id	sid	tid	token	lemma	pos
ajceb-5524	1	1	construction	construction	NOUN
ajceb-5524	1	2	economics	economic	NOUN
ajceb-5524	1	3	and	and	CCONJ
ajceb-5524	1	4	building	building	NOUN
ajceb-5524	1	5	vol	vol	NOUN
ajceb-5524	1	6	.	.	PROPN
ajceb-5524	2	1	17	17	NUM
ajceb-5524	2	2	,	,	PUNCT
ajceb-5524	2	3	no	no	INTJ
ajceb-5524	2	4	.	.	NOUN
ajceb-5524	2	5	3	3	NUM
ajceb-5524	2	6	september	september	PROPN
ajceb-5524	2	7	2017	2017	NUM
ajceb-5524	2	8	©	©	PROPN
ajceb-5524	2	9	2017	2017	NUM
ajceb-5524	2	10	by	by	ADP
ajceb-5524	2	11	the	the	DET
ajceb-5524	2	12	author(s	author(s	NOUN
ajceb-5524	2	13	)	)	PUNCT
ajceb-5524	2	14	.	.	PUNCT
ajceb-5524	3	1	this	this	PRON
ajceb-5524	3	2	is	be	AUX
ajceb-5524	3	3	an	an	DET
ajceb-5524	3	4	open	open	ADJ
ajceb-5524	3	5	access	access	NOUN
ajceb-5524	3	6	article	article	NOUN
ajceb-5524	3	7	distributed	distribute	VERB
ajceb-5524	3	8	under	under	ADP
ajceb-5524	3	9	the	the	DET
ajceb-5524	3	10	terms	term	NOUN
ajceb-5524	3	11	of	of	ADP
ajceb-5524	3	12	the	the	DET
ajceb-5524	3	13	creative	creative	ADJ
ajceb-5524	3	14	commons	common	NOUN
ajceb-5524	3	15	attribution	attribution	NOUN
ajceb-5524	3	16	4.0	4.0	NUM
ajceb-5524	3	17	international	international	NOUN
ajceb-5524	3	18	(	(	PUNCT
ajceb-5524	3	19	cc	cc	NOUN
ajceb-5524	3	20	by	by	ADP
ajceb-5524	3	21	4.0	4.0	NUM
ajceb-5524	3	22	)	)	PUNCT
ajceb-5524	3	23	license	license	NOUN
ajceb-5524	3	24	(	(	PUNCT
ajceb-5524	3	25	https://	https://	PROPN
ajceb-5524	3	26	creativecommons.org/licenses/	creativecommons.org/licenses/	PROPN
ajceb-5524	3	27	by/4.0/	by/4.0/	NOUN
ajceb-5524	3	28	)	)	PUNCT
ajceb-5524	3	29	,	,	PUNCT
ajceb-5524	3	30	allowing	allow	VERB
ajceb-5524	3	31	third	third	ADJ
ajceb-5524	3	32	parties	party	NOUN
ajceb-5524	3	33	to	to	PART
ajceb-5524	3	34	copy	copy	VERB
ajceb-5524	3	35	and	and	CCONJ
ajceb-5524	3	36	redistribute	redistribute	VERB
ajceb-5524	3	37	the	the	DET
ajceb-5524	3	38	material	material	NOUN
ajceb-5524	3	39	in	in	ADP
ajceb-5524	3	40	any	any	DET
ajceb-5524	3	41	medium	medium	ADJ
ajceb-5524	3	42	or	or	CCONJ
ajceb-5524	3	43	format	format	NOUN
ajceb-5524	3	44	and	and	CCONJ
ajceb-5524	3	45	to	to	ADP
ajceb-5524	3	46	remix	remix	NOUN
ajceb-5524	3	47	,	,	PUNCT
ajceb-5524	3	48	transform	transform	NOUN
ajceb-5524	3	49	,	,	PUNCT
ajceb-5524	3	50	and	and	CCONJ
ajceb-5524	3	51	build	build	VERB
ajceb-5524	3	52	upon	upon	SCONJ
ajceb-5524	3	53	the	the	DET
ajceb-5524	3	54	material	material	NOUN
ajceb-5524	3	55	for	for	ADP
ajceb-5524	3	56	any	any	DET
ajceb-5524	3	57	purpose	purpose	NOUN
ajceb-5524	3	58	,	,	PUNCT
ajceb-5524	3	59	even	even	ADV
ajceb-5524	3	60	commercially	commercially	ADV
ajceb-5524	3	61	,	,	PUNCT
ajceb-5524	3	62	provided	provide	VERB
ajceb-5524	3	63	the	the	DET
ajceb-5524	3	64	original	original	ADJ
ajceb-5524	3	65	work	work	NOUN
ajceb-5524	3	66	is	be	AUX
ajceb-5524	3	67	properly	properly	ADV
ajceb-5524	3	68	cited	cite	VERB
ajceb-5524	3	69	and	and	CCONJ
ajceb-5524	3	70	states	state	VERB
ajceb-5524	3	71	its	its	PRON
ajceb-5524	3	72	license	license	NOUN
ajceb-5524	3	73	.	.	PUNCT
ajceb-5524	4	1	citation	citation	NOUN
ajceb-5524	4	2	:	:	PUNCT
ajceb-5524	5	1	oshodi	oshodi	PROPN
ajceb-5524	5	2	,	,	PUNCT
ajceb-5524	5	3	o.s	o.s	PROPN
ajceb-5524	5	4	.	.	PROPN
ajceb-5524	5	5	,	,	PUNCT
ajceb-5524	5	6	ejohwomu	ejohwomu	PROPN
ajceb-5524	5	7	,	,	PUNCT
ajceb-5524	5	8	o.a	o.a	PROPN
ajceb-5524	5	9	.	.	PROPN
ajceb-5524	5	10	,	,	PUNCT
ajceb-5524	5	11	famakin	famakin	PROPN
ajceb-5524	5	12	,	,	PUNCT
ajceb-5524	5	13	i.o	i.o	PROPN
ajceb-5524	5	14	.	.	PROPN
ajceb-5524	5	15	and	and	CCONJ
ajceb-5524	5	16	cortez	cortez	PROPN
ajceb-5524	5	17	,	,	PUNCT
ajceb-5524	5	18	p.	p.	NOUN
ajceb-5524	5	19	2017	2017	NUM
ajceb-5524	5	20	.	.	PUNCT
ajceb-5524	6	1	comparing	compare	VERB
ajceb-5524	6	2	univariate	univariate	ADJ
ajceb-5524	6	3	techniques	technique	NOUN
ajceb-5524	6	4	for	for	ADP
ajceb-5524	6	5	tender	tender	ADJ
ajceb-5524	6	6	price	price	NOUN
ajceb-5524	6	7	index	index	NOUN
ajceb-5524	6	8	forecasting	forecasting	NOUN
ajceb-5524	6	9	:	:	PUNCT
ajceb-5524	6	10	box	box	NOUN
ajceb-5524	6	11	-	-	PUNCT
ajceb-5524	6	12	jenkins	jenkin	NOUN
ajceb-5524	6	13	and	and	CCONJ
ajceb-5524	6	14	neural	neural	ADJ
ajceb-5524	6	15	network	network	NOUN
ajceb-5524	6	16	model	model	NOUN
ajceb-5524	6	17	.	.	PUNCT
ajceb-5524	7	1	construction	construction	NOUN
ajceb-5524	7	2	economics	economic	NOUN
ajceb-5524	7	3	and	and	CCONJ
ajceb-5524	7	4	building	building	NOUN
ajceb-5524	7	5	,	,	PUNCT
ajceb-5524	7	6	17:3	17:3	NUM
ajceb-5524	7	7	,	,	PUNCT
ajceb-5524	7	8	109	109	NUM
ajceb-5524	7	9	-	-	SYM
ajceb-5524	7	10	123	123	NUM
ajceb-5524	7	11	.	.	PUNCT
ajceb-5524	8	1	http://dx.doi	http://dx.doi	NOUN
ajceb-5524	8	2	.	.	PUNCT
ajceb-5524	9	1	org/10.5130	org/10.5130	PROPN
ajceb-5524	9	2	/	/	SYM
ajceb-5524	9	3	ajceb.v17i3.5524	ajceb.v17i3.5524	PROPN
ajceb-5524	9	4	issn	issn	PROPN
ajceb-5524	9	5	2204	2204	NUM
ajceb-5524	9	6	-	-	SYM
ajceb-5524	9	7	9029	9029	NUM
ajceb-5524	9	8	|	|	ADV
ajceb-5524	9	9	published	publish	VERB
ajceb-5524	9	10	by	by	ADP
ajceb-5524	9	11	uts	ut	NOUN
ajceb-5524	9	12	epress	epress	VERB
ajceb-5524	9	13	|	|	ADV
ajceb-5524	9	14	ajceb.epress	ajceb.epress	NUM
ajceb-5524	9	15	.	.	PUNCT
ajceb-5524	10	1	lib.uts.edu.au	lib.uts.edu.au	PROPN
ajceb-5524	10	2	abstract	abstract	ADJ
ajceb-5524	10	3	the	the	DET
ajceb-5524	10	4	poor	poor	ADJ
ajceb-5524	10	5	performance	performance	NOUN
ajceb-5524	10	6	of	of	ADP
ajceb-5524	10	7	projects	project	NOUN
ajceb-5524	10	8	is	be	AUX
ajceb-5524	10	9	a	a	DET
ajceb-5524	10	10	recurring	recur	VERB
ajceb-5524	10	11	event	event	NOUN
ajceb-5524	10	12	in	in	ADP
ajceb-5524	10	13	the	the	DET
ajceb-5524	10	14	construction	construction	NOUN
ajceb-5524	10	15	sector	sector	NOUN
ajceb-5524	10	16	.	.	PUNCT
ajceb-5524	11	1	information	information	NOUN
ajceb-5524	11	2	gleaned	glean	VERB
ajceb-5524	11	3	from	from	ADP
ajceb-5524	11	4	literature	literature	NOUN
ajceb-5524	11	5	shows	show	VERB
ajceb-5524	11	6	that	that	SCONJ
ajceb-5524	11	7	uncertainty	uncertainty	NOUN
ajceb-5524	11	8	in	in	ADP
ajceb-5524	11	9	project	project	NOUN
ajceb-5524	11	10	cost	cost	NOUN
ajceb-5524	11	11	is	be	AUX
ajceb-5524	11	12	one	one	NUM
ajceb-5524	11	13	of	of	ADP
ajceb-5524	11	14	the	the	DET
ajceb-5524	11	15	significant	significant	ADJ
ajceb-5524	11	16	causes	cause	NOUN
ajceb-5524	11	17	of	of	ADP
ajceb-5524	11	18	this	this	DET
ajceb-5524	11	19	problem	problem	NOUN
ajceb-5524	11	20	.	.	PUNCT
ajceb-5524	12	1	reliable	reliable	ADJ
ajceb-5524	12	2	forecast	forecast	NOUN
ajceb-5524	12	3	of	of	ADP
ajceb-5524	12	4	construction	construction	NOUN
ajceb-5524	12	5	cost	cost	NOUN
ajceb-5524	12	6	is	be	AUX
ajceb-5524	12	7	useful	useful	ADJ
ajceb-5524	12	8	in	in	ADP
ajceb-5524	12	9	mitigating	mitigate	VERB
ajceb-5524	12	10	the	the	DET
ajceb-5524	12	11	adverse	adverse	ADJ
ajceb-5524	12	12	effect	effect	NOUN
ajceb-5524	12	13	of	of	ADP
ajceb-5524	12	14	its	its	PRON
ajceb-5524	12	15	fluctuation	fluctuation	NOUN
ajceb-5524	12	16	,	,	PUNCT
ajceb-5524	12	17	however	however	ADV
ajceb-5524	12	18	the	the	DET
ajceb-5524	12	19	availability	availability	NOUN
ajceb-5524	12	20	of	of	ADP
ajceb-5524	12	21	data	datum	NOUN
ajceb-5524	12	22	for	for	ADP
ajceb-5524	12	23	the	the	DET
ajceb-5524	12	24	development	development	NOUN
ajceb-5524	12	25	of	of	ADP
ajceb-5524	12	26	multivariate	multivariate	NOUN
ajceb-5524	12	27	models	model	NOUN
ajceb-5524	12	28	for	for	ADP
ajceb-5524	12	29	construction	construction	NOUN
ajceb-5524	12	30	cost	cost	NOUN
ajceb-5524	12	31	forecasting	forecasting	NOUN
ajceb-5524	12	32	remains	remain	VERB
ajceb-5524	12	33	a	a	DET
ajceb-5524	12	34	challenge	challenge	NOUN
ajceb-5524	12	35	.	.	PUNCT
ajceb-5524	13	1	the	the	DET
ajceb-5524	13	2	study	study	NOUN
ajceb-5524	13	3	seeks	seek	VERB
ajceb-5524	13	4	to	to	PART
ajceb-5524	13	5	investigate	investigate	VERB
ajceb-5524	13	6	the	the	DET
ajceb-5524	13	7	reliability	reliability	NOUN
ajceb-5524	13	8	of	of	ADP
ajceb-5524	13	9	using	use	VERB
ajceb-5524	13	10	univariate	univariate	ADJ
ajceb-5524	13	11	models	model	NOUN
ajceb-5524	13	12	for	for	ADP
ajceb-5524	13	13	tender	tender	ADJ
ajceb-5524	13	14	price	price	NOUN
ajceb-5524	13	15	index	index	NOUN
ajceb-5524	13	16	forecasting	forecasting	NOUN
ajceb-5524	13	17	.	.	PUNCT
ajceb-5524	14	1	box	box	NOUN
ajceb-5524	14	2	-	-	PUNCT
ajceb-5524	14	3	jenkins	jenkins	PROPN
ajceb-5524	14	4	and	and	CCONJ
ajceb-5524	14	5	neural	neural	ADJ
ajceb-5524	14	6	network	network	NOUN
ajceb-5524	14	7	are	be	AUX
ajceb-5524	14	8	the	the	DET
ajceb-5524	14	9	modelling	modelling	NOUN
ajceb-5524	14	10	techniques	technique	NOUN
ajceb-5524	14	11	applied	apply	VERB
ajceb-5524	14	12	in	in	ADP
ajceb-5524	14	13	this	this	DET
ajceb-5524	14	14	study	study	NOUN
ajceb-5524	14	15	.	.	PUNCT
ajceb-5524	15	1	the	the	DET
ajceb-5524	15	2	results	result	NOUN
ajceb-5524	15	3	show	show	VERB
ajceb-5524	15	4	that	that	SCONJ
ajceb-5524	15	5	the	the	DET
ajceb-5524	15	6	neural	neural	ADJ
ajceb-5524	15	7	network	network	NOUN
ajceb-5524	15	8	model	model	NOUN
ajceb-5524	15	9	outperforms	outperform	VERB
ajceb-5524	15	10	the	the	DET
ajceb-5524	15	11	boxjenkins	boxjenkin	NOUN
ajceb-5524	15	12	model	model	NOUN
ajceb-5524	15	13	,	,	PUNCT
ajceb-5524	15	14	in	in	ADP
ajceb-5524	15	15	terms	term	NOUN
ajceb-5524	15	16	of	of	ADP
ajceb-5524	15	17	accuracy	accuracy	NOUN
ajceb-5524	15	18	.	.	PUNCT
ajceb-5524	16	1	in	in	ADP
ajceb-5524	16	2	addition	addition	NOUN
ajceb-5524	16	3	,	,	PUNCT
ajceb-5524	16	4	the	the	DET
ajceb-5524	16	5	neural	neural	ADJ
ajceb-5524	16	6	network	network	NOUN
ajceb-5524	16	7	model	model	NOUN
ajceb-5524	16	8	provides	provide	VERB
ajceb-5524	16	9	a	a	DET
ajceb-5524	16	10	reliable	reliable	ADJ
ajceb-5524	16	11	forecast	forecast	NOUN
ajceb-5524	16	12	of	of	ADP
ajceb-5524	16	13	tender	tender	ADJ
ajceb-5524	16	14	price	price	NOUN
ajceb-5524	16	15	index	index	NOUN
ajceb-5524	16	16	over	over	ADP
ajceb-5524	16	17	a	a	DET
ajceb-5524	16	18	period	period	NOUN
ajceb-5524	16	19	of	of	ADP
ajceb-5524	16	20	12	12	NUM
ajceb-5524	16	21	quarters	quarter	NOUN
ajceb-5524	16	22	ahead	ahead	ADV
ajceb-5524	16	23	.	.	PUNCT
ajceb-5524	17	1	the	the	DET
ajceb-5524	17	2	limitations	limitation	NOUN
ajceb-5524	17	3	of	of	ADP
ajceb-5524	17	4	using	use	VERB
ajceb-5524	17	5	the	the	DET
ajceb-5524	17	6	univariate	univariate	ADJ
ajceb-5524	17	7	models	model	NOUN
ajceb-5524	17	8	are	be	AUX
ajceb-5524	17	9	elaborated	elaborate	VERB
ajceb-5524	17	10	.	.	PUNCT
ajceb-5524	18	1	the	the	DET
ajceb-5524	18	2	developed	develop	VERB
ajceb-5524	18	3	neural	neural	ADJ
ajceb-5524	18	4	network	network	NOUN
ajceb-5524	18	5	model	model	NOUN
ajceb-5524	18	6	can	can	AUX
ajceb-5524	18	7	be	be	AUX
ajceb-5524	18	8	used	use	VERB
ajceb-5524	18	9	by	by	ADP
ajceb-5524	18	10	stakeholders	stakeholder	NOUN
ajceb-5524	18	11	as	as	ADP
ajceb-5524	18	12	a	a	DET
ajceb-5524	18	13	tool	tool	NOUN
ajceb-5524	18	14	for	for	ADP
ajceb-5524	18	15	predicting	predict	VERB
ajceb-5524	18	16	the	the	DET
ajceb-5524	18	17	movements	movement	NOUN
ajceb-5524	18	18	in	in	ADP
ajceb-5524	18	19	tender	tender	ADJ
ajceb-5524	18	20	price	price	NOUN
ajceb-5524	18	21	index	index	NOUN
ajceb-5524	18	22	.	.	PUNCT
ajceb-5524	19	1	in	in	ADP
ajceb-5524	19	2	addition	addition	NOUN
ajceb-5524	19	3	,	,	PUNCT
ajceb-5524	19	4	the	the	DET
ajceb-5524	19	5	univariate	univariate	ADJ
ajceb-5524	19	6	models	model	NOUN
ajceb-5524	19	7	developed	develop	VERB
ajceb-5524	19	8	in	in	ADP
ajceb-5524	19	9	the	the	DET
ajceb-5524	19	10	present	present	ADJ
ajceb-5524	19	11	study	study	NOUN
ajceb-5524	19	12	are	be	AUX
ajceb-5524	19	13	particularly	particularly	ADV
ajceb-5524	19	14	useful	useful	ADJ
ajceb-5524	19	15	in	in	ADP
ajceb-5524	19	16	countries	country	NOUN
ajceb-5524	19	17	where	where	SCONJ
ajceb-5524	19	18	limited	limited	ADJ
ajceb-5524	19	19	data	data	NOUN
ajceb-5524	19	20	reduces	reduce	VERB
ajceb-5524	19	21	the	the	DET
ajceb-5524	19	22	possibility	possibility	NOUN
ajceb-5524	19	23	of	of	ADP
ajceb-5524	19	24	applying	apply	VERB
ajceb-5524	19	25	multivariate	multivariate	NOUN
ajceb-5524	19	26	models	model	NOUN
ajceb-5524	19	27	.	.	PUNCT
ajceb-5524	20	1	viewpoint	viewpoint	NOUN
ajceb-5524	20	2	comparing	compare	VERB
ajceb-5524	20	3	univariate	univariate	ADJ
ajceb-5524	20	4	techniques	technique	NOUN
ajceb-5524	20	5	for	for	ADP
ajceb-5524	20	6	tender	tender	ADJ
ajceb-5524	20	7	price	price	NOUN
ajceb-5524	20	8	index	index	NOUN
ajceb-5524	20	9	forecasting	forecasting	NOUN
ajceb-5524	20	10	:	:	PUNCT
ajceb-5524	20	11	box	box	NOUN
ajceb-5524	20	12	-	-	PUNCT
ajceb-5524	20	13	jenkins	jenkin	NOUN
ajceb-5524	20	14	and	and	CCONJ
ajceb-5524	20	15	neural	neural	ADJ
ajceb-5524	20	16	network	network	NOUN
ajceb-5524	20	17	model	model	NOUN
ajceb-5524	20	18	olalekan	olalekan	PROPN
ajceb-5524	20	19	shamsideen	shamsideen	PROPN
ajceb-5524	20	20	oshodi1	oshodi1	PROPN
ajceb-5524	20	21	*	*	PROPN
ajceb-5524	20	22	,	,	PUNCT
ajceb-5524	20	23	obuks	obuks	NUM
ajceb-5524	20	24	augustine	augustine	PROPN
ajceb-5524	20	25	ejohwomu2	ejohwomu2	PROPN
ajceb-5524	20	26	,	,	PUNCT
ajceb-5524	20	27	ibukun	ibukun	NOUN
ajceb-5524	20	28	 	 	SPACE
ajceb-5524	20	29	oluwadara	oluwadara	PROPN
ajceb-5524	20	30	famakin1	famakin1	PROPN
ajceb-5524	20	31	,	,	PUNCT
ajceb-5524	20	32	paulo	paulo	X
ajceb-5524	20	33	cortez3	cortez3	NOUN
ajceb-5524	20	34	1	1	NUM
ajceb-5524	20	35	department	department	NOUN
ajceb-5524	20	36	of	of	ADP
ajceb-5524	20	37	architecture	architecture	NOUN
ajceb-5524	20	38	and	and	CCONJ
ajceb-5524	20	39	civil	civil	ADJ
ajceb-5524	20	40	engineering	engineering	NOUN
ajceb-5524	20	41	,	,	PUNCT
ajceb-5524	20	42	city	city	PROPN
ajceb-5524	20	43	university	university	PROPN
ajceb-5524	20	44	of	of	ADP
ajceb-5524	20	45	hong	hong	PROPN
ajceb-5524	20	46	kong	kong	PROPN
ajceb-5524	20	47	,	,	PUNCT
ajceb-5524	20	48	tat	tat	NOUN
ajceb-5524	20	49	chee	chee	NOUN
ajceb-5524	20	50	avenue	avenue	PROPN
ajceb-5524	20	51	,	,	PUNCT
ajceb-5524	20	52	kowloon	kowloon	PROPN
ajceb-5524	20	53	,	,	PUNCT
ajceb-5524	20	54	hong	hong	PROPN
ajceb-5524	20	55	kong	kong	PROPN
ajceb-5524	20	56	.	.	PUNCT
ajceb-5524	21	1	2	2	NUM
ajceb-5524	21	2	school	school	NOUN
ajceb-5524	21	3	of	of	ADP
ajceb-5524	21	4	mechanical	mechanical	ADJ
ajceb-5524	21	5	,	,	PUNCT
ajceb-5524	21	6	aerospace	aerospace	NOUN
ajceb-5524	21	7	and	and	CCONJ
ajceb-5524	21	8	civil	civil	ADJ
ajceb-5524	21	9	engineering	engineering	NOUN
ajceb-5524	21	10	,	,	PUNCT
ajceb-5524	21	11	the	the	DET
ajceb-5524	21	12	university	university	PROPN
ajceb-5524	21	13	of	of	ADP
ajceb-5524	21	14	manchester	manchester	PROPN
ajceb-5524	21	15	,	,	PUNCT
ajceb-5524	21	16	manchester	manchester	PROPN
ajceb-5524	21	17	m13	m13	PROPN
ajceb-5524	21	18	9pl	9pl	NOUN
ajceb-5524	21	19	,	,	PUNCT
ajceb-5524	21	20	united	united	ADJ
ajceb-5524	21	21	kingdom	kingdom	NOUN
ajceb-5524	21	22	.	.	PUNCT
ajceb-5524	22	1	3	3	NUM
ajceb-5524	22	2	algoritmi	algoritmi	NOUN
ajceb-5524	22	3	centre	centre	NOUN
ajceb-5524	22	4	,	,	PUNCT
ajceb-5524	22	5	department	department	NOUN
ajceb-5524	22	6	of	of	ADP
ajceb-5524	22	7	information	information	NOUN
ajceb-5524	22	8	systems	system	NOUN
ajceb-5524	22	9	,	,	PUNCT
ajceb-5524	22	10	university	university	NOUN
ajceb-5524	22	11	of	of	ADP
ajceb-5524	22	12	minho	minho	PROPN
ajceb-5524	22	13	,	,	PUNCT
ajceb-5524	22	14	4804	4804	NUM
ajceb-5524	22	15	-	-	SYM
ajceb-5524	22	16	533	533	NUM
ajceb-5524	22	17	guimarães	guimarães	NOUN
ajceb-5524	22	18	,	,	PUNCT
ajceb-5524	22	19	portugal	portugal	PROPN
ajceb-5524	22	20	.	.	PUNCT
ajceb-5524	23	1	*	*	PUNCT
ajceb-5524	23	2	corresponding	correspond	VERB
ajceb-5524	23	3	author	author	NOUN
ajceb-5524	23	4	:	:	PUNCT
ajceb-5524	23	5	olalekan	olalekan	PROPN
ajceb-5524	23	6	shamsideen	shamsideen	PROPN
ajceb-5524	23	7	oshodi	oshodi	PROPN
ajceb-5524	23	8	,	,	PUNCT
ajceb-5524	23	9	department	department	NOUN
ajceb-5524	23	10	of	of	ADP
ajceb-5524	23	11	architecture	architecture	NOUN
ajceb-5524	23	12	and	and	CCONJ
ajceb-5524	23	13	civil	civil	ADJ
ajceb-5524	23	14	engineering	engineering	NOUN
ajceb-5524	23	15	,	,	PUNCT
ajceb-5524	23	16	city	city	PROPN
ajceb-5524	23	17	university	university	PROPN
ajceb-5524	23	18	of	of	ADP
ajceb-5524	23	19	hong	hong	PROPN
ajceb-5524	23	20	kong	kong	PROPN
ajceb-5524	23	21	,	,	PUNCT
ajceb-5524	23	22	tat	tat	NOUN
ajceb-5524	23	23	chee	chee	NOUN
ajceb-5524	23	24	avenue	avenue	PROPN
ajceb-5524	23	25	,	,	PUNCT
ajceb-5524	23	26	kowloon	kowloon	PROPN
ajceb-5524	23	27	,	,	PUNCT
ajceb-5524	23	28	hong	hong	PROPN
ajceb-5524	23	29	kong	kong	PROPN
ajceb-5524	23	30	.	.	PUNCT
ajceb-5524	24	1	email	email	NOUN
ajceb-5524	24	2	:	:	PUNCT
ajceb-5524	25	1	oshodilekan2002@yahoo.com	oshodilekan2002@yahoo.com	X
ajceb-5524	25	2	doi	doi	PROPN
ajceb-5524	25	3	:	:	PUNCT
ajceb-5524	25	4	 	 	SPACE
ajceb-5524	25	5	http://dx.doi.org/10.5130/ajceb.v17i3.5524	http://dx.doi.org/10.5130/ajceb.v17i3.5524	PROPN
ajceb-5524	25	6	article	article	NOUN
ajceb-5524	25	7	history	history	NOUN
ajceb-5524	25	8	:	:	PUNCT
ajceb-5524	25	9	received	receive	VERB
ajceb-5524	25	10	11/05/2017	11/05/2017	NUM
ajceb-5524	25	11	;	;	PUNCT
ajceb-5524	25	12	revised	revise	VERB
ajceb-5524	25	13	15/07/2017	15/07/2017	NUM
ajceb-5524	25	14	;	;	PUNCT
ajceb-5524	25	15	accepted	accept	VERB
ajceb-5524	25	16	12/08/2017	12/08/2017	NUM
ajceb-5524	25	17	;	;	PUNCT
ajceb-5524	25	18	published	publish	VERB
ajceb-5524	25	19	 	 	SPACE
ajceb-5524	25	20	21/09/2017	21/09/2017	NUM
ajceb-5524	25	21	declaration	declaration	NOUN
ajceb-5524	25	22	of	of	ADP
ajceb-5524	25	23	conflicting	conflicting	ADJ
ajceb-5524	25	24	interest	interest	NOUN
ajceb-5524	25	25	the	the	DET
ajceb-5524	25	26	author(s	author(s	NOUN
ajceb-5524	25	27	)	)	PUNCT
ajceb-5524	25	28	declared	declare	VERB
ajceb-5524	25	29	no	no	DET
ajceb-5524	25	30	potential	potential	ADJ
ajceb-5524	25	31	conflicts	conflict	NOUN
ajceb-5524	25	32	of	of	ADP
ajceb-5524	25	33	interest	interest	NOUN
ajceb-5524	25	34	with	with	ADP
ajceb-5524	25	35	respect	respect	NOUN
ajceb-5524	25	36	to	to	ADP
ajceb-5524	25	37	the	the	DET
ajceb-5524	25	38	research	research	NOUN
ajceb-5524	25	39	,	,	PUNCT
ajceb-5524	25	40	authorship	authorship	NOUN
ajceb-5524	25	41	,	,	PUNCT
ajceb-5524	25	42	and/or	and/or	CCONJ
ajceb-5524	25	43	publication	publication	NOUN
ajceb-5524	25	44	of	of	ADP
ajceb-5524	25	45	this	this	DET
ajceb-5524	25	46	article	article	NOUN
ajceb-5524	25	47	.	.	PUNCT
ajceb-5524	26	1	funding	fund	VERB
ajceb-5524	26	2	the	the	DET
ajceb-5524	26	3	author(s	author(s	NOUN
ajceb-5524	26	4	)	)	PUNCT
ajceb-5524	26	5	received	receive	VERB
ajceb-5524	26	6	no	no	DET
ajceb-5524	26	7	financial	financial	ADJ
ajceb-5524	26	8	support	support	NOUN
ajceb-5524	26	9	for	for	ADP
ajceb-5524	26	10	the	the	DET
ajceb-5524	26	11	research	research	NOUN
ajceb-5524	26	12	,	,	PUNCT
ajceb-5524	26	13	authorship	authorship	NOUN
ajceb-5524	26	14	,	,	PUNCT
ajceb-5524	26	15	and/or	and/or	CCONJ
ajceb-5524	26	16	publication	publication	NOUN
ajceb-5524	26	17	of	of	ADP
ajceb-5524	26	18	this	this	DET
ajceb-5524	26	19	article	article	NOUN
ajceb-5524	26	20	.	.	PUNCT
ajceb-5524	27	1	109	109	NUM
ajceb-5524	27	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
ajceb-5524	27	3	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
ajceb-5524	27	4	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
ajceb-5524	27	5	http://dx.doi.org/10.5130/ajceb.v17i3.5524	http://dx.doi.org/10.5130/ajceb.v17i3.5524	PROPN
ajceb-5524	27	6	http://dx.doi.org/10.5130/ajceb.v17i3.5524	http://dx.doi.org/10.5130/ajceb.v17i3.5524	PROPN
ajceb-5524	27	7	ajceb.epress.lib.uts.edu.au	ajceb.epress.lib.uts.edu.au	PROPN
ajceb-5524	27	8	ajceb.epress.lib.uts.edu.au	ajceb.epress.lib.uts.edu.au	PROPN
ajceb-5524	27	9	mailto:oshodilekan2002@yahoo.com	mailto:oshodilekan2002@yahoo.com	PROPN
ajceb-5524	27	10	http://dx.doi.org/10.5130/ajceb.v17i3.5524	http://dx.doi.org/10.5130/ajceb.v17i3.5524	PROPN
ajceb-5524	27	11	keywords	keyword	NOUN
ajceb-5524	27	12	box	box	NOUN
ajceb-5524	27	13	-	-	PUNCT
ajceb-5524	27	14	jenkins	jenkins	PROPN
ajceb-5524	27	15	,	,	PUNCT
ajceb-5524	27	16	forecast	forecast	NOUN
ajceb-5524	27	17	,	,	PUNCT
ajceb-5524	27	18	model	model	NOUN
ajceb-5524	27	19	,	,	PUNCT
ajceb-5524	27	20	neural	neural	ADJ
ajceb-5524	27	21	network	network	NOUN
ajceb-5524	27	22	,	,	PUNCT
ajceb-5524	27	23	tender	tender	NOUN
ajceb-5524	27	24	price	price	NOUN
ajceb-5524	27	25	index	index	NOUN
ajceb-5524	27	26	introduction	introduction	NOUN
ajceb-5524	27	27	the	the	DET
ajceb-5524	27	28	construction	construction	NOUN
ajceb-5524	27	29	sector	sector	NOUN
ajceb-5524	27	30	plays	play	VERB
ajceb-5524	27	31	a	a	DET
ajceb-5524	27	32	pivotal	pivotal	ADJ
ajceb-5524	27	33	role	role	NOUN
ajceb-5524	27	34	in	in	ADP
ajceb-5524	27	35	the	the	DET
ajceb-5524	27	36	economic	economic	ADJ
ajceb-5524	27	37	development	development	NOUN
ajceb-5524	27	38	process	process	NOUN
ajceb-5524	27	39	of	of	ADP
ajceb-5524	27	40	any	any	DET
ajceb-5524	27	41	 	 	SPACE
ajceb-5524	27	42	nation	nation	NOUN
ajceb-5524	27	43	.	.	PUNCT
ajceb-5524	28	1	however	however	ADV
ajceb-5524	28	2	,	,	PUNCT
ajceb-5524	28	3	the	the	DET
ajceb-5524	28	4	positive	positive	ADJ
ajceb-5524	28	5	impact	impact	NOUN
ajceb-5524	28	6	of	of	ADP
ajceb-5524	28	7	the	the	DET
ajceb-5524	28	8	construction	construction	NOUN
ajceb-5524	28	9	sector	sector	NOUN
ajceb-5524	28	10	is	be	AUX
ajceb-5524	28	11	limited	limit	VERB
ajceb-5524	28	12	by	by	ADP
ajceb-5524	28	13	the	the	DET
ajceb-5524	28	14	poor	poor	ADJ
ajceb-5524	28	15	 	 	SPACE
ajceb-5524	28	16	performance	performance	NOUN
ajceb-5524	28	17	of	of	ADP
ajceb-5524	28	18	construction	construction	NOUN
ajceb-5524	28	19	projects	project	NOUN
ajceb-5524	28	20	(	(	PUNCT
ajceb-5524	28	21	see	see	VERB
ajceb-5524	28	22	lewis	lewis	PROPN
ajceb-5524	28	23	,	,	PUNCT
ajceb-5524	28	24	1984	1984	NUM
ajceb-5524	28	25	)	)	PUNCT
ajceb-5524	28	26	.	.	PUNCT
ajceb-5524	29	1	for	for	ADP
ajceb-5524	29	2	instance	instance	NOUN
ajceb-5524	29	3	,	,	PUNCT
ajceb-5524	29	4	fluctuations	fluctuation	NOUN
ajceb-5524	29	5	in	in	ADP
ajceb-5524	29	6	 	 	SPACE
ajceb-5524	29	7	construction	construction	NOUN
ajceb-5524	29	8	cost	cost	NOUN
ajceb-5524	29	9	create	create	VERB
ajceb-5524	29	10	uncertainty	uncertainty	NOUN
ajceb-5524	29	11	,	,	PUNCT
ajceb-5524	29	12	which	which	PRON
ajceb-5524	29	13	has	have	VERB
ajceb-5524	29	14	an	an	DET
ajceb-5524	29	15	adverse	adverse	ADJ
ajceb-5524	29	16	effect	effect	NOUN
ajceb-5524	29	17	on	on	ADP
ajceb-5524	29	18	project	project	NOUN
ajceb-5524	29	19	performance	performance	NOUN
ajceb-5524	29	20	.	.	PUNCT
ajceb-5524	29	21	 	 	SPACE
ajceb-5524	29	22	similarly	similarly	ADV
ajceb-5524	29	23	,	,	PUNCT
ajceb-5524	29	24	studies	study	NOUN
ajceb-5524	29	25	have	have	AUX
ajceb-5524	29	26	reported	report	VERB
ajceb-5524	29	27	that	that	SCONJ
ajceb-5524	29	28	finance	finance	NOUN
ajceb-5524	29	29	is	be	AUX
ajceb-5524	29	30	one	one	NUM
ajceb-5524	29	31	of	of	ADP
ajceb-5524	29	32	the	the	DET
ajceb-5524	29	33	significant	significant	ADJ
ajceb-5524	29	34	causes	cause	NOUN
ajceb-5524	29	35	 	 	SPACE
ajceb-5524	29	36	of	of	ADP
ajceb-5524	29	37	 	 	SPACE
ajceb-5524	29	38	poor	poor	ADJ
ajceb-5524	29	39	performance	performance	NOUN
ajceb-5524	29	40	of	of	ADP
ajceb-5524	29	41	construction	construction	NOUN
ajceb-5524	29	42	projects	project	NOUN
ajceb-5524	29	43	(	(	PUNCT
ajceb-5524	29	44	abd	abd	PROPN
ajceb-5524	29	45	el	el	PROPN
ajceb-5524	29	46	-	-	PUNCT
ajceb-5524	29	47	razek	razek	ADJ
ajceb-5524	29	48	,	,	PUNCT
ajceb-5524	29	49	bassioni	bassioni	ADJ
ajceb-5524	29	50	 	 	SPACE
ajceb-5524	29	51	and	and	CCONJ
ajceb-5524	29	52	 	 	SPACE
ajceb-5524	29	53	mobarak	mobarak	NOUN
ajceb-5524	29	54	,	,	PUNCT
ajceb-5524	29	55	 	 	SPACE
ajceb-5524	29	56	2008	2008	NUM
ajceb-5524	29	57	;	;	PUNCT
ajceb-5524	29	58	frimpong	frimpong	PROPN
ajceb-5524	29	59	,	,	PUNCT
ajceb-5524	29	60	oluwoye	oluwoye	NOUN
ajceb-5524	29	61	and	and	CCONJ
ajceb-5524	29	62	crawford	crawford	PROPN
ajceb-5524	29	63	,	,	PUNCT
ajceb-5524	29	64	2003	2003	NUM
ajceb-5524	29	65	)	)	PUNCT
ajceb-5524	29	66	.	.	PUNCT
ajceb-5524	30	1	in	in	ADP
ajceb-5524	30	2	fact	fact	NOUN
ajceb-5524	30	3	,	,	PUNCT
ajceb-5524	30	4	flyvbjerg	flyvbjerg	PROPN
ajceb-5524	30	5	,	,	PUNCT
ajceb-5524	30	6	 	 	SPACE
ajceb-5524	30	7	skamris	skamris	NOUN
ajceb-5524	30	8	holm	holm	PROPN
ajceb-5524	30	9	 	 	SPACE
ajceb-5524	30	10	and	and	CCONJ
ajceb-5524	30	11	buhl	buhl	PROPN
ajceb-5524	30	12	(	(	PUNCT
ajceb-5524	30	13	2003	2003	NUM
ajceb-5524	30	14	,	,	PUNCT
ajceb-5524	30	15	 	 	SPACE
ajceb-5524	30	16	2004	2004	NUM
ajceb-5524	30	17	)	)	PUNCT
ajceb-5524	30	18	found	find	VERB
ajceb-5524	30	19	that	that	SCONJ
ajceb-5524	30	20	9	9	NUM
ajceb-5524	30	21	out	out	ADP
ajceb-5524	30	22	of	of	ADP
ajceb-5524	30	23	10	10	NUM
ajceb-5524	30	24	transport	transport	NOUN
ajceb-5524	30	25	infrastructure	infrastructure	NOUN
ajceb-5524	30	26	projects	project	NOUN
ajceb-5524	30	27	 	 	SPACE
ajceb-5524	30	28	experience	experience	NOUN
ajceb-5524	30	29	cost	cost	NOUN
ajceb-5524	30	30	overrun	overrun	NOUN
ajceb-5524	30	31	.	.	PUNCT
ajceb-5524	31	1	taken	take	VERB
ajceb-5524	31	2	together	together	ADV
ajceb-5524	31	3	,	,	PUNCT
ajceb-5524	31	4	these	these	DET
ajceb-5524	31	5	studies	study	NOUN
ajceb-5524	31	6	have	have	AUX
ajceb-5524	31	7	proven	prove	VERB
ajceb-5524	31	8	 	 	SPACE
ajceb-5524	31	9	that	that	PRON
ajceb-5524	31	10	finance	finance	NOUN
ajceb-5524	31	11	 	 	SPACE
ajceb-5524	31	12	has	have	VERB
ajceb-5524	31	13	 	 	SPACE
ajceb-5524	31	14	significant	significant	ADJ
ajceb-5524	31	15	impact	impact	NOUN
ajceb-5524	31	16	on	on	ADP
ajceb-5524	31	17	project	project	NOUN
ajceb-5524	31	18	performance	performance	NOUN
ajceb-5524	31	19	.	.	PUNCT
ajceb-5524	32	1	hence	hence	ADV
ajceb-5524	32	2	,	,	PUNCT
ajceb-5524	32	3	there	there	PRON
ajceb-5524	32	4	is	be	VERB
ajceb-5524	32	5	a	a	DET
ajceb-5524	32	6	constant	constant	ADJ
ajceb-5524	32	7	 	 	SPACE
ajceb-5524	32	8	need	need	NOUN
ajceb-5524	32	9	to	to	PART
ajceb-5524	32	10	 	 	SPACE
ajceb-5524	32	11	seek	seek	VERB
ajceb-5524	32	12	new	new	ADJ
ajceb-5524	32	13	 	 	SPACE
ajceb-5524	32	14	ways	way	NOUN
ajceb-5524	32	15	of	of	ADP
ajceb-5524	32	16	reducing	reduce	VERB
ajceb-5524	32	17	uncertainty	uncertainty	NOUN
ajceb-5524	32	18	associated	associate	VERB
ajceb-5524	32	19	with	with	ADP
ajceb-5524	32	20	cost	cost	NOUN
ajceb-5524	32	21	of	of	ADP
ajceb-5524	32	22	construction	construction	NOUN
ajceb-5524	32	23	 	 	SPACE
ajceb-5524	32	24	projects	project	NOUN
ajceb-5524	32	25	.	.	PUNCT
ajceb-5524	33	1	tender	tender	NOUN
ajceb-5524	33	2	price	price	NOUN
ajceb-5524	33	3	index	index	NOUN
ajceb-5524	33	4	is	be	AUX
ajceb-5524	33	5	a	a	DET
ajceb-5524	33	6	measure	measure	NOUN
ajceb-5524	33	7	that	that	PRON
ajceb-5524	33	8	tracks	track	VERB
ajceb-5524	33	9	movements	movement	NOUN
ajceb-5524	33	10	in	in	ADP
ajceb-5524	33	11	construction	construction	NOUN
ajceb-5524	33	12	cost	cost	NOUN
ajceb-5524	33	13	over	over	ADP
ajceb-5524	33	14	time	time	NOUN
ajceb-5524	33	15	.	.	PUNCT
ajceb-5524	34	1	research	research	NOUN
ajceb-5524	34	2	into	into	ADP
ajceb-5524	34	3	tender	tender	ADJ
ajceb-5524	34	4	price	price	NOUN
ajceb-5524	34	5	index	index	NOUN
ajceb-5524	34	6	forecasting	forecasting	NOUN
ajceb-5524	34	7	has	have	VERB
ajceb-5524	34	8	a	a	DET
ajceb-5524	34	9	long	long	ADJ
ajceb-5524	34	10	history	history	NOUN
ajceb-5524	34	11	.	.	PUNCT
ajceb-5524	35	1	fellows	fellow	NOUN
ajceb-5524	35	2	(	(	PUNCT
ajceb-5524	35	3	1991	1991	NUM
ajceb-5524	35	4	)	)	PUNCT
ajceb-5524	35	5	asserts	assert	VERB
ajceb-5524	35	6	that	that	SCONJ
ajceb-5524	35	7	the	the	DET
ajceb-5524	35	8	use	use	NOUN
ajceb-5524	35	9	of	of	ADP
ajceb-5524	35	10	time	time	NOUN
ajceb-5524	35	11	series	series	PROPN
ajceb-5524	35	12	techniques	technique	NOUN
ajceb-5524	35	13	provides	provide	VERB
ajceb-5524	35	14	considerable	considerable	ADJ
ajceb-5524	35	15	benefit	benefit	NOUN
ajceb-5524	35	16	for	for	ADP
ajceb-5524	35	17	the	the	DET
ajceb-5524	35	18	construction	construction	NOUN
ajceb-5524	35	19	sector	sector	NOUN
ajceb-5524	35	20	when	when	SCONJ
ajceb-5524	35	21	applied	apply	VERB
ajceb-5524	35	22	to	to	ADP
ajceb-5524	35	23	forecasting	forecasting	NOUN
ajceb-5524	35	24	problems	problem	NOUN
ajceb-5524	35	25	.	.	PUNCT
ajceb-5524	36	1	modelling	model	VERB
ajceb-5524	36	2	techniques	technique	NOUN
ajceb-5524	36	3	found	find	VERB
ajceb-5524	36	4	in	in	ADP
ajceb-5524	36	5	literature	literature	NOUN
ajceb-5524	36	6	can	can	AUX
ajceb-5524	36	7	be	be	AUX
ajceb-5524	36	8	categorised	categorise	VERB
ajceb-5524	36	9	into	into	ADP
ajceb-5524	36	10	two	two	NUM
ajceb-5524	36	11	classes	class	NOUN
ajceb-5524	36	12	namely	namely	ADV
ajceb-5524	36	13	,	,	PUNCT
ajceb-5524	36	14	univariate	univariate	ADJ
ajceb-5524	36	15	(	(	PUNCT
ajceb-5524	36	16	goh	goh	PROPN
ajceb-5524	36	17	and	and	CCONJ
ajceb-5524	36	18	teo	teo	PROPN
ajceb-5524	36	19	,	,	PUNCT
ajceb-5524	36	20	2000	2000	NUM
ajceb-5524	36	21	)	)	PUNCT
ajceb-5524	36	22	and	and	CCONJ
ajceb-5524	36	23	multivariate	multivariate	NOUN
ajceb-5524	36	24	(	(	PUNCT
ajceb-5524	36	25	wong	wong	PROPN
ajceb-5524	36	26	and	and	CCONJ
ajceb-5524	36	27	ng	ng	PROPN
ajceb-5524	36	28	,	,	PUNCT
ajceb-5524	36	29	2010	2010	NUM
ajceb-5524	36	30	)	)	PUNCT
ajceb-5524	36	31	.	.	PUNCT
ajceb-5524	37	1	although	although	SCONJ
ajceb-5524	37	2	studies	study	NOUN
ajceb-5524	37	3	have	have	AUX
ajceb-5524	37	4	shown	show	VERB
ajceb-5524	37	5	that	that	SCONJ
ajceb-5524	37	6	both	both	DET
ajceb-5524	37	7	approaches	approach	NOUN
ajceb-5524	37	8	are	be	AUX
ajceb-5524	37	9	reliable	reliable	ADJ
ajceb-5524	37	10	for	for	ADP
ajceb-5524	37	11	predicting	predict	VERB
ajceb-5524	37	12	tender	tender	ADJ
ajceb-5524	37	13	price	price	NOUN
ajceb-5524	37	14	index	index	NOUN
ajceb-5524	37	15	,	,	PUNCT
ajceb-5524	37	16	the	the	DET
ajceb-5524	37	17	choice	choice	NOUN
ajceb-5524	37	18	of	of	ADP
ajceb-5524	37	19	a	a	DET
ajceb-5524	37	20	specific	specific	ADJ
ajceb-5524	37	21	technique	technique	NOUN
ajceb-5524	37	22	depends	depend	VERB
ajceb-5524	37	23	on	on	ADP
ajceb-5524	37	24	the	the	DET
ajceb-5524	37	25	objective	objective	NOUN
ajceb-5524	37	26	of	of	ADP
ajceb-5524	37	27	study	study	NOUN
ajceb-5524	37	28	and	and	CCONJ
ajceb-5524	37	29	availability	availability	NOUN
ajceb-5524	37	30	of	of	ADP
ajceb-5524	37	31	data	datum	NOUN
ajceb-5524	37	32	.	.	PUNCT
ajceb-5524	38	1	for	for	ADP
ajceb-5524	38	2	instance	instance	NOUN
ajceb-5524	38	3	,	,	PUNCT
ajceb-5524	38	4	multivariate	multivariate	NOUN
ajceb-5524	38	5	models	model	NOUN
ajceb-5524	38	6	are	be	AUX
ajceb-5524	38	7	useful	useful	ADJ
ajceb-5524	38	8	for	for	ADP
ajceb-5524	38	9	evaluating	evaluate	VERB
ajceb-5524	38	10	existing	exist	VERB
ajceb-5524	38	11	theories	theory	NOUN
ajceb-5524	38	12	or	or	CCONJ
ajceb-5524	38	13	building	build	VERB
ajceb-5524	38	14	new	new	ADJ
ajceb-5524	38	15	theories	theory	NOUN
ajceb-5524	38	16	(	(	PUNCT
ajceb-5524	38	17	see	see	VERB
ajceb-5524	38	18	shmueli	shmueli	ADJ
ajceb-5524	38	19	,	,	PUNCT
ajceb-5524	38	20	2010	2010	NUM
ajceb-5524	38	21	)	)	PUNCT
ajceb-5524	38	22	.	.	PUNCT
ajceb-5524	39	1	in	in	ADP
ajceb-5524	39	2	contrast	contrast	NOUN
ajceb-5524	39	3	,	,	PUNCT
ajceb-5524	39	4	univariate	univariate	ADJ
ajceb-5524	39	5	models	model	NOUN
ajceb-5524	39	6	are	be	AUX
ajceb-5524	39	7	suitable	suitable	ADJ
ajceb-5524	39	8	for	for	ADP
ajceb-5524	39	9	application	application	NOUN
ajceb-5524	39	10	to	to	ADP
ajceb-5524	39	11	short	short	ADJ
ajceb-5524	39	12	-	-	PUNCT
ajceb-5524	39	13	term	term	NOUN
ajceb-5524	39	14	forecasting	forecasting	NOUN
ajceb-5524	39	15	problems	problem	NOUN
ajceb-5524	39	16	(	(	PUNCT
ajceb-5524	39	17	goh	goh	PROPN
ajceb-5524	39	18	and	and	CCONJ
ajceb-5524	39	19	teo	teo	PROPN
ajceb-5524	39	20	,	,	PUNCT
ajceb-5524	39	21	2000	2000	NUM
ajceb-5524	39	22	)	)	PUNCT
ajceb-5524	39	23	.	.	PUNCT
ajceb-5524	40	1	to	to	ADP
ajceb-5524	40	2	date	date	NOUN
ajceb-5524	40	3	,	,	PUNCT
ajceb-5524	40	4	very	very	ADV
ajceb-5524	40	5	little	little	ADJ
ajceb-5524	40	6	is	be	AUX
ajceb-5524	40	7	known	know	VERB
ajceb-5524	40	8	about	about	ADP
ajceb-5524	40	9	the	the	DET
ajceb-5524	40	10	predictive	predictive	ADJ
ajceb-5524	40	11	performance	performance	NOUN
ajceb-5524	40	12	of	of	ADP
ajceb-5524	40	13	univariate	univariate	ADJ
ajceb-5524	40	14	variant	variant	NOUN
ajceb-5524	40	15	of	of	ADP
ajceb-5524	40	16	neural	neural	ADJ
ajceb-5524	40	17	network	network	NOUN
ajceb-5524	40	18	model	model	NOUN
ajceb-5524	40	19	when	when	SCONJ
ajceb-5524	40	20	applied	apply	VERB
ajceb-5524	40	21	to	to	ADP
ajceb-5524	40	22	tender	tender	ADJ
ajceb-5524	40	23	price	price	NOUN
ajceb-5524	40	24	index	index	NOUN
ajceb-5524	40	25	forecasting	forecasting	NOUN
ajceb-5524	40	26	.	.	PUNCT
ajceb-5524	41	1	the	the	DET
ajceb-5524	41	2	aim	aim	NOUN
ajceb-5524	41	3	of	of	ADP
ajceb-5524	41	4	the	the	DET
ajceb-5524	41	5	current	current	ADJ
