id	sid	tid	token	lemma	pos
ajeer-198	1	1	asian	asian	PROPN
ajeer-198	1	2	journal	journal	PROPN
ajeer-198	1	3	of	of	ADP
ajeer-198	1	4	economics	economic	NOUN
ajeer-198	1	5	and	and	CCONJ
ajeer-198	1	6	empirical	empirical	ADJ
ajeer-198	1	7	research	research	NOUN
ajeer-198	1	8	issn	issn	NOUN
ajeer-198	1	9	:	:	PUNCT
ajeer-198	1	10	2409	2409	NUM
ajeer-198	1	11	-	-	SYM
ajeer-198	1	12	2622	2622	NUM
ajeer-198	1	13	vol	vol	NOUN
ajeer-198	1	14	.	.	PROPN
ajeer-198	2	1	2	2	NUM
ajeer-198	2	2	,	,	PUNCT
ajeer-198	2	3	no	no	INTJ
ajeer-198	2	4	.	.	NOUN
ajeer-198	2	5	1	1	NUM
ajeer-198	2	6	,	,	PUNCT
ajeer-198	2	7	47	47	NUM
ajeer-198	2	8	-	-	SYM
ajeer-198	2	9	51	51	NUM
ajeer-198	2	10	,	,	PUNCT
ajeer-198	2	11	2015	2015	NUM
ajeer-198	2	12	http://asianonlinejournals.com/index.php/ajeer	http://asianonlinejournals.com/index.php/ajeer	NOUN
ajeer-198	2	13	47	47	NUM
ajeer-198	2	14	a	a	DET
ajeer-198	2	15	methodological	methodological	ADJ
ajeer-198	2	16	note	note	NOUN
ajeer-198	2	17	on	on	ADP
ajeer-198	2	18	the	the	DET
ajeer-198	2	19	construction	construction	NOUN
ajeer-198	2	20	of	of	ADP
ajeer-198	2	21	high	high	ADJ
ajeer-198	2	22	frequency	frequency	NOUN
ajeer-198	2	23	macroeconomic	macroeconomic	ADJ
ajeer-198	2	24	series	series	NOUN
ajeer-198	2	25	:	:	PUNCT
ajeer-198	2	26	evidence	evidence	NOUN
ajeer-198	2	27	from	from	ADP
ajeer-198	2	28	tunisia	tunisia	PROPN
ajeer-198	2	29	hathroubi	hathroubi	PROPN
ajeer-198	2	30	salem	salem	NOUN
ajeer-198	2	31	1	1	NUM
ajeer-198	2	32	1	1	NUM
ajeer-198	2	33	al	al	PROPN
ajeer-198	2	34	-	-	PUNCT
ajeer-198	2	35	imam	imam	NOUN
ajeer-198	2	36	mohammad	mohammad	PROPN
ajeer-198	2	37	ibn	ibn	PROPN
ajeer-198	2	38	saud	saud	PROPN
ajeer-198	2	39	islamic	islamic	PROPN
ajeer-198	2	40	university	university	PROPN
ajeer-198	2	41	,	,	PUNCT
ajeer-198	2	42	college	college	NOUN
ajeer-198	2	43	of	of	ADP
ajeer-198	2	44	economics	economic	NOUN
ajeer-198	2	45	and	and	CCONJ
ajeer-198	2	46	administrative	administrative	ADJ
ajeer-198	2	47	sciences	sciences	PROPN
ajeer-198	2	48	,	,	PUNCT
ajeer-198	2	49	department	department	NOUN
ajeer-198	2	50	of	of	ADP
ajeer-198	2	51	economics	economic	NOUN
ajeer-198	2	52	,	,	PUNCT
ajeer-198	2	53	riyadh	riyadh	NOUN
ajeer-198	2	54	,	,	PUNCT
ajeer-198	2	55	kingdom	kingdom	NOUN
ajeer-198	2	56	of	of	ADP
ajeer-198	2	57	saudi	saudi	PROPN
ajeer-198	2	58	arabia	arabia	PROPN
ajeer-198	2	59	abstract	abstract	ADJ
ajeer-198	2	60	this	this	DET
ajeer-198	2	61	work	work	NOUN
ajeer-198	2	62	is	be	AUX
ajeer-198	2	63	licensed	license	VERB
ajeer-198	2	64	under	under	ADP
ajeer-198	2	65	a	a	DET
ajeer-198	2	66	creative	creative	ADJ
ajeer-198	2	67	commons	common	NOUN
ajeer-198	2	68	attribution	attribution	NOUN
ajeer-198	2	69	3.0	3.0	NUM
ajeer-198	2	70	license	license	NOUN
ajeer-198	2	71	asian	asian	ADJ
ajeer-198	2	72	online	online	PROPN
ajeer-198	2	73	journal	journal	PROPN
ajeer-198	2	74	publishing	publishing	NOUN
ajeer-198	2	75	group	group	NOUN
ajeer-198	2	76	contents	content	VERB
ajeer-198	2	77	1	1	NUM
ajeer-198	2	78	.	.	PUNCT
ajeer-198	3	1	introduction	introduction	NOUN
ajeer-198	3	2	...............................................................................................................................................................................	...............................................................................................................................................................................	PROPN
ajeer-198	4	1	48	48	NUM
ajeer-198	4	2	2	2	NUM
ajeer-198	4	3	.	.	PUNCT
ajeer-198	5	1	the	the	DET
ajeer-198	5	2	combined	combined	ADJ
ajeer-198	5	3	qlf	qlf	NOUN
ajeer-198	5	4	and	and	CCONJ
ajeer-198	5	5	blue	blue	ADJ
ajeer-198	5	6	method	method	NOUN
ajeer-198	5	7	.................................................................................................................................	.................................................................................................................................	PUNCT
ajeer-198	5	8	48	48	NUM
ajeer-198	5	9	3	3	NUM
ajeer-198	5	10	.	.	PUNCT
ajeer-198	5	11	proprieties	propriety	NOUN
ajeer-198	5	12	of	of	ADP
ajeer-198	5	13	tunisian	tunisian	ADJ
ajeer-198	5	14	data	datum	NOUN
ajeer-198	5	15	....................................................................................................................................................	....................................................................................................................................................	PUNCT
ajeer-198	5	16	49	49	NUM
ajeer-198	5	17	4	4	NUM
ajeer-198	5	18	.	.	PUNCT
ajeer-198	5	19	generating	generate	VERB
ajeer-198	5	20	high	high	ADJ
ajeer-198	5	21	frequency	frequency	NOUN
ajeer-198	5	22	series	series	NOUN
ajeer-198	5	23	for	for	ADP
ajeer-198	5	24	tunisia	tunisia	NOUN
ajeer-198	5	25	......................................................................................................................	......................................................................................................................	PUNCT
ajeer-198	6	1	50	50	NUM
ajeer-198	6	2	4	4	NUM
ajeer-198	6	3	.	.	PUNCT
ajeer-198	6	4	conclusion	conclusion	NOUN
ajeer-198	6	5	..................................................................................................................................................................................	..................................................................................................................................................................................	PUNCT
ajeer-198	6	6	50	50	NUM
ajeer-198	6	7	references	reference	NOUN
ajeer-198	6	8	......................................................................................................................................................................................	......................................................................................................................................................................................	PUNCT
ajeer-198	7	1	50	50	NUM
ajeer-198	7	2	this	this	DET
ajeer-198	7	3	note	note	NOUN
ajeer-198	7	4	aims	aim	VERB
ajeer-198	7	5	to	to	PART
ajeer-198	7	6	formulate	formulate	VERB
ajeer-198	7	7	and	and	CCONJ
ajeer-198	7	8	to	to	PART
ajeer-198	7	9	apply	apply	VERB
ajeer-198	7	10	a	a	DET
ajeer-198	7	11	combined	combine	VERB
ajeer-198	7	12	method	method	NOUN
ajeer-198	7	13	of	of	ADP
ajeer-198	7	14	the	the	DET
ajeer-198	7	15	loss	loss	NOUN
ajeer-198	7	16	quadratic	quadratic	ADJ
ajeer-198	7	17	function	function	NOUN
ajeer-198	7	18	of	of	ADP
ajeer-198	7	19	denton	denton	PROPN
ajeer-198	7	20	and	and	CCONJ
ajeer-198	7	21	the	the	DET
ajeer-198	7	22	best	good	ADJ
ajeer-198	7	23	linear	linear	ADJ
ajeer-198	7	24	unbiased	unbiased	ADJ
ajeer-198	7	25	estimator	estimator	NOUN
ajeer-198	7	26	of	of	ADP
ajeer-198	7	27	chow	chow	PROPN
ajeer-198	7	28	-	-	PUNCT
ajeer-198	7	29	lin	lin	PROPN
ajeer-198	7	30	to	to	PART
ajeer-198	7	31	construct	construct	VERB
ajeer-198	7	32	quarterly	quarterly	ADJ
ajeer-198	7	33	data	datum	NOUN
ajeer-198	7	34	for	for	ADP
ajeer-198	7	35	tunisia	tunisia	PROPN
ajeer-198	7	36	.	.	PUNCT
ajeer-198	8	1	high	high	ADJ
ajeer-198	8	2	frequency	frequency	NOUN
ajeer-198	8	3	series	series	NOUN
ajeer-198	8	4	for	for	ADP
ajeer-198	8	5	gdp	gdp	NOUN
ajeer-198	8	6	and	and	CCONJ
ajeer-198	8	7	total	total	ADJ
ajeer-198	8	8	investment	investment	NOUN
ajeer-198	8	9	are	be	AUX
ajeer-198	8	10	obtained	obtain	VERB
ajeer-198	8	11	from	from	ADP
ajeer-198	8	12	related	relate	VERB
ajeer-198	8	13	series	series	NOUN
ajeer-198	8	14	which	which	PRON
ajeer-198	8	15	exist	exist	VERB
ajeer-198	8	16	in	in	ADP
ajeer-198	8	17	high	high	ADJ
ajeer-198	8	18	(	(	PUNCT
ajeer-198	8	19	quarterly	quarterly	ADJ
ajeer-198	8	20	)	)	PUNCT
ajeer-198	8	21	and	and	CCONJ
ajeer-198	8	22	low	low	ADJ
ajeer-198	8	23	(	(	PUNCT
ajeer-198	8	24	annual	annual	ADJ
ajeer-198	8	25	)	)	PUNCT
ajeer-198	8	26	frequencies	frequency	NOUN
ajeer-198	8	27	for	for	ADP
ajeer-198	8	28	the	the	DET
ajeer-198	8	29	period	period	NOUN
ajeer-198	8	30	1970	1970	NUM
ajeer-198	8	31	-	-	SYM
ajeer-198	8	32	2013	2013	NUM
ajeer-198	8	33	.	.	PUNCT
ajeer-198	9	1	tunisia	tunisia	PROPN
ajeer-198	9	2	began	begin	VERB
ajeer-198	9	3	publishing	publish	VERB
ajeer-198	9	4	quarterly	quarterly	ADJ
ajeer-198	9	5	gdp	gdp	NOUN
ajeer-198	9	6	only	only	ADV
ajeer-198	9	7	since	since	SCONJ
ajeer-198	9	8	2001q1	2001q1	PROPN
ajeer-198	9	9	.	.	PUNCT
ajeer-198	10	1	we	we	PRON
ajeer-198	10	2	use	use	VERB
ajeer-198	10	3	these	these	DET
ajeer-198	10	4	series	series	NOUN
ajeer-198	10	5	to	to	PART
ajeer-198	10	6	compare	compare	VERB
ajeer-198	10	7	our	our	PRON
ajeer-198	10	8	estimates	estimate	NOUN
ajeer-198	10	9	to	to	ADP
ajeer-198	10	10	those	those	PRON
ajeer-198	10	11	published	publish	VERB
ajeer-198	10	12	by	by	ADP
ajeer-198	10	13	the	the	DET
ajeer-198	10	14	tunisian	tunisian	PROPN
ajeer-198	10	15	national	national	PROPN
ajeer-198	10	16	institute	institute	PROPN
ajeer-198	10	17	of	of	ADP
ajeer-198	10	18	statistic	statistic	PROPN
ajeer-198	10	19	(	(	PUNCT
ajeer-198	10	20	ins	in	NOUN
ajeer-198	10	21	)	)	PUNCT
ajeer-198	10	22	.	.	PUNCT
ajeer-198	11	1	results	result	NOUN
ajeer-198	11	2	show	show	VERB
ajeer-198	11	3	that	that	SCONJ
ajeer-198	11	4	the	the	DET
ajeer-198	11	5	combined	combine	VERB
ajeer-198	11	6	method	method	NOUN
ajeer-198	11	7	generates	generate	VERB
ajeer-198	11	8	high	high	ADJ
ajeer-198	11	9	quality	quality	NOUN
ajeer-198	11	10	quarterly	quarterly	ADJ
ajeer-198	11	11	series	series	NOUN
ajeer-198	11	12	.	.	PUNCT
ajeer-198	12	1	key	key	ADJ
ajeer-198	12	2	words	word	NOUN
ajeer-198	12	3	:	:	PUNCT
ajeer-198	12	4	high	high	ADJ
ajeer-198	12	5	frequency	frequency	NOUN
ajeer-198	12	6	data	datum	NOUN
ajeer-198	12	7	,	,	PUNCT
ajeer-198	12	8	loss	loss	NOUN
ajeer-198	12	9	quadratic	quadratic	ADJ
ajeer-198	12	10	function	function	NOUN
ajeer-198	12	11	,	,	PUNCT
ajeer-198	12	12	tunisian	tunisian	ADJ
ajeer-198	12	13	data	datum	NOUN
ajeer-198	12	14	.	.	PUNCT
ajeer-198	13	1	jel	jel	PROPN
ajeer-198	13	2	classification	classification	NOUN
ajeer-198	13	3	:	:	PUNCT
ajeer-198	13	4	c82	c82	NOUN
ajeer-198	13	5	.	.	PUNCT
ajeer-198	14	1	http://creativecommons.org/licenses/by/3.0/	http://creativecommons.org/licenses/by/3.0/	PROPN
ajeer-198	14	2	asian	asian	PROPN
ajeer-198	14	3	journal	journal	PROPN
ajeer-198	14	4	of	of	ADP
ajeer-198	14	5	economics	economic	NOUN
ajeer-198	14	6	and	and	CCONJ
ajeer-198	14	7	empirical	empirical	ADJ
ajeer-198	14	8	research	research	NOUN
ajeer-198	14	9	,	,	PUNCT
ajeer-198	14	10	2015	2015	NUM
ajeer-198	14	11	,	,	PUNCT
ajeer-198	14	12	2(1):47	2(1):47	NUM
ajeer-198	14	13	-	-	SYM
ajeer-198	14	14	51	51	NUM
ajeer-198	14	15	48	48	NUM
ajeer-198	14	16	1	1	NUM
ajeer-198	14	17	.	.	PUNCT
ajeer-198	15	1	introduction	introduction	NOUN
ajeer-198	15	2	applied	apply	VERB
ajeer-198	15	3	macroeconomics	macroeconomic	NOUN
ajeer-198	15	4	,	,	PUNCT
ajeer-198	15	5	especially	especially	ADV
ajeer-198	15	6	time	time	NOUN
ajeer-198	15	7	series	series	PROPN
ajeer-198	15	8	econometrics	econometrics	PROPN
ajeer-198	15	9	,	,	PUNCT
ajeer-198	15	10	are	be	AUX
ajeer-198	15	11	eager	eager	ADJ
ajeer-198	15	12	in	in	ADP
ajeer-198	15	13	data	datum	NOUN
ajeer-198	15	14	(	(	PUNCT
ajeer-198	15	15	data	datum	NOUN
ajeer-198	15	16	intensive	intensive	ADJ
ajeer-198	15	17	method	method	NOUN
ajeer-198	15	18	)	)	PUNCT
ajeer-198	15	19	.	.	PUNCT
ajeer-198	16	1	the	the	DET
ajeer-198	16	2	quality	quality	NOUN
ajeer-198	16	3	of	of	ADP
ajeer-198	16	4	estimation	estimation	NOUN
ajeer-198	16	5	depends	depend	VERB
ajeer-198	16	6	crucially	crucially	ADV
