id	sid	tid	token	lemma	pos
ajceb-3363	1	1	artificial	artificial	ADJ
ajceb-3363	1	2	neural	neural	ADJ
ajceb-3363	1	3	networks	network	NOUN
ajceb-3363	1	4	incorporating	incorporate	VERB
ajceb-3363	1	5	cost	cost	VERB
ajceb-3363	1	6	significant	significant	ADJ
ajceb-3363	1	7	items	item	NOUN
ajceb-3363	1	8	towards	towards	ADP
ajceb-3363	1	9	enhancing	enhance	VERB
ajceb-3363	1	10	estimation	estimation	NOUN
ajceb-3363	1	11	for	for	ADP
ajceb-3363	1	12	(	(	PUNCT
ajceb-3363	1	13	life	life	NOUN
ajceb-3363	1	14	-	-	PUNCT
ajceb-3363	1	15	cycle	cycle	NOUN
ajceb-3363	1	16	)	)	PUNCT
ajceb-3363	1	17	costing	costing	NOUN
ajceb-3363	1	18	of	of	ADP
ajceb-3363	1	19	construction	construction	NOUN
ajceb-3363	1	20	projects	project	NOUN
ajceb-3363	1	21	ayedh	ayedh	NOUN
ajceb-3363	1	22	alqahtani	alqahtani	PROPN
ajceb-3363	1	23	and	and	CCONJ
ajceb-3363	1	24	andrew	andrew	PROPN
ajceb-3363	1	25	whyte	whyte	PROPN
ajceb-3363	1	26	,	,	PUNCT
ajceb-3363	1	27	(	(	PUNCT
ajceb-3363	1	28	curtin	curtin	PROPN
ajceb-3363	1	29	university	university	PROPN
ajceb-3363	1	30	,	,	PUNCT
ajceb-3363	1	31	australia	australia	PROPN
ajceb-3363	1	32	)	)	PUNCT
ajceb-3363	1	33	abstract	abstract	ADJ
ajceb-3363	1	34	industrial	industrial	ADJ
ajceb-3363	1	35	application	application	NOUN
ajceb-3363	1	36	of	of	ADP
ajceb-3363	1	37	life	life	NOUN
ajceb-3363	1	38	-	-	PUNCT
ajceb-3363	1	39	cycle	cycle	NOUN
ajceb-3363	1	40	cost	cost	NOUN
ajceb-3363	1	41	analysis	analysis	NOUN
ajceb-3363	1	42	(	(	PUNCT
ajceb-3363	1	43	lcca	lcca	ADJ
ajceb-3363	1	44	)	)	PUNCT
ajceb-3363	1	45	is	be	AUX
ajceb-3363	1	46	somewhat	somewhat	ADV
ajceb-3363	1	47	limited	limited	ADJ
ajceb-3363	1	48	,	,	PUNCT
ajceb-3363	1	49	with	with	ADP
ajceb-3363	1	50	techniques	technique	NOUN
ajceb-3363	1	51	deemed	deem	VERB
ajceb-3363	1	52	overly	overly	ADV
ajceb-3363	1	53	theoretical	theoretical	ADJ
ajceb-3363	1	54	,	,	PUNCT
ajceb-3363	1	55	resulting	result	VERB
ajceb-3363	1	56	in	in	ADP
ajceb-3363	1	57	a	a	DET
ajceb-3363	1	58	reluctance	reluctance	NOUN
ajceb-3363	1	59	to	to	PART
ajceb-3363	1	60	realise	realise	VERB
ajceb-3363	1	61	(	(	PUNCT
ajceb-3363	1	62	and	and	CCONJ
ajceb-3363	1	63	pass	pass	VERB
ajceb-3363	1	64	onto	onto	ADP
ajceb-3363	1	65	the	the	DET
ajceb-3363	1	66	client	client	NOUN
ajceb-3363	1	67	)	)	PUNCT
ajceb-3363	1	68	the	the	DET
ajceb-3363	1	69	advantages	advantage	NOUN
ajceb-3363	1	70	to	to	PART
ajceb-3363	1	71	be	be	AUX
ajceb-3363	1	72	gained	gain	VERB
ajceb-3363	1	73	from	from	ADP
ajceb-3363	1	74	objective	objective	ADJ
ajceb-3363	1	75	lcca	lcca	ADJ
ajceb-3363	1	76	comparison	comparison	NOUN
ajceb-3363	1	77	of	of	ADP
ajceb-3363	1	78	(	(	PUNCT
ajceb-3363	1	79	sub)component	sub)component	PROPN
ajceb-3363	1	80	material	material	NOUN
ajceb-3363	1	81	specifications	specification	NOUN
ajceb-3363	1	82	.	.	PUNCT
ajceb-3363	2	1	to	to	PART
ajceb-3363	2	2	address	address	VERB
ajceb-3363	2	3	the	the	DET
ajceb-3363	2	4	need	need	NOUN
ajceb-3363	2	5	for	for	SCONJ
ajceb-3363	2	6	a	a	DET
ajceb-3363	2	7	user	user	NOUN
ajceb-3363	2	8	-	-	PUNCT
ajceb-3363	2	9	friendly	friendly	ADJ
ajceb-3363	2	10	structured	structured	ADJ
ajceb-3363	2	11	approach	approach	NOUN
ajceb-3363	2	12	to	to	AUX
ajceb-3363	2	13	facilitate	facilitate	VERB
ajceb-3363	2	14	complex	complex	ADJ
ajceb-3363	2	15	processing	processing	NOUN
ajceb-3363	2	16	,	,	PUNCT
ajceb-3363	2	17	the	the	DET
ajceb-3363	2	18	work	work	NOUN
ajceb-3363	2	19	described	describe	VERB
ajceb-3363	2	20	here	here	ADV
ajceb-3363	2	21	develops	develop	VERB
ajceb-3363	2	22	a	a	DET
ajceb-3363	2	23	new	new	ADJ
ajceb-3363	2	24	,	,	PUNCT
ajceb-3363	2	25	accessible	accessible	ADJ
ajceb-3363	2	26	framework	framework	NOUN
ajceb-3363	2	27	for	for	ADP
ajceb-3363	2	28	lcca	lcca	NOUN
ajceb-3363	2	29	of	of	ADP
ajceb-3363	2	30	construction	construction	NOUN
ajceb-3363	2	31	projects	project	NOUN
ajceb-3363	2	32	;	;	PUNCT
ajceb-3363	2	33	it	it	PRON
ajceb-3363	2	34	acknowledges	acknowledge	VERB
ajceb-3363	2	35	artificial	artificial	ADJ
ajceb-3363	2	36	neural	neural	ADJ
ajceb-3363	2	37	networks	network	NOUN
ajceb-3363	2	38	(	(	PUNCT
ajceb-3363	2	39	anns	anns	PROPN
ajceb-3363	2	40	)	)	PUNCT
ajceb-3363	2	41	to	to	PART
ajceb-3363	2	42	compute	compute	VERB
ajceb-3363	2	43	the	the	DET
ajceb-3363	2	44	wholecost(s	wholecost(s	PROPN
ajceb-3363	2	45	)	)	PUNCT
ajceb-3363	2	46	of	of	ADP
ajceb-3363	2	47	construction	construction	NOUN
ajceb-3363	2	48	and	and	CCONJ
ajceb-3363	2	49	uses	use	VERB
ajceb-3363	2	50	the	the	DET
ajceb-3363	2	51	concept	concept	NOUN
ajceb-3363	2	52	of	of	ADP
ajceb-3363	2	53	cost	cost	NOUN
ajceb-3363	2	54	significant	significant	ADJ
ajceb-3363	2	55	items	item	NOUN
ajceb-3363	2	56	(	(	PUNCT
ajceb-3363	2	57	csi	csi	PROPN
ajceb-3363	2	58	)	)	PUNCT
ajceb-3363	2	59	to	to	PART
ajceb-3363	2	60	identify	identify	VERB
ajceb-3363	2	61	the	the	DET
ajceb-3363	2	62	main	main	ADJ
ajceb-3363	2	63	cost	cost	NOUN
ajceb-3363	2	64	factors	factor	NOUN
ajceb-3363	2	65	affecting	affect	VERB
ajceb-3363	2	66	the	the	DET
ajceb-3363	2	67	accuracy	accuracy	NOUN
ajceb-3363	2	68	of	of	ADP
ajceb-3363	2	69	estimation	estimation	NOUN
ajceb-3363	2	70	.	.	PUNCT
ajceb-3363	3	1	ann	ann	PROPN
ajceb-3363	3	2	is	be	AUX
ajceb-3363	3	3	a	a	DET
ajceb-3363	3	4	powerful	powerful	ADJ
ajceb-3363	3	5	means	mean	NOUN
ajceb-3363	3	6	to	to	PART
ajceb-3363	3	7	handle	handle	VERB
ajceb-3363	3	8	non	non	ADJ
ajceb-3363	3	9	-	-	ADJ
ajceb-3363	3	10	linear	linear	ADJ
ajceb-3363	3	11	problems	problem	NOUN
ajceb-3363	3	12	and	and	CCONJ
ajceb-3363	3	13	subsequently	subsequently	ADV
ajceb-3363	3	14	map	map	VERB
ajceb-3363	3	15	relationships	relationship	NOUN
ajceb-3363	3	16	between	between	ADP
ajceb-3363	3	17	complex	complex	ADJ
ajceb-3363	3	18	input	input	NOUN
ajceb-3363	3	19	/	/	SYM
ajceb-3363	3	20	output	output	NOUN
ajceb-3363	3	21	data	datum	NOUN
ajceb-3363	3	22	and	and	CCONJ
ajceb-3363	3	23	address	address	NOUN
ajceb-3363	3	24	uncertainties	uncertainty	NOUN
ajceb-3363	3	25	.	.	PUNCT
ajceb-3363	4	1	a	a	DET
ajceb-3363	4	2	case	case	NOUN
ajceb-3363	4	3	study	study	NOUN
ajceb-3363	4	4	documenting	document	VERB
ajceb-3363	4	5	20	20	NUM
ajceb-3363	4	6	building	building	NOUN
ajceb-3363	4	7	projects	project	NOUN
ajceb-3363	4	8	was	be	AUX
ajceb-3363	4	9	used	use	VERB
ajceb-3363	4	10	to	to	PART
ajceb-3363	4	11	test	test	VERB
ajceb-3363	4	12	the	the	DET
ajceb-3363	4	13	framework	framework	NOUN
ajceb-3363	4	14	and	and	CCONJ
ajceb-3363	4	15	estimate	estimate	VERB
ajceb-3363	4	16	total	total	ADJ
ajceb-3363	4	17	running	running	NOUN
ajceb-3363	4	18	costs	cost	NOUN
ajceb-3363	4	19	accurately	accurately	ADV
ajceb-3363	4	20	.	.	PUNCT
ajceb-3363	5	1	two	two	NUM
ajceb-3363	5	2	methods	method	NOUN
ajceb-3363	5	3	were	be	AUX
ajceb-3363	5	4	used	use	VERB
ajceb-3363	5	5	to	to	PART
ajceb-3363	5	6	develop	develop	VERB
ajceb-3363	5	7	a	a	DET
ajceb-3363	5	8	neural	neural	ADJ
ajceb-3363	5	9	network	network	NOUN
ajceb-3363	5	10	model	model	NOUN
ajceb-3363	5	11	;	;	PUNCT
ajceb-3363	5	12	firstly	firstly	ADV
ajceb-3363	5	13	a	a	DET
ajceb-3363	5	14	back	back	ADJ
ajceb-3363	5	15	-	-	PUNCT
ajceb-3363	5	16	propagation	propagation	NOUN
ajceb-3363	5	17	method	method	NOUN
ajceb-3363	5	18	using	use	VERB
ajceb-3363	5	19	matlab	matlab	PROPN
ajceb-3363	5	20	software	software	NOUN
ajceb-3363	5	21	;	;	PUNCT
ajceb-3363	5	22	and	and	CCONJ
ajceb-3363	5	23	secondly	secondly	ADV
ajceb-3363	5	24	,	,	PUNCT
ajceb-3363	5	25	spread	spread	ADJ
ajceb-3363	5	26	-	-	PUNCT
ajceb-3363	5	27	sheet	sheet	NOUN
ajceb-3363	5	28	optimisation	optimisation	NOUN
ajceb-3363	5	29	using	use	VERB
ajceb-3363	5	30	microsoft	microsoft	PROPN
ajceb-3363	5	31	excel	excel	PROPN
ajceb-3363	5	32	solver	solver	ADV
ajceb-3363	5	33	.	.	PUNCT
ajceb-3363	6	1	the	the	DET
ajceb-3363	6	2	best	good	ADJ
ajceb-3363	6	3	network	network	NOUN
ajceb-3363	6	4	used	use	VERB
ajceb-3363	6	5	19	19	NUM
ajceb-3363	6	6	hidden	hide	VERB
ajceb-3363	6	7	nodes	node	NOUN
ajceb-3363	6	8	,	,	PUNCT
ajceb-3363	6	9	with	with	ADP
ajceb-3363	6	10	the	the	DET
ajceb-3363	6	11	tangent	tangent	NOUN
ajceb-3363	6	12	sigmoid	sigmoid	NOUN
ajceb-3363	6	13	used	use	VERB
ajceb-3363	6	14	as	as	ADP
ajceb-3363	6	15	a	a	DET
ajceb-3363	6	16	transfer	transfer	NOUN
ajceb-3363	6	17	function	function	NOUN
ajceb-3363	6	18	for	for	ADP
ajceb-3363	6	19	both	both	DET
ajceb-3363	6	20	methods	method	NOUN
ajceb-3363	6	21	.	.	PUNCT
ajceb-3363	7	1	the	the	DET
ajceb-3363	7	2	results	result	NOUN
ajceb-3363	7	3	is	be	AUX
ajceb-3363	7	4	that	that	SCONJ
ajceb-3363	7	5	in	in	ADP
ajceb-3363	7	6	both	both	DET
ajceb-3363	7	7	models	model	NOUN
ajceb-3363	7	8	,	,	PUNCT
ajceb-3363	7	9	the	the	DET
ajceb-3363	7	10	accuracy	accuracy	NOUN
ajceb-3363	7	11	of	of	ADP
ajceb-3363	7	12	the	the	DET
ajceb-3363	7	13	developed	develop	VERB
ajceb-3363	7	14	nn	nn	PROPN
ajceb-3363	7	15	model	model	NOUN
ajceb-3363	7	16	is	be	AUX
ajceb-3363	7	17	1	1	NUM
ajceb-3363	7	18	%	%	NOUN
ajceb-3363	7	19	(	(	PUNCT
ajceb-3363	7	20	via	via	ADP
ajceb-3363	7	21	excel	excel	NOUN
ajceb-3363	7	22	-	-	PUNCT
ajceb-3363	7	23	solver	solver	NOUN
ajceb-3363	7	24	)	)	PUNCT
ajceb-3363	7	25	and	and	CCONJ
ajceb-3363	7	26	2	2	NUM
ajceb-3363	7	27	%	%	NOUN
ajceb-3363	7	28	(	(	PUNCT
ajceb-3363	7	29	via	via	ADP
ajceb-3363	7	30	back	back	ADJ
ajceb-3363	7	31	-	-	PUNCT
ajceb-3363	7	32	propagation	propagation	NOUN
ajceb-3363	7	33	)	)	PUNCT
ajceb-3363	7	34	respectively	respectively	ADV
ajceb-3363	7	35	.	.	PUNCT
ajceb-3363	8	1	keywords	keyword	NOUN
ajceb-3363	8	2	:	:	PUNCT
ajceb-3363	8	3	life	life	NOUN
ajceb-3363	8	4	cycle	cycle	NOUN
ajceb-3363	8	5	cost	cost	NOUN
ajceb-3363	8	6	analysis	analysis	NOUN
ajceb-3363	8	7	(	(	PUNCT
ajceb-3363	8	8	lcca	lcca	ADJ
ajceb-3363	8	9	)	)	PUNCT
ajceb-3363	8	10	,	,	PUNCT
ajceb-3363	8	11	artificial	artificial	ADJ
ajceb-3363	8	12	neural	neural	ADJ
ajceb-3363	8	13	networks	network	NOUN
ajceb-3363	8	14	(	(	PUNCT
ajceb-3363	8	15	anns	anns	PROPN
ajceb-3363	8	16	)	)	PUNCT
ajceb-3363	8	17	,	,	PUNCT
ajceb-3363	8	18	cost	cost	VERB
ajceb-3363	8	19	significant	significant	ADJ
ajceb-3363	8	20	items	item	NOUN
ajceb-3363	8	21	(	(	PUNCT
ajceb-3363	8	22	csis	csis	NOUN
ajceb-3363	8	23	)	)	PUNCT
ajceb-3363	8	24	,	,	PUNCT
ajceb-3363	8	25	back	back	ADJ
ajceb-3363	8	26	-	-	PUNCT
ajceb-3363	8	27	propagation	propagation	NOUN
ajceb-3363	8	28	,	,	PUNCT
ajceb-3363	8	29	excel	excel	VERB
ajceb-3363	8	30	solver	solver	NOUN
ajceb-3363	8	31	introduction	introduction	NOUN
ajceb-3363	8	32	stakeholders	stakeholder	NOUN
ajceb-3363	8	33	of	of	ADP
ajceb-3363	8	34	built	build	VERB
ajceb-3363	8	35	assets	asset	NOUN
ajceb-3363	8	36	are	be	AUX
ajceb-3363	8	37	increasingly	increasingly	ADV
ajceb-3363	8	38	required	require	VERB
ajceb-3363	8	39	to	to	PART
ajceb-3363	8	40	extend	extend	VERB
ajceb-3363	8	41	estimation	estimation	NOUN
ajceb-3363	8	42	beyond	beyond	ADP
ajceb-3363	8	43	the	the	DET
ajceb-3363	8	44	initial	initial	ADJ
ajceb-3363	8	45	capital	capital	NOUN
ajceb-3363	8	46	-	-	PUNCT
ajceb-3363	8	47	cost	cost	NOUN
ajceb-3363	8	48	.	.	PUNCT
ajceb-3363	9	1	this	this	PRON
ajceb-3363	9	2	includes	include	VERB
ajceb-3363	9	3	all	all	DET
ajceb-3363	9	4	stages	stage	NOUN
ajceb-3363	9	5	of	of	ADP
ajceb-3363	9	6	an	an	DET
ajceb-3363	9	7	asset	asset	NOUN
ajceb-3363	9	8	’s	’s	PART
ajceb-3363	9	9	life	life	NOUN
ajceb-3363	9	10	-	-	PUNCT
ajceb-3363	9	11	cycle	cycle	NOUN
ajceb-3363	9	12	,	,	PUNCT
ajceb-3363	9	13	through	through	ADP
ajceb-3363	9	14	incorporation	incorporation	NOUN
ajceb-3363	9	15	of	of	ADP
ajceb-3363	9	16	approaches	approach	NOUN
ajceb-3363	9	17	such	such	ADJ
ajceb-3363	9	18	as	as	ADP
ajceb-3363	9	19	benefit	benefit	NOUN
ajceb-3363	9	20	-	-	PUNCT
ajceb-3363	9	21	to	to	ADP
ajceb-3363	9	22	-	-	PUNCT
ajceb-3363	9	23	cost	cost	NOUN
ajceb-3363	9	24	ratio	ratio	NOUN
ajceb-3363	9	25	,	,	PUNCT
ajceb-3363	9	26	internal	internal	ADJ
ajceb-3363	9	27	rate	rate	NOUN
ajceb-3363	9	28	of	of	ADP
ajceb-3363	9	29	return	return	NOUN
ajceb-3363	9	30	and	and	CCONJ
ajceb-3363	9	31	life	life	NOUN
ajceb-3363	9	32	cycle	cycle	NOUN
ajceb-3363	9	33	cost	cost	NOUN
ajceb-3363	9	34	analysis	analysis	NOUN
ajceb-3363	9	35	(	(	PUNCT
ajceb-3363	9	36	lcca	lcca	PROPN
ajceb-3363	9	37	)	)	PUNCT
ajceb-3363	9	38	to	to	PART
ajceb-3363	9	39	evaluate	evaluate	VERB
ajceb-3363	9	40	the	the	DET
ajceb-3363	9	41	total	total	ADJ
ajceb-3363	9	42	life	life	NOUN
ajceb-3363	9	43	cost	cost	NOUN
ajceb-3363	9	44	of	of	ADP
ajceb-3363	9	45	construction	construction	NOUN
ajceb-3363	9	46	(	(	PUNCT
ajceb-3363	9	47	anurag	anurag	PROPN
ajceb-3363	9	48	shankar	shankar	PROPN
ajceb-3363	9	49	et	et	PROPN
ajceb-3363	9	50	al	al	PROPN
ajceb-3363	9	51	.	.	PROPN
ajceb-3363	9	52	2010	2010	NUM
ajceb-3363	9	53	)	)	PUNCT
ajceb-3363	9	54	.	.	PUNCT
ajceb-3363	10	1	lcca	lcca	PROPN
ajceb-3363	10	2	compares	compare	VERB
ajceb-3363	10	3	different	different	ADJ
ajceb-3363	10	4	design	design	NOUN
ajceb-3363	10	5	(	(	PUNCT
ajceb-3363	10	6	sub)elements	sub)element	NOUN
ajceb-3363	10	7	,	,	PUNCT
ajceb-3363	10	8	specifications	specification	NOUN
ajceb-3363	10	9	and	and	CCONJ
ajceb-3363	10	10	materials	material	NOUN
ajceb-3363	10	11	on	on	ADP
ajceb-3363	10	12	the	the	DET
ajceb-3363	10	13	basis	basis	NOUN
ajceb-3363	10	14	of	of	ADP
ajceb-3363	10	15	their	their	PRON
ajceb-3363	10	16	whole	whole	ADJ
ajceb-3363	10	17	-	-	PUNCT
ajceb-3363	10	18	life	life	NOUN
ajceb-3363	10	19	installation	installation	NOUN
ajceb-3363	10	20	,	,	PUNCT
ajceb-3363	10	21	operation	operation	NOUN
ajceb-3363	10	22	,	,	PUNCT
ajceb-3363	10	23	maintenance	maintenance	NOUN
ajceb-3363	10	24	and	and	CCONJ
ajceb-3363	10	25	residual	residual	ADJ
ajceb-3363	10	26	(	(	PUNCT
ajceb-3363	10	27	decommissioning	decommissioning	NOUN
ajceb-3363	10	28	)	)	PUNCT
ajceb-3363	10	29	costs	cost	NOUN
ajceb-3363	10	30	.	.	PUNCT
ajceb-3363	11	1	lcc	lcc	PROPN
ajceb-3363	11	2	analysis	analysis	NOUN
ajceb-3363	11	3	assesses	assesse	NOUN
ajceb-3363	11	4	all	all	DET
ajceb-3363	11	5	cost	cost	NOUN
ajceb-3363	11	6	components	component	NOUN
ajceb-3363	11	7	,	,	PUNCT
ajceb-3363	11	8	converting	convert	VERB
ajceb-3363	11	9	them	they	PRON
ajceb-3363	11	10	into	into	ADP
ajceb-3363	11	11	a	a	DET
ajceb-3363	11	12	cost	cost	NOUN
ajceb-3363	11	13	at	at	ADP
ajceb-3363	11	14	a	a	DET
ajceb-3363	11	15	specific	specific	ADJ
ajceb-3363	11	16	point	point	NOUN
ajceb-3363	11	17	in	in	ADP
ajceb-3363	11	18	time	time	NOUN
ajceb-3363	11	19	,	,	PUNCT
ajceb-3363	11	20	namely	namely	ADV
ajceb-3363	11	21	the	the	DET
ajceb-3363	11	22	present	present	NOUN
ajceb-3363	11	23	(	(	PUNCT
ajceb-3363	11	24	olubodun	olubodun	VERB
ajceb-3363	11	25	et	et	PROPN
ajceb-3363	11	26	al	al	PROPN
ajceb-3363	11	27	.	.	PROPN
ajceb-3363	11	28	2010	2010	NUM
ajceb-3363	11	29	)	)	PUNCT
ajceb-3363	11	30	.	.	PUNCT
ajceb-3363	12	1	client	client	PROPN
ajceb-3363	12	2	’s	’s	PART
ajceb-3363	12	3	increasingly	increasingly	ADV
ajceb-3363	12	4	require	require	VERB
ajceb-3363	12	5	such	such	ADJ
ajceb-3363	12	6	whole	whole	ADJ
ajceb-3363	12	7	-	-	PUNCT
ajceb-3363	12	8	costs	cost	NOUN
ajceb-3363	12	9	for	for	ADP
ajceb-3363	12	10	proposals	proposal	NOUN
ajceb-3363	12	11	.	.	PUNCT
ajceb-3363	13	1	a	a	DET
ajceb-3363	13	2	key	key	ADJ
ajceb-3363	13	3	justification	justification	NOUN
ajceb-3363	13	4	of	of	ADP
ajceb-3363	13	5	lcca	lcca	ADJ
ajceb-3363	13	6	use	use	NOUN
ajceb-3363	13	7	is	be	AUX
ajceb-3363	13	8	the	the	DET
ajceb-3363	13	9	ability	ability	NOUN
ajceb-3363	13	10	to	to	PART
ajceb-3363	13	11	reduce	reduce	VERB
ajceb-3363	13	12	operation	operation	NOUN
ajceb-3363	13	13	costs	cost	NOUN
ajceb-3363	13	14	even	even	ADV
ajceb-3363	13	15	if	if	SCONJ
ajceb-3363	13	16	that	that	PRON
ajceb-3363	13	17	requires	require	VERB
ajceb-3363	13	18	spending	spend	VERB
ajceb-3363	13	19	more	more	ADV
ajceb-3363	13	20	during	during	ADP
ajceb-3363	13	21	early	early	ADJ
ajceb-3363	13	22	(	(	PUNCT
ajceb-3363	13	23	construction	construction	NOUN
ajceb-3363	13	24	)	)	PUNCT
ajceb-3363	13	25	stages	stage	NOUN
ajceb-3363	13	26	;	;	PUNCT
ajceb-3363	13	27	expensive	expensive	ADJ
ajceb-3363	13	28	updating	updating	NOUN
ajceb-3363	13	29	/	/	SYM
ajceb-3363	13	30	retrofitting	retrofitting	NOUN
ajceb-3363	13	31	of	of	ADP
ajceb-3363	13	32	older	old	ADJ
ajceb-3363	13	33	buildings	building	NOUN
ajceb-3363	13	34	is	be	AUX
ajceb-3363	13	35	a	a	DET
ajceb-3363	13	36	significant	significant	ADJ
ajceb-3363	13	37	factor	factor	NOUN
ajceb-3363	13	38	encouraging	encourage	VERB
ajceb-3363	13	39	lcca	lcca	ADJ
ajceb-3363	13	40	uptake	uptake	NOUN
ajceb-3363	13	41	at	at	ADP
ajceb-3363	13	42	the	the	DET
ajceb-3363	13	43	design	design	NOUN
ajceb-3363	13	44	development	development	NOUN
ajceb-3363	13	45	stage	stage	NOUN
ajceb-3363	13	46	.	.	PUNCT
ajceb-3363	14	1	however	however	ADV
ajceb-3363	14	2	,	,	PUNCT
ajceb-3363	14	3	sterner	stern	ADJ
ajceb-3363	14	4	(	(	PUNCT
ajceb-3363	14	5	2000	2000	NUM
ajceb-3363	14	6	)	)	PUNCT
ajceb-3363	14	7	argues	argue	VERB
ajceb-3363	14	8	that	that	SCONJ
ajceb-3363	14	9	lcc	lcc	PROPN
ajceb-3363	14	10	influence	influence	NOUN
ajceb-3363	14	11	is	be	AUX
ajceb-3363	14	12	diminished	diminish	VERB
ajceb-3363	14	13	by	by	ADP
ajceb-3363	14	14	it	it	PRON
ajceb-3363	14	15	’s	’s	AUX
ajceb-3363	14	16	perceived	perceive	VERB
ajceb-3363	14	17	‘	'	PUNCT
ajceb-3363	14	18	uncertainty	uncertainty	NOUN
ajceb-3363	14	19	’	'	PUNCT
ajceb-3363	14	20	;	;	PUNCT
ajceb-3363	14	21	misunderstanding	misunderstanding	NOUN
ajceb-3363	14	22	of	of	ADP
ajceb-3363	14	23	the	the	DET
ajceb-3363	14	24	somewhat	somewhat	ADV
ajceb-3363	14	25	complex	complex	ADJ
ajceb-3363	14	26	process	process	NOUN
ajceb-3363	14	27	alongside	alongside	ADP
ajceb-3363	14	28	an	an	DET
ajceb-3363	14	29	absence	absence	NOUN
ajceb-3363	14	30	of	of	ADP
ajceb-3363	14	31	standardisation	standardisation	NOUN
ajceb-3363	14	32	.	.	PUNCT
ajceb-3363	15	1	there	there	PRON
ajceb-3363	15	2	is	be	VERB
ajceb-3363	15	3	also	also	ADV
ajceb-3363	15	4	a	a	DET
ajceb-3363	15	5	need	need	NOUN
ajceb-3363	15	6	to	to	PART
ajceb-3363	15	7	acknowledge	acknowledge	VERB
ajceb-3363	15	8	that	that	SCONJ
ajceb-3363	15	9	market	market	NOUN
ajceb-3363	15	10	-	-	PUNCT
ajceb-3363	15	11	trends	trend	NOUN
ajceb-3363	15	12	limit	limit	VERB
ajceb-3363	15	13	the	the	DET
ajceb-3363	15	14	implementation	implementation	NOUN
ajceb-3363	15	15	of	of	ADP
ajceb-3363	15	16	lcc	lcc	PROPN
ajceb-3363	15	17	concepts	concept	NOUN
ajceb-3363	15	18	in	in	ADP
ajceb-3363	15	19	industry	industry	NOUN
ajceb-3363	15	20	(	(	PUNCT
ajceb-3363	15	21	olubodun	olubodun	PROPN
ajceb-3363	15	22	et	et	PROPN
ajceb-3363	15	23	al	al	PROPN
ajceb-3363	15	24	.	.	PROPN
ajceb-3363	15	25	2010	2010	NUM
ajceb-3363	15	26	,	,	PUNCT
ajceb-3363	15	27	sterner	stern	ADJ
ajceb-3363	15	28	2000	2000	NUM
ajceb-3363	15	29	)	)	PUNCT
ajceb-3363	15	30	,	,	PUNCT
ajceb-3363	15	31	where	where	SCONJ
ajceb-3363	15	32	calculations	calculation	NOUN
ajceb-3363	15	33	must	must	AUX
ajceb-3363	15	34	consider	consider	VERB
ajceb-3363	15	35	the	the	DET
ajceb-3363	15	36	time	time	NOUN
ajceb-3363	15	37	-	-	PUNCT
ajceb-3363	15	38	value	value	NOUN
ajceb-3363	15	39	of	of	ADP
ajceb-3363	15	40	money	money	NOUN
ajceb-3363	15	41	,	,	PUNCT
ajceb-3363	15	42	as	as	ADP
ajceb-3363	15	43	all	all	DET
ajceb-3363	15	44	future	future	ADJ
ajceb-3363	15	45	costs	cost	NOUN
ajceb-3363	15	46	requiring	require	VERB
ajceb-3363	15	47	discounting	discount	VERB
ajceb-3363	15	48	to	to	ADP
ajceb-3363	15	49	present	present	ADJ
ajceb-3363	15	50	-	-	PUNCT
ajceb-3363	15	51	values	value	NOUN
ajceb-3363	15	52	taking	take	VERB
ajceb-3363	15	53	inflation	inflation	NOUN
ajceb-3363	15	54	into	into	ADP
ajceb-3363	15	55	account	account	NOUN
ajceb-3363	15	56	(	(	PUNCT
ajceb-3363	15	57	fabrycky	fabrycky	NOUN
ajceb-3363	15	58	and	and	CCONJ
ajceb-3363	15	59	blanchard	blanchard	PROPN
ajceb-3363	15	60	1991	1991	NUM
ajceb-3363	15	61	,	,	PUNCT
ajceb-3363	15	62	woodward	woodward	NOUN
ajceb-3363	15	63	1997	1997	NUM
ajceb-3363	15	64	)	)	PUNCT
ajceb-3363	15	65	.	.	PUNCT
ajceb-3363	16	1	estimates	estimate	NOUN
ajceb-3363	16	2	of	of	ADP
ajceb-3363	16	3	inflation	inflation	NOUN
ajceb-3363	16	4	and	and	CCONJ
ajceb-3363	16	5	a	a	DET
ajceb-3363	16	6	australasian	australasian	ADJ
ajceb-3363	16	7	journal	journal	NOUN
ajceb-3363	16	8	of	of	ADP
ajceb-3363	16	9	construction	construction	NOUN
ajceb-3363	16	10	economics	economic	NOUN
ajceb-3363	16	11	and	and	CCONJ
ajceb-3363	16	12	building	building	NOUN
ajceb-3363	16	13	alqahtani	alqahtani	PROPN
ajceb-3363	16	14	,	,	PUNCT
ajceb-3363	16	15	a	a	PRON
ajceb-3363	16	16	and	and	CCONJ
ajceb-3363	16	17	whyte	whyte	NOUN
ajceb-3363	16	18	,	,	PUNCT
ajceb-3363	16	19	a	a	DET
ajceb-3363	16	20	(	(	PUNCT
ajceb-3363	16	21	2013	2013	NUM
ajceb-3363	16	22	)	)	PUNCT
ajceb-3363	16	23	‘	'	PUNCT
ajceb-3363	16	24	artificial	artificial	ADJ
ajceb-3363	16	25	neural	neural	ADJ
ajceb-3363	16	26	networks	network	NOUN
ajceb-3363	16	27	incorporating	incorporate	VERB
ajceb-3363	17	1	cost	cost	VERB
ajceb-3363	17	2	significant	significant	ADJ
ajceb-3363	17	3	items	item	NOUN
ajceb-3363	17	4	towards	towards	ADP
ajceb-3363	17	5	enhancing	enhance	VERB
ajceb-3363	17	6	estimation	estimation	NOUN
ajceb-3363	17	7	for	for	ADP
ajceb-3363	17	8	(	(	PUNCT
ajceb-3363	17	9	life	life	NOUN
ajceb-3363	17	10	-	-	PUNCT
ajceb-3363	17	11	cycle	cycle	NOUN
ajceb-3363	17	12	)	)	PUNCT
ajceb-3363	17	13	costing	costing	NOUN
ajceb-3363	17	14	of	of	ADP
ajceb-3363	17	15	construction	construction	NOUN
ajceb-3363	17	16	projects	project	NOUN
ajceb-3363	17	17	’	'	PUNCT
ajceb-3363	17	18	,	,	PUNCT
ajceb-3363	17	19	australasian	australasian	ADJ
ajceb-3363	17	20	journal	journal	NOUN
ajceb-3363	17	21	of	of	ADP
ajceb-3363	17	22	construction	construction	NOUN
ajceb-3363	17	23	economics	economic	NOUN
ajceb-3363	17	24	and	and	CCONJ
ajceb-3363	17	25	building	building	NOUN
ajceb-3363	17	26	,	,	PUNCT
ajceb-3363	17	27	13	13	NUM
ajceb-3363	17	28	(	(	PUNCT
ajceb-3363	17	29	3	3	NUM
ajceb-3363	17	30	)	)	PUNCT
ajceb-3363	17	31	51	51	NUM
ajceb-3363	17	32	-	-	SYM
ajceb-3363	17	33	64	64	NUM
ajceb-3363	17	34	52	52	NUM
ajceb-3363	17	35	‘	'	PUNCT
ajceb-3363	17	36	correct	correct	ADJ
ajceb-3363	17	37	’	'	PUNCT
ajceb-3363	17	38	discount	discount	NOUN
ajceb-3363	17	39	rate	rate	NOUN
ajceb-3363	17	40	measuring	measure	VERB
ajceb-3363	17	41	the	the	DET
ajceb-3363	17	42	time	time	NOUN
ajceb-3363	17	43	-	-	PUNCT
ajceb-3363	17	44	value	value	NOUN
ajceb-3363	17	45	-	-	PUNCT
ajceb-3363	17	46	of	of	ADP
ajceb-3363	17	47	-	-	PUNCT
ajceb-3363	17	48	money	money	NOUN
ajceb-3363	17	49	so	so	SCONJ
ajceb-3363	17	50	that	that	SCONJ
ajceb-3363	17	51	design	design	NOUN
ajceb-3363	17	52	alternatives	alternative	NOUN
ajceb-3363	17	53	for	for	ADP
ajceb-3363	17	54	a	a	DET
ajceb-3363	17	55	project	project	NOUN
ajceb-3363	17	56	,	,	PUNCT
ajceb-3363	17	57	may	may	AUX
ajceb-3363	17	58	be	be	AUX
ajceb-3363	17	59	compared	compare	VERB
ajceb-3363	17	60	are	be	AUX
ajceb-3363	17	61	deemed	deem	VERB
ajceb-3363	17	62	somewhat	somewhat	ADV
ajceb-3363	17	63	overly	overly	ADV
ajceb-3363	17	64	subjective	subjective	ADJ
ajceb-3363	17	65	,	,	PUNCT
ajceb-3363	17	66	adding	add	VERB
ajceb-3363	17	67	to	to	ADP
ajceb-3363	17	68	uncertainty	uncertainty	NOUN
ajceb-3363	17	69	and	and	CCONJ
ajceb-3363	17	70	risk	risk	NOUN
ajceb-3363	17	71	and	and	CCONJ
ajceb-3363	17	72	affecting	affect	VERB
ajceb-3363	17	73	lcc	lcc	PROPN
ajceb-3363	17	74	result	result	NOUN
ajceb-3363	17	75	accuracy	accuracy	NOUN
ajceb-3363	17	76	.	.	PUNCT
ajceb-3363	18	1	indeed	indeed	ADV
ajceb-3363	18	2	traditional	traditional	ADJ
ajceb-3363	18	3	methods	method	NOUN
ajceb-3363	18	4	remain	remain	VERB
ajceb-3363	18	5	restrictive	restrictive	ADJ
ajceb-3363	18	6	,	,	PUNCT
ajceb-3363	18	7	as	as	SCONJ
ajceb-3363	18	8	lcc	lcc	PROPN
ajceb-3363	18	9	prediction	prediction	NOUN
ajceb-3363	18	10	of	of	ADP
ajceb-3363	18	11	the	the	DET
ajceb-3363	18	12	large	large	ADJ
ajceb-3363	18	13	number	number	NOUN
ajceb-3363	18	14	of	of	ADP
ajceb-3363	18	15	variable	variable	ADJ
ajceb-3363	18	16	factors	factor	NOUN
ajceb-3363	18	17	affects	affect	VERB
ajceb-3363	18	18	the	the	DET
ajceb-3363	18	19	‘	'	PUNCT
ajceb-3363	18	20	value	value	NOUN
ajceb-3363	18	21	’	'	PUNCT
ajceb-3363	18	22	of	of	ADP
ajceb-3363	18	23	the	the	DET
ajceb-3363	18	24	construction	construction	NOUN
ajceb-3363	18	25	cost	cost	NOUN
ajceb-3363	18	26	,	,	PUNCT
ajceb-3363	18	27	compounded	compound	VERB
ajceb-3363	18	28	by	by	ADP
ajceb-3363	18	29	complicated	complicated	ADJ
ajceb-3363	18	30	interaction	interaction	NOUN
ajceb-3363	18	31	between	between	ADP
ajceb-3363	18	32	these	these	DET
ajceb-3363	18	33	factors	factor	NOUN
ajceb-3363	18	34	(	(	PUNCT
ajceb-3363	18	35	cheng	cheng	PROPN
ajceb-3363	18	36	et	et	PROPN
ajceb-3363	18	37	al	al	PROPN
ajceb-3363	18	38	.	.	PROPN
ajceb-3363	18	39	2010	2010	NUM
ajceb-3363	18	40	)	)	PUNCT
ajceb-3363	18	41	,	,	PUNCT
ajceb-3363	18	42	and	and	CCONJ
ajceb-3363	18	43	coupled	couple	VERB
ajceb-3363	18	44	with	with	ADP
ajceb-3363	18	45	the	the	DET
ajceb-3363	18	46	reluctance	reluctance	NOUN
ajceb-3363	18	47	of	of	ADP
ajceb-3363	18	48	busy	busy	ADJ
ajceb-3363	18	49	practitioner	practitioner	NOUN
ajceb-3363	18	50	’s	’s	PART
ajceb-3363	18	51	to	to	PART
ajceb-3363	18	52	predict	predict	VERB
ajceb-3363	18	53	future	future	ADJ
ajceb-3363	18	54	discount	discount	NOUN
ajceb-3363	18	55	-	-	PUNCT
ajceb-3363	18	56	rate	rate	NOUN
ajceb-3363	18	57	multipliers	multiplier	NOUN
ajceb-3363	18	58	,	,	PUNCT
ajceb-3363	18	59	continues	continue	VERB
ajceb-3363	18	60	to	to	PART
ajceb-3363	18	61	restrict	restrict	VERB
ajceb-3363	18	62	lcca	lcca	ADJ
ajceb-3363	18	63	usage	usage	NOUN
ajceb-3363	18	64	by	by	ADP
ajceb-3363	18	65	the	the	DET
ajceb-3363	18	66	construction	construction	NOUN
ajceb-3363	18	67	industry	industry	NOUN
ajceb-3363	18	68	.	.	PUNCT
ajceb-3363	19	1	many	many	ADJ
ajceb-3363	19	2	researchers	researcher	NOUN
ajceb-3363	19	3	recommend	recommend	VERB
ajceb-3363	19	4	sensitivity	sensitivity	NOUN
ajceb-3363	19	5	and	and	CCONJ
ajceb-3363	19	6	probability	probability	NOUN
ajceb-3363	19	7	analyses	analysis	NOUN
ajceb-3363	19	8	,	,	PUNCT
ajceb-3363	19	9	and	and	CCONJ
ajceb-3363	19	10	statistical	statistical	ADJ
ajceb-3363	19	11	tools	tool	NOUN
ajceb-3363	19	12	to	to	PART
ajceb-3363	19	13	address	address	VERB
ajceb-3363	19	14	the	the	DET
ajceb-3363	19	15	problem	problem	NOUN
ajceb-3363	19	16	of	of	ADP
ajceb-3363	19	17	uncertainty	uncertainty	NOUN
ajceb-3363	19	18	(	(	PUNCT
ajceb-3363	19	19	singh	singh	NOUN
ajceb-3363	19	20	1990	1990	NUM
ajceb-3363	19	21	)	)	PUNCT
ajceb-3363	19	22	.	.	PUNCT
ajceb-3363	20	1	regression	regression	NOUN
ajceb-3363	20	2	modelling	modelling	NOUN
ajceb-3363	20	3	is	be	AUX
ajceb-3363	20	4	another	another	DET
ajceb-3363	20	5	method	method	NOUN
ajceb-3363	20	6	towards	towards	ADP
ajceb-3363	20	7	identification	identification	NOUN
ajceb-3363	20	8	of	of	ADP
ajceb-3363	20	9	construction	construction	NOUN
ajceb-3363	20	10	cost	cost	NOUN
ajceb-3363	20	11	impact	impact	NOUN
ajceb-3363	20	12	factors	factor	NOUN
ajceb-3363	20	13	,	,	PUNCT
ajceb-3363	20	14	where	where	SCONJ
ajceb-3363	20	15	regression	regression	NOUN
ajceb-3363	20	16	equations	equation	NOUN
ajceb-3363	20	17	estimate	estimate	VERB
ajceb-3363	20	18	construction	construction	NOUN
ajceb-3363	20	19	cost	cost	NOUN
ajceb-3363	20	20	depending	depend	VERB
ajceb-3363	20	21	upon	upon	SCONJ
ajceb-3363	20	22	on	on	ADP
ajceb-3363	20	23	cost	cost	NOUN
