice-11525	196	8	of	of	ADP
cice-11525	196	9	the	the	DET
cice-11525	196	10	two	two	NUM
cice-11525	196	11	conditional	conditional	ADJ
cice-11525	196	12	entropies	entropy	NOUN
cice-11525	196	13	h(cli|clj	h(cli|clj	NOUN
cice-11525	196	14	)	)	PUNCT
cice-11525	196	15	(	(	PUNCT
cice-11525	196	16	information	information	NOUN
cice-11525	196	17	loss	loss	NOUN
cice-11525	196	18	about	about	ADP
cice-11525	196	19	cluster	cluster	NOUN
cice-11525	196	20	solution	solution	NOUN
cice-11525	196	21	i	i	PRON
cice-11525	196	22	during	during	ADP
cice-11525	196	23	the	the	DET
cice-11525	196	24	change	change	NOUN
cice-11525	196	25	)	)	PUNCT
cice-11525	196	26	and	and	CCONJ
cice-11525	196	27	h(clj|cli	h(clj|cli	PROPN
cice-11525	196	28	)	)	PUNCT
cice-11525	196	29	(	(	PUNCT
cice-11525	196	30	information	information	NOUN
cice-11525	196	31	gain	gain	VERB
cice-11525	196	32	about	about	ADP
cice-11525	196	33	cluster	cluster	NOUN
cice-11525	196	34	solution	solution	NOUN
cice-11525	196	35	j	j	PROPN
cice-11525	196	36	during	during	ADP
cice-11525	196	37	the	the	DET
cice-11525	196	38	change	change	NOUN
cice-11525	196	39	)	)	PUNCT
cice-11525	196	40	and	and	CCONJ
cice-11525	196	41	can	can	AUX
cice-11525	196	42	be	be	AUX
cice-11525	196	43	interpreted	interpret	VERB
cice-11525	196	44	as	as	ADP
cice-11525	196	45	the	the	DET
cice-11525	196	46	information	information	NOUN
cice-11525	196	47	quantity	quantity	NOUN
cice-11525	196	48	that	that	PRON
cice-11525	196	49	differentiates	differentiate	VERB
cice-11525	196	50	the	the	DET
cice-11525	196	51	two	two	NUM
cice-11525	196	52	cluster	cluster	NOUN
cice-11525	196	53	solutions	solution	NOUN
cice-11525	196	54	from	from	ADP
cice-11525	196	55	one	one	NUM
cice-11525	196	56	another	another	DET
cice-11525	196	57	.	.	PUNCT
cice-11525	197	1	at	at	ADP
cice-11525	197	2	cli	cli	NOUN
cice-11525	197	3	=	=	SYM
cice-11525	197	4	clj	clj	NOUN
cice-11525	197	5	,	,	PUNCT
cice-11525	197	6	and	and	CCONJ
cice-11525	197	7	only	only	ADV
cice-11525	197	8	then	then	ADV
cice-11525	197	9	,	,	PUNCT
cice-11525	197	10	the	the	DET
cice-11525	197	11	measure	measure	NOUN
cice-11525	197	12	takes	take	VERB
cice-11525	197	13	the	the	DET
cice-11525	197	14	value	value	NOUN
cice-11525	197	15	0	0	NUM
cice-11525	197	16	.	.	PUNCT
cice-11525	198	1	also	also	ADV
cice-11525	198	2	,	,	PUNCT
cice-11525	198	3	vi	vi	PROPN
cice-11525	198	4	is	be	AUX
cice-11525	198	5	a	a	DET
cice-11525	198	6	metric	metric	NOUN
cice-11525	198	7	.	.	PUNCT
cice-11525	199	1	thus	thus	ADV
cice-11525	199	2	,	,	PUNCT
cice-11525	199	3	higher	high	ADJ
cice-11525	199	4	values	value	NOUN
cice-11525	199	5	generally	generally	ADV
cice-11525	199	6	indicate	indicate	VERB
cice-11525	199	7	that	that	SCONJ
cice-11525	199	8	two	two	NUM
cice-11525	199	9	cluster	cluster	NOUN
cice-11525	199	10	solutions	solution	NOUN
cice-11525	199	11	differ	differ	VERB
cice-11525	199	12	more	more	ADV
cice-11525	199	13	strongly	strongly	ADV
cice-11525	199	14	in	in	ADP
cice-11525	199	15	their	their	PRON
cice-11525	199	16	information	information	NOUN
cice-11525	199	17	content	content	NOUN
cice-11525	199	18	.	.	PUNCT
cice-11525	200	1	the	the	DET
cice-11525	200	2	highest	high	ADJ
cice-11525	200	3	value	value	NOUN
cice-11525	200	4	here	here	ADV
cice-11525	200	5	is	be	AUX
cice-11525	200	6	achieved	achieve	VERB
cice-11525	200	7	with	with	ADP
cice-11525	200	8	k	k	X
cice-11525	200	9	-	-	PUNCT
cice-11525	200	10	means	means	NOUN
cice-11525	200	11	(	(	PUNCT
cice-11525	200	12	vi	vi	NOUN
cice-11525	200	13	=	=	NOUN
cice-11525	200	14	1.40	1.40	NUM
cice-11525	200	15	)	)	PUNCT
cice-11525	200	16	,	,	PUNCT
cice-11525	200	17	while	while	SCONJ
cice-11525	200	18	the	the	DET
cice-11525	200	19	hierarchical	hierarchical	ADJ
cice-11525	200	20	cluster	cluster	NOUN
cice-11525	200	21	analysis	analysis	NOUN
cice-11525	200	22	(	(	PUNCT
cice-11525	200	23	vi	vi	NOUN
cice-11525	200	24	=	=	SYM
cice-11525	200	25	1.09	1.09	NUM
cice-11525	200	26	)	)	PUNCT
cice-11525	200	27	and	and	CCONJ
cice-11525	200	28	the	the	DET
cice-11525	200	29	fuzzy	fuzzy	ADJ
cice-11525	200	30	method	method	NOUN
cice-11525	200	31	(	(	PUNCT
cice-11525	200	32	vi	vi	NOUN
cice-11525	200	33	=	=	SYM
cice-11525	200	34	1.14	1.14	NUM
cice-11525	200	35	)	)	PUNCT
cice-11525	200	36	take	take	VERB
cice-11525	200	37	on	on	ADP
cice-11525	200	38	lower	low	ADJ
cice-11525	200	39	,	,	PUNCT
cice-11525	200	40	that	that	PRON
cice-11525	200	41	is	be	AUX
cice-11525	200	42	more	more	ADV
cice-11525	200	43	advantageous	advantageous	ADJ
cice-11525	200	44	,	,	PUNCT
cice-11525	200	45	values	value	NOUN
cice-11525	200	46	.	.	PUNCT
cice-11525	201	1	this	this	PRON
cice-11525	201	2	is	be	AUX
cice-11525	201	3	in	in	ADP
cice-11525	201	4	agreement	agreement	NOUN
cice-11525	201	5	with	with	ADP
cice-11525	201	6	the	the	DET
cice-11525	201	7	findings	finding	NOUN
cice-11525	201	8	that	that	PRON
cice-11525	201	9	we	we	PRON
cice-11525	201	10	obtained	obtain	VERB
cice-11525	201	11	before	before	ADV
cice-11525	201	12	in	in	ADP
cice-11525	201	13	the	the	DET
cice-11525	201	14	other	other	ADJ
cice-11525	201	15	two	two	NUM
cice-11525	201	16	criteria	criterion	NOUN
cice-11525	201	17	as	as	ADV
cice-11525	201	18	well	well	ADV
cice-11525	201	19	.	.	PUNCT
cice-11525	202	1	in	in	ADP
cice-11525	202	2	summary	summary	NOUN
cice-11525	202	3	,	,	PUNCT
cice-11525	202	4	the	the	DET
cice-11525	202	5	following	follow	VERB
cice-11525	202	6	ranking	rank	VERB
cice-11525	202	7	among	among	ADP
cice-11525	202	8	the	the	DET
cice-11525	202	9	three	three	NUM
cice-11525	202	10	clustering	clustering	ADJ
cice-11525	202	11	methods	method	NOUN
cice-11525	202	12	,	,	PUNCT
cice-11525	202	13	which	which	PRON
cice-11525	202	14	is	be	AUX
cice-11525	202	15	consistent	consistent	ADJ
cice-11525	202	16	across	across	ADP
cice-11525	202	17	all	all	DET
cice-11525	202	18	three	three	NUM
cice-11525	202	19	criteria	criterion	NOUN
cice-11525	202	20	,	,	PUNCT
cice-11525	202	21	can	can	AUX
cice-11525	202	22	be	be	AUX
cice-11525	202	23	recorded	record	VERB
cice-11525	202	24	.	.	PUNCT
cice-11525	203	1	when	when	SCONJ
cice-11525	203	2	the	the	DET
cice-11525	203	3	cluster	cluster	NOUN
cice-11525	203	4	numbers	number	NOUN
cice-11525	203	5	are	be	AUX
cice-11525	203	6	fixed	fix	VERB
cice-11525	203	7	,	,	PUNCT
cice-11525	203	8	with	with	ADP
cice-11525	203	9	lpa	lpa	PROPN
cice-11525	203	10	as	as	ADP
cice-11525	203	11	the	the	DET
cice-11525	203	12	reference	reference	NOUN
cice-11525	203	13	typology	typology	NOUN
cice-11525	203	14	,	,	PUNCT
cice-11525	203	15	hca	hca	X
cice-11525	203	16	delivers	deliver	VERB
cice-11525	203	17	the	the	DET
cice-11525	203	18	best	good	ADJ
cice-11525	203	19	match	match	NOUN
cice-11525	203	20	to	to	ADP
cice-11525	203	21	the	the	DET
cice-11525	203	22	lpa	lpa	PROPN
cice-11525	203	23	solution	solution	NOUN
cice-11525	203	24	.	.	PUNCT
cice-11525	204	1	hca	hca	PROPN
cice-11525	204	2	is	be	AUX
cice-11525	204	3	followed	follow	VERB
cice-11525	204	4	closely	closely	ADV
cice-11525	204	5	by	by	ADP
cice-11525	204	6	the	the	DET
cice-11525	204	7	next	next	ADJ
cice-11525	204	8	best	good	ADJ
cice-11525	204	9	match	match	NOUN
cice-11525	204	10	of	of	ADP
cice-11525	204	11	the	the	DET
cice-11525	204	12	fuzzy	fuzzy	ADJ
cice-11525	204	13	method	method	NOUN
cice-11525	204	14	,	,	PUNCT
cice-11525	204	15	while	while	SCONJ
cice-11525	204	16	the	the	DET
cice-11525	204	17	k	k	NOUN
cice-11525	204	18	-	-	PUNCT
cice-11525	204	19	means	means	NOUN
cice-11525	204	20	method	method	NOUN
cice-11525	204	21	shows	show	VERB
cice-11525	204	22	significantly	significantly	ADV
cice-11525	204	23	poorer	poor	ADJ
cice-11525	204	24	agreement	agreement	NOUN
cice-11525	204	25	with	with	ADP
cice-11525	204	26	lpa	lpa	PROPN
cice-11525	204	27	.	.	PUNCT
cice-11525	205	1	these	these	DET
cice-11525	205	2	parameters	parameter	NOUN
cice-11525	205	3	are	be	AUX
cice-11525	205	4	relative	relative	ADJ
cice-11525	205	5	measures	measure	NOUN
cice-11525	205	6	of	of	ADP
cice-11525	205	7	agreement	agreement	NOUN
cice-11525	205	8	in	in	ADP
cice-11525	205	9	the	the	DET
cice-11525	205	10	sense	sense	NOUN
cice-11525	205	11	that	that	SCONJ
cice-11525	205	12	they	they	PRON
cice-11525	205	13	compare	compare	VERB
cice-11525	205	14	the	the	DET
cice-11525	205	15	agreement	agreement	NOUN
cice-11525	205	16	between	between	ADP
cice-11525	205	17	two	two	NUM
cice-11525	205	18	given	give	VERB
cice-11525	205	19	classifications	classification	NOUN
cice-11525	205	20	or	or	CCONJ
cice-11525	205	21	partitions	partition	NOUN
cice-11525	205	22	of	of	ADP
cice-11525	205	23	an	an	DET
cice-11525	205	24	object	object	NOUN
cice-11525	205	25	set	set	VERB
cice-11525	205	26	without	without	ADP
cice-11525	205	27	falling	fall	VERB
cice-11525	205	28	back	back	ADV
cice-11525	205	29	on	on	ADP
cice-11525	205	30	the	the	DET
cice-11525	205	31	data	datum	NOUN
cice-11525	205	32	.	.	PUNCT
cice-11525	206	1	in	in	ADP
cice-11525	206	2	contrast	contrast	NOUN
cice-11525	206	3	,	,	PUNCT
cice-11525	206	4	it	it	PRON
cice-11525	206	5	is	be	AUX
cice-11525	206	6	also	also	ADV
cice-11525	206	7	possible	possible	ADJ
cice-11525	206	8	to	to	PART
cice-11525	206	9	consider	consider	VERB
cice-11525	206	10	measures	measure	NOUN
cice-11525	206	11	of	of	ADP
cice-11525	206	12	absolute	absolute	ADJ
cice-11525	206	13	quality	quality	NOUN
cice-11525	206	14	that	that	PRON
cice-11525	206	15	quantify	quantify	VERB
cice-11525	206	16	the	the	DET
cice-11525	206	17	“	"	PUNCT
cice-11525	206	18	match	match	NOUN
cice-11525	206	19	”	"	PUNCT
cice-11525	206	20	or	or	CCONJ
cice-11525	206	21	“	"	PUNCT
cice-11525	206	22	quality	quality	NOUN
cice-11525	206	23	”	"	PUNCT
cice-11525	206	24	in	in	ADP
cice-11525	206	25	the	the	DET
cice-11525	206	26	data	datum	NOUN
cice-11525	206	27	for	for	ADP
cice-11525	206	28	a	a	DET
cice-11525	206	29	given	give	VERB
cice-11525	206	30	classification	classification	NOUN
cice-11525	206	31	of	of	ADP
cice-11525	206	32	an	an	DET
cice-11525	206	33	object	object	NOUN
cice-11525	206	34	set	set	NOUN
cice-11525	206	35	.	.	PUNCT
cice-11525	207	1	the	the	DET
cice-11525	207	2	pearson	pearson	PROPN
cice-11525	207	3	gamma	gamma	PROPN
cice-11525	207	4	(	(	PUNCT
cice-11525	207	5	halkidi	halkidi	PROPN
cice-11525	207	6	et	et	PROPN
cice-11525	207	7	al	al	PROPN
cice-11525	207	8	.	.	PROPN
cice-11525	207	9	,	,	PUNCT
cice-11525	207	10	2001	2001	NUM
cice-11525	207	11	)	)	PUNCT
cice-11525	207	12	is	be	AUX
cice-11525	207	13	one	one	NUM
cice-11525	207	14	such	such	ADJ
cice-11525	207	15	measure	measure	NOUN
cice-11525	207	16	.	.	PUNCT
cice-11525	208	1	for	for	ADP
cice-11525	208	2	a	a	DET
cice-11525	208	3	cluster	cluster	NOUN
cice-11525	208	4	solution	solution	NOUN
cice-11525	208	5	,	,	PUNCT
cice-11525	208	6	it	it	PRON
cice-11525	208	7	describes	describe	VERB
cice-11525	208	8	the	the	DET
cice-11525	208	9	correlation	correlation	NOUN
cice-11525	208	10	between	between	ADP
cice-11525	208	11	the	the	DET
cice-11525	208	12	paired	pair	VERB
cice-11525	208	13	dissimilarities	dissimilarity	NOUN
cice-11525	208	14	or	or	CCONJ
cice-11525	208	15	distances	distance	NOUN
cice-11525	208	16	and	and	CCONJ
cice-11525	208	17	a	a	DET
cice-11525	208	18	binary	binary	NOUN
cice-11525	208	19	0/1	0/1	NUM
cice-11525	208	20	vector	vector	NOUN
cice-11525	208	21	(	(	PUNCT
cice-11525	208	22	0	0	NUM
cice-11525	208	23	for	for	ADP
cice-11525	208	24	the	the	DET
cice-11525	208	25	same	same	ADJ
cice-11525	208	26	cluster	cluster	NOUN
cice-11525	208	27	and	and	CCONJ
cice-11525	208	28	1	1	NUM
cice-11525	208	29	for	for	ADP
cice-11525	208	30	a	a	DET
cice-11525	208	31	different	different	ADJ
cice-11525	208	32	cluster	cluster	NOUN
cice-11525	208	33	)	)	PUNCT
cice-11525	208	34	for	for	ADP
cice-11525	208	35	object	object	NOUN
cice-11525	208	36	pairs	pair	NOUN
cice-11525	208	37	,	,	PUNCT
cice-11525	208	38	which	which	PRON
cice-11525	208	39	is	be	AUX
cice-11525	208	40	interpreted	interpret	VERB
cice-11525	208	41	in	in	ADP
cice-11525	208	42	the	the	DET
cice-11525	208	43	same	same	ADJ
cice-11525	208	44	way	way	NOUN
cice-11525	208	45	as	as	SCONJ
cice-11525	208	46	the	the	DET
cice-11525	208	47	bravais	bravais	PROPN
cice-11525	208	48	-	-	PUNCT
cice-11525	208	49	pearson	pearson	PROPN
cice-11525	208	50	correlation	correlation	NOUN
cice-11525	208	51	coefficient	coefficient	NOUN
cice-11525	208	52	.	.	PUNCT
cice-11525	209	1	this	this	DET
cice-11525	209	2	measure	measure	NOUN
cice-11525	209	3	emphasizes	emphasize	VERB
cice-11525	209	4	the	the	DET
cice-11525	209	5	approximation	approximation	NOUN
cice-11525	209	6	of	of	ADP
cice-11525	209	7	the	the	DET
cice-11525	209	8	dissimilarity	dissimilarity	NOUN
cice-11525	209	9	structure	structure	NOUN
cice-11525	209	10	by	by	ADP
cice-11525	209	11	a	a	DET
cice-11525	209	12	clustering	clustering	NOUN
cice-11525	209	13	in	in	ADP
cice-11525	209	14	the	the	DET
cice-11525	209	15	sense	sense	NOUN
cice-11525	209	16	that	that	SCONJ
cice-11525	209	17	observations	observation	NOUN
cice-11525	209	18	in	in	ADP
cice-11525	209	19	different	different	ADJ
cice-11525	209	20	clusters	cluster	NOUN
cice-11525	209	21	have	have	AUX
cice-11525	209	22	a	a	DET
cice-11525	209	23	high	high	ADJ
cice-11525	209	24	correlation	correlation	NOUN
cice-11525	209	25	with	with	ADP
cice-11525	209	26	greater	great	ADJ
cice-11525	209	27	dissimilarity	dissimilarity	NOUN
cice-11525	209	28	or	or	CCONJ
cice-11525	209	29	distance	distance	NOUN
cice-11525	209	30	values	value	NOUN
cice-11525	209	31	.	.	PUNCT
cice-11525	210	1	as	as	ADP
cice-11525	210	2	a	a	DET
cice-11525	210	3	measure	measure	NOUN
cice-11525	210	4	of	of	ADP
cice-11525	210	5	quality	quality	NOUN
cice-11525	210	6	,	,	PUNCT
cice-11525	210	7	it	it	PRON
cice-11525	210	8	quantifies	quantify	VERB
cice-11525	210	9	the	the	DET
cice-11525	210	10	separation	separation	NOUN
cice-11525	210	11	of	of	ADP
cice-11525	210	12	the	the	DET
cice-11525	210	13	clusters	cluster	NOUN
cice-11525	210	14	of	of	ADP
cice-11525	210	15	a	a	DET
cice-11525	210	16	solution	solution	NOUN
cice-11525	210	17	and	and	CCONJ
cice-11525	210	18	is	be	AUX
cice-11525	210	19	generally	generally	ADV
cice-11525	210	20	interpreted	interpret	VERB
cice-11525	210	21	as	as	ADP
cice-11525	210	22	“	"	PUNCT
cice-11525	210	23	the	the	DET
cice-11525	210	24	greater	great	ADJ
cice-11525	210	25	the	the	DET
cice-11525	210	26	value	value	NOUN
cice-11525	210	27	,	,	PUNCT
cice-11525	210	28	the	the	DET
cice-11525	210	29	better	well	ADJ
cice-11525	210	30	”	"	PUNCT
cice-11525	210	31	.	.	PUNCT
cice-11525	211	1	all	all	DET
cice-11525	211	2	values	value	NOUN
cice-11525	211	3	take	take	VERB
cice-11525	211	4	on	on	ADP
cice-11525	211	5	characteristics	characteristic	NOUN
cice-11525	211	6	between	between	ADP
cice-11525	211	7	0.42	0.42	NUM
cice-11525	211	8	and	and	CCONJ
cice-11525	211	9	0.48	0.48	NUM
cice-11525	211	10	,	,	PUNCT
cice-11525	211	11	whereby	whereby	SCONJ
cice-11525	211	12	k	k	NOUN
cice-11525	211	13	-	-	PUNCT
cice-11525	211	14	means	mean	NOUN
cice-11525	211	15	and	and	CCONJ
cice-11525	211	16	fuzzy	fuzzy	ADJ
cice-11525	211	17	take	take	VERB
cice-11525	211	18	on	on	ADP
cice-11525	211	19	comparable	comparable	ADJ
cice-11525	211	20	values	value	NOUN
cice-11525	211	21	,	,	PUNCT
cice-11525	211	22	as	as	SCONJ
cice-11525	211	23	do	do	VERB
cice-11525	211	24	hca	hca	PROPN
cice-11525	211	25	and	and	CCONJ
cice-11525	211	26	lpa	lpa	PROPN
cice-11525	211	27	.	.	PUNCT
cice-11525	212	1	the	the	DET
cice-11525	212	2	average	average	ADJ
cice-11525	212	3	silhouette	silhouette	NOUN
cice-11525	212	4	width	width	NOUN
cice-11525	212	5	is	be	AUX
cice-11525	212	6	a	a	DET
cice-11525	212	7	further	further	ADJ
cice-11525	212	8	measure	measure	NOUN
cice-11525	212	9	of	of	ADP
cice-11525	212	10	quality	quality	NOUN
cice-11525	212	11	(	(	PUNCT
cice-11525	212	12	rousseeuw	rousseeuw	PROPN
cice-11525	212	13	,	,	PUNCT
cice-11525	212	14	1987	1987	NUM
cice-11525	212	15	)	)	PUNCT
cice-11525	212	16	,	,	PUNCT
cice-11525	212	17	and	and	CCONJ
cice-11525	212	18	based	base	VERB
cice-11525	212	19	on	on	ADP
cice-11525	212	20	dissimilarity	dissimilarity	NOUN
cice-11525	212	21	measures	measure	NOUN
cice-11525	212	22	across	across	ADP
cice-11525	212	23	all	all	DET
cice-11525	212	24	clusters	cluster	NOUN
cice-11525	212	25	of	of	ADP
cice-11525	212	26	a	a	DET
cice-11525	212	27	solution	solution	NOUN
cice-11525	212	28	,	,	PUNCT
cice-11525	212	29	it	it	PRON
cice-11525	212	30	describes	describe	VERB
cice-11525	212	31	on	on	ADP
cice-11525	212	32	average	average	ADJ
cice-11525	212	33	the	the	DET
cice-11525	212	34	tightness	tightness	NOUN
cice-11525	212	35	of	of	ADP
cice-11525	212	36	the	the	DET
cice-11525	212	37	connection	connection	NOUN
cice-11525	212	38	between	between	ADP
cice-11525	212	39	formed	form	VERB
cice-11525	212	40	groups	group	NOUN
cice-11525	212	41	.	.	PUNCT
cice-11525	213	1	this	this	DET
cice-11525	213	2	measure	measure	NOUN
cice-11525	213	3	emphasizes	emphasize	VERB
cice-11525	213	4	the	the	DET
cice-11525	213	5	separation	separation	NOUN
cice-11525	213	6	of	of	ADP
cice-11525	213	7	clusters	cluster	NOUN
cice-11525	213	8	with	with	ADP
cice-11525	213	9	their	their	PRON
cice-11525	213	10	neighboring	neighboring	NOUN
cice-11525	213	11	clusters	cluster	NOUN
cice-11525	213	12	.	.	PUNCT
cice-11525	214	1	smaller	small	ADJ
cice-11525	214	2	values	value	NOUN
cice-11525	214	3	of	of	ADP
cice-11525	214	4	this	this	DET
cice-11525	214	5	index	index	NOUN
cice-11525	214	6	are	be	AUX
cice-11525	214	7	ünlü	ünlü	NOUN
cice-11525	214	8	&	&	CCONJ
cice-11525	214	9	schurig	schurig	VERB
cice-11525	214	10	current	current	ADJ
cice-11525	214	11	issues	issue	NOUN
cice-11525	214	12	in	in	ADP
cice-11525	214	13	comparative	comparative	ADJ
cice-11525	214	14	education	education	NOUN
cice-11525	214	15	18	18	NUM
cice-11525	214	16	generally	generally	ADV
cice-11525	214	17	interpreted	interpret	VERB
cice-11525	214	18	as	as	ADP
cice-11525	214	19	poorer	poor	ADJ
cice-11525	214	20	quality	quality	NOUN
cice-11525	214	21	.	.	PUNCT
cice-11525	215	1	according	accord	VERB
cice-11525	215	2	to	to	ADP
cice-11525	215	3	kaufman	kaufman	PROPN
cice-11525	215	4	and	and	CCONJ
cice-11525	215	5	rousseeuw	rousseeuw	NOUN
cice-11525	215	6	(	(	PUNCT
cice-11525	215	7	1990	1990	NUM
cice-11525	215	8	)	)	PUNCT
cice-11525	215	9	,	,	PUNCT
cice-11525	215	10	a	a	DET
cice-11525	215	11	value	value	NOUN
cice-11525	215	12	less	less	ADJ
cice-11525	215	13	than	than	ADP
cice-11525	215	14	0.25	0.25	NUM
cice-11525	215	15	,	,	PUNCT
cice-11525	215	16	as	as	ADP
cice-11525	215	17	a	a	DET
cice-11525	215	18	suggested	suggested	ADJ
cice-11525	215	19	ad	ad	NOUN
cice-11525	215	20	-	-	PUNCT
cice-11525	215	21	hoc	hoc	X
cice-11525	215	22	rule	rule	NOUN
cice-11525	215	23	of	of	ADP
cice-11525	215	24	thumb	thumb	NOUN
cice-11525	215	25	,	,	PUNCT
cice-11525	215	26	is	be	AUX
cice-11525	215	27	considered	consider	VERB
cice-11525	215	28	to	to	PART
cice-11525	215	29	be	be	AUX
cice-11525	215	30	a	a	DET
cice-11525	215	31	“	"	PUNCT
cice-11525	215	32	weak	weak	ADJ
cice-11525	215	33	split	split	NOUN
cice-11525	215	34	”	"	PUNCT
cice-11525	215	35	.	.	PUNCT
cice-11525	216	1	under	under	ADP
cice-11525	216	2	this	this	DET
cice-11525	216	3	criterion	criterion	NOUN
cice-11525	216	4	,	,	PUNCT
cice-11525	216	5	the	the	DET
cice-11525	216	6	k	k	NOUN
cice-11525	216	7	-	-	PUNCT
cice-11525	216	8	means	means	NOUN
cice-11525	216	9	solution	solution	NOUN
cice-11525	216	10	(	(	PUNCT
cice-11525	216	11	0.27	0.27	NUM
cice-11525	216	12	)	)	PUNCT
cice-11525	216	13	and	and	CCONJ
cice-11525	216	14	the	the	DET
cice-11525	216	15	solution	solution	NOUN
cice-11525	216	16	of	of	ADP
cice-11525	216	17	the	the	DET
cice-11525	216	18	latent	latent	NOUN
cice-11525	216	19	profile	profile	NOUN
cice-11525	216	20	analysis	analysis	NOUN
cice-11525	216	21	(	(	PUNCT
cice-11525	216	22	0.26	0.26	NUM
cice-11525	216	23	)	)	PUNCT