ajeer-198	16	7	on	on	ADP
ajeer-198	16	8	the	the	DET
ajeer-198	16	9	series	series	NOUN
ajeer-198	16	10	length	length	NOUN
ajeer-198	16	11	because	because	SCONJ
ajeer-198	16	12	modern	modern	ADJ
ajeer-198	16	13	econometric	econometric	ADJ
ajeer-198	16	14	techniques	technique	NOUN
ajeer-198	16	15	,	,	PUNCT
ajeer-198	16	16	such	such	ADJ
ajeer-198	16	17	as	as	ADP
ajeer-198	16	18	vector	vector	NOUN
ajeer-198	16	19	auto	auto	NOUN
ajeer-198	16	20	-	-	PUNCT
ajeer-198	16	21	regression	regression	NOUN
ajeer-198	16	22	,	,	PUNCT
ajeer-198	16	23	consume	consume	VERB
ajeer-198	16	24	many	many	ADJ
ajeer-198	16	25	degrees	degree	NOUN
ajeer-198	16	26	of	of	ADP
ajeer-198	16	27	freedom	freedom	NOUN
ajeer-198	16	28	in	in	ADP
ajeer-198	16	29	the	the	DET
ajeer-198	16	30	estimation	estimation	NOUN
ajeer-198	16	31	process	process	NOUN
ajeer-198	16	32	.	.	PUNCT
ajeer-198	17	1	in	in	ADP
ajeer-198	17	2	developing	develop	VERB
ajeer-198	17	3	countries	country	NOUN
ajeer-198	17	4	,	,	PUNCT
ajeer-198	17	5	macroeconomic	macroeconomic	ADJ
ajeer-198	17	6	high	high	ADJ
ajeer-198	17	7	frequency	frequency	NOUN
ajeer-198	17	8	series	series	NOUN
ajeer-198	17	9	are	be	AUX
ajeer-198	17	10	very	very	ADV
ajeer-198	17	11	scarce	scarce	ADJ
ajeer-198	17	12	and	and	CCONJ
ajeer-198	17	13	usually	usually	ADV
ajeer-198	17	14	unavailable	unavailable	ADJ
ajeer-198	17	15	.	.	PUNCT
ajeer-198	18	1	credible	credible	ADJ
ajeer-198	18	2	high	high	ADJ
ajeer-198	18	3	frequency	frequency	NOUN
ajeer-198	18	4	data	datum	NOUN
ajeer-198	18	5	are	be	AUX
ajeer-198	18	6	often	often	ADV
ajeer-198	18	7	required	require	VERB
ajeer-198	18	8	for	for	ADP
ajeer-198	18	9	econometric	econometric	ADJ
ajeer-198	18	10	modeling	modeling	NOUN
ajeer-198	18	11	and	and	CCONJ
ajeer-198	18	12	forecasting	forecasting	NOUN
ajeer-198	18	13	.	.	PUNCT
ajeer-198	19	1	this	this	DET
ajeer-198	19	2	kind	kind	NOUN
ajeer-198	19	3	of	of	ADP
ajeer-198	19	4	data	data	NOUN
ajeer-198	19	5	is	be	AUX
ajeer-198	19	6	useful	useful	ADJ
ajeer-198	19	7	to	to	PART
ajeer-198	19	8	establish	establish	VERB
ajeer-198	19	9	classical	classical	ADJ
ajeer-198	19	10	business	business	NOUN
ajeer-198	19	11	turning	turning	NOUN
ajeer-198	19	12	points	point	NOUN
ajeer-198	19	13	,	,	PUNCT
ajeer-198	19	14	assess	assess	VERB
ajeer-198	19	15	the	the	DET
ajeer-198	19	16	impacts	impact	NOUN
ajeer-198	19	17	of	of	ADP
ajeer-198	19	18	various	various	ADJ
ajeer-198	19	19	government	government	NOUN
ajeer-198	19	20	policies	policy	NOUN
ajeer-198	19	21	and	and	CCONJ
ajeer-198	19	22	external	external	ADJ
ajeer-198	19	23	shocks	shock	NOUN
ajeer-198	19	24	.	.	PUNCT
ajeer-198	20	1	for	for	ADP
ajeer-198	20	2	example	example	NOUN
ajeer-198	20	3	,	,	PUNCT
ajeer-198	20	4	ilzetzki	ilzetzki	ADJ
ajeer-198	20	5	and	and	CCONJ
ajeer-198	20	6	vègh	vègh	ADJ
ajeer-198	20	7	(	(	PUNCT
ajeer-198	20	8	2008	2008	NUM
ajeer-198	20	9	)	)	PUNCT
ajeer-198	20	10	noted	note	VERB
ajeer-198	20	11	that	that	SCONJ
ajeer-198	20	12	in	in	ADP
ajeer-198	20	13	order	order	NOUN
ajeer-198	20	14	to	to	PART
ajeer-198	20	15	study	study	VERB
ajeer-198	20	16	rigorously	rigorously	ADV
ajeer-198	20	17	the	the	DET
ajeer-198	20	18	cyclicality	cyclicality	NOUN
ajeer-198	20	19	of	of	ADP
ajeer-198	20	20	fiscal	fiscal	ADJ
ajeer-198	20	21	policy	policy	NOUN
ajeer-198	20	22	,	,	PUNCT
ajeer-198	20	23	it	it	PRON
ajeer-198	20	24	’s	’	VERB
ajeer-198	20	25	highly	highly	ADV
ajeer-198	20	26	recommended	recommend	VERB
ajeer-198	20	27	to	to	PART
ajeer-198	20	28	use	use	VERB
ajeer-198	20	29	high	high	ADJ
ajeer-198	20	30	frequency	frequency	NOUN
ajeer-198	20	31	data	datum	NOUN
ajeer-198	20	32	(	(	PUNCT
ajeer-198	20	33	quarterly	quarterly	ADJ
ajeer-198	20	34	)	)	PUNCT
ajeer-198	20	35	.	.	PUNCT
ajeer-198	21	1	in	in	ADP
ajeer-198	21	2	general	general	ADJ
ajeer-198	21	3	,	,	PUNCT
ajeer-198	21	4	disaggregation	disaggregation	NOUN
ajeer-198	21	5	methods	method	NOUN
ajeer-198	21	6	,	,	PUNCT
ajeer-198	21	7	combine	combine	VERB
ajeer-198	21	8	mathematical	mathematical	ADJ
ajeer-198	21	9	and	and	CCONJ
ajeer-198	21	10	statistical	statistical	ADJ
ajeer-198	21	11	approaches	approach	NOUN
ajeer-198	21	12	.	.	PUNCT
ajeer-198	22	1	mathematical	mathematical	ADJ
ajeer-198	22	2	approach	approach	NOUN
ajeer-198	22	3	which	which	PRON
ajeer-198	22	4	has	have	AUX
ajeer-198	22	5	been	be	AUX
ajeer-198	22	6	developed	develop	VERB
ajeer-198	22	7	by	by	ADP
ajeer-198	22	8	denton	denton	PROPN
ajeer-198	22	9	(	(	PUNCT
ajeer-198	22	10	1971	1971	NUM
ajeer-198	22	11	)	)	PUNCT
ajeer-198	22	12	differs	differ	VERB
ajeer-198	22	13	from	from	ADP
ajeer-198	22	14	statistical	statistical	ADJ
ajeer-198	22	15	approach	approach	NOUN
ajeer-198	22	16	in	in	ADP
ajeer-198	22	17	that	that	DET
ajeer-198	22	18	simulated	simulate	VERB
ajeer-198	22	19	data	datum	NOUN
ajeer-198	22	20	are	be	AUX
ajeer-198	22	21	not	not	PART
ajeer-198	22	22	assumed	assume	VERB
ajeer-198	22	23	to	to	PART
ajeer-198	22	24	follow	follow	VERB
ajeer-198	22	25	a	a	DET
ajeer-198	22	26	specified	specify	VERB
ajeer-198	22	27	statistical	statistical	ADJ
ajeer-198	22	28	time	time	NOUN
ajeer-198	22	29	series	series	PROPN
ajeer-198	22	30	model	model	PROPN
ajeer-198	22	31	.	.	PUNCT
ajeer-198	23	1	statistical	statistical	ADJ
ajeer-198	23	2	modeling	modeling	NOUN
ajeer-198	23	3	approach	approach	NOUN
ajeer-198	23	4	encompasses	encompass	VERB
ajeer-198	23	5	arima	arima	PROPN
ajeer-198	23	6	model	model	NOUN
ajeer-198	23	7	based	base	VERB
ajeer-198	23	8	methods	method	NOUN
ajeer-198	23	9	proposed	propose	VERB
ajeer-198	23	10	by	by	ADP
ajeer-198	23	11	hillmer	hillmer	NOUN
ajeer-198	23	12	and	and	CCONJ
ajeer-198	23	13	trabelsi	trabelsi	NOUN
ajeer-198	23	14	(	(	PUNCT
ajeer-198	23	15	1987	1987	NUM
ajeer-198	23	16	)	)	PUNCT
ajeer-198	23	17	and	and	CCONJ
ajeer-198	23	18	state	state	NOUN
ajeer-198	23	19	space	space	NOUN
ajeer-198	23	20	models	model	NOUN
ajeer-198	23	21	proposed	propose	VERB
ajeer-198	23	22	by	by	ADP
ajeer-198	23	23	durbin	durbin	ADJ
ajeer-198	23	24	and	and	CCONJ
ajeer-198	23	25	quenneville	quenneville	NOUN
ajeer-198	23	26	(	(	PUNCT
ajeer-198	23	27	1997	1997	NUM
ajeer-198	23	28	)	)	PUNCT
ajeer-198	23	29	.	.	PUNCT
ajeer-198	24	1	the	the	DET
ajeer-198	24	2	choice	choice	NOUN
ajeer-198	24	3	of	of	ADP
ajeer-198	24	4	a	a	DET
ajeer-198	24	5	particular	particular	ADJ
ajeer-198	24	6	method	method	NOUN
ajeer-198	24	7	depends	depend	VERB
ajeer-198	24	8	to	to	ADP
ajeer-198	24	9	a	a	DET
ajeer-198	24	10	large	large	ADJ
ajeer-198	24	11	extend	extend	NOUN
ajeer-198	24	12	on	on	ADP
ajeer-198	24	13	the	the	DET
ajeer-198	24	14	information	information	NOUN
ajeer-198	24	15	available	available	ADJ
ajeer-198	24	16	for	for	ADP
ajeer-198	24	17	estimation	estimation	NOUN
ajeer-198	24	18	and	and	CCONJ
ajeer-198	24	19	subjective	subjective	ADJ
ajeer-198	24	20	preference	preference	NOUN
ajeer-198	24	21	or	or	CCONJ
ajeer-198	24	22	operational	operational	ADJ
ajeer-198	24	23	criteria	criterion	NOUN
ajeer-198	24	24	.	.	PUNCT
ajeer-198	25	1	depending	depend	VERB
ajeer-198	25	2	on	on	ADP
ajeer-198	25	3	the	the	DET
ajeer-198	25	4	availability	availability	NOUN
ajeer-198	25	5	and	and	CCONJ
ajeer-198	25	6	the	the	DET
ajeer-198	25	7	quality	quality	NOUN
ajeer-198	25	8	of	of	ADP
ajeer-198	25	9	benchmarking	benchmarke	VERB
ajeer-198	25	10	indicators	indicator	NOUN
ajeer-198	25	11	,	,	PUNCT
ajeer-198	25	12	we	we	PRON
ajeer-198	25	13	usually	usually	ADV
ajeer-198	25	14	distinguish	distinguish	VERB
ajeer-198	25	15	three	three	NUM
ajeer-198	25	16	categories	category	NOUN
ajeer-198	25	17	of	of	ADP
ajeer-198	25	18	temporal	temporal	ADJ
ajeer-198	25	19	disaggregation	disaggregation	NOUN
ajeer-198	25	20	methods	method	NOUN
ajeer-198	25	21	:	:	PUNCT
ajeer-198	25	22	methods	method	NOUN
ajeer-198	25	23	without	without	ADP
ajeer-198	25	24	indicators	indicator	NOUN
ajeer-198	25	25	,	,	PUNCT
ajeer-198	25	26	methods	method	NOUN
ajeer-198	25	27	with	with	ADP
ajeer-198	25	28	benchmarking	benchmarke	VERB
ajeer-198	25	29	indicators	indicator	NOUN
ajeer-198	25	30	,	,	PUNCT
ajeer-198	25	31	extrapolation	extrapolation	NOUN
ajeer-198	25	32	methods	method	NOUN
ajeer-198	25	33	.	.	PUNCT
ajeer-198	26	1	in	in	ADP
ajeer-198	26	2	this	this	DET
ajeer-198	26	3	article	article	NOUN
ajeer-198	26	4	we	we	PRON
ajeer-198	26	5	are	be	AUX
ajeer-198	26	6	interested	interested	ADJ
ajeer-198	26	7	in	in	ADP
ajeer-198	26	8	the	the	DET
ajeer-198	26	9	second	second	ADJ
ajeer-198	26	10	category	category	NOUN
ajeer-198	26	11	of	of	ADP
ajeer-198	26	12	methods	method	NOUN
ajeer-198	26	13	.	.	PUNCT
ajeer-198	27	1	these	these	DET
ajeer-198	27	2	methods	method	NOUN
ajeer-198	27	3	lie	lie	VERB
ajeer-198	27	4	on	on	ADP
ajeer-198	27	5	the	the	DET
ajeer-198	27	6	hypothesis	hypothesis	NOUN
ajeer-198	27	7	that	that	PRON
ajeer-198	27	8	the	the	DET
ajeer-198	27	9	information	information	NOUN
ajeer-198	27	10	contained	contain	VERB
ajeer-198	27	11	in	in	ADP
ajeer-198	27	12	the	the	DET
ajeer-198	27	13	quarterly	quarterly	ADJ
ajeer-198	27	14	benchmarking	benchmarking	NOUN
ajeer-198	27	15	indicator	indicator	NOUN
ajeer-198	27	16	is	be	AUX
ajeer-198	27	17	conform	conform	ADJ
ajeer-198	27	18	to	to	ADP
ajeer-198	27	19	that	that	PRON
ajeer-198	27	20	contained	contain	VERB
ajeer-198	27	21	in	in	ADP
ajeer-198	27	22	the	the	DET
ajeer-198	27	23	annual	annual	ADJ
ajeer-198	27	24	series	series	NOUN
ajeer-198	27	25	.	.	PUNCT
ajeer-198	28	1	in	in	ADP
ajeer-198	28	2	developing	develop	VERB
ajeer-198	28	3	countries	country	NOUN
ajeer-198	28	4	and	and	CCONJ
ajeer-198	28	5	particularly	particularly	ADV
ajeer-198	28	6	in	in	ADP
ajeer-198	28	7	tunisia	tunisia	NOUN
ajeer-198	28	8	,	,	PUNCT
ajeer-198	28	9	most	most	ADJ
ajeer-198	28	10	of	of	ADP
ajeer-198	28	11	the	the	DET
ajeer-198	28	12	macroeconomic	macroeconomic	ADJ
ajeer-198	28	13	series	series	NOUN
ajeer-198	28	14	are	be	AUX
ajeer-198	28	15	in	in	ADP
ajeer-198	28	16	annual	annual	ADJ
ajeer-198	28	17	frequency	frequency	NOUN
ajeer-198	28	18	.	.	PUNCT
ajeer-198	29	1	the	the	DET
ajeer-198	29	2	construction	construction	NOUN
ajeer-198	29	3	of	of	ADP
ajeer-198	29	4	high	high	ADJ
ajeer-198	29	5	frequency	frequency	NOUN
ajeer-198	29	6	series	series	NOUN
ajeer-198	29	7	has	have	AUX
ajeer-198	29	8	been	be	AUX
ajeer-198	29	9	taken	take	VERB
ajeer-198	29	10	in	in	ADP
ajeer-198	29	11	the	the	DET
ajeer-198	29	12	literature	literature	NOUN
ajeer-198	29	13	by	by	ADP
ajeer-198	29	14	chow	chow	PROPN
ajeer-198	29	15	and	and	CCONJ
ajeer-198	29	16	lin	lin	PROPN
ajeer-198	29	17	(	(	PUNCT
ajeer-198	29	18	1971	1971	NUM
ajeer-198	29	19	)	)	PUNCT
ajeer-198	29	20	,	,	PUNCT
ajeer-198	29	21	denton	denton	PROPN
ajeer-198	29	22	(	(	PUNCT
ajeer-198	29	23	1971	1971	NUM
ajeer-198	29	24	)	)	PUNCT
ajeer-198	29	25	and	and	CCONJ
ajeer-198	29	26	fernandez	fernandez	PROPN
ajeer-198	29	27	(	(	PUNCT
ajeer-198	29	28	1981	1981	NUM
ajeer-198	29	29	)	)	PUNCT
ajeer-198	29	30	,	,	PUNCT
ajeer-198	29	31	and	and	CCONJ
ajeer-198	29	32	has	have	AUX
ajeer-198	29	33	been	be	AUX
ajeer-198	29	34	used	use	VERB
ajeer-198	29	35	by	by	ADP
ajeer-198	29	36	many	many	ADJ
ajeer-198	29	37	economic	economic	ADJ
ajeer-198	29	38	institutions	institution	NOUN
ajeer-198	29	39	such	such	ADJ
ajeer-198	29	40	as	as	ADP
ajeer-198	29	41	insee	insee	ADJ
ajeer-198	29	42	(	(	PUNCT
ajeer-198	29	43	france	france	PROPN
ajeer-198	29	44	)	)	PUNCT
ajeer-198	29	45	bournay	bournay	NOUN
ajeer-198	29	46	and	and	CCONJ
ajeer-198	29	47	laroque	laroque	NOUN
ajeer-198	29	48	(	(	PUNCT
ajeer-198	29	49	1979	1979	NUM
ajeer-198	29	50	)	)	PUNCT
ajeer-198	29	51	,	,	PUNCT
ajeer-198	29	52	banque	banque	PROPN