ajceb-3363	20	24	-	-	PUNCT
ajceb-3363	20	25	factor	factor	NOUN
ajceb-3363	20	26	interrelationships	interrelationship	NOUN
ajceb-3363	20	27	.	.	PUNCT
ajceb-3363	21	1	these	these	DET
ajceb-3363	21	2	methods	method	NOUN
ajceb-3363	21	3	become	become	VERB
ajceb-3363	21	4	complex	complex	ADJ
ajceb-3363	21	5	when	when	SCONJ
ajceb-3363	21	6	numerous	numerous	ADJ
ajceb-3363	21	7	cost	cost	NOUN
ajceb-3363	21	8	elements	element	NOUN
ajceb-3363	21	9	are	be	AUX
ajceb-3363	21	10	considered	consider	VERB
ajceb-3363	21	11	as	as	ADP
ajceb-3363	21	12	the	the	DET
ajceb-3363	21	13	dependent	dependent	ADJ
ajceb-3363	21	14	variables	variable	NOUN
ajceb-3363	21	15	(	(	PUNCT
ajceb-3363	21	16	sonmez	sonmez	NOUN
ajceb-3363	21	17	2011	2011	NUM
ajceb-3363	21	18	)	)	PUNCT
ajceb-3363	21	19	.	.	PUNCT
ajceb-3363	22	1	sensitivity	sensitivity	NOUN
ajceb-3363	22	2	analysis	analysis	NOUN
ajceb-3363	22	3	is	be	AUX
ajceb-3363	22	4	a	a	DET
ajceb-3363	22	5	method	method	NOUN
ajceb-3363	22	6	to	to	PART
ajceb-3363	22	7	indicate	indicate	VERB
ajceb-3363	22	8	how	how	SCONJ
ajceb-3363	22	9	the	the	DET
ajceb-3363	22	10	value	value	NOUN
ajceb-3363	22	11	of	of	ADP
ajceb-3363	22	12	lcc	lcc	PROPN
ajceb-3363	22	13	is	be	AUX
ajceb-3363	22	14	affected	affect	VERB
ajceb-3363	22	15	by	by	ADP
ajceb-3363	22	16	changing	change	VERB
ajceb-3363	22	17	the	the	DET
ajceb-3363	22	18	interest	interest	NOUN
ajceb-3363	22	19	and	and	CCONJ
ajceb-3363	22	20	inflation	inflation	NOUN
ajceb-3363	22	21	rate	rate	NOUN
ajceb-3363	22	22	parameters	parameter	NOUN
ajceb-3363	22	23	.	.	PUNCT
ajceb-3363	23	1	it	it	PRON
ajceb-3363	23	2	is	be	AUX
ajceb-3363	23	3	often	often	ADV
ajceb-3363	23	4	the	the	DET
ajceb-3363	23	5	case	case	NOUN
ajceb-3363	23	6	where	where	SCONJ
ajceb-3363	23	7	small	small	ADJ
ajceb-3363	23	8	variations	variation	NOUN
ajceb-3363	23	9	in	in	ADP
ajceb-3363	23	10	a	a	DET
ajceb-3363	23	11	parameter	parameter	NOUN
ajceb-3363	23	12	lead	lead	NOUN
ajceb-3363	23	13	to	to	ADP
ajceb-3363	23	14	a	a	DET
ajceb-3363	23	15	significant	significant	ADJ
ajceb-3363	23	16	change	change	NOUN
ajceb-3363	23	17	in	in	ADP
ajceb-3363	23	18	lcc	lcc	PROPN
ajceb-3363	23	19	result	result	NOUN
ajceb-3363	23	20	.	.	PUNCT
ajceb-3363	24	1	in	in	ADP
ajceb-3363	24	2	these	these	DET
ajceb-3363	24	3	cases	case	NOUN
ajceb-3363	24	4	a	a	DET
ajceb-3363	24	5	further	further	ADJ
ajceb-3363	24	6	analysis	analysis	NOUN
ajceb-3363	24	7	can	can	AUX
ajceb-3363	24	8	be	be	AUX
ajceb-3363	24	9	done	do	VERB
ajceb-3363	24	10	utilizing	utilize	VERB
ajceb-3363	24	11	probability	probability	NOUN
ajceb-3363	24	12	analysis	analysis	NOUN
ajceb-3363	24	13	(	(	PUNCT
ajceb-3363	24	14	kirk	kirk	NOUN
ajceb-3363	24	15	1995	1995	NUM
ajceb-3363	24	16	)	)	PUNCT
ajceb-3363	24	17	,	,	PUNCT
ajceb-3363	24	18	incorporating	incorporate	VERB
ajceb-3363	24	19	monte	monte	PROPN
ajceb-3363	24	20	carlo	carlo	PROPN
ajceb-3363	24	21	simulation	simulation	NOUN
ajceb-3363	24	22	of	of	ADP
ajceb-3363	24	23	variables	variable	NOUN
ajceb-3363	24	24	,	,	PUNCT
ajceb-3363	24	25	presented	present	VERB
ajceb-3363	24	26	as	as	ADP
ajceb-3363	24	27	a	a	DET
ajceb-3363	24	28	probability	probability	NOUN
ajceb-3363	24	29	distribution	distribution	NOUN
ajceb-3363	24	30	of	of	ADP
ajceb-3363	24	31	all	all	DET
ajceb-3363	24	32	total	total	ADJ
ajceb-3363	24	33	costs	cost	NOUN
ajceb-3363	24	34	of	of	ADP
ajceb-3363	24	35	all	all	DET
ajceb-3363	24	36	alternative	alternative	ADJ
ajceb-3363	24	37	options	option	NOUN
ajceb-3363	24	38	.	.	PUNCT
ajceb-3363	25	1	resultant	resultant	PROPN
ajceb-3363	25	2	findings	finding	NOUN
ajceb-3363	25	3	illustrate	illustrate	VERB
ajceb-3363	25	4	the	the	DET
ajceb-3363	25	5	most	most	ADV
ajceb-3363	25	6	likely	likely	ADJ
ajceb-3363	25	7	cost	cost	NOUN
ajceb-3363	25	8	of	of	ADP
ajceb-3363	25	9	all	all	DET
ajceb-3363	25	10	alternative	alternative	ADJ
ajceb-3363	25	11	options	option	NOUN
ajceb-3363	25	12	and	and	CCONJ
ajceb-3363	25	13	the	the	DET
ajceb-3363	25	14	range	range	NOUN
ajceb-3363	25	15	within	within	ADP
ajceb-3363	25	16	which	which	PRON
ajceb-3363	25	17	it	it	PRON
ajceb-3363	25	18	can	can	AUX
ajceb-3363	25	19	be	be	AUX
ajceb-3363	25	20	expected	expect	VERB
ajceb-3363	25	21	to	to	PART
ajceb-3363	25	22	lie	lie	VERB
ajceb-3363	25	23	(	(	PUNCT
ajceb-3363	25	24	flanagan	flanagan	NOUN
ajceb-3363	25	25	and	and	CCONJ
ajceb-3363	25	26	norman	norman	NOUN
ajceb-3363	25	27	1993	1993	NUM
ajceb-3363	25	28	)	)	PUNCT
ajceb-3363	25	29	.	.	PUNCT
ajceb-3363	26	1	however	however	ADV
ajceb-3363	26	2	,	,	PUNCT
ajceb-3363	26	3	these	these	DET
ajceb-3363	26	4	adaptations	adaptation	NOUN
ajceb-3363	26	5	have	have	VERB
ajceb-3363	26	6	disadvantages	disadvantage	NOUN
ajceb-3363	26	7	including	include	VERB
ajceb-3363	26	8	:	:	PUNCT
ajceb-3363	26	9	i.	i.	NOUN
ajceb-3363	26	10	probability	probability	PROPN
ajceb-3363	26	11	subjectively	subjectively	ADV
ajceb-3363	26	12	evaluated	evaluate	VERB
ajceb-3363	26	13	today	today	NOUN
ajceb-3363	26	14	may	may	AUX
ajceb-3363	26	15	differ	differ	VERB
ajceb-3363	26	16	in	in	ADP
ajceb-3363	26	17	the	the	DET
ajceb-3363	26	18	future	future	NOUN
ajceb-3363	26	19	(	(	PUNCT
ajceb-3363	26	20	whyte	whyte	NOUN
ajceb-3363	26	21	and	and	CCONJ
ajceb-3363	26	22	scott	scott	PROPN
ajceb-3363	26	23	2010	2010	NUM
ajceb-3363	26	24	)	)	PUNCT
ajceb-3363	26	25	.	.	PUNCT
ajceb-3363	27	1	ii	ii	AUX
ajceb-3363	27	2	.	.	PUNCT
ajceb-3363	27	3	nominal	nominal	PROPN
ajceb-3363	27	4	account	account	NOUN
ajceb-3363	27	5	is	be	AUX
ajceb-3363	27	6	taken	take	VERB
ajceb-3363	27	7	of	of	ADP
ajceb-3363	27	8	non	non	ADJ
ajceb-3363	27	9	-	-	ADJ
ajceb-3363	27	10	cost	cost	ADJ
ajceb-3363	27	11	factors	factor	NOUN
ajceb-3363	27	12	that	that	PRON
ajceb-3363	27	13	affect	affect	VERB
ajceb-3363	27	14	lcc	lcc	PROPN
ajceb-3363	27	15	estimation	estimation	NOUN
ajceb-3363	27	16	.	.	PUNCT
ajceb-3363	28	1	iii	iii	X
ajceb-3363	28	2	.	.	PUNCT
ajceb-3363	28	3	complex	complex	ADJ
ajceb-3363	28	4	processes	process	NOUN
ajceb-3363	28	5	can	can	AUX
ajceb-3363	28	6	not	not	PART
ajceb-3363	28	7	fit	fit	VERB
ajceb-3363	28	8	input	input	NOUN
ajceb-3363	28	9	and	and	CCONJ
ajceb-3363	28	10	output	output	NOUN
ajceb-3363	28	11	variables	variable	NOUN
ajceb-3363	28	12	easily	easily	ADV
ajceb-3363	28	13	.	.	PUNCT
ajceb-3363	29	1	iv	iv	X
ajceb-3363	29	2	.	.	PUNCT
ajceb-3363	29	3	sensitivity	sensitivity	NOUN
ajceb-3363	29	4	analysis	analysis	NOUN
ajceb-3363	29	5	does	do	AUX
ajceb-3363	29	6	not	not	PART
ajceb-3363	29	7	quantify	quantify	VERB
ajceb-3363	29	8	risk	risk	NOUN
ajceb-3363	29	9	but	but	CCONJ
ajceb-3363	29	10	rather	rather	ADV
ajceb-3363	29	11	identifies	identify	VERB
ajceb-3363	29	12	factors	factor	NOUN
ajceb-3363	29	13	that	that	PRON
ajceb-3363	29	14	are	be	AUX
ajceb-3363	29	15	risk	risk	NOUN
ajceb-3363	29	16	sensitive	sensitive	ADJ
ajceb-3363	29	17	where	where	SCONJ
ajceb-3363	29	18	only	only	ADV
ajceb-3363	29	19	one	one	NUM
ajceb-3363	29	20	parameter	parameter	NOUN
ajceb-3363	29	21	is	be	AUX
ajceb-3363	29	22	varied	varied	ADJ
ajceb-3363	29	23	at	at	ADP
ajceb-3363	29	24	a	a	DET
ajceb-3363	29	25	time	time	NOUN
ajceb-3363	29	26	(	(	PUNCT
ajceb-3363	29	27	flanagan	flanagan	NOUN
ajceb-3363	29	28	and	and	CCONJ
ajceb-3363	29	29	norman	norman	NOUN
ajceb-3363	29	30	1993	1993	NUM
ajceb-3363	29	31	)	)	PUNCT
ajceb-3363	29	32	.	.	PUNCT
ajceb-3363	30	1	towards	towards	ADP
ajceb-3363	30	2	addressing	address	VERB
ajceb-3363	30	3	these	these	DET
ajceb-3363	30	4	uncertainties	uncertainty	NOUN
ajceb-3363	30	5	,	,	PUNCT
ajceb-3363	30	6	the	the	DET
ajceb-3363	30	7	work	work	NOUN
ajceb-3363	30	8	presented	present	VERB
ajceb-3363	30	9	here	here	ADV
ajceb-3363	30	10	develops	develop	VERB
ajceb-3363	30	11	and	and	CCONJ
ajceb-3363	30	12	tests	test	VERB
ajceb-3363	30	13	a	a	DET
ajceb-3363	30	14	new	new	ADJ
ajceb-3363	30	15	model	model	NOUN
ajceb-3363	30	16	of	of	ADP
ajceb-3363	30	17	estimating	estimate	VERB
ajceb-3363	30	18	costs	cost	NOUN
ajceb-3363	30	19	for	for	ADP
ajceb-3363	30	20	each	each	DET
ajceb-3363	30	21	stage	stage	NOUN
ajceb-3363	30	22	of	of	ADP
ajceb-3363	30	23	a	a	DET
ajceb-3363	30	24	project	project	NOUN
ajceb-3363	30	25	,	,	PUNCT
ajceb-3363	30	26	using	use	VERB
ajceb-3363	30	27	artificial	artificial	ADJ
ajceb-3363	30	28	neural	neural	ADJ
ajceb-3363	30	29	networks	network	NOUN
ajceb-3363	30	30	(	(	PUNCT
ajceb-3363	30	31	ann	ann	PROPN
ajceb-3363	30	32	)	)	PUNCT
ajceb-3363	30	33	to	to	PART
ajceb-3363	30	34	estimate	estimate	VERB
ajceb-3363	30	35	costs	cost	NOUN
ajceb-3363	30	36	occurring	occur	VERB
ajceb-3363	30	37	at	at	ADP
ajceb-3363	30	38	each	each	DET
ajceb-3363	30	39	stage	stage	NOUN
ajceb-3363	30	40	of	of	ADP
ajceb-3363	30	41	the	the	DET
ajceb-3363	30	42	life	life	NOUN
ajceb-3363	30	43	-	-	PUNCT
ajceb-3363	30	44	cycle	cycle	NOUN
ajceb-3363	30	45	of	of	ADP
ajceb-3363	30	46	construction	construction	NOUN
ajceb-3363	30	47	.	.	PUNCT
ajceb-3363	31	1	the	the	DET
ajceb-3363	31	2	model	model	NOUN
ajceb-3363	31	3	estimates	estimate	VERB
ajceb-3363	31	4	the	the	DET
ajceb-3363	31	5	total	total	ADJ
ajceb-3363	31	6	capital	capital	NOUN
ajceb-3363	31	7	,	,	PUNCT
ajceb-3363	31	8	operation	operation	NOUN
ajceb-3363	31	9	and	and	CCONJ
ajceb-3363	31	10	maintenance	maintenance	NOUN
ajceb-3363	31	11	costs	cost	NOUN
ajceb-3363	31	12	,	,	PUNCT
ajceb-3363	31	13	alongside	alongside	ADP
ajceb-3363	31	14	an	an	DET
ajceb-3363	31	15	assessment	assessment	NOUN
ajceb-3363	31	16	of	of	ADP
ajceb-3363	31	17	accuracy	accuracy	NOUN
ajceb-3363	31	18	that	that	PRON
ajceb-3363	31	19	compares	compare	VERB
ajceb-3363	31	20	total	total	ADJ
ajceb-3363	31	21	operation	operation	NOUN
ajceb-3363	31	22	/	/	SYM
ajceb-3363	31	23	maintenance	maintenance	NOUN
ajceb-3363	31	24	costs	cost	NOUN
ajceb-3363	31	25	of	of	ADP
ajceb-3363	31	26	actual	actual	ADJ
ajceb-3363	31	27	building	building	NOUN
ajceb-3363	31	28	projects	project	NOUN
ajceb-3363	31	29	.	.	PUNCT
ajceb-3363	32	1	applications	application	NOUN
ajceb-3363	32	2	of	of	ADP
ajceb-3363	32	3	anns	anns	NOUN
ajceb-3363	32	4	in	in	ADP
ajceb-3363	32	5	construction	construction	NOUN
ajceb-3363	32	6	using	use	VERB
ajceb-3363	32	7	simulation	simulation	NOUN
ajceb-3363	32	8	and	and	CCONJ
ajceb-3363	32	9	modelling	model	VERB
ajceb-3363	32	10	tools	tool	NOUN
ajceb-3363	32	11	at	at	ADP
ajceb-3363	32	12	all	all	DET
ajceb-3363	32	13	stages	stage	NOUN
ajceb-3363	32	14	of	of	ADP
ajceb-3363	32	15	an	an	DET
ajceb-3363	32	16	asset	asset	NOUN
ajceb-3363	32	17	’s	’s	PART
ajceb-3363	32	18	life	life	NOUN
ajceb-3363	32	19	cycle	cycle	NOUN
ajceb-3363	32	20	provides	provide	VERB
ajceb-3363	32	21	a	a	DET
ajceb-3363	32	22	way	way	NOUN
ajceb-3363	32	23	to	to	PART
ajceb-3363	32	24	anticipate	anticipate	VERB
ajceb-3363	32	25	the	the	DET
ajceb-3363	32	26	behaviour	behaviour	NOUN
ajceb-3363	32	27	of	of	ADP
ajceb-3363	32	28	an	an	DET
ajceb-3363	32	29	asset	asset	NOUN
ajceb-3363	32	30	before	before	SCONJ
ajceb-3363	32	31	it	it	PRON
ajceb-3363	32	32	is	be	AUX
ajceb-3363	32	33	built	build	VERB
ajceb-3363	32	34	(	(	PUNCT
ajceb-3363	32	35	mackenzie	mackenzie	NOUN
ajceb-3363	32	36	and	and	CCONJ
ajceb-3363	32	37	briggs	briggs	PROPN
ajceb-3363	32	38	2006	2006	NUM
ajceb-3363	32	39	)	)	PUNCT
ajceb-3363	32	40	.	.	PUNCT
ajceb-3363	33	1	artificial	artificial	ADJ
ajceb-3363	33	2	intelligence	intelligence	NOUN
ajceb-3363	33	3	methods	method	NOUN
ajceb-3363	33	4	such	such	ADJ
ajceb-3363	33	5	as	as	ADP
ajceb-3363	33	6	expert	expert	NOUN
ajceb-3363	33	7	systems	system	NOUN
ajceb-3363	33	8	,	,	PUNCT
ajceb-3363	33	9	neural	neural	ADJ
ajceb-3363	33	10	networks	network	NOUN
ajceb-3363	33	11	(	(	PUNCT
ajceb-3363	33	12	nns	nn	NOUN
ajceb-3363	33	13	)	)	PUNCT
ajceb-3363	33	14	,	,	PUNCT
ajceb-3363	33	15	fuzzy	fuzzy	ADJ
ajceb-3363	33	16	logic	logic	NOUN
ajceb-3363	33	17	(	(	PUNCT
ajceb-3363	33	18	fl	fl	NOUN
ajceb-3363	33	19	)	)	PUNCT
ajceb-3363	33	20	,	,	PUNCT
ajceb-3363	33	21	and	and	CCONJ
ajceb-3363	33	22	genetic	genetic	ADJ
ajceb-3363	33	23	algorithms	algorithm	NOUN
ajceb-3363	33	24	(	(	PUNCT
ajceb-3363	33	25	gas	gas	NOUN
ajceb-3363	33	26	)	)	PUNCT
ajceb-3363	33	27	are	be	AUX
ajceb-3363	33	28	argued	argue	VERB
ajceb-3363	33	29	to	to	PART
ajceb-3363	33	30	help	help	VERB
ajceb-3363	33	31	solve	solve	VERB
ajceb-3363	33	32	prediction	prediction	NOUN
ajceb-3363	33	33	problems	problem	NOUN
ajceb-3363	33	34	(	(	PUNCT
ajceb-3363	33	35	cheng	cheng	PROPN
ajceb-3363	33	36	et	et	PROPN
ajceb-3363	33	37	al	al	PROPN
ajceb-3363	33	38	.	.	PROPN
ajceb-3363	33	39	2010	2010	NUM
ajceb-3363	33	40	)	)	PUNCT
ajceb-3363	33	41	.	.	PUNCT
ajceb-3363	34	1	artificial	artificial	ADJ
ajceb-3363	34	2	neural	neural	ADJ
ajceb-3363	34	3	networks	network	NOUN
ajceb-3363	34	4	(	(	PUNCT
ajceb-3363	34	5	anns	anns	PROPN
ajceb-3363	34	6	)	)	PUNCT
ajceb-3363	34	7	are	be	AUX
ajceb-3363	34	8	data	datum	NOUN
ajceb-3363	34	9	modelling	model	VERB
ajceb-3363	34	10	methods	method	NOUN
ajceb-3363	34	11	that	that	PRON
ajceb-3363	34	12	attempt	attempt	VERB
ajceb-3363	34	13	to	to	PART
ajceb-3363	34	14	solve	solve	VERB
ajceb-3363	34	15	complicated	complicated	ADJ
ajceb-3363	34	16	issues	issue	NOUN
ajceb-3363	34	17	by	by	ADP
ajceb-3363	34	18	formulating	formulate	VERB
ajceb-3363	34	19	data	datum	NOUN
ajceb-3363	34	20	relationships	relationship	NOUN
ajceb-3363	34	21	;	;	PUNCT
ajceb-3363	34	22	albeit	albeit	SCONJ
ajceb-3363	34	23	that	that	SCONJ
ajceb-3363	34	24	there	there	PRON
ajceb-3363	34	25	is	be	VERB
ajceb-3363	34	26	no	no	DET
ajceb-3363	34	27	simplistic	simplistic	ADJ
ajceb-3363	34	28	equation	equation	NOUN
ajceb-3363	34	29	that	that	PRON
ajceb-3363	34	30	can	can	AUX
ajceb-3363	34	31	map	map	VERB
ajceb-3363	34	32	relationships	relationship	NOUN
ajceb-3363	34	33	between	between	ADP
ajceb-3363	34	34	data	datum	NOUN
ajceb-3363	34	35	variables	variable	NOUN
ajceb-3363	34	36	.	.	PUNCT
ajceb-3363	35	1	anns	anns	PROPN
ajceb-3363	35	2	(	(	PUNCT
ajceb-3363	35	3	in	in	ADP
ajceb-3363	35	4	methods	method	NOUN
ajceb-3363	35	5	deemed	deem	VERB
ajceb-3363	35	6	to	to	PART
ajceb-3363	35	7	be	be	AUX
ajceb-3363	35	8	similar	similar	ADJ
ajceb-3363	35	9	to	to	ADP
ajceb-3363	35	10	the	the	DET
ajceb-3363	35	11	performance	performance	NOUN
ajceb-3363	35	12	of	of	ADP
ajceb-3363	35	13	human	human	ADJ
ajceb-3363	35	14	brain	brain	NOUN
ajceb-3363	35	15	)	)	PUNCT
ajceb-3363	35	16	are	be	AUX
ajceb-3363	35	17	beneficial	beneficial	ADJ
ajceb-3363	35	18	where	where	SCONJ
ajceb-3363	35	19	conditions	condition	NOUN
ajceb-3363	35	20	are	be	AUX
ajceb-3363	35	21	difficult	difficult	ADJ
ajceb-3363	35	22	to	to	PART
ajceb-3363	35	23	identify	identify	VERB
ajceb-3363	35	24	,	,	PUNCT
ajceb-3363	35	25	and	and	CCONJ
ajceb-3363	35	26	have	have	AUX
ajceb-3363	35	27	been	be	AUX
ajceb-3363	35	28	commonly	commonly	ADV
ajceb-3363	35	29	employed	employ	VERB
ajceb-3363	35	30	in	in	ADP
ajceb-3363	35	31	construction	construction	NOUN
ajceb-3363	35	32	applications	application	NOUN
ajceb-3363	35	33	like	like	ADP
ajceb-3363	35	34	estimating	estimate	VERB
ajceb-3363	35	35	productivity	productivity	NOUN
ajceb-3363	35	36	;	;	PUNCT
ajceb-3363	35	37	predicting	predict	VERB
ajceb-3363	35	38	corporate	corporate	ADJ
ajceb-3363	35	39	bankruptcy	bankruptcy	NOUN
ajceb-3363	35	40	and	and	CCONJ
ajceb-3363	35	41	measuring	measure	VERB
ajceb-3363	35	42	project	project	NOUN
ajceb-3363	35	43	financial	financial	ADJ
ajceb-3363	35	44	performance	performance	NOUN
ajceb-3363	35	45	.	.	PUNCT
ajceb-3363	36	1	indeed	indeed	ADV
ajceb-3363	36	2	,	,	PUNCT
ajceb-3363	36	3	a	a	DET
ajceb-3363	36	4	number	number	NOUN
ajceb-3363	36	5	of	of	ADP
ajceb-3363	36	6	previous	previous	ADJ
ajceb-3363	36	7	studies	study	NOUN
ajceb-3363	36	8	have	have	AUX
ajceb-3363	36	9	sought	seek	VERB
ajceb-3363	36	10	to	to	PART
ajceb-3363	36	11	use	use	VERB
ajceb-3363	36	12	neural	neural	ADJ
ajceb-3363	36	13	networks	network	NOUN
ajceb-3363	36	14	to	to	PART
ajceb-3363	36	15	address	address	VERB
ajceb-3363	36	16	construction	construction	NOUN
ajceb-3363	36	17	estimation	estimation	NOUN
ajceb-3363	36	18	with	with	ADP
ajceb-3363	36	19	varying	vary	VERB
ajceb-3363	36	20	degrees	degree	NOUN
ajceb-3363	36	21	of	of	ADP
ajceb-3363	36	22	success	success	NOUN
ajceb-3363	36	23	(	(	PUNCT
ajceb-3363	36	24	wilmot	wilmot	PROPN
ajceb-3363	36	25	and	and	CCONJ
ajceb-3363	36	26	mei	mei	PROPN
ajceb-3363	36	27	2005	2005	NUM
ajceb-3363	36	28	)	)	PUNCT
ajceb-3363	36	29	;	;	PUNCT
ajceb-3363	36	30	(	(	PUNCT
ajceb-3363	36	31	ehab	ehab	NOUN
ajceb-3363	36	32	et	et	VERB
ajceb-3363	36	33	al	al	PROPN
ajceb-3363	36	34	.	.	PROPN
ajceb-3363	37	1	2009);(chang	2009);(chang	NUM
ajceb-3363	38	1	sian	sian	PROPN
ajceb-3363	38	2	et	et	PROPN
ajceb-3363	38	3	al	al	PROPN
ajceb-3363	38	4	.	.	PROPN
ajceb-3363	38	5	2010);(ali	2010);(ali	NUM
ajceb-3363	38	6	et	et	PROPN
ajceb-3363	38	7	al	al	PROPN
ajceb-3363	38	8	.	.	PROPN
ajceb-3363	38	9	2011	2011	NUM
ajceb-3363	38	10	)	)	PUNCT
ajceb-3363	38	11	;	;	PUNCT
ajceb-3363	38	12	(	(	PUNCT
ajceb-3363	38	13	ismaail	ismaail	NOUN
ajceb-3363	38	14	et	et	PROPN
ajceb-3363	38	15	al	al	PROPN
ajceb-3363	38	16	.	.	PROPN
ajceb-3363	38	17	2011);(sodikov	2011);(sodikov	NUM
ajceb-3363	38	18	2005);(hashem	2005);(hashem	NUM
ajceb-3363	38	19	al	al	PROPN
ajceb-3363	38	20	-	-	PUNCT
ajceb-3363	38	21	tabtabai	tabtabai	PROPN
ajceb-3363	38	22	1999);(kim	1999);(kim	NUM
ajceb-3363	38	23	et	et	PROPN
ajceb-3363	38	24	al	al	PROPN
ajceb-3363	38	25	.	.	PROPN
ajceb-3363	38	26	2004);(arafa	2004);(arafa	NUM
ajceb-3363	38	27	and	and	CCONJ
ajceb-3363	38	28	alqedra	alqedra	PROPN
ajceb-3363	38	29	2011);(kim	2011);(kim	NUM
ajceb-3363	38	30	et	et	PROPN
ajceb-3363	38	31	al	al	PROPN
ajceb-3363	38	32	.	.	PROPN
ajceb-3363	38	33	2005);(murat	2005);(murat	NUM
ajceb-3363	38	34	günaydın	günaydın	NOUN
ajceb-3363	38	35	and	and	CCONJ
ajceb-3363	38	36	zeynep	zeynep	NOUN
ajceb-3363	38	37	doğan	doğan	ADJ
ajceb-3363	38	38	2004	2004	NUM
ajceb-3363	38	39	)	)	PUNCT
ajceb-3363	38	40	)	)	PUNCT
ajceb-3363	38	41	.	.	PUNCT
ajceb-3363	39	1	australasian	australasian	ADJ
ajceb-3363	39	2	journal	journal	NOUN
ajceb-3363	39	3	of	of	ADP
ajceb-3363	39	4	construction	construction	NOUN
ajceb-3363	39	5	economics	economic	NOUN
ajceb-3363	39	6	and	and	CCONJ
ajceb-3363	39	7	building	building	NOUN
ajceb-3363	39	8	alqahtani	alqahtani	PROPN
ajceb-3363	39	9	,	,	PUNCT
ajceb-3363	39	10	a	a	PRON
ajceb-3363	39	11	and	and	CCONJ
ajceb-3363	39	12	whyte	whyte	NOUN
ajceb-3363	39	13	,	,	PUNCT
ajceb-3363	39	14	a	a	DET
ajceb-3363	39	15	(	(	PUNCT
ajceb-3363	39	16	2013	2013	NUM
ajceb-3363	39	17	)	)	PUNCT
ajceb-3363	39	18	‘	'	PUNCT
ajceb-3363	39	19	artificial	artificial	ADJ
ajceb-3363	39	20	neural	neural	ADJ
ajceb-3363	39	21	networks	network	NOUN
ajceb-3363	39	22	incorporating	incorporate	VERB
ajceb-3363	39	23	cost	cost	VERB
ajceb-3363	39	24	significant	significant	ADJ
ajceb-3363	39	25	items	item	NOUN
ajceb-3363	39	26	towards	towards	ADP
ajceb-3363	39	27	enhancing	enhance	VERB
ajceb-3363	39	28	estimation	estimation	NOUN
ajceb-3363	39	29	for	for	ADP
ajceb-3363	39	30	(	(	PUNCT
ajceb-3363	39	31	life	life	NOUN
ajceb-3363	39	32	-	-	PUNCT
ajceb-3363	39	33	cycle	cycle	NOUN
ajceb-3363	39	34	)	)	PUNCT
ajceb-3363	39	35	costing	costing	NOUN
ajceb-3363	39	36	of	of	ADP
ajceb-3363	39	37	construction	construction	NOUN
ajceb-3363	39	38	projects	project	NOUN
ajceb-3363	39	39	’	'	PUNCT
ajceb-3363	39	40	,	,	PUNCT
ajceb-3363	39	41	australasian	australasian	ADJ
ajceb-3363	39	42	journal	journal	NOUN
ajceb-3363	39	43	of	of	ADP
ajceb-3363	39	44	construction	construction	NOUN
ajceb-3363	39	45	economics	economic	NOUN
ajceb-3363	39	46	and	and	CCONJ
ajceb-3363	39	47	building	building	NOUN
ajceb-3363	39	48	,	,	PUNCT
ajceb-3363	39	49	13	13	NUM
ajceb-3363	39	50	(	(	PUNCT
ajceb-3363	39	51	3	3	NUM
ajceb-3363	39	52	)	)	PUNCT
ajceb-3363	39	53	51	51	NUM
ajceb-3363	39	54	-	-	SYM
ajceb-3363	39	55	64	64	NUM
ajceb-3363	39	56	53	53	NUM
ajceb-3363	39	57	previous	previous	ADJ
ajceb-3363	39	58	study	study	NOUN
ajceb-3363	39	59	indicates	indicate	VERB
ajceb-3363	39	60	that	that	SCONJ
ajceb-3363	39	61	artificial	artificial	ADJ
ajceb-3363	39	62	neural	neural	ADJ
ajceb-3363	39	63	networks	network	NOUN
ajceb-3363	39	64	are	be	AUX
ajceb-3363	39	65	being	be	AUX
ajceb-3363	39	66	considered	consider	VERB
ajceb-3363	39	67	for	for	ADP
ajceb-3363	39	68	construction	construction	NOUN
ajceb-3363	39	69	project	project	NOUN
ajceb-3363	39	70	estimation	estimation	NOUN
ajceb-3363	39	71	.	.	PUNCT
ajceb-3363	40	1	artificial	artificial	ADJ
ajceb-3363	40	2	neural	neural	ADJ
ajceb-3363	40	3	networks	network	NOUN
ajceb-3363	40	4	(	(	PUNCT
ajceb-3363	40	5	anns	anns	PROPN
ajceb-3363	40	6	)	)	PUNCT
ajceb-3363	40	7	with	with	ADP
ajceb-3363	40	8	their	their	PRON
ajceb-3363	40	9	ability	ability	NOUN
ajceb-3363	40	10	to	to	PART
ajceb-3363	40	11	gain	gain	VERB
ajceb-3363	40	12	meaning	meaning	NOUN
ajceb-3363	40	13	from	from	ADP
ajceb-3363	40	14	complicated	complicated	ADJ
ajceb-3363	40	15	data	datum	NOUN
ajceb-3363	40	16	can	can	AUX
ajceb-3363	40	17	be	be	AUX
ajceb-3363	40	18	used	use	VERB
ajceb-3363	40	19	to	to	PART
ajceb-3363	40	20	estimate	estimate	VERB
ajceb-3363	40	21	costs	cost	NOUN
ajceb-3363	40	22	that	that	PRON
ajceb-3363	40	23	are	be	AUX
ajceb-3363	40	24	too	too	ADV
ajceb-3363	40	25	complicated	complicated	ADJ
ajceb-3363	40	26	to	to	PART
ajceb-3363	40	27	be	be	AUX
ajceb-3363	40	28	solved	solve	VERB
ajceb-3363	40	29	by	by	ADP
ajceb-3363	40	30	other	other	ADJ
ajceb-3363	40	31	techniques	technique	NOUN
ajceb-3363	40	32	,	,	PUNCT
ajceb-3363	40	33	with	with	ADP
ajceb-3363	40	34	advantages	advantage	NOUN
ajceb-3363	40	35	of	of	ADP
ajceb-3363	40	36	anns	ann	NOUN
ajceb-3363	40	37	deemed	deem	VERB
ajceb-3363	40	38	to	to	PART
ajceb-3363	40	39	include	include	VERB
ajceb-3363	40	40	that	that	PRON
ajceb-3363	40	41	:	:	PUNCT
ajceb-3363	41	1	1	1	X
ajceb-3363	41	2	.	.	X
ajceb-3363	41	3	anns	ann	NOUN
ajceb-3363	41	4	are	be	AUX
ajceb-3363	41	5	capable	capable	ADJ
ajceb-3363	41	6	of	of	ADP
ajceb-3363	41	7	automatically	automatically	ADV
ajceb-3363	41	8	learning	learn	VERB
ajceb-3363	41	9	how	how	SCONJ
ajceb-3363	41	10	to	to	PART
ajceb-3363	41	11	perform	perform	VERB
ajceb-3363	41	12	work	work	NOUN
ajceb-3363	41	13	(	(	PUNCT
ajceb-3363	41	14	by	by	ADP
ajceb-3363	41	15	example	example	NOUN
ajceb-3363	41	16	)	)	PUNCT
ajceb-3363	41	17	based	base	VERB
ajceb-3363	41	18	on	on	ADP
ajceb-3363	41	19	the	the	DET
ajceb-3363	41	20	information	information	NOUN
ajceb-3363	41	21	gathered	gather	VERB
ajceb-3363	41	22	for	for	ADP
ajceb-3363	41	23	training	training	NOUN
ajceb-3363	41	24	;	;	PUNCT
ajceb-3363	41	25	thus	thus	ADV
ajceb-3363	41	26	it	it	PRON
ajceb-3363	41	27	is	be	AUX
ajceb-3363	41	28	relatively	relatively	ADV
ajceb-3363	41	29	easier	easy	ADJ
ajceb-3363	41	30	to	to	PART
ajceb-3363	41	31	generate	generate	VERB
ajceb-3363	41	32	prediction	prediction	NOUN
ajceb-3363	41	33	models	model	NOUN
ajceb-3363	41	34	over	over	ADP
ajceb-3363	41	35	other	other	ADJ
ajceb-3363	41	36	traditional	traditional	ADJ
ajceb-3363	41	37	nonlinear	nonlinear	ADJ
ajceb-3363	41	38	statistical	statistical	ADJ
ajceb-3363	41	39	methods	method	NOUN
ajceb-3363	41	40	;	;	PUNCT
ajceb-3363	41	41	2	2	X
ajceb-3363	41	42	.	.	X
ajceb-3363	41	43	anns	ann	NOUN
ajceb-3363	41	44	whilst	whilst	SCONJ
ajceb-3363	41	45	unable	unable	ADJ
ajceb-3363	41	46	to	to	PART
ajceb-3363	41	47	explain	explain	VERB
ajceb-3363	41	48	explicitly	explicitly	ADV
ajceb-3363	41	49	the	the	DET
ajceb-3363	41	50	relationships	relationship	NOUN
ajceb-3363	41	51	between	between	ADP
ajceb-3363	41	52	input	input	NOUN
ajceb-3363	41	53	and	and	CCONJ
ajceb-3363	41	54	output	output	NOUN
ajceb-3363	41	55	variables	variable	NOUN
ajceb-3363	41	56	,	,	PUNCT
ajceb-3363	41	57	a	a	DET
ajceb-3363	41	58	main	main	ADJ
ajceb-3363	41	59	objective	objective	NOUN
ajceb-3363	41	60	for	for	ADP
ajceb-3363	41	61	creating	create	VERB
ajceb-3363	41	62	a	a	DET
ajceb-3363	41	63	decision	decision	NOUN
ajceb-3363	41	64	model	model	NOUN
ajceb-3363	41	65	is	be	AUX
ajceb-3363	41	66	to	to	PART
ajceb-3363	41	67	be	be	AUX
ajceb-3363	41	68	able	able	ADJ
ajceb-3363	41	69	to	to	PART
ajceb-3363	41	70	estimate	estimate	VERB
ajceb-3363	41	71	and	and	CCONJ
ajceb-3363	41	72	more	more	ADV
ajceb-3363	41	73	accurately	accurately	ADV
ajceb-3363	41	74	explain	explain	VERB
ajceb-3363	41	75	relations	relation	NOUN
ajceb-3363	41	76	between	between	ADP
ajceb-3363	41	77	variables	variable	NOUN
ajceb-3363	41	78	;	;	PUNCT
ajceb-3363	41	79	3	3	X
ajceb-3363	41	80	.	.	X
ajceb-3363	41	81	anns	anns	PROPN
ajceb-3363	41	82	are	be	AUX
ajceb-3363	41	83	able	able	ADJ
ajceb-3363	41	84	to	to	PART
ajceb-3363	41	85	create	create	VERB
ajceb-3363	41	86	the	the	DET
ajceb-3363	41	87	estimation	estimation	NOUN
ajceb-3363	41	88	model	model	NOUN
ajceb-3363	41	89	based	base	VERB
ajceb-3363	41	90	on	on	ADP
ajceb-3363	41	91	data	datum	NOUN
ajceb-3363	41	92	forms	form	NOUN
ajceb-3363	41	93	of	of	ADP
ajceb-3363	41	94	ordinal	ordinal	ADJ
ajceb-3363	41	95	data	datum	NOUN
ajceb-3363	41	96	or	or	CCONJ
ajceb-3363	41	97	mixed	mixed	ADJ
ajceb-3363	41	98	forms	form	NOUN
ajceb-3363	41	99	of	of	ADP
ajceb-3363	41	100	nominal	nominal	ADJ
ajceb-3363	41	101	and	and	CCONJ
ajceb-3363	41	102	ordinal	ordinal	ADJ
ajceb-3363	41	103	data	datum	NOUN
ajceb-3363	41	104	;	;	PUNCT
ajceb-3363	41	105	and	and	CCONJ
ajceb-3363	41	106	in	in	ADP
ajceb-3363	41	107	addition	addition	NOUN
ajceb-3363	41	108	,	,	PUNCT
ajceb-3363	41	109	4	4	X
ajceb-3363	41	110	.	.	PUNCT
ajceb-3363	41	111	ann	ann	PROPN
ajceb-3363	41	112	generalisations	generalisation	NOUN
ajceb-3363	41	113	are	be	AUX
ajceb-3363	41	114	beneficial	beneficial	ADJ
ajceb-3363	41	115	,	,	PUNCT
ajceb-3363	41	116	as	as	SCONJ
ajceb-3363	41	117	they	they	PRON
ajceb-3363	41	118	utilise	utilise	VERB
ajceb-3363	41	119	data	datum	NOUN
ajceb-3363	41	120	that	that	PRON
ajceb-3363	41	121	the	the	DET
ajceb-3363	41	122	model	model	NOUN
ajceb-3363	41	123	has	have	AUX
ajceb-3363	41	124	collected	collect	VERB
ajceb-3363	41	125	during	during	ADP
ajceb-3363	41	126	training	training	NOUN
ajceb-3363	41	127	stages	stage	NOUN
ajceb-3363	41	128	to	to	PART
ajceb-3363	41	129	synthesize	synthesize	VERB
ajceb-3363	41	130	input	input	NOUN
ajceb-3363	41	131	-	-	PUNCT
ajceb-3363	41	132	output	output	NOUN
ajceb-3363	41	133	mapping	mapping	NOUN
ajceb-3363	41	134	with	with	ADP
ajceb-3363	41	135	new	new	ADJ
ajceb-3363	41	136	data	datum	NOUN
ajceb-3363	41	137	.	.	PUNCT
ajceb-3363	42	1	currently	currently	ADV
ajceb-3363	42	2	,	,	PUNCT
ajceb-3363	42	3	building	build	VERB
ajceb-3363	42	4	sector	sector	NOUN
ajceb-3363	42	5	clients	client	NOUN
ajceb-3363	42	6	seek	seek	VERB
ajceb-3363	42	7	predictions	prediction	NOUN
ajceb-3363	42	8	that	that	PRON
ajceb-3363	42	9	are	be	AUX
ajceb-3363	42	10	flexible	flexible	ADJ
ajceb-3363	42	11	and	and	CCONJ
ajceb-3363	42	12	easy	easy	ADJ
ajceb-3363	42	13	to	to	PART
ajceb-3363	42	14	use	use	VERB
ajceb-3363	42	15	.	.	PUNCT
ajceb-3363	43	1	as	as	SCONJ
ajceb-3363	43	2	mentioned	mention	VERB
ajceb-3363	43	3	before	before	ADV
ajceb-3363	43	4	,	,	PUNCT
ajceb-3363	43	5	anns	ann	NOUN
ajceb-3363	43	6	have	have	VERB
ajceb-3363	43	7	several	several	ADJ
ajceb-3363	43	8	advantages	advantage	NOUN
ajceb-3363	43	9	over	over	ADP
ajceb-3363	43	10	traditional	traditional	ADJ
ajceb-3363	43	11	methods	method	NOUN
ajceb-3363	43	12	but	but	CCONJ
ajceb-3363	43	13	there	there	PRON