cice-11525	216	24	are	be	AUX
cice-11525	216	25	of	of	ADP
cice-11525	216	26	better	well	ADJ
cice-11525	216	27	quality	quality	NOUN
cice-11525	216	28	,	,	PUNCT
cice-11525	216	29	in	in	ADP
cice-11525	216	30	which	which	PRON
cice-11525	216	31	all	all	DET
cice-11525	216	32	values	value	NOUN
cice-11525	216	33	lie	lie	VERB
cice-11525	216	34	close	close	ADV
cice-11525	216	35	to	to	ADP
cice-11525	216	36	one	one	NUM
cice-11525	216	37	another	another	DET
cice-11525	216	38	above	above	ADP
cice-11525	216	39	the	the	DET
cice-11525	216	40	0.25	0.25	NUM
cice-11525	216	41	heuristic	heuristic	ADJ
cice-11525	216	42	threshold	threshold	NOUN
cice-11525	216	43	.	.	PUNCT
cice-11525	217	1	however	however	ADV
cice-11525	217	2	,	,	PUNCT
cice-11525	217	3	the	the	DET
cice-11525	217	4	solutions	solution	NOUN
cice-11525	217	5	of	of	ADP
cice-11525	217	6	the	the	DET
cice-11525	217	7	fuzzy	fuzzy	ADJ
cice-11525	217	8	method	method	NOUN
cice-11525	217	9	and	and	CCONJ
cice-11525	217	10	hca	hca	X
cice-11525	217	11	are	be	AUX
cice-11525	217	12	considered	consider	VERB
cice-11525	217	13	“	"	PUNCT
cice-11525	217	14	weak	weak	ADJ
cice-11525	217	15	splits	split	NOUN
cice-11525	217	16	”	"	PUNCT
cice-11525	217	17	as	as	SCONJ
cice-11525	217	18	they	they	PRON
cice-11525	217	19	yield	yield	VERB
cice-11525	217	20	similar	similar	ADJ
cice-11525	217	21	values	value	NOUN
cice-11525	217	22	below	below	ADP
cice-11525	217	23	the	the	DET
cice-11525	217	24	suggested	suggest	VERB
cice-11525	217	25	threshold	threshold	NOUN
cice-11525	217	26	value	value	NOUN
cice-11525	217	27	.	.	PUNCT
cice-11525	218	1	in	in	ADP
cice-11525	218	2	summary	summary	NOUN
cice-11525	218	3	,	,	PUNCT
cice-11525	218	4	it	it	PRON
cice-11525	218	5	can	can	AUX
cice-11525	218	6	be	be	AUX
cice-11525	218	7	noted	note	VERB
cice-11525	218	8	that	that	SCONJ
cice-11525	218	9	only	only	ADV
cice-11525	218	10	lpa	lpa	PROPN
cice-11525	218	11	consistently	consistently	ADV
cice-11525	218	12	takes	take	VERB
cice-11525	218	13	on	on	ADP
cice-11525	218	14	the	the	DET
cice-11525	218	15	greater	great	ADJ
cice-11525	218	16	values	value	NOUN
cice-11525	218	17	across	across	ADP
cice-11525	218	18	the	the	DET
cice-11525	218	19	two	two	NUM
cice-11525	218	20	quality	quality	NOUN
cice-11525	218	21	criteria	criterion	NOUN
cice-11525	218	22	.	.	PUNCT
cice-11525	219	1	all	all	DET
cice-11525	219	2	three	three	NUM
cice-11525	219	3	computational	computational	ADJ
cice-11525	219	4	methods	method	NOUN
cice-11525	219	5	each	each	DET
cice-11525	219	6	fall	fall	VERB
cice-11525	219	7	below	below	ADP
cice-11525	219	8	the	the	DET
cice-11525	219	9	quality	quality	NOUN
cice-11525	219	10	values	value	NOUN
cice-11525	219	11	of	of	ADP
cice-11525	219	12	lpa	lpa	PROPN
cice-11525	219	13	in	in	ADP
cice-11525	219	14	at	at	ADV
cice-11525	219	15	least	least	ADJ
cice-11525	219	16	one	one	NUM
cice-11525	219	17	of	of	ADP
cice-11525	219	18	the	the	DET
cice-11525	219	19	two	two	NUM
cice-11525	219	20	criteria	criterion	NOUN
cice-11525	219	21	.	.	PUNCT
cice-11525	220	1	lpa	lpa	PROPN
cice-11525	220	2	reference	reference	NOUN
cice-11525	220	3	typology	typology	NOUN
cice-11525	220	4	and	and	CCONJ
cice-11525	220	5	free	free	ADJ
cice-11525	220	6	cluster	cluster	NOUN
cice-11525	220	7	number	number	NOUN
cice-11525	220	8	in	in	ADP
cice-11525	220	9	the	the	DET
cice-11525	220	10	second	second	ADJ
cice-11525	220	11	step	step	NOUN
cice-11525	220	12	,	,	PUNCT
cice-11525	220	13	optimized	optimize	VERB
cice-11525	220	14	cluster	cluster	NOUN
cice-11525	220	15	numbers	number	NOUN
cice-11525	220	16	for	for	ADP
cice-11525	220	17	the	the	DET
cice-11525	220	18	different	different	ADJ
cice-11525	220	19	methods	method	NOUN
cice-11525	220	20	were	be	AUX
cice-11525	220	21	determined	determine	VERB
cice-11525	220	22	.	.	PUNCT
cice-11525	221	1	the	the	DET
cice-11525	221	2	comparisons	comparison	NOUN
cice-11525	221	3	were	be	AUX
cice-11525	221	4	then	then	ADV
cice-11525	221	5	repeated	repeat	VERB
cice-11525	221	6	.	.	PUNCT
cice-11525	222	1	the	the	DET
cice-11525	222	2	optimal	optimal	ADJ
cice-11525	222	3	cluster	cluster	NOUN
cice-11525	222	4	numbers	number	NOUN
cice-11525	222	5	and	and	CCONJ
cice-11525	222	6	the	the	DET
cice-11525	222	7	criterion	criterion	NOUN
cice-11525	222	8	used	use	VERB
cice-11525	222	9	to	to	PART
cice-11525	222	10	select	select	VERB
cice-11525	222	11	the	the	DET
cice-11525	222	12	cluster	cluster	NOUN
cice-11525	222	13	number	number	NOUN
cice-11525	222	14	are	be	AUX
cice-11525	222	15	shown	show	VERB
cice-11525	222	16	in	in	ADP
cice-11525	222	17	table	table	NOUN
cice-11525	222	18	4	4	NUM
cice-11525	222	19	.	.	PUNCT
cice-11525	222	20	table	table	NOUN
cice-11525	222	21	4	4	NUM
cice-11525	222	22	:	:	PUNCT
cice-11525	222	23	optimal	optimal	ADJ
cice-11525	222	24	cluster	cluster	NOUN
cice-11525	222	25	numbers	number	NOUN
cice-11525	222	26	the	the	DET
cice-11525	222	27	variance	variance	NOUN
cice-11525	222	28	ratio	ratio	NOUN
cice-11525	222	29	(	(	PUNCT
cice-11525	222	30	vr	vr	PROPN
cice-11525	222	31	)	)	PUNCT
cice-11525	222	32	criterion	criterion	NOUN
cice-11525	222	33	,	,	PUNCT
cice-11525	222	34	also	also	ADV
cice-11525	222	35	referred	refer	VERB
cice-11525	222	36	to	to	ADP
cice-11525	222	37	as	as	ADP
cice-11525	222	38	the	the	DET
cice-11525	222	39	caliński	caliński	ADJ
cice-11525	222	40	-	-	PUNCT
cice-11525	222	41	harabasz	harabasz	NOUN
cice-11525	222	42	index	index	NOUN
cice-11525	222	43	(	(	PUNCT
cice-11525	222	44	caliński	caliński	PROPN
cice-11525	222	45	&	&	CCONJ
cice-11525	222	46	harabasz	harabasz	PROPN
cice-11525	222	47	,	,	PUNCT
cice-11525	222	48	1974	1974	NUM
cice-11525	222	49	)	)	PUNCT
cice-11525	222	50	,	,	PUNCT
cice-11525	222	51	is	be	AUX
cice-11525	222	52	calculated	calculate	VERB
cice-11525	222	53	like	like	ADP
cice-11525	222	54	the	the	DET
cice-11525	222	55	f	f	PROPN
cice-11525	222	56	statistic	statistic	NOUN
cice-11525	222	57	.	.	PUNCT
cice-11525	223	1	formally	formally	ADV
cice-11525	223	2	this	this	PRON
cice-11525	223	3	is	be	AUX
cice-11525	223	4	described	describe	VERB
cice-11525	223	5	as	as	ADP
cice-11525	223	6	follows	follow	VERB
cice-11525	223	7	:	:	PUNCT
cice-11525	223	8	ssb	ssb	PROPN
cice-11525	223	9	is	be	AUX
cice-11525	223	10	the	the	DET
cice-11525	223	11	total	total	ADJ
cice-11525	223	12	variation	variation	NOUN
cice-11525	223	13	between	between	ADP
cice-11525	223	14	the	the	DET
cice-11525	223	15	c	c	PROPN
cice-11525	223	16	clusters	cluster	NOUN
cice-11525	223	17	and	and	CCONJ
cice-11525	223	18	ssw	ssw	PROPN
cice-11525	223	19	is	be	AUX
cice-11525	223	20	the	the	DET
cice-11525	223	21	variation	variation	NOUN
cice-11525	223	22	within	within	ADP
cice-11525	223	23	the	the	DET
cice-11525	223	24	clusters	cluster	NOUN
cice-11525	223	25	,	,	PUNCT
cice-11525	223	26	for	for	ADP
cice-11525	223	27	a	a	DET
cice-11525	223	28	sample	sample	NOUN
cice-11525	223	29	size	size	NOUN
cice-11525	223	30	of	of	ADP
cice-11525	223	31	n	n	DET
cice-11525	223	32	clustered	clustered	ADJ
cice-11525	223	33	objects	object	NOUN
cice-11525	223	34	.	.	PUNCT
cice-11525	224	1	the	the	DET
cice-11525	224	2	comparisons	comparison	NOUN
cice-11525	224	3	of	of	ADP
cice-11525	224	4	the	the	DET
cice-11525	224	5	free	free	ADJ
cice-11525	224	6	cluster	cluster	NOUN
cice-11525	224	7	solutions	solution	NOUN
cice-11525	224	8	and	and	CCONJ
cice-11525	224	9	the	the	DET
cice-11525	224	10	classification	classification	NOUN
cice-11525	224	11	from	from	ADP
cice-11525	224	12	the	the	DET
cice-11525	224	13	lpa	lpa	PROPN
cice-11525	224	14	are	be	AUX
cice-11525	224	15	shown	show	VERB
cice-11525	224	16	in	in	ADP
cice-11525	224	17	figure	figure	NOUN
cice-11525	224	18	4	4	NUM
cice-11525	224	19	,	,	PUNCT
cice-11525	224	20	with	with	SCONJ
cice-11525	224	21	the	the	DET
cice-11525	224	22	courses	course	NOUN
cice-11525	224	23	of	of	ADP
cice-11525	224	24	their	their	PRON
cice-11525	224	25	profile	profile	NOUN
cice-11525	224	26	lines	line	NOUN
cice-11525	224	27	in	in	ADP
cice-11525	224	28	the	the	DET
cice-11525	224	29	top	top	ADJ
cice-11525	224	30	panel	panel	NOUN
cice-11525	224	31	and	and	CCONJ
cice-11525	224	32	the	the	DET
cice-11525	224	33	measures	measure	NOUN
cice-11525	224	34	of	of	ADP
cice-11525	224	35	agreement	agreement	NOUN
cice-11525	224	36	in	in	ADP
cice-11525	224	37	the	the	DET
cice-11525	224	38	bottom	bottom	ADJ
cice-11525	224	39	panel	panel	NOUN
cice-11525	224	40	(	(	PUNCT
cice-11525	224	41	the	the	DET
cice-11525	224	42	corresponding	corresponding	ADJ
cice-11525	224	43	absolute	absolute	ADJ
cice-11525	224	44	measures	measure	NOUN
cice-11525	224	45	of	of	ADP
cice-11525	224	46	quality	quality	NOUN
cice-11525	224	47	in	in	ADP
cice-11525	224	48	the	the	DET
cice-11525	224	49	data	datum	NOUN
cice-11525	224	50	will	will	AUX
cice-11525	224	51	be	be	AUX
cice-11525	224	52	summarized	summarize	VERB
cice-11525	224	53	later	later	ADV
cice-11525	224	54	in	in	ADP
cice-11525	224	55	figure	figure	NOUN
cice-11525	224	56	5	5	NUM
cice-11525	224	57	)	)	PUNCT
cice-11525	224	58	.	.	PUNCT
cice-11525	225	1	the	the	DET
cice-11525	225	2	k	k	NOUN
cice-11525	225	3	-	-	PUNCT
cice-11525	225	4	means	means	NOUN
cice-11525	225	5	method	method	NOUN
cice-11525	225	6	again	again	ADV
cice-11525	225	7	yields	yield	VERB
cice-11525	225	8	a	a	DET
cice-11525	225	9	higher	high	ADJ
cice-11525	225	10	error	error	NOUN
cice-11525	225	11	rate	rate	NOUN
cice-11525	225	12	of	of	ADP
cice-11525	225	13	43.1	43.1	NUM
cice-11525	225	14	%	%	NOUN
cice-11525	225	15	,	,	PUNCT
cice-11525	225	16	while	while	SCONJ
cice-11525	225	17	the	the	DET
cice-11525	225	18	hierarchical	hierarchical	ADJ
cice-11525	225	19	and	and	CCONJ
cice-11525	225	20	fuzzy	fuzzy	ADJ
cice-11525	225	21	cluster	cluster	NOUN
cice-11525	225	22	solutions	solution	NOUN
cice-11525	225	23	are	be	AUX
cice-11525	225	24	pegged	peg	VERB
cice-11525	225	25	as	as	ADP
cice-11525	225	26	better	well	ADJ
cice-11525	225	27	solutions	solution	NOUN
cice-11525	225	28	with	with	ADP
cice-11525	225	29	error	error	NOUN
cice-11525	225	30	rates	rate	NOUN
cice-11525	225	31	of	of	ADP
cice-11525	225	32	30.5	30.5	NUM
cice-11525	225	33	%	%	NOUN
cice-11525	225	34	and	and	CCONJ
cice-11525	225	35	31.4	31.4	NUM
cice-11525	225	36	%	%	NOUN
cice-11525	225	37	,	,	PUNCT
cice-11525	225	38	respectively	respectively	ADV
cice-11525	225	39	.	.	PUNCT
cice-11525	226	1	for	for	ADP
cice-11525	226	2	each	each	DET
cice-11525	226	3	solution	solution	NOUN
cice-11525	226	4	,	,	PUNCT
cice-11525	226	5	an	an	DET
cice-11525	226	6	adjusted	adjust	VERB
cice-11525	226	7	rand	rand	NOUN
cice-11525	226	8	index	index	NOUN
cice-11525	226	9	that	that	PRON
cice-11525	226	10	lies	lie	VERB
cice-11525	226	11	significantly	significantly	ADV
cice-11525	226	12	above	above	ADP
cice-11525	226	13	the	the	DET
cice-11525	226	14	threshold	threshold	NOUN
cice-11525	226	15	value	value	NOUN
cice-11525	226	16	for	for	ADP
cice-11525	226	17	a	a	DET
cice-11525	226	18	classification	classification	NOUN
cice-11525	226	19	is	be	AUX
cice-11525	226	20	a	a	DET
cice-11525	226	21	good	good	ADJ
cice-11525	226	22	cluster	cluster	NOUN
cice-11525	226	23	solution	solution	NOUN
cice-11525	226	24	in	in	ADP
cice-11525	226	25	the	the	DET
cice-11525	226	26	lpa	lpa	PROPN
cice-11525	226	27	reference	reference	NOUN
cice-11525	226	28	model	model	NOUN
cice-11525	226	29	.	.	PUNCT
cice-11525	227	1	the	the	DET
cice-11525	227	2	hierarchical	hierarchical	ADJ
cice-11525	227	3	cluster	cluster	NOUN
cice-11525	227	4	solution	solution	NOUN
cice-11525	227	5	(	(	PUNCT
cice-11525	227	6	0.48	0.48	NUM
cice-11525	227	7	)	)	PUNCT
cice-11525	227	8	and	and	CCONJ
cice-11525	227	9	the	the	DET
cice-11525	227	10	fuzzy	fuzzy	ADJ
cice-11525	227	11	cluster	cluster	NOUN
cice-11525	227	12	solution	solution	NOUN
cice-11525	227	13	(	(	PUNCT
cice-11525	227	14	0.56	0.56	NUM
cice-11525	227	15	)	)	PUNCT
cice-11525	227	16	have	have	VERB
cice-11525	227	17	the	the	DET
cice-11525	227	18	most	most	ADV
cice-11525	227	19	favorable	favorable	ADJ
cice-11525	227	20	values	value	NOUN
cice-11525	227	21	.	.	PUNCT
cice-11525	228	1	the	the	DET
cice-11525	228	2	variation	variation	NOUN
cice-11525	228	3	of	of	ADP
cice-11525	228	4	information	information	NOUN
cice-11525	228	5	for	for	ADP
cice-11525	228	6	the	the	DET
cice-11525	228	7	k	k	ADJ
cice-11525	228	8	-	-	PUNCT
cice-11525	228	9	means	means	NOUN
cice-11525	228	10	solution	solution	NOUN
cice-11525	228	11	(	(	PUNCT
cice-11525	228	12	1.40	1.40	NUM
cice-11525	228	13	)	)	PUNCT
cice-11525	228	14	is	be	AUX
cice-11525	228	15	less	less	ADV
cice-11525	228	16	computational	computational	ADJ
cice-11525	228	17	typologies	typology	NOUN
cice-11525	228	18	of	of	ADP
cice-11525	228	19	multidimensional	multidimensional	ADJ
cice-11525	228	20	end	end	NOUN
cice-11525	228	21	-	-	PUNCT
cice-11525	228	22	of	of	ADP
cice-11525	228	23	-	-	PUNCT
cice-11525	228	24	primary	primary	ADJ
cice-11525	228	25	-	-	PUNCT
cice-11525	228	26	school	school	NOUN
cice-11525	228	27	performance	performance	NOUN
cice-11525	228	28	profiles	profile	NOUN
cice-11525	228	29	from	from	ADP
cice-11525	228	30	an	an	DET
cice-11525	228	31	educational	educational	ADJ
cice-11525	228	32	perspective	perspective	NOUN
cice-11525	228	33	of	of	ADP
cice-11525	228	34	large	large	ADJ
cice-11525	228	35	-	-	PUNCT
cice-11525	228	36	scale	scale	NOUN
cice-11525	228	37	timss	timss	NOUN
cice-11525	228	38	and	and	CCONJ
cice-11525	228	39	pirls	pirls	NOUN
cice-11525	228	40	surveys	survey	NOUN
cice-11525	228	41	current	current	ADJ
cice-11525	228	42	issues	issue	NOUN
cice-11525	228	43	in	in	ADP
cice-11525	228	44	comparative	comparative	ADJ
cice-11525	228	45	education	education	NOUN
cice-11525	228	46	19	19	NUM
cice-11525	228	47	favorable	favorable	ADJ
cice-11525	228	48	than	than	ADP
cice-11525	228	49	the	the	DET
cice-11525	228	50	variation	variation	NOUN
cice-11525	228	51	of	of	ADP
cice-11525	228	52	information	information	NOUN
cice-11525	228	53	for	for	ADP
cice-11525	228	54	the	the	DET
cice-11525	228	55	hierarchical	hierarchical	ADJ
cice-11525	228	56	solution	solution	NOUN
cice-11525	228	57	(	(	PUNCT
cice-11525	228	58	1.21	1.21	NUM
cice-11525	228	59	)	)	PUNCT
cice-11525	228	60	and	and	CCONJ
cice-11525	228	61	the	the	DET
cice-11525	228	62	fuzzy	fuzzy	ADJ
cice-11525	228	63	solution	solution	NOUN
cice-11525	228	64	(	(	PUNCT
cice-11525	228	65	1.11	1.11	NUM
cice-11525	228	66	)	)	PUNCT
cice-11525	228	67	.	.	PUNCT
cice-11525	229	1	figure	figure	VERB
cice-11525	229	2	4	4	NUM
cice-11525	229	3	:	:	PUNCT
cice-11525	229	4	parallel	parallel	ADJ
cice-11525	229	5	plots	plot	NOUN
cice-11525	229	6	of	of	ADP
cice-11525	229	7	the	the	DET
cice-11525	229	8	different	different	ADJ
cice-11525	229	9	optimal	optimal	ADJ
cice-11525	229	10	cluster	cluster	NOUN
cice-11525	229	11	solutions	solution	NOUN
cice-11525	229	12	of	of	ADP
cice-11525	229	13	performance	performance	NOUN
cice-11525	229	14	values	value	NOUN
cice-11525	229	15	of	of	ADP
cice-11525	229	16	pupils	pupil	NOUN
cice-11525	229	17	in	in	ADP
cice-11525	229	18	germany	germany	PROPN
cice-11525	229	19	(	(	PUNCT
cice-11525	229	20	top	top	ADJ
cice-11525	229	21	panel	panel	NOUN
cice-11525	229	22	)	)	PUNCT
cice-11525	229	23	and	and	CCONJ
cice-11525	229	24	measures	measure	NOUN
cice-11525	229	25	of	of	ADP
cice-11525	229	26	agreement	agreement	NOUN
cice-11525	229	27	(	(	PUNCT
cice-11525	229	28	bottom	bottom	ADJ
cice-11525	229	29	panel	panel	NOUN
cice-11525	229	30	)	)	PUNCT
cice-11525	229	31	of	of	ADP
cice-11525	229	32	these	these	DET
cice-11525	229	33	cluster	cluster	NOUN
cice-11525	229	34	solutions	solution	NOUN
cice-11525	229	35	with	with	ADP
cice-11525	229	36	freely	freely	ADV
cice-11525	229	37	determined	determine	VERB
cice-11525	229	38	number	number	NOUN
cice-11525	229	39	of	of	ADP
cice-11525	229	40	clusters	cluster	NOUN
cice-11525	229	41	compared	compare	VERB
cice-11525	229	42	to	to	ADP
cice-11525	229	43	the	the	DET
cice-11525	229	44	latent	latent	NOUN
cice-11525	229	45	profile	profile	NOUN
cice-11525	229	46	analysis	analysis	NOUN
cice-11525	229	47	based	base	VERB
cice-11525	229	48	on	on	ADP
cice-11525	229	49	the	the	DET
cice-11525	229	50	three	three	NUM
cice-11525	229	51	measures	measure	NOUN
cice-11525	229	52	of	of	ADP
cice-11525	229	53	agreement	agreement	NOUN
cice-11525	229	54	,	,	PUNCT
cice-11525	229	55	it	it	PRON
cice-11525	229	56	can	can	AUX
cice-11525	229	57	be	be	AUX
cice-11525	229	58	noted	note	VERB
cice-11525	229	59	that	that	SCONJ
cice-11525	229	60	compared	compare	VERB
cice-11525	229	61	with	with	ADP
cice-11525	229	62	the	the	DET
cice-11525	229	63	lpa	lpa	PROPN
cice-11525	229	64	reference	reference	NOUN
cice-11525	229	65	typology	typology	NOUN
cice-11525	229	66	,	,	PUNCT
cice-11525	229	67	the	the	DET
cice-11525	229	68	allocations	allocation	NOUN
cice-11525	229	69	in	in	ADP
cice-11525	229	70	the	the	DET
cice-11525	229	71	free	free	ADJ
cice-11525	229	72	fuzzy	fuzzy	ADJ
cice-11525	229	73	analysis	analysis	NOUN
cice-11525	229	74	are	be	AUX
cice-11525	229	75	only	only	ADV
cice-11525	229	76	minimally	minimally	ADV
cice-11525	229	77	changing	change	VERB
cice-11525	229	78	with	with	ADP
cice-11525	229	79	just	just	ADV
cice-11525	229	80	one	one	NUM
cice-11525	229	81	more	more	ADJ
cice-11525	229	82	cluster	cluster	NOUN
cice-11525	229	83	.	.	PUNCT
cice-11525	230	1	the	the	DET
cice-11525	230	2	hca	hca	PROPN
cice-11525	230	3	,	,	PUNCT
cice-11525	230	4	in	in	ADP
cice-11525	230	5	comparison	comparison	NOUN
cice-11525	230	6	,	,	PUNCT
cice-11525	230	7	is	be	AUX
cice-11525	230	8	getting	get	VERB
cice-11525	230	9	slightly	slightly	ADV
cice-11525	230	10	worse	bad	ADJ
cice-11525	230	11	with	with	ADP
cice-11525	230	12	one	one	NUM
cice-11525	230	13	less	less	ADJ
cice-11525	230	14	cluster	cluster	NOUN
cice-11525	230	15	.	.	PUNCT
cice-11525	231	1	in	in	ADP
cice-11525	231	2	a	a	DET
cice-11525	231	3	free	free	ADJ
cice-11525	231	4	estimation	estimation	NOUN
cice-11525	231	5	of	of	ADP
cice-11525	231	6	the	the	DET
cice-11525	231	7	clusters	cluster	NOUN
cice-11525	231	8	,	,	PUNCT
cice-11525	231	9	the	the	DET
cice-11525	231	10	k	k	NOUN
cice-11525	231	11	-	-	PUNCT
cice-11525	231	12	means	means	NOUN
cice-11525	231	13	method	method	NOUN
cice-11525	231	14	yields	yield	VERB
cice-11525	231	15	the	the	DET
cice-11525	231	16	previously	previously	ADV
cice-11525	231	17	7	7	NUM
cice-11525	231	18	fixed	fix	VERB
cice-11525	231	19	clusters	cluster	NOUN
cice-11525	231	20	,	,	PUNCT
cice-11525	231	21	which	which	PRON
cice-11525	231	22	according	accord	VERB
cice-11525	231	23	to	to	ADP
cice-11525	231	24	the	the	DET
cice-11525	231	25	lpa	lpa	PROPN
cice-11525	231	26	specification	specification	NOUN
cice-11525	231	27	is	be	AUX
cice-11525	231	28	optimal	optimal	ADJ
cice-11525	231	29	.	.	PUNCT
cice-11525	232	1	in	in	ADP
cice-11525	232	2	comparison	comparison	NOUN
cice-11525	232	3	with	with	ADP
cice-11525	232	4	the	the	DET
cice-11525	232	5	hierarchical	hierarchical	ADJ
cice-11525	232	6	and	and	CCONJ
cice-11525	232	7	fuzzy	fuzzy	ADJ
cice-11525	232	8	analyses	analysis	NOUN
cice-11525	232	9	,	,	PUNCT
cice-11525	232	10	however	however	ADV
cice-11525	232	11	,	,	PUNCT
cice-11525	232	12	the	the	DET
cice-11525	232	13	k	k	NOUN
cice-11525	232	14	-	-	PUNCT
cice-11525	232	15	means	means	NOUN
cice-11525	232	16	method	method	NOUN
cice-11525	232	17	comes	come	VERB
cice-11525	232	18	off	off	ADP
cice-11525	232	19	worse	worse	ADV
cice-11525	232	20	in	in	ADP
cice-11525	232	21	terms	term	NOUN
cice-11525	232	22	of	of	ADP
cice-11525	232	23	the	the	DET
cice-11525	232	24	measures	measure	NOUN
cice-11525	232	25	of	of	ADP
cice-11525	232	26	agreement	agreement	NOUN
cice-11525	232	27	.	.	PUNCT
cice-11525	233	1	all	all	ADV
cice-11525	233	2	in	in	ADP
cice-11525	233	3	all	all	PRON
cice-11525	233	4	,	,	PUNCT
cice-11525	233	5	the	the	DET
cice-11525	233	6	optimal	optimal	ADJ
cice-11525	233	7	cluster	cluster	NOUN
