id	sid	tid	token	lemma	pos
emaj-36	1	1	emerging	emerge	VERB
emaj-36	1	2	markets	market	NOUN
emaj-36	1	3	journal	journal	NOUN
emaj-36	1	4	volume	volume	NOUN
emaj-36	1	5	1	1	NUM
emaj-36	1	6	(	(	PUNCT
emaj-36	1	7	2012	2012	NUM
emaj-36	1	8	)	)	PUNCT
emaj-36	1	9	|	|	ADV
emaj-36	1	10	issn	issn	VERB
emaj-36	1	11	2158	2158	NUM
emaj-36	1	12	-	-	SYM
emaj-36	1	13	8708	8708	NUM
emaj-36	1	14	(	(	PUNCT
emaj-36	1	15	online	online	NOUN
emaj-36	1	16	)	)	PUNCT
emaj-36	1	17	|	|	ADV
emaj-36	1	18	doi	doi	X
emaj-36	1	19	10.5195	10.5195	NUM
emaj-36	1	20	/	/	SYM
emaj-36	1	21	emaj.2012.15	emaj.2012.15	NOUN
emaj-36	2	1	|	|	ADV
emaj-36	2	2	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-36	2	3	how	how	SCONJ
emaj-36	2	4	to	to	PART
emaj-36	2	5	group	group	VERB
emaj-36	2	6	financial	financial	ADJ
emaj-36	2	7	data	datum	NOUN
emaj-36	2	8	with	with	ADP
emaj-36	2	9	maximum	maximum	ADJ
emaj-36	2	10	homogeneity	homogeneity	NOUN
emaj-36	2	11	?	?	PUNCT
emaj-36	3	1	mehmet	mehmet	PROPN
emaj-36	3	2	baran	baran	PROPN
emaj-36	3	3	marmara	marmara	PROPN
emaj-36	3	4	university	university	PROPN
emaj-36	3	5	e	e	NOUN
emaj-36	3	6	-	-	NOUN
emaj-36	3	7	mail	mail	NOUN
emaj-36	3	8	:	:	PUNCT
emaj-36	3	9	mehmet.baran@marmara.edu.tr	mehmet.baran@marmara.edu.tr	PROPN
emaj-36	3	10	sıtkı	sıtkı	ADJ
emaj-36	3	11	sönmezer	sönmezer	NOUN
emaj-36	3	12	–	–	PUNCT
emaj-36	3	13	corresponding	correspond	VERB
emaj-36	3	14	author	author	NOUN
emaj-36	3	15	beykent	beykent	NOUN
emaj-36	3	16	university	university	PROPN
emaj-36	3	17	e	e	NOUN
emaj-36	3	18	-	-	NOUN
emaj-36	3	19	mail	mail	NOUN
emaj-36	3	20	:	:	PUNCT
emaj-36	3	21	sitkisonmezer@beykent.edu.tr	sitkisonmezer@beykent.edu.tr	ADV
emaj-36	3	22	abstract	abstract	ADJ
emaj-36	3	23	grouping	grouping	NOUN
emaj-36	3	24	may	may	AUX
emaj-36	3	25	be	be	AUX
emaj-36	3	26	an	an	DET
emaj-36	3	27	obstacle	obstacle	NOUN
emaj-36	3	28	itself	itself	PRON
emaj-36	3	29	or	or	CCONJ
emaj-36	3	30	it	it	PRON
emaj-36	3	31	may	may	AUX
emaj-36	3	32	have	have	VERB
emaj-36	3	33	to	to	PART
emaj-36	3	34	be	be	AUX
emaj-36	3	35	improved	improve	VERB
emaj-36	3	36	to	to	PART
emaj-36	3	37	extract	extract	VERB
emaj-36	3	38	better	well	ADJ
emaj-36	3	39	information	information	NOUN
emaj-36	3	40	out	out	ADP
emaj-36	3	41	of	of	ADP
emaj-36	3	42	a	a	DET
emaj-36	3	43	data	data	NOUN
emaj-36	3	44	stream	stream	NOUN
emaj-36	3	45	.	.	PUNCT
emaj-36	4	1	finding	find	VERB
emaj-36	4	2	trends	trend	NOUN
emaj-36	4	3	and	and	CCONJ
emaj-36	4	4	dividing	divide	VERB
emaj-36	4	5	a	a	DET
emaj-36	4	6	population	population	NOUN
emaj-36	4	7	into	into	ADP
emaj-36	4	8	parts	part	NOUN
emaj-36	4	9	may	may	AUX
emaj-36	4	10	be	be	AUX
emaj-36	4	11	crucial	crucial	ADJ
emaj-36	4	12	for	for	ADP
emaj-36	4	13	analyses	analysis	NOUN
emaj-36	4	14	.	.	PUNCT
emaj-36	5	1	this	this	DET
emaj-36	5	2	paper	paper	NOUN
emaj-36	5	3	offers	offer	VERB
emaj-36	5	4	a	a	DET
emaj-36	5	5	modified	modify	VERB
emaj-36	5	6	version	version	NOUN
emaj-36	5	7	of	of	ADP
emaj-36	5	8	fisher	fisher	PROPN
emaj-36	5	9	method	method	NOUN
emaj-36	5	10	that	that	PRON
emaj-36	5	11	may	may	AUX
emaj-36	5	12	smoothen	smoothen	VERB
emaj-36	5	13	the	the	DET
emaj-36	5	14	cut	cut	NOUN
emaj-36	5	15	point	point	NOUN
emaj-36	5	16	transitions	transition	NOUN
emaj-36	5	17	and	and	CCONJ
emaj-36	5	18	give	give	VERB
emaj-36	5	19	out	out	ADP
emaj-36	5	20	better	well	ADJ
emaj-36	5	21	results	result	NOUN
emaj-36	5	22	.	.	PUNCT
emaj-36	6	1	proven	prove	VERB
emaj-36	6	2	methodology	methodology	NOUN
emaj-36	6	3	is	be	AUX
emaj-36	6	4	given	give	VERB
emaj-36	6	5	with	with	ADP
emaj-36	6	6	a	a	DET
emaj-36	6	7	comparison	comparison	NOUN
emaj-36	6	8	with	with	ADP
emaj-36	6	9	the	the	DET
emaj-36	6	10	original	original	ADJ
emaj-36	6	11	method	method	NOUN
emaj-36	6	12	.	.	PUNCT
emaj-36	7	1	the	the	DET
emaj-36	7	2	method	method	NOUN
emaj-36	7	3	may	may	AUX
emaj-36	7	4	be	be	AUX
emaj-36	7	5	helpful	helpful	ADJ
emaj-36	7	6	in	in	ADP
emaj-36	7	7	forming	form	VERB
emaj-36	7	8	subgroups	subgroup	NOUN
emaj-36	7	9	in	in	ADP
emaj-36	7	10	financial	financial	ADJ
emaj-36	7	11	data	datum	NOUN
emaj-36	7	12	,	,	PUNCT
emaj-36	7	13	possibly	possibly	ADV
emaj-36	7	14	in	in	ADP
emaj-36	7	15	technical	technical	ADJ
emaj-36	7	16	analyses	analysis	NOUN
emaj-36	7	17	.	.	PUNCT
emaj-36	8	1	keywords	keyword	NOUN
emaj-36	8	2	:	:	PUNCT
emaj-36	8	3	grouping	grouping	NOUN
emaj-36	8	4	,	,	PUNCT
emaj-36	8	5	fisher	fisher	PROPN
emaj-36	8	6	method	method	NOUN
emaj-36	8	7	,	,	PUNCT
emaj-36	8	8	trends	trend	NOUN
emaj-36	8	9	,	,	PUNCT
emaj-36	8	10	cut	cut	VERB
emaj-36	8	11	points	point	NOUN
emaj-36	8	12	this	this	DET
emaj-36	8	13	work	work	NOUN
emaj-36	8	14	is	be	AUX
emaj-36	8	15	licensed	license	VERB
emaj-36	8	16	under	under	ADP
emaj-36	8	17	a	a	DET
emaj-36	8	18	creative	creative	ADJ
emaj-36	8	19	commons	common	NOUN
emaj-36	8	20	attribution	attribution	NOUN
emaj-36	8	21	-	-	PUNCT
emaj-36	8	22	noncommercial	noncommercial	ADJ
emaj-36	8	23	-	-	PUNCT
emaj-36	8	24	no	no	NOUN
emaj-36	8	25	derivative	derivative	NOUN
emaj-36	8	26	works	work	VERB
emaj-36	8	27	3.0	3.0	NUM
emaj-36	8	28	united	united	ADJ
emaj-36	8	29	states	states	PROPN
emaj-36	8	30	license	license	NOUN
emaj-36	8	31	.	.	PUNCT
emaj-36	9	1	this	this	DET
emaj-36	9	2	journal	journal	NOUN
emaj-36	9	3	is	be	AUX
emaj-36	9	4	published	publish	VERB
emaj-36	9	5	by	by	ADP
emaj-36	9	6	the	the	DET
emaj-36	9	7	university	university	NOUN
emaj-36	9	8	library	library	NOUN
emaj-36	9	9	system	system	NOUN
emaj-36	9	10	of	of	ADP
emaj-36	9	11	the	the	DET
emaj-36	9	12	university	university	PROPN
emaj-36	9	13	of	of	ADP
emaj-36	9	14	pittsburgh	pittsburgh	PROPN
emaj-36	9	15	as	as	ADP
emaj-36	9	16	part	part	NOUN
emaj-36	9	17	of	of	ADP
emaj-36	9	18	its	its	PRON
emaj-36	9	19	d	d	NOUN
emaj-36	9	20	-	-	PUNCT
emaj-36	9	21	scribe	scribe	VERB
emaj-36	9	22	digital	digital	ADJ
emaj-36	9	23	publishing	publishing	NOUN
emaj-36	9	24	program	program	NOUN
emaj-36	9	25	,	,	PUNCT
emaj-36	9	26	and	and	CCONJ
emaj-36	9	27	is	be	AUX
emaj-36	9	28	cosponsored	cosponsor	VERB
emaj-36	9	29	by	by	ADP
emaj-36	9	30	the	the	DET
emaj-36	9	31	university	university	PROPN
emaj-36	9	32	of	of	ADP
emaj-36	9	33	pittsburgh	pittsburgh	PROPN
emaj-36	9	34	press	press	NOUN
emaj-36	9	35	volume	volume	NOUN
emaj-36	9	36	3	3	NUM
emaj-36	9	37	(	(	PUNCT
emaj-36	9	38	2013	2013	NUM
emaj-36	9	39	)	)	PUNCT
emaj-36	9	40	|	|	ADV
emaj-36	9	41	issn	issn	VERB
emaj-36	9	42	2158	2158	NUM
emaj-36	9	43	-	-	SYM
emaj-36	9	44	8708	8708	NUM
emaj-36	9	45	(	(	PUNCT
emaj-36	9	46	online	online	NOUN
emaj-36	9	47	)	)	PUNCT
emaj-36	9	48	|	|	ADV
emaj-36	9	49	doi	doi	X
emaj-36	9	50	10.5195	10.5195	NUM
emaj-36	9	51	/	/	SYM
emaj-36	9	52	emaj.2013.36	emaj.2013.36	NOUN
emaj-36	9	53	|	|	ADV
emaj-36	9	54	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-36	9	55	http://www.library.pitt.edu/	http://www.library.pitt.edu/	PROPN
emaj-36	9	56	http://www.pitt.edu/	http://www.pitt.edu/	NOUN
emaj-36	9	57	http://www.library.pitt.edu/articles/digpubtype/index.html	http://www.library.pitt.edu/articles/digpubtype/index.html	PUNCT
emaj-36	9	58	http://www.upress.pitt.edu/upressindex.aspx	http://www.upress.pitt.edu/upressindex.aspx	PROPN
emaj-36	9	59	http://creativecommons.org/licenses/by-nc-nd/3.0/us/	http://creativecommons.org/licenses/by-nc-nd/3.0/us/	PROPN
emaj-36	9	60	http://emaj.pitt.edu/	http://emaj.pitt.edu/	VERB
emaj-36	9	61	how	how	SCONJ
emaj-36	9	62	to	to	PART
emaj-36	9	63	group	group	VERB
emaj-36	9	64	financial	financial	ADJ
emaj-36	9	65	data	datum	NOUN
emaj-36	9	66	with	with	ADP
emaj-36	9	67	maximum	maximum	ADJ
emaj-36	9	68	homogeneity	homogeneity	NOUN
emaj-36	9	69	?	?	PUNCT
emaj-36	10	1	emerging	emerge	VERB
emaj-36	10	2	markets	market	NOUN
emaj-36	10	3	journal	journal	NOUN
emaj-36	10	4	|	|	ADV
emaj-36	10	5	p	p	NOUN
emaj-36	10	6	a	a	PRON
emaj-36	10	7	g	g	NOUN
emaj-36	10	8	e	e	NOUN
emaj-36	11	1	|	|	ADV
emaj-36	11	2	13	13	NUM
emaj-36	11	3	volume	volume	NOUN
emaj-36	11	4	3	3	NUM
emaj-36	11	5	(	(	PUNCT
emaj-36	11	6	2012	2012	NUM
emaj-36	11	7	)	)	PUNCT
emaj-36	11	8	|	|	ADV
emaj-36	11	9	issn	issn	VERB
emaj-36	11	10	2158	2158	NUM
emaj-36	11	11	-	-	SYM
emaj-36	11	12	8708	8708	NUM
emaj-36	11	13	(	(	PUNCT
emaj-36	11	14	online	online	NOUN
emaj-36	11	15	)	)	PUNCT
emaj-36	11	16	|	|	ADV
emaj-36	11	17	doi	doi	X
emaj-36	11	18	10.5195	10.5195	NUM
emaj-36	11	19	/	/	SYM
emaj-36	11	20	emaj.2012.36	emaj.2012.36	NOUN
emaj-36	11	21	|	|	ADV
emaj-36	11	22	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-36	11	23	how	how	SCONJ
emaj-36	11	24	to	to	PART
emaj-36	11	25	group	group	VERB
emaj-36	11	26	financial	financial	ADJ
emaj-36	11	27	data	datum	NOUN
emaj-36	11	28	with	with	ADP
emaj-36	11	29	maximum	maximum	ADJ
emaj-36	11	30	homogeneity	homogeneity	NOUN
emaj-36	11	31	?	?	PUNCT
emaj-36	12	1	mehmet	mehmet	PROPN
emaj-36	12	2	baran	baran	PROPN
emaj-36	12	3	,	,	PUNCT
emaj-36	12	4	sıtkı	sıtkı	ADJ
emaj-36	12	5	sönmezer	sönmezer	NOUN
emaj-36	12	6	introduction	introduction	NOUN
emaj-36	12	7	it	it	PRON
emaj-36	12	8	is	be	AUX
emaj-36	12	9	often	often	ADV
emaj-36	12	10	the	the	DET
emaj-36	12	11	case	case	NOUN
emaj-36	12	12	,	,	PUNCT
emaj-36	12	13	when	when	SCONJ
emaj-36	12	14	trying	try	VERB
emaj-36	12	15	to	to	PART
emaj-36	12	16	extract	extract	VERB
emaj-36	12	17	information	information	NOUN
emaj-36	12	18	out	out	ADP
emaj-36	12	19	of	of	ADP
emaj-36	12	20	a	a	DET
emaj-36	12	21	financial	financial	ADJ
emaj-36	12	22	time	time	NOUN
emaj-36	12	23	series	series	PROPN
emaj-36	12	24	data	data	PROPN
emaj-36	12	25	;	;	PUNCT
emaj-36	12	26	researchers	researcher	NOUN
emaj-36	12	27	face	face	VERB
emaj-36	12	28	the	the	DET
emaj-36	12	29	problem	problem	NOUN
emaj-36	12	30	of	of	ADP
emaj-36	12	31	dividing	divide	VERB
emaj-36	12	32	the	the	DET
emaj-36	12	33	financial	financial	ADJ
emaj-36	12	34	data	datum	NOUN
emaj-36	12	35	into	into	ADP
emaj-36	12	36	homogenous	homogenous	ADJ
emaj-36	12	37	parts	part	NOUN
emaj-36	12	38	.	.	PUNCT
emaj-36	13	1	alternatively	alternatively	ADV
emaj-36	13	2	,	,	PUNCT
emaj-36	13	3	when	when	SCONJ
emaj-36	13	4	the	the	DET
emaj-36	13	5	researchers	researcher	NOUN
emaj-36	13	6	aim	aim	VERB
emaj-36	13	7	to	to	PART
emaj-36	13	8	determine	determine	VERB
emaj-36	13	9	trends	trend	NOUN
emaj-36	13	10	within	within	ADP
emaj-36	13	11	a	a	DET
emaj-36	13	12	data	data	NOUN
emaj-36	13	13	set	set	NOUN
emaj-36	13	14	,	,	PUNCT
emaj-36	13	15	it	it	PRON
emaj-36	13	16	may	may	AUX
emaj-36	13	17	be	be	AUX
emaj-36	13	18	essential	essential	ADJ
emaj-36	13	19	to	to	PART
emaj-36	13	20	know	know	VERB
emaj-36	13	21	how	how	SCONJ
emaj-36	13	22	to	to	PART
emaj-36	13	23	decompose	decompose	VERB