ajeer-198	29	53	de	de	X
ajeer-198	29	54	france	france	PROPN
ajeer-198	29	55	(	(	PUNCT
ajeer-198	29	56	1986	1986	NUM
ajeer-198	29	57	)	)	PUNCT
ajeer-198	29	58	the	the	DET
ajeer-198	29	59	oecd	oecd	PROPN
ajeer-198	29	60	.	.	PUNCT
ajeer-198	30	1	to	to	PART
ajeer-198	30	2	construct	construct	VERB
ajeer-198	30	3	a	a	DET
ajeer-198	30	4	quarterly	quarterly	ADJ
ajeer-198	30	5	data	datum	NOUN
ajeer-198	30	6	set	set	VERB
ajeer-198	30	7	for	for	ADP
ajeer-198	30	8	tunisia	tunisia	NOUN
ajeer-198	30	9	we	we	PRON
ajeer-198	30	10	use	use	VERB
ajeer-198	30	11	a	a	DET
ajeer-198	30	12	combined	combined	ADJ
ajeer-198	30	13	approach	approach	NOUN
ajeer-198	30	14	of	of	ADP
ajeer-198	30	15	the	the	DET
ajeer-198	30	16	quadratic	quadratic	ADJ
ajeer-198	30	17	loss	loss	NOUN
ajeer-198	30	18	function	function	NOUN
ajeer-198	30	19	(	(	PUNCT
ajeer-198	30	20	qlf	qlf	NOUN
ajeer-198	30	21	)	)	PUNCT
ajeer-198	30	22	of	of	ADP
ajeer-198	30	23	denton	denton	PROPN
ajeer-198	30	24	and	and	CCONJ
ajeer-198	30	25	the	the	DET
ajeer-198	30	26	best	good	ADJ
ajeer-198	30	27	linear	linear	ADJ
ajeer-198	30	28	unbiased	unbiased	ADJ
ajeer-198	30	29	estimator	estimator	NOUN
ajeer-198	30	30	(	(	PUNCT
ajeer-198	30	31	blue	blue	PROPN
ajeer-198	30	32	)	)	PUNCT
ajeer-198	30	33	of	of	ADP
ajeer-198	30	34	chowlin	chowlin	PROPN
ajeer-198	30	35	.	.	PUNCT
ajeer-198	31	1	this	this	DET
ajeer-198	31	2	approach	approach	NOUN
ajeer-198	31	3	can	can	AUX
ajeer-198	31	4	be	be	AUX
ajeer-198	31	5	summarized	summarize	VERB
ajeer-198	31	6	as	as	SCONJ
ajeer-198	31	7	follows	follow	VERB
ajeer-198	31	8	:	:	PUNCT
ajeer-198	31	9	the	the	DET
ajeer-198	31	10	construction	construction	NOUN
ajeer-198	31	11	of	of	ADP
ajeer-198	31	12	high	high	ADJ
ajeer-198	31	13	frequency	frequency	NOUN
ajeer-198	31	14	macroeconomic	macroeconomic	ADJ
ajeer-198	31	15	series	series	NOUN
ajeer-198	31	16	(	(	PUNCT
ajeer-198	31	17	x	x	X
ajeer-198	31	18	)	)	PUNCT
ajeer-198	31	19	can	can	AUX
ajeer-198	31	20	be	be	AUX
ajeer-198	31	21	obtained	obtain	VERB
ajeer-198	31	22	from	from	ADP
ajeer-198	31	23	related	related	ADJ
ajeer-198	31	24	series	series	NOUN
ajeer-198	31	25	(	(	PUNCT
ajeer-198	31	26	z	z	NOUN
ajeer-198	31	27	)	)	PUNCT
ajeer-198	31	28	on	on	ADP
ajeer-198	31	29	which	which	PRON
ajeer-198	31	30	data	datum	NOUN
ajeer-198	31	31	are	be	AUX
ajeer-198	31	32	available	available	ADJ
ajeer-198	31	33	in	in	ADP
ajeer-198	31	34	both	both	CCONJ
ajeer-198	31	35	high	high	ADJ
ajeer-198	31	36	and	and	CCONJ
ajeer-198	31	37	low	low	ADJ
ajeer-198	31	38	frequencies	frequency	NOUN
ajeer-198	31	39	.	.	PUNCT
ajeer-198	32	1	the	the	DET
ajeer-198	32	2	procedure	procedure	NOUN
ajeer-198	32	3	is	be	AUX
ajeer-198	32	4	to	to	PART
ajeer-198	32	5	estimate	estimate	VERB
ajeer-198	32	6	regression	regression	NOUN
ajeer-198	32	7	coefficients	coefficient	NOUN
ajeer-198	32	8	,	,	PUNCT
ajeer-198	32	9	using	use	VERB
ajeer-198	32	10	annual	annual	ADJ
ajeer-198	32	11	totals	total	NOUN
ajeer-198	32	12	of	of	ADP
ajeer-198	32	13	the	the	DET
ajeer-198	32	14	dependent	dependent	ADJ
ajeer-198	32	15	(	(	PUNCT
ajeer-198	32	16	y	y	NOUN
ajeer-198	32	17	)	)	PUNCT
ajeer-198	32	18	and	and	CCONJ
ajeer-198	32	19	independent	independent	ADJ
ajeer-198	32	20	variables	variable	NOUN
ajeer-198	32	21	(	(	PUNCT
ajeer-198	32	22	z	z	NOUN
ajeer-198	32	23	)	)	PUNCT
ajeer-198	32	24	,	,	PUNCT
ajeer-198	32	25	and	and	CCONJ
ajeer-198	32	26	then	then	ADV
ajeer-198	32	27	apply	apply	VERB
ajeer-198	32	28	these	these	DET
ajeer-198	32	29	coefficients	coefficient	NOUN
ajeer-198	32	30	to	to	ADP
ajeer-198	32	31	the	the	DET
ajeer-198	32	32	high	high	ADJ
ajeer-198	32	33	frequency	frequency	NOUN
ajeer-198	32	34	series	series	NOUN
ajeer-198	32	35	to	to	PART
ajeer-198	32	36	obtain	obtain	VERB
ajeer-198	32	37	preliminary	preliminary	ADJ
ajeer-198	32	38	higher	high	ADJ
ajeer-198	32	39	frequency	frequency	NOUN
ajeer-198	32	40	estimates	estimate	NOUN
ajeer-198	32	41	of	of	ADP
ajeer-198	32	42	the	the	DET
ajeer-198	32	43	dependent	dependent	ADJ
ajeer-198	32	44	variable	variable	NOUN
ajeer-198	32	45	.	.	PUNCT
ajeer-198	33	1	as	as	SCONJ
ajeer-198	33	2	these	these	DET
ajeer-198	33	3	estimates	estimate	NOUN
ajeer-198	33	4	would	would	AUX
ajeer-198	33	5	not	not	PART
ajeer-198	33	6	add	add	VERB
ajeer-198	33	7	up	up	ADP
ajeer-198	33	8	to	to	ADP
ajeer-198	33	9	the	the	DET
ajeer-198	33	10	observed	observed	ADJ
ajeer-198	33	11	annual	annual	ADJ
ajeer-198	33	12	totals	total	NOUN
ajeer-198	33	13	of	of	ADP
ajeer-198	33	14	the	the	DET
ajeer-198	33	15	dependent	dependent	ADJ
ajeer-198	33	16	variables	variable	NOUN
ajeer-198	33	17	,	,	PUNCT
ajeer-198	33	18	they	they	PRON
ajeer-198	33	19	are	be	AUX
ajeer-198	33	20	adjusted	adjust	VERB
ajeer-198	33	21	following	follow	VERB
ajeer-198	33	22	the	the	DET
ajeer-198	33	23	approach	approach	NOUN
ajeer-198	33	24	of	of	ADP
ajeer-198	33	25	denton	denton	PROPN
ajeer-198	33	26	(	(	PUNCT
ajeer-198	33	27	1971	1971	NUM
ajeer-198	33	28	)	)	PUNCT
ajeer-198	33	29	.	.	PUNCT
ajeer-198	34	1	the	the	DET
ajeer-198	34	2	rest	rest	NOUN
ajeer-198	34	3	of	of	ADP
ajeer-198	34	4	the	the	DET
ajeer-198	34	5	paper	paper	NOUN
ajeer-198	34	6	proceeds	proceed	NOUN
ajeer-198	34	7	as	as	SCONJ
ajeer-198	34	8	follows	follow	VERB
ajeer-198	34	9	.	.	PUNCT
ajeer-198	35	1	in	in	ADP
ajeer-198	35	2	section	section	NOUN
ajeer-198	35	3	2	2	NUM
ajeer-198	35	4	we	we	PRON
ajeer-198	35	5	describe	describe	VERB
ajeer-198	35	6	the	the	DET
ajeer-198	35	7	combined	combine	VERB
ajeer-198	35	8	qlf	qlf	NOUN
ajeer-198	35	9	and	and	CCONJ
ajeer-198	35	10	blue	blue	ADJ
ajeer-198	35	11	method	method	NOUN
ajeer-198	35	12	.	.	PUNCT
ajeer-198	36	1	in	in	ADP
ajeer-198	36	2	section	section	NOUN
ajeer-198	36	3	3	3	NUM
ajeer-198	36	4	we	we	PRON
ajeer-198	36	5	study	study	VERB
ajeer-198	36	6	the	the	DET
ajeer-198	36	7	proprieties	propriety	NOUN
ajeer-198	36	8	of	of	ADP
ajeer-198	36	9	the	the	DET
ajeer-198	36	10	series	series	NOUN
ajeer-198	36	11	used	use	VERB
ajeer-198	36	12	.	.	PUNCT
ajeer-198	37	1	we	we	PRON
ajeer-198	37	2	set	set	VERB
ajeer-198	37	3	the	the	DET
ajeer-198	37	4	unit	unit	NOUN
ajeer-198	37	5	root	root	NOUN
ajeer-198	37	6	tests	test	NOUN
ajeer-198	37	7	and	and	CCONJ
ajeer-198	37	8	the	the	DET
ajeer-198	37	9	cointegration	cointegration	NOUN
ajeer-198	37	10	relationships	relationship	NOUN
ajeer-198	37	11	.	.	PUNCT
ajeer-198	38	1	section	section	NOUN
ajeer-198	38	2	4	4	NUM
ajeer-198	38	3	applies	apply	VERB
ajeer-198	38	4	the	the	DET
ajeer-198	38	5	qlf	qlf	NOUN
ajeer-198	38	6	-	-	PUNCT
ajeer-198	38	7	blue	blue	ADJ
ajeer-198	38	8	method	method	NOUN
ajeer-198	38	9	to	to	ADP
ajeer-198	38	10	a	a	DET
ajeer-198	38	11	set	set	NOUN
ajeer-198	38	12	of	of	ADP
ajeer-198	38	13	macroeconomic	macroeconomic	ADJ
ajeer-198	38	14	variables	variable	NOUN
ajeer-198	38	15	in	in	ADP
ajeer-198	38	16	tunisia	tunisia	PROPN
ajeer-198	38	17	.	.	PUNCT
ajeer-198	39	1	section	section	NOUN
ajeer-198	39	2	5	5	NUM
ajeer-198	39	3	concludes	conclude	VERB
ajeer-198	39	4	.	.	PUNCT
ajeer-198	40	1	2	2	X
ajeer-198	40	2	.	.	X
ajeer-198	40	3	the	the	DET
ajeer-198	40	4	combined	combined	ADJ
ajeer-198	40	5	qlf	qlf	NOUN
ajeer-198	40	6	and	and	CCONJ
ajeer-198	40	7	blue	blue	ADJ
ajeer-198	40	8	method	method	NOUN
ajeer-198	40	9	assume	assume	VERB
ajeer-198	40	10	that	that	SCONJ
ajeer-198	40	11	the	the	DET
ajeer-198	40	12	low	low	ADJ
ajeer-198	40	13	frequency	frequency	NOUN
ajeer-198	40	14	series	series	NOUN
ajeer-198	40	15	to	to	PART
ajeer-198	40	16	be	be	AUX
ajeer-198	40	17	distributed	distribute	VERB
ajeer-198	40	18	=[	=[	NOUN
ajeer-198	40	19	]	]	PUNCT
ajeer-198	40	20	is	be	AUX
ajeer-198	40	21	annual	annual	ADJ
ajeer-198	40	22	series	series	NOUN
ajeer-198	40	23	with	with	ADP
ajeer-198	40	24	k	k	PROPN
ajeer-198	40	25	intraannual	intraannual	ADJ
ajeer-198	40	26	time	time	NOUN
ajeer-198	40	27	period	period	NOUN
ajeer-198	40	28	(	(	PUNCT
ajeer-198	40	29	k=4	k=4	PROPN
ajeer-198	40	30	in	in	ADP
ajeer-198	40	31	the	the	DET
ajeer-198	40	32	case	case	NOUN
ajeer-198	40	33	of	of	ADP
ajeer-198	40	34	quarters	quarter	NOUN
ajeer-198	40	35	)	)	PUNCT
ajeer-198	40	36	.	.	PUNCT
ajeer-198	41	1	let	let	VERB
ajeer-198	41	2	the	the	DET
ajeer-198	41	3	observed	observe	VERB
ajeer-198	41	4	high	high	ADJ
ajeer-198	41	5	frequency	frequency	NOUN
ajeer-198	41	6	series	series	NOUN
ajeer-198	41	7	cover	cover	VERB
ajeer-198	41	8	m	m	NOUN
ajeer-198	41	9	years	year	NOUN
ajeer-198	41	10	and	and	CCONJ
ajeer-198	41	11	consist	consist	VERB
ajeer-198	41	12	of	of	ADP
ajeer-198	41	13	n	n	NOUN
ajeer-198	41	14	=	=	SYM
ajeer-198	41	15	m	m	PROPN
ajeer-198	41	16	k	k	NOUN
ajeer-198	41	17	values	value	NOUN
ajeer-198	41	18	.	.	PUNCT
ajeer-198	42	1	these	these	DET
ajeer-198	42	2	series	serie	NOUN
ajeer-198	42	3	are	be	AUX
ajeer-198	42	4	represented	represent	VERB
ajeer-198	42	5	in	in	ADP
ajeer-198	42	6	matrix	matrix	NOUN
ajeer-198	42	7	form	form	NOUN
ajeer-198	42	8	by	by	ADP
ajeer-198	42	9	[	[	PUNCT
ajeer-198	42	10	]	]	X
ajeer-198	42	11	.	.	PUNCT
ajeer-198	42	12	where	where	SCONJ
ajeer-198	42	13	[	[	PUNCT
ajeer-198	42	14	]	]	X
ajeer-198	42	15	i=1	i=1	X
ajeer-198	42	16	,	,	PUNCT
ajeer-198	42	17	2	2	NUM
ajeer-198	42	18	…	…	NUM
ajeer-198	42	19	…	…	PUNCT
ajeer-198	42	20	q	q	X
ajeer-198	42	21	are	be	AUX
ajeer-198	42	22	column	column	NOUN
ajeer-198	42	23	vectors	vector	NOUN
ajeer-198	42	24	.	.	PUNCT
ajeer-198	43	1	the	the	DET
ajeer-198	43	2	problem	problem	NOUN
ajeer-198	43	3	is	be	AUX
ajeer-198	43	4	to	to	PART
ajeer-198	43	5	construct	construct	VERB
ajeer-198	43	6	a	a	DET
ajeer-198	43	7	new	new	ADJ
ajeer-198	43	8	vector	vector	NOUN
ajeer-198	43	9	[	[	PUNCT
ajeer-198	43	10	]	]	PUNCT
ajeer-198	43	11	that	that	SCONJ
ajeer-198	43	12	:	:	PUNCT
ajeer-198	43	13	makes	make	VERB
ajeer-198	43	14	use	use	NOUN
ajeer-198	43	15	of	of	ADP
ajeer-198	43	16	the	the	DET
ajeer-198	43	17	information	information	NOUN
ajeer-198	43	18	available	available	ADJ
ajeer-198	43	19	from	from	ADP
ajeer-198	43	20	the	the	DET
ajeer-198	43	21	zi	zi	NOUN
ajeer-198	43	22	’s	’s	PART
ajeer-198	43	23	,	,	PUNCT
ajeer-198	43	24	and	and	CCONJ
ajeer-198	43	25	satisfies	satisfy	VERB
ajeer-198	43	26	the	the	DET
ajeer-198	43	27	condition	condition	NOUN
ajeer-198	43	28	that	that	SCONJ
ajeer-198	43	29	the	the	DET
ajeer-198	43	30	k	k	PROPN
ajeer-198	43	31	values	value	NOUN
ajeer-198	43	32	of	of	ADP
ajeer-198	43	33	the	the	DET
ajeer-198	43	34	new	new	ADJ
ajeer-198	43	35	series	series	NOUN
ajeer-198	43	36	within	within	ADP
ajeer-198	43	37	each	each	DET
ajeer-198	43	38	year	year	NOUN
ajeer-198	43	39	sum	sum	NOUN
ajeer-198	43	40	to	to	ADP
ajeer-198	43	41	the	the	DET
ajeer-198	43	42	observed	observed	ADJ
ajeer-198	43	43	annual	annual	ADJ
ajeer-198	43	44	totals	total	NOUN
ajeer-198	43	45	for	for	ADP
ajeer-198	43	46	that	that	DET
ajeer-198	43	47	year	year	NOUN
ajeer-198	43	48	.	.	PUNCT
ajeer-198	44	1	assume	assume	VERB
ajeer-198	44	2	that	that	SCONJ
ajeer-198	44	3	series	series	NOUN
ajeer-198	44	4	to	to	PART
ajeer-198	44	5	be	be	AUX
ajeer-198	44	6	estimated	estimate	VERB
ajeer-198	44	7	x	x	NOUN
ajeer-198	44	8	,	,	PUNCT
ajeer-198	44	9	satisfies	satisfy	VERB
ajeer-198	44	10	the	the	DET
ajeer-198	44	11	relationship	relationship	NOUN
ajeer-198	44	12	:	:	PUNCT
ajeer-198	44	13	(	(	PUNCT
ajeer-198	44	14	1	1	X
ajeer-198	44	15	)	)	PUNCT
ajeer-198	44	16	[	[	PUNCT
ajeer-198	44	17	]	]	X
ajeer-198	44	18	’	'	PUNCT
ajeer-198	44	19	is	be	AUX
ajeer-198	44	20	a	a	DET
ajeer-198	44	21	vector	vector	NOUN
ajeer-198	44	22	of	of	ADP
ajeer-198	44	23	unknown	unknown	ADJ
ajeer-198	44	24	coefficients	coefficient	NOUN
ajeer-198	44	25	and	and	CCONJ
ajeer-198	44	26	is	be	AUX
ajeer-198	44	27	a	a	DET