cice-11525	233	8	numbers	number	NOUN
cice-11525	233	9	of	of	ADP
cice-11525	233	10	the	the	DET
cice-11525	233	11	three	three	NUM
cice-11525	233	12	model	model	ADJ
cice-11525	233	13	-	-	PUNCT
cice-11525	233	14	free	free	ADJ
cice-11525	233	15	methods	method	NOUN
cice-11525	233	16	are	be	AUX
cice-11525	233	17	around	around	ADP
cice-11525	233	18	7	7	NUM
cice-11525	233	19	.	.	PUNCT
cice-11525	234	1	given	give	VERB
cice-11525	234	2	these	these	DET
cice-11525	234	3	findings	finding	NOUN
cice-11525	234	4	,	,	PUNCT
cice-11525	234	5	fuzzy	fuzzy	ADJ
cice-11525	234	6	emerges	emerge	VERB
cice-11525	234	7	as	as	ADP
cice-11525	234	8	the	the	DET
cice-11525	234	9	best	good	ADJ
cice-11525	234	10	solution	solution	NOUN
cice-11525	234	11	,	,	PUNCT
cice-11525	234	12	followed	follow	VERB
cice-11525	234	13	by	by	ADP
cice-11525	234	14	hca	hca	PROPN
cice-11525	234	15	and	and	CCONJ
cice-11525	234	16	the	the	DET
cice-11525	234	17	kmeans	kmeans	PROPN
cice-11525	234	18	method	method	NOUN
cice-11525	234	19	.	.	PUNCT
cice-11525	235	1	the	the	DET
cice-11525	235	2	ranking	ranking	NOUN
cice-11525	235	3	of	of	ADP
cice-11525	235	4	these	these	DET
cice-11525	235	5	methods	method	NOUN
cice-11525	235	6	is	be	AUX
cice-11525	235	7	reflected	reflect	VERB
cice-11525	235	8	in	in	ADP
cice-11525	235	9	the	the	DET
cice-11525	235	10	courses	course	NOUN
cice-11525	235	11	of	of	ADP
cice-11525	235	12	the	the	DET
cice-11525	235	13	profile	profile	NOUN
cice-11525	235	14	lines	line	NOUN
cice-11525	235	15	in	in	ADP
cice-11525	235	16	the	the	DET
cice-11525	235	17	top	top	ADJ
cice-11525	235	18	panel	panel	NOUN
cice-11525	235	19	of	of	ADP
cice-11525	235	20	figure	figure	NOUN
cice-11525	235	21	4	4	NUM
cice-11525	235	22	.	.	PUNCT
cice-11525	236	1	evidently	evidently	ADV
cice-11525	236	2	,	,	PUNCT
cice-11525	236	3	the	the	DET
cice-11525	236	4	invariant	invariant	ADJ
cice-11525	236	5	ranking	ranking	NOUN
cice-11525	236	6	of	of	ADP
cice-11525	236	7	the	the	DET
cice-11525	236	8	clusters	cluster	NOUN
cice-11525	236	9	,	,	PUNCT
cice-11525	236	10	which	which	PRON
cice-11525	236	11	yields	yield	VERB
cice-11525	236	12	a	a	DET
cice-11525	236	13	parallel	parallel	ADJ
cice-11525	236	14	structure	structure	NOUN
cice-11525	236	15	,	,	PUNCT
cice-11525	236	16	is	be	AUX
cice-11525	236	17	maintained	maintain	VERB
cice-11525	236	18	almost	almost	ADV
cice-11525	236	19	completely	completely	ADV
cice-11525	236	20	for	for	ADP
cice-11525	236	21	each	each	PRON
cice-11525	236	22	of	of	ADP
cice-11525	236	23	the	the	DET
cice-11525	236	24	methods	method	NOUN
cice-11525	236	25	.	.	PUNCT
cice-11525	237	1	as	as	SCONJ
cice-11525	237	2	shown	show	VERB
cice-11525	237	3	,	,	PUNCT
cice-11525	237	4	the	the	DET
cice-11525	237	5	kmeans	kmean	NOUN
cice-11525	237	6	method	method	VERB
cice-11525	237	7	with	with	ADP
cice-11525	237	8	the	the	DET
cice-11525	237	9	worst	bad	ADJ
cice-11525	237	10	match	match	NOUN
cice-11525	237	11	to	to	ADP
cice-11525	237	12	the	the	DET
cice-11525	237	13	reference	reference	NOUN
cice-11525	237	14	typology	typology	NOUN
cice-11525	237	15	exhibits	exhibit	VERB
cice-11525	237	16	crisscrossing	crisscross	VERB
cice-11525	237	17	.	.	PUNCT
cice-11525	238	1	it	it	PRON
cice-11525	238	2	is	be	AUX
cice-11525	238	3	also	also	ADV
cice-11525	238	4	worth	worth	ADJ
cice-11525	238	5	noting	note	VERB
cice-11525	238	6	that	that	SCONJ
cice-11525	238	7	plotted	plot	VERB
cice-11525	238	8	aggregated	aggregate	VERB
cice-11525	238	9	mean	mean	ADJ
cice-11525	238	10	value	value	NOUN
cice-11525	238	11	profiles	profile	NOUN
cice-11525	238	12	provide	provide	VERB
cice-11525	238	13	no	no	DET
cice-11525	238	14	differentiated	differentiated	ADJ
cice-11525	238	15	information	information	NOUN
cice-11525	238	16	on	on	ADP
cice-11525	238	17	the	the	DET
cice-11525	238	18	variation	variation	NOUN
cice-11525	238	19	within	within	ADP
cice-11525	238	20	a	a	DET
cice-11525	238	21	cluster	cluster	NOUN
cice-11525	238	22	.	.	PUNCT
cice-11525	239	1	variation	variation	NOUN
cice-11525	239	2	bands	band	NOUN
cice-11525	239	3	,	,	PUNCT
cice-11525	239	4	for	for	ADP
cice-11525	239	5	example	example	NOUN
cice-11525	239	6	,	,	PUNCT
cice-11525	239	7	could	could	AUX
cice-11525	239	8	be	be	AUX
cice-11525	239	9	computed	compute	VERB
cice-11525	239	10	,	,	PUNCT
cice-11525	239	11	or	or	CCONJ
cice-11525	239	12	the	the	DET
cice-11525	239	13	individual	individual	ADJ
cice-11525	239	14	cases	case	NOUN
cice-11525	239	15	could	could	AUX
cice-11525	239	16	be	be	AUX
cice-11525	239	17	plotted	plot	VERB
cice-11525	239	18	and	and	CCONJ
cice-11525	239	19	observed	observe	VERB
cice-11525	239	20	separately	separately	ADV
cice-11525	239	21	by	by	ADP
cice-11525	239	22	means	mean	NOUN
cice-11525	239	23	of	of	ADP
cice-11525	239	24	interactive	interactive	ADJ
cice-11525	239	25	graphics	graphic	NOUN
cice-11525	239	26	.	.	PUNCT
cice-11525	240	1	these	these	PRON
cice-11525	240	2	and	and	CCONJ
cice-11525	240	3	other	other	ADJ
cice-11525	240	4	strategies	strategy	NOUN
cice-11525	240	5	for	for	ADP
cice-11525	240	6	“	"	PUNCT
cice-11525	240	7	diagnostic	diagnostic	ADJ
cice-11525	240	8	post	post	NOUN
cice-11525	240	9	-	-	NOUN
cice-11525	240	10	analysis	analysis	NOUN
cice-11525	240	11	”	"	PUNCT
cice-11525	240	12	of	of	ADP
cice-11525	240	13	competing	compete	VERB
cice-11525	240	14	cluster	cluster	NOUN
cice-11525	240	15	solutions	solution	NOUN
cice-11525	240	16	in	in	ADP
cice-11525	240	17	the	the	DET
cice-11525	240	18	presented	present	VERB
cice-11525	240	19	comparative	comparative	ADJ
cice-11525	240	20	education	education	NOUN
cice-11525	240	21	context	context	NOUN
cice-11525	240	22	are	be	AUX
cice-11525	240	23	to	to	PART
cice-11525	240	24	be	be	AUX
cice-11525	240	25	examined	examine	VERB
cice-11525	240	26	in	in	ADP
cice-11525	240	27	further	further	ADJ
cice-11525	240	28	research	research	NOUN
cice-11525	240	29	.	.	PUNCT
cice-11525	241	1	ünlü	ünlü	NOUN
cice-11525	241	2	&	&	CCONJ
cice-11525	241	3	schurig	schurig	VERB
cice-11525	241	4	current	current	ADJ
cice-11525	241	5	issues	issue	NOUN
cice-11525	241	6	in	in	ADP
cice-11525	241	7	comparative	comparative	ADJ
cice-11525	241	8	education	education	NOUN
cice-11525	241	9	20	20	NUM
cice-11525	241	10	benchmarking	benchmarke	VERB
cice-11525	241	11	reference	reference	NOUN
cice-11525	241	12	typology	typology	NOUN
cice-11525	241	13	a	a	DET
cice-11525	241	14	comparison	comparison	NOUN
cice-11525	241	15	of	of	ADP
cice-11525	241	16	the	the	DET
cice-11525	241	17	cluster	cluster	NOUN
cice-11525	241	18	solutions	solution	NOUN
cice-11525	241	19	obtained	obtain	VERB
cice-11525	241	20	in	in	ADP
cice-11525	241	21	section	section	NOUN
cice-11525	241	22	lpa	lpa	PROPN
cice-11525	241	23	reference	reference	NOUN
cice-11525	241	24	typology	typology	NOUN
cice-11525	241	25	and	and	CCONJ
cice-11525	241	26	free	free	ADJ
cice-11525	241	27	cluster	cluster	NOUN
cice-11525	241	28	number	number	NOUN
cice-11525	241	29	with	with	ADP
cice-11525	241	30	the	the	DET
cice-11525	241	31	classification	classification	NOUN
cice-11525	241	32	resulting	result	VERB
cice-11525	241	33	from	from	ADP
cice-11525	241	34	the	the	DET
cice-11525	241	35	benchmarking	benchmarke	VERB
cice-11525	241	36	specification	specification	NOUN
cice-11525	241	37	within	within	ADP
cice-11525	241	38	the	the	DET
cice-11525	241	39	domain	domain	NOUN
cice-11525	241	40	mathematics	mathematic	NOUN
cice-11525	241	41	is	be	AUX
cice-11525	241	42	presented	present	VERB
cice-11525	241	43	here	here	ADV
cice-11525	241	44	.	.	PUNCT
cice-11525	242	1	the	the	DET
cice-11525	242	2	competency	competency	NOUN
cice-11525	242	3	level	level	NOUN
cice-11525	242	4	allocations	allocation	NOUN
cice-11525	242	5	for	for	ADP
cice-11525	242	6	mathematics	mathematic	NOUN
cice-11525	242	7	from	from	ADP
cice-11525	242	8	the	the	DET
cice-11525	242	9	timss	timss	PROPN
cice-11525	242	10	study	study	NOUN
cice-11525	242	11	are	be	AUX
cice-11525	242	12	used	use	VERB
cice-11525	242	13	to	to	PART
cice-11525	242	14	represent	represent	VERB
cice-11525	242	15	the	the	DET
cice-11525	242	16	presumed	presume	VERB
cice-11525	242	17	reference	reference	NOUN
cice-11525	242	18	typology	typology	NOUN
cice-11525	242	19	(	(	PUNCT
cice-11525	242	20	see	see	VERB
cice-11525	242	21	section	section	NOUN
cice-11525	242	22	introduction	introduction	NOUN
cice-11525	242	23	:	:	PUNCT
cice-11525	242	24	timss	timss	PROPN
cice-11525	242	25	and	and	CCONJ
cice-11525	242	26	pirls	pirl	NOUN
cice-11525	242	27	studies	study	NOUN
cice-11525	242	28	and	and	CCONJ
cice-11525	242	29	figure	figure	VERB
cice-11525	242	30	1	1	NUM
cice-11525	242	31	)	)	PUNCT
cice-11525	242	32	.	.	PUNCT
cice-11525	243	1	the	the	DET
cice-11525	243	2	corresponding	corresponding	ADJ
cice-11525	243	3	results	result	NOUN
cice-11525	243	4	are	be	AUX
cice-11525	243	5	shown	show	VERB
cice-11525	243	6	in	in	ADP
cice-11525	243	7	figure	figure	NOUN
cice-11525	243	8	5	5	NUM
cice-11525	243	9	.	.	PUNCT
cice-11525	243	10	figure	figure	VERB
cice-11525	243	11	5	5	NUM
cice-11525	243	12	:	:	PUNCT
cice-11525	243	13	quality	quality	NOUN
cice-11525	243	14	criteria	criterion	NOUN
cice-11525	243	15	(	(	PUNCT
cice-11525	243	16	top	top	ADJ
cice-11525	243	17	panel	panel	NOUN
cice-11525	243	18	)	)	PUNCT
cice-11525	243	19	and	and	CCONJ
cice-11525	243	20	measures	measure	NOUN
cice-11525	243	21	of	of	ADP
cice-11525	243	22	agreement	agreement	NOUN
cice-11525	243	23	(	(	PUNCT
cice-11525	243	24	bottom	bottom	ADJ
cice-11525	243	25	panel	panel	NOUN
cice-11525	243	26	)	)	PUNCT
cice-11525	243	27	for	for	ADP
cice-11525	243	28	cluster	cluster	NOUN
cice-11525	243	29	solutions	solution	NOUN
cice-11525	243	30	with	with	ADP
cice-11525	243	31	freely	freely	ADV
cice-11525	243	32	determined	determine	VERB
cice-11525	243	33	number	number	NOUN
cice-11525	243	34	of	of	ADP
cice-11525	243	35	clusters	cluster	NOUN
cice-11525	243	36	(	(	PUNCT
cice-11525	243	37	including	include	VERB
cice-11525	243	38	lpa	lpa	NOUN
cice-11525	243	39	)	)	PUNCT
cice-11525	243	40	compared	compare	VERB
cice-11525	243	41	to	to	ADP
cice-11525	243	42	the	the	DET
cice-11525	243	43	benchmarking	benchmarke	VERB
cice-11525	243	44	performance	performance	NOUN
cice-11525	243	45	levels	level	NOUN
cice-11525	243	46	within	within	ADP
cice-11525	243	47	the	the	DET
cice-11525	243	48	domain	domain	NOUN
cice-11525	243	49	mathematics	mathematic	NOUN
cice-11525	243	50	as	as	ADP
cice-11525	243	51	the	the	DET
cice-11525	243	52	reference	reference	NOUN
cice-11525	243	53	typology	typology	NOUN
cice-11525	243	54	note	note	NOUN
cice-11525	243	55	:	:	PUNCT
cice-11525	243	56	only	only	ADV
cice-11525	243	57	the	the	DET
cice-11525	243	58	absolute	absolute	ADJ
cice-11525	243	59	quality	quality	NOUN
cice-11525	243	60	criteria	criterion	NOUN
cice-11525	243	61	are	be	AUX
cice-11525	243	62	useful	useful	ADJ
cice-11525	243	63	and	and	CCONJ
cice-11525	243	64	plotted	plot	VERB
cice-11525	243	65	here	here	ADV
cice-11525	243	66	for	for	ADP
cice-11525	243	67	the	the	DET
cice-11525	243	68	typology	typology	NOUN
cice-11525	243	69	of	of	ADP
cice-11525	243	70	the	the	DET
cice-11525	243	71	mathematics	mathematic	NOUN
cice-11525	243	72	performance	performance	NOUN
cice-11525	243	73	levels	level	NOUN
cice-11525	243	74	.	.	PUNCT
cice-11525	244	1	the	the	DET
cice-11525	244	2	measures	measure	NOUN
cice-11525	244	3	were	be	AUX
cice-11525	244	4	calculated	calculate	VERB
cice-11525	244	5	for	for	ADP
cice-11525	244	6	lpa	lpa	PROPN
cice-11525	244	7	,	,	PUNCT
cice-11525	244	8	hca	hca	PROPN
cice-11525	244	9	,	,	PUNCT
cice-11525	244	10	k	k	NOUN
cice-11525	244	11	-	-	PUNCT
cice-11525	244	12	means	mean	NOUN
cice-11525	244	13	and	and	CCONJ
cice-11525	244	14	fuzzy	fuzzy	ADJ
cice-11525	244	15	based	base	VERB
cice-11525	244	16	on	on	ADP
cice-11525	244	17	the	the	DET
cice-11525	244	18	specified	specified	ADJ
cice-11525	244	19	groupings	grouping	NOUN
cice-11525	244	20	of	of	ADP
cice-11525	244	21	the	the	DET
cice-11525	244	22	pupils	pupil	NOUN
cice-11525	244	23	by	by	ADP
cice-11525	244	24	using	use	VERB
cice-11525	244	25	all	all	DET
cice-11525	244	26	three	three	NUM
cice-11525	244	27	domains	domain	NOUN
cice-11525	244	28	and	and	CCONJ
cice-11525	244	29	the	the	DET
cice-11525	244	30	corresponding	corresponding	ADJ
cice-11525	244	31	estimated	estimate	VERB
cice-11525	244	32	test	test	NOUN
cice-11525	244	33	values	value	NOUN
cice-11525	244	34	.	.	PUNCT
cice-11525	245	1	for	for	ADP
cice-11525	245	2	the	the	DET
cice-11525	245	3	reference	reference	NOUN
cice-11525	245	4	typology	typology	NOUN
cice-11525	245	5	,	,	PUNCT
cice-11525	245	6	the	the	DET
cice-11525	245	7	computations	computation	NOUN
cice-11525	245	8	were	be	AUX
cice-11525	245	9	based	base	VERB
cice-11525	245	10	on	on	ADP
cice-11525	245	11	the	the	DET
cice-11525	245	12	qualitative	qualitative	ADJ
cice-11525	245	13	level	level	NOUN
cice-11525	245	14	groups	group	NOUN
cice-11525	245	15	,	,	PUNCT
cice-11525	245	16	separately	separately	ADV
cice-11525	245	17	specified	specify	VERB
cice-11525	245	18	in	in	ADP
cice-11525	245	19	the	the	DET
cice-11525	245	20	domain	domain	NOUN
cice-11525	245	21	mathematics	mathematic	NOUN
cice-11525	245	22	.	.	PUNCT
cice-11525	246	1	in	in	ADP
cice-11525	246	2	the	the	DET
cice-11525	246	3	latter	latter	ADJ
cice-11525	246	4	case	case	NOUN
cice-11525	246	5	,	,	PUNCT
cice-11525	246	6	the	the	DET
cice-11525	246	7	determined	determined	ADJ
cice-11525	246	8	mathematics	mathematics	NOUN
cice-11525	246	9	performance	performance	NOUN
cice-11525	246	10	value	value	NOUN
cice-11525	246	11	was	be	AUX
cice-11525	246	12	used	use	VERB
cice-11525	246	13	as	as	ADP
cice-11525	246	14	the	the	DET
cice-11525	246	15	only	only	ADJ
cice-11525	246	16	characteristic	characteristic	ADJ
cice-11525	246	17	variable	variable	NOUN
cice-11525	246	18	.	.	PUNCT
cice-11525	247	1	the	the	DET
cice-11525	247	2	absolute	absolute	ADJ
cice-11525	247	3	measures	measure	NOUN
cice-11525	247	4	of	of	ADP
cice-11525	247	5	quality	quality	NOUN
cice-11525	247	6	(	(	PUNCT
cice-11525	247	7	“	"	PUNCT
cice-11525	247	8	standardized	standardize	VERB
cice-11525	247	9	”	"	PUNCT
cice-11525	247	10	with	with	ADP
cice-11525	247	11	values	value	NOUN
cice-11525	247	12	in	in	ADP
cice-11525	247	13	[	[	X
cice-11525	247	14	-1	-1	ADJ
cice-11525	247	15	,	,	PUNCT
cice-11525	247	16	1	1	NUM
cice-11525	247	17	]	]	PUNCT
cice-11525	247	18	)	)	PUNCT
cice-11525	247	19	were	be	AUX
cice-11525	247	20	calculated	calculate	VERB
cice-11525	247	21	accordingly	accordingly	ADV
cice-11525	247	22	in	in	ADP
cice-11525	247	23	all	all	DET
cice-11525	247	24	three	three	NUM
cice-11525	247	25	domains	domain	NOUN
cice-11525	247	26	either	either	CCONJ
cice-11525	247	27	at	at	ADP
cice-11525	247	28	the	the	DET
cice-11525	247	29	same	same	ADJ
cice-11525	247	30	time	time	NOUN
cice-11525	247	31	for	for	ADP
cice-11525	247	32	the	the	DET
cice-11525	247	33	candidate	candidate	NOUN
cice-11525	247	34	methods	method	NOUN
cice-11525	247	35	or	or	CCONJ
cice-11525	247	36	only	only	ADV
cice-11525	247	37	in	in	ADP
cice-11525	247	38	the	the	DET
cice-11525	247	39	domain	domain	NOUN
cice-11525	247	40	mathematics	mathematic	NOUN
cice-11525	247	41	for	for	ADP
cice-11525	247	42	the	the	DET
cice-11525	247	43	benchmarking	benchmarke	VERB
cice-11525	247	44	reference	reference	NOUN
cice-11525	247	45	.	.	PUNCT
cice-11525	248	1	the	the	DET
cice-11525	248	2	relative	relative	ADJ
cice-11525	248	3	measures	measure	NOUN
cice-11525	248	4	of	of	ADP
cice-11525	248	5	agreement	agreement	NOUN
cice-11525	248	6	compare	compare	VERB
cice-11525	248	7	the	the	DET
cice-11525	248	8	respective	respective	ADJ
cice-11525	248	9	partitions	partition	NOUN
cice-11525	248	10	that	that	PRON
cice-11525	248	11	are	be	AUX
cice-11525	248	12	all	all	PRON
cice-11525	248	13	based	base	VERB
cice-11525	248	14	on	on	ADP
cice-11525	248	15	the	the	DET
cice-11525	248	16	same	same	ADJ
cice-11525	248	17	object	object	NOUN
cice-11525	248	18	set	set	NOUN
cice-11525	248	19	,	,	PUNCT
cice-11525	248	20	i.e.	i.e.	X
cice-11525	248	21	,	,	PUNCT
cice-11525	248	22	the	the	DET
cice-11525	248	23	same	same	ADJ
cice-11525	248	24	sample	sample	NOUN
cice-11525	248	25	of	of	ADP
cice-11525	248	26	pupils	pupil	NOUN
cice-11525	248	27	.	.	PUNCT
cice-11525	249	1	the	the	DET
cice-11525	249	2	results	result	NOUN
cice-11525	249	3	are	be	AUX
cice-11525	249	4	revealing	reveal	VERB
cice-11525	249	5	.	.	PUNCT
cice-11525	250	1	the	the	DET
cice-11525	250	2	first	first	ADJ
cice-11525	250	3	striking	striking	ADJ
cice-11525	250	4	finding	finding	NOUN
cice-11525	250	5	is	be	AUX
cice-11525	250	6	that	that	SCONJ
cice-11525	250	7	the	the	DET
cice-11525	250	8	benchmarking	benchmarke	VERB
cice-11525	250	9	partitioning	partitioning	NOUN
cice-11525	250	10	of	of	ADP
cice-11525	250	11	the	the	DET
cice-11525	250	12	student	student	NOUN
cice-11525	250	13	sample	sample	NOUN
cice-11525	250	14	into	into	ADP
cice-11525	250	15	the	the	DET
cice-11525	250	16	five	five	NUM
cice-11525	250	17	timss	timss	PROPN
cice-11525	250	18	competency	competency	NOUN
cice-11525	250	19	levels	level	NOUN
cice-11525	250	20	,	,	PUNCT
cice-11525	250	21	according	accord	VERB
cice-11525	250	22	to	to	ADP
cice-11525	250	23	the	the	DET
cice-11525	250	24	reference	reference	NOUN
cice-11525	250	25	typology	typology	NOUN
cice-11525	250	26	defined	define	VERB
cice-11525	250	27	above	above	ADV
cice-11525	250	28	,	,	PUNCT
cice-11525	250	29	does	do	AUX
cice-11525	250	30	not	not	PART
cice-11525	250	31	have	have	VERB
cice-11525	250	32	high	high	ADJ
cice-11525	250	33	quality	quality	NOUN
cice-11525	250	34	as	as	ADP
cice-11525	250	35	a	a	DET
cice-11525	250	36	cluster	cluster	NOUN
cice-11525	250	37	solution	solution	NOUN
cice-11525	250	38	in	in	ADP
cice-11525	250	39	absolute	absolute	ADJ
cice-11525	250	40	terms	term	NOUN
cice-11525	250	41	(	(	PUNCT
cice-11525	250	42	top	top	ADJ
cice-11525	250	43	panel	panel	NOUN
cice-11525	250	44	of	of	ADP
cice-11525	250	45	figure	figure	NOUN
cice-11525	250	46	5	5	NUM
cice-11525	250	47	)	)	PUNCT
cice-11525	250	48	.	.	PUNCT
cice-11525	251	1	the	the	DET
cice-11525	251	2	measures	measure	NOUN
cice-11525	251	3	of	of	ADP
cice-11525	251	4	quality	quality	NOUN
cice-11525	251	5	,	,	PUNCT
cice-11525	251	6	pearson	pearson	PROPN
cice-11525	251	7	gamma	gamma	PROPN
cice-11525	251	8	and	and	CCONJ
cice-11525	251	9	average	average	ADJ
cice-11525	251	10	silhouette	silhouette	NOUN
cice-11525	251	11	width	width	NOUN
cice-11525	251	12	take	take	VERB
cice-11525	251	13	on	on	ADP
cice-11525	251	14	very	very	ADV
cice-11525	251	15	small	small	ADJ
cice-11525	251	16	values	value	NOUN
cice-11525	251	17	.	.	PUNCT
cice-11525	252	1	from	from	ADP
cice-11525	252	2	a	a	DET
cice-11525	252	3	computational	computational	ADJ
cice-11525	252	4	data	datum	NOUN
cice-11525	252	5	-	-	PUNCT
cice-11525	252	6	analytical	analytical	ADJ
cice-11525	252	7	computational	computational	ADJ
cice-11525	252	8	typologies	typology	NOUN
cice-11525	252	9	of	of	ADP
cice-11525	252	10	multidimensional	multidimensional	ADJ
cice-11525	252	11	end	end	NOUN
cice-11525	252	12	-	-	PUNCT
cice-11525	252	13	of	of	ADP
cice-11525	252	14	-	-	PUNCT
cice-11525	252	15	primary	primary	ADJ
cice-11525	252	16	-	-	PUNCT
cice-11525	252	17	school	school	NOUN
cice-11525	252	18	performance	performance	NOUN
cice-11525	252	19	profiles	profile	NOUN
cice-11525	252	20	from	from	ADP
cice-11525	252	21	an	an	DET
cice-11525	252	22	educational	educational	ADJ
cice-11525	252	23	perspective	perspective	NOUN
cice-11525	252	24	of	of	ADP
cice-11525	252	25	large	large	ADJ
cice-11525	252	26	-	-	PUNCT
cice-11525	252	27	scale	scale	NOUN
cice-11525	252	28	timss	timss	NOUN
cice-11525	252	29	and	and	CCONJ
cice-11525	252	30	pirls	pirls	NOUN
cice-11525	252	31	surveys	survey	NOUN
cice-11525	252	32	current	current	ADJ
cice-11525	252	33	issues	issue	NOUN