emaj-36	13	24	a	a	DET
emaj-36	13	25	sample	sample	NOUN
emaj-36	13	26	into	into	ADP
emaj-36	13	27	subsamples	subsample	NOUN
emaj-36	13	28	in	in	SCONJ
emaj-36	13	29	which	which	DET
emaj-36	13	30	homogeneity	homogeneity	NOUN
emaj-36	13	31	is	be	AUX
emaj-36	13	32	maximized	maximize	VERB
emaj-36	13	33	.	.	PUNCT
emaj-36	14	1	intuition	intuition	NOUN
emaj-36	14	2	or	or	CCONJ
emaj-36	14	3	segmenting	segment	VERB
emaj-36	14	4	the	the	DET
emaj-36	14	5	data	datum	NOUN
emaj-36	14	6	visually	visually	ADV
emaj-36	14	7	may	may	AUX
emaj-36	14	8	be	be	AUX
emaj-36	14	9	used	use	VERB
emaj-36	14	10	for	for	ADP
emaj-36	14	11	grouping	group	VERB
emaj-36	14	12	the	the	DET
emaj-36	14	13	data	datum	NOUN
emaj-36	14	14	,	,	PUNCT
emaj-36	14	15	however	however	ADV
emaj-36	14	16	;	;	PUNCT
emaj-36	14	17	these	these	DET
emaj-36	14	18	methods	method	NOUN
emaj-36	14	19	lack	lack	VERB
emaj-36	14	20	the	the	DET
emaj-36	14	21	efficiency	efficiency	NOUN
emaj-36	14	22	when	when	SCONJ
emaj-36	14	23	compared	compare	VERB
emaj-36	14	24	with	with	ADP
emaj-36	14	25	the	the	DET
emaj-36	14	26	statistical	statistical	ADJ
emaj-36	14	27	methods	method	NOUN
emaj-36	14	28	that	that	PRON
emaj-36	14	29	are	be	AUX
emaj-36	14	30	numerous	numerous	ADJ
emaj-36	14	31	in	in	ADP
emaj-36	14	32	the	the	DET
emaj-36	14	33	literature	literature	NOUN
emaj-36	14	34	.	.	PUNCT
emaj-36	15	1	various	various	ADJ
emaj-36	15	2	disciplines	discipline	NOUN
emaj-36	15	3	have	have	VERB
emaj-36	15	4	the	the	DET
emaj-36	15	5	problem	problem	NOUN
emaj-36	15	6	of	of	ADP
emaj-36	15	7	clustering	cluster	VERB
emaj-36	15	8	a	a	DET
emaj-36	15	9	set	set	NOUN
emaj-36	15	10	of	of	ADP
emaj-36	15	11	objects	object	NOUN
emaj-36	15	12	as	as	SCONJ
emaj-36	15	13	there	there	PRON
emaj-36	15	14	are	be	VERB
emaj-36	15	15	different	different	ADJ
emaj-36	15	16	usages	usage	NOUN
emaj-36	15	17	,	,	PUNCT
emaj-36	15	18	applications	application	NOUN
emaj-36	15	19	and	and	CCONJ
emaj-36	15	20	objective	objective	ADJ
emaj-36	15	21	functions	function	NOUN
emaj-36	15	22	,	,	PUNCT
emaj-36	15	23	thus	thus	ADV
emaj-36	15	24	,	,	PUNCT
emaj-36	15	25	there	there	PRON
emaj-36	15	26	are	be	VERB
emaj-36	15	27	many	many	ADJ
emaj-36	15	28	variations	variation	NOUN
emaj-36	15	29	of	of	ADP
emaj-36	15	30	this	this	DET
emaj-36	15	31	clustering	clustering	NOUN
emaj-36	15	32	problem	problem	NOUN
emaj-36	15	33	.	.	PUNCT
emaj-36	16	1	maharaj	maharaj	PROPN
emaj-36	16	2	and	and	CCONJ
emaj-36	16	3	inder	inder	PROPN
emaj-36	16	4	(	(	PUNCT
emaj-36	16	5	1999	1999	NUM
emaj-36	16	6	)	)	PUNCT
emaj-36	16	7	and	and	CCONJ
emaj-36	16	8	duncan	duncan	ADJ
emaj-36	16	9	,	,	PUNCT
emaj-36	16	10	gorr	gorr	NOUN
emaj-36	16	11	and	and	CCONJ
emaj-36	16	12	szczypula	szczypula	ADJ
emaj-36	16	13	(	(	PUNCT
emaj-36	16	14	2001	2001	NUM
emaj-36	16	15	)	)	PUNCT
emaj-36	16	16	have	have	AUX
emaj-36	16	17	given	give	VERB
emaj-36	16	18	methods	method	NOUN
emaj-36	16	19	of	of	ADP
emaj-36	16	20	clustering	clustering	ADJ
emaj-36	16	21	time	time	NOUN
emaj-36	16	22	series	series	PROPN
emaj-36	16	23	data	data	PROPN
emaj-36	16	24	.	.	PUNCT
emaj-36	17	1	therefore	therefore	ADV
emaj-36	17	2	,	,	PUNCT
emaj-36	17	3	numerous	numerous	ADJ
emaj-36	17	4	clustering	clustering	ADJ
emaj-36	17	5	algorithms	algorithm	NOUN
emaj-36	17	6	from	from	ADP
emaj-36	17	7	different	different	ADJ
emaj-36	17	8	fields	field	NOUN
emaj-36	17	9	of	of	ADP
emaj-36	17	10	study	study	NOUN
emaj-36	17	11	are	be	AUX
emaj-36	17	12	present	present	ADJ
emaj-36	17	13	in	in	ADP
emaj-36	17	14	the	the	DET
emaj-36	17	15	literature	literature	NOUN
emaj-36	17	16	however	however	ADV
emaj-36	17	17	;	;	PUNCT
emaj-36	17	18	the	the	DET
emaj-36	17	19	merits	merit	NOUN
emaj-36	17	20	of	of	ADP
emaj-36	17	21	these	these	DET
emaj-36	17	22	algorithms	algorithm	NOUN
emaj-36	17	23	are	be	AUX
emaj-36	17	24	dubious	dubious	ADJ
emaj-36	17	25	(	(	PUNCT
emaj-36	17	26	gonzales	gonzale	NOUN
emaj-36	17	27	1985	1985	NUM
emaj-36	17	28	)	)	PUNCT
emaj-36	17	29	.	.	PUNCT
emaj-36	18	1	the	the	DET
emaj-36	18	2	method	method	NOUN
emaj-36	18	3	developed	develop	VERB
emaj-36	18	4	in	in	ADP
emaj-36	18	5	this	this	DET
emaj-36	18	6	study	study	NOUN
emaj-36	18	7	is	be	AUX
emaj-36	18	8	a	a	DET
emaj-36	18	9	modification	modification	NOUN
emaj-36	18	10	of	of	ADP
emaj-36	18	11	the	the	DET
emaj-36	18	12	method	method	NOUN
emaj-36	18	13	suggested	suggest	VERB
emaj-36	18	14	by	by	ADP
emaj-36	18	15	fisher	fisher	PROPN
emaj-36	18	16	(	(	PUNCT
emaj-36	18	17	1958	1958	NUM
emaj-36	18	18	)	)	PUNCT
emaj-36	18	19	that	that	PRON
emaj-36	18	20	tries	try	VERB
emaj-36	18	21	to	to	PART
emaj-36	18	22	find	find	VERB
emaj-36	18	23	a	a	DET
emaj-36	18	24	methodology	methodology	NOUN
emaj-36	18	25	for	for	ADP
emaj-36	18	26	grouping	group	VERB
emaj-36	18	27	and	and	CCONJ
emaj-36	18	28	forming	form	VERB
emaj-36	18	29	sub	sub	NOUN
emaj-36	18	30	-	-	NOUN
emaj-36	18	31	samples	sample	NOUN
emaj-36	18	32	.	.	PUNCT
emaj-36	19	1	it	it	PRON
emaj-36	19	2	has	have	VERB
emaj-36	19	3	to	to	PART
emaj-36	19	4	be	be	AUX
emaj-36	19	5	noted	note	VERB
emaj-36	19	6	that	that	SCONJ
emaj-36	19	7	fisher	fisher	PROPN
emaj-36	19	8	considered	consider	VERB
emaj-36	19	9	two	two	NUM
emaj-36	19	10	related	related	ADJ
emaj-36	19	11	,	,	PUNCT
emaj-36	19	12	but	but	CCONJ
emaj-36	19	13	different	different	ADJ
emaj-36	19	14	problems	problem	NOUN
emaj-36	19	15	;	;	PUNCT
emaj-36	19	16	first	first	ADJ
emaj-36	19	17	one	one	NUM
emaj-36	19	18	is	be	AUX
emaj-36	19	19	introduced	introduce	VERB
emaj-36	19	20	as	as	ADP
emaj-36	19	21	the	the	DET
emaj-36	19	22	unrestricted	unrestricted	ADJ
emaj-36	19	23	problem	problem	NOUN
emaj-36	19	24	and	and	CCONJ
emaj-36	19	25	second	second	ADV
emaj-36	19	26	as	as	ADP
emaj-36	19	27	the	the	DET
emaj-36	19	28	restricted	restricted	ADJ
emaj-36	19	29	problem	problem	NOUN
emaj-36	19	30	.	.	PUNCT
emaj-36	20	1	this	this	DET
emaj-36	20	2	paper	paper	NOUN
emaj-36	20	3	deals	deal	NOUN
emaj-36	20	4	with	with	ADP
emaj-36	20	5	the	the	DET
emaj-36	20	6	restricted	restricted	ADJ
emaj-36	20	7	problem	problem	NOUN
emaj-36	20	8	part	part	NOUN
emaj-36	20	9	of	of	ADP
emaj-36	20	10	the	the	DET
emaj-36	20	11	method	method	NOUN
emaj-36	20	12	,	,	PUNCT
emaj-36	20	13	which	which	PRON
emaj-36	20	14	arises	arise	VERB
emaj-36	20	15	in	in	ADP
emaj-36	20	16	many	many	ADJ
emaj-36	20	17	cases	case	NOUN
emaj-36	20	18	in	in	ADP
emaj-36	20	19	finance	finance	NOUN
emaj-36	20	20	where	where	SCONJ
emaj-36	20	21	certain	certain	ADJ
emaj-36	20	22	conditions	condition	NOUN
emaj-36	20	23	,	,	PUNCT
emaj-36	20	24	on	on	ADP
emaj-36	20	25	the	the	DET
emaj-36	20	26	basis	basis	NOUN
emaj-36	20	27	of	of	ADP
emaj-36	20	28	prior	prior	ADJ
emaj-36	20	29	information	information	NOUN
emaj-36	20	30	,	,	PUNCT
emaj-36	20	31	theory	theory	NOUN
emaj-36	20	32	or	or	CCONJ
emaj-36	20	33	for	for	ADP
emaj-36	20	34	convenience	convenience	NOUN
emaj-36	20	35	,	,	PUNCT
emaj-36	20	36	are	be	AUX
emaj-36	20	37	imposed	impose	VERB
emaj-36	20	38	most	most	ADJ
emaj-36	20	39	of	of	ADP
emaj-36	20	40	the	the	DET
emaj-36	20	41	time	time	NOUN
emaj-36	20	42	and	and	CCONJ
emaj-36	20	43	offers	offer	VERB
emaj-36	20	44	a	a	DET
emaj-36	20	45	modified	modify	VERB
emaj-36	20	46	version	version	NOUN
emaj-36	20	47	that	that	PRON
emaj-36	20	48	gives	give	VERB
emaj-36	20	49	smaller	small	ADJ
emaj-36	20	50	error	error	NOUN
emaj-36	20	51	terms	term	NOUN
emaj-36	20	52	.	.	PUNCT
emaj-36	21	1	the	the	DET
emaj-36	21	2	first	first	ADJ
emaj-36	21	3	part	part	NOUN
emaj-36	21	4	of	of	ADP
emaj-36	21	5	the	the	DET
emaj-36	21	6	study	study	NOUN
emaj-36	21	7	provides	provide	VERB
emaj-36	21	8	literature	literature	NOUN
emaj-36	21	9	survey	survey	NOUN
emaj-36	21	10	regarding	regard	VERB
emaj-36	21	11	with	with	ADP
emaj-36	21	12	the	the	DET
emaj-36	21	13	method	method	NOUN
emaj-36	21	14	used	use	VERB
emaj-36	21	15	in	in	ADP
emaj-36	21	16	finance	finance	NOUN
emaj-36	21	17	related	relate	VERB
emaj-36	21	18	sectors	sector	NOUN
emaj-36	21	19	.	.	PUNCT
emaj-36	22	1	secondly	secondly	ADV
emaj-36	22	2	,	,	PUNCT
emaj-36	22	3	fisher	fisher	PROPN
emaj-36	22	4	method	method	NOUN
emaj-36	22	5	and	and	CCONJ
emaj-36	22	6	how	how	SCONJ
emaj-36	22	7	it	it	PRON
emaj-36	22	8	is	be	AUX
emaj-36	22	9	improved	improve	VERB
emaj-36	22	10	is	be	AUX
emaj-36	22	11	presented	present	VERB
emaj-36	22	12	in	in	ADP
emaj-36	22	13	the	the	DET
emaj-36	22	14	second	second	ADJ
emaj-36	22	15	part	part	NOUN
emaj-36	22	16	and	and	CCONJ
emaj-36	22	17	the	the	DET
emaj-36	22	18	final	final	ADJ
emaj-36	22	19	part	part	NOUN
emaj-36	22	20	is	be	AUX
emaj-36	22	21	concluded	conclude	VERB
emaj-36	22	22	with	with	ADP
emaj-36	22	23	an	an	DET
emaj-36	22	24	example	example	NOUN
emaj-36	22	25	showing	show	VERB
emaj-36	22	26	the	the	DET
emaj-36	22	27	improvement	improvement	NOUN
emaj-36	22	28	.	.	PUNCT
emaj-36	23	1	literature	literature	NOUN
emaj-36	23	2	review	review	NOUN
emaj-36	23	3	despite	despite	SCONJ
emaj-36	23	4	defining	define	VERB
emaj-36	23	5	homogenous	homogenous	ADJ
emaj-36	23	6	groups	group	NOUN
emaj-36	23	7	are	be	AUX
emaj-36	23	8	studied	study	VERB
emaj-36	23	9	vastly	vastly	ADV
emaj-36	23	10	by	by	ADP
emaj-36	23	11	statisticians	statistician	NOUN
emaj-36	23	12	and	and	CCONJ
emaj-36	23	13	hydrologists	hydrologist	NOUN
emaj-36	23	14	,	,	PUNCT
emaj-36	23	15	in	in	ADP
emaj-36	23	16	this	this	DET
emaj-36	23	17	paper	paper	NOUN
emaj-36	23	18	,	,	PUNCT
emaj-36	23	19	only	only	ADV
emaj-36	23	20	the	the	DET
emaj-36	23	21	articles	article	NOUN
emaj-36	23	22	that	that	PRON
emaj-36	23	23	have	have	VERB
emaj-36	23	24	utilized	utilize	VERB
emaj-36	23	25	methods	method	NOUN
emaj-36	23	26	that	that	PRON
emaj-36	23	27	determine	determine	VERB
emaj-36	23	28	homogeneous	homogeneous	ADJ
emaj-36	23	29	grouping	grouping	NOUN
emaj-36	23	30	with	with	ADP
emaj-36	23	31	financial	financial	ADJ
emaj-36	23	32	data	datum	NOUN
emaj-36	23	33	are	be	AUX
emaj-36	23	34	examined	examine	VERB
emaj-36	23	35	.	.	PUNCT
emaj-36	24	1	however	however	ADV
emaj-36	24	2	,	,	PUNCT
emaj-36	24	3	one	one	NUM
emaj-36	24	4	main	main	ADJ
emaj-36	24	5	method	method	NOUN
emaj-36	24	6	,	,	PUNCT
emaj-36	24	7	fisher	fisher	PROPN
emaj-36	24	8	method	method	NOUN
emaj-36	24	9	,	,	PUNCT
emaj-36	24	10	has	have	VERB
emaj-36	24	11	to	to	PART
emaj-36	24	12	be	be	AUX
emaj-36	24	13	mentioned	mention	VERB
emaj-36	24	14	as	as	SCONJ
emaj-36	24	15	it	it	PRON
emaj-36	24	16	has	have	AUX
emaj-36	24	17	been	be	AUX
emaj-36	24	18	used	use	VERB
emaj-36	24	19	by	by	ADP
emaj-36	24	20	many	many	ADJ
emaj-36	24	21	studies	study	NOUN
emaj-36	24	22	,	,	PUNCT
emaj-36	24	23	including	include	VERB
emaj-36	24	24	this	this	DET