ajeer-198	44	28	random	random	ADJ
ajeer-198	44	29	vector	vector	NOUN
ajeer-198	44	30	such	such	ADJ
ajeer-198	44	31	that	that	PRON
ajeer-198	44	32	(	(	PUNCT
ajeer-198	44	33	)	)	PUNCT
ajeer-198	44	34	and	and	CCONJ
ajeer-198	44	35	(	(	PUNCT
ajeer-198	44	36	)	)	PUNCT
ajeer-198	45	1	=	=	PUNCT
ajeer-198	45	2	v.	v.	ADP
ajeer-198	45	3	v	v	NOUN
ajeer-198	45	4	is	be	AUX
ajeer-198	45	5	unknown	unknown	ADJ
ajeer-198	45	6	and	and	CCONJ
ajeer-198	45	7	ca	can	AUX
ajeer-198	45	8	n’t	not	PART
ajeer-198	45	9	be	be	AUX
ajeer-198	45	10	estimated	estimate	VERB
ajeer-198	45	11	directly	directly	ADV
ajeer-198	45	12	.	.	PUNCT
ajeer-198	46	1	in	in	ADP
ajeer-198	46	2	order	order	NOUN
ajeer-198	46	3	to	to	PART
ajeer-198	46	4	estimate	estimate	VERB
ajeer-198	46	5	v	v	ADP
ajeer-198	46	6	one	one	NUM
ajeer-198	46	7	has	have	VERB
ajeer-198	46	8	to	to	PART
ajeer-198	46	9	specify	specify	VERB
ajeer-198	46	10	the	the	DET
ajeer-198	46	11	process	process	NOUN
ajeer-198	46	12	followed	follow	VERB
ajeer-198	46	13	by	by	ADP
ajeer-198	46	14	the	the	DET
ajeer-198	46	15	disturbances	disturbance	NOUN
ajeer-198	46	16	different	different	ADJ
ajeer-198	46	17	forms	form	NOUN
ajeer-198	46	18	have	have	AUX
ajeer-198	46	19	been	be	AUX
ajeer-198	46	20	taken	take	VERB
ajeer-198	46	21	in	in	ADP
ajeer-198	46	22	the	the	DET
ajeer-198	46	23	literature	literature	NOUN
ajeer-198	46	24	.	.	PUNCT
ajeer-198	47	1	chow	chow	PROPN
ajeer-198	47	2	and	and	CCONJ
ajeer-198	47	3	lin	lin	PROPN
ajeer-198	47	4	assume	assume	VERB
ajeer-198	47	5	that	that	SCONJ
ajeer-198	47	6	the	the	DET
ajeer-198	47	7	quarterly	quarterly	ADJ
ajeer-198	47	8	errors	error	NOUN
ajeer-198	47	9	follow	follow	VERB
ajeer-198	47	10	an	an	DET
ajeer-198	47	11	ar(1	ar(1	NOUN
ajeer-198	47	12	):	):	PUNCT
ajeer-198	47	13	with	with	ADP
ajeer-198	47	14	(	(	PUNCT
ajeer-198	47	15	)	)	PUNCT
ajeer-198	47	16	(	(	PUNCT
ajeer-198	47	17	)	)	PUNCT
ajeer-198	47	18	and|	and|	ADV
ajeer-198	47	19	|	|	ADV
ajeer-198	47	20	.	.	PUNCT
ajeer-198	48	1	fernandez	fernandez	PROPN
ajeer-198	48	2	(	(	PUNCT
ajeer-198	48	3	1981	1981	NUM
ajeer-198	48	4	)	)	PUNCT
ajeer-198	48	5	supposed	suppose	VERB
ajeer-198	48	6	that	that	PRON
ajeer-198	48	7	is	be	AUX
ajeer-198	48	8	a	a	DET
ajeer-198	48	9	random	random	ADJ
ajeer-198	48	10	walk	walk	NOUN
ajeer-198	48	11	and	and	CCONJ
ajeer-198	48	12	litterman	litterman	NOUN
ajeer-198	48	13	(	(	PUNCT
ajeer-198	48	14	1983	1983	NUM
ajeer-198	48	15	)	)	PUNCT
ajeer-198	48	16	formulated	formulate	VERB
ajeer-198	48	17	a	a	DET
ajeer-198	48	18	markov	markov	NOUN
ajeer-198	48	19	-	-	PUNCT
ajeer-198	48	20	random	random	ADJ
ajeer-198	48	21	walk	walk	NOUN
ajeer-198	48	22	which	which	PRON
ajeer-198	48	23	is	be	AUX
ajeer-198	48	24	an	an	DET
ajeer-198	48	25	arima(1,1,0	arima(1,1,0	NOUN
ajeer-198	48	26	)	)	PUNCT
ajeer-198	48	27	,	,	PUNCT
ajeer-198	48	28	and	and	CCONJ
ajeer-198	48	29	.	.	PUNCT
ajeer-198	49	1	more	more	ADV
ajeer-198	49	2	recently	recently	ADV
ajeer-198	49	3	wei	wei	PROPN
ajeer-198	49	4	and	and	CCONJ
ajeer-198	49	5	stram	stram	PROPN
ajeer-198	49	6	(	(	PUNCT
ajeer-198	49	7	1990	1990	NUM
ajeer-198	49	8	)	)	PUNCT
ajeer-198	49	9	have	have	AUX
ajeer-198	49	10	adopted	adopt	VERB
ajeer-198	49	11	the	the	DET
ajeer-198	49	12	general	general	ADJ
ajeer-198	49	13	case	case	NOUN
ajeer-198	49	14	arima	arima	NOUN
ajeer-198	49	15	(	(	PUNCT
ajeer-198	49	16	p	p	X
ajeer-198	49	17	,	,	PUNCT
ajeer-198	49	18	q	q	ADJ
ajeer-198	49	19	,	,	PUNCT
ajeer-198	49	20	d	d	NOUN
ajeer-198	49	21	)	)	PUNCT
ajeer-198	49	22	but	but	CCONJ
ajeer-198	49	23	in	in	ADP
ajeer-198	49	24	practice	practice	NOUN
ajeer-198	49	25	they	they	PRON
ajeer-198	49	26	use	use	VERB
ajeer-198	49	27	one	one	NUM
ajeer-198	49	28	of	of	ADP
ajeer-198	49	29	the	the	DET
ajeer-198	49	30	above	above	ADJ
ajeer-198	49	31	three	three	NUM
ajeer-198	49	32	methods	method	NOUN
ajeer-198	49	33	.	.	PUNCT
ajeer-198	50	1	then	then	ADV
ajeer-198	50	2	,	,	PUNCT
ajeer-198	50	3	the	the	DET
ajeer-198	50	4	observed	observe	VERB
ajeer-198	50	5	low	low	ADJ
ajeer-198	50	6	frequency	frequency	NOUN
ajeer-198	50	7	series	series	NOUN
ajeer-198	50	8	,	,	PUNCT
ajeer-198	50	9	y	y	PROPN
ajeer-198	50	10	,	,	PUNCT
ajeer-198	50	11	satisfies	satisfy	VERB
ajeer-198	50	12	the	the	DET
ajeer-198	50	13	relationship	relationship	NOUN
ajeer-198	50	14	:	:	PUNCT
ajeer-198	50	15	z	z	X
ajeer-198	51	1	+	+	CCONJ
ajeer-198	51	2	(	(	PUNCT
ajeer-198	51	3	2	2	X
ajeer-198	51	4	)	)	PUNCT
ajeer-198	51	5	s	s	NOUN
ajeer-198	51	6	=	=	X
ajeer-198	51	7	[	[	PUNCT
ajeer-198	51	8	]	]	X
ajeer-198	51	9	is	be	AUX
ajeer-198	51	10	an	an	DET
ajeer-198	51	11	n	n	PRON
ajeer-198	51	12	m	m	NOUN
ajeer-198	51	13	block	block	NOUN
ajeer-198	51	14	matrix	matrix	NOUN
ajeer-198	51	15	and	and	CCONJ
ajeer-198	51	16	where	where	SCONJ
ajeer-198	51	17	j	j	PROPN
ajeer-198	51	18	is	be	AUX
ajeer-198	51	19	column	column	NOUN
ajeer-198	51	20	vector	vector	NOUN
ajeer-198	51	21	in	in	ADP
ajeer-198	51	22	which	which	PRON
ajeer-198	51	23	each	each	DET
ajeer-198	51	24	element	element	NOUN
ajeer-198	51	25	is	be	AUX
ajeer-198	51	26	unity	unity	NOUN
ajeer-198	51	27	and	and	CCONJ
ajeer-198	51	28	0	0	NUM
ajeer-198	51	29	is	be	AUX
ajeer-198	51	30	a	a	DET
ajeer-198	51	31	kdimensional	kdimensional	ADJ
ajeer-198	51	32	null	null	ADJ
ajeer-198	51	33	column	column	PROPN
ajeer-198	51	34	vector	vector	NOUN
ajeer-198	51	35	.	.	PUNCT
ajeer-198	52	1	=[	=[	NOUN
ajeer-198	52	2	]	]	PUNCT
ajeer-198	52	3	if	if	SCONJ
ajeer-198	52	4	we	we	PRON
ajeer-198	52	5	look	look	VERB
ajeer-198	52	6	to	to	PART
ajeer-198	52	7	construct	construct	VERB
ajeer-198	52	8	quarterly	quarterly	ADJ
ajeer-198	52	9	data	datum	NOUN
ajeer-198	52	10	.	.	PUNCT
ajeer-198	53	1	asian	asian	ADJ
ajeer-198	53	2	journal	journal	PROPN
ajeer-198	53	3	of	of	ADP
ajeer-198	53	4	economics	economic	NOUN
ajeer-198	53	5	and	and	CCONJ
ajeer-198	53	6	empirical	empirical	ADJ
ajeer-198	53	7	research	research	NOUN
ajeer-198	53	8	,	,	PUNCT
ajeer-198	53	9	2015	2015	NUM
ajeer-198	53	10	,	,	PUNCT
ajeer-198	53	11	2(1):47	2(1):47	NUM
ajeer-198	53	12	-	-	SYM
ajeer-198	53	13	51	51	NUM
ajeer-198	53	14	49	49	NUM
ajeer-198	53	15	fernandez	fernandez	NOUN
ajeer-198	53	16	(	(	PUNCT
ajeer-198	53	17	1981	1981	NUM
ajeer-198	53	18	)	)	PUNCT
ajeer-198	53	19	formulated	formulate	VERB
ajeer-198	53	20	the	the	DET
ajeer-198	53	21	qlf	qlf	NOUN
ajeer-198	53	22	method	method	NOUN
ajeer-198	53	23	of	of	ADP
ajeer-198	53	24	denton	denton	PROPN
ajeer-198	53	25	and	and	CCONJ
ajeer-198	53	26	the	the	DET
ajeer-198	53	27	blue	blue	ADJ
ajeer-198	53	28	method	method	NOUN
ajeer-198	53	29	of	of	ADP
ajeer-198	53	30	chow	chow	PROPN
ajeer-198	53	31	-	-	PUNCT
ajeer-198	53	32	lin	lin	PROPN
ajeer-198	53	33	as	as	SCONJ
ajeer-198	53	34	follows	follow	VERB
ajeer-198	53	35	:	:	PUNCT
ajeer-198	53	36	we	we	PRON
ajeer-198	53	37	minimize	minimize	VERB
ajeer-198	53	38	a	a	DET
ajeer-198	53	39	quadratic	quadratic	ADJ
ajeer-198	53	40	loss	loss	NOUN
ajeer-198	53	41	function	function	NOUN
ajeer-198	53	42	in	in	ADP
ajeer-198	53	43	the	the	DET
ajeer-198	53	44	difference	difference	NOUN
ajeer-198	53	45	between	between	ADP
ajeer-198	53	46	the	the	DET
ajeer-198	53	47	series	series	NOUN
ajeer-198	53	48	to	to	PART
ajeer-198	53	49	be	be	AUX
ajeer-198	53	50	created	create	VERB
ajeer-198	53	51	x	x	PUNCT
ajeer-198	53	52	and	and	CCONJ
ajeer-198	53	53	a	a	DET
ajeer-198	53	54	linear	linear	ADJ
ajeer-198	53	55	combination	combination	NOUN
ajeer-198	53	56	of	of	ADP
ajeer-198	53	57	high	high	ADJ
ajeer-198	53	58	frequency	frequency	NOUN
ajeer-198	53	59	series	series	NOUN
ajeer-198	53	60	z.	z.	PROPN
ajeer-198	53	61	subject	subject	PROPN
ajeer-198	53	62	to	to	ADP
ajeer-198	53	63	the	the	DET
ajeer-198	53	64	constraint	constraint	NOUN
ajeer-198	53	65	.	.	PUNCT
ajeer-198	54	1	the	the	DET
ajeer-198	54	2	program	program	NOUN
ajeer-198	54	3	can	can	AUX
ajeer-198	54	4	be	be	AUX
ajeer-198	54	5	written	write	VERB
ajeer-198	54	6	{	{	PUNCT
ajeer-198	54	7	[	[	X
ajeer-198	54	8	(	(	PUNCT
ajeer-198	54	9	)	)	PUNCT
ajeer-198	54	10	(	(	PUNCT
ajeer-198	54	11	)	)	PUNCT
ajeer-198	54	12	]	]	PUNCT
ajeer-198	54	13	(	(	PUNCT
ajeer-198	54	14	3	3	X
ajeer-198	54	15	)	)	PUNCT
ajeer-198	54	16	a	a	PRON
ajeer-198	54	17	is	be	AUX
ajeer-198	54	18	a	a	DET
ajeer-198	54	19	symmetric	symmetric	ADJ
ajeer-198	54	20	n	n	CCONJ
ajeer-198	54	21	n	n	CCONJ
ajeer-198	54	22	non	non	X
ajeer-198	54	23	singular	singular	ADJ
ajeer-198	54	24	matrix	matrix	NOUN
ajeer-198	54	25	such	such	ADJ
ajeer-198	54	26	that	that	SCONJ
ajeer-198	54	27	:	:	PUNCT
ajeer-198	54	28	where	where	SCONJ
ajeer-198	54	29	(	(	PUNCT
ajeer-198	54	30	)	)	PUNCT
ajeer-198	54	31	[	[	PUNCT
ajeer-198	54	32	]	]	X
ajeer-198	54	33	is	be	AUX
ajeer-198	54	34	a	a	DET
ajeer-198	54	35	square	square	ADJ
ajeer-198	54	36	matrix	matrix	NOUN
ajeer-198	54	37	which	which	PRON
ajeer-198	54	38	converts	convert	VERB
ajeer-198	54	39	the	the	DET
ajeer-198	54	40	values	value	NOUN
ajeer-198	54	41	of	of	ADP
ajeer-198	54	42	x	x	X
ajeer-198	54	43	and	and	CCONJ
ajeer-198	54	44	z	z	NOUN
ajeer-198	54	45	to	to	ADP
ajeer-198	54	46	first	first	ADJ
ajeer-198	54	47	differences	difference	NOUN
ajeer-198	54	48	.	.	PUNCT
ajeer-198	55	1	the	the	DET
ajeer-198	55	2	solution	solution	NOUN
ajeer-198	55	3	for	for	ADP
ajeer-198	55	4	x	x	PUNCT
ajeer-198	55	5	and	and	CCONJ
ajeer-198	55	6	of	of	ADP
ajeer-198	55	7	the	the	DET
ajeer-198	55	8	program	program	NOUN
ajeer-198	55	9	(	(	PUNCT
ajeer-198	55	10	3	3	X
ajeer-198	55	11	)	)	PUNCT
ajeer-198	55	12	are	be	AUX
ajeer-198	55	13	:	:	PUNCT
ajeer-198	55	14	{	{	PUNCT
ajeer-198	55	15	̂	̂	PUNCT
ajeer-198	55	16	[	[	PUNCT
ajeer-198	55	17	(	(	PUNCT
ajeer-198	55	18	(	(	PUNCT
ajeer-198	55	19	)	)	PUNCT
ajeer-198	55	20	)	)	PUNCT
ajeer-198	55	21	]	]	PUNCT
ajeer-198	56	1	(	(	PUNCT
ajeer-198	56	2	(	(	PUNCT
ajeer-198	56	3	)	)	PUNCT
ajeer-198	56	4	)	)	PUNCT
ajeer-198	56	5	̂	̂	PUNCT
ajeer-198	56	6	̂	̂	X
ajeer-198	56	7	(	(	PUNCT
ajeer-198	56	8	)	)	PUNCT
ajeer-198	56	9	(	(	PUNCT
ajeer-198	56	10	(	(	PUNCT
ajeer-198	56	11	)	)	PUNCT
ajeer-198	56	12	)	)	PUNCT
ajeer-198	56	13	[	[	PUNCT
ajeer-198	56	14	̂	̂	X
ajeer-198	56	15	]	]	X
ajeer-198	56	16	(	(	PUNCT
ajeer-198	56	17	4	4	X
ajeer-198	56	18	)	)	PUNCT
ajeer-198	56	19	̂is	̂i	NOUN
ajeer-198	56	20	the	the	DET
ajeer-198	56	21	general	general	ADJ
ajeer-198	56	22	least	least	ADV
ajeer-198	56	23	square	square	ADJ
ajeer-198	56	24	(	(	PUNCT
ajeer-198	56	25	gls	gls	PROPN
ajeer-198	56	26	)	)	PUNCT
ajeer-198	56	27	estimator	estimator	NOUN
ajeer-198	56	28	by	by	ADP
ajeer-198	56	29	regressing	regress	VERB
ajeer-198	56	30	the	the	DET
ajeer-198	56	31	annual	annual	ADJ
ajeer-198	56	32	values	value	NOUN
ajeer-198	56	33	of	of	ADP
ajeer-198	56	34	high	high	ADJ
ajeer-198	56	35	frequency	frequency	NOUN
ajeer-198	56	36	series	series	NOUN
ajeer-198	56	37	on	on	ADP
ajeer-198	56	38	the	the	DET
ajeer-198	56	39	low	low	ADJ
ajeer-198	56	40	frequency	frequency	NOUN
ajeer-198	56	41	series	series	NOUN
ajeer-198	56	42	y.	y.	PROPN
ajeer-198	56	43	̂is	̂is	PROPN
ajeer-198	56	44	the	the	DET
ajeer-198	56	45	estimator	estimator	NOUN
ajeer-198	56	46	of	of	ADP
ajeer-198	56	47	the	the	DET
ajeer-198	56	48	high	high	ADJ
ajeer-198	56	49	frequency	frequency	NOUN
ajeer-198	56	50	for	for	ADP
ajeer-198	56	51	the	the	DET
ajeer-198	56	52	dependent	dependent	ADJ
ajeer-198	56	53	variable	variable	NOUN
ajeer-198	56	54	(	(	PUNCT
ajeer-198	56	55	y	y	NOUN
ajeer-198	56	56	)	)	PUNCT
ajeer-198	56	57	and	and	CCONJ
ajeer-198	56	58	consists	consist	VERB
ajeer-198	56	59	of	of	ADP
ajeer-198	56	60	two	two	NUM
ajeer-198	56	61	components	component	NOUN
ajeer-198	56	62	.	.	PUNCT
ajeer-198	57	1	the	the	DET
ajeer-198	57	2	first	first	ADJ