ajceb-3363	43	14	are	be	VERB
ajceb-3363	43	15	currently	currently	ADV
ajceb-3363	43	16	no	no	DET
ajceb-3363	43	17	clear	clear	ADJ
ajceb-3363	43	18	steps	step	NOUN
ajceb-3363	43	19	that	that	PRON
ajceb-3363	43	20	can	can	AUX
ajceb-3363	43	21	be	be	AUX
ajceb-3363	43	22	followed	follow	VERB
ajceb-3363	43	23	to	to	PART
ajceb-3363	43	24	simplify	simplify	VERB
ajceb-3363	43	25	the	the	DET
ajceb-3363	43	26	estimation	estimation	NOUN
ajceb-3363	43	27	cost	cost	NOUN
ajceb-3363	43	28	process	process	NOUN
ajceb-3363	43	29	in	in	ADP
ajceb-3363	43	30	anns	anns	ADJ
ajceb-3363	43	31	applications	application	NOUN
ajceb-3363	43	32	.	.	PUNCT
ajceb-3363	44	1	there	there	PRON
ajceb-3363	44	2	is	be	VERB
ajceb-3363	44	3	still	still	ADV
ajceb-3363	44	4	a	a	DET
ajceb-3363	44	5	need	need	NOUN
ajceb-3363	44	6	to	to	PART
ajceb-3363	44	7	develop	develop	VERB
ajceb-3363	44	8	a	a	DET
ajceb-3363	44	9	framework	framework	NOUN
ajceb-3363	44	10	of	of	ADP
ajceb-3363	44	11	anns	anns	NOUN
ajceb-3363	44	12	to	to	PART
ajceb-3363	44	13	(	(	PUNCT
ajceb-3363	44	14	excite	excite	VERB
ajceb-3363	44	15	clients	client	NOUN
ajceb-3363	44	16	,	,	PUNCT
ajceb-3363	44	17	and	and	CCONJ
ajceb-3363	44	18	)	)	PUNCT
ajceb-3363	44	19	predict	predict	VERB
ajceb-3363	44	20	whole	whole	ADJ
ajceb-3363	44	21	construction	construction	NOUN
ajceb-3363	44	22	costs	cost	NOUN
ajceb-3363	44	23	.	.	PUNCT
ajceb-3363	45	1	to	to	PART
ajceb-3363	45	2	make	make	VERB
ajceb-3363	45	3	sense	sense	NOUN
ajceb-3363	45	4	of	of	ADP
ajceb-3363	45	5	the	the	DET
ajceb-3363	45	6	huge	huge	ADJ
ajceb-3363	45	7	number	number	NOUN
ajceb-3363	45	8	of	of	ADP
ajceb-3363	45	9	variable	variable	ADJ
ajceb-3363	45	10	factors	factor	NOUN
ajceb-3363	45	11	that	that	PRON
ajceb-3363	45	12	affect	affect	VERB
ajceb-3363	45	13	the	the	DET
ajceb-3363	45	14	value	value	NOUN
ajceb-3363	45	15	of	of	ADP
ajceb-3363	45	16	the	the	DET
ajceb-3363	45	17	construction	construction	NOUN
ajceb-3363	45	18	cost	cost	NOUN
ajceb-3363	45	19	;	;	PUNCT
ajceb-3363	45	20	there	there	PRON
ajceb-3363	45	21	is	be	VERB
ajceb-3363	45	22	a	a	DET
ajceb-3363	45	23	need	need	NOUN
ajceb-3363	45	24	to	to	PART
ajceb-3363	45	25	provide	provide	VERB
ajceb-3363	45	26	better	well	ADJ
ajceb-3363	45	27	interaction	interaction	NOUN
ajceb-3363	45	28	between	between	ADP
ajceb-3363	45	29	these	these	DET
ajceb-3363	45	30	factors	factor	NOUN
ajceb-3363	45	31	in	in	ADP
ajceb-3363	45	32	a	a	DET
ajceb-3363	45	33	less	less	ADV
ajceb-3363	45	34	complicated	complicated	ADJ
ajceb-3363	45	35	process	process	NOUN
ajceb-3363	45	36	.	.	PUNCT
ajceb-3363	46	1	it	it	PRON
ajceb-3363	46	2	is	be	AUX
ajceb-3363	46	3	important	important	ADJ
ajceb-3363	46	4	to	to	PART
ajceb-3363	46	5	standardise	standardise	VERB
ajceb-3363	46	6	the	the	DET
ajceb-3363	46	7	estimation	estimation	NOUN
ajceb-3363	46	8	process	process	NOUN
ajceb-3363	46	9	and	and	CCONJ
ajceb-3363	46	10	integrate	integrate	VERB
ajceb-3363	46	11	some	some	DET
ajceb-3363	46	12	methods	method	NOUN
ajceb-3363	46	13	with	with	ADP
ajceb-3363	46	14	anns	ann	NOUN
ajceb-3363	46	15	,	,	PUNCT
ajceb-3363	46	16	to	to	PART
ajceb-3363	46	17	identify	identify	VERB
ajceb-3363	46	18	the	the	DET
ajceb-3363	46	19	key	key	ADJ
ajceb-3363	46	20	factors	factor	NOUN
ajceb-3363	46	21	to	to	PART
ajceb-3363	46	22	be	be	AUX
ajceb-3363	46	23	considered	consider	VERB
ajceb-3363	46	24	as	as	ADP
ajceb-3363	46	25	input	input	NOUN
ajceb-3363	46	26	factors	factor	NOUN
ajceb-3363	46	27	of	of	ADP
ajceb-3363	46	28	anns	anns	ADJ
ajceb-3363	46	29	model	model	NOUN
ajceb-3363	46	30	.	.	PUNCT
ajceb-3363	47	1	this	this	DET
ajceb-3363	47	2	research	research	NOUN
ajceb-3363	47	3	will	will	AUX
ajceb-3363	47	4	develop	develop	VERB
ajceb-3363	47	5	a	a	DET
ajceb-3363	47	6	new	new	ADJ
ajceb-3363	47	7	framework	framework	NOUN
ajceb-3363	47	8	for	for	ADP
ajceb-3363	47	9	estimation	estimation	NOUN
ajceb-3363	47	10	cost	cost	NOUN
ajceb-3363	47	11	using	use	VERB
ajceb-3363	47	12	artificial	artificial	ADJ
ajceb-3363	47	13	neural	neural	ADJ
ajceb-3363	47	14	networks	network	NOUN
ajceb-3363	47	15	integration	integration	NOUN
ajceb-3363	47	16	techniques	technique	NOUN
ajceb-3363	47	17	.	.	PUNCT
ajceb-3363	48	1	new	new	ADJ
ajceb-3363	48	2	framework	framework	NOUN
ajceb-3363	48	3	towards	towards	ADP
ajceb-3363	48	4	a	a	DET
ajceb-3363	48	5	cost	cost	NOUN
ajceb-3363	48	6	estimation	estimation	NOUN
ajceb-3363	48	7	model	model	NOUN
ajceb-3363	48	8	the	the	DET
ajceb-3363	48	9	process	process	NOUN
ajceb-3363	48	10	developed	develop	VERB
ajceb-3363	48	11	here	here	ADV
ajceb-3363	48	12	for	for	ADP
ajceb-3363	48	13	a	a	DET
ajceb-3363	48	14	new	new	ADJ
ajceb-3363	48	15	model	model	NOUN
ajceb-3363	48	16	of	of	ADP
ajceb-3363	48	17	cost	cost	NOUN
ajceb-3363	48	18	estimation	estimation	NOUN
ajceb-3363	48	19	follows	follow	VERB
ajceb-3363	48	20	a	a	DET
ajceb-3363	48	21	number	number	NOUN
ajceb-3363	48	22	of	of	ADP
ajceb-3363	48	23	systemic	systemic	ADJ
ajceb-3363	48	24	procedures	procedure	NOUN
ajceb-3363	48	25	.	.	PUNCT
ajceb-3363	49	1	there	there	PRON
ajceb-3363	49	2	are	be	VERB
ajceb-3363	49	3	eight	eight	NUM
ajceb-3363	49	4	basics	basic	NOUN
ajceb-3363	49	5	steps	step	NOUN
ajceb-3363	49	6	proposed	propose	VERB
ajceb-3363	49	7	here	here	ADV
ajceb-3363	49	8	:	:	PUNCT
ajceb-3363	49	9	(	(	PUNCT
ajceb-3363	49	10	1	1	X
ajceb-3363	49	11	)	)	PUNCT
ajceb-3363	49	12	identify	identify	VERB
ajceb-3363	49	13	the	the	DET
ajceb-3363	49	14	purpose	purpose	NOUN
ajceb-3363	49	15	of	of	ADP
ajceb-3363	49	16	estimation	estimation	NOUN
ajceb-3363	49	17	;	;	PUNCT
ajceb-3363	49	18	(	(	PUNCT
ajceb-3363	49	19	2	2	X
ajceb-3363	49	20	)	)	PUNCT
ajceb-3363	49	21	identify	identify	VERB
ajceb-3363	49	22	cost	cost	NOUN
ajceb-3363	49	23	factors	factor	NOUN
ajceb-3363	49	24	affecting	affect	VERB
ajceb-3363	49	25	cost	cost	NOUN
ajceb-3363	49	26	estimation	estimation	NOUN
ajceb-3363	49	27	;	;	PUNCT
ajceb-3363	49	28	(	(	PUNCT
ajceb-3363	49	29	3	3	X
ajceb-3363	49	30	)	)	PUNCT
ajceb-3363	49	31	identify	identify	VERB
ajceb-3363	49	32	non	non	ADJ
ajceb-3363	49	33	-	-	ADJ
ajceb-3363	49	34	cost	cost	ADJ
ajceb-3363	49	35	factors	factor	NOUN
ajceb-3363	49	36	affecting	affect	VERB
ajceb-3363	49	37	cost	cost	NOUN
ajceb-3363	49	38	estimation	estimation	NOUN
ajceb-3363	49	39	;	;	PUNCT
ajceb-3363	49	40	(	(	PUNCT
ajceb-3363	49	41	4	4	X
ajceb-3363	49	42	)	)	PUNCT
ajceb-3363	49	43	create	create	VERB
ajceb-3363	49	44	database	database	NOUN
ajceb-3363	49	45	for	for	ADP
ajceb-3363	49	46	cost	cost	NOUN
ajceb-3363	49	47	and	and	CCONJ
ajceb-3363	49	48	non	non	ADJ
ajceb-3363	49	49	-	-	ADJ
ajceb-3363	49	50	cost	cost	ADJ
ajceb-3363	49	51	factors	factor	NOUN
ajceb-3363	49	52	;	;	PUNCT
ajceb-3363	49	53	(	(	PUNCT
ajceb-3363	49	54	5)design	5)design	NUM
ajceb-3363	49	55	nns	nn	NOUN
ajceb-3363	49	56	;	;	PUNCT
ajceb-3363	49	57	(	(	PUNCT
ajceb-3363	49	58	6	6	X
ajceb-3363	49	59	)	)	PUNCT
ajceb-3363	49	60	train	train	NOUN
ajceb-3363	49	61	nns	nn	NOUN
ajceb-3363	49	62	;	;	PUNCT
ajceb-3363	49	63	(	(	PUNCT
ajceb-3363	49	64	7	7	X
ajceb-3363	49	65	)	)	PUNCT
ajceb-3363	49	66	validation	validation	NOUN
ajceb-3363	49	67	the	the	DET
ajceb-3363	49	68	model	model	NOUN
ajceb-3363	49	69	;	;	PUNCT
ajceb-3363	49	70	and	and	CCONJ
ajceb-3363	49	71	(	(	PUNCT
ajceb-3363	49	72	8)	8)	NUM
ajceb-3363	49	73	run	run	VERB
ajceb-3363	49	74	the	the	DET
ajceb-3363	49	75	application	application	NOUN
ajceb-3363	49	76	.	.	PUNCT
ajceb-3363	50	1	see	see	VERB
ajceb-3363	50	2	figure	figure	NOUN
ajceb-3363	50	3	1	1	NUM
ajceb-3363	50	4	and	and	CCONJ
ajceb-3363	50	5	the	the	DET
ajceb-3363	50	6	text	text	NOUN
ajceb-3363	50	7	below	below	ADP
ajceb-3363	50	8	:	:	PUNCT
ajceb-3363	50	9	identification	identification	NOUN
ajceb-3363	50	10	of	of	ADP
ajceb-3363	50	11	the	the	DET
ajceb-3363	50	12	purpose	purpose	NOUN
ajceb-3363	50	13	of	of	ADP
ajceb-3363	50	14	estimation	estimation	NOUN
ajceb-3363	50	15	the	the	DET
ajceb-3363	50	16	purpose	purpose	NOUN
ajceb-3363	50	17	of	of	ADP
ajceb-3363	50	18	estimation	estimation	NOUN
ajceb-3363	50	19	may	may	AUX
ajceb-3363	50	20	range	range	VERB
ajceb-3363	50	21	from	from	ADP
ajceb-3363	50	22	an	an	DET
ajceb-3363	50	23	estimate	estimate	NOUN
ajceb-3363	50	24	of	of	ADP
ajceb-3363	50	25	construction	construction	NOUN
ajceb-3363	50	26	cost	cost	NOUN
ajceb-3363	50	27	only	only	ADV
ajceb-3363	50	28	,	,	PUNCT
ajceb-3363	50	29	to	to	PART
ajceb-3363	50	30	estimating	estimate	VERB
ajceb-3363	50	31	the	the	DET
ajceb-3363	50	32	total	total	ADJ
ajceb-3363	50	33	life	life	NOUN
ajceb-3363	50	34	-	-	PUNCT
ajceb-3363	50	35	cycle	cycle	NOUN
ajceb-3363	50	36	costs	cost	NOUN
ajceb-3363	50	37	of	of	ADP
ajceb-3363	50	38	new	new	ADJ
ajceb-3363	50	39	projects	project	NOUN
ajceb-3363	50	40	which	which	PRON
ajceb-3363	50	41	include	include	VERB
ajceb-3363	50	42	construction	construction	NOUN
ajceb-3363	50	43	,	,	PUNCT
ajceb-3363	50	44	operation	operation	NOUN
ajceb-3363	50	45	and	and	CCONJ
ajceb-3363	50	46	maintenance	maintenance	NOUN
ajceb-3363	50	47	.	.	PUNCT
ajceb-3363	51	1	implementation	implementation	NOUN
ajceb-3363	51	2	of	of	ADP
ajceb-3363	51	3	csis	csis	NOUN
ajceb-3363	51	4	:	:	PUNCT
ajceb-3363	51	5	construction	construction	NOUN
ajceb-3363	51	6	projects	project	NOUN
ajceb-3363	51	7	have	have	VERB
ajceb-3363	51	8	numerous	numerous	ADJ
ajceb-3363	51	9	variable	variable	ADJ
ajceb-3363	51	10	factors	factor	NOUN
ajceb-3363	51	11	impacting	impact	VERB
ajceb-3363	51	12	upon	upon	SCONJ
ajceb-3363	51	13	the	the	DET
ajceb-3363	51	14	value	value	NOUN
ajceb-3363	51	15	of	of	ADP
ajceb-3363	51	16	lcc	lcc	PROPN
ajceb-3363	51	17	.	.	PUNCT
ajceb-3363	52	1	interaction	interaction	NOUN
ajceb-3363	52	2	between	between	ADP
ajceb-3363	52	3	factors	factor	NOUN
ajceb-3363	52	4	is	be	AUX
ajceb-3363	52	5	somewhat	somewhat	ADV
ajceb-3363	52	6	complex	complex	ADJ
ajceb-3363	52	7	with	with	ADP
ajceb-3363	52	8	current	current	ADJ
ajceb-3363	52	9	lcc	lcc	PROPN
ajceb-3363	52	10	models	model	NOUN
ajceb-3363	52	11	suffering	suffer	VERB
ajceb-3363	52	12	arguably	arguably	ADV
ajceb-3363	52	13	from	from	ADP
ajceb-3363	52	14	an	an	DET
ajceb-3363	52	15	absence	absence	NOUN
ajceb-3363	52	16	of	of	ADP
ajceb-3363	52	17	both	both	DET
ajceb-3363	52	18	standardisation	standardisation	NOUN
ajceb-3363	52	19	and	and	CCONJ
ajceb-3363	52	20	a	a	DET
ajceb-3363	52	21	simple	simple	ADJ
ajceb-3363	52	22	methodology	methodology	NOUN
ajceb-3363	52	23	to	to	PART
ajceb-3363	52	24	collect	collect	VERB
ajceb-3363	52	25	and	and	CCONJ
ajceb-3363	52	26	interpolate	interpolate	ADJ
ajceb-3363	52	27	data	datum	NOUN
ajceb-3363	52	28	(	(	PUNCT
ajceb-3363	52	29	olubodun	olubodun	PROPN
ajceb-3363	52	30	et	et	PROPN
ajceb-3363	52	31	al	al	PROPN
ajceb-3363	52	32	.	.	PROPN
ajceb-3363	52	33	2010	2010	NUM
ajceb-3363	52	34	)	)	PUNCT
ajceb-3363	52	35	.	.	PUNCT
ajceb-3363	53	1	the	the	DET
ajceb-3363	53	2	concept	concept	NOUN
ajceb-3363	53	3	of	of	ADP
ajceb-3363	53	4	cost	cost	NOUN
ajceb-3363	53	5	-	-	PUNCT
ajceb-3363	53	6	significant	significant	ADJ
ajceb-3363	53	7	-	-	PUNCT
ajceb-3363	53	8	items	item	NOUN
ajceb-3363	53	9	(	(	PUNCT
ajceb-3363	53	10	csis	csis	NOUN
ajceb-3363	53	11	)	)	PUNCT
ajceb-3363	53	12	shall	shall	AUX
ajceb-3363	53	13	help	help	VERB
ajceb-3363	53	14	future	future	ADJ
ajceb-3363	53	15	analysts	analyst	NOUN
ajceb-3363	53	16	to	to	PART
ajceb-3363	53	17	simplify	simplify	VERB
ajceb-3363	53	18	estimation	estimation	NOUN
ajceb-3363	53	19	methodologies	methodology	NOUN
ajceb-3363	53	20	by	by	ADP
ajceb-3363	53	21	determining	determine	VERB
ajceb-3363	53	22	the	the	DET
ajceb-3363	53	23	key	key	ADJ
ajceb-3363	53	24	items	item	NOUN
ajceb-3363	53	25	contributing	contribute	VERB
ajceb-3363	53	26	most	most	ADJ
ajceb-3363	53	27	to	to	ADP
ajceb-3363	53	28	construction	construction	NOUN
ajceb-3363	53	29	project	project	NOUN
ajceb-3363	53	30	lcc	lcc	PROPN
ajceb-3363	53	31	.	.	PUNCT
ajceb-3363	54	1	csi	csi	PROPN
ajceb-3363	54	2	ideology	ideology	NOUN
ajceb-3363	54	3	owes	owe	VERB
ajceb-3363	54	4	much	much	ADJ
ajceb-3363	54	5	to	to	PART
ajceb-3363	54	6	pareto	pareto	VERB
ajceb-3363	54	7	’s	’s	PART
ajceb-3363	54	8	classic	classic	ADJ
ajceb-3363	54	9	80:20	80:20	NUM
ajceb-3363	54	10	rule	rule	NOUN
ajceb-3363	54	11	.	.	PUNCT
ajceb-3363	55	1	in	in	ADP
ajceb-3363	55	2	the	the	DET
ajceb-3363	55	3	construction	construction	NOUN
ajceb-3363	55	4	sector	sector	NOUN
ajceb-3363	55	5	,	,	PUNCT
ajceb-3363	55	6	various	various	ADJ
ajceb-3363	55	7	building	building	NOUN
ajceb-3363	55	8	-	-	PUNCT
ajceb-3363	55	9	sector	sector	NOUN
ajceb-3363	55	10	scholars	scholar	NOUN
ajceb-3363	55	11	have	have	AUX
ajceb-3363	55	12	applied	apply	VERB
ajceb-3363	55	13	csis	csis	NOUN
ajceb-3363	55	14	to	to	ADP
ajceb-3363	55	15	construction	construction	NOUN
ajceb-3363	55	16	cost	cost	NOUN
ajceb-3363	55	17	estimate	estimate	NOUN
ajceb-3363	55	18	research	research	NOUN
ajceb-3363	55	19	,	,	PUNCT
ajceb-3363	55	20	finding	find	VERB
ajceb-3363	55	21	that	that	SCONJ
ajceb-3363	55	22	csis	csis	NOUN
ajceb-3363	55	23	theory	theory	NOUN
ajceb-3363	55	24	is	be	AUX
ajceb-3363	55	25	able	able	ADJ
ajceb-3363	55	26	to	to	PART
ajceb-3363	55	27	determine	determine	VERB
ajceb-3363	55	28	the	the	DET
ajceb-3363	55	29	small	small	ADJ
ajceb-3363	55	30	number	number	NOUN
ajceb-3363	55	31	of	of	ADP
ajceb-3363	55	32	items	item	NOUN
ajceb-3363	55	33	which	which	PRON
ajceb-3363	55	34	represent	represent	VERB
ajceb-3363	55	35	a	a	DET
ajceb-3363	55	36	constant	constant	ADJ
ajceb-3363	55	37	percentage	percentage	NOUN
ajceb-3363	55	38	of	of	ADP
ajceb-3363	55	39	the	the	DET
ajceb-3363	55	40	total	total	ADJ
ajceb-3363	55	41	cost	cost	NOUN
ajceb-3363	55	42	of	of	ADP
ajceb-3363	55	43	construction	construction	NOUN
ajceb-3363	55	44	projects	project	NOUN
ajceb-3363	55	45	(	(	PUNCT
ajceb-3363	55	46	al	al	PROPN
ajceb-3363	55	47	-	-	PUNCT
ajceb-3363	55	48	hajj	hajj	PROPN
ajceb-3363	55	49	and	and	CCONJ
ajceb-3363	55	50	horner	horner	PROPN
ajceb-3363	55	51	1998	1998	NUM
ajceb-3363	55	52	,	,	PUNCT
ajceb-3363	55	53	asif	asif	PROPN
ajceb-3363	55	54	1988	1988	NUM
ajceb-3363	55	55	,	,	PUNCT
ajceb-3363	55	56	elcin	elcin	PROPN
ajceb-3363	55	57	and	and	CCONJ
ajceb-3363	55	58	hakan	hakan	PROPN
ajceb-3363	55	59	2005	2005	NUM
ajceb-3363	55	60	,	,	PUNCT
ajceb-3363	55	61	horner	horner	PROPN
ajceb-3363	55	62	and	and	CCONJ
ajceb-3363	55	63	zakieh	zakieh	PROPN
ajceb-3363	55	64	1996	1996	NUM
ajceb-3363	55	65	)	)	PUNCT
ajceb-3363	55	66	.	.	PUNCT
ajceb-3363	56	1	if	if	SCONJ
ajceb-3363	56	2	the	the	DET
ajceb-3363	56	3	csis	csis	NOUN
ajceb-3363	56	4	could	could	AUX
ajceb-3363	56	5	be	be	AUX
ajceb-3363	56	6	simply	simply	ADV
ajceb-3363	56	7	australasian	australasian	ADJ
ajceb-3363	56	8	journal	journal	NOUN
ajceb-3363	56	9	of	of	ADP
ajceb-3363	56	10	construction	construction	NOUN
ajceb-3363	56	11	economics	economic	NOUN
ajceb-3363	56	12	and	and	CCONJ
ajceb-3363	56	13	building	building	NOUN
ajceb-3363	56	14	alqahtani	alqahtani	PROPN
ajceb-3363	56	15	,	,	PUNCT
ajceb-3363	56	16	a	a	PRON
ajceb-3363	56	17	and	and	CCONJ
ajceb-3363	56	18	whyte	whyte	NOUN
ajceb-3363	56	19	,	,	PUNCT
ajceb-3363	56	20	a	a	DET
ajceb-3363	56	21	(	(	PUNCT
ajceb-3363	56	22	2013	2013	NUM
ajceb-3363	56	23	)	)	PUNCT
ajceb-3363	56	24	‘	'	PUNCT
ajceb-3363	56	25	artificial	artificial	ADJ
ajceb-3363	56	26	neural	neural	ADJ
ajceb-3363	56	27	networks	network	NOUN
ajceb-3363	56	28	incorporating	incorporate	VERB
ajceb-3363	56	29	cost	cost	VERB
ajceb-3363	56	30	significant	significant	ADJ
ajceb-3363	56	31	items	item	NOUN
ajceb-3363	56	32	towards	towards	ADP
ajceb-3363	56	33	enhancing	enhance	VERB
ajceb-3363	56	34	estimation	estimation	NOUN
ajceb-3363	56	35	for	for	ADP
ajceb-3363	56	36	(	(	PUNCT
ajceb-3363	56	37	life	life	NOUN
ajceb-3363	56	38	-	-	PUNCT
ajceb-3363	56	39	cycle	cycle	NOUN
ajceb-3363	56	40	)	)	PUNCT
ajceb-3363	56	41	costing	costing	NOUN
ajceb-3363	56	42	of	of	ADP
ajceb-3363	56	43	construction	construction	NOUN
ajceb-3363	56	44	projects	project	NOUN
ajceb-3363	56	45	’	'	PUNCT
ajceb-3363	56	46	,	,	PUNCT
ajceb-3363	56	47	australasian	australasian	ADJ
ajceb-3363	56	48	journal	journal	NOUN
ajceb-3363	56	49	of	of	ADP
ajceb-3363	56	50	construction	construction	NOUN
ajceb-3363	56	51	economics	economic	NOUN
ajceb-3363	56	52	and	and	CCONJ
ajceb-3363	56	53	building	building	NOUN
ajceb-3363	56	54	,	,	PUNCT
ajceb-3363	56	55	13	13	NUM
ajceb-3363	56	56	(	(	PUNCT
ajceb-3363	56	57	3	3	NUM
ajceb-3363	56	58	)	)	PUNCT
ajceb-3363	56	59	51	51	NUM
ajceb-3363	56	60	-	-	SYM
ajceb-3363	56	61	64	64	NUM
ajceb-3363	56	62	54	54	NUM
ajceb-3363	56	63	recognized	recognize	VERB
ajceb-3363	56	64	,	,	PUNCT
ajceb-3363	56	65	it	it	PRON
ajceb-3363	56	66	would	would	AUX
ajceb-3363	56	67	motivate	motivate	VERB
ajceb-3363	56	68	estimators	estimator	NOUN
ajceb-3363	56	69	to	to	PART
ajceb-3363	56	70	direct	direct	VERB
ajceb-3363	56	71	attention	attention	NOUN
ajceb-3363	56	72	to	to	ADP
ajceb-3363	56	73	such	such	ADJ
ajceb-3363	56	74	specific	specific	ADJ
ajceb-3363	56	75	items	item	NOUN
ajceb-3363	56	76	,	,	PUNCT
ajceb-3363	56	77	and	and	CCONJ
ajceb-3363	56	78	would	would	AUX
ajceb-3363	56	79	reduce	reduce	VERB
ajceb-3363	56	80	the	the	DET
ajceb-3363	56	81	time	time	NOUN
ajceb-3363	56	82	taken	take	VERB
ajceb-3363	56	83	for	for	ADP
ajceb-3363	56	84	estimation	estimation	NOUN
ajceb-3363	56	85	.	.	PUNCT
ajceb-3363	57	1	in	in	ADP
ajceb-3363	57	2	this	this	DET
ajceb-3363	57	3	way	way	NOUN
ajceb-3363	57	4	,	,	PUNCT
ajceb-3363	57	5	cost	cost	VERB
ajceb-3363	57	6	information	information	NOUN
ajceb-3363	57	7	required	require	VERB
ajceb-3363	57	8	to	to	PART
ajceb-3363	57	9	estimate	estimate	VERB
ajceb-3363	57	10	total	total	ADJ
ajceb-3363	57	11	cost	cost	NOUN
ajceb-3363	57	12	could	could	AUX
ajceb-3363	57	13	be	be	AUX
ajceb-3363	57	14	collected	collect	VERB
ajceb-3363	57	15	,	,	PUNCT
ajceb-3363	57	16	analysed	analyse	VERB
ajceb-3363	57	17	and	and	CCONJ
ajceb-3363	57	18	recorded	record	VERB
ajceb-3363	57	19	in	in	ADP
ajceb-3363	57	20	a	a	DET
ajceb-3363	57	21	manner	manner	NOUN
ajceb-3363	57	22	which	which	PRON
ajceb-3363	57	23	will	will	AUX
ajceb-3363	57	24	provide	provide	VERB
ajceb-3363	57	25	a	a	DET
ajceb-3363	57	26	more	more	ADV
ajceb-3363	57	27	significant	significant	ADJ
ajceb-3363	57	28	and	and	CCONJ
ajceb-3363	57	29	realistic	realistic	ADJ
ajceb-3363	57	30	method	method	NOUN
ajceb-3363	57	31	of	of	ADP
ajceb-3363	57	32	prediction	prediction	NOUN
ajceb-3363	57	33	.	.	PUNCT
ajceb-3363	58	1	create	create	VERB
ajceb-3363	58	2	database	database	NOUN
ajceb-3363	58	3	design	design	NOUN
ajceb-3363	58	4	nns	nns	PROPN
ajceb-3363	58	5	csis	csis	PROPN
ajceb-3363	58	6	training	training	NOUN
ajceb-3363	58	7	and	and	CCONJ
ajceb-3363	58	8	testing	testing	NOUN
ajceb-3363	58	9	nns	nns	PROPN
ajceb-3363	58	10	final	final	ADJ
ajceb-3363	58	11	model	model	NOUN
ajceb-3363	58	12	of	of	ADP
ajceb-3363	58	13	nns	nns	PROPN
ajceb-3363	58	14	non	non	ADJ
ajceb-3363	58	15	-	-	ADJ
ajceb-3363	58	16	cost	cost	ADJ
ajceb-3363	58	17	factors	factor	NOUN
ajceb-3363	58	18	purpose	purpose	NOUN
ajceb-3363	58	19	of	of	ADP
ajceb-3363	58	20	estimation	estimation	NOUN
ajceb-3363	58	21	figure	figure	NOUN
ajceb-3363	58	22	1	1	NUM
ajceb-3363	58	23	framework	framework	NOUN
ajceb-3363	58	24	of	of	ADP
ajceb-3363	58	25	nns	nns	PROPN
ajceb-3363	58	26	model	model	NOUN
ajceb-3363	58	27	identification	identification	NOUN
ajceb-3363	58	28	of	of	ADP
ajceb-3363	58	29	non	non	ADJ
ajceb-3363	58	30	-	-	ADJ
ajceb-3363	58	31	cost	cost	ADJ
ajceb-3363	58	32	factors	factor	NOUN
ajceb-3363	58	33	affecting	affect	VERB
ajceb-3363	58	34	the	the	DET
ajceb-3363	58	35	accuracy	accuracy	NOUN
ajceb-3363	58	36	of	of	ADP
ajceb-3363	58	37	estimation	estimation	NOUN
ajceb-3363	58	38	:	:	PUNCT
ajceb-3363	58	39	a	a	DET
ajceb-3363	58	40	main	main	ADJ
ajceb-3363	58	41	restriction	restriction	NOUN
ajceb-3363	58	42	of	of	ADP
ajceb-3363	58	43	most	most	ADJ
ajceb-3363	58	44	of	of	ADP
ajceb-3363	58	45	the	the	DET
ajceb-3363	58	46	current	current	ADJ
ajceb-3363	58	47	models	model	NOUN
ajceb-3363	58	48	of	of	ADP
ajceb-3363	58	49	cost	cost	NOUN
ajceb-3363	58	50	estimation	estimation	NOUN
ajceb-3363	58	51	is	be	AUX
ajceb-3363	58	52	that	that	SCONJ
ajceb-3363	58	53	they	they	PRON
ajceb-3363	58	54	only	only	ADV
ajceb-3363	58	55	consider	consider	VERB
ajceb-3363	58	56	significant	significant	ADJ
ajceb-3363	58	57	factors	factor	NOUN
ajceb-3363	58	58	that	that	PRON
ajceb-3363	58	59	can	can	AUX
ajceb-3363	58	60	be	be	AUX
ajceb-3363	58	61	readily	readily	ADV
ajceb-3363	58	62	quantified	quantify	VERB
ajceb-3363	58	63	.	.	PUNCT
ajceb-3363	59	1	however	however	ADV
ajceb-3363	59	2	,	,	PUNCT
ajceb-3363	59	3	non	non	ADJ
ajceb-3363	59	4	-	-	ADJ
ajceb-3363	59	5	cost	cost	ADJ
ajceb-3363	59	6	factors	factor	NOUN
ajceb-3363	59	7	should	should	AUX
ajceb-3363	59	8	be	be	AUX
ajceb-3363	59	9	considered	consider	VERB
ajceb-3363	59	10	because	because	SCONJ
ajceb-3363	59	11	they	they	PRON
ajceb-3363	59	12	seem	seem	VERB
ajceb-3363	59	13	to	to	PART
ajceb-3363	59	14	play	play	VERB
ajceb-3363	59	15	a	a	DET
ajceb-3363	59	16	vital	vital	ADJ
ajceb-3363	59	17	and	and	CCONJ
ajceb-3363	59	18	important	important	ADJ
ajceb-3363	59	19	role	role	NOUN
ajceb-3363	59	20	to	to	ADP
ajceb-3363	59	21	the	the	DET
ajceb-3363	59	22	accuracy	accuracy	NOUN
ajceb-3363	59	23	of	of	ADP
ajceb-3363	59	24	cost	cost	NOUN
ajceb-3363	59	25	estimation(elhag	estimation(elhag	PROPN
ajceb-3363	59	26	et	et	PROPN
ajceb-3363	59	27	al	al	PROPN
ajceb-3363	59	28	.	.	PROPN
ajceb-3363	59	29	2005	2005	NUM
ajceb-3363	59	30	)	)	PUNCT
ajceb-3363	59	31	.	.	PUNCT
ajceb-3363	60	1	non	non	ADJ
ajceb-3363	60	2	-	-	ADJ
ajceb-3363	60	3	cost	cost	ADJ
ajceb-3363	60	4	factors	factor	NOUN
ajceb-3363	60	5	affecting	affect	VERB
ajceb-3363	60	6	the	the	DET
ajceb-3363	60	7	accuracy	accuracy	NOUN
ajceb-3363	60	8	of	of	ADP
ajceb-3363	60	9	estimating	estimate	VERB
ajceb-3363	60	10	come	come	VERB
ajceb-3363	60	11	from	from	ADP
ajceb-3363	60	12	a	a	DET
ajceb-3363	60	13	large	large	ADJ
ajceb-3363	60	14	range	range	NOUN
ajceb-3363	60	15	of	of	ADP
ajceb-3363	60	16	categories	category	NOUN
ajceb-3363	60	17	.	.	PUNCT
ajceb-3363	61	1	these	these	DET
ajceb-3363	61	2	factors	factor	NOUN
ajceb-3363	61	3	are	be	AUX
ajceb-3363	61	4	qualitative	qualitative	VERB
ajceb-3363	61	5	such	such	ADJ
ajceb-3363	61	6	as	as	ADP
ajceb-3363	61	7	type	type	NOUN
ajceb-3363	61	8	of	of	ADP
ajceb-3363	61	9	project	project	NOUN
ajceb-3363	61	10	(	(	PUNCT
ajceb-3363	61	11	residential	residential	ADJ
ajceb-3363	61	12	,	,	PUNCT
ajceb-3363	61	13	commercial	commercial	ADJ
ajceb-3363	61	14	,	,	PUNCT
ajceb-3363	61	15	industrial	industrial	ADJ
ajceb-3363	61	16	)	)	PUNCT
ajceb-3363	61	17	,	,	PUNCT
ajceb-3363	61	18	type	type	NOUN
ajceb-3363	61	19	of	of	ADP
ajceb-3363	61	20	structure	structure	NOUN
ajceb-3363	61	21	(	(	PUNCT
ajceb-3363	61	22	concrete	concrete	NOUN
ajceb-3363	61	23	,	,	PUNCT
ajceb-3363	61	24	steel	steel	NOUN
ajceb-3363	61	25	,	,	PUNCT
ajceb-3363	61	26	masonry	masonry	NOUN
ajceb-3363	61	27	)	)	PUNCT
ajceb-3363	61	28	,	,	PUNCT
ajceb-3363	61	29	and	and	CCONJ
ajceb-3363	61	30	project	project	NOUN
ajceb-3363	61	31	size	size	NOUN
ajceb-3363	61	32	.	.	PUNCT
ajceb-3363	62	1	these	these	DET
ajceb-3363	62	2	factors	factor	NOUN
ajceb-3363	62	3	can	can	AUX
ajceb-3363	62	4	be	be	AUX
ajceb-3363	62	5	identified	identify	VERB
ajceb-3363	62	6	from	from	ADP
ajceb-3363	62	7	an	an	DET
ajceb-3363	62	8	analysis	analysis	NOUN
ajceb-3363	62	9	of	of	ADP
ajceb-3363	62	10	literature	literature	NOUN
ajceb-3363	62	11	,	,	PUNCT
ajceb-3363	62	12	historical	historical	ADJ
ajceb-3363	62	13	data	datum	NOUN
ajceb-3363	62	14	and	and	CCONJ
ajceb-3363	62	15	practitioner	practitioner	NOUN
ajceb-3363	62	16	experience	experience	NOUN
ajceb-3363	62	17	.	.	PUNCT
ajceb-3363	63	1	database	database	NOUN
ajceb-3363	63	2	creation	creation	NOUN
ajceb-3363	63	3	database	database	NOUN
ajceb-3363	63	4	creation	creation	NOUN
ajceb-3363	63	5	consists	consist	VERB
ajceb-3363	63	6	of	of	ADP
ajceb-3363	63	7	taking	take	VERB
ajceb-3363	63	8	the	the	DET
ajceb-3363	63	9	most	most	ADV
ajceb-3363	63	10	significant	significant	ADJ
ajceb-3363	63	11	cost	cost	NOUN
ajceb-3363	63	12	/	/	SYM
ajceb-3363	63	13	non	non	ADJ
ajceb-3363	63	14	-	-	ADJ
ajceb-3363	63	15	cost	cost	ADJ
ajceb-3363	63	16	factors	factor	NOUN
ajceb-3363	63	17	,	,	PUNCT
ajceb-3363	63	18	already	already	ADV
ajceb-3363	63	19	identified	identify	VERB
ajceb-3363	63	20	in	in	ADP
ajceb-3363	63	21	earlier	early	ADJ
ajceb-3363	63	22	steps	step	NOUN
ajceb-3363	63	23	and	and	CCONJ
ajceb-3363	63	24	actual	actual	ADJ
ajceb-3363	63	25	values	value	NOUN
ajceb-3363	63	26	of	of	ADP
ajceb-3363	63	27	unit	unit	NOUN
ajceb-3363	63	28	-	-	PUNCT
ajceb-3363	63	29	rate	rate	NOUN
ajceb-3363	63	30	costs	cost	NOUN
ajceb-3363	63	31	for	for	ADP
ajceb-3363	63	32	past	past	ADJ
ajceb-3363	63	33	projects	project	NOUN
ajceb-3363	63	34	.	.	PUNCT
ajceb-3363	64	1	this	this	DET
ajceb-3363	64	2	data	data	NOUN
ajceb-3363	64	3	is	be	AUX
ajceb-3363	64	4	used	use	VERB
ajceb-3363	64	5	to	to	PART
ajceb-3363	64	6	exemplify	exemplify	VERB
ajceb-3363	64	7	input	input	NOUN
ajceb-3363	64	8	and	and	CCONJ
ajceb-3363	64	9	output	output	NOUN
ajceb-3363	64	10	information	information	NOUN
ajceb-3363	64	11	in	in	ADP
ajceb-3363	64	12	the	the	DET
ajceb-3363	64	13	proposed	propose	VERB
ajceb-3363	64	14	model	model	NOUN
ajceb-3363	64	15	during	during	ADP
ajceb-3363	64	16	the	the	DET
ajceb-3363	64	17	training	training	NOUN
ajceb-3363	64	18	/	/	SYM
ajceb-3363	64	19	testing	testing	NOUN
ajceb-3363	64	20	stages	stage	NOUN
ajceb-3363	64	21	.	.	PUNCT
ajceb-3363	65	1	design	design	NOUN
ajceb-3363	65	2	of	of	ADP
ajceb-3363	65	3	neural	neural	ADJ
ajceb-3363	65	4	networks	network	NOUN
ajceb-3363	65	5	the	the	DET
ajceb-3363	65	6	initial	initial	ADJ
ajceb-3363	65	7	steps	step	NOUN
ajceb-3363	65	8	in	in	ADP
ajceb-3363	65	9	the	the	DET
ajceb-3363	65	10	design	design	NOUN
ajceb-3363	65	11	of	of	ADP
ajceb-3363	65	12	neural	neural	ADJ
ajceb-3363	65	13	network	network	NOUN
ajceb-3363	65	14	modelling	modelling	NOUN
ajceb-3363	65	15	are	be	AUX
ajceb-3363	65	16	selecting	select	VERB
ajceb-3363	65	17	,	,	PUNCT
ajceb-3363	65	18	collecting	collect	VERB
ajceb-3363	65	19	and	and	CCONJ
ajceb-3363	65	20	preparing	prepare	VERB
ajceb-3363	65	21	suitable	suitable	ADJ
ajceb-3363	65	22	data	datum	NOUN
ajceb-3363	65	23	.	.	PUNCT
ajceb-3363	66	1	in	in	ADP
ajceb-3363	66	2	estimation	estimation	NOUN
ajceb-3363	66	3	cost	cost	NOUN
ajceb-3363	66	4	modelling	modelling	NOUN
ajceb-3363	66	5	,	,	PUNCT
ajceb-3363	66	6	there	there	PRON
ajceb-3363	66	7	are	be	VERB
ajceb-3363	66	8	two	two	NUM
ajceb-3363	66	9	types	type	NOUN
ajceb-3363	66	10	of	of	ADP
ajceb-3363	66	11	data	datum	NOUN
ajceb-3363	66	12	needed	need	VERB
ajceb-3363	66	13	to	to	PART
ajceb-3363	66	14	create	create	VERB
ajceb-3363	66	15	a	a	DET
ajceb-3363	66	16	neural	neural	ADJ
ajceb-3363	66	17	network	network	NOUN
ajceb-3363	66	18	model	model	NOUN
ajceb-3363	66	19	:	:	PUNCT
ajceb-3363	66	20	input	input	NOUN
ajceb-3363	66	21	data	datum	NOUN
ajceb-3363	66	22	consisting	consist	VERB
ajceb-3363	66	23	of	of	ADP
ajceb-3363	66	24	data	datum	NOUN
ajceb-3363	66	25	identified	identify	VERB
ajceb-3363	66	26	as	as	ADP
ajceb-3363	66	27	key	key	NOUN
ajceb-3363	66	28	to	to	ADP
ajceb-3363	66	29	the	the	DET
ajceb-3363	66	30	result	result	NOUN