emaj-36	24	25	one	one	NUM
emaj-36	24	26	.	.	PUNCT
emaj-36	25	1	the	the	DET
emaj-36	25	2	method	method	NOUN
emaj-36	25	3	introduced	introduce	VERB
emaj-36	25	4	by	by	ADP
emaj-36	25	5	fisher	fisher	PROPN
emaj-36	25	6	(	(	PUNCT
emaj-36	25	7	1958	1958	NUM
emaj-36	25	8	)	)	PUNCT
emaj-36	25	9	attempts	attempt	VERB
emaj-36	25	10	to	to	PART
emaj-36	25	11	minimize	minimize	VERB
emaj-36	25	12	the	the	DET
emaj-36	25	13	mse	mse	NOUN
emaj-36	25	14	,	,	PUNCT
emaj-36	25	15	takes	take	VERB
emaj-36	25	16	the	the	DET
emaj-36	25	17	decrease	decrease	NOUN
emaj-36	25	18	n	n	PRON
emaj-36	25	19	variance	variance	VERB
emaj-36	25	20	into	into	ADP
emaj-36	25	21	consideration	consideration	NOUN
emaj-36	25	22	due	due	ADP
emaj-36	25	23	to	to	ADP
emaj-36	25	24	combining	combine	VERB
emaj-36	25	25	which	which	PRON
emaj-36	25	26	decreases	decrease	VERB
emaj-36	25	27	variance	variance	NOUN
emaj-36	25	28	and	and	CCONJ
emaj-36	25	29	ignores	ignore	VERB
emaj-36	25	30	the	the	DET
emaj-36	25	31	increase	increase	NOUN
emaj-36	25	32	in	in	ADP
emaj-36	25	33	bias	bias	NOUN
emaj-36	25	34	.	.	PUNCT
emaj-36	26	1	a	a	DET
emaj-36	26	2	review	review	NOUN
emaj-36	26	3	of	of	ADP
emaj-36	26	4	the	the	DET
emaj-36	26	5	algorithm	algorithm	NOUN
emaj-36	26	6	is	be	AUX
emaj-36	26	7	presented	present	VERB
emaj-36	26	8	here	here	ADV
emaj-36	26	9	below	below	ADV
emaj-36	26	10	.	.	PUNCT
emaj-36	27	1	huang	huang	PROPN
emaj-36	27	2	and	and	CCONJ
emaj-36	27	3	zhang	zhang	PROPN
emaj-36	27	4	have	have	AUX
emaj-36	27	5	investigated	investigate	VERB
emaj-36	27	6	structural	structural	ADJ
emaj-36	27	7	changes	change	NOUN
emaj-36	27	8	in	in	ADP
emaj-36	27	9	singapore	singapore	PROPN
emaj-36	27	10	’s	’s	PART
emaj-36	27	11	private	private	ADJ
emaj-36	27	12	housing	housing	NOUN
emaj-36	27	13	market	market	NOUN
emaj-36	27	14	and	and	CCONJ
emaj-36	27	15	in	in	ADP
emaj-36	27	16	particular	particular	ADJ
emaj-36	27	17	the	the	DET
emaj-36	27	18	impact	impact	NOUN
emaj-36	27	19	of	of	ADP
emaj-36	27	20	government	government	NOUN
emaj-36	27	21	policies	policy	NOUN
emaj-36	27	22	on	on	ADP
emaj-36	27	23	housing	housing	NOUN
emaj-36	27	24	price	price	NOUN
emaj-36	27	25	determination	determination	NOUN
emaj-36	27	26	by	by	ADP
emaj-36	27	27	utilizing	utilize	VERB
emaj-36	27	28	fisher	fisher	PROPN
emaj-36	27	29	method	method	NOUN
emaj-36	27	30	to	to	PART
emaj-36	27	31	find	find	VERB
emaj-36	27	32	“	"	PUNCT
emaj-36	27	33	1	1	NUM
emaj-36	27	34	)	)	PUNCT
emaj-36	27	35	the	the	DET
emaj-36	27	36	specification	specification	NOUN
emaj-36	27	37	of	of	ADP
emaj-36	27	38	the	the	DET
emaj-36	27	39	number	number	NOUN
emaj-36	27	40	of	of	ADP
emaj-36	27	41	changes	change	NOUN
emaj-36	27	42	in	in	ADP
emaj-36	27	43	the	the	DET
emaj-36	27	44	model	model	NOUN
emaj-36	27	45	2	2	NUM
emaj-36	27	46	)	)	PUNCT
emaj-36	27	47	the	the	DET
emaj-36	27	48	detection	detection	NOUN
emaj-36	27	49	of	of	ADP
emaj-36	27	50	the	the	DET
emaj-36	27	51	change	change	NOUN
emaj-36	27	52	point	point	NOUN
emaj-36	27	53	,	,	PUNCT
emaj-36	27	54	or	or	CCONJ
emaj-36	27	55	the	the	DET
emaj-36	27	56	boundaries	boundary	NOUN
emaj-36	27	57	of	of	ADP
emaj-36	27	58	intervals	interval	NOUN
emaj-36	27	59	over	over	ADP
emaj-36	27	60	which	which	PRON
emaj-36	27	61	each	each	PRON
emaj-36	27	62	of	of	ADP
emaj-36	27	63	the	the	DET
emaj-36	27	64	model	model	NOUN
emaj-36	27	65	pieces	piece	NOUN
emaj-36	27	66	applies	apply	VERB
emaj-36	27	67	3	3	NUM
emaj-36	27	68	)	)	PUNCT
emaj-36	27	69	the	the	DET
emaj-36	27	70	estimation	estimation	NOUN
emaj-36	27	71	of	of	ADP
emaj-36	27	72	the	the	DET
emaj-36	27	73	model	model	NOUN
emaj-36	27	74	parameters	parameter	NOUN
emaj-36	27	75	within	within	ADP
emaj-36	27	76	each	each	DET
emaj-36	27	77	subdomain	subdomain	NOUN
emaj-36	27	78	.	.	PUNCT
emaj-36	27	79	”	"	PUNCT
emaj-36	28	1	(	(	PUNCT
emaj-36	28	2	2012	2012	NUM
emaj-36	28	3	)	)	PUNCT
emaj-36	28	4	how	how	SCONJ
emaj-36	28	5	to	to	PART
emaj-36	28	6	group	group	VERB
emaj-36	28	7	financial	financial	ADJ
emaj-36	28	8	data	datum	NOUN
emaj-36	28	9	with	with	ADP
emaj-36	28	10	maximum	maximum	ADJ
emaj-36	28	11	homogeneity	homogeneity	NOUN
emaj-36	28	12	?	?	PUNCT
emaj-36	29	1	emerging	emerge	VERB
emaj-36	29	2	markets	market	NOUN
emaj-36	29	3	journal	journal	NOUN
emaj-36	29	4	|	|	ADV
emaj-36	29	5	p	p	NOUN
emaj-36	29	6	a	a	DET
emaj-36	29	7	g	g	NOUN
emaj-36	29	8	e	e	PROPN
emaj-36	29	9	|	|	ADV
emaj-36	29	10	14	14	NUM
emaj-36	29	11	volume	volume	NOUN
emaj-36	29	12	3	3	NUM
emaj-36	29	13	(	(	PUNCT
emaj-36	29	14	2012	2012	NUM
emaj-36	29	15	)	)	PUNCT
emaj-36	29	16	|	|	ADV
emaj-36	29	17	issn	issn	VERB
emaj-36	29	18	2158	2158	NUM
emaj-36	29	19	-	-	SYM
emaj-36	29	20	8708	8708	NUM
emaj-36	29	21	(	(	PUNCT
emaj-36	29	22	online	online	NOUN
emaj-36	29	23	)	)	PUNCT
emaj-36	29	24	|	|	ADV
emaj-36	29	25	doi	doi	X
emaj-36	29	26	10.5195	10.5195	NUM
emaj-36	29	27	/	/	SYM
emaj-36	29	28	emaj.2012.36	emaj.2012.36	NOUN
emaj-36	29	29	|	|	NOUN
emaj-36	29	30	http://emaj.pitt.edu	http://emaj.pitt.edu	X
emaj-36	29	31	kumar	kumar	PROPN
emaj-36	29	32	and	and	CCONJ
emaj-36	29	33	patel	patel	PROPN
emaj-36	29	34	(	(	PUNCT
emaj-36	29	35	2010	2010	NUM
emaj-36	29	36	)	)	PUNCT
emaj-36	29	37	have	have	AUX
emaj-36	29	38	come	come	VERB
emaj-36	29	39	up	up	ADP
emaj-36	29	40	with	with	ADP
emaj-36	29	41	a	a	DET
emaj-36	29	42	new	new	ADJ
emaj-36	29	43	method	method	NOUN
emaj-36	29	44	derived	derive	VERB
emaj-36	29	45	from	from	ADP
emaj-36	29	46	fisher	fisher	PROPN
emaj-36	29	47	method	method	NOUN
emaj-36	29	48	which	which	PRON
emaj-36	29	49	is	be	AUX
emaj-36	29	50	based	base	VERB
emaj-36	29	51	on	on	ADP
emaj-36	29	52	the	the	DET
emaj-36	29	53	tradeoff	tradeoff	NOUN
emaj-36	29	54	between	between	ADP
emaj-36	29	55	decreased	decrease	VERB
emaj-36	29	56	variance	variance	NOUN
emaj-36	29	57	and	and	CCONJ
emaj-36	29	58	increased	increased	ADJ
emaj-36	29	59	bias	bias	NOUN
emaj-36	29	60	arising	arise	VERB
emaj-36	29	61	from	from	ADP
emaj-36	29	62	combining	combine	VERB
emaj-36	29	63	.	.	PUNCT
emaj-36	30	1	with	with	ADP
emaj-36	30	2	this	this	DET
emaj-36	30	3	modified	modify	VERB
emaj-36	30	4	version	version	NOUN
emaj-36	30	5	,	,	PUNCT
emaj-36	30	6	it	it	PRON
emaj-36	30	7	is	be	AUX
emaj-36	30	8	possible	possible	ADJ
emaj-36	30	9	to	to	PART
emaj-36	30	10	determine	determine	VERB
emaj-36	30	11	when	when	SCONJ
emaj-36	30	12	it	it	PRON
emaj-36	30	13	is	be	AUX
emaj-36	30	14	beneficial	beneficial	ADJ
emaj-36	30	15	to	to	PART
emaj-36	30	16	combine	combine	VERB
emaj-36	30	17	or	or	CCONJ
emaj-36	30	18	not	not	PART
emaj-36	30	19	.	.	PUNCT
emaj-36	31	1	adams	adam	NOUN
emaj-36	31	2	and	and	CCONJ
emaj-36	31	3	lim	lim	PROPN
emaj-36	31	4	also	also	ADV
emaj-36	31	5	utilized	utilize	VERB
emaj-36	31	6	the	the	DET
emaj-36	31	7	fisher	fisher	PROPN
emaj-36	31	8	method	method	NOUN
emaj-36	31	9	in	in	ADP
emaj-36	31	10	forming	form	VERB
emaj-36	31	11	sub	sub	NOUN
emaj-36	31	12	groups	group	NOUN
emaj-36	31	13	for	for	ADP
emaj-36	31	14	their	their	PRON
emaj-36	31	15	data	datum	NOUN
emaj-36	31	16	to	to	PART
emaj-36	31	17	minimize	minimize	VERB
emaj-36	31	18	sum	sum	NOUN
emaj-36	31	19	of	of	ADP
emaj-36	31	20	squared	square	VERB
emaj-36	31	21	deviations	deviation	NOUN
emaj-36	31	22	for	for	ADP
emaj-36	31	23	growth	growth	NOUN
emaj-36	31	24	polarity	polarity	NOUN
emaj-36	31	25	(	(	PUNCT
emaj-36	31	26	2011	2011	NUM
emaj-36	31	27	)	)	PUNCT
emaj-36	31	28	.	.	PUNCT
emaj-36	32	1	review	review	NOUN
emaj-36	32	2	of	of	ADP
emaj-36	32	3	the	the	DET
emaj-36	32	4	classical	classical	ADJ
emaj-36	32	5	fisher	fisher	NOUN
emaj-36	32	6	grouping	group	VERB
emaj-36	32	7	algorithm	algorithm	NOUN
emaj-36	32	8	in	in	ADP
emaj-36	32	9	order	order	NOUN
emaj-36	32	10	to	to	PART
emaj-36	32	11	understand	understand	VERB
emaj-36	32	12	how	how	SCONJ
emaj-36	32	13	fisher	fisher	PROPN
emaj-36	32	14	grouping	group	VERB
emaj-36	32	15	algorithm	algorithm	NOUN
emaj-36	32	16	works	work	NOUN
emaj-36	32	17	,	,	PUNCT
emaj-36	32	18	consider	consider	VERB
emaj-36	32	19	that	that	SCONJ
emaj-36	32	20	a	a	DET
emaj-36	32	21	time	time	NOUN
emaj-36	32	22	series	series	NOUN
emaj-36	32	23	consisting	consist	VERB
emaj-36	32	24	of	of	ADP
emaj-36	32	25	n	n	PRON
emaj-36	32	26	data	data	NOUN
emaj-36	32	27	points	point	NOUN
emaj-36	32	28	x(i	x(i	PROPN
emaj-36	32	29	)	)	PUNCT
emaj-36	32	30	,	,	PUNCT
emaj-36	32	31	1<=i<=n	1<=i<=n	NUM
emaj-36	32	32	,	,	PUNCT
emaj-36	32	33	is	be	AUX
emaj-36	32	34	given	give	VERB
emaj-36	32	35	.	.	PUNCT
emaj-36	33	1	assume	assume	VERB
emaj-36	33	2	that	that	SCONJ
emaj-36	33	3	this	this	DET
emaj-36	33	4	time	time	NOUN
emaj-36	33	5	series	series	NOUN
emaj-36	33	6	is	be	AUX
emaj-36	33	7	divided	divide	VERB
emaj-36	33	8	into	into	ADP
emaj-36	33	9	k	k	PROPN
emaj-36	33	10	contiguous	contiguous	ADJ
emaj-36	33	11	and	and	CCONJ
emaj-36	33	12	mutually	mutually	ADV
emaj-36	33	13	exclusive	exclusive	ADJ
emaj-36	33	14	segments	segment	NOUN
emaj-36	33	15	:	:	PUNCT
emaj-36	33	16	[	[	PUNCT
emaj-36	33	17	]	]	X
emaj-36	33	18	[	[	PUNCT
emaj-36	33	19	]	]	X
emaj-36	33	20	[	[	PUNCT
emaj-36	33	21	]	]	X
emaj-36	33	22	[	[	PUNCT
emaj-36	33	23	]	]	X
emaj-36	33	24	(	(	PUNCT
emaj-36	33	25	1	1	X
emaj-36	33	26	)	)	PUNCT
emaj-36	33	27	where	where	SCONJ
emaj-36	33	28	[	[	PUNCT
emaj-36	33	29	]	]	X
emaj-36	33	30	denotes	denote	NOUN
emaj-36	33	31	all	all	DET
emaj-36	33	32	the	the	DET
emaj-36	33	33	integers	integer	NOUN
emaj-36	33	34	between	between	ADP
emaj-36	33	35	a	a	PRON
emaj-36	33	36	and	and	CCONJ
emaj-36	33	37	b	b	NOUN
emaj-36	33	38	,	,	PUNCT
emaj-36	33	39	inclusive	inclusive	ADJ
emaj-36	33	40	,	,	PUNCT
emaj-36	33	41	and	and	CCONJ
emaj-36	33	42	if	if	SCONJ
emaj-36	33	43	r	r	PROPN
emaj-36	33	44	>	>	X
emaj-36	33	45	s.	s.	PROPN
emaj-36	33	46	let	let	VERB
emaj-36	33	47	the	the	DET
emaj-36	33	48	mean	mean	NOUN
emaj-36	33	49	for	for	ADP
emaj-36	33	50	the	the	DET
emaj-36	33	51	j	j	PROPN
emaj-36	33	52	th	th	NUM
emaj-36	33	53	segment	segment	NOUN
emaj-36	33	54	[	[	PUNCT
emaj-36	33	55	]	]	X
emaj-36	33	56	be	be	AUX
emaj-36	33	57	denoted	denote	VERB
emaj-36	33	58	by	by	ADP
emaj-36	33	59	:	:	PUNCT
emaj-36	33	60	∑	∑	PUNCT
emaj-36	33	61	(	(	PUNCT
emaj-36	33	62	)	)	PUNCT
emaj-36	33	63	(	(	PUNCT
emaj-36	33	64	2	2	X
emaj-36	33	65	)	)	PUNCT
emaj-36	33	66	note	note	VERB
emaj-36	33	67	that	that	PRON
emaj-36	33	68	and	and	CCONJ
emaj-36	33	69	.	.	PUNCT
emaj-36	34	1	the	the	DET
emaj-36	34	2	mean	mean	ADJ
emaj-36	34	3	squares	square	NOUN
emaj-36	34	4	(	(	PUNCT
emaj-36	34	5	ms	ms	NOUN
emaj-36	34	6	)	)	PUNCT
emaj-36	34	7	error	error	NOUN
emaj-36	34	8	term	term	NOUN
emaj-36	34	9	for	for	ADP
emaj-36	34	10	the	the	DET
emaj-36	34	11	jth	jth	PROPN