ajeer-198	57	3	,	,	PUNCT
ajeer-198	57	4	z	z	PROPN
ajeer-198	57	5	̂	̂	PUNCT
ajeer-198	57	6	applies	apply	VERB
ajeer-198	57	7	the	the	DET
ajeer-198	57	8	estimated	estimated	ADJ
ajeer-198	57	9	regressing	regress	VERB
ajeer-198	57	10	coefficients	coefficient	NOUN
ajeer-198	57	11	̂	̂	VERB
ajeer-198	57	12	to	to	ADP
ajeer-198	57	13	the	the	DET
ajeer-198	57	14	observed	observe	VERB
ajeer-198	57	15	high	high	ADJ
ajeer-198	57	16	frequency	frequency	NOUN
ajeer-198	57	17	series	series	NOUN
ajeer-198	57	18	of	of	ADP
ajeer-198	57	19	explanatory	explanatory	ADJ
ajeer-198	57	20	variables	variable	NOUN
ajeer-198	57	21	.	.	PUNCT
ajeer-198	58	1	the	the	DET
ajeer-198	58	2	second	second	NOUN
ajeer-198	58	3	is	be	AUX
ajeer-198	58	4	an	an	DET
ajeer-198	58	5	estimate	estimate	NOUN
ajeer-198	58	6	of	of	ADP
ajeer-198	58	7	the	the	DET
ajeer-198	58	8	vector	vector	NOUN
ajeer-198	58	9	(	(	PUNCT
ajeer-198	58	10	)	)	PUNCT
ajeer-198	58	11	of	of	ADP
ajeer-198	58	12	residuals	residual	NOUN
ajeer-198	58	13	obtained	obtain	VERB
ajeer-198	58	14	by	by	ADP
ajeer-198	58	15	distributing	distribute	VERB
ajeer-198	58	16	the	the	DET
ajeer-198	58	17	annual	annual	ADJ
ajeer-198	58	18	residuals	residual	NOUN
ajeer-198	58	19	[	[	PUNCT
ajeer-198	58	20	̂	̂	X
ajeer-198	58	21	]	]	PUNCT
ajeer-198	58	22	with	with	ADP
ajeer-198	58	23	the	the	DET
ajeer-198	58	24	matrix	matrix	NOUN
ajeer-198	58	25	(	(	PUNCT
ajeer-198	58	26	)	)	PUNCT
ajeer-198	58	27	s	s	PROPN
ajeer-198	58	28	(	(	PUNCT
ajeer-198	58	29	(	(	PUNCT
ajeer-198	58	30	)	)	PUNCT
ajeer-198	58	31	)	)	PUNCT
ajeer-198	58	32	.	.	PUNCT
ajeer-198	59	1	this	this	DET
ajeer-198	59	2	method	method	NOUN
ajeer-198	59	3	of	of	ADP
ajeer-198	59	4	generating	generate	VERB
ajeer-198	59	5	data	datum	NOUN
ajeer-198	59	6	avoids	avoid	VERB
ajeer-198	59	7	the	the	DET
ajeer-198	59	8	introduction	introduction	NOUN
ajeer-198	59	9	of	of	ADP
ajeer-198	59	10	artificial	artificial	ADJ
ajeer-198	59	11	discontinuity	discontinuity	NOUN
ajeer-198	59	12	between	between	ADP
ajeer-198	59	13	the	the	DET
ajeer-198	59	14	last	last	ADJ
ajeer-198	59	15	period	period	NOUN
ajeer-198	59	16	of	of	ADP
ajeer-198	59	17	one	one	NUM
ajeer-198	59	18	year	year	NOUN
ajeer-198	59	19	and	and	CCONJ
ajeer-198	59	20	the	the	DET
ajeer-198	59	21	first	first	ADJ
ajeer-198	59	22	period	period	NOUN
ajeer-198	59	23	of	of	ADP
ajeer-198	59	24	the	the	DET
ajeer-198	59	25	next	next	ADJ
ajeer-198	59	26	.	.	PUNCT
ajeer-198	60	1	the	the	DET
ajeer-198	60	2	step	step	NOUN
ajeer-198	60	3	problem	problem	NOUN
ajeer-198	60	4	occurs	occur	VERB
ajeer-198	60	5	when	when	SCONJ
ajeer-198	60	6	benchmark	benchmark	NOUN
ajeer-198	60	7	to	to	ADP
ajeer-198	60	8	indicator	indicator	NOUN
ajeer-198	60	9	ratio	ratio	NOUN
ajeer-198	60	10	changes	change	NOUN
ajeer-198	60	11	dramatically	dramatically	ADV
ajeer-198	60	12	from	from	ADP
ajeer-198	60	13	year	year	NOUN
ajeer-198	60	14	,	,	PUNCT
ajeer-198	60	15	given	give	VERB
ajeer-198	60	16	that	that	SCONJ
ajeer-198	60	17	the	the	DET
ajeer-198	60	18	indicator	indicator	NOUN
ajeer-198	60	19	that	that	PRON
ajeer-198	60	20	is	be	AUX
ajeer-198	60	21	used	use	VERB
ajeer-198	60	22	in	in	ADP
ajeer-198	60	23	the	the	DET
ajeer-198	60	24	distribution	distribution	NOUN
ajeer-198	60	25	process	process	NOUN
ajeer-198	60	26	grows	grow	VERB
ajeer-198	60	27	at	at	ADP
ajeer-198	60	28	different	different	ADJ
ajeer-198	60	29	rate	rate	NOUN
ajeer-198	60	30	from	from	ADP
ajeer-198	60	31	the	the	DET
ajeer-198	60	32	benchmark	benchmark	NOUN
ajeer-198	60	33	.	.	PUNCT
ajeer-198	61	1	3	3	X
ajeer-198	61	2	.	.	X
ajeer-198	61	3	proprieties	propriety	NOUN
ajeer-198	61	4	of	of	ADP
ajeer-198	61	5	tunisian	tunisian	ADJ
ajeer-198	61	6	data	datum	NOUN
ajeer-198	61	7	3.1	3.1	NUM
ajeer-198	61	8	.	.	PUNCT
ajeer-198	62	1	unit	unit	NOUN
ajeer-198	62	2	roots	root	NOUN
ajeer-198	62	3	test	test	VERB
ajeer-198	62	4	in	in	ADP
ajeer-198	62	5	order	order	NOUN
ajeer-198	62	6	to	to	PART
ajeer-198	62	7	avoid	avoid	VERB
ajeer-198	62	8	spurious	spurious	ADJ
ajeer-198	62	9	regressions	regression	NOUN
ajeer-198	62	10	,	,	PUNCT
ajeer-198	62	11	we	we	PRON
ajeer-198	62	12	first	first	ADV
ajeer-198	62	13	study	study	VERB
ajeer-198	62	14	the	the	DET
ajeer-198	62	15	proprieties	propriety	NOUN
ajeer-198	62	16	of	of	ADP
ajeer-198	62	17	the	the	DET
ajeer-198	62	18	series	series	NOUN
ajeer-198	62	19	.	.	PUNCT
ajeer-198	63	1	in	in	ADP
ajeer-198	63	2	tunisia	tunisia	PROPN
ajeer-198	63	3	,	,	PUNCT
ajeer-198	63	4	most	most	ADJ
ajeer-198	63	5	of	of	ADP
ajeer-198	63	6	the	the	DET
ajeer-198	63	7	macroeconomic	macroeconomic	ADJ
ajeer-198	63	8	series	series	NOUN
ajeer-198	63	9	are	be	AUX
ajeer-198	63	10	integrated	integrate	VERB
ajeer-198	63	11	of	of	ADP
ajeer-198	63	12	order	order	NOUN
ajeer-198	63	13	one	one	NUM
ajeer-198	63	14	.	.	PUNCT
ajeer-198	64	1	in	in	ADP
ajeer-198	64	2	particular	particular	ADJ
ajeer-198	64	3	,	,	PUNCT
ajeer-198	64	4	using	use	VERB
ajeer-198	64	5	the	the	DET
ajeer-198	64	6	adf	adf	PROPN
ajeer-198	64	7	test	test	NOUN
ajeer-198	64	8	,	,	PUNCT
ajeer-198	64	9	we	we	PRON
ajeer-198	64	10	verify	verify	VERB
ajeer-198	64	11	that	that	PRON
ajeer-198	64	12	gdp	gdp	NOUN
ajeer-198	64	13	,	,	PUNCT
ajeer-198	64	14	total	total	ADJ
ajeer-198	64	15	investment	investment	NOUN
ajeer-198	64	16	and	and	CCONJ
ajeer-198	64	17	all	all	DET
ajeer-198	64	18	the	the	DET
ajeer-198	64	19	related	related	ADJ
ajeer-198	64	20	series	series	NOUN
ajeer-198	64	21	are	be	AUX
ajeer-198	64	22	integrated	integrate	VERB
ajeer-198	64	23	of	of	ADP
ajeer-198	64	24	order	order	NOUN
ajeer-198	64	25	one	one	NUM
ajeer-198	64	26	.	.	PUNCT
ajeer-198	65	1	in	in	ADP
ajeer-198	65	2	order	order	NOUN
ajeer-198	65	3	to	to	PART
ajeer-198	65	4	have	have	AUX
ajeer-198	65	5	stationary	stationary	ADJ
ajeer-198	65	6	and	and	CCONJ
ajeer-198	65	7	serially	serially	ADV
ajeer-198	65	8	uncorrelated	uncorrelated	ADJ
ajeer-198	65	9	series	series	NOUN
ajeer-198	65	10	we	we	PRON
ajeer-198	65	11	transform	transform	VERB
ajeer-198	65	12	the	the	DET
ajeer-198	65	13	series	series	NOUN
ajeer-198	65	14	considered	consider	VERB
ajeer-198	65	15	by	by	ADP
ajeer-198	65	16	the	the	DET
ajeer-198	65	17	study	study	NOUN
ajeer-198	65	18	to	to	ADP
ajeer-198	65	19	first	first	ADJ
ajeer-198	65	20	differences	difference	NOUN
ajeer-198	65	21	.	.	PUNCT
ajeer-198	66	1	unit	unit	NOUN
ajeer-198	66	2	roots	root	NOUN
ajeer-198	66	3	tests	test	VERB
ajeer-198	66	4	for	for	ADP
ajeer-198	66	5	annual	annual	ADJ
ajeer-198	66	6	data	datum	NOUN
ajeer-198	66	7	are	be	AUX
ajeer-198	66	8	presented	present	VERB
ajeer-198	66	9	in	in	ADP
ajeer-198	66	10	table	table	NOUN
ajeer-198	66	11	1and	1and	NUM
ajeer-198	66	12	table	table	NOUN
ajeer-198	66	13	two	two	NUM
ajeer-198	66	14	presents	present	VERB
ajeer-198	66	15	the	the	DET
ajeer-198	66	16	same	same	ADJ
ajeer-198	66	17	tests	test	NOUN
ajeer-198	66	18	for	for	ADP
ajeer-198	66	19	quarterly	quarterly	ADV
ajeer-198	66	20	related	relate	VERB
ajeer-198	66	21	data	datum	NOUN
ajeer-198	66	22	.	.	PUNCT
ajeer-198	67	1	table-1	table-1	NUM
ajeer-198	67	2	.	.	PUNCT
ajeer-198	67	3	unit	unit	NOUN
ajeer-198	67	4	root	root	NOUN
ajeer-198	67	5	tests	test	NOUN
ajeer-198	67	6	of	of	ADP
ajeer-198	67	7	annual	annual	ADJ
ajeer-198	67	8	series	series	NOUN
ajeer-198	67	9	1970	1970	NUM
ajeer-198	67	10	-	-	SYM
ajeer-198	67	11	2013	2013	NUM
ajeer-198	67	12	.	.	PUNCT
ajeer-198	68	1	variable	variable	ADJ
ajeer-198	68	2	adf	adf	PROPN
ajeer-198	68	3	level	level	NOUN
ajeer-198	68	4	1	1	NUM
ajeer-198	68	5	st	st	PROPN
ajeer-198	68	6	differences	differences	PROPN
ajeer-198	68	7	gdp	gdp	PROPN
ajeer-198	68	8	-2.283	-2.283	NOUN
ajeer-198	68	9	-4.523	-4.523	PROPN
ajeer-198	68	10	ipi	ipi	NOUN
ajeer-198	68	11	-2.541	-2.541	PUNCT
ajeer-198	69	1	-4.416	-4.416	PUNCT
ajeer-198	69	2	i	i	PRON
ajeer-198	69	3	-2.073	-2.073	PUNCT
ajeer-198	69	4	-5.092	-5.092	PUNCT
ajeer-198	69	5	ce	ce	PROPN
ajeer-198	69	6	-1.984	-1.984	X
ajeer-198	69	7	-3.873	-3.873	PUNCT
ajeer-198	69	8	ice	ice	NOUN
ajeer-198	69	9	-2.352	-2.352	X
ajeer-198	69	10	-4.625	-4.625	PUNCT
ajeer-198	69	11	table-2	table-2	PROPN
ajeer-198	69	12	.	.	PROPN
ajeer-198	69	13	unit	unit	NOUN
ajeer-198	69	14	root	root	NOUN
ajeer-198	69	15	tests	test	NOUN
ajeer-198	69	16	of	of	ADP
ajeer-198	69	17	quarterly	quarterly	ADJ
ajeer-198	69	18	series	series	NOUN
ajeer-198	69	19	1970	1970	NUM
ajeer-198	69	20	-	-	SYM
ajeer-198	69	21	2013	2013	NUM
ajeer-198	69	22	.	.	PUNCT
ajeer-198	70	1	variable	variable	ADJ
ajeer-198	70	2	adf	adf	PROPN
ajeer-198	70	3	level	level	NOUN
ajeer-198	70	4	1	1	NUM
ajeer-198	70	5	st	st	PROPN
ajeer-198	70	6	differences	difference	NOUN
ajeer-198	70	7	ipi	ipi	PROPN
ajeer-198	70	8	-2.731	-2.731	PROPN
ajeer-198	70	9	-5.503	-5.503	PUNCT
ajeer-198	70	10	ce	ce	PROPN
ajeer-198	70	11	-2.014	-2.014	PROPN
ajeer-198	70	12	-4.356	-4.356	PUNCT
ajeer-198	70	13	ice	ice	NOUN
ajeer-198	70	14	-2.276	-2.276	NUM
ajeer-198	70	15	-4.082	-4.082	NOUN
ajeer-198	70	16	results	result	NOUN
ajeer-198	70	17	of	of	ADP
ajeer-198	70	18	table	table	NOUN
ajeer-198	70	19	1	1	NUM
ajeer-198	70	20	and	and	CCONJ
ajeer-198	70	21	table	table	NOUN
ajeer-198	70	22	2	2	NUM
ajeer-198	70	23	show	show	VERB
ajeer-198	70	24	that	that	SCONJ
ajeer-198	70	25	all	all	DET
ajeer-198	70	26	the	the	DET
ajeer-198	70	27	variables	variable	NOUN
ajeer-198	70	28	have	have	VERB
ajeer-198	70	29	a	a	DET
ajeer-198	70	30	unit	unit	NOUN
ajeer-198	70	31	root	root	NOUN
ajeer-198	70	32	.	.	PUNCT
ajeer-198	71	1	adf	adf	NOUN
ajeer-198	71	2	test	test	NOUN
ajeer-198	71	3	shows	show	VERB
ajeer-198	71	4	that	that	SCONJ
ajeer-198	71	5	they	they	PRON
ajeer-198	71	6	are	be	AUX
ajeer-198	71	7	first	first	ADJ
ajeer-198	71	8	difference	difference	NOUN
ajeer-198	71	9	stationary	stationary	NOUN
ajeer-198	71	10	.	.	PUNCT
ajeer-198	72	1	we	we	PRON
ajeer-198	72	2	can	can	AUX
ajeer-198	72	3	then	then	ADV
ajeer-198	72	4	look	look	VERB
ajeer-198	72	5	for	for	ADP
ajeer-198	72	6	stationary	stationary	ADJ
ajeer-198	72	7	combination	combination	NOUN
ajeer-198	72	8	between	between	ADP
ajeer-198	72	9	variables	variable	NOUN
ajeer-198	72	10	in	in	ADP
ajeer-198	72	11	level	level	NOUN
ajeer-198	72	12	through	through	ADP
ajeer-198	72	13	co	co	NOUN
ajeer-198	72	14	-	-	NOUN
ajeer-198	72	15	integration	integration	NOUN
ajeer-198	72	16	relationships	relationship	NOUN
ajeer-198	72	17	.	.	PUNCT
ajeer-198	73	1	to	to	PART
ajeer-198	73	2	generate	generate	VERB
ajeer-198	73	3	quarterly	quarterly	ADJ
ajeer-198	73	4	data	datum	NOUN
ajeer-198	73	5	for	for	ADP
ajeer-198	73	6	nominal	nominal	ADJ
ajeer-198	73	7	gdp	gdp	NOUN
ajeer-198	73	8	1	1	NUM
ajeer-198	73	9	we	we	PRON
ajeer-198	73	10	use	use	VERB
ajeer-198	73	11	the	the	DET
ajeer-198	73	12	industrial	industrial	ADJ
ajeer-198	73	13	production	production	NOUN
ajeer-198	73	14	index	index	NOUN
ajeer-198	73	15	(	(	PUNCT
ajeer-198	73	16	ipi	ipi	PROPN
ajeer-198	73	17	)	)	PUNCT
ajeer-198	73	18	as	as	ADP
ajeer-198	73	19	a	a	DET
ajeer-198	73	20	related	related	ADJ
ajeer-198	73	21	series	series	NOUN
ajeer-198	73	22	for	for	ADP
ajeer-198	73	23	which	which	PRON
ajeer-198	73	24	annual	annual	ADJ
ajeer-198	73	25	and	and	CCONJ
ajeer-198	73	26	quarterly	quarterly	ADJ
ajeer-198	73	27	frequencies	frequency	NOUN
ajeer-198	73	28	data	datum	NOUN
ajeer-198	73	29	are	be	AUX
ajeer-198	73	30	available	available	ADJ
ajeer-198	73	31	.	.	PUNCT
ajeer-198	74	1	this	this	PRON
ajeer-198	74	2	is	be	AUX
ajeer-198	74	3	judicious	judicious	ADJ
ajeer-198	74	4	because	because	SCONJ
ajeer-198	74	5	industrial	industrial	ADJ
ajeer-198	74	6	production	production	NOUN
ajeer-198	74	7	is	be	AUX
ajeer-198	74	8	an	an	DET