cice-11525	252	34	in	in	ADP
cice-11525	252	35	comparative	comparative	ADJ
cice-11525	252	36	education	education	NOUN
cice-11525	252	37	21	21	NUM
cice-11525	252	38	perspective	perspective	NOUN
cice-11525	252	39	,	,	PUNCT
cice-11525	252	40	the	the	DET
cice-11525	252	41	clusters	cluster	NOUN
cice-11525	252	42	specified	specify	VERB
cice-11525	252	43	by	by	ADP
cice-11525	252	44	the	the	DET
cice-11525	252	45	benchmarking	benchmarking	NOUN
cice-11525	252	46	within	within	ADP
cice-11525	252	47	the	the	DET
cice-11525	252	48	domain	domain	NOUN
cice-11525	252	49	mathematics	mathematic	NOUN
cice-11525	252	50	exhibit	exhibit	VERB
cice-11525	252	51	a	a	DET
cice-11525	252	52	small	small	ADJ
cice-11525	252	53	amount	amount	NOUN
cice-11525	252	54	of	of	ADP
cice-11525	252	55	separation	separation	NOUN
cice-11525	252	56	to	to	ADP
cice-11525	252	57	one	one	NUM
cice-11525	252	58	another	another	DET
cice-11525	252	59	.	.	PUNCT
cice-11525	253	1	in	in	ADP
cice-11525	253	2	terms	term	NOUN
cice-11525	253	3	of	of	ADP
cice-11525	253	4	the	the	DET
cice-11525	253	5	pearson	pearson	PROPN
cice-11525	253	6	gamma	gamma	PROPN
cice-11525	253	7	,	,	PUNCT
cice-11525	253	8	this	this	PRON
cice-11525	253	9	means	mean	VERB
cice-11525	253	10	either	either	CCONJ
cice-11525	253	11	that	that	SCONJ
cice-11525	253	12	quite	quite	DET
cice-11525	253	13	a	a	DET
cice-11525	253	14	few	few	ADJ
cice-11525	253	15	pupils	pupil	NOUN
cice-11525	253	16	with	with	ADP
cice-11525	253	17	comparable	comparable	ADJ
cice-11525	253	18	mathematics	mathematic	NOUN
cice-11525	253	19	performances	performance	NOUN
cice-11525	253	20	in	in	ADP
cice-11525	253	21	the	the	DET
cice-11525	253	22	test	test	NOUN
cice-11525	253	23	are	be	AUX
cice-11525	253	24	categorized	categorize	VERB
cice-11525	253	25	in	in	ADP
cice-11525	253	26	different	different	ADJ
cice-11525	253	27	competency	competency	NOUN
cice-11525	253	28	levels	level	NOUN
cice-11525	253	29	(	(	PUNCT
cice-11525	253	30	first	first	ADJ
cice-11525	253	31	situation	situation	NOUN
cice-11525	253	32	)	)	PUNCT
cice-11525	253	33	or	or	CCONJ
cice-11525	253	34	that	that	SCONJ
cice-11525	253	35	pupils	pupil	NOUN
cice-11525	253	36	with	with	ADP
cice-11525	253	37	different	different	ADJ
cice-11525	253	38	mathematical	mathematical	ADJ
cice-11525	253	39	abilities	ability	NOUN
cice-11525	253	40	are	be	AUX
cice-11525	253	41	classified	classify	VERB
cice-11525	253	42	into	into	ADP
cice-11525	253	43	the	the	DET
cice-11525	253	44	same	same	ADJ
cice-11525	253	45	level	level	NOUN
cice-11525	253	46	(	(	PUNCT
cice-11525	253	47	second	second	ADJ
cice-11525	253	48	situation	situation	NOUN
cice-11525	253	49	)	)	PUNCT
cice-11525	253	50	.	.	PUNCT
cice-11525	254	1	as	as	SCONJ
cice-11525	254	2	can	can	AUX
cice-11525	254	3	be	be	AUX
cice-11525	254	4	seen	see	VERB
cice-11525	254	5	on	on	ADP
cice-11525	254	6	the	the	DET
cice-11525	254	7	average	average	ADJ
cice-11525	254	8	silhouette	silhouette	NOUN
cice-11525	254	9	width	width	NOUN
cice-11525	254	10	criterion	criterion	NOUN
cice-11525	254	11	,	,	PUNCT
cice-11525	254	12	neighboring	neighboring	NOUN
cice-11525	254	13	competency	competency	NOUN
cice-11525	254	14	groups	group	NOUN
cice-11525	254	15	in	in	ADP
cice-11525	254	16	the	the	DET
cice-11525	254	17	first	first	ADJ
cice-11525	254	18	situation	situation	NOUN
cice-11525	254	19	are	be	AUX
cice-11525	254	20	also	also	ADV
cice-11525	254	21	not	not	PART
cice-11525	254	22	being	be	AUX
cice-11525	254	23	separated	separate	VERB
cice-11525	254	24	sufficiently	sufficiently	ADV
cice-11525	254	25	well	well	ADV
cice-11525	254	26	.	.	PUNCT
cice-11525	255	1	quite	quite	DET
cice-11525	255	2	a	a	DET
cice-11525	255	3	few	few	ADJ
cice-11525	255	4	cases	case	NOUN
cice-11525	255	5	come	come	VERB
cice-11525	255	6	to	to	PART
cice-11525	255	7	lie	lie	VERB
cice-11525	255	8	in	in	ADP
cice-11525	255	9	the	the	DET
cice-11525	255	10	boundary	boundary	ADJ
cice-11525	255	11	regions	region	NOUN
cice-11525	255	12	between	between	ADP
cice-11525	255	13	two	two	NUM
cice-11525	255	14	levels	level	NOUN
cice-11525	255	15	.	.	PUNCT
cice-11525	256	1	with	with	ADP
cice-11525	256	2	respect	respect	NOUN
cice-11525	256	3	to	to	ADP
cice-11525	256	4	the	the	DET
cice-11525	256	5	distribution	distribution	NOUN
cice-11525	256	6	of	of	ADP
cice-11525	256	7	the	the	DET
cice-11525	256	8	pupils	pupil	NOUN
cice-11525	256	9	’	'	PUNCT
cice-11525	256	10	performance	performance	NOUN
cice-11525	256	11	test	test	NOUN
cice-11525	256	12	values	value	NOUN
cice-11525	256	13	,	,	PUNCT
cice-11525	256	14	larger	large	ADJ
cice-11525	256	15	gaps	gap	NOUN
cice-11525	256	16	between	between	ADP
cice-11525	256	17	the	the	DET
cice-11525	256	18	“	"	PUNCT
cice-11525	256	19	congested	congested	ADJ
cice-11525	256	20	areas	area	NOUN
cice-11525	256	21	”	"	PUNCT
cice-11525	256	22	within	within	ADP
cice-11525	256	23	individual	individual	ADJ
cice-11525	256	24	levels	level	NOUN
cice-11525	256	25	will	will	AUX
cice-11525	256	26	appear	appear	VERB
cice-11525	256	27	in	in	ADP
cice-11525	256	28	the	the	DET
cice-11525	256	29	second	second	ADJ
cice-11525	256	30	situation	situation	NOUN
cice-11525	256	31	.	.	PUNCT
cice-11525	257	1	in	in	ADP
cice-11525	257	2	both	both	DET
cice-11525	257	3	cases	case	NOUN
cice-11525	257	4	,	,	PUNCT
cice-11525	257	5	from	from	ADP
cice-11525	257	6	a	a	DET
cice-11525	257	7	substantive	substantive	ADJ
cice-11525	257	8	perspective	perspective	NOUN
cice-11525	257	9	,	,	PUNCT
cice-11525	257	10	further	further	ADJ
cice-11525	257	11	research	research	NOUN
cice-11525	257	12	should	should	AUX
cice-11525	257	13	examine	examine	VERB
cice-11525	257	14	if	if	SCONJ
cice-11525	257	15	it	it	PRON
cice-11525	257	16	would	would	AUX
cice-11525	257	17	be	be	AUX
cice-11525	257	18	possible	possible	ADJ
cice-11525	257	19	to	to	PART
cice-11525	257	20	realize	realize	VERB
cice-11525	257	21	differentiated	differentiated	ADJ
cice-11525	257	22	partitions	partition	NOUN
cice-11525	257	23	or	or	CCONJ
cice-11525	257	24	contentual	contentual	ADJ
cice-11525	257	25	interpretations	interpretation	NOUN
cice-11525	257	26	of	of	ADP
cice-11525	257	27	the	the	DET
cice-11525	257	28	competency	competency	NOUN
cice-11525	257	29	levels	level	NOUN
cice-11525	257	30	.	.	PUNCT
cice-11525	258	1	in	in	ADP
cice-11525	258	2	comparison	comparison	NOUN
cice-11525	258	3	,	,	PUNCT
cice-11525	258	4	the	the	DET
cice-11525	258	5	two	two	NUM
cice-11525	258	6	quality	quality	NOUN
cice-11525	258	7	measures	measure	NOUN
cice-11525	258	8	take	take	VERB
cice-11525	258	9	on	on	ADP
cice-11525	258	10	noticeably	noticeably	ADV
cice-11525	258	11	high	high	ADJ
cice-11525	258	12	values	value	NOUN
cice-11525	258	13	for	for	ADP
cice-11525	258	14	all	all	DET
cice-11525	258	15	statistical	statistical	ADJ
cice-11525	258	16	methods	method	NOUN
cice-11525	258	17	.	.	PUNCT
cice-11525	259	1	for	for	ADP
cice-11525	259	2	distance	distance	NOUN
cice-11525	259	3	-	-	PUNCT
cice-11525	259	4	based	base	VERB
cice-11525	259	5	methods	method	NOUN
cice-11525	259	6	and	and	CCONJ
cice-11525	259	7	lpa	lpa	PROPN
cice-11525	259	8	,	,	PUNCT
cice-11525	259	9	the	the	DET
cice-11525	259	10	pearson	pearson	PROPN
cice-11525	259	11	gamma	gamma	PROPN
cice-11525	259	12	lies	lie	VERB
cice-11525	259	13	between	between	ADP
cice-11525	259	14	0.40	0.40	NUM
cice-11525	259	15	and	and	CCONJ
cice-11525	259	16	0.47	0.47	NUM
cice-11525	259	17	,	,	PUNCT
cice-11525	259	18	with	with	ADP
cice-11525	259	19	the	the	DET
cice-11525	259	20	highest	high	ADJ
cice-11525	259	21	value	value	NOUN
cice-11525	259	22	of	of	ADP
cice-11525	259	23	0.46	0.46	NUM
cice-11525	259	24	associated	associate	VERB
cice-11525	259	25	with	with	ADP
cice-11525	259	26	the	the	DET
cice-11525	259	27	lpa	lpa	PROPN
cice-11525	259	28	solution	solution	NOUN
cice-11525	259	29	.	.	PUNCT
cice-11525	260	1	thus	thus	ADV
cice-11525	260	2	,	,	PUNCT
cice-11525	260	3	the	the	DET
cice-11525	260	4	lpa	lpa	PROPN
cice-11525	260	5	stands	stand	VERB
cice-11525	260	6	out	out	ADP
cice-11525	260	7	,	,	PUNCT
cice-11525	260	8	even	even	ADV
cice-11525	260	9	if	if	SCONJ
cice-11525	260	10	only	only	ADV
cice-11525	260	11	relatively	relatively	ADV
cice-11525	260	12	(	(	PUNCT
cice-11525	260	13	weak	weak	ADJ
cice-11525	260	14	split	split	NOUN
cice-11525	260	15	)	)	PUNCT
cice-11525	260	16	,	,	PUNCT
cice-11525	260	17	in	in	ADP
cice-11525	260	18	the	the	DET
cice-11525	260	19	average	average	ADJ
cice-11525	260	20	silhouette	silhouette	NOUN
cice-11525	260	21	width	width	NOUN
cice-11525	260	22	as	as	ADV
cice-11525	260	23	well	well	ADV
cice-11525	260	24	.	.	PUNCT
cice-11525	261	1	the	the	DET
cice-11525	261	2	fact	fact	NOUN
cice-11525	261	3	that	that	SCONJ
cice-11525	261	4	the	the	DET
cice-11525	261	5	timss	timss	NOUN
cice-11525	261	6	benchmarking	benchmarke	VERB
cice-11525	261	7	solution	solution	NOUN
cice-11525	261	8	can	can	AUX
cice-11525	261	9	not	not	PART
cice-11525	261	10	be	be	AUX
cice-11525	261	11	clearly	clearly	ADV
cice-11525	261	12	retrieved	retrieve	VERB
cice-11525	261	13	in	in	ADP
cice-11525	261	14	the	the	DET
cice-11525	261	15	data	datum	NOUN
cice-11525	261	16	is	be	AUX
cice-11525	261	17	obvious	obvious	ADJ
cice-11525	261	18	from	from	ADP
cice-11525	261	19	the	the	DET
cice-11525	261	20	computed	computed	ADJ
cice-11525	261	21	comparison	comparison	NOUN
cice-11525	261	22	or	or	CCONJ
cice-11525	261	23	agreement	agreement	NOUN
cice-11525	261	24	values	value	NOUN
cice-11525	261	25	,	,	PUNCT
cice-11525	261	26	which	which	PRON
cice-11525	261	27	are	be	AUX
cice-11525	261	28	consistently	consistently	ADV
cice-11525	261	29	worse	bad	ADJ
cice-11525	261	30	(	(	PUNCT
cice-11525	261	31	bottom	bottom	ADJ
cice-11525	261	32	panel	panel	NOUN
cice-11525	261	33	of	of	ADP
cice-11525	261	34	figure	figure	NOUN
cice-11525	261	35	5	5	NUM
cice-11525	261	36	)	)	PUNCT
cice-11525	261	37	.	.	PUNCT
cice-11525	262	1	the	the	DET
cice-11525	262	2	benchmarking	benchmarke	VERB
cice-11525	262	3	partitioning	partitioning	NOUN
cice-11525	262	4	of	of	ADP
cice-11525	262	5	the	the	DET
cice-11525	262	6	pupil	pupil	NOUN
cice-11525	262	7	sample	sample	NOUN
cice-11525	262	8	and	and	CCONJ
cice-11525	262	9	the	the	DET
cice-11525	262	10	partitions	partition	NOUN
cice-11525	262	11	derived	derive	VERB
cice-11525	262	12	from	from	ADP
cice-11525	262	13	data	datum	NOUN
cice-11525	262	14	analysis	analysis	NOUN
cice-11525	262	15	differ	differ	VERB
cice-11525	262	16	markedly	markedly	ADV
cice-11525	262	17	.	.	PUNCT
cice-11525	263	1	in	in	ADP
cice-11525	263	2	comparison	comparison	NOUN
cice-11525	263	3	to	to	ADP
cice-11525	263	4	the	the	DET
cice-11525	263	5	other	other	ADJ
cice-11525	263	6	methods	method	NOUN
cice-11525	263	7	,	,	PUNCT
cice-11525	263	8	lpa	lpa	PROPN
cice-11525	263	9	stands	stand	VERB
cice-11525	263	10	out	out	ADP
cice-11525	263	11	again	again	ADV
cice-11525	263	12	with	with	ADP
cice-11525	263	13	regard	regard	NOUN
cice-11525	263	14	to	to	ADP
cice-11525	263	15	its	its	PRON
cice-11525	263	16	distance	distance	NOUN
cice-11525	263	17	to	to	ADP
cice-11525	263	18	the	the	DET
cice-11525	263	19	benchmarking	benchmarke	VERB
cice-11525	263	20	specification	specification	NOUN
cice-11525	263	21	.	.	PUNCT
cice-11525	264	1	the	the	DET
cice-11525	264	2	quality	quality	NOUN
cice-11525	264	3	of	of	ADP
cice-11525	264	4	the	the	DET
cice-11525	264	5	classification	classification	NOUN
cice-11525	264	6	specified	specify	VERB
cice-11525	264	7	by	by	ADP
cice-11525	264	8	the	the	DET
cice-11525	264	9	lpa	lpa	PROPN
cice-11525	264	10	is	be	AUX
cice-11525	264	11	the	the	DET
cice-11525	264	12	best	good	ADJ
cice-11525	264	13	developed	develop	VERB
cice-11525	264	14	across	across	ADP
cice-11525	264	15	both	both	DET
cice-11525	264	16	quality	quality	NOUN
cice-11525	264	17	measures	measure	NOUN
cice-11525	264	18	and	and	CCONJ
cice-11525	264	19	–	–	PUNCT
cice-11525	264	20	presumably	presumably	ADV
cice-11525	264	21	for	for	ADP
cice-11525	264	22	this	this	DET
cice-11525	264	23	reason	reason	NOUN
cice-11525	264	24	–	–	PUNCT
cice-11525	264	25	it	it	PRON
cice-11525	264	26	deviates	deviate	VERB
cice-11525	264	27	the	the	DET
cice-11525	264	28	most	most	ADJ
cice-11525	264	29	in	in	ADP
cice-11525	264	30	its	its	PRON
cice-11525	264	31	agreement	agreement	NOUN
cice-11525	264	32	with	with	ADP
cice-11525	264	33	the	the	DET
cice-11525	264	34	benchmark	benchmark	ADJ
cice-11525	264	35	solution	solution	NOUN
cice-11525	264	36	with	with	ADP
cice-11525	264	37	regard	regard	NOUN
cice-11525	264	38	to	to	ADP
cice-11525	264	39	relative	relative	ADJ
cice-11525	264	40	comparative	comparative	ADJ
cice-11525	264	41	criteria	criterion	NOUN
cice-11525	264	42	.	.	PUNCT
cice-11525	265	1	in	in	ADP
cice-11525	265	2	light	light	NOUN
cice-11525	265	3	of	of	ADP
cice-11525	265	4	these	these	DET
cice-11525	265	5	findings	finding	NOUN
cice-11525	265	6	,	,	PUNCT
cice-11525	265	7	it	it	PRON
cice-11525	265	8	can	can	AUX
cice-11525	265	9	be	be	AUX
cice-11525	265	10	noted	note	VERB
cice-11525	265	11	that	that	SCONJ
cice-11525	265	12	the	the	DET
cice-11525	265	13	quality	quality	NOUN
cice-11525	265	14	of	of	ADP
cice-11525	265	15	the	the	DET
cice-11525	265	16	benchmarking	benchmarke	VERB
cice-11525	265	17	clustering	clustering	NOUN
cice-11525	265	18	can	can	AUX
cice-11525	265	19	and	and	CCONJ
cice-11525	265	20	should	should	AUX
cice-11525	265	21	be	be	AUX
cice-11525	265	22	improved	improve	VERB
cice-11525	265	23	by	by	ADP
cice-11525	265	24	accompanying	accompany	VERB
cice-11525	265	25	statistical	statistical	ADJ
cice-11525	265	26	considerations	consideration	NOUN
cice-11525	265	27	,	,	PUNCT
cice-11525	265	28	such	such	ADJ
cice-11525	265	29	as	as	ADP
cice-11525	265	30	the	the	DET
cice-11525	265	31	additional	additional	ADJ
cice-11525	265	32	optimization	optimization	NOUN
cice-11525	265	33	of	of	ADP
cice-11525	265	34	the	the	DET
cice-11525	265	35	cluster	cluster	NOUN
cice-11525	265	36	criteria	criterion	NOUN
cice-11525	265	37	.	.	PUNCT
cice-11525	266	1	further	further	ADJ
cice-11525	266	2	research	research	NOUN
cice-11525	266	3	is	be	AUX
cice-11525	266	4	necessary	necessary	ADJ
cice-11525	266	5	–	–	PUNCT
cice-11525	266	6	for	for	ADP
cice-11525	266	7	example	example	NOUN
cice-11525	266	8	,	,	PUNCT
cice-11525	266	9	based	base	VERB
cice-11525	266	10	on	on	ADP
cice-11525	266	11	specific	specific	ADJ
cice-11525	266	12	restricted	restricted	ADJ
cice-11525	266	13	latent	latent	NOUN
cice-11525	266	14	class	class	NOUN
cice-11525	266	15	models	model	NOUN
cice-11525	266	16	and	and	CCONJ
cice-11525	266	17	other	other	ADJ
cice-11525	266	18	large	large	ADJ
cice-11525	266	19	-	-	PUNCT
cice-11525	266	20	scale	scale	NOUN
cice-11525	266	21	assessment	assessment	NOUN
cice-11525	266	22	studies	study	NOUN
cice-11525	266	23	and	and	CCONJ
cice-11525	266	24	data	datum	NOUN
cice-11525	266	25	–	–	PUNCT
cice-11525	266	26	to	to	PART
cice-11525	266	27	make	make	VERB
cice-11525	266	28	reliable	reliable	ADJ
cice-11525	266	29	assertions	assertion	NOUN
cice-11525	266	30	or	or	CCONJ
cice-11525	266	31	create	create	VERB
cice-11525	266	32	valid	valid	ADJ
cice-11525	266	33	benchmarking	benchmarke	VERB
cice-11525	266	34	specifications	specification	NOUN
cice-11525	266	35	.	.	PUNCT
cice-11525	267	1	this	this	PRON
cice-11525	267	2	can	can	AUX
cice-11525	267	3	be	be	AUX
cice-11525	267	4	important	important	ADJ
cice-11525	267	5	from	from	ADP
cice-11525	267	6	an	an	DET
cice-11525	267	7	educational	educational	ADJ
cice-11525	267	8	policy	policy	NOUN
cice-11525	267	9	perspective	perspective	NOUN
cice-11525	267	10	.	.	PUNCT
cice-11525	268	1	discussion	discussion	NOUN
cice-11525	268	2	and	and	CCONJ
cice-11525	268	3	summary	summary	VERB
cice-11525	268	4	the	the	DET
cice-11525	268	5	subject	subject	NOUN
cice-11525	268	6	of	of	ADP
cice-11525	268	7	the	the	DET
cice-11525	268	8	present	present	ADJ
cice-11525	268	9	study	study	NOUN
cice-11525	268	10	is	be	AUX
cice-11525	268	11	the	the	DET
cice-11525	268	12	testing	testing	NOUN
cice-11525	268	13	of	of	ADP
cice-11525	268	14	different	different	ADJ
cice-11525	268	15	cluster	cluster	NOUN
cice-11525	268	16	methods	method	NOUN
cice-11525	268	17	for	for	ADP
cice-11525	268	18	the	the	DET
cice-11525	268	19	identification	identification	NOUN
cice-11525	268	20	and	and	CCONJ
cice-11525	268	21	acquisition	acquisition	NOUN
cice-11525	268	22	of	of	ADP
cice-11525	268	23	discrete	discrete	ADJ
cice-11525	268	24	performance	performance	NOUN
cice-11525	268	25	profiles	profile	NOUN
cice-11525	268	26	in	in	ADP
cice-11525	268	27	large	large	ADJ
cice-11525	268	28	-	-	PUNCT
cice-11525	268	29	scale	scale	NOUN
cice-11525	268	30	school	school	NOUN
cice-11525	268	31	performance	performance	NOUN
cice-11525	268	32	comparison	comparison	NOUN
cice-11525	268	33	studies	study	NOUN
cice-11525	268	34	,	,	PUNCT
cice-11525	268	35	illustrated	illustrate	VERB
cice-11525	268	36	here	here	ADV
cice-11525	268	37	by	by	ADP
cice-11525	268	38	using	use	VERB
cice-11525	268	39	the	the	DET
cice-11525	268	40	large	large	ADJ
cice-11525	268	41	-	-	PUNCT
cice-11525	268	42	scale	scale	NOUN
cice-11525	268	43	assessment	assessment	NOUN
cice-11525	268	44	studies	study	NOUN
cice-11525	268	45	of	of	ADP
cice-11525	268	46	timss	timss	NOUN
cice-11525	268	47	and	and	CCONJ
cice-11525	268	48	pirls	pirl	NOUN
cice-11525	268	49	2011	2011	NUM
cice-11525	268	50	.	.	PUNCT
cice-11525	269	1	the	the	DET
cice-11525	269	2	probabilistic	probabilistic	ADJ
cice-11525	269	3	model	model	NOUN
cice-11525	269	4	-	-	PUNCT
cice-11525	269	5	based	base	VERB
cice-11525	269	6	latent	latent	NOUN
cice-11525	269	7	profile	profile	NOUN
cice-11525	269	8	analysis	analysis	NOUN
cice-11525	269	9	,	,	PUNCT
cice-11525	269	10	the	the	DET
cice-11525	269	11	distance	distance	NOUN
cice-11525	269	12	-	-	PUNCT
cice-11525	269	13	based	base	VERB
cice-11525	269	14	computational	computational	ADJ
cice-11525	269	15	k	k	NOUN
cice-11525	269	16	-	-	PUNCT
cice-11525	269	17	means	means	ADJ
cice-11525	269	18	,	,	PUNCT
cice-11525	269	19	hierarchical	hierarchical	ADJ
cice-11525	269	20	and	and	CCONJ
cice-11525	269	21	fuzzy	fuzzy	ADJ
cice-11525	269	22	c	c	NOUN
cice-11525	269	23	-	-	PUNCT
cice-11525	269	24	means	means	NOUN
cice-11525	269	25	cluster	cluster	NOUN
cice-11525	269	26	analyses	analysis	NOUN
cice-11525	269	27	were	be	AUX
cice-11525	269	28	used	use	VERB
cice-11525	269	29	on	on	ADP
cice-11525	269	30	performance	performance	NOUN
cice-11525	269	31	test	test	NOUN
cice-11525	269	32	values	value	NOUN
cice-11525	269	33	determined	determine	VERB
cice-11525	269	34	through	through	ADP
cice-11525	269	35	plausible	plausible	ADJ
cice-11525	269	36	value	value	NOUN
cice-11525	269	37	generation	generation	NOUN
cice-11525	269	38	within	within	ADP
cice-11525	269	39	the	the	DET
cice-11525	269	40	framework	framework	NOUN
cice-11525	269	41	of	of	ADP
cice-11525	269	42	a	a	DET
cice-11525	269	43	three	three	NUM
cice-11525	269	44	-	-	PUNCT
cice-11525	269	45	dimensional	dimensional	ADJ
cice-11525	269	46	irt	irt	NOUN
cice-11525	269	47	scale	scale	NOUN
cice-11525	269	48	.	.	PUNCT
cice-11525	270	1	the	the	DET
cice-11525	270	2	solutions	solution	NOUN
cice-11525	270	3	obtained	obtain	VERB
cice-11525	270	4	via	via	ADP
cice-11525	270	5	the	the	DET
cice-11525	270	6	model	model	NOUN
cice-11525	270	7	-	-	PUNCT
cice-11525	270	8	free	free	ADJ
cice-11525	270	9	computational	computational	ADJ
cice-11525	270	10	methods	method	NOUN
cice-11525	270	11	were	be	AUX
cice-11525	270	12	compared	compare	VERB
cice-11525	270	13	to	to	ADP
cice-11525	270	14	the	the	DET
cice-11525	270	15	results	result	NOUN
cice-11525	270	16	of	of	ADP
cice-11525	270	17	the	the	DET
cice-11525	270	18	latent	latent	NOUN
cice-11525	270	19	profile	profile	NOUN
cice-11525	270	20	analysis	analysis	NOUN
cice-11525	270	21	.	.	PUNCT
cice-11525	271	1	in	in	ADP
cice-11525	271	2	addition	addition	NOUN