emaj-36	34	12	segment	segment	NOUN
emaj-36	34	13	,	,	PUNCT
emaj-36	34	14	can	can	AUX
emaj-36	34	15	be	be	AUX
emaj-36	34	16	computed	compute	VERB
emaj-36	34	17	as	as	ADP
emaj-36	34	18	:	:	PUNCT
emaj-36	34	19	∑	∑	PUNCT
emaj-36	34	20	(	(	PUNCT
emaj-36	34	21	(	(	PUNCT
emaj-36	34	22	)	)	PUNCT
emaj-36	34	23	)	)	PUNCT
emaj-36	35	1	(	(	PUNCT
emaj-36	35	2	3	3	X
emaj-36	35	3	)	)	PUNCT
emaj-36	35	4	and	and	CCONJ
emaj-36	35	5	the	the	DET
emaj-36	35	6	ms	ms	NOUN
emaj-36	35	7	error	error	NOUN
emaj-36	35	8	for	for	ADP
emaj-36	35	9	the	the	DET
emaj-36	35	10	whole	whole	ADJ
emaj-36	35	11	time	time	NOUN
emaj-36	35	12	series	series	PROPN
emaj-36	35	13	,	,	PUNCT
emaj-36	35	14	e	e	NOUN
emaj-36	35	15	,	,	PUNCT
emaj-36	35	16	is	be	AUX
emaj-36	35	17	defined	define	VERB
emaj-36	35	18	as	as	ADP
emaj-36	35	19	the	the	DET
emaj-36	35	20	sum	sum	NOUN
emaj-36	35	21	of	of	ADP
emaj-36	35	22	the	the	DET
emaj-36	35	23	ms	ms	PROPN
emaj-36	35	24	errors	error	NOUN
emaj-36	35	25	of	of	ADP
emaj-36	35	26	all	all	DET
emaj-36	35	27	segments	segment	NOUN
emaj-36	35	28	∑	∑	PUNCT
emaj-36	35	29	(	(	PUNCT
emaj-36	35	30	4	4	NUM
emaj-36	35	31	)	)	PUNCT
emaj-36	35	32	after	after	ADP
emaj-36	35	33	these	these	DET
emaj-36	35	34	preliminary	preliminary	ADJ
emaj-36	35	35	definitions	definition	NOUN
emaj-36	35	36	,	,	PUNCT
emaj-36	35	37	fisher	fisher	PROPN
emaj-36	35	38	grouping	grouping	NOUN
emaj-36	35	39	problem	problem	NOUN
emaj-36	35	40	can	can	AUX
emaj-36	35	41	be	be	AUX
emaj-36	35	42	defined	define	VERB
emaj-36	35	43	as	as	SCONJ
emaj-36	35	44	follows	follow	VERB
emaj-36	35	45	:	:	PUNCT
emaj-36	35	46	determine	determine	VERB
emaj-36	35	47	the	the	DET
emaj-36	35	48	segment	segment	NOUN
emaj-36	35	49	boundaries	boundary	NOUN
emaj-36	35	50	,	,	PUNCT
emaj-36	35	51	,	,	PUNCT
emaj-36	35	52	....	....	PUNCT
emaj-36	35	53	,	,	PUNCT
emaj-36	35	54	in	in	ADP
emaj-36	35	55	(	(	PUNCT
emaj-36	35	56	1	1	X
emaj-36	35	57	)	)	PUNCT
emaj-36	35	58	in	in	ADP
emaj-36	35	59	such	such	DET
emaj-36	35	60	a	a	DET
emaj-36	35	61	way	way	NOUN
emaj-36	35	62	that	that	PRON
emaj-36	35	63	the	the	DET
emaj-36	35	64	ms	ms	NOUN
emaj-36	35	65	error	error	NOUN
emaj-36	35	66	e	e	NOUN
emaj-36	35	67	defined	define	VERB
emaj-36	35	68	in	in	ADP
emaj-36	35	69	eq	eq	ADP
emaj-36	35	70	.	.	PUNCT
emaj-36	36	1	(	(	PUNCT
emaj-36	36	2	4	4	X
emaj-36	36	3	)	)	PUNCT
emaj-36	36	4	is	be	AUX
emaj-36	36	5	minimized	minimize	VERB
emaj-36	36	6	.	.	PUNCT
emaj-36	37	1	the	the	DET
emaj-36	37	2	how	how	SCONJ
emaj-36	37	3	to	to	PART
emaj-36	37	4	group	group	VERB
emaj-36	37	5	financial	financial	ADJ
emaj-36	37	6	data	datum	NOUN
emaj-36	37	7	with	with	ADP
emaj-36	37	8	maximum	maximum	ADJ
emaj-36	37	9	homogeneity	homogeneity	NOUN
emaj-36	37	10	?	?	PUNCT
emaj-36	38	1	emerging	emerge	VERB
emaj-36	38	2	markets	market	NOUN
emaj-36	38	3	journal	journal	NOUN
emaj-36	38	4	|	|	ADV
emaj-36	38	5	p	p	NOUN
emaj-36	38	6	a	a	PRON
emaj-36	38	7	g	g	NOUN
emaj-36	38	8	e	e	NOUN
emaj-36	38	9	|	|	ADV
emaj-36	38	10	15	15	NUM
emaj-36	38	11	volume	volume	NOUN
emaj-36	38	12	3	3	NUM
emaj-36	38	13	(	(	PUNCT
emaj-36	38	14	2012	2012	NUM
emaj-36	38	15	)	)	PUNCT
emaj-36	38	16	|	|	ADV
emaj-36	38	17	issn	issn	VERB
emaj-36	38	18	2158	2158	NUM
emaj-36	38	19	-	-	SYM
emaj-36	38	20	8708	8708	NUM
emaj-36	38	21	(	(	PUNCT
emaj-36	38	22	online	online	NOUN
emaj-36	38	23	)	)	PUNCT
emaj-36	38	24	|	|	ADV
emaj-36	38	25	doi	doi	X
emaj-36	38	26	10.5195	10.5195	NUM
emaj-36	38	27	/	/	SYM
emaj-36	38	28	emaj.2012.36	emaj.2012.36	NOUN
emaj-36	38	29	|	|	ADV
emaj-36	38	30	http://emaj.pitt.edu	http://emaj.pitt.edu	NOUN
emaj-36	38	31	set	set	NOUN
emaj-36	38	32	of	of	ADP
emaj-36	38	33	error	error	NOUN
emaj-36	38	34	minimizing	minimize	VERB
emaj-36	38	35	segment	segment	NOUN
emaj-36	38	36	boundaries	boundary	NOUN
emaj-36	38	37	(	(	PUNCT
emaj-36	38	38	)	)	PUNCT
emaj-36	38	39	is	be	AUX
emaj-36	38	40	called	call	VERB
emaj-36	38	41	the	the	DET
emaj-36	38	42	fisher	fisher	PROPN
emaj-36	38	43	segmentation	segmentation	NOUN
emaj-36	38	44	.	.	PUNCT
emaj-36	39	1	fisher	fisher	PROPN
emaj-36	39	2	segmentation	segmentation	NOUN
emaj-36	39	3	gives	give	VERB
emaj-36	39	4	the	the	DET
emaj-36	39	5	most	most	ADV
emaj-36	39	6	homogeneous	homogeneous	ADJ
emaj-36	39	7	possible	possible	ADJ
emaj-36	39	8	division	division	NOUN
emaj-36	39	9	of	of	ADP
emaj-36	39	10	any	any	DET
emaj-36	39	11	given	give	VERB
emaj-36	39	12	time	time	NOUN
emaj-36	39	13	series	series	NOUN
emaj-36	39	14	into	into	ADP
emaj-36	39	15	k	k	PROPN
emaj-36	39	16	segments	segment	NOUN
emaj-36	39	17	.	.	PUNCT
emaj-36	40	1	the	the	DET
emaj-36	40	2	segment	segment	NOUN
emaj-36	40	3	boundaries	boundary	NOUN
emaj-36	40	4	represent	represent	VERB
emaj-36	40	5	the	the	DET
emaj-36	40	6	transition	transition	NOUN
emaj-36	40	7	regions	region	NOUN
emaj-36	40	8	between	between	ADP
emaj-36	40	9	neighboring	neighboring	NOUN
emaj-36	40	10	segments	segment	NOUN
emaj-36	40	11	.	.	PUNCT
emaj-36	41	1	it	it	PRON
emaj-36	41	2	is	be	AUX
emaj-36	41	3	possible	possible	ADJ
emaj-36	41	4	to	to	PART
emaj-36	41	5	solve	solve	VERB
emaj-36	41	6	the	the	DET
emaj-36	41	7	fisher	fisher	PROPN
emaj-36	41	8	grouping	grouping	NOUN
emaj-36	41	9	problem	problem	NOUN
emaj-36	41	10	via	via	ADP
emaj-36	41	11	exhaustive	exhaustive	ADJ
emaj-36	41	12	search	search	NOUN
emaj-36	41	13	only	only	ADV
emaj-36	41	14	for	for	ADP
emaj-36	41	15	small	small	ADJ
emaj-36	41	16	time	time	NOUN
emaj-36	41	17	series	series	NOUN
emaj-36	41	18	.	.	PUNCT
emaj-36	42	1	the	the	DET
emaj-36	42	2	number	number	NOUN
emaj-36	42	3	of	of	ADP
emaj-36	42	4	all	all	DET
emaj-36	42	5	possible	possible	ADJ
emaj-36	42	6	k	k	NOUN
emaj-36	42	7	-	-	NOUN
emaj-36	42	8	segmentations	segmentation	NOUN
emaj-36	42	9	for	for	ADP
emaj-36	42	10	a	a	DET
emaj-36	42	11	time	time	NOUN
emaj-36	42	12	series	series	NOUN
emaj-36	42	13	of	of	ADP
emaj-36	42	14	length	length	NOUN
emaj-36	42	15	n	n	PROPN
emaj-36	42	16	is	be	AUX
emaj-36	42	17	(	(	PUNCT
emaj-36	42	18	)	)	PUNCT
emaj-36	42	19	(	(	PUNCT
emaj-36	42	20	)	)	PUNCT
emaj-36	42	21	(	(	PUNCT
emaj-36	42	22	5	5	X
emaj-36	42	23	)	)	PUNCT
emaj-36	42	24	which	which	PRON
emaj-36	42	25	grows	grow	VERB
emaj-36	42	26	exponentially	exponentially	ADV
emaj-36	42	27	with	with	ADP
emaj-36	42	28	n.	n.	PROPN
emaj-36	42	29	hence	hence	ADV
emaj-36	42	30	,	,	PUNCT
emaj-36	42	31	exhaustive	exhaustive	ADJ
emaj-36	42	32	search	search	NOUN
emaj-36	42	33	is	be	AUX
emaj-36	42	34	impractical	impractical	ADJ
emaj-36	42	35	for	for	ADP
emaj-36	42	36	large	large	ADJ
emaj-36	42	37	n.	n.	NOUN
emaj-36	42	38	fortunately	fortunately	ADV
emaj-36	42	39	,	,	PUNCT
emaj-36	42	40	a	a	DET
emaj-36	42	41	dynamic	dynamic	ADJ
emaj-36	42	42	programming	programming	NOUN
emaj-36	42	43	approach	approach	NOUN
emaj-36	42	44	is	be	AUX
emaj-36	42	45	provided	provide	VERB
emaj-36	42	46	by	by	ADP
emaj-36	42	47	fisher	fisher	PROPN
emaj-36	42	48	.	.	PUNCT
emaj-36	43	1	this	this	DET
emaj-36	43	2	approach	approach	NOUN
emaj-36	43	3	consists	consist	VERB
emaj-36	43	4	of	of	ADP
emaj-36	43	5	three	three	NUM
emaj-36	43	6	main	main	ADJ
emaj-36	43	7	steps	step	NOUN
emaj-36	43	8	which	which	PRON
emaj-36	43	9	is	be	AUX
emaj-36	43	10	listed	list	VERB
emaj-36	43	11	herebelow	herebelow	NOUN
emaj-36	43	12	:	:	PUNCT
emaj-36	43	13	1	1	X
emaj-36	43	14	)	)	PUNCT
emaj-36	43	15	calculate	calculate	VERB
emaj-36	43	16	the	the	DET
emaj-36	43	17	error	error	NOUN
emaj-36	43	18	matrix	matrix	NOUN
emaj-36	43	19	e[i	e[i	NOUN
emaj-36	43	20	,	,	PUNCT
emaj-36	43	21	j	j	NOUN
emaj-36	43	22	]	]	X
emaj-36	43	23	[	[	PUNCT
emaj-36	43	24	]	]	X
emaj-36	43	25	∑	∑	PUNCT
emaj-36	43	26	(	(	PUNCT
emaj-36	43	27	)	)	PUNCT
emaj-36	43	28	(	(	PUNCT
emaj-36	43	29	6	6	NUM
emaj-36	43	30	)	)	PUNCT
emaj-36	43	31	[	[	PUNCT
emaj-36	43	32	]	]	X
emaj-36	43	33	∑	∑	PUNCT
emaj-36	43	34	(	(	PUNCT
emaj-36	43	35	(	(	PUNCT
emaj-36	43	36	)	)	PUNCT
emaj-36	43	37	[	[	PUNCT
emaj-36	43	38	]	]	X
emaj-36	43	39	)	)	PUNCT
emaj-36	43	40	(	(	PUNCT
emaj-36	43	41	7	7	X
emaj-36	43	42	)	)	PUNCT
emaj-36	43	43	where	where	SCONJ
emaj-36	43	44	m[i	m[i	PROPN
emaj-36	43	45	,	,	PUNCT
emaj-36	43	46	j	j	NOUN
emaj-36	43	47	]	]	X
emaj-36	43	48	denotes	denote	VERB
emaj-36	43	49	the	the	DET
emaj-36	43	50	mean	mean	NOUN
emaj-36	43	51	of	of	ADP
emaj-36	43	52	all	all	DET
emaj-36	43	53	points	point	NOUN
emaj-36	43	54	within	within	ADP
emaj-36	43	55	[	[	X
emaj-36	43	56	i+1,j	i+1,j	NOUN
emaj-36	43	57	]	]	PUNCT
emaj-36	43	58	,	,	PUNCT
emaj-36	43	59	and	and	CCONJ
emaj-36	43	60	e[i	e[i	NOUN
emaj-36	43	61	,	,	PUNCT
emaj-36	43	62	j	j	PROPN
emaj-36	43	63	]	]	X
emaj-36	43	64	denotes	denote	VERB
emaj-36	43	65	the	the	DET
emaj-36	43	66	variance	variance	NOUN
emaj-36	43	67	of	of	ADP
emaj-36	43	68	all	all	DET
emaj-36	43	69	points	point	NOUN
emaj-36	43	70	in	in	ADP
emaj-36	43	71	the	the	DET
emaj-36	43	72	same	same	ADJ
emaj-36	43	73	interval	interval	NOUN
emaj-36	43	74	.	.	PUNCT
emaj-36	44	1	2	2	X
emaj-36	44	2	)	)	PUNCT
emaj-36	44	3	compute	compute	VERB
emaj-36	44	4	the	the	DET
emaj-36	44	5	vector	vector	NOUN
emaj-36	44	6	d[2,r	d[2,r	PROPN
emaj-36	44	7	]	]	X
emaj-36	44	8	for	for	ADP
emaj-36	44	9	all	all	DET
emaj-36	44	10	r	r	NOUN
emaj-36	44	11	,	,	PUNCT
emaj-36	44	12	r	r	NOUN
emaj-36	44	13	<	<	X
emaj-36	44	14	n	n	PRON
emaj-36	44	15	as	as	ADP
emaj-36	44	16	the	the	DET
emaj-36	44	17	cost	cost	NOUN
emaj-36	44	18	of	of	ADP
emaj-36	44	19	the	the	DET
emaj-36	44	20	optimum	optimum	ADJ
emaj-36	44	21	two	two	NUM
emaj-36	44	22	-	-	PUNCT
emaj-36	44	23	segment	segment	NOUN
emaj-36	44	24	division	division	NOUN
emaj-36	44	25	of	of	ADP
emaj-36	44	26	the	the	DET
emaj-36	44	27	interval	interval	NOUN
emaj-36	44	28	[	[	PUNCT
emaj-36	44	29	]	]	X
emaj-36	44	30	[	[	PUNCT
emaj-36	44	31	]	]	X
emaj-36	44	32	(	(	PUNCT
emaj-36	44	33	[	[	PUNCT
emaj-36	44	34	]	]	X
emaj-36	44	35	[	[	PUNCT
emaj-36	44	36	]	]	X
emaj-36	44	37	)	)	PUNCT
emaj-36	44	38	(	(	PUNCT
emaj-36	44	39	8)	8)	NUM
emaj-36	44	40	3	3	NUM
emaj-36	44	41	)	)	PUNCT
emaj-36	44	42	lastly	lastly	ADV
emaj-36	44	43	,	,	PUNCT
emaj-36	44	44	for	for	ADP
emaj-36	44	45	m>2	m>2	NOUN
emaj-36	44	46	,	,	PUNCT
emaj-36	44	47	compute	compute	VERB
emaj-36	44	48	[	[	PUNCT
emaj-36	44	49	]	]	X
emaj-36	44	50	(	(	PUNCT
emaj-36	44	51	[	[	PUNCT
emaj-36	44	52	]	]	X
emaj-36	44	53	[	[	PUNCT
emaj-36	44	54	]	]	X
emaj-36	44	55	)	)	PUNCT
emaj-36	44	56	(	(	PUNCT
emaj-36	44	57	9	9	X
emaj-36	44	58	)	)	PUNCT
emaj-36	44	59	how	how	SCONJ
emaj-36	44	60	to	to	PART
emaj-36	44	61	group	group	VERB
emaj-36	44	62	financial	financial	ADJ
emaj-36	44	63	data	datum	NOUN
emaj-36	44	64	with	with	ADP
emaj-36	44	65	maximum	maximum	ADJ
emaj-36	44	66	homogeneity	homogeneity	NOUN
emaj-36	44	67	?	?	PUNCT