ajeer-198	74	9	important	important	ADJ
ajeer-198	74	10	share	share	NOUN
ajeer-198	74	11	of	of	ADP
ajeer-198	74	12	the	the	DET
ajeer-198	74	13	tunisian	tunisian	ADJ
ajeer-198	74	14	domestic	domestic	ADJ
ajeer-198	74	15	product	product	NOUN
ajeer-198	74	16	and	and	CCONJ
ajeer-198	74	17	because	because	SCONJ
ajeer-198	74	18	there	there	PRON
ajeer-198	74	19	exist	exist	VERB
ajeer-198	74	20	a	a	DET
ajeer-198	74	21	co	co	NOUN
ajeer-198	74	22	-	-	NOUN
ajeer-198	74	23	integration	integration	NOUN
ajeer-198	74	24	relationship	relationship	NOUN
ajeer-198	74	25	between	between	ADP
ajeer-198	74	26	the	the	DET
ajeer-198	74	27	two	two	NUM
ajeer-198	74	28	variables	variable	NOUN
ajeer-198	74	29	.	.	PUNCT
ajeer-198	75	1	the	the	DET
ajeer-198	75	2	quarterly	quarterly	ADJ
ajeer-198	75	3	series	series	NOUN
ajeer-198	75	4	of	of	ADP
ajeer-198	75	5	total	total	ADJ
ajeer-198	75	6	investment	investment	NOUN
ajeer-198	75	7	(	(	PUNCT
ajeer-198	75	8	i	i	NOUN
ajeer-198	75	9	)	)	PUNCT
ajeer-198	75	10	is	be	AUX
ajeer-198	75	11	constructed	construct	VERB
ajeer-198	75	12	using	use	VERB
ajeer-198	75	13	two	two	NUM
ajeer-198	75	14	related	relate	VERB
ajeer-198	75	15	series	series	NOUN
ajeer-198	75	16	which	which	PRON
ajeer-198	75	17	are	be	AUX
ajeer-198	75	18	total	total	ADJ
ajeer-198	75	19	credit	credit	NOUN
ajeer-198	75	20	to	to	ADP
ajeer-198	75	21	the	the	DET
ajeer-198	75	22	economy	economy	NOUN
ajeer-198	75	23	(	(	PUNCT
ajeer-198	75	24	ce	ce	PROPN
ajeer-198	75	25	)	)	PUNCT
ajeer-198	75	26	and	and	CCONJ
ajeer-198	75	27	the	the	DET
ajeer-198	75	28	importation	importation	NOUN
ajeer-198	75	29	of	of	ADP
ajeer-198	75	30	capital	capital	NOUN
ajeer-198	75	31	equipment	equipment	NOUN
ajeer-198	75	32	(	(	PUNCT
ajeer-198	75	33	ice	ice	NOUN
ajeer-198	75	34	)	)	PUNCT
ajeer-198	75	35	.	.	PUNCT
ajeer-198	76	1	this	this	DET
ajeer-198	76	2	relationship	relationship	NOUN
ajeer-198	76	3	could	could	AUX
ajeer-198	76	4	hold	hold	VERB
ajeer-198	76	5	in	in	ADP
ajeer-198	76	6	tunisia	tunisia	NOUN
ajeer-198	76	7	where	where	SCONJ
ajeer-198	76	8	financial	financial	ADJ
ajeer-198	76	9	market	market	NOUN
ajeer-198	76	10	is	be	AUX
ajeer-198	76	11	still	still	ADV
ajeer-198	76	12	not	not	PART
ajeer-198	76	13	well	well	ADV
ajeer-198	76	14	developed	develop	VERB
ajeer-198	76	15	.	.	PUNCT
ajeer-198	77	1	most	most	ADJ
ajeer-198	77	2	of	of	ADP
ajeer-198	77	3	the	the	DET
ajeer-198	77	4	firms	firm	NOUN
ajeer-198	77	5	’	’	PART
ajeer-198	77	6	activity	activity	NOUN
ajeer-198	77	7	is	be	AUX
ajeer-198	77	8	still	still	ADV
ajeer-198	77	9	financed	finance	VERB
ajeer-198	77	10	by	by	ADP
ajeer-198	77	11	the	the	DET
ajeer-198	77	12	banking	banking	NOUN
ajeer-198	77	13	system	system	NOUN
ajeer-198	77	14	through	through	ADP
ajeer-198	77	15	short	short	ADJ
ajeer-198	77	16	and	and	CCONJ
ajeer-198	77	17	long	long	ADJ
ajeer-198	77	18	term	term	NOUN
ajeer-198	77	19	credit	credit	NOUN
ajeer-198	77	20	.	.	PUNCT
ajeer-198	78	1	also	also	ADV
ajeer-198	78	2	,	,	PUNCT
ajeer-198	78	3	tunisia	tunisia	PROPN
ajeer-198	78	4	is	be	AUX
ajeer-198	78	5	not	not	PART
ajeer-198	78	6	an	an	DET
ajeer-198	78	7	industrialized	industrialize	VERB
ajeer-198	78	8	economy	economy	NOUN
ajeer-198	78	9	and	and	CCONJ
ajeer-198	78	10	the	the	DET
ajeer-198	78	11	totality	totality	NOUN
ajeer-198	78	12	of	of	ADP
ajeer-198	78	13	capital	capital	NOUN
ajeer-198	78	14	goods	good	NOUN
ajeer-198	78	15	is	be	AUX
ajeer-198	78	16	imported	import	VERB
ajeer-198	78	17	.	.	PUNCT
ajeer-198	79	1	in	in	ADP
ajeer-198	79	2	order	order	NOUN
ajeer-198	79	3	to	to	PART
ajeer-198	79	4	corroborate	corroborate	VERB
ajeer-198	79	5	this	this	DET
ajeer-198	79	6	idea	idea	NOUN
ajeer-198	79	7	we	we	PRON
ajeer-198	79	8	verify	verify	VERB
ajeer-198	79	9	that	that	SCONJ
ajeer-198	79	10	the	the	DET
ajeer-198	79	11	three	three	NUM
ajeer-198	79	12	series	series	NOUN
ajeer-198	79	13	are	be	AUX
ajeer-198	79	14	co	co	ADJ
ajeer-198	79	15	-	-	VERB
ajeer-198	79	16	integrated	integrated	ADJ
ajeer-198	79	17	using	use	VERB
ajeer-198	79	18	the	the	DET
ajeer-198	79	19	lambda	lambda	ADJ
ajeer-198	79	20	max	max	NOUN
ajeer-198	79	21	and	and	CCONJ
ajeer-198	79	22	the	the	DET
ajeer-198	79	23	trace	trace	NOUN
ajeer-198	79	24	tests	test	NOUN
ajeer-198	79	25	of	of	ADP
ajeer-198	79	26	johansen	johansen	PROPN
ajeer-198	79	27	(	(	PUNCT
ajeer-198	79	28	1988	1988	NUM
ajeer-198	79	29	)	)	PUNCT
ajeer-198	79	30	.	.	PUNCT
ajeer-198	80	1	1	1	NUM
ajeer-198	80	2	we	we	PRON
ajeer-198	80	3	use	use	VERB
ajeer-198	80	4	nominal	nominal	ADJ
ajeer-198	80	5	series	series	NOUN
ajeer-198	80	6	for	for	ADP
ajeer-198	80	7	two	two	NUM
ajeer-198	80	8	objectives	objective	NOUN
ajeer-198	80	9	.	.	PUNCT
ajeer-198	81	1	first	first	ADV
ajeer-198	81	2	,	,	PUNCT
ajeer-198	81	3	to	to	PART
ajeer-198	81	4	allow	allow	VERB
ajeer-198	81	5	the	the	DET
ajeer-198	81	6	user	user	NOUN
ajeer-198	81	7	of	of	ADP
ajeer-198	81	8	the	the	DET
ajeer-198	81	9	generated	generate	VERB
ajeer-198	81	10	series	series	NOUN
ajeer-198	81	11	,	,	PUNCT
ajeer-198	81	12	to	to	PART
ajeer-198	81	13	choose	choose	VERB
ajeer-198	81	14	the	the	DET
ajeer-198	81	15	adequate	adequate	ADJ
ajeer-198	81	16	deflator	deflator	NOUN
ajeer-198	81	17	according	accord	VERB
ajeer-198	81	18	to	to	ADP
ajeer-198	81	19	his	his	PRON
ajeer-198	81	20	goals	goal	NOUN
ajeer-198	81	21	.	.	PUNCT
ajeer-198	82	1	second	second	ADJ
ajeer-198	82	2	,	,	PUNCT
ajeer-198	82	3	using	use	VERB
ajeer-198	82	4	nominal	nominal	ADJ
ajeer-198	82	5	series	series	NOUN
ajeer-198	82	6	gives	give	VERB
ajeer-198	82	7	the	the	DET
ajeer-198	82	8	possibility	possibility	NOUN
ajeer-198	82	9	to	to	PART
ajeer-198	82	10	compare	compare	VERB
ajeer-198	82	11	generated	generate	VERB
ajeer-198	82	12	series	series	NOUN
ajeer-198	82	13	to	to	ADP
ajeer-198	82	14	the	the	DET
ajeer-198	82	15	quarterlynominal	quarterlynominal	PROPN
ajeer-198	82	16	series	series	NOUN
ajeer-198	82	17	published	publish	VERB
ajeer-198	82	18	by	by	ADP
ajeer-198	82	19	the	the	DET
ajeer-198	82	20	ins	in	NOUN
ajeer-198	82	21	since	since	SCONJ
ajeer-198	82	22	2000	2000	NUM
ajeer-198	82	23	.	.	PUNCT
ajeer-198	83	1	asian	asian	ADJ
ajeer-198	83	2	journal	journal	PROPN
ajeer-198	83	3	of	of	ADP
ajeer-198	83	4	economics	economic	NOUN
ajeer-198	83	5	and	and	CCONJ
ajeer-198	83	6	empirical	empirical	ADJ
ajeer-198	83	7	research	research	NOUN
ajeer-198	83	8	,	,	PUNCT
ajeer-198	83	9	2015	2015	NUM
ajeer-198	83	10	,	,	PUNCT
ajeer-198	83	11	2(1):47	2(1):47	NUM
ajeer-198	83	12	-	-	SYM
ajeer-198	83	13	51	51	NUM
ajeer-198	83	14	50	50	NUM
ajeer-198	83	15	3.2	3.2	NUM
ajeer-198	83	16	.	.	PUNCT
ajeer-198	84	1	cointegration	cointegration	NOUN
ajeer-198	84	2	relationships	relationship	NOUN
ajeer-198	84	3	in	in	ADP
ajeer-198	84	4	order	order	NOUN
ajeer-198	84	5	to	to	PART
ajeer-198	84	6	generate	generate	VERB
ajeer-198	84	7	suitable	suitable	ADJ
ajeer-198	84	8	quarterly	quarterly	ADJ
ajeer-198	84	9	data	datum	NOUN
ajeer-198	84	10	we	we	PRON
ajeer-198	84	11	verify	verify	VERB
ajeer-198	84	12	that	that	SCONJ
ajeer-198	84	13	there	there	PRON
ajeer-198	84	14	exist	exist	VERB
ajeer-198	84	15	co	co	ADJ
ajeer-198	84	16	-	-	NOUN
ajeer-198	84	17	integration	integration	NOUN
ajeer-198	84	18	relationships	relationship	NOUN
ajeer-198	84	19	between	between	ADP
ajeer-198	84	20	the	the	DET
ajeer-198	84	21	dependent	dependent	ADJ
ajeer-198	84	22	variables	variable	NOUN
ajeer-198	84	23	and	and	CCONJ
ajeer-198	84	24	the	the	DET
ajeer-198	84	25	related	related	ADJ
ajeer-198	84	26	series	series	NOUN
ajeer-198	84	27	at	at	ADP
ajeer-198	84	28	low	low	ADJ
ajeer-198	84	29	frequency	frequency	NOUN
ajeer-198	84	30	.	.	PUNCT
ajeer-198	85	1	in	in	ADP
ajeer-198	85	2	this	this	DET
ajeer-198	85	3	objective	objective	NOUN
ajeer-198	85	4	we	we	PRON
ajeer-198	85	5	use	use	VERB
ajeer-198	85	6	the	the	DET
ajeer-198	85	7	trace	trace	NOUN
ajeer-198	85	8	statistic	statistic	NOUN
ajeer-198	85	9	and	and	CCONJ
ajeer-198	85	10	the	the	DET
ajeer-198	85	11	maximum	maximum	ADJ
ajeer-198	85	12	eigenvalue	eigenvalue	PROPN
ajeer-198	85	13	statistic	statistic	NOUN
ajeer-198	85	14	.	.	PUNCT
ajeer-198	86	1	the	the	DET
ajeer-198	86	2	trace	trace	NOUN
ajeer-198	86	3	statistic	statistic	NOUN
ajeer-198	86	4	for	for	ADP
ajeer-198	86	5	the	the	DET
ajeer-198	86	6	null	null	ADJ
ajeer-198	86	7	hypothesis	hypothesis	NOUN
ajeer-198	86	8	of	of	ADP
ajeer-198	86	9	r	r	NOUN
ajeer-198	86	10	cointegrating	cointegrate	VERB
ajeer-198	86	11	relations	relation	NOUN
ajeer-198	86	12	is	be	AUX
ajeer-198	86	13	computed	compute	VERB
ajeer-198	86	14	as	as	ADP
ajeer-198	86	15	:	:	PUNCT
ajeer-198	86	16	(	(	PUNCT
ajeer-198	86	17	|	|	ADV
ajeer-198	86	18	)	)	PUNCT
ajeer-198	86	19	∑	∑	PUNCT
ajeer-198	86	20	(	(	PUNCT
ajeer-198	86	21	)	)	PUNCT
ajeer-198	86	22	where	where	SCONJ
ajeer-198	86	23	k	k	PROPN
ajeer-198	86	24	is	be	AUX
ajeer-198	86	25	the	the	DET
ajeer-198	86	26	number	number	NOUN
ajeer-198	86	27	of	of	ADP
ajeer-198	86	28	endogenous	endogenous	ADJ
ajeer-198	86	29	variables	variable	NOUN
ajeer-198	86	30	and	and	CCONJ
ajeer-198	86	31	is	be	AUX
ajeer-198	86	32	the	the	DET
ajeer-198	86	33	largest	large	ADJ
ajeer-198	86	34	i	i	PRON
ajeer-198	86	35	th	th	X
ajeer-198	86	36	eigenvalue	eigenvalue	PROPN
ajeer-198	86	37	.	.	PUNCT
ajeer-198	87	1	the	the	DET
ajeer-198	87	2	maximum	maximum	PROPN
ajeer-198	87	3	eigenvalue	eigenvalue	PROPN
ajeer-198	87	4	statistic	statistic	NOUN
ajeer-198	87	5	which	which	PRON
ajeer-198	87	6	tests	test	VERB
ajeer-198	87	7	the	the	DET
ajeer-198	87	8	null	null	ADJ
ajeer-198	87	9	hypothesis	hypothesis	NOUN
ajeer-198	87	10	of	of	ADP
ajeer-198	87	11	cointegrating	cointegrate	VERB
ajeer-198	87	12	relations	relation	NOUN
ajeer-198	87	13	against	against	ADP
ajeer-198	87	14	the	the	DET
ajeer-198	87	15	alternative	alternative	NOUN
ajeer-198	87	16	of	of	ADP
ajeer-198	87	17	no	no	PRON
ajeer-198	87	18	-	-	PUNCT
ajeer-198	87	19	cointegrating	cointegrate	VERB
ajeer-198	87	20	relations	relation	NOUN
ajeer-198	87	21	is	be	AUX
ajeer-198	87	22	computed	compute	VERB
ajeer-198	87	23	as	as	ADP
ajeer-198	87	24	:	:	PUNCT
ajeer-198	87	25	(	(	PUNCT
ajeer-198	87	26	|	|	ADV
ajeer-198	87	27	)	)	PUNCT
ajeer-198	87	28	(	(	PUNCT
ajeer-198	87	29	)	)	PUNCT
ajeer-198	87	30	results	result	NOUN
ajeer-198	87	31	are	be	AUX
ajeer-198	87	32	reported	report	VERB
ajeer-198	87	33	in	in	ADP
ajeer-198	87	34	table	table	NOUN
ajeer-198	87	35	3	3	NUM
ajeer-198	87	36	.	.	PUNCT
ajeer-198	88	1	they	they	PRON
ajeer-198	88	2	indicate	indicate	VERB
ajeer-198	88	3	that	that	SCONJ
ajeer-198	88	4	the	the	DET
ajeer-198	88	5	gdp	gdp	NOUN
ajeer-198	88	6	and	and	CCONJ
ajeer-198	88	7	the	the	DET
ajeer-198	88	8	industrial	industrial	ADJ
ajeer-198	88	9	production	production	NOUN
ajeer-198	88	10	index	index	NOUN
ajeer-198	88	11	(	(	PUNCT
ajeer-198	88	12	ipi	ipi	PROPN
ajeer-198	88	13	)	)	PUNCT
ajeer-198	88	14	are	be	AUX
ajeer-198	88	15	cointegrated	cointegrate	VERB
ajeer-198	88	16	and	and	CCONJ
ajeer-198	88	17	there	there	PRON
ajeer-198	88	18	exist	exist	VERB
ajeer-198	88	19	a	a	DET
ajeer-198	88	20	long	long	ADJ
ajeer-198	88	21	relationship	relationship	NOUN
ajeer-198	88	22	between	between	ADP
ajeer-198	88	23	investment	investment	NOUN
ajeer-198	88	24	(	(	PUNCT
ajeer-198	88	25	i	i	NOUN
ajeer-198	88	26	)	)	PUNCT
ajeer-198	88	27	and	and	CCONJ
ajeer-198	88	28	the	the	DET
ajeer-198	88	29	two	two	NUM
ajeer-198	88	30	related	related	ADJ
ajeer-198	88	31	series	series	NOUN
ajeer-198	88	32	,	,	PUNCT
ajeer-198	88	33	credit	credit	NOUN
ajeer-198	88	34	to	to	ADP
ajeer-198	88	35	the	the	DET
ajeer-198	88	36	economy	economy	NOUN
ajeer-198	88	37	(	(	PUNCT
ajeer-198	88	38	ce	ce	PROPN