cice-11525	271	3	,	,	PUNCT
cice-11525	271	4	the	the	DET
cice-11525	271	5	pupils	pupil	NOUN
cice-11525	271	6	grouped	group	VERB
cice-11525	271	7	via	via	ADP
cice-11525	271	8	the	the	DET
cice-11525	271	9	competency	competency	NOUN
cice-11525	271	10	levels	level	NOUN
cice-11525	271	11	in	in	ADP
cice-11525	271	12	mathematics	mathematic	NOUN
cice-11525	271	13	using	use	VERB
cice-11525	271	14	the	the	DET
cice-11525	271	15	official	official	ADJ
cice-11525	271	16	timss	timss	NOUN
cice-11525	271	17	benchmarking	benchmarke	VERB
cice-11525	271	18	were	be	AUX
cice-11525	271	19	compared	compare	VERB
cice-11525	271	20	with	with	ADP
cice-11525	271	21	the	the	DET
cice-11525	271	22	groupings	grouping	NOUN
cice-11525	271	23	suggested	suggest	VERB
cice-11525	271	24	by	by	ADP
cice-11525	271	25	the	the	DET
cice-11525	271	26	cluster	cluster	NOUN
cice-11525	271	27	methods	method	NOUN
cice-11525	271	28	.	.	PUNCT
cice-11525	272	1	the	the	DET
cice-11525	272	2	classic	classic	ADJ
cice-11525	272	3	k	k	NOUN
cice-11525	272	4	-	-	PUNCT
cice-11525	272	5	means	means	ADJ
cice-11525	272	6	,	,	PUNCT
cice-11525	272	7	hierarchical	hierarchical	ADJ
cice-11525	272	8	and	and	CCONJ
cice-11525	272	9	fuzzy	fuzzy	ADJ
cice-11525	272	10	cluster	cluster	NOUN
cice-11525	272	11	analyses	analysis	NOUN
cice-11525	272	12	,	,	PUNCT
cice-11525	272	13	based	base	VERB
cice-11525	272	14	on	on	ADP
cice-11525	272	15	the	the	DET
cice-11525	272	16	measurement	measurement	NOUN
cice-11525	272	17	error	error	NOUN
cice-11525	272	18	controlled	control	VERB
cice-11525	272	19	performance	performance	NOUN
cice-11525	272	20	data	datum	NOUN
cice-11525	272	21	,	,	PUNCT
cice-11525	272	22	yielded	yield	VERB
cice-11525	272	23	results	result	NOUN
cice-11525	272	24	comparable	comparable	ADJ
cice-11525	272	25	to	to	ADP
cice-11525	272	26	the	the	DET
cice-11525	272	27	model	model	NOUN
cice-11525	272	28	-	-	PUNCT
cice-11525	272	29	supported	support	VERB
cice-11525	272	30	latent	latent	NOUN
cice-11525	272	31	profile	profile	NOUN
cice-11525	272	32	analysis	analysis	NOUN
cice-11525	272	33	.	.	PUNCT
cice-11525	273	1	with	with	ADP
cice-11525	273	2	the	the	DET
cice-11525	273	3	appropriate	appropriate	ADJ
cice-11525	273	4	framework	framework	NOUN
cice-11525	273	5	parameters	parameter	NOUN
cice-11525	273	6	,	,	PUNCT
cice-11525	273	7	the	the	DET
cice-11525	273	8	fuzzy	fuzzy	ADJ
cice-11525	273	9	cluster	cluster	NOUN
cice-11525	273	10	and	and	CCONJ
cice-11525	273	11	the	the	DET
cice-11525	273	12	hierarchical	hierarchical	ADJ
cice-11525	273	13	cluster	cluster	NOUN
cice-11525	273	14	analyses	analysis	NOUN
cice-11525	273	15	have	have	AUX
cice-11525	273	16	yielded	yield	VERB
cice-11525	273	17	the	the	DET
cice-11525	273	18	best	good	ADJ
cice-11525	273	19	results	result	NOUN
cice-11525	273	20	compared	compare	VERB
cice-11525	273	21	with	with	ADP
cice-11525	273	22	the	the	DET
cice-11525	273	23	ünlü	ünlü	NOUN
cice-11525	273	24	&	&	CCONJ
cice-11525	273	25	schurig	schurig	VERB
cice-11525	273	26	current	current	ADJ
cice-11525	273	27	issues	issue	NOUN
cice-11525	273	28	in	in	ADP
cice-11525	273	29	comparative	comparative	ADJ
cice-11525	273	30	education	education	NOUN
cice-11525	273	31	22	22	NUM
cice-11525	273	32	latent	latent	NOUN
cice-11525	273	33	profile	profile	NOUN
cice-11525	273	34	analysis	analysis	NOUN
cice-11525	273	35	(	(	PUNCT
cice-11525	273	36	reference	reference	NOUN
cice-11525	273	37	typology	typology	NOUN
cice-11525	273	38	)	)	PUNCT
cice-11525	273	39	across	across	ADP
cice-11525	273	40	the	the	DET
cice-11525	273	41	board	board	NOUN
cice-11525	273	42	of	of	ADP
cice-11525	273	43	a	a	DET
cice-11525	273	44	number	number	NOUN
cice-11525	273	45	of	of	ADP
cice-11525	273	46	comparison	comparison	NOUN
cice-11525	273	47	indices	index	NOUN
cice-11525	273	48	.	.	PUNCT
cice-11525	274	1	since	since	SCONJ
cice-11525	274	2	there	there	PRON
cice-11525	274	3	are	be	VERB
cice-11525	274	4	no	no	DET
cice-11525	274	5	model	model	NOUN
cice-11525	274	6	assumptions	assumption	NOUN
cice-11525	274	7	or	or	CCONJ
cice-11525	274	8	complex	complex	ADJ
cice-11525	274	9	estimation	estimation	NOUN
cice-11525	274	10	routines	routine	NOUN
cice-11525	274	11	,	,	PUNCT
cice-11525	274	12	the	the	DET
cice-11525	274	13	classic	classic	ADJ
cice-11525	274	14	cluster	cluster	NOUN
cice-11525	274	15	methods	method	NOUN
cice-11525	274	16	appear	appear	VERB
cice-11525	274	17	to	to	PART
cice-11525	274	18	be	be	AUX
cice-11525	274	19	practicable	practicable	ADJ
cice-11525	274	20	,	,	PUNCT
cice-11525	274	21	easy	easy	ADJ
cice-11525	274	22	access	access	NOUN
cice-11525	274	23	alternatives	alternative	NOUN
cice-11525	274	24	for	for	ADP
cice-11525	274	25	the	the	DET
cice-11525	274	26	handling	handling	NOUN
cice-11525	274	27	of	of	ADP
cice-11525	274	28	complex	complex	ADJ
cice-11525	274	29	large	large	ADJ
cice-11525	274	30	-	-	PUNCT
cice-11525	274	31	scale	scale	NOUN
cice-11525	274	32	assessment	assessment	NOUN
cice-11525	274	33	data	datum	NOUN
cice-11525	274	34	.	.	PUNCT
cice-11525	275	1	the	the	DET
cice-11525	275	2	presented	present	VERB
cice-11525	275	3	comparison	comparison	NOUN
cice-11525	275	4	of	of	ADP
cice-11525	275	5	the	the	DET
cice-11525	275	6	cluster	cluster	NOUN
cice-11525	275	7	methods	method	NOUN
cice-11525	275	8	is	be	AUX
cice-11525	275	9	not	not	PART
cice-11525	275	10	only	only	ADV
cice-11525	275	11	useful	useful	ADJ
cice-11525	275	12	from	from	ADP
cice-11525	275	13	a	a	DET
cice-11525	275	14	methodical	methodical	ADJ
cice-11525	275	15	perspective	perspective	NOUN
cice-11525	275	16	;	;	PUNCT
cice-11525	275	17	but	but	CCONJ
cice-11525	275	18	it	it	PRON
cice-11525	275	19	is	be	AUX
cice-11525	275	20	also	also	ADV
cice-11525	275	21	important	important	ADJ
cice-11525	275	22	from	from	ADP
cice-11525	275	23	a	a	DET
cice-11525	275	24	substantive	substantive	ADJ
cice-11525	275	25	,	,	PUNCT
cice-11525	275	26	practical	practical	ADJ
cice-11525	275	27	point	point	NOUN
cice-11525	275	28	of	of	ADP
cice-11525	275	29	view	view	NOUN
cice-11525	275	30	.	.	PUNCT
cice-11525	276	1	the	the	DET
cice-11525	276	2	results	result	NOUN
cice-11525	276	3	of	of	ADP
cice-11525	276	4	the	the	DET
cice-11525	276	5	comparison	comparison	NOUN
cice-11525	276	6	of	of	ADP
cice-11525	276	7	the	the	DET
cice-11525	276	8	quantitative	quantitative	ADJ
cice-11525	276	9	cluster	cluster	NOUN
cice-11525	276	10	methods	method	NOUN
cice-11525	276	11	to	to	ADP
cice-11525	276	12	the	the	DET
cice-11525	276	13	qualitative	qualitative	ADJ
cice-11525	276	14	benchmarking	benchmarke	VERB
cice-11525	276	15	specification	specification	NOUN
cice-11525	276	16	of	of	ADP
cice-11525	276	17	the	the	DET
cice-11525	276	18	large	large	ADJ
cice-11525	276	19	-	-	PUNCT
cice-11525	276	20	scale	scale	NOUN
cice-11525	276	21	assessment	assessment	NOUN
cice-11525	276	22	study	study	NOUN
cice-11525	276	23	have	have	AUX
cice-11525	276	24	shown	show	VERB
cice-11525	276	25	that	that	SCONJ
cice-11525	276	26	the	the	DET
cice-11525	276	27	data	data	NOUN
cice-11525	276	28	-	-	PUNCT
cice-11525	276	29	analytical	analytical	ADJ
cice-11525	276	30	methods	method	NOUN
cice-11525	276	31	lead	lead	VERB
cice-11525	276	32	to	to	ADP
cice-11525	276	33	significantly	significantly	ADV
cice-11525	276	34	more	more	ADV
cice-11525	276	35	homogeneous	homogeneous	ADJ
cice-11525	276	36	groupings	grouping	NOUN
cice-11525	276	37	that	that	PRON
cice-11525	276	38	exhibit	exhibit	VERB
cice-11525	276	39	better	well	ADJ
cice-11525	276	40	quality	quality	NOUN
cice-11525	276	41	in	in	ADP
cice-11525	276	42	the	the	DET
cice-11525	276	43	data	datum	NOUN
cice-11525	276	44	.	.	PUNCT
cice-11525	277	1	conclusion	conclusion	NOUN
cice-11525	277	2	we	we	PRON
cice-11525	277	3	conclude	conclude	VERB
cice-11525	277	4	with	with	ADP
cice-11525	277	5	observations	observation	NOUN
cice-11525	277	6	on	on	ADP
cice-11525	277	7	possible	possible	ADJ
cice-11525	277	8	future	future	ADJ
cice-11525	277	9	research	research	NOUN
cice-11525	277	10	directions	direction	NOUN
cice-11525	277	11	in	in	ADP
cice-11525	277	12	this	this	DET
cice-11525	277	13	field	field	NOUN
cice-11525	277	14	.	.	PUNCT
cice-11525	278	1	of	of	ADP
cice-11525	278	2	course	course	NOUN
cice-11525	278	3	,	,	PUNCT
cice-11525	278	4	the	the	DET
cice-11525	278	5	data	datum	NOUN
cice-11525	278	6	analysis	analysis	NOUN
cice-11525	278	7	demonstrated	demonstrate	VERB
cice-11525	278	8	here	here	ADV
cice-11525	278	9	can	can	AUX
cice-11525	278	10	be	be	AUX
cice-11525	278	11	applied	apply	VERB
cice-11525	278	12	to	to	ADP
cice-11525	278	13	other	other	ADJ
cice-11525	278	14	studies	study	NOUN
cice-11525	278	15	as	as	ADV
cice-11525	278	16	well	well	ADV
cice-11525	278	17	,	,	PUNCT
cice-11525	278	18	for	for	ADP
cice-11525	278	19	example	example	NOUN
cice-11525	278	20	pisa	pisa	PROPN
cice-11525	278	21	.	.	PUNCT
cice-11525	279	1	different	different	ADJ
cice-11525	279	2	large	large	ADJ
cice-11525	279	3	-	-	PUNCT
cice-11525	279	4	scale	scale	NOUN
cice-11525	279	5	assessment	assessment	NOUN
cice-11525	279	6	studies	study	NOUN
cice-11525	279	7	often	often	ADV
cice-11525	279	8	survey	survey	VERB
cice-11525	279	9	similar	similar	ADJ
cice-11525	279	10	competencies	competency	NOUN
cice-11525	279	11	and	and	CCONJ
cice-11525	279	12	traditionally	traditionally	ADV
cice-11525	279	13	are	be	AUX
cice-11525	279	14	compared	compare	VERB
cice-11525	279	15	based	base	VERB
cice-11525	279	16	on	on	ADP
cice-11525	279	17	the	the	DET
cice-11525	279	18	latent	latent	NOUN
cice-11525	279	19	correlations	correlation	NOUN
cice-11525	279	20	among	among	ADP
cice-11525	279	21	their	their	PRON
cice-11525	279	22	continuous	continuous	ADJ
cice-11525	279	23	performance	performance	NOUN
cice-11525	279	24	dimensions	dimension	NOUN
cice-11525	279	25	.	.	PUNCT
cice-11525	280	1	as	as	ADP
cice-11525	280	2	a	a	DET
cice-11525	280	3	supplement	supplement	NOUN
cice-11525	280	4	to	to	ADP
cice-11525	280	5	this	this	DET
cice-11525	280	6	common	common	ADJ
cice-11525	280	7	approach	approach	NOUN
cice-11525	280	8	,	,	PUNCT
cice-11525	280	9	the	the	DET
cice-11525	280	10	comparison	comparison	NOUN
cice-11525	280	11	between	between	ADP
cice-11525	280	12	different	different	ADJ
cice-11525	280	13	large	large	ADJ
cice-11525	280	14	-	-	PUNCT
cice-11525	280	15	scale	scale	NOUN
cice-11525	280	16	assessment	assessment	NOUN
cice-11525	280	17	studies	study	NOUN
cice-11525	280	18	using	use	VERB
cice-11525	280	19	their	their	PRON
cice-11525	280	20	respective	respective	ADJ
cice-11525	280	21	cluster	cluster	NOUN
cice-11525	280	22	partitions	partition	NOUN
cice-11525	280	23	of	of	ADP
cice-11525	280	24	the	the	DET
cice-11525	280	25	pupil	pupil	NOUN
cice-11525	280	26	sample	sample	NOUN
cice-11525	280	27	would	would	AUX
cice-11525	280	28	be	be	AUX
cice-11525	280	29	interesting	interesting	ADJ
cice-11525	280	30	.	.	PUNCT
cice-11525	281	1	we	we	PRON
cice-11525	281	2	suspect	suspect	VERB
cice-11525	281	3	this	this	DET
cice-11525	281	4	study	study	NOUN
cice-11525	281	5	will	will	AUX
cice-11525	281	6	make	make	VERB
cice-11525	281	7	it	it	PRON
cice-11525	281	8	possible	possible	ADJ
cice-11525	281	9	to	to	PART
cice-11525	281	10	comparatively	comparatively	ADV
cice-11525	281	11	investigate	investigate	VERB
cice-11525	281	12	different	different	ADJ
cice-11525	281	13	large	large	ADJ
cice-11525	281	14	-	-	PUNCT
cice-11525	281	15	scale	scale	NOUN
cice-11525	281	16	assessments	assessment	NOUN
cice-11525	281	17	in	in	ADP
cice-11525	281	18	terms	term	NOUN
cice-11525	281	19	of	of	ADP
cice-11525	281	20	their	their	PRON
cice-11525	281	21	similarities	similarity	NOUN
cice-11525	281	22	and	and	CCONJ
cice-11525	281	23	differences	difference	NOUN
cice-11525	281	24	in	in	ADP
cice-11525	281	25	a	a	PRON
cice-11525	281	26	more	more	ADV
cice-11525	281	27	sophisticated	sophisticated	ADJ
cice-11525	281	28	,	,	PUNCT
cice-11525	281	29	substantially	substantially	ADV
cice-11525	281	30	expanded	expand	VERB
cice-11525	281	31	way	way	NOUN
cice-11525	281	32	.	.	PUNCT
cice-11525	282	1	indeed	indeed	ADV
cice-11525	282	2	,	,	PUNCT
cice-11525	282	3	more	more	ADJ
cice-11525	282	4	than	than	ADP
cice-11525	282	5	three	three	NUM
cice-11525	282	6	dimensions	dimension	NOUN
cice-11525	282	7	,	,	PUNCT
cice-11525	282	8	such	such	ADJ
cice-11525	282	9	as	as	ADP
cice-11525	282	10	the	the	DET
cice-11525	282	11	sub	sub	NOUN
cice-11525	282	12	-	-	NOUN
cice-11525	282	13	facets	facet	NOUN
cice-11525	282	14	of	of	ADP
cice-11525	282	15	the	the	DET
cice-11525	282	16	respective	respective	ADJ
cice-11525	282	17	primary	primary	ADJ
cice-11525	282	18	domains	domain	NOUN
cice-11525	282	19	,	,	PUNCT
cice-11525	282	20	can	can	AUX
cice-11525	282	21	be	be	AUX
cice-11525	282	22	clustered	cluster	VERB
cice-11525	282	23	as	as	ADV
cice-11525	282	24	well	well	ADV
cice-11525	282	25	.	.	PUNCT
cice-11525	283	1	we	we	PRON
cice-11525	283	2	expect	expect	VERB
cice-11525	283	3	that	that	SCONJ
cice-11525	283	4	higher	high	ADJ
cice-11525	283	5	dimensional	dimensional	ADJ
cice-11525	283	6	solutions	solution	NOUN
cice-11525	283	7	will	will	AUX
cice-11525	283	8	yield	yield	VERB
cice-11525	283	9	more	more	ADJ
cice-11525	283	10	in	in	ADP
cice-11525	283	11	-	-	PUNCT
cice-11525	283	12	depth	depth	NOUN
cice-11525	283	13	insights	insight	NOUN
cice-11525	283	14	.	.	PUNCT
cice-11525	284	1	this	this	PRON
cice-11525	284	2	is	be	AUX
cice-11525	284	3	because	because	SCONJ
cice-11525	284	4	the	the	DET
cice-11525	284	5	primary	primary	ADJ
cice-11525	284	6	dimensions	dimension	NOUN
cice-11525	284	7	of	of	ADP
cice-11525	284	8	reading	reading	NOUN
cice-11525	284	9	,	,	PUNCT
cice-11525	284	10	mathematics	mathematic	NOUN
cice-11525	284	11	and	and	CCONJ
cice-11525	284	12	science	science	NOUN
cice-11525	284	13	could	could	AUX
cice-11525	284	14	be	be	AUX
cice-11525	284	15	assessed	assess	VERB
cice-11525	284	16	at	at	ADP
cice-11525	284	17	a	a	DET
cice-11525	284	18	more	more	ADV
cice-11525	284	19	granular	granular	ADJ
cice-11525	284	20	level	level	NOUN
cice-11525	284	21	,	,	PUNCT
cice-11525	284	22	for	for	ADP
cice-11525	284	23	example	example	NOUN
cice-11525	284	24	based	base	VERB
cice-11525	284	25	on	on	ADP
cice-11525	284	26	the	the	DET
cice-11525	284	27	content	content	NOUN
cice-11525	284	28	-	-	PUNCT
cice-11525	284	29	related	relate	VERB
cice-11525	284	30	sub	sub	NOUN
cice-11525	284	31	-	-	NOUN
cice-11525	284	32	domains	domain	NOUN
cice-11525	284	33	of	of	ADP
cice-11525	284	34	their	their	PRON
cice-11525	284	35	comprehension	comprehension	NOUN
cice-11525	284	36	processes	process	NOUN
cice-11525	284	37	(	(	PUNCT
cice-11525	284	38	pirls	pirl	NOUN
cice-11525	284	39	)	)	PUNCT
cice-11525	284	40	and	and	CCONJ
cice-11525	284	41	cognitive	cognitive	ADJ
cice-11525	284	42	requirements	requirement	NOUN
cice-11525	284	43	(	(	PUNCT
cice-11525	284	44	timss	timss	NOUN
cice-11525	284	45	)	)	PUNCT
cice-11525	284	46	.	.	PUNCT
cice-11525	285	1	as	as	ADP
cice-11525	285	2	in	in	ADP
cice-11525	285	3	our	our	PRON
cice-11525	285	4	study	study	NOUN
cice-11525	285	5	,	,	PUNCT
cice-11525	285	6	analytical	analytical	ADJ
cice-11525	285	7	models	model	NOUN
cice-11525	285	8	that	that	PRON
cice-11525	285	9	use	use	VERB
cice-11525	285	10	more	more	ADJ
cice-11525	285	11	than	than	ADP
cice-11525	285	12	three	three	NUM
cice-11525	285	13	dimensions	dimension	NOUN
cice-11525	285	14	can	can	AUX
cice-11525	285	15	be	be	AUX
cice-11525	285	16	expanded	expand	VERB
cice-11525	285	17	with	with	ADP
cice-11525	285	18	continuing	continue	VERB
cice-11525	285	19	or	or	CCONJ
cice-11525	285	20	comparative	comparative	ADJ
cice-11525	285	21	cluster	cluster	NOUN
cice-11525	285	22	analyses	analysis	NOUN
cice-11525	285	23	.	.	PUNCT
cice-11525	286	1	as	as	SCONJ
cice-11525	286	2	is	be	AUX
cice-11525	286	3	evident	evident	ADJ
cice-11525	286	4	from	from	ADP
cice-11525	286	5	the	the	DET
cice-11525	286	6	average	average	ADJ
cice-11525	286	7	silhouette	silhouette	NOUN
cice-11525	286	8	width	width	NOUN
cice-11525	286	9	,	,	PUNCT
cice-11525	286	10	which	which	PRON
cice-11525	286	11	is	be	AUX
cice-11525	286	12	low	low	ADJ
cice-11525	286	13	throughout	throughout	ADV
cice-11525	286	14	,	,	PUNCT
cice-11525	286	15	the	the	DET
cice-11525	286	16	specific	specific	ADJ
cice-11525	286	17	cluster	cluster	NOUN
cice-11525	286	18	number	number	NOUN
cice-11525	286	19	is	be	AUX
cice-11525	286	20	hard	hard	ADJ
cice-11525	286	21	to	to	PART
cice-11525	286	22	determine	determine	VERB
cice-11525	286	23	.	.	PUNCT
cice-11525	287	1	this	this	PRON
cice-11525	287	2	can	can	AUX
cice-11525	287	3	be	be	AUX
cice-11525	287	4	ascribed	ascribe	VERB
cice-11525	287	5	particularly	particularly	ADV
cice-11525	287	6	to	to	ADP
cice-11525	287	7	the	the	DET
cice-11525	287	8	structure	structure	NOUN
cice-11525	287	9	of	of	ADP
cice-11525	287	10	the	the	DET
cice-11525	287	11	data	datum	NOUN
cice-11525	287	12	.	.	PUNCT
cice-11525	288	1	in	in	ADP
cice-11525	288	2	other	other	ADJ
cice-11525	288	3	words	word	NOUN
cice-11525	288	4	,	,	PUNCT
cice-11525	288	5	the	the	DET
cice-11525	288	6	highly	highly	ADV
cice-11525	288	7	developed	develop	VERB
cice-11525	288	8	test	test	NOUN
cice-11525	288	9	methods	method	NOUN
cice-11525	288	10	allow	allow	VERB
cice-11525	288	11	a	a	DET
cice-11525	288	12	“	"	PUNCT
cice-11525	288	13	tight	tight	ADJ
cice-11525	288	14	knit	knit	ADJ
cice-11525	288	15	”	"	PUNCT
cice-11525	288	16	multidimensional	multidimensional	ADJ
cice-11525	288	17	normality	normality	NOUN
cice-11525	288	18	.	.	PUNCT
cice-11525	289	1	the	the	DET
cice-11525	289	2	calculated	calculate	VERB
cice-11525	289	3	criteria	criterion	NOUN
cice-11525	289	4	for	for	ADP
cice-11525	289	5	the	the	DET
cice-11525	289	6	cluster	cluster	NOUN
cice-11525	289	7	numbers	number	NOUN
cice-11525	289	8	often	often	ADV
cice-11525	289	9	lie	lie	VERB
cice-11525	289	10	in	in	ADP
cice-11525	289	11	tight	tight	ADJ
cice-11525	289	12	proximity	proximity	NOUN
cice-11525	289	13	.	.	PUNCT
cice-11525	290	1	thus	thus	ADV
cice-11525	290	2	,	,	PUNCT
cice-11525	290	3	a	a	DET
cice-11525	290	4	low	low	ADJ
cice-11525	290	5	number	number	NOUN
cice-11525	290	6	of	of	ADP
cice-11525	290	7	clusters	cluster	NOUN
cice-11525	290	8	appear	appear	VERB
cice-11525	290	9	to	to	PART
cice-11525	290	10	be	be	AUX
cice-11525	290	11	empirically	empirically	ADV
cice-11525	290	12	plausible	plausible	ADJ
cice-11525	290	13	for	for	ADP
cice-11525	290	14	the	the	DET
cice-11525	290	15	timss	timss	NOUN
cice-11525	290	16	/	/	SYM
cice-11525	290	17	pirls	pirl	NOUN
cice-11525	290	18	2011	2011	NUM
cice-11525	290	19	data	datum	NOUN
cice-11525	290	20	.	.	PUNCT
cice-11525	291	1	depending	depend	VERB
cice-11525	291	2	on	on	ADP
cice-11525	291	3	the	the	DET
cice-11525	291	4	focus	focus	NOUN
cice-11525	291	5	of	of	ADP
cice-11525	291	6	the	the	DET
cice-11525	291	7	research	research	NOUN
cice-11525	291	8	,	,	PUNCT
cice-11525	291	9	if	if	SCONJ
cice-11525	291	10	it	it	PRON
cice-11525	291	11	is	be	AUX
cice-11525	291	12	theoretically	theoretically	ADV
cice-11525	291	13	well	well	ADV
cice-11525	291	14	-	-	PUNCT
cice-11525	291	15	founded	found	VERB
cice-11525	291	16	,	,	PUNCT
cice-11525	291	17	an	an	DET
cice-11525	291	18	increase	increase	NOUN
cice-11525	291	19	of	of	ADP
cice-11525	291	20	the	the	DET
cice-11525	291	21	cluster	cluster	NOUN
cice-11525	291	22	number	number	NOUN
cice-11525	291	23	can	can	AUX
cice-11525	291	24	be	be	AUX
cice-11525	291	25	appropriate	appropriate	ADJ
cice-11525	291	26	.	.	PUNCT
cice-11525	292	1	for	for	ADP
cice-11525	292	2	this	this	DET
cice-11525	292	3	reason	reason	NOUN
cice-11525	292	4	,	,	PUNCT
cice-11525	292	5	it	it	PRON
cice-11525	292	6	will	will	AUX
cice-11525	292	7	be	be	AUX
cice-11525	292	8	of	of	ADP
cice-11525	292	9	great	great	ADJ
cice-11525	292	10	interest	interest	NOUN
cice-11525	292	11	in	in	ADP
cice-11525	292	12	the	the	DET
cice-11525	292	13	future	future	NOUN