emaj-36	45	1	emerging	emerge	VERB
emaj-36	45	2	markets	market	NOUN
emaj-36	45	3	journal	journal	NOUN
emaj-36	45	4	|	|	ADV
emaj-36	45	5	p	p	NOUN
emaj-36	45	6	a	a	PRON
emaj-36	45	7	g	g	NOUN
emaj-36	45	8	e	e	NOUN
emaj-36	46	1	|	|	ADV
emaj-36	46	2	16	16	NUM
emaj-36	46	3	volume	volume	NOUN
emaj-36	46	4	3	3	NUM
emaj-36	46	5	(	(	PUNCT
emaj-36	46	6	2012	2012	NUM
emaj-36	46	7	)	)	PUNCT
emaj-36	47	1	|	|	ADV
emaj-36	47	2	issn	issn	VERB
emaj-36	47	3	2158	2158	NUM
emaj-36	47	4	-	-	SYM
emaj-36	47	5	8708	8708	NUM
emaj-36	47	6	(	(	PUNCT
emaj-36	47	7	online	online	NOUN
emaj-36	47	8	)	)	PUNCT
emaj-36	47	9	|	|	ADV
emaj-36	47	10	doi	doi	X
emaj-36	47	11	10.5195	10.5195	NUM
emaj-36	47	12	/	/	SYM
emaj-36	47	13	emaj.2012.36	emaj.2012.36	NOUN
emaj-36	47	14	|	|	NOUN
emaj-36	47	15	http://emaj.pitt.edu	http://emaj.pitt.edu	NOUN
emaj-36	47	16	note	note	VERB
emaj-36	47	17	that	that	SCONJ
emaj-36	47	18	d[m	d[m	NOUN
emaj-36	47	19	,	,	PUNCT
emaj-36	47	20	r	r	NOUN
emaj-36	47	21	]	]	PUNCT
emaj-36	47	22	denotes	denote	VERB
emaj-36	47	23	the	the	DET
emaj-36	47	24	optimal	optimal	ADJ
emaj-36	47	25	ls	ls	ADJ
emaj-36	47	26	cost	cost	NOUN
emaj-36	47	27	of	of	ADP
emaj-36	47	28	the	the	DET
emaj-36	47	29	division	division	NOUN
emaj-36	47	30	of	of	ADP
emaj-36	47	31	time	time	NOUN
emaj-36	47	32	series	series	NOUN
emaj-36	47	33	[	[	X
emaj-36	47	34	1,r	1,r	X
emaj-36	47	35	]	]	PUNCT
emaj-36	47	36	into	into	ADP
emaj-36	47	37	m	m	PROPN
emaj-36	47	38	segments	segment	NOUN
emaj-36	47	39	.	.	PUNCT
emaj-36	48	1	given	give	VERB
emaj-36	48	2	the	the	DET
emaj-36	48	3	above	above	ADJ
emaj-36	48	4	algorithm	algorithm	NOUN
emaj-36	48	5	,	,	PUNCT
emaj-36	48	6	one	one	PRON
emaj-36	48	7	can	can	AUX
emaj-36	48	8	compute	compute	VERB
emaj-36	48	9	d[k	d[k	NUM
emaj-36	48	10	,	,	PUNCT
emaj-36	48	11	n	n	CCONJ
emaj-36	48	12	]	]	PUNCT
emaj-36	48	13	recursively	recursively	NOUN
emaj-36	48	14	,	,	PUNCT
emaj-36	48	15	which	which	PRON
emaj-36	48	16	is	be	AUX
emaj-36	48	17	the	the	DET
emaj-36	48	18	quantity	quantity	NOUN
emaj-36	48	19	we	we	PRON
emaj-36	48	20	are	be	AUX
emaj-36	48	21	looking	look	VERB
emaj-36	48	22	for	for	ADP
emaj-36	48	23	.	.	PUNCT
emaj-36	49	1	at	at	ADP
emaj-36	49	2	the	the	DET
emaj-36	49	3	first	first	ADJ
emaj-36	49	4	step	step	NOUN
emaj-36	49	5	,	,	PUNCT
emaj-36	49	6	one	one	PRON
emaj-36	49	7	must	must	AUX
emaj-36	49	8	calculate	calculate	VERB
emaj-36	49	9	the	the	DET
emaj-36	49	10	matrix	matrix	NOUN
emaj-36	49	11	a[i	a[i	PROPN
emaj-36	49	12	,	,	PUNCT
emaj-36	49	13	j	j	PROPN
emaj-36	49	14	]	]	X
emaj-36	49	15	.	.	PUNCT
emaj-36	50	1	then	then	ADV
emaj-36	50	2	the	the	DET
emaj-36	50	3	vectors	vector	NOUN
emaj-36	50	4	d[2,2	d[2,2	VERB
emaj-36	50	5	]	]	PUNCT
emaj-36	50	6	,	,	PUNCT
emaj-36	50	7	d[2,3	d[2,3	NOUN
emaj-36	50	8	]	]	PUNCT
emaj-36	50	9	,	,	PUNCT
emaj-36	50	10	....	....	PUNCT
emaj-36	50	11	,	,	PUNCT
emaj-36	50	12	d[2,n	d[2,n	PROPN
emaj-36	50	13	]	]	PUNCT
emaj-36	50	14	must	must	AUX
emaj-36	50	15	be	be	AUX
emaj-36	50	16	computed	compute	VERB
emaj-36	50	17	.	.	PUNCT
emaj-36	51	1	then	then	ADV
emaj-36	51	2	using	use	VERB
emaj-36	51	3	these	these	DET
emaj-36	51	4	values	value	NOUN
emaj-36	51	5	,	,	PUNCT
emaj-36	51	6	one	one	PRON
emaj-36	51	7	can	can	AUX
emaj-36	51	8	compute	compute	VERB
emaj-36	51	9	d[3,3	d[3,3	NOUN
emaj-36	51	10	]	]	X
emaj-36	51	11	,	,	PUNCT
emaj-36	51	12	d[3,4	d[3,4	ADJ
emaj-36	51	13	]	]	PUNCT
emaj-36	51	14	,	,	PUNCT
emaj-36	51	15	....	....	PUNCT
emaj-36	51	16	,	,	PUNCT
emaj-36	51	17	d[3,n	d[3,n	PROPN
emaj-36	51	18	]	]	PUNCT
emaj-36	51	19	and	and	CCONJ
emaj-36	51	20	so	so	ADV
emaj-36	51	21	on	on	ADV
emaj-36	51	22	.	.	PUNCT
emaj-36	52	1	the	the	DET
emaj-36	52	2	algorithm	algorithm	NOUN
emaj-36	52	3	will	will	AUX
emaj-36	52	4	stop	stop	VERB
emaj-36	52	5	when	when	SCONJ
emaj-36	52	6	it	it	PRON
emaj-36	52	7	reaches	reach	VERB
emaj-36	52	8	d[k	d[k	NUM
emaj-36	52	9	,	,	PUNCT
emaj-36	52	10	n	n	CCONJ
emaj-36	52	11	]	]	PUNCT
emaj-36	52	12	,	,	PUNCT
emaj-36	52	13	which	which	PRON
emaj-36	52	14	is	be	AUX
emaj-36	52	15	the	the	DET
emaj-36	52	16	desired	desire	VERB
emaj-36	52	17	quantity	quantity	NOUN
emaj-36	52	18	.	.	PUNCT
emaj-36	53	1	all	all	DET
emaj-36	53	2	steps	step	NOUN
emaj-36	53	3	of	of	ADP
emaj-36	53	4	the	the	DET
emaj-36	53	5	algorithm	algorithm	NOUN
emaj-36	53	6	has	have	VERB
emaj-36	53	7	(	(	PUNCT
emaj-36	53	8	)	)	PUNCT
emaj-36	53	9	complexity	complexity	NOUN
emaj-36	53	10	,	,	PUNCT
emaj-36	53	11	and	and	CCONJ
emaj-36	53	12	there	there	PRON
emaj-36	53	13	are	be	VERB
emaj-36	53	14	k	k	PROPN
emaj-36	53	15	steps	step	NOUN
emaj-36	53	16	.	.	PUNCT
emaj-36	54	1	hence	hence	ADV
emaj-36	54	2	,	,	PUNCT
emaj-36	54	3	the	the	DET
emaj-36	54	4	overall	overall	ADJ
emaj-36	54	5	complexity	complexity	NOUN
emaj-36	54	6	is	be	AUX
emaj-36	54	7	(	(	PUNCT
emaj-36	54	8	)	)	PUNCT
emaj-36	54	9	.	.	PUNCT
emaj-36	55	1	problems	problem	NOUN
emaj-36	55	2	of	of	ADP
emaj-36	55	3	fisher	fisher	PROPN
emaj-36	55	4	grouping	group	VERB
emaj-36	55	5	in	in	ADP
emaj-36	55	6	segmenting	segment	VERB
emaj-36	55	7	financial	financial	ADJ
emaj-36	55	8	data	datum	NOUN
emaj-36	55	9	fisher	fisher	PROPN
emaj-36	55	10	grouping	grouping	NOUN
emaj-36	55	11	is	be	AUX
emaj-36	55	12	perfect	perfect	ADJ
emaj-36	55	13	for	for	ADP
emaj-36	55	14	time	time	NOUN
emaj-36	55	15	series	series	NOUN
emaj-36	55	16	where	where	SCONJ
emaj-36	55	17	the	the	DET
emaj-36	55	18	data	datum	NOUN
emaj-36	55	19	remains	remain	VERB
emaj-36	55	20	in	in	ADP
emaj-36	55	21	near	near	ADV
emaj-36	55	22	-	-	PUNCT
emaj-36	55	23	constant	constant	ADJ
emaj-36	55	24	regimes	regime	NOUN
emaj-36	55	25	for	for	ADP
emaj-36	55	26	long	long	ADJ
emaj-36	55	27	durations	duration	NOUN
emaj-36	55	28	,	,	PUNCT
emaj-36	55	29	and	and	CCONJ
emaj-36	55	30	the	the	DET
emaj-36	55	31	transitions	transition	NOUN
emaj-36	55	32	between	between	ADP
emaj-36	55	33	these	these	DET
emaj-36	55	34	near	near	ADJ
emaj-36	55	35	constant	constant	ADJ
emaj-36	55	36	regimes	regime	NOUN
emaj-36	55	37	are	be	AUX
emaj-36	55	38	relatively	relatively	ADV
emaj-36	55	39	fast	fast	ADJ
emaj-36	55	40	.	.	PUNCT
emaj-36	56	1	this	this	PRON
emaj-36	56	2	is	be	AUX
emaj-36	56	3	one	one	NUM
emaj-36	56	4	reason	reason	NOUN
emaj-36	56	5	why	why	SCONJ
emaj-36	56	6	fisher	fisher	PROPN
emaj-36	56	7	algorithm	algorithm	PROPN
emaj-36	56	8	found	find	VERB
emaj-36	56	9	particular	particular	ADJ
emaj-36	56	10	favor	favor	NOUN
emaj-36	56	11	with	with	ADP
emaj-36	56	12	hydrologists	hydrologist	NOUN
emaj-36	56	13	:	:	PUNCT
emaj-36	56	14	most	most	ADJ
emaj-36	56	15	of	of	ADP
emaj-36	56	16	the	the	DET
emaj-36	56	17	lakes	lake	NOUN
emaj-36	56	18	and	and	CCONJ
emaj-36	56	19	rivers	river	NOUN
emaj-36	56	20	have	have	VERB
emaj-36	56	21	near	near	ADV
emaj-36	56	22	-	-	PUNCT
emaj-36	56	23	constant	constant	ADJ
emaj-36	56	24	depth	depth	NOUN
emaj-36	56	25	for	for	ADP
emaj-36	56	26	long	long	ADJ
emaj-36	56	27	periods	period	NOUN
emaj-36	56	28	of	of	ADP
emaj-36	56	29	time	time	NOUN
emaj-36	56	30	,	,	PUNCT
emaj-36	56	31	with	with	ADP
emaj-36	56	32	very	very	ADV
emaj-36	56	33	rapid	rapid	ADJ
emaj-36	56	34	change	change	NOUN
emaj-36	56	35	of	of	ADP
emaj-36	56	36	depth	depth	NOUN
emaj-36	56	37	during	during	ADP
emaj-36	56	38	short	short	ADJ
emaj-36	56	39	intervals	interval	NOUN
emaj-36	56	40	of	of	ADP
emaj-36	56	41	time	time	NOUN
emaj-36	56	42	(	(	PUNCT
emaj-36	56	43	ie	ie	X
emaj-36	56	44	,	,	PUNCT
emaj-36	56	45	spring	spring	NOUN
emaj-36	56	46	rains	rain	NOUN
emaj-36	56	47	)	)	PUNCT
emaj-36	56	48	between	between	ADP
emaj-36	56	49	them	they	PRON
emaj-36	56	50	.	.	PUNCT
emaj-36	57	1	unfortunately	unfortunately	ADV
emaj-36	57	2	,	,	PUNCT
emaj-36	57	3	financial	financial	ADJ
emaj-36	57	4	data	datum	NOUN
emaj-36	57	5	does	do	AUX
emaj-36	57	6	not	not	PART
emaj-36	57	7	fit	fit	VERB
emaj-36	57	8	into	into	ADP
emaj-36	57	9	this	this	DET
emaj-36	57	10	pattern	pattern	NOUN
emaj-36	57	11	.	.	PUNCT
emaj-36	58	1	"	"	PUNCT
emaj-36	58	2	trends	trend	NOUN
emaj-36	58	3	"	"	PUNCT
emaj-36	58	4	in	in	ADP
emaj-36	58	5	financial	financial	ADJ
emaj-36	58	6	data	datum	NOUN
emaj-36	58	7	are	be	AUX
emaj-36	58	8	rarely	rarely	ADV
emaj-36	58	9	defined	define	VERB
emaj-36	58	10	by	by	ADP
emaj-36	58	11	approximately	approximately	ADV
emaj-36	58	12	constant	constant	ADJ
emaj-36	58	13	levels	level	NOUN
emaj-36	58	14	.	.	PUNCT
emaj-36	59	1	more	more	ADV
emaj-36	59	2	frequently	frequently	ADV
emaj-36	59	3	,	,	PUNCT
emaj-36	59	4	trends	trend	NOUN
emaj-36	59	5	are	be	AUX
emaj-36	59	6	defined	define	VERB
emaj-36	59	7	by	by	ADP
emaj-36	59	8	approximately	approximately	ADV
emaj-36	59	9	constant	constant	ADJ
emaj-36	59	10	rates	rate	NOUN
emaj-36	59	11	of	of	ADP
emaj-36	59	12	growth	growth	NOUN
emaj-36	59	13	or	or	CCONJ
emaj-36	59	14	decay	decay	NOUN
emaj-36	59	15	,	,	PUNCT
emaj-36	59	16	and	and	CCONJ
emaj-36	59	17	changes	change	NOUN
emaj-36	59	18	in	in	ADP
emaj-36	59	19	the	the	DET
emaj-36	59	20	growth	growth	NOUN
emaj-36	59	21	rate	rate	NOUN
emaj-36	59	22	can	can	AUX
emaj-36	59	23	be	be	AUX
emaj-36	59	24	considered	consider	VERB
emaj-36	59	25	as	as	ADP
emaj-36	59	26	changes	change	NOUN
emaj-36	59	27	in	in	ADP
emaj-36	59	28	trend	trend	NOUN
emaj-36	59	29	.	.	PUNCT
emaj-36	60	1	therefore	therefore	ADV
emaj-36	60	2	,	,	PUNCT
emaj-36	60	3	fisher	fisher	PROPN
emaj-36	60	4	algorithm	algorithm	PROPN
emaj-36	60	5	in	in	ADP
emaj-36	60	6	its	its	PRON
emaj-36	60	7	classical	classical	ADJ
emaj-36	60	8	form	form	NOUN
emaj-36	60	9	(	(	PUNCT
emaj-36	60	10	ie	ie	X
emaj-36	60	11	,	,	PUNCT
emaj-36	60	12	equations	equation	NOUN
emaj-36	60	13	(	(	PUNCT
emaj-36	60	14	1)-(9	1)-(9	NOUN
emaj-36	60	15	)	)	PUNCT
emaj-36	60	16	given	give	VERB
emaj-36	60	17	above	above	ADV
emaj-36	60	18	)	)	PUNCT
emaj-36	60	19	is	be	AUX
emaj-36	60	20	largely	largely	ADV
emaj-36	60	21	unsuitable	unsuitable	ADJ
emaj-36	60	22	for	for	ADP
emaj-36	60	23	discovering	discover	VERB
emaj-36	60	24	trends	trend	NOUN
emaj-36	60	25	in	in	ADP
emaj-36	60	26	financial	financial	ADJ
emaj-36	60	27	data	datum	NOUN
emaj-36	60	28	,	,	PUNCT
emaj-36	60	29	and	and	CCONJ
emaj-36	60	30	boundaries	boundary	NOUN
emaj-36	60	31	between	between	ADP
emaj-36	60	32	neighboring	neighboring	NOUN
emaj-36	60	33	trends	trend	NOUN
emaj-36	60	34	.	.	PUNCT
emaj-36	61	1	below	below	ADV
emaj-36	61	2	,	,	PUNCT
emaj-36	61	3	a	a	DET
emaj-36	61	4	more	more	ADV
emaj-36	61	5	developed	developed	ADJ
emaj-36	61	6	version	version	NOUN
emaj-36	61	7	of	of	ADP
emaj-36	61	8	fisher	fisher	PROPN
emaj-36	61	9	's	's	PART
emaj-36	61	10	algorithm	algorithm	NOUN
emaj-36	61	11	will	will	AUX
emaj-36	61	12	be	be	AUX
emaj-36	61	13	proposed	propose	VERB