ajceb-3363	66	31	of	of	ADP
ajceb-3363	66	32	the	the	DET
ajceb-3363	66	33	cost	cost	NOUN
ajceb-3363	66	34	estimation	estimation	NOUN
ajceb-3363	66	35	model	model	NOUN
ajceb-3363	66	36	(	(	PUNCT
ajceb-3363	66	37	collected	collect	VERB
ajceb-3363	66	38	from	from	ADP
ajceb-3363	66	39	the	the	DET
ajceb-3363	66	40	database	database	NOUN
ajceb-3363	66	41	)	)	PUNCT
ajceb-3363	66	42	representing	represent	VERB
ajceb-3363	66	43	csis	csis	NOUN
ajceb-3363	66	44	and	and	CCONJ
ajceb-3363	66	45	the	the	DET
ajceb-3363	66	46	important	important	ADJ
ajceb-3363	66	47	non	non	ADJ
ajceb-3363	66	48	-	-	ADJ
ajceb-3363	66	49	cost	cost	ADJ
ajceb-3363	66	50	factors	factor	NOUN
ajceb-3363	66	51	;	;	PUNCT
ajceb-3363	66	52	and	and	CCONJ
ajceb-3363	66	53	output	output	NOUN
ajceb-3363	66	54	data	datum	NOUN
ajceb-3363	66	55	consisting	consist	VERB
ajceb-3363	66	56	of	of	ADP
ajceb-3363	66	57	the	the	DET
ajceb-3363	66	58	data	datum	NOUN
ajceb-3363	66	59	collected	collect	VERB
ajceb-3363	66	60	from	from	ADP
ajceb-3363	66	61	the	the	DET
ajceb-3363	66	62	database	database	NOUN
ajceb-3363	66	63	representing	represent	VERB
ajceb-3363	66	64	the	the	DET
ajceb-3363	66	65	actual	actual	ADJ
ajceb-3363	66	66	value	value	NOUN
ajceb-3363	66	67	of	of	ADP
ajceb-3363	66	68	total	total	ADJ
ajceb-3363	66	69	costs	cost	NOUN
ajceb-3363	66	70	of	of	ADP
ajceb-3363	66	71	previous	previous	ADJ
ajceb-3363	66	72	projects	project	NOUN
ajceb-3363	66	73	.	.	PUNCT
ajceb-3363	67	1	such	such	ADJ
ajceb-3363	67	2	data	datum	NOUN
ajceb-3363	67	3	needs	need	VERB
ajceb-3363	67	4	to	to	PART
ajceb-3363	67	5	be	be	AUX
ajceb-3363	67	6	normalized	normalize	VERB
ajceb-3363	67	7	before	before	ADP
ajceb-3363	67	8	australasian	australasian	ADJ
ajceb-3363	67	9	journal	journal	NOUN
ajceb-3363	67	10	of	of	ADP
ajceb-3363	67	11	construction	construction	NOUN
ajceb-3363	67	12	economics	economic	NOUN
ajceb-3363	67	13	and	and	CCONJ
ajceb-3363	67	14	building	building	NOUN
ajceb-3363	67	15	alqahtani	alqahtani	PROPN
ajceb-3363	67	16	,	,	PUNCT
ajceb-3363	67	17	a	a	PRON
ajceb-3363	67	18	and	and	CCONJ
ajceb-3363	67	19	whyte	whyte	NOUN
ajceb-3363	67	20	,	,	PUNCT
ajceb-3363	67	21	a	a	DET
ajceb-3363	67	22	(	(	PUNCT
ajceb-3363	67	23	2013	2013	NUM
ajceb-3363	67	24	)	)	PUNCT
ajceb-3363	67	25	‘	'	PUNCT
ajceb-3363	67	26	artificial	artificial	ADJ
ajceb-3363	67	27	neural	neural	ADJ
ajceb-3363	67	28	networks	network	NOUN
ajceb-3363	67	29	incorporating	incorporate	VERB
ajceb-3363	67	30	cost	cost	VERB
ajceb-3363	67	31	significant	significant	ADJ
ajceb-3363	67	32	items	item	NOUN
ajceb-3363	67	33	towards	towards	ADP
ajceb-3363	67	34	enhancing	enhance	VERB
ajceb-3363	67	35	estimation	estimation	NOUN
ajceb-3363	67	36	for	for	ADP
ajceb-3363	67	37	(	(	PUNCT
ajceb-3363	67	38	life	life	NOUN
ajceb-3363	67	39	-	-	PUNCT
ajceb-3363	67	40	cycle	cycle	NOUN
ajceb-3363	67	41	)	)	PUNCT
ajceb-3363	67	42	costing	costing	NOUN
ajceb-3363	67	43	of	of	ADP
ajceb-3363	67	44	construction	construction	NOUN
ajceb-3363	67	45	projects	project	NOUN
ajceb-3363	67	46	’	'	PUNCT
ajceb-3363	67	47	,	,	PUNCT
ajceb-3363	67	48	australasian	australasian	ADJ
ajceb-3363	67	49	journal	journal	NOUN
ajceb-3363	67	50	of	of	ADP
ajceb-3363	67	51	construction	construction	NOUN
ajceb-3363	67	52	economics	economic	NOUN
ajceb-3363	67	53	and	and	CCONJ
ajceb-3363	67	54	building	building	NOUN
ajceb-3363	67	55	,	,	PUNCT
ajceb-3363	67	56	13	13	NUM
ajceb-3363	67	57	(	(	PUNCT
ajceb-3363	67	58	3	3	NUM
ajceb-3363	67	59	)	)	PUNCT
ajceb-3363	67	60	51	51	NUM
ajceb-3363	67	61	-	-	SYM
ajceb-3363	67	62	64	64	NUM
ajceb-3363	67	63	55	55	NUM
ajceb-3363	67	64	presented	present	VERB
ajceb-3363	67	65	to	to	ADP
ajceb-3363	67	66	the	the	DET
ajceb-3363	67	67	network	network	NOUN
ajceb-3363	67	68	,	,	PUNCT
ajceb-3363	67	69	because	because	SCONJ
ajceb-3363	67	70	mixing	mix	VERB
ajceb-3363	67	71	variables	variable	NOUN
ajceb-3363	67	72	with	with	ADP
ajceb-3363	67	73	big	big	ADJ
ajceb-3363	67	74	magnitudes	magnitude	NOUN
ajceb-3363	67	75	and	and	CCONJ
ajceb-3363	67	76	small	small	ADJ
ajceb-3363	67	77	magnitudes	magnitude	NOUN
ajceb-3363	67	78	will	will	AUX
ajceb-3363	67	79	confuse	confuse	VERB
ajceb-3363	67	80	the	the	DET
ajceb-3363	67	81	learning	learn	VERB
ajceb-3363	67	82	algorithm	algorithm	NOUN
ajceb-3363	67	83	(	(	PUNCT
ajceb-3363	67	84	tymvios	tymvio	NOUN
ajceb-3363	67	85	et	et	PROPN
ajceb-3363	67	86	al	al	PROPN
ajceb-3363	67	87	.	.	PROPN
ajceb-3363	67	88	2008	2008	NUM
ajceb-3363	67	89	)	)	PUNCT
ajceb-3363	67	90	.	.	PUNCT
ajceb-3363	68	1	the	the	DET
ajceb-3363	68	2	input	input	NOUN
ajceb-3363	68	3	and	and	CCONJ
ajceb-3363	68	4	output	output	NOUN
ajceb-3363	68	5	data	datum	NOUN
ajceb-3363	68	6	can	can	AUX
ajceb-3363	68	7	be	be	AUX
ajceb-3363	68	8	scaled	scale	VERB
ajceb-3363	68	9	to	to	ADP
ajceb-3363	68	10	a	a	DET
ajceb-3363	68	11	range	range	NOUN
ajceb-3363	68	12	(	(	PUNCT
ajceb-3363	68	13	-1	-1	ADP
ajceb-3363	68	14	to	to	ADP
ajceb-3363	68	15	1	1	NUM
ajceb-3363	68	16	)	)	PUNCT
ajceb-3363	68	17	to	to	PART
ajceb-3363	68	18	suit	suit	VERB
ajceb-3363	68	19	neural	neural	ADJ
ajceb-3363	68	20	networks	network	NOUN
ajceb-3363	68	21	processes	process	NOUN
ajceb-3363	68	22	.	.	PUNCT
ajceb-3363	69	1	normalization	normalization	NOUN
ajceb-3363	69	2	of	of	ADP
ajceb-3363	69	3	the	the	DET
ajceb-3363	69	4	data	datum	NOUN
ajceb-3363	69	5	uses	use	VERB
ajceb-3363	69	6	the	the	DET
ajceb-3363	69	7	following	follow	VERB
ajceb-3363	69	8	formula	formula	NOUN
ajceb-3363	69	9	(	(	PUNCT
ajceb-3363	69	10	arafa	arafa	NOUN
ajceb-3363	69	11	and	and	CCONJ
ajceb-3363	69	12	alqedra	alqedra	NOUN
ajceb-3363	69	13	2011	2011	NUM
ajceb-3363	69	14	):	):	PUNCT
ajceb-3363	70	1	=	=	SYM
ajceb-3363	70	2	⌈	⌈	X
ajceb-3363	70	3	(	(	PUNCT
ajceb-3363	70	4	)	)	PUNCT
ajceb-3363	70	5	⌉	⌉	NOUN
ajceb-3363	70	6	…	…	NUM
ajceb-3363	70	7	……	……	NOUN
ajceb-3363	70	8	(	(	PUNCT
ajceb-3363	70	9	1	1	X
ajceb-3363	70	10	)	)	PUNCT
ajceb-3363	70	11	where	where	SCONJ
ajceb-3363	70	12	:	:	PUNCT
ajceb-3363	70	13	normal	normal	ADJ
ajceb-3363	70	14	value	value	NOUN
ajceb-3363	70	15	,	,	PUNCT
ajceb-3363	70	16	:	:	PUNCT
ajceb-3363	70	17	original	original	ADJ
ajceb-3363	70	18	data	datum	NOUN
ajceb-3363	70	19	set	set	VERB
ajceb-3363	70	20	,	,	PUNCT
ajceb-3363	70	21	:	:	PUNCT
ajceb-3363	70	22	the	the	DET
ajceb-3363	70	23	minimum	minimum	ADJ
ajceb-3363	70	24	value	value	NOUN
ajceb-3363	70	25	of	of	ADP
ajceb-3363	70	26	data	datum	NOUN
ajceb-3363	70	27	,	,	PUNCT
ajceb-3363	70	28	:	:	PUNCT
ajceb-3363	70	29	the	the	DET
ajceb-3363	70	30	maximum	maximum	ADJ
ajceb-3363	70	31	value	value	NOUN
ajceb-3363	70	32	of	of	ADP
ajceb-3363	70	33	data	datum	NOUN
ajceb-3363	70	34	.	.	PUNCT
ajceb-3363	71	1	after	after	ADP
ajceb-3363	71	2	collecting	collect	VERB
ajceb-3363	71	3	the	the	DET
ajceb-3363	71	4	data	datum	NOUN
ajceb-3363	71	5	,	,	PUNCT
ajceb-3363	71	6	the	the	DET
ajceb-3363	71	7	designer	designer	NOUN
ajceb-3363	71	8	specifies	specify	VERB
ajceb-3363	71	9	the	the	DET
ajceb-3363	71	10	number	number	NOUN
ajceb-3363	71	11	of	of	ADP
ajceb-3363	71	12	hidden	hidden	ADJ
ajceb-3363	71	13	layers	layer	NOUN
ajceb-3363	71	14	;	;	PUNCT
ajceb-3363	71	15	neurons	neuron	NOUN
ajceb-3363	71	16	in	in	ADP
ajceb-3363	71	17	each	each	DET
ajceb-3363	71	18	layer	layer	NOUN
ajceb-3363	71	19	and	and	CCONJ
ajceb-3363	71	20	transfer	transfer	NOUN
ajceb-3363	71	21	functions	function	NOUN
ajceb-3363	71	22	.	.	PUNCT
ajceb-3363	72	1	in	in	ADP
ajceb-3363	72	2	general	general	ADJ
ajceb-3363	72	3	,	,	PUNCT
ajceb-3363	72	4	traditional	traditional	ADJ
ajceb-3363	72	5	parametric	parametric	ADJ
ajceb-3363	72	6	‘	'	PUNCT
ajceb-3363	72	7	trial	trial	NOUN
ajceb-3363	72	8	&	&	CCONJ
ajceb-3363	72	9	error	error	NOUN
ajceb-3363	72	10	’	'	PUNCT
ajceb-3363	72	11	is	be	AUX
ajceb-3363	72	12	performed	perform	VERB
ajceb-3363	72	13	to	to	PART
ajceb-3363	72	14	select	select	VERB
ajceb-3363	72	15	the	the	DET
ajceb-3363	72	16	number	number	NOUN
ajceb-3363	72	17	of	of	ADP
ajceb-3363	72	18	hidden	hidden	ADJ
ajceb-3363	72	19	layers	layer	NOUN
ajceb-3363	72	20	and	and	CCONJ
ajceb-3363	72	21	hidden	hidden	ADJ
ajceb-3363	72	22	nodes	node	NOUN
ajceb-3363	72	23	.	.	PUNCT
ajceb-3363	73	1	during	during	ADP
ajceb-3363	73	2	the	the	DET
ajceb-3363	73	3	training	training	NOUN
ajceb-3363	73	4	process	process	NOUN
ajceb-3363	73	5	,	,	PUNCT
ajceb-3363	73	6	the	the	DET
ajceb-3363	73	7	number	number	NOUN
ajceb-3363	73	8	of	of	ADP
ajceb-3363	73	9	hidden	hidden	ADJ
ajceb-3363	73	10	layers	layer	NOUN
ajceb-3363	73	11	and	and	CCONJ
ajceb-3363	73	12	hidden	hide	VERB
ajceb-3363	73	13	nodes	node	NOUN
ajceb-3363	73	14	will	will	AUX
ajceb-3363	73	15	be	be	AUX
ajceb-3363	73	16	adjusted	adjust	VERB
ajceb-3363	73	17	until	until	ADP
ajceb-3363	73	18	identification	identification	NOUN
ajceb-3363	73	19	of	of	ADP
ajceb-3363	73	20	the	the	DET
ajceb-3363	73	21	best	good	ADJ
ajceb-3363	73	22	model	model	NOUN
ajceb-3363	73	23	which	which	PRON
ajceb-3363	73	24	gives	give	VERB
ajceb-3363	73	25	the	the	DET
ajceb-3363	73	26	lowest	low	ADJ
ajceb-3363	73	27	values	value	NOUN
ajceb-3363	73	28	for	for	ADP
ajceb-3363	73	29	the	the	DET
ajceb-3363	73	30	root	root	NOUN
ajceb-3363	73	31	mean	mean	NOUN
ajceb-3363	73	32	square	square	ADJ
ajceb-3363	73	33	error	error	NOUN
ajceb-3363	73	34	(	(	PUNCT
ajceb-3363	73	35	rms	rm	NOUN
ajceb-3363	73	36	)	)	PUNCT
ajceb-3363	73	37	and	and	CCONJ
ajceb-3363	73	38	absolute	absolute	ADJ
ajceb-3363	73	39	difference	difference	NOUN
ajceb-3363	73	40	percentage	percentage	NOUN
ajceb-3363	73	41	for	for	ADP
ajceb-3363	73	42	output	output	NOUN
ajceb-3363	73	43	parameters	parameter	NOUN
ajceb-3363	73	44	.	.	PUNCT
ajceb-3363	74	1	transfer	transfer	NOUN
ajceb-3363	74	2	functions	function	NOUN
ajceb-3363	74	3	then	then	ADV
ajceb-3363	74	4	describe	describe	VERB
ajceb-3363	74	5	how	how	SCONJ
ajceb-3363	74	6	the	the	DET
ajceb-3363	74	7	neuron	neuron	NOUN
ajceb-3363	74	8	's	's	PART
ajceb-3363	74	9	activation	activation	NOUN
ajceb-3363	74	10	value	value	NOUN
ajceb-3363	74	11	occurs	occur	VERB
ajceb-3363	74	12	as	as	ADP
ajceb-3363	74	13	a	a	DET
ajceb-3363	74	14	result	result	NOUN
ajceb-3363	74	15	of	of	ADP
ajceb-3363	74	16	applying	apply	VERB
ajceb-3363	74	17	a	a	DET
ajceb-3363	74	18	transfer	transfer	NOUN
ajceb-3363	74	19	function	function	NOUN
ajceb-3363	74	20	to	to	ADP
ajceb-3363	74	21	the	the	DET
ajceb-3363	74	22	sum	sum	NOUN
ajceb-3363	74	23	of	of	ADP
ajceb-3363	74	24	the	the	DET
ajceb-3363	74	25	weighted	weight	VERB
ajceb-3363	74	26	inputs	input	NOUN
ajceb-3363	74	27	.	.	PUNCT
ajceb-3363	75	1	key	key	ADJ
ajceb-3363	75	2	transfer	transfer	NOUN
ajceb-3363	75	3	functions	function	NOUN
ajceb-3363	75	4	are	be	AUX
ajceb-3363	75	5	the	the	DET
ajceb-3363	75	6	sigmoid	sigmoid	NOUN
ajceb-3363	75	7	,	,	PUNCT
ajceb-3363	75	8	threshold	threshold	NOUN
ajceb-3363	75	9	and	and	CCONJ
ajceb-3363	75	10	linear	linear	ADJ
ajceb-3363	75	11	functions	function	NOUN
ajceb-3363	75	12	(	(	PUNCT
ajceb-3363	75	13	duch	duch	NOUN
ajceb-3363	75	14	and	and	CCONJ
ajceb-3363	75	15	jankowski	jankowski	NOUN
ajceb-3363	75	16	1999	1999	NUM
ajceb-3363	75	17	)	)	PUNCT
ajceb-3363	75	18	.	.	PUNCT
ajceb-3363	76	1	training	training	NOUN
ajceb-3363	76	2	and	and	CCONJ
ajceb-3363	76	3	testing	testing	NOUN
ajceb-3363	76	4	nns	nn	NOUN
ajceb-3363	76	5	training	train	VERB
ajceb-3363	76	6	the	the	DET
ajceb-3363	76	7	neural	neural	ADJ
ajceb-3363	76	8	network	network	NOUN
ajceb-3363	76	9	refers	refer	VERB
ajceb-3363	76	10	to	to	ADP
ajceb-3363	76	11	a	a	DET
ajceb-3363	76	12	procedure	procedure	NOUN
ajceb-3363	76	13	that	that	PRON
ajceb-3363	76	14	utilises	utilise	VERB
ajceb-3363	76	15	numerous	numerous	ADJ
ajceb-3363	76	16	learning	learning	NOUN
ajceb-3363	76	17	methods	method	NOUN
ajceb-3363	76	18	to	to	PART
ajceb-3363	76	19	adjust	adjust	VERB
ajceb-3363	76	20	weights	weight	NOUN
ajceb-3363	76	21	and	and	CCONJ
ajceb-3363	76	22	to	to	PART
ajceb-3363	76	23	learn	learn	VERB
ajceb-3363	76	24	patterns	pattern	NOUN
ajceb-3363	76	25	in	in	ADP
ajceb-3363	76	26	the	the	DET
ajceb-3363	76	27	data	data	NOUN
ajceb-3363	76	28	-	-	PUNCT
ajceb-3363	76	29	set	set	NOUN
ajceb-3363	76	30	,	,	PUNCT
ajceb-3363	76	31	including	include	VERB
ajceb-3363	76	32	iteratively	iteratively	ADV
ajceb-3363	76	33	gathering	gather	VERB
ajceb-3363	76	34	data	datum	NOUN
ajceb-3363	76	35	with	with	ADP
ajceb-3363	76	36	samples	sample	NOUN
ajceb-3363	76	37	of	of	ADP
ajceb-3363	76	38	known	know	VERB
ajceb-3363	76	39	right	right	ADJ
ajceb-3363	76	40	answers	answer	NOUN
ajceb-3363	76	41	.	.	PUNCT
ajceb-3363	77	1	before	before	ADP
ajceb-3363	77	2	starting	start	VERB
ajceb-3363	77	3	the	the	DET
ajceb-3363	77	4	process	process	NOUN
ajceb-3363	77	5	of	of	ADP
ajceb-3363	77	6	training	training	NOUN
ajceb-3363	77	7	,	,	PUNCT
ajceb-3363	77	8	learning	learn	VERB
ajceb-3363	77	9	rates	rate	NOUN
ajceb-3363	77	10	should	should	AUX
ajceb-3363	77	11	be	be	AUX
ajceb-3363	77	12	selected	select	VERB
ajceb-3363	77	13	.	.	PUNCT
ajceb-3363	78	1	in	in	ADP
ajceb-3363	78	2	fact	fact	NOUN
ajceb-3363	78	3	,	,	PUNCT
ajceb-3363	78	4	several	several	ADJ
ajceb-3363	78	5	anns	anns	NOUN
ajceb-3363	78	6	programs	program	NOUN
ajceb-3363	78	7	,	,	PUNCT
ajceb-3363	78	8	such	such	ADJ
ajceb-3363	78	9	as	as	ADP
ajceb-3363	78	10	matlab	matlab	PROPN
ajceb-3363	78	11	,	,	PUNCT
ajceb-3363	78	12	automatically	automatically	ADV
ajceb-3363	78	13	set	set	VERB
ajceb-3363	78	14	the	the	DET
ajceb-3363	78	15	learning	learning	NOUN
ajceb-3363	78	16	rate	rate	NOUN
ajceb-3363	78	17	in	in	ADP
ajceb-3363	78	18	terms	term	NOUN
ajceb-3363	78	19	of	of	ADP
ajceb-3363	78	20	maximised	maximised	ADJ
ajceb-3363	78	21	performance	performance	NOUN
ajceb-3363	78	22	of	of	ADP
ajceb-3363	78	23	the	the	DET
ajceb-3363	78	24	model	model	NOUN
ajceb-3363	78	25	,	,	PUNCT
ajceb-3363	78	26	to	to	PART
ajceb-3363	78	27	gain	gain	VERB
ajceb-3363	78	28	the	the	DET
ajceb-3363	78	29	best	good	ADJ
ajceb-3363	78	30	result	result	NOUN
ajceb-3363	78	31	.	.	PUNCT
ajceb-3363	79	1	regarding	regard	VERB
ajceb-3363	79	2	training	train	VERB
ajceb-3363	79	3	the	the	DET
ajceb-3363	79	4	model	model	NOUN
ajceb-3363	79	5	,	,	PUNCT
ajceb-3363	79	6	training	training	NOUN
ajceb-3363	79	7	methods	method	NOUN
ajceb-3363	79	8	mostly	mostly	ADV
ajceb-3363	79	9	fall	fall	VERB
ajceb-3363	79	10	into	into	ADP
ajceb-3363	79	11	one	one	NUM
ajceb-3363	79	12	of	of	ADP
ajceb-3363	79	13	two	two	NUM
ajceb-3363	79	14	categories	category	NOUN
ajceb-3363	79	15	:	:	PUNCT
ajceb-3363	79	16	a	a	DET
ajceb-3363	79	17	supervised	supervised	ADJ
ajceb-3363	79	18	training	training	NOUN
ajceb-3363	79	19	method	method	NOUN
ajceb-3363	79	20	in	in	ADP
ajceb-3363	79	21	which	which	PRON
ajceb-3363	79	22	the	the	DET
ajceb-3363	79	23	trainer	trainer	NOUN
ajceb-3363	79	24	tells	tell	VERB
ajceb-3363	79	25	the	the	DET
ajceb-3363	79	26	model	model	NOUN
ajceb-3363	79	27	if	if	SCONJ
ajceb-3363	79	28	its	its	PRON
ajceb-3363	79	29	result	result	NOUN
ajceb-3363	79	30	were	be	AUX
ajceb-3363	79	31	correct	correct	ADJ
ajceb-3363	79	32	;	;	PUNCT
ajceb-3363	79	33	and	and	CCONJ
ajceb-3363	79	34	an	an	DET
ajceb-3363	79	35	unsupervised	unsupervised	ADJ
ajceb-3363	79	36	training	training	NOUN
ajceb-3363	79	37	method	method	NOUN
ajceb-3363	79	38	in	in	ADP
ajceb-3363	79	39	which	which	PRON
ajceb-3363	79	40	there	there	PRON
ajceb-3363	79	41	is	be	VERB
ajceb-3363	79	42	neither	neither	DET
ajceb-3363	79	43	teacher	teacher	NOUN
ajceb-3363	79	44	nor	nor	CCONJ
ajceb-3363	79	45	trainer	trainer	NOUN
ajceb-3363	79	46	during	during	ADP
ajceb-3363	79	47	training	training	NOUN
ajceb-3363	79	48	to	to	PART
ajceb-3363	79	49	tell	tell	VERB
ajceb-3363	79	50	the	the	DET
ajceb-3363	79	51	network	network	NOUN
ajceb-3363	79	52	whether	whether	SCONJ
ajceb-3363	79	53	its	its	PRON
ajceb-3363	79	54	output	output	NOUN
ajceb-3363	79	55	was	be	AUX
ajceb-3363	79	56	correct	correct	ADJ
ajceb-3363	79	57	.	.	PUNCT
ajceb-3363	80	1	the	the	DET
ajceb-3363	80	2	network	network	NOUN
ajceb-3363	80	3	’s	’s	PART
ajceb-3363	80	4	weights	weight	NOUN
ajceb-3363	80	5	are	be	AUX
ajceb-3363	80	6	continuously	continuously	ADV
ajceb-3363	80	7	modified	modify	VERB
ajceb-3363	80	8	until	until	SCONJ
ajceb-3363	80	9	the	the	DET
ajceb-3363	80	10	difference	difference	NOUN
ajceb-3363	80	11	between	between	ADP
ajceb-3363	80	12	the	the	DET
ajceb-3363	80	13	model	model	NOUN
ajceb-3363	80	14	’s	’s	PART
ajceb-3363	80	15	outputs	output	NOUN
ajceb-3363	80	16	and	and	CCONJ
ajceb-3363	80	17	the	the	DET
ajceb-3363	80	18	actual	actual	ADJ
ajceb-3363	80	19	output	output	NOUN
ajceb-3363	80	20	converges	converge	VERB
ajceb-3363	80	21	to	to	ADP
ajceb-3363	80	22	an	an	DET
ajceb-3363	80	23	acceptable	acceptable	ADJ
ajceb-3363	80	24	level	level	NOUN
ajceb-3363	80	25	.	.	PUNCT
ajceb-3363	81	1	the	the	DET
ajceb-3363	81	2	training	training	NOUN
ajceb-3363	81	3	process	process	NOUN
ajceb-3363	81	4	is	be	AUX
ajceb-3363	81	5	stopped	stop	VERB
ajceb-3363	81	6	when	when	SCONJ
ajceb-3363	81	7	a	a	DET
ajceb-3363	81	8	minimum	minimum	ADJ
ajceb-3363	81	9	root	root	NOUN
ajceb-3363	81	10	mean	mean	NOUN
ajceb-3363	81	11	square	square	ADJ
ajceb-3363	81	12	error	error	NOUN
ajceb-3363	81	13	in	in	ADP
ajceb-3363	81	14	equation	equation	NOUN
ajceb-3363	81	15	2	2	NUM
ajceb-3363	81	16	is	be	AUX
ajceb-3363	81	17	reached	reach	VERB
ajceb-3363	81	18	.	.	PUNCT
ajceb-3363	82	1	√∑	√∑	PROPN
ajceb-3363	82	2	(	(	PUNCT
ajceb-3363	82	3	)	)	PUNCT
ajceb-3363	82	4	2	2	NUM
ajceb-3363	82	5	……	……	NOUN
ajceb-3363	82	6	……	……	NOUN
ajceb-3363	82	7	……	……	NOUN
ajceb-3363	82	8	(	(	PUNCT
ajceb-3363	82	9	2	2	NUM
ajceb-3363	82	10	)	)	PUNCT
ajceb-3363	82	11	where	where	SCONJ
ajceb-3363	82	12	:	:	PUNCT
ajceb-3363	82	13	rms	rm	NOUN
ajceb-3363	82	14	:	:	PUNCT
ajceb-3363	82	15	root	root	NOUN
ajceb-3363	82	16	mean	mean	ADJ
ajceb-3363	82	17	square	square	NOUN
ajceb-3363	82	18	error	error	NOUN
ajceb-3363	82	19	,	,	PUNCT
ajceb-3363	82	20	n	n	CCONJ
ajceb-3363	82	21	:	:	PUNCT
ajceb-3363	82	22	number	number	NOUN
ajceb-3363	82	23	of	of	ADP
ajceb-3363	82	24	sample	sample	NOUN
ajceb-3363	82	25	using	use	VERB
ajceb-3363	82	26	in	in	ADP
ajceb-3363	82	27	the	the	DET
ajceb-3363	82	28	training	training	NOUN
ajceb-3363	82	29	stage	stage	NOUN
ajceb-3363	82	30	,	,	PUNCT
ajceb-3363	82	31	o	o	PROPN
ajceb-3363	83	1	i	i	PRON
ajceb-3363	83	2	:	:	PUNCT
ajceb-3363	83	3	the	the	DET
ajceb-3363	83	4	actual	actual	ADJ
ajceb-3363	83	5	output	output	NOUN
ajceb-3363	83	6	.	.	PUNCT
ajceb-3363	84	1	pi	pi	NOUN
ajceb-3363	84	2	:	:	PUNCT
ajceb-3363	84	3	the	the	DET
ajceb-3363	84	4	model	model	NOUN
ajceb-3363	84	5	output	output	NOUN
ajceb-3363	84	6	.	.	PUNCT
ajceb-3363	85	1	testing	test	VERB
ajceb-3363	85	2	the	the	DET
ajceb-3363	85	3	model	model	NOUN
ajceb-3363	85	4	process	process	NOUN
ajceb-3363	85	5	is	be	AUX
ajceb-3363	85	6	fundamentally	fundamentally	ADV
ajceb-3363	85	7	the	the	DET
ajceb-3363	85	8	same	same	ADJ
ajceb-3363	85	9	as	as	ADP
ajceb-3363	85	10	the	the	DET
ajceb-3363	85	11	training	training	NOUN
ajceb-3363	85	12	process	process	NOUN
ajceb-3363	85	13	,	,	PUNCT
ajceb-3363	85	14	but	but	CCONJ
ajceb-3363	85	15	the	the	DET
ajceb-3363	85	16	model	model	NOUN
ajceb-3363	85	17	will	will	AUX
ajceb-3363	85	18	use	use	VERB
ajceb-3363	85	19	sample	sample	NOUN
ajceb-3363	85	20	(	(	PUNCT
ajceb-3363	85	21	data	data	PROPN
ajceb-3363	85	22	)	)	PUNCT
ajceb-3363	85	23	never	never	ADV
ajceb-3363	85	24	seen	see	VERB
ajceb-3363	85	25	before	before	ADV
ajceb-3363	85	26	,	,	PUNCT
ajceb-3363	85	27	and	and	CCONJ
ajceb-3363	85	28	no	no	DET
ajceb-3363	85	29	corrections	correction	NOUN
ajceb-3363	85	30	are	be	AUX
ajceb-3363	85	31	made	make	VERB
ajceb-3363	85	32	.	.	PUNCT
ajceb-3363	86	1	if	if	SCONJ
ajceb-3363	86	2	the	the	DET
ajceb-3363	86	3	results	result	NOUN
ajceb-3363	86	4	of	of	ADP
ajceb-3363	86	5	a	a	DET
ajceb-3363	86	6	testing	testing	NOUN
ajceb-3363	86	7	process	process	NOUN
ajceb-3363	86	8	are	be	AUX
ajceb-3363	86	9	acceptable	acceptable	ADJ
ajceb-3363	86	10	the	the	DET
ajceb-3363	86	11	model	model	NOUN
ajceb-3363	86	12	is	be	AUX
ajceb-3363	86	13	suitable	suitable	ADJ
ajceb-3363	86	14	to	to	AUX
ajceb-3363	86	15	use	use	VERB
ajceb-3363	86	16	.	.	PUNCT
ajceb-3363	87	1	if	if	SCONJ
ajceb-3363	87	2	the	the	DET
ajceb-3363	87	3	result	result	NOUN
ajceb-3363	87	4	is	be	AUX
ajceb-3363	87	5	inappropriate	inappropriate	ADJ
ajceb-3363	87	6	,	,	PUNCT
ajceb-3363	87	7	a	a	DET
ajceb-3363	87	8	re	re	NOUN
ajceb-3363	87	9	-	-	NOUN
ajceb-3363	87	10	design	design	NOUN
ajceb-3363	87	11	of	of	ADP
ajceb-3363	87	12	the	the	DET
ajceb-3363	87	13	model	model	NOUN
ajceb-3363	87	14	is	be	AUX
ajceb-3363	87	15	required	require	VERB
ajceb-3363	87	16	.	.	PUNCT
ajceb-3363	88	1	the	the	DET
ajceb-3363	88	2	acceptable	acceptable	ADJ
ajceb-3363	88	3	level	level	NOUN
ajceb-3363	88	4	of	of	ADP
ajceb-3363	88	5	the	the	DET
ajceb-3363	88	6	result	result	NOUN
ajceb-3363	88	7	of	of	ADP
ajceb-3363	88	8	the	the	DET
ajceb-3363	88	9	model	model	NOUN
ajceb-3363	88	10	will	will	AUX
ajceb-3363	88	11	be	be	AUX
ajceb-3363	88	12	evaluated	evaluate	VERB
ajceb-3363	88	13	based	base	VERB
ajceb-3363	88	14	on	on	ADP
ajceb-3363	88	15	the	the	DET
ajceb-3363	88	16	value	value	NOUN
ajceb-3363	88	17	of	of	ADP
ajceb-3363	88	18	rms	rm	NOUN
ajceb-3363	88	19	(	(	PUNCT
ajceb-3363	88	20	equation2	equation2	PROPN
ajceb-3363	88	21	)	)	PUNCT
ajceb-3363	88	22	and	and	CCONJ
ajceb-3363	88	23	absolute	absolute	ADJ
ajceb-3363	88	24	difference	difference	NOUN
ajceb-3363	88	25	(	(	PUNCT
ajceb-3363	88	26	in	in	ADP
ajceb-3363	88	27	equation	equation	NOUN
ajceb-3363	88	28	3	3	NUM
ajceb-3363	88	29	)	)	PUNCT
ajceb-3363	88	30	.	.	PUNCT
ajceb-3363	89	1	…	…	PUNCT
ajceb-3363	89	2	…	…	PUNCT
ajceb-3363	89	3	…	…	PUNCT
ajceb-3363	89	4	.	.	PUNCT
ajceb-3363	90	1	(	(	PUNCT
ajceb-3363	90	2	3	3	NUM
ajceb-3363	90	3	)	)	PUNCT
ajceb-3363	90	4	where	where	SCONJ
ajceb-3363	90	5	:	:	PUNCT
ajceb-3363	90	6	oi	oi	INTJ
ajceb-3363	90	7	:	:	PUNCT
ajceb-3363	90	8	the	the	DET
ajceb-3363	90	9	actual	actual	ADJ
ajceb-3363	90	10	output	output	NOUN
ajceb-3363	90	11	.	.	PUNCT
ajceb-3363	91	1	pi	pi	NOUN
ajceb-3363	91	2	:	:	PUNCT
ajceb-3363	91	3	the	the	DET
ajceb-3363	91	4	model	model	NOUN
ajceb-3363	91	5	output	output	NOUN
ajceb-3363	91	6	.	.	PUNCT
ajceb-3363	92	1	australasian	australasian	ADJ
ajceb-3363	92	2	journal	journal	NOUN
ajceb-3363	92	3	of	of	ADP
ajceb-3363	92	4	construction	construction	NOUN
ajceb-3363	92	5	economics	economic	NOUN
ajceb-3363	92	6	and	and	CCONJ
ajceb-3363	92	7	building	building	NOUN
ajceb-3363	92	8	alqahtani	alqahtani	PROPN
ajceb-3363	92	9	,	,	PUNCT
ajceb-3363	92	10	a	a	PRON
ajceb-3363	92	11	and	and	CCONJ
ajceb-3363	92	12	whyte	whyte	NOUN
ajceb-3363	92	13	,	,	PUNCT
ajceb-3363	92	14	a	a	DET
ajceb-3363	92	15	(	(	PUNCT
ajceb-3363	92	16	2013	2013	NUM
ajceb-3363	92	17	)	)	PUNCT
ajceb-3363	92	18	‘	'	PUNCT
ajceb-3363	92	19	artificial	artificial	ADJ
ajceb-3363	92	20	neural	neural	ADJ
ajceb-3363	92	21	networks	network	NOUN
ajceb-3363	92	22	incorporating	incorporate	VERB
ajceb-3363	92	23	cost	cost	VERB
ajceb-3363	92	24	significant	significant	ADJ
ajceb-3363	92	25	items	item	NOUN
ajceb-3363	92	26	towards	towards	ADP
ajceb-3363	92	27	enhancing	enhance	VERB
ajceb-3363	92	28	estimation	estimation	NOUN
ajceb-3363	92	29	for	for	ADP
ajceb-3363	92	30	(	(	PUNCT
ajceb-3363	92	31	life	life	NOUN
ajceb-3363	92	32	-	-	PUNCT
ajceb-3363	92	33	cycle	cycle	NOUN
ajceb-3363	92	34	)	)	PUNCT
ajceb-3363	92	35	costing	costing	NOUN
ajceb-3363	92	36	of	of	ADP
ajceb-3363	92	37	construction	construction	NOUN
ajceb-3363	92	38	projects	project	NOUN
ajceb-3363	92	39	’	'	PUNCT
ajceb-3363	92	40	,	,	PUNCT
ajceb-3363	92	41	australasian	australasian	ADJ
ajceb-3363	92	42	journal	journal	NOUN
ajceb-3363	92	43	of	of	ADP
ajceb-3363	92	44	construction	construction	NOUN
ajceb-3363	92	45	economics	economic	NOUN
ajceb-3363	92	46	and	and	CCONJ
ajceb-3363	92	47	building	building	NOUN
ajceb-3363	92	48	,	,	PUNCT
ajceb-3363	92	49	13	13	NUM
ajceb-3363	92	50	(	(	PUNCT
ajceb-3363	92	51	3	3	NUM
ajceb-3363	92	52	)	)	PUNCT
ajceb-3363	92	53	51	51	NUM
ajceb-3363	92	54	-	-	SYM
ajceb-3363	92	55	64	64	NUM
ajceb-3363	92	56	56	56	NUM
ajceb-3363	92	57	final	final	ADJ
ajceb-3363	92	58	model	model	NOUN
ajceb-3363	92	59	of	of	ADP
ajceb-3363	92	60	anns	ann	NOUN
ajceb-3363	92	61	:	:	PUNCT
ajceb-3363	92	62	once	once	SCONJ
ajceb-3363	92	63	the	the	DET
ajceb-3363	92	64	model	model	NOUN
ajceb-3363	92	65	is	be	AUX
ajceb-3363	92	66	built	build	VERB
ajceb-3363	92	67	,	,	PUNCT
ajceb-3363	92	68	it	it	PRON
ajceb-3363	92	69	can	can	AUX
ajceb-3363	92	70	be	be	AUX
ajceb-3363	92	71	utilised	utilise	VERB
ajceb-3363	92	72	to	to	PART
ajceb-3363	92	73	predict	predict	VERB
ajceb-3363	92	74	the	the	DET
ajceb-3363	92	75	cost	cost	NOUN
ajceb-3363	92	76	of	of	ADP
ajceb-3363	92	77	new	new	ADJ
ajceb-3363	92	78	construction	construction	NOUN
ajceb-3363	92	79	projects	project	NOUN
ajceb-3363	92	80	.	.	PUNCT
ajceb-3363	93	1	it	it	PRON
ajceb-3363	93	2	should	should	AUX
ajceb-3363	93	3	be	be	AUX
ajceb-3363	93	4	noted	note	VERB
ajceb-3363	93	5	that	that	SCONJ
ajceb-3363	93	6	a	a	DET
ajceb-3363	93	7	building	building	NOUN
ajceb-3363	93	8	practitioner	practitioner	NOUN
ajceb-3363	93	9	is	be	AUX
ajceb-3363	93	10	then	then	ADV
ajceb-3363	93	11	able	able	ADJ
ajceb-3363	93	12	to	to	PART
ajceb-3363	93	13	use	use	VERB
ajceb-3363	93	14	the	the	DET
ajceb-3363	93	15	final	final	ADJ
ajceb-3363	93	16	model	model	NOUN
ajceb-3363	93	17	to	to	PART
ajceb-3363	93	18	estimate	estimate	VERB
ajceb-3363	93	19	new	new	ADJ
ajceb-3363	93	20	project	project	NOUN
ajceb-3363	93	21	costs	cost	NOUN
ajceb-3363	93	22	without	without	ADP
ajceb-3363	93	23	performing	perform	VERB
ajceb-3363	93	24	changes	change	NOUN
ajceb-3363	93	25	to	to	ADP
ajceb-3363	93	26	the	the	DET
ajceb-3363	93	27	design	design	NOUN
ajceb-3363	93	28	structure	structure	NOUN
ajceb-3363	93	29	of	of	ADP
ajceb-3363	93	30	the	the	DET
ajceb-3363	93	31	anns	anns	NOUN
ajceb-3363	93	32	model	model	NOUN
ajceb-3363	93	33	such	such	ADJ
ajceb-3363	93	34	as	as	ADP
ajceb-3363	93	35	the	the	DET
ajceb-3363	93	36	transfer	transfer	NOUN
ajceb-3363	93	37	function	function	NOUN
ajceb-3363	93	38	,	,	PUNCT
ajceb-3363	93	39	the	the	DET
ajceb-3363	93	40	number	number	NOUN
ajceb-3363	93	41	of	of	ADP
ajceb-3363	93	42	inputs	input	NOUN
ajceb-3363	93	43	(	(	PUNCT
ajceb-3363	93	44	important	important	ADJ
ajceb-3363	93	45	cost	cost	NOUN
ajceb-3363	93	46	and	and	CCONJ
ajceb-3363	93	47	non	non	ADJ
ajceb-3363	93	48	-	-	ADJ
ajceb-3363	93	49	cost	cost	ADJ
ajceb-3363	93	50	factors	factor	NOUN
ajceb-3363	93	51	)	)	PUNCT
ajceb-3363	93	52	and	and	CCONJ
ajceb-3363	93	53	hidden	hide	VERB
ajceb-3363	93	54	nodes	node	NOUN
ajceb-3363	93	55	,	,	PUNCT
ajceb-3363	93	56	which	which	PRON
ajceb-3363	93	57	had	have	AUX
ajceb-3363	93	58	been	be	AUX
ajceb-3363	93	59	selected	select	VERB
ajceb-3363	93	60	at	at	ADP
ajceb-3363	93	61	an	an	DET
ajceb-3363	93	62	initial	initial	ADJ
ajceb-3363	93	63	stage	stage	NOUN
ajceb-3363	93	64	.	.	PUNCT
ajceb-3363	94	1	case	case	NOUN
ajceb-3363	94	2	study	study	VERB
ajceb-3363	94	3	the	the	DET
ajceb-3363	94	4	purpose	purpose	NOUN
ajceb-3363	94	5	of	of	ADP
ajceb-3363	94	6	estimation	estimation	NOUN
ajceb-3363	94	7	the	the	DET
ajceb-3363	94	8	aim	aim	NOUN
ajceb-3363	94	9	of	of	ADP
ajceb-3363	94	10	the	the	DET
ajceb-3363	94	11	following	follow	VERB