ajceb-5524	41	6	study	study	NOUN
ajceb-5524	41	7	is	be	AUX
ajceb-5524	41	8	to	to	PART
ajceb-5524	41	9	investigate	investigate	VERB
ajceb-5524	41	10	the	the	DET
ajceb-5524	41	11	efficacy	efficacy	NOUN
ajceb-5524	41	12	of	of	ADP
ajceb-5524	41	13	using	use	VERB
ajceb-5524	41	14	univariate	univariate	ADJ
ajceb-5524	41	15	techniques	technique	NOUN
ajceb-5524	41	16	for	for	ADP
ajceb-5524	41	17	tender	tender	ADJ
ajceb-5524	41	18	price	price	NOUN
ajceb-5524	41	19	forecasting	forecasting	NOUN
ajceb-5524	41	20	.	.	PUNCT
ajceb-5524	42	1	the	the	DET
ajceb-5524	42	2	study	study	NOUN
ajceb-5524	42	3	addresses	address	VERB
ajceb-5524	42	4	two	two	NUM
ajceb-5524	42	5	objectives	objective	NOUN
ajceb-5524	42	6	,	,	PUNCT
ajceb-5524	42	7	which	which	PRON
ajceb-5524	42	8	are	be	AUX
ajceb-5524	42	9	:	:	PUNCT
ajceb-5524	42	10	(	(	PUNCT
ajceb-5524	42	11	1	1	X
ajceb-5524	42	12	)	)	PUNCT
ajceb-5524	42	13	to	to	PART
ajceb-5524	42	14	apply	apply	VERB
ajceb-5524	42	15	boxjenkins	boxjenkin	NOUN
ajceb-5524	42	16	and	and	CCONJ
ajceb-5524	42	17	neural	neural	ADJ
ajceb-5524	42	18	network	network	NOUN
ajceb-5524	42	19	model	model	NOUN
ajceb-5524	42	20	to	to	PART
ajceb-5524	42	21	tender	tender	VERB
ajceb-5524	42	22	price	price	NOUN
ajceb-5524	42	23	forecasting	forecasting	NOUN
ajceb-5524	42	24	and	and	CCONJ
ajceb-5524	42	25	(	(	PUNCT
ajceb-5524	42	26	2	2	NUM
ajceb-5524	42	27	)	)	PUNCT
ajceb-5524	42	28	to	to	PART
ajceb-5524	42	29	compare	compare	VERB
ajceb-5524	42	30	the	the	DET
ajceb-5524	42	31	predictive	predictive	ADJ
ajceb-5524	42	32	performance	performance	NOUN
ajceb-5524	42	33	of	of	ADP
ajceb-5524	42	34	the	the	DET
ajceb-5524	42	35	developed	develop	VERB
ajceb-5524	42	36	models	model	NOUN
ajceb-5524	42	37	.	.	PUNCT
ajceb-5524	43	1	the	the	DET
ajceb-5524	43	2	box	box	NOUN
ajceb-5524	43	3	-	-	PUNCT
ajceb-5524	43	4	jenkins	jenkin	NOUN
ajceb-5524	43	5	model	model	NOUN
ajceb-5524	43	6	was	be	AUX
ajceb-5524	43	7	selected	select	VERB
ajceb-5524	43	8	as	as	ADP
ajceb-5524	43	9	benchmark	benchmark	NOUN
ajceb-5524	43	10	model	model	NOUN
ajceb-5524	43	11	due	due	ADP
ajceb-5524	43	12	to	to	ADP
ajceb-5524	43	13	:	:	PUNCT
ajceb-5524	43	14	(	(	PUNCT
ajceb-5524	43	15	i	i	NOUN
ajceb-5524	43	16	)	)	PUNCT
ajceb-5524	43	17	a	a	DET
ajceb-5524	43	18	well	well	ADV
ajceb-5524	43	19	-	-	PUNCT
ajceb-5524	43	20	structured	structure	VERB
ajceb-5524	43	21	process	process	NOUN
ajceb-5524	43	22	of	of	ADP
ajceb-5524	43	23	its	its	PRON
ajceb-5524	43	24	application	application	NOUN
ajceb-5524	43	25	and	and	CCONJ
ajceb-5524	43	26	(	(	PUNCT
ajceb-5524	43	27	ii	ii	NOUN
ajceb-5524	43	28	)	)	PUNCT
ajceb-5524	43	29	an	an	DET
ajceb-5524	43	30	acceptable	acceptable	ADJ
ajceb-5524	43	31	performance	performance	NOUN
ajceb-5524	43	32	in	in	ADP
ajceb-5524	43	33	previous	previous	ADJ
ajceb-5524	43	34	research	research	NOUN
ajceb-5524	43	35	(	(	PUNCT
ajceb-5524	43	36	goh	goh	PROPN
ajceb-5524	43	37	and	and	CCONJ
ajceb-5524	43	38	teo	teo	PROPN
ajceb-5524	43	39	,	,	PUNCT
ajceb-5524	43	40	2000	2000	NUM
ajceb-5524	43	41	;	;	PUNCT
ajceb-5524	43	42	yip	yip	PROPN
ajceb-5524	43	43	,	,	PUNCT
ajceb-5524	43	44	fan	fan	PROPN
ajceb-5524	43	45	and	and	CCONJ
ajceb-5524	43	46	chiang	chiang	PROPN
ajceb-5524	43	47	,	,	PUNCT
ajceb-5524	43	48	2014	2014	NUM
ajceb-5524	43	49	)	)	PUNCT
ajceb-5524	43	50	.	.	PUNCT
ajceb-5524	44	1	the	the	DET
ajceb-5524	44	2	information	information	NOUN
ajceb-5524	44	3	provided	provide	VERB
ajceb-5524	44	4	by	by	ADP
ajceb-5524	44	5	the	the	DET
ajceb-5524	44	6	developed	develop	VERB
ajceb-5524	44	7	models	model	NOUN
ajceb-5524	44	8	are	be	AUX
ajceb-5524	44	9	helpful	helpful	ADJ
ajceb-5524	44	10	for	for	ADP
ajceb-5524	44	11	strategic	strategic	ADJ
ajceb-5524	44	12	decisions	decision	NOUN
ajceb-5524	44	13	relating	relate	VERB
ajceb-5524	44	14	to	to	ADP
ajceb-5524	44	15	management	management	NOUN
ajceb-5524	44	16	of	of	ADP
ajceb-5524	44	17	project	project	NOUN
ajceb-5524	44	18	cost	cost	NOUN
ajceb-5524	44	19	.	.	PUNCT
ajceb-5524	45	1	the	the	DET
ajceb-5524	45	2	remainder	remainder	NOUN
ajceb-5524	45	3	of	of	ADP
ajceb-5524	45	4	this	this	DET
ajceb-5524	45	5	paper	paper	NOUN
ajceb-5524	45	6	is	be	AUX
ajceb-5524	45	7	divided	divide	VERB
ajceb-5524	45	8	into	into	ADP
ajceb-5524	45	9	four	four	NUM
ajceb-5524	45	10	sections	section	NOUN
ajceb-5524	45	11	.	.	PUNCT
ajceb-5524	46	1	the	the	DET
ajceb-5524	46	2	first	first	ADJ
ajceb-5524	46	3	section	section	NOUN
ajceb-5524	46	4	provides	provide	VERB
ajceb-5524	46	5	justification	justification	NOUN
ajceb-5524	46	6	for	for	ADP
ajceb-5524	46	7	the	the	DET
ajceb-5524	46	8	approaches	approach	NOUN
ajceb-5524	46	9	used	use	VERB
ajceb-5524	46	10	in	in	ADP
ajceb-5524	46	11	the	the	DET
ajceb-5524	46	12	present	present	ADJ
ajceb-5524	46	13	study	study	NOUN
ajceb-5524	46	14	.	.	PUNCT
ajceb-5524	47	1	secondly	secondly	ADV
ajceb-5524	47	2	,	,	PUNCT
ajceb-5524	47	3	an	an	DET
ajceb-5524	47	4	explicit	explicit	ADJ
ajceb-5524	47	5	description	description	NOUN
ajceb-5524	47	6	of	of	ADP
ajceb-5524	47	7	the	the	DET
ajceb-5524	47	8	modelling	modelling	NOUN
ajceb-5524	47	9	techniques	technique	NOUN
ajceb-5524	47	10	adopted	adopt	VERB
ajceb-5524	47	11	in	in	ADP
ajceb-5524	47	12	the	the	DET
ajceb-5524	47	13	study	study	NOUN
ajceb-5524	47	14	is	be	AUX
ajceb-5524	47	15	discussed	discuss	VERB
ajceb-5524	47	16	in	in	ADP
ajceb-5524	47	17	the	the	DET
ajceb-5524	47	18	research	research	NOUN
ajceb-5524	47	19	method	method	NOUN
ajceb-5524	47	20	section	section	NOUN
ajceb-5524	47	21	.	.	PUNCT
ajceb-5524	48	1	the	the	DET
ajceb-5524	48	2	results	result	NOUN
ajceb-5524	48	3	,	,	PUNCT
ajceb-5524	48	4	discussion	discussion	NOUN
ajceb-5524	48	5	and	and	CCONJ
ajceb-5524	48	6	implications	implication	NOUN
ajceb-5524	48	7	of	of	ADP
ajceb-5524	48	8	findings	finding	NOUN
ajceb-5524	48	9	are	be	AUX
ajceb-5524	48	10	presented	present	VERB
ajceb-5524	48	11	in	in	ADP
ajceb-5524	48	12	the	the	DET
ajceb-5524	48	13	third	third	ADJ
ajceb-5524	48	14	section	section	NOUN
ajceb-5524	48	15	.	.	PUNCT
ajceb-5524	49	1	finally	finally	ADV
ajceb-5524	49	2	,	,	PUNCT
ajceb-5524	49	3	the	the	DET
ajceb-5524	49	4	fourth	fourth	ADJ
ajceb-5524	49	5	section	section	NOUN
ajceb-5524	49	6	provides	provide	VERB
ajceb-5524	49	7	concluding	conclude	VERB
ajceb-5524	49	8	remarks	remark	NOUN
ajceb-5524	49	9	and	and	CCONJ
ajceb-5524	49	10	areas	area	NOUN
ajceb-5524	49	11	of	of	ADP
ajceb-5524	49	12	further	further	ADJ
ajceb-5524	49	13	research	research	NOUN
ajceb-5524	49	14	.	.	PUNCT
ajceb-5524	50	1	literature	literature	NOUN
ajceb-5524	50	2	review	review	NOUN
ajceb-5524	50	3	justification	justification	NOUN
ajceb-5524	50	4	for	for	ADP
ajceb-5524	50	5	the	the	DET
ajceb-5524	50	6	application	application	NOUN
ajceb-5524	50	7	of	of	ADP
ajceb-5524	50	8	univariate	univariate	ADJ
ajceb-5524	50	9	models	model	NOUN
ajceb-5524	50	10	to	to	PART
ajceb-5524	50	11	tender	tender	VERB
ajceb-5524	50	12	price	price	NOUN
ajceb-5524	50	13	index	index	NOUN
ajceb-5524	50	14	forecasting	forecast	VERB
ajceb-5524	50	15	a	a	DET
ajceb-5524	50	16	growing	grow	VERB
ajceb-5524	50	17	body	body	NOUN
ajceb-5524	50	18	of	of	ADP
ajceb-5524	50	19	literature	literature	NOUN
ajceb-5524	50	20	has	have	AUX
ajceb-5524	50	21	shown	show	VERB
ajceb-5524	50	22	that	that	SCONJ
ajceb-5524	50	23	models	model	NOUN
ajceb-5524	50	24	can	can	AUX
ajceb-5524	50	25	be	be	AUX
ajceb-5524	50	26	used	use	VERB
ajceb-5524	50	27	for	for	ADP
ajceb-5524	50	28	predicting	predict	VERB
ajceb-5524	50	29	the	the	DET
ajceb-5524	50	30	future	future	ADJ
ajceb-5524	50	31	changes	change	NOUN
ajceb-5524	50	32	in	in	ADP
ajceb-5524	50	33	tender	tender	ADJ
ajceb-5524	50	34	price	price	NOUN
ajceb-5524	50	35	index	index	NOUN
ajceb-5524	50	36	.	.	PUNCT
ajceb-5524	51	1	the	the	DET
ajceb-5524	51	2	findings	finding	NOUN
ajceb-5524	51	3	from	from	ADP
ajceb-5524	51	4	previous	previous	ADJ
ajceb-5524	51	5	research	research	NOUN
ajceb-5524	51	6	have	have	AUX
ajceb-5524	51	7	shown	show	VERB
ajceb-5524	51	8	that	that	SCONJ
ajceb-5524	51	9	several	several	ADJ
ajceb-5524	51	10	oshodi	oshodi	NOUN
ajceb-5524	51	11	,	,	PUNCT
ajceb-5524	51	12	ejohwomu	ejohwomu	NOUN
ajceb-5524	51	13	,	,	PUNCT
ajceb-5524	51	14	famakin	famakin	PROPN
ajceb-5524	51	15	&	&	CCONJ
ajceb-5524	51	16	cortez	cortez	PROPN
ajceb-5524	51	17	construction	construction	NOUN
ajceb-5524	51	18	economics	economic	NOUN
ajceb-5524	51	19	and	and	CCONJ
ajceb-5524	51	20	building	building	NOUN
ajceb-5524	51	21	,	,	PUNCT
ajceb-5524	51	22	vol	vol	NOUN
ajceb-5524	51	23	.	.	PROPN
ajceb-5524	51	24	17	17	NUM
ajceb-5524	51	25	,	,	PUNCT
ajceb-5524	51	26	no	no	INTJ
ajceb-5524	51	27	.	.	NOUN
ajceb-5524	51	28	3	3	NUM
ajceb-5524	51	29	september	september	PROPN
ajceb-5524	51	30	2017110	2017110	NUM
ajceb-5524	51	31	economic	economic	ADJ
ajceb-5524	51	32	factors	factor	NOUN
ajceb-5524	51	33	determine	determine	VERB
ajceb-5524	51	34	the	the	DET
ajceb-5524	51	35	future	future	ADJ
ajceb-5524	51	36	value	value	NOUN
ajceb-5524	51	37	of	of	ADP
ajceb-5524	51	38	tender	tender	ADJ
ajceb-5524	51	39	price	price	NOUN
ajceb-5524	51	40	index	index	NOUN
ajceb-5524	51	41	.	.	PUNCT
ajceb-5524	52	1	shahandashti	shahandashti	PROPN
ajceb-5524	52	2	and	and	CCONJ
ajceb-5524	52	3	ashuri	ashuri	NOUN
ajceb-5524	52	4	(	(	PUNCT
ajceb-5524	52	5	2015	2015	NUM
ajceb-5524	52	6	)	)	PUNCT
ajceb-5524	52	7	found	find	VERB
ajceb-5524	52	8	that	that	SCONJ
ajceb-5524	52	9	crude	crude	ADJ
ajceb-5524	52	10	oil	oil	NOUN
ajceb-5524	52	11	prices	price	NOUN
ajceb-5524	52	12	and	and	CCONJ
ajceb-5524	52	13	average	average	ADJ
ajceb-5524	52	14	hourly	hourly	ADJ
ajceb-5524	52	15	earnings	earning	NOUN
ajceb-5524	52	16	can	can	AUX
ajceb-5524	52	17	explain	explain	VERB
ajceb-5524	52	18	movements	movement	NOUN
ajceb-5524	52	19	in	in	ADP
ajceb-5524	52	20	highway	highway	NOUN
ajceb-5524	52	21	cost	cost	NOUN
ajceb-5524	52	22	in	in	ADP
ajceb-5524	52	23	the	the	DET
ajceb-5524	52	24	united	united	PROPN
ajceb-5524	52	25	states	states	PROPN
ajceb-5524	52	26	.	.	PUNCT
ajceb-5524	53	1	wong	wong	PROPN
ajceb-5524	53	2	and	and	CCONJ
ajceb-5524	53	3	ng	ng	PROPN
ajceb-5524	53	4	(	(	PUNCT
ajceb-5524	53	5	2010	2010	NUM
ajceb-5524	53	6	)	)	PUNCT
ajceb-5524	53	7	showed	show	VERB
ajceb-5524	53	8	that	that	SCONJ
ajceb-5524	53	9	building	building	NOUN
ajceb-5524	53	10	cost	cost	NOUN
ajceb-5524	53	11	index	index	NOUN
ajceb-5524	53	12	,	,	PUNCT
ajceb-5524	53	13	gross	gross	ADJ
ajceb-5524	53	14	domestic	domestic	ADJ
ajceb-5524	53	15	product	product	NOUN
ajceb-5524	53	16	(	(	PUNCT
ajceb-5524	53	17	gdp	gdp	NOUN
ajceb-5524	53	18	)	)	PUNCT
ajceb-5524	53	19	and	and	CCONJ
ajceb-5524	53	20	construction	construction	NOUN
ajceb-5524	53	21	sector	sector	NOUN
ajceb-5524	53	22	contribution	contribution	NOUN
ajceb-5524	53	23	to	to	ADP
ajceb-5524	53	24	gross	gross	ADJ
ajceb-5524	53	25	domestic	domestic	ADJ
ajceb-5524	53	26	product	product	NOUN
ajceb-5524	53	27	are	be	AUX
ajceb-5524	53	28	significant	significant	ADJ
ajceb-5524	53	29	predictors	predictor	NOUN
ajceb-5524	53	30	of	of	ADP
ajceb-5524	53	31	tender	tender	ADJ
ajceb-5524	53	32	price	price	NOUN
ajceb-5524	53	33	index	index	NOUN
ajceb-5524	53	34	in	in	ADP
ajceb-5524	53	35	hong	hong	PROPN
ajceb-5524	53	36	kong	kong	PROPN
ajceb-5524	53	37	.	.	PUNCT
ajceb-5524	54	1	table	table	NOUN
ajceb-5524	54	2	1	1	NUM
ajceb-5524	54	3	provides	provide	VERB
ajceb-5524	54	4	a	a	DET
ajceb-5524	54	5	summary	summary	NOUN
ajceb-5524	54	6	of	of	ADP
ajceb-5524	54	7	leading	lead	VERB
ajceb-5524	54	8	determinants	determinant	NOUN
ajceb-5524	54	9	used	use	VERB
ajceb-5524	54	10	to	to	PART
ajceb-5524	54	11	explain	explain	VERB
ajceb-5524	54	12	changes	change	NOUN
ajceb-5524	54	13	in	in	ADP
ajceb-5524	54	14	tender	tender	ADJ
ajceb-5524	54	15	price	price	NOUN
ajceb-5524	54	16	index	index	NOUN
ajceb-5524	54	17	.	.	PUNCT
ajceb-5524	55	1	however	however	ADV
ajceb-5524	55	2	,	,	PUNCT
ajceb-5524	55	3	it	it	PRON
ajceb-5524	55	4	is	be	AUX
ajceb-5524	55	5	important	important	ADJ
ajceb-5524	55	6	for	for	SCONJ
ajceb-5524	55	7	readers	reader	NOUN
ajceb-5524	55	8	to	to	PART
ajceb-5524	55	9	note	note	VERB
ajceb-5524	55	10	that	that	SCONJ
ajceb-5524	55	11	the	the	DET
ajceb-5524	55	12	list	list	NOUN
ajceb-5524	55	13	of	of	ADP
ajceb-5524	55	14	determinants	determinant	NOUN
ajceb-5524	55	15	presented	present	VERB
ajceb-5524	55	16	in	in	ADP
ajceb-5524	55	17	table	table	NOUN
ajceb-5524	55	18	1	1	NUM
ajceb-5524	55	19	is	be	AUX
ajceb-5524	55	20	not	not	PART
ajceb-5524	55	21	exhaustive	exhaustive	ADJ
ajceb-5524	55	22	.	.	PUNCT
ajceb-5524	56	1	based	base	VERB
ajceb-5524	56	2	on	on	ADP
ajceb-5524	56	3	the	the	DET
ajceb-5524	56	4	information	information	NOUN
ajceb-5524	56	5	shown	show	VERB
ajceb-5524	56	6	in	in	ADP
ajceb-5524	56	7	table	table	NOUN
ajceb-5524	56	8	1	1	NUM
ajceb-5524	56	9	,	,	PUNCT
ajceb-5524	56	10	it	it	PRON
ajceb-5524	56	11	is	be	AUX
ajceb-5524	56	12	evident	evident	ADJ
ajceb-5524	56	13	that	that	SCONJ
ajceb-5524	56	14	a	a	DET
ajceb-5524	56	15	large	large	ADJ
ajceb-5524	56	16	number	number	NOUN
ajceb-5524	56	17	of	of	ADP
ajceb-5524	56	18	social	social	ADJ
ajceb-5524	56	19	and	and	CCONJ
ajceb-5524	56	20	economic	economic	ADJ
ajceb-5524	56	21	indicators	indicator	NOUN
ajceb-5524	56	22	affect	affect	VERB
ajceb-5524	56	23	tender	tender	ADJ
ajceb-5524	56	24	price	price	NOUN
ajceb-5524	56	25	index	index	NOUN
ajceb-5524	56	26	.	.	PUNCT
ajceb-5524	57	1	multivariate	multivariate	NOUN
ajceb-5524	57	2	modelling	modelling	NOUN
ajceb-5524	57	3	techniques	technique	NOUN
ajceb-5524	57	4	can	can	AUX
ajceb-5524	57	5	be	be	AUX
ajceb-5524	57	6	used	use	VERB
ajceb-5524	57	7	to	to	PART
ajceb-5524	57	8	capture	capture	VERB
ajceb-5524	57	9	the	the	DET
ajceb-5524	57	10	relationship	relationship	NOUN
ajceb-5524	57	11	between	between	ADP
ajceb-5524	57	12	tender	tender	NOUN
ajceb-5524	57	13	price	price	NOUN
ajceb-5524	57	14	index	index	NOUN
ajceb-5524	57	15	and	and	CCONJ
ajceb-5524	57	16	its	its	PRON
ajceb-5524	57	17	determinants	determinant	NOUN
ajceb-5524	57	18	.	.	PUNCT
ajceb-5524	58	1	the	the	DET
ajceb-5524	58	2	estimated	estimate	VERB
ajceb-5524	58	3	multivariate	multivariate	NOUN
ajceb-5524	58	4	models	model	NOUN
ajceb-5524	58	5	can	can	AUX
ajceb-5524	58	6	also	also	ADV
ajceb-5524	58	7	be	be	AUX
ajceb-5524	58	8	used	use	VERB
ajceb-5524	58	9	for	for	ADP
ajceb-5524	58	10	forecasting	forecasting	NOUN
ajceb-5524	58	11	purposes	purpose	NOUN
ajceb-5524	58	12	.	.	PUNCT
ajceb-5524	59	1	however	however	ADV
ajceb-5524	59	2	,	,	PUNCT
ajceb-5524	59	3	raftery	raftery	ADV
ajceb-5524	59	4	(	(	PUNCT
ajceb-5524	59	5	1999	1999	NUM
ajceb-5524	59	6	)	)	PUNCT
ajceb-5524	59	7	explains	explain	VERB
ajceb-5524	59	8	that	that	SCONJ
ajceb-5524	59	9	the	the	DET
ajceb-5524	59	10	availability	availability	NOUN
ajceb-5524	59	11	of	of	ADP
ajceb-5524	59	12	data	data	NOUN
ajceb-5524	59	13	is	be	AUX
ajceb-5524	59	14	a	a	DET
ajceb-5524	59	15	crucial	crucial	ADJ
ajceb-5524	59	16	factor	factor	NOUN
ajceb-5524	59	17	that	that	PRON
ajceb-5524	59	18	determines	determine	VERB
ajceb-5524	59	19	the	the	DET
ajceb-5524	59	20	possibility	possibility	NOUN
ajceb-5524	59	21	of	of	ADP
ajceb-5524	59	22	developing	develop	VERB
ajceb-5524	59	23	multivariate	multivariate	NOUN
ajceb-5524	59	24	models	model	NOUN
ajceb-5524	59	25	.	.	PUNCT
ajceb-5524	60	1	similarly	similarly	ADV
ajceb-5524	60	2	,	,	PUNCT
ajceb-5524	60	3	numerous	numerous	ADJ
ajceb-5524	60	4	studies	study	NOUN
ajceb-5524	60	5	have	have	AUX
ajceb-5524	60	6	acknowledged	acknowledge	VERB
ajceb-5524	60	7	that	that	SCONJ
ajceb-5524	60	8	non	non	NOUN
ajceb-5524	60	9	-	-	NOUN
ajceb-5524	60	10	availability	availability	NOUN
ajceb-5524	60	11	of	of	ADP
ajceb-5524	60	12	data	data	NOUN
ajceb-5524	60	13	is	be	AUX
ajceb-5524	60	14	a	a	DET
ajceb-5524	60	15	major	major	ADJ
ajceb-5524	60	16	problem	problem	NOUN
ajceb-5524	60	17	faced	face	VERB
ajceb-5524	60	18	in	in	ADP
ajceb-5524	60	19	the	the	DET
ajceb-5524	60	20	field	field	NOUN
ajceb-5524	60	21	of	of	ADP
ajceb-5524	60	22	construction	construction	NOUN
ajceb-5524	60	23	economics	economic	NOUN
ajceb-5524	60	24	(	(	PUNCT
ajceb-5524	60	25	see	see	VERB
ajceb-5524	60	26	gruneberg	gruneberg	NOUN
ajceb-5524	60	27	and	and	CCONJ
ajceb-5524	60	28	folwell	folwell	PROPN
ajceb-5524	60	29	,	,	PUNCT
ajceb-5524	60	30	2013	2013	NUM
ajceb-5524	60	31	;	;	PUNCT
ajceb-5524	60	32	k’akumu	k’akumu	PROPN
ajceb-5524	60	33	,	,	PUNCT
ajceb-5524	60	34	2007	2007	NUM
ajceb-5524	60	35	)	)	PUNCT
ajceb-5524	60	36	.	.	PUNCT
ajceb-5524	61	1	the	the	DET
ajceb-5524	61	2	unavailability	unavailability	NOUN
ajceb-5524	61	3	of	of	ADP
ajceb-5524	61	4	data	datum	NOUN
ajceb-5524	61	5	limits	limit	VERB
ajceb-5524	61	6	the	the	DET
ajceb-5524	61	7	potential	potential	NOUN
ajceb-5524	61	8	of	of	ADP
ajceb-5524	61	9	applying	apply	VERB
ajceb-5524	61	10	multivariate	multivariate	NOUN
ajceb-5524	61	11	models	model	NOUN
ajceb-5524	61	12	to	to	ADP
ajceb-5524	61	13	forecasting	forecasting	NOUN
ajceb-5524	61	14	problems	problem	NOUN
ajceb-5524	61	15	.	.	PUNCT
ajceb-5524	62	1	hence	hence	ADV
ajceb-5524	62	2	,	,	PUNCT
ajceb-5524	62	3	there	there	PRON
ajceb-5524	62	4	is	be	VERB
ajceb-5524	62	5	need	need	NOUN
ajceb-5524	62	6	to	to	PART
ajceb-5524	62	7	seek	seek	VERB
ajceb-5524	62	8	alternative	alternative	ADJ
ajceb-5524	62	9	reliable	reliable	ADJ
ajceb-5524	62	10	methods	method	NOUN
ajceb-5524	62	11	that	that	PRON
ajceb-5524	62	12	require	require	VERB
ajceb-5524	62	13	few	few	ADJ
ajceb-5524	62	14	or	or	CCONJ
ajceb-5524	62	15	no	no	PRON
ajceb-5524	62	16	explanatory	explanatory	ADJ
ajceb-5524	62	17	variables	variable	NOUN
ajceb-5524	62	18	.	.	PUNCT
ajceb-5524	63	1	in	in	ADP
ajceb-5524	63	2	literature	literature	NOUN
ajceb-5524	63	3	,	,	PUNCT
ajceb-5524	63	4	multivariate	multivariate	NOUN
ajceb-5524	63	5	models	model	NOUN
ajceb-5524	63	6	have	have	AUX
ajceb-5524	63	7	been	be	AUX
ajceb-5524	63	8	used	use	VERB
ajceb-5524	63	9	to	to	PART
ajceb-5524	63	10	generate	generate	VERB
ajceb-5524	63	11	the	the	DET
ajceb-5524	63	12	forecast	forecast	NOUN
ajceb-5524	63	13	of	of	ADP
ajceb-5524	63	14	tender	tender	ADJ
ajceb-5524	63	15	price	price	NOUN
ajceb-5524	63	16	index	index	NOUN
ajceb-5524	63	17	.	.	PUNCT
ajceb-5524	64	1	those	those	PRON
ajceb-5524	64	2	found	find	VERB
ajceb-5524	64	3	in	in	ADP
ajceb-5524	64	4	literature	literature	NOUN
ajceb-5524	64	5	include	include	VERB
ajceb-5524	64	6	:	:	PUNCT
ajceb-5524	64	7	regression	regression	NOUN
ajceb-5524	64	8	,	,	PUNCT
ajceb-5524	64	9	vector	vector	NOUN
ajceb-5524	64	10	error	error	NOUN
ajceb-5524	64	11	correction	correction	NOUN
ajceb-5524	64	12	and	and	CCONJ
ajceb-5524	64	13	neural	neural	ADJ
ajceb-5524	64	14	network	network	NOUN
ajceb-5524	64	15	,	,	PUNCT
ajceb-5524	64	16	amongst	amongst	ADP
ajceb-5524	64	17	others	other	NOUN
ajceb-5524	64	18	.	.	PUNCT
ajceb-5524	65	1	previous	previous	ADJ
ajceb-5524	65	2	research	research	NOUN
ajceb-5524	65	3	has	have	AUX
ajceb-5524	65	4	shown	show	VERB
ajceb-5524	65	5	that	that	SCONJ
ajceb-5524	65	6	multivariate	multivariate	NOUN
ajceb-5524	65	7	models	model	NOUN
ajceb-5524	65	8	may	may	AUX
ajceb-5524	65	9	not	not	PART
ajceb-5524	65	10	produce	produce	VERB
ajceb-5524	65	11	reliable	reliable	ADJ
ajceb-5524	65	12	forecast	forecast	NOUN
ajceb-5524	65	13	in	in	ADP
ajceb-5524	65	14	selected	select	VERB
ajceb-5524	65	15	cases	case	NOUN
ajceb-5524	65	16	(	(	PUNCT
ajceb-5524	65	17	see	see	VERB
ajceb-5524	65	18	akintoye	akintoye	NOUN
ajceb-5524	65	19	and	and	CCONJ
ajceb-5524	65	20	skitmore	skitmore	NOUN
ajceb-5524	65	21	,	,	PUNCT
ajceb-5524	65	22	1994	1994	NUM
ajceb-5524	65	23	;	;	PUNCT
ajceb-5524	65	24	fan	fan	PROPN
ajceb-5524	65	25	,	,	PUNCT
ajceb-5524	65	26	ng	ng	PROPN
ajceb-5524	65	27	and	and	CCONJ
ajceb-5524	65	28	wong	wong	PROPN
ajceb-5524	65	29	,	,	PUNCT
ajceb-5524	65	30	2010	2010	NUM
ajceb-5524	65	31	)	)	PUNCT
ajceb-5524	65	32	.	.	PUNCT
ajceb-5524	66	1	the	the	DET
ajceb-5524	66	2	poor	poor	ADJ
ajceb-5524	66	3	performance	performance	NOUN
ajceb-5524	66	4	of	of	ADP
ajceb-5524	66	5	multivariate	multivariate	NOUN
ajceb-5524	66	6	models	model	NOUN
ajceb-5524	66	7	has	have	AUX
ajceb-5524	66	8	been	be	AUX
ajceb-5524	66	9	attributed	attribute	VERB
ajceb-5524	66	10	to	to	ADP
ajceb-5524	66	11	wrong	wrong	ADJ
ajceb-5524	66	12	choice	choice	NOUN
ajceb-5524	66	13	of	of	ADP
ajceb-5524	66	14	explanatory	explanatory	ADJ
ajceb-5524	66	15	variables	variable	NOUN
ajceb-5524	66	16	(	(	PUNCT
ajceb-5524	66	17	akintoye	akintoye	NOUN
ajceb-5524	66	18	and	and	CCONJ
ajceb-5524	66	19	skitmore	skitmore	NOUN
ajceb-5524	66	20	,	,	PUNCT
ajceb-5524	66	21	1994	1994	NUM
ajceb-5524	66	22	)	)	PUNCT
ajceb-5524	66	23	,	,	PUNCT
ajceb-5524	66	24	presence	presence	NOUN
ajceb-5524	66	25	of	of	ADP
ajceb-5524	66	26	autocorrelation	autocorrelation	NOUN
ajceb-5524	66	27	table	table	NOUN
ajceb-5524	66	28	1	1	NUM
ajceb-5524	66	29	significant	significant	ADJ
ajceb-5524	66	30	determinants	determinant	NOUN
ajceb-5524	66	31	of	of	ADP
ajceb-5524	66	32	tender	tender	ADJ
ajceb-5524	66	33	price	price	NOUN
ajceb-5524	66	34	index	index	NOUN
ajceb-5524	66	35	from	from	ADP
ajceb-5524	66	36	previous	previous	ADJ
ajceb-5524	66	37	studies	study	NOUN
ajceb-5524	66	38	author(s	author(s	NOUN
ajceb-5524	66	39	)	)	PUNCT
ajceb-5524	66	40	determinants	determinants	PROPN
ajceb-5524	66	41	blair	blair	PROPN
ajceb-5524	66	42	,	,	PUNCT
ajceb-5524	66	43	lye	lye	NOUN
ajceb-5524	66	44	and	and	CCONJ
ajceb-5524	66	45	campbell	campbell	PROPN
ajceb-5524	66	46	(	(	PUNCT
ajceb-5524	66	47	1993	1993	NUM
ajceb-5524	66	48	)	)	PUNCT
ajceb-5524	66	49	union	union	NOUN
ajceb-5524	66	50	wage	wage	NOUN
ajceb-5524	66	51	rate	rate	NOUN
ajceb-5524	66	52	index	index	NOUN
ajceb-5524	66	53	,	,	PUNCT
ajceb-5524	66	54	the	the	DET
ajceb-5524	66	55	construction	construction	NOUN
ajceb-5524	66	56	building	building	NOUN
ajceb-5524	66	57	materials	material	NOUN
ajceb-5524	66	58	price	price	NOUN
ajceb-5524	66	59	index	index	NOUN
ajceb-5524	66	60	,	,	PUNCT
ajceb-5524	66	61	the	the	DET
ajceb-5524	66	62	commercial	commercial	ADJ
ajceb-5524	66	63	bank	bank	NOUN
ajceb-5524	66	64	lending	lending	NOUN
ajceb-5524	66	65	rate	rate	NOUN
ajceb-5524	66	66	index	index	NOUN
ajceb-5524	66	67	,	,	PUNCT
ajceb-5524	66	68	the	the	DET
ajceb-5524	66	69	sawmill	sawmill	NOUN
ajceb-5524	66	70	and	and	CCONJ
ajceb-5524	66	71	planning	planning	NOUN
ajceb-5524	66	72	mill	mill	NOUN
ajceb-5524	66	73	products	product	NOUN
ajceb-5524	66	74	index	index	NOUN
ajceb-5524	66	75	,	,	PUNCT
ajceb-5524	66	76	and	and	CCONJ
ajceb-5524	66	77	the	the	DET
ajceb-5524	66	78	architectural	architectural	ADJ
ajceb-5524	66	79	materials	material	NOUN
ajceb-5524	66	80	index	index	NOUN
ajceb-5524	66	81	.	.	PUNCT
ajceb-5524	67	1	akintoye	akintoye	PROPN
ajceb-5524	67	2	,	,	PUNCT
ajceb-5524	67	3	bowen	bowen	PROPN
ajceb-5524	67	4	and	and	CCONJ
ajceb-5524	67	5	hardcastle	hardcastle	PROPN
ajceb-5524	67	6	(	(	PUNCT
ajceb-5524	67	7	1998	1998	NUM
ajceb-5524	67	8	)	)	PUNCT
ajceb-5524	67	9	unemployment	unemployment	NOUN
ajceb-5524	67	10	level	level	NOUN
ajceb-5524	67	11	,	,	PUNCT
ajceb-5524	67	12	construction	construction	NOUN
ajceb-5524	67	13	output	output	NOUN
ajceb-5524	67	14	,	,	PUNCT
ajceb-5524	67	15	industrial	industrial	ADJ
ajceb-5524	67	16	production	production	NOUN
ajceb-5524	67	17	,	,	PUNCT
ajceb-5524	67	18	and	and	CCONJ
ajceb-5524	67	19	ratio	ratio	NOUN
ajceb-5524	67	20	of	of	ADP
ajceb-5524	67	21	price	price	NOUN
ajceb-5524	67	22	to	to	PART
ajceb-5524	67	23	cost	cost	VERB
ajceb-5524	67	24	indices	index	NOUN
ajceb-5524	67	25	in	in	ADP
ajceb-5524	67	26	manufacturing	manufacturing	NOUN
ajceb-5524	67	27	.	.	PUNCT
ajceb-5524	68	1	wong	wong	PROPN
ajceb-5524	68	2	and	and	CCONJ
ajceb-5524	68	3	ng	ng	PROPN
ajceb-5524	68	4	(	(	PUNCT
ajceb-5524	68	5	2010	2010	NUM
ajceb-5524	68	6	)	)	PUNCT
ajceb-5524	68	7	building	building	NOUN
ajceb-5524	68	8	cost	cost	NOUN
ajceb-5524	68	9	index	index	NOUN
ajceb-5524	68	10	,	,	PUNCT
ajceb-5524	68	11	gross	gross	ADJ
ajceb-5524	68	12	domestic	domestic	ADJ
ajceb-5524	68	13	product	product	NOUN
ajceb-5524	68	14	and	and	CCONJ
ajceb-5524	68	15	construction	construction	NOUN
ajceb-5524	68	16	sector	sector	NOUN
ajceb-5524	68	17	’s	’s	PART
ajceb-5524	68	18	gross	gross	ADJ
ajceb-5524	68	19	domestic	domestic	ADJ
ajceb-5524	68	20	output	output	NOUN
ajceb-5524	68	21	.	.	PUNCT
ajceb-5524	69	1	jiang	jiang	PROPN
ajceb-5524	69	2	,	,	PUNCT
ajceb-5524	69	3	xu	xu	PROPN
ajceb-5524	69	4	and	and	CCONJ
ajceb-5524	69	5	liu	liu	PROPN
ajceb-5524	69	6	(	(	PUNCT
ajceb-5524	69	7	2013	2013	NUM
ajceb-5524	69	8	)	)	PUNCT
ajceb-5524	69	9	national	national	ADJ
ajceb-5524	69	10	income	income	NOUN
ajceb-5524	69	11	,	,	PUNCT
ajceb-5524	69	12	population	population	NOUN
ajceb-5524	69	13	,	,	PUNCT
ajceb-5524	69	14	unemployment	unemployment	NOUN
ajceb-5524	69	15	rate	rate	NOUN
ajceb-5524	69	16	and	and	CCONJ
ajceb-5524	69	17	interest	interest	NOUN
ajceb-5524	69	18	rate	rate	NOUN
ajceb-5524	69	19	.	.	PUNCT
ajceb-5524	70	1	shahandashti	shahandashti	NOUN
ajceb-5524	70	2	and	and	CCONJ
ajceb-5524	70	3	ashuri	ashuri	NOUN
ajceb-5524	70	4	(	(	PUNCT
ajceb-5524	70	5	2015	2015	NUM
ajceb-5524	70	6	)	)	PUNCT
ajceb-5524	70	7	crude	crude	ADJ
ajceb-5524	70	8	oil	oil	NOUN
ajceb-5524	70	9	prices	price	NOUN
ajceb-5524	70	10	and	and	CCONJ
ajceb-5524	70	11	average	average	ADJ
ajceb-5524	70	12	hourly	hourly	ADJ
ajceb-5524	70	13	earnings	earning	NOUN
ajceb-5524	70	14	.	.	PUNCT
ajceb-5524	71	1	oshodi	oshodi	PROPN
ajceb-5524	71	2	,	,	PUNCT
ajceb-5524	71	3	ejohwomu	ejohwomu	NOUN
ajceb-5524	71	4	,	,	PUNCT
ajceb-5524	71	5	famakin	famakin	PROPN
ajceb-5524	71	6	&	&	CCONJ
ajceb-5524	71	7	cortez	cortez	PROPN
ajceb-5524	71	8	construction	construction	NOUN
ajceb-5524	71	9	economics	economic	NOUN
ajceb-5524	71	10	and	and	CCONJ
ajceb-5524	71	11	building	building	NOUN
ajceb-5524	71	12	,	,	PUNCT
ajceb-5524	71	13	vol	vol	NOUN
ajceb-5524	71	14	.	.	PROPN
ajceb-5524	72	1	17	17	NUM
ajceb-5524	72	2	,	,	PUNCT
ajceb-5524	72	3	no	no	INTJ
ajceb-5524	72	4	.	.	NOUN
ajceb-5524	72	5	3	3	NUM
ajceb-5524	72	6	september	september	PROPN
ajceb-5524	72	7	2017111	2017111	NUM
ajceb-5524	72	8	(	(	PUNCT
ajceb-5524	72	9	killingsworth	killingsworth	NOUN
ajceb-5524	72	10	,	,	PUNCT
ajceb-5524	72	11	1990	1990	NUM
ajceb-5524	72	12	)	)	PUNCT
ajceb-5524	72	13	and	and	CCONJ
ajceb-5524	72	14	volatility	volatility	NOUN
ajceb-5524	72	15	(	(	PUNCT
ajceb-5524	72	16	fan	fan	PROPN
ajceb-5524	72	17	,	,	PUNCT
ajceb-5524	72	18	ng	ng	PROPN
ajceb-5524	72	19	and	and	CCONJ
ajceb-5524	72	20	wong	wong	PROPN
ajceb-5524	72	21	,	,	PUNCT
ajceb-5524	72	22	2010	2010	NUM
ajceb-5524	72	23	)	)	PUNCT
ajceb-5524	72	24	.	.	PUNCT
ajceb-5524	73	1	thus	thus	ADV
ajceb-5524	73	2	,	,	PUNCT
ajceb-5524	73	3	the	the	DET
ajceb-5524	73	4	current	current	ADJ
ajceb-5524	73	5	study	study	NOUN
ajceb-5524	73	6	explores	explore	VERB
ajceb-5524	73	7	the	the	DET
ajceb-5524	73	8	potential	potential	NOUN
ajceb-5524	73	9	of	of	ADP
ajceb-5524	73	10	using	use	VERB
ajceb-5524	73	11	univariate	univariate	ADJ
ajceb-5524	73	12	modelling	modelling	NOUN
ajceb-5524	73	13	techniques	technique	NOUN
ajceb-5524	73	14	for	for	ADP
ajceb-5524	73	15	tender	tender	ADJ
ajceb-5524	73	16	price	price	NOUN
ajceb-5524	73	17	index	index	NOUN
ajceb-5524	73	18	forecasting	forecasting	NOUN
ajceb-5524	73	19	.	.	PUNCT
ajceb-5524	74	1	univariate	univariate	ADJ
ajceb-5524	74	2	modelling	modelling	NOUN
ajceb-5524	74	3	techniques	technique	NOUN
ajceb-5524	74	4	generate	generate	VERB
ajceb-5524	74	5	forecast	forecast	NOUN
ajceb-5524	74	6	of	of	ADP
ajceb-5524	74	7	the	the	DET
ajceb-5524	74	8	predicted	predict	VERB
ajceb-5524	74	9	variable	variable	NOUN
ajceb-5524	74	10	using	use	VERB
ajceb-5524	74	11	only	only	ADJ
ajceb-5524	74	12	information	information	NOUN
ajceb-5524	74	13	contained	contain	VERB
ajceb-5524	74	14	in	in	ADP
ajceb-5524	74	15	its	its	PRON
ajceb-5524	74	16	previous	previous	ADJ
ajceb-5524	74	17	values	value	NOUN
ajceb-5524	74	18	.	.	PUNCT
ajceb-5524	75	1	univariate	univariate	ADJ
ajceb-5524	75	2	modelling	modelling	NOUN
ajceb-5524	75	3	techniques	technique	NOUN
ajceb-5524	75	4	have	have	AUX
ajceb-5524	75	5	been	be	AUX
ajceb-5524	75	6	applied	apply	VERB
ajceb-5524	75	7	to	to	ADP
ajceb-5524	75	8	forecasting	forecasting	NOUN
ajceb-5524	75	9	problems	problem	NOUN
ajceb-5524	75	10	in	in	ADP
ajceb-5524	75	11	several	several	ADJ
ajceb-5524	75	12	field	field	NOUN
ajceb-5524	75	13	such	such	ADJ
ajceb-5524	75	14	as	as	ADP
ajceb-5524	75	15	construction	construction	NOUN
ajceb-5524	75	16	investments	investment	NOUN
ajceb-5524	75	17	(	(	PUNCT
ajceb-5524	75	18	goh	goh	PROPN
ajceb-5524	75	19	and	and	CCONJ
ajceb-5524	75	20	teo	teo	PROPN
ajceb-5524	75	21	,	,	PUNCT
ajceb-5524	75	22	2000	2000	NUM
ajceb-5524	75	23	)	)	PUNCT
ajceb-5524	75	24	,	,	PUNCT
ajceb-5524	75	25	river	river	NOUN
ajceb-5524	75	26	flow	flow	NOUN
ajceb-5524	75	27	(	(	PUNCT
ajceb-5524	75	28	wang	wang	PROPN
ajceb-5524	75	29	et	et	PROPN
ajceb-5524	75	30	al	al	PROPN
ajceb-5524	75	31	.	.	PROPN
ajceb-5524	75	32	,	,	PUNCT
ajceb-5524	75	33	2009	2009	NUM
ajceb-5524	75	34	)	)	PUNCT
ajceb-5524	75	35	,	,	PUNCT
ajceb-5524	75	36	construction	construction	NOUN
ajceb-5524	75	37	manpower	manpower	NOUN
ajceb-5524	75	38	(	(	PUNCT
ajceb-5524	75	39	wong	wong	PROPN
ajceb-5524	75	40	,	,	PUNCT
ajceb-5524	75	41	chan	chan	PROPN
ajceb-5524	75	42	and	and	CCONJ
ajceb-5524	75	43	chiang	chiang	PROPN
ajceb-5524	75	44	,	,	PUNCT
ajceb-5524	75	45	2011	2011	NUM
ajceb-5524	75	46	)	)	PUNCT
ajceb-5524	75	47	and	and	CCONJ
ajceb-5524	75	48	maintenance	maintenance	NOUN
ajceb-5524	75	49	cost	cost	NOUN
ajceb-5524	75	50	of	of	ADP
ajceb-5524	75	51	construction	construction	NOUN
ajceb-5524	75	52	equipment	equipment	NOUN
ajceb-5524	75	53	(	(	PUNCT
ajceb-5524	75	54	yip	yip	PROPN
ajceb-5524	75	55	,	,	PUNCT
ajceb-5524	75	56	fan	fan	PROPN
ajceb-5524	75	57	and	and	CCONJ
ajceb-5524	75	58	chiang	chiang	PROPN
ajceb-5524	75	59	,	,	PUNCT
ajceb-5524	75	60	2014	2014	NUM
ajceb-5524	75	61	)	)	PUNCT
ajceb-5524	75	62	,	,	PUNCT
ajceb-5524	75	63	among	among	ADP
ajceb-5524	75	64	others	other	NOUN
ajceb-5524	75	65	.	.	PUNCT
ajceb-5524	76	1	the	the	DET
ajceb-5524	76	2	goal	goal	NOUN
ajceb-5524	76	3	of	of	ADP
ajceb-5524	76	4	univariate	univariate	ADJ
ajceb-5524	76	5	technique	technique	NOUN
ajceb-5524	76	6	is	be	AUX
ajceb-5524	76	7	to	to	PART
ajceb-5524	76	8	identify	identify	VERB
ajceb-5524	76	9	a	a	DET
ajceb-5524	76	10	model	model	NOUN
ajceb-5524	76	11	that	that	PRON
ajceb-5524	76	12	captures	capture	VERB
ajceb-5524	76	13	the	the	DET
ajceb-5524	76	14	underlying	underlie	VERB
ajceb-5524	76	15	data	data	NOUN
ajceb-5524	76	16	generation	generation	NOUN
ajceb-5524	76	17	process	process	NOUN
ajceb-5524	76	18	present	present	ADJ
ajceb-5524	76	19	in	in	ADP
ajceb-5524	76	20	a	a	DET
ajceb-5524	76	21	time	time	NOUN
ajceb-5524	76	22	series	series	PROPN
ajceb-5524	76	23	data	data	PROPN
ajceb-5524	76	24	.	.	PUNCT
ajceb-5524	77	1	univariate	univariate	ADJ
ajceb-5524	77	2	model	model	NOUN
ajceb-5524	77	3	can	can	AUX
ajceb-5524	77	4	be	be	AUX
ajceb-5524	77	5	expressed	express	VERB
ajceb-5524	77	6	as	as	ADP
ajceb-5524	77	7	:	:	PUNCT
ajceb-5524	77	8	(	(	PUNCT
ajceb-5524	77	9	)	)	PUNCT
ajceb-5524	77	10	=	=	SYM
ajceb-5524	78	1	−	−	PROPN
ajceb-5524	78	2	−	−	PROPN
ajceb-5524	78	3	−y	−y	NOUN
ajceb-5524	78	4	f	f	PROPN
ajceb-5524	78	5	y	y	PROPN
ajceb-5524	78	6	y	y	PROPN
ajceb-5524	78	7	y	y	PROPN
ajceb-5524	78	8	,	,	PUNCT
ajceb-5524	78	9	,	,	PUNCT
ajceb-5524	78	10	...	...	PUNCT
ajceb-5524	78	11	,	,	PUNCT
ajceb-5524	78	12	t	t	PROPN
ajceb-5524	78	13	t	t	PROPN
ajceb-5524	78	14	t	t	PROPN
ajceb-5524	78	15	t	t	PROPN
ajceb-5524	78	16	p1	p1	PROPN
ajceb-5524	78	17	2	2	NUM
ajceb-5524	78	18	(	(	PUNCT
ajceb-5524	78	19	1	1	NUM
ajceb-5524	78	20	)	)	PUNCT
ajceb-5524	78	21	where	where	SCONJ
ajceb-5524	78	22	−	−	PROPN
ajceb-5524	78	23	−y	−y	VERB
ajceb-5524	78	24	y,	y,	PROPN
ajceb-5524	78	25	...	...	PUNCT
ajceb-5524	78	26	,t	,t	PUNCT
ajceb-5524	78	27	t	t	PROPN
ajceb-5524	78	28	p1	p1	NOUN
ajceb-5524	78	29	are	be	AUX
ajceb-5524	78	30	previous	previous	ADJ
ajceb-5524	78	31	(	(	PUNCT
ajceb-5524	78	32	lagged	lag	VERB
ajceb-5524	78	33	)	)	PUNCT
ajceb-5524	78	34	values	value	NOUN
ajceb-5524	78	35	of	of	ADP
ajceb-5524	78	36	the	the	DET
ajceb-5524	78	37	predicted	predict	VERB
ajceb-5524	78	38	variable	variable	NOUN
ajceb-5524	78	39	(	(	PUNCT
ajceb-5524	78	40	i.e.	i.e.	X
ajceb-5524	78	41	,	,	PUNCT
ajceb-5524	78	42	yt	yt	NOUN
ajceb-5524	78	43	)	)	PUNCT
ajceb-5524	78	44	and	and	CCONJ
ajceb-5524	78	45	f	f	PROPN
ajceb-5524	78	46	is	be	AUX
ajceb-5524	78	47	the	the	DET
ajceb-5524	78	48	function	function	NOUN
ajceb-5524	78	49	for	for	ADP
ajceb-5524	78	50	estimating	estimate	VERB
ajceb-5524	78	51	the	the	DET
ajceb-5524	78	52	model	model	NOUN
ajceb-5524	78	53	.	.	PUNCT
ajceb-5524	79	1	univariate	univariate	ADJ