emaj-36	61	14	,	,	PUNCT
emaj-36	61	15	in	in	ADP
emaj-36	61	16	which	which	PRON
emaj-36	61	17	the	the	DET
emaj-36	61	18	deficiencies	deficiency	NOUN
emaj-36	61	19	mentioned	mention	VERB
emaj-36	61	20	will	will	AUX
emaj-36	61	21	be	be	AUX
emaj-36	61	22	addressed	address	VERB
emaj-36	61	23	.	.	PUNCT
emaj-36	62	1	fisher	fisher	PROPN
emaj-36	62	2	's	's	PART
emaj-36	62	3	original	original	ADJ
emaj-36	62	4	grouping	grouping	NOUN
emaj-36	62	5	algorithm	algorithm	NOUN
emaj-36	62	6	is	be	AUX
emaj-36	62	7	"	"	PUNCT
emaj-36	62	8	zero	zero	NUM
emaj-36	62	9	order	order	NOUN
emaj-36	62	10	"	"	PUNCT
emaj-36	62	11	,	,	PUNCT
emaj-36	62	12	as	as	SCONJ
emaj-36	62	13	it	it	PRON
emaj-36	62	14	approximates	approximate	VERB
emaj-36	62	15	segments	segment	NOUN
emaj-36	62	16	with	with	ADP
emaj-36	62	17	constants	constant	NOUN
emaj-36	62	18	,	,	PUNCT
emaj-36	62	19	which	which	PRON
emaj-36	62	20	are	be	AUX
emaj-36	62	21	zero	zero	NUM
emaj-36	62	22	order	order	NOUN
emaj-36	62	23	curves	curve	NOUN
emaj-36	62	24	.	.	PUNCT
emaj-36	63	1	the	the	DET
emaj-36	63	2	proposed	propose	VERB
emaj-36	63	3	algorithm	algorithm	NOUN
emaj-36	63	4	,	,	PUNCT
emaj-36	63	5	in	in	ADP
emaj-36	63	6	contrast	contrast	NOUN
emaj-36	63	7	,	,	PUNCT
emaj-36	63	8	will	will	AUX
emaj-36	63	9	approximate	approximate	VERB
emaj-36	63	10	segments	segment	NOUN
emaj-36	63	11	with	with	ADP
emaj-36	63	12	first	first	ADJ
emaj-36	63	13	order	order	NOUN
emaj-36	63	14	curves	curve	NOUN
emaj-36	63	15	,	,	PUNCT
emaj-36	63	16	i.e.	i.e.	X
emaj-36	63	17	lines	line	NOUN
emaj-36	63	18	,	,	PUNCT
emaj-36	63	19	which	which	PRON
emaj-36	63	20	are	be	AUX
emaj-36	63	21	ordinary	ordinary	ADJ
emaj-36	63	22	least	least	ADJ
emaj-36	63	23	squares	square	NOUN
emaj-36	63	24	(	(	PUNCT
emaj-36	63	25	ols	ol	NOUN
emaj-36	63	26	)	)	PUNCT
emaj-36	63	27	approximations	approximation	NOUN
emaj-36	63	28	of	of	ADP
emaj-36	63	29	the	the	DET
emaj-36	63	30	data	datum	NOUN
emaj-36	63	31	in	in	ADP
emaj-36	63	32	the	the	DET
emaj-36	63	33	segment	segment	NOUN
emaj-36	63	34	.	.	PUNCT
emaj-36	64	1	we	we	PRON
emaj-36	64	2	will	will	AUX
emaj-36	64	3	call	call	VERB
emaj-36	64	4	this	this	DET
emaj-36	64	5	newly	newly	ADV
emaj-36	64	6	proposed	propose	VERB
emaj-36	64	7	algorithm	algorithm	NOUN
emaj-36	64	8	as	as	ADP
emaj-36	64	9	the	the	DET
emaj-36	64	10	first	first	ADJ
emaj-36	64	11	order	order	NOUN
emaj-36	64	12	fisher	fisher	PROPN
emaj-36	64	13	grouping	grouping	NOUN
emaj-36	64	14	algorithm	algorithm	NOUN
emaj-36	64	15	.	.	PUNCT
emaj-36	65	1	first	first	ADJ
emaj-36	65	2	order	order	NOUN
emaj-36	65	3	fisher	fisher	PROPN
emaj-36	65	4	grouping	group	VERB
emaj-36	65	5	algorithm	algorithm	NOUN
emaj-36	65	6	the	the	DET
emaj-36	65	7	main	main	ADJ
emaj-36	65	8	difference	difference	NOUN
emaj-36	65	9	between	between	ADP
emaj-36	65	10	zeroth	zeroth	ADJ
emaj-36	65	11	order	order	NOUN
emaj-36	65	12	and	and	CCONJ
emaj-36	65	13	the	the	DET
emaj-36	65	14	proposed	propose	VERB
emaj-36	65	15	first	first	ADJ
emaj-36	65	16	order	order	NOUN
emaj-36	65	17	algorithms	algorithm	NOUN
emaj-36	65	18	comes	come	VERB
emaj-36	65	19	from	from	ADP
emaj-36	65	20	a	a	DET
emaj-36	65	21	modification	modification	NOUN
emaj-36	65	22	of	of	ADP
emaj-36	65	23	eqs	eqs	PROPN
emaj-36	65	24	.	.	PUNCT
emaj-36	66	1	(	(	PUNCT
emaj-36	66	2	6)-(7	6)-(7	NOUN
emaj-36	66	3	)	)	PUNCT
emaj-36	66	4	,	,	PUNCT
emaj-36	66	5	which	which	PRON
emaj-36	66	6	calculates	calculate	VERB
emaj-36	66	7	the	the	DET
emaj-36	66	8	segment	segment	NOUN
emaj-36	66	9	error	error	NOUN
emaj-36	66	10	.	.	PUNCT
emaj-36	67	1	in	in	ADP
emaj-36	67	2	fisher	fisher	PROPN
emaj-36	67	3	's	's	PART
emaj-36	67	4	original	original	ADJ
emaj-36	67	5	article	article	NOUN
emaj-36	67	6	,	,	PUNCT
emaj-36	67	7	this	this	DET
emaj-36	67	8	error	error	NOUN
emaj-36	67	9	is	be	AUX
emaj-36	67	10	calculated	calculate	VERB
emaj-36	67	11	around	around	ADP
emaj-36	67	12	the	the	DET
emaj-36	67	13	segment	segment	NOUN
emaj-36	67	14	mean	mean	VERB
emaj-36	67	15	,	,	PUNCT
emaj-36	67	16	via	via	ADP
emaj-36	67	17	eqns	eqns	PROPN
emaj-36	67	18	.	.	PUNCT
emaj-36	68	1	(	(	PUNCT
emaj-36	68	2	6)-(7	6)-(7	NOUN
emaj-36	68	3	)	)	PUNCT
emaj-36	68	4	.	.	PUNCT
emaj-36	69	1	in	in	ADP
emaj-36	69	2	contrast	contrast	NOUN
emaj-36	69	3	,	,	PUNCT
emaj-36	69	4	we	we	PRON
emaj-36	69	5	propose	propose	VERB
emaj-36	69	6	the	the	DET
emaj-36	69	7	following	follow	VERB
emaj-36	69	8	equations	equation	NOUN
emaj-36	69	9	for	for	ADP
emaj-36	69	10	segment	segment	NOUN
emaj-36	69	11	error	error	NOUN
emaj-36	69	12	calculation	calculation	NOUN
emaj-36	69	13	:	:	PUNCT
emaj-36	69	14	how	how	SCONJ
emaj-36	69	15	to	to	PART
emaj-36	69	16	group	group	VERB
emaj-36	69	17	financial	financial	ADJ
emaj-36	69	18	data	datum	NOUN
emaj-36	69	19	with	with	ADP
emaj-36	69	20	maximum	maximum	ADJ
emaj-36	69	21	homogeneity	homogeneity	NOUN
emaj-36	69	22	?	?	PUNCT
emaj-36	70	1	emerging	emerge	VERB
emaj-36	70	2	markets	market	NOUN
emaj-36	70	3	journal	journal	NOUN
emaj-36	70	4	|	|	ADV
emaj-36	70	5	p	p	NOUN
emaj-36	70	6	a	a	PRON
emaj-36	70	7	g	g	NOUN
emaj-36	70	8	e	e	PROPN
emaj-36	71	1	|	|	ADV
emaj-36	71	2	17	17	NUM
emaj-36	71	3	volume	volume	NOUN
emaj-36	71	4	3	3	NUM
emaj-36	71	5	(	(	PUNCT
emaj-36	71	6	2012	2012	NUM
emaj-36	71	7	)	)	PUNCT
emaj-36	71	8	|	|	ADV
emaj-36	71	9	issn	issn	VERB
emaj-36	71	10	2158	2158	NUM
emaj-36	71	11	-	-	SYM
emaj-36	71	12	8708	8708	NUM
emaj-36	71	13	(	(	PUNCT
emaj-36	71	14	online	online	NOUN
emaj-36	71	15	)	)	PUNCT
emaj-36	71	16	|	|	ADV
emaj-36	71	17	doi	doi	X
emaj-36	71	18	10.5195	10.5195	NUM
emaj-36	71	19	/	/	SYM
emaj-36	71	20	emaj.2012.36	emaj.2012.36	NOUN
emaj-36	71	21	|	|	ADV
emaj-36	71	22	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-36	71	23	[	[	PUNCT
emaj-36	71	24	]	]	X
emaj-36	71	25	∑	∑	PUNCT
emaj-36	71	26	(	(	PUNCT
emaj-36	71	27	)	)	PUNCT
emaj-36	71	28	∑	∑	ADP
emaj-36	71	29	∑	∑	PUNCT
emaj-36	71	30	(	(	PUNCT
emaj-36	71	31	)	)	PUNCT
emaj-36	71	32	(	(	PUNCT
emaj-36	71	33	10	10	NUM
emaj-36	71	34	)	)	PUNCT
emaj-36	71	35	[	[	PUNCT
emaj-36	71	36	]	]	X
emaj-36	71	37	∑	∑	PUNCT
emaj-36	71	38	(	(	PUNCT
emaj-36	71	39	∑	∑	PROPN
emaj-36	71	40	)	)	PUNCT
emaj-36	71	41	(	(	PUNCT
emaj-36	71	42	11	11	NUM
emaj-36	71	43	)	)	PUNCT
emaj-36	71	44	[	[	PUNCT
emaj-36	71	45	]	]	X
emaj-36	71	46	[	[	PUNCT
emaj-36	71	47	]	]	X
emaj-36	71	48	[	[	PUNCT
emaj-36	71	49	]	]	X
emaj-36	71	50	(	(	PUNCT
emaj-36	71	51	12	12	NUM
emaj-36	71	52	)	)	PUNCT
emaj-36	71	53	[	[	PUNCT
emaj-36	71	54	]	]	X
emaj-36	71	55	∑	∑	PUNCT
emaj-36	71	56	(	(	PUNCT
emaj-36	71	57	)	)	PUNCT
emaj-36	71	58	[	[	PUNCT
emaj-36	71	59	]	]	X
emaj-36	71	60	∑	∑	PUNCT
emaj-36	71	61	(	(	PUNCT
emaj-36	71	62	13	13	NUM
emaj-36	71	63	)	)	PUNCT
emaj-36	71	64	[	[	PUNCT
emaj-36	71	65	]	]	X
emaj-36	71	66	∑	∑	PUNCT
emaj-36	71	67	(	(	PUNCT
emaj-36	71	68	[	[	PUNCT
emaj-36	71	69	]	]	X
emaj-36	71	70	[	[	PUNCT
emaj-36	71	71	]	]	X
emaj-36	71	72	[	[	PUNCT
emaj-36	71	73	]	]	X
emaj-36	71	74	)	)	PUNCT
emaj-36	71	75	(	(	PUNCT
emaj-36	71	76	14	14	X
emaj-36	71	77	)	)	PUNCT
emaj-36	71	78	note	note	NOUN
emaj-36	71	79	that	that	SCONJ
emaj-36	71	80	these	these	PRON
emaj-36	71	81	are	be	AUX
emaj-36	71	82	the	the	DET
emaj-36	71	83	well	well	ADV
emaj-36	71	84	-	-	PUNCT
emaj-36	71	85	known	know	VERB
emaj-36	71	86	linear	linear	NOUN
emaj-36	71	87	regression	regression	NOUN
emaj-36	71	88	equations	equation	NOUN
emaj-36	71	89	.	.	PUNCT
emaj-36	72	1	after	after	ADP
emaj-36	72	2	calculating	calculate	VERB
emaj-36	72	3	the	the	DET
emaj-36	72	4	e[i	e[i	NOUN
emaj-36	72	5	,	,	PUNCT
emaj-36	72	6	j	j	NOUN
emaj-36	72	7	]	]	X
emaj-36	72	8	matrix	matrix	NOUN
emaj-36	72	9	,	,	PUNCT
emaj-36	72	10	the	the	DET
emaj-36	72	11	rest	rest	NOUN
emaj-36	72	12	of	of	ADP
emaj-36	72	13	the	the	DET
emaj-36	72	14	first	first	ADJ
emaj-36	72	15	order	order	NOUN
emaj-36	72	16	algorithm	algorithm	NOUN
emaj-36	72	17	is	be	AUX
emaj-36	72	18	exactly	exactly	ADV
emaj-36	72	19	the	the	DET
emaj-36	72	20	same	same	ADJ
emaj-36	72	21	with	with	ADP
emaj-36	72	22	the	the	DET
emaj-36	72	23	zeroth	zeroth	ADJ
emaj-36	72	24	order	order	NOUN
emaj-36	72	25	algorithm	algorithm	NOUN
emaj-36	72	26	.	.	PUNCT
emaj-36	73	1	namely	namely	ADV
emaj-36	73	2	:	:	PUNCT
emaj-36	73	3	1	1	X
emaj-36	73	4	)	)	PUNCT
emaj-36	73	5	calculate	calculate	NOUN
emaj-36	73	6	e[i	e[i	NOUN
emaj-36	73	7	,	,	PUNCT
emaj-36	73	8	j	j	NOUN
emaj-36	73	9	]	]	PUNCT
emaj-36	73	10	by	by	ADP
emaj-36	73	11	using	use	VERB
emaj-36	73	12	eqs	eqs	PROPN
emaj-36	73	13	.	.	PUNCT
emaj-36	74	1	(	(	PUNCT
emaj-36	74	2	10	10	NUM
emaj-36	74	3	-	-	SYM
emaj-36	74	4	14	14	NUM
emaj-36	74	5	)	)	PUNCT
emaj-36	74	6	2	2	NUM
emaj-36	74	7	)	)	PUNCT
emaj-36	74	8	calculate	calculate	NOUN
emaj-36	74	9	d[2,r	d[2,r	PROPN
emaj-36	74	10	]	]	PUNCT
emaj-36	74	11	for	for	ADP
emaj-36	74	12	all	all	DET
emaj-36	74	13	2	2	NUM
emaj-36	74	14	<	<	X
emaj-36	74	15	r	r	X
emaj-36	74	16	<	<	X
emaj-36	74	17	k	k	NOUN
emaj-36	74	18	by	by	ADP
emaj-36	74	19	using	use	VERB
emaj-36	74	20	eq	eq	ADP
emaj-36	74	21	.	.	PUNCT
emaj-36	75	1	(	(	PUNCT
emaj-36	75	2	8)	8)	NUM
emaj-36	75	3	3	3	NUM
emaj-36	75	4	)	)	PUNCT
emaj-36	75	5	calculate	calculate	NOUN
emaj-36	75	6	d[m	d[m	NOUN
emaj-36	75	7	,	,	PUNCT
emaj-36	75	8	r	r	NOUN
emaj-36	75	9	]	]	PUNCT
emaj-36	75	10	by	by	ADP
emaj-36	75	11	using	use	VERB
emaj-36	75	12	eq	eq	ADP
emaj-36	75	13	.	.	PUNCT
emaj-36	76	1	(	(	PUNCT
emaj-36	76	2	9	9	NUM
emaj-36	76	3	)	)	PUNCT
emaj-36	76	4	till	till	SCONJ
emaj-36	76	5	d[k	d[k	NUM
emaj-36	76	6	,	,	PUNCT
emaj-36	76	7	n	n	CCONJ
emaj-36	76	8	]	]	PUNCT
emaj-36	76	9	is	be	AUX
emaj-36	76	10	found	find	VERB
emaj-36	76	11	.	.	PUNCT
emaj-36	77	1	how	how	SCONJ
emaj-36	77	2	to	to	PART
emaj-36	77	3	group	group	VERB
emaj-36	77	4	financial	financial	ADJ
emaj-36	77	5	data	datum	NOUN
emaj-36	77	6	with	with	ADP
emaj-36	77	7	maximum	maximum	ADJ
emaj-36	77	8	homogeneity	homogeneity	NOUN
emaj-36	77	9	?	?	PUNCT
emaj-36	78	1	emerging	emerge	VERB
emaj-36	78	2	markets	market	NOUN
emaj-36	78	3	journal	journal	NOUN
emaj-36	78	4	|	|	ADV
emaj-36	78	5	p	p	NOUN
emaj-36	78	6	a	a	PRON
emaj-36	78	7	g	g	NOUN
emaj-36	78	8	e	e	NOUN
emaj-36	79	1	|	|	ADV
emaj-36	79	2	18	18	NUM
emaj-36	79	3	volume	volume	NOUN
emaj-36	79	4	3	3	NUM
emaj-36	79	5	(	(	PUNCT
emaj-36	79	6	2012	2012	NUM
emaj-36	79	7	)	)	PUNCT
emaj-36	79	8	|	|	ADV
emaj-36	79	9	issn	issn	VERB
emaj-36	79	10	2158	2158	NUM
emaj-36	79	11	-	-	SYM
emaj-36	79	12	8708	8708	NUM
emaj-36	79	13	(	(	PUNCT
emaj-36	79	14	online	online	NOUN
emaj-36	79	15	)	)	PUNCT
emaj-36	79	16	|	|	ADV
emaj-36	79	17	doi	doi	X
emaj-36	79	18	10.5195	10.5195	NUM
emaj-36	79	19	/	/	SYM
emaj-36	79	20	emaj.2012.36	emaj.2012.36	NOUN