ajceb-3363	94	12	case	case	NOUN
ajceb-3363	94	13	study	study	NOUN
ajceb-3363	94	14	is	be	AUX
ajceb-3363	94	15	to	to	PART
ajceb-3363	94	16	review	review	VERB
ajceb-3363	94	17	/	/	SYM
ajceb-3363	94	18	validate	validate	VERB
ajceb-3363	94	19	the	the	DET
ajceb-3363	94	20	newly	newly	ADV
ajceb-3363	94	21	developed	develop	VERB
ajceb-3363	94	22	framework	framework	NOUN
ajceb-3363	94	23	for	for	ADP
ajceb-3363	94	24	an	an	DET
ajceb-3363	94	25	estimation	estimation	NOUN
ajceb-3363	94	26	cost	cost	NOUN
ajceb-3363	94	27	model	model	NOUN
ajceb-3363	94	28	for	for	ADP
ajceb-3363	94	29	building	building	NOUN
ajceb-3363	94	30	projects	project	NOUN
ajceb-3363	94	31	.	.	PUNCT
ajceb-3363	95	1	this	this	DET
ajceb-3363	95	2	case	case	NOUN
ajceb-3363	95	3	study	study	NOUN
ajceb-3363	95	4	aims	aim	VERB
ajceb-3363	95	5	to	to	PART
ajceb-3363	95	6	estimate	estimate	VERB
ajceb-3363	95	7	the	the	DET
ajceb-3363	95	8	running	running	NOUN
ajceb-3363	95	9	costs	cost	NOUN
ajceb-3363	95	10	(	(	PUNCT
ajceb-3363	95	11	operation	operation	NOUN
ajceb-3363	95	12	and	and	CCONJ
ajceb-3363	95	13	maintenance	maintenance	NOUN
ajceb-3363	95	14	costs	cost	NOUN
ajceb-3363	95	15	)	)	PUNCT
ajceb-3363	95	16	for	for	ADP
ajceb-3363	95	17	three	three	NUM
ajceb-3363	95	18	types	type	NOUN
ajceb-3363	95	19	of	of	ADP
ajceb-3363	95	20	building	building	NOUN
ajceb-3363	95	21	projects	project	NOUN
ajceb-3363	95	22	(	(	PUNCT
ajceb-3363	95	23	teaching	teaching	NOUN
ajceb-3363	95	24	,	,	PUNCT
ajceb-3363	95	25	residential	residential	ADJ
ajceb-3363	95	26	and	and	CCONJ
ajceb-3363	95	27	laboratory	laboratory	NOUN
ajceb-3363	95	28	facilities	facility	NOUN
ajceb-3363	95	29	)	)	PUNCT
ajceb-3363	95	30	.	.	PUNCT
ajceb-3363	96	1	the	the	DET
ajceb-3363	96	2	new	new	ADJ
ajceb-3363	96	3	work	work	NOUN
ajceb-3363	96	4	presented	present	VERB
ajceb-3363	96	5	by	by	ADP
ajceb-3363	96	6	this	this	DET
ajceb-3363	96	7	current	current	ADJ
ajceb-3363	96	8	study	study	NOUN
ajceb-3363	96	9	uses	use	VERB
ajceb-3363	96	10	a	a	DET
ajceb-3363	96	11	comprehensive	comprehensive	ADJ
ajceb-3363	96	12	catalogue	catalogue	NOUN
ajceb-3363	96	13	of	of	ADP
ajceb-3363	96	14	20	20	NUM
ajceb-3363	96	15	building	building	NOUN
ajceb-3363	96	16	projects	project	NOUN
ajceb-3363	96	17	compiled	compile	VERB
ajceb-3363	96	18	previously	previously	ADV
ajceb-3363	96	19	by	by	ADP
ajceb-3363	96	20	al	al	PROPN
ajceb-3363	96	21	-	-	PUNCT
ajceb-3363	96	22	hajj	hajj	PROPN
ajceb-3363	96	23	(	(	PUNCT
ajceb-3363	96	24	1991	1991	NUM
ajceb-3363	96	25	)	)	PUNCT
ajceb-3363	96	26	.	.	PUNCT
ajceb-3363	97	1	al	al	PROPN
ajceb-3363	97	2	-	-	PUNCT
ajceb-3363	97	3	hajj	hajj	PROPN
ajceb-3363	97	4	’s	’s	PART
ajceb-3363	97	5	cost	cost	NOUN
ajceb-3363	97	6	information	information	NOUN
ajceb-3363	97	7	is	be	AUX
ajceb-3363	97	8	documented	document	VERB
ajceb-3363	97	9	as	as	ADP
ajceb-3363	97	10	stemming	stem	VERB
ajceb-3363	97	11	from	from	ADP
ajceb-3363	97	12	three	three	NUM
ajceb-3363	97	13	sources	source	NOUN
ajceb-3363	97	14	,	,	PUNCT
ajceb-3363	97	15	namely	namely	ADV
ajceb-3363	97	16	:	:	PUNCT
ajceb-3363	97	17	york	york	PROPN
ajceb-3363	97	18	university	university	PROPN
ajceb-3363	97	19	;	;	PUNCT
ajceb-3363	97	20	an	an	DET
ajceb-3363	97	21	independent	independent	ADJ
ajceb-3363	97	22	facilities	facility	NOUN
ajceb-3363	97	23	management	management	NOUN
ajceb-3363	97	24	company	company	NOUN
ajceb-3363	97	25	;	;	PUNCT
ajceb-3363	97	26	and	and	CCONJ
ajceb-3363	97	27	the	the	DET
ajceb-3363	97	28	uk	uk	PROPN
ajceb-3363	97	29	’s	’s	PART
ajceb-3363	97	30	building	building	NOUN
ajceb-3363	97	31	maintenance	maintenance	NOUN
ajceb-3363	97	32	cost	cost	NOUN
ajceb-3363	97	33	information	information	NOUN
ajceb-3363	97	34	service	service	NOUN
ajceb-3363	97	35	(	(	PUNCT
ajceb-3363	97	36	bmcis	bmcis	NOUN
ajceb-3363	97	37	-	-	PUNCT
ajceb-3363	97	38	uk	uk	PROPN
ajceb-3363	97	39	)	)	PUNCT
ajceb-3363	97	40	;	;	PUNCT
ajceb-3363	97	41	the	the	DET
ajceb-3363	97	42	relevance	relevance	NOUN
ajceb-3363	97	43	of	of	ADP
ajceb-3363	97	44	the	the	DET
ajceb-3363	97	45	case	case	NOUN
ajceb-3363	97	46	-	-	PUNCT
ajceb-3363	97	47	study	study	NOUN
ajceb-3363	97	48	prepares	prepare	VERB
ajceb-3363	97	49	the	the	DET
ajceb-3363	97	50	ground	ground	NOUN
ajceb-3363	97	51	for	for	ADP
ajceb-3363	97	52	future	future	ADJ
ajceb-3363	97	53	-	-	PUNCT
ajceb-3363	97	54	work	work	NOUN
ajceb-3363	97	55	,	,	PUNCT
ajceb-3363	97	56	described	describe	VERB
ajceb-3363	97	57	below	below	ADV
ajceb-3363	97	58	.	.	PUNCT
ajceb-3363	98	1	implementation	implementation	NOUN
ajceb-3363	98	2	of	of	ADP
ajceb-3363	98	3	csis	csis	PROPN
ajceb-3363	98	4	:	:	PUNCT
ajceb-3363	98	5	the	the	DET
ajceb-3363	98	6	key	key	ADJ
ajceb-3363	98	7	cost	cost	NOUN
ajceb-3363	98	8	factors	factor	NOUN
ajceb-3363	98	9	affecting	affect	VERB
ajceb-3363	98	10	the	the	DET
ajceb-3363	98	11	accuracy	accuracy	NOUN
ajceb-3363	98	12	of	of	ADP
ajceb-3363	98	13	running	run	VERB
ajceb-3363	98	14	-	-	PUNCT
ajceb-3363	98	15	cost	cost	NOUN
ajceb-3363	98	16	estimation	estimation	NOUN
ajceb-3363	98	17	for	for	ADP
ajceb-3363	98	18	the	the	DET
ajceb-3363	98	19	twenty	twenty	NUM
ajceb-3363	98	20	(	(	PUNCT
ajceb-3363	98	21	teaching	teaching	NOUN
ajceb-3363	98	22	,	,	PUNCT
ajceb-3363	98	23	residential	residential	ADJ
ajceb-3363	98	24	and	and	CCONJ
ajceb-3363	98	25	laboratory	laboratory	NOUN
ajceb-3363	98	26	facility	facility	NOUN
ajceb-3363	98	27	)	)	PUNCT
ajceb-3363	98	28	building	building	NOUN
ajceb-3363	98	29	projects	project	NOUN
ajceb-3363	98	30	catalogued	catalogue	VERB
ajceb-3363	98	31	by	by	ADP
ajceb-3363	98	32	al	al	PROPN
ajceb-3363	98	33	-	-	PROPN
ajceb-3363	98	34	hajj(1991	hajj(1991	PRON
ajceb-3363	98	35	)	)	PUNCT
ajceb-3363	98	36	,	,	PUNCT
ajceb-3363	98	37	employing	employ	VERB
ajceb-3363	98	38	an	an	DET
ajceb-3363	98	39	analysis	analysis	NOUN
ajceb-3363	98	40	of	of	ADP
ajceb-3363	98	41	cost	cost	NOUN
ajceb-3363	98	42	significant	significant	ADJ
ajceb-3363	98	43	items	item	NOUN
ajceb-3363	98	44	(	(	PUNCT
ajceb-3363	98	45	csis	csis	NOUN
ajceb-3363	98	46	)	)	PUNCT
ajceb-3363	98	47	(	(	PUNCT
ajceb-3363	98	48	across	across	ADP
ajceb-3363	98	49	an	an	DET
ajceb-3363	98	50	existing	exist	VERB
ajceb-3363	98	51	data	data	NOUN
ajceb-3363	98	52	-	-	PUNCT
ajceb-3363	98	53	set	set	NOUN
ajceb-3363	98	54	of	of	ADP
ajceb-3363	98	55	20	20	NUM
ajceb-3363	98	56	projects	project	NOUN
ajceb-3363	98	57	towards	towards	ADP
ajceb-3363	98	58	verification	verification	NOUN
ajceb-3363	98	59	of	of	ADP
ajceb-3363	98	60	the	the	DET
ajceb-3363	98	61	concept	concept	NOUN
ajceb-3363	98	62	of	of	ADP
ajceb-3363	98	63	pareto	pareto	NOUN
ajceb-3363	98	64	)	)	PUNCT
ajceb-3363	98	65	,	,	PUNCT
ajceb-3363	98	66	finds	find	VERB
ajceb-3363	98	67	11	11	NUM
ajceb-3363	98	68	items	item	NOUN
ajceb-3363	98	69	as	as	ADP
ajceb-3363	98	70	most	most	ADV
ajceb-3363	98	71	influential	influential	ADJ
ajceb-3363	98	72	across	across	ADP
ajceb-3363	98	73	all	all	DET
ajceb-3363	98	74	building	building	NOUN
ajceb-3363	98	75	projects	project	NOUN
ajceb-3363	98	76	over	over	ADP
ajceb-3363	98	77	the	the	DET
ajceb-3363	98	78	catalogue	catalogue	NOUN
ajceb-3363	98	79	’s	’s	PART
ajceb-3363	98	80	analysis	analysis	NOUN
ajceb-3363	98	81	period	period	NOUN
ajceb-3363	98	82	of	of	ADP
ajceb-3363	98	83	18	18	NUM
ajceb-3363	98	84	years	year	NOUN
ajceb-3363	98	85	.	.	PUNCT
ajceb-3363	99	1	these	these	DET
ajceb-3363	99	2	key	key	ADJ
ajceb-3363	99	3	items	item	NOUN
ajceb-3363	99	4	represent	represent	VERB
ajceb-3363	99	5	about	about	ADV
ajceb-3363	99	6	16	16	NUM
ajceb-3363	99	7	%	%	NOUN
ajceb-3363	99	8	of	of	ADP
ajceb-3363	99	9	all	all	DET
ajceb-3363	99	10	total	total	ADJ
ajceb-3363	99	11	items	item	NOUN
ajceb-3363	99	12	.	.	PUNCT
ajceb-3363	100	1	table	table	NOUN
ajceb-3363	100	2	(	(	PUNCT
ajceb-3363	100	3	1	1	NUM
ajceb-3363	100	4	)	)	PUNCT
ajceb-3363	100	5	below	below	ADP
ajceb-3363	100	6	lists	list	NOUN
ajceb-3363	100	7	the	the	DET
ajceb-3363	100	8	resultant	resultant	NOUN
ajceb-3363	100	9	cost	cost	VERB
ajceb-3363	100	10	significant	significant	ADJ
ajceb-3363	100	11	items	item	NOUN
ajceb-3363	100	12	for	for	ADP
ajceb-3363	100	13	the	the	DET
ajceb-3363	100	14	data	data	NOUN
ajceb-3363	100	15	-	-	PUNCT
ajceb-3363	100	16	set	set	NOUN
ajceb-3363	100	17	:	:	PUNCT
ajceb-3363	100	18	csis	csis	NOUN
ajceb-3363	100	19	(	(	PUNCT
ajceb-3363	100	20	affecting	affect	VERB
ajceb-3363	100	21	the	the	DET
ajceb-3363	100	22	accuracy	accuracy	NOUN
ajceb-3363	100	23	of	of	ADP
ajceb-3363	100	24	running	run	VERB
ajceb-3363	100	25	cost	cost	NOUN
ajceb-3363	100	26	estimation	estimation	NOUN
ajceb-3363	100	27	)	)	PUNCT
ajceb-3363	100	28	1	1	NUM
ajceb-3363	100	29	.	.	PUNCT
ajceb-3363	100	30	internal	internal	ADJ
ajceb-3363	100	31	decoration	decoration	NOUN
ajceb-3363	100	32	2	2	NUM
ajceb-3363	100	33	.	.	PUNCT
ajceb-3363	100	34	roof	roof	NOUN
ajceb-3363	100	35	repair	repair	NOUN
ajceb-3363	100	36	3	3	NUM
ajceb-3363	100	37	.	.	PUNCT
ajceb-3363	100	38	internal	internal	ADJ
ajceb-3363	100	39	cleaning	cleaning	NOUN
ajceb-3363	100	40	4	4	NUM
ajceb-3363	100	41	.	.	PUNCT
ajceb-3363	100	42	laundry	laundry	NOUN
ajceb-3363	100	43	5	5	NUM
ajceb-3363	100	44	.	.	PUNCT
ajceb-3363	100	45	gas	gas	NOUN
ajceb-3363	100	46	expenditure	expenditure	NOUN
ajceb-3363	100	47	6	6	NUM
ajceb-3363	100	48	.	.	PUNCT
ajceb-3363	101	1	electricity	electricity	NOUN
ajceb-3363	101	2	expenditure	expenditure	NOUN
ajceb-3363	101	3	7	7	NUM
ajceb-3363	101	4	.	.	PUNCT
ajceb-3363	101	5	fuel	fuel	NOUN
ajceb-3363	101	6	oil	oil	NOUN
ajceb-3363	101	7	expenditure	expenditure	NOUN
ajceb-3363	101	8	8	8	NUM
ajceb-3363	101	9	.	.	PUNCT
ajceb-3363	102	1	management	management	NOUN
ajceb-3363	102	2	fees	fee	NOUN
ajceb-3363	102	3	9	9	NUM
ajceb-3363	102	4	.	.	PUNCT
ajceb-3363	102	5	porterage	porterage	NOUN
ajceb-3363	102	6	10	10	NUM
ajceb-3363	102	7	.	.	PUNCT
ajceb-3363	103	1	rates	rate	NOUN
ajceb-3363	103	2	11	11	NUM
ajceb-3363	103	3	.	.	PUNCT
ajceb-3363	104	1	insurance	insurance	NOUN
ajceb-3363	104	2	table	table	NOUN
ajceb-3363	104	3	1	1	NUM
ajceb-3363	104	4	cost	cost	VERB
ajceb-3363	104	5	significant	significant	ADJ
ajceb-3363	104	6	items	item	NOUN
ajceb-3363	104	7	identification	identification	NOUN
ajceb-3363	104	8	of	of	ADP
ajceb-3363	104	9	design	design	NOUN
ajceb-3363	104	10	factors	factor	NOUN
ajceb-3363	104	11	influencing	influence	VERB
ajceb-3363	104	12	estimation	estimation	NOUN
ajceb-3363	104	13	accuracy	accuracy	NOUN
ajceb-3363	104	14	seven	seven	NUM
ajceb-3363	104	15	major	major	ADJ
ajceb-3363	104	16	design	design	NOUN
ajceb-3363	104	17	factors	factor	NOUN
ajceb-3363	104	18	from	from	ADP
ajceb-3363	104	19	al	al	PROPN
ajceb-3363	104	20	hajj	hajj	PROPN
ajceb-3363	104	21	’s	’s	PART
ajceb-3363	104	22	(	(	PUNCT
ajceb-3363	104	23	1991	1991	NUM
ajceb-3363	104	24	)	)	PUNCT
ajceb-3363	104	25	catalogue	catalogue	NOUN
ajceb-3363	104	26	of	of	ADP
ajceb-3363	104	27	20	20	NUM
ajceb-3363	104	28	building	building	NOUN
ajceb-3363	104	29	projects	project	NOUN
ajceb-3363	104	30	,	,	PUNCT
ajceb-3363	104	31	described	describe	VERB
ajceb-3363	104	32	as	as	ADP
ajceb-3363	104	33	the	the	DET
ajceb-3363	104	34	most	most	ADV
ajceb-3363	104	35	important	important	ADJ
ajceb-3363	104	36	design	design	NOUN
ajceb-3363	104	37	factors	factor	NOUN
ajceb-3363	104	38	affecting	affect	VERB
ajceb-3363	104	39	building	build	VERB
ajceb-3363	104	40	’s	’s	PART
ajceb-3363	104	41	estimation	estimation	NOUN
ajceb-3363	104	42	cost	cost	NOUN
ajceb-3363	104	43	,	,	PUNCT
ajceb-3363	104	44	are	be	AUX
ajceb-3363	104	45	listed	list	VERB
ajceb-3363	104	46	in	in	ADP
ajceb-3363	104	47	table	table	NOUN
ajceb-3363	104	48	2	2	NUM
ajceb-3363	104	49	below	below	ADV
ajceb-3363	104	50	.	.	PUNCT
ajceb-3363	105	1	australasian	australasian	ADJ
ajceb-3363	105	2	journal	journal	NOUN
ajceb-3363	105	3	of	of	ADP
ajceb-3363	105	4	construction	construction	NOUN
ajceb-3363	105	5	economics	economic	NOUN
ajceb-3363	105	6	and	and	CCONJ
ajceb-3363	105	7	building	building	NOUN
ajceb-3363	105	8	alqahtani	alqahtani	PROPN
ajceb-3363	105	9	,	,	PUNCT
ajceb-3363	105	10	a	a	PRON
ajceb-3363	105	11	and	and	CCONJ
ajceb-3363	105	12	whyte	whyte	NOUN
ajceb-3363	105	13	,	,	PUNCT
ajceb-3363	105	14	a	a	DET
ajceb-3363	105	15	(	(	PUNCT
ajceb-3363	105	16	2013	2013	NUM
ajceb-3363	105	17	)	)	PUNCT
ajceb-3363	105	18	‘	'	PUNCT
ajceb-3363	105	19	artificial	artificial	ADJ
ajceb-3363	105	20	neural	neural	ADJ
ajceb-3363	105	21	networks	network	NOUN
ajceb-3363	105	22	incorporating	incorporate	VERB
ajceb-3363	105	23	cost	cost	VERB
ajceb-3363	105	24	significant	significant	ADJ
ajceb-3363	105	25	items	item	NOUN
ajceb-3363	105	26	towards	towards	ADP
ajceb-3363	105	27	enhancing	enhance	VERB
ajceb-3363	105	28	estimation	estimation	NOUN
ajceb-3363	105	29	for	for	ADP
ajceb-3363	105	30	(	(	PUNCT
ajceb-3363	105	31	life	life	NOUN
ajceb-3363	105	32	-	-	PUNCT
ajceb-3363	105	33	cycle	cycle	NOUN
ajceb-3363	105	34	)	)	PUNCT
ajceb-3363	105	35	costing	costing	NOUN
ajceb-3363	105	36	of	of	ADP
ajceb-3363	105	37	construction	construction	NOUN
ajceb-3363	105	38	projects	project	NOUN
ajceb-3363	105	39	’	'	PUNCT
ajceb-3363	105	40	,	,	PUNCT
ajceb-3363	105	41	australasian	australasian	ADJ
ajceb-3363	105	42	journal	journal	NOUN
ajceb-3363	105	43	of	of	ADP
ajceb-3363	105	44	construction	construction	NOUN
ajceb-3363	105	45	economics	economic	NOUN
ajceb-3363	105	46	and	and	CCONJ
ajceb-3363	105	47	building	building	NOUN
ajceb-3363	105	48	,	,	PUNCT
ajceb-3363	105	49	13	13	NUM
ajceb-3363	105	50	(	(	PUNCT
ajceb-3363	105	51	3	3	NUM
ajceb-3363	105	52	)	)	PUNCT
ajceb-3363	105	53	51	51	NUM
ajceb-3363	105	54	-	-	SYM
ajceb-3363	105	55	64	64	NUM
ajceb-3363	105	56	57	57	NUM
ajceb-3363	105	57	design	design	NOUN
ajceb-3363	105	58	factors	factor	NOUN
ajceb-3363	105	59	1	1	NUM
ajceb-3363	105	60	.	.	PUNCT
ajceb-3363	105	61	type	type	NOUN
ajceb-3363	105	62	of	of	ADP
ajceb-3363	105	63	building	build	VERB
ajceb-3363	105	64	2	2	NUM
ajceb-3363	105	65	.	.	PUNCT
ajceb-3363	105	66	gross	gross	ADJ
ajceb-3363	105	67	floor	floor	NOUN
ajceb-3363	105	68	area	area	NOUN
ajceb-3363	105	69	(	(	PUNCT
ajceb-3363	105	70	m2	m2	PROPN
ajceb-3363	105	71	)	)	PUNCT
ajceb-3363	105	72	3	3	NUM
ajceb-3363	105	73	.	.	X
ajceb-3363	105	74	area	area	NOUN
ajceb-3363	105	75	of	of	ADP
ajceb-3363	105	76	pitched	pitch	VERB
ajceb-3363	105	77	roof	roof	NOUN
ajceb-3363	105	78	(	(	PUNCT
ajceb-3363	105	79	m2	m2	PROPN
ajceb-3363	105	80	)	)	PUNCT
ajceb-3363	105	81	4	4	NUM
ajceb-3363	105	82	.	.	PUNCT
ajceb-3363	105	83	area	area	NOUN
ajceb-3363	105	84	of	of	ADP
ajceb-3363	105	85	flat	flat	ADJ
ajceb-3363	105	86	roof	roof	NOUN
ajceb-3363	105	87	(	(	PUNCT
ajceb-3363	105	88	m2	m2	PROPN
ajceb-3363	105	89	)	)	PUNCT
ajceb-3363	105	90	5	5	NUM
ajceb-3363	105	91	.	.	PUNCT
ajceb-3363	105	92	area	area	NOUN
ajceb-3363	105	93	of	of	ADP
ajceb-3363	105	94	external	external	ADJ
ajceb-3363	105	95	glazing	glazing	NOUN
ajceb-3363	105	96	(	(	PUNCT
ajceb-3363	105	97	m2	m2	PROPN
ajceb-3363	105	98	)	)	PUNCT
ajceb-3363	105	99	6	6	NUM
ajceb-3363	105	100	.	.	PUNCT
ajceb-3363	105	101	number	number	NOUN
ajceb-3363	105	102	of	of	ADP
ajceb-3363	105	103	stories	story	NOUN
ajceb-3363	105	104	above	above	ADP
ajceb-3363	105	105	ground	ground	NOUN
ajceb-3363	105	106	floor	floor	NOUN
ajceb-3363	105	107	7	7	NUM
ajceb-3363	105	108	.	.	PUNCT
ajceb-3363	105	109	number	number	NOUN
ajceb-3363	105	110	of	of	ADP
ajceb-3363	105	111	stories	story	NOUN
ajceb-3363	105	112	under	under	ADP
ajceb-3363	105	113	ground	ground	NOUN
ajceb-3363	105	114	floor	floor	NOUN
ajceb-3363	105	115	table	table	NOUN
ajceb-3363	105	116	2	2	NUM
ajceb-3363	105	117	non	non	ADJ
ajceb-3363	105	118	-	-	ADJ
ajceb-3363	105	119	cost	cost	ADJ
ajceb-3363	105	120	significant	significant	ADJ
ajceb-3363	105	121	factors	factor	NOUN
ajceb-3363	105	122	design	design	VERB
ajceb-3363	105	123	neural	neural	ADJ
ajceb-3363	105	124	networks	network	NOUN
ajceb-3363	105	125	a	a	DET
ajceb-3363	105	126	)	)	PUNCT
ajceb-3363	105	127	selection	selection	NOUN
ajceb-3363	105	128	nns	nns	PROPN
ajceb-3363	105	129	software	software	PROPN
ajceb-3363	105	130	/	/	SYM
ajceb-3363	105	131	simulation	simulation	NOUN
ajceb-3363	105	132	and	and	CCONJ
ajceb-3363	105	133	data	datum	NOUN
ajceb-3363	105	134	collection	collection	NOUN
ajceb-3363	105	135	this	this	DET
ajceb-3363	105	136	paper	paper	NOUN
ajceb-3363	105	137	compares	compare	VERB
ajceb-3363	105	138	two	two	NUM
ajceb-3363	105	139	methods	method	NOUN
ajceb-3363	105	140	to	to	PART
ajceb-3363	105	141	create	create	VERB
ajceb-3363	105	142	and	and	CCONJ
ajceb-3363	105	143	design	design	VERB
ajceb-3363	105	144	neural	neural	ADJ
ajceb-3363	105	145	networks	network	NOUN
ajceb-3363	105	146	:	:	PUNCT
ajceb-3363	105	147	1back	1back	NUM
ajceb-3363	105	148	-	-	PUNCT
ajceb-3363	105	149	propagation	propagation	NOUN
ajceb-3363	105	150	method	method	NOUN
ajceb-3363	105	151	using	use	VERB
ajceb-3363	105	152	matlab	matlab	PROPN
ajceb-3363	105	153	software	software	NOUN
ajceb-3363	105	154	(	(	PUNCT
ajceb-3363	105	155	2012b	2012b	NOUN
ajceb-3363	105	156	)	)	PUNCT
ajceb-3363	106	1	2spread	2spread	NUM
ajceb-3363	106	2	sheet	sheet	NOUN
ajceb-3363	106	3	optimization	optimization	NOUN
ajceb-3363	106	4	using	use	VERB
ajceb-3363	106	5	microsoft	microsoft	PROPN
ajceb-3363	106	6	excel	excel	PROPN
ajceb-3363	106	7	solver	solver	ADV
ajceb-3363	106	8	.	.	PUNCT
ajceb-3363	107	1	both	both	DET
ajceb-3363	107	2	methods	method	NOUN
ajceb-3363	107	3	use	use	VERB
ajceb-3363	107	4	three	three	NUM
ajceb-3363	107	5	-	-	PUNCT
ajceb-3363	107	6	layer	layer	NOUN
ajceb-3363	107	7	nn	nn	NOUN
ajceb-3363	107	8	,	,	PUNCT
ajceb-3363	107	9	because	because	SCONJ
ajceb-3363	107	10	it	it	PRON
ajceb-3363	107	11	is	be	AUX
ajceb-3363	107	12	argued	argue	VERB
ajceb-3363	107	13	here	here	ADV
ajceb-3363	107	14	that	that	SCONJ
ajceb-3363	107	15	they	they	PRON
ajceb-3363	107	16	provide	provide	VERB
ajceb-3363	107	17	simple	simple	ADJ
ajceb-3363	107	18	transparent	transparent	ADJ
ajceb-3363	107	19	methods	method	NOUN
ajceb-3363	107	20	towards	towards	ADP
ajceb-3363	107	21	nn	nn	PROPN
ajceb-3363	107	22	modelling	modelling	NOUN
ajceb-3363	107	23	.	.	PUNCT
ajceb-3363	108	1	the	the	DET
ajceb-3363	108	2	neural	neural	ADJ
ajceb-3363	108	3	network	network	NOUN
ajceb-3363	108	4	model	model	NOUN
ajceb-3363	108	5	developed	develop	VERB
ajceb-3363	108	6	in	in	ADP
ajceb-3363	108	7	this	this	DET
ajceb-3363	108	8	paper	paper	NOUN
ajceb-3363	108	9	consists	consist	VERB
ajceb-3363	108	10	of	of	ADP
ajceb-3363	108	11	three	three	NUM
ajceb-3363	108	12	layers	layer	NOUN
ajceb-3363	108	13	(	(	PUNCT
ajceb-3363	108	14	as	as	ADP
ajceb-3363	108	15	figure	figure	NOUN
ajceb-3363	108	16	2	2	NUM
ajceb-3363	108	17	below	below	ADV
ajceb-3363	108	18	):	):	PUNCT
ajceb-3363	108	19	1input	1input	NUM
ajceb-3363	108	20	layer	layer	NOUN
ajceb-3363	108	21	of	of	ADP
ajceb-3363	108	22	8	8	NUM
ajceb-3363	108	23	nodes	node	NOUN
ajceb-3363	108	24	:	:	PUNCT
ajceb-3363	108	25	type	type	NOUN
ajceb-3363	108	26	of	of	ADP
ajceb-3363	108	27	building	building	NOUN
ajceb-3363	108	28	,	,	PUNCT
ajceb-3363	108	29	gross	gross	ADJ
ajceb-3363	108	30	floor	floor	NOUN
ajceb-3363	108	31	area	area	NOUN
ajceb-3363	108	32	,	,	PUNCT
ajceb-3363	108	33	area	area	NOUN
ajceb-3363	108	34	of	of	ADP
ajceb-3363	108	35	pitched	pitch	VERB
ajceb-3363	108	36	roof	roof	NOUN
ajceb-3363	108	37	,	,	PUNCT
ajceb-3363	108	38	area	area	NOUN
ajceb-3363	108	39	of	of	ADP
ajceb-3363	108	40	flat	flat	ADJ
ajceb-3363	108	41	roof	roof	NOUN
ajceb-3363	108	42	,	,	PUNCT
ajceb-3363	108	43	area	area	NOUN
ajceb-3363	108	44	of	of	ADP
ajceb-3363	108	45	external	external	ADJ
ajceb-3363	108	46	glazing	glazing	NOUN
ajceb-3363	108	47	,	,	PUNCT
ajceb-3363	108	48	number	number	NOUN
ajceb-3363	108	49	of	of	ADP
ajceb-3363	108	50	stories	story	NOUN
ajceb-3363	108	51	above	above	ADP
ajceb-3363	108	52	ground	ground	NOUN
ajceb-3363	108	53	floor	floor	NOUN
ajceb-3363	108	54	,	,	PUNCT
ajceb-3363	108	55	number	number	NOUN
ajceb-3363	108	56	of	of	ADP
ajceb-3363	108	57	stories	story	NOUN
ajceb-3363	108	58	under	under	ADP
ajceb-3363	108	59	ground	ground	NOUN
ajceb-3363	108	60	floor	floor	NOUN
ajceb-3363	108	61	and	and	CCONJ
ajceb-3363	108	62	csis	csis	NOUN
ajceb-3363	108	63	.	.	PUNCT
ajceb-3363	109	1	2hidden	2hidden	NUM
ajceb-3363	109	2	layer	layer	NOUN
ajceb-3363	109	3	(	(	PUNCT
ajceb-3363	109	4	trial	trial	NOUN
ajceb-3363	109	5	and	and	CCONJ
ajceb-3363	109	6	error	error	NOUN
ajceb-3363	109	7	in	in	ADP
ajceb-3363	109	8	a	a	DET
ajceb-3363	109	9	training	training	NOUN
ajceb-3363	109	10	stage	stage	NOUN
ajceb-3363	109	11	used	use	VERB
ajceb-3363	109	12	to	to	PART
ajceb-3363	109	13	determine	determine	VERB
ajceb-3363	109	14	number	number	NOUN
ajceb-3363	109	15	of	of	ADP
ajceb-3363	109	16	nodes	node	NOUN
ajceb-3363	109	17	)	)	PUNCT
ajceb-3363	109	18	3output	3output	NUM
ajceb-3363	109	19	layer	layer	NOUN
ajceb-3363	109	20	contained	contain	VERB
ajceb-3363	109	21	one	one	NUM
ajceb-3363	109	22	node	node	NOUN
ajceb-3363	109	23	(	(	PUNCT
ajceb-3363	109	24	the	the	DET
ajceb-3363	109	25	total	total	ADJ
ajceb-3363	109	26	running	running	ADJ
ajceb-3363	109	27	cost	cost	NOUN
ajceb-3363	109	28	)	)	PUNCT
ajceb-3363	109	29	.	.	PUNCT
ajceb-3363	110	1	figure	figure	VERB
ajceb-3363	110	2	2	2	NUM
ajceb-3363	110	3	neural	neural	ADJ
ajceb-3363	110	4	network	network	NOUN
ajceb-3363	110	5	structure	structure	NOUN
ajceb-3363	110	6	with	with	ADP
ajceb-3363	110	7	three	three	NUM
ajceb-3363	110	8	layers	layer	NOUN
ajceb-3363	110	9	the	the	DET
ajceb-3363	110	10	data	datum	NOUN
ajceb-3363	110	11	for	for	ADP
ajceb-3363	110	12	the	the	DET
ajceb-3363	110	13	20	20	NUM
ajceb-3363	110	14	projects	project	NOUN
ajceb-3363	110	15	were	be	AUX
ajceb-3363	110	16	entered	enter	VERB
ajceb-3363	110	17	into	into	ADP
ajceb-3363	110	18	excel	excel	NOUN
ajceb-3363	110	19	.	.	PUNCT
ajceb-3363	111	1	the	the	DET
ajceb-3363	111	2	input	input	NOUN
ajceb-3363	111	3	and	and	CCONJ
ajceb-3363	111	4	output	output	NOUN
ajceb-3363	111	5	data	datum	NOUN
ajceb-3363	111	6	is	be	AUX
ajceb-3363	111	7	normalized	normalize	VERB
ajceb-3363	111	8	and	and	CCONJ
ajceb-3363	111	9	scaled	scale	VERB
ajceb-3363	111	10	to	to	ADP
ajceb-3363	111	11	a	a	DET
ajceb-3363	111	12	range	range	NOUN
ajceb-3363	111	13	(	(	PUNCT
ajceb-3363	111	14	-1	-1	ADP
ajceb-3363	111	15	to	to	ADP
ajceb-3363	111	16	1	1	NUM
ajceb-3363	111	17	)	)	PUNCT
ajceb-3363	111	18	using	use	VERB
ajceb-3363	111	19	equation	equation	NOUN
ajceb-3363	111	20	1	1	NUM
ajceb-3363	111	21	to	to	PART
ajceb-3363	111	22	suit	suit	VERB
ajceb-3363	111	23	neural	neural	ADJ
ajceb-3363	111	24	networks	network	NOUN
ajceb-3363	111	25	processes	process	NOUN
ajceb-3363	111	26	.	.	PUNCT
ajceb-3363	112	1	b	b	X
ajceb-3363	112	2	)	)	PUNCT
ajceb-3363	112	3	determining	determine	VERB
ajceb-3363	112	4	the	the	DET
ajceb-3363	112	5	best	good	ADJ
ajceb-3363	112	6	network	network	NOUN
ajceb-3363	112	7	architecture	architecture	NOUN
ajceb-3363	112	8	traditional	traditional	ADJ
ajceb-3363	112	9	parametric	parametric	NOUN
ajceb-3363	112	10	(	(	PUNCT
ajceb-3363	112	11	trial	trial	NOUN
ajceb-3363	112	12	and	and	CCONJ
ajceb-3363	112	13	error	error	NOUN
ajceb-3363	112	14	)	)	PUNCT
ajceb-3363	112	15	has	have	AUX
ajceb-3363	112	16	been	be	AUX
ajceb-3363	112	17	performed	perform	VERB
ajceb-3363	112	18	to	to	PART
ajceb-3363	112	19	select	select	VERB
ajceb-3363	112	20	the	the	DET
ajceb-3363	112	21	number	number	NOUN
ajceb-3363	112	22	of	of	ADP
ajceb-3363	112	23	hidden	hide	VERB
ajceb-3363	112	24	layers	layer	NOUN
ajceb-3363	112	25	and	and	CCONJ
ajceb-3363	112	26	the	the	DET
ajceb-3363	112	27	number	number	NOUN
ajceb-3363	112	28	of	of	ADP
ajceb-3363	112	29	hidden	hide	VERB
ajceb-3363	112	30	nodes	node	NOUN
ajceb-3363	112	31	.	.	PUNCT
ajceb-3363	113	1	during	during	ADP
ajceb-3363	113	2	the	the	DET
ajceb-3363	113	3	training	training	NOUN
ajceb-3363	113	4	process	process	NOUN
ajceb-3363	113	5	,	,	PUNCT
ajceb-3363	113	6	the	the	DET
ajceb-3363	113	7	number	number	NOUN
ajceb-3363	113	8	of	of	ADP
ajceb-3363	113	9	hidden	hidden	ADJ
ajceb-3363	113	10	layers	layer	NOUN
ajceb-3363	113	11	and	and	CCONJ
ajceb-3363	113	12	hidden	hide	VERB
ajceb-3363	113	13	nodes	node	NOUN
ajceb-3363	113	14	are	be	AUX
ajceb-3363	113	15	adjusted	adjust	VERB
ajceb-3363	113	16	to	to	PART
ajceb-3363	113	17	find	find	VERB
ajceb-3363	113	18	the	the	DET
ajceb-3363	113	19	best	good	ADJ
ajceb-3363	113	20	artificial	artificial	ADJ
ajceb-3363	113	21	neural	neural	ADJ
ajceb-3363	113	22	network	network	NOUN
ajceb-3363	113	23	model	model	NOUN
ajceb-3363	113	24	to	to	PART
ajceb-3363	113	25	give	give	VERB
ajceb-3363	113	26	the	the	DET
ajceb-3363	113	27	lowest	low	ADJ
ajceb-3363	113	28	value	value	NOUN
ajceb-3363	113	29	for	for	ADP
ajceb-3363	113	30	the	the	DET
ajceb-3363	113	31	root	root	NOUN
ajceb-3363	113	32	mean	mean	NOUN
ajceb-3363	113	33	square	square	PROPN
ajceb-3363	113	34	(	(	PUNCT
ajceb-3363	113	35	rms	rm	NOUN
ajceb-3363	113	36	)	)	PUNCT
ajceb-3363	113	37	and	and	CCONJ
ajceb-3363	113	38	absolute	absolute	ADJ
ajceb-3363	113	39	difference	difference	NOUN
ajceb-3363	113	40	percentage	percentage	NOUN
ajceb-3363	113	41	for	for	ADP
ajceb-3363	113	42	output	output	NOUN
ajceb-3363	113	43	parameters	parameter	NOUN
ajceb-3363	113	44	.	.	PUNCT
ajceb-3363	114	1	tangent	tangent	NOUN
ajceb-3363	114	2	sigmoid	sigmoid	NOUN
ajceb-3363	114	3	is	be	AUX
ajceb-3363	114	4	used	use	VERB
ajceb-3363	114	5	as	as	ADP
ajceb-3363	114	6	a	a	DET
ajceb-3363	114	7	transfer	transfer	NOUN
ajceb-3363	114	8	function	function	NOUN
ajceb-3363	114	9	of	of	ADP
ajceb-3363	114	10	nns	nns	NOUN
ajceb-3363	114	11	model	model	NOUN
ajceb-3363	114	12	for	for	ADP
ajceb-3363	114	13	both	both	DET
ajceb-3363	114	14	methods	method	NOUN
ajceb-3363	114	15	.	.	PUNCT
ajceb-3363	115	1	in	in	ADP
ajceb-3363	115	2	australasian	australasian	ADJ
ajceb-3363	115	3	journal	journal	NOUN
ajceb-3363	115	4	of	of	ADP
ajceb-3363	115	5	construction	construction	NOUN
ajceb-3363	115	6	economics	economic	NOUN
ajceb-3363	115	7	and	and	CCONJ
ajceb-3363	115	8	building	building	NOUN
ajceb-3363	115	9	alqahtani	alqahtani	PROPN
ajceb-3363	115	10	,	,	PUNCT
ajceb-3363	115	11	a	a	PRON
ajceb-3363	115	12	and	and	CCONJ
ajceb-3363	115	13	whyte	whyte	NOUN
ajceb-3363	115	14	,	,	PUNCT
ajceb-3363	115	15	a	a	DET
ajceb-3363	115	16	(	(	PUNCT
ajceb-3363	115	17	2013	2013	NUM
ajceb-3363	115	18	)	)	PUNCT
ajceb-3363	115	19	‘	'	PUNCT
ajceb-3363	115	20	artificial	artificial	ADJ
ajceb-3363	115	21	neural	neural	ADJ
ajceb-3363	115	22	networks	network	NOUN
ajceb-3363	115	23	incorporating	incorporate	VERB
ajceb-3363	116	1	cost	cost	VERB
ajceb-3363	116	2	significant	significant	ADJ
ajceb-3363	116	3	items	item	NOUN
ajceb-3363	116	4	towards	towards	ADP
ajceb-3363	116	5	enhancing	enhance	VERB
ajceb-3363	116	6	estimation	estimation	NOUN
ajceb-3363	116	7	for	for	ADP
ajceb-3363	116	8	(	(	PUNCT
ajceb-3363	116	9	life	life	NOUN
ajceb-3363	116	10	-	-	PUNCT
ajceb-3363	116	11	cycle	cycle	NOUN
ajceb-3363	116	12	)	)	PUNCT
ajceb-3363	116	13	costing	costing	NOUN
ajceb-3363	116	14	of	of	ADP
ajceb-3363	116	15	construction	construction	NOUN
ajceb-3363	116	16	projects	project	NOUN
ajceb-3363	116	17	’	'	PUNCT
ajceb-3363	116	18	,	,	PUNCT
ajceb-3363	116	19	australasian	australasian	ADJ
ajceb-3363	116	20	journal	journal	NOUN
ajceb-3363	116	21	of	of	ADP
ajceb-3363	116	22	construction	construction	NOUN