ajceb-5524	79	2	modelling	modelling	NOUN
ajceb-5524	79	3	techniques	technique	NOUN
ajceb-5524	79	4	have	have	AUX
ajceb-5524	79	5	been	be	AUX
ajceb-5524	79	6	applied	apply	VERB
ajceb-5524	79	7	in	in	ADP
ajceb-5524	79	8	several	several	ADJ
ajceb-5524	79	9	previous	previous	ADJ
ajceb-5524	79	10	studies	study	NOUN
ajceb-5524	79	11	.	.	PUNCT
ajceb-5524	80	1	the	the	DET
ajceb-5524	80	2	univariate	univariate	ADJ
ajceb-5524	80	3	modelling	modelling	NOUN
ajceb-5524	80	4	techniques	technique	NOUN
ajceb-5524	80	5	found	find	VERB
ajceb-5524	80	6	in	in	ADP
ajceb-5524	80	7	construction	construction	NOUN
ajceb-5524	80	8	related	relate	VERB
ajceb-5524	80	9	literature	literature	NOUN
ajceb-5524	80	10	includes	include	VERB
ajceb-5524	80	11	:	:	PUNCT
ajceb-5524	80	12	boxjenkins	boxjenkin	NOUN
ajceb-5524	80	13	,	,	PUNCT
ajceb-5524	80	14	neural	neural	ADJ
ajceb-5524	80	15	network	network	NOUN
ajceb-5524	80	16	,	,	PUNCT
ajceb-5524	80	17	support	support	NOUN
ajceb-5524	80	18	vector	vector	NOUN
ajceb-5524	80	19	machine	machine	NOUN
ajceb-5524	80	20	,	,	PUNCT
ajceb-5524	80	21	exponential	exponential	NOUN
ajceb-5524	80	22	smoothing	smoothing	NOUN
ajceb-5524	80	23	and	and	CCONJ
ajceb-5524	80	24	holt	holt	PROPN
ajceb-5524	80	25	-	-	PUNCT
ajceb-5524	80	26	winters	winter	NOUN
ajceb-5524	80	27	smoothing	smooth	VERB
ajceb-5524	80	28	method	method	NOUN
ajceb-5524	80	29	.	.	PUNCT
ajceb-5524	81	1	these	these	DET
ajceb-5524	81	2	techniques	technique	NOUN
ajceb-5524	81	3	can	can	AUX
ajceb-5524	81	4	be	be	AUX
ajceb-5524	81	5	broadly	broadly	ADV
ajceb-5524	81	6	classified	classify	VERB
ajceb-5524	81	7	into	into	ADP
ajceb-5524	81	8	two	two	NUM
ajceb-5524	81	9	classes	class	NOUN
ajceb-5524	81	10	:	:	PUNCT
ajceb-5524	81	11	econometric	econometric	PROPN
ajceb-5524	81	12	(	(	PUNCT
ajceb-5524	81	13	box	box	NOUN
ajceb-5524	81	14	-	-	PUNCT
ajceb-5524	81	15	jenkins	jenkins	PROPN
ajceb-5524	81	16	,	,	PUNCT
ajceb-5524	81	17	exponential	exponential	ADJ
ajceb-5524	81	18	smoothing	smoothing	NOUN
ajceb-5524	81	19	and	and	CCONJ
ajceb-5524	81	20	holt	holt	PROPN
ajceb-5524	81	21	-	-	PUNCT
ajceb-5524	81	22	winters	winter	NOUN
ajceb-5524	81	23	smoothing	smooth	VERB
ajceb-5524	81	24	method	method	NOUN
ajceb-5524	81	25	)	)	PUNCT
ajceb-5524	81	26	and	and	CCONJ
ajceb-5524	81	27	artificial	artificial	ADJ
ajceb-5524	81	28	intelligence	intelligence	NOUN
ajceb-5524	81	29	(	(	PUNCT
ajceb-5524	81	30	neural	neural	ADJ
ajceb-5524	81	31	network	network	NOUN
ajceb-5524	81	32	and	and	CCONJ
ajceb-5524	81	33	support	support	VERB
ajceb-5524	81	34	vector	vector	NOUN
ajceb-5524	81	35	machine	machine	NOUN
ajceb-5524	81	36	)	)	PUNCT
ajceb-5524	81	37	.	.	PUNCT
ajceb-5524	82	1	according	accord	VERB
ajceb-5524	82	2	to	to	ADP
ajceb-5524	82	3	marwala	marwala	PROPN
ajceb-5524	82	4	(	(	PUNCT
ajceb-5524	82	5	2013	2013	NUM
ajceb-5524	82	6	)	)	PUNCT
ajceb-5524	82	7	,	,	PUNCT
ajceb-5524	82	8	one	one	NUM
ajceb-5524	82	9	of	of	ADP
ajceb-5524	82	10	the	the	DET
ajceb-5524	82	11	main	main	ADJ
ajceb-5524	82	12	weakness	weakness	NOUN
ajceb-5524	82	13	of	of	ADP
ajceb-5524	82	14	the	the	DET
ajceb-5524	82	15	econometric	econometric	ADJ
ajceb-5524	82	16	approach	approach	NOUN
ajceb-5524	82	17	lies	lie	VERB
ajceb-5524	82	18	in	in	ADP
ajceb-5524	82	19	the	the	DET
ajceb-5524	82	20	assumption	assumption	NOUN
ajceb-5524	82	21	of	of	ADP
ajceb-5524	82	22	the	the	DET
ajceb-5524	82	23	existence	existence	NOUN
ajceb-5524	82	24	of	of	ADP
ajceb-5524	82	25	linear	linear	PROPN
ajceb-5524	82	26	relationship	relationship	NOUN
ajceb-5524	82	27	among	among	ADP
ajceb-5524	82	28	variables	variable	NOUN
ajceb-5524	82	29	included	include	VERB
ajceb-5524	82	30	in	in	ADP
ajceb-5524	82	31	the	the	DET
ajceb-5524	82	32	model	model	NOUN
ajceb-5524	82	33	.	.	PUNCT
ajceb-5524	83	1	however	however	ADV
ajceb-5524	83	2	,	,	PUNCT
ajceb-5524	83	3	research	research	NOUN
ajceb-5524	83	4	has	have	AUX
ajceb-5524	83	5	revealed	reveal	VERB
ajceb-5524	83	6	that	that	SCONJ
ajceb-5524	83	7	non	non	ADJ
ajceb-5524	83	8	-	-	ADJ
ajceb-5524	83	9	linear	linear	ADJ
ajceb-5524	83	10	models	model	NOUN
ajceb-5524	83	11	tend	tend	VERB
ajceb-5524	83	12	to	to	PART
ajceb-5524	83	13	produce	produce	VERB
ajceb-5524	83	14	better	well	ADJ
ajceb-5524	83	15	prediction	prediction	NOUN
ajceb-5524	83	16	when	when	SCONJ
ajceb-5524	83	17	compared	compare	VERB
ajceb-5524	83	18	to	to	ADP
ajceb-5524	83	19	other	other	ADJ
ajceb-5524	83	20	approaches	approach	NOUN
ajceb-5524	83	21	(	(	PUNCT
ajceb-5524	83	22	goh	goh	PROPN
ajceb-5524	83	23	,	,	PUNCT
ajceb-5524	83	24	1998	1998	NUM
ajceb-5524	83	25	;	;	PUNCT
ajceb-5524	83	26	wang	wang	PROPN
ajceb-5524	83	27	et	et	PROPN
ajceb-5524	83	28	al	al	PROPN
ajceb-5524	83	29	.	.	PROPN
ajceb-5524	83	30	,	,	PUNCT
ajceb-5524	83	31	2009	2009	NUM
ajceb-5524	83	32	)	)	PUNCT
ajceb-5524	83	33	.	.	PUNCT
ajceb-5524	84	1	this	this	PRON
ajceb-5524	84	2	suggests	suggest	VERB
ajceb-5524	84	3	that	that	SCONJ
ajceb-5524	84	4	econometric	econometric	ADJ
ajceb-5524	84	5	approach	approach	NOUN
ajceb-5524	84	6	may	may	AUX
ajceb-5524	84	7	not	not	PART
ajceb-5524	84	8	possess	possess	VERB
ajceb-5524	84	9	the	the	DET
ajceb-5524	84	10	capability	capability	NOUN
ajceb-5524	84	11	to	to	PART
ajceb-5524	84	12	capture	capture	VERB
ajceb-5524	84	13	the	the	DET
ajceb-5524	84	14	non	non	ADJ
ajceb-5524	84	15	-	-	ADJ
ajceb-5524	84	16	linearity	linearity	ADJ
ajceb-5524	84	17	present	present	NOUN
ajceb-5524	84	18	in	in	ADP
ajceb-5524	84	19	real	real	ADJ
ajceb-5524	84	20	-	-	PUNCT
ajceb-5524	84	21	world	world	NOUN
ajceb-5524	84	22	data	datum	NOUN
ajceb-5524	84	23	.	.	PUNCT
ajceb-5524	85	1	despite	despite	SCONJ
ajceb-5524	85	2	this	this	PRON
ajceb-5524	85	3	,	,	PUNCT
ajceb-5524	85	4	very	very	ADV
ajceb-5524	85	5	few	few	ADJ
ajceb-5524	85	6	studies	study	NOUN
ajceb-5524	85	7	have	have	AUX
ajceb-5524	85	8	investigated	investigate	VERB
ajceb-5524	85	9	the	the	DET
ajceb-5524	85	10	performance	performance	NOUN
ajceb-5524	85	11	of	of	ADP
ajceb-5524	85	12	univariate	univariate	ADJ
ajceb-5524	85	13	variant	variant	NOUN
ajceb-5524	85	14	of	of	ADP
ajceb-5524	85	15	artificial	artificial	ADJ
ajceb-5524	85	16	intelligence	intelligence	NOUN
ajceb-5524	85	17	models	model	NOUN
ajceb-5524	85	18	when	when	SCONJ
ajceb-5524	85	19	applied	apply	VERB
ajceb-5524	85	20	to	to	ADP
ajceb-5524	85	21	tender	tender	ADJ
ajceb-5524	85	22	price	price	NOUN
ajceb-5524	85	23	index	index	NOUN
ajceb-5524	85	24	forecasting	forecasting	NOUN
ajceb-5524	85	25	.	.	PUNCT
ajceb-5524	86	1	the	the	DET
ajceb-5524	86	2	present	present	ADJ
ajceb-5524	86	3	study	study	NOUN
ajceb-5524	86	4	thus	thus	ADV
ajceb-5524	86	5	addresses	address	VERB
ajceb-5524	86	6	this	this	DET
ajceb-5524	86	7	gap	gap	NOUN
ajceb-5524	86	8	in	in	ADP
ajceb-5524	86	9	current	current	ADJ
ajceb-5524	86	10	knowledge	knowledge	NOUN
ajceb-5524	86	11	by	by	ADP
ajceb-5524	86	12	applying	apply	VERB
ajceb-5524	86	13	univariate	univariate	ADJ
ajceb-5524	86	14	variant	variant	NOUN
ajceb-5524	86	15	of	of	ADP
ajceb-5524	86	16	neural	neural	ADJ
ajceb-5524	86	17	network	network	NOUN
ajceb-5524	86	18	model	model	NOUN
ajceb-5524	86	19	to	to	PART
ajceb-5524	86	20	tender	tender	VERB
ajceb-5524	86	21	price	price	NOUN
ajceb-5524	86	22	index	index	NOUN
ajceb-5524	86	23	forecasting	forecasting	NOUN
ajceb-5524	86	24	.	.	PUNCT
ajceb-5524	87	1	research	research	NOUN
ajceb-5524	87	2	method	method	NOUN
ajceb-5524	87	3	suitability	suitability	NOUN
ajceb-5524	87	4	of	of	ADP
ajceb-5524	87	5	research	research	NOUN
ajceb-5524	87	6	approach	approach	VERB
ajceb-5524	87	7	the	the	DET
ajceb-5524	87	8	suitability	suitability	NOUN
ajceb-5524	87	9	or	or	CCONJ
ajceb-5524	87	10	otherwise	otherwise	ADV
ajceb-5524	87	11	of	of	ADP
ajceb-5524	87	12	a	a	DET
ajceb-5524	87	13	method	method	NOUN
ajceb-5524	87	14	has	have	AUX
ajceb-5524	87	15	generated	generate	VERB
ajceb-5524	87	16	discussions	discussion	NOUN
ajceb-5524	87	17	in	in	ADP
ajceb-5524	87	18	several	several	ADJ
ajceb-5524	87	19	academic	academic	ADJ
ajceb-5524	87	20	fields	field	NOUN
ajceb-5524	87	21	.	.	PUNCT
ajceb-5524	88	1	in	in	ADP
ajceb-5524	88	2	construction	construction	NOUN
ajceb-5524	88	3	-	-	PUNCT
ajceb-5524	88	4	related	relate	VERB
ajceb-5524	88	5	literature	literature	NOUN
ajceb-5524	88	6	,	,	PUNCT
ajceb-5524	88	7	these	these	DET
ajceb-5524	88	8	discussions	discussion	NOUN
ajceb-5524	88	9	can	can	AUX
ajceb-5524	88	10	be	be	AUX
ajceb-5524	88	11	found	find	VERB
ajceb-5524	88	12	in	in	ADP
ajceb-5524	88	13	previously	previously	ADV
ajceb-5524	88	14	published	publish	VERB
ajceb-5524	88	15	research	research	NOUN
ajceb-5524	88	16	(	(	PUNCT
ajceb-5524	88	17	fellows	fellow	NOUN
ajceb-5524	88	18	,	,	PUNCT
ajceb-5524	88	19	2010	2010	NUM
ajceb-5524	88	20	;	;	PUNCT
ajceb-5524	88	21	love	love	NOUN
ajceb-5524	88	22	,	,	PUNCT
ajceb-5524	88	23	holt	holt	PROPN
ajceb-5524	88	24	and	and	CCONJ
ajceb-5524	88	25	li	li	PROPN
ajceb-5524	88	26	,	,	PUNCT
ajceb-5524	88	27	2002	2002	NUM
ajceb-5524	88	28	)	)	PUNCT
ajceb-5524	88	29	.	.	PUNCT
ajceb-5524	89	1	the	the	DET
ajceb-5524	89	2	appropriateness	appropriateness	NOUN
ajceb-5524	89	3	of	of	ADP
ajceb-5524	89	4	an	an	DET
ajceb-5524	89	5	approach	approach	NOUN
ajceb-5524	89	6	is	be	AUX
ajceb-5524	89	7	largely	largely	ADV
ajceb-5524	89	8	dependent	dependent	ADJ
ajceb-5524	89	9	on	on	ADP
ajceb-5524	89	10	availability	availability	NOUN
ajceb-5524	89	11	of	of	ADP
ajceb-5524	89	12	data	datum	NOUN
ajceb-5524	89	13	and	and	CCONJ
ajceb-5524	89	14	the	the	DET
ajceb-5524	89	15	nature	nature	NOUN
ajceb-5524	89	16	of	of	ADP
ajceb-5524	89	17	research	research	NOUN
ajceb-5524	89	18	problem	problem	NOUN
ajceb-5524	89	19	(	(	PUNCT
ajceb-5524	89	20	song	song	NOUN
ajceb-5524	89	21	and	and	CCONJ
ajceb-5524	89	22	li	li	PROPN
ajceb-5524	89	23	,	,	PUNCT
ajceb-5524	89	24	2008	2008	NUM
ajceb-5524	89	25	;	;	PUNCT
ajceb-5524	89	26	wing	wing	NOUN
ajceb-5524	89	27	,	,	PUNCT
ajceb-5524	89	28	raftery	raftery	NOUN
ajceb-5524	89	29	and	and	CCONJ
ajceb-5524	89	30	walker	walker	NOUN
ajceb-5524	89	31	,	,	PUNCT
ajceb-5524	89	32	1998	1998	NUM
ajceb-5524	89	33	)	)	PUNCT
ajceb-5524	89	34	.	.	PUNCT
ajceb-5524	90	1	in	in	ADP
ajceb-5524	90	2	addition	addition	NOUN
ajceb-5524	90	3	,	,	PUNCT
ajceb-5524	90	4	fellows	fellow	NOUN
ajceb-5524	90	5	and	and	CCONJ
ajceb-5524	90	6	liu	liu	PROPN
ajceb-5524	90	7	(	(	PUNCT
ajceb-5524	90	8	2015	2015	NUM
ajceb-5524	90	9	)	)	PUNCT
ajceb-5524	90	10	asserts	assert	VERB
ajceb-5524	90	11	that	that	SCONJ
ajceb-5524	90	12	modelling	model	VERB
ajceb-5524	90	13	techniques	technique	NOUN
ajceb-5524	90	14	are	be	AUX
ajceb-5524	90	15	an	an	DET
ajceb-5524	90	16	ideal	ideal	ADJ
ajceb-5524	90	17	fit	fit	NOUN
ajceb-5524	90	18	for	for	ADP
ajceb-5524	90	19	studies	study	NOUN
ajceb-5524	90	20	targeted	target	VERB
ajceb-5524	90	21	at	at	ADP
ajceb-5524	90	22	computing	computing	NOUN
ajceb-5524	90	23	forecast	forecast	NOUN
ajceb-5524	90	24	.	.	PUNCT
ajceb-5524	91	1	therefore	therefore	ADV
ajceb-5524	91	2	,	,	PUNCT
ajceb-5524	91	3	univariate	univariate	ADJ
ajceb-5524	91	4	modelling	modelling	NOUN
ajceb-5524	91	5	techniques	technique	NOUN
ajceb-5524	91	6	were	be	AUX
ajceb-5524	91	7	used	use	VERB
ajceb-5524	91	8	to	to	PART
ajceb-5524	91	9	generate	generate	VERB
ajceb-5524	91	10	the	the	DET
ajceb-5524	91	11	forecast	forecast	NOUN
ajceb-5524	91	12	of	of	ADP
ajceb-5524	91	13	tender	tender	ADJ
ajceb-5524	91	14	price	price	NOUN
ajceb-5524	91	15	index	index	NOUN
ajceb-5524	91	16	in	in	ADP
ajceb-5524	91	17	the	the	DET
ajceb-5524	91	18	present	present	ADJ
ajceb-5524	91	19	study	study	NOUN
ajceb-5524	91	20	.	.	PUNCT
ajceb-5524	92	1	data	datum	NOUN
ajceb-5524	92	2	various	various	ADJ
ajceb-5524	92	3	studies	study	NOUN
ajceb-5524	92	4	have	have	AUX
ajceb-5524	92	5	developed	develop	VERB
ajceb-5524	92	6	forecast	forecast	NOUN
ajceb-5524	92	7	models	model	NOUN
ajceb-5524	92	8	for	for	ADP
ajceb-5524	92	9	tender	tender	ADJ
ajceb-5524	92	10	price	price	NOUN
ajceb-5524	92	11	index	index	NOUN
ajceb-5524	92	12	for	for	ADP
ajceb-5524	92	13	forecasting	forecasting	NOUN
ajceb-5524	92	14	purposes	purpose	NOUN
ajceb-5524	92	15	.	.	PUNCT
ajceb-5524	93	1	for	for	ADP
ajceb-5524	93	2	example	example	NOUN
ajceb-5524	93	3	,	,	PUNCT
ajceb-5524	93	4	shahandashti	shahandashti	NOUN
ajceb-5524	93	5	and	and	CCONJ
ajceb-5524	93	6	ashuri	ashuri	NOUN
ajceb-5524	93	7	(	(	PUNCT
ajceb-5524	93	8	2015	2015	NUM
ajceb-5524	93	9	)	)	PUNCT
ajceb-5524	93	10	,	,	PUNCT
ajceb-5524	93	11	adopted	adopt	VERB
ajceb-5524	93	12	the	the	DET
ajceb-5524	93	13	use	use	NOUN
ajceb-5524	93	14	of	of	ADP
ajceb-5524	93	15	the	the	DET
ajceb-5524	93	16	national	national	PROPN
ajceb-5524	93	17	highway	highway	NOUN
ajceb-5524	93	18	cost	cost	NOUN
ajceb-5524	93	19	oshodi	oshodi	NOUN
ajceb-5524	93	20	,	,	PUNCT
ajceb-5524	93	21	ejohwomu	ejohwomu	NOUN
ajceb-5524	93	22	,	,	PUNCT
ajceb-5524	93	23	famakin	famakin	PROPN
ajceb-5524	93	24	&	&	CCONJ
ajceb-5524	93	25	cortez	cortez	PROPN
ajceb-5524	93	26	construction	construction	NOUN
ajceb-5524	93	27	economics	economic	NOUN
ajceb-5524	93	28	and	and	CCONJ
ajceb-5524	93	29	building	building	NOUN
ajceb-5524	93	30	,	,	PUNCT
ajceb-5524	93	31	vol	vol	NOUN
ajceb-5524	93	32	.	.	PROPN
ajceb-5524	93	33	17	17	NUM
ajceb-5524	93	34	,	,	PUNCT
ajceb-5524	93	35	no	no	INTJ
ajceb-5524	93	36	.	.	NOUN
ajceb-5524	93	37	3	3	NUM
ajceb-5524	93	38	september	september	PROPN
ajceb-5524	93	39	2017112	2017112	NUM
ajceb-5524	93	40	index	index	NOUN
ajceb-5524	93	41	.	.	PUNCT
ajceb-5524	94	1	in	in	ADP
ajceb-5524	94	2	contrast	contrast	NOUN
ajceb-5524	94	3	,	,	PUNCT
ajceb-5524	94	4	wong	wong	PROPN
ajceb-5524	94	5	and	and	CCONJ
ajceb-5524	94	6	ng	ng	PROPN
ajceb-5524	94	7	(	(	PUNCT
ajceb-5524	94	8	2010	2010	NUM
ajceb-5524	94	9	)	)	PUNCT
ajceb-5524	94	10	utilized	utilize	VERB
ajceb-5524	94	11	the	the	DET
ajceb-5524	94	12	tender	tender	NOUN
ajceb-5524	94	13	price	price	NOUN
ajceb-5524	94	14	index	index	NOUN
ajceb-5524	94	15	of	of	ADP
ajceb-5524	94	16	hong	hong	PROPN
ajceb-5524	94	17	kong	kong	PROPN
ajceb-5524	94	18	.	.	PUNCT
ajceb-5524	95	1	two	two	NUM
ajceb-5524	95	2	sources	source	NOUN
ajceb-5524	95	3	provide	provide	VERB
ajceb-5524	95	4	statistical	statistical	ADJ
ajceb-5524	95	5	data	datum	NOUN
ajceb-5524	95	6	for	for	ADP
ajceb-5524	95	7	tender	tender	ADJ
ajceb-5524	95	8	price	price	NOUN
ajceb-5524	95	9	index	index	NOUN
ajceb-5524	95	10	in	in	ADP
ajceb-5524	95	11	hong	hong	PROPN
ajceb-5524	95	12	kong	kong	PROPN
ajceb-5524	95	13	.	.	PUNCT
ajceb-5524	96	1	the	the	DET
ajceb-5524	96	2	tender	tender	NOUN
ajceb-5524	96	3	price	price	NOUN
ajceb-5524	96	4	index	index	NOUN
ajceb-5524	96	5	for	for	ADP
ajceb-5524	96	6	the	the	DET
ajceb-5524	96	7	private	private	ADJ
ajceb-5524	96	8	sector	sector	NOUN
ajceb-5524	96	9	is	be	AUX
ajceb-5524	96	10	collected	collect	VERB
ajceb-5524	96	11	by	by	ADP
ajceb-5524	96	12	rider	rider	NOUN
ajceb-5524	96	13	levett	levett	PROPN
ajceb-5524	96	14	bucknall	bucknall	PROPN
ajceb-5524	96	15	,	,	PUNCT
ajceb-5524	96	16	while	while	SCONJ
ajceb-5524	96	17	the	the	DET
ajceb-5524	96	18	architectural	architectural	PROPN
ajceb-5524	96	19	services	services	PROPN
ajceb-5524	96	20	department	department	PROPN
ajceb-5524	96	21	of	of	ADP
ajceb-5524	96	22	hong	hong	PROPN
ajceb-5524	96	23	kong	kong	PROPN
ajceb-5524	96	24	collects	collect	VERB
ajceb-5524	96	25	information	information	NOUN
ajceb-5524	96	26	for	for	ADP
ajceb-5524	96	27	tender	tender	ADJ
ajceb-5524	96	28	price	price	NOUN
ajceb-5524	96	29	index	index	NOUN
ajceb-5524	96	30	of	of	ADP
ajceb-5524	96	31	public	public	ADJ
ajceb-5524	96	32	sector	sector	NOUN
ajceb-5524	96	33	projects	project	NOUN
ajceb-5524	96	34	.	.	PUNCT
ajceb-5524	97	1	the	the	DET
ajceb-5524	97	2	time	time	NOUN
ajceb-5524	97	3	series	series	PROPN
ajceb-5524	97	4	data	datum	NOUN
ajceb-5524	97	5	received	receive	VERB
ajceb-5524	97	6	from	from	ADP
ajceb-5524	97	7	both	both	DET
ajceb-5524	97	8	organisations	organisation	NOUN
ajceb-5524	97	9	exhibits	exhibit	VERB
ajceb-5524	97	10	similar	similar	ADJ
ajceb-5524	97	11	patterns	pattern	NOUN
ajceb-5524	97	12	and	and	CCONJ
ajceb-5524	97	13	trend	trend	NOUN
ajceb-5524	97	14	.	.	PUNCT
ajceb-5524	98	1	consistent	consistent	ADJ
ajceb-5524	98	2	with	with	ADP
ajceb-5524	98	3	a	a	DET
ajceb-5524	98	4	previous	previous	ADJ
ajceb-5524	98	5	study	study	NOUN
ajceb-5524	98	6	(	(	PUNCT
ajceb-5524	98	7	wong	wong	PROPN
ajceb-5524	98	8	and	and	CCONJ
ajceb-5524	98	9	ng	ng	PROPN
ajceb-5524	98	10	,	,	PUNCT
ajceb-5524	98	11	2010	2010	NUM
ajceb-5524	98	12	)	)	PUNCT
ajceb-5524	98	13	,	,	PUNCT
ajceb-5524	98	14	the	the	DET
ajceb-5524	98	15	tender	tender	NOUN
ajceb-5524	98	16	price	price	NOUN
ajceb-5524	98	17	index	index	NOUN
ajceb-5524	98	18	from	from	ADP
ajceb-5524	98	19	rider	rider	NOUN
ajceb-5524	98	20	levett	levett	PROPN
ajceb-5524	98	21	bucknall	bucknall	NOUN
ajceb-5524	98	22	was	be	AUX
ajceb-5524	98	23	adopted	adopt	VERB
ajceb-5524	98	24	in	in	ADP
ajceb-5524	98	25	the	the	DET
ajceb-5524	98	26	present	present	ADJ
ajceb-5524	98	27	study	study	NOUN
ajceb-5524	98	28	.	.	PUNCT
ajceb-5524	99	1	the	the	DET
ajceb-5524	99	2	collected	collect	VERB
ajceb-5524	99	3	data	data	NOUN
ajceb-5524	99	4	covers	cover	VERB
ajceb-5524	99	5	the	the	DET
ajceb-5524	99	6	period	period	NOUN
ajceb-5524	99	7	between	between	ADP
ajceb-5524	99	8	1983q1	1983q1	PROPN
ajceb-5524	99	9	and	and	CCONJ
ajceb-5524	99	10	2015q4	2015q4	NOUN
ajceb-5524	99	11	.	.	PUNCT
ajceb-5524	100	1	the	the	DET
ajceb-5524	100	2	data	data	NOUN
ajceb-5524	100	3	is	be	AUX
ajceb-5524	100	4	divided	divide	VERB
ajceb-5524	100	5	into	into	ADP
ajceb-5524	100	6	two	two	NUM
ajceb-5524	100	7	:	:	PUNCT
ajceb-5524	100	8	the	the	DET
ajceb-5524	100	9	training	training	NOUN
ajceb-5524	100	10	and	and	CCONJ
ajceb-5524	100	11	the	the	DET
ajceb-5524	100	12	test	test	NOUN
ajceb-5524	100	13	set	set	NOUN
ajceb-5524	100	14	.	.	PUNCT
ajceb-5524	101	1	the	the	DET
ajceb-5524	101	2	training	training	NOUN
ajceb-5524	101	3	data	datum	NOUN
ajceb-5524	101	4	(	(	PUNCT
ajceb-5524	101	5	1983q1	1983q1	PROPN
ajceb-5524	101	6	-	-	PUNCT
ajceb-5524	101	7	2012q4	2012q4	NUM
ajceb-5524	101	8	)	)	PUNCT
ajceb-5524	101	9	was	be	AUX
ajceb-5524	101	10	used	use	VERB
ajceb-5524	101	11	to	to	PART
ajceb-5524	101	12	estimate	estimate	VERB
ajceb-5524	101	13	the	the	DET
ajceb-5524	101	14	univariate	univariate	ADJ
ajceb-5524	101	15	models	model	NOUN
ajceb-5524	101	16	,	,	PUNCT
ajceb-5524	101	17	while	while	SCONJ
ajceb-5524	101	18	,	,	PUNCT
ajceb-5524	101	19	the	the	DET
ajceb-5524	101	20	test	test	NOUN
ajceb-5524	101	21	data	datum	NOUN
ajceb-5524	101	22	(	(	PUNCT
ajceb-5524	101	23	2013q1	2013q1	NOUN
ajceb-5524	101	24	-	-	SYM
ajceb-5524	101	25	2015q4	2015q4	NOUN
ajceb-5524	101	26	)	)	PUNCT
ajceb-5524	101	27	was	be	AUX
ajceb-5524	101	28	used	use	VERB
ajceb-5524	101	29	to	to	PART
ajceb-5524	101	30	evaluate	evaluate	VERB
ajceb-5524	101	31	the	the	DET
ajceb-5524	101	32	reliability	reliability	NOUN
ajceb-5524	101	33	of	of	ADP
ajceb-5524	101	34	the	the	DET
ajceb-5524	101	35	developed	develop	VERB
ajceb-5524	101	36	model	model	NOUN
ajceb-5524	101	37	,	,	PUNCT
ajceb-5524	101	38	i.e.	i.e.	X
ajceb-5524	101	39	the	the	DET
ajceb-5524	101	40	ability	ability	NOUN
ajceb-5524	101	41	to	to	PART
ajceb-5524	101	42	predict	predict	VERB
ajceb-5524	101	43	previously	previously	ADV
ajceb-5524	101	44	unseen	unseen	ADJ
ajceb-5524	101	45	data	datum	NOUN
ajceb-5524	101	46	.	.	PUNCT
ajceb-5524	102	1	the	the	DET
ajceb-5524	102	2	time	time	NOUN
ajceb-5524	102	3	ordered	order	VERB
ajceb-5524	102	4	approach	approach	NOUN
ajceb-5524	102	5	adopted	adopt	VERB
ajceb-5524	102	6	in	in	ADP
ajceb-5524	102	7	this	this	DET
ajceb-5524	102	8	study	study	NOUN
ajceb-5524	102	9	is	be	AUX
ajceb-5524	102	10	consistent	consistent	ADJ
ajceb-5524	102	11	with	with	ADP
ajceb-5524	102	12	those	those	PRON
ajceb-5524	102	13	used	use	VERB
ajceb-5524	102	14	in	in	ADP
ajceb-5524	102	15	similar	similar	ADJ
ajceb-5524	102	16	previous	previous	ADJ
ajceb-5524	102	17	research	research	NOUN
ajceb-5524	102	18	(	(	PUNCT
ajceb-5524	102	19	jiang	jiang	PROPN
ajceb-5524	102	20	,	,	PUNCT
ajceb-5524	102	21	xu	xu	PROPN
ajceb-5524	102	22	and	and	CCONJ
ajceb-5524	102	23	liu	liu	PROPN
ajceb-5524	102	24	,	,	PUNCT
ajceb-5524	102	25	2013	2013	NUM
ajceb-5524	102	26	;	;	PUNCT
ajceb-5524	102	27	wong	wong	PROPN
ajceb-5524	102	28	and	and	CCONJ
ajceb-5524	102	29	ng	ng	PROPN
ajceb-5524	102	30	,	,	PUNCT
ajceb-5524	102	31	2010	2010	NUM
ajceb-5524	102	32	)	)	PUNCT
ajceb-5524	102	33	.	.	PUNCT
ajceb-5524	103	1	figure	figure	NOUN
ajceb-5524	103	2	1	1	NUM
ajceb-5524	103	3	shows	show	VERB
ajceb-5524	103	4	the	the	DET
ajceb-5524	103	5	time	time	NOUN
ajceb-5524	103	6	series	series	PROPN
ajceb-5524	103	7	plot	plot	NOUN
ajceb-5524	103	8	for	for	ADP
ajceb-5524	103	9	tender	tender	ADJ
ajceb-5524	103	10	price	price	NOUN
ajceb-5524	103	11	index	index	NOUN
ajceb-5524	103	12	data	datum	NOUN
ajceb-5524	103	13	.	.	PUNCT
ajceb-5524	104	1	as	as	SCONJ
ajceb-5524	104	2	can	can	AUX
ajceb-5524	104	3	be	be	AUX
ajceb-5524	104	4	seen	see	VERB
ajceb-5524	104	5	from	from	ADP
ajceb-5524	104	6	the	the	DET
ajceb-5524	104	7	plot	plot	NOUN
ajceb-5524	104	8	,	,	PUNCT
ajceb-5524	104	9	tender	tender	ADJ
ajceb-5524	104	10	price	price	NOUN
ajceb-5524	104	11	index	index	NOUN
ajceb-5524	104	12	peaked	peak	VERB
ajceb-5524	104	13	at	at	ADP
ajceb-5524	104	14	three	three	NUM
ajceb-5524	104	15	-	-	PUNCT
ajceb-5524	104	16	time	time	NOUN
ajceb-5524	104	17	periods	period	NOUN
ajceb-5524	104	18	,	,	PUNCT
ajceb-5524	104	19	which	which	PRON
ajceb-5524	104	20	almost	almost	ADV
ajceb-5524	104	21	coincides	coincide	VERB
ajceb-5524	104	22	with	with	ADP
ajceb-5524	104	23	three	three	NUM
ajceb-5524	104	24	economic	economic	ADJ
ajceb-5524	104	25	events	event	NOUN
ajceb-5524	104	26	.	.	PUNCT
ajceb-5524	105	1	these	these	DET
ajceb-5524	105	2	events	event	NOUN
ajceb-5524	105	3	are	be	AUX
ajceb-5524	105	4	the	the	DET
ajceb-5524	105	5	asian	asian	ADJ
ajceb-5524	105	6	financial	financial	ADJ
ajceb-5524	105	7	crises	crisis	NOUN
ajceb-5524	105	8	,	,	PUNCT
ajceb-5524	105	9	global	global	ADJ
ajceb-5524	105	10	economic	economic	ADJ
ajceb-5524	105	11	meltdown	meltdown	NOUN
ajceb-5524	105	12	and	and	CCONJ
ajceb-5524	105	13	the	the	DET
ajceb-5524	105	14	increase	increase	NOUN
ajceb-5524	105	15	in	in	ADP
ajceb-5524	105	16	the	the	DET
ajceb-5524	105	17	volume	volume	NOUN
ajceb-5524	105	18	of	of	ADP
ajceb-5524	105	19	construction	construction	NOUN
ajceb-5524	105	20	works	work	NOUN
ajceb-5524	105	21	being	be	AUX
ajceb-5524	105	22	experienced	experience	VERB
ajceb-5524	105	23	in	in	ADP
ajceb-5524	105	24	hong	hong	PROPN
ajceb-5524	105	25	kong	kong	PROPN
ajceb-5524	105	26	in	in	ADP
ajceb-5524	105	27	recent	recent	ADJ
ajceb-5524	105	28	years	year	NOUN
ajceb-5524	105	29	.	.	PUNCT
ajceb-5524	106	1	previous	previous	ADJ
ajceb-5524	106	2	research	research	NOUN
ajceb-5524	106	3	has	have	AUX
ajceb-5524	106	4	shown	show	VERB
ajceb-5524	106	5	that	that	SCONJ
ajceb-5524	106	6	volume	volume	NOUN
ajceb-5524	106	7	of	of	ADP
ajceb-5524	106	8	construction	construction	NOUN
ajceb-5524	106	9	investments	investment	NOUN
ajceb-5524	106	10	and	and	CCONJ
ajceb-5524	106	11	property	property	NOUN
ajceb-5524	106	12	prices	price	NOUN
ajceb-5524	106	13	significantly	significantly	ADV
ajceb-5524	106	14	influence	influence	VERB
ajceb-5524	106	15	construction	construction	NOUN
ajceb-5524	106	16	cost	cost	NOUN
ajceb-5524	106	17	(	(	PUNCT
ajceb-5524	106	18	soo	soo	NOUN
ajceb-5524	106	19	and	and	CCONJ
ajceb-5524	106	20	oo	oo	INTJ
ajceb-5524	106	21	,	,	PUNCT
ajceb-5524	106	22	2014	2014	NUM
ajceb-5524	106	23	;	;	PUNCT
ajceb-5524	107	1	zheng	zheng	PROPN
ajceb-5524	107	2	,	,	PUNCT
ajceb-5524	107	3	chau	chau	NOUN
ajceb-5524	107	4	and	and	CCONJ
ajceb-5524	107	5	hui	hui	PROPN
ajceb-5524	107	6	,	,	PUNCT
ajceb-5524	107	7	2012	2012	NUM
ajceb-5524	107	8	)	)	PUNCT
ajceb-5524	107	9	.	.	PUNCT
ajceb-5524	108	1	in	in	ADP
ajceb-5524	108	2	addition	addition	NOUN
ajceb-5524	108	3	,	,	PUNCT
ajceb-5524	108	4	it	it	PRON
ajceb-5524	108	5	is	be	AUX
ajceb-5524	108	6	evident	evident	ADJ
ajceb-5524	108	7	that	that	SCONJ
ajceb-5524	108	8	tender	tender	NOUN
ajceb-5524	108	9	price	price	NOUN
ajceb-5524	108	10	index	index	NOUN
ajceb-5524	108	11	fluctuates	fluctuate	VERB
ajceb-5524	108	12	over	over	ADP
ajceb-5524	108	13	time	time	NOUN
ajceb-5524	108	14	.	.	PUNCT
ajceb-5524	109	1	thus	thus	ADV
ajceb-5524	109	2	,	,	PUNCT
ajceb-5524	109	3	it	it	PRON
ajceb-5524	109	4	is	be	AUX
ajceb-5524	109	5	important	important	ADJ
ajceb-5524	109	6	to	to	PART
ajceb-5524	109	7	develop	develop	VERB
ajceb-5524	109	8	models	model	NOUN
ajceb-5524	109	9	that	that	PRON
ajceb-5524	109	10	can	can	AUX
ajceb-5524	109	11	accurately	accurately	ADV
ajceb-5524	109	12	predict	predict	VERB
ajceb-5524	109	13	future	future	ADJ
ajceb-5524	109	14	trends	trend	NOUN
ajceb-5524	109	15	in	in	ADP
ajceb-5524	109	16	tender	tender	ADJ
ajceb-5524	109	17	price	price	NOUN
ajceb-5524	109	18	index	index	NOUN
ajceb-5524	109	19	.	.	PUNCT
ajceb-5524	110	1	univariate	univariate	ADJ
ajceb-5524	110	2	modelling	modelling	NOUN
ajceb-5524	110	3	techniques	technique	NOUN
ajceb-5524	110	4	box	box	NOUN
ajceb-5524	110	5	-	-	PUNCT
ajceb-5524	110	6	jenkins	jenkin	NOUN
ajceb-5524	110	7	model	model	NOUN
ajceb-5524	110	8	in	in	ADP
ajceb-5524	110	9	this	this	DET
ajceb-5524	110	10	work	work	NOUN
ajceb-5524	110	11	,	,	PUNCT
ajceb-5524	110	12	two	two	NUM
ajceb-5524	110	13	univariate	univariate	ADJ
ajceb-5524	110	14	modelling	modelling	NOUN
ajceb-5524	110	15	techniques	technique	NOUN
ajceb-5524	110	16	were	be	AUX
ajceb-5524	110	17	used	use	VERB
ajceb-5524	110	18	to	to	PART
ajceb-5524	110	19	predict	predict	VERB
ajceb-5524	110	20	tender	tender	ADJ
ajceb-5524	110	21	price	price	NOUN
ajceb-5524	110	22	index	index	NOUN
ajceb-5524	110	23	.	.	PUNCT
ajceb-5524	111	1	the	the	DET
ajceb-5524	111	2	techniques	technique	NOUN
ajceb-5524	111	3	adopted	adopt	VERB
ajceb-5524	111	4	in	in	ADP
ajceb-5524	111	5	the	the	DET
ajceb-5524	111	6	present	present	ADJ
ajceb-5524	111	7	study	study	NOUN
ajceb-5524	111	8	are	be	AUX
ajceb-5524	111	9	box	box	NOUN
ajceb-5524	111	10	-	-	PUNCT
ajceb-5524	111	11	jenkins	jenkin	NOUN
ajceb-5524	111	12	and	and	CCONJ
ajceb-5524	111	13	neural	neural	ADJ
ajceb-5524	111	14	network	network	NOUN
ajceb-5524	111	15	.	.	PUNCT
ajceb-5524	112	1	the	the	DET
ajceb-5524	112	2	box	box	NOUN
ajceb-5524	112	3	-	-	PUNCT
ajceb-5524	112	4	jenkins	jenkin	NOUN
ajceb-5524	112	5	figure	figure	NOUN
ajceb-5524	112	6	1	1	NUM
ajceb-5524	112	7	time	time	NOUN
ajceb-5524	112	8	series	series	NOUN
ajceb-5524	112	9	plots	plot	NOUN
ajceb-5524	112	10	of	of	ADP
ajceb-5524	112	11	tender	tender	ADJ
ajceb-5524	112	12	price	price	NOUN
ajceb-5524	112	13	index	index	NOUN
ajceb-5524	112	14	oshodi	oshodi	NOUN
ajceb-5524	112	15	,	,	PUNCT
ajceb-5524	112	16	ejohwomu	ejohwomu	NOUN
ajceb-5524	112	17	,	,	PUNCT
ajceb-5524	112	18	famakin	famakin	PROPN
ajceb-5524	112	19	&	&	CCONJ
ajceb-5524	112	20	cortez	cortez	PROPN
ajceb-5524	112	21	construction	construction	NOUN
ajceb-5524	112	22	economics	economic	NOUN
ajceb-5524	112	23	and	and	CCONJ
ajceb-5524	112	24	building	building	NOUN
ajceb-5524	112	25	,	,	PUNCT
ajceb-5524	112	26	vol	vol	NOUN
ajceb-5524	112	27	.	.	PROPN
ajceb-5524	112	28	17	17	NUM
ajceb-5524	112	29	,	,	PUNCT
ajceb-5524	112	30	no	no	INTJ
ajceb-5524	112	31	.	.	NOUN
ajceb-5524	112	32	3	3	NUM
ajceb-5524	112	33	september	september	PROPN
ajceb-5524	112	34	2017113	2017113	NUM
ajceb-5524	112	35	approach	approach	NOUN
ajceb-5524	112	36	assumes	assume	VERB
ajceb-5524	112	37	a	a	DET
ajceb-5524	112	38	linear	linear	ADJ
ajceb-5524	112	39	relationship	relationship	NOUN
ajceb-5524	112	40	exists	exist	VERB
ajceb-5524	112	41	between	between	ADP
ajceb-5524	112	42	independent	independent	ADJ
ajceb-5524	112	43	variables	variable	NOUN
ajceb-5524	112	44	(	(	PUNCT
ajceb-5524	112	45	i.e.	i.e.	X
ajceb-5524	112	46	lagged	lag	VERB
ajceb-5524	112	47	values	value	NOUN
ajceb-5524	112	48	of	of	ADP
ajceb-5524	112	49	tender	tender	ADJ
ajceb-5524	112	50	price	price	NOUN
ajceb-5524	112	51	index	index	NOUN
ajceb-5524	112	52	)	)	PUNCT
ajceb-5524	112	53	and	and	CCONJ
ajceb-5524	112	54	the	the	DET
ajceb-5524	112	55	predicted	predict	VERB
ajceb-5524	112	56	variable	variable	NOUN
ajceb-5524	112	57	(	(	PUNCT
ajceb-5524	112	58	tender	tender	NOUN
ajceb-5524	112	59	price	price	NOUN
ajceb-5524	112	60	index	index	NOUN
ajceb-5524	112	61	)	)	PUNCT
ajceb-5524	112	62	.	.	PUNCT
ajceb-5524	113	1	the	the	DET
ajceb-5524	113	2	process	process	NOUN
ajceb-5524	113	3	of	of	ADP
ajceb-5524	113	4	applying	apply	VERB
ajceb-5524	113	5	box	box	NOUN
ajceb-5524	113	6	-	-	PUNCT
ajceb-5524	113	7	jenkins	jenkins	PROPN
ajceb-5524	113	8	model	model	NOUN
ajceb-5524	113	9	to	to	ADP
ajceb-5524	113	10	time	time	NOUN
ajceb-5524	113	11	series	series	PROPN
ajceb-5524	113	12	data	data	PROPN
ajceb-5524	113	13	was	be	AUX
ajceb-5524	113	14	proposed	propose	VERB
ajceb-5524	113	15	in	in	ADP
ajceb-5524	113	16	box	box	PROPN
ajceb-5524	113	17	and	and	CCONJ
ajceb-5524	113	18	jenkins	jenkins	PROPN
ajceb-5524	113	19	(	(	PUNCT
ajceb-5524	113	20	1976	1976	NUM
ajceb-5524	113	21	)	)	PUNCT
ajceb-5524	113	22	.	.	PUNCT
ajceb-5524	114	1	the	the	DET
ajceb-5524	114	2	boxjenkins	boxjenkin	NOUN
ajceb-5524	114	3	technique	technique	NOUN
ajceb-5524	114	4	is	be	AUX
ajceb-5524	114	5	a	a	DET
ajceb-5524	114	6	combination	combination	NOUN
ajceb-5524	114	7	of	of	ADP
ajceb-5524	114	8	the	the	DET
ajceb-5524	114	9	auto	auto	NOUN
ajceb-5524	114	10	-	-	PUNCT
ajceb-5524	114	11	regression	regression	NOUN
ajceb-5524	114	12	(	(	PUNCT
ajceb-5524	114	13	ar	ar	NOUN
ajceb-5524	114	14	)	)	PUNCT
ajceb-5524	114	15	and	and	CCONJ
ajceb-5524	114	16	moving	move	VERB
ajceb-5524	114	17	average	average	ADJ
ajceb-5524	114	18	(	(	PUNCT
ajceb-5524	114	19	ma	ma	PROPN
ajceb-5524	114	20	)	)	PUNCT
ajceb-5524	114	21	with	with	ADP
ajceb-5524	114	22	differencing	differencing	NOUN
ajceb-5524	114	23	.	.	PUNCT
ajceb-5524	115	1	the	the	DET
ajceb-5524	115	2	most	most	ADV
ajceb-5524	115	3	important	important	ADJ
ajceb-5524	115	4	criteria	criterion	NOUN
ajceb-5524	115	5	that	that	PRON
ajceb-5524	115	6	must	must	AUX
ajceb-5524	115	7	be	be	AUX
ajceb-5524	115	8	satisfied	satisfied	ADJ
ajceb-5524	115	9	prior	prior	ADV
ajceb-5524	115	10	to	to	ADP
ajceb-5524	115	11	the	the	DET
ajceb-5524	115	12	application	application	NOUN
ajceb-5524	115	13	of	of	ADP
ajceb-5524	115	14	boxjenkins	boxjenkin	NOUN
ajceb-5524	115	15	model	model	NOUN
ajceb-5524	115	16	to	to	ADP
ajceb-5524	115	17	data	datum	NOUN
ajceb-5524	115	18	is	be	AUX
ajceb-5524	115	19	stationarity	stationarity	NOUN
ajceb-5524	115	20	.	.	PUNCT
ajceb-5524	115	21	box	box	PROPN
ajceb-5524	115	22	-	-	PUNCT
ajceb-5524	115	23	jenkins	jenkin	NOUN
ajceb-5524	115	24	model	model	NOUN
ajceb-5524	115	25	has	have	AUX
ajceb-5524	115	26	been	be	AUX
ajceb-5524	115	27	found	find	VERB
ajceb-5524	115	28	useful	useful	ADJ
ajceb-5524	115	29	for	for	ADP
ajceb-5524	115	30	several	several	ADJ
ajceb-5524	115	31	forecasting	forecasting	NOUN
ajceb-5524	115	32	problems	problem	NOUN
ajceb-5524	115	33	in	in	ADP
ajceb-5524	115	34	different	different	ADJ
ajceb-5524	115	35	fields	field	NOUN
ajceb-5524	115	36	,	,	PUNCT
ajceb-5524	115	37	such	such	ADJ
ajceb-5524	115	38	as	as	ADP
ajceb-5524	115	39	price	price	NOUN
ajceb-5524	115	40	(	(	PUNCT
ajceb-5524	115	41	goh	goh	PROPN
ajceb-5524	115	42	and	and	CCONJ
ajceb-5524	115	43	teo	teo	PROPN
ajceb-5524	115	44	,	,	PUNCT
ajceb-5524	115	45	2000	2000	NUM
ajceb-5524	115	46	)	)	PUNCT
ajceb-5524	115	47	,	,	PUNCT
ajceb-5524	116	1	construction	construction	NOUN
ajceb-5524	116	2	demand	demand	NOUN
ajceb-5524	116	3	(	(	PUNCT
ajceb-5524	116	4	fan	fan	PROPN
ajceb-5524	116	5	,	,	PUNCT
ajceb-5524	116	6	ng	ng	PROPN
ajceb-5524	116	7	and	and	CCONJ
ajceb-5524	116	8	wong	wong	PROPN
ajceb-5524	116	9	,	,	PUNCT
ajceb-5524	116	10	2010	2010	NUM
ajceb-5524	116	11	)	)	PUNCT
ajceb-5524	116	12	and	and	CCONJ
ajceb-5524	116	13	property	property	NOUN
ajceb-5524	116	14	price	price	NOUN
ajceb-5524	116	15	index	index	NOUN
ajceb-5524	116	16	(	(	PUNCT
ajceb-5524	116	17	hepşen	hepşen	NOUN
ajceb-5524	116	18	and	and	CCONJ
ajceb-5524	116	19	vatansever	vatansever	ADJ
ajceb-5524	116	20	,	,	PUNCT
ajceb-5524	116	21	2011	2011	NUM
ajceb-5524	116	22	)	)	PUNCT
ajceb-5524	116	23	.	.	PUNCT
ajceb-5524	117	1	interested	interested	ADJ
ajceb-5524	117	2	readers	reader	NOUN
ajceb-5524	117	3	can	can	AUX
ajceb-5524	117	4	refer	refer	VERB
ajceb-5524	117	5	to	to	ADP
ajceb-5524	117	6	fan	fan	PROPN
ajceb-5524	117	7	,	,	PUNCT
ajceb-5524	117	8	ng	ng	PROPN
ajceb-5524	117	9	and	and	CCONJ
ajceb-5524	117	10	wong	wong	PROPN
ajceb-5524	117	11	(	(	PUNCT
ajceb-5524	117	12	2010	2010	NUM
ajceb-5524	117	13	)	)	PUNCT
ajceb-5524	117	14	,	,	PUNCT
ajceb-5524	117	15	hyndman	hyndman	NOUN