emaj-36	79	21	|	|	ADV
emaj-36	79	22	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-36	79	23	as	as	SCONJ
emaj-36	79	24	will	will	AUX
emaj-36	79	25	be	be	AUX
emaj-36	79	26	seen	see	VERB
emaj-36	79	27	in	in	ADP
emaj-36	79	28	the	the	DET
emaj-36	79	29	next	next	ADJ
emaj-36	79	30	section	section	NOUN
emaj-36	79	31	,	,	PUNCT
emaj-36	79	32	even	even	ADV
emaj-36	79	33	though	though	SCONJ
emaj-36	79	34	only	only	ADV
emaj-36	79	35	the	the	DET
emaj-36	79	36	first	first	ADJ
emaj-36	79	37	step	step	NOUN
emaj-36	79	38	of	of	ADP
emaj-36	79	39	the	the	DET
emaj-36	79	40	segmentation	segmentation	NOUN
emaj-36	79	41	algorithm	algorithm	NOUN
emaj-36	79	42	is	be	AUX
emaj-36	79	43	changed	change	VERB
emaj-36	79	44	,	,	PUNCT
emaj-36	79	45	the	the	DET
emaj-36	79	46	resulting	result	VERB
emaj-36	79	47	segmentations	segmentation	NOUN
emaj-36	79	48	are	be	AUX
emaj-36	79	49	dramatically	dramatically	ADV
emaj-36	79	50	different	different	ADJ
emaj-36	79	51	application	application	NOUN
emaj-36	79	52	to	to	ADP
emaj-36	79	53	financial	financial	ADJ
emaj-36	79	54	data	datum	NOUN
emaj-36	79	55	in	in	ADP
emaj-36	79	56	the	the	DET
emaj-36	79	57	figures	figure	NOUN
emaj-36	79	58	below	below	ADV
emaj-36	79	59	,	,	PUNCT
emaj-36	79	60	the	the	DET
emaj-36	79	61	green	green	ADJ
emaj-36	79	62	curve	curve	NOUN
emaj-36	79	63	represents	represent	VERB
emaj-36	79	64	the	the	DET
emaj-36	79	65	time	time	NOUN
emaj-36	79	66	series	series	NOUN
emaj-36	79	67	for	for	ADP
emaj-36	79	68	the	the	DET
emaj-36	79	69	closing	closing	NOUN
emaj-36	79	70	price	price	NOUN
emaj-36	79	71	of	of	ADP
emaj-36	79	72	fener	fener	PROPN
emaj-36	79	73	ti	ti	PROPN
emaj-36	79	74	equity	equity	NOUN
emaj-36	79	75	for	for	ADP
emaj-36	79	76	3000	3000	NUM
emaj-36	79	77	days	day	NOUN
emaj-36	79	78	,	,	PUNCT
emaj-36	79	79	subsampled	subsample	VERB
emaj-36	79	80	to	to	ADP
emaj-36	79	81	200	200	NUM
emaj-36	79	82	data	datum	NOUN
emaj-36	79	83	points	point	NOUN
emaj-36	79	84	.	.	PUNCT
emaj-36	80	1	blue	blue	ADJ
emaj-36	80	2	curves	curve	NOUN
emaj-36	80	3	represent	represent	VERB
emaj-36	80	4	the	the	DET
emaj-36	80	5	trends	trend	NOUN
emaj-36	80	6	discovered	discover	VERB
emaj-36	80	7	by	by	ADP
emaj-36	80	8	the	the	DET
emaj-36	80	9	classic	classic	ADJ
emaj-36	80	10	zero	zero	NUM
emaj-36	80	11	-	-	PUNCT
emaj-36	80	12	order	order	NOUN
emaj-36	80	13	fisher	fisher	PROPN
emaj-36	80	14	algorithm	algorithm	PROPN
emaj-36	80	15	.	.	PUNCT
emaj-36	81	1	the	the	DET
emaj-36	81	2	red	red	ADJ
emaj-36	81	3	curves	curve	NOUN
emaj-36	81	4	represent	represent	VERB
emaj-36	81	5	the	the	DET
emaj-36	81	6	trends	trend	NOUN
emaj-36	81	7	discovered	discover	VERB
emaj-36	81	8	by	by	ADP
emaj-36	81	9	the	the	DET
emaj-36	81	10	first	first	ADJ
emaj-36	81	11	order	order	NOUN
emaj-36	81	12	fisher	fisher	PROPN
emaj-36	81	13	algorithm	algorithm	PROPN
emaj-36	81	14	,	,	PUNCT
emaj-36	81	15	which	which	PRON
emaj-36	81	16	is	be	AUX
emaj-36	81	17	proposed	propose	VERB
emaj-36	81	18	in	in	ADP
emaj-36	81	19	this	this	DET
emaj-36	81	20	article	article	NOUN
emaj-36	81	21	.	.	PUNCT
emaj-36	82	1	from	from	ADP
emaj-36	82	2	the	the	DET
emaj-36	82	3	upper	upper	ADV
emaj-36	82	4	-	-	PUNCT
emaj-36	82	5	left	left	ADJ
emaj-36	82	6	figure	figure	NOUN
emaj-36	82	7	to	to	ADP
emaj-36	82	8	the	the	DET
emaj-36	82	9	lower	low	ADJ
emaj-36	82	10	-	-	PUNCT
emaj-36	82	11	right	right	ADJ
emaj-36	82	12	figure	figure	NOUN
emaj-36	82	13	,	,	PUNCT
emaj-36	82	14	progressively	progressively	ADV
emaj-36	82	15	more	more	ADJ
emaj-36	82	16	trends	trend	NOUN
emaj-36	82	17	are	be	AUX
emaj-36	82	18	searched	search	VERB
emaj-36	82	19	in	in	ADP
emaj-36	82	20	the	the	DET
emaj-36	82	21	data	datum	NOUN
emaj-36	82	22	.	.	PUNCT
emaj-36	83	1	in	in	ADP
emaj-36	83	2	the	the	DET
emaj-36	83	3	upper	upper	ADV
emaj-36	83	4	-	-	PUNCT
emaj-36	83	5	left	left	ADJ
emaj-36	83	6	figure	figure	NOUN
emaj-36	83	7	,	,	PUNCT
emaj-36	83	8	data	datum	NOUN
emaj-36	83	9	is	be	AUX
emaj-36	83	10	divided	divide	VERB
emaj-36	83	11	into	into	ADP
emaj-36	83	12	two	two	NUM
emaj-36	83	13	trends	trend	NOUN
emaj-36	83	14	.	.	PUNCT
emaj-36	84	1	this	this	PRON
emaj-36	84	2	is	be	AUX
emaj-36	84	3	increased	increase	VERB
emaj-36	84	4	to	to	ADP
emaj-36	84	5	seven	seven	NUM
emaj-36	84	6	trends	trend	NOUN
emaj-36	84	7	in	in	ADP
emaj-36	84	8	the	the	DET
emaj-36	84	9	lower	low	ADJ
emaj-36	84	10	right	right	ADJ
emaj-36	84	11	figure	figure	NOUN
emaj-36	84	12	.	.	PUNCT
emaj-36	85	1	it	it	PRON
emaj-36	85	2	is	be	AUX
emaj-36	85	3	clear	clear	ADJ
emaj-36	85	4	from	from	ADP
emaj-36	85	5	the	the	DET
emaj-36	85	6	figures	figure	NOUN
emaj-36	85	7	that	that	SCONJ
emaj-36	85	8	the	the	DET
emaj-36	85	9	two	two	NUM
emaj-36	85	10	algorithms	algorithm	NOUN
emaj-36	85	11	give	give	VERB
emaj-36	85	12	markedly	markedly	ADV
emaj-36	85	13	different	different	ADJ
emaj-36	85	14	segmentations	segmentation	NOUN
emaj-36	85	15	on	on	ADP
emaj-36	85	16	the	the	DET
emaj-36	85	17	same	same	ADJ
emaj-36	85	18	data	datum	NOUN
emaj-36	85	19	set	set	VERB
emaj-36	85	20	.	.	PUNCT
emaj-36	86	1	as	as	SCONJ
emaj-36	86	2	predicted	predict	VERB
emaj-36	86	3	above	above	ADV
emaj-36	86	4	,	,	PUNCT
emaj-36	86	5	classic	classic	ADJ
emaj-36	86	6	fisher	fisher	PROPN
emaj-36	86	7	algorithm	algorithm	NOUN
emaj-36	86	8	is	be	AUX
emaj-36	86	9	particularly	particularly	ADV
emaj-36	86	10	weak	weak	ADJ
emaj-36	86	11	when	when	SCONJ
emaj-36	86	12	the	the	DET
emaj-36	86	13	time	time	NOUN
emaj-36	86	14	series	series	PROPN
emaj-36	86	15	diplay	diplay	VERB
emaj-36	86	16	a	a	DET
emaj-36	86	17	uniform	uniform	ADJ
emaj-36	86	18	rate	rate	NOUN
emaj-36	86	19	of	of	ADP
emaj-36	86	20	increase	increase	NOUN
emaj-36	86	21	for	for	ADP
emaj-36	86	22	long	long	ADJ
emaj-36	86	23	periods	period	NOUN
emaj-36	86	24	of	of	ADP
emaj-36	86	25	time	time	NOUN
emaj-36	86	26	.	.	PUNCT
emaj-36	87	1	this	this	PRON
emaj-36	87	2	is	be	AUX
emaj-36	87	3	obvious	obvious	ADJ
emaj-36	87	4	at	at	ADP
emaj-36	87	5	the	the	DET
emaj-36	87	6	lower	low	ADJ
emaj-36	87	7	right	right	ADJ
emaj-36	87	8	figure	figure	NOUN
emaj-36	87	9	where	where	SCONJ
emaj-36	87	10	data	datum	NOUN
emaj-36	87	11	is	be	AUX
emaj-36	87	12	divided	divide	VERB
emaj-36	87	13	to	to	ADP
emaj-36	87	14	seven	seven	NUM
emaj-36	87	15	trends	trend	NOUN
emaj-36	87	16	.	.	PUNCT
emaj-36	88	1	at	at	ADP
emaj-36	88	2	the	the	DET
emaj-36	88	3	range	range	NOUN
emaj-36	88	4	[	[	X
emaj-36	88	5	0	0	NUM
emaj-36	88	6	,	,	PUNCT
emaj-36	88	7	110	110	NUM
emaj-36	88	8	]	]	PUNCT
emaj-36	88	9	there	there	PRON
emaj-36	88	10	is	be	VERB
emaj-36	88	11	clearly	clearly	ADV
emaj-36	88	12	two	two	NUM
emaj-36	88	13	trends	trend	NOUN
emaj-36	88	14	in	in	ADP
emaj-36	88	15	data	datum	NOUN
emaj-36	88	16	,	,	PUNCT
emaj-36	88	17	and	and	CCONJ
emaj-36	88	18	first	first	ADJ
emaj-36	88	19	order	order	NOUN
emaj-36	88	20	algorithm	algorithm	NOUN
emaj-36	88	21	clearly	clearly	ADV
emaj-36	88	22	discovers	discover	VERB
emaj-36	88	23	them	they	PRON
emaj-36	88	24	.	.	PUNCT
emaj-36	89	1	zero	zero	NUM
emaj-36	89	2	order	order	NOUN
emaj-36	89	3	algorithm	algorithm	NOUN
emaj-36	89	4	discovers	discover	VERB
emaj-36	89	5	five	five	NUM
emaj-36	89	6	trends	trend	NOUN
emaj-36	89	7	at	at	ADP
emaj-36	89	8	the	the	DET
emaj-36	89	9	same	same	ADJ
emaj-36	89	10	range	range	NOUN
emaj-36	89	11	.	.	PUNCT
emaj-36	90	1	this	this	PRON
emaj-36	90	2	is	be	AUX
emaj-36	90	3	the	the	DET
emaj-36	90	4	best	good	ADJ
emaj-36	90	5	the	the	DET
emaj-36	90	6	zeroorder	zeroorder	NOUN
emaj-36	90	7	algorithm	algorithm	NOUN
emaj-36	90	8	can	can	AUX
emaj-36	90	9	do	do	VERB
emaj-36	90	10	,	,	PUNCT
emaj-36	90	11	as	as	SCONJ
emaj-36	90	12	it	it	PRON
emaj-36	90	13	can	can	AUX
emaj-36	90	14	only	only	ADV
emaj-36	90	15	approximate	approximate	VERB
emaj-36	90	16	uniformly	uniformly	ADV
emaj-36	90	17	increasing	increase	VERB
emaj-36	90	18	data	datum	NOUN
emaj-36	90	19	by	by	ADP
emaj-36	90	20	staircase	staircase	NOUN
emaj-36	90	21	-	-	PUNCT
emaj-36	90	22	like	like	ADJ
emaj-36	90	23	constant	constant	ADJ
emaj-36	90	24	segments	segment	NOUN
emaj-36	90	25	.	.	PUNCT
emaj-36	91	1	same	same	ADJ
emaj-36	91	2	phenomenon	phenomenon	NOUN
emaj-36	91	3	can	can	AUX
emaj-36	91	4	be	be	AUX
emaj-36	91	5	seen	see	VERB
emaj-36	91	6	,	,	PUNCT
emaj-36	91	7	in	in	ADP
emaj-36	91	8	a	a	DET
emaj-36	91	9	less	less	ADV
emaj-36	91	10	extreme	extreme	ADJ
emaj-36	91	11	form	form	NOUN
emaj-36	91	12	,	,	PUNCT
emaj-36	91	13	in	in	ADP
emaj-36	91	14	all	all	DET
emaj-36	91	15	the	the	DET
emaj-36	91	16	other	other	ADJ
emaj-36	91	17	plots	plot	NOUN
emaj-36	91	18	.	.	PUNCT
emaj-36	92	1	how	how	SCONJ
emaj-36	92	2	to	to	PART
emaj-36	92	3	group	group	VERB
emaj-36	92	4	financial	financial	ADJ
emaj-36	92	5	data	datum	NOUN
emaj-36	92	6	with	with	ADP
emaj-36	92	7	maximum	maximum	ADJ
emaj-36	92	8	homogeneity	homogeneity	NOUN
emaj-36	92	9	?	?	PUNCT
emaj-36	93	1	emerging	emerge	VERB
emaj-36	93	2	markets	market	NOUN
emaj-36	93	3	journal	journal	NOUN
emaj-36	93	4	|	|	ADV
emaj-36	93	5	p	p	NOUN
emaj-36	93	6	a	a	PRON
emaj-36	93	7	g	g	NOUN
emaj-36	93	8	e	e	NOUN
emaj-36	94	1	|	|	ADV
emaj-36	94	2	19	19	NUM
emaj-36	94	3	volume	volume	NOUN
emaj-36	94	4	3	3	NUM
emaj-36	94	5	(	(	PUNCT
emaj-36	94	6	2012	2012	NUM
emaj-36	94	7	)	)	PUNCT
emaj-36	94	8	|	|	ADV
emaj-36	94	9	issn	issn	VERB
emaj-36	94	10	2158	2158	NUM
emaj-36	94	11	-	-	SYM
emaj-36	94	12	8708	8708	NUM
emaj-36	94	13	(	(	PUNCT
emaj-36	94	14	online	online	NOUN
emaj-36	94	15	)	)	PUNCT
emaj-36	94	16	|	|	ADV
emaj-36	94	17	doi	doi	X
emaj-36	94	18	10.5195	10.5195	NUM
emaj-36	94	19	/	/	SYM
emaj-36	94	20	emaj.2012.36	emaj.2012.36	NOUN
emaj-36	94	21	|	|	NOUN
emaj-36	94	22	http://emaj.pitt.edu	http://emaj.pitt.edu	VERB
emaj-36	94	23	conclusion	conclusion	NOUN
emaj-36	94	24	our	our	PRON
emaj-36	94	25	results	result	NOUN
emaj-36	94	26	show	show	VERB
emaj-36	94	27	that	that	SCONJ
emaj-36	94	28	classic	classic	ADJ
emaj-36	94	29	zero	zero	NUM
emaj-36	94	30	order	order	NOUN
emaj-36	94	31	fisher	fisher	PROPN
emaj-36	94	32	algorithm	algorithm	NOUN
emaj-36	94	33	is	be	AUX
emaj-36	94	34	not	not	PART
emaj-36	94	35	the	the	DET
emaj-36	94	36	ultimate	ultimate	ADJ
emaj-36	94	37	solution	solution	NOUN
emaj-36	94	38	for	for	ADP
emaj-36	94	39	partitioning	partition	VERB
emaj-36	94	40	financial	financial	ADJ
emaj-36	94	41	data	datum	NOUN
emaj-36	94	42	into	into	ADP
emaj-36	94	43	trends	trend	NOUN
emaj-36	94	44	and	and	CCONJ
emaj-36	94	45	there	there	PRON
emaj-36	94	46	is	be	VERB
emaj-36	94	47	room	room	NOUN
emaj-36	94	48	for	for	ADP
emaj-36	94	49	improvement	improvement	NOUN
emaj-36	94	50	.	.	PUNCT
emaj-36	95	1	first	first	ADJ
emaj-36	95	2	order	order	NOUN
emaj-36	95	3	fisher	fisher	PROPN