cice-11525	292	14	to	to	PART
cice-11525	292	15	examine	examine	VERB
cice-11525	292	16	how	how	SCONJ
cice-11525	292	17	much	much	ADV
cice-11525	292	18	further	far	ADV
cice-11525	292	19	the	the	DET
cice-11525	292	20	granularity	granularity	NOUN
cice-11525	292	21	of	of	ADP
cice-11525	292	22	the	the	DET
cice-11525	292	23	clusters	cluster	NOUN
cice-11525	292	24	can	can	AUX
cice-11525	292	25	be	be	AUX
cice-11525	292	26	refined	refine	VERB
cice-11525	292	27	to	to	PART
cice-11525	292	28	identify	identify	VERB
cice-11525	292	29	small	small	ADJ
cice-11525	292	30	sub	sub	NOUN
cice-11525	292	31	-	-	NOUN
cice-11525	292	32	groups	group	NOUN
cice-11525	292	33	or	or	CCONJ
cice-11525	292	34	extreme	extreme	ADJ
cice-11525	292	35	groups	group	NOUN
cice-11525	292	36	such	such	ADJ
cice-11525	292	37	as	as	ADP
cice-11525	292	38	“	"	PUNCT
cice-11525	292	39	savants	savant	NOUN
cice-11525	292	40	”	"	PUNCT
cice-11525	292	41	or	or	CCONJ
cice-11525	292	42	“	"	PUNCT
cice-11525	292	43	learning	learn	VERB
cice-11525	292	44	disabled	disabled	ADJ
cice-11525	292	45	”	"	PUNCT
cice-11525	292	46	in	in	ADP
cice-11525	292	47	a	a	DET
cice-11525	292	48	targeted	target	VERB
cice-11525	292	49	or	or	CCONJ
cice-11525	292	50	empirically	empirically	ADV
cice-11525	292	51	appropriate	appropriate	ADJ
cice-11525	292	52	manner	manner	NOUN
cice-11525	292	53	.	.	PUNCT
cice-11525	293	1	the	the	DET
cice-11525	293	2	examination	examination	NOUN
cice-11525	293	3	of	of	ADP
cice-11525	293	4	such	such	ADJ
cice-11525	293	5	relatively	relatively	ADV
cice-11525	293	6	rare	rare	ADJ
cice-11525	293	7	cases	case	NOUN
cice-11525	293	8	could	could	AUX
cice-11525	293	9	possibly	possibly	ADV
cice-11525	293	10	piggy	piggy	VERB
cice-11525	293	11	-	-	PUNCT
cice-11525	293	12	back	back	NOUN
cice-11525	293	13	on	on	ADP
cice-11525	293	14	statistical	statistical	ADJ
cice-11525	293	15	error	error	NOUN
cice-11525	293	16	analyses	analysis	NOUN
cice-11525	293	17	in	in	ADP
cice-11525	293	18	model	model	NOUN
cice-11525	293	19	-	-	PUNCT
cice-11525	293	20	supported	support	VERB
cice-11525	293	21	reference	reference	NOUN
cice-11525	293	22	typologies	typology	NOUN
cice-11525	293	23	,	,	PUNCT
cice-11525	293	24	and	and	CCONJ
cice-11525	293	25	thus	thus	ADV
cice-11525	293	26	also	also	ADV
cice-11525	293	27	allow	allow	VERB
cice-11525	293	28	differentiated	differentiated	ADJ
cice-11525	293	29	assertions	assertion	NOUN
cice-11525	293	30	about	about	ADP
cice-11525	293	31	misallocations	misallocation	NOUN
cice-11525	293	32	in	in	ADP
cice-11525	293	33	the	the	DET
cice-11525	293	34	partitioning	partitioning	NOUN
cice-11525	293	35	.	.	PUNCT
cice-11525	294	1	in	in	ADP
cice-11525	294	2	conclusion	conclusion	NOUN
cice-11525	294	3	,	,	PUNCT
cice-11525	294	4	we	we	PRON
cice-11525	294	5	would	would	AUX
cice-11525	294	6	like	like	VERB
cice-11525	294	7	to	to	PART
cice-11525	294	8	note	note	VERB
cice-11525	294	9	that	that	SCONJ
cice-11525	294	10	these	these	DET
cice-11525	294	11	methods	method	NOUN
cice-11525	294	12	as	as	ADP
cice-11525	294	13	“	"	PUNCT
cice-11525	294	14	data	data	NOUN
cice-11525	294	15	analysis	analysis	NOUN
cice-11525	294	16	”	"	PUNCT
cice-11525	294	17	have	have	VERB
cice-11525	294	18	their	their	PRON
cice-11525	294	19	weaknesses	weakness	NOUN
cice-11525	294	20	.	.	PUNCT
cice-11525	295	1	therefore	therefore	ADV
cice-11525	295	2	,	,	PUNCT
cice-11525	295	3	it	it	PRON
cice-11525	295	4	is	be	AUX
cice-11525	295	5	important	important	ADJ
cice-11525	295	6	to	to	PART
cice-11525	295	7	regard	regard	VERB
cice-11525	295	8	and	and	CCONJ
cice-11525	295	9	understand	understand	VERB
cice-11525	295	10	the	the	DET
cice-11525	295	11	different	different	ADJ
cice-11525	295	12	methodical	methodical	ADJ
cice-11525	295	13	approaches	approach	NOUN
cice-11525	295	14	,	,	PUNCT
cice-11525	295	15	be	be	AUX
cice-11525	295	16	they	they	PRON
cice-11525	295	17	computational	computational	ADJ
cice-11525	295	18	or	or	CCONJ
cice-11525	295	19	model	model	NOUN
cice-11525	295	20	-	-	PUNCT
cice-11525	295	21	based	base	VERB
cice-11525	295	22	,	,	PUNCT
cice-11525	295	23	as	as	ADP
cice-11525	295	24	perspectives	perspective	NOUN
cice-11525	295	25	that	that	PRON
cice-11525	295	26	complement	complement	VERB
cice-11525	295	27	one	one	NOUN
cice-11525	295	28	another	another	DET
cice-11525	295	29	.	.	PUNCT
cice-11525	296	1	although	although	SCONJ
cice-11525	296	2	the	the	DET
cice-11525	296	3	model	model	NOUN
cice-11525	296	4	-	-	PUNCT
cice-11525	296	5	based	base	VERB
cice-11525	296	6	approach	approach	NOUN
cice-11525	296	7	is	be	AUX
cice-11525	296	8	the	the	DET
cice-11525	296	9	centerpiece	centerpiece	NOUN
cice-11525	296	10	,	,	PUNCT
cice-11525	296	11	its	its	PRON
cice-11525	296	12	utility	utility	NOUN
cice-11525	296	13	and	and	CCONJ
cice-11525	296	14	importance	importance	NOUN
cice-11525	296	15	can	can	AUX
cice-11525	296	16	easily	easily	ADV
cice-11525	296	17	be	be	AUX
cice-11525	296	18	expanded	expand	VERB
cice-11525	296	19	with	with	ADP
cice-11525	296	20	accompanying	accompany	VERB
cice-11525	296	21	and	and	CCONJ
cice-11525	296	22	supplementary	supplementary	ADJ
cice-11525	296	23	computational	computational	ADJ
cice-11525	296	24	analyses	analysis	NOUN
cice-11525	296	25	,	,	PUNCT
cice-11525	296	26	as	as	SCONJ
cice-11525	296	27	shown	show	VERB
cice-11525	296	28	in	in	ADP
cice-11525	296	29	the	the	DET
cice-11525	296	30	current	current	ADJ
cice-11525	296	31	study	study	NOUN
cice-11525	296	32	.	.	PUNCT
cice-11525	297	1	corresponding	correspond	VERB
cice-11525	297	2	author	author	NOUN
cice-11525	297	3	:	:	PUNCT
cice-11525	297	4	prof	prof	PROPN
cice-11525	297	5	.	.	PUNCT
cice-11525	298	1	dr	dr	PROPN
cice-11525	298	2	.	.	PROPN
cice-11525	298	3	ali	ali	PROPN
cice-11525	298	4	ünlü	ünlü	PROPN
cice-11525	298	5	,	,	PUNCT
cice-11525	298	6	ali.uenlue@tum.de	ali.uenlue@tum.de	PROPN
cice-11525	298	7	.	.	PUNCT
cice-11525	299	1	computational	computational	ADJ
cice-11525	299	2	typologies	typology	NOUN
cice-11525	299	3	of	of	ADP
cice-11525	299	4	multidimensional	multidimensional	ADJ
cice-11525	299	5	end	end	NOUN
cice-11525	299	6	-	-	PUNCT
cice-11525	299	7	of	of	ADP
cice-11525	299	8	-	-	PUNCT
cice-11525	299	9	primary	primary	ADJ
cice-11525	299	10	-	-	PUNCT
cice-11525	299	11	school	school	NOUN
cice-11525	299	12	performance	performance	NOUN
cice-11525	299	13	profiles	profile	NOUN
cice-11525	299	14	from	from	ADP
cice-11525	299	15	an	an	DET
cice-11525	299	16	educational	educational	ADJ
cice-11525	299	17	perspective	perspective	NOUN
cice-11525	299	18	of	of	ADP
cice-11525	299	19	large	large	ADJ
cice-11525	299	20	-	-	PUNCT
cice-11525	299	21	scale	scale	NOUN
cice-11525	299	22	timss	timss	NOUN
cice-11525	299	23	and	and	CCONJ
cice-11525	299	24	pirls	pirls	NOUN
cice-11525	299	25	surveys	survey	NOUN
cice-11525	299	26	current	current	ADJ
cice-11525	299	27	issues	issue	NOUN
cice-11525	299	28	in	in	ADP
cice-11525	299	29	comparative	comparative	ADJ
cice-11525	299	30	education	education	NOUN
cice-11525	299	31	23	23	NUM
cice-11525	299	32	acknowledgments	acknowledgment	NOUN
cice-11525	299	33	–	–	PUNCT
cice-11525	299	34	dr	dr	PROPN
cice-11525	299	35	.	.	PROPN
cice-11525	299	36	ünlü	ünlü	PROPN
cice-11525	299	37	wishes	wish	VERB
cice-11525	299	38	to	to	PART
cice-11525	299	39	sincerely	sincerely	ADV
cice-11525	299	40	thank	thank	VERB
cice-11525	299	41	the	the	DET
cice-11525	299	42	editor	editor	NOUN
cice-11525	299	43	-	-	PUNCT
cice-11525	299	44	in	in	ADP
cice-11525	299	45	-	-	PUNCT
cice-11525	299	46	chief	chief	NOUN
cice-11525	299	47	ryan	ryan	PROPN
cice-11525	299	48	allen	allen	PROPN
cice-11525	299	49	for	for	ADP
cice-11525	299	50	his	his	PRON
cice-11525	299	51	work	work	NOUN
cice-11525	299	52	on	on	ADP
cice-11525	299	53	this	this	DET
cice-11525	299	54	paper	paper	NOUN
cice-11525	299	55	.	.	PUNCT
cice-11525	300	1	dr	dr	PROPN
cice-11525	300	2	.	.	PROPN
cice-11525	300	3	ünlü	ünlü	PROPN
cice-11525	300	4	is	be	AUX
cice-11525	300	5	also	also	ADV
cice-11525	300	6	deeply	deeply	ADV
cice-11525	300	7	indebted	indebted	ADJ
cice-11525	300	8	to	to	ADP
cice-11525	300	9	edward	edward	NOUN
cice-11525	300	10	choi	choi	PROPN
cice-11525	300	11	and	and	CCONJ
cice-11525	300	12	phoebe	phoebe	PROPN
cice-11525	300	13	doan	doan	NOUN
cice-11525	300	14	for	for	ADP
cice-11525	300	15	thoroughly	thoroughly	ADV
cice-11525	300	16	reviewing	review	VERB
cice-11525	300	17	the	the	DET
cice-11525	300	18	paper	paper	NOUN
cice-11525	300	19	.	.	PUNCT
cice-11525	301	1	their	their	PRON
cice-11525	301	2	critical	critical	ADJ
cice-11525	301	3	and	and	CCONJ
cice-11525	301	4	valuable	valuable	ADJ
cice-11525	301	5	comments	comment	NOUN
cice-11525	301	6	,	,	PUNCT
cice-11525	301	7	suggestions	suggestion	NOUN
cice-11525	301	8	,	,	PUNCT
cice-11525	301	9	and	and	CCONJ
cice-11525	301	10	corrections	correction	NOUN
cice-11525	301	11	have	have	AUX
cice-11525	301	12	improved	improve	VERB
cice-11525	301	13	the	the	DET
cice-11525	301	14	work	work	NOUN
cice-11525	301	15	greatly	greatly	ADV
cice-11525	301	16	.	.	PUNCT
cice-11525	302	1	references	reference	NOUN
cice-11525	302	2	adams	adams	PROPN
cice-11525	302	3	,	,	PUNCT
cice-11525	302	4	r.	r.	PROPN
cice-11525	302	5	j.	j.	PROPN
cice-11525	302	6	,	,	PUNCT
cice-11525	302	7	wilson	wilson	PROPN
cice-11525	302	8	,	,	PUNCT
cice-11525	302	9	m.	m.	PROPN
cice-11525	302	10	r.	r.	PROPN
cice-11525	302	11	,	,	PUNCT
cice-11525	302	12	&	&	CCONJ
cice-11525	302	13	.	.	PUNCT
cice-11525	303	1	wang	wang	PROPN
cice-11525	303	2	,	,	PUNCT
cice-11525	303	3	w.	w.	PROPN
cice-11525	303	4	l.	l.	PROPN
cice-11525	303	5	(	(	PUNCT
cice-11525	303	6	1997	1997	NUM
cice-11525	303	7	)	)	PUNCT
cice-11525	303	8	.	.	PUNCT
cice-11525	304	1	the	the	DET
cice-11525	304	2	multidimensional	multidimensional	ADJ
cice-11525	304	3	random	random	ADJ
cice-11525	304	4	coefficients	coefficient	NOUN
cice-11525	304	5	multinominal	multinominal	ADJ
cice-11525	304	6	logit	logit	PROPN
cice-11525	304	7	model	model	NOUN
cice-11525	304	8	.	.	PUNCT
cice-11525	305	1	applied	apply	VERB
cice-11525	305	2	psychological	psychological	ADJ
cice-11525	305	3	measurement	measurement	NOUN
cice-11525	305	4	,	,	PUNCT
cice-11525	305	5	21	21	NUM
cice-11525	305	6	,	,	PUNCT
cice-11525	305	7	1	1	NUM
cice-11525	305	8	–	–	PUNCT
cice-11525	305	9	24	24	NUM
cice-11525	305	10	.	.	PUNCT
cice-11525	306	1	bacher	bacher	PROPN
cice-11525	306	2	,	,	PUNCT
cice-11525	306	3	j.	j.	PROPN
cice-11525	306	4	,	,	PUNCT
cice-11525	306	5	pöge	pöge	PROPN
cice-11525	306	6	,	,	PUNCT
cice-11525	306	7	a.	a.	PROPN
cice-11525	306	8	,	,	PUNCT
cice-11525	306	9	&	&	CCONJ
cice-11525	306	10	wenzig	wenzig	PROPN
cice-11525	306	11	,	,	PUNCT
cice-11525	306	12	k.	k.	PROPN
cice-11525	306	13	(	(	PUNCT
cice-11525	306	14	2010	2010	NUM
cice-11525	306	15	)	)	PUNCT
cice-11525	306	16	.	.	PUNCT
cice-11525	307	1	clusteranalyse	clusteranalyse	PROPN
cice-11525	307	2	:	:	PUNCT
cice-11525	307	3	anwendungsorientierte	anwendungsorientierte	PROPN
cice-11525	307	4	einführung	einführung	PROPN
cice-11525	307	5	in	in	ADP
cice-11525	307	6	klassifikationsverfahren	klassifikationsverfahren	PROPN
cice-11525	307	7	.	.	PUNCT
cice-11525	308	1	munich	munich	PROPN
cice-11525	308	2	:	:	PUNCT
cice-11525	308	3	oldenbourg	oldenbourg	PROPN
cice-11525	308	4	.	.	PUNCT
cice-11525	309	1	bezdek	bezdek	PROPN
cice-11525	309	2	,	,	PUNCT
cice-11525	309	3	j.	j.	PROPN
cice-11525	309	4	c.	c.	PROPN
cice-11525	309	5	(	(	PUNCT
cice-11525	309	6	1981	1981	NUM
cice-11525	309	7	)	)	PUNCT
cice-11525	309	8	.	.	PUNCT
cice-11525	310	1	pattern	pattern	NOUN
cice-11525	310	2	recognition	recognition	NOUN
cice-11525	310	3	with	with	ADP
cice-11525	310	4	fuzzy	fuzzy	ADJ
cice-11525	310	5	objective	objective	ADJ
cice-11525	310	6	function	function	NOUN
cice-11525	310	7	algorithms	algorithm	NOUN
cice-11525	310	8	.	.	PUNCT
cice-11525	311	1	boston	boston	PROPN
cice-11525	311	2	,	,	PUNCT
cice-11525	311	3	ma	ma	PROPN
cice-11525	311	4	:	:	PUNCT
cice-11525	311	5	springer	springer	NOUN
cice-11525	311	6	.	.	PUNCT
cice-11525	312	1	bezdek	bezdek	PROPN
cice-11525	312	2	,	,	PUNCT
cice-11525	312	3	j.	j.	PROPN
cice-11525	312	4	c.	c.	PROPN
cice-11525	312	5	(	(	PUNCT
cice-11525	312	6	1983	1983	NUM
cice-11525	312	7	)	)	PUNCT
cice-11525	312	8	.	.	PUNCT
cice-11525	313	1	advances	advance	NOUN
cice-11525	313	2	in	in	ADP
cice-11525	313	3	fuzzy	fuzzy	ADJ
cice-11525	313	4	information	information	NOUN
cice-11525	313	5	processing	processing	NOUN
cice-11525	313	6	.	.	PUNCT
cice-11525	314	1	london	london	PROPN
cice-11525	314	2	:	:	PUNCT
cice-11525	314	3	academic	academic	ADJ
cice-11525	314	4	press	press	NOUN
cice-11525	314	5	.	.	PUNCT
cice-11525	315	1	bos	bos	PROPN
cice-11525	315	2	,	,	PUNCT
cice-11525	315	3	w.	w.	PROPN
cice-11525	315	4	,	,	PUNCT
cice-11525	315	5	tarelli	tarelli	PROPN
cice-11525	315	6	,	,	PUNCT
cice-11525	315	7	i.	i.	PROPN
cice-11525	315	8	,	,	PUNCT
cice-11525	315	9	bremerich	bremerich	NOUN
cice-11525	315	10	-	-	PUNCT
cice-11525	315	11	vos	vos	PROPN
cice-11525	315	12	,	,	PUNCT
cice-11525	315	13	a.	a.	NOUN
cice-11525	315	14	,	,	PUNCT
cice-11525	315	15	&	&	CCONJ
cice-11525	315	16	schwippert	schwippert	PROPN
cice-11525	315	17	,	,	PUNCT
cice-11525	315	18	k.	k.	PROPN
cice-11525	315	19	(	(	PUNCT
cice-11525	315	20	eds	eds	PROPN
cice-11525	315	21	.	.	PUNCT
cice-11525	315	22	)	)	PUNCT
cice-11525	315	23	(	(	PUNCT
cice-11525	315	24	2012a	2012a	NUM
cice-11525	315	25	)	)	PUNCT
cice-11525	315	26	.	.	PUNCT
cice-11525	316	1	iglu	iglu	PROPN
cice-11525	316	2	2011	2011	NUM
cice-11525	316	3	:	:	PUNCT
cice-11525	316	4	lesekompetenzen	lesekompetenzen	PROPN
cice-11525	316	5	von	von	PROPN
cice-11525	316	6	grundschulkindern	grundschulkindern	PROPN
cice-11525	316	7	in	in	ADP
cice-11525	316	8	deutschland	deutschland	PROPN
cice-11525	317	1	i	i	PRON
cice-11525	317	2	m	m	VERB
cice-11525	317	3	internationalen	internationalen	ADJ
cice-11525	317	4	vergleich	vergleich	NOUN
cice-11525	317	5	.	.	PUNCT
cice-11525	318	1	münster	münster	NOUN
cice-11525	318	2	:	:	PUNCT
cice-11525	319	1	waxmann	waxmann	PROPN
cice-11525	319	2	.	.	PUNCT
cice-11525	319	3	bos	bos	PROPN
cice-11525	319	4	,	,	PUNCT
cice-11525	319	5	w.	w.	PROPN
cice-11525	319	6	,	,	PUNCT
cice-11525	319	7	voss	voss	PROPN
cice-11525	319	8	,	,	PUNCT
cice-11525	319	9	a.	a.	PROPN
cice-11525	319	10	,	,	PUNCT
cice-11525	319	11	&	&	CCONJ
cice-11525	319	12	goy	goy	PROPN
cice-11525	319	13	,	,	PUNCT
cice-11525	319	14	m.	m.	NOUN
cice-11525	319	15	(	(	PUNCT
cice-11525	319	16	2009	2009	NUM
cice-11525	319	17	)	)	PUNCT
cice-11525	319	18	.	.	PUNCT
cice-11525	320	1	leistung	leistung	PROPN
cice-11525	320	2	und	und	PROPN
cice-11525	320	3	leistungsmessung	leistungsmessung	PROPN
cice-11525	320	4	.	.	PUNCT
cice-11525	321	1	in	in	ADP
cice-11525	321	2	:	:	PUNCT
cice-11525	321	3	s.	s.	PROPN
cice-11525	321	4	andresen	andresen	PROPN
cice-11525	321	5	,	,	PUNCT
cice-11525	321	6	r.	r.	PROPN
cice-11525	321	7	casale	casale	PROPN
cice-11525	321	8	,	,	PUNCT
cice-11525	321	9	t.	t.	PROPN
cice-11525	321	10	gabriel	gabriel	PROPN
cice-11525	321	11	,	,	PUNCT
cice-11525	321	12	r.	r.	PROPN
cice-11525	321	13	horlacher	horlacher	PROPN
cice-11525	321	14	,	,	PUNCT
cice-11525	321	15	s.	s.	PROPN
cice-11525	321	16	larcher	larcher	PROPN
cice-11525	321	17	klee	klee	PROPN
cice-11525	321	18	,	,	PUNCT
cice-11525	321	19	&	&	CCONJ
cice-11525	321	20	j.	j.	PROPN
cice-11525	321	21	oelkers	oelkers	PROPN
cice-11525	321	22	(	(	PUNCT
cice-11525	321	23	eds	ed	NOUN
cice-11525	321	24	.	.	PUNCT
cice-11525	321	25	)	)	PUNCT
cice-11525	321	26	,	,	PUNCT
cice-11525	321	27	handwörterbuch	handwörterbuch	PROPN
cice-11525	321	28	erziehungswissenschaft	erziehungswissenschaft	NOUN
cice-11525	321	29	(	(	PUNCT
cice-11525	321	30	pp	pp	ADJ
cice-11525	321	31	.	.	PUNCT
cice-11525	322	1	563–576	563–576	NUM
cice-11525	322	2	)	)	PUNCT
cice-11525	322	3	.	.	PUNCT
cice-11525	323	1	weinheim	weinheim	PROPN
cice-11525	323	2	/	/	SYM
cice-11525	323	3	basel	basel	PROPN
cice-11525	323	4	:	:	PUNCT
cice-11525	323	5	beltz	beltz	PROPN
cice-11525	323	6	.	.	PUNCT
cice-11525	324	1	bos	bos	PROPN
cice-11525	324	2	,	,	PUNCT
cice-11525	324	3	w.	w.	PROPN
cice-11525	324	4	,	,	PUNCT
cice-11525	324	5	wendt	wendt	PROPN
cice-11525	324	6	,	,	PUNCT
cice-11525	324	7	h.	h.	PROPN
cice-11525	324	8	,	,	PUNCT
cice-11525	324	9	köller	köller	NOUN
cice-11525	324	10	,	,	PUNCT
cice-11525	324	11	o.	o.	PROPN
cice-11525	324	12	,	,	PUNCT
cice-11525	324	13	&	&	CCONJ
cice-11525	324	14	selter	selter	VERB
cice-11525	324	15	,	,	PUNCT
cice-11525	324	16	c.	c.	PROPN
cice-11525	324	17	(	(	PUNCT
cice-11525	324	18	eds	eds	PROPN
cice-11525	324	19	.	.	PUNCT
cice-11525	324	20	)	)	PUNCT
cice-11525	324	21	(	(	PUNCT
cice-11525	324	22	2012b	2012b	NUM
cice-11525	324	23	)	)	PUNCT
cice-11525	324	24	.	.	PUNCT
cice-11525	325	1	timss	timss	PROPN
cice-11525	325	2	2011	2011	NUM
cice-11525	325	3	:	:	PUNCT
cice-11525	325	4	mathematische	mathematische	PROPN
cice-11525	325	5	und	und	VERB
cice-11525	325	6	naturwissenschaftliche	naturwissenschaftliche	PROPN
cice-11525	325	7	kompetenzen	kompetenzen	PROPN
cice-11525	325	8	von	von	PROPN
cice-11525	325	9	grundschulkindern	grundschulkindern	PROPN
cice-11525	325	10	in	in	ADP
cice-11525	325	11	deutschland	deutschland	PROPN
cice-11525	326	1	i	i	PRON
cice-11525	326	2	m	m	VERB
cice-11525	326	3	internationalen	internationalen	ADJ
cice-11525	326	4	vergleich	vergleich	NOUN
cice-11525	326	5	.	.	PUNCT
cice-11525	327	1	münster	münster	NOUN
cice-11525	327	2	:	:	PUNCT
cice-11525	328	1	waxmann	waxmann	PROPN
cice-11525	328	2	.	.	PUNCT
cice-11525	328	3	bos	bos	PROPN
cice-11525	328	4	,	,	PUNCT
cice-11525	328	5	w.	w.	PROPN
cice-11525	328	6	,	,	PUNCT
cice-11525	328	7	wendt	wendt	PROPN
cice-11525	328	8	,	,	PUNCT
cice-11525	328	9	h.	h.	PROPN
cice-11525	328	10	,	,	PUNCT
cice-11525	328	11	ünlü	ünlü	PROPN
cice-11525	328	12	,	,	PUNCT
cice-11525	328	13	a.	a.	NOUN
cice-11525	328	14	,	,	PUNCT
cice-11525	328	15	valtin	valtin	PROPN
cice-11525	328	16	,	,	PUNCT
cice-11525	328	17	r.	r.	PROPN
cice-11525	328	18	,	,	PUNCT
cice-11525	328	19	euen	euen	PROPN
cice-11525	328	20	,	,	PUNCT
cice-11525	328	21	b.	b.	PROPN
cice-11525	328	22	,	,	PUNCT
cice-11525	328	23	kasper	kasper	PROPN
cice-11525	328	24	,	,	PUNCT
cice-11525	328	25	d.	d.	PROPN
cice-11525	328	26	,	,	PUNCT
cice-11525	328	27	&	&	CCONJ
cice-11525	328	28	tarelli	tarelli	PROPN
cice-11525	328	29	,	,	PUNCT
cice-11525	328	30	i.	i.	PROPN
cice-11525	328	31	(	(	PUNCT
cice-11525	328	32	2012c	2012c	NUM
cice-11525	328	33	)	)	PUNCT
cice-11525	328	34	.	.	PUNCT
cice-11525	329	1	leistungsprofile	leistungsprofile	PROPN
cice-11525	329	2	von	von	PROPN
cice-11525	329	3	viertklässlerinnen	viertklässlerinnen	PROPN
cice-11525	329	4	und	und	VERB
cice-11525	329	5	viertklässlern	viertklässlern	NOUN
cice-11525	329	6	in	in	ADP
cice-11525	329	7	deutschland	deutschland	NOUN
cice-11525	329	8	.	.	PUNCT
cice-11525	330	1	in	in	ADP
cice-11525	330	2	:	:	PUNCT
cice-11525	330	3	w.	w.	PROPN
cice-11525	330	4	bos	bos	PROPN
cice-11525	330	5	,	,	PUNCT
cice-11525	330	6	h.	h.	PROPN
cice-11525	330	7	wendt	wendt	PROPN
cice-11525	330	8	,	,	PUNCT
cice-11525	330	9	o.	o.	PROPN
cice-11525	330	10	köller	köller	PROPN
cice-11525	330	11	,	,	PUNCT
cice-11525	330	12	&	&	CCONJ
cice-11525	330	13	c.	c.	PROPN
cice-11525	330	14	selter	selter	NOUN
cice-11525	330	15	(	(	PUNCT
cice-11525	330	16	eds	ed	NOUN
cice-11525	330	17	.	.	PUNCT
cice-11525	330	18	)	)	PUNCT
cice-11525	330	19	,	,	PUNCT
cice-11525	330	20	timss	timss	PROPN
cice-11525	330	21	2011	2011	NUM
cice-11525	330	22	:	:	PUNCT
cice-11525	330	23	mathematische	mathematische	PROPN
cice-11525	330	24	und	und	VERB
cice-11525	330	25	naturwissenschaftliche	naturwissenschaftliche	PROPN
cice-11525	330	26	kompetenzen	kompetenzen	PROPN
cice-11525	330	27	von	von	PROPN
cice-11525	330	28	grundschulkindern	grundschulkindern	PROPN
cice-11525	330	29	in	in	ADP