ajceb-5524	117	16	and	and	CCONJ
ajceb-5524	117	17	athanasopoulos	athanasopoulos	NOUN
ajceb-5524	117	18	(	(	PUNCT
ajceb-5524	117	19	2014	2014	NUM
ajceb-5524	117	20	)	)	PUNCT
ajceb-5524	117	21	and	and	CCONJ
ajceb-5524	117	22	asteriou	asteriou	VERB
ajceb-5524	117	23	and	and	CCONJ
ajceb-5524	117	24	hall	hall	NOUN
ajceb-5524	117	25	(	(	PUNCT
ajceb-5524	117	26	2016	2016	NUM
ajceb-5524	117	27	)	)	PUNCT
ajceb-5524	117	28	for	for	ADP
ajceb-5524	117	29	detailed	detailed	ADJ
ajceb-5524	117	30	explanation	explanation	NOUN
ajceb-5524	117	31	on	on	ADP
ajceb-5524	117	32	the	the	DET
ajceb-5524	117	33	process	process	NOUN
ajceb-5524	117	34	of	of	ADP
ajceb-5524	117	35	applying	apply	VERB
ajceb-5524	117	36	box	box	NOUN
ajceb-5524	117	37	-	-	PUNCT
ajceb-5524	117	38	jenkins	jenkins	PROPN
ajceb-5524	117	39	model	model	NOUN
ajceb-5524	117	40	to	to	ADP
ajceb-5524	117	41	time	time	PROPN
ajceb-5524	117	42	series	series	PROPN
ajceb-5524	117	43	data	data	PROPN
ajceb-5524	117	44	.	.	PUNCT
ajceb-5524	118	1	neural	neural	ADJ
ajceb-5524	118	2	network	network	PROPN
ajceb-5524	118	3	the	the	DET
ajceb-5524	118	4	neural	neural	ADJ
ajceb-5524	118	5	network	network	NOUN
ajceb-5524	118	6	model	model	NOUN
ajceb-5524	118	7	is	be	AUX
ajceb-5524	118	8	a	a	DET
ajceb-5524	118	9	system	system	NOUN
ajceb-5524	118	10	of	of	ADP
ajceb-5524	118	11	interconnected	interconnected	ADJ
ajceb-5524	118	12	neurons	neuron	NOUN
ajceb-5524	118	13	whose	whose	DET
ajceb-5524	118	14	functioning	functioning	NOUN
ajceb-5524	118	15	is	be	AUX
ajceb-5524	118	16	inspired	inspire	VERB
ajceb-5524	118	17	by	by	ADP
ajceb-5524	118	18	the	the	DET
ajceb-5524	118	19	human	human	ADJ
ajceb-5524	118	20	brain	brain	NOUN
ajceb-5524	118	21	.	.	PUNCT
ajceb-5524	119	1	the	the	DET
ajceb-5524	119	2	neural	neural	ADJ
ajceb-5524	119	3	network	network	NOUN
ajceb-5524	119	4	model	model	NOUN
ajceb-5524	119	5	used	use	VERB
ajceb-5524	119	6	in	in	ADP
ajceb-5524	119	7	the	the	DET
ajceb-5524	119	8	present	present	ADJ
ajceb-5524	119	9	study	study	NOUN
ajceb-5524	119	10	is	be	AUX
ajceb-5524	119	11	a	a	DET
ajceb-5524	119	12	multilayer	multilayer	ADJ
ajceb-5524	119	13	perceptron	perceptron	NOUN
ajceb-5524	119	14	with	with	ADP
ajceb-5524	119	15	one	one	NUM
ajceb-5524	119	16	hidden	hide	VERB
ajceb-5524	119	17	layer	layer	NOUN
ajceb-5524	119	18	.	.	PUNCT
ajceb-5524	120	1	in	in	ADP
ajceb-5524	120	2	recent	recent	ADJ
ajceb-5524	120	3	years	year	NOUN
ajceb-5524	120	4	,	,	PUNCT
ajceb-5524	120	5	there	there	PRON
ajceb-5524	120	6	has	have	AUX
ajceb-5524	120	7	been	be	AUX
ajceb-5524	120	8	a	a	DET
ajceb-5524	120	9	shift	shift	NOUN
ajceb-5524	120	10	towards	towards	ADP
ajceb-5524	120	11	the	the	DET
ajceb-5524	120	12	application	application	NOUN
ajceb-5524	120	13	of	of	ADP
ajceb-5524	120	14	deep	deep	ADJ
ajceb-5524	120	15	learning	learning	NOUN
ajceb-5524	120	16	(	(	PUNCT
ajceb-5524	120	17	i.e.	i.e.	X
ajceb-5524	120	18	neural	neural	ADJ
ajceb-5524	120	19	network	network	NOUN
ajceb-5524	120	20	with	with	ADP
ajceb-5524	120	21	more	more	ADJ
ajceb-5524	120	22	than	than	ADP
ajceb-5524	120	23	one	one	NUM
ajceb-5524	120	24	hidden	hide	VERB
ajceb-5524	120	25	layer	layer	NOUN
ajceb-5524	120	26	)	)	PUNCT
ajceb-5524	120	27	to	to	ADP
ajceb-5524	120	28	time	time	NOUN
ajceb-5524	120	29	series	series	PROPN
ajceb-5524	120	30	forecasting	forecasting	NOUN
ajceb-5524	120	31	problems	problem	NOUN
ajceb-5524	120	32	.	.	PUNCT
ajceb-5524	121	1	however	however	ADV
ajceb-5524	121	2	,	,	PUNCT
ajceb-5524	121	3	a	a	DET
ajceb-5524	121	4	neural	neural	ADJ
ajceb-5524	121	5	network	network	NOUN
ajceb-5524	121	6	with	with	ADP
ajceb-5524	121	7	one	one	NUM
ajceb-5524	121	8	hidden	hide	VERB
ajceb-5524	121	9	layer	layer	NOUN
ajceb-5524	121	10	was	be	AUX
ajceb-5524	121	11	selected	select	VERB
ajceb-5524	121	12	for	for	ADP
ajceb-5524	121	13	this	this	DET
ajceb-5524	121	14	study	study	NOUN
ajceb-5524	121	15	based	base	VERB
ajceb-5524	121	16	on	on	ADP
ajceb-5524	121	17	its	its	PRON
ajceb-5524	121	18	performance	performance	NOUN
ajceb-5524	121	19	in	in	ADP
ajceb-5524	121	20	previous	previous	ADJ
ajceb-5524	121	21	research	research	NOUN
ajceb-5524	121	22	(	(	PUNCT
ajceb-5524	121	23	wang	wang	PROPN
ajceb-5524	121	24	et	et	PROPN
ajceb-5524	121	25	al	al	PROPN
ajceb-5524	121	26	.	.	PROPN
ajceb-5524	121	27	,	,	PUNCT
ajceb-5524	121	28	2009	2009	NUM
ajceb-5524	121	29	)	)	PUNCT
ajceb-5524	121	30	.	.	PUNCT
ajceb-5524	122	1	the	the	DET
ajceb-5524	122	2	input	input	NOUN
ajceb-5524	122	3	data	data	NOUN
ajceb-5524	122	4	is	be	AUX
ajceb-5524	122	5	presented	present	VERB
ajceb-5524	122	6	to	to	ADP
ajceb-5524	122	7	the	the	DET
ajceb-5524	122	8	input	input	NOUN
ajceb-5524	122	9	layer	layer	NOUN
ajceb-5524	122	10	and	and	CCONJ
ajceb-5524	122	11	the	the	DET
ajceb-5524	122	12	numeric	numeric	ADJ
ajceb-5524	122	13	weights	weight	NOUN
ajceb-5524	122	14	of	of	ADP
ajceb-5524	122	15	the	the	DET
ajceb-5524	122	16	neurons	neuron	NOUN
ajceb-5524	122	17	are	be	AUX
ajceb-5524	122	18	calibrated	calibrate	VERB
ajceb-5524	122	19	during	during	ADP
ajceb-5524	122	20	the	the	DET
ajceb-5524	122	21	training	training	NOUN
ajceb-5524	122	22	process	process	NOUN
ajceb-5524	122	23	.	.	PUNCT
ajceb-5524	123	1	the	the	DET
ajceb-5524	123	2	neural	neural	ADJ
ajceb-5524	123	3	network	network	NOUN
ajceb-5524	123	4	and	and	CCONJ
ajceb-5524	123	5	the	the	DET
ajceb-5524	123	6	box	box	NOUN
ajceb-5524	123	7	-	-	PUNCT
ajceb-5524	123	8	jenkins	jenkins	PROPN
ajceb-5524	123	9	model	model	NOUN
ajceb-5524	123	10	applied	apply	VERB
ajceb-5524	123	11	in	in	ADP
ajceb-5524	123	12	the	the	DET
ajceb-5524	123	13	present	present	ADJ
ajceb-5524	123	14	study	study	NOUN
ajceb-5524	123	15	are	be	AUX
ajceb-5524	123	16	similar	similar	ADJ
ajceb-5524	123	17	.	.	PUNCT
ajceb-5524	124	1	this	this	PRON
ajceb-5524	124	2	is	be	AUX
ajceb-5524	124	3	because	because	SCONJ
ajceb-5524	124	4	the	the	DET
ajceb-5524	124	5	number	number	NOUN
ajceb-5524	124	6	of	of	ADP
ajceb-5524	124	7	lags	lag	NOUN
ajceb-5524	124	8	of	of	ADP
ajceb-5524	124	9	tender	tender	ADJ
ajceb-5524	124	10	price	price	NOUN
ajceb-5524	124	11	index	index	NOUN
ajceb-5524	124	12	(	(	PUNCT
ajceb-5524	124	13	tpi	tpi	NOUN
ajceb-5524	124	14	)	)	PUNCT
ajceb-5524	124	15	included	include	VERB
ajceb-5524	124	16	in	in	ADP
ajceb-5524	124	17	the	the	DET
ajceb-5524	124	18	neural	neural	ADJ
ajceb-5524	124	19	network	network	NOUN
ajceb-5524	124	20	and	and	CCONJ
ajceb-5524	124	21	box	box	NOUN
ajceb-5524	124	22	-	-	PUNCT
ajceb-5524	124	23	jenkins	jenkin	NOUN
ajceb-5524	124	24	model	model	NOUN
ajceb-5524	124	25	are	be	AUX
ajceb-5524	124	26	the	the	DET
ajceb-5524	124	27	same	same	ADJ
ajceb-5524	124	28	.	.	PUNCT
ajceb-5524	125	1	for	for	ADP
ajceb-5524	125	2	instance	instance	NOUN
ajceb-5524	125	3	,	,	PUNCT
ajceb-5524	125	4	information	information	NOUN
ajceb-5524	125	5	contained	contain	VERB
ajceb-5524	125	6	in	in	ADP
ajceb-5524	125	7	the	the	DET
ajceb-5524	125	8	tpi	tpi	NOUN
ajceb-5524	125	9	for	for	ADP
ajceb-5524	125	10	2001	2001	NUM
ajceb-5524	125	11	,	,	PUNCT
ajceb-5524	125	12	2002	2002	NUM
ajceb-5524	125	13	and	and	CCONJ
ajceb-5524	125	14	2003	2003	NUM
ajceb-5524	125	15	were	be	AUX
ajceb-5524	125	16	used	use	VERB
ajceb-5524	125	17	in	in	ADP
ajceb-5524	125	18	predicting	predict	VERB
ajceb-5524	125	19	the	the	DET
ajceb-5524	125	20	tpi	tpi	NOUN
ajceb-5524	125	21	for	for	ADP
ajceb-5524	125	22	2004	2004	NUM
ajceb-5524	125	23	.	.	PUNCT
ajceb-5524	126	1	however	however	ADV
ajceb-5524	126	2	,	,	PUNCT
ajceb-5524	126	3	it	it	PRON
ajceb-5524	126	4	is	be	AUX
ajceb-5524	126	5	important	important	ADJ
ajceb-5524	126	6	to	to	PART
ajceb-5524	126	7	note	note	VERB
ajceb-5524	126	8	that	that	SCONJ
ajceb-5524	126	9	the	the	DET
ajceb-5524	126	10	neural	neural	ADJ
ajceb-5524	126	11	network	network	NOUN
ajceb-5524	126	12	model	model	NOUN
ajceb-5524	126	13	is	be	AUX
ajceb-5524	126	14	non	non	ADJ
ajceb-5524	126	15	-	-	ADJ
ajceb-5524	126	16	linear	linear	ADJ
ajceb-5524	126	17	and	and	CCONJ
ajceb-5524	126	18	there	there	PRON
ajceb-5524	126	19	is	be	VERB
ajceb-5524	126	20	no	no	DET
ajceb-5524	126	21	need	need	NOUN
ajceb-5524	126	22	to	to	PART
ajceb-5524	126	23	make	make	VERB
ajceb-5524	126	24	the	the	DET
ajceb-5524	126	25	data	datum	NOUN
ajceb-5524	126	26	stationary	stationary	NOUN
ajceb-5524	126	27	prior	prior	ADV
ajceb-5524	126	28	to	to	ADP
ajceb-5524	126	29	its	its	PRON
ajceb-5524	126	30	application	application	NOUN
ajceb-5524	126	31	.	.	PUNCT
ajceb-5524	127	1	the	the	DET
ajceb-5524	127	2	architecture	architecture	NOUN
ajceb-5524	127	3	of	of	ADP
ajceb-5524	127	4	the	the	DET
ajceb-5524	127	5	neural	neural	ADJ
ajceb-5524	127	6	network	network	NOUN
ajceb-5524	127	7	model	model	NOUN
ajceb-5524	127	8	is	be	AUX
ajceb-5524	127	9	presented	present	VERB
ajceb-5524	127	10	in	in	ADP
ajceb-5524	127	11	figure	figure	NOUN
ajceb-5524	127	12	2	2	NUM
ajceb-5524	127	13	.	.	PUNCT
ajceb-5524	127	14	additional	additional	ADJ
ajceb-5524	127	15	details	detail	NOUN
ajceb-5524	127	16	about	about	ADP
ajceb-5524	127	17	the	the	DET
ajceb-5524	127	18	neural	neural	ADJ
ajceb-5524	127	19	network	network	NOUN
ajceb-5524	127	20	model	model	NOUN
ajceb-5524	127	21	developed	develop	VERB
ajceb-5524	127	22	in	in	ADP
ajceb-5524	127	23	the	the	DET
ajceb-5524	127	24	present	present	ADJ
ajceb-5524	127	25	study	study	NOUN
ajceb-5524	127	26	can	can	AUX
ajceb-5524	127	27	be	be	AUX
ajceb-5524	127	28	found	find	VERB
ajceb-5524	127	29	in	in	ADP
ajceb-5524	127	30	hyndman	hyndman	NOUN
ajceb-5524	127	31	and	and	CCONJ
ajceb-5524	127	32	athanasopoulos	athanasopoulos	NOUN
ajceb-5524	127	33	(	(	PUNCT
ajceb-5524	127	34	2014	2014	NUM
ajceb-5524	127	35	)	)	PUNCT
ajceb-5524	127	36	.	.	PUNCT
ajceb-5524	128	1	the	the	DET
ajceb-5524	128	2	final	final	ADJ
ajceb-5524	128	3	output	output	NOUN
ajceb-5524	128	4	of	of	ADP
ajceb-5524	128	5	the	the	DET
ajceb-5524	128	6	neural	neural	ADJ
ajceb-5524	128	7	network	network	NOUN
ajceb-5524	128	8	model	model	NOUN
ajceb-5524	128	9	is	be	AUX
ajceb-5524	128	10	dependent	dependent	ADJ
ajceb-5524	128	11	on	on	ADP
ajceb-5524	128	12	the	the	DET
ajceb-5524	128	13	initial	initial	ADJ
ajceb-5524	128	14	weights	weight	NOUN
ajceb-5524	128	15	of	of	ADP
ajceb-5524	128	16	the	the	DET
ajceb-5524	128	17	neuron	neuron	NOUN
ajceb-5524	128	18	which	which	PRON
ajceb-5524	128	19	is	be	AUX
ajceb-5524	128	20	selected	select	VERB
ajceb-5524	128	21	via	via	ADP
ajceb-5524	128	22	a	a	DET
ajceb-5524	128	23	random	random	ADJ
ajceb-5524	128	24	process	process	NOUN
ajceb-5524	128	25	.	.	PUNCT
ajceb-5524	129	1	to	to	PART
ajceb-5524	129	2	address	address	VERB
ajceb-5524	129	3	this	this	DET
ajceb-5524	129	4	problem	problem	NOUN
ajceb-5524	129	5	,	,	PUNCT
ajceb-5524	129	6	the	the	DET
ajceb-5524	129	7	developed	develop	VERB
ajceb-5524	129	8	model	model	NOUN
ajceb-5524	129	9	is	be	AUX
ajceb-5524	129	10	trained	train	VERB
ajceb-5524	129	11	25	25	NUM
ajceb-5524	129	12	times	time	NOUN
ajceb-5524	129	13	and	and	CCONJ
ajceb-5524	129	14	the	the	DET
ajceb-5524	129	15	average	average	NOUN
ajceb-5524	129	16	of	of	ADP
ajceb-5524	129	17	the	the	DET
ajceb-5524	129	18	forecast	forecast	NOUN
ajceb-5524	129	19	is	be	AUX
ajceb-5524	129	20	computed	compute	VERB
ajceb-5524	129	21	.	.	PUNCT
ajceb-5524	130	1	the	the	DET
ajceb-5524	130	2	number	number	NOUN
ajceb-5524	130	3	of	of	ADP
ajceb-5524	130	4	the	the	DET
ajceb-5524	130	5	nodes	node	NOUN
ajceb-5524	130	6	in	in	ADP
ajceb-5524	130	7	the	the	DET
ajceb-5524	130	8	hidden	hide	VERB
ajceb-5524	130	9	layer	layer	NOUN
ajceb-5524	130	10	is	be	AUX
ajceb-5524	130	11	determined	determine	VERB
ajceb-5524	130	12	by	by	ADP
ajceb-5524	130	13	a	a	DET
ajceb-5524	130	14	rule	rule	NOUN
ajceb-5524	130	15	of	of	ADP
ajceb-5524	130	16	thumb	thumb	NOUN
ajceb-5524	130	17	suggested	suggest	VERB
ajceb-5524	130	18	in	in	ADP
ajceb-5524	130	19	frederick	frederick	PROPN
ajceb-5524	130	20	(	(	PUNCT
ajceb-5524	130	21	1996	1996	NUM
ajceb-5524	130	22	)	)	PUNCT
ajceb-5524	130	23	.	.	PUNCT
ajceb-5524	131	1	this	this	DET
ajceb-5524	131	2	approach	approach	NOUN
ajceb-5524	131	3	has	have	AUX
ajceb-5524	131	4	proven	prove	VERB
ajceb-5524	131	5	useful	useful	ADJ
ajceb-5524	131	6	in	in	ADP
ajceb-5524	131	7	previous	previous	ADJ
ajceb-5524	131	8	studies	study	NOUN
ajceb-5524	131	9	(	(	PUNCT
ajceb-5524	131	10	e.g.	e.g.	ADV
ajceb-5524	131	11	leung	leung	PROPN
ajceb-5524	131	12	and	and	CCONJ
ajceb-5524	131	13	lee	lee	PROPN
ajceb-5524	131	14	,	,	PUNCT
ajceb-5524	131	15	2013	2013	NUM
ajceb-5524	131	16	)	)	PUNCT
ajceb-5524	131	17	.	.	PUNCT
ajceb-5524	132	1	the	the	DET
ajceb-5524	132	2	rule	rule	NOUN
ajceb-5524	132	3	of	of	ADP
ajceb-5524	132	4	thumb	thumb	NOUN
ajceb-5524	132	5	can	can	AUX
ajceb-5524	132	6	be	be	AUX
ajceb-5524	132	7	mathematically	mathematically	ADV
ajceb-5524	132	8	expressed	express	VERB
ajceb-5524	132	9	as	as	ADP
ajceb-5524	132	10	:	:	PUNCT
ajceb-5524	132	11	figure	figure	NOUN
ajceb-5524	132	12	2	2	NUM
ajceb-5524	132	13	architecture	architecture	NOUN
ajceb-5524	132	14	of	of	ADP
ajceb-5524	132	15	neural	neural	ADJ
ajceb-5524	132	16	network	network	NOUN
ajceb-5524	132	17	oshodi	oshodi	NOUN
ajceb-5524	132	18	,	,	PUNCT
ajceb-5524	132	19	ejohwomu	ejohwomu	NOUN
ajceb-5524	132	20	,	,	PUNCT
ajceb-5524	132	21	famakin	famakin	PROPN
ajceb-5524	132	22	&	&	CCONJ
ajceb-5524	132	23	cortez	cortez	PROPN
ajceb-5524	132	24	construction	construction	NOUN
ajceb-5524	132	25	economics	economic	NOUN
ajceb-5524	132	26	and	and	CCONJ
ajceb-5524	132	27	building	building	NOUN
ajceb-5524	132	28	,	,	PUNCT
ajceb-5524	132	29	vol	vol	NOUN
ajceb-5524	132	30	.	.	PROPN
ajceb-5524	132	31	17	17	NUM
ajceb-5524	132	32	,	,	PUNCT
ajceb-5524	132	33	no	no	INTJ
ajceb-5524	132	34	.	.	NOUN
ajceb-5524	132	35	3	3	NUM
ajceb-5524	132	36	september	september	PROPN
ajceb-5524	132	37	2017114	2017114	NUM
ajceb-5524	132	38	n	n	CCONJ
ajceb-5524	132	39	n	n	CCONJ
ajceb-5524	132	40	n	n	CCONJ
ajceb-5524	132	41	n	n	ADV
ajceb-5524	132	42	2h	2h	NUM
ajceb-5524	132	43	in	in	ADP
ajceb-5524	132	44	out	out	ADJ
ajceb-5524	132	45	s=	s=	NOUN
ajceb-5524	133	1	+	+	NOUN
ajceb-5524	133	2			PROPN
ajceb-5524	133	3			ADJ
ajceb-5524	133	4			NOUN
ajceb-5524	133	5			ADP
ajceb-5524	134	1	+	+	CCONJ
ajceb-5524	134	2	(	(	PUNCT
ajceb-5524	134	3	2	2	NUM
ajceb-5524	134	4	)	)	PUNCT
ajceb-5524	134	5	where	where	SCONJ
ajceb-5524	134	6	nh	nh	PROPN
ajceb-5524	134	7	,	,	PUNCT
ajceb-5524	134	8	nin	nin	PROPN
ajceb-5524	134	9	and	and	CCONJ
ajceb-5524	134	10	nout	nout	VERB
ajceb-5524	134	11	are	be	AUX
ajceb-5524	134	12	the	the	DET
ajceb-5524	134	13	number	number	NOUN
ajceb-5524	134	14	of	of	ADP
ajceb-5524	134	15	neurons	neuron	NOUN
ajceb-5524	134	16	of	of	ADP
ajceb-5524	134	17	hidden	hide	VERB
ajceb-5524	134	18	layer	layer	NOUN
ajceb-5524	134	19	,	,	PUNCT
ajceb-5524	134	20	input	input	NOUN
ajceb-5524	134	21	layer	layer	NOUN
ajceb-5524	134	22	and	and	CCONJ
ajceb-5524	134	23	output	output	NOUN
ajceb-5524	134	24	layer	layer	NOUN
ajceb-5524	134	25	,	,	PUNCT
ajceb-5524	134	26	respectively	respectively	ADV
ajceb-5524	134	27	;	;	PUNCT
ajceb-5524	134	28	ns	ns	NUM
ajceb-5524	134	29	is	be	AUX
ajceb-5524	134	30	the	the	DET
ajceb-5524	134	31	number	number	NOUN
ajceb-5524	134	32	of	of	ADP
ajceb-5524	134	33	training	training	NOUN
ajceb-5524	134	34	samples	sample	NOUN
ajceb-5524	134	35	.	.	PUNCT
ajceb-5524	135	1	the	the	DET
ajceb-5524	135	2	number	number	NOUN
ajceb-5524	135	3	of	of	ADP
ajceb-5524	135	4	hidden	hide	VERB
ajceb-5524	135	5	neurons	neuron	NOUN
ajceb-5524	135	6	to	to	PART
ajceb-5524	135	7	be	be	AUX
ajceb-5524	135	8	examined	examine	VERB
ajceb-5524	135	9	is	be	AUX
ajceb-5524	135	10	chosen	choose	VERB
ajceb-5524	135	11	to	to	PART
ajceb-5524	135	12	be	be	AUX
ajceb-5524	135	13	nh	nh	PROPN
ajceb-5524	135	14	±	±	NUM
ajceb-5524	135	15	5	5	NUM
ajceb-5524	135	16	.	.	PUNCT
ajceb-5524	135	17	to	to	PART
ajceb-5524	135	18	have	have	VERB
ajceb-5524	135	19	a	a	DET
ajceb-5524	135	20	valid	valid	ADJ
ajceb-5524	135	21	basis	basis	NOUN
ajceb-5524	135	22	for	for	ADP
ajceb-5524	135	23	comparison	comparison	NOUN
ajceb-5524	135	24	,	,	PUNCT
ajceb-5524	135	25	the	the	DET
ajceb-5524	135	26	box	box	NOUN
ajceb-5524	135	27	-	-	PUNCT
ajceb-5524	135	28	jenkins	jenkin	NOUN
ajceb-5524	135	29	model	model	NOUN
ajceb-5524	135	30	and	and	CCONJ
ajceb-5524	135	31	neural	neural	ADJ
ajceb-5524	135	32	network	network	NOUN
ajceb-5524	135	33	model	model	NOUN
ajceb-5524	135	34	are	be	AUX
ajceb-5524	135	35	developed	develop	VERB
ajceb-5524	135	36	using	use	VERB
ajceb-5524	135	37	the	the	DET
ajceb-5524	135	38	same	same	ADJ
ajceb-5524	135	39	inputs	input	NOUN
ajceb-5524	135	40	.	.	PUNCT
ajceb-5524	136	1	the	the	DET
ajceb-5524	136	2	neural	neural	ADJ
ajceb-5524	136	3	network	network	NOUN
ajceb-5524	136	4	model	model	NOUN
ajceb-5524	136	5	was	be	AUX
ajceb-5524	136	6	implemented	implement	VERB
ajceb-5524	136	7	using	use	VERB
ajceb-5524	136	8	the	the	DET
ajceb-5524	136	9	r	r	NOUN
ajceb-5524	136	10	tool	tool	NOUN
ajceb-5524	136	11	(	(	PUNCT
ajceb-5524	136	12	r	r	NOUN
ajceb-5524	136	13	core	core	NOUN
ajceb-5524	136	14	team	team	NOUN
ajceb-5524	136	15	,	,	PUNCT
ajceb-5524	136	16	2015	2015	NUM
ajceb-5524	136	17	)	)	PUNCT
ajceb-5524	136	18	and	and	CCONJ
ajceb-5524	136	19	the	the	DET
ajceb-5524	136	20	forecast	forecast	NOUN
ajceb-5524	136	21	package	package	NOUN
ajceb-5524	136	22	(	(	PUNCT
ajceb-5524	136	23	hyndman	hyndman	NOUN
ajceb-5524	136	24	et	et	PROPN
ajceb-5524	136	25	al	al	PROPN
ajceb-5524	136	26	.	.	PROPN
ajceb-5524	136	27	,	,	PUNCT
ajceb-5524	136	28	2015	2015	NUM
ajceb-5524	136	29	)	)	PUNCT
ajceb-5524	136	30	which	which	PRON
ajceb-5524	136	31	facilitates	facilitate	VERB
ajceb-5524	136	32	implementation	implementation	NOUN
ajceb-5524	136	33	of	of	ADP
ajceb-5524	136	34	the	the	DET
ajceb-5524	136	35	univariate	univariate	ADJ
ajceb-5524	136	36	version	version	NOUN
ajceb-5524	136	37	of	of	ADP
ajceb-5524	136	38	the	the	DET
ajceb-5524	136	39	neural	neural	ADJ
ajceb-5524	136	40	network	network	NOUN
ajceb-5524	136	41	model	model	NOUN
ajceb-5524	136	42	.	.	PUNCT
ajceb-5524	137	1	pre	pre	ADJ
ajceb-5524	137	2	-	-	ADJ
ajceb-5524	137	3	process	process	NOUN
ajceb-5524	137	4	data	datum	NOUN
ajceb-5524	137	5	for	for	ADP
ajceb-5524	137	6	fitting	fitting	ADJ
ajceb-5524	137	7	to	to	AUX
ajceb-5524	137	8	univariate	univariate	ADJ
ajceb-5524	137	9	models	model	NOUN
ajceb-5524	137	10	there	there	PRON
ajceb-5524	137	11	is	be	VERB
ajceb-5524	137	12	a	a	DET
ajceb-5524	137	13	need	need	NOUN
ajceb-5524	137	14	to	to	PART
ajceb-5524	137	15	pre	pre	VERB
ajceb-5524	137	16	-	-	VERB
ajceb-5524	137	17	process	process	VERB
ajceb-5524	137	18	the	the	DET
ajceb-5524	137	19	collected	collect	VERB
ajceb-5524	137	20	data	datum	NOUN
ajceb-5524	137	21	(	(	PUNCT
ajceb-5524	137	22	i.e.	i.e.	X
ajceb-5524	137	23	,	,	PUNCT
ajceb-5524	137	24	tender	tender	ADJ
ajceb-5524	137	25	price	price	NOUN
ajceb-5524	137	26	index	index	NOUN
ajceb-5524	137	27	)	)	PUNCT
ajceb-5524	137	28	before	before	ADP
ajceb-5524	137	29	the	the	DET
ajceb-5524	137	30	application	application	NOUN
ajceb-5524	137	31	of	of	ADP
ajceb-5524	137	32	the	the	DET
ajceb-5524	137	33	univariate	univariate	ADJ
ajceb-5524	137	34	model	model	NOUN
ajceb-5524	137	35	.	.	PUNCT
ajceb-5524	138	1	data	datum	NOUN
ajceb-5524	138	2	pre	pre	ADJ
ajceb-5524	138	3	-	-	ADJ
ajceb-5524	138	4	processing	processing	ADJ
ajceb-5524	138	5	entails	entail	VERB
ajceb-5524	138	6	three	three	NUM
ajceb-5524	138	7	steps	step	NOUN
ajceb-5524	138	8	:	:	PUNCT
ajceb-5524	138	9	(	(	PUNCT
ajceb-5524	138	10	i	i	NOUN
ajceb-5524	138	11	)	)	PUNCT
ajceb-5524	138	12	transforming	transform	VERB
ajceb-5524	138	13	collected	collect	VERB
ajceb-5524	138	14	data	datum	NOUN
ajceb-5524	138	15	into	into	ADP
ajceb-5524	138	16	a	a	DET
ajceb-5524	138	17	stationary	stationary	ADJ
ajceb-5524	138	18	data	datum	NOUN
ajceb-5524	138	19	(	(	PUNCT
ajceb-5524	138	20	ii	ii	NOUN
ajceb-5524	138	21	)	)	PUNCT
ajceb-5524	138	22	identifying	identify	VERB
ajceb-5524	138	23	the	the	DET
ajceb-5524	138	24	appropriate	appropriate	ADJ
ajceb-5524	138	25	number	number	NOUN
ajceb-5524	138	26	of	of	ADP
ajceb-5524	138	27	lags	lag	NOUN
ajceb-5524	138	28	and	and	CCONJ
ajceb-5524	138	29	(	(	PUNCT
ajceb-5524	138	30	iii	iii	NOUN
ajceb-5524	138	31	)	)	PUNCT
ajceb-5524	138	32	split	split	NOUN
ajceb-5524	138	33	collected	collect	VERB
ajceb-5524	138	34	data	datum	NOUN
ajceb-5524	138	35	into	into	ADP
ajceb-5524	138	36	training	training	NOUN
ajceb-5524	138	37	and	and	CCONJ
ajceb-5524	138	38	testing	testing	NOUN
ajceb-5524	138	39	sets	set	NOUN
ajceb-5524	138	40	.	.	PUNCT
ajceb-5524	139	1	the	the	DET
ajceb-5524	139	2	tender	tender	NOUN
ajceb-5524	139	3	price	price	NOUN
ajceb-5524	139	4	index	index	NOUN
ajceb-5524	139	5	data	datum	NOUN
ajceb-5524	139	6	is	be	AUX
ajceb-5524	139	7	subjected	subject	VERB
ajceb-5524	139	8	to	to	ADP
ajceb-5524	139	9	unit	unit	NOUN
ajceb-5524	139	10	root	root	PROPN
ajceb-5524	139	11	test	test	NOUN
ajceb-5524	139	12	to	to	PART
ajceb-5524	139	13	check	check	VERB
ajceb-5524	139	14	for	for	ADP
ajceb-5524	139	15	stationarity	stationarity	NOUN
ajceb-5524	139	16	.	.	PUNCT
ajceb-5524	140	1	the	the	DET
ajceb-5524	140	2	results	result	NOUN
ajceb-5524	140	3	of	of	ADP
ajceb-5524	140	4	the	the	DET
ajceb-5524	140	5	test	test	NOUN
ajceb-5524	140	6	are	be	AUX
ajceb-5524	140	7	presented	present	VERB
ajceb-5524	140	8	in	in	ADP
ajceb-5524	140	9	table	table	NOUN
ajceb-5524	140	10	2	2	NUM
ajceb-5524	140	11	.	.	PUNCT
ajceb-5524	141	1	the	the	DET
ajceb-5524	141	2	results	result	NOUN
ajceb-5524	141	3	show	show	VERB
ajceb-5524	141	4	that	that	SCONJ
ajceb-5524	141	5	tender	tender	NOUN
ajceb-5524	141	6	price	price	NOUN
ajceb-5524	141	7	index	index	NOUN
ajceb-5524	141	8	(	(	PUNCT
ajceb-5524	141	9	tpi	tpi	NOUN
ajceb-5524	141	10	)	)	PUNCT
ajceb-5524	141	11	is	be	AUX
ajceb-5524	141	12	non	non	ADJ
ajceb-5524	141	13	-	-	ADJ
ajceb-5524	141	14	stationary	stationary	ADJ
ajceb-5524	141	15	.	.	PUNCT
ajceb-5524	142	1	however	however	ADV
ajceb-5524	142	2	,	,	PUNCT
ajceb-5524	142	3	the	the	DET
ajceb-5524	142	4	first	first	ADJ
ajceb-5524	142	5	difference	difference	NOUN
ajceb-5524	142	6	of	of	ADP
ajceb-5524	142	7	tender	tender	ADJ
ajceb-5524	142	8	price	price	NOUN
ajceb-5524	142	9	index	index	NOUN
ajceb-5524	142	10	(	(	PUNCT
ajceb-5524	142	11	∆	∆	PROPN
ajceb-5524	142	12	tpi	tpi	NOUN
ajceb-5524	142	13	)	)	PUNCT
ajceb-5524	142	14	is	be	AUX
ajceb-5524	142	15	stationary	stationary	ADJ
ajceb-5524	142	16	at	at	ADP
ajceb-5524	142	17	5	5	NUM
ajceb-5524	142	18	%	%	NOUN
ajceb-5524	142	19	level	level	NOUN
ajceb-5524	142	20	of	of	ADP
ajceb-5524	142	21	significance	significance	NOUN
ajceb-5524	142	22	.	.	PUNCT
ajceb-5524	143	1	the	the	DET
ajceb-5524	143	2	statistics	statistic	NOUN
ajceb-5524	143	3	suggests	suggest	VERB
ajceb-5524	143	4	that	that	SCONJ
ajceb-5524	143	5	tender	tender	NOUN
ajceb-5524	143	6	price	price	NOUN
ajceb-5524	143	7	index	index	NOUN
ajceb-5524	143	8	is	be	AUX
ajceb-5524	143	9	stationary	stationary	ADJ
ajceb-5524	143	10	after	after	ADP
ajceb-5524	143	11	first	first	ADJ
ajceb-5524	143	12	differencing	differencing	NOUN
ajceb-5524	143	13	.	.	PUNCT
ajceb-5524	144	1	hence	hence	ADV
ajceb-5524	144	2	,	,	PUNCT
ajceb-5524	144	3	the	the	DET
ajceb-5524	144	4	box	box	NOUN
ajceb-5524	144	5	-	-	PUNCT
ajceb-5524	144	6	jenkins	jenkins	PROPN
ajceb-5524	144	7	model	model	NOUN
ajceb-5524	144	8	to	to	PART
ajceb-5524	144	9	be	be	AUX
ajceb-5524	144	10	used	use	VERB
ajceb-5524	144	11	in	in	ADP
ajceb-5524	144	12	the	the	DET
ajceb-5524	144	13	present	present	ADJ
ajceb-5524	144	14	study	study	NOUN
ajceb-5524	144	15	is	be	AUX
ajceb-5524	144	16	integrated	integrate	VERB
ajceb-5524	144	17	to	to	ADP
ajceb-5524	144	18	the	the	DET
ajceb-5524	144	19	order	order	NOUN
ajceb-5524	144	20	of	of	ADP
ajceb-5524	144	21	one	one	NUM
ajceb-5524	144	22	.	.	PUNCT
ajceb-5524	145	1	autocorrelation	autocorrelation	NOUN
ajceb-5524	145	2	function	function	NOUN
ajceb-5524	145	3	(	(	PUNCT
ajceb-5524	145	4	acf	acf	PROPN
ajceb-5524	145	5	)	)	PUNCT
ajceb-5524	145	6	and	and	CCONJ
ajceb-5524	145	7	partial	partial	ADJ
ajceb-5524	145	8	autocorrelation	autocorrelation	NOUN
ajceb-5524	145	9	function	function	NOUN
ajceb-5524	145	10	(	(	PUNCT
ajceb-5524	145	11	pacf	pacf	NOUN
ajceb-5524	145	12	)	)	PUNCT
ajceb-5524	145	13	are	be	AUX
ajceb-5524	145	14	established	establish	VERB
ajceb-5524	145	15	tools	tool	NOUN
ajceb-5524	145	16	for	for	ADP
ajceb-5524	145	17	identifying	identify	VERB
ajceb-5524	145	18	the	the	DET
ajceb-5524	145	19	number	number	NOUN
ajceb-5524	145	20	of	of	ADP
ajceb-5524	145	21	lags	lag	NOUN
ajceb-5524	145	22	to	to	PART
ajceb-5524	145	23	be	be	AUX
ajceb-5524	145	24	included	include	VERB
ajceb-5524	145	25	in	in	ADP
ajceb-5524	145	26	the	the	DET
ajceb-5524	145	27	box	box	NOUN
ajceb-5524	145	28	-	-	PUNCT
ajceb-5524	145	29	jenkins	jenkin	NOUN
ajceb-5524	145	30	model	model	NOUN
ajceb-5524	145	31	.	.	PUNCT
ajceb-5524	146	1	the	the	DET
ajceb-5524	146	2	findings	finding	NOUN
ajceb-5524	146	3	from	from	ADP
ajceb-5524	146	4	previous	previous	ADJ
ajceb-5524	146	5	research	research	NOUN
ajceb-5524	146	6	have	have	AUX
ajceb-5524	146	7	proven	prove	VERB
ajceb-5524	146	8	that	that	SCONJ
ajceb-5524	146	9	acf	acf	PROPN
ajceb-5524	146	10	and	and	CCONJ
ajceb-5524	146	11	pacf	pacf	NOUN
ajceb-5524	146	12	are	be	AUX
ajceb-5524	146	13	useful	useful	ADJ
ajceb-5524	146	14	for	for	ADP
ajceb-5524	146	15	selecting	select	VERB
ajceb-5524	146	16	the	the	DET
ajceb-5524	146	17	number	number	NOUN
ajceb-5524	146	18	of	of	ADP
ajceb-5524	146	19	lags	lag	NOUN
ajceb-5524	146	20	(	(	PUNCT
ajceb-5524	146	21	i.e.	i.e.	X
ajceb-5524	146	22	input	input	NOUN
ajceb-5524	146	23	variables	variable	NOUN
ajceb-5524	146	24	)	)	PUNCT
ajceb-5524	146	25	for	for	ADP
ajceb-5524	146	26	univariate	univariate	ADJ
ajceb-5524	146	27	models	model	NOUN
ajceb-5524	146	28	including	include	VERB
ajceb-5524	146	29	neural	neural	ADJ
ajceb-5524	146	30	network	network	NOUN
ajceb-5524	146	31	(	(	PUNCT
ajceb-5524	146	32	wang	wang	PROPN
ajceb-5524	146	33	et	et	PROPN
ajceb-5524	146	34	al	al	PROPN
ajceb-5524	146	35	.	.	PROPN
ajceb-5524	146	36	,	,	PUNCT
ajceb-5524	146	37	2009	2009	NUM
ajceb-5524	146	38	)	)	PUNCT
ajceb-5524	146	39	.	.	PUNCT
ajceb-5524	147	1	to	to	PART
ajceb-5524	147	2	facilitate	facilitate	VERB
ajceb-5524	147	3	objective	objective	ADJ
ajceb-5524	147	4	comparisons	comparison	NOUN
ajceb-5524	147	5	between	between	ADP
ajceb-5524	147	6	the	the	DET
ajceb-5524	147	7	models	model	NOUN
ajceb-5524	147	8	,	,	PUNCT
ajceb-5524	147	9	the	the	DET
ajceb-5524	147	10	lags	lag	NOUN
ajceb-5524	147	11	of	of	ADP
ajceb-5524	147	12	tender	tender	ADJ
ajceb-5524	147	13	price	price	NOUN
ajceb-5524	147	14	index	index	NOUN
ajceb-5524	147	15	included	include	VERB
ajceb-5524	147	16	in	in	ADP
ajceb-5524	147	17	the	the	DET
ajceb-5524	147	18	box	box	NOUN
ajceb-5524	147	19	-	-	PUNCT
ajceb-5524	147	20	jenkins	jenkin	NOUN
ajceb-5524	147	21	and	and	CCONJ
ajceb-5524	147	22	neural	neural	ADJ
ajceb-5524	147	23	network	network	NOUN
ajceb-5524	147	24	models	model	NOUN
ajceb-5524	147	25	are	be	AUX
ajceb-5524	147	26	the	the	DET
ajceb-5524	147	27	same	same	ADJ
ajceb-5524	147	28	.	.	PUNCT
ajceb-5524	148	1	finally	finally	ADV
ajceb-5524	148	2	,	,	PUNCT
ajceb-5524	148	3	the	the	DET
ajceb-5524	148	4	dataset	dataset	NOUN
ajceb-5524	148	5	needs	need	VERB
ajceb-5524	148	6	to	to	PART
ajceb-5524	148	7	be	be	AUX
ajceb-5524	148	8	split	split	VERB
ajceb-5524	148	9	into	into	ADP
ajceb-5524	148	10	two	two	NUM
ajceb-5524	148	11	datasets	dataset	NOUN
ajceb-5524	148	12	,	,	PUNCT
ajceb-5524	148	13	the	the	DET
ajceb-5524	148	14	training	training	NOUN
ajceb-5524	148	15	and	and	CCONJ
ajceb-5524	148	16	testing	testing	NOUN
ajceb-5524	148	17	datasets	dataset	NOUN
ajceb-5524	148	18	.	.	PUNCT
ajceb-5524	149	1	the	the	DET
ajceb-5524	149	2	training	training	NOUN
ajceb-5524	149	3	dataset	dataset	NOUN
ajceb-5524	149	4	is	be	AUX
ajceb-5524	149	5	used	use	VERB
ajceb-5524	149	6	to	to	PART
ajceb-5524	149	7	calibrate	calibrate	VERB
ajceb-5524	149	8	the	the	DET
ajceb-5524	149	9	univariate	univariate	ADJ
ajceb-5524	149	10	models	model	NOUN
ajceb-5524	149	11	.	.	PUNCT
ajceb-5524	150	1	the	the	DET
ajceb-5524	150	2	developed	develop	VERB
ajceb-5524	150	3	models	model	NOUN
ajceb-5524	150	4	are	be	AUX
ajceb-5524	150	5	used	use	VERB
ajceb-5524	150	6	to	to	PART
ajceb-5524	150	7	generate	generate	VERB
ajceb-5524	150	8	forecast	forecast	NOUN
ajceb-5524	150	9	of	of	ADP
ajceb-5524	150	10	tender	tender	ADJ
ajceb-5524	150	11	price	price	NOUN
ajceb-5524	150	12	index	index	NOUN
ajceb-5524	150	13	over	over	ADP
ajceb-5524	150	14	the	the	DET
ajceb-5524	150	15	test	test	NOUN
ajceb-5524	150	16	data	datum	NOUN
ajceb-5524	150	17	period	period	NOUN
ajceb-5524	150	18	.	.	PUNCT
ajceb-5524	151	1	the	the	DET
ajceb-5524	151	2	accuracy	accuracy	NOUN
ajceb-5524	151	3	of	of	ADP
ajceb-5524	151	4	the	the	DET
ajceb-5524	151	5	model	model	NOUN
ajceb-5524	151	6	was	be	AUX
ajceb-5524	151	7	evaluated	evaluate	VERB
ajceb-5524	151	8	based	base	VERB
ajceb-5524	151	9	on	on	ADP
ajceb-5524	151	10	its	its	PRON
ajceb-5524	151	11	performance	performance	NOUN
ajceb-5524	151	12	in	in	ADP
ajceb-5524	151	13	out	out	ADV
ajceb-5524	151	14	-	-	PUNCT
ajceb-5524	151	15	of	of	ADP
ajceb-5524	151	16	-	-	PUNCT
ajceb-5524	151	17	sample	sample	NOUN
ajceb-5524	151	18	predictions	prediction	NOUN
ajceb-5524	151	19	of	of	ADP
ajceb-5524	151	20	tender	tender	ADJ
ajceb-5524	151	21	price	price	NOUN
ajceb-5524	151	22	index	index	NOUN
ajceb-5524	151	23	.	.	PUNCT
ajceb-5524	152	1	forecast	forecast	PROPN
ajceb-5524	152	2	evaluation	evaluation	NOUN
ajceb-5524	152	3	the	the	DET
ajceb-5524	152	4	developed	develop	VERB
ajceb-5524	152	5	univariate	univariate	ADJ
ajceb-5524	152	6	models	model	NOUN
ajceb-5524	152	7	are	be	AUX
ajceb-5524	152	8	used	use	VERB
ajceb-5524	152	9	to	to	PART
ajceb-5524	152	10	generate	generate	VERB
ajceb-5524	152	11	out	out	ADP
ajceb-5524	152	12	-	-	PUNCT
ajceb-5524	152	13	of	of	ADP
ajceb-5524	152	14	-	-	PUNCT
ajceb-5524	152	15	sample	sample	NOUN
ajceb-5524	152	16	forecasts	forecast	NOUN
ajceb-5524	152	17	.	.	PUNCT
ajceb-5524	153	1	the	the	DET
ajceb-5524	153	2	predictive	predictive	ADJ
ajceb-5524	153	3	performance	performance	NOUN
ajceb-5524	153	4	was	be	AUX
ajceb-5524	153	5	evaluated	evaluate	VERB
ajceb-5524	153	6	by	by	ADP
ajceb-5524	153	7	comparing	compare	VERB
ajceb-5524	153	8	the	the	DET
ajceb-5524	153	9	predicted	predict	VERB
ajceb-5524	153	10	values	value	NOUN
ajceb-5524	153	11	with	with	ADP
ajceb-5524	153	12	the	the	DET
ajceb-5524	153	13	actual	actual	ADJ
ajceb-5524	153	14	values	value	NOUN
ajceb-5524	153	15	in	in	ADP
ajceb-5524	153	16	the	the	DET
ajceb-5524	153	17	test	test	NOUN
ajceb-5524	153	18	dataset	dataset	NOUN
ajceb-5524	153	19	.	.	PUNCT
ajceb-5524	154	1	shmueli	shmueli	PROPN
ajceb-5524	154	2	(	(	PUNCT
ajceb-5524	154	3	2010	2010	NUM
ajceb-5524	154	4	)	)	PUNCT
ajceb-5524	154	5	points	point	VERB
ajceb-5524	154	6	out	out	ADP
ajceb-5524	154	7	that	that	SCONJ
ajceb-5524	154	8	there	there	PRON
ajceb-5524	154	9	is	be	VERB
ajceb-5524	154	10	a	a	DET
ajceb-5524	154	11	clear	clear	ADJ
ajceb-5524	154	12	difference	difference	NOUN
ajceb-5524	154	13	between	between	ADP
ajceb-5524	154	14	“	"	PUNCT
ajceb-5524	154	15	explanation	explanation	NOUN
ajceb-5524	154	16	”	"	PUNCT
ajceb-5524	154	17	and	and	CCONJ
ajceb-5524	154	18	“	"	PUNCT
ajceb-5524	154	19	prediction	prediction	NOUN
ajceb-5524	154	20	”	"	PUNCT
ajceb-5524	154	21	.	.	PUNCT
ajceb-5524	155	1	r	r	X
ajceb-5524	155	2	-	-	PUNCT
ajceb-5524	155	3	square	square	NOUN
ajceb-5524	155	4	is	be	AUX
ajceb-5524	155	5	a	a	DET
ajceb-5524	155	6	metric	metric	ADJ
ajceb-5524	155	7	used	use	VERB
ajceb-5524	155	8	for	for	ADP
ajceb-5524	155	9	evaluating	evaluate	VERB
ajceb-5524	155	10	the	the	DET
ajceb-5524	155	11	table	table	NOUN
ajceb-5524	155	12	2	2	NUM
ajceb-5524	155	13	results	result	NOUN
ajceb-5524	155	14	of	of	ADP
ajceb-5524	155	15	augmented	augment	VERB
ajceb-5524	155	16	dickey	dickey	PROPN
ajceb-5524	155	17	fuller	full	ADJ
ajceb-5524	155	18	(	(	PUNCT
ajceb-5524	155	19	adf	adf	NOUN
ajceb-5524	155	20	)	)	PUNCT
ajceb-5524	155	21	unit	unit	NOUN
ajceb-5524	155	22	root	root	PROPN
ajceb-5524	155	23	test	test	NOUN
ajceb-5524	155	24	variable	variable	PROPN
ajceb-5524	155	25	t	t	PROPN
ajceb-5524	155	26	-	-	PUNCT
ajceb-5524	155	27	stat	stat	NOUN
ajceb-5524	155	28	p	p	NOUN
ajceb-5524	155	29	-	-	PUNCT
ajceb-5524	155	30	value	value	NOUN
ajceb-5524	155	31	tpi	tpi	NOUN
ajceb-5524	155	32	1.3341	1.3341	NUM
ajceb-5524	155	33	0.9536	0.9536	NUM
ajceb-5524	155	34	∆	∆	PUNCT
ajceb-5524	155	35	tpi	tpi	PROPN
ajceb-5524	155	36	-3.7592	-3.7592	X
ajceb-5524	155	37	0.0002	0.0002	NUM
ajceb-5524	155	38	*	*	NOUN
ajceb-5524	155	39	note	note	NOUN
ajceb-5524	155	40	:	:	PUNCT
ajceb-5524	155	41	tpi	tpi	NOUN
ajceb-5524	155	42	represents	represent	VERB