ajeer-198	88	39	)	)	PUNCT
ajeer-198	88	40	and	and	CCONJ
ajeer-198	88	41	the	the	DET
ajeer-198	88	42	importation	importation	NOUN
ajeer-198	88	43	of	of	ADP
ajeer-198	88	44	capital	capital	NOUN
ajeer-198	88	45	equipment	equipment	NOUN
ajeer-198	88	46	(	(	PUNCT
ajeer-198	88	47	ice	ice	NOUN
ajeer-198	88	48	)	)	PUNCT
ajeer-198	88	49	.	.	PUNCT
ajeer-198	89	1	table-3	table-3	NUM
ajeer-198	89	2	.	.	PUNCT
ajeer-198	90	1	johansen	johansen	PROPN
ajeer-198	90	2	cointegration	cointegration	PROPN
ajeer-198	90	3	tests	test	VERB
ajeer-198	90	4	cointegration	cointegration	NOUN
ajeer-198	90	5	relationship	relationship	NOUN
ajeer-198	90	6	lrtr	lrtr	PROPN
ajeer-198	90	7	lrmax	lrmax	PROPN
ajeer-198	90	8	gdp	gdp	PROPN
ajeer-198	90	9	,	,	PUNCT
ajeer-198	90	10	ipi	ipi	PROPN
ajeer-198	90	11	32.65	32.65	NUM
ajeer-198	90	12	12.65	12.65	NUM
ajeer-198	90	13	32.65	32.65	NUM
ajeer-198	90	14	11.87	11.87	NUM
ajeer-198	90	15	i	i	PROPN
ajeer-198	90	16	,	,	PUNCT
ajeer-198	90	17	ce	ce	PROPN
ajeer-198	90	18	,	,	PUNCT
ajeer-198	90	19	ice	ice	NOUN
ajeer-198	90	20	40.35	40.35	NUM
ajeer-198	90	21	10.13	10.13	NUM
ajeer-198	90	22	40.35	40.35	NUM
ajeer-198	90	23	10.04	10.04	NUM
ajeer-198	90	24	critical	critical	ADJ
ajeer-198	90	25	value	value	NOUN
ajeer-198	90	26	5	5	NUM
ajeer-198	90	27	%	%	NOUN
ajeer-198	90	28	29.68	29.68	NUM
ajeer-198	90	29	15.41	15.41	NUM
ajeer-198	90	30	29.68	29.68	NUM
ajeer-198	90	31	14.07	14.07	NUM
ajeer-198	90	32	lr	lr	NOUN
ajeer-198	90	33	test	test	NOUN
ajeer-198	90	34	indicates	indicate	VERB
ajeer-198	90	35	one	one	NUM
ajeer-198	90	36	cointegration	cointegration	NOUN
ajeer-198	90	37	equation	equation	NOUN
ajeer-198	90	38	for	for	ADP
ajeer-198	90	39	each	each	DET
ajeer-198	90	40	relationship	relationship	NOUN
ajeer-198	90	41	.	.	PUNCT
ajeer-198	91	1	the	the	DET
ajeer-198	91	2	null	null	ADJ
ajeer-198	91	3	hypothesis	hypothesis	NOUN
ajeer-198	91	4	of	of	ADP
ajeer-198	91	5	no	no	DET
ajeer-198	91	6	-	-	PUNCT
ajeer-198	91	7	cointegration	cointegration	NOUN
ajeer-198	91	8	is	be	AUX
ajeer-198	91	9	rejected	reject	VERB
ajeer-198	91	10	at	at	ADP
ajeer-198	91	11	5	5	NUM
ajeer-198	91	12	%	%	NOUN
ajeer-198	91	13	critical	critical	ADJ
ajeer-198	91	14	value	value	NOUN
ajeer-198	91	15	.	.	PUNCT
ajeer-198	92	1	these	these	DET
ajeer-198	92	2	cointegration	cointegration	NOUN
ajeer-198	92	3	relationships	relationship	NOUN
ajeer-198	92	4	allow	allow	VERB
ajeer-198	92	5	to	to	PART
ajeer-198	92	6	use	use	VERB
ajeer-198	92	7	related	related	ADJ
ajeer-198	92	8	series	series	NOUN
ajeer-198	92	9	to	to	PART
ajeer-198	92	10	generate	generate	VERB
ajeer-198	92	11	high	high	ADJ
ajeer-198	92	12	frequency	frequency	NOUN
ajeer-198	92	13	series	series	NOUN
ajeer-198	92	14	of	of	ADP
ajeer-198	92	15	the	the	DET
ajeer-198	92	16	dependent	dependent	ADJ
ajeer-198	92	17	variables	variable	NOUN
ajeer-198	92	18	,	,	PUNCT
ajeer-198	92	19	namely	namely	ADV
ajeer-198	92	20	gross	gross	ADJ
ajeer-198	92	21	domestic	domestic	ADJ
ajeer-198	92	22	product	product	NOUN
ajeer-198	92	23	and	and	CCONJ
ajeer-198	92	24	investment	investment	NOUN
ajeer-198	92	25	.	.	PUNCT
ajeer-198	93	1	4	4	X
ajeer-198	93	2	.	.	X
ajeer-198	93	3	generating	generate	VERB
ajeer-198	93	4	high	high	ADJ
ajeer-198	93	5	frequency	frequency	NOUN
ajeer-198	93	6	series	series	NOUN
ajeer-198	93	7	for	for	ADP
ajeer-198	93	8	tunisia	tunisia	NOUN
ajeer-198	93	9	the	the	DET
ajeer-198	93	10	procedure	procedure	NOUN
ajeer-198	93	11	has	have	AUX
ajeer-198	93	12	been	be	AUX
ajeer-198	93	13	implemented	implement	VERB
ajeer-198	93	14	using	use	VERB
ajeer-198	93	15	r	r	PROPN
ajeer-198	93	16	©	©	PROPN
ajeer-198	93	17	cran	cran	PROPN
ajeer-198	93	18	software	software	NOUN
ajeer-198	93	19	package	package	NOUN
ajeer-198	93	20	.	.	PUNCT
ajeer-198	94	1	in	in	ADP
ajeer-198	94	2	order	order	NOUN
ajeer-198	94	3	to	to	PART
ajeer-198	94	4	compare	compare	VERB
ajeer-198	94	5	our	our	PRON
ajeer-198	94	6	quarterly	quarterly	ADJ
ajeer-198	94	7	generated	generate	VERB
ajeer-198	94	8	series	series	NOUN
ajeer-198	94	9	for	for	ADP
ajeer-198	94	10	gdp	gdp	NOUN
ajeer-198	94	11	2	2	NUM
ajeer-198	94	12	to	to	ADP
ajeer-198	94	13	those	those	PRON
ajeer-198	94	14	published	publish	VERB
ajeer-198	94	15	by	by	ADP
ajeer-198	94	16	the	the	DET
ajeer-198	94	17	tunisian	tunisian	PROPN
ajeer-198	94	18	national	national	PROPN
ajeer-198	94	19	institute	institute	PROPN
ajeer-198	94	20	of	of	ADP
ajeer-198	94	21	statistic	statistic	PROPN
ajeer-198	94	22	(	(	PUNCT
ajeer-198	94	23	gdp	gdp	NOUN
ajeer-198	94	24	true	true	ADJ
ajeer-198	94	25	)	)	PUNCT
ajeer-198	94	26	beginning	begin	VERB
ajeer-198	94	27	at	at	ADP
ajeer-198	94	28	2001	2001	NUM
ajeer-198	94	29	,	,	PUNCT
ajeer-198	94	30	we	we	PRON
ajeer-198	94	31	use	use	VERB
ajeer-198	94	32	the	the	DET
ajeer-198	94	33	mape	mape	NOUN
ajeer-198	94	34	criterion	criterion	NOUN
ajeer-198	94	35	as	as	SCONJ
ajeer-198	94	36	follows	follow	VERB
ajeer-198	94	37	:	:	PUNCT
ajeer-198	94	38	∑	∑	INTJ
ajeer-198	94	39	|	|	ADV
ajeer-198	94	40	|	|	ADV
ajeer-198	94	41	.	.	PUNCT
ajeer-198	95	1	the	the	DET
ajeer-198	95	2	calculation	calculation	NOUN
ajeer-198	95	3	gives	give	VERB
ajeer-198	95	4	a	a	DET
ajeer-198	95	5	value	value	NOUN
ajeer-198	95	6	of	of	ADP
ajeer-198	95	7	mape=	mape=	NUM
ajeer-198	95	8	1.4	1.4	NUM
ajeer-198	95	9	%	%	NOUN
ajeer-198	95	10	.	.	PUNCT
ajeer-198	96	1	this	this	PRON
ajeer-198	96	2	means	mean	VERB
ajeer-198	96	3	that	that	SCONJ
ajeer-198	96	4	the	the	DET
ajeer-198	96	5	method	method	NOUN
ajeer-198	96	6	adopted	adopt	VERB
ajeer-198	96	7	generates	generate	VERB
ajeer-198	96	8	high	high	ADJ
ajeer-198	96	9	frequency	frequency	NOUN
ajeer-198	96	10	data	datum	NOUN
ajeer-198	96	11	with	with	ADP
ajeer-198	96	12	an	an	DET
ajeer-198	96	13	error	error	NOUN
ajeer-198	96	14	equal	equal	ADJ
ajeer-198	96	15	to	to	ADP
ajeer-198	96	16	1.4	1.4	NUM
ajeer-198	96	17	%	%	NOUN
ajeer-198	96	18	.	.	PUNCT
ajeer-198	97	1	we	we	PRON
ajeer-198	97	2	can	can	AUX
ajeer-198	97	3	see	see	VERB
ajeer-198	97	4	also	also	ADV
ajeer-198	97	5	through	through	ADP
ajeer-198	97	6	the	the	DET
ajeer-198	97	7	plot	plot	NOUN
ajeer-198	97	8	that	that	PRON
ajeer-198	97	9	the	the	DET
ajeer-198	97	10	two	two	NUM
ajeer-198	97	11	series	series	NOUN
ajeer-198	97	12	are	be	AUX
ajeer-198	97	13	almost	almost	ADV
ajeer-198	97	14	similar	similar	ADJ
ajeer-198	97	15	.	.	PUNCT
ajeer-198	98	1	little	little	ADJ
ajeer-198	98	2	differences	difference	NOUN
ajeer-198	98	3	are	be	AUX
ajeer-198	98	4	certainly	certainly	ADV
ajeer-198	98	5	due	due	ADJ
ajeer-198	98	6	to	to	ADP
ajeer-198	98	7	the	the	DET
ajeer-198	98	8	lack	lack	NOUN
ajeer-198	98	9	of	of	ADP
ajeer-198	98	10	information	information	NOUN
ajeer-198	98	11	contained	contain	VERB
ajeer-198	98	12	in	in	ADP
ajeer-198	98	13	the	the	DET
ajeer-198	98	14	related	related	ADJ
ajeer-198	98	15	series	series	NOUN
ajeer-198	98	16	.	.	PUNCT
ajeer-198	99	1	figure-1	figure-1	NOUN
ajeer-198	99	2	.	.	PUNCT
ajeer-198	99	3	true	true	ADJ
ajeer-198	99	4	gdp	gdp	NOUN
ajeer-198	99	5	(	(	PUNCT
ajeer-198	99	6	pibins	pibin	NOUN
ajeer-198	99	7	)	)	PUNCT
ajeer-198	99	8	and	and	CCONJ
ajeer-198	99	9	generated	generate	VERB
ajeer-198	99	10	gdp	gdp	NOUN
ajeer-198	99	11	(	(	PUNCT
ajeer-198	99	12	pibtri	pibtri	ADJ
ajeer-198	99	13	)	)	PUNCT
ajeer-198	99	14	4	4	NUM
ajeer-198	99	15	.	.	PUNCT
ajeer-198	99	16	conclusion	conclusion	NOUN
ajeer-198	99	17	in	in	ADP
ajeer-198	99	18	this	this	DET
ajeer-198	99	19	paper	paper	NOUN
ajeer-198	99	20	we	we	PRON
ajeer-198	99	21	have	have	AUX
ajeer-198	99	22	generated	generate	VERB
ajeer-198	99	23	quarterly	quarterly	ADJ
ajeer-198	99	24	tunisian	tunisian	ADJ
ajeer-198	99	25	data	datum	NOUN
ajeer-198	99	26	using	use	VERB
ajeer-198	99	27	a	a	DET
ajeer-198	99	28	combined	combine	VERB
ajeer-198	99	29	method	method	NOUN
ajeer-198	99	30	of	of	ADP
ajeer-198	99	31	the	the	DET
ajeer-198	99	32	loss	loss	NOUN
ajeer-198	99	33	quadratic	quadratic	ADJ
ajeer-198	99	34	function	function	NOUN
ajeer-198	99	35	of	of	ADP
ajeer-198	99	36	denton	denton	PROPN
ajeer-198	99	37	and	and	CCONJ
ajeer-198	99	38	the	the	DET
ajeer-198	99	39	best	good	ADJ
ajeer-198	99	40	linear	linear	ADJ
ajeer-198	99	41	unbiased	unbiased	ADJ
ajeer-198	99	42	estimator	estimator	NOUN
ajeer-198	99	43	of	of	ADP
ajeer-198	99	44	chow	chow	PROPN
ajeer-198	99	45	-	-	PUNCT
ajeer-198	99	46	lin	lin	PROPN
ajeer-198	99	47	.	.	PUNCT
ajeer-198	100	1	the	the	DET
ajeer-198	100	2	generated	generate	VERB
ajeer-198	100	3	series	series	NOUN
ajeer-198	100	4	are	be	AUX
ajeer-198	100	5	useful	useful	ADJ
ajeer-198	100	6	for	for	ADP
ajeer-198	100	7	macroeconomic	macroeconomic	ADJ
ajeer-198	100	8	studies	study	NOUN
ajeer-198	100	9	especially	especially	ADV
ajeer-198	100	10	those	those	PRON
ajeer-198	100	11	which	which	PRON
ajeer-198	100	12	are	be	AUX
ajeer-198	100	13	interested	interested	ADJ
ajeer-198	100	14	with	with	ADP
ajeer-198	100	15	fluctuation	fluctuation	NOUN
ajeer-198	100	16	and	and	CCONJ
ajeer-198	100	17	cyclicality	cyclicality	NOUN
ajeer-198	100	18	.	.	PUNCT
ajeer-198	101	1	for	for	ADP
ajeer-198	101	2	example	example	NOUN
ajeer-198	101	3	,	,	PUNCT
ajeer-198	101	4	most	most	ADJ
ajeer-198	101	5	of	of	ADP
ajeer-198	101	6	the	the	DET
ajeer-198	101	7	researchers	researcher	NOUN
ajeer-198	101	8	agree	agree	VERB
ajeer-198	101	9	nowadays	nowadays	ADV
ajeer-198	101	10	that	that	SCONJ
ajeer-198	101	11	the	the	DET
ajeer-198	101	12	study	study	NOUN
ajeer-198	101	13	of	of	ADP
ajeer-198	101	14	the	the	DET
ajeer-198	101	15	cyclicality	cyclicality	NOUN
ajeer-198	101	16	of	of	ADP
ajeer-198	101	17	fiscal	fiscal	ADJ
ajeer-198	101	18	policy	policy	NOUN
ajeer-198	101	19	needs	need	VERB
ajeer-198	101	20	high	high	ADJ
ajeer-198	101	21	frequency	frequency	NOUN
ajeer-198	101	22	data	datum	NOUN
ajeer-198	101	23	.	.	PUNCT
ajeer-198	102	1	references	reference	NOUN
ajeer-198	102	2	banque	banque	PROPN
ajeer-198	102	3	de	de	X
ajeer-198	102	4	france	france	PROPN
ajeer-198	102	5	,	,	PUNCT
ajeer-198	102	6	1986	1986	NUM
ajeer-198	102	7	.	.	PUNCT
ajeer-198	103	1	méthode	méthode	PROPN
ajeer-198	103	2	de	de	X
ajeer-198	103	3	trimestrialisation	trimestrialisation	NOUN
ajeer-198	103	4	.	.	PUNCT
ajeer-198	104	1	cahier	cahier	NOUN
ajeer-198	104	2	economiques	economiques	PROPN
ajeer-198	104	3	et	et	PROPN
ajeer-198	104	4	monétaires	monétaire	NOUN
ajeer-198	104	5	,	,	PUNCT
ajeer-198	104	6	23	23	NUM
ajeer-198	104	7	:	:	SYM
ajeer-198	104	8	39	39	NUM
ajeer-198	104	9	42	42	NUM
ajeer-198	104	10	.	.	PUNCT
ajeer-198	105	1	bournay	bournay	PROPN
ajeer-198	105	2	,	,	PUNCT
ajeer-198	105	3	j.	j.	PROPN
ajeer-198	105	4	and	and	CCONJ
ajeer-198	105	5	g.	g.	PROPN
ajeer-198	105	6	laroque	laroque	PROPN
ajeer-198	105	7	,	,	PUNCT
ajeer-198	105	8	1979	1979	NUM
ajeer-198	105	9	.	.	PUNCT
ajeer-198	106	1	réflexions	réflexions	PROPN
ajeer-198	106	2	sur	sur	PROPN
ajeer-198	106	3	la	la	PROPN
ajeer-198	106	4	méthode	méthode	PROPN
ajeer-198	106	5	d’élaboration	d’élaboration	PROPN
ajeer-198	106	6	des	des	PROPN
ajeer-198	106	7	comptes	compte	VERB
ajeer-198	106	8	trimestriels	trimestriel	NOUN
ajeer-198	106	9	.	.	PUNCT
ajeer-198	107	1	annales	annales	PROPN
ajeer-198	107	2	de	de	PROPN
ajeer-198	107	3	l’insee	l’insee	PROPN
ajeer-198	107	4	,	,	PUNCT
ajeer-198	107	5	36	36	NUM
ajeer-198	107	6	:	:	SYM
ajeer-198	107	7	3	3	NUM
ajeer-198	107	8	-	-	SYM
ajeer-198	107	9	30	30	NUM
ajeer-198	107	10	.	.	PUNCT
ajeer-198	108	1	chow	chow	PROPN
ajeer-198	108	2	,	,	PUNCT
ajeer-198	108	3	g.	g.	PROPN
ajeer-198	108	4	and	and	CCONJ
ajeer-198	108	5	a.l	a.l	PROPN
ajeer-198	108	6	.	.	PROPN
ajeer-198	108	7	lin	lin	PROPN
ajeer-198	108	8	,	,	PUNCT
ajeer-198	108	9	1971	1971	NUM