cice-11525	330	30	deutschland	deutschland	PROPN
cice-11525	331	1	i	i	PRON
cice-11525	331	2	m	m	VERB
cice-11525	331	3	internationalen	internationalen	ADJ
cice-11525	331	4	vergleich	vergleich	NOUN
cice-11525	331	5	(	(	PUNCT
cice-11525	331	6	pp	pp	ADJ
cice-11525	331	7	.	.	PUNCT
cice-11525	332	1	269–301	269–301	NUM
cice-11525	332	2	)	)	PUNCT
cice-11525	332	3	.	.	PUNCT
cice-11525	333	1	münster	münster	NOUN
cice-11525	333	2	:	:	PUNCT
cice-11525	333	3	waxmann	waxmann	PROPN
cice-11525	333	4	.	.	PUNCT
cice-11525	334	1	caliński	caliński	PROPN
cice-11525	334	2	,	,	PUNCT
cice-11525	334	3	t.	t.	PROPN
cice-11525	334	4	,	,	PUNCT
cice-11525	334	5	&	&	CCONJ
cice-11525	334	6	harabasz	harabasz	PROPN
cice-11525	334	7	,	,	PUNCT
cice-11525	334	8	j.	j.	PROPN
cice-11525	334	9	(	(	PUNCT
cice-11525	334	10	1974	1974	NUM
cice-11525	334	11	)	)	PUNCT
cice-11525	334	12	.	.	PUNCT
cice-11525	335	1	a	a	DET
cice-11525	335	2	dendrite	dendrite	ADJ
cice-11525	335	3	method	method	NOUN
cice-11525	335	4	for	for	ADP
cice-11525	335	5	cluster	cluster	NOUN
cice-11525	335	6	analysis	analysis	NOUN
cice-11525	335	7	.	.	PUNCT
cice-11525	336	1	communications	communication	NOUN
cice-11525	336	2	in	in	ADP
cice-11525	336	3	statistics	statistic	NOUN
cice-11525	336	4	,	,	PUNCT
cice-11525	336	5	3	3	NUM
cice-11525	336	6	,	,	PUNCT
cice-11525	336	7	1–27	1–27	PROPN
cice-11525	336	8	.	.	PUNCT
cice-11525	337	1	croon	croon	PROPN
cice-11525	337	2	,	,	PUNCT
cice-11525	337	3	m.	m.	NOUN
cice-11525	337	4	(	(	PUNCT
cice-11525	337	5	1990	1990	NUM
cice-11525	337	6	)	)	PUNCT
cice-11525	337	7	.	.	PUNCT
cice-11525	338	1	latent	latent	NOUN
cice-11525	338	2	class	class	NOUN
cice-11525	338	3	analysis	analysis	NOUN
cice-11525	338	4	with	with	ADP
cice-11525	338	5	ordered	order	VERB
cice-11525	338	6	latent	latent	NOUN
cice-11525	338	7	classes	class	NOUN
cice-11525	338	8	.	.	PUNCT
cice-11525	339	1	british	british	ADJ
cice-11525	339	2	journal	journal	PROPN
cice-11525	339	3	of	of	ADP
cice-11525	339	4	mathematical	mathematical	ADJ
cice-11525	339	5	and	and	CCONJ
cice-11525	339	6	statistical	statistical	ADJ
cice-11525	339	7	psychology	psychology	NOUN
cice-11525	339	8	,	,	PUNCT
cice-11525	339	9	43	43	NUM
cice-11525	339	10	,	,	PUNCT
cice-11525	339	11	171–192	171–192	NUM
cice-11525	339	12	.	.	PUNCT
cice-11525	340	1	dempster	dempster	PROPN
cice-11525	340	2	,	,	PUNCT
cice-11525	340	3	a.	a.	NOUN
cice-11525	340	4	p.	p.	PROPN
cice-11525	340	5	,	,	PUNCT
cice-11525	340	6	laird	laird	PROPN
cice-11525	340	7	,	,	PUNCT
cice-11525	340	8	n.	n.	PROPN
cice-11525	340	9	m.	m.	NOUN
cice-11525	340	10	,	,	PUNCT
cice-11525	340	11	&	&	CCONJ
cice-11525	340	12	rubin	rubin	PROPN
cice-11525	340	13	,	,	PUNCT
cice-11525	340	14	d.	d.	PROPN
cice-11525	340	15	b.	b.	PROPN
cice-11525	340	16	(	(	PUNCT
cice-11525	340	17	1977	1977	NUM
cice-11525	340	18	)	)	PUNCT
cice-11525	340	19	.	.	PUNCT
cice-11525	341	1	maximum	maximum	ADJ
cice-11525	341	2	likelihood	likelihood	NOUN
cice-11525	341	3	from	from	ADP
cice-11525	341	4	incomplete	incomplete	ADJ
cice-11525	341	5	data	datum	NOUN
cice-11525	341	6	via	via	ADP
cice-11525	341	7	the	the	DET
cice-11525	341	8	em	em	PROPN
cice-11525	341	9	algorithm	algorithm	NOUN
cice-11525	341	10	.	.	PUNCT
cice-11525	342	1	journal	journal	NOUN
cice-11525	342	2	of	of	ADP
cice-11525	342	3	the	the	DET
cice-11525	342	4	royal	royal	ADJ
cice-11525	342	5	statistical	statistical	ADJ
cice-11525	342	6	society	society	NOUN
cice-11525	342	7	series	series	PROPN
cice-11525	342	8	b	b	PROPN
cice-11525	342	9	(	(	PUNCT
cice-11525	342	10	methodological	methodological	ADJ
cice-11525	342	11	)	)	PUNCT
cice-11525	342	12	,	,	PUNCT
cice-11525	342	13	39	39	NUM
cice-11525	342	14	,	,	PUNCT
cice-11525	342	15	1–38	1–38	PROPN
cice-11525	342	16	.	.	PUNCT
cice-11525	343	1	ester	ester	NOUN
cice-11525	343	2	,	,	PUNCT
cice-11525	343	3	m.	m.	NOUN
cice-11525	343	4	,	,	PUNCT
cice-11525	343	5	&	&	CCONJ
cice-11525	343	6	sander	sander	PROPN
cice-11525	343	7	,	,	PUNCT
cice-11525	343	8	j.	j.	PROPN
cice-11525	343	9	(	(	PUNCT
cice-11525	343	10	2000	2000	NUM
cice-11525	343	11	)	)	PUNCT
cice-11525	343	12	.	.	PUNCT
cice-11525	344	1	knowledge	knowledge	NOUN
cice-11525	344	2	discovery	discovery	PROPN
cice-11525	344	3	in	in	ADP
cice-11525	344	4	databases	database	NOUN
cice-11525	344	5	:	:	PUNCT
cice-11525	344	6	techniken	techniken	ADJ
cice-11525	344	7	und	und	NOUN
cice-11525	344	8	anwendungen	anwendungen	NOUN
cice-11525	344	9	der	der	NOUN
cice-11525	344	10	wissensextraktion	wissensextraktion	NOUN
cice-11525	344	11	.	.	PUNCT
cice-11525	345	1	berlin	berlin	ADJ
cice-11525	345	2	:	:	PUNCT
cice-11525	345	3	springer	springer	NOUN
cice-11525	345	4	.	.	PUNCT
cice-11525	346	1	everitt	everitt	PROPN
cice-11525	346	2	,	,	PUNCT
cice-11525	346	3	b.	b.	PROPN
cice-11525	346	4	(	(	PUNCT
cice-11525	346	5	2011	2011	NUM
cice-11525	346	6	)	)	PUNCT
cice-11525	346	7	.	.	PUNCT
cice-11525	347	1	cluster	cluster	NOUN
cice-11525	347	2	analysis	analysis	NOUN
cice-11525	347	3	.	.	PUNCT
cice-11525	348	1	chichester	chichester	PROPN
cice-11525	348	2	,	,	PUNCT
cice-11525	348	3	west	west	PROPN
cice-11525	348	4	sussex	sussex	PROPN
cice-11525	348	5	:	:	PUNCT
cice-11525	348	6	wiley	wiley	PROPN
cice-11525	348	7	.	.	PUNCT
cice-11525	349	1	ünlü	ünlü	PROPN
cice-11525	349	2	&	&	CCONJ
cice-11525	349	3	schurig	schurig	VERB
cice-11525	349	4	current	current	ADJ
cice-11525	349	5	issues	issue	NOUN
cice-11525	349	6	in	in	ADP
cice-11525	349	7	comparative	comparative	ADJ
cice-11525	349	8	education	education	NOUN
cice-11525	349	9	24	24	NUM
cice-11525	349	10	fischer	fischer	NOUN
cice-11525	349	11	,	,	PUNCT
cice-11525	349	12	g.	g.	PROPN
cice-11525	349	13	h.	h.	PROPN
cice-11525	349	14	,	,	PUNCT
cice-11525	349	15	&	&	CCONJ
cice-11525	349	16	molenaar	molenaar	PROPN
cice-11525	349	17	,	,	PUNCT
cice-11525	349	18	i.	i.	PROPN
cice-11525	349	19	w.	w.	PROPN
cice-11525	349	20	(	(	PUNCT
cice-11525	349	21	eds	eds	PROPN
cice-11525	349	22	.	.	PUNCT
cice-11525	349	23	)	)	PUNCT
cice-11525	349	24	(	(	PUNCT
cice-11525	349	25	1995	1995	NUM
cice-11525	349	26	)	)	PUNCT
cice-11525	349	27	.	.	PUNCT
cice-11525	350	1	rasch	rasch	PROPN
cice-11525	350	2	models	model	NOUN
cice-11525	350	3	:	:	PUNCT
cice-11525	350	4	foundations	foundation	NOUN
cice-11525	350	5	,	,	PUNCT
cice-11525	350	6	recent	recent	ADJ
cice-11525	350	7	developments	development	NOUN
cice-11525	350	8	,	,	PUNCT
cice-11525	350	9	and	and	CCONJ
cice-11525	350	10	applications	application	NOUN
cice-11525	350	11	.	.	PUNCT
cice-11525	351	1	new	new	PROPN
cice-11525	351	2	york	york	PROPN
cice-11525	351	3	:	:	PUNCT
cice-11525	351	4	springer	springer	NOUN
cice-11525	351	5	.	.	PUNCT
cice-11525	352	1	forgy	forgy	PROPN
cice-11525	352	2	,	,	PUNCT
cice-11525	352	3	e.	e.	PROPN
cice-11525	352	4	(	(	PUNCT
cice-11525	352	5	1965	1965	NUM
cice-11525	352	6	)	)	PUNCT
cice-11525	352	7	.	.	PUNCT
cice-11525	353	1	cluster	cluster	NOUN
cice-11525	353	2	analysis	analysis	NOUN
cice-11525	353	3	of	of	ADP
cice-11525	353	4	multivariate	multivariate	NOUN
cice-11525	353	5	data	datum	NOUN
cice-11525	353	6	:	:	PUNCT
cice-11525	353	7	efficiency	efficiency	NOUN
cice-11525	353	8	versus	versus	ADP
cice-11525	353	9	interpretability	interpretability	NOUN
cice-11525	353	10	of	of	ADP
cice-11525	353	11	classifications	classification	NOUN
cice-11525	353	12	.	.	PUNCT
cice-11525	354	1	biometrics	biometric	NOUN
cice-11525	354	2	,	,	PUNCT
cice-11525	354	3	21	21	NUM
cice-11525	354	4	,	,	PUNCT
cice-11525	354	5	768–780	768–780	NUM
cice-11525	354	6	.	.	PUNCT
cice-11525	355	1	foy	foy	PROPN
cice-11525	355	2	,	,	PUNCT
cice-11525	355	3	p.	p.	PROPN
cice-11525	355	4	,	,	PUNCT
cice-11525	355	5	&	&	CCONJ
cice-11525	355	6	o’dywer	o’dywer	PROPN
cice-11525	355	7	,	,	PUNCT
cice-11525	355	8	l.	l.	PROPN
cice-11525	355	9	m.	m.	PROPN
cice-11525	355	10	(	(	PUNCT
cice-11525	355	11	2013	2013	NUM
cice-11525	355	12	)	)	PUNCT
cice-11525	355	13	.	.	PUNCT
cice-11525	356	1	timss	timss	PROPN
cice-11525	356	2	and	and	CCONJ
cice-11525	356	3	pirls	pirl	NOUN
cice-11525	356	4	2011	2011	NUM
cice-11525	356	5	relationships	relationship	NOUN
cice-11525	356	6	report	report	NOUN
cice-11525	356	7	.	.	PUNCT
cice-11525	357	1	technical	technical	ADJ
cice-11525	357	2	appendix	appendix	PROPN
cice-11525	357	3	b	b	PROPN
cice-11525	357	4	–	–	PUNCT
cice-11525	357	5	school	school	NOUN
cice-11525	357	6	effectiveness	effectiveness	NOUN
cice-11525	357	7	models	model	NOUN
cice-11525	357	8	and	and	CCONJ
cice-11525	357	9	analyses	analysis	NOUN
cice-11525	357	10	.	.	PUNCT
cice-11525	358	1	url	url	VERB
cice-11525	358	2	timssandpirls.bc.edu/timsspirls2011/downloads/tp11_technical_appendix	timssandpirls.bc.edu/timsspirls2011/downloads/tp11_technical_appendix	ADP
cice-11525	358	3	b.pdf	b.pdf	NOUN
cice-11525	358	4	.	.	PUNCT
cice-11525	359	1	retrieved	retrieve	VERB
cice-11525	359	2	january	january	PROPN
cice-11525	359	3	21	21	NUM
cice-11525	359	4	,	,	PUNCT
cice-11525	359	5	2015	2015	NUM
cice-11525	359	6	.	.	PUNCT
cice-11525	360	1	fraley	fraley	PROPN
cice-11525	360	2	,	,	PUNCT
cice-11525	360	3	c.	c.	PROPN
cice-11525	360	4	,	,	PUNCT
cice-11525	360	5	raftery	raftery	ADV
cice-11525	360	6	,	,	PUNCT
cice-11525	360	7	a.	a.	PROPN
cice-11525	360	8	e.	e.	PROPN
cice-11525	360	9	,	,	PUNCT
cice-11525	360	10	&	&	CCONJ
cice-11525	360	11	scrucca	scrucca	PROPN
cice-11525	360	12	,	,	PUNCT
cice-11525	360	13	l.	l.	PROPN
cice-11525	360	14	(	(	PUNCT
cice-11525	360	15	2014	2014	NUM
cice-11525	360	16	)	)	PUNCT
cice-11525	360	17	.	.	PUNCT
cice-11525	361	1	mclust	mclust	ADJ
cice-11525	361	2	:	:	PUNCT
cice-11525	361	3	normal	normal	ADJ
cice-11525	361	4	mixture	mixture	NOUN
cice-11525	361	5	modeling	modeling	NOUN
cice-11525	361	6	for	for	ADP
cice-11525	361	7	model	model	NOUN
cice-11525	361	8	-	-	PUNCT
cice-11525	361	9	based	base	VERB
cice-11525	361	10	clustering	clustering	NOUN
cice-11525	361	11	,	,	PUNCT
cice-11525	361	12	classification	classification	NOUN
cice-11525	361	13	,	,	PUNCT
cice-11525	361	14	and	and	CCONJ
cice-11525	361	15	density	density	NOUN
cice-11525	361	16	estimation	estimation	NOUN
cice-11525	361	17	.	.	PUNCT
cice-11525	362	1	r	r	NOUN
cice-11525	362	2	package	package	NOUN
cice-11525	362	3	version	version	NOUN
cice-11525	362	4	4.4	4.4	NUM
cice-11525	362	5	.	.	PUNCT
cice-11525	362	6	url	url	PROPN
cice-11525	362	7	cran.r-project.org/package=mclust	cran.r-project.org/package=mclust	PROPN
cice-11525	362	8	.	.	PUNCT
cice-11525	363	1	gibson	gibson	PROPN
cice-11525	363	2	,	,	PUNCT
cice-11525	363	3	w.	w.	PROPN
cice-11525	363	4	a.	a.	PROPN
cice-11525	363	5	(	(	PUNCT
cice-11525	363	6	1966	1966	NUM
cice-11525	363	7	)	)	PUNCT
cice-11525	363	8	.	.	PUNCT
cice-11525	364	1	latent	latent	NOUN
cice-11525	364	2	structure	structure	NOUN
cice-11525	364	3	analysis	analysis	NOUN
cice-11525	364	4	and	and	CCONJ
cice-11525	364	5	test	test	NOUN
cice-11525	364	6	theory	theory	NOUN
cice-11525	364	7	.	.	PUNCT
cice-11525	365	1	in	in	ADP
cice-11525	365	2	:	:	PUNCT
cice-11525	365	3	p.	p.	PROPN
cice-11525	365	4	f.	f.	PROPN
cice-11525	365	5	lazarsfeld	lazarsfeld	PROPN
cice-11525	365	6	&	&	CCONJ
cice-11525	365	7	n.	n.	PROPN
cice-11525	365	8	w.	w.	PROPN
cice-11525	365	9	henry	henry	PROPN
cice-11525	365	10	(	(	PUNCT
cice-11525	365	11	eds	eds	PROPN
cice-11525	365	12	.	.	PUNCT
cice-11525	365	13	)	)	PUNCT
cice-11525	365	14	,	,	PUNCT
cice-11525	365	15	readings	reading	NOUN
cice-11525	365	16	in	in	ADP
cice-11525	365	17	mathematical	mathematical	ADJ
cice-11525	365	18	social	social	ADJ
cice-11525	365	19	science	science	NOUN
cice-11525	365	20	(	(	PUNCT
cice-11525	365	21	pp	pp	ADJ
cice-11525	365	22	.	.	PUNCT
cice-11525	366	1	78–88	78–88	NUM
cice-11525	366	2	)	)	PUNCT
cice-11525	366	3	.	.	PUNCT
cice-11525	367	1	chicago	chicago	PROPN
cice-11525	367	2	:	:	PUNCT
cice-11525	367	3	science	science	PROPN
cice-11525	367	4	research	research	PROPN
cice-11525	367	5	association	association	PROPN
cice-11525	367	6	.	.	PUNCT
cice-11525	368	1	halkidi	halkidi	PROPN
cice-11525	368	2	,	,	PUNCT
cice-11525	368	3	m.	m.	NOUN
cice-11525	368	4	,	,	PUNCT
cice-11525	368	5	batistakis	batistakis	PROPN
cice-11525	368	6	,	,	PUNCT
cice-11525	368	7	y.	y.	PROPN
cice-11525	368	8	,	,	PUNCT
cice-11525	368	9	&	&	CCONJ
cice-11525	368	10	vazirgiannis	vazirgiannis	PROPN
cice-11525	368	11	,	,	PUNCT
cice-11525	368	12	m.	m.	NOUN
cice-11525	368	13	(	(	PUNCT
cice-11525	368	14	2001	2001	NUM
cice-11525	368	15	)	)	PUNCT
cice-11525	368	16	.	.	PUNCT
cice-11525	369	1	on	on	ADP
cice-11525	369	2	clustering	cluster	VERB
cice-11525	369	3	validation	validation	NOUN
cice-11525	369	4	techniques	technique	NOUN
cice-11525	369	5	.	.	PUNCT
cice-11525	370	1	journal	journal	NOUN
cice-11525	370	2	of	of	ADP
cice-11525	370	3	intelligent	intelligent	ADJ
cice-11525	370	4	information	information	NOUN
cice-11525	370	5	systems	system	NOUN
cice-11525	370	6	,	,	PUNCT
cice-11525	370	7	17	17	NUM
cice-11525	370	8	,	,	PUNCT
cice-11525	370	9	107–145	107–145	NUM
cice-11525	370	10	.	.	PUNCT
cice-11525	371	1	hennig	hennig	PROPN
cice-11525	371	2	,	,	PUNCT
cice-11525	371	3	c.	c.	PROPN
cice-11525	371	4	(	(	PUNCT
cice-11525	371	5	2014	2014	NUM
cice-11525	371	6	)	)	PUNCT
cice-11525	371	7	.	.	PUNCT
cice-11525	372	1	fpc	fpc	PROPN
cice-11525	372	2	:	:	PUNCT
cice-11525	372	3	flexible	flexible	ADJ
cice-11525	372	4	procedures	procedure	NOUN
cice-11525	372	5	for	for	ADP
cice-11525	372	6	clustering	clustering	NOUN
cice-11525	372	7	.	.	PUNCT
cice-11525	373	1	r	r	NOUN
cice-11525	373	2	package	package	NOUN
cice-11525	373	3	version	version	NOUN
cice-11525	373	4	2.1	2.1	NUM
cice-11525	373	5	-	-	SYM
cice-11525	373	6	9	9	NUM
cice-11525	373	7	.	.	PUNCT
cice-11525	373	8	url	url	PROPN
cice-11525	373	9	cran.r-project.org/package=fpc	cran.r-project.org/package=fpc	PROPN
cice-11525	373	10	.	.	PUNCT
cice-11525	374	1	hubert	hubert	PROPN
cice-11525	374	2	,	,	PUNCT
cice-11525	374	3	l.	l.	PROPN
cice-11525	374	4	,	,	PUNCT
cice-11525	374	5	&	&	CCONJ
cice-11525	374	6	arabie	arabie	PROPN
cice-11525	374	7	,	,	PUNCT
cice-11525	374	8	p.	p.	NOUN
cice-11525	374	9	(	(	PUNCT
cice-11525	374	10	1985	1985	NUM
cice-11525	374	11	)	)	PUNCT
cice-11525	374	12	.	.	PUNCT
cice-11525	375	1	comparing	compare	VERB
cice-11525	375	2	partitions	partition	NOUN
cice-11525	375	3	.	.	PUNCT
cice-11525	376	1	journal	journal	NOUN
cice-11525	376	2	of	of	ADP
cice-11525	376	3	classification	classification	NOUN
cice-11525	376	4	,	,	PUNCT
cice-11525	376	5	2	2	NUM
cice-11525	376	6	,	,	PUNCT
cice-11525	376	7	193–218	193–218	NUM
cice-11525	376	8	.	.	PUNCT
cice-11525	377	1	kaufman	kaufman	PROPN
cice-11525	377	2	,	,	PUNCT
cice-11525	377	3	l.	l.	PROPN
cice-11525	377	4	,	,	PUNCT
cice-11525	377	5	&	&	CCONJ
cice-11525	377	6	rousseeuw	rousseeuw	PROPN
cice-11525	377	7	,	,	PUNCT
cice-11525	377	8	p.	p.	PROPN
cice-11525	377	9	j.	j.	PROPN
cice-11525	377	10	(	(	PUNCT
cice-11525	377	11	1990	1990	NUM
cice-11525	377	12	)	)	PUNCT
cice-11525	377	13	.	.	PUNCT
cice-11525	378	1	finding	find	VERB
cice-11525	378	2	groups	group	NOUN
cice-11525	378	3	in	in	ADP
cice-11525	378	4	data	datum	NOUN
cice-11525	378	5	:	:	PUNCT
cice-11525	378	6	an	an	DET
cice-11525	378	7	introduction	introduction	NOUN
cice-11525	378	8	to	to	PART
cice-11525	378	9	cluster	cluster	NOUN
cice-11525	378	10	analysis	analysis	NOUN
cice-11525	378	11	.	.	PUNCT
cice-11525	379	1	new	new	PROPN
cice-11525	379	2	york	york	PROPN
cice-11525	379	3	:	:	PUNCT
cice-11525	379	4	wiley	wiley	PROPN
cice-11525	379	5	.	.	PUNCT
cice-11525	380	1	lazarsfeld	lazarsfeld	PROPN
cice-11525	380	2	,	,	PUNCT
cice-11525	380	3	p.	p.	PROPN
cice-11525	380	4	f.	f.	PROPN
cice-11525	380	5	,	,	PUNCT
cice-11525	380	6	&	&	CCONJ
cice-11525	380	7	henry	henry	PROPN
cice-11525	380	8	,	,	PUNCT
cice-11525	380	9	n.	n.	PROPN
cice-11525	380	10	w.	w.	PROPN
cice-11525	380	11	(	(	PUNCT
cice-11525	380	12	1968	1968	NUM
cice-11525	380	13	)	)	PUNCT
cice-11525	380	14	.	.	PUNCT
cice-11525	381	1	latent	latent	ADJ
cice-11525	381	2	structure	structure	NOUN
cice-11525	381	3	analysis	analysis	NOUN
cice-11525	381	4	.	.	PUNCT
cice-11525	382	1	new	new	PROPN
cice-11525	382	2	york	york	PROPN
cice-11525	382	3	:	:	PUNCT
cice-11525	382	4	houghton	houghton	PROPN
cice-11525	382	5	mifflin	mifflin	PROPN
cice-11525	382	6	.	.	PUNCT
cice-11525	383	1	macqueen	macqueen	PROPN
cice-11525	383	2	,	,	PUNCT
cice-11525	383	3	j.	j.	PROPN
cice-11525	383	4	b.	b.	PROPN
cice-11525	383	5	(	(	PUNCT
cice-11525	383	6	1967	1967	NUM
cice-11525	383	7	)	)	PUNCT
cice-11525	383	8	.	.	PUNCT
cice-11525	384	1	some	some	DET
cice-11525	384	2	methods	method	NOUN
cice-11525	384	3	for	for	ADP
cice-11525	384	4	classification	classification	NOUN
cice-11525	384	5	and	and	CCONJ
cice-11525	384	6	analysis	analysis	NOUN
cice-11525	384	7	of	of	ADP
cice-11525	384	8	multivariate	multivariate	NOUN
cice-11525	384	9	observations	observation	NOUN
cice-11525	384	10	.	.	PUNCT
cice-11525	385	1	in	in	ADP
cice-11525	385	2	:	:	PUNCT
cice-11525	385	3	l.	l.	PROPN
cice-11525	385	4	m.	m.	PROPN
cice-11525	385	5	le	le	PROPN
cice-11525	385	6	cam	cam	PROPN
cice-11525	385	7	&	&	CCONJ
cice-11525	385	8	j.	j.	PROPN
cice-11525	385	9	neyman	neyman	PROPN
cice-11525	385	10	(	(	PUNCT
cice-11525	385	11	eds	eds	PROPN
cice-11525	385	12	.	.	PUNCT
cice-11525	385	13	)	)	PUNCT
cice-11525	385	14	,	,	PUNCT
cice-11525	385	15	proceedings	proceeding	NOUN
cice-11525	385	16	of	of	ADP
cice-11525	385	17	the	the	DET
cice-11525	385	18	5th	5th	ADJ
cice-11525	385	19	berkeley	berkeley	PROPN
cice-11525	385	20	symposium	symposium	NOUN
cice-11525	385	21	on	on	ADP
cice-11525	385	22	mathematical	mathematical	ADJ
cice-11525	385	23	statistics	statistic	NOUN
cice-11525	385	24	and	and	CCONJ
cice-11525	385	25	probability	probability	NOUN
cice-11525	385	26	(	(	PUNCT
cice-11525	385	27	pp	pp	ADJ
cice-11525	385	28	.	.	PUNCT
cice-11525	385	29	281–297	281–297	NUM
cice-11525	385	30	)	)	PUNCT
cice-11525	385	31	.	.	PUNCT
cice-11525	386	1	berkeley	berkeley	PROPN
cice-11525	386	2	:	:	PUNCT
cice-11525	386	3	university	university	PROPN
cice-11525	386	4	of	of	ADP
cice-11525	386	5	california	california	PROPN
cice-11525	386	6	press	press	PROPN
cice-11525	386	7	.	.	PUNCT
cice-11525	387	1	maechler	maechler	NOUN
cice-11525	387	2	,	,	PUNCT
cice-11525	387	3	m.	m.	NOUN
cice-11525	387	4	,	,	PUNCT
cice-11525	387	5	rousseeuw	rousseeuw	PROPN
cice-11525	387	6	,	,	PUNCT
cice-11525	387	7	p.	p.	NOUN
cice-11525	387	8	,	,	PUNCT
cice-11525	387	9	struyf	struyf	PROPN
cice-11525	387	10	,	,	PUNCT
cice-11525	387	11	a.	a.	NOUN
cice-11525	387	12	,	,	PUNCT
cice-11525	387	13	hubert	hubert	PROPN
cice-11525	387	14	,	,	PUNCT
cice-11525	387	15	m.	m.	NOUN
cice-11525	387	16	,	,	PUNCT
cice-11525	387	17	&	&	CCONJ
cice-11525	387	18	hornik	hornik	PROPN
cice-11525	387	19	,	,	PUNCT
cice-11525	387	20	k.	k.	PROPN
cice-11525	387	21	(	(	PUNCT
cice-11525	387	22	2014	2014	NUM
cice-11525	387	23	)	)	PUNCT
cice-11525	387	24	.	.	PUNCT
cice-11525	388	1	cluster	cluster	NOUN
cice-11525	388	2	:	:	PUNCT
cice-11525	388	3	cluster	cluster	NOUN
cice-11525	388	4	analysis	analysis	NOUN
cice-11525	388	5	basics	basic	NOUN
cice-11525	388	6	and	and	CCONJ
cice-11525	388	7	extensions	extension	NOUN
cice-11525	388	8	.	.	PUNCT
cice-11525	389	1	r	r	NOUN
cice-11525	389	2	package	package	NOUN
cice-11525	389	3	version	version	NOUN
cice-11525	389	4	1.15.3	1.15.3	NUM
cice-11525	389	5	.	.	PUNCT
cice-11525	390	1	url	url	PROPN
cice-11525	390	2	cran.rproject.org/package=cluster	cran.rproject.org/package=cluster	NOUN
cice-11525	390	3	.	.	PUNCT
cice-11525	391	1	martin	martin	PROPN
cice-11525	391	2	,	,	PUNCT
cice-11525	391	3	m.	m.	NOUN
cice-11525	391	4	o.	o.	PROPN
cice-11525	391	5	,	,	PUNCT
cice-11525	391	6	&	&	CCONJ
cice-11525	391	7	mullis	mullis	PROPN
cice-11525	391	8	,	,	PUNCT
cice-11525	391	9	i.	i.	PROPN
cice-11525	391	10	v.	v.	PROPN
cice-11525	391	11	s.	s.	PROPN
cice-11525	391	12	(	(	PUNCT