ajceb-3363	116	23	economics	economic	NOUN
ajceb-3363	116	24	and	and	CCONJ
ajceb-3363	116	25	building	building	NOUN
ajceb-3363	116	26	,	,	PUNCT
ajceb-3363	116	27	13	13	NUM
ajceb-3363	116	28	(	(	PUNCT
ajceb-3363	116	29	3	3	NUM
ajceb-3363	116	30	)	)	PUNCT
ajceb-3363	116	31	51	51	NUM
ajceb-3363	116	32	-	-	SYM
ajceb-3363	116	33	64	64	NUM
ajceb-3363	116	34	58	58	NUM
ajceb-3363	116	35	order	order	NOUN
ajceb-3363	116	36	to	to	PART
ajceb-3363	116	37	train	train	VERB
ajceb-3363	116	38	/	/	SYM
ajceb-3363	116	39	test	test	NOUN
ajceb-3363	116	40	the	the	DET
ajceb-3363	116	41	model	model	NOUN
ajceb-3363	116	42	and	and	CCONJ
ajceb-3363	116	43	find	find	VERB
ajceb-3363	116	44	a	a	DET
ajceb-3363	116	45	best	good	ADJ
ajceb-3363	116	46	number	number	NOUN
ajceb-3363	116	47	of	of	ADP
ajceb-3363	116	48	nodes	node	NOUN
ajceb-3363	116	49	in	in	ADP
ajceb-3363	116	50	hidden	hidden	ADJ
ajceb-3363	116	51	layers	layer	NOUN
ajceb-3363	116	52	,	,	PUNCT
ajceb-3363	116	53	matlab	matlab	PROPN
ajceb-3363	116	54	is	be	AUX
ajceb-3363	116	55	utilised	utilise	VERB
ajceb-3363	116	56	for	for	ADP
ajceb-3363	116	57	its	its	PRON
ajceb-3363	116	58	ease	ease	NOUN
ajceb-3363	116	59	of	of	ADP
ajceb-3363	116	60	use	use	NOUN
ajceb-3363	116	61	and	and	CCONJ
ajceb-3363	116	62	speed	speed	NOUN
ajceb-3363	116	63	of	of	ADP
ajceb-3363	116	64	training	training	NOUN
ajceb-3363	116	65	.	.	PUNCT
ajceb-3363	117	1	the	the	DET
ajceb-3363	117	2	best	good	ADJ
ajceb-3363	117	3	architecture	architecture	NOUN
ajceb-3363	117	4	resulting	result	VERB
ajceb-3363	117	5	from	from	ADP
ajceb-3363	117	6	matlab	matlab	PROPN
ajceb-3363	117	7	is	be	AUX
ajceb-3363	117	8	compiled	compile	VERB
ajceb-3363	117	9	to	to	PART
ajceb-3363	117	10	spread	spread	VERB
ajceb-3363	117	11	sheet	sheet	NOUN
ajceb-3363	117	12	to	to	PART
ajceb-3363	117	13	compare	compare	VERB
ajceb-3363	117	14	the	the	DET
ajceb-3363	117	15	results	result	NOUN
ajceb-3363	117	16	of	of	ADP
ajceb-3363	117	17	both	both	DET
ajceb-3363	117	18	methods	method	NOUN
ajceb-3363	117	19	.	.	PUNCT
ajceb-3363	118	1	c	c	X
ajceb-3363	118	2	)	)	PUNCT
ajceb-3363	118	3	training	training	NOUN
ajceb-3363	118	4	and	and	CCONJ
ajceb-3363	118	5	testing	test	VERB
ajceb-3363	118	6	the	the	DET
ajceb-3363	118	7	network	network	NOUN
ajceb-3363	118	8	in	in	ADP
ajceb-3363	118	9	this	this	DET
ajceb-3363	118	10	case	case	NOUN
ajceb-3363	118	11	study	study	NOUN
ajceb-3363	118	12	,	,	PUNCT
ajceb-3363	118	13	the	the	DET
ajceb-3363	118	14	20	20	NUM
ajceb-3363	118	15	projects	project	NOUN
ajceb-3363	118	16	are	be	AUX
ajceb-3363	118	17	divided	divide	VERB
ajceb-3363	118	18	to	to	ADP
ajceb-3363	118	19	three	three	NUM
ajceb-3363	118	20	sets	set	NOUN
ajceb-3363	118	21	.	.	PUNCT
ajceb-3363	119	1	one	one	NUM
ajceb-3363	119	2	set	set	NOUN
ajceb-3363	119	3	consist	consist	NOUN
ajceb-3363	119	4	of	of	ADP
ajceb-3363	119	5	14	14	NUM
ajceb-3363	119	6	projects	project	NOUN
ajceb-3363	119	7	(	(	PUNCT
ajceb-3363	119	8	70	70	NUM
ajceb-3363	119	9	%	%	NOUN
ajceb-3363	119	10	)	)	PUNCT
ajceb-3363	119	11	used	use	VERB
ajceb-3363	119	12	for	for	ADP
ajceb-3363	119	13	training	train	VERB
ajceb-3363	119	14	the	the	DET
ajceb-3363	119	15	model	model	NOUN
ajceb-3363	119	16	and	and	CCONJ
ajceb-3363	119	17	3	3	NUM
ajceb-3363	119	18	projects	project	NOUN
ajceb-3363	119	19	(	(	PUNCT
ajceb-3363	119	20	15	15	NUM
ajceb-3363	119	21	%	%	NOUN
ajceb-3363	119	22	)	)	PUNCT
ajceb-3363	119	23	are	be	AUX
ajceb-3363	119	24	used	use	VERB
ajceb-3363	119	25	towards	towards	ADP
ajceb-3363	119	26	model	model	NOUN
ajceb-3363	119	27	validation	validation	NOUN
ajceb-3363	119	28	and	and	CCONJ
ajceb-3363	119	29	the	the	DET
ajceb-3363	119	30	remaining	remain	VERB
ajceb-3363	119	31	3	3	NUM
ajceb-3363	119	32	projects	project	NOUN
ajceb-3363	119	33	(	(	PUNCT
ajceb-3363	119	34	15	15	NUM
ajceb-3363	119	35	%	%	NOUN
ajceb-3363	119	36	)	)	PUNCT
ajceb-3363	119	37	used	use	VERB
ajceb-3363	119	38	to	to	PART
ajceb-3363	119	39	test	test	VERB
ajceb-3363	119	40	the	the	DET
ajceb-3363	119	41	procedure	procedure	NOUN
ajceb-3363	119	42	.	.	PUNCT
ajceb-3363	120	1	as	as	SCONJ
ajceb-3363	120	2	mentioned	mention	VERB
ajceb-3363	120	3	before	before	ADV
ajceb-3363	120	4	,	,	PUNCT
ajceb-3363	120	5	one	one	NUM
ajceb-3363	120	6	of	of	ADP
ajceb-3363	120	7	the	the	DET
ajceb-3363	120	8	objectives	objective	NOUN
ajceb-3363	120	9	of	of	ADP
ajceb-3363	120	10	training	train	VERB
ajceb-3363	120	11	the	the	DET
ajceb-3363	120	12	model	model	NOUN
ajceb-3363	120	13	is	be	AUX
ajceb-3363	120	14	to	to	PART
ajceb-3363	120	15	identify	identify	VERB
ajceb-3363	120	16	the	the	DET
ajceb-3363	120	17	best	good	ADJ
ajceb-3363	120	18	structure	structure	NOUN
ajceb-3363	120	19	of	of	ADP
ajceb-3363	120	20	neural	neural	ADJ
ajceb-3363	120	21	network	network	NOUN
ajceb-3363	120	22	model	model	NOUN
ajceb-3363	120	23	.	.	PUNCT
ajceb-3363	121	1	the	the	DET
ajceb-3363	121	2	acceptable	acceptable	ADJ
ajceb-3363	121	3	level	level	NOUN
ajceb-3363	121	4	of	of	ADP
ajceb-3363	121	5	the	the	DET
ajceb-3363	121	6	result	result	NOUN
ajceb-3363	121	7	of	of	ADP
ajceb-3363	121	8	the	the	DET
ajceb-3363	121	9	model	model	NOUN
ajceb-3363	121	10	is	be	AUX
ajceb-3363	121	11	evaluated	evaluate	VERB
ajceb-3363	121	12	based	base	VERB
ajceb-3363	121	13	on	on	ADP
ajceb-3363	121	14	the	the	DET
ajceb-3363	121	15	value	value	NOUN
ajceb-3363	121	16	of	of	ADP
ajceb-3363	121	17	rms	rm	NOUN
ajceb-3363	121	18	(	(	PUNCT
ajceb-3363	121	19	equation2	equation2	PROPN
ajceb-3363	121	20	)	)	PUNCT
ajceb-3363	121	21	and	and	CCONJ
ajceb-3363	121	22	absolute	absolute	ADJ
ajceb-3363	121	23	difference	difference	NOUN
ajceb-3363	121	24	(	(	PUNCT
ajceb-3363	121	25	in	in	ADP
ajceb-3363	121	26	equation	equation	NOUN
ajceb-3363	121	27	3	3	NUM
ajceb-3363	121	28	)	)	PUNCT
ajceb-3363	121	29	.	.	PUNCT
ajceb-3363	122	1	results	result	VERB
ajceb-3363	122	2	a	a	DET
ajceb-3363	122	3	)	)	PUNCT
ajceb-3363	122	4	back	back	ADJ
ajceb-3363	122	5	-	-	PUNCT
ajceb-3363	122	6	propagation	propagation	NOUN
ajceb-3363	122	7	the	the	DET
ajceb-3363	122	8	back	back	ADJ
ajceb-3363	122	9	-	-	PUNCT
ajceb-3363	122	10	propagation	propagation	NOUN
ajceb-3363	122	11	method	method	NOUN
ajceb-3363	122	12	,	,	PUNCT
ajceb-3363	122	13	the	the	DET
ajceb-3363	122	14	‘	'	PUNCT
ajceb-3363	122	15	weights	weight	NOUN
ajceb-3363	122	16	’	'	PUNCT
ajceb-3363	122	17	which	which	PRON
ajceb-3363	122	18	aim	aim	VERB
ajceb-3363	122	19	to	to	PART
ajceb-3363	122	20	connect	connect	VERB
ajceb-3363	122	21	nodes	node	NOUN
ajceb-3363	122	22	and	and	CCONJ
ajceb-3363	122	23	biases	bias	NOUN
ajceb-3363	122	24	are	be	AUX
ajceb-3363	122	25	changed	change	VERB
ajceb-3363	122	26	utilising	utilise	VERB
ajceb-3363	122	27	a	a	DET
ajceb-3363	122	28	number	number	NOUN
ajceb-3363	122	29	of	of	ADP
ajceb-3363	122	30	inputs	input	NOUN
ajceb-3363	122	31	and	and	CCONJ
ajceb-3363	122	32	the	the	DET
ajceb-3363	122	33	desired	desire	VERB
ajceb-3363	122	34	output	output	NOUN
ajceb-3363	122	35	value	value	NOUN
ajceb-3363	122	36	.	.	PUNCT
ajceb-3363	123	1	the	the	DET
ajceb-3363	123	2	difference	difference	NOUN
ajceb-3363	123	3	between	between	ADP
ajceb-3363	123	4	the	the	DET
ajceb-3363	123	5	network	network	NOUN
ajceb-3363	123	6	output	output	NOUN
ajceb-3363	123	7	and	and	CCONJ
ajceb-3363	123	8	actual	actual	ADJ
ajceb-3363	123	9	output	output	NOUN
ajceb-3363	123	10	,	,	PUNCT
ajceb-3363	123	11	become	become	VERB
ajceb-3363	123	12	network	network	NOUN
ajceb-3363	123	13	error	error	NOUN
ajceb-3363	123	14	sets	set	NOUN
ajceb-3363	123	15	,	,	PUNCT
ajceb-3363	123	16	after	after	ADP
ajceb-3363	123	17	which	which	PRON
ajceb-3363	123	18	the	the	DET
ajceb-3363	123	19	network	network	NOUN
ajceb-3363	123	20	error	error	NOUN
ajceb-3363	123	21	is	be	AUX
ajceb-3363	123	22	back	back	ADV
ajceb-3363	123	23	propagated	propagate	VERB
ajceb-3363	123	24	from	from	ADP
ajceb-3363	123	25	the	the	DET
ajceb-3363	123	26	output	output	NOUN
ajceb-3363	123	27	layer	layer	NOUN
ajceb-3363	123	28	to	to	PART
ajceb-3363	123	29	adjust	adjust	VERB
ajceb-3363	123	30	the	the	DET
ajceb-3363	123	31	weights	weight	NOUN
ajceb-3363	123	32	and	and	CCONJ
ajceb-3363	123	33	biases	bias	NOUN
ajceb-3363	123	34	.	.	PUNCT
ajceb-3363	124	1	this	this	DET
ajceb-3363	124	2	step	step	NOUN
ajceb-3363	124	3	is	be	AUX
ajceb-3363	124	4	repeatedly	repeatedly	ADV
ajceb-3363	124	5	performed	perform	VERB
ajceb-3363	124	6	until	until	SCONJ
ajceb-3363	124	7	the	the	DET
ajceb-3363	124	8	minimum	minimum	ADJ
ajceb-3363	124	9	level	level	NOUN
ajceb-3363	124	10	of	of	ADP
ajceb-3363	124	11	network	network	NOUN
ajceb-3363	124	12	error	error	NOUN
ajceb-3363	124	13	is	be	AUX
ajceb-3363	124	14	reached	reach	VERB
ajceb-3363	124	15	.	.	PUNCT
ajceb-3363	125	1	the	the	DET
ajceb-3363	125	2	20	20	NUM
ajceb-3363	125	3	model	model	NOUN
ajceb-3363	125	4	trails	trail	NOUN
ajceb-3363	125	5	and	and	CCONJ
ajceb-3363	125	6	error	error	NOUN
ajceb-3363	125	7	were	be	AUX
ajceb-3363	125	8	applied	apply	VERB
ajceb-3363	125	9	to	to	PART
ajceb-3363	125	10	identify	identify	VERB
ajceb-3363	125	11	the	the	DET
ajceb-3363	125	12	number	number	NOUN
ajceb-3363	125	13	of	of	ADP
ajceb-3363	125	14	hidden	hide	VERB
ajceb-3363	125	15	nodes	node	NOUN
ajceb-3363	125	16	on	on	ADP
ajceb-3363	125	17	hidden	hidden	ADJ
ajceb-3363	125	18	layers	layer	NOUN
ajceb-3363	125	19	.	.	PUNCT
ajceb-3363	126	1	it	it	PRON
ajceb-3363	126	2	was	be	AUX
ajceb-3363	126	3	clear	clear	ADJ
ajceb-3363	126	4	that	that	SCONJ
ajceb-3363	126	5	increasing	increase	VERB
ajceb-3363	126	6	the	the	DET
ajceb-3363	126	7	number	number	NOUN
ajceb-3363	126	8	of	of	ADP
ajceb-3363	126	9	hidden	hide	VERB
ajceb-3363	126	10	nodes	node	NOUN
ajceb-3363	126	11	in	in	ADP
ajceb-3363	126	12	hidden	hidden	ADJ
ajceb-3363	126	13	layers	layer	NOUN
ajceb-3363	126	14	leads	lead	VERB
ajceb-3363	126	15	to	to	ADP
ajceb-3363	126	16	changing	change	VERB
ajceb-3363	126	17	the	the	DET
ajceb-3363	126	18	value	value	NOUN
ajceb-3363	126	19	of	of	ADP
ajceb-3363	126	20	rms	rm	NOUN
ajceb-3363	126	21	and	and	CCONJ
ajceb-3363	126	22	absolute	absolute	ADJ
ajceb-3363	126	23	difference	difference	NOUN
ajceb-3363	126	24	error	error	NOUN
ajceb-3363	126	25	.	.	PUNCT
ajceb-3363	127	1	19	19	NUM
ajceb-3363	127	2	hidden	hide	VERB
ajceb-3363	127	3	nodes	node	NOUN
ajceb-3363	127	4	provided	provide	VERB
ajceb-3363	127	5	the	the	DET
ajceb-3363	127	6	lowest	low	ADJ
ajceb-3363	127	7	rms	rm	NOUN
ajceb-3363	127	8	value	value	NOUN
ajceb-3363	127	9	of	of	ADP
ajceb-3363	127	10	0.033	0.033	NUM
ajceb-3363	127	11	and	and	CCONJ
ajceb-3363	127	12	an	an	DET
ajceb-3363	127	13	absolute	absolute	ADJ
ajceb-3363	127	14	difference	difference	NOUN
ajceb-3363	127	15	error	error	NOUN
ajceb-3363	127	16	value	value	NOUN
ajceb-3363	127	17	of	of	ADP
ajceb-3363	127	18	0.96	0.96	NUM
ajceb-3363	127	19	%	%	NOUN
ajceb-3363	127	20	.	.	PUNCT
ajceb-3363	128	1	however	however	ADV
ajceb-3363	128	2	,	,	PUNCT
ajceb-3363	128	3	neural	neural	ADJ
ajceb-3363	128	4	network	network	NOUN
ajceb-3363	128	5	models	model	NOUN
ajceb-3363	128	6	with	with	ADP
ajceb-3363	128	7	one	one	NUM
ajceb-3363	128	8	hidden	hide	VERB
ajceb-3363	128	9	node	node	NOUN
ajceb-3363	128	10	provided	provide	VERB
ajceb-3363	128	11	the	the	DET
ajceb-3363	128	12	highest	high	ADJ
ajceb-3363	128	13	rms	rm	NOUN
ajceb-3363	128	14	value	value	NOUN
ajceb-3363	128	15	of	of	ADP
ajceb-3363	128	16	0.388	0.388	NUM
ajceb-3363	128	17	with	with	ADP
ajceb-3363	128	18	an	an	DET
ajceb-3363	128	19	absolute	absolute	ADJ
ajceb-3363	128	20	difference	difference	NOUN
ajceb-3363	128	21	error	error	NOUN
ajceb-3363	128	22	value	value	NOUN
ajceb-3363	128	23	of	of	ADP
ajceb-3363	128	24	3.89	3.89	NUM
ajceb-3363	128	25	%	%	NOUN
ajceb-3363	128	26	.	.	PUNCT
ajceb-3363	129	1	the	the	DET
ajceb-3363	129	2	value	value	NOUN
ajceb-3363	129	3	of	of	ADP
ajceb-3363	129	4	rms	rm	NOUN
ajceb-3363	129	5	&	&	CCONJ
ajceb-3363	129	6	absolute	absolute	ADJ
ajceb-3363	129	7	difference	difference	NOUN
ajceb-3363	129	8	error	error	NOUN
ajceb-3363	129	9	changed	change	VERB
ajceb-3363	129	10	consecutively	consecutively	ADV
ajceb-3363	129	11	within	within	ADP
ajceb-3363	129	12	the	the	DET
ajceb-3363	129	13	above	above	ADJ
ajceb-3363	129	14	mentioned	mention	VERB
ajceb-3363	129	15	range	range	NOUN
ajceb-3363	129	16	for	for	ADP
ajceb-3363	129	17	the	the	DET
ajceb-3363	129	18	remaining	remain	VERB
ajceb-3363	129	19	18	18	NUM
ajceb-3363	129	20	model	model	NOUN
ajceb-3363	129	21	trails	trail	NOUN
ajceb-3363	129	22	.	.	PUNCT
ajceb-3363	130	1	table	table	NOUN
ajceb-3363	130	2	3	3	NUM
ajceb-3363	130	3	below	below	ADV
ajceb-3363	130	4	illustrates	illustrate	VERB
ajceb-3363	130	5	rms	rm	NOUN
ajceb-3363	130	6	and	and	CCONJ
ajceb-3363	130	7	an	an	DET
ajceb-3363	130	8	absolute	absolute	ADJ
ajceb-3363	130	9	difference	difference	NOUN
ajceb-3363	130	10	error	error	NOUN
ajceb-3363	130	11	for	for	ADP
ajceb-3363	130	12	all	all	DET
ajceb-3363	130	13	20	20	NUM
ajceb-3363	130	14	model	model	NOUN
ajceb-3363	130	15	trails	trail	NOUN
ajceb-3363	130	16	.	.	PUNCT
ajceb-3363	131	1	table	table	NOUN
ajceb-3363	131	2	3	3	NUM
ajceb-3363	131	3	20	20	NUM
ajceb-3363	131	4	model	model	NOUN
ajceb-3363	131	5	trails	trail	NOUN
ajceb-3363	131	6	for	for	ADP
ajceb-3363	131	7	determining	determine	VERB
ajceb-3363	131	8	the	the	DET
ajceb-3363	131	9	best	good	ADJ
ajceb-3363	131	10	model	model	NOUN
ajceb-3363	131	11	figure	figure	NOUN
ajceb-3363	131	12	3	3	NUM
ajceb-3363	131	13	below	below	ADP
ajceb-3363	131	14	present	present	ADJ
ajceb-3363	131	15	the	the	DET
ajceb-3363	131	16	properties	property	NOUN
ajceb-3363	131	17	of	of	ADP
ajceb-3363	131	18	the	the	DET
ajceb-3363	131	19	best	good	ADJ
ajceb-3363	131	20	neural	neural	ADJ
ajceb-3363	131	21	network	network	NOUN
ajceb-3363	131	22	model	model	NOUN
ajceb-3363	131	23	gained	gain	VERB
ajceb-3363	131	24	through	through	ADP
ajceb-3363	131	25	the	the	DET
ajceb-3363	131	26	trial	trial	NOUN
ajceb-3363	131	27	and	and	CCONJ
ajceb-3363	131	28	error	error	NOUN
ajceb-3363	131	29	method	method	NOUN
ajceb-3363	131	30	at	at	ADP
ajceb-3363	131	31	a	a	DET
ajceb-3363	131	32	training	training	NOUN
ajceb-3363	131	33	stage	stage	NOUN
ajceb-3363	131	34	.	.	PUNCT
ajceb-3363	132	1	no	no	INTJ
ajceb-3363	132	2	.	.	NOUN
ajceb-3363	133	1	of	of	ADP
ajceb-3363	133	2	hidden	hide	VERB
ajceb-3363	133	3	nodes	node	NOUN
ajceb-3363	133	4	rms	rm	VERB
ajceb-3363	133	5	%	%	NOUN
ajceb-3363	133	6	absolute	absolute	ADJ
ajceb-3363	133	7	different	different	ADJ
ajceb-3363	133	8	error	error	NOUN
ajceb-3363	133	9	no	no	NOUN
ajceb-3363	133	10	.	.	PUNCT
ajceb-3363	133	11	of	of	ADP
ajceb-3363	133	12	hidden	hide	VERB
ajceb-3363	133	13	nodes	node	NOUN
ajceb-3363	133	14	rms	rm	VERB
ajceb-3363	133	15	%	%	NOUN
ajceb-3363	133	16	absolute	absolute	ADJ
ajceb-3363	133	17	different	different	ADJ
ajceb-3363	133	18	error	error	NOUN
ajceb-3363	133	19	no	no	NOUN
ajceb-3363	133	20	.	.	PUNCT
ajceb-3363	134	1	of	of	ADP
ajceb-3363	134	2	hidden	hide	VERB
ajceb-3363	134	3	nodes	node	NOUN
ajceb-3363	134	4	rms	rm	VERB
ajceb-3363	134	5	%	%	NOUN
ajceb-3363	134	6	absolute	absolute	ADJ
ajceb-3363	134	7	different	different	ADJ
ajceb-3363	134	8	error	error	NOUN
ajceb-3363	134	9	1	1	NUM
ajceb-3363	134	10	0.388	0.388	NUM
ajceb-3363	134	11	3.89	3.89	NUM
ajceb-3363	134	12	8	8	NUM
ajceb-3363	134	13	0.062	0.062	NUM
ajceb-3363	134	14	1.08	1.08	NUM
ajceb-3363	134	15	15	15	NUM
ajceb-3363	134	16	0.089	0.089	NUM
ajceb-3363	134	17	1.61	1.61	NUM
ajceb-3363	134	18	2	2	NUM
ajceb-3363	134	19	0.096	0.096	NUM
ajceb-3363	134	20	3.10	3.10	NUM
ajceb-3363	134	21	9	9	NUM
ajceb-3363	134	22	0.094	0.094	NUM
ajceb-3363	134	23	2.21	2.21	NUM
ajceb-3363	134	24	16	16	NUM
ajceb-3363	134	25	0.106	0.106	NUM
ajceb-3363	134	26	1.51	1.51	NUM
ajceb-3363	134	27	3	3	NUM
ajceb-3363	134	28	0.174	0.174	NUM
ajceb-3363	134	29	5.25	5.25	NUM
ajceb-3363	134	30	10	10	NUM
ajceb-3363	134	31	0.063	0.063	NUM
ajceb-3363	134	32	1.42	1.42	NUM
ajceb-3363	134	33	17	17	NUM
ajceb-3363	134	34	0.206	0.206	NUM
ajceb-3363	134	35	4.82	4.82	NUM
ajceb-3363	134	36	4	4	NUM
ajceb-3363	134	37	0.093	0.093	NUM
ajceb-3363	134	38	1.74	1.74	NUM
ajceb-3363	134	39	11	11	NUM
ajceb-3363	134	40	0.057	0.057	NUM
ajceb-3363	134	41	0.79	0.79	NUM
ajceb-3363	134	42	18	18	NUM
ajceb-3363	134	43	0.069	0.069	NUM
ajceb-3363	134	44	1.04	1.04	NUM
ajceb-3363	134	45	5	5	NUM
ajceb-3363	134	46	0.129	0.129	NUM
ajceb-3363	134	47	1.80	1.80	NUM
ajceb-3363	134	48	12	12	NUM
ajceb-3363	134	49	0.324	0.324	NUM
ajceb-3363	134	50	8.59	8.59	NUM
ajceb-3363	134	51	19	19	NUM
ajceb-3363	134	52	0.033	0.033	NUM
ajceb-3363	134	53	0.96	0.96	NUM
ajceb-3363	134	54	6	6	NUM
ajceb-3363	134	55	0.054	0.054	NUM
ajceb-3363	134	56	1.02	1.02	NUM
ajceb-3363	134	57	13	13	NUM
ajceb-3363	134	58	0.045	0.045	NUM
ajceb-3363	134	59	1.03	1.03	NUM
ajceb-3363	134	60	20	20	NUM
ajceb-3363	134	61	0.324	0.324	NUM
ajceb-3363	134	62	6.94	6.94	NUM
ajceb-3363	134	63	7	7	NUM
ajceb-3363	134	64	0.116	0.116	NUM
ajceb-3363	134	65	2.57	2.57	NUM
ajceb-3363	134	66	14	14	NUM
ajceb-3363	134	67	0.047	0.047	NUM
ajceb-3363	134	68	1.18	1.18	NUM
ajceb-3363	134	69	australasian	australasian	ADJ
ajceb-3363	134	70	journal	journal	NOUN
ajceb-3363	134	71	of	of	ADP
ajceb-3363	134	72	construction	construction	NOUN
ajceb-3363	134	73	economics	economic	NOUN
ajceb-3363	134	74	and	and	CCONJ
ajceb-3363	134	75	building	building	NOUN
ajceb-3363	134	76	alqahtani	alqahtani	PROPN
ajceb-3363	134	77	,	,	PUNCT
ajceb-3363	134	78	a	a	PRON
ajceb-3363	134	79	and	and	CCONJ
ajceb-3363	134	80	whyte	whyte	NOUN
ajceb-3363	134	81	,	,	PUNCT
ajceb-3363	134	82	a	a	DET
ajceb-3363	134	83	(	(	PUNCT
ajceb-3363	134	84	2013	2013	NUM
ajceb-3363	134	85	)	)	PUNCT
ajceb-3363	134	86	‘	'	PUNCT
ajceb-3363	134	87	artificial	artificial	ADJ
ajceb-3363	134	88	neural	neural	ADJ
ajceb-3363	134	89	networks	network	NOUN
ajceb-3363	134	90	incorporating	incorporate	VERB
ajceb-3363	134	91	cost	cost	VERB
ajceb-3363	134	92	significant	significant	ADJ
ajceb-3363	134	93	items	item	NOUN
ajceb-3363	134	94	towards	towards	ADP
ajceb-3363	134	95	enhancing	enhance	VERB
ajceb-3363	134	96	estimation	estimation	NOUN
ajceb-3363	134	97	for	for	ADP
ajceb-3363	134	98	(	(	PUNCT
ajceb-3363	134	99	life	life	NOUN
ajceb-3363	134	100	-	-	PUNCT
ajceb-3363	134	101	cycle	cycle	NOUN
ajceb-3363	134	102	)	)	PUNCT
ajceb-3363	134	103	costing	costing	NOUN
ajceb-3363	134	104	of	of	ADP
ajceb-3363	134	105	construction	construction	NOUN
ajceb-3363	134	106	projects	project	NOUN
ajceb-3363	134	107	’	'	PUNCT
ajceb-3363	134	108	,	,	PUNCT
ajceb-3363	134	109	australasian	australasian	ADJ
ajceb-3363	134	110	journal	journal	NOUN
ajceb-3363	134	111	of	of	ADP
ajceb-3363	134	112	construction	construction	NOUN
ajceb-3363	134	113	economics	economic	NOUN
ajceb-3363	134	114	and	and	CCONJ
ajceb-3363	134	115	building	building	NOUN
ajceb-3363	134	116	,	,	PUNCT
ajceb-3363	134	117	13	13	NUM
ajceb-3363	134	118	(	(	PUNCT
ajceb-3363	134	119	3	3	NUM
ajceb-3363	134	120	)	)	PUNCT
ajceb-3363	134	121	51	51	NUM
ajceb-3363	134	122	-	-	SYM
ajceb-3363	134	123	64	64	NUM
ajceb-3363	134	124	59	59	NUM
ajceb-3363	134	125	figure	figure	NOUN
ajceb-3363	134	126	3	3	NUM
ajceb-3363	134	127	structure	structure	NOUN
ajceb-3363	134	128	of	of	ADP
ajceb-3363	134	129	the	the	DET
ajceb-3363	134	130	best	good	ADJ
ajceb-3363	134	131	model	model	NOUN
ajceb-3363	134	132	as	as	SCONJ
ajceb-3363	134	133	mentioned	mention	VERB
ajceb-3363	134	134	,	,	PUNCT
ajceb-3363	134	135	three	three	NUM
ajceb-3363	134	136	projects	project	NOUN
ajceb-3363	134	137	are	be	AUX
ajceb-3363	134	138	used	use	VERB
ajceb-3363	134	139	to	to	PART
ajceb-3363	134	140	test	test	VERB
ajceb-3363	134	141	the	the	DET
ajceb-3363	134	142	performance	performance	NOUN
ajceb-3363	134	143	of	of	ADP
ajceb-3363	134	144	the	the	DET
ajceb-3363	134	145	best	good	ADJ
ajceb-3363	134	146	model	model	NOUN
ajceb-3363	134	147	identified	identify	VERB
ajceb-3363	134	148	at	at	ADP
ajceb-3363	134	149	a	a	DET
ajceb-3363	134	150	training	training	NOUN
ajceb-3363	134	151	stage	stage	NOUN
ajceb-3363	134	152	.	.	PUNCT
ajceb-3363	135	1	the	the	DET
ajceb-3363	135	2	results	result	NOUN
ajceb-3363	135	3	indicate	indicate	VERB
ajceb-3363	135	4	that	that	SCONJ
ajceb-3363	135	5	the	the	DET
ajceb-3363	135	6	running	run	VERB
ajceb-3363	135	7	cost	cost	NOUN
ajceb-3363	135	8	model	model	NOUN
ajceb-3363	135	9	developed	develop	VERB
ajceb-3363	135	10	by	by	ADP
ajceb-3363	135	11	back	back	ADJ
ajceb-3363	135	12	-	-	PUNCT
ajceb-3363	135	13	propagation	propagation	NOUN
ajceb-3363	135	14	neural	neural	ADJ
ajceb-3363	135	15	network	network	NOUN
ajceb-3363	135	16	model	model	NOUN
ajceb-3363	135	17	performs	perform	VERB
ajceb-3363	135	18	well	well	ADV
ajceb-3363	135	19	;	;	PUNCT
ajceb-3363	135	20	no	no	DET
ajceb-3363	135	21	important	important	ADJ
ajceb-3363	135	22	difference	difference	NOUN
ajceb-3363	135	23	could	could	AUX
ajceb-3363	135	24	is	be	AUX
ajceb-3363	135	25	recognised	recognise	VERB
ajceb-3363	135	26	between	between	ADP
ajceb-3363	135	27	the	the	DET
ajceb-3363	135	28	estimated	estimate	VERB
ajceb-3363	135	29	and	and	CCONJ
ajceb-3363	135	30	actual	actual	ADJ
ajceb-3363	135	31	running	running	NOUN
ajceb-3363	135	32	costs	cost	NOUN
ajceb-3363	135	33	.	.	PUNCT
ajceb-3363	136	1	results	result	NOUN
ajceb-3363	136	2	are	be	AUX
ajceb-3363	136	3	described	describe	VERB
ajceb-3363	136	4	in	in	ADP
ajceb-3363	136	5	table	table	NOUN
ajceb-3363	136	6	4	4	NUM
ajceb-3363	136	7	below	below	ADV
ajceb-3363	136	8	.	.	PUNCT
ajceb-3363	137	1	projects	project	VERB
ajceb-3363	137	2	actual	actual	ADJ
ajceb-3363	137	3	running	running	NOUN
ajceb-3363	137	4	cost	cost	NOUN
ajceb-3363	137	5	nn	nn	PROPN
ajceb-3363	137	6	back	back	ADJ
ajceb-3363	137	7	-	-	PUNCT
ajceb-3363	137	8	propagation	propagation	NOUN
ajceb-3363	137	9	nn	nn	PROPN
ajceb-3363	137	10	solver	solver	NOUN
ajceb-3363	137	11	prediction	prediction	NOUN
ajceb-3363	137	12	different	different	ADJ
ajceb-3363	137	13	error	error	NOUN
ajceb-3363	137	14	%	%	NOUN
ajceb-3363	137	15	prediction	prediction	NOUN
ajceb-3363	137	16	different	different	ADJ
ajceb-3363	137	17	error	error	NOUN
ajceb-3363	137	18	%	%	NOUN
ajceb-3363	137	19	1	1	NUM
ajceb-3363	137	20	training	training	NOUN
ajceb-3363	137	21	set	set	VERB
ajceb-3363	137	22	63552.42	63552.42	NUM
ajceb-3363	137	23	63592.04	63592.04	NUM
ajceb-3363	137	24	-0.0623	-0.0623	NOUN
ajceb-3363	138	1	63868.6	63868.6	NUM
ajceb-3363	138	2	0.5	0.5	NUM
ajceb-3363	138	3	2	2	NUM
ajceb-3363	138	4	72598.21	72598.21	NUM
ajceb-3363	138	5	71915.26	71915.26	NUM
ajceb-3363	138	6	0.949659	0.949659	NUM
ajceb-3363	138	7	58174.11	58174.11	NUM
ajceb-3363	138	8	0.289	0.289	NUM
ajceb-3363	138	9	3	3	NUM
ajceb-3363	138	10	53824.35	53824.35	NUM
ajceb-3363	138	11	53793.54	53793.54	NUM
ajceb-3363	138	12	0.057273	0.057273	NUM
ajceb-3363	138	13	72226.34	72226.34	NUM
ajceb-3363	138	14	-0.5	-0.5	NUM
ajceb-3363	138	15	4	4	NUM
ajceb-3363	138	16	77704.34	77704.34	NUM
ajceb-3363	138	17	77738.46	77738.46	NUM
ajceb-3363	138	18	-0.04389	-0.04389	NOUN
ajceb-3363	138	19	53835.87	53835.87	NUM
ajceb-3363	138	20	0.002	0.002	NUM
ajceb-3363	138	21	5	5	NUM
ajceb-3363	138	22	67316	67316	NUM
ajceb-3363	138	23	66934.95	66934.95	NUM
ajceb-3363	139	1	0.569282	0.569282	NUM
ajceb-3363	139	2	78061.6	78061.6	NUM
ajceb-3363	139	3	0.449	0.449	NUM
ajceb-3363	139	4	6	6	NUM
ajceb-3363	139	5	62099.82	62099.82	NUM
ajceb-3363	139	6	63575.97	63575.97	NUM
ajceb-3363	139	7	-2.32187	-2.32187	NUM
ajceb-3363	139	8	66984.26	66984.26	NUM
ajceb-3363	139	9	-0.5	-0.5	X
ajceb-3363	139	10	7	7	NUM
ajceb-3363	139	11	61901.73	61901.73	NUM
ajceb-3363	139	12	62401.78	62401.78	NUM
ajceb-3363	139	13	-0.80134	-0.80134	X
ajceb-3363	140	1	61888.75	61888.75	NUM
ajceb-3363	140	2	-0.332	-0.332	NUM
ajceb-3363	140	3	8	8	NUM
ajceb-3363	140	4	72136.01	72136.01	NUM
ajceb-3363	140	5	71188.08	71188.08	NUM
ajceb-3363	140	6	1.331591	1.331591	NUM
ajceb-3363	140	7	62214.63	62214.63	NUM
ajceb-3363	140	8	0.5	0.5	NUM
ajceb-3363	140	9	9	9	NUM
ajceb-3363	140	10	56267.38	56267.38	NUM
ajceb-3363	140	11	56713.5	56713.5	NUM
ajceb-3363	140	12	-0.78662	-0.78662	NOUN
ajceb-3363	140	13	72490.83	72490.83	NUM
ajceb-3363	140	14	0.494	0.494	NUM
ajceb-3363	140	15	10	10	NUM
ajceb-3363	140	16	50831.1	50831.1	NUM
ajceb-3363	140	17	50533.1	50533.1	NUM
ajceb-3363	140	18	0.589718	0.589718	NUM
ajceb-3363	140	19	56538.82	56538.82	NUM
ajceb-3363	140	20	0.5	0.5	NUM
ajceb-3363	140	21	11	11	NUM
ajceb-3363	140	22	58842.45	58842.45	NUM
ajceb-3363	140	23	59650.85	59650.85	NUM
ajceb-3363	140	24	-1.35522	-1.35522	NOUN
ajceb-3363	141	1	50833.63	50833.63	NUM
ajceb-3363	141	2	0.003	0.003	NUM
ajceb-3363	141	3	12	12	NUM
ajceb-3363	141	4	47221.59	47221.59	NUM
ajceb-3363	141	5	47685.55	47685.55	NUM
ajceb-3363	141	6	-0.97295	-0.97295	NOUN
ajceb-3363	141	7	88929.12	88929.12	NUM
ajceb-3363	141	8	-0.492	-0.492	NOUN
ajceb-3363	141	9	13	13	NUM
ajceb-3363	141	10	45350.81	45350.81	NUM
ajceb-3363	141	11	46858.88	46858.88	NUM
ajceb-3363	141	12	-3.21832	-3.21832	NOUN
ajceb-3363	141	13	77302.77	77302.77	NUM
ajceb-3363	141	14	0.5	0.5	NUM
ajceb-3363	141	15	14	14	NUM
ajceb-3363	141	16	53758.33	53758.33	NUM
ajceb-3363	141	17	53638.6	53638.6	NUM
ajceb-3363	141	18	0.223223	0.223223	NUM
ajceb-3363	141	19	69978.92	69978.92	NUM
ajceb-3363	141	20	-0.5	-0.5	NUM
ajceb-3363	141	21	15	15	NUM
ajceb-3363	141	22	58006.1	58006.1	NUM
ajceb-3363	141	23	54837	54837	NUM
ajceb-3363	141	24	5.779132	5.779132	NUM
ajceb-3363	141	25	53799.11	53799.11	NUM
ajceb-3363	141	26	0.071	0.071	NUM
ajceb-3363	141	27	16	16	NUM
ajceb-3363	141	28	76912.01	76912.01	NUM
ajceb-3363	141	29	78488.09	78488.09	NUM
ajceb-3363	141	30	-2.00805	-2.00805	NOUN
ajceb-3363	141	31	47456.54	47456.54	NUM
ajceb-3363	141	32	0.5	0.5	NUM
ajceb-3363	141	33	17	17	NUM
ajceb-3363	141	34	89369.22	89369.22	NUM
ajceb-3363	141	35	87712.59	87712.59	NUM
ajceb-3363	141	36	1.888706	1.888706	NUM
ajceb-3363	141	37	45577.56	45577.56	NUM
ajceb-3363	141	38	0.5	0.5	NUM
ajceb-3363	141	39	18	18	NUM
ajceb-3363	141	40	test	test	NOUN
ajceb-3363	141	41	set	set	VERB
ajceb-3363	141	42	61285.47	61285.47	NUM
ajceb-3363	141	43	60178.19	60178.19	NUM
ajceb-3363	141	44	1.84	1.84	NUM
ajceb-3363	141	45	61149.6	61149.6	NUM
ajceb-3363	141	46	0.521	0.521	NUM
ajceb-3363	141	47	19	19	NUM
ajceb-3363	141	48	70331.26	70331.26	NUM
ajceb-3363	141	49	69090.58	69090.58	NUM
ajceb-3363	141	50	1.795734	1.795734	NUM
ajceb-3363	141	51	61172.63	61172.63	NUM
ajceb-3363	141	52	-0.201	-0.201	NUM
ajceb-3363	141	53	20	20	NUM
ajceb-3363	141	54	60823.28	60823.28	NUM
ajceb-3363	141	55	59506.25	59506.25	NUM
ajceb-3363	141	56	2.213263	2.213263	NUM
ajceb-3363	141	57	58834.79	58834.79	NUM
ajceb-3363	141	58	0	0	NUM
ajceb-3363	141	59	avrg	avrg	NOUN
ajceb-3363	141	60	.	.	PUNCT
ajceb-3363	142	1	different	different	ADJ
ajceb-3363	142	2	error	error	NOUN
ajceb-3363	142	3	%	%	NOUN
ajceb-3363	142	4	(	(	PUNCT
ajceb-3363	142	5	testing	testing	NOUN
ajceb-3363	142	6	)	)	PUNCT
ajceb-3363	142	7	1.91	1.91	NUM
ajceb-3363	142	8	0.107	0.107	NUM
ajceb-3363	142	9	table	table	NOUN
ajceb-3363	142	10	4	4	NUM
ajceb-3363	142	11	result	result	NOUN
ajceb-3363	142	12	of	of	ADP
ajceb-3363	142	13	both	both	CCONJ
ajceb-3363	142	14	neural	neural	ADJ
ajceb-3363	142	15	network	network	NOUN
ajceb-3363	142	16	model	model	NOUN
ajceb-3363	142	17	for	for	ADP
ajceb-3363	142	18	all	all	DET
ajceb-3363	142	19	20	20	NUM