ajceb-5524	155	43	tender	tender	ADJ
ajceb-5524	155	44	price	price	NOUN
ajceb-5524	155	45	index	index	NOUN
ajceb-5524	155	46	;	;	PUNCT
ajceb-5524	155	47	∆	∆	PROPN
ajceb-5524	155	48	=	=	SYM
ajceb-5524	155	49	first	first	ADJ
ajceb-5524	155	50	difference	difference	NOUN
ajceb-5524	155	51	operator	operator	NOUN
ajceb-5524	155	52	.	.	PUNCT
ajceb-5524	156	1	*	*	PUNCT
ajceb-5524	156	2	denotes	denote	NOUN
ajceb-5524	156	3	reject	reject	VERB
ajceb-5524	156	4	of	of	ADP
ajceb-5524	156	5	null	null	ADJ
ajceb-5524	156	6	hypothesis	hypothesis	NOUN
ajceb-5524	156	7	at	at	ADP
ajceb-5524	156	8	5	5	NUM
ajceb-5524	156	9	%	%	NOUN
ajceb-5524	156	10	level	level	NOUN
ajceb-5524	156	11	of	of	ADP
ajceb-5524	156	12	significance	significance	NOUN
ajceb-5524	156	13	.	.	PUNCT
ajceb-5524	157	1	oshodi	oshodi	PROPN
ajceb-5524	157	2	,	,	PUNCT
ajceb-5524	157	3	ejohwomu	ejohwomu	NOUN
ajceb-5524	157	4	,	,	PUNCT
ajceb-5524	157	5	famakin	famakin	PROPN
ajceb-5524	157	6	&	&	CCONJ
ajceb-5524	157	7	cortez	cortez	PROPN
ajceb-5524	157	8	construction	construction	NOUN
ajceb-5524	157	9	economics	economic	NOUN
ajceb-5524	157	10	and	and	CCONJ
ajceb-5524	157	11	building	building	NOUN
ajceb-5524	157	12	,	,	PUNCT
ajceb-5524	157	13	vol	vol	NOUN
ajceb-5524	157	14	.	.	PROPN
ajceb-5524	157	15	17	17	NUM
ajceb-5524	157	16	,	,	PUNCT
ajceb-5524	157	17	no	no	INTJ
ajceb-5524	157	18	.	.	NOUN
ajceb-5524	157	19	3	3	NUM
ajceb-5524	157	20	september	september	PROPN
ajceb-5524	157	21	2017115	2017115	NUM
ajceb-5524	157	22	strength	strength	NOUN
ajceb-5524	157	23	of	of	ADP
ajceb-5524	157	24	the	the	DET
ajceb-5524	157	25	causal	causal	ADJ
ajceb-5524	157	26	relationship	relationship	NOUN
ajceb-5524	157	27	between	between	ADP
ajceb-5524	157	28	variable	variable	NOUN
ajceb-5524	157	29	.	.	PUNCT
ajceb-5524	158	1	in	in	ADP
ajceb-5524	158	2	contrast	contrast	NOUN
ajceb-5524	158	3	,	,	PUNCT
ajceb-5524	158	4	mean	mean	VERB
ajceb-5524	158	5	absolute	absolute	ADJ
ajceb-5524	158	6	percentage	percentage	NOUN
ajceb-5524	158	7	error	error	NOUN
ajceb-5524	158	8	(	(	PUNCT
ajceb-5524	158	9	mape	mape	NOUN
ajceb-5524	158	10	)	)	PUNCT
ajceb-5524	158	11	and	and	CCONJ
ajceb-5524	158	12	the	the	DET
ajceb-5524	158	13	theil	theil	PROPN
ajceb-5524	158	14	’s	’s	PART
ajceb-5524	158	15	inequality	inequality	NOUN
ajceb-5524	158	16	coefficient	coefficient	NOUN
ajceb-5524	158	17	u	u	NOUN
ajceb-5524	158	18	are	be	AUX
ajceb-5524	158	19	used	use	VERB
ajceb-5524	158	20	to	to	PART
ajceb-5524	158	21	evaluate	evaluate	VERB
ajceb-5524	158	22	the	the	DET
ajceb-5524	158	23	predictive	predictive	ADJ
ajceb-5524	158	24	accuracy	accuracy	NOUN
ajceb-5524	158	25	of	of	ADP
ajceb-5524	158	26	forecast	forecast	NOUN
ajceb-5524	158	27	model	model	NOUN
ajceb-5524	158	28	.	.	PUNCT
ajceb-5524	159	1	these	these	DET
ajceb-5524	159	2	metrics	metric	NOUN
ajceb-5524	159	3	were	be	AUX
ajceb-5524	159	4	adopted	adopt	VERB
ajceb-5524	159	5	in	in	ADP
ajceb-5524	159	6	this	this	DET
ajceb-5524	159	7	study	study	NOUN
ajceb-5524	159	8	.	.	PUNCT
ajceb-5524	160	1	these	these	DET
ajceb-5524	160	2	two	two	NUM
ajceb-5524	160	3	metrics	metric	NOUN
ajceb-5524	160	4	are	be	AUX
ajceb-5524	160	5	commonly	commonly	ADV
ajceb-5524	160	6	used	use	VERB
ajceb-5524	160	7	in	in	ADP
ajceb-5524	160	8	studies	study	NOUN
ajceb-5524	160	9	found	find	VERB
ajceb-5524	160	10	in	in	ADP
ajceb-5524	160	11	construction	construction	NOUN
ajceb-5524	160	12	economics	economic	NOUN
ajceb-5524	160	13	literature	literature	NOUN
ajceb-5524	160	14	(	(	PUNCT
ajceb-5524	160	15	see	see	VERB
ajceb-5524	160	16	fan	fan	PROPN
ajceb-5524	160	17	,	,	PUNCT
ajceb-5524	160	18	ng	ng	PROPN
ajceb-5524	160	19	and	and	CCONJ
ajceb-5524	160	20	wong	wong	PROPN
ajceb-5524	160	21	,	,	PUNCT
ajceb-5524	160	22	2010	2010	NUM
ajceb-5524	160	23	;	;	PUNCT
ajceb-5524	160	24	goh	goh	PROPN
ajceb-5524	160	25	and	and	CCONJ
ajceb-5524	160	26	teo	teo	PROPN
ajceb-5524	160	27	,	,	PUNCT
ajceb-5524	160	28	2000	2000	NUM
ajceb-5524	160	29	)	)	PUNCT
ajceb-5524	160	30	.	.	PUNCT
ajceb-5524	161	1	it	it	PRON
ajceb-5524	161	2	is	be	AUX
ajceb-5524	161	3	expected	expect	VERB
ajceb-5524	161	4	that	that	SCONJ
ajceb-5524	161	5	good	good	ADJ
ajceb-5524	161	6	forecasting	forecasting	NOUN
ajceb-5524	161	7	models	model	NOUN
ajceb-5524	161	8	would	would	AUX
ajceb-5524	161	9	produce	produce	VERB
ajceb-5524	161	10	consistent	consistent	ADJ
ajceb-5524	161	11	results	result	NOUN
ajceb-5524	161	12	across	across	ADP
ajceb-5524	161	13	multiple	multiple	ADJ
ajceb-5524	161	14	metrics	metric	NOUN
ajceb-5524	161	15	(	(	PUNCT
ajceb-5524	161	16	crone	crone	NOUN
ajceb-5524	161	17	,	,	PUNCT
ajceb-5524	161	18	hibon	hibon	NOUN
ajceb-5524	161	19	and	and	CCONJ
ajceb-5524	161	20	nikolopoulos	nikolopoulo	NOUN
ajceb-5524	161	21	,	,	PUNCT
ajceb-5524	161	22	2011	2011	NUM
ajceb-5524	161	23	)	)	PUNCT
ajceb-5524	161	24	.	.	PUNCT
ajceb-5524	162	1	for	for	ADP
ajceb-5524	162	2	a	a	DET
ajceb-5524	162	3	forecast	forecast	NOUN
ajceb-5524	162	4	to	to	PART
ajceb-5524	162	5	be	be	AUX
ajceb-5524	162	6	considered	consider	VERB
ajceb-5524	162	7	reliable	reliable	ADJ
ajceb-5524	162	8	and	and	CCONJ
ajceb-5524	162	9	acceptable	acceptable	ADJ
ajceb-5524	162	10	:	:	PUNCT
ajceb-5524	162	11	the	the	DET
ajceb-5524	162	12	value	value	NOUN
ajceb-5524	162	13	of	of	ADP
ajceb-5524	162	14	mape	mape	NOUN
ajceb-5524	162	15	should	should	AUX
ajceb-5524	162	16	be	be	AUX
ajceb-5524	162	17	less	less	ADJ
ajceb-5524	162	18	than	than	ADP
ajceb-5524	162	19	10	10	NUM
ajceb-5524	162	20	%	%	NOUN
ajceb-5524	162	21	and	and	CCONJ
ajceb-5524	162	22	theil	theil	PROPN
ajceb-5524	162	23	’s	’s	PART
ajceb-5524	162	24	inequality	inequality	NOUN
ajceb-5524	162	25	coefficient	coefficient	NOUN
ajceb-5524	162	26	u	u	PRON
ajceb-5524	162	27	should	should	AUX
ajceb-5524	162	28	be	be	AUX
ajceb-5524	162	29	close	close	ADJ
ajceb-5524	162	30	to	to	ADP
ajceb-5524	162	31	0	0	NUM
ajceb-5524	163	1	(	(	PUNCT
ajceb-5524	163	2	fan	fan	PROPN
ajceb-5524	163	3	,	,	PUNCT
ajceb-5524	163	4	ng	ng	PROPN
ajceb-5524	163	5	and	and	CCONJ
ajceb-5524	163	6	wong	wong	PROPN
ajceb-5524	163	7	,	,	PUNCT
ajceb-5524	163	8	2010	2010	NUM
ajceb-5524	163	9	;	;	PUNCT
ajceb-5524	163	10	goh	goh	PROPN
ajceb-5524	163	11	and	and	CCONJ
ajceb-5524	163	12	teo	teo	PROPN
ajceb-5524	163	13	,	,	PUNCT
ajceb-5524	163	14	2000	2000	NUM
ajceb-5524	163	15	)	)	PUNCT
ajceb-5524	163	16	.	.	PUNCT
ajceb-5524	164	1	mape	mape	NOUN
ajceb-5524	164	2	and	and	CCONJ
ajceb-5524	164	3	theil	theil	PROPN
ajceb-5524	164	4	’s	’s	PART
ajceb-5524	164	5	inequality	inequality	NOUN
ajceb-5524	164	6	coefficient	coefficient	NOUN
ajceb-5524	164	7	u	u	NOUN
ajceb-5524	164	8	can	can	AUX
ajceb-5524	164	9	be	be	AUX
ajceb-5524	164	10	computed	compute	VERB
ajceb-5524	164	11	using	use	VERB
ajceb-5524	164	12	equations	equation	NOUN
ajceb-5524	164	13	3	3	NUM
ajceb-5524	164	14	and	and	CCONJ
ajceb-5524	164	15	4	4	NUM
ajceb-5524	164	16	:	:	PUNCT
ajceb-5524	164	17	n	n	PROPN
ajceb-5524	164	18	y	y	PROPN
ajceb-5524	164	19	y	y	PROPN
ajceb-5524	164	20	y	y	PROPN
ajceb-5524	164	21	mape	mape	PROPN
ajceb-5524	164	22	1	1	NUM
ajceb-5524	164	23	ˆ	ˆ	NOUN
ajceb-5524	164	24	100%i	100%i	NUM
ajceb-5524	164	25	í	í	NOUN
ajceb-5524	164	26	i	i	PRON
ajceb-5524	164	27	∑=	∑=	VERB
ajceb-5524	164	28	−	−	VERB
ajceb-5524	164	29			NOUN
ajceb-5524	164	30			NOUN
ajceb-5524	165	1			PROPN
ajceb-5524	165	2			PUNCT
ajceb-5524	166	1			NOUN
ajceb-5524	166	2	×	×	INTJ
ajceb-5524	166	3	(	(	PUNCT
ajceb-5524	166	4	3	3	NUM
ajceb-5524	166	5	)	)	PUNCT
ajceb-5524	166	6	∑	∑	ADV
ajceb-5524	166	7	∑	∑	PUNCT
ajceb-5524	166	8	∑	∑	PUNCT
ajceb-5524	166	9	(	(	PUNCT
ajceb-5524	166	10	)	)	PUNCT
ajceb-5524	166	11	(	(	PUNCT
ajceb-5524	166	12	)	)	PUNCT
ajceb-5524	166	13	(	(	PUNCT
ajceb-5524	166	14	)	)	PUNCT
ajceb-5524	166	15	=	=	SYM
ajceb-5524	167	1	−	−	PROPN
ajceb-5524	168	1	+	+	NOUN
ajceb-5524	168	2	=	=	SYM
ajceb-5524	168	3	=	=	SYM
ajceb-5524	168	4	=	=	PUNCT
ajceb-5524	168	5	u	u	PROPN
ajceb-5524	168	6	n	n	PROPN
ajceb-5524	168	7	y	y	PROPN
ajceb-5524	168	8	y	y	PROPN
ajceb-5524	168	9	n	n	PROPN
ajceb-5524	168	10	y	y	PROPN
ajceb-5524	168	11	n	n	CCONJ
ajceb-5524	168	12	y	y	PROPN
ajceb-5524	168	13	1	1	NUM
ajceb-5524	168	14	ˆ	ˆ	NUM
ajceb-5524	168	15	1	1	NUM
ajceb-5524	168	16	ˆ	ˆ	NOUN
ajceb-5524	168	17	1	1	NUM
ajceb-5524	168	18	í	í	NOUN
ajceb-5524	168	19	i	i	PRON
ajceb-5524	168	20	i	i	PRON
ajceb-5524	168	21	n	n	VERB
ajceb-5524	168	22	í	í	VERB
ajceb-5524	168	23	i	i	PRON
ajceb-5524	168	24	n	n	NOUN
ajceb-5524	169	1	i	i	PRON
ajceb-5524	169	2	i	i	PRON
ajceb-5524	169	3	n	n	VERB
ajceb-5524	169	4	2	2	NUM
ajceb-5524	169	5	1	1	NUM
ajceb-5524	169	6	2	2	NUM
ajceb-5524	169	7	1	1	NUM
ajceb-5524	169	8	2	2	NUM
ajceb-5524	169	9	1	1	NUM
ajceb-5524	169	10	(	(	PUNCT
ajceb-5524	169	11	4	4	NUM
ajceb-5524	169	12	)	)	PUNCT
ajceb-5524	169	13	where	where	SCONJ
ajceb-5524	169	14	yi	yi	PROPN
ajceb-5524	169	15	is	be	AUX
ajceb-5524	169	16	the	the	DET
ajceb-5524	169	17	actual	actual	ADJ
ajceb-5524	169	18	value	value	NOUN
ajceb-5524	169	19	for	for	ADP
ajceb-5524	169	20	time	time	NOUN
ajceb-5524	169	21	i	i	PRON
ajceb-5524	169	22	,	,	PUNCT
ajceb-5524	169	23	yh	yh	PROPN
ajceb-5524	169	24	is	be	AUX
ajceb-5524	169	25	the	the	DET
ajceb-5524	169	26	highest	high	ADJ
ajceb-5524	169	27	actual	actual	ADJ
ajceb-5524	169	28	value	value	NOUN
ajceb-5524	169	29	,	,	PUNCT
ajceb-5524	169	30	yl	yl	NOUN
ajceb-5524	169	31	is	be	AUX
ajceb-5524	169	32	the	the	DET
ajceb-5524	169	33	lowest	low	ADJ
ajceb-5524	169	34	actual	actual	ADJ
ajceb-5524	169	35	value	value	NOUN
ajceb-5524	169	36	,	,	PUNCT
ajceb-5524	169	37	ŷí	ŷí	NUM
ajceb-5524	169	38	is	be	AUX
ajceb-5524	169	39	the	the	DET
ajceb-5524	169	40	predicted	predict	VERB
ajceb-5524	169	41	value	value	NOUN
ajceb-5524	169	42	and	and	CCONJ
ajceb-5524	169	43	nis	nis	VERB
ajceb-5524	169	44	the	the	DET
ajceb-5524	169	45	total	total	ADJ
ajceb-5524	169	46	number	number	NOUN
ajceb-5524	169	47	of	of	ADP
ajceb-5524	169	48	data	datum	NOUN
ajceb-5524	169	49	points	point	NOUN
ajceb-5524	169	50	in	in	ADP
ajceb-5524	169	51	the	the	DET
ajceb-5524	169	52	testing	testing	NOUN
ajceb-5524	169	53	set	set	VERB
ajceb-5524	169	54	.	.	PUNCT
ajceb-5524	170	1	low	low	ADJ
ajceb-5524	170	2	 	 	SPACE
ajceb-5524	170	3	values	value	NOUN
ajceb-5524	170	4	of	of	ADP
ajceb-5524	170	5	mape	mape	NOUN
ajceb-5524	170	6	and	and	CCONJ
ajceb-5524	170	7	u	u	NOUN
ajceb-5524	170	8	coefficient	coefficient	NOUN
ajceb-5524	170	9	shows	show	VERB
ajceb-5524	170	10	that	that	SCONJ
ajceb-5524	170	11	the	the	DET
ajceb-5524	170	12	high	high	ADJ
ajceb-5524	170	13	prediction	prediction	NOUN
ajceb-5524	170	14	accuracy	accuracy	NOUN
ajceb-5524	170	15	of	of	ADP
ajceb-5524	170	16	the	the	DET
ajceb-5524	170	17	developed	develop	VERB
ajceb-5524	170	18	model	model	NOUN
ajceb-5524	170	19	.	.	PUNCT
ajceb-5524	171	1	empirical	empirical	ADJ
ajceb-5524	171	2	results	result	NOUN
ajceb-5524	171	3	box	box	PROPN
ajceb-5524	171	4	-	-	PUNCT
ajceb-5524	171	5	jenkins	jenkin	NOUN
ajceb-5524	171	6	model	model	NOUN
ajceb-5524	171	7	the	the	DET
ajceb-5524	171	8	data	datum	NOUN
ajceb-5524	171	9	must	must	AUX
ajceb-5524	171	10	be	be	AUX
ajceb-5524	171	11	stationary	stationary	ADJ
ajceb-5524	171	12	prior	prior	ADV
ajceb-5524	171	13	to	to	ADP
ajceb-5524	171	14	fitting	fit	VERB
ajceb-5524	171	15	it	it	PRON
ajceb-5524	171	16	to	to	ADP
ajceb-5524	171	17	the	the	DET
ajceb-5524	171	18	box	box	NOUN
ajceb-5524	171	19	-	-	PUNCT
ajceb-5524	171	20	jenkins	jenkin	NOUN
ajceb-5524	171	21	model	model	NOUN
ajceb-5524	171	22	.	.	PUNCT
ajceb-5524	172	1	the	the	DET
ajceb-5524	172	2	acf	acf	PROPN
ajceb-5524	172	3	and	and	CCONJ
ajceb-5524	172	4	pacf	pacf	PROPN
ajceb-5524	172	5	plot	plot	NOUN
ajceb-5524	172	6	of	of	ADP
ajceb-5524	172	7	the	the	DET
ajceb-5524	172	8	tender	tender	NOUN
ajceb-5524	172	9	price	price	NOUN
ajceb-5524	172	10	index	index	NOUN
ajceb-5524	172	11	are	be	AUX
ajceb-5524	172	12	shown	show	VERB
ajceb-5524	172	13	in	in	ADP
ajceb-5524	172	14	figure	figure	NOUN
ajceb-5524	172	15	3	3	NUM
ajceb-5524	172	16	.	.	PUNCT
ajceb-5524	173	1	the	the	DET
ajceb-5524	173	2	acf	acf	PROPN
ajceb-5524	173	3	plot	plot	NOUN
ajceb-5524	173	4	drops	drop	VERB
ajceb-5524	173	5	off	off	ADP
ajceb-5524	173	6	exponentially	exponentially	ADV
ajceb-5524	173	7	toward	toward	ADP
ajceb-5524	173	8	zero	zero	NUM
ajceb-5524	173	9	and	and	CCONJ
ajceb-5524	173	10	the	the	DET
ajceb-5524	173	11	pacf	pacf	NOUN
ajceb-5524	173	12	plot	plot	NOUN
ajceb-5524	173	13	drop	drop	VERB
ajceb-5524	173	14	off	off	ADP
ajceb-5524	173	15	after	after	ADP
ajceb-5524	173	16	first	first	ADJ
ajceb-5524	173	17	lag	lag	NOUN
ajceb-5524	173	18	.	.	PUNCT
ajceb-5524	174	1	this	this	PRON
ajceb-5524	174	2	suggests	suggest	VERB
ajceb-5524	174	3	that	that	SCONJ
ajceb-5524	174	4	the	the	DET
ajceb-5524	174	5	tender	tender	NOUN
ajceb-5524	174	6	price	price	NOUN
ajceb-5524	174	7	index	index	NOUN
ajceb-5524	174	8	data	datum	NOUN
ajceb-5524	174	9	is	be	AUX
ajceb-5524	174	10	non	non	ADJ
ajceb-5524	174	11	-	-	ADJ
ajceb-5524	174	12	stationary	stationary	ADJ
ajceb-5524	174	13	in	in	ADP
ajceb-5524	174	14	levels	level	NOUN
ajceb-5524	174	15	.	.	PUNCT
ajceb-5524	175	1	the	the	DET
ajceb-5524	175	2	data	datum	NOUN
ajceb-5524	175	3	was	be	AUX
ajceb-5524	175	4	transformed	transform	VERB
ajceb-5524	175	5	using	use	VERB
ajceb-5524	175	6	‘	'	PUNCT
ajceb-5524	175	7	differencing	differencing	NOUN
ajceb-5524	175	8	’	'	PUNCT
ajceb-5524	175	9	.	.	PUNCT
ajceb-5524	176	1	the	the	DET
ajceb-5524	176	2	acf	acf	PROPN
ajceb-5524	176	3	and	and	CCONJ
ajceb-5524	176	4	pacf	pacf	PROPN
ajceb-5524	176	5	plot	plot	NOUN
ajceb-5524	176	6	of	of	ADP
ajceb-5524	176	7	the	the	DET
ajceb-5524	176	8	first	first	ADJ
ajceb-5524	176	9	-	-	PUNCT
ajceb-5524	176	10	different	different	ADJ
ajceb-5524	176	11	series	series	NOUN
ajceb-5524	176	12	are	be	AUX
ajceb-5524	176	13	presented	present	VERB
ajceb-5524	176	14	in	in	ADP
ajceb-5524	176	15	figure	figure	NOUN
ajceb-5524	176	16	4	4	NUM
ajceb-5524	176	17	.	.	PUNCT
ajceb-5524	177	1	the	the	DET
ajceb-5524	177	2	absence	absence	NOUN
ajceb-5524	177	3	of	of	ADP
ajceb-5524	177	4	significant	significant	ADJ
ajceb-5524	177	5	spike	spike	NOUN
ajceb-5524	177	6	after	after	ADP
ajceb-5524	177	7	first	first	ADJ
ajceb-5524	177	8	lag	lag	NOUN
ajceb-5524	177	9	in	in	ADP
ajceb-5524	177	10	the	the	DET
ajceb-5524	177	11	pacf	pacf	NOUN
ajceb-5524	177	12	plot	plot	NOUN
ajceb-5524	177	13	and	and	CCONJ
ajceb-5524	177	14	the	the	DET
ajceb-5524	177	15	exponential	exponential	ADJ
ajceb-5524	177	16	drop	drop	NOUN
ajceb-5524	177	17	off	off	ADP
ajceb-5524	177	18	towards	towards	ADP
ajceb-5524	177	19	zero	zero	NUM
ajceb-5524	177	20	suggests	suggest	VERB
ajceb-5524	177	21	that	that	SCONJ
ajceb-5524	177	22	the	the	DET
ajceb-5524	177	23	first	first	ADV
ajceb-5524	177	24	-	-	PUNCT
ajceb-5524	177	25	differenced	difference	VERB
ajceb-5524	177	26	series	series	NOUN
ajceb-5524	177	27	is	be	AUX
ajceb-5524	177	28	stationary	stationary	ADJ
ajceb-5524	177	29	.	.	PUNCT
ajceb-5524	178	1	the	the	DET
ajceb-5524	178	2	adf	adf	PROPN
ajceb-5524	178	3	unit	unit	NOUN
ajceb-5524	178	4	root	root	PROPN
ajceb-5524	178	5	test	test	NOUN
ajceb-5524	178	6	(	(	PUNCT
ajceb-5524	178	7	see	see	VERB
ajceb-5524	178	8	table	table	NOUN
ajceb-5524	178	9	2	2	NUM
ajceb-5524	178	10	)	)	PUNCT
ajceb-5524	178	11	confirms	confirm	VERB
ajceb-5524	178	12	that	that	SCONJ
ajceb-5524	178	13	the	the	DET
ajceb-5524	178	14	first	first	ADV
ajceb-5524	178	15	-	-	PUNCT
ajceb-5524	178	16	differenced	difference	VERB
ajceb-5524	178	17	series	series	NOUN
ajceb-5524	178	18	is	be	AUX
ajceb-5524	178	19	stationary	stationary	ADJ
ajceb-5524	178	20	.	.	PUNCT
ajceb-5524	179	1	the	the	DET
ajceb-5524	179	2	various	various	ADJ
ajceb-5524	179	3	possible	possible	ADJ
ajceb-5524	179	4	box	box	NOUN
ajceb-5524	179	5	-	-	PUNCT
ajceb-5524	179	6	jenkins	jenkin	NOUN
ajceb-5524	179	7	models	model	NOUN
ajceb-5524	179	8	were	be	AUX
ajceb-5524	179	9	estimated	estimate	VERB
ajceb-5524	179	10	.	.	PUNCT
ajceb-5524	180	1	as	as	SCONJ
ajceb-5524	180	2	suggested	suggest	VERB
ajceb-5524	180	3	in	in	ADP
ajceb-5524	180	4	asterious	asterious	ADJ
ajceb-5524	180	5	and	and	CCONJ
ajceb-5524	180	6	hall	hall	NOUN
ajceb-5524	180	7	,	,	PUNCT
ajceb-5524	180	8	(	(	PUNCT
ajceb-5524	180	9	2016	2016	NUM
ajceb-5524	180	10	)	)	PUNCT
ajceb-5524	180	11	,	,	PUNCT
ajceb-5524	180	12	and	and	CCONJ
ajceb-5524	180	13	fan	fan	PROPN
ajceb-5524	180	14	,	,	PUNCT
ajceb-5524	180	15	ng	ng	PROPN
ajceb-5524	180	16	and	and	CCONJ
ajceb-5524	180	17	wong	wong	PROPN
ajceb-5524	180	18	(	(	PUNCT
ajceb-5524	180	19	2010	2010	NUM
ajceb-5524	180	20	)	)	PUNCT
ajceb-5524	180	21	,	,	PUNCT
ajceb-5524	180	22	the	the	DET
ajceb-5524	180	23	goodness	goodness	NOUN
ajceb-5524	180	24	-	-	PUNCT
ajceb-5524	180	25	of	of	ADP
ajceb-5524	180	26	-	-	PUNCT
ajceb-5524	180	27	fit	fit	NOUN
ajceb-5524	180	28	of	of	ADP
ajceb-5524	180	29	the	the	DET
ajceb-5524	180	30	box	box	NOUN
ajceb-5524	180	31	-	-	PUNCT
ajceb-5524	180	32	jenkins	jenkin	NOUN
ajceb-5524	180	33	model	model	NOUN
ajceb-5524	180	34	is	be	AUX
ajceb-5524	180	35	assessed	assess	VERB
ajceb-5524	180	36	using	use	VERB
ajceb-5524	180	37	akaike	akaike	ADJ
ajceb-5524	180	38	information	information	NOUN
ajceb-5524	180	39	criterion	criterion	NOUN
ajceb-5524	180	40	,	,	PUNCT
ajceb-5524	180	41	mape	mape	NOUN
ajceb-5524	180	42	,	,	PUNCT
ajceb-5524	180	43	u	u	NOUN
ajceb-5524	180	44	coefficient	coefficient	NOUN
ajceb-5524	180	45	,	,	PUNCT
ajceb-5524	180	46	and	and	CCONJ
ajceb-5524	180	47	absence	absence	NOUN
ajceb-5524	180	48	of	of	ADP
ajceb-5524	180	49	serial	serial	ADJ
ajceb-5524	180	50	correlation	correlation	NOUN
ajceb-5524	180	51	in	in	ADP
ajceb-5524	180	52	the	the	DET
ajceb-5524	180	53	residuals	residual	NOUN
ajceb-5524	180	54	.	.	PUNCT
ajceb-5524	181	1	the	the	DET
ajceb-5524	181	2	correlogram	correlogram	NOUN
ajceb-5524	181	3	of	of	ADP
ajceb-5524	181	4	the	the	DET
ajceb-5524	181	5	residuals	residual	NOUN
ajceb-5524	181	6	of	of	ADP
ajceb-5524	181	7	the	the	DET
ajceb-5524	181	8	box	box	NOUN
ajceb-5524	181	9	-	-	PUNCT
ajceb-5524	181	10	jenkins	jenkin	NOUN
ajceb-5524	181	11	model	model	NOUN
ajceb-5524	181	12	are	be	AUX
ajceb-5524	181	13	shown	show	VERB
ajceb-5524	181	14	in	in	ADP
ajceb-5524	181	15	figure	figure	NOUN
ajceb-5524	181	16	5	5	NUM
ajceb-5524	181	17	.	.	PUNCT
ajceb-5524	182	1	the	the	DET
ajceb-5524	182	2	high	high	ADJ
ajceb-5524	182	3	value	value	NOUN
ajceb-5524	182	4	of	of	ADP
ajceb-5524	182	5	ljung	ljung	ADJ
ajceb-5524	182	6	-	-	PUNCT
ajceb-5524	182	7	box	box	NOUN
ajceb-5524	182	8	q	q	NOUN
ajceb-5524	182	9	-	-	PUNCT
ajceb-5524	182	10	statistics	statistic	NOUN
ajceb-5524	182	11	and	and	CCONJ
ajceb-5524	182	12	the	the	DET
ajceb-5524	182	13	random	random	ADJ
ajceb-5524	182	14	pattern	pattern	NOUN
ajceb-5524	182	15	observed	observe	VERB
ajceb-5524	182	16	in	in	ADP
ajceb-5524	182	17	the	the	DET
ajceb-5524	182	18	correlogram	correlogram	NOUN
ajceb-5524	182	19	(	(	PUNCT
ajceb-5524	182	20	figure	figure	NOUN
ajceb-5524	182	21	5	5	NUM
ajceb-5524	182	22	)	)	PUNCT
ajceb-5524	182	23	indicates	indicate	VERB
ajceb-5524	182	24	that	that	SCONJ
ajceb-5524	182	25	no	no	DET
ajceb-5524	182	26	serial	serial	ADJ
ajceb-5524	182	27	correlation	correlation	NOUN
ajceb-5524	182	28	is	be	AUX
ajceb-5524	182	29	present	present	ADJ
ajceb-5524	182	30	in	in	ADP
ajceb-5524	182	31	the	the	DET
ajceb-5524	182	32	residuals	residual	NOUN
ajceb-5524	182	33	.	.	PUNCT
ajceb-5524	183	1	therefore	therefore	ADV
ajceb-5524	183	2	,	,	PUNCT
ajceb-5524	183	3	the	the	DET
ajceb-5524	183	4	developed	develop	VERB
ajceb-5524	183	5	box	box	NOUN
ajceb-5524	183	6	-	-	PUNCT
ajceb-5524	183	7	jenkins	jenkin	NOUN
ajceb-5524	183	8	model	model	NOUN
ajceb-5524	183	9	is	be	AUX
ajceb-5524	183	10	robust	robust	ADJ
ajceb-5524	183	11	.	.	PUNCT
ajceb-5524	184	1	the	the	DET
ajceb-5524	184	2	‘	'	PUNCT
ajceb-5524	184	3	best	good	ADJ
ajceb-5524	184	4	’	'	PUNCT
ajceb-5524	184	5	box	box	NOUN
ajceb-5524	184	6	-	-	PUNCT
ajceb-5524	184	7	jenkins	jenkin	NOUN
ajceb-5524	184	8	model	model	NOUN
ajceb-5524	184	9	is	be	AUX
ajceb-5524	184	10	the	the	DET
ajceb-5524	184	11	arima	arima	PROPN
ajceb-5524	184	12	(	(	PUNCT
ajceb-5524	184	13	1	1	NUM
ajceb-5524	184	14	,	,	PUNCT
ajceb-5524	184	15	1	1	NUM
ajceb-5524	184	16	,	,	PUNCT
ajceb-5524	184	17	1	1	X
ajceb-5524	184	18	)	)	PUNCT
ajceb-5524	184	19	model	model	NOUN
ajceb-5524	184	20	.	.	PUNCT
ajceb-5524	185	1	oshodi	oshodi	PROPN
ajceb-5524	185	2	,	,	PUNCT
ajceb-5524	185	3	ejohwomu	ejohwomu	NOUN
ajceb-5524	185	4	,	,	PUNCT
ajceb-5524	185	5	famakin	famakin	PROPN
ajceb-5524	185	6	&	&	CCONJ
ajceb-5524	185	7	cortez	cortez	PROPN
ajceb-5524	185	8	construction	construction	NOUN
ajceb-5524	185	9	economics	economic	NOUN
ajceb-5524	185	10	and	and	CCONJ
ajceb-5524	185	11	building	building	NOUN
ajceb-5524	185	12	,	,	PUNCT
ajceb-5524	185	13	vol	vol	NOUN
ajceb-5524	185	14	.	.	PROPN
ajceb-5524	186	1	17	17	NUM
ajceb-5524	186	2	,	,	PUNCT
ajceb-5524	186	3	no	no	INTJ
ajceb-5524	186	4	.	.	NOUN
ajceb-5524	186	5	3	3	NUM
ajceb-5524	186	6	september	september	PROPN
ajceb-5524	186	7	2017116	2017116	NUM
ajceb-5524	186	8	figure	figure	NOUN
ajceb-5524	186	9	3	3	NUM
ajceb-5524	186	10	correlogram	correlogram	NOUN
ajceb-5524	186	11	of	of	ADP
ajceb-5524	186	12	tender	tender	ADJ
ajceb-5524	186	13	price	price	NOUN
ajceb-5524	186	14	index	index	NOUN
ajceb-5524	186	15	figure	figure	NOUN
ajceb-5524	186	16	4	4	NUM
ajceb-5524	186	17	correlogram	correlogram	NOUN
ajceb-5524	186	18	of	of	ADP
ajceb-5524	186	19	tender	tender	ADJ
ajceb-5524	186	20	price	price	NOUN
ajceb-5524	186	21	index	index	NOUN
ajceb-5524	186	22	-	-	PUNCT
ajceb-5524	186	23	first	first	ADV
ajceb-5524	186	24	differenced	differenced	ADJ
ajceb-5524	186	25	oshodi	oshodi	NOUN
ajceb-5524	186	26	,	,	PUNCT
ajceb-5524	186	27	ejohwomu	ejohwomu	NOUN
ajceb-5524	186	28	,	,	PUNCT
ajceb-5524	186	29	famakin	famakin	PROPN
ajceb-5524	186	30	&	&	CCONJ
ajceb-5524	186	31	cortez	cortez	PROPN
ajceb-5524	186	32	construction	construction	NOUN
ajceb-5524	186	33	economics	economic	NOUN
ajceb-5524	186	34	and	and	CCONJ
ajceb-5524	186	35	building	building	NOUN
ajceb-5524	186	36	,	,	PUNCT
ajceb-5524	186	37	vol	vol	NOUN
ajceb-5524	186	38	.	.	PROPN
ajceb-5524	186	39	17	17	NUM
ajceb-5524	186	40	,	,	PUNCT
ajceb-5524	186	41	no	no	INTJ
ajceb-5524	186	42	.	.	NOUN
ajceb-5524	186	43	3	3	NUM
ajceb-5524	186	44	september	september	PROPN
ajceb-5524	186	45	2017117	2017117	NUM
ajceb-5524	186	46	neural	neural	ADJ
ajceb-5524	186	47	network	network	NOUN
ajceb-5524	186	48	model	model	NOUN
ajceb-5524	186	49	equation	equation	NOUN
ajceb-5524	186	50	2	2	NUM
ajceb-5524	186	51	was	be	AUX
ajceb-5524	186	52	used	use	VERB
ajceb-5524	186	53	to	to	PART
ajceb-5524	186	54	identify	identify	VERB
ajceb-5524	186	55	the	the	DET
ajceb-5524	186	56	best	good	ADJ
ajceb-5524	186	57	parameter	parameter	NOUN
ajceb-5524	186	58	(	(	PUNCT
ajceb-5524	186	59	i.e.	i.e.	X
ajceb-5524	186	60	number	number	NOUN
ajceb-5524	186	61	of	of	ADP
ajceb-5524	186	62	nodes	node	NOUN
ajceb-5524	186	63	in	in	ADP
ajceb-5524	186	64	the	the	DET
ajceb-5524	186	65	hidden	hide	VERB
ajceb-5524	186	66	layer	layer	NOUN
ajceb-5524	186	67	)	)	PUNCT
ajceb-5524	186	68	for	for	ADP
ajceb-5524	186	69	the	the	DET
ajceb-5524	186	70	neural	neural	ADJ
ajceb-5524	186	71	network	network	NOUN
ajceb-5524	186	72	model	model	NOUN
ajceb-5524	186	73	.	.	PUNCT
ajceb-5524	187	1	from	from	ADP
ajceb-5524	187	2	the	the	DET
ajceb-5524	187	3	several	several	ADJ
ajceb-5524	187	4	potential	potential	ADJ
ajceb-5524	187	5	neural	neural	ADJ
ajceb-5524	187	6	network	network	NOUN
ajceb-5524	187	7	models	model	NOUN
ajceb-5524	187	8	,	,	PUNCT
ajceb-5524	187	9	the	the	DET
ajceb-5524	187	10	parameter	parameter	NOUN
ajceb-5524	187	11	of	of	ADP
ajceb-5524	187	12	the	the	DET
ajceb-5524	187	13	best	good	ADJ
ajceb-5524	187	14	neural	neural	ADJ
ajceb-5524	187	15	network	network	NOUN
ajceb-5524	187	16	model	model	NOUN
ajceb-5524	187	17	is	be	AUX
ajceb-5524	187	18	presented	present	VERB
ajceb-5524	187	19	in	in	ADP
ajceb-5524	187	20	table	table	NOUN
ajceb-5524	187	21	3	3	NUM
ajceb-5524	187	22	.	.	NOUN
ajceb-5524	187	23	assessment	assessment	NOUN
ajceb-5524	187	24	of	of	ADP
ajceb-5524	187	25	the	the	DET
ajceb-5524	187	26	forecast	forecast	NOUN
ajceb-5524	187	27	accuracy	accuracy	NOUN
ajceb-5524	187	28	of	of	ADP
ajceb-5524	187	29	the	the	DET
ajceb-5524	187	30	developed	develop	VERB
ajceb-5524	187	31	univariate	univariate	ADJ
ajceb-5524	187	32	models	model	NOUN
ajceb-5524	187	33	as	as	SCONJ
ajceb-5524	187	34	stated	state	VERB
ajceb-5524	187	35	earlier	early	ADV
ajceb-5524	187	36	,	,	PUNCT
ajceb-5524	187	37	the	the	DET
ajceb-5524	187	38	data	datum	NOUN
ajceb-5524	187	39	from	from	ADP
ajceb-5524	187	40	1983q1	1983q1	NUM
ajceb-5524	187	41	to	to	ADP
ajceb-5524	187	42	2012q4	2012q4	NUM
ajceb-5524	187	43	were	be	AUX
ajceb-5524	187	44	used	use	VERB
ajceb-5524	187	45	to	to	PART
ajceb-5524	187	46	build	build	VERB
ajceb-5524	187	47	the	the	DET
ajceb-5524	187	48	univariate	univariate	ADJ
ajceb-5524	187	49	models	model	NOUN
ajceb-5524	187	50	.	.	PUNCT
ajceb-5524	188	1	subsequently	subsequently	ADV
ajceb-5524	188	2	,	,	PUNCT
ajceb-5524	188	3	the	the	DET
ajceb-5524	188	4	developed	develop	VERB
ajceb-5524	188	5	models	model	NOUN
ajceb-5524	188	6	generate	generate	VERB
ajceb-5524	188	7	out	out	ADV
ajceb-5524	188	8	-	-	PUNCT
ajceb-5524	188	9	of	of	ADP
ajceb-5524	188	10	-	-	PUNCT
ajceb-5524	188	11	sample	sample	NOUN
ajceb-5524	188	12	forecast	forecast	NOUN
ajceb-5524	188	13	over	over	ADP
ajceb-5524	188	14	the	the	DET
ajceb-5524	188	15	test	test	NOUN
ajceb-5524	188	16	period	period	NOUN
ajceb-5524	188	17	(	(	PUNCT
ajceb-5524	188	18	2013q12015q4	2013q12015q4	NOUN
ajceb-5524	188	19	)	)	PUNCT
ajceb-5524	188	20	.	.	PUNCT
ajceb-5524	189	1	this	this	PRON
ajceb-5524	189	2	provides	provide	VERB
ajceb-5524	189	3	a	a	DET
ajceb-5524	189	4	basis	basis	NOUN
ajceb-5524	189	5	for	for	ADP
ajceb-5524	189	6	objective	objective	ADJ
ajceb-5524	189	7	comparison	comparison	NOUN
ajceb-5524	189	8	of	of	ADP
ajceb-5524	189	9	the	the	DET
ajceb-5524	189	10	forecast	forecast	NOUN
ajceb-5524	189	11	accuracy	accuracy	NOUN
ajceb-5524	189	12	of	of	ADP
ajceb-5524	189	13	the	the	DET
ajceb-5524	189	14	univariate	univariate	ADJ
ajceb-5524	189	15	models	model	NOUN
ajceb-5524	189	16	.	.	PUNCT
ajceb-5524	190	1	the	the	DET
ajceb-5524	190	2	predictive	predictive	ADJ
ajceb-5524	190	3	accuracy	accuracy	NOUN
ajceb-5524	190	4	of	of	ADP
ajceb-5524	190	5	the	the	DET
ajceb-5524	190	6	two	two	NUM
ajceb-5524	190	7	forecasting	forecasting	NOUN
ajceb-5524	190	8	models	model	NOUN
ajceb-5524	190	9	was	be	AUX
ajceb-5524	190	10	examined	examine	VERB
ajceb-5524	190	11	by	by	ADP
ajceb-5524	190	12	comparing	compare	VERB
ajceb-5524	190	13	the	the	DET
ajceb-5524	190	14	actual	actual	ADJ
ajceb-5524	190	15	and	and	CCONJ
ajceb-5524	190	16	forecast	forecast	NOUN
ajceb-5524	190	17	value	value	NOUN
ajceb-5524	190	18	of	of	ADP
ajceb-5524	190	19	tender	tender	ADJ
ajceb-5524	190	20	price	price	NOUN
ajceb-5524	190	21	index	index	NOUN
ajceb-5524	190	22	for	for	ADP
ajceb-5524	190	23	the	the	DET
ajceb-5524	190	24	test	test	NOUN
ajceb-5524	190	25	period	period	NOUN
ajceb-5524	190	26	(	(	PUNCT
ajceb-5524	190	27	see	see	VERB
ajceb-5524	190	28	table	table	NOUN
ajceb-5524	190	29	4	4	NUM
ajceb-5524	190	30	)	)	PUNCT
ajceb-5524	190	31	.	.	PUNCT
ajceb-5524	191	1	the	the	DET
ajceb-5524	191	2	values	value	NOUN
ajceb-5524	191	3	of	of	ADP
ajceb-5524	191	4	mape	mape	NOUN
ajceb-5524	191	5	for	for	ADP
ajceb-5524	191	6	the	the	DET
ajceb-5524	191	7	two	two	NUM
ajceb-5524	191	8	models	model	NOUN
ajceb-5524	191	9	were	be	AUX
ajceb-5524	191	10	below	below	ADP
ajceb-5524	191	11	the	the	DET
ajceb-5524	191	12	10	10	NUM
ajceb-5524	191	13	%	%	NOUN
ajceb-5524	191	14	acceptable	acceptable	ADJ
ajceb-5524	191	15	limit	limit	NOUN
ajceb-5524	191	16	.	.	PUNCT
ajceb-5524	192	1	in	in	ADP
ajceb-5524	192	2	addition	addition	NOUN
ajceb-5524	192	3	,	,	PUNCT
ajceb-5524	192	4	the	the	DET
ajceb-5524	192	5	values	value	NOUN
ajceb-5524	192	6	of	of	ADP
ajceb-5524	192	7	u	u	NOUN
ajceb-5524	192	8	coefficient	coefficient	NOUN
ajceb-5524	192	9	were	be	AUX
ajceb-5524	192	10	close	close	ADJ
ajceb-5524	192	11	to	to	ADP
ajceb-5524	192	12	0	0	NUM
ajceb-5524	192	13	.	.	PUNCT
ajceb-5524	193	1	this	this	PRON
ajceb-5524	193	2	indicates	indicate	VERB
ajceb-5524	193	3	that	that	SCONJ
ajceb-5524	193	4	the	the	DET
ajceb-5524	193	5	boxjenkins	boxjenkin	NOUN
ajceb-5524	193	6	and	and	CCONJ
ajceb-5524	193	7	neural	neural	ADJ
ajceb-5524	193	8	network	network	NOUN
ajceb-5524	193	9	models	model	NOUN
ajceb-5524	193	10	are	be	AUX
ajceb-5524	193	11	acceptable	acceptable	ADJ
ajceb-5524	193	12	for	for	ADP
ajceb-5524	193	13	predicting	predict	VERB
ajceb-5524	193	14	tender	tender	ADJ
ajceb-5524	193	15	price	price	NOUN
ajceb-5524	193	16	index	index	NOUN
ajceb-5524	193	17	.	.	PUNCT
ajceb-5524	194	1	furthermore	furthermore	ADV
ajceb-5524	194	2	,	,	PUNCT
ajceb-5524	194	3	the	the	DET
ajceb-5524	194	4	results	result	NOUN
ajceb-5524	194	5	of	of	ADP
ajceb-5524	194	6	forecast	forecast	NOUN
ajceb-5524	194	7	evaluation	evaluation	NOUN
ajceb-5524	194	8	metrics	metric	NOUN
ajceb-5524	194	9	suggest	suggest	VERB
ajceb-5524	194	10	that	that	SCONJ
ajceb-5524	194	11	the	the	DET
ajceb-5524	194	12	neural	neural	ADJ
ajceb-5524	194	13	network	network	NOUN
ajceb-5524	194	14	model	model	NOUN
ajceb-5524	194	15	gives	give	VERB
ajceb-5524	194	16	a	a	DET
ajceb-5524	194	17	better	well	ADJ
ajceb-5524	194	18	prediction	prediction	NOUN
ajceb-5524	194	19	of	of	ADP
ajceb-5524	194	20	tender	tender	ADJ
ajceb-5524	194	21	price	price	NOUN
ajceb-5524	194	22	index	index	NOUN
ajceb-5524	194	23	when	when	SCONJ
ajceb-5524	194	24	compared	compare	VERB
ajceb-5524	194	25	with	with	ADP
ajceb-5524	194	26	the	the	DET
ajceb-5524	194	27	box	box	NOUN
ajceb-5524	194	28	-	-	PUNCT
ajceb-5524	194	29	jenkins	jenkin	NOUN
ajceb-5524	194	30	model	model	NOUN
ajceb-5524	194	31	.	.	PUNCT
ajceb-5524	195	1	this	this	PRON
ajceb-5524	195	2	is	be	AUX
ajceb-5524	195	3	evidenced	evidence	VERB
ajceb-5524	195	4	by	by	ADP
ajceb-5524	195	5	the	the	DET
ajceb-5524	195	6	lower	low	ADJ
ajceb-5524	195	7	values	value	NOUN
ajceb-5524	195	8	of	of	ADP
ajceb-5524	195	9	mape	mape	NOUN
ajceb-5524	195	10	and	and	CCONJ
ajceb-5524	195	11	u	u	NOUN
ajceb-5524	195	12	coefficient	coefficient	NOUN
ajceb-5524	195	13	for	for	ADP
ajceb-5524	195	14	the	the	DET
ajceb-5524	195	15	developed	develop	VERB
ajceb-5524	195	16	neural	neural	ADJ
ajceb-5524	195	17	network	network	NOUN
ajceb-5524	195	18	model	model	NOUN
ajceb-5524	195	19	,	,	PUNCT
ajceb-5524	195	20	i.e.	i.e.	X
ajceb-5524	195	21	0.82	0.82	NUM
ajceb-5524	195	22	%	%	NOUN
ajceb-5524	195	23	and	and	CCONJ
ajceb-5524	195	24	0.0059	0.0059	NUM
ajceb-5524	195	25	,	,	PUNCT
ajceb-5524	195	26	respectively	respectively	ADV
ajceb-5524	195	27	.	.	PUNCT
ajceb-5524	196	1	discussion	discussion	NOUN
ajceb-5524	196	2	previous	previous	ADJ
ajceb-5524	196	3	studies	study	NOUN
ajceb-5524	196	4	have	have	AUX
ajceb-5524	196	5	shown	show	VERB
ajceb-5524	196	6	that	that	SCONJ
ajceb-5524	196	7	the	the	DET
ajceb-5524	196	8	development	development	NOUN
ajceb-5524	196	9	of	of	ADP
ajceb-5524	196	10	reliable	reliable	ADJ
ajceb-5524	196	11	models	model	NOUN
ajceb-5524	196	12	for	for	ADP
ajceb-5524	196	13	prediction	prediction	NOUN
ajceb-5524	196	14	of	of	ADP
ajceb-5524	196	15	tender	tender	ADJ
ajceb-5524	196	16	price	price	NOUN
ajceb-5524	196	17	index	index	NOUN
ajceb-5524	196	18	is	be	AUX
ajceb-5524	196	19	important	important	ADJ
ajceb-5524	196	20	.	.	PUNCT
ajceb-5524	197	1	due	due	ADP
ajceb-5524	197	2	to	to	ADP
ajceb-5524	197	3	unavailability	unavailability	NOUN
ajceb-5524	197	4	of	of	ADP
ajceb-5524	197	5	data	datum	NOUN
ajceb-5524	197	6	in	in	ADP
ajceb-5524	197	7	most	most	ADJ
ajceb-5524	197	8	countries	country	NOUN
ajceb-5524	197	9	,	,	PUNCT
ajceb-5524	197	10	there	there	PRON
ajceb-5524	197	11	is	be	VERB
ajceb-5524	197	12	a	a	DET
ajceb-5524	197	13	continuous	continuous	ADJ
ajceb-5524	197	14	figure	figure	NOUN
ajceb-5524	197	15	5	5	NUM
ajceb-5524	197	16	correlogram	correlogram	NOUN
ajceb-5524	197	17	of	of	ADP
ajceb-5524	197	18	the	the	DET
ajceb-5524	197	19	residuals	residual	NOUN
ajceb-5524	197	20	of	of	ADP
ajceb-5524	197	21	the	the	DET
ajceb-5524	197	22	‘	'	PUNCT
ajceb-5524	197	23	best	good	ADJ
ajceb-5524	197	24	’	'	PUNCT
ajceb-5524	197	25	box	box	NOUN
ajceb-5524	197	26	-	-	PUNCT
ajceb-5524	197	27	jenkins	jenkins	PROPN
ajceb-5524	197	28	model	model	PROPN
ajceb-5524	197	29	oshodi	oshodi	PROPN
ajceb-5524	197	30	,	,	PUNCT
ajceb-5524	197	31	ejohwomu	ejohwomu	NOUN
ajceb-5524	197	32	,	,	PUNCT
ajceb-5524	197	33	famakin	famakin	PROPN
ajceb-5524	197	34	&	&	CCONJ
ajceb-5524	197	35	cortez	cortez	PROPN
ajceb-5524	197	36	construction	construction	NOUN
ajceb-5524	197	37	economics	economic	NOUN
ajceb-5524	197	38	and	and	CCONJ