emaj-36	95	4	algorithm	algorithm	PROPN
emaj-36	95	5	,	,	PUNCT
emaj-36	95	6	which	which	PRON
emaj-36	95	7	is	be	AUX
emaj-36	95	8	proposed	propose	VERB
emaj-36	95	9	in	in	ADP
emaj-36	95	10	this	this	DET
emaj-36	95	11	article	article	NOUN
emaj-36	95	12	,	,	PUNCT
emaj-36	95	13	succeeds	succeed	VERB
emaj-36	95	14	in	in	ADP
emaj-36	95	15	increasing	increase	VERB
emaj-36	95	16	the	the	DET
emaj-36	95	17	accuracy	accuracy	NOUN
emaj-36	95	18	of	of	ADP
emaj-36	95	19	the	the	DET
emaj-36	95	20	classical	classical	ADJ
emaj-36	95	21	algorithm	algorithm	NOUN
emaj-36	95	22	considerably	considerably	ADV
emaj-36	95	23	,	,	PUNCT
emaj-36	95	24	while	while	SCONJ
emaj-36	95	25	not	not	PART
emaj-36	95	26	adding	add	VERB
emaj-36	95	27	to	to	ADP
emaj-36	95	28	its	its	PRON
emaj-36	95	29	computational	computational	ADJ
emaj-36	95	30	complexity	complexity	NOUN
emaj-36	95	31	.	.	PUNCT
emaj-36	96	1	it	it	PRON
emaj-36	96	2	gives	give	VERB
emaj-36	96	3	practically	practically	ADV
emaj-36	96	4	the	the	DET
emaj-36	96	5	same	same	ADJ
emaj-36	96	6	segmentations	segmentation	NOUN
emaj-36	96	7	with	with	ADP
emaj-36	96	8	the	the	DET
emaj-36	96	9	zero	zero	NUM
emaj-36	96	10	order	order	NOUN
emaj-36	96	11	algorithm	algorithm	NOUN
emaj-36	96	12	when	when	SCONJ
emaj-36	96	13	the	the	DET
emaj-36	96	14	data	datum	NOUN
emaj-36	96	15	remains	remain	VERB
emaj-36	96	16	constant	constant	ADJ
emaj-36	96	17	over	over	ADP
emaj-36	96	18	long	long	ADJ
emaj-36	96	19	durations	duration	NOUN
emaj-36	96	20	,	,	PUNCT
emaj-36	96	21	but	but	CCONJ
emaj-36	96	22	gives	give	VERB
emaj-36	96	23	markedly	markedly	ADV
emaj-36	96	24	better	well	ADJ
emaj-36	96	25	segmentations	segmentation	NOUN
emaj-36	96	26	when	when	SCONJ
emaj-36	96	27	the	the	DET
emaj-36	96	28	data	datum	NOUN
emaj-36	96	29	increases	increase	VERB
emaj-36	96	30	at	at	ADP
emaj-36	96	31	a	a	DET
emaj-36	96	32	constant	constant	ADJ
emaj-36	96	33	rate	rate	NOUN
emaj-36	96	34	.	.	PUNCT
emaj-36	97	1	it	it	PRON
emaj-36	97	2	is	be	AUX
emaj-36	97	3	possible	possible	ADJ
emaj-36	97	4	to	to	PART
emaj-36	97	5	extend	extend	VERB
emaj-36	97	6	the	the	DET
emaj-36	97	7	first	first	ADJ
emaj-36	97	8	order	order	NOUN
emaj-36	97	9	algorithm	algorithm	NOUN
emaj-36	97	10	to	to	ADP
emaj-36	97	11	second	second	ADJ
emaj-36	97	12	order	order	NOUN
emaj-36	97	13	to	to	PART
emaj-36	97	14	handle	handle	VERB
emaj-36	97	15	quadratic	quadratic	ADJ
emaj-36	97	16	increases	increase	NOUN
emaj-36	97	17	,	,	PUNCT
emaj-36	97	18	or	or	CCONJ
emaj-36	97	19	to	to	PART
emaj-36	97	20	impose	impose	VERB
emaj-36	97	21	a	a	DET
emaj-36	97	22	continuity	continuity	NOUN
emaj-36	97	23	condition	condition	NOUN
emaj-36	97	24	between	between	ADP
emaj-36	97	25	neighbouring	neighbouring	ADJ
emaj-36	97	26	segments	segment	NOUN
emaj-36	97	27	.	.	PUNCT
emaj-36	98	1	we	we	PRON
emaj-36	98	2	plan	plan	VERB
emaj-36	98	3	to	to	PART
emaj-36	98	4	extend	extend	VERB
emaj-36	98	5	our	our	PRON
emaj-36	98	6	research	research	NOUN
emaj-36	98	7	into	into	ADP
emaj-36	98	8	these	these	DET
emaj-36	98	9	directions	direction	NOUN
emaj-36	98	10	in	in	ADP
emaj-36	98	11	forthcoming	forthcoming	ADJ
emaj-36	98	12	publications	publication	NOUN
emaj-36	98	13	.	.	PUNCT
emaj-36	99	1	references	reference	NOUN
emaj-36	99	2	duncan	duncan	PROPN
emaj-36	99	3	,	,	PUNCT
emaj-36	99	4	g.	g.	PROPN
emaj-36	99	5	,	,	PUNCT
emaj-36	99	6	gorr	gorr	NOUN
emaj-36	99	7	,	,	PUNCT
emaj-36	99	8	w.	w.	PROPN
emaj-36	99	9	l.	l.	PROPN
emaj-36	99	10	,	,	PUNCT
emaj-36	99	11	&	&	CCONJ
emaj-36	99	12	szczypula	szczypula	PROPN
emaj-36	99	13	,	,	PUNCT
emaj-36	99	14	j.	j.	PROPN
emaj-36	99	15	,	,	PUNCT
emaj-36	99	16	2001	2001	NUM
emaj-36	99	17	,	,	PUNCT
emaj-36	99	18	forecasting	forecast	VERB
emaj-36	99	19	analogous	analogous	ADJ
emaj-36	99	20	time	time	NOUN
emaj-36	99	21	series	series	NOUN
emaj-36	99	22	.	.	PUNCT
emaj-36	100	1	in	in	ADP
emaj-36	100	2	j.	j.	PROPN
emaj-36	100	3	s.	s.	PROPN
emaj-36	100	4	armstrong	armstrong	PROPN
emaj-36	100	5	(	(	PUNCT
emaj-36	100	6	ed	ed	NOUN
emaj-36	100	7	.	.	PUNCT
emaj-36	100	8	)	)	PUNCT
emaj-36	100	9	,	,	PUNCT
emaj-36	100	10	principles	principle	NOUN
emaj-36	100	11	of	of	ADP
emaj-36	100	12	forecasting	forecasting	NOUN
emaj-36	100	13	:	:	PUNCT
emaj-36	100	14	a	a	DET
emaj-36	100	15	handbook	handbook	NOUN
emaj-36	100	16	for	for	ADP
emaj-36	100	17	researchers	researcher	NOUN
emaj-36	100	18	and	and	CCONJ
emaj-36	100	19	practitioners	practitioner	NOUN
emaj-36	100	20	,	,	PUNCT
emaj-36	100	21	195–213	195–213	NUM
emaj-36	100	22	.	.	PUNCT
emaj-36	101	1	dordrecht	dordrecht	PROPN
emaj-36	101	2	:	:	PUNCT
emaj-36	101	3	kluwer	kluwer	PROPN
emaj-36	101	4	.	.	PUNCT
emaj-36	102	1	fisher	fisher	PROPN
emaj-36	102	2	w.	w.	PROPN
emaj-36	102	3	d.	d.	PROPN
emaj-36	102	4	,	,	PUNCT
emaj-36	102	5	1958	1958	NUM
emaj-36	102	6	,	,	PUNCT
emaj-36	102	7	on	on	ADP
emaj-36	102	8	grouping	group	VERB
emaj-36	102	9	for	for	ADP
emaj-36	102	10	maximum	maximum	ADJ
emaj-36	102	11	homogeneity	homogeneity	NOUN
emaj-36	102	12	.	.	PUNCT
emaj-36	103	1	journal	journal	NOUN
emaj-36	103	2	of	of	ADP
emaj-36	103	3	the	the	DET
emaj-36	103	4	american	american	PROPN
emaj-36	103	5	statistical	statistical	PROPN
emaj-36	103	6	association	association	NOUN
emaj-36	103	7	,	,	PUNCT
emaj-36	103	8	53	53	NUM
emaj-36	103	9	,	,	PUNCT
emaj-36	103	10	789–798	789–798	NUM
emaj-36	103	11	.	.	PUNCT
emaj-36	104	1	huang	huang	PROPN
emaj-36	104	2	w.	w.	PROPN
emaj-36	104	3	&	&	CCONJ
emaj-36	104	4	y.	y.	PROPN
emaj-36	104	5	zhang	zhang	PROPN
emaj-36	104	6	,	,	PUNCT
emaj-36	104	7	2012	2012	NUM
emaj-36	104	8	,	,	PUNCT
emaj-36	104	9	structural	structural	ADJ
emaj-36	104	10	change	change	NOUN
emaj-36	104	11	modeling	modeling	NOUN
emaj-36	104	12	of	of	ADP
emaj-36	104	13	singapore	singapore	PROPN
emaj-36	104	14	private	private	ADJ
emaj-36	104	15	housing	housing	NOUN
emaj-36	104	16	price	price	NOUN
emaj-36	104	17	in	in	ADP
emaj-36	104	18	simultaneous	simultaneous	ADJ
emaj-36	104	19	equation	equation	NOUN
emaj-36	104	20	model	model	NOUN
emaj-36	104	21	,	,	PUNCT
emaj-36	104	22	journal	journal	NOUN
emaj-36	104	23	of	of	ADP
emaj-36	104	24	financial	financial	ADJ
emaj-36	104	25	risk	risk	NOUN
emaj-36	104	26	management	management	NOUN
emaj-36	104	27	.	.	PUNCT
emaj-36	105	1	vol.1	vol.1	NUM
emaj-36	105	2	,	,	PUNCT
emaj-36	105	3	no.2	no.2	PROPN
emaj-36	105	4	,	,	PUNCT
emaj-36	105	5	7	7	NUM
emaj-36	105	6	-	-	SYM
emaj-36	105	7	14	14	NUM
emaj-36	105	8	kane	kane	PROPN
emaj-36	105	9	j.	j.	PROPN
emaj-36	105	10	a.and	a.and	PROPN
emaj-36	105	11	j.	j.	PROPN
emaj-36	105	12	j.	j.	PROPN
emaj-36	105	13	lim	lim	PROPN
emaj-36	105	14	,	,	PUNCT
emaj-36	105	15	2011	2011	NUM
emaj-36	105	16	,	,	PUNCT
emaj-36	105	17	global	global	ADJ
emaj-36	105	18	growth	growth	NOUN
emaj-36	105	19	poles	pole	NOUN
emaj-36	105	20	in	in	ADP
emaj-36	105	21	a	a	DET
emaj-36	105	22	multipolar	multipolar	ADJ
emaj-36	105	23	world	world	NOUN
emaj-36	105	24	economy	economy	NOUN
emaj-36	105	25	kumar	kumar	PROPN
emaj-36	105	26	m	m	PROPN
emaj-36	105	27	,	,	PUNCT
emaj-36	105	28	nitin	nitin	PROPN
emaj-36	105	29	r.	r.	PROPN
emaj-36	105	30	patel	patel	PROPN
emaj-36	105	31	,	,	PUNCT
emaj-36	105	32	2010	2010	NUM
emaj-36	105	33	,	,	PUNCT
emaj-36	105	34	using	use	VERB
emaj-36	105	35	clustering	clustering	NOUN
emaj-36	105	36	to	to	PART
emaj-36	105	37	improve	improve	VERB
emaj-36	105	38	sales	sale	NOUN
emaj-36	105	39	forecasts	forecast	NOUN
emaj-36	105	40	in	in	ADP
emaj-36	105	41	retail	retail	ADJ
emaj-36	105	42	merchandising	merchandising	NOUN
emaj-36	105	43	,	,	PUNCT
emaj-36	105	44	annals	annal	NOUN
emaj-36	105	45	of	of	ADP
emaj-36	105	46	operations	operation	NOUN
emaj-36	105	47	research	research	NOUN
emaj-36	105	48	,	,	PUNCT
emaj-36	105	49	february	february	PROPN
emaj-36	105	50	,	,	PUNCT
emaj-36	105	51	volume	volume	NOUN
emaj-36	105	52	174	174	NUM
emaj-36	105	53	,	,	PUNCT
emaj-36	105	54	issue	issue	NOUN
emaj-36	105	55	1	1	NUM
emaj-36	105	56	,	,	PUNCT
emaj-36	105	57	33	33	NUM
emaj-36	105	58	-	-	SYM
emaj-36	105	59	46	46	NUM
emaj-36	105	60	maharaj	maharaj	NOUN
emaj-36	105	61	,	,	PUNCT
emaj-36	105	62	e.	e.	PROPN
emaj-36	105	63	a.	a.	PROPN
emaj-36	105	64	,	,	PUNCT
emaj-36	105	65	&	&	CCONJ
emaj-36	105	66	inder	inder	PROPN
emaj-36	105	67	,	,	PUNCT
emaj-36	105	68	b.	b.	PROPN
emaj-36	105	69	a.	a.	PROPN
emaj-36	105	70	,1999	,1999	PUNCT
emaj-36	105	71	,	,	PUNCT
emaj-36	105	72	forecasting	forecasting	NOUN
emaj-36	105	73	time	time	NOUN
emaj-36	105	74	series	series	NOUN
emaj-36	105	75	from	from	ADP
emaj-36	105	76	clusters	cluster	NOUN
emaj-36	105	77	,	,	PUNCT
emaj-36	105	78	monash	monash	PROPN
emaj-36	105	79	econometrics	econometrics	PROPN
emaj-36	105	80	and	and	CCONJ
emaj-36	105	81	business	business	NOUN
emaj-36	105	82	statistics	statistic	NOUN
emaj-36	105	83	working	work	VERB
emaj-36	105	84	papers	paper	NOUN
emaj-36	105	85	,	,	PUNCT
emaj-36	105	86	monash	monash	PROPN
emaj-36	105	87	university	university	PROPN
emaj-36	105	88	,	,	PUNCT
emaj-36	105	89	department	department	NOUN
emaj-36	105	90	of	of	ADP
emaj-36	105	91	econometrics	econometric	NOUN
emaj-36	105	92	and	and	CCONJ
emaj-36	105	93	business	business	NOUN
emaj-36	105	94	statistics	statistic	NOUN
emaj-36	105	95	,	,	PUNCT
emaj-36	105	96	9/99	9/99	NUM
emaj-36	105	97	.	.	PUNCT
emaj-36	106	1	teofilo	teofilo	PROPN
emaj-36	106	2	f.	f.	PROPN
emaj-36	106	3	gonzales	gonzales	PROPN
emaj-36	106	4	,	,	PUNCT
emaj-36	106	5	1985	1985	NUM
emaj-36	106	6	,	,	PUNCT
emaj-36	106	7	clustering	cluster	VERB
emaj-36	106	8	to	to	PART
emaj-36	106	9	minimize	minimize	VERB
emaj-36	106	10	the	the	DET
emaj-36	106	11	maximum	maximum	ADJ
emaj-36	106	12	inter	inter	ADJ
emaj-36	106	13	-	-	ADJ
emaj-36	106	14	cluster	cluster	NOUN
emaj-36	106	15	distance	distance	NOUN
emaj-36	106	16	,	,	PUNCT
emaj-36	106	17	theoretical	theoretical	ADJ
emaj-36	106	18	computer	computer	NOUN
emaj-36	106	19	science	science	NOUN
emaj-36	106	20	38	38	NUM
emaj-36	106	21	,	,	PUNCT
emaj-36	106	22	293	293	NUM
emaj-36	106	23	-	-	SYM
emaj-36	106	24	306	306	NUM
emaj-36	106	25	http://link.springer.com/search?facet-author=%22mahesh+kumar%22	http://link.springer.com/search?facet-author=%22mahesh+kumar%22	NOUN
emaj-36	106	26	http://link.springer.com/search?facet-author=%22nitin+r.+patel%22	http://link.springer.com/search?facet-author=%22nitin+r.+patel%22	VERB
emaj-36	106	27	http://link.springer.com/journal/10479	http://link.springer.com/journal/10479	ADJ
emaj-36	106	28	http://link.springer.com/journal/10479	http://link.springer.com/journal/10479	NOUN
emaj-36	106	29	http://link.springer.com/journal/10479/174/1/page/1	http://link.springer.com/journal/10479/174/1/page/1	PUNCT