ajceb-3363	142	20	projects	project	NOUN
ajceb-3363	142	21	from	from	ADP
ajceb-3363	142	22	table	table	NOUN
ajceb-3363	142	23	4	4	NUM
ajceb-3363	142	24	,	,	PUNCT
ajceb-3363	142	25	the	the	DET
ajceb-3363	142	26	average	average	ADJ
ajceb-3363	142	27	difference	difference	NOUN
ajceb-3363	142	28	between	between	ADP
ajceb-3363	142	29	the	the	DET
ajceb-3363	142	30	actual	actual	ADJ
ajceb-3363	142	31	value	value	NOUN
ajceb-3363	142	32	of	of	ADP
ajceb-3363	142	33	running	running	NOUN
ajceb-3363	142	34	costs	cost	NOUN
ajceb-3363	142	35	and	and	CCONJ
ajceb-3363	142	36	the	the	DET
ajceb-3363	142	37	result	result	NOUN
ajceb-3363	142	38	from	from	ADP
ajceb-3363	142	39	back	back	ADJ
ajceb-3363	142	40	-	-	PUNCT
ajceb-3363	142	41	propagation	propagation	NOUN
ajceb-3363	142	42	neural	neural	ADJ
ajceb-3363	142	43	network	network	NOUN
ajceb-3363	142	44	modelling	modelling	NOUN
ajceb-3363	142	45	for	for	ADP
ajceb-3363	142	46	the	the	DET
ajceb-3363	142	47	testing	testing	NOUN
ajceb-3363	142	48	projects	project	NOUN
ajceb-3363	142	49	was	be	AUX
ajceb-3363	142	50	about	about	ADV
ajceb-3363	142	51	1.91	1.91	NUM
ajceb-3363	142	52	%	%	NOUN
ajceb-3363	142	53	.	.	PUNCT
ajceb-3363	143	1	australasian	australasian	ADJ
ajceb-3363	143	2	journal	journal	NOUN
ajceb-3363	143	3	of	of	ADP
ajceb-3363	143	4	construction	construction	NOUN
ajceb-3363	143	5	economics	economic	NOUN
ajceb-3363	143	6	and	and	CCONJ
ajceb-3363	143	7	building	building	NOUN
ajceb-3363	143	8	alqahtani	alqahtani	PROPN
ajceb-3363	143	9	,	,	PUNCT
ajceb-3363	143	10	a	a	PRON
ajceb-3363	143	11	and	and	CCONJ
ajceb-3363	143	12	whyte	whyte	NOUN
ajceb-3363	143	13	,	,	PUNCT
ajceb-3363	143	14	a	a	DET
ajceb-3363	143	15	(	(	PUNCT
ajceb-3363	143	16	2013	2013	NUM
ajceb-3363	143	17	)	)	PUNCT
ajceb-3363	143	18	‘	'	PUNCT
ajceb-3363	143	19	artificial	artificial	ADJ
ajceb-3363	143	20	neural	neural	ADJ
ajceb-3363	143	21	networks	network	NOUN
ajceb-3363	143	22	incorporating	incorporate	VERB
ajceb-3363	143	23	cost	cost	VERB
ajceb-3363	143	24	significant	significant	ADJ
ajceb-3363	143	25	items	item	NOUN
ajceb-3363	143	26	towards	towards	ADP
ajceb-3363	143	27	enhancing	enhance	VERB
ajceb-3363	143	28	estimation	estimation	NOUN
ajceb-3363	143	29	for	for	ADP
ajceb-3363	143	30	(	(	PUNCT
ajceb-3363	143	31	life	life	NOUN
ajceb-3363	143	32	-	-	PUNCT
ajceb-3363	143	33	cycle	cycle	NOUN
ajceb-3363	143	34	)	)	PUNCT
ajceb-3363	143	35	costing	costing	NOUN
ajceb-3363	143	36	of	of	ADP
ajceb-3363	143	37	construction	construction	NOUN
ajceb-3363	143	38	projects	project	NOUN
ajceb-3363	143	39	’	'	PUNCT
ajceb-3363	143	40	,	,	PUNCT
ajceb-3363	143	41	australasian	australasian	ADJ
ajceb-3363	143	42	journal	journal	NOUN
ajceb-3363	143	43	of	of	ADP
ajceb-3363	143	44	construction	construction	NOUN
ajceb-3363	143	45	economics	economic	NOUN
ajceb-3363	143	46	and	and	CCONJ
ajceb-3363	143	47	building	building	NOUN
ajceb-3363	143	48	,	,	PUNCT
ajceb-3363	143	49	13	13	NUM
ajceb-3363	143	50	(	(	PUNCT
ajceb-3363	143	51	3	3	NUM
ajceb-3363	143	52	)	)	PUNCT
ajceb-3363	143	53	51	51	NUM
ajceb-3363	143	54	-	-	SYM
ajceb-3363	143	55	64	64	NUM
ajceb-3363	143	56	60	60	NUM
ajceb-3363	143	57	b	b	NOUN
ajceb-3363	143	58	)	)	PUNCT
ajceb-3363	143	59	spread	spread	VERB
ajceb-3363	143	60	sheet	sheet	NOUN
ajceb-3363	143	61	using	use	VERB
ajceb-3363	143	62	excel	excel	NOUN
ajceb-3363	143	63	solver	solver	NOUN
ajceb-3363	143	64	‘	'	PUNCT
ajceb-3363	143	65	solver	solver	PRON
ajceb-3363	143	66	’	'	PUNCT
ajceb-3363	143	67	finds	find	VERB
ajceb-3363	143	68	the	the	DET
ajceb-3363	143	69	best	good	ADJ
ajceb-3363	143	70	set	set	NOUN
ajceb-3363	143	71	of	of	ADP
ajceb-3363	143	72	values	value	NOUN
ajceb-3363	143	73	for	for	ADP
ajceb-3363	143	74	some	some	DET
ajceb-3363	143	75	variables	variable	NOUN
ajceb-3363	143	76	by	by	ADP
ajceb-3363	143	77	maximizing	maximize	VERB
ajceb-3363	143	78	or	or	CCONJ
ajceb-3363	143	79	minimizing	minimize	VERB
ajceb-3363	143	80	a	a	DET
ajceb-3363	143	81	desired	desire	VERB
ajceb-3363	143	82	output	output	NOUN
ajceb-3363	143	83	cell	cell	NOUN
ajceb-3363	143	84	connected	connect	VERB
ajceb-3363	143	85	by	by	ADP
ajceb-3363	143	86	formulas	formula	NOUN
ajceb-3363	143	87	to	to	ADP
ajceb-3363	143	88	the	the	DET
ajceb-3363	143	89	variables	variable	NOUN
ajceb-3363	143	90	,	,	PUNCT
ajceb-3363	143	91	under	under	ADP
ajceb-3363	143	92	a	a	DET
ajceb-3363	143	93	set	set	NOUN
ajceb-3363	143	94	of	of	ADP
ajceb-3363	143	95	user	user	NOUN
ajceb-3363	143	96	-	-	PUNCT
ajceb-3363	143	97	specified	specify	VERB
ajceb-3363	143	98	constraints	constraint	NOUN
ajceb-3363	143	99	.	.	PUNCT
ajceb-3363	144	1	in	in	ADP
ajceb-3363	144	2	this	this	DET
ajceb-3363	144	3	case	case	NOUN
ajceb-3363	144	4	,	,	PUNCT
ajceb-3363	144	5	the	the	DET
ajceb-3363	144	6	optimization	optimization	NOUN
ajceb-3363	144	7	goal	goal	NOUN
ajceb-3363	144	8	is	be	AUX
ajceb-3363	144	9	to	to	PART
ajceb-3363	144	10	reduce	reduce	VERB
ajceb-3363	144	11	the	the	DET
ajceb-3363	144	12	nn	nn	NOUN
ajceb-3363	144	13	weighted	weight	VERB
ajceb-3363	144	14	error	error	NOUN
ajceb-3363	144	15	to	to	ADP
ajceb-3363	144	16	0	0	NUM
ajceb-3363	144	17	.	.	PUNCT
ajceb-3363	145	1	in	in	ADP
ajceb-3363	145	2	order	order	NOUN
ajceb-3363	145	3	to	to	PART
ajceb-3363	145	4	reach	reach	VERB
ajceb-3363	145	5	this	this	DET
ajceb-3363	145	6	goal	goal	NOUN
ajceb-3363	145	7	,	,	PUNCT
ajceb-3363	145	8	the	the	DET
ajceb-3363	145	9	adjustable	adjustable	ADJ
ajceb-3363	145	10	variable	variable	NOUN
ajceb-3363	145	11	has	have	AUX
ajceb-3363	145	12	been	be	AUX
ajceb-3363	145	13	identified	identify	VERB
ajceb-3363	145	14	as	as	ADP
ajceb-3363	145	15	the	the	DET
ajceb-3363	145	16	weights	weight	NOUN
ajceb-3363	145	17	from	from	ADP
ajceb-3363	145	18	inputs	input	NOUN
ajceb-3363	145	19	to	to	ADP
ajceb-3363	145	20	hidden	hide	VERB
ajceb-3363	145	21	nodes	node	NOUN
ajceb-3363	145	22	and	and	CCONJ
ajceb-3363	145	23	from	from	ADP
ajceb-3363	145	24	hidden	hide	VERB
ajceb-3363	145	25	nodes	node	NOUN
ajceb-3363	145	26	to	to	ADP
ajceb-3363	145	27	outputs	output	NOUN
ajceb-3363	145	28	.	.	PUNCT
ajceb-3363	146	1	optimization	optimization	NOUN
ajceb-3363	146	2	constraints	constraint	NOUN
ajceb-3363	146	3	were	be	AUX
ajceb-3363	146	4	set	set	VERB
ajceb-3363	146	5	to	to	PART
ajceb-3363	146	6	limit	limit	VERB
ajceb-3363	146	7	the	the	DET
ajceb-3363	146	8	percentage	percentage	NOUN
ajceb-3363	146	9	error	error	NOUN
ajceb-3363	146	10	on	on	ADP
ajceb-3363	146	11	both	both	PRON
ajceb-3363	146	12	training	training	NOUN
ajceb-3363	146	13	and	and	CCONJ
ajceb-3363	146	14	test	test	NOUN
ajceb-3363	146	15	project	project	NOUN
ajceb-3363	146	16	to	to	ADP
ajceb-3363	146	17	3	3	NUM
ajceb-3363	146	18	%	%	NOUN
ajceb-3363	146	19	and	and	CCONJ
ajceb-3363	146	20	1	1	NUM
ajceb-3363	146	21	%	%	NOUN
ajceb-3363	146	22	or	or	CCONJ
ajceb-3363	146	23	lower	low	ADJ
ajceb-3363	146	24	to	to	PART
ajceb-3363	146	25	avoid	avoid	VERB
ajceb-3363	146	26	erroneous	erroneous	ADJ
ajceb-3363	146	27	network	network	NOUN
ajceb-3363	146	28	result	result	NOUN
ajceb-3363	146	29	on	on	ADP
ajceb-3363	146	30	individual	individual	ADJ
ajceb-3363	146	31	training	training	NOUN
ajceb-3363	146	32	projects	project	NOUN
ajceb-3363	146	33	.	.	PUNCT
ajceb-3363	147	1	this	this	DET
ajceb-3363	147	2	paper	paper	NOUN
ajceb-3363	147	3	applied	apply	VERB
ajceb-3363	147	4	7	7	NUM
ajceb-3363	147	5	steps	step	NOUN
ajceb-3363	147	6	as	as	SCONJ
ajceb-3363	147	7	suggested	suggest	VERB
ajceb-3363	147	8	by	by	ADP
ajceb-3363	147	9	hegazy	hegazy	ADV
ajceb-3363	147	10	and	and	CCONJ
ajceb-3363	147	11	ayed	aye	VERB
ajceb-3363	147	12	(	(	PUNCT
ajceb-3363	147	13	1998	1998	NUM
ajceb-3363	147	14	)	)	PUNCT
ajceb-3363	147	15	to	to	PART
ajceb-3363	147	16	build	build	VERB
ajceb-3363	147	17	anns	anns	ADJ
ajceb-3363	147	18	model	model	NOUN
ajceb-3363	147	19	in	in	ADP
ajceb-3363	147	20	spread	spread	ADJ
ajceb-3363	147	21	sheet	sheet	NOUN
ajceb-3363	147	22	.	.	PUNCT
ajceb-3363	148	1	the	the	DET
ajceb-3363	148	2	best	good	ADJ
ajceb-3363	148	3	architecture	architecture	NOUN
ajceb-3363	148	4	resulting	result	VERB
ajceb-3363	148	5	from	from	ADP
ajceb-3363	148	6	matlab	matlab	PROPN
ajceb-3363	148	7	was	be	AUX
ajceb-3363	148	8	used	use	VERB
ajceb-3363	148	9	on	on	ADP
ajceb-3363	148	10	the	the	DET
ajceb-3363	148	11	spread	spread	ADJ
ajceb-3363	148	12	sheet	sheet	NOUN
ajceb-3363	148	13	(	(	PUNCT
ajceb-3363	148	14	8	8	NUM
ajceb-3363	148	15	nodes	node	NOUN
ajceb-3363	148	16	on	on	ADP
ajceb-3363	148	17	input	input	NOUN
ajceb-3363	148	18	layer-19	layer-19	PROPN
ajceb-3363	148	19	nodes	nod	VERB
ajceb-3363	148	20	in	in	ADP
ajceb-3363	148	21	hidden	hidden	ADJ
ajceb-3363	148	22	layers-1	layers-1	NUM
ajceb-3363	148	23	node	node	NOUN
ajceb-3363	148	24	on	on	ADP
ajceb-3363	148	25	output	output	NOUN
ajceb-3363	148	26	layers	layer	NOUN
ajceb-3363	148	27	)	)	PUNCT
ajceb-3363	148	28	.	.	PUNCT
ajceb-3363	149	1	17	17	NUM
ajceb-3363	149	2	projects	project	NOUN
ajceb-3363	149	3	were	be	AUX
ajceb-3363	149	4	used	use	VERB
ajceb-3363	149	5	to	to	PART
ajceb-3363	149	6	train	train	VERB
ajceb-3363	149	7	the	the	DET
ajceb-3363	149	8	model	model	NOUN
ajceb-3363	149	9	and	and	CCONJ
ajceb-3363	149	10	3	3	NUM
ajceb-3363	149	11	projects	project	NOUN
ajceb-3363	149	12	were	be	AUX
ajceb-3363	149	13	used	use	VERB
ajceb-3363	149	14	to	to	PART
ajceb-3363	149	15	test	test	VERB
ajceb-3363	149	16	the	the	DET
ajceb-3363	149	17	model	model	NOUN
ajceb-3363	149	18	(	(	PUNCT
ajceb-3363	149	19	the	the	DET
ajceb-3363	149	20	same	same	ADJ
ajceb-3363	149	21	3	3	NUM
ajceb-3363	149	22	projects	project	NOUN
ajceb-3363	149	23	that	that	PRON
ajceb-3363	149	24	were	be	AUX
ajceb-3363	149	25	used	use	VERB
ajceb-3363	149	26	to	to	PART
ajceb-3363	149	27	test	test	VERB
ajceb-3363	149	28	back	back	ADJ
ajceb-3363	149	29	-	-	PUNCT
ajceb-3363	149	30	propagation	propagation	NOUN
ajceb-3363	149	31	modelling	modelling	NOUN
ajceb-3363	149	32	)	)	PUNCT
ajceb-3363	149	33	.	.	PUNCT
ajceb-3363	150	1	the	the	DET
ajceb-3363	150	2	results	result	NOUN
ajceb-3363	150	3	show	show	VERB
ajceb-3363	150	4	that	that	SCONJ
ajceb-3363	150	5	the	the	DET
ajceb-3363	150	6	running	run	VERB
ajceb-3363	150	7	cost	cost	NOUN
ajceb-3363	150	8	model	model	NOUN
ajceb-3363	150	9	developed	develop	VERB
ajceb-3363	150	10	by	by	ADP
ajceb-3363	150	11	spread	spread	VERB
ajceb-3363	150	12	sheet	sheet	NOUN
ajceb-3363	150	13	neural	neural	ADJ
ajceb-3363	150	14	network	network	NOUN
ajceb-3363	150	15	modelling	modelling	NOUN
ajceb-3363	150	16	performs	perform	VERB
ajceb-3363	150	17	well	well	ADV
ajceb-3363	150	18	.	.	PUNCT
ajceb-3363	151	1	no	no	DET
ajceb-3363	151	2	important	important	ADJ
ajceb-3363	151	3	differences	difference	NOUN
ajceb-3363	151	4	are	be	AUX
ajceb-3363	151	5	recognised	recognise	VERB
ajceb-3363	151	6	between	between	ADP
ajceb-3363	151	7	the	the	DET
ajceb-3363	151	8	estimated	estimate	VERB
ajceb-3363	151	9	and	and	CCONJ
ajceb-3363	151	10	actual	actual	ADJ
ajceb-3363	151	11	running	running	NOUN
ajceb-3363	151	12	costs	cost	NOUN
ajceb-3363	151	13	(	(	PUNCT
ajceb-3363	151	14	table	table	NOUN
ajceb-3363	151	15	4	4	NUM
ajceb-3363	151	16	)	)	PUNCT
ajceb-3363	151	17	.	.	PUNCT
ajceb-3363	152	1	from	from	ADP
ajceb-3363	152	2	table	table	NOUN
ajceb-3363	152	3	4	4	NUM
ajceb-3363	152	4	the	the	DET
ajceb-3363	152	5	average	average	ADJ
ajceb-3363	152	6	difference	difference	NOUN
ajceb-3363	152	7	between	between	ADP
ajceb-3363	152	8	the	the	DET
ajceb-3363	152	9	actual	actual	ADJ
ajceb-3363	152	10	value	value	NOUN
ajceb-3363	152	11	of	of	ADP
ajceb-3363	152	12	running	running	NOUN
ajceb-3363	152	13	costs	cost	NOUN
ajceb-3363	152	14	and	and	CCONJ
ajceb-3363	152	15	the	the	DET
ajceb-3363	152	16	result	result	NOUN
ajceb-3363	152	17	from	from	ADP
ajceb-3363	152	18	spread	spread	ADJ
ajceb-3363	152	19	sheet	sheet	NOUN
ajceb-3363	152	20	neural	neural	ADJ
ajceb-3363	152	21	network	network	NOUN
ajceb-3363	152	22	modelling	modelling	NOUN
ajceb-3363	152	23	for	for	ADP
ajceb-3363	152	24	the	the	DET
ajceb-3363	152	25	testing	testing	NOUN
ajceb-3363	152	26	projects	project	NOUN
ajceb-3363	152	27	was	be	AUX
ajceb-3363	152	28	0.107	0.107	NUM
ajceb-3363	152	29	%	%	NOUN
ajceb-3363	152	30	.	.	PUNCT
ajceb-3363	153	1	the	the	DET
ajceb-3363	153	2	expected	expect	VERB
ajceb-3363	153	3	accuracy	accuracy	NOUN
ajceb-3363	153	4	of	of	ADP
ajceb-3363	153	5	the	the	DET
ajceb-3363	153	6	both	both	DET
ajceb-3363	153	7	models	model	NOUN
ajceb-3363	153	8	at	at	ADP
ajceb-3363	153	9	training	training	NOUN
ajceb-3363	153	10	and	and	CCONJ
ajceb-3363	153	11	testing	testing	NOUN
ajceb-3363	153	12	stage	stage	NOUN
ajceb-3363	153	13	is	be	AUX
ajceb-3363	153	14	introduced	introduce	VERB
ajceb-3363	153	15	in	in	ADP
ajceb-3363	153	16	table	table	NOUN
ajceb-3363	153	17	5	5	NUM
ajceb-3363	153	18	below	below	ADV
ajceb-3363	153	19	.	.	PUNCT
ajceb-3363	154	1	the	the	DET
ajceb-3363	154	2	spread	spread	VERB
ajceb-3363	154	3	-	-	PUNCT
ajceb-3363	154	4	sheet	sheet	NOUN
ajceb-3363	154	5	neural	neural	ADJ
ajceb-3363	154	6	network	network	NOUN
ajceb-3363	154	7	model	model	NOUN
ajceb-3363	154	8	and	and	CCONJ
ajceb-3363	154	9	backpropagation	backpropagation	NOUN
ajceb-3363	154	10	are	be	AUX
ajceb-3363	154	11	able	able	ADJ
ajceb-3363	154	12	to	to	PART
ajceb-3363	154	13	estimate	estimate	VERB
ajceb-3363	154	14	the	the	DET
ajceb-3363	154	15	total	total	ADJ
ajceb-3363	154	16	running	running	NOUN
ajceb-3363	154	17	cost	cost	NOUN
ajceb-3363	154	18	with	with	ADP
ajceb-3363	154	19	an	an	DET
ajceb-3363	154	20	average	average	ADJ
ajceb-3363	154	21	accuracy	accuracy	NOUN
ajceb-3363	154	22	of	of	ADP
ajceb-3363	154	23	99	99	NUM
ajceb-3363	154	24	%	%	NOUN
ajceb-3363	154	25	and	and	CCONJ
ajceb-3363	154	26	98	98	NUM
ajceb-3363	154	27	%	%	NOUN
ajceb-3363	154	28	.	.	PUNCT
ajceb-3363	155	1	the	the	DET
ajceb-3363	155	2	neural	neural	ADJ
ajceb-3363	155	3	network	network	NOUN
ajceb-3363	155	4	model	model	NOUN
ajceb-3363	155	5	results	result	VERB
ajceb-3363	155	6	from	from	ADP
ajceb-3363	155	7	both	both	CCONJ
ajceb-3363	155	8	the	the	DET
ajceb-3363	155	9	training	training	NOUN
ajceb-3363	155	10	and	and	CCONJ
ajceb-3363	155	11	testing	testing	NOUN
ajceb-3363	155	12	stages	stage	NOUN
ajceb-3363	155	13	and	and	CCONJ
ajceb-3363	155	14	the	the	DET
ajceb-3363	155	15	actual	actual	ADJ
ajceb-3363	155	16	value	value	NOUN
ajceb-3363	155	17	of	of	ADP
ajceb-3363	155	18	running	running	NOUN
ajceb-3363	155	19	costs	cost	NOUN
ajceb-3363	155	20	for	for	ADP
ajceb-3363	155	21	both	both	DET
ajceb-3363	155	22	models	model	NOUN
ajceb-3363	155	23	were	be	AUX
ajceb-3363	155	24	analysed	analyse	VERB
ajceb-3363	155	25	through	through	ADP
ajceb-3363	155	26	regression	regression	NOUN
ajceb-3363	155	27	analysis	analysis	NOUN
ajceb-3363	155	28	in	in	ADP
ajceb-3363	155	29	order	order	NOUN
ajceb-3363	155	30	to	to	PART
ajceb-3363	155	31	investigate	investigate	VERB
ajceb-3363	155	32	the	the	DET
ajceb-3363	155	33	model	model	NOUN
ajceb-3363	155	34	response	response	NOUN
ajceb-3363	155	35	in	in	ADP
ajceb-3363	155	36	more	more	ADJ
ajceb-3363	155	37	detail	detail	NOUN
ajceb-3363	155	38	.	.	PUNCT
ajceb-3363	156	1	the	the	DET
ajceb-3363	156	2	result	result	NOUN
ajceb-3363	156	3	of	of	ADP
ajceb-3363	156	4	linearly	linearly	ADJ
ajceb-3363	156	5	regression	regression	NOUN
ajceb-3363	156	6	is	be	AUX
ajceb-3363	156	7	presented	present	VERB
ajceb-3363	156	8	graphically	graphically	ADV
ajceb-3363	156	9	in	in	ADP
ajceb-3363	156	10	figure	figure	NOUN
ajceb-3363	156	11	4	4	NUM
ajceb-3363	156	12	below	below	ADV
ajceb-3363	156	13	.	.	PUNCT
ajceb-3363	157	1	liner	liner	NOUN
ajceb-3363	157	2	regression	regression	NOUN
ajceb-3363	157	3	analysis	analysis	NOUN
ajceb-3363	157	4	consists	consist	VERB
ajceb-3363	157	5	of	of	ADP
ajceb-3363	157	6	two	two	NUM
ajceb-3363	157	7	parameters	parameter	NOUN
ajceb-3363	157	8	(	(	PUNCT
ajceb-3363	157	9	as	as	ADP
ajceb-3363	157	10	equation	equation	NOUN
ajceb-3363	157	11	4	4	NUM
ajceb-3363	157	12	)	)	PUNCT
ajceb-3363	157	13	.	.	PUNCT
ajceb-3363	158	1	y	y	PROPN
ajceb-3363	158	2	(	(	PUNCT
ajceb-3363	158	3	actual	actual	ADJ
ajceb-3363	158	4	value	value	NOUN
ajceb-3363	158	5	)	)	PUNCT
ajceb-3363	158	6	=	=	SYM
ajceb-3363	159	1	m*x	m*x	PROPN
ajceb-3363	159	2	(	(	PUNCT
ajceb-3363	159	3	estimated	estimate	VERB
ajceb-3363	159	4	value	value	NOUN
ajceb-3363	159	5	)	)	PUNCT
ajceb-3363	159	6	+	+	CCONJ
ajceb-3363	159	7	b	b	X
ajceb-3363	159	8	…	…	PUNCT
ajceb-3363	159	9	…	…	PUNCT
ajceb-3363	159	10	…	…	PUNCT
ajceb-3363	159	11	…	…	PUNCT
ajceb-3363	159	12	…	…	PUNCT
ajceb-3363	159	13	…	…	PUNCT
ajceb-3363	159	14	…	…	PUNCT
ajceb-3363	159	15	…	…	PUNCT
ajceb-3363	159	16	…	…	PUNCT
ajceb-3363	159	17	…	…	PUNCT
ajceb-3363	159	18	…	…	PUNCT
ajceb-3363	159	19	.(4	.(4	NOUN
ajceb-3363	159	20	)	)	PUNCT
ajceb-3363	159	21	where	where	SCONJ
ajceb-3363	159	22	m	m	PROPN
ajceb-3363	159	23	&	&	CCONJ
ajceb-3363	159	24	b	b	PROPN
ajceb-3363	159	25	represent	represent	VERB
ajceb-3363	159	26	the	the	DET
ajceb-3363	159	27	slope	slope	NOUN
ajceb-3363	159	28	and	and	CCONJ
ajceb-3363	159	29	the	the	DET
ajceb-3363	159	30	y	y	NOUN
ajceb-3363	159	31	-	-	PUNCT
ajceb-3363	159	32	intercept	intercept	NOUN
ajceb-3363	159	33	of	of	ADP
ajceb-3363	159	34	the	the	DET
ajceb-3363	159	35	best	good	ADJ
ajceb-3363	159	36	regression	regression	NOUN
ajceb-3363	159	37	relating	relate	VERB
ajceb-3363	159	38	the	the	DET
ajceb-3363	159	39	actual	actual	ADJ
ajceb-3363	159	40	value	value	NOUN
ajceb-3363	159	41	of	of	ADP
ajceb-3363	159	42	running	running	NOUN
ajceb-3363	159	43	costs	cost	NOUN
ajceb-3363	159	44	to	to	ADP
ajceb-3363	159	45	the	the	DET
ajceb-3363	159	46	neural	neural	ADJ
ajceb-3363	159	47	network	network	NOUN
ajceb-3363	159	48	model	model	NOUN
ajceb-3363	159	49	.	.	PUNCT
ajceb-3363	160	1	for	for	ADP
ajceb-3363	160	2	both	both	DET
ajceb-3363	160	3	models	model	NOUN
ajceb-3363	160	4	,	,	PUNCT
ajceb-3363	160	5	in	in	ADP
ajceb-3363	160	6	both	both	DET
ajceb-3363	160	7	training	training	NOUN
ajceb-3363	160	8	and	and	CCONJ
ajceb-3363	160	9	testing	testing	NOUN
ajceb-3363	160	10	stages	stage	NOUN
ajceb-3363	160	11	,	,	PUNCT
ajceb-3363	160	12	the	the	DET
ajceb-3363	160	13	slope	slope	NOUN
ajceb-3363	160	14	is	be	AUX
ajceb-3363	160	15	close	close	ADJ
ajceb-3363	160	16	to1	to1	NOUN
ajceb-3363	160	17	and	and	CCONJ
ajceb-3363	160	18	the	the	DET
ajceb-3363	160	19	y	y	NOUN
ajceb-3363	160	20	-	-	PUNCT
ajceb-3363	160	21	intercept	intercept	NOUN
ajceb-3363	160	22	is	be	AUX
ajceb-3363	160	23	close	close	ADJ
ajceb-3363	160	24	to	to	ADP
ajceb-3363	160	25	0	0	NUM
ajceb-3363	160	26	,	,	PUNCT
ajceb-3363	160	27	indicating	indicate	VERB
ajceb-3363	160	28	a	a	DET
ajceb-3363	160	29	good	good	ADJ
ajceb-3363	160	30	fit	fit	NOUN
ajceb-3363	160	31	.	.	PUNCT
ajceb-3363	161	1	in	in	ADP
ajceb-3363	161	2	addition	addition	NOUN
ajceb-3363	161	3	,	,	PUNCT
ajceb-3363	161	4	regression	regression	VERB
ajceb-3363	161	5	analysis	analysis	NOUN
ajceb-3363	161	6	is	be	AUX
ajceb-3363	161	7	able	able	ADJ
ajceb-3363	161	8	to	to	PART
ajceb-3363	161	9	provide	provide	VERB
ajceb-3363	161	10	the	the	DET
ajceb-3363	161	11	value	value	NOUN
ajceb-3363	161	12	of	of	ADP
ajceb-3363	161	13	the	the	DET
ajceb-3363	161	14	correlation	correlation	NOUN
ajceb-3363	161	15	coefficient	coefficient	NOUN
ajceb-3363	161	16	(	(	PUNCT
ajceb-3363	161	17	r2	r2	PROPN
ajceb-3363	161	18	)	)	PUNCT
ajceb-3363	161	19	between	between	ADP
ajceb-3363	161	20	the	the	DET
ajceb-3363	161	21	actual	actual	ADJ
ajceb-3363	161	22	value	value	NOUN
ajceb-3363	161	23	of	of	ADP
ajceb-3363	161	24	running	run	VERB
ajceb-3363	161	25	cost	cost	NOUN
ajceb-3363	161	26	and	and	CCONJ
ajceb-3363	161	27	the	the	DET
ajceb-3363	161	28	model	model	NOUN
ajceb-3363	161	29	output	output	NOUN
ajceb-3363	161	30	.	.	PUNCT
ajceb-3363	162	1	for	for	ADP
ajceb-3363	162	2	both	both	DET
ajceb-3363	162	3	models	model	NOUN
ajceb-3363	162	4	,	,	PUNCT
ajceb-3363	162	5	in	in	ADP
ajceb-3363	162	6	training	training	NOUN
ajceb-3363	162	7	and	and	CCONJ
ajceb-3363	162	8	testing	testing	NOUN
ajceb-3363	162	9	tests	test	NOUN
ajceb-3363	162	10	,	,	PUNCT
ajceb-3363	162	11	r2	r2	PROPN
ajceb-3363	162	12	is	be	AUX
ajceb-3363	162	13	close	close	ADJ
ajceb-3363	162	14	to	to	ADP
ajceb-3363	162	15	1	1	NUM
ajceb-3363	162	16	,	,	PUNCT
ajceb-3363	162	17	indicating	indicate	VERB
ajceb-3363	162	18	a	a	DET
ajceb-3363	162	19	good	good	ADJ
ajceb-3363	162	20	fit	fit	ADJ
ajceb-3363	162	21	and	and	CCONJ
ajceb-3363	162	22	linear	linear	ADJ
ajceb-3363	162	23	correlation	correlation	NOUN
ajceb-3363	162	24	between	between	ADP
ajceb-3363	162	25	the	the	DET
ajceb-3363	162	26	actual	actual	ADJ
ajceb-3363	162	27	running	running	NOUN
ajceb-3363	162	28	cost	cost	NOUN
ajceb-3363	162	29	and	and	CCONJ
ajceb-3363	162	30	the	the	DET
ajceb-3363	162	31	neural	neural	ADJ
ajceb-3363	162	32	network	network	NOUN
ajceb-3363	162	33	result	result	NOUN
ajceb-3363	162	34	at	at	ADP
ajceb-3363	162	35	training	training	NOUN
ajceb-3363	162	36	and	and	CCONJ
ajceb-3363	162	37	testing	testing	NOUN
ajceb-3363	162	38	stage	stage	NOUN
ajceb-3363	162	39	.	.	PUNCT
ajceb-3363	163	1	maximum	maximum	ADJ
ajceb-3363	163	2	positive	positive	ADJ
ajceb-3363	163	3	error	error	NOUN
ajceb-3363	163	4	%	%	NOUN
ajceb-3363	163	5	maximum	maximum	ADJ
ajceb-3363	163	6	negative	negative	ADJ
ajceb-3363	163	7	error	error	NOUN
ajceb-3363	163	8	%	%	NOUN
ajceb-3363	163	9	average	average	ADJ
ajceb-3363	163	10	difference	difference	NOUN
ajceb-3363	163	11	error	error	NOUN
ajceb-3363	163	12	%	%	NOUN
ajceb-3363	163	13	standard	standard	ADJ
ajceb-3363	163	14	deviation	deviation	NOUN
ajceb-3363	163	15	accuracy	accuracy	NOUN
ajceb-3363	164	1	range	range	NOUN
ajceb-3363	164	2	nn	nn	X
ajceb-3363	164	3	backpropagation	backpropagation	NOUN
ajceb-3363	164	4	training	training	NOUN
ajceb-3363	164	5	stage	stage	NOUN
ajceb-3363	164	6	0.95	0.95	NUM
ajceb-3363	164	7	-3.21	-3.21	NOUN
ajceb-3363	164	8	-0.417	-0.417	PUNCT
ajceb-3363	164	9	±1.264	±1.264	NOUN
ajceb-3363	164	10	(	(	PUNCT
ajceb-3363	164	11	-1.681	-1.681	PUNCT
ajceb-3363	164	12	to	to	ADP
ajceb-3363	164	13	0.847	0.847	NUM
ajceb-3363	164	14	)	)	PUNCT
ajceb-3363	164	15	testing	testing	NOUN
ajceb-3363	164	16	stage	stage	NOUN
ajceb-3363	164	17	2.21	2.21	NUM
ajceb-3363	164	18	0	0	NUM
ajceb-3363	164	19	1.95	1.95	NUM
ajceb-3363	164	20	±0.229	±0.229	NOUN
ajceb-3363	164	21	(	(	PUNCT
ajceb-3363	164	22	-1.721	-1.721	VERB
ajceb-3363	164	23	to	to	PART
ajceb-3363	164	24	+2.179	+2.179	PROPN
ajceb-3363	164	25	)	)	PUNCT
ajceb-3363	164	26	nn	nn	PROPN
ajceb-3363	164	27	solver	solver	PROPN
ajceb-3363	164	28	training	training	NOUN
ajceb-3363	164	29	stage	stage	NOUN
ajceb-3363	164	30	0.5	0.5	NUM
ajceb-3363	164	31	-0.5	-0.5	NUM
ajceb-3363	164	32	0.117	0.117	NUM
ajceb-3363	164	33	±0.426	±0.426	PROPN
ajceb-3363	164	34	(	(	PUNCT
ajceb-3363	164	35	-.309	-.309	VERB
ajceb-3363	164	36	to	to	PART
ajceb-3363	164	37	+0.543	+0.543	VERB
ajceb-3363	164	38	)	)	PUNCT
ajceb-3363	164	39	testing	testing	NOUN
ajceb-3363	164	40	stage	stage	NOUN
ajceb-3363	164	41	0.521	0.521	NUM
ajceb-3363	164	42	-0.201	-0.201	NUM
ajceb-3363	164	43	0.107	0.107	NUM
ajceb-3363	164	44	±0.373	±0.373	ADP
ajceb-3363	164	45	(	(	PUNCT
ajceb-3363	164	46	-0.266	-0.266	X
ajceb-3363	164	47	to	to	ADP
ajceb-3363	164	48	+0.48	+0.48	PROPN
ajceb-3363	164	49	)	)	PUNCT
ajceb-3363	164	50	table	table	NOUN
ajceb-3363	164	51	5	5	NUM
ajceb-3363	164	52	the	the	DET
ajceb-3363	164	53	expected	expect	VERB
ajceb-3363	164	54	accuracy	accuracy	NOUN
ajceb-3363	164	55	of	of	ADP
ajceb-3363	164	56	both	both	DET
ajceb-3363	164	57	models	model	NOUN
ajceb-3363	164	58	australasian	australasian	ADJ
ajceb-3363	164	59	journal	journal	NOUN
ajceb-3363	164	60	of	of	ADP
ajceb-3363	164	61	construction	construction	NOUN
ajceb-3363	164	62	economics	economic	NOUN
ajceb-3363	164	63	and	and	CCONJ
ajceb-3363	164	64	building	building	NOUN
ajceb-3363	164	65	alqahtani	alqahtani	PROPN
ajceb-3363	164	66	,	,	PUNCT
ajceb-3363	164	67	a	a	PRON
ajceb-3363	164	68	and	and	CCONJ
ajceb-3363	164	69	whyte	whyte	NOUN
ajceb-3363	164	70	,	,	PUNCT
ajceb-3363	164	71	a	a	DET
ajceb-3363	164	72	(	(	PUNCT
ajceb-3363	164	73	2013	2013	NUM
ajceb-3363	164	74	)	)	PUNCT
ajceb-3363	164	75	‘	'	PUNCT
ajceb-3363	164	76	artificial	artificial	ADJ
ajceb-3363	164	77	neural	neural	ADJ
ajceb-3363	164	78	networks	network	NOUN
ajceb-3363	164	79	incorporating	incorporate	VERB
ajceb-3363	164	80	cost	cost	VERB
ajceb-3363	164	81	significant	significant	ADJ
ajceb-3363	164	82	items	item	NOUN
ajceb-3363	164	83	towards	towards	ADP
ajceb-3363	164	84	enhancing	enhance	VERB
ajceb-3363	164	85	estimation	estimation	NOUN
ajceb-3363	164	86	for	for	ADP
ajceb-3363	164	87	(	(	PUNCT
ajceb-3363	164	88	life	life	NOUN
ajceb-3363	164	89	-	-	PUNCT
ajceb-3363	164	90	cycle	cycle	NOUN
ajceb-3363	164	91	)	)	PUNCT
ajceb-3363	164	92	costing	costing	NOUN
ajceb-3363	164	93	of	of	ADP
ajceb-3363	164	94	construction	construction	NOUN
ajceb-3363	164	95	projects	project	NOUN
ajceb-3363	164	96	’	'	PUNCT
ajceb-3363	164	97	,	,	PUNCT
ajceb-3363	164	98	australasian	australasian	ADJ
ajceb-3363	164	99	journal	journal	NOUN
ajceb-3363	164	100	of	of	ADP
ajceb-3363	164	101	construction	construction	NOUN
ajceb-3363	164	102	economics	economic	NOUN
ajceb-3363	164	103	and	and	CCONJ
ajceb-3363	164	104	building	building	NOUN
ajceb-3363	164	105	,	,	PUNCT
ajceb-3363	164	106	13	13	NUM
ajceb-3363	164	107	(	(	PUNCT
ajceb-3363	164	108	3	3	NUM
ajceb-3363	164	109	)	)	PUNCT
ajceb-3363	164	110	51	51	NUM
ajceb-3363	164	111	-	-	SYM
ajceb-3363	164	112	64	64	NUM
ajceb-3363	164	113	61	61	NUM
ajceb-3363	164	114	discussion	discussion	NOUN
ajceb-3363	164	115	it	it	PRON
ajceb-3363	164	116	is	be	AUX
ajceb-3363	164	117	argued	argue	VERB
ajceb-3363	164	118	that	that	SCONJ
ajceb-3363	164	119	the	the	DET
ajceb-3363	164	120	framework	framework	NOUN
ajceb-3363	164	121	developed	develop	VERB
ajceb-3363	164	122	in	in	ADP
ajceb-3363	164	123	this	this	DET
ajceb-3363	164	124	research	research	NOUN
ajceb-3363	164	125	can	can	AUX
ajceb-3363	164	126	be	be	AUX
ajceb-3363	164	127	used	use	VERB
ajceb-3363	164	128	to	to	PART
ajceb-3363	164	129	estimate	estimate	VERB
ajceb-3363	164	130	the	the	DET
ajceb-3363	164	131	total	total	ADJ
ajceb-3363	164	132	cost	cost	NOUN
ajceb-3363	164	133	of	of	ADP
ajceb-3363	164	134	construction	construction	NOUN
ajceb-3363	164	135	projects	project	NOUN
ajceb-3363	164	136	at	at	ADP
ajceb-3363	164	137	different	different	ADJ
ajceb-3363	164	138	phases	phase	NOUN
ajceb-3363	164	139	of	of	ADP
ajceb-3363	164	140	a	a	DET
ajceb-3363	164	141	project	project	NOUN
ajceb-3363	164	142	’s	’s	PART
ajceb-3363	164	143	life	life	NOUN
ajceb-3363	164	144	cycle	cycle	NOUN
ajceb-3363	164	145	.	.	PUNCT
ajceb-3363	165	1	it	it	PRON
ajceb-3363	165	2	does	do	AUX
ajceb-3363	165	3	n’t	not	PART
ajceb-3363	165	4	revolutionize	revolutionize	VERB
ajceb-3363	165	5	the	the	DET
ajceb-3363	165	6	estimation	estimation	NOUN
ajceb-3363	165	7	cost	cost	NOUN
ajceb-3363	165	8	method	method	NOUN
ajceb-3363	165	9	,	,	PUNCT
ajceb-3363	165	10	but	but	CCONJ
ajceb-3363	165	11	rather	rather	ADV
ajceb-3363	165	12	,	,	PUNCT
ajceb-3363	165	13	improves	improve	VERB
ajceb-3363	165	14	upon	upon	SCONJ
ajceb-3363	165	15	the	the	DET
ajceb-3363	165	16	traditional	traditional	ADJ
ajceb-3363	165	17	approach	approach	NOUN
ajceb-3363	165	18	of	of	ADP
ajceb-3363	165	19	construction	construction	NOUN