ajeer-198	108	10	.	.	PUNCT
ajeer-198	109	1	best	good	ADJ
ajeer-198	109	2	linear	linear	ADJ
ajeer-198	109	3	unbiased	unbiased	ADJ
ajeer-198	109	4	interpolation	interpolation	NOUN
ajeer-198	109	5	distribution	distribution	NOUN
ajeer-198	109	6	and	and	CCONJ
ajeer-198	109	7	extrapolation	extrapolation	NOUN
ajeer-198	109	8	of	of	ADP
ajeer-198	109	9	time	time	NOUN
ajeer-198	109	10	series	series	NOUN
ajeer-198	109	11	by	by	ADP
ajeer-198	109	12	related	related	ADJ
ajeer-198	109	13	series	series	NOUN
ajeer-198	109	14	.	.	PUNCT
ajeer-198	110	1	review	review	NOUN
ajeer-198	110	2	of	of	ADP
ajeer-198	110	3	economic	economic	ADJ
ajeer-198	110	4	and	and	CCONJ
ajeer-198	110	5	statistics	statistic	NOUN
ajeer-198	110	6	,	,	PUNCT
ajeer-198	110	7	53(4	53(4	NUM
ajeer-198	110	8	):	):	PUNCT
ajeer-198	110	9	372	372	NUM
ajeer-198	110	10	-	-	SYM
ajeer-198	110	11	375	375	NUM
ajeer-198	110	12	.	.	PUNCT
ajeer-198	111	1	denton	denton	PROPN
ajeer-198	111	2	,	,	PUNCT
ajeer-198	111	3	f.	f.	PROPN
ajeer-198	111	4	,	,	PUNCT
ajeer-198	111	5	1971	1971	NUM
ajeer-198	111	6	.	.	PUNCT
ajeer-198	112	1	adjustment	adjustment	NOUN
ajeer-198	112	2	of	of	ADP
ajeer-198	112	3	monthly	monthly	ADJ
ajeer-198	112	4	or	or	CCONJ
ajeer-198	112	5	quarterly	quarterly	ADJ
ajeer-198	112	6	series	series	NOUN
ajeer-198	112	7	to	to	ADP
ajeer-198	112	8	annual	annual	ADJ
ajeer-198	112	9	totals	total	NOUN
ajeer-198	112	10	:	:	PUNCT
ajeer-198	112	11	an	an	DET
ajeer-198	112	12	approach	approach	NOUN
ajeer-198	112	13	based	base	VERB
ajeer-198	112	14	on	on	ADP
ajeer-198	112	15	quadratic	quadratic	ADJ
ajeer-198	112	16	minimization	minimization	NOUN
ajeer-198	112	17	.	.	PUNCT
ajeer-198	113	1	jasa	jasa	PROPN
ajeer-198	113	2	,	,	PUNCT
ajeer-198	113	3	66(1971	66(1971	NUM
ajeer-198	113	4	):	):	PUNCT
ajeer-198	113	5	99	99	NUM
ajeer-198	113	6	-	-	SYM
ajeer-198	113	7	102	102	NUM
ajeer-198	113	8	.	.	PUNCT
ajeer-198	114	1	durbin	durbin	ADJ
ajeer-198	114	2	,	,	PUNCT
ajeer-198	114	3	j.	j.	PROPN
ajeer-198	114	4	and	and	CCONJ
ajeer-198	114	5	b.	b.	PROPN
ajeer-198	114	6	quenneville	quenneville	PROPN
ajeer-198	114	7	,	,	PUNCT
ajeer-198	114	8	1997	1997	NUM
ajeer-198	114	9	.	.	PUNCT
ajeer-198	115	1	benchmarking	benchmarke	VERB
ajeer-198	115	2	by	by	ADP
ajeer-198	115	3	state	state	NOUN
ajeer-198	115	4	space	space	NOUN
ajeer-198	115	5	models	model	NOUN
ajeer-198	115	6	.	.	PUNCT
ajeer-198	116	1	international	international	ADJ
ajeer-198	116	2	statistical	statistical	ADJ
ajeer-198	116	3	review	review	NOUN
ajeer-198	116	4	,	,	PUNCT
ajeer-198	116	5	65(1	65(1	NOUN
ajeer-198	116	6	):	):	PUNCT
ajeer-198	116	7	23–48	23–48	NUM
ajeer-198	116	8	.	.	PUNCT
ajeer-198	117	1	fernandez	fernandez	PROPN
ajeer-198	117	2	,	,	PUNCT
ajeer-198	117	3	r.	r.	PROPN
ajeer-198	117	4	,	,	PUNCT
ajeer-198	117	5	1981	1981	NUM
ajeer-198	117	6	.	.	PUNCT
ajeer-198	118	1	a	a	DET
ajeer-198	118	2	methodological	methodological	ADJ
ajeer-198	118	3	note	note	NOUN
ajeer-198	118	4	on	on	ADP
ajeer-198	118	5	the	the	DET
ajeer-198	118	6	estimation	estimation	NOUN
ajeer-198	118	7	of	of	ADP
ajeer-198	118	8	time	time	NOUN
ajeer-198	118	9	series	series	PROPN
ajeer-198	118	10	.	.	PUNCT
ajeer-198	119	1	review	review	NOUN
ajeer-198	119	2	of	of	ADP
ajeer-198	119	3	economics	economic	NOUN
ajeer-198	119	4	and	and	CCONJ
ajeer-198	119	5	statistics	statistic	NOUN
ajeer-198	119	6	,	,	PUNCT
ajeer-198	119	7	63	63	NUM
ajeer-198	119	8	:	:	SYM
ajeer-198	119	9	471	471	NUM
ajeer-198	119	10	-	-	SYM
ajeer-198	119	11	476	476	NUM
ajeer-198	119	12	.	.	NOUN
ajeer-198	119	13	2	2	NUM
ajeer-198	120	1	the	the	DET
ajeer-198	120	2	generated	generate	VERB
ajeer-198	120	3	quarterly	quarterly	ADJ
ajeer-198	120	4	series	series	NOUN
ajeer-198	120	5	for	for	ADP
ajeer-198	120	6	nominal	nominal	ADJ
ajeer-198	120	7	gdp	gdp	NOUN
ajeer-198	120	8	and	and	CCONJ
ajeer-198	120	9	total	total	ADJ
ajeer-198	120	10	investment	investment	NOUN
ajeer-198	120	11	(	(	PUNCT
ajeer-198	120	12	i	i	NOUN
ajeer-198	120	13	)	)	PUNCT
ajeer-198	120	14	in	in	ADP
ajeer-198	120	15	millions	million	NOUN
ajeer-198	120	16	of	of	ADP
ajeer-198	120	17	tunisian	tunisian	ADJ
ajeer-198	120	18	dinars	dinar	NOUN
ajeer-198	120	19	on	on	ADP
ajeer-198	120	20	the	the	DET
ajeer-198	120	21	period	period	NOUN
ajeer-198	120	22	1970	1970	NUM
ajeer-198	120	23	-	-	SYM
ajeer-198	120	24	2013	2013	NUM
ajeer-198	120	25	are	be	AUX
ajeer-198	120	26	available	available	ADJ
ajeer-198	120	27	from	from	ADP
ajeer-198	120	28	the	the	DET
ajeer-198	120	29	authors	author	NOUN
ajeer-198	120	30	upon	upon	SCONJ
ajeer-198	120	31	request	request	NOUN
ajeer-198	120	32	.	.	PUNCT
ajeer-198	121	1	asian	asian	ADJ
ajeer-198	121	2	journal	journal	PROPN
ajeer-198	121	3	of	of	ADP
ajeer-198	121	4	economics	economic	NOUN
ajeer-198	121	5	and	and	CCONJ
ajeer-198	121	6	empirical	empirical	ADJ
ajeer-198	121	7	research	research	NOUN
ajeer-198	121	8	,	,	PUNCT
ajeer-198	121	9	2015	2015	NUM
ajeer-198	121	10	,	,	PUNCT
ajeer-198	121	11	2(1):47	2(1):47	PROPN
ajeer-198	121	12	-	-	SYM
ajeer-198	121	13	51	51	NUM
ajeer-198	121	14	51	51	NUM
ajeer-198	121	15	hillmer	hillmer	NOUN
ajeer-198	121	16	,	,	PUNCT
ajeer-198	121	17	s.	s.	PROPN
ajeer-198	121	18	and	and	CCONJ
ajeer-198	121	19	a.	a.	PROPN
ajeer-198	121	20	trabelsi	trabelsi	PROPN
ajeer-198	121	21	,	,	PUNCT
ajeer-198	121	22	1987	1987	NUM
ajeer-198	121	23	.	.	PUNCT
ajeer-198	122	1	benchmarking	benchmarke	VERB
ajeer-198	122	2	of	of	ADP
ajeer-198	122	3	economic	economic	ADJ
ajeer-198	122	4	time	time	NOUN
ajeer-198	122	5	series	series	PROPN
ajeer-198	122	6	.	.	PUNCT
ajeer-198	123	1	journal	journal	PROPN
ajeer-198	123	2	of	of	ADP
ajeer-198	123	3	the	the	DET
ajeer-198	123	4	american	american	PROPN
ajeer-198	123	5	statistical	statistical	ADJ
ajeer-198	123	6	association	association	NOUN
ajeer-198	123	7	,	,	PUNCT
ajeer-198	123	8	82(december	82(december	NUM
ajeer-198	123	9	):	):	PUNCT
ajeer-198	123	10	1064	1064	NUM
ajeer-198	123	11	-	-	SYM
ajeer-198	123	12	1071	1071	NUM
ajeer-198	123	13	.	.	PUNCT
ajeer-198	124	1	ilzetzki	ilzetzki	PROPN
ajeer-198	124	2	,	,	PUNCT
ajeer-198	124	3	e.	e.	PROPN
ajeer-198	124	4	and	and	CCONJ
ajeer-198	124	5	c.a	c.a	PROPN
ajeer-198	124	6	.	.	PROPN
ajeer-198	124	7	vègh	vègh	PROPN
ajeer-198	124	8	,	,	PUNCT
ajeer-198	124	9	2008	2008	NUM
ajeer-198	124	10	.	.	PUNCT
ajeer-198	125	1	procyclical	procyclical	ADJ
ajeer-198	125	2	fiscal	fiscal	ADJ
ajeer-198	125	3	policy	policy	NOUN
ajeer-198	125	4	in	in	ADP
ajeer-198	125	5	developing	develop	VERB
ajeer-198	125	6	countries	country	NOUN
ajeer-198	125	7	:	:	PUNCT
ajeer-198	125	8	truth	truth	NOUN
ajeer-198	125	9	or	or	CCONJ
ajeer-198	125	10	fiction	fiction	NOUN
ajeer-198	125	11	.	.	PUNCT
ajeer-198	126	1	nber	nber	PROPN
ajeer-198	126	2	working	working	PROPN
ajeer-198	126	3	paper	paper	PROPN
ajeer-198	126	4	wp	wp	PROPN
ajeer-198	126	5	no	no	INTJ
ajeer-198	126	6	.	.	PROPN
ajeer-198	127	1	10780	10780	NUM
ajeer-198	127	2	,	,	PUNCT
ajeer-198	127	3	september	september	PROPN
ajeer-198	127	4	.	.	PUNCT
ajeer-198	128	1	johansen	johansen	PROPN
ajeer-198	128	2	,	,	PUNCT
ajeer-198	128	3	s.	s.	PROPN
ajeer-198	128	4	,	,	PUNCT
ajeer-198	128	5	1988	1988	NUM
ajeer-198	128	6	.	.	PUNCT
ajeer-198	129	1	statistical	statistical	ADJ
ajeer-198	129	2	analysis	analysis	NOUN
ajeer-198	129	3	of	of	ADP
ajeer-198	129	4	cointegration	cointegration	NOUN
ajeer-198	129	5	vector	vector	NOUN
ajeer-198	129	6	.	.	PUNCT
ajeer-198	130	1	journal	journal	NOUN
ajeer-198	130	2	of	of	ADP
ajeer-198	130	3	economic	economic	ADJ
ajeer-198	130	4	dynamic	dynamic	ADJ
ajeer-198	130	5	and	and	CCONJ
ajeer-198	130	6	control	control	NOUN
ajeer-198	130	7	,	,	PUNCT
ajeer-198	130	8	12(2	12(2	PROPN
ajeer-198	130	9	-	-	SYM
ajeer-198	130	10	3	3	NUM
ajeer-198	130	11	):	):	PUNCT
ajeer-198	130	12	231	231	NUM
ajeer-198	130	13	-	-	SYM
ajeer-198	130	14	254	254	NUM
ajeer-198	130	15	.	.	PUNCT
ajeer-198	131	1	litterman	litterman	PROPN
ajeer-198	131	2	,	,	PUNCT
ajeer-198	131	3	r.b	r.b	PROPN
ajeer-198	131	4	.	.	PROPN
ajeer-198	131	5	,	,	PUNCT
ajeer-198	131	6	1983	1983	NUM
ajeer-198	131	7	.	.	PUNCT
ajeer-198	132	1	a	a	DET
ajeer-198	132	2	random	random	ADJ
ajeer-198	132	3	walk	walk	NOUN
ajeer-198	132	4	-	-	PUNCT
ajeer-198	132	5	markow	markow	NOUN
ajeer-198	132	6	model	model	NOUN
ajeer-198	132	7	for	for	ADP
ajeer-198	132	8	the	the	DET
ajeer-198	132	9	distribution	distribution	NOUN
ajeer-198	132	10	of	of	ADP
ajeer-198	132	11	time	time	NOUN
ajeer-198	132	12	series	series	PROPN
ajeer-198	132	13	.	.	PUNCT
ajeer-198	133	1	journal	journal	PROPN
ajeer-198	133	2	of	of	ADP
ajeer-198	133	3	business	business	NOUN
ajeer-198	133	4	and	and	CCONJ
ajeer-198	133	5	economics	economic	NOUN
ajeer-198	133	6	statistics	statistic	NOUN
ajeer-198	133	7	,	,	PUNCT
ajeer-198	133	8	1(2	1(2	NUM
ajeer-198	133	9	):	):	PUNCT
ajeer-198	133	10	169	169	NUM
ajeer-198	133	11	-	-	SYM
ajeer-198	133	12	173	173	NUM
ajeer-198	133	13	.	.	PUNCT
ajeer-198	134	1	wei	wei	PROPN
ajeer-198	134	2	,	,	PUNCT
ajeer-198	134	3	w.w.s	w.w.s	NOUN
ajeer-198	134	4	.	.	PUNCT
ajeer-198	134	5	and	and	CCONJ
ajeer-198	134	6	d.o	d.o	PROPN
ajeer-198	134	7	.	.	PROPN
ajeer-198	134	8	stram	stram	PROPN
ajeer-198	134	9	,	,	PUNCT
ajeer-198	134	10	1990	1990	NUM
ajeer-198	134	11	.	.	PUNCT
ajeer-198	135	1	disaggregation	disaggregation	NOUN
ajeer-198	135	2	of	of	ADP
ajeer-198	135	3	time	time	NOUN
ajeer-198	135	4	series	series	PROPN
ajeer-198	135	5	models	model	NOUN
ajeer-198	135	6	.	.	PUNCT
ajeer-198	136	1	journal	journal	NOUN
ajeer-198	136	2	of	of	ADP
ajeer-198	136	3	the	the	DET
ajeer-198	136	4	royal	royal	ADJ
ajeer-198	136	5	statistical	statistical	ADJ
ajeer-198	136	6	society	society	NOUN
ajeer-198	136	7	.	.	PUNCT
ajeer-198	137	1	series	series	PROPN
ajeer-198	137	2	b	b	PROPN
ajeer-198	137	3	,	,	PUNCT
ajeer-198	137	4	52(3	52(3	NUM
ajeer-198	137	5	):	):	PUNCT
ajeer-198	137	6	453	453	NUM
ajeer-198	137	7	-	-	SYM
ajeer-198	137	8	467	467	NUM
ajeer-198	137	9	.	.	PUNCT
ajeer-198	137	10	views	view	NOUN
ajeer-198	137	11	and	and	CCONJ
ajeer-198	137	12	opinions	opinion	NOUN
ajeer-198	137	13	expressed	express	VERB
ajeer-198	137	14	in	in	ADP
ajeer-198	137	15	this	this	DET
ajeer-198	137	16	article	article	NOUN
ajeer-198	137	17	are	be	AUX
ajeer-198	137	18	the	the	DET
ajeer-198	137	19	views	view	NOUN
ajeer-198	137	20	and	and	CCONJ
ajeer-198	137	21	opinions	opinion	NOUN
ajeer-198	137	22	of	of	ADP
ajeer-198	137	23	the	the	DET
ajeer-198	137	24	authors	author	NOUN
ajeer-198	137	25	,	,	PUNCT
ajeer-198	137	26	asian	asian	ADJ
ajeer-198	137	27	journal	journal	NOUN
ajeer-198	137	28	of	of	ADP
ajeer-198	137	29	economics	economic	NOUN
ajeer-198	137	30	and	and	CCONJ
ajeer-198	137	31	empirical	empirical	ADJ
ajeer-198	137	32	research	research	NOUN
ajeer-198	137	33	shall	shall	AUX
ajeer-198	137	34	not	not	PART
ajeer-198	137	35	be	be	AUX
ajeer-198	137	36	responsible	responsible	ADJ
ajeer-198	137	37	or	or	CCONJ
ajeer-198	137	38	answerable	answerable	ADJ
ajeer-198	137	39	for	for	ADP
ajeer-198	137	40	any	any	DET
ajeer-198	137	41	loss	loss	NOUN
ajeer-198	137	42	,	,	PUNCT
ajeer-198	137	43	damage	damage	NOUN
ajeer-198	137	44	or	or	CCONJ
ajeer-198	137	45	liability	liability	NOUN
ajeer-198	137	46	etc	etc	X
ajeer-198	137	47	.	.	X
ajeer-198	138	1	caused	cause	VERB
ajeer-198	138	2	in	in	ADP
ajeer-198	138	3	relation	relation	NOUN
ajeer-198	138	4	to	to	PART
ajeer-198	138	5	/	/	PUNCT
ajeer-198	138	6	arising	arise	VERB
ajeer-198	138	7	out	out	ADP
ajeer-198	138	8	of	of	ADP
ajeer-198	138	9	the	the	DET
ajeer-198	138	10	use	use	NOUN
ajeer-198	138	11	of	of	ADP
ajeer-198	138	12	the	the	DET
ajeer-198	138	13	content	content	NOUN
ajeer-198	138	14	.	.	PUNCT