cice-11525	391	13	eds	eds	PROPN
cice-11525	391	14	.	.	PUNCT
cice-11525	391	15	)	)	PUNCT
cice-11525	392	1	(	(	PUNCT
cice-11525	392	2	2013	2013	NUM
cice-11525	392	3	)	)	PUNCT
cice-11525	392	4	.	.	PUNCT
cice-11525	393	1	timss	timss	PROPN
cice-11525	393	2	and	and	CCONJ
cice-11525	393	3	pirls	pirl	NOUN
cice-11525	393	4	2011	2011	NUM
cice-11525	393	5	:	:	PUNCT
cice-11525	394	1	relationships	relationship	NOUN
cice-11525	394	2	among	among	ADP
cice-11525	394	3	reading	reading	NOUN
cice-11525	394	4	,	,	PUNCT
cice-11525	394	5	mathematics	mathematics	PROPN
cice-11525	394	6	and	and	CCONJ
cice-11525	394	7	science	science	NOUN
cice-11525	394	8	achievement	achievement	NOUN
cice-11525	394	9	at	at	ADP
cice-11525	394	10	the	the	DET
cice-11525	394	11	fourth	fourth	ADJ
cice-11525	394	12	grade	grade	NOUN
cice-11525	394	13	.	.	PUNCT
cice-11525	395	1	implications	implication	NOUN
cice-11525	395	2	for	for	ADP
cice-11525	395	3	early	early	ADJ
cice-11525	395	4	learning	learning	NOUN
cice-11525	395	5	.	.	PUNCT
cice-11525	396	1	chestnut	chestnut	PROPN
cice-11525	396	2	hill	hill	PROPN
cice-11525	396	3	,	,	PUNCT
cice-11525	396	4	ma	ma	PROPN
cice-11525	396	5	:	:	PUNCT
cice-11525	396	6	timss	timss	PROPN
cice-11525	396	7	&	&	CCONJ
cice-11525	396	8	pirls	pirls	PROPN
cice-11525	396	9	international	international	PROPN
cice-11525	396	10	study	study	NOUN
cice-11525	396	11	center	center	NOUN
cice-11525	396	12	.	.	PUNCT
cice-11525	397	1	meilă	meilă	PROPN
cice-11525	397	2	,	,	PUNCT
cice-11525	397	3	m.	m.	NOUN
cice-11525	397	4	(	(	PUNCT
cice-11525	397	5	2007	2007	NUM
cice-11525	397	6	)	)	PUNCT
cice-11525	397	7	.	.	PUNCT
cice-11525	398	1	comparing	compare	VERB
cice-11525	398	2	clusterings	clustering	NOUN
cice-11525	398	3	:	:	PUNCT
cice-11525	398	4	an	an	DET
cice-11525	398	5	information	information	NOUN
cice-11525	398	6	based	base	VERB
cice-11525	398	7	distance	distance	NOUN
cice-11525	398	8	.	.	PUNCT
cice-11525	399	1	journal	journal	PROPN
cice-11525	399	2	of	of	ADP
cice-11525	399	3	multivariate	multivariate	NOUN
cice-11525	399	4	analysis	analysis	NOUN
cice-11525	399	5	,	,	PUNCT
cice-11525	399	6	98	98	NUM
cice-11525	399	7	,	,	PUNCT
cice-11525	399	8	873–895	873–895	NUM
cice-11525	399	9	.	.	PUNCT
cice-11525	400	1	meyer	meyer	PROPN
cice-11525	400	2	,	,	PUNCT
cice-11525	400	3	d.	d.	PROPN
cice-11525	400	4	,	,	PUNCT
cice-11525	400	5	dimitriadou	dimitriadou	PROPN
cice-11525	400	6	,	,	PUNCT
cice-11525	400	7	e.	e.	PROPN
cice-11525	400	8	,	,	PUNCT
cice-11525	400	9	hornik	hornik	PROPN
cice-11525	400	10	,	,	PUNCT
cice-11525	400	11	k.	k.	PROPN
cice-11525	400	12	,	,	PUNCT
cice-11525	400	13	weingessel	weingessel	PROPN
cice-11525	400	14	,	,	PUNCT
cice-11525	400	15	a.	a.	NOUN
cice-11525	400	16	,	,	PUNCT
cice-11525	400	17	&	&	CCONJ
cice-11525	400	18	leisch	leisch	PROPN
cice-11525	400	19	,	,	PUNCT
cice-11525	400	20	f.	f.	PROPN
cice-11525	400	21	(	(	PUNCT
cice-11525	400	22	2014	2014	NUM
cice-11525	400	23	)	)	PUNCT
cice-11525	400	24	.	.	PUNCT
cice-11525	401	1	e1071	e1071	ADJ
cice-11525	401	2	:	:	PUNCT
cice-11525	401	3	misc	misc	NOUN
cice-11525	401	4	functions	function	NOUN
cice-11525	401	5	of	of	ADP
cice-11525	401	6	the	the	DET
cice-11525	401	7	department	department	NOUN
cice-11525	401	8	of	of	ADP
cice-11525	401	9	statistics	statistic	NOUN
cice-11525	401	10	(	(	PUNCT
cice-11525	401	11	e1071	e1071	PROPN
cice-11525	401	12	)	)	PUNCT
cice-11525	401	13	,	,	PUNCT
cice-11525	401	14	tu	tu	PROPN
cice-11525	401	15	wien	wien	PROPN
cice-11525	401	16	.	.	PUNCT
cice-11525	402	1	r	r	NOUN
cice-11525	402	2	package	package	NOUN
cice-11525	402	3	version	version	NOUN
cice-11525	402	4	1.6	1.6	NUM
cice-11525	402	5	-	-	SYM
cice-11525	402	6	4	4	NUM
cice-11525	402	7	.	.	PUNCT
cice-11525	402	8	url	url	PROPN
cice-11525	402	9	cran.r-project.org/package=e1071	cran.r-project.org/package=e1071	PROPN
cice-11525	402	10	.	.	PUNCT
cice-11525	403	1	computational	computational	ADJ
cice-11525	403	2	typologies	typology	NOUN
cice-11525	403	3	of	of	ADP
cice-11525	403	4	multidimensional	multidimensional	ADJ
cice-11525	403	5	end	end	NOUN
cice-11525	403	6	-	-	PUNCT
cice-11525	403	7	of	of	ADP
cice-11525	403	8	-	-	PUNCT
cice-11525	403	9	primary	primary	ADJ
cice-11525	403	10	-	-	PUNCT
cice-11525	403	11	school	school	NOUN
cice-11525	403	12	performance	performance	NOUN
cice-11525	403	13	profiles	profile	NOUN
cice-11525	403	14	from	from	ADP
cice-11525	403	15	an	an	DET
cice-11525	403	16	educational	educational	ADJ
cice-11525	403	17	perspective	perspective	NOUN
cice-11525	403	18	of	of	ADP
cice-11525	403	19	large	large	ADJ
cice-11525	403	20	-	-	PUNCT
cice-11525	403	21	scale	scale	NOUN
cice-11525	403	22	timss	timss	NOUN
cice-11525	403	23	and	and	CCONJ
cice-11525	403	24	pirls	pirls	NOUN
cice-11525	403	25	surveys	survey	NOUN
cice-11525	403	26	current	current	ADJ
cice-11525	403	27	issues	issue	NOUN
cice-11525	403	28	in	in	ADP
cice-11525	403	29	comparative	comparative	ADJ
cice-11525	403	30	education	education	NOUN
cice-11525	403	31	25	25	NUM
cice-11525	403	32	mislevy	mislevy	NOUN
cice-11525	403	33	,	,	PUNCT
cice-11525	403	34	r.	r.	PROPN
cice-11525	403	35	j.	j.	PROPN
cice-11525	403	36	(	(	PUNCT
cice-11525	403	37	1991	1991	NUM
cice-11525	403	38	)	)	PUNCT
cice-11525	403	39	.	.	PUNCT
cice-11525	404	1	randomization	randomization	NOUN
cice-11525	404	2	-	-	PUNCT
cice-11525	404	3	based	base	VERB
cice-11525	404	4	inference	inference	NOUN
cice-11525	404	5	about	about	ADP
cice-11525	404	6	latent	latent	NOUN
cice-11525	404	7	variables	variable	NOUN
cice-11525	404	8	from	from	ADP
cice-11525	404	9	complex	complex	ADJ
cice-11525	404	10	samples	sample	NOUN
cice-11525	404	11	.	.	PUNCT
cice-11525	405	1	psychometrika	psychometrika	NOUN
cice-11525	405	2	,	,	PUNCT
cice-11525	405	3	56	56	NUM
cice-11525	405	4	,	,	PUNCT
cice-11525	405	5	177–196	177–196	NUM
cice-11525	405	6	.	.	PUNCT
cice-11525	406	1	oecd	oecd	PROPN
cice-11525	406	2	(	(	PUNCT
cice-11525	406	3	2010	2010	NUM
cice-11525	406	4	)	)	PUNCT
cice-11525	406	5	.	.	PUNCT
cice-11525	407	1	pisa	pisa	PROPN
cice-11525	407	2	2009	2009	NUM
cice-11525	407	3	results	result	NOUN
cice-11525	407	4	:	:	PUNCT
cice-11525	407	5	overcoming	overcome	VERB
cice-11525	407	6	social	social	ADJ
cice-11525	407	7	background	background	NOUN
cice-11525	407	8	–	–	PUNCT
cice-11525	407	9	equity	equity	NOUN
cice-11525	407	10	learning	learn	VERB
cice-11525	407	11	opportunities	opportunity	NOUN
cice-11525	407	12	and	and	CCONJ
cice-11525	407	13	outcomes	outcome	NOUN
cice-11525	407	14	.	.	PUNCT
cice-11525	408	1	paris	paris	PROPN
cice-11525	408	2	:	:	PUNCT
cice-11525	409	1	oecd	oecd	PROPN
cice-11525	409	2	publishing	publishing	NOUN
cice-11525	409	3	.	.	PUNCT
cice-11525	410	1	r	r	NOUN
cice-11525	410	2	core	core	NOUN
cice-11525	410	3	team	team	NOUN
cice-11525	410	4	(	(	PUNCT
cice-11525	410	5	2014	2014	NUM
cice-11525	410	6	)	)	PUNCT
cice-11525	410	7	.	.	PUNCT
cice-11525	411	1	r	r	X
cice-11525	411	2	:	:	PUNCT
cice-11525	411	3	a	a	DET
cice-11525	411	4	language	language	NOUN
cice-11525	411	5	and	and	CCONJ
cice-11525	411	6	environment	environment	NOUN
cice-11525	411	7	for	for	ADP
cice-11525	411	8	statistical	statistical	ADJ
cice-11525	411	9	computing	computing	NOUN
cice-11525	411	10	.	.	PUNCT
cice-11525	412	1	vienna	vienna	PROPN
cice-11525	412	2	,	,	PUNCT
cice-11525	412	3	austria	austria	PROPN
cice-11525	412	4	:	:	PUNCT
cice-11525	412	5	r	r	NOUN
cice-11525	412	6	foundation	foundation	NOUN
cice-11525	412	7	for	for	ADP
cice-11525	412	8	statistical	statistical	ADJ
cice-11525	412	9	computing	computing	NOUN
cice-11525	412	10	.	.	PUNCT
cice-11525	413	1	rand	rand	NOUN
cice-11525	413	2	,	,	PUNCT
cice-11525	413	3	w.	w.	PROPN
cice-11525	413	4	m.	m.	NOUN
cice-11525	413	5	(	(	PUNCT
cice-11525	413	6	1971	1971	NUM
cice-11525	413	7	)	)	PUNCT
cice-11525	413	8	.	.	PUNCT
cice-11525	414	1	objective	objective	ADJ
cice-11525	414	2	criteria	criterion	NOUN
cice-11525	414	3	for	for	ADP
cice-11525	414	4	the	the	DET
cice-11525	414	5	evaluation	evaluation	NOUN
cice-11525	414	6	of	of	ADP
cice-11525	414	7	clustering	clustering	ADJ
cice-11525	414	8	methods	method	NOUN
cice-11525	414	9	.	.	PUNCT
cice-11525	415	1	journal	journal	NOUN
cice-11525	415	2	of	of	ADP
cice-11525	415	3	the	the	DET
cice-11525	415	4	american	american	PROPN
cice-11525	415	5	statistical	statistical	PROPN
cice-11525	415	6	association	association	NOUN
cice-11525	415	7	,	,	PUNCT
cice-11525	415	8	66	66	NUM
cice-11525	415	9	,	,	PUNCT
cice-11525	415	10	846–850	846–850	NUM
cice-11525	415	11	.	.	PUNCT
cice-11525	416	1	rasch	rasch	PROPN
cice-11525	416	2	,	,	PUNCT
cice-11525	416	3	g.	g.	PROPN
cice-11525	416	4	(	(	PUNCT
cice-11525	416	5	1960	1960	NUM
cice-11525	416	6	)	)	PUNCT
cice-11525	416	7	.	.	PUNCT
cice-11525	417	1	probabilistic	probabilistic	ADJ
cice-11525	417	2	models	model	NOUN
cice-11525	417	3	for	for	ADP
cice-11525	417	4	some	some	DET
cice-11525	417	5	intelligence	intelligence	NOUN
cice-11525	417	6	and	and	CCONJ
cice-11525	417	7	attainment	attainment	NOUN
cice-11525	417	8	tests	test	NOUN
cice-11525	417	9	.	.	PUNCT
cice-11525	418	1	copenhagen	copenhagen	PROPN
cice-11525	418	2	:	:	PUNCT
cice-11525	418	3	nielsen	nielsen	PROPN
cice-11525	418	4	&	&	CCONJ
cice-11525	418	5	lydiche	lydiche	PROPN
cice-11525	418	6	.	.	PUNCT
cice-11525	419	1	reckase	reckase	NOUN
cice-11525	419	2	,	,	PUNCT
cice-11525	419	3	m.	m.	PROPN
cice-11525	419	4	d.	d.	PROPN
cice-11525	419	5	(	(	PUNCT
cice-11525	419	6	2009	2009	NUM
cice-11525	419	7	)	)	PUNCT
cice-11525	419	8	.	.	PUNCT
cice-11525	420	1	multidimensional	multidimensional	ADJ
cice-11525	420	2	item	item	NOUN
cice-11525	420	3	response	response	NOUN
cice-11525	420	4	theory	theory	NOUN
cice-11525	420	5	.	.	PUNCT
cice-11525	421	1	new	new	PROPN
cice-11525	421	2	york	york	PROPN
cice-11525	421	3	:	:	PUNCT
cice-11525	421	4	springer	springer	NOUN
cice-11525	421	5	.	.	PUNCT
cice-11525	422	1	rost	rost	PROPN
cice-11525	422	2	,	,	PUNCT
cice-11525	422	3	j.	j.	PROPN
cice-11525	422	4	(	(	PUNCT
cice-11525	422	5	2004	2004	NUM
cice-11525	422	6	)	)	PUNCT
cice-11525	422	7	.	.	PUNCT
cice-11525	423	1	lehrbuch	lehrbuch	ADJ
cice-11525	423	2	testtheorie	testtheorie	NOUN
cice-11525	423	3	–	–	PUNCT
cice-11525	423	4	testkonstruktion	testkonstruktion	NOUN
cice-11525	423	5	.	.	PUNCT
cice-11525	424	1	bern	bern	PROPN
cice-11525	424	2	:	:	PUNCT
cice-11525	425	1	huber	huber	PROPN
cice-11525	425	2	.	.	PROPN
cice-11525	425	3	rousseeuw	rousseeuw	PROPN
cice-11525	425	4	,	,	PUNCT
cice-11525	425	5	p.	p.	NOUN
cice-11525	425	6	j.	j.	PROPN
cice-11525	425	7	(	(	PUNCT
cice-11525	425	8	1987	1987	NUM
cice-11525	425	9	)	)	PUNCT
cice-11525	425	10	.	.	PUNCT
cice-11525	426	1	silhouettes	silhouette	NOUN
cice-11525	426	2	:	:	PUNCT
cice-11525	426	3	a	a	DET
cice-11525	426	4	graphical	graphical	ADJ
cice-11525	426	5	aid	aid	NOUN
cice-11525	426	6	to	to	ADP
cice-11525	426	7	the	the	DET
cice-11525	426	8	interpretation	interpretation	NOUN
cice-11525	426	9	and	and	CCONJ
cice-11525	426	10	validation	validation	NOUN
cice-11525	426	11	of	of	ADP
cice-11525	426	12	cluster	cluster	NOUN
cice-11525	426	13	analysis	analysis	NOUN
cice-11525	426	14	.	.	PUNCT
cice-11525	427	1	journal	journal	NOUN
cice-11525	427	2	of	of	ADP
cice-11525	427	3	computational	computational	ADJ
cice-11525	427	4	and	and	CCONJ
cice-11525	427	5	applied	applied	ADJ
cice-11525	427	6	mathematics	mathematic	NOUN
cice-11525	427	7	,	,	PUNCT
cice-11525	427	8	20	20	NUM
cice-11525	427	9	,	,	PUNCT
cice-11525	427	10	53–65	53–65	NUM
cice-11525	427	11	.	.	PUNCT
cice-11525	428	1	van	van	PROPN
cice-11525	428	2	der	der	PROPN
cice-11525	428	3	linden	linden	PROPN
cice-11525	428	4	,	,	PUNCT
cice-11525	428	5	w.	w.	PROPN
cice-11525	428	6	j.	j.	PROPN
cice-11525	428	7	,	,	PUNCT
cice-11525	428	8	&	&	CCONJ
cice-11525	428	9	hambleton	hambleton	PROPN
cice-11525	428	10	,	,	PUNCT
cice-11525	428	11	r.	r.	PROPN
cice-11525	428	12	k.	k.	PROPN
cice-11525	428	13	(	(	PUNCT
cice-11525	428	14	eds	eds	PROPN
cice-11525	428	15	.	.	PUNCT
cice-11525	428	16	)	)	PUNCT
cice-11525	429	1	(	(	PUNCT
cice-11525	429	2	1997	1997	NUM
cice-11525	429	3	)	)	PUNCT
cice-11525	429	4	.	.	PUNCT
cice-11525	430	1	handbook	handbook	NOUN
cice-11525	430	2	of	of	ADP
cice-11525	430	3	modern	modern	ADJ
cice-11525	430	4	item	item	NOUN
cice-11525	430	5	response	response	NOUN
cice-11525	430	6	theory	theory	NOUN
cice-11525	430	7	.	.	PUNCT
cice-11525	431	1	new	new	PROPN
cice-11525	431	2	york	york	PROPN
cice-11525	431	3	:	:	PUNCT
cice-11525	431	4	springer	springer	NOUN
cice-11525	431	5	.	.	PUNCT
cice-11525	432	1	vermunt	vermunt	PROPN
cice-11525	432	2	,	,	PUNCT
cice-11525	432	3	j.	j.	PROPN
cice-11525	432	4	m.	m.	PROPN
cice-11525	432	5	,	,	PUNCT
cice-11525	432	6	&	&	CCONJ
cice-11525	432	7	magidson	magidson	PROPN
cice-11525	432	8	,	,	PUNCT
cice-11525	432	9	j.	j.	PROPN
cice-11525	432	10	(	(	PUNCT
cice-11525	432	11	2005	2005	NUM
cice-11525	432	12	)	)	PUNCT
cice-11525	432	13	.	.	PUNCT
cice-11525	433	1	latent	latent	PROPN
cice-11525	433	2	gold	gold	NOUN
cice-11525	433	3	5.0	5.0	NUM
cice-11525	433	4	.	.	PUNCT
cice-11525	434	1	belmont	belmont	PROPN
cice-11525	434	2	,	,	PUNCT
cice-11525	434	3	ma	ma	PROPN
cice-11525	434	4	:	:	PUNCT
cice-11525	434	5	statistical	statistical	ADJ
cice-11525	434	6	innovations	innovation	NOUN
cice-11525	434	7	.	.	PUNCT
cice-11525	435	1	von	von	PROPN
cice-11525	435	2	davier	davier	PROPN
cice-11525	435	3	,	,	PUNCT
cice-11525	435	4	m.	m.	NOUN
cice-11525	435	5	,	,	PUNCT
cice-11525	435	6	gonzalez	gonzalez	PROPN
cice-11525	435	7	,	,	PUNCT
cice-11525	435	8	e.	e.	PROPN
cice-11525	435	9	,	,	PUNCT
cice-11525	435	10	&	&	CCONJ
cice-11525	435	11	.	.	PROPN
cice-11525	435	12	mislevy	mislevy	PROPN
cice-11525	435	13	,	,	PUNCT
cice-11525	435	14	r.	r.	PROPN
cice-11525	435	15	(	(	PUNCT
cice-11525	435	16	2009	2009	NUM
cice-11525	435	17	)	)	PUNCT
cice-11525	435	18	.	.	PUNCT
cice-11525	436	1	what	what	PRON
cice-11525	436	2	are	be	AUX
cice-11525	436	3	plausible	plausible	ADJ
cice-11525	436	4	values	value	NOUN
cice-11525	436	5	and	and	CCONJ
cice-11525	436	6	why	why	SCONJ
cice-11525	436	7	are	be	AUX
cice-11525	436	8	they	they	PRON
cice-11525	436	9	useful	useful	ADJ
cice-11525	436	10	?	?	PUNCT
cice-11525	437	1	ieri	ieri	PROPN
cice-11525	437	2	monograph	monograph	PROPN
cice-11525	437	3	series	series	PROPN
cice-11525	437	4	:	:	PUNCT
cice-11525	437	5	issues	issue	NOUN
cice-11525	437	6	and	and	CCONJ
cice-11525	437	7	methodologies	methodology	NOUN
cice-11525	437	8	in	in	ADP
cice-11525	437	9	large	large	ADJ
cice-11525	437	10	scale	scale	NOUN
cice-11525	437	11	assessments	assessment	NOUN
cice-11525	437	12	,	,	PUNCT
cice-11525	437	13	2	2	NUM
cice-11525	437	14	,	,	PUNCT
cice-11525	437	15	9–36	9–36	NUM
cice-11525	437	16	.	.	PUNCT
cice-11525	438	1	ward	ward	PROPN
cice-11525	438	2	,	,	PUNCT
cice-11525	438	3	j.	j.	PROPN
cice-11525	438	4	h.	h.	PROPN
cice-11525	438	5	(	(	PUNCT
cice-11525	438	6	1963	1963	NUM
cice-11525	438	7	)	)	PUNCT
cice-11525	438	8	.	.	PUNCT
cice-11525	439	1	hierarchical	hierarchical	ADJ
cice-11525	439	2	grouping	grouping	NOUN
cice-11525	439	3	to	to	PART
cice-11525	439	4	optimize	optimize	VERB
cice-11525	439	5	an	an	DET
cice-11525	439	6	objective	objective	ADJ
cice-11525	439	7	function	function	NOUN
cice-11525	439	8	.	.	PUNCT
cice-11525	440	1	journal	journal	NOUN
cice-11525	440	2	of	of	ADP
cice-11525	440	3	the	the	DET
cice-11525	440	4	american	american	PROPN
cice-11525	440	5	statistical	statistical	PROPN
cice-11525	440	6	association	association	NOUN
cice-11525	440	7	,	,	PUNCT
cice-11525	440	8	58	58	NUM
cice-11525	440	9	,	,	PUNCT
cice-11525	440	10	236–244	236–244	NUM
cice-11525	440	11	.	.	PUNCT
cice-11525	441	1	wendt	wendt	PROPN
cice-11525	441	2	,	,	PUNCT
cice-11525	441	3	h.	h.	PROPN
cice-11525	441	4	,	,	PUNCT
cice-11525	441	5	tarelli	tarelli	PROPN
cice-11525	441	6	,	,	PUNCT
cice-11525	441	7	i.	i.	PROPN
cice-11525	441	8	,	,	PUNCT
cice-11525	441	9	bos	bos	PROPN
cice-11525	441	10	,	,	PUNCT
cice-11525	441	11	w.	w.	PROPN
cice-11525	441	12	,	,	PUNCT
cice-11525	441	13	frey	frey	PROPN
cice-11525	441	14	,	,	PUNCT
cice-11525	441	15	k.	k.	PROPN
cice-11525	441	16	,	,	PUNCT
cice-11525	441	17	&	&	CCONJ
cice-11525	441	18	vennemann	vennemann	PROPN
cice-11525	441	19	,	,	PUNCT
cice-11525	441	20	m.	m.	NOUN
cice-11525	441	21	(	(	PUNCT
cice-11525	441	22	2012	2012	NUM
cice-11525	441	23	)	)	PUNCT
cice-11525	441	24	.	.	PUNCT
cice-11525	442	1	ziele	ziele	NOUN
cice-11525	442	2	,	,	PUNCT
cice-11525	442	3	anlage	anlage	NOUN
cice-11525	442	4	und	und	NOUN
cice-11525	442	5	durchführung	durchführung	ADJ
cice-11525	442	6	der	der	ADJ
cice-11525	442	7	trends	trend	NOUN
cice-11525	442	8	in	in	ADP
cice-11525	442	9	international	international	ADJ
cice-11525	442	10	mathematics	mathematic	NOUN
cice-11525	442	11	and	and	CCONJ
cice-11525	442	12	science	science	NOUN
cice-11525	442	13	study	study	NOUN
cice-11525	442	14	(	(	PUNCT
cice-11525	442	15	timss	timss	NOUN
cice-11525	442	16	2011	2011	NUM
cice-11525	442	17	)	)	PUNCT
cice-11525	442	18	.	.	PUNCT
cice-11525	443	1	in	in	ADP
cice-11525	443	2	:	:	PUNCT
cice-11525	443	3	w.	w.	PROPN
cice-11525	443	4	bos	bos	PROPN
cice-11525	443	5	,	,	PUNCT
cice-11525	443	6	h.	h.	PROPN
cice-11525	443	7	wendt	wendt	PROPN
cice-11525	443	8	,	,	PUNCT
cice-11525	443	9	o.	o.	PROPN
cice-11525	443	10	köller	köller	PROPN
cice-11525	443	11	,	,	PUNCT
cice-11525	443	12	&	&	CCONJ
cice-11525	443	13	c.	c.	PROPN
cice-11525	443	14	selter	selter	NOUN
cice-11525	443	15	(	(	PUNCT
cice-11525	443	16	eds	ed	NOUN
cice-11525	443	17	.	.	PUNCT
cice-11525	443	18	)	)	PUNCT
cice-11525	443	19	,	,	PUNCT
cice-11525	443	20	timss	timss	PROPN
cice-11525	443	21	2011	2011	NUM
cice-11525	443	22	:	:	PUNCT
cice-11525	443	23	mathematische	mathematische	PROPN
cice-11525	443	24	und	und	VERB
cice-11525	443	25	naturwissenschaftliche	naturwissenschaftliche	PROPN
cice-11525	443	26	kompetenzen	kompetenzen	PROPN
cice-11525	443	27	von	von	PROPN
cice-11525	443	28	grundschulkindern	grundschulkindern	PROPN
cice-11525	443	29	in	in	ADP
cice-11525	443	30	deutschland	deutschland	PROPN
cice-11525	444	1	i	i	PRON
cice-11525	444	2	m	m	VERB
cice-11525	444	3	internationalen	internationalen	ADJ
cice-11525	444	4	vergleich	vergleich	NOUN
cice-11525	444	5	(	(	PUNCT
cice-11525	444	6	pp	pp	ADJ
cice-11525	444	7	.	.	PUNCT
cice-11525	445	1	27–68	27–68	NUM
cice-11525	445	2	)	)	PUNCT
cice-11525	445	3	.	.	PUNCT
cice-11525	446	1	münster	münster	NOUN
cice-11525	446	2	:	:	PUNCT
cice-11525	446	3	waxmann	waxmann	PROPN
cice-11525	446	4	.	.	PUNCT
cice-11525	447	1	wu	wu	PROPN
cice-11525	447	2	,	,	PUNCT
cice-11525	447	3	m.	m.	PROPN
cice-11525	447	4	l.	l.	PROPN
cice-11525	447	5	,	,	PUNCT
cice-11525	447	6	adams	adams	PROPN
cice-11525	447	7	,	,	PUNCT
cice-11525	447	8	r.	r.	PROPN
cice-11525	447	9	j.	j.	PROPN
cice-11525	447	10	,	,	PUNCT
cice-11525	447	11	wilson	wilson	PROPN
cice-11525	447	12	,	,	PUNCT
cice-11525	447	13	m.	m.	PROPN
cice-11525	447	14	r.	r.	PROPN
cice-11525	447	15	,	,	PUNCT
cice-11525	447	16	&	&	CCONJ
cice-11525	447	17	haldane	haldane	PROPN
cice-11525	447	18	,	,	PUNCT
cice-11525	447	19	s.	s.	PROPN
cice-11525	447	20	(	(	PUNCT
cice-11525	447	21	2007	2007	NUM
cice-11525	447	22	)	)	PUNCT
cice-11525	447	23	.	.	PUNCT
cice-11525	448	1	acer	acer	NOUN
cice-11525	448	2	conquest	conquest	NOUN
cice-11525	448	3	2.0	2.0	NUM
cice-11525	448	4	.	.	PUNCT
cice-11525	449	1	generalised	generalise	VERB
cice-11525	449	2	item	item	NOUN
cice-11525	449	3	response	response	NOUN
cice-11525	449	4	modelling	model	VERB
cice-11525	449	5	software	software	NOUN
cice-11525	449	6	.	.	PUNCT
cice-11525	450	1	camberwell	camberwell	PROPN
cice-11525	450	2	:	:	PUNCT
cice-11525	450	3	australian	australian	ADJ
cice-11525	450	4	council	council	NOUN
cice-11525	450	5	for	for	ADP
cice-11525	450	6	educational	educational	ADJ
cice-11525	450	7	research	research	NOUN
cice-11525	450	8	.	.	PUNCT