ajceb-5524	197	39	building	building	NOUN
ajceb-5524	197	40	,	,	PUNCT
ajceb-5524	197	41	vol	vol	NOUN
ajceb-5524	197	42	.	.	PROPN
ajceb-5524	197	43	17	17	NUM
ajceb-5524	197	44	,	,	PUNCT
ajceb-5524	197	45	no	no	INTJ
ajceb-5524	197	46	.	.	NOUN
ajceb-5524	197	47	3	3	NUM
ajceb-5524	197	48	september	september	PROPN
ajceb-5524	197	49	2017118	2017118	NUM
ajceb-5524	197	50	need	need	VERB
ajceb-5524	197	51	to	to	PART
ajceb-5524	197	52	explore	explore	VERB
ajceb-5524	197	53	the	the	DET
ajceb-5524	197	54	use	use	NOUN
ajceb-5524	197	55	of	of	ADP
ajceb-5524	197	56	models	model	NOUN
ajceb-5524	197	57	that	that	PRON
ajceb-5524	197	58	can	can	AUX
ajceb-5524	197	59	be	be	AUX
ajceb-5524	197	60	built	build	VERB
ajceb-5524	197	61	using	use	VERB
ajceb-5524	197	62	limited	limited	ADJ
ajceb-5524	197	63	data	datum	NOUN
ajceb-5524	197	64	.	.	PUNCT
ajceb-5524	198	1	in	in	ADP
ajceb-5524	198	2	the	the	DET
ajceb-5524	198	3	current	current	ADJ
ajceb-5524	198	4	study	study	NOUN
ajceb-5524	198	5	,	,	PUNCT
ajceb-5524	198	6	two	two	NUM
ajceb-5524	198	7	univariate	univariate	ADJ
ajceb-5524	198	8	techniques	technique	NOUN
ajceb-5524	198	9	were	be	AUX
ajceb-5524	198	10	used	use	VERB
ajceb-5524	198	11	for	for	ADP
ajceb-5524	198	12	modelling	modelling	NOUN
ajceb-5524	198	13	and	and	CCONJ
ajceb-5524	198	14	forecasting	forecasting	NOUN
ajceb-5524	198	15	of	of	ADP
ajceb-5524	198	16	tender	tender	ADJ
ajceb-5524	198	17	price	price	NOUN
ajceb-5524	198	18	index	index	NOUN
ajceb-5524	198	19	.	.	PUNCT
ajceb-5524	199	1	the	the	DET
ajceb-5524	199	2	suitability	suitability	NOUN
ajceb-5524	199	3	of	of	ADP
ajceb-5524	199	4	applying	apply	VERB
ajceb-5524	199	5	univariate	univariate	ADJ
ajceb-5524	199	6	modelling	modelling	NOUN
ajceb-5524	199	7	techniques	technique	NOUN
ajceb-5524	199	8	to	to	PART
ajceb-5524	199	9	tender	tender	VERB
ajceb-5524	199	10	price	price	NOUN
ajceb-5524	199	11	index	index	NOUN
ajceb-5524	199	12	forecasting	forecasting	NOUN
ajceb-5524	199	13	was	be	AUX
ajceb-5524	199	14	investigated	investigate	VERB
ajceb-5524	199	15	.	.	PUNCT
ajceb-5524	200	1	the	the	DET
ajceb-5524	200	2	most	most	ADV
ajceb-5524	200	3	obvious	obvious	ADJ
ajceb-5524	200	4	finding	finding	NOUN
ajceb-5524	200	5	to	to	PART
ajceb-5524	200	6	emerge	emerge	VERB
ajceb-5524	200	7	from	from	ADP
ajceb-5524	200	8	this	this	DET
ajceb-5524	200	9	study	study	NOUN
ajceb-5524	200	10	is	be	AUX
ajceb-5524	200	11	that	that	SCONJ
ajceb-5524	200	12	the	the	DET
ajceb-5524	200	13	neural	neural	ADJ
ajceb-5524	200	14	network	network	NOUN
ajceb-5524	200	15	can	can	AUX
ajceb-5524	200	16	produce	produce	VERB
ajceb-5524	200	17	accurate	accurate	ADJ
ajceb-5524	200	18	forecast	forecast	NOUN
ajceb-5524	200	19	of	of	ADP
ajceb-5524	200	20	future	future	ADJ
ajceb-5524	200	21	values	value	NOUN
ajceb-5524	200	22	of	of	ADP
ajceb-5524	200	23	tender	tender	ADJ
ajceb-5524	200	24	price	price	NOUN
ajceb-5524	200	25	index	index	NOUN
ajceb-5524	200	26	.	.	PUNCT
ajceb-5524	201	1	the	the	DET
ajceb-5524	201	2	value	value	NOUN
ajceb-5524	201	3	of	of	ADP
ajceb-5524	201	4	mape	mape	NOUN
ajceb-5524	201	5	for	for	ADP
ajceb-5524	201	6	the	the	DET
ajceb-5524	201	7	neural	neural	ADJ
ajceb-5524	201	8	network	network	NOUN
ajceb-5524	201	9	model	model	NOUN
ajceb-5524	201	10	is	be	AUX
ajceb-5524	201	11	within	within	ADP
ajceb-5524	201	12	the	the	DET
ajceb-5524	201	13	satisfactory	satisfactory	ADJ
ajceb-5524	201	14	limit	limit	NOUN
ajceb-5524	201	15	of	of	ADP
ajceb-5524	201	16	10	10	NUM
ajceb-5524	201	17	%	%	NOUN
ajceb-5524	201	18	.	.	PUNCT
ajceb-5524	202	1	in	in	ADP
ajceb-5524	202	2	addition	addition	NOUN
ajceb-5524	202	3	,	,	PUNCT
ajceb-5524	202	4	the	the	DET
ajceb-5524	202	5	value	value	NOUN
ajceb-5524	202	6	of	of	ADP
ajceb-5524	202	7	u	u	NOUN
ajceb-5524	202	8	coefficient	coefficient	NOUN
ajceb-5524	202	9	is	be	AUX
ajceb-5524	202	10	close	close	ADJ
ajceb-5524	202	11	to	to	ADP
ajceb-5524	202	12	0	0	NUM
ajceb-5524	202	13	.	.	PUNCT
ajceb-5524	203	1	the	the	DET
ajceb-5524	203	2	outcome	outcome	NOUN
ajceb-5524	203	3	of	of	ADP
ajceb-5524	203	4	this	this	DET
ajceb-5524	203	5	research	research	NOUN
ajceb-5524	203	6	agrees	agree	VERB
ajceb-5524	203	7	with	with	ADP
ajceb-5524	203	8	the	the	DET
ajceb-5524	203	9	results	result	NOUN
ajceb-5524	203	10	reported	report	VERB
ajceb-5524	203	11	in	in	ADP
ajceb-5524	203	12	previous	previous	ADJ
ajceb-5524	203	13	research	research	NOUN
ajceb-5524	203	14	(	(	PUNCT
ajceb-5524	203	15	goh	goh	PROPN
ajceb-5524	203	16	,	,	PUNCT
ajceb-5524	203	17	1998	1998	NUM
ajceb-5524	203	18	)	)	PUNCT
ajceb-5524	203	19	which	which	PRON
ajceb-5524	203	20	showed	show	VERB
ajceb-5524	203	21	that	that	SCONJ
ajceb-5524	203	22	nonlinear	nonlinear	ADJ
ajceb-5524	203	23	models	model	NOUN
ajceb-5524	203	24	(	(	PUNCT
ajceb-5524	203	25	such	such	ADJ
ajceb-5524	203	26	as	as	ADP
ajceb-5524	203	27	neural	neural	ADJ
ajceb-5524	203	28	network	network	NOUN
ajceb-5524	203	29	)	)	PUNCT
ajceb-5524	203	30	have	have	VERB
ajceb-5524	203	31	the	the	DET
ajceb-5524	203	32	capacity	capacity	NOUN
ajceb-5524	203	33	to	to	PART
ajceb-5524	203	34	adequately	adequately	ADV
ajceb-5524	203	35	explain	explain	VERB
ajceb-5524	203	36	changes	change	NOUN
ajceb-5524	203	37	in	in	ADP
ajceb-5524	203	38	construction	construction	NOUN
ajceb-5524	203	39	economics	economic	NOUN
ajceb-5524	203	40	data	datum	NOUN
ajceb-5524	203	41	.	.	PUNCT
ajceb-5524	204	1	the	the	DET
ajceb-5524	204	2	findings	finding	NOUN
ajceb-5524	204	3	of	of	ADP
ajceb-5524	204	4	this	this	DET
ajceb-5524	204	5	study	study	NOUN
ajceb-5524	204	6	highlight	highlight	VERB
ajceb-5524	204	7	the	the	DET
ajceb-5524	204	8	efficacy	efficacy	NOUN
ajceb-5524	204	9	of	of	ADP
ajceb-5524	204	10	using	use	VERB
ajceb-5524	204	11	univariate	univariate	ADJ
ajceb-5524	204	12	variant	variant	NOUN
ajceb-5524	204	13	of	of	ADP
ajceb-5524	204	14	neural	neural	ADJ
ajceb-5524	204	15	network	network	NOUN
ajceb-5524	204	16	model	model	NOUN
ajceb-5524	204	17	for	for	ADP
ajceb-5524	204	18	tender	tender	ADJ
ajceb-5524	204	19	price	price	NOUN
ajceb-5524	204	20	index	index	NOUN
ajceb-5524	204	21	forecasting	forecasting	NOUN
ajceb-5524	204	22	.	.	PUNCT
ajceb-5524	205	1	table	table	NOUN
ajceb-5524	205	2	4	4	NUM
ajceb-5524	205	3	out	out	ADV
ajceb-5524	205	4	-	-	PUNCT
ajceb-5524	205	5	of	of	ADP
ajceb-5524	205	6	-	-	PUNCT
ajceb-5524	205	7	sample	sample	NOUN
ajceb-5524	205	8	forecast	forecast	NOUN
ajceb-5524	205	9	accuracy	accuracy	NOUN
ajceb-5524	205	10	of	of	ADP
ajceb-5524	205	11	box	box	NOUN
ajceb-5524	205	12	-	-	PUNCT
ajceb-5524	205	13	jenkins	jenkin	NOUN
ajceb-5524	205	14	and	and	CCONJ
ajceb-5524	205	15	neural	neural	ADJ
ajceb-5524	205	16	network	network	NOUN
ajceb-5524	205	17	period	period	NOUN
ajceb-5524	205	18	actual	actual	ADJ
ajceb-5524	205	19	value	value	NOUN
ajceb-5524	205	20	of	of	ADP
ajceb-5524	205	21	tpi	tpi	PROPN
ajceb-5524	205	22	forecast	forecast	PROPN
ajceb-5524	205	23	value	value	PROPN
ajceb-5524	205	24	box	box	PROPN
ajceb-5524	205	25	-	-	PUNCT
ajceb-5524	205	26	jenkins	jenkins	PROPN
ajceb-5524	205	27	neural	neural	ADJ
ajceb-5524	205	28	network	network	NOUN
ajceb-5524	205	29	2013q1	2013q1	NUM
ajceb-5524	206	1	2145	2145	NUM
ajceb-5524	206	2	2121.161	2121.161	VERB
ajceb-5524	206	3	2140.415	2140.415	NUM
ajceb-5524	206	4	2013q2	2013q2	NUM
ajceb-5524	206	5	2190	2190	NUM
ajceb-5524	206	6	2137.637	2137.637	NUM
ajceb-5524	206	7	2183.731	2183.731	NUM
ajceb-5524	206	8	2013q3	2013q3	NUM
ajceb-5524	206	9	2230	2230	NUM
ajceb-5524	206	10	2152.150	2152.150	NUM
ajceb-5524	207	1	2228.427	2228.427	NUM
ajceb-5524	207	2	2013q4	2013q4	NUM
ajceb-5524	207	3	2290	2290	NUM
ajceb-5524	207	4	2165.839	2165.839	NUM
ajceb-5524	207	5	2271.993	2271.993	NUM
ajceb-5524	207	6	2014q1	2014q1	NOUN
ajceb-5524	207	7	2360	2360	NUM
ajceb-5524	207	8	2179.184	2179.184	NUM
ajceb-5524	207	9	2316.675	2316.675	NUM
ajceb-5524	207	10	2014q2	2014q2	NUM
ajceb-5524	207	11	2390	2390	NUM
ajceb-5524	208	1	2192.385	2192.385	NUM
ajceb-5524	208	2	2363.096	2363.096	NUM
ajceb-5524	208	3	2014q3	2014q3	NUM
ajceb-5524	208	4	2425	2425	NUM
ajceb-5524	208	5	2205.525	2205.525	NUM
ajceb-5524	209	1	2411.161	2411.161	NUM
ajceb-5524	209	2	2014q4	2014q4	NOUN
ajceb-5524	209	3	2460	2460	NUM
ajceb-5524	210	1	2218.639	2218.639	PROPN
ajceb-5524	210	2	2459.438	2459.438	NUM
ajceb-5524	210	3	2015q1	2015q1	NUM
ajceb-5524	210	4	2510	2510	NUM
ajceb-5524	210	5	2231.743	2231.743	NUM
ajceb-5524	210	6	2506.868	2506.868	NUM
ajceb-5524	210	7	2015q2	2015q2	NUM
ajceb-5524	210	8	2540	2540	NUM
ajceb-5524	210	9	2244.843	2244.843	NUM
ajceb-5524	210	10	2552.149	2552.149	NUM
ajceb-5524	210	11	2015q3	2015q3	NUM
ajceb-5524	210	12	2545	2545	NUM
ajceb-5524	210	13	2257.940	2257.940	NUM
ajceb-5524	210	14	2593.429	2593.429	NUM
ajceb-5524	210	15	2015q4	2015q4	NUM
ajceb-5524	210	16	2565	2565	NUM
ajceb-5524	210	17	2271.037	2271.037	NUM
ajceb-5524	210	18	2628.197	2628.197	NUM
ajceb-5524	210	19	forecast	forecast	NOUN
ajceb-5524	210	20	evaluation	evaluation	NOUN
ajceb-5524	210	21	metrics	metric	NOUN
ajceb-5524	210	22	mape	mape	NOUN
ajceb-5524	210	23	7.72	7.72	NUM
ajceb-5524	210	24	%	%	NOUN
ajceb-5524	210	25	0.82	0.82	NUM
ajceb-5524	210	26	%	%	NOUN
ajceb-5524	210	27	u	u	NOUN
ajceb-5524	210	28	0.0460	0.0460	NUM
ajceb-5524	210	29	0.0059	0.0059	NUM
ajceb-5524	210	30	table	table	NOUN
ajceb-5524	210	31	3	3	NUM
ajceb-5524	210	32	parameter	parameter	NOUN
ajceb-5524	210	33	of	of	ADP
ajceb-5524	210	34	the	the	DET
ajceb-5524	210	35	neural	neural	ADJ
ajceb-5524	210	36	network	network	NOUN
ajceb-5524	210	37	parameter	parameter	NOUN
ajceb-5524	210	38	value	value	NOUN
ajceb-5524	210	39	number	number	NOUN
ajceb-5524	210	40	of	of	ADP
ajceb-5524	210	41	lagged	lag	VERB
ajceb-5524	210	42	variables	variable	NOUN
ajceb-5524	210	43	in	in	ADP
ajceb-5524	210	44	the	the	DET
ajceb-5524	210	45	input	input	NOUN
ajceb-5524	210	46	layer	layer	NOUN
ajceb-5524	210	47	(	(	PUNCT
ajceb-5524	210	48	p	p	NOUN
ajceb-5524	210	49	)	)	PUNCT
ajceb-5524	210	50	1	1	NUM
ajceb-5524	210	51	number	number	NOUN
ajceb-5524	210	52	of	of	ADP
ajceb-5524	210	53	nodes	node	NOUN
ajceb-5524	210	54	in	in	ADP
ajceb-5524	210	55	the	the	DET
ajceb-5524	210	56	hidden	hide	VERB
ajceb-5524	210	57	layer	layer	NOUN
ajceb-5524	210	58	(	(	PUNCT
ajceb-5524	210	59	k	k	NOUN
ajceb-5524	210	60	)	)	PUNCT
ajceb-5524	210	61	9	9	NUM
ajceb-5524	210	62	number	number	NOUN
ajceb-5524	210	63	of	of	ADP
ajceb-5524	210	64	nodes	node	NOUN
ajceb-5524	210	65	in	in	ADP
ajceb-5524	210	66	the	the	DET
ajceb-5524	210	67	output	output	NOUN
ajceb-5524	210	68	layer	layer	NOUN
ajceb-5524	210	69	1	1	NUM
ajceb-5524	210	70	oshodi	oshodi	ADJ
ajceb-5524	210	71	,	,	PUNCT
ajceb-5524	210	72	ejohwomu	ejohwomu	NOUN
ajceb-5524	210	73	,	,	PUNCT
ajceb-5524	210	74	famakin	famakin	PROPN
ajceb-5524	210	75	&	&	CCONJ
ajceb-5524	210	76	cortez	cortez	PROPN
ajceb-5524	210	77	construction	construction	NOUN
ajceb-5524	210	78	economics	economic	NOUN
ajceb-5524	210	79	and	and	CCONJ
ajceb-5524	210	80	building	building	NOUN
ajceb-5524	210	81	,	,	PUNCT
ajceb-5524	210	82	vol	vol	NOUN
ajceb-5524	210	83	.	.	PROPN
ajceb-5524	210	84	17	17	NUM
ajceb-5524	210	85	,	,	PUNCT
ajceb-5524	210	86	no	no	INTJ
ajceb-5524	210	87	.	.	NOUN
ajceb-5524	210	88	3	3	NUM
ajceb-5524	210	89	september	september	PROPN
ajceb-5524	210	90	2017119	2017119	NUM
ajceb-5524	210	91	conclusion	conclusion	NOUN
ajceb-5524	210	92	the	the	DET
ajceb-5524	210	93	present	present	ADJ
ajceb-5524	210	94	study	study	NOUN
ajceb-5524	210	95	set	set	VERB
ajceb-5524	210	96	out	out	ADP
ajceb-5524	210	97	to	to	PART
ajceb-5524	210	98	examine	examine	VERB
ajceb-5524	210	99	the	the	DET
ajceb-5524	210	100	effectiveness	effectiveness	NOUN
ajceb-5524	210	101	of	of	ADP
ajceb-5524	210	102	using	use	VERB
ajceb-5524	210	103	univariate	univariate	ADJ
ajceb-5524	210	104	variants	variant	NOUN
ajceb-5524	210	105	of	of	ADP
ajceb-5524	210	106	neural	neural	ADJ
ajceb-5524	210	107	network	network	NOUN
ajceb-5524	210	108	model	model	NOUN
ajceb-5524	210	109	for	for	ADP
ajceb-5524	210	110	tender	tender	ADJ
ajceb-5524	210	111	price	price	NOUN
ajceb-5524	210	112	index	index	NOUN
ajceb-5524	210	113	forecasting	forecasting	NOUN
ajceb-5524	210	114	.	.	PUNCT
ajceb-5524	211	1	the	the	DET
ajceb-5524	211	2	developed	develop	VERB
ajceb-5524	211	3	neural	neural	ADJ
ajceb-5524	211	4	network	network	NOUN
ajceb-5524	211	5	model	model	NOUN
ajceb-5524	211	6	was	be	AUX
ajceb-5524	211	7	compared	compare	VERB
ajceb-5524	211	8	with	with	ADP
ajceb-5524	211	9	the	the	DET
ajceb-5524	211	10	classic	classic	ADJ
ajceb-5524	211	11	box	box	NOUN
ajceb-5524	211	12	-	-	PUNCT
ajceb-5524	211	13	jenkins	jenkin	NOUN
ajceb-5524	211	14	model	model	NOUN
ajceb-5524	211	15	.	.	PUNCT
ajceb-5524	212	1	the	the	DET
ajceb-5524	212	2	box	box	PROPN
ajceb-5524	212	3	-	-	PUNCT
ajceb-5524	212	4	jenkins	jenkins	PROPN
ajceb-5524	212	5	was	be	AUX
ajceb-5524	212	6	used	use	VERB
ajceb-5524	212	7	as	as	ADP
ajceb-5524	212	8	a	a	DET
ajceb-5524	212	9	baseline	baseline	NOUN
ajceb-5524	212	10	model	model	NOUN
ajceb-5524	212	11	for	for	ADP
ajceb-5524	212	12	comparison	comparison	NOUN
ajceb-5524	212	13	purposes	purpose	NOUN
ajceb-5524	212	14	.	.	PUNCT
ajceb-5524	213	1	the	the	DET
ajceb-5524	213	2	acf	acf	PROPN
ajceb-5524	213	3	and	and	CCONJ
ajceb-5524	213	4	pacf	pacf	NOUN
ajceb-5524	213	5	plots	plot	NOUN
ajceb-5524	213	6	were	be	AUX
ajceb-5524	213	7	used	use	VERB
ajceb-5524	213	8	for	for	ADP
ajceb-5524	213	9	identifying	identify	VERB
ajceb-5524	213	10	the	the	DET
ajceb-5524	213	11	input	input	NOUN
ajceb-5524	213	12	variables	variable	NOUN
ajceb-5524	213	13	incorporated	incorporate	VERB
ajceb-5524	213	14	in	in	ADP
ajceb-5524	213	15	the	the	DET
ajceb-5524	213	16	univariate	univariate	ADJ
ajceb-5524	213	17	models	model	NOUN
ajceb-5524	213	18	.	.	PUNCT
ajceb-5524	214	1	out	out	ADP
ajceb-5524	214	2	-	-	PUNCT
ajceb-5524	214	3	of	of	ADP
ajceb-5524	214	4	-	-	PUNCT
ajceb-5524	214	5	sample	sample	NOUN
ajceb-5524	214	6	forecast	forecast	NOUN
ajceb-5524	214	7	over	over	ADP
ajceb-5524	214	8	the	the	DET
ajceb-5524	214	9	test	test	NOUN
ajceb-5524	214	10	period	period	NOUN
ajceb-5524	214	11	(	(	PUNCT
ajceb-5524	214	12	2013q12015q4	2013q12015q4	NOUN
ajceb-5524	214	13	)	)	PUNCT
ajceb-5524	214	14	served	serve	VERB
ajceb-5524	214	15	as	as	ADP
ajceb-5524	214	16	a	a	DET
ajceb-5524	214	17	basis	basis	NOUN
ajceb-5524	214	18	for	for	ADP
ajceb-5524	214	19	evaluating	evaluate	VERB
ajceb-5524	214	20	the	the	DET
ajceb-5524	214	21	forecast	forecast	NOUN
ajceb-5524	214	22	accuracy	accuracy	NOUN
ajceb-5524	214	23	of	of	ADP
ajceb-5524	214	24	the	the	DET
ajceb-5524	214	25	developed	develop	VERB
ajceb-5524	214	26	models	model	NOUN
ajceb-5524	214	27	.	.	PUNCT
ajceb-5524	215	1	one	one	NUM
ajceb-5524	215	2	of	of	ADP
ajceb-5524	215	3	the	the	DET
ajceb-5524	215	4	more	more	ADV
ajceb-5524	215	5	significant	significant	ADJ
ajceb-5524	215	6	findings	finding	NOUN
ajceb-5524	215	7	to	to	PART
ajceb-5524	215	8	emerge	emerge	VERB
ajceb-5524	215	9	from	from	ADP
ajceb-5524	215	10	this	this	DET
ajceb-5524	215	11	study	study	NOUN
ajceb-5524	215	12	shows	show	VERB
ajceb-5524	215	13	that	that	SCONJ
ajceb-5524	215	14	the	the	DET
ajceb-5524	215	15	proposed	propose	VERB
ajceb-5524	215	16	neural	neural	ADJ
ajceb-5524	215	17	network	network	NOUN
ajceb-5524	215	18	is	be	AUX
ajceb-5524	215	19	more	more	ADV
ajceb-5524	215	20	accurate	accurate	ADJ
ajceb-5524	215	21	that	that	SCONJ
ajceb-5524	215	22	the	the	DET
ajceb-5524	215	23	traditional	traditional	ADJ
ajceb-5524	215	24	box	box	NOUN
ajceb-5524	215	25	-	-	PUNCT
ajceb-5524	215	26	jenkins	jenkins	PROPN
ajceb-5524	215	27	model	model	NOUN
ajceb-5524	215	28	for	for	ADP
ajceb-5524	215	29	medium	medium	ADJ
ajceb-5524	215	30	term	term	NOUN
ajceb-5524	215	31	prediction	prediction	NOUN
ajceb-5524	215	32	of	of	ADP
ajceb-5524	215	33	tender	tender	ADJ
ajceb-5524	215	34	price	price	NOUN
ajceb-5524	215	35	index	index	NOUN
ajceb-5524	215	36	.	.	PUNCT
ajceb-5524	216	1	the	the	DET
ajceb-5524	216	2	findings	finding	NOUN
ajceb-5524	216	3	of	of	ADP
ajceb-5524	216	4	this	this	DET
ajceb-5524	216	5	research	research	NOUN
ajceb-5524	216	6	have	have	VERB
ajceb-5524	216	7	several	several	ADJ
ajceb-5524	216	8	practical	practical	ADJ
ajceb-5524	216	9	implications	implication	NOUN
ajceb-5524	216	10	.	.	PUNCT
ajceb-5524	217	1	first	first	ADV
ajceb-5524	217	2	,	,	PUNCT
ajceb-5524	217	3	research	research	NOUN
ajceb-5524	217	4	has	have	AUX
ajceb-5524	217	5	shown	show	VERB
ajceb-5524	217	6	there	there	PRON
ajceb-5524	217	7	is	be	VERB
ajceb-5524	217	8	a	a	DET
ajceb-5524	217	9	significant	significant	ADJ
ajceb-5524	217	10	variance	variance	NOUN
ajceb-5524	217	11	between	between	ADP
ajceb-5524	217	12	initial	initial	ADJ
ajceb-5524	217	13	project	project	NOUN
ajceb-5524	217	14	estimates	estimate	NOUN
ajceb-5524	217	15	and	and	CCONJ
ajceb-5524	217	16	final	final	ADJ
ajceb-5524	217	17	project	project	NOUN
ajceb-5524	217	18	costs	cost	NOUN
ajceb-5524	217	19	(	(	PUNCT
ajceb-5524	217	20	abourizk	abourizk	PROPN
ajceb-5524	217	21	,	,	PUNCT
ajceb-5524	217	22	babey	babey	NOUN
ajceb-5524	217	23	and	and	CCONJ
ajceb-5524	217	24	karumanasseri	karumanasseri	NOUN
ajceb-5524	217	25	,	,	PUNCT
ajceb-5524	217	26	2002	2002	NUM
ajceb-5524	217	27	;	;	PUNCT
ajceb-5524	217	28	bacon	bacon	NOUN
ajceb-5524	217	29	and	and	CCONJ
ajceb-5524	217	30	besant	besant	NOUN
ajceb-5524	217	31	-	-	PUNCT
ajceb-5524	217	32	jones	jones	NOUN
ajceb-5524	217	33	,	,	PUNCT
ajceb-5524	217	34	1998	1998	NUM
ajceb-5524	217	35	)	)	PUNCT
ajceb-5524	217	36	.	.	PUNCT
ajceb-5524	218	1	as	as	SCONJ
ajceb-5524	218	2	explained	explain	VERB
ajceb-5524	218	3	earlier	early	ADJ
ajceb-5524	218	4	changes	change	NOUN
ajceb-5524	218	5	in	in	ADP
ajceb-5524	218	6	construction	construction	NOUN
ajceb-5524	218	7	cost	cost	NOUN
ajceb-5524	218	8	are	be	AUX
ajceb-5524	218	9	captured	capture	VERB
ajceb-5524	218	10	in	in	ADP
ajceb-5524	218	11	the	the	DET
ajceb-5524	218	12	tender	tender	NOUN
ajceb-5524	218	13	price	price	NOUN
ajceb-5524	218	14	index	index	NOUN
ajceb-5524	218	15	.	.	PUNCT
ajceb-5524	219	1	accurate	accurate	ADJ
ajceb-5524	219	2	prediction	prediction	NOUN
ajceb-5524	219	3	of	of	ADP
ajceb-5524	219	4	tender	tender	ADJ
ajceb-5524	219	5	price	price	NOUN
ajceb-5524	219	6	index	index	NOUN
ajceb-5524	219	7	would	would	AUX
ajceb-5524	219	8	benefit	benefit	VERB
ajceb-5524	219	9	project	project	NOUN
ajceb-5524	219	10	stakeholders	stakeholder	NOUN
ajceb-5524	219	11	(	(	PUNCT
ajceb-5524	219	12	such	such	ADJ
ajceb-5524	219	13	as	as	ADP
ajceb-5524	219	14	clients	client	NOUN
ajceb-5524	219	15	and	and	CCONJ
ajceb-5524	219	16	contactors	contactor	NOUN
ajceb-5524	219	17	,	,	PUNCT
ajceb-5524	219	18	among	among	ADP
ajceb-5524	219	19	others	other	NOUN
ajceb-5524	219	20	)	)	PUNCT
ajceb-5524	219	21	by	by	ADP
ajceb-5524	219	22	reducing	reduce	VERB
ajceb-5524	219	23	the	the	DET
ajceb-5524	219	24	variations	variation	NOUN
ajceb-5524	219	25	between	between	ADP
ajceb-5524	219	26	initial	initial	ADJ
ajceb-5524	219	27	and	and	CCONJ
ajceb-5524	219	28	final	final	ADJ
ajceb-5524	219	29	cost	cost	NOUN
ajceb-5524	219	30	of	of	ADP
ajceb-5524	219	31	construction	construction	NOUN
ajceb-5524	219	32	projects	project	NOUN
ajceb-5524	219	33	.	.	PUNCT
ajceb-5524	220	1	tender	tender	NOUN
ajceb-5524	220	2	price	price	NOUN
ajceb-5524	220	3	index	index	NOUN
ajceb-5524	220	4	forecast	forecast	NOUN
ajceb-5524	220	5	can	can	AUX
ajceb-5524	220	6	be	be	AUX
ajceb-5524	220	7	used	use	VERB
ajceb-5524	220	8	to	to	PART
ajceb-5524	220	9	estimate	estimate	VERB
ajceb-5524	220	10	movements	movement	NOUN
ajceb-5524	220	11	in	in	ADP
ajceb-5524	220	12	construction	construction	NOUN
ajceb-5524	220	13	cost	cost	NOUN
ajceb-5524	220	14	.	.	PUNCT
ajceb-5524	221	1	this	this	PRON
ajceb-5524	221	2	ensures	ensure	VERB
ajceb-5524	221	3	that	that	SCONJ
ajceb-5524	221	4	adequate	adequate	ADJ
ajceb-5524	221	5	provisions	provision	NOUN
ajceb-5524	221	6	(	(	PUNCT
ajceb-5524	221	7	e.g.	e.g.	ADV
ajceb-5524	221	8	contingency	contingency	NOUN
ajceb-5524	221	9	)	)	PUNCT
ajceb-5524	221	10	are	be	AUX
ajceb-5524	221	11	made	make	VERB
ajceb-5524	221	12	available	available	ADJ
ajceb-5524	221	13	during	during	ADP
ajceb-5524	221	14	the	the	DET
ajceb-5524	221	15	planning	planning	NOUN
ajceb-5524	221	16	phase	phase	NOUN
ajceb-5524	221	17	for	for	ADP
ajceb-5524	221	18	the	the	DET
ajceb-5524	221	19	project	project	NOUN
ajceb-5524	221	20	.	.	PUNCT
ajceb-5524	222	1	second	second	ADJ
ajceb-5524	222	2	,	,	PUNCT
ajceb-5524	222	3	tender	tender	ADJ
ajceb-5524	222	4	price	price	NOUN
ajceb-5524	222	5	index	index	NOUN
ajceb-5524	222	6	is	be	AUX
ajceb-5524	222	7	an	an	DET
ajceb-5524	222	8	indicator	indicator	NOUN
ajceb-5524	222	9	of	of	ADP
ajceb-5524	222	10	the	the	DET
ajceb-5524	222	11	changes	change	NOUN
ajceb-5524	222	12	in	in	ADP
ajceb-5524	222	13	the	the	DET
ajceb-5524	222	14	cost	cost	NOUN
ajceb-5524	222	15	of	of	ADP
ajceb-5524	222	16	resources	resource	NOUN
ajceb-5524	222	17	used	use	VERB
ajceb-5524	222	18	during	during	ADP
ajceb-5524	222	19	execution	execution	NOUN
ajceb-5524	222	20	of	of	ADP
ajceb-5524	222	21	construction	construction	NOUN
ajceb-5524	222	22	projects	project	NOUN
ajceb-5524	222	23	.	.	PUNCT
ajceb-5524	223	1	research	research	NOUN
ajceb-5524	223	2	has	have	AUX
ajceb-5524	223	3	proven	prove	VERB
ajceb-5524	223	4	that	that	SCONJ
ajceb-5524	223	5	the	the	DET
ajceb-5524	223	6	gap	gap	NOUN
ajceb-5524	223	7	between	between	ADP
ajceb-5524	223	8	the	the	DET
ajceb-5524	223	9	adaptive	adaptive	ADJ
ajceb-5524	223	10	capacity	capacity	NOUN
ajceb-5524	223	11	of	of	ADP
ajceb-5524	223	12	the	the	DET
ajceb-5524	223	13	construction	construction	NOUN
ajceb-5524	223	14	industry	industry	NOUN
ajceb-5524	223	15	and	and	CCONJ
ajceb-5524	223	16	the	the	DET
ajceb-5524	223	17	volume	volume	NOUN
ajceb-5524	223	18	of	of	ADP
ajceb-5524	223	19	construction	construction	NOUN
ajceb-5524	223	20	investment	investment	NOUN
ajceb-5524	223	21	is	be	AUX
ajceb-5524	223	22	a	a	DET
ajceb-5524	223	23	major	major	ADJ
ajceb-5524	223	24	factor	factor	NOUN
ajceb-5524	223	25	that	that	PRON
ajceb-5524	223	26	influences	influence	VERB
ajceb-5524	223	27	movement	movement	NOUN
ajceb-5524	223	28	in	in	ADP
ajceb-5524	223	29	tender	tender	NOUN
ajceb-5524	223	30	prices	price	NOUN
ajceb-5524	223	31	index	index	NOUN
ajceb-5524	223	32	(	(	PUNCT
ajceb-5524	223	33	lewis	lewis	PROPN
ajceb-5524	223	34	,	,	PUNCT
ajceb-5524	223	35	1984	1984	NUM
ajceb-5524	223	36	;	;	PUNCT
ajceb-5524	223	37	soo	soo	PROPN
ajceb-5524	223	38	and	and	CCONJ
ajceb-5524	223	39	oo	oo	INTJ
ajceb-5524	223	40	,	,	PUNCT
ajceb-5524	223	41	2014	2014	NUM
ajceb-5524	223	42	)	)	PUNCT
ajceb-5524	223	43	.	.	PUNCT
ajceb-5524	224	1	information	information	NOUN
ajceb-5524	224	2	on	on	ADP
ajceb-5524	224	3	changes	change	NOUN
ajceb-5524	224	4	in	in	ADP
ajceb-5524	224	5	future	future	ADJ
ajceb-5524	224	6	values	value	NOUN
ajceb-5524	224	7	of	of	ADP
ajceb-5524	224	8	tender	tender	ADJ
ajceb-5524	224	9	price	price	NOUN
ajceb-5524	224	10	index	index	NOUN
ajceb-5524	224	11	can	can	AUX
ajceb-5524	224	12	be	be	AUX
ajceb-5524	224	13	used	use	VERB
ajceb-5524	224	14	for	for	ADP
ajceb-5524	224	15	strategic	strategic	ADJ
ajceb-5524	224	16	planning	planning	NOUN
ajceb-5524	224	17	purposes	purpose	NOUN
ajceb-5524	224	18	at	at	ADP
ajceb-5524	224	19	the	the	DET
ajceb-5524	224	20	macro	macro	ADJ
ajceb-5524	224	21	level	level	NOUN
ajceb-5524	224	22	for	for	ADP
ajceb-5524	224	23	the	the	DET
ajceb-5524	224	24	construction	construction	NOUN
ajceb-5524	224	25	industry	industry	NOUN
ajceb-5524	224	26	.	.	PUNCT
ajceb-5524	225	1	for	for	ADP
ajceb-5524	225	2	instance	instance	NOUN
ajceb-5524	225	3	,	,	PUNCT
ajceb-5524	225	4	there	there	PRON
ajceb-5524	225	5	might	might	AUX
ajceb-5524	225	6	be	be	AUX
ajceb-5524	225	7	a	a	DET
ajceb-5524	225	8	need	need	NOUN
ajceb-5524	225	9	to	to	PART
ajceb-5524	225	10	increase	increase	VERB
ajceb-5524	225	11	investments	investment	NOUN
ajceb-5524	225	12	into	into	ADP
ajceb-5524	225	13	apprenticeship	apprenticeship	NOUN
ajceb-5524	225	14	training	training	NOUN
ajceb-5524	225	15	programs	program	NOUN
ajceb-5524	225	16	to	to	PART
ajceb-5524	225	17	provide	provide	VERB
ajceb-5524	225	18	the	the	DET
ajceb-5524	225	19	workforce	workforce	NOUN
ajceb-5524	225	20	needed	need	VERB
ajceb-5524	225	21	to	to	PART
ajceb-5524	225	22	address	address	VERB
ajceb-5524	225	23	labour	labour	ADJ
ajceb-5524	225	24	shortages	shortage	NOUN
ajceb-5524	225	25	.	.	PUNCT
ajceb-5524	226	1	thus	thus	ADV
ajceb-5524	226	2	,	,	PUNCT
ajceb-5524	226	3	the	the	DET
ajceb-5524	226	4	proposed	propose	VERB
ajceb-5524	226	5	neural	neural	ADJ
ajceb-5524	226	6	network	network	NOUN
ajceb-5524	226	7	model	model	NOUN
ajceb-5524	226	8	has	have	VERB
ajceb-5524	226	9	the	the	DET
ajceb-5524	226	10	potential	potential	NOUN
ajceb-5524	226	11	to	to	PART
ajceb-5524	226	12	be	be	AUX
ajceb-5524	226	13	utilized	utilize	VERB
ajceb-5524	226	14	for	for	ADP
ajceb-5524	226	15	forecasting	forecasting	NOUN
ajceb-5524	226	16	of	of	ADP
ajceb-5524	226	17	tender	tender	ADJ
ajceb-5524	226	18	price	price	NOUN
ajceb-5524	226	19	index	index	NOUN
ajceb-5524	226	20	and	and	CCONJ
ajceb-5524	226	21	other	other	ADJ
ajceb-5524	226	22	variables	variable	NOUN
ajceb-5524	226	23	in	in	ADP
ajceb-5524	226	24	the	the	DET
ajceb-5524	226	25	field	field	NOUN
ajceb-5524	226	26	of	of	ADP
ajceb-5524	226	27	construction	construction	NOUN
ajceb-5524	226	28	economics	economic	NOUN
ajceb-5524	226	29	,	,	PUNCT
ajceb-5524	226	30	such	such	ADJ
ajceb-5524	226	31	as	as	ADP
ajceb-5524	226	32	productivity	productivity	NOUN
ajceb-5524	226	33	.	.	PUNCT
ajceb-5524	227	1	the	the	DET
ajceb-5524	227	2	findings	finding	NOUN
ajceb-5524	227	3	of	of	ADP
ajceb-5524	227	4	the	the	DET
ajceb-5524	227	5	study	study	NOUN
ajceb-5524	227	6	reported	report	VERB
ajceb-5524	227	7	in	in	ADP
ajceb-5524	227	8	this	this	DET
ajceb-5524	227	9	paper	paper	NOUN
ajceb-5524	227	10	are	be	AUX
ajceb-5524	227	11	subject	subject	ADJ
ajceb-5524	227	12	to	to	ADP
ajceb-5524	227	13	certain	certain	ADJ
ajceb-5524	227	14	limitations	limitation	NOUN
ajceb-5524	227	15	.	.	PUNCT
ajceb-5524	228	1	first	first	ADV
ajceb-5524	228	2	,	,	PUNCT
ajceb-5524	228	3	the	the	DET
ajceb-5524	228	4	research	research	NOUN
ajceb-5524	228	5	(	(	PUNCT
ajceb-5524	228	6	i.e.	i.e.	X
ajceb-5524	228	7	developed	develop	VERB
ajceb-5524	228	8	univariate	univariate	ADJ
ajceb-5524	228	9	models	model	NOUN
ajceb-5524	228	10	)	)	PUNCT
ajceb-5524	228	11	does	do	AUX
ajceb-5524	228	12	not	not	PART
ajceb-5524	228	13	capture	capture	VERB
ajceb-5524	228	14	the	the	DET
ajceb-5524	228	15	interaction	interaction	NOUN
ajceb-5524	228	16	between	between	ADP
ajceb-5524	228	17	tender	tender	NOUN
ajceb-5524	228	18	price	price	NOUN
ajceb-5524	228	19	index	index	NOUN
ajceb-5524	228	20	and	and	CCONJ
ajceb-5524	228	21	its	its	PRON
ajceb-5524	228	22	determinants	determinant	NOUN
ajceb-5524	228	23	(	(	PUNCT
ajceb-5524	228	24	i.e.	i.e.	X
ajceb-5524	228	25	the	the	DET
ajceb-5524	228	26	factors	factor	NOUN
ajceb-5524	228	27	influencing	influence	VERB
ajceb-5524	228	28	tender	tender	ADJ
ajceb-5524	228	29	price	price	NOUN
ajceb-5524	228	30	index	index	NOUN
ajceb-5524	228	31	)	)	PUNCT
ajceb-5524	228	32	.	.	PUNCT
ajceb-5524	229	1	due	due	ADP
ajceb-5524	229	2	to	to	ADP
ajceb-5524	229	3	this	this	PRON
ajceb-5524	229	4	,	,	PUNCT
ajceb-5524	229	5	the	the	DET
ajceb-5524	229	6	model	model	NOUN
ajceb-5524	229	7	can	can	AUX
ajceb-5524	229	8	not	not	PART
ajceb-5524	229	9	be	be	AUX
ajceb-5524	229	10	used	use	VERB
ajceb-5524	229	11	to	to	PART
ajceb-5524	229	12	investigate	investigate	VERB
ajceb-5524	229	13	the	the	DET
ajceb-5524	229	14	impact	impact	NOUN
ajceb-5524	229	15	of	of	ADP
ajceb-5524	229	16	changes	change	NOUN
ajceb-5524	229	17	in	in	ADP
ajceb-5524	229	18	gdp	gdp	NOUN
ajceb-5524	229	19	on	on	ADP
ajceb-5524	229	20	tender	tender	ADJ
ajceb-5524	229	21	price	price	NOUN
ajceb-5524	229	22	index	index	NOUN
ajceb-5524	229	23	.	.	PUNCT
ajceb-5524	230	1	second	second	ADJ
ajceb-5524	230	2	,	,	PUNCT
ajceb-5524	230	3	the	the	DET
ajceb-5524	230	4	proposed	propose	VERB
ajceb-5524	230	5	model	model	NOUN
ajceb-5524	230	6	needs	need	VERB
ajceb-5524	230	7	to	to	PART
ajceb-5524	230	8	be	be	AUX
ajceb-5524	230	9	updated	update	VERB
ajceb-5524	230	10	from	from	ADP
ajceb-5524	230	11	time	time	NOUN
ajceb-5524	230	12	to	to	ADP
ajceb-5524	230	13	time	time	NOUN
ajceb-5524	230	14	as	as	SCONJ
ajceb-5524	230	15	new	new	ADJ
ajceb-5524	230	16	tender	tender	NOUN
ajceb-5524	230	17	price	price	NOUN
ajceb-5524	230	18	index	index	NOUN
ajceb-5524	230	19	data	datum	NOUN
ajceb-5524	230	20	becomes	become	VERB
ajceb-5524	230	21	available	available	ADJ
ajceb-5524	230	22	.	.	PUNCT
ajceb-5524	231	1	despite	despite	SCONJ
ajceb-5524	231	2	these	these	DET
ajceb-5524	231	3	limitations	limitation	NOUN
ajceb-5524	231	4	,	,	PUNCT
ajceb-5524	231	5	the	the	DET
ajceb-5524	231	6	objective	objective	NOUN
ajceb-5524	231	7	of	of	ADP
ajceb-5524	231	8	the	the	DET
ajceb-5524	231	9	present	present	ADJ
ajceb-5524	231	10	study	study	NOUN
ajceb-5524	231	11	was	be	AUX
ajceb-5524	231	12	achieved	achieve	VERB
ajceb-5524	231	13	.	.	PUNCT
ajceb-5524	232	1	the	the	DET
ajceb-5524	232	2	neural	neural	ADJ
ajceb-5524	232	3	network	network	NOUN
ajceb-5524	232	4	model	model	NOUN
ajceb-5524	232	5	is	be	AUX
ajceb-5524	232	6	particularly	particularly	ADV
ajceb-5524	232	7	useful	useful	ADJ
ajceb-5524	232	8	in	in	ADP
ajceb-5524	232	9	countries	country	NOUN
ajceb-5524	232	10	where	where	SCONJ
ajceb-5524	232	11	the	the	DET
ajceb-5524	232	12	availability	availability	NOUN
ajceb-5524	232	13	of	of	ADP
ajceb-5524	232	14	data	datum	NOUN
ajceb-5524	232	15	for	for	ADP
ajceb-5524	232	16	development	development	NOUN
ajceb-5524	232	17	of	of	ADP
ajceb-5524	232	18	multivariate	multivariate	NOUN
ajceb-5524	232	19	model	model	NOUN
ajceb-5524	232	20	is	be	AUX
ajceb-5524	232	21	a	a	DET
ajceb-5524	232	22	challenge	challenge	NOUN
ajceb-5524	232	23	.	.	PUNCT
ajceb-5524	233	1	the	the	DET
ajceb-5524	233	2	study	study	NOUN
ajceb-5524	233	3	extends	extend	VERB
ajceb-5524	233	4	the	the	DET
ajceb-5524	233	5	current	current	ADJ
ajceb-5524	233	6	knowledge	knowledge	NOUN
ajceb-5524	233	7	on	on	ADP
ajceb-5524	233	8	the	the	DET
ajceb-5524	233	9	usefulness	usefulness	NOUN
ajceb-5524	233	10	of	of	ADP
ajceb-5524	233	11	artificial	artificial	ADJ
ajceb-5524	233	12	intelligence	intelligence	NOUN
ajceb-5524	233	13	models	model	NOUN
ajceb-5524	233	14	to	to	PART
ajceb-5524	233	15	tender	tender	VERB
ajceb-5524	233	16	price	price	NOUN
ajceb-5524	233	17	index	index	NOUN
ajceb-5524	233	18	forecasting	forecasting	NOUN
ajceb-5524	233	19	.	.	PUNCT
ajceb-5524	234	1	taken	take	VERB
ajceb-5524	234	2	together	together	ADV
ajceb-5524	234	3	,	,	PUNCT
ajceb-5524	234	4	the	the	DET
ajceb-5524	234	5	developed	develop	VERB
ajceb-5524	234	6	neural	neural	ADJ
ajceb-5524	234	7	network	network	NOUN
ajceb-5524	234	8	model	model	NOUN
ajceb-5524	234	9	can	can	AUX
ajceb-5524	234	10	serve	serve	VERB
ajceb-5524	234	11	as	as	ADP
ajceb-5524	234	12	a	a	DET
ajceb-5524	234	13	decision	decision	NOUN
ajceb-5524	234	14	support	support	NOUN
ajceb-5524	234	15	tool	tool	NOUN
ajceb-5524	234	16	for	for	ADP
ajceb-5524	234	17	estimating	estimate	VERB
ajceb-5524	234	18	the	the	DET
ajceb-5524	234	19	changes	change	NOUN
ajceb-5524	234	20	in	in	ADP
ajceb-5524	234	21	tender	tender	ADJ
ajceb-5524	234	22	price	price	NOUN
ajceb-5524	234	23	index	index	NOUN
ajceb-5524	234	24	.	.	PUNCT
ajceb-5524	235	1	reliable	reliable	ADJ
ajceb-5524	235	2	and	and	CCONJ
ajceb-5524	235	3	accurate	accurate	ADJ
ajceb-5524	235	4	forecast	forecast	NOUN
ajceb-5524	235	5	of	of	ADP
ajceb-5524	235	6	tender	tender	ADJ
ajceb-5524	235	7	price	price	NOUN
ajceb-5524	235	8	index	index	NOUN
ajceb-5524	235	9	is	be	AUX
ajceb-5524	235	10	vital	vital	ADJ
ajceb-5524	235	11	for	for	ADP
ajceb-5524	235	12	improving	improve	VERB
ajceb-5524	235	13	performance	performance	NOUN
ajceb-5524	235	14	of	of	ADP
ajceb-5524	235	15	construction	construction	NOUN
ajceb-5524	235	16	projects	project	NOUN
ajceb-5524	235	17	and	and	CCONJ
ajceb-5524	235	18	this	this	PRON
ajceb-5524	235	19	will	will	AUX
ajceb-5524	235	20	have	have	VERB
ajceb-5524	235	21	a	a	DET
ajceb-5524	235	22	long	long	ADJ
ajceb-5524	235	23	-	-	PUNCT
ajceb-5524	235	24	term	term	NOUN
ajceb-5524	235	25	beneficial	beneficial	ADJ
ajceb-5524	235	26	impact	impact	NOUN
ajceb-5524	235	27	on	on	ADP
ajceb-5524	235	28	the	the	DET
ajceb-5524	235	29	business	business	NOUN
ajceb-5524	235	30	organisations	organisation	NOUN
ajceb-5524	235	31	in	in	ADP
ajceb-5524	235	32	the	the	DET
ajceb-5524	235	33	construction	construction	NOUN
ajceb-5524	235	34	sector	sector	NOUN
ajceb-5524	235	35	and	and	CCONJ
ajceb-5524	235	36	the	the	DET
ajceb-5524	235	37	economy	economy	NOUN