ajceb-3363	165	20	estimating	estimate	VERB
ajceb-3363	165	21	and	and	CCONJ
ajceb-3363	165	22	improves	improve	VERB
ajceb-3363	165	23	a	a	DET
ajceb-3363	165	24	client	client	NOUN
ajceb-3363	165	25	’s	’s	PART
ajceb-3363	165	26	knowledge	knowledge	NOUN
ajceb-3363	165	27	of	of	ADP
ajceb-3363	165	28	whole	whole	ADJ
ajceb-3363	165	29	-	-	PUNCT
ajceb-3363	165	30	costs	cost	NOUN
ajceb-3363	165	31	.	.	PUNCT
ajceb-3363	166	1	the	the	DET
ajceb-3363	166	2	framework	framework	NOUN
ajceb-3363	166	3	seeks	seek	VERB
ajceb-3363	166	4	to	to	PART
ajceb-3363	166	5	consider	consider	VERB
ajceb-3363	166	6	the	the	DET
ajceb-3363	166	7	most	most	ADV
ajceb-3363	166	8	important	important	ADJ
ajceb-3363	166	9	cost	cost	NOUN
ajceb-3363	166	10	and	and	CCONJ
ajceb-3363	166	11	non	non	ADJ
ajceb-3363	166	12	-	-	ADJ
ajceb-3363	166	13	cost	cost	ADJ
ajceb-3363	166	14	factors	factor	NOUN
ajceb-3363	166	15	to	to	PART
ajceb-3363	166	16	estimate	estimate	VERB
ajceb-3363	166	17	the	the	DET
ajceb-3363	166	18	total	total	ADJ
ajceb-3363	166	19	cost	cost	NOUN
ajceb-3363	166	20	of	of	ADP
ajceb-3363	166	21	projects	project	NOUN
ajceb-3363	166	22	with	with	ADP
ajceb-3363	166	23	clear	clear	ADJ
ajceb-3363	166	24	steps	step	NOUN
ajceb-3363	166	25	to	to	PART
ajceb-3363	166	26	collect	collect	VERB
ajceb-3363	166	27	the	the	DET
ajceb-3363	166	28	relevant	relevant	ADJ
ajceb-3363	166	29	variables	variable	NOUN
ajceb-3363	166	30	.	.	PUNCT
ajceb-3363	167	1	this	this	PRON
ajceb-3363	167	2	is	be	AUX
ajceb-3363	167	3	perhaps	perhaps	ADV
ajceb-3363	167	4	a	a	DET
ajceb-3363	167	5	step	step	NOUN
ajceb-3363	167	6	beyond	beyond	ADP
ajceb-3363	167	7	current	current	ADJ
ajceb-3363	167	8	methods	method	NOUN
ajceb-3363	167	9	which	which	PRON
ajceb-3363	167	10	lack	lack	VERB
ajceb-3363	167	11	a	a	DET
ajceb-3363	167	12	standardised	standardised	ADJ
ajceb-3363	167	13	method	method	NOUN
ajceb-3363	167	14	to	to	PART
ajceb-3363	167	15	collect	collect	VERB
ajceb-3363	167	16	such	such	ADJ
ajceb-3363	167	17	variables	variable	NOUN
ajceb-3363	167	18	.	.	PUNCT
ajceb-3363	168	1	a	a	X
ajceb-3363	168	2	)	)	PUNCT
ajceb-3363	168	3	back	back	ADJ
ajceb-3363	168	4	-	-	PUNCT
ajceb-3363	168	5	propagation	propagation	NOUN
ajceb-3363	168	6	model	model	NOUN
ajceb-3363	168	7	at	at	ADP
ajceb-3363	168	8	training	training	NOUN
ajceb-3363	168	9	stage	stage	NOUN
ajceb-3363	168	10	b	b	NOUN
ajceb-3363	168	11	)	)	PUNCT
ajceb-3363	168	12	back	back	ADJ
ajceb-3363	168	13	-	-	PUNCT
ajceb-3363	168	14	propagation	propagation	NOUN
ajceb-3363	168	15	model	model	NOUN
ajceb-3363	168	16	at	at	ADP
ajceb-3363	168	17	testing	test	VERB
ajceb-3363	168	18	c	c	NOUN
ajceb-3363	168	19	)	)	PUNCT
ajceb-3363	168	20	spread	spread	VERB
ajceb-3363	168	21	sheet	sheet	NOUN
ajceb-3363	168	22	model	model	NOUN
ajceb-3363	168	23	at	at	ADP
ajceb-3363	168	24	training	training	NOUN
ajceb-3363	168	25	stage	stage	NOUN
ajceb-3363	168	26	d	d	NOUN
ajceb-3363	168	27	)	)	PUNCT
ajceb-3363	168	28	spread	spread	VERB
ajceb-3363	168	29	sheet	sheet	NOUN
ajceb-3363	168	30	model	model	NOUN
ajceb-3363	168	31	at	at	ADP
ajceb-3363	168	32	testing	testing	NOUN
ajceb-3363	168	33	figure	figure	NOUN
ajceb-3363	168	34	4	4	NUM
ajceb-3363	168	35	regression	regression	NOUN
ajceb-3363	168	36	analyis	analyis	NOUN
ajceb-3363	168	37	of	of	ADP
ajceb-3363	168	38	both	both	DET
ajceb-3363	168	39	models	model	NOUN
ajceb-3363	168	40	at	at	ADP
ajceb-3363	168	41	training	training	NOUN
ajceb-3363	168	42	and	and	CCONJ
ajceb-3363	168	43	testing	testing	NOUN
ajceb-3363	168	44	stage	stage	NOUN
ajceb-3363	168	45	y	y	PROPN
ajceb-3363	168	46	=	=	SYM
ajceb-3363	168	47	1.0067x	1.0067x	PROPN
ajceb-3363	168	48	0.0486	0.0486	NUM
ajceb-3363	168	49	r²	r²	NOUN
ajceb-3363	168	50	=	=	PUNCT
ajceb-3363	169	1	0.9995	0.9995	NUM
ajceb-3363	169	2	0	0	NUM
ajceb-3363	169	3	1	1	NUM
ajceb-3363	169	4	2	2	NUM
ajceb-3363	169	5	3	3	NUM
ajceb-3363	169	6	4	4	NUM
ajceb-3363	169	7	5	5	NUM
ajceb-3363	169	8	6	6	NUM
ajceb-3363	169	9	7	7	NUM
ajceb-3363	169	10	8	8	NUM
ajceb-3363	169	11	9	9	NUM
ajceb-3363	169	12	10	10	NUM
ajceb-3363	169	13	0	0	NUM
ajceb-3363	169	14	1	1	NUM
ajceb-3363	169	15	2	2	NUM
ajceb-3363	169	16	3	3	NUM
ajceb-3363	169	17	4	4	NUM
ajceb-3363	169	18	5	5	NUM
ajceb-3363	169	19	6	6	NUM
ajceb-3363	169	20	7	7	NUM
ajceb-3363	169	21	8	8	NUM
ajceb-3363	169	22	9	9	NUM
ajceb-3363	169	23	10	10	NUM
ajceb-3363	169	24	es	es	NOUN
ajceb-3363	169	25	ti	ti	NOUN
ajceb-3363	169	26	m	m	NOUN
ajceb-3363	169	27	at	at	ADP
ajceb-3363	169	28	e	e	PROPN
ajceb-3363	169	29	d	d	NOUN
ajceb-3363	169	30	r	r	NOUN
ajceb-3363	169	31	u	u	NOUN
ajceb-3363	169	32	n	n	CCONJ
ajceb-3363	169	33	n	n	NOUN
ajceb-3363	169	34	in	in	ADP
ajceb-3363	169	35	g	g	PROPN
ajceb-3363	169	36	co	co	PROPN
ajceb-3363	169	37	st	st	PROPN
ajceb-3363	169	38	$	$	PROPN
ajceb-3363	169	39	(	(	PUNCT
ajceb-3363	169	40	1	1	NUM
ajceb-3363	169	41	0	0	NUM
ajceb-3363	169	42	0	0	NUM
ajceb-3363	169	43	0	0	NUM
ajceb-3363	169	44	)	)	PUNCT
ajceb-3363	169	45	actual	actual	ADJ
ajceb-3363	169	46	running	run	VERB
ajceb-3363	169	47	costs$(10000	costs$(10000	NOUN
ajceb-3363	169	48	)	)	PUNCT
ajceb-3363	169	49	actual	actual	ADJ
ajceb-3363	169	50	running	running	NOUN
ajceb-3363	169	51	costs	cost	NOUN
ajceb-3363	169	52	vs	vs	ADP
ajceb-3363	169	53	estimation	estimation	NOUN
ajceb-3363	169	54	running	running	NOUN
ajceb-3363	169	55	costs	cost	NOUN
ajceb-3363	169	56	y	y	NOUN
ajceb-3363	169	57	=	=	SYM
ajceb-3363	169	58	0.9598x	0.9598x	PROPN
ajceb-3363	170	1	+	+	NUM
ajceb-3363	170	2	0.2361	0.2361	NUM
ajceb-3363	170	3	r²	r²	VERB
ajceb-3363	170	4	=	=	PUNCT
ajceb-3363	170	5	0.9716	0.9716	NUM
ajceb-3363	170	6	5.5	5.5	NUM
ajceb-3363	170	7	5.7	5.7	NUM
ajceb-3363	170	8	5.9	5.9	NUM
ajceb-3363	170	9	6.1	6.1	NUM
ajceb-3363	170	10	6.3	6.3	NUM
ajceb-3363	170	11	6.5	6.5	NUM
ajceb-3363	170	12	5.5	5.5	NUM
ajceb-3363	170	13	5.7	5.7	NUM
ajceb-3363	170	14	5.9	5.9	NUM
ajceb-3363	170	15	6.1	6.1	NUM
ajceb-3363	170	16	6.3	6.3	NUM
ajceb-3363	170	17	6.5	6.5	NUM
ajceb-3363	170	18	es	es	NOUN
ajceb-3363	170	19	ti	ti	NOUN
ajceb-3363	170	20	m	m	NOUN
ajceb-3363	170	21	at	at	ADP
ajceb-3363	170	22	e	e	PROPN
ajceb-3363	170	23	d	d	NOUN
ajceb-3363	170	24	r	r	NOUN
ajceb-3363	170	25	u	u	NOUN
ajceb-3363	170	26	n	n	CCONJ
ajceb-3363	170	27	n	n	NOUN
ajceb-3363	170	28	in	in	ADP
ajceb-3363	170	29	g	g	PROPN
ajceb-3363	170	30	co	co	PROPN
ajceb-3363	170	31	st	st	PROPN
ajceb-3363	170	32	$	$	PROPN
ajceb-3363	170	33	(	(	PUNCT
ajceb-3363	170	34	1	1	NUM
ajceb-3363	170	35	0	0	NUM
ajceb-3363	170	36	0	0	NUM
ajceb-3363	170	37	0	0	NUM
ajceb-3363	170	38	)	)	PUNCT
ajceb-3363	170	39	actual	actual	ADJ
ajceb-3363	170	40	running	run	VERB
ajceb-3363	170	41	costs$(10000	costs$(10000	NOUN
ajceb-3363	170	42	)	)	PUNCT
ajceb-3363	170	43	actual	actual	ADJ
ajceb-3363	170	44	running	running	NOUN
ajceb-3363	170	45	costs	cost	NOUN
ajceb-3363	170	46	vs	vs	ADP
ajceb-3363	170	47	estimation	estimation	NOUN
ajceb-3363	170	48	running	running	NOUN
ajceb-3363	170	49	costs	cost	NOUN
ajceb-3363	170	50	y	y	NOUN
ajceb-3363	170	51	=	=	PUNCT
ajceb-3363	170	52	0.9737x	0.9737x	VERB
ajceb-3363	170	53	+	+	CCONJ
ajceb-3363	170	54	0.1624	0.1624	NUM
ajceb-3363	170	55	r²	r²	NOUN
ajceb-3363	170	56	=	=	NOUN
ajceb-3363	171	1	0.9903	0.9903	NUM
ajceb-3363	171	2	0	0	NUM
ajceb-3363	171	3	2	2	NUM
ajceb-3363	171	4	4	4	NUM
ajceb-3363	171	5	6	6	NUM
ajceb-3363	171	6	8	8	NUM
ajceb-3363	171	7	10	10	NUM
ajceb-3363	171	8	0	0	NUM
ajceb-3363	171	9	1	1	NUM
ajceb-3363	171	10	2	2	NUM
ajceb-3363	171	11	3	3	NUM
ajceb-3363	171	12	4	4	NUM
ajceb-3363	171	13	5	5	NUM
ajceb-3363	171	14	6	6	NUM
ajceb-3363	171	15	7	7	NUM
ajceb-3363	171	16	8	8	NUM
ajceb-3363	171	17	9	9	NUM
ajceb-3363	171	18	10	10	NUM
ajceb-3363	171	19	es	es	NOUN
ajceb-3363	171	20	ti	ti	NOUN
ajceb-3363	171	21	m	m	NOUN
ajceb-3363	171	22	at	at	ADP
ajceb-3363	171	23	e	e	PROPN
ajceb-3363	171	24	d	d	NOUN
ajceb-3363	171	25	r	r	NOUN
ajceb-3363	171	26	u	u	NOUN
ajceb-3363	171	27	n	n	CCONJ
ajceb-3363	171	28	n	n	NOUN
ajceb-3363	171	29	in	in	ADP
ajceb-3363	171	30	g	g	PROPN
ajceb-3363	171	31	co	co	PROPN
ajceb-3363	171	32	st	st	PROPN
ajceb-3363	171	33	$	$	PROPN
ajceb-3363	171	34	(	(	PUNCT
ajceb-3363	171	35	1	1	NUM
ajceb-3363	171	36	0	0	NUM
ajceb-3363	171	37	0	0	NUM
ajceb-3363	171	38	0	0	NUM
ajceb-3363	171	39	actual	actual	ADJ
ajceb-3363	171	40	running	run	VERB
ajceb-3363	171	41	costs$(10000	costs$(10000	NOUN
ajceb-3363	171	42	)	)	PUNCT
ajceb-3363	171	43	actual	actual	ADJ
ajceb-3363	171	44	running	running	NOUN
ajceb-3363	171	45	costs	cost	NOUN
ajceb-3363	171	46	vs	vs	ADP
ajceb-3363	171	47	estimation	estimation	NOUN
ajceb-3363	171	48	running	running	NOUN
ajceb-3363	171	49	costs	cost	NOUN
ajceb-3363	171	50	y	y	NOUN
ajceb-3363	171	51	=	=	SYM
ajceb-3363	171	52	0.9978x	0.9978x	PROPN
ajceb-3363	171	53	0.1079	0.1079	NUM
ajceb-3363	171	54	r²	r²	NOUN
ajceb-3363	171	55	=	=	NOUN
ajceb-3363	172	1	0.9996	0.9996	NUM
ajceb-3363	172	2	0	0	NUM
ajceb-3363	172	3	1	1	NUM
ajceb-3363	172	4	2	2	NUM
ajceb-3363	172	5	3	3	NUM
ajceb-3363	172	6	4	4	NUM
ajceb-3363	172	7	5	5	NUM
ajceb-3363	172	8	6	6	NUM
ajceb-3363	172	9	7	7	NUM
ajceb-3363	172	10	8	8	NUM
ajceb-3363	172	11	9	9	NUM
ajceb-3363	172	12	10	10	NUM
ajceb-3363	172	13	0	0	NUM
ajceb-3363	172	14	1	1	NUM
ajceb-3363	172	15	2	2	NUM
ajceb-3363	172	16	3	3	NUM
ajceb-3363	172	17	4	4	NUM
ajceb-3363	172	18	5	5	NUM
ajceb-3363	172	19	6	6	NUM
ajceb-3363	172	20	7	7	NUM
ajceb-3363	172	21	8	8	NUM
ajceb-3363	172	22	9	9	NUM
ajceb-3363	172	23	10	10	NUM
ajceb-3363	172	24	es	es	NOUN
ajceb-3363	172	25	ti	ti	NOUN
ajceb-3363	172	26	m	m	NOUN
ajceb-3363	172	27	at	at	ADP
ajceb-3363	172	28	e	e	PROPN
ajceb-3363	172	29	d	d	NOUN
ajceb-3363	172	30	r	r	NOUN
ajceb-3363	172	31	u	u	NOUN
ajceb-3363	172	32	n	n	CCONJ
ajceb-3363	172	33	n	n	NOUN
ajceb-3363	172	34	in	in	ADP
ajceb-3363	172	35	g	g	PROPN
ajceb-3363	172	36	co	co	PROPN
ajceb-3363	172	37	st	st	PROPN
ajceb-3363	172	38	$	$	PROPN
ajceb-3363	172	39	(	(	PUNCT
ajceb-3363	172	40	1	1	NUM
ajceb-3363	172	41	0	0	NUM
ajceb-3363	172	42	0	0	NUM
ajceb-3363	172	43	0	0	NUM
ajceb-3363	172	44	actual	actual	ADJ
ajceb-3363	172	45	running	run	VERB
ajceb-3363	172	46	costs$(10000	costs$(10000	NOUN
ajceb-3363	172	47	)	)	PUNCT
ajceb-3363	172	48	actual	actual	ADJ
ajceb-3363	172	49	running	running	NOUN
ajceb-3363	172	50	costs	cost	NOUN
ajceb-3363	172	51	vs	vs	ADP
ajceb-3363	172	52	estimation	estimation	NOUN
ajceb-3363	172	53	running	running	NOUN
ajceb-3363	172	54	costs	cost	NOUN
ajceb-3363	172	55	australasian	australasian	ADJ
ajceb-3363	172	56	journal	journal	NOUN
ajceb-3363	172	57	of	of	ADP
ajceb-3363	172	58	construction	construction	NOUN
ajceb-3363	172	59	economics	economic	NOUN
ajceb-3363	172	60	and	and	CCONJ
ajceb-3363	172	61	building	building	NOUN
ajceb-3363	172	62	alqahtani	alqahtani	PROPN
ajceb-3363	172	63	,	,	PUNCT
ajceb-3363	172	64	a	a	PRON
ajceb-3363	172	65	and	and	CCONJ
ajceb-3363	172	66	whyte	whyte	NOUN
ajceb-3363	172	67	,	,	PUNCT
ajceb-3363	172	68	a	a	DET
ajceb-3363	172	69	(	(	PUNCT
ajceb-3363	172	70	2013	2013	NUM
ajceb-3363	172	71	)	)	PUNCT
ajceb-3363	172	72	‘	'	PUNCT
ajceb-3363	172	73	artificial	artificial	ADJ
ajceb-3363	172	74	neural	neural	ADJ
ajceb-3363	172	75	networks	network	NOUN
ajceb-3363	172	76	incorporating	incorporate	VERB
ajceb-3363	172	77	cost	cost	VERB
ajceb-3363	172	78	significant	significant	ADJ
ajceb-3363	172	79	items	item	NOUN
ajceb-3363	172	80	towards	towards	ADP
ajceb-3363	172	81	enhancing	enhance	VERB
ajceb-3363	172	82	estimation	estimation	NOUN
ajceb-3363	172	83	for	for	ADP
ajceb-3363	172	84	(	(	PUNCT
ajceb-3363	172	85	life	life	NOUN
ajceb-3363	172	86	-	-	PUNCT
ajceb-3363	172	87	cycle	cycle	NOUN
ajceb-3363	172	88	)	)	PUNCT
ajceb-3363	172	89	costing	costing	NOUN
ajceb-3363	172	90	of	of	ADP
ajceb-3363	172	91	construction	construction	NOUN
ajceb-3363	172	92	projects	project	NOUN
ajceb-3363	172	93	’	'	PUNCT
ajceb-3363	172	94	,	,	PUNCT
ajceb-3363	172	95	australasian	australasian	ADJ
ajceb-3363	172	96	journal	journal	NOUN
ajceb-3363	172	97	of	of	ADP
ajceb-3363	172	98	construction	construction	NOUN
ajceb-3363	172	99	economics	economic	NOUN
ajceb-3363	172	100	and	and	CCONJ
ajceb-3363	172	101	building	building	NOUN
ajceb-3363	172	102	,	,	PUNCT
ajceb-3363	172	103	13	13	NUM
ajceb-3363	172	104	(	(	PUNCT
ajceb-3363	172	105	3	3	NUM
ajceb-3363	172	106	)	)	PUNCT
ajceb-3363	172	107	51	51	NUM
ajceb-3363	172	108	-	-	SYM
ajceb-3363	172	109	64	64	NUM
ajceb-3363	172	110	62	62	NUM
ajceb-3363	172	111	using	use	VERB
ajceb-3363	172	112	the	the	DET
ajceb-3363	172	113	concept	concept	NOUN
ajceb-3363	172	114	of	of	ADP
ajceb-3363	172	115	csis	csis	NOUN
ajceb-3363	172	116	at	at	ADP
ajceb-3363	172	117	each	each	DET
ajceb-3363	172	118	phase	phase	NOUN
ajceb-3363	172	119	of	of	ADP
ajceb-3363	172	120	construction	construction	NOUN
ajceb-3363	172	121	projects	project	NOUN
ajceb-3363	172	122	has	have	AUX
ajceb-3363	172	123	proved	prove	VERB
ajceb-3363	172	124	to	to	PART
ajceb-3363	172	125	be	be	AUX
ajceb-3363	172	126	a	a	DET
ajceb-3363	172	127	valuable	valuable	ADJ
ajceb-3363	172	128	method	method	NOUN
ajceb-3363	172	129	towards	towards	ADP
ajceb-3363	172	130	the	the	DET
ajceb-3363	172	131	improvement	improvement	NOUN
ajceb-3363	172	132	of	of	ADP
ajceb-3363	172	133	estimation	estimation	NOUN
ajceb-3363	172	134	cost	cost	NOUN
ajceb-3363	172	135	practices	practice	NOUN
ajceb-3363	172	136	.	.	PUNCT
ajceb-3363	173	1	the	the	DET
ajceb-3363	173	2	most	most	ADV
ajceb-3363	173	3	significant	significant	ADJ
ajceb-3363	173	4	aspects	aspect	NOUN
ajceb-3363	173	5	of	of	ADP
ajceb-3363	173	6	this	this	DET
ajceb-3363	173	7	framework	framework	NOUN
ajceb-3363	173	8	is	be	AUX
ajceb-3363	173	9	taking	take	VERB
ajceb-3363	173	10	advantage	advantage	NOUN
ajceb-3363	173	11	of	of	ADP
ajceb-3363	173	12	csis	csis	NOUN
ajceb-3363	173	13	and	and	CCONJ
ajceb-3363	173	14	integrate	integrate	VERB
ajceb-3363	173	15	it	it	PRON
ajceb-3363	173	16	with	with	ADP
ajceb-3363	173	17	anns	ann	NOUN
ajceb-3363	173	18	to	to	PART
ajceb-3363	173	19	improve	improve	VERB
ajceb-3363	173	20	the	the	DET
ajceb-3363	173	21	accuracy	accuracy	NOUN
ajceb-3363	173	22	of	of	ADP
ajceb-3363	173	23	estimation	estimation	NOUN
ajceb-3363	173	24	,	,	PUNCT
ajceb-3363	173	25	saving	save	VERB
ajceb-3363	173	26	time	time	NOUN
ajceb-3363	173	27	and	and	CCONJ
ajceb-3363	173	28	cost	cost	NOUN
ajceb-3363	173	29	in	in	ADP
ajceb-3363	173	30	the	the	DET
ajceb-3363	173	31	process	process	NOUN
ajceb-3363	173	32	.	.	PUNCT
ajceb-3363	174	1	regarding	regard	VERB
ajceb-3363	174	2	the	the	DET
ajceb-3363	174	3	accuracy	accuracy	NOUN
ajceb-3363	174	4	of	of	ADP
ajceb-3363	174	5	estimation	estimation	NOUN
ajceb-3363	174	6	,	,	PUNCT
ajceb-3363	174	7	an	an	DET
ajceb-3363	174	8	average	average	ADJ
ajceb-3363	174	9	variation	variation	NOUN
ajceb-3363	174	10	of	of	ADP
ajceb-3363	174	11	1	1	NUM
ajceb-3363	174	12	%	%	NOUN
ajceb-3363	174	13	was	be	AUX
ajceb-3363	174	14	noted	note	VERB
ajceb-3363	174	15	between	between	ADP
ajceb-3363	174	16	the	the	DET
ajceb-3363	174	17	prediction	prediction	NOUN
ajceb-3363	174	18	costs	cost	NOUN
ajceb-3363	174	19	and	and	CCONJ
ajceb-3363	174	20	actual	actual	ADJ
ajceb-3363	174	21	costs	cost	NOUN
ajceb-3363	174	22	in	in	ADP
ajceb-3363	174	23	the	the	DET
ajceb-3363	174	24	case	case	NOUN
ajceb-3363	174	25	study	study	NOUN
ajceb-3363	174	26	.	.	PUNCT
ajceb-3363	175	1	compared	compare	VERB
ajceb-3363	175	2	to	to	ADP
ajceb-3363	175	3	other	other	ADJ
ajceb-3363	175	4	studies	study	NOUN
ajceb-3363	175	5	,	,	PUNCT
ajceb-3363	175	6	the	the	DET
ajceb-3363	175	7	variation	variation	NOUN
ajceb-3363	175	8	obtained	obtain	VERB
ajceb-3363	175	9	here	here	ADV
ajceb-3363	175	10	is	be	AUX
ajceb-3363	175	11	less	less	ADJ
ajceb-3363	175	12	than	than	SCONJ
ajceb-3363	175	13	obtained	obtain	VERB
ajceb-3363	175	14	from	from	ADP
ajceb-3363	175	15	previous	previous	ADJ
ajceb-3363	175	16	work	work	NOUN
ajceb-3363	175	17	.	.	PUNCT
ajceb-3363	176	1	this	this	DET
ajceb-3363	176	2	study	study	NOUN
ajceb-3363	176	3	is	be	AUX
ajceb-3363	176	4	part	part	NOUN
ajceb-3363	176	5	of	of	ADP
ajceb-3363	176	6	an	an	DET
ajceb-3363	176	7	ongoing	ongoing	ADJ
ajceb-3363	176	8	study	study	NOUN
ajceb-3363	176	9	which	which	PRON
ajceb-3363	176	10	aims	aim	VERB
ajceb-3363	176	11	to	to	PART
ajceb-3363	176	12	simplify	simplify	VERB
ajceb-3363	176	13	and	and	CCONJ
ajceb-3363	176	14	improve	improve	VERB
ajceb-3363	176	15	the	the	DET
ajceb-3363	176	16	accuracy	accuracy	NOUN
ajceb-3363	176	17	of	of	ADP
ajceb-3363	176	18	estimating	estimate	VERB
ajceb-3363	176	19	costs	cost	NOUN
ajceb-3363	176	20	in	in	ADP
ajceb-3363	176	21	order	order	NOUN
ajceb-3363	176	22	to	to	PART
ajceb-3363	176	23	accelerate	accelerate	VERB
ajceb-3363	176	24	the	the	DET
ajceb-3363	176	25	understanding	understanding	NOUN
ajceb-3363	176	26	and	and	CCONJ
ajceb-3363	176	27	implementation	implementation	NOUN
ajceb-3363	176	28	of	of	ADP
ajceb-3363	176	29	lcc	lcc	PROPN
ajceb-3363	176	30	in	in	ADP
ajceb-3363	176	31	the	the	DET
ajceb-3363	176	32	construction	construction	NOUN
ajceb-3363	176	33	sector	sector	NOUN
ajceb-3363	176	34	.	.	PUNCT
ajceb-3363	177	1	a	a	DET
ajceb-3363	177	2	key	key	ADJ
ajceb-3363	177	3	aim	aim	NOUN
ajceb-3363	177	4	of	of	ADP
ajceb-3363	177	5	this	this	DET
ajceb-3363	177	6	paper	paper	NOUN
ajceb-3363	177	7	was	be	AUX
ajceb-3363	177	8	to	to	PART
ajceb-3363	177	9	create	create	VERB
ajceb-3363	177	10	a	a	DET
ajceb-3363	177	11	new	new	ADJ
ajceb-3363	177	12	direction	direction	NOUN
ajceb-3363	177	13	for	for	ADP
ajceb-3363	177	14	future	future	ADJ
ajceb-3363	177	15	work	work	NOUN
ajceb-3363	177	16	.	.	PUNCT
ajceb-3363	178	1	the	the	DET
ajceb-3363	178	2	next	next	ADJ
ajceb-3363	178	3	section	section	NOUN
ajceb-3363	178	4	illustrates	illustrate	VERB
ajceb-3363	178	5	the	the	DET
ajceb-3363	178	6	essential	essential	ADJ
ajceb-3363	178	7	further	further	ADJ
ajceb-3363	178	8	development	development	NOUN
ajceb-3363	178	9	of	of	ADP
ajceb-3363	178	10	framework	framework	NOUN
ajceb-3363	178	11	and	and	CCONJ
ajceb-3363	178	12	model	model	NOUN
ajceb-3363	178	13	.	.	PUNCT
ajceb-3363	179	1	future	future	ADJ
ajceb-3363	179	2	work	work	VERB
ajceb-3363	179	3	the	the	DET
ajceb-3363	179	4	following	follow	VERB
ajceb-3363	179	5	bullet	bullet	NOUN
ajceb-3363	179	6	points	point	NOUN
ajceb-3363	179	7	represent	represent	VERB
ajceb-3363	179	8	a	a	DET
ajceb-3363	179	9	way	way	NOUN
ajceb-3363	179	10	forward	forward	ADV
ajceb-3363	179	11	:	:	PUNCT
ajceb-3363	179	12			NOUN
ajceb-3363	179	13	going	go	VERB
ajceb-3363	179	14	beyond	beyond	ADP
ajceb-3363	179	15	the	the	DET
ajceb-3363	179	16	current	current	ADJ
ajceb-3363	179	17	very	very	ADV
ajceb-3363	179	18	extensive	extensive	ADJ
ajceb-3363	179	19	data	data	NOUN
ajceb-3363	179	20	-	-	PUNCT
ajceb-3363	179	21	set	set	NOUN
ajceb-3363	179	22	cited	cite	VERB
ajceb-3363	179	23	by	by	ADP
ajceb-3363	179	24	al	al	PROPN
ajceb-3363	179	25	-	-	PUNCT
ajceb-3363	179	26	hajj	hajj	PROPN
ajceb-3363	179	27	(	(	PUNCT
ajceb-3363	179	28	as	as	ADP
ajceb-3363	179	29	part	part	NOUN
ajceb-3363	179	30	of	of	ADP
ajceb-3363	179	31	his	his	PRON
ajceb-3363	179	32	phd	phd	NOUN
ajceb-3363	179	33	datageneration	datageneration	NOUN
ajceb-3363	179	34	purposes	purpose	NOUN
ajceb-3363	179	35	)	)	PUNCT
ajceb-3363	179	36	further	further	ADJ
ajceb-3363	179	37	research	research	NOUN
ajceb-3363	179	38	is	be	AUX
ajceb-3363	179	39	necessary	necessary	ADJ
ajceb-3363	179	40	to	to	PART
ajceb-3363	179	41	apply	apply	VERB
ajceb-3363	179	42	the	the	DET
ajceb-3363	179	43	csis	csis	NOUN
ajceb-3363	179	44	at	at	ADP
ajceb-3363	179	45	all	all	DET
ajceb-3363	179	46	stages	stage	NOUN
ajceb-3363	179	47	of	of	ADP
ajceb-3363	179	48	proposed	propose	VERB
ajceb-3363	179	49	/	/	SYM
ajceb-3363	179	50	recent	recent	ADJ
ajceb-3363	179	51	local	local	ADJ
ajceb-3363	179	52	construction	construction	NOUN
ajceb-3363	179	53	projects	project	NOUN
ajceb-3363	179	54	to	to	PART
ajceb-3363	179	55	now	now	ADV
ajceb-3363	179	56	identify	identify	VERB
ajceb-3363	179	57	the	the	DET
ajceb-3363	179	58	most	most	ADV
ajceb-3363	179	59	important	important	ADJ
ajceb-3363	179	60	cost	cost	NOUN
ajceb-3363	179	61	factor	factor	NOUN
ajceb-3363	179	62	affecting	affect	VERB
ajceb-3363	179	63	estimation	estimation	NOUN
ajceb-3363	179	64	of	of	ADP
ajceb-3363	179	65	cost	cost	NOUN
ajceb-3363	179	66	at	at	ADP
ajceb-3363	179	67	each	each	DET
ajceb-3363	179	68	stage	stage	NOUN
ajceb-3363	179	69	of	of	ADP
ajceb-3363	179	70	construction	construction	NOUN
ajceb-3363	179	71	;	;	PUNCT
ajceb-3363	179	72			DET
ajceb-3363	179	73	further	further	ADJ
ajceb-3363	179	74	research	research	NOUN
ajceb-3363	179	75	is	be	AUX
ajceb-3363	179	76	necessary	necessary	ADJ
ajceb-3363	179	77	to	to	PART
ajceb-3363	179	78	identify	identify	VERB
ajceb-3363	179	79	key	key	ADJ
ajceb-3363	179	80	non	non	ADJ
ajceb-3363	179	81	-	-	ADJ
ajceb-3363	179	82	cost	cost	ADJ
ajceb-3363	179	83	factors	factor	NOUN
ajceb-3363	179	84	affecting	affect	VERB
ajceb-3363	179	85	the	the	DET
ajceb-3363	179	86	estimation	estimation	NOUN
ajceb-3363	179	87	cost	cost	NOUN
ajceb-3363	179	88	;	;	PUNCT
ajceb-3363	179	89	analysis	analysis	NOUN
ajceb-3363	179	90	of	of	ADP
ajceb-3363	179	91	the	the	DET
ajceb-3363	179	92	literature	literature	NOUN
ajceb-3363	179	93	and	and	CCONJ
ajceb-3363	179	94	historical	historical	ADJ
ajceb-3363	179	95	data	datum	NOUN
ajceb-3363	179	96	will	will	AUX
ajceb-3363	179	97	help	help	VERB
ajceb-3363	179	98	determine	determine	VERB
ajceb-3363	179	99	these	these	DET
ajceb-3363	179	100	factors	factor	NOUN
ajceb-3363	179	101	;	;	PUNCT
ajceb-3363	179	102			PRON
ajceb-3363	179	103	ann	ann	PROPN
ajceb-3363	179	104	models	model	NOUN
ajceb-3363	179	105	may	may	AUX
ajceb-3363	179	106	be	be	AUX
ajceb-3363	179	107	developed	develop	VERB
ajceb-3363	179	108	based	base	VERB
ajceb-3363	179	109	on	on	ADP
ajceb-3363	179	110	the	the	DET
ajceb-3363	179	111	framework	framework	NOUN
ajceb-3363	179	112	suggested	suggest	VERB
ajceb-3363	179	113	here	here	ADV
ajceb-3363	179	114	to	to	PART
ajceb-3363	179	115	estimate	estimate	VERB
ajceb-3363	179	116	the	the	DET
ajceb-3363	179	117	cost	cost	NOUN
ajceb-3363	179	118	at	at	ADP
ajceb-3363	179	119	each	each	DET
ajceb-3363	179	120	stage	stage	NOUN
ajceb-3363	179	121	of	of	ADP
ajceb-3363	179	122	construction	construction	NOUN
ajceb-3363	179	123	projects	project	NOUN
ajceb-3363	179	124	.	.	PUNCT
ajceb-3363	180	1			X
ajceb-3363	181	1	the	the	DET
ajceb-3363	181	2	sample	sample	NOUN
ajceb-3363	181	3	of	of	ADP
ajceb-3363	181	4	data	datum	NOUN
ajceb-3363	181	5	used	use	VERB
ajceb-3363	181	6	to	to	PART
ajceb-3363	181	7	train	train	VERB
ajceb-3363	181	8	and	and	CCONJ
ajceb-3363	181	9	test	test	VERB
ajceb-3363	181	10	the	the	DET
ajceb-3363	181	11	ann	ann	PROPN
ajceb-3363	181	12	models	model	NOUN
ajceb-3363	181	13	will	will	AUX
ajceb-3363	181	14	be	be	AUX
ajceb-3363	181	15	extended	extend	VERB
ajceb-3363	181	16	in	in	ADP
ajceb-3363	181	17	order	order	NOUN
ajceb-3363	181	18	to	to	PART
ajceb-3363	181	19	validate	validate	VERB
ajceb-3363	181	20	the	the	DET
ajceb-3363	181	21	ann	ann	PROPN
ajceb-3363	181	22	model	model	NOUN
ajceb-3363	181	23	.	.	PUNCT
ajceb-3363	182	1	these	these	PRON
ajceb-3363	182	2	recommended	recommend	VERB
ajceb-3363	182	3	research	research	NOUN
ajceb-3363	182	4	directions	direction	NOUN
ajceb-3363	182	5	would	would	AUX
ajceb-3363	182	6	provide	provide	VERB
ajceb-3363	182	7	a	a	DET
ajceb-3363	182	8	better	well	ADJ
ajceb-3363	182	9	understanding	understanding	NOUN
ajceb-3363	182	10	of	of	ADP
ajceb-3363	182	11	the	the	DET
ajceb-3363	182	12	framework	framework	NOUN
ajceb-3363	182	13	.	.	PUNCT
ajceb-3363	183	1	conclusion	conclusion	NOUN
ajceb-3363	183	2	this	this	DET
ajceb-3363	183	3	paper	paper	NOUN
ajceb-3363	183	4	introduced	introduce	VERB
ajceb-3363	183	5	a	a	DET
ajceb-3363	183	6	new	new	ADJ
ajceb-3363	183	7	framework	framework	NOUN
ajceb-3363	183	8	for	for	ADP
ajceb-3363	183	9	estimating	estimate	VERB
ajceb-3363	183	10	lcc	lcc	PROPN
ajceb-3363	183	11	cost	cost	NOUN
ajceb-3363	183	12	at	at	ADP
ajceb-3363	183	13	each	each	DET
ajceb-3363	183	14	stage	stage	NOUN
ajceb-3363	183	15	of	of	ADP
ajceb-3363	183	16	construction	construction	NOUN
ajceb-3363	183	17	projects	project	NOUN
ajceb-3363	183	18	.	.	PUNCT
ajceb-3363	184	1	the	the	DET
ajceb-3363	184	2	framework	framework	NOUN
ajceb-3363	184	3	developed	develop	VERB
ajceb-3363	184	4	here	here	ADV
ajceb-3363	184	5	uses	use	VERB
ajceb-3363	184	6	artificial	artificial	ADJ
ajceb-3363	184	7	neural	neural	ADJ
ajceb-3363	184	8	networks	network	NOUN
ajceb-3363	184	9	in	in	ADP
ajceb-3363	184	10	order	order	NOUN
ajceb-3363	184	11	to	to	PART
ajceb-3363	184	12	simplify	simplify	VERB
ajceb-3363	184	13	and	and	CCONJ
ajceb-3363	184	14	improve	improve	VERB
ajceb-3363	184	15	estimation	estimation	NOUN
ajceb-3363	184	16	processes	process	NOUN
ajceb-3363	184	17	.	.	PUNCT
ajceb-3363	185	1	identification	identification	NOUN
ajceb-3363	185	2	of	of	ADP
ajceb-3363	185	3	the	the	DET
ajceb-3363	185	4	main	main	ADJ
ajceb-3363	185	5	cost	cost	NOUN
ajceb-3363	185	6	and	and	CCONJ
ajceb-3363	185	7	non	non	ADJ
ajceb-3363	185	8	-	-	ADJ
ajceb-3363	185	9	cost	cost	ADJ
ajceb-3363	185	10	/	/	SYM
ajceb-3363	185	11	design	design	NOUN
ajceb-3363	185	12	factors	factor	NOUN
ajceb-3363	185	13	affecting	affect	VERB
ajceb-3363	185	14	the	the	DET
ajceb-3363	185	15	accuracy	accuracy	NOUN
ajceb-3363	185	16	of	of	ADP
ajceb-3363	185	17	estimation	estimation	NOUN
ajceb-3363	185	18	cost	cost	NOUN
ajceb-3363	185	19	at	at	ADP
ajceb-3363	185	20	each	each	DET
ajceb-3363	185	21	stage	stage	NOUN
ajceb-3363	185	22	of	of	ADP
ajceb-3363	185	23	lcc	lcc	PROPN
ajceb-3363	185	24	is	be	AUX
ajceb-3363	185	25	noted	note	VERB
ajceb-3363	185	26	as	as	ADP
ajceb-3363	185	27	an	an	DET
ajceb-3363	185	28	important	important	ADJ
ajceb-3363	185	29	step	step	NOUN
ajceb-3363	185	30	of	of	ADP
ajceb-3363	185	31	such	such	DET
ajceb-3363	185	32	a	a	DET
ajceb-3363	185	33	framework	framework	NOUN
ajceb-3363	185	34	.	.	PUNCT
ajceb-3363	186	1	the	the	DET
ajceb-3363	186	2	concept	concept	NOUN
ajceb-3363	186	3	of	of	ADP
ajceb-3363	186	4	cost	cost	NOUN
ajceb-3363	186	5	significant	significant	ADJ
ajceb-3363	186	6	items	item	NOUN
ajceb-3363	186	7	(	(	PUNCT
ajceb-3363	186	8	csi	csi	PROPN
ajceb-3363	186	9	)	)	PUNCT
ajceb-3363	186	10	alongside	alongside	ADP
ajceb-3363	186	11	analyses	analysis	NOUN
ajceb-3363	186	12	of	of	ADP
ajceb-3363	186	13	available	available	ADJ
ajceb-3363	186	14	literature	literature	NOUN
ajceb-3363	186	15	as	as	ADV
ajceb-3363	186	16	well	well	ADV
ajceb-3363	186	17	as	as	ADP
ajceb-3363	186	18	an	an	DET
ajceb-3363	186	19	analysis	analysis	NOUN
ajceb-3363	186	20	of	of	ADP
ajceb-3363	186	21	an	an	DET
ajceb-3363	186	22	historical	historical	ADJ
ajceb-3363	186	23	data	data	NOUN
ajceb-3363	186	24	-	-	PUNCT
ajceb-3363	186	25	set	set	NOUN
ajceb-3363	186	26	was	be	AUX
ajceb-3363	186	27	used	use	VERB
ajceb-3363	186	28	in	in	ADP
ajceb-3363	186	29	an	an	DET
ajceb-3363	186	30	application	application	NOUN
ajceb-3363	186	31	of	of	ADP
ajceb-3363	186	32	the	the	DET
ajceb-3363	186	33	developed	develop	VERB
ajceb-3363	186	34	framework	framework	NOUN
ajceb-3363	186	35	.	.	PUNCT
ajceb-3363	187	1	case	case	NOUN
ajceb-3363	187	2	-	-	PUNCT
ajceb-3363	187	3	study	study	NOUN
ajceb-3363	187	4	analysis	analysis	NOUN
ajceb-3363