ajceb-5524	235	38	.	.	PUNCT
ajceb-5524	236	1	references	reference	NOUN
ajceb-5524	236	2	abd	abd	PROPN
ajceb-5524	236	3	el	el	PROPN
ajceb-5524	236	4	-	-	PUNCT
ajceb-5524	236	5	razek	razek	NOUN
ajceb-5524	236	6	,	,	PUNCT
ajceb-5524	236	7	m.	m.	NOUN
ajceb-5524	236	8	,	,	PUNCT
ajceb-5524	236	9	bassioni	bassioni	PROPN
ajceb-5524	236	10	,	,	PUNCT
ajceb-5524	236	11	h.	h.	PROPN
ajceb-5524	236	12	and	and	CCONJ
ajceb-5524	236	13	mobarak	mobarak	PROPN
ajceb-5524	236	14	,	,	PUNCT
ajceb-5524	236	15	a.	a.	NOUN
ajceb-5524	236	16	,	,	PUNCT
ajceb-5524	236	17	2008	2008	NUM
ajceb-5524	236	18	.	.	PUNCT
ajceb-5524	237	1	causes	cause	NOUN
ajceb-5524	237	2	of	of	ADP
ajceb-5524	237	3	delay	delay	NOUN
ajceb-5524	237	4	in	in	ADP
ajceb-5524	237	5	building	build	VERB
ajceb-5524	237	6	construction	construction	NOUN
ajceb-5524	237	7	projects	project	NOUN
ajceb-5524	237	8	in	in	ADP
ajceb-5524	237	9	egypt	egypt	PROPN
ajceb-5524	237	10	.	.	PUNCT
ajceb-5524	238	1	journal	journal	PROPN
ajceb-5524	238	2	of	of	ADP
ajceb-5524	238	3	construction	construction	NOUN
ajceb-5524	238	4	engineering	engineering	NOUN
ajceb-5524	238	5	and	and	CCONJ
ajceb-5524	238	6	management	management	NOUN
ajceb-5524	238	7	,	,	PUNCT
ajceb-5524	238	8	134(11	134(11	NUM
ajceb-5524	238	9	)	)	PUNCT
ajceb-5524	238	10	,	,	PUNCT
ajceb-5524	238	11	pp	pp	PROPN
ajceb-5524	238	12	.	.	PUNCT
ajceb-5524	239	1	831	831	NUM
ajceb-5524	239	2	-	-	SYM
ajceb-5524	239	3	41	41	NUM
ajceb-5524	239	4	.	.	PUNCT
ajceb-5524	240	1	https://doi	https://doi	X
ajceb-5524	240	2	.	.	PUNCT
ajceb-5524	240	3	org/10.1061/(asce)0733	org/10.1061/(asce)0733	NOUN
ajceb-5524	240	4	-	-	PUNCT
ajceb-5524	240	5	9364(2008)134:11(831	9364(2008)134:11(831	NUM
ajceb-5524	240	6	)	)	PUNCT
ajceb-5524	240	7	oshodi	oshodi	NOUN
ajceb-5524	240	8	,	,	PUNCT
ajceb-5524	240	9	ejohwomu	ejohwomu	NOUN
ajceb-5524	240	10	,	,	PUNCT
ajceb-5524	240	11	famakin	famakin	PROPN
ajceb-5524	240	12	&	&	CCONJ
ajceb-5524	240	13	cortez	cortez	PROPN
ajceb-5524	240	14	construction	construction	NOUN
ajceb-5524	240	15	economics	economic	NOUN
ajceb-5524	240	16	and	and	CCONJ
ajceb-5524	240	17	building	building	NOUN
ajceb-5524	240	18	,	,	PUNCT
ajceb-5524	240	19	vol	vol	NOUN
ajceb-5524	240	20	.	.	PROPN
ajceb-5524	240	21	17	17	NUM
ajceb-5524	240	22	,	,	PUNCT
ajceb-5524	240	23	no	no	INTJ
ajceb-5524	240	24	.	.	NOUN
ajceb-5524	240	25	3	3	NUM
ajceb-5524	240	26	september	september	PROPN
ajceb-5524	240	27	2017120	2017120	NUM
ajceb-5524	240	28	https://doi.org/10.1061/(asce)0733-9364(2008)134:11(831	https://doi.org/10.1061/(asce)0733-9364(2008)134:11(831	NOUN
ajceb-5524	240	29	)	)	PUNCT
ajceb-5524	240	30	https://doi.org/10.1061/(asce)0733-9364(2008)134:11(831	https://doi.org/10.1061/(asce)0733-9364(2008)134:11(831	NOUN
ajceb-5524	240	31	)	)	PUNCT
ajceb-5524	240	32	abourizk	abourizk	PROPN
ajceb-5524	240	33	,	,	PUNCT
ajceb-5524	240	34	s.	s.	PROPN
ajceb-5524	240	35	,	,	PUNCT
ajceb-5524	240	36	babey	babey	PROPN
ajceb-5524	240	37	,	,	PUNCT
ajceb-5524	240	38	g.	g.	PROPN
ajceb-5524	240	39	and	and	CCONJ
ajceb-5524	240	40	karumanasseri	karumanasseri	PROPN
ajceb-5524	240	41	,	,	PUNCT
ajceb-5524	240	42	g.	g.	PROPN
ajceb-5524	240	43	,	,	PUNCT
ajceb-5524	240	44	2002	2002	NUM
ajceb-5524	240	45	.	.	PUNCT
ajceb-5524	241	1	estimating	estimate	VERB
ajceb-5524	241	2	the	the	DET
ajceb-5524	241	3	cost	cost	NOUN
ajceb-5524	241	4	of	of	ADP
ajceb-5524	241	5	capital	capital	NOUN
ajceb-5524	241	6	projects	project	NOUN
ajceb-5524	241	7	:	:	PUNCT
ajceb-5524	241	8	an	an	DET
ajceb-5524	241	9	empirical	empirical	ADJ
ajceb-5524	241	10	study	study	NOUN
ajceb-5524	241	11	of	of	ADP
ajceb-5524	241	12	accuracy	accuracy	NOUN
ajceb-5524	241	13	levels	level	NOUN
ajceb-5524	241	14	for	for	ADP
ajceb-5524	241	15	municipal	municipal	ADJ
ajceb-5524	241	16	government	government	NOUN
ajceb-5524	241	17	projects	project	NOUN
ajceb-5524	241	18	.	.	PUNCT
ajceb-5524	242	1	canadian	canadian	ADJ
ajceb-5524	242	2	journal	journal	NOUN
ajceb-5524	242	3	of	of	ADP
ajceb-5524	242	4	civil	civil	ADJ
ajceb-5524	242	5	engineering	engineering	NOUN
ajceb-5524	242	6	,	,	PUNCT
ajceb-5524	242	7	29(5	29(5	NUM
ajceb-5524	242	8	)	)	PUNCT
ajceb-5524	242	9	,	,	PUNCT
ajceb-5524	242	10	pp	pp	ADP
ajceb-5524	242	11	.	.	PUNCT
ajceb-5524	243	1	653	653	NUM
ajceb-5524	243	2	-	-	SYM
ajceb-5524	243	3	61	61	NUM
ajceb-5524	243	4	.	.	PUNCT
ajceb-5524	244	1	https://doi.org/10.1139/l02-046	https://doi.org/10.1139/l02-046	PROPN
ajceb-5524	244	2	akintoye	akintoye	PROPN
ajceb-5524	244	3	,	,	PUNCT
ajceb-5524	244	4	a.	a.	PROPN
ajceb-5524	244	5	,	,	PUNCT
ajceb-5524	244	6	bowen	bowen	PROPN
ajceb-5524	244	7	,	,	PUNCT
ajceb-5524	244	8	p.	p.	NOUN
ajceb-5524	244	9	and	and	CCONJ
ajceb-5524	244	10	hardcastle	hardcastle	PROPN
ajceb-5524	244	11	,	,	PUNCT
ajceb-5524	244	12	c.	c.	PROPN
ajceb-5524	244	13	,	,	PUNCT
ajceb-5524	244	14	1998	1998	NUM
ajceb-5524	244	15	.	.	PUNCT
ajceb-5524	245	1	macro	macro	ADJ
ajceb-5524	245	2	-	-	ADJ
ajceb-5524	245	3	economic	economic	ADJ
ajceb-5524	245	4	leading	leading	ADJ
ajceb-5524	245	5	indicators	indicator	NOUN
ajceb-5524	245	6	of	of	ADP
ajceb-5524	245	7	construction	construction	NOUN
ajceb-5524	245	8	contract	contract	NOUN
ajceb-5524	245	9	prices	price	NOUN
ajceb-5524	245	10	.	.	PUNCT
ajceb-5524	246	1	construction	construction	NOUN
ajceb-5524	246	2	management	management	NOUN
ajceb-5524	246	3	andeconomics	andeconomic	NOUN
ajceb-5524	246	4	,	,	PUNCT
ajceb-5524	246	5	16(2	16(2	NUM
ajceb-5524	246	6	)	)	PUNCT
ajceb-5524	246	7	,	,	PUNCT
ajceb-5524	246	8	pp	pp	ADP
ajceb-5524	246	9	.	.	PUNCT
ajceb-5524	247	1	159	159	NUM
ajceb-5524	247	2	-	-	SYM
ajceb-5524	247	3	75	75	NUM
ajceb-5524	247	4	.	.	PUNCT
ajceb-5524	248	1	https://doi	https://doi	X
ajceb-5524	248	2	.	.	PUNCT
ajceb-5524	248	3	org/10.1080/014461998372466	org/10.1080/014461998372466	NUM
ajceb-5524	248	4	akintoye	akintoye	PROPN
ajceb-5524	248	5	,	,	PUNCT
ajceb-5524	248	6	a.	a.	NOUN
ajceb-5524	248	7	and	and	CCONJ
ajceb-5524	248	8	skitmore	skitmore	NOUN
ajceb-5524	248	9	,	,	PUNCT
ajceb-5524	248	10	m.	m.	NOUN
ajceb-5524	248	11	,	,	PUNCT
ajceb-5524	248	12	1994	1994	NUM
ajceb-5524	248	13	.	.	PUNCT
ajceb-5524	249	1	models	model	NOUN
ajceb-5524	249	2	of	of	ADP
ajceb-5524	249	3	uk	uk	PROPN
ajceb-5524	249	4	private	private	ADJ
ajceb-5524	249	5	sector	sector	NOUN
ajceb-5524	249	6	quarterly	quarterly	ADJ
ajceb-5524	249	7	construction	construction	NOUN
ajceb-5524	249	8	demand	demand	NOUN
ajceb-5524	249	9	.	.	PUNCT
ajceb-5524	250	1	construction	construction	NOUN
ajceb-5524	250	2	management	management	NOUN
ajceb-5524	250	3	and	and	CCONJ
ajceb-5524	250	4	economics	economic	NOUN
ajceb-5524	250	5	,	,	PUNCT
ajceb-5524	250	6	12(1	12(1	NUM
ajceb-5524	250	7	)	)	PUNCT
ajceb-5524	250	8	,	,	PUNCT
ajceb-5524	250	9	pp	pp	ADJ
ajceb-5524	250	10	.	.	PUNCT
ajceb-5524	251	1	3	3	NUM
ajceb-5524	251	2	-	-	SYM
ajceb-5524	251	3	13	13	NUM
ajceb-5524	251	4	.	.	PUNCT
ajceb-5524	252	1	https://doi.org/10.1080/01446199400000002	https://doi.org/10.1080/01446199400000002	NOUN
ajceb-5524	252	2	asteriou	asteriou	ADV
ajceb-5524	252	3	,	,	PUNCT
ajceb-5524	252	4	d.	d.	PROPN
ajceb-5524	252	5	and	and	CCONJ
ajceb-5524	252	6	hall	hall	PROPN
ajceb-5524	252	7	,	,	PUNCT
ajceb-5524	252	8	s.g	s.g	PROPN
ajceb-5524	252	9	.	.	PROPN
ajceb-5524	252	10	,	,	PUNCT
ajceb-5524	252	11	2016	2016	NUM
ajceb-5524	252	12	.	.	PUNCT
ajceb-5524	253	1	applied	apply	VERB
ajceb-5524	253	2	econometrics	econometric	NOUN
ajceb-5524	253	3	.	.	PUNCT
ajceb-5524	254	1	3rd	3rd	ADJ
ajceb-5524	254	2	ed	ed	NOUN
ajceb-5524	254	3	.	.	PUNCT
ajceb-5524	255	1	london	london	PROPN
ajceb-5524	255	2	:	:	PUNCT
ajceb-5524	255	3	palgrave	palgrave	PROPN
ajceb-5524	255	4	macmillan	macmillan	PROPN
ajceb-5524	255	5	.	.	PUNCT
ajceb-5524	256	1	https://doi	https://doi	PROPN
ajceb-5524	256	2	.	.	PUNCT
ajceb-5524	256	3	org/10.1057/978	org/10.1057/978	PROPN
ajceb-5524	256	4	-	-	PUNCT
ajceb-5524	256	5	1	1	NUM
ajceb-5524	256	6	-	-	PUNCT
ajceb-5524	256	7	137	137	NUM
ajceb-5524	256	8	-	-	PUNCT
ajceb-5524	256	9	41547	41547	NUM
ajceb-5524	256	10	-	-	SYM
ajceb-5524	256	11	9	9	NUM
ajceb-5524	256	12	bacon	bacon	NOUN
ajceb-5524	256	13	,	,	PUNCT
ajceb-5524	256	14	r.w	r.w	PROPN
ajceb-5524	256	15	.	.	PROPN
ajceb-5524	256	16	and	and	CCONJ
ajceb-5524	256	17	besant	besant	NOUN
ajceb-5524	256	18	-	-	PUNCT
ajceb-5524	256	19	jones	jones	NOUN
ajceb-5524	256	20	,	,	PUNCT
ajceb-5524	256	21	j.e	j.e	PROPN
ajceb-5524	256	22	.	.	PROPN
ajceb-5524	256	23	,	,	PUNCT
ajceb-5524	256	24	1998	1998	NUM
ajceb-5524	256	25	.	.	PUNCT
ajceb-5524	257	1	estimating	estimate	VERB
ajceb-5524	257	2	construction	construction	NOUN
ajceb-5524	257	3	costs	cost	NOUN
ajceb-5524	257	4	and	and	CCONJ
ajceb-5524	257	5	schedules	schedule	NOUN
ajceb-5524	257	6	:	:	PUNCT
ajceb-5524	257	7	experience	experience	NOUN
ajceb-5524	257	8	with	with	ADP
ajceb-5524	257	9	power	power	NOUN
ajceb-5524	257	10	generation	generation	NOUN
ajceb-5524	257	11	projects	project	NOUN
ajceb-5524	257	12	in	in	ADP
ajceb-5524	257	13	developing	develop	VERB
ajceb-5524	257	14	countries	country	NOUN
ajceb-5524	257	15	.	.	PUNCT
ajceb-5524	258	1	energy	energy	NOUN
ajceb-5524	258	2	policy	policy	NOUN
ajceb-5524	258	3	,	,	PUNCT
ajceb-5524	258	4	26(4	26(4	NUM
ajceb-5524	258	5	)	)	PUNCT
ajceb-5524	258	6	,	,	PUNCT
ajceb-5524	258	7	pp	pp	PROPN
ajceb-5524	258	8	.	.	PUNCT
ajceb-5524	259	1	317	317	NUM
ajceb-5524	259	2	-	-	SYM
ajceb-5524	259	3	33	33	NUM
ajceb-5524	259	4	.	.	PUNCT
ajceb-5524	260	1	https://doi	https://doi	X
ajceb-5524	260	2	.	.	PUNCT
ajceb-5524	261	1	org/10.1016	org/10.1016	PROPN
ajceb-5524	261	2	/	/	SYM
ajceb-5524	261	3	s0301	s0301	PROPN
ajceb-5524	261	4	-	-	PUNCT
ajceb-5524	261	5	4215(97)00164	4215(97)00164	NUM
ajceb-5524	261	6	-	-	PUNCT
ajceb-5524	261	7	x	x	SYM
ajceb-5524	261	8	blair	blair	PROPN
ajceb-5524	261	9	,	,	PUNCT
ajceb-5524	261	10	a.n	a.n	PROPN
ajceb-5524	261	11	.	.	PROPN
ajceb-5524	261	12	,	,	PUNCT
ajceb-5524	261	13	lye	lye	PROPN
ajceb-5524	261	14	,	,	PUNCT
ajceb-5524	261	15	l.m	l.m	PROPN
ajceb-5524	261	16	.	.	PROPN
ajceb-5524	261	17	and	and	CCONJ
ajceb-5524	261	18	campbell	campbell	PROPN
ajceb-5524	261	19	,	,	PUNCT
ajceb-5524	261	20	w.	w.	PROPN
ajceb-5524	261	21	,	,	PUNCT
ajceb-5524	261	22	1993	1993	NUM
ajceb-5524	261	23	.	.	PUNCT
ajceb-5524	262	1	forecasting	forecast	VERB
ajceb-5524	262	2	construction	construction	NOUN
ajceb-5524	262	3	cost	cost	NOUN
ajceb-5524	262	4	escalation	escalation	NOUN
ajceb-5524	262	5	.	.	PUNCT
ajceb-5524	263	1	canadian	canadian	ADJ
ajceb-5524	263	2	journal	journal	NOUN
ajceb-5524	263	3	of	of	ADP
ajceb-5524	263	4	civil	civil	ADJ
ajceb-5524	263	5	engineering	engineering	NOUN
ajceb-5524	263	6	,	,	PUNCT
ajceb-5524	263	7	20(4	20(4	NOUN
ajceb-5524	263	8	)	)	PUNCT
ajceb-5524	263	9	,	,	PUNCT
ajceb-5524	263	10	pp	pp	ADJ
ajceb-5524	263	11	.	.	PUNCT
ajceb-5524	264	1	602	602	NUM
ajceb-5524	264	2	-	-	SYM
ajceb-5524	264	3	12	12	NUM
ajceb-5524	264	4	.	.	PUNCT
ajceb-5524	265	1	https://doi.org/10.1139/l93-077	https://doi.org/10.1139/l93-077	PROPN
ajceb-5524	265	2	box	box	PROPN
ajceb-5524	265	3	,	,	PUNCT
ajceb-5524	265	4	g.e.p	g.e.p	PROPN
ajceb-5524	265	5	.	.	PROPN
ajceb-5524	265	6	and	and	CCONJ
ajceb-5524	265	7	jenkins	jenkins	PROPN
ajceb-5524	265	8	,	,	PUNCT
ajceb-5524	265	9	g.m	g.m	PROPN
ajceb-5524	265	10	.	.	PROPN
ajceb-5524	265	11	,	,	PUNCT
ajceb-5524	265	12	1976	1976	NUM
ajceb-5524	265	13	.	.	PUNCT
ajceb-5524	266	1	time	time	NOUN
ajceb-5524	266	2	series	series	PROPN
ajceb-5524	266	3	analysis	analysis	NOUN
ajceb-5524	266	4	:	:	PUNCT
ajceb-5524	266	5	forecasting	forecasting	NOUN
ajceb-5524	266	6	and	and	CCONJ
ajceb-5524	266	7	control	control	NOUN
ajceb-5524	266	8	.	.	PUNCT
ajceb-5524	267	1	oakland	oakland	PROPN
ajceb-5524	267	2	:	:	PUNCT
ajceb-5524	268	1	holden	holden	PROPN
ajceb-5524	268	2	-	-	PUNCT
ajceb-5524	268	3	day	day	NOUN
ajceb-5524	268	4	.	.	PUNCT
ajceb-5524	269	1	crone	crone	NOUN
ajceb-5524	269	2	,	,	PUNCT
ajceb-5524	269	3	s.f	s.f	PROPN
ajceb-5524	269	4	.	.	PROPN
ajceb-5524	269	5	,	,	PUNCT
ajceb-5524	269	6	hibon	hibon	PROPN
ajceb-5524	269	7	,	,	PUNCT
ajceb-5524	269	8	m.	m.	NOUN
ajceb-5524	269	9	and	and	CCONJ
ajceb-5524	269	10	nikolopoulos	nikolopoulos	PROPN
ajceb-5524	269	11	,	,	PUNCT
ajceb-5524	269	12	k.	k.	PROPN
ajceb-5524	269	13	,	,	PUNCT
ajceb-5524	269	14	2011	2011	NUM
ajceb-5524	269	15	.	.	PUNCT
ajceb-5524	270	1	advances	advance	NOUN
ajceb-5524	270	2	in	in	ADP
ajceb-5524	270	3	forecasting	forecasting	NOUN
ajceb-5524	270	4	with	with	ADP
ajceb-5524	270	5	neural	neural	ADJ
ajceb-5524	270	6	networks	network	NOUN
ajceb-5524	270	7	?	?	PUNCT
ajceb-5524	271	1	empirical	empirical	ADJ
ajceb-5524	271	2	evidence	evidence	NOUN
ajceb-5524	271	3	from	from	ADP
ajceb-5524	271	4	the	the	DET
ajceb-5524	271	5	nn3	nn3	NOUN
ajceb-5524	271	6	competition	competition	NOUN
ajceb-5524	271	7	on	on	ADP
ajceb-5524	271	8	time	time	NOUN
ajceb-5524	271	9	series	series	PROPN
ajceb-5524	271	10	prediction	prediction	PROPN
ajceb-5524	271	11	.	.	PUNCT
ajceb-5524	272	1	international	international	ADJ
ajceb-5524	272	2	journal	journal	PROPN
ajceb-5524	272	3	of	of	ADP
ajceb-5524	272	4	forecasting	forecasting	NOUN
ajceb-5524	272	5	,	,	PUNCT
ajceb-5524	272	6	27(3	27(3	NUM
ajceb-5524	272	7	)	)	PUNCT
ajceb-5524	272	8	,	,	PUNCT
ajceb-5524	272	9	pp	pp	ADP
ajceb-5524	272	10	.	.	PUNCT
ajceb-5524	273	1	635	635	NUM
ajceb-5524	273	2	-	-	SYM
ajceb-5524	273	3	60	60	NUM
ajceb-5524	273	4	.	.	PUNCT
ajceb-5524	274	1	https://doi.org/10.1016/j.ijforecast.2011.04.001	https://doi.org/10.1016/j.ijforecast.2011.04.001	PROPN
ajceb-5524	274	2	fan	fan	PROPN
ajceb-5524	274	3	,	,	PUNCT
ajceb-5524	274	4	r.y.c	r.y.c	NOUN
ajceb-5524	274	5	.	.	PROPN
ajceb-5524	274	6	,	,	PUNCT
ajceb-5524	274	7	ng	ng	PROPN
ajceb-5524	274	8	,	,	PUNCT
ajceb-5524	274	9	s.t	s.t	PROPN
ajceb-5524	274	10	.	.	PROPN
ajceb-5524	274	11	and	and	CCONJ
ajceb-5524	274	12	wong	wong	PROPN
ajceb-5524	274	13	,	,	PUNCT
ajceb-5524	274	14	j.m.w	j.m.w	PROPN
ajceb-5524	274	15	.	.	PROPN
ajceb-5524	274	16	,	,	PUNCT
ajceb-5524	274	17	2010	2010	NUM
ajceb-5524	274	18	.	.	PUNCT
ajceb-5524	275	1	reliability	reliability	NOUN
ajceb-5524	275	2	of	of	ADP
ajceb-5524	275	3	the	the	DET
ajceb-5524	275	4	box	box	NOUN
ajceb-5524	275	5	–	–	PUNCT
ajceb-5524	275	6	jenkins	jenkin	NOUN
ajceb-5524	275	7	model	model	NOUN
ajceb-5524	275	8	for	for	ADP
ajceb-5524	275	9	forecasting	forecast	VERB
ajceb-5524	275	10	construction	construction	NOUN
ajceb-5524	275	11	demand	demand	NOUN
ajceb-5524	275	12	covering	cover	VERB
ajceb-5524	275	13	times	time	NOUN
ajceb-5524	275	14	of	of	ADP
ajceb-5524	275	15	economic	economic	ADJ
ajceb-5524	275	16	austerity	austerity	NOUN
ajceb-5524	275	17	.	.	PUNCT
ajceb-5524	276	1	construction	construction	NOUN
ajceb-5524	276	2	management	management	NOUN
ajceb-5524	276	3	and	and	CCONJ
ajceb-5524	276	4	economics	economic	NOUN
ajceb-5524	276	5	,	,	PUNCT
ajceb-5524	276	6	28(3	28(3	NUM
ajceb-5524	276	7	)	)	PUNCT
ajceb-5524	276	8	,	,	PUNCT
ajceb-5524	276	9	pp	pp	PROPN
ajceb-5524	276	10	.	.	PUNCT
ajceb-5524	277	1	241	241	NUM
ajceb-5524	277	2	-	-	SYM
ajceb-5524	277	3	54	54	NUM
ajceb-5524	277	4	.	.	PUNCT
ajceb-5524	278	1	https://doi.org/10.1080/01446190903369899	https://doi.org/10.1080/01446190903369899	NOUN
ajceb-5524	278	2	fellows	fellows	PROPN
ajceb-5524	278	3	,	,	PUNCT
ajceb-5524	278	4	r.	r.	PROPN
ajceb-5524	278	5	,	,	PUNCT
ajceb-5524	278	6	1991	1991	NUM
ajceb-5524	278	7	.	.	PUNCT
ajceb-5524	279	1	escalation	escalation	NOUN
ajceb-5524	279	2	management	management	NOUN
ajceb-5524	279	3	:	:	PUNCT
ajceb-5524	279	4	forecasting	forecast	VERB
ajceb-5524	279	5	the	the	DET
ajceb-5524	279	6	effects	effect	NOUN
ajceb-5524	279	7	of	of	ADP
ajceb-5524	279	8	inflation	inflation	NOUN
ajceb-5524	279	9	on	on	ADP
ajceb-5524	279	10	building	building	NOUN
ajceb-5524	279	11	projects	project	NOUN
ajceb-5524	279	12	.	.	PUNCT
ajceb-5524	280	1	construction	construction	NOUN
ajceb-5524	280	2	management	management	NOUN
ajceb-5524	280	3	and	and	CCONJ
ajceb-5524	280	4	economics	economic	NOUN
ajceb-5524	280	5	,	,	PUNCT
ajceb-5524	280	6	9(2	9(2	NUM
ajceb-5524	280	7	)	)	PUNCT
ajceb-5524	280	8	,	,	PUNCT
ajceb-5524	281	1	pp	pp	ADP
ajceb-5524	281	2	.	.	PUNCT
ajceb-5524	282	1	187	187	NUM
ajceb-5524	282	2	-	-	SYM
ajceb-5524	282	3	204	204	NUM
ajceb-5524	282	4	.	.	PUNCT
ajceb-5524	283	1	https://doi.org/10.1080/01446199100000016	https://doi.org/10.1080/01446199100000016	PROPN
ajceb-5524	283	2	fellows	fellows	PROPN
ajceb-5524	283	3	,	,	PUNCT
ajceb-5524	283	4	r.	r.	PROPN
ajceb-5524	283	5	,	,	PUNCT
ajceb-5524	283	6	2010	2010	NUM
ajceb-5524	283	7	.	.	PUNCT
ajceb-5524	284	1	new	new	ADJ
ajceb-5524	284	2	research	research	NOUN
ajceb-5524	284	3	paradigms	paradigm	VERB
ajceb-5524	284	4	in	in	ADP
ajceb-5524	284	5	the	the	DET
ajceb-5524	284	6	built	build	VERB
ajceb-5524	284	7	environment	environment	NOUN
ajceb-5524	284	8	.	.	PUNCT
ajceb-5524	285	1	construction	construction	NOUN
ajceb-5524	285	2	innovation	innovation	NOUN
ajceb-5524	285	3	,	,	PUNCT
ajceb-5524	285	4	10(1	10(1	NUM
ajceb-5524	285	5	)	)	PUNCT
ajceb-5524	285	6	,	,	PUNCT
ajceb-5524	285	7	pp	pp	ADJ
ajceb-5524	285	8	.	.	PUNCT
ajceb-5524	286	1	5	5	NUM
ajceb-5524	286	2	-	-	SYM
ajceb-5524	286	3	13	13	NUM
ajceb-5524	286	4	.	.	PUNCT
ajceb-5524	287	1	https://doi.org/10.1080/01446199100000016	https://doi.org/10.1080/01446199100000016	PROPN
ajceb-5524	287	2	fellows	fellows	PROPN
ajceb-5524	287	3	,	,	PUNCT
ajceb-5524	287	4	r.	r.	PROPN
ajceb-5524	287	5	and	and	CCONJ
ajceb-5524	287	6	liu	liu	PROPN
ajceb-5524	287	7	,	,	PUNCT
ajceb-5524	287	8	a.	a.	NOUN
ajceb-5524	287	9	,	,	PUNCT
ajceb-5524	287	10	2015	2015	NUM
ajceb-5524	287	11	.	.	PUNCT
ajceb-5524	288	1	research	research	NOUN
ajceb-5524	288	2	methods	method	NOUN
ajceb-5524	288	3	for	for	ADP
ajceb-5524	288	4	construction	construction	NOUN
ajceb-5524	288	5	.	.	PUNCT
ajceb-5524	289	1	oxford	oxford	PROPN
ajceb-5524	289	2	,	,	PUNCT
ajceb-5524	289	3	uk	uk	PROPN
ajceb-5524	289	4	:	:	PUNCT
ajceb-5524	289	5	wiley	wiley	PROPN
ajceb-5524	289	6	blackwell	blackwell	PROPN
ajceb-5524	289	7	.	.	PUNCT
ajceb-5524	290	1	flyvbjerg	flyvbjerg	PROPN
ajceb-5524	290	2	,	,	PUNCT
ajceb-5524	290	3	b.	b.	PROPN
ajceb-5524	290	4	,	,	PUNCT
ajceb-5524	290	5	skamris	skamris	PROPN
ajceb-5524	290	6	holm	holm	PROPN
ajceb-5524	290	7	,	,	PUNCT
ajceb-5524	290	8	m.k	m.k	PROPN
ajceb-5524	290	9	.	.	PROPN
ajceb-5524	290	10	and	and	CCONJ
ajceb-5524	290	11	buhl	buhl	PROPN
ajceb-5524	290	12	,	,	PUNCT
ajceb-5524	290	13	s.l	s.l	PROPN
ajceb-5524	290	14	.	.	PROPN
ajceb-5524	290	15	,	,	PUNCT
ajceb-5524	290	16	2003	2003	NUM
ajceb-5524	290	17	.	.	PUNCT
ajceb-5524	291	1	how	how	SCONJ
ajceb-5524	291	2	common	common	ADJ
ajceb-5524	291	3	and	and	CCONJ
ajceb-5524	291	4	how	how	SCONJ
ajceb-5524	291	5	large	large	ADJ
ajceb-5524	291	6	are	be	AUX
ajceb-5524	291	7	cost	cost	NOUN
ajceb-5524	291	8	overruns	overrun	NOUN
ajceb-5524	291	9	in	in	ADP
ajceb-5524	291	10	transport	transport	NOUN
ajceb-5524	291	11	infrastructure	infrastructure	NOUN
ajceb-5524	291	12	projects	project	NOUN
ajceb-5524	291	13	?	?	PUNCT
ajceb-5524	292	1	transport	transport	NOUN
ajceb-5524	292	2	reviews	review	NOUN
ajceb-5524	292	3	,	,	PUNCT
ajceb-5524	292	4	23(1	23(1	NUM
ajceb-5524	292	5	)	)	PUNCT
ajceb-5524	292	6	,	,	PUNCT
ajceb-5524	293	1	pp	pp	ADP
ajceb-5524	293	2	.	.	PUNCT
ajceb-5524	294	1	71	71	NUM
ajceb-5524	294	2	-	-	SYM
ajceb-5524	294	3	88	88	NUM
ajceb-5524	294	4	.	.	PUNCT
ajceb-5524	295	1	https://doi.org/10.1080/01441640309904	https://doi.org/10.1080/01441640309904	PROPN
ajceb-5524	295	2	flyvbjerg	flyvbjerg	PROPN
ajceb-5524	295	3	,	,	PUNCT
ajceb-5524	295	4	b.	b.	PROPN
ajceb-5524	295	5	,	,	PUNCT
ajceb-5524	295	6	skamris	skamris	PROPN
ajceb-5524	295	7	holm	holm	PROPN
ajceb-5524	295	8	,	,	PUNCT
ajceb-5524	295	9	m.k	m.k	PROPN
ajceb-5524	295	10	.	.	PROPN
ajceb-5524	295	11	and	and	CCONJ
ajceb-5524	295	12	buhl	buhl	PROPN
ajceb-5524	295	13	,	,	PUNCT
ajceb-5524	295	14	s.l	s.l	PROPN
ajceb-5524	295	15	.	.	PROPN
ajceb-5524	295	16	,	,	PUNCT
ajceb-5524	295	17	2004	2004	NUM
ajceb-5524	295	18	.	.	PUNCT
ajceb-5524	296	1	what	what	PRON
ajceb-5524	296	2	causes	cause	VERB
ajceb-5524	296	3	cost	cost	NOUN
ajceb-5524	296	4	overrun	overrun	NOUN
ajceb-5524	296	5	in	in	ADP
ajceb-5524	296	6	transport	transport	NOUN
ajceb-5524	296	7	infrastructure	infrastructure	NOUN
ajceb-5524	296	8	projects	project	NOUN
ajceb-5524	296	9	?	?	PUNCT
ajceb-5524	297	1	transport	transport	NOUN
ajceb-5524	297	2	reviews	review	NOUN
ajceb-5524	297	3	,	,	PUNCT
ajceb-5524	297	4	24(1	24(1	NUM
ajceb-5524	297	5	)	)	PUNCT
ajceb-5524	297	6	,	,	PUNCT
ajceb-5524	297	7	pp	pp	ADP
ajceb-5524	297	8	.	.	PUNCT
ajceb-5524	298	1	3	3	NUM
ajceb-5524	298	2	-	-	SYM
ajceb-5524	298	3	18	18	NUM
ajceb-5524	298	4	.	.	PUNCT
ajceb-5524	298	5	https://doi.org/10.1080/0144164032000080494a	https://doi.org/10.1080/0144164032000080494a	PROPN
ajceb-5524	298	6	frederick	frederick	PROPN
ajceb-5524	298	7	,	,	PUNCT
ajceb-5524	298	8	m.	m.	NOUN
ajceb-5524	298	9	,	,	PUNCT
ajceb-5524	298	10	1996	1996	NUM
ajceb-5524	298	11	.	.	PUNCT
ajceb-5524	299	1	neuroshell	neuroshell	ADJ
ajceb-5524	299	2	2	2	NUM
ajceb-5524	299	3	manual	manual	NOUN
ajceb-5524	299	4	.	.	PUNCT
ajceb-5524	300	1	md	md	PROPN
ajceb-5524	300	2	,	,	PUNCT
ajceb-5524	300	3	usa	usa	PROPN
ajceb-5524	300	4	:	:	PUNCT
ajceb-5524	300	5	ward	ward	PROPN
ajceb-5524	300	6	systems	systems	PROPN
ajceb-5524	300	7	group	group	PROPN
ajceb-5524	300	8	inc	inc	PROPN
ajceb-5524	300	9	.	.	PROPN
ajceb-5524	300	10	frimpong	frimpong	PROPN
ajceb-5524	300	11	,	,	PUNCT
ajceb-5524	300	12	y.	y.	PROPN
ajceb-5524	300	13	,	,	PUNCT
ajceb-5524	300	14	oluwoye	oluwoye	PROPN
ajceb-5524	300	15	,	,	PUNCT
ajceb-5524	300	16	j.	j.	PROPN
ajceb-5524	300	17	and	and	CCONJ
ajceb-5524	300	18	crawford	crawford	PROPN
ajceb-5524	300	19	,	,	PUNCT
ajceb-5524	300	20	l.	l.	PROPN
ajceb-5524	300	21	,	,	PUNCT
ajceb-5524	300	22	2003	2003	NUM
ajceb-5524	300	23	.	.	PUNCT
ajceb-5524	301	1	causes	cause	NOUN
ajceb-5524	301	2	of	of	ADP
ajceb-5524	301	3	delay	delay	NOUN
ajceb-5524	301	4	and	and	CCONJ
ajceb-5524	301	5	cost	cost	NOUN
ajceb-5524	301	6	overruns	overrun	NOUN
ajceb-5524	301	7	in	in	ADP
ajceb-5524	301	8	construction	construction	NOUN
ajceb-5524	301	9	of	of	ADP
ajceb-5524	301	10	groundwater	groundwater	NOUN
ajceb-5524	301	11	projects	project	NOUN
ajceb-5524	301	12	in	in	ADP
ajceb-5524	301	13	a	a	DET
ajceb-5524	301	14	developing	develop	VERB
ajceb-5524	301	15	countries	country	NOUN
ajceb-5524	301	16	;	;	PUNCT
ajceb-5524	301	17	ghana	ghana	PROPN
ajceb-5524	301	18	as	as	ADP
ajceb-5524	301	19	a	a	DET
ajceb-5524	301	20	case	case	NOUN
ajceb-5524	301	21	study	study	NOUN
ajceb-5524	301	22	.	.	PUNCT
ajceb-5524	302	1	international	international	ADJ
ajceb-5524	302	2	journal	journal	PROPN
ajceb-5524	302	3	of	of	ADP
ajceb-5524	302	4	project	project	NOUN
ajceb-5524	302	5	management	management	NOUN
ajceb-5524	302	6	,	,	PUNCT
ajceb-5524	302	7	21(5	21(5	NUM
ajceb-5524	302	8	)	)	PUNCT
ajceb-5524	302	9	,	,	PUNCT
ajceb-5524	302	10	pp	pp	PROPN
ajceb-5524	302	11	.	.	PUNCT
ajceb-5524	303	1	321	321	NUM
ajceb-5524	303	2	-	-	SYM
ajceb-5524	303	3	26	26	NUM
ajceb-5524	303	4	.	.	PUNCT
ajceb-5524	304	1	https://doi.org/10.1016/s0263-7863(02)00055-8	https://doi.org/10.1016/s0263-7863(02)00055-8	PROPN
ajceb-5524	304	2	goh	goh	PROPN
ajceb-5524	304	3	,	,	PUNCT
ajceb-5524	304	4	b.h	b.h	PROPN
ajceb-5524	304	5	.	.	PROPN
ajceb-5524	304	6	,	,	PUNCT
ajceb-5524	304	7	1998	1998	NUM
ajceb-5524	304	8	.	.	PUNCT
ajceb-5524	305	1	forecasting	forecast	VERB
ajceb-5524	305	2	residential	residential	ADJ
ajceb-5524	305	3	construction	construction	NOUN
ajceb-5524	305	4	demand	demand	NOUN
ajceb-5524	305	5	in	in	ADP
ajceb-5524	305	6	singapore	singapore	PROPN
ajceb-5524	305	7	:	:	PUNCT
ajceb-5524	305	8	a	a	DET
ajceb-5524	305	9	comparative	comparative	ADJ
ajceb-5524	305	10	study	study	NOUN
ajceb-5524	305	11	of	of	ADP
ajceb-5524	305	12	the	the	DET
ajceb-5524	305	13	accuracy	accuracy	NOUN
ajceb-5524	305	14	of	of	ADP
ajceb-5524	305	15	time	time	NOUN
ajceb-5524	305	16	series	series	NOUN
ajceb-5524	305	17	,	,	PUNCT
ajceb-5524	305	18	regression	regression	NOUN
ajceb-5524	305	19	and	and	CCONJ
ajceb-5524	305	20	artificial	artificial	ADJ
ajceb-5524	305	21	neural	neural	ADJ
ajceb-5524	305	22	network	network	NOUN
ajceb-5524	305	23	techniques	technique	NOUN
ajceb-5524	305	24	.	.	PUNCT
ajceb-5524	306	1	engineering	engineering	NOUN
ajceb-5524	306	2	,	,	PUNCT
ajceb-5524	306	3	construction	construction	NOUN
ajceb-5524	306	4	and	and	CCONJ
ajceb-5524	306	5	architectural	architectural	ADJ
ajceb-5524	306	6	management	management	NOUN
ajceb-5524	306	7	,	,	PUNCT
ajceb-5524	306	8	5(3	5(3	NUM
ajceb-5524	306	9	)	)	PUNCT
ajceb-5524	306	10	,	,	PUNCT
ajceb-5524	306	11	pp	pp	PROPN
ajceb-5524	306	12	.	.	PUNCT
ajceb-5524	307	1	261	261	NUM
ajceb-5524	307	2	-	-	SYM
ajceb-5524	307	3	75	75	NUM
ajceb-5524	307	4	.	.	PUNCT
ajceb-5524	308	1	https://doi.org/10.1108/eb021080	https://doi.org/10.1108/eb021080	X
ajceb-5524	308	2	goh	goh	PROPN
ajceb-5524	308	3	,	,	PUNCT
ajceb-5524	308	4	b.h	b.h	PROPN
ajceb-5524	308	5	.	.	PROPN
ajceb-5524	308	6	and	and	CCONJ
ajceb-5524	308	7	teo	teo	PROPN
ajceb-5524	308	8	,	,	PUNCT
ajceb-5524	308	9	h.p	h.p	PROPN
ajceb-5524	308	10	.	.	PROPN
ajceb-5524	308	11	,	,	PUNCT
ajceb-5524	308	12	2000	2000	NUM
ajceb-5524	308	13	.	.	PUNCT
ajceb-5524	309	1	forecasting	forecast	VERB
ajceb-5524	309	2	construction	construction	NOUN
ajceb-5524	309	3	industry	industry	NOUN
ajceb-5524	309	4	demand	demand	NOUN
ajceb-5524	309	5	,	,	PUNCT
ajceb-5524	309	6	price	price	NOUN
ajceb-5524	309	7	and	and	CCONJ
ajceb-5524	309	8	productivity	productivity	NOUN
ajceb-5524	309	9	in	in	ADP
ajceb-5524	309	10	singapore	singapore	PROPN
ajceb-5524	309	11	:	:	PUNCT
ajceb-5524	309	12	the	the	DET
ajceb-5524	309	13	box	box	PROPN
ajceb-5524	309	14	–	–	PUNCT
ajceb-5524	309	15	jenkins	jenkins	PROPN
ajceb-5524	309	16	approach	approach	NOUN
ajceb-5524	309	17	.	.	PUNCT
ajceb-5524	310	1	construction	construction	NOUN
ajceb-5524	310	2	management	management	NOUN
ajceb-5524	310	3	and	and	CCONJ
ajceb-5524	310	4	economics	economic	NOUN
ajceb-5524	310	5	,	,	PUNCT
ajceb-5524	310	6	18(5	18(5	NUM
ajceb-5524	310	7	)	)	PUNCT
ajceb-5524	310	8	,	,	PUNCT
ajceb-5524	310	9	pp	pp	ADP
ajceb-5524	310	10	.	.	PUNCT
ajceb-5524	311	1	607	607	NUM
ajceb-5524	311	2	-	-	SYM
ajceb-5524	311	3	18	18	NUM
ajceb-5524	311	4	.	.	PUNCT
ajceb-5524	312	1	https://doi.org/10.1080/014461900407419	https://doi.org/10.1080/014461900407419	X
ajceb-5524	312	2	oshodi	oshodi	ADV
ajceb-5524	312	3	,	,	PUNCT
ajceb-5524	312	4	ejohwomu	ejohwomu	NOUN
ajceb-5524	312	5	,	,	PUNCT
ajceb-5524	312	6	famakin	famakin	PROPN
ajceb-5524	312	7	&	&	CCONJ
ajceb-5524	312	8	cortez	cortez	PROPN
ajceb-5524	312	9	construction	construction	NOUN
ajceb-5524	312	10	economics	economic	NOUN
ajceb-5524	312	11	and	and	CCONJ
ajceb-5524	312	12	building	building	NOUN
ajceb-5524	312	13	,	,	PUNCT
ajceb-5524	312	14	vol	vol	NOUN
ajceb-5524	312	15	.	.	PROPN
ajceb-5524	312	16	17	17	NUM
ajceb-5524	312	17	,	,	PUNCT
ajceb-5524	312	18	no	no	INTJ
ajceb-5524	312	19	.	.	NOUN
ajceb-5524	312	20	3	3	NUM
ajceb-5524	312	21	september	september	PROPN
ajceb-5524	312	22	2017121	2017121	NUM
ajceb-5524	312	23	https://doi.org/10.1139/l02-046	https://doi.org/10.1139/l02-046	NUM
ajceb-5524	312	24	https://doi.org/10.1080/014461998372466	https://doi.org/10.1080/014461998372466	PROPN
ajceb-5524	312	25	https://doi.org/10.1080/014461998372466	https://doi.org/10.1080/014461998372466	PROPN
ajceb-5524	313	1	https://doi.org/10.1080/01446199400000002	https://doi.org/10.1080/01446199400000002	NOUN
ajceb-5524	313	2	https://doi.org/10.1057/978-1-137-41547-9	https://doi.org/10.1057/978-1-137-41547-9	PROPN
ajceb-5524	313	3	https://doi.org/10.1057/978-1-137-41547-9	https://doi.org/10.1057/978-1-137-41547-9	PROPN
ajceb-5524	314	1	https://doi.org/10.1016/s0301-4215(97)00164-x	https://doi.org/10.1016/s0301-4215(97)00164-x	VERB
ajceb-5524	314	2	https://doi.org/10.1016/s0301-4215(97)00164-x	https://doi.org/10.1016/s0301-4215(97)00164-x	NOUN
ajceb-5524	314	3	https://doi.org/10.1139/l93-077	https://doi.org/10.1139/l93-077	PUNCT
ajceb-5524	314	4	https://doi.org/10.1016/j.ijforecast.2011.04.001	https://doi.org/10.1016/j.ijforecast.2011.04.001	NOUN
ajceb-5524	315	1	https://doi.org/10.1080/01446190903369899	https://doi.org/10.1080/01446190903369899	NOUN
ajceb-5524	315	2	https://doi.org/10.1080/01446199100000016	https://doi.org/10.1080/01446199100000016	PROPN
ajceb-5524	315	3	https://doi.org/10.1080/01446199100000016	https://doi.org/10.1080/01446199100000016	X
ajceb-5524	315	4	https://doi.org/10.1080/01441640309904	https://doi.org/10.1080/01441640309904	VERB
ajceb-5524	315	5	https://doi.org/10.1080/0144164032000080494a	https://doi.org/10.1080/0144164032000080494a	VERB
ajceb-5524	315	6	https://doi.org/10.1016/s0263	https://doi.org/10.1016/s0263	NUM
ajceb-5524	315	7	https://doi.org/10.1108/eb021080	https://doi.org/10.1108/eb021080	X
ajceb-5524	316	1	https://doi.org/10.1080/014461900407419	https://doi.org/10.1080/014461900407419	X
ajceb-5524	316	2	gruneberg	gruneberg	PROPN
ajceb-5524	316	3	,	,	PUNCT
ajceb-5524	316	4	s.	s.	PROPN
ajceb-5524	316	5	and	and	CCONJ
ajceb-5524	316	6	folwell	folwell	PROPN
ajceb-5524	316	7	,	,	PUNCT
ajceb-5524	316	8	k.	k.	PROPN
ajceb-5524	316	9	,	,	PUNCT
ajceb-5524	316	10	2013	2013	NUM
ajceb-5524	316	11	.	.	PUNCT
ajceb-5524	317	1	the	the	DET
ajceb-5524	317	2	use	use	NOUN
ajceb-5524	317	3	of	of	ADP
ajceb-5524	317	4	gross	gross	ADJ
ajceb-5524	317	5	fixed	fix	VERB
ajceb-5524	317	6	capital	capital	NOUN
ajceb-5524	317	7	formation	formation	NOUN
ajceb-5524	317	8	as	as	ADP
ajceb-5524	317	9	a	a	DET
ajceb-5524	317	10	measure	measure	NOUN
ajceb-5524	317	11	of	of	ADP
ajceb-5524	317	12	construction	construction	NOUN
ajceb-5524	317	13	output	output	NOUN
ajceb-5524	317	14	.	.	PUNCT
ajceb-5524	318	1	construction	construction	NOUN
ajceb-5524	318	2	management	management	NOUN
ajceb-5524	318	3	and	and	CCONJ
ajceb-5524	318	4	economics	economic	NOUN
ajceb-5524	318	5	,	,	PUNCT
ajceb-5524	318	6	31(4	31(4	NUM
ajceb-5524	318	7	)	)	PUNCT
ajceb-5524	318	8	,	,	PUNCT
ajceb-5524	318	9	pp	pp	ADJ
ajceb-5524	318	10	.	.	PUNCT
ajceb-5524	319	1	359	359	NUM
ajceb-5524	319	2	-	-	SYM
ajceb-5524	319	3	68	68	NUM
ajceb-5524	319	4	.	.	PUNCT
ajceb-5524	320	1	https://doi.org/10.1080/01446193.2	https://doi.org/10.1080/01446193.2	NOUN
ajceb-5524	320	2	013.790555	013.790555	NUM
ajceb-5524	321	1	hepşen	hepşen	NOUN
ajceb-5524	321	2	,	,	PUNCT
ajceb-5524	321	3	a.	a.	NOUN
ajceb-5524	321	4	and	and	CCONJ
ajceb-5524	321	5	vatansever	vatansever	ADJ
ajceb-5524	321	6	,	,	PUNCT
ajceb-5524	321	7	m.	m.	NOUN
ajceb-5524	321	8	,	,	PUNCT
ajceb-5524	321	9	2011	2011	NUM
ajceb-5524	321	10	.	.	PUNCT
ajceb-5524	322	1	forecasting	forecast	VERB
ajceb-5524	322	2	future	future	ADJ
ajceb-5524	322	3	trends	trend	NOUN
ajceb-5524	322	4	in	in	ADP
ajceb-5524	322	5	dubai	dubai	NOUN
ajceb-5524	322	6	housing	housing	NOUN
ajceb-5524	322	7	market	market	NOUN
ajceb-5524	322	8	by	by	ADP
ajceb-5524	322	9	using	use	VERB
ajceb-5524	322	10	boxjenkins	boxjenkin	NOUN
ajceb-5524	322	11	autoregressive	autoregressive	ADJ
ajceb-5524	322	12	integrated	integrated	ADJ
ajceb-5524	322	13	moving	move	VERB
ajceb-5524	322	14	average	average	ADJ
ajceb-5524	322	15	.	.	PUNCT
ajceb-5524	323	1	international	international	ADJ
ajceb-5524	323	2	journal	journal	PROPN
ajceb-5524	323	3	of	of	ADP
ajceb-5524	323	4	housing	housing	NOUN
ajceb-5524	323	5	markets	market	NOUN
ajceb-5524	323	6	and	and	CCONJ
ajceb-5524	323	7	analysis	analysis	NOUN
ajceb-5524	323	8	,	,	PUNCT
ajceb-5524	323	9	4(3	4(3	NUM
ajceb-5524	323	10	)	)	PUNCT
ajceb-5524	323	11	,	,	PUNCT
ajceb-5524	323	12	pp	pp	ADP
ajceb-5524	323	13	.	.	PUNCT
ajceb-5524	324	1	210	210	NUM
ajceb-5524	324	2	-	-	SYM
ajceb-5524	324	3	23	23	NUM
ajceb-5524	324	4	.	.	PUNCT
ajceb-5524	325	1	https://doi.org/10.1108/17538271111153004	https://doi.org/10.1108/17538271111153004	VERB
ajceb-5524	325	2	hyndman	hyndman	NOUN
ajceb-5524	325	3	,	,	PUNCT
ajceb-5524	325	4	r.j	r.j	PROPN
ajceb-5524	325	5	.	.	PROPN
ajceb-5524	325	6	and	and	CCONJ
ajceb-5524	325	7	athanasopoulos	athanasopoulo	NOUN
ajceb-5524	325	8	,	,	PUNCT
ajceb-5524	325	9	g.	g.	PROPN
ajceb-5524	325	10	,	,	PUNCT
ajceb-5524	325	11	2014	2014	NUM
ajceb-5524	325	12	.	.	PUNCT
ajceb-5524	326	1	forecasting	forecasting	NOUN
ajceb-5524	326	2	:	:	PUNCT
ajceb-5524	327	1	principles	principle	NOUN
ajceb-5524	327	2	and	and	CCONJ
ajceb-5524	327	3	practice	practice	NOUN
ajceb-5524	327	4	:	:	PUNCT
ajceb-5524	328	1	[	[	X
ajceb-5524	328	2	e	e	NOUN
ajceb-5524	328	3	-	-	NOUN
ajceb-5524	328	4	book	book	NOUN
ajceb-5524	328	5	]	]	X
ajceb-5524	328	6	melbourne	melbourne	PROPN
ajceb-5524	328	7	,	,	PUNCT
ajceb-5524	328	8	australia	australia	PROPN
ajceb-5524	328	9	:	:	PUNCT
ajceb-5524	328	10	otexts	otext	NOUN
ajceb-5524	328	11	.	.	PUNCT
ajceb-5524	329	1	available	available	ADJ
ajceb-5524	329	2	at	at	ADP
ajceb-5524	329	3	:	:	PUNCT
ajceb-5524	329	4	http://otexts.org/fpp/	http://otexts.org/fpp/	VERB
ajceb-5524	329	5	[	[	PUNCT
ajceb-5524	329	6	accessed	access	VERB
ajceb-5524	329	7	01	01	NUM
ajceb-5524	329	8	april	april	PROPN
ajceb-5524	329	9	2016	2016	NUM
ajceb-5524	329	10	]	]	PUNCT
ajceb-5524	329	11	hyndman	hyndman	NOUN
ajceb-5524	329	12	,	,	PUNCT
ajceb-5524	329	13	r.j	r.j	PROPN
ajceb-5524	329	14	.	.	PROPN
ajceb-5524	329	15	,	,	PUNCT
ajceb-5524	329	16	athanasopoulos	athanasopoulo	NOUN
ajceb-5524	329	17	,	,	PUNCT
ajceb-5524	329	18	g.	g.	PROPN
ajceb-5524	329	19	,	,	PUNCT
ajceb-5524	329	20	razbash	razbash	NOUN
ajceb-5524	329	21	,	,	PUNCT
ajceb-5524	329	22	s.	s.	PROPN
ajceb-5524	329	23	,	,	PUNCT
ajceb-5524	329	24	schmidt	schmidt	PROPN
ajceb-5524	329	25	,	,	PUNCT
ajceb-5524	329	26	d.	d.	PROPN
ajceb-5524	329	27	,	,	PUNCT
ajceb-5524	329	28	zhou	zhou	PROPN
ajceb-5524	329	29	,	,	PUNCT
ajceb-5524	329	30	z.	z.	PROPN
ajceb-5524	329	31	,	,	PUNCT
ajceb-5524	329	32	khan	khan	PROPN
ajceb-5524	329	33	,	,	PUNCT
ajceb-5524	329	34	y.	y.	PROPN
ajceb-5524	329	35	,	,	PUNCT
ajceb-5524	329	36	bergmeir	bergmeir	PROPN
ajceb-5524	329	37	,	,	PUNCT
ajceb-5524	329	38	c.	c.	PROPN
ajceb-5524	329	39	and	and	CCONJ
ajceb-5524	329	40	wang	wang	PROPN
ajceb-5524	329	41	,	,	PUNCT
ajceb-5524	329	42	e.	e.	PROPN
ajceb-5524	329	43	,	,	PUNCT
ajceb-5524	329	44	2015	2015	NUM
ajceb-5524	329	45	.	.	PUNCT
ajceb-5524	330	1	package	package	NOUN
ajceb-5524	330	2	forecast	forecast	NOUN
ajceb-5524	330	3	:	:	PUNCT
ajceb-5524	330	4	forecasting	forecasting	NOUN
ajceb-5524	330	5	functions	function	NOUN
ajceb-5524	330	6	for	for	ADP
ajceb-5524	330	7	time	time	NOUN
ajceb-5524	330	8	series	series	NOUN
ajceb-5524	330	9	and	and	CCONJ
ajceb-5524	330	10	linear	linear	PROPN
ajceb-5524	330	11	models	model	NOUN
ajceb-5524	330	12	.	.	PUNCT
ajceb-5524	331	1	[	[	X
ajceb-5524	331	2	online	online	X
ajceb-5524	331	3	]	]	X
ajceb-5524	331	4	available	available	ADJ
ajceb-5524	331	5	at	at	ADP
ajceb-5524	331	6	:	:	PUNCT
ajceb-5524	331	7	http://cran.r-project.org/web/packages/forecast/forecast.pdf	http://cran.r-project.org/web/packages/forecast/forecast.pdf	PROPN
ajceb-5524	331	8	[	[	X
ajceb-5524	331	9	accessed	access	VERB
ajceb-5524	331	10	09	09	NUM
ajceb-5524	331	11	march	march	NOUN
ajceb-5524	331	12	2015	2015	NUM
ajceb-5524	331	13	]	]	PUNCT
ajceb-5524	331	14	.	.	PUNCT
ajceb-5524	332	1	jiang	jiang	PROPN
ajceb-5524	332	2	,	,	PUNCT
ajceb-5524	332	3	h.	h.	PROPN
ajceb-5524	332	4	,	,	PUNCT
ajceb-5524	332	5	xu	xu	PROPN
ajceb-5524	332	6	,	,	PUNCT
ajceb-5524	332	7	y.	y.	PROPN
ajceb-5524	332	8	and	and	CCONJ
ajceb-5524	332	9	liu	liu	PROPN
ajceb-5524	332	10	,	,	PUNCT
ajceb-5524	332	11	c.	c.	PROPN
ajceb-5524	332	12	,	,	PUNCT
ajceb-5524	332	13	2013	2013	NUM
ajceb-5524	332	14	.	.	PUNCT
ajceb-5524	333	1	construction	construction	NOUN
ajceb-5524	333	2	price	price	NOUN
ajceb-5524	333	3	prediction	prediction	NOUN
ajceb-5524	333	4	using	use	VERB
ajceb-5524	333	5	vector	vector	NOUN
ajceb-5524	333	6	error	error	NOUN
ajceb-5524	333	7	correction	correction	NOUN
ajceb-5524	333	8	models	model	NOUN
ajceb-5524	333	9	.	.	PUNCT
ajceb-5524	334	1	journal	journal	NOUN
ajceb-5524	334	2	of	of	ADP
ajceb-5524	334	3	construction	construction	NOUN
ajceb-5524	334	4	engineering	engineering	NOUN
ajceb-5524	334	5	and	and	CCONJ
ajceb-5524	334	6	management	management	NOUN
ajceb-5524	334	7	,	,	PUNCT
ajceb-5524	334	8	139(11	139(11	NUM
ajceb-5524	334	9	)	)	PUNCT
ajceb-5524	334	10	,	,	PUNCT
ajceb-5524	334	11	04013022	04013022	NUM
ajceb-5524	334	12	.	.	PUNCT
ajceb-5524	335	1	https://doi.org/10.1061/	https://doi.org/10.1061/	NOUN
ajceb-5524	335	2	(	(	PUNCT
ajceb-5524	335	3	asce)co.1943	asce)co.1943	PROPN
ajceb-5524	335	4	-	-	PUNCT
ajceb-5524	335	5	7862.0000729	7862.0000729	VERB
ajceb-5524	335	6	k’akumu	k’akumu	PROPN
ajceb-5524	335	7	,	,	PUNCT
ajceb-5524	335	8	o.a	o.a	PROPN
ajceb-5524	335	9	.	.	PROPN
ajceb-5524	335	10	,	,	PUNCT
ajceb-5524	335	11	2007	2007	NUM
ajceb-5524	335	12	.	.	PUNCT
ajceb-5524	336	1	construction	construction	NOUN
ajceb-5524	336	2	statistics	statistic	NOUN
ajceb-5524	336	3	review	review	PROPN
ajceb-5524	336	4	for	for	ADP
ajceb-5524	336	5	kenya	kenya	PROPN
ajceb-5524	336	6	.	.	PUNCT
ajceb-5524	337	1	construction	construction	NOUN
ajceb-5524	337	2	management	management	NOUN
ajceb-5524	337	3	and	and	CCONJ
ajceb-5524	337	4	economics	economic	NOUN
ajceb-5524	337	5	,	,	PUNCT
ajceb-5524	337	6	25(3	25(3	NUM
ajceb-5524	337	7	)	)	PUNCT
ajceb-5524	337	8	,	,	PUNCT
ajceb-5524	337	9	pp	pp	PROPN
ajceb-5524	337	10	.	.	PUNCT
ajceb-5524	338	1	315	315	NUM
ajceb-5524	338	2	-	-	SYM
ajceb-5524	338	3	26	26	NUM
ajceb-5524	338	4	.	.	PUNCT
ajceb-5524	339	1	https://doi.org/10.1080/01446190601139883	https://doi.org/10.1080/01446190601139883	PROPN
ajceb-5524	339	2	killingsworth	killingsworth	PROPN
ajceb-5524	339	3	,	,	PUNCT
ajceb-5524	339	4	r.	r.	PROPN
ajceb-5524	339	5	a.	a.	PROPN
ajceb-5524	339	6	(	(	PUNCT
ajceb-5524	339	7	1990	1990	NUM
ajceb-5524	339	8	)	)	PUNCT
ajceb-5524	339	9	.	.	PUNCT
ajceb-5524	340	1	a	a	DET
ajceb-5524	340	2	preliminary	preliminary	ADJ
ajceb-5524	340	3	investigation	investigation	NOUN
ajceb-5524	340	4	into	into	ADP
ajceb-5524	340	5	formulating	formulate	VERB
ajceb-5524	340	6	a	a	DET
ajceb-5524	340	7	demand	demand	NOUN
ajceb-5524	340	8	forecasting	forecasting	NOUN
ajceb-5524	340	9	model	model	NOUN
ajceb-5524	340	10	of	of	ADP
ajceb-5524	340	11	industrial	industrial	ADJ
ajceb-5524	340	12	construction	construction	NOUN
ajceb-5524	340	13	.	.	PUNCT
ajceb-5524	341	1	cost	cost	NOUN
ajceb-5524	341	2	engineering	engineering	NOUN
ajceb-5524	341	3	,	,	PUNCT
ajceb-5524	341	4	32(8	32(8	NUM
ajceb-5524	341	5	)	)	PUNCT
ajceb-5524	341	6	,	,	PUNCT
ajceb-5524	341	7	pp	pp	ADJ
ajceb-5524	341	8	.	.	PUNCT
ajceb-5524	342	1	11	11	NUM
ajceb-5524	342	2	-	-	SYM
ajceb-5524	342	3	15	15	NUM
ajceb-5524	342	4	.	.	PUNCT
ajceb-5524	343	1	leung	leung	PROPN
ajceb-5524	343	2	,	,	PUNCT
ajceb-5524	343	3	p.c	p.c	PROPN
ajceb-5524	343	4	.	.	PROPN
ajceb-5524	343	5	and	and	CCONJ
ajceb-5524	343	6	lee	lee	PROPN
ajceb-5524	343	7	,	,	PUNCT
ajceb-5524	343	8	e.w	e.w	PROPN
ajceb-5524	343	9	.	.	PROPN
ajceb-5524	343	10	,	,	PUNCT
ajceb-5524	343	11	2013	2013	NUM
ajceb-5524	343	12	.	.	PUNCT
ajceb-5524	344	1	estimation	estimation	NOUN
ajceb-5524	344	2	of	of	ADP
ajceb-5524	344	3	electrical	electrical	ADJ
ajceb-5524	344	4	power	power	NOUN
ajceb-5524	344	5	consumption	consumption	NOUN
ajceb-5524	344	6	in	in	ADP
ajceb-5524	344	7	subway	subway	NOUN
ajceb-5524	344	8	station	station	NOUN
ajceb-5524	344	9	design	design	NOUN
ajceb-5524	344	10	by	by	ADP
ajceb-5524	344	11	intelligent	intelligent	ADJ
ajceb-5524	344	12	approach	approach	NOUN
ajceb-5524	344	13	.	.	PUNCT
ajceb-5524	345	1	applied	apply	VERB
ajceb-5524	345	2	energy	energy	NOUN
ajceb-5524	345	3	,	,	PUNCT
ajceb-5524	345	4	101	101	NUM
ajceb-5524	345	5	,	,	PUNCT
ajceb-5524	345	6	pp	pp	ADJ
ajceb-5524	345	7	.	.	PUNCT
ajceb-5524	346	1	634	634	NUM
ajceb-5524	346	2	-	-	SYM
ajceb-5524	346	3	43	43	NUM
ajceb-5524	346	4	.	.	PUNCT
ajceb-5524	347	1	https://doi.org/10.1016/j.apenergy.2012.07.017	https://doi.org/10.1016/j.apenergy.2012.07.017	PROPN
ajceb-5524	347	2	lewis	lewis	PROPN
ajceb-5524	347	3	,	,	PUNCT
ajceb-5524	347	4	t.m	t.m	PROPN
ajceb-5524	347	5	.	.	PROPN
ajceb-5524	347	6	,	,	PUNCT
ajceb-5524	347	7	1984	1984	NUM
ajceb-5524	347	8	.	.	PUNCT
ajceb-5524	348	1	a	a	DET
ajceb-5524	348	2	review	review	NOUN
ajceb-5524	348	3	of	of	ADP
ajceb-5524	348	4	the	the	DET
ajceb-5524	348	5	causes	cause	NOUN
ajceb-5524	348	6	of	of	ADP
ajceb-5524	348	7	recent	recent	ADJ
ajceb-5524	348	8	problems	problem	NOUN
ajceb-5524	348	9	in	in	ADP
ajceb-5524	348	10	the	the	DET
ajceb-5524	348	11	construction	construction	NOUN
ajceb-5524	348	12	industry	industry	NOUN
ajceb-5524	348	13	of	of	ADP
ajceb-5524	348	14	trinidad	trinidad	PROPN
ajceb-5524	348	15	and	and	CCONJ
ajceb-5524	348	16	tobago	tobago	PROPN
ajceb-5524	348	17	.	.	PUNCT
ajceb-5524	349	1	construction	construction	NOUN
ajceb-5524	349	2	management	management	NOUN
ajceb-5524	349	3	and	and	CCONJ
ajceb-5524	349	4	economics	economic	NOUN
ajceb-5524	349	5	,	,	PUNCT
ajceb-5524	349	6	2(1	2(1	NUM
ajceb-5524	349	7	)	)	PUNCT
ajceb-5524	349	8	,	,	PUNCT
ajceb-5524	349	9	pp	pp	ADP
ajceb-5524	349	10	.	.	PUNCT
ajceb-5524	350	1	37	37	NUM
ajceb-5524	350	2	-	-	SYM
ajceb-5524	350	3	48	48	NUM
ajceb-5524	350	4	.	.	PUNCT
ajceb-5524	351	1	https://doi	https://doi	X
ajceb-5524	351	2	.	.	PUNCT
ajceb-5524	351	3	org/10.1080/01446198400000004	org/10.1080/01446198400000004	PROPN
ajceb-5524	351	4	love	love	PROPN
ajceb-5524	351	5	,	,	PUNCT
ajceb-5524	351	6	p.e.d	p.e.d	PROPN
ajceb-5524	351	7	.	.	PROPN
ajceb-5524	351	8	,	,	PUNCT
ajceb-5524	351	9	holt	holt	PROPN
ajceb-5524	351	10	,	,	PUNCT
ajceb-5524	351	11	g.d	g.d	PROPN
ajceb-5524	351	12	.	.	PROPN
ajceb-5524	351	13	and	and	CCONJ
ajceb-5524	351	14	li	li	PROPN
ajceb-5524	351	15	,	,	PUNCT
ajceb-5524	351	16	h.	h.	PROPN
ajceb-5524	351	17	,	,	PUNCT
ajceb-5524	351	18	2002	2002	NUM
ajceb-5524	351	19	.	.	PUNCT
ajceb-5524	352	1	triangulation	triangulation	NOUN
ajceb-5524	352	2	in	in	ADP
ajceb-5524	352	3	construction	construction	NOUN
ajceb-5524	352	4	management	management	NOUN
ajceb-5524	352	5	research	research	NOUN
ajceb-5524	352	6	.	.	PUNCT
ajceb-5524	353	1	engineering	engineering	NOUN
ajceb-5524	353	2	construction	construction	NOUN
ajceb-5524	353	3	and	and	CCONJ
ajceb-5524	353	4	architectural	architectural	ADJ
ajceb-5524	353	5	management	management	NOUN
ajceb-5524	353	6	,	,	PUNCT
ajceb-5524	353	7	9(4	9(4	NUM
ajceb-5524	353	8	)	)	PUNCT
ajceb-5524	353	9	,	,	PUNCT
ajceb-5524	353	10	pp	pp	ADJ
ajceb-5524	353	11	.	.	PUNCT
ajceb-5524	354	1	294	294	NUM
ajceb-5524	354	2	-	-	SYM
ajceb-5524	354	3	303	303	NUM
ajceb-5524	354	4	.	.	PUNCT
ajceb-5524	355	1	https://doi.org/10.1046/	https://doi.org/10.1046/	ADJ
ajceb-5524	355	2	j.1365	j.1365	NOUN
ajceb-5524	355	3	-	-	PUNCT
ajceb-5524	355	4	232x.2002.00226.x	232x.2002.00226.x	NUM
ajceb-5524	355	5	marwala	marwala	NOUN
ajceb-5524	355	6	,	,	PUNCT
ajceb-5524	355	7	t.	t.	PROPN
ajceb-5524	355	8	,	,	PUNCT
ajceb-5524	355	9	2013	2013	NUM
ajceb-5524	355	10	.	.	PUNCT
ajceb-5524	356	1	economic	economic	ADJ
ajceb-5524	356	2	modelling	modelling	NOUN
ajceb-5524	356	3	using	use	VERB
ajceb-5524	356	4	artificial	artificial	ADJ
ajceb-5524	356	5	intelligence	intelligence	NOUN
ajceb-5524	356	6	methods	method	NOUN
ajceb-5524	356	7	.	.	PUNCT
ajceb-5524	357	1	heidelberg	heidelberg	PROPN
ajceb-5524	357	2	,	,	PUNCT
ajceb-5524	357	3	germany	germany	PROPN
ajceb-5524	357	4	:	:	PUNCT
ajceb-5524	357	5	springer	springer	NOUN
ajceb-5524	357	6	.	.	PUNCT
ajceb-5524	358	1	https://doi.org/10.1007/978-1-4471-5010-7	https://doi.org/10.1007/978-1-4471-5010-7	NOUN
ajceb-5524	358	2	r	r	NOUN
ajceb-5524	358	3	core	core	NOUN
ajceb-5524	358	4	team	team	NOUN
ajceb-5524	358	5	,	,	PUNCT
ajceb-5524	358	6	2015	2015	NUM
ajceb-5524	358	7	.	.	PUNCT
ajceb-5524	359	1	r	r	X
ajceb-5524	359	2	:	:	PUNCT
ajceb-5524	359	3	a	a	DET
ajceb-5524	359	4	language	language	NOUN
ajceb-5524	359	5	and	and	CCONJ
ajceb-5524	359	6	environment	environment	NOUN
ajceb-5524	359	7	for	for	ADP
ajceb-5524	359	8	statistical	statistical	ADJ
ajceb-5524	359	9	computing	computing	NOUN
ajceb-5524	359	10	.	.	PUNCT
ajceb-5524	360	1	vienna	vienna	PROPN
ajceb-5524	360	2	,	,	PUNCT
ajceb-5524	360	3	austria	austria	PROPN
ajceb-5524	360	4	:	:	PUNCT
ajceb-5524	360	5	r	r	NOUN
ajceb-5524	360	6	foundation	foundation	NOUN
ajceb-5524	360	7	for	for	ADP
ajceb-5524	360	8	statistical	statistical	ADJ
ajceb-5524	360	9	computing	computing	NOUN
ajceb-5524	360	10	.	.	PUNCT
ajceb-5524	361	1	raftery	raftery	PROPN
ajceb-5524	361	2	,	,	PUNCT
ajceb-5524	361	3	j.	j.	PROPN
ajceb-5524	361	4	,	,	PUNCT
ajceb-5524	361	5	1999	1999	NUM
ajceb-5524	361	6	.	.	PUNCT
ajceb-5524	362	1	models	model	NOUN
ajceb-5524	362	2	in	in	ADP
ajceb-5524	362	3	building	build	VERB
ajceb-5524	362	4	economics	economic	NOUN
ajceb-5524	362	5	:	:	PUNCT
ajceb-5524	362	6	a	a	DET
ajceb-5524	362	7	conceptual	conceptual	ADJ
ajceb-5524	362	8	framework	framework	NOUN
ajceb-5524	362	9	for	for	ADP
ajceb-5524	362	10	the	the	DET
ajceb-5524	362	11	assessment	assessment	NOUN
ajceb-5524	362	12	of	of	ADP
ajceb-5524	362	13	performance	performance	NOUN
ajceb-5524	362	14	.	.	PUNCT
ajceb-5524	363	1	in	in	ADP
ajceb-5524	363	2	:	:	PUNCT
ajceb-5524	363	3	m.	m.	NOUN
ajceb-5524	363	4	skitmore	skitmore	NOUN
ajceb-5524	363	5	and	and	CCONJ
ajceb-5524	363	6	v.	v.	ADP
ajceb-5524	363	7	marston	marston	PROPN
ajceb-5524	363	8	eds	eds	PROPN
ajceb-5524	363	9	.	.	PUNCT
ajceb-5524	364	1	cost	cost	NOUN
ajceb-5524	364	2	modelling	modelling	NOUN
ajceb-5524	364	3	.	.	PUNCT
ajceb-5524	365	1	london	london	PROPN
ajceb-5524	365	2	:	:	PUNCT
ajceb-5524	366	1	e	e	NOUN
ajceb-5524	366	2	and	and	CCONJ
ajceb-5524	366	3	fn	fn	VERB
ajceb-5524	366	4	spon	spon	ADV
ajceb-5524	366	5	.	.	PUNCT
ajceb-5524	367	1	pp	pp	ADV
ajceb-5524	367	2	.	.	PUNCT
ajceb-5524	368	1	36	36	NUM
ajceb-5524	368	2	-	-	SYM
ajceb-5524	368	3	44	44	NUM
ajceb-5524	368	4	.	.	PUNCT
ajceb-5524	369	1	shahandashti	shahandashti	PROPN
ajceb-5524	369	2	,	,	PUNCT
ajceb-5524	369	3	s.	s.	PROPN
ajceb-5524	369	4	m.	m.	PROPN
ajceb-5524	369	5	and	and	CCONJ
ajceb-5524	369	6	ashuri	ashuri	PROPN
ajceb-5524	369	7	,	,	PUNCT
ajceb-5524	369	8	b.	b.	PROPN
ajceb-5524	369	9	,	,	PUNCT
ajceb-5524	369	10	2015	2015	NUM
ajceb-5524	369	11	.	.	PUNCT
ajceb-5524	370	1	highway	highway	NOUN
ajceb-5524	370	2	construction	construction	NOUN
ajceb-5524	370	3	cost	cost	NOUN
ajceb-5524	370	4	forecasting	forecasting	NOUN
ajceb-5524	370	5	using	use	VERB
ajceb-5524	370	6	vector	vector	NOUN
ajceb-5524	370	7	error	error	NOUN
ajceb-5524	370	8	correctionmodels	correctionmodel	NOUN
ajceb-5524	370	9	.	.	PUNCT
ajceb-5524	371	1	journal	journal	NOUN
ajceb-5524	371	2	of	of	ADP
ajceb-5524	371	3	management	management	NOUN
ajceb-5524	371	4	in	in	ADP
ajceb-5524	371	5	engineering	engineering	NOUN
ajceb-5524	371	6	,	,	PUNCT
ajceb-5524	371	7	32(2	32(2	NUM
ajceb-5524	371	8	)	)	PUNCT
ajceb-5524	371	9	,	,	PUNCT
ajceb-5524	371	10	04015040	04015040	NUM
ajceb-5524	371	11	.	.	PUNCT
ajceb-5524	372	1	https://doi.org/10.1061/	https://doi.org/10.1061/	NOUN
ajceb-5524	372	2	(	(	PUNCT
ajceb-5524	372	3	asce)me.1943	asce)me.1943	PROPN
ajceb-5524	372	4	-	-	PUNCT
ajceb-5524	372	5	5479.0000404	5479.0000404	NUM
ajceb-5524	372	6	shmueli	shmueli	ADJ
ajceb-5524	372	7	,	,	PUNCT
ajceb-5524	372	8	g.	g.	PROPN
ajceb-5524	372	9	,	,	PUNCT
ajceb-5524	372	10	2010	2010	NUM
ajceb-5524	372	11	.	.	PUNCT
ajceb-5524	373	1	to	to	PART
ajceb-5524	373	2	explain	explain	VERB
ajceb-5524	373	3	or	or	CCONJ
ajceb-5524	373	4	to	to	PART
ajceb-5524	373	5	predict	predict	VERB
ajceb-5524	373	6	?	?	PUNCT
ajceb-5524	374	1	statistical	statistical	ADJ
ajceb-5524	374	2	science	science	NOUN
ajceb-5524	374	3	,	,	PUNCT
ajceb-5524	374	4	25(3	25(3	NUM
ajceb-5524	374	5	)	)	PUNCT
ajceb-5524	374	6	,	,	PUNCT
ajceb-5524	374	7	pp	pp	PROPN
ajceb-5524	374	8	.	.	PUNCT
ajceb-5524	375	1	289	289	NUM
ajceb-5524	375	2	-	-	SYM
ajceb-5524	375	3	310	310	NUM
ajceb-5524	375	4	.	.	PUNCT
ajceb-5524	376	1	https://doi	https://doi	NOUN
ajceb-5524	376	2	.	.	NOUN
ajceb-5524	376	3	org/10.1214/10	org/10.1214/10	NOUN
ajceb-5524	376	4	-	-	PUNCT
ajceb-5524	376	5	sts330	sts330	NOUN
ajceb-5524	376	6	song	song	NOUN
ajceb-5524	376	7	,	,	PUNCT
ajceb-5524	376	8	h.	h.	PROPN
ajceb-5524	376	9	and	and	CCONJ
ajceb-5524	376	10	li	li	PROPN
ajceb-5524	376	11	,	,	PUNCT
ajceb-5524	376	12	g.	g.	PROPN
ajceb-5524	376	13	,	,	PUNCT
ajceb-5524	376	14	2008	2008	NUM
ajceb-5524	376	15	.	.	PUNCT
ajceb-5524	377	1	tourism	tourism	NOUN
ajceb-5524	377	2	demand	demand	NOUN
ajceb-5524	377	3	modelling	modelling	NOUN
ajceb-5524	377	4	and	and	CCONJ
ajceb-5524	377	5	forecasting	forecast	VERB
ajceb-5524	377	6	a	a	DET
ajceb-5524	377	7	review	review	NOUN
ajceb-5524	377	8	of	of	ADP
ajceb-5524	377	9	recent	recent	ADJ
ajceb-5524	377	10	research	research	NOUN
ajceb-5524	377	11	.	.	PUNCT
ajceb-5524	378	1	tourism	tourism	NOUN
ajceb-5524	378	2	management	management	NOUN
ajceb-5524	378	3	,	,	PUNCT
ajceb-5524	378	4	29(2	29(2	NUM
ajceb-5524	378	5	)	)	PUNCT
ajceb-5524	378	6	,	,	PUNCT
ajceb-5524	378	7	pp	pp	PROPN
ajceb-5524	378	8	.	.	PUNCT
ajceb-5524	379	1	203	203	NUM
ajceb-5524	379	2	-	-	SYM
ajceb-5524	379	3	20	20	NUM
ajceb-5524	379	4	.	.	PUNCT
ajceb-5524	380	1	https://doi.org/10.1214/10-sts330	https://doi.org/10.1214/10-sts330	AUX
ajceb-5524	380	2	soo	soo	PROPN
ajceb-5524	380	3	,	,	PUNCT
ajceb-5524	380	4	a.	a.	NOUN
ajceb-5524	380	5	and	and	CCONJ
ajceb-5524	380	6	oo	oo	INTJ
ajceb-5524	380	7	,	,	PUNCT
ajceb-5524	380	8	b.l	b.l	PROPN
ajceb-5524	380	9	.	.	PROPN
ajceb-5524	380	10	,	,	PUNCT
ajceb-5524	380	11	2014	2014	NUM
ajceb-5524	380	12	.	.	PUNCT
ajceb-5524	381	1	the	the	DET
ajceb-5524	381	2	effect	effect	NOUN
ajceb-5524	381	3	of	of	ADP
ajceb-5524	381	4	construction	construction	NOUN
ajceb-5524	381	5	demand	demand	NOUN
ajceb-5524	381	6	on	on	ADP
ajceb-5524	381	7	contract	contract	NOUN
ajceb-5524	381	8	auctions	auction	NOUN
ajceb-5524	381	9	:	:	PUNCT
ajceb-5524	381	10	an	an	DET
ajceb-5524	381	11	experiment	experiment	NOUN
ajceb-5524	381	12	.	.	PUNCT
ajceb-5524	382	1	engineering	engineering	NOUN
ajceb-5524	382	2	,	,	PUNCT
ajceb-5524	382	3	construction	construction	NOUN
ajceb-5524	382	4	and	and	CCONJ
ajceb-5524	382	5	architectural	architectural	ADJ
ajceb-5524	382	6	management	management	NOUN
ajceb-5524	382	7	,	,	PUNCT
ajceb-5524	382	8	21(3	21(3	NUM
ajceb-5524	382	9	)	)	PUNCT
ajceb-5524	382	10	,	,	PUNCT
ajceb-5524	382	11	pp	pp	ADP
ajceb-5524	382	12	.	.	PUNCT
ajceb-5524	383	1	276	276	NUM
ajceb-5524	383	2	-	-	SYM
ajceb-5524	383	3	90	90	NUM
ajceb-5524	383	4	.	.	PUNCT
ajceb-5524	384	1	https://doi.org/10.1108/	https://doi.org/10.1108/	PROPN
ajceb-5524	384	2	ecam-01	ecam-01	PROPN
ajceb-5524	384	3	-	-	PROPN
ajceb-5524	384	4	2013	2013	NUM
ajceb-5524	384	5	-	-	PUNCT
ajceb-5524	384	6	0010	0010	NUM
ajceb-5524	384	7	oshodi	oshodi	NOUN
ajceb-5524	384	8	,	,	PUNCT
ajceb-5524	384	9	ejohwomu	ejohwomu	NOUN
ajceb-5524	384	10	,	,	PUNCT
ajceb-5524	384	11	famakin	famakin	PROPN
ajceb-5524	384	12	&	&	CCONJ
ajceb-5524	384	13	cortez	cortez	PROPN
ajceb-5524	384	14	construction	construction	NOUN
ajceb-5524	384	15	economics	economic	NOUN
ajceb-5524	384	16	and	and	CCONJ
ajceb-5524	384	17	building	building	NOUN
ajceb-5524	384	18	,	,	PUNCT
ajceb-5524	384	19	vol	vol	NOUN
ajceb-5524	384	20	.	.	PROPN
ajceb-5524	384	21	17	17	NUM
ajceb-5524	384	22	,	,	PUNCT
ajceb-5524	384	23	no	no	INTJ
ajceb-5524	384	24	.	.	NOUN
ajceb-5524	384	25	3	3	NUM
ajceb-5524	384	26	september	september	PROPN
ajceb-5524	384	27	2017122	2017122	NUM
ajceb-5524	384	28	https://doi.org/10.1080/01446193.2013.790555	https://doi.org/10.1080/01446193.2013.790555	PROPN
ajceb-5524	384	29	https://doi.org/10.1080/01446193.2013.790555	https://doi.org/10.1080/01446193.2013.790555	PROPN
ajceb-5524	384	30	https://doi.org/10.1108/17538271111153004	https://doi.org/10.1108/17538271111153004	VERB
ajceb-5524	384	31	http://otexts.org/fpp	http://otexts.org/fpp	X
ajceb-5524	385	1	http://cran.r-project.org/web/packages/forecast/forecast.pdf	http://cran.r-project.org/web/packages/forecast/forecast.pdf	PROPN
ajceb-5524	385	2	https://doi.org/10.1061/(asce)co.1943-7862.0000729	https://doi.org/10.1061/(asce)co.1943-7862.0000729	PROPN
ajceb-5524	385	3	https://doi.org/10.1061/(asce)co.1943-7862.0000729	https://doi.org/10.1061/(asce)co.1943-7862.0000729	PROPN
ajceb-5524	385	4	https://doi.org/10.1080/01446190601139883	https://doi.org/10.1080/01446190601139883	PROPN
ajceb-5524	386	1	https://doi.org/10.1016/j.apenergy.2012.07.017	https://doi.org/10.1016/j.apenergy.2012.07.017	PROPN
ajceb-5524	386	2	https://doi.org/10.1080/01446198400000004	https://doi.org/10.1080/01446198400000004	PROPN
ajceb-5524	386	3	https://doi.org/10.1080/01446198400000004	https://doi.org/10.1080/01446198400000004	X
ajceb-5524	386	4	https://doi.org/10.1046/j.1365-232x.2002.00226.x	https://doi.org/10.1046/j.1365-232x.2002.00226.x	PROPN
ajceb-5524	386	5	https://doi.org/10.1046/j.1365-232x.2002.00226.x	https://doi.org/10.1046/j.1365-232x.2002.00226.x	PROPN
ajceb-5524	386	6	https://doi.org/10.1007/978-1-4471-5010-7	https://doi.org/10.1007/978-1-4471-5010-7	PROPN
ajceb-5524	386	7	https://doi.org/10.1061/(asce)me.1943-5479.0000404	https://doi.org/10.1061/(asce)me.1943-5479.0000404	NOUN
ajceb-5524	386	8	https://doi.org/10.1061/(asce)me.1943-5479.0000404	https://doi.org/10.1061/(asce)me.1943-5479.0000404	NOUN
ajceb-5524	386	9	https://doi.org/10.1214/10-sts330	https://doi.org/10.1214/10-sts330	PRON
ajceb-5524	386	10	https://doi.org/10.1214/10-sts330	https://doi.org/10.1214/10-sts330	PRON
ajceb-5524	386	11	https://doi.org/10.1214/10-sts330	https://doi.org/10.1214/10-sts330	NUM
ajceb-5524	386	12	https://doi.org/10.1108/ecam-01-2013-0010	https://doi.org/10.1108/ecam-01-2013-0010	PROPN
ajceb-5524	386	13	https://doi.org/10.1108/ecam-01-2013-0010	https://doi.org/10.1108/ecam-01-2013-0010	PROPN
ajceb-5524	386	14	wang	wang	PROPN
ajceb-5524	386	15	,	,	PUNCT
ajceb-5524	386	16	w.c	w.c	PROPN
ajceb-5524	386	17	.	.	PROPN
ajceb-5524	386	18	,	,	PUNCT
ajceb-5524	386	19	chau	chau	PROPN
ajceb-5524	386	20	,	,	PUNCT
ajceb-5524	386	21	k.w	k.w	PROPN
ajceb-5524	386	22	.	.	PROPN
ajceb-5524	386	23	,	,	PUNCT
ajceb-5524	386	24	cheng	cheng	PROPN
ajceb-5524	386	25	,	,	PUNCT
ajceb-5524	386	26	c.t	c.t	PROPN
ajceb-5524	386	27	.	.	PROPN
ajceb-5524	386	28	and	and	CCONJ
ajceb-5524	386	29	qiu	qiu	PROPN
ajceb-5524	386	30	,	,	PUNCT
ajceb-5524	386	31	l.	l.	PROPN
ajceb-5524	386	32	,	,	PUNCT
ajceb-5524	386	33	2009	2009	NUM
ajceb-5524	386	34	.	.	PUNCT
ajceb-5524	387	1	a	a	DET
ajceb-5524	387	2	comparison	comparison	NOUN
ajceb-5524	387	3	of	of	ADP
ajceb-5524	387	4	performance	performance	NOUN
ajceb-5524	387	5	of	of	ADP
ajceb-5524	387	6	several	several	ADJ
ajceb-5524	387	7	artificial	artificial	ADJ
ajceb-5524	387	8	intelligence	intelligence	NOUN
ajceb-5524	387	9	methods	method	NOUN
ajceb-5524	387	10	for	for	ADP
ajceb-5524	387	11	forecasting	forecast	VERB
ajceb-5524	387	12	monthly	monthly	ADJ
ajceb-5524	387	13	discharge	discharge	NOUN
ajceb-5524	387	14	time	time	NOUN
ajceb-5524	387	15	series	series	NOUN
ajceb-5524	387	16	.	.	PUNCT
ajceb-5524	388	1	journal	journal	PROPN
ajceb-5524	388	2	of	of	ADP
ajceb-5524	388	3	hydrology	hydrology	NOUN
ajceb-5524	388	4	,	,	PUNCT
ajceb-5524	388	5	374(34	374(34	NUM
ajceb-5524	388	6	)	)	PUNCT
ajceb-5524	388	7	,	,	PUNCT
ajceb-5524	388	8	pp	pp	ADP
ajceb-5524	388	9	.	.	PUNCT
ajceb-5524	389	1	294	294	NUM
ajceb-5524	389	2	-	-	SYM
ajceb-5524	389	3	306	306	NUM
ajceb-5524	389	4	.	.	PUNCT
ajceb-5524	390	1	https://doi.org/10.1016/j.jhydrol.2009.06.019	https://doi.org/10.1016/j.jhydrol.2009.06.019	NUM
ajceb-5524	390	2	wing	wing	NOUN
ajceb-5524	390	3	,	,	PUNCT
ajceb-5524	390	4	c.k	c.k	PROPN
ajceb-5524	390	5	.	.	PROPN
ajceb-5524	390	6	,	,	PUNCT
ajceb-5524	390	7	raftery	raftery	PROPN
ajceb-5524	390	8	,	,	PUNCT
ajceb-5524	390	9	j.	j.	PROPN
ajceb-5524	390	10	and	and	CCONJ
ajceb-5524	390	11	walker	walker	PROPN
ajceb-5524	390	12	,	,	PUNCT
ajceb-5524	390	13	a.	a.	PROPN
ajceb-5524	390	14	,	,	PUNCT
ajceb-5524	390	15	1998	1998	NUM
ajceb-5524	390	16	.	.	PUNCT
ajceb-5524	391	1	the	the	DET
ajceb-5524	391	2	baby	baby	NOUN
ajceb-5524	391	3	and	and	CCONJ
ajceb-5524	391	4	the	the	DET
ajceb-5524	391	5	bathwater	bathwater	NOUN
ajceb-5524	391	6	:	:	PUNCT
ajceb-5524	391	7	research	research	NOUN
ajceb-5524	391	8	methods	method	NOUN
ajceb-5524	391	9	in	in	ADP
ajceb-5524	391	10	construction	construction	NOUN
ajceb-5524	391	11	management	management	NOUN
ajceb-5524	391	12	.	.	PUNCT
ajceb-5524	392	1	construction	construction	NOUN
ajceb-5524	392	2	management	management	NOUN
ajceb-5524	392	3	and	and	CCONJ
ajceb-5524	392	4	economics	economic	NOUN
ajceb-5524	392	5	,	,	PUNCT
ajceb-5524	392	6	16(1	16(1	NUM
ajceb-5524	392	7	)	)	PUNCT
ajceb-5524	392	8	,	,	PUNCT
ajceb-5524	392	9	pp	pp	PROPN
ajceb-5524	392	10	.	.	PUNCT
ajceb-5524	393	1	99	99	NUM
ajceb-5524	393	2	-	-	SYM
ajceb-5524	393	3	104	104	NUM
ajceb-5524	393	4	.	.	PUNCT
ajceb-5524	394	1	https://doi	https://doi	PROPN
ajceb-5524	394	2	.	.	PROPN
ajceb-5524	394	3	org/10.1080/014461998372637	org/10.1080/014461998372637	PROPN
ajceb-5524	394	4	wong	wong	PROPN
ajceb-5524	394	5	,	,	PUNCT
ajceb-5524	394	6	j.m.w	j.m.w	PROPN
ajceb-5524	394	7	.	.	PROPN
ajceb-5524	394	8	,	,	PUNCT
ajceb-5524	394	9	chan	chan	PROPN
ajceb-5524	394	10	,	,	PUNCT
ajceb-5524	394	11	a.p.c	a.p.c	PROPN
ajceb-5524	394	12	.	.	PUNCT
ajceb-5524	394	13	and	and	CCONJ
ajceb-5524	394	14	chiang	chiang	PROPN
ajceb-5524	394	15	,	,	PUNCT
ajceb-5524	394	16	y.h	y.h	PROPN
ajceb-5524	394	17	.	.	PROPN
ajceb-5524	394	18	,	,	PUNCT
ajceb-5524	394	19	2011	2011	NUM
ajceb-5524	394	20	.	.	PUNCT
ajceb-5524	395	1	construction	construction	NOUN
ajceb-5524	395	2	manpower	manpower	NOUN
ajceb-5524	395	3	demand	demand	NOUN
ajceb-5524	395	4	forecasting	forecasting	NOUN
ajceb-5524	395	5	:	:	PUNCT
ajceb-5524	395	6	a	a	DET
ajceb-5524	395	7	comparative	comparative	ADJ
ajceb-5524	395	8	study	study	NOUN
ajceb-5524	395	9	of	of	ADP
ajceb-5524	395	10	univariate	univariate	ADJ
ajceb-5524	395	11	time	time	NOUN
ajceb-5524	395	12	series	series	NOUN
ajceb-5524	395	13	,	,	PUNCT
ajceb-5524	395	14	multiple	multiple	ADJ
ajceb-5524	395	15	regression	regression	NOUN
ajceb-5524	395	16	and	and	CCONJ
ajceb-5524	395	17	econometric	econometric	ADJ
ajceb-5524	395	18	modelling	modelling	NOUN
ajceb-5524	395	19	techniques	technique	NOUN
ajceb-5524	395	20	.	.	PUNCT
ajceb-5524	396	1	engineering	engineering	NOUN
ajceb-5524	396	2	,	,	PUNCT
ajceb-5524	396	3	construction	construction	NOUN
ajceb-5524	396	4	and	and	CCONJ
ajceb-5524	396	5	architectural	architectural	ADJ
ajceb-5524	396	6	management	management	NOUN
ajceb-5524	396	7	,	,	PUNCT
ajceb-5524	396	8	18(1	18(1	NUM
ajceb-5524	396	9	)	)	PUNCT
ajceb-5524	396	10	,	,	PUNCT
ajceb-5524	396	11	pp	pp	ADJ
ajceb-5524	396	12	.	.	PUNCT
ajceb-5524	397	1	7	7	NUM
ajceb-5524	397	2	-	-	SYM
ajceb-5524	397	3	29	29	NUM
ajceb-5524	397	4	.	.	PUNCT
ajceb-5524	398	1	https://doi	https://doi	PROPN
ajceb-5524	398	2	.	.	PUNCT
ajceb-5524	398	3	org/10.1108/09699981111098667	org/10.1108/09699981111098667	PROPN
ajceb-5524	398	4	wong	wong	PROPN
ajceb-5524	398	5	,	,	PUNCT
ajceb-5524	398	6	j.m.w	j.m.w	PROPN
ajceb-5524	398	7	.	.	PUNCT
ajceb-5524	398	8	and	and	CCONJ
ajceb-5524	398	9	ng	ng	PROPN
ajceb-5524	398	10	,	,	PUNCT
ajceb-5524	398	11	s.t	s.t	PROPN
ajceb-5524	398	12	.	.	PROPN
ajceb-5524	398	13	,	,	PUNCT
ajceb-5524	398	14	2010	2010	NUM
ajceb-5524	398	15	.	.	PUNCT
ajceb-5524	399	1	forecasting	forecast	VERB
ajceb-5524	399	2	construction	construction	NOUN
ajceb-5524	399	3	tender	tender	NOUN
ajceb-5524	399	4	price	price	NOUN
ajceb-5524	399	5	index	index	NOUN
ajceb-5524	399	6	in	in	ADP
ajceb-5524	399	7	hong	hong	PROPN
ajceb-5524	399	8	kong	kong	PROPN
ajceb-5524	399	9	using	use	VERB
ajceb-5524	399	10	vector	vector	NOUN
ajceb-5524	399	11	error	error	NOUN
ajceb-5524	399	12	correction	correction	NOUN
ajceb-5524	399	13	model	model	NOUN
ajceb-5524	399	14	.	.	PUNCT
ajceb-5524	400	1	construction	construction	NOUN
ajceb-5524	400	2	management	management	NOUN
ajceb-5524	400	3	and	and	CCONJ
ajceb-5524	400	4	economics	economic	NOUN
ajceb-5524	400	5	,	,	PUNCT
ajceb-5524	400	6	28(12	28(12	NUM
ajceb-5524	400	7	)	)	PUNCT
ajceb-5524	400	8	,	,	PUNCT
ajceb-5524	400	9	pp	pp	ADJ
ajceb-5524	400	10	.	.	PUNCT
ajceb-5524	401	1	1255	1255	NUM
ajceb-5524	401	2	-	-	SYM
ajceb-5524	401	3	68	68	NUM
ajceb-5524	401	4	.	.	PUNCT
ajceb-5524	402	1	https://doi	https://doi	PROPN
ajceb-5524	402	2	.	.	PUNCT
ajceb-5524	402	3	org/10.1080/01446193.2010.487536	org/10.1080/01446193.2010.487536	PROPN
ajceb-5524	402	4	yip	yip	PROPN
ajceb-5524	402	5	,	,	PUNCT
ajceb-5524	402	6	h.l	h.l	PROPN
ajceb-5524	402	7	.	.	PROPN
ajceb-5524	402	8	,	,	PUNCT
ajceb-5524	402	9	fan	fan	PROPN
ajceb-5524	402	10	,	,	PUNCT
ajceb-5524	402	11	h.	h.	PROPN
ajceb-5524	402	12	and	and	CCONJ
ajceb-5524	402	13	chiang	chiang	PROPN
ajceb-5524	402	14	,	,	PUNCT
ajceb-5524	402	15	y.h	y.h	PROPN
ajceb-5524	402	16	.	.	PROPN
ajceb-5524	402	17	,	,	PUNCT
ajceb-5524	402	18	2014	2014	NUM
ajceb-5524	402	19	.	.	PUNCT
ajceb-5524	403	1	predicting	predict	VERB
ajceb-5524	403	2	the	the	DET
ajceb-5524	403	3	maintenance	maintenance	NOUN
ajceb-5524	403	4	cost	cost	NOUN
ajceb-5524	403	5	of	of	ADP
ajceb-5524	403	6	construction	construction	NOUN
ajceb-5524	403	7	equipment	equipment	NOUN
ajceb-5524	403	8	:	:	PUNCT
ajceb-5524	403	9	comparison	comparison	NOUN
ajceb-5524	403	10	between	between	ADP
ajceb-5524	403	11	general	general	ADJ
ajceb-5524	403	12	regression	regression	NOUN
ajceb-5524	403	13	neural	neural	ADJ
ajceb-5524	403	14	network	network	NOUN
ajceb-5524	403	15	and	and	CCONJ
ajceb-5524	403	16	box	box	PROPN
ajceb-5524	403	17	–	–	PUNCT
ajceb-5524	403	18	jenkins	jenkins	PROPN
ajceb-5524	403	19	time	time	PROPN
ajceb-5524	403	20	series	series	PROPN
ajceb-5524	403	21	models	model	NOUN
ajceb-5524	403	22	.	.	PUNCT
ajceb-5524	404	1	automation	automation	NOUN
ajceb-5524	404	2	in	in	ADP
ajceb-5524	404	3	construction	construction	NOUN
ajceb-5524	404	4	,	,	PUNCT
ajceb-5524	404	5	38	38	NUM
ajceb-5524	404	6	,	,	PUNCT
ajceb-5524	404	7	pp	pp	ADJ
ajceb-5524	404	8	.	.	PUNCT
ajceb-5524	405	1	30	30	NUM
ajceb-5524	405	2	-	-	SYM
ajceb-5524	405	3	38	38	NUM
ajceb-5524	405	4	.	.	PUNCT
ajceb-5524	406	1	https://doi.org/10.1016/j.autcon.2013.10.024	https://doi.org/10.1016/j.autcon.2013.10.024	PROPN
ajceb-5524	406	2	zheng	zheng	PROPN
ajceb-5524	406	3	,	,	PUNCT
ajceb-5524	406	4	x.	x.	PROPN
ajceb-5524	406	5	,	,	PUNCT
ajceb-5524	406	6	chau	chau	NOUN
ajceb-5524	406	7	,	,	PUNCT
ajceb-5524	406	8	k.w	k.w	PROPN
ajceb-5524	406	9	.	.	PROPN
ajceb-5524	406	10	and	and	CCONJ
ajceb-5524	406	11	hui	hui	PROPN
ajceb-5524	406	12	,	,	PUNCT
ajceb-5524	406	13	e.c.m	e.c.m	ADJ
ajceb-5524	406	14	.	.	PUNCT
ajceb-5524	406	15	,	,	PUNCT
ajceb-5524	406	16	2012	2012	NUM
ajceb-5524	406	17	.	.	PUNCT
ajceb-5524	407	1	the	the	DET
ajceb-5524	407	2	impact	impact	NOUN
ajceb-5524	407	3	of	of	ADP
ajceb-5524	407	4	property	property	NOUN
ajceb-5524	407	5	price	price	NOUN
ajceb-5524	407	6	on	on	ADP
ajceb-5524	407	7	construction	construction	NOUN
ajceb-5524	407	8	output	output	NOUN
ajceb-5524	407	9	.	.	PUNCT
ajceb-5524	408	1	construction	construction	NOUN
ajceb-5524	408	2	management	management	NOUN
ajceb-5524	408	3	and	and	CCONJ
ajceb-5524	408	4	economics	economic	NOUN
ajceb-5524	408	5	,	,	PUNCT
ajceb-5524	408	6	30(12	30(12	NUM
ajceb-5524	408	7	)	)	PUNCT
ajceb-5524	408	8	,	,	PUNCT
ajceb-5524	408	9	pp	pp	ADP
ajceb-5524	408	10	.	.	PUNCT
ajceb-5524	408	11	1025	1025	NUM
ajceb-5524	408	12	-	-	SYM
ajceb-5524	408	13	37	37	NUM
ajceb-5524	408	14	.	.	PUNCT
ajceb-5524	409	1	https://doi.org/10.1080/01446193.2012.714872	https://doi.org/10.1080/01446193.2012.714872	PROPN
ajceb-5524	409	2	oshodi	oshodi	PROPN
ajceb-5524	409	3	,	,	PUNCT
ajceb-5524	409	4	ejohwomu	ejohwomu	NOUN
ajceb-5524	409	5	,	,	PUNCT
ajceb-5524	409	6	famakin	famakin	PROPN
ajceb-5524	409	7	&	&	CCONJ
ajceb-5524	409	8	cortez	cortez	PROPN
ajceb-5524	409	9	construction	construction	NOUN
ajceb-5524	409	10	economics	economic	NOUN
ajceb-5524	409	11	and	and	CCONJ
ajceb-5524	409	12	building	building	NOUN
ajceb-5524	409	13	,	,	PUNCT
ajceb-5524	409	14	vol	vol	NOUN
ajceb-5524	409	15	.	.	PROPN
ajceb-5524	409	16	17	17	NUM
ajceb-5524	409	17	,	,	PUNCT
ajceb-5524	409	18	no	no	INTJ
ajceb-5524	409	19	.	.	NOUN
ajceb-5524	409	20	3	3	NUM
ajceb-5524	409	21	september	september	PROPN
ajceb-5524	409	22	2017123	2017123	NUM
ajceb-5524	409	23	https://doi.org/10.1016/j.jhydrol.2009.06.019	https://doi.org/10.1016/j.jhydrol.2009.06.019	NUM
ajceb-5524	409	24	https://doi.org/10.1080/014461998372637	https://doi.org/10.1080/014461998372637	ADV
ajceb-5524	409	25	https://doi.org/10.1080/014461998372637	https://doi.org/10.1080/014461998372637	ADV
ajceb-5524	410	1	https://doi.org/10.1108/09699981111098667	https://doi.org/10.1108/09699981111098667	ADV
ajceb-5524	410	2	https://doi.org/10.1108/09699981111098667	https://doi.org/10.1108/09699981111098667	ADV
ajceb-5524	410	3	https://doi.org/10.1080/01446193.2010.487536	https://doi.org/10.1080/01446193.2010.487536	VERB
ajceb-5524	411	1	https://doi.org/10.1080/01446193.2010.487536	https://doi.org/10.1080/01446193.2010.487536	NOUN
ajceb-5524	411	2	https://doi.org/10.1016/j.autcon.2013.10.024	https://doi.org/10.1016/j.autcon.2013.10.024	VERB
ajceb-5524	411	3	https://doi.org/10.1080/01446193.2012.714872	https://doi.org/10.1080/01446193.2012.714872	PROPN
ajceb-5524	411	4	firm	firm	NOUN
ajceb-5524	411	5	_	_	PUNCT
ajceb-5524	411	6	enref_1	enref_1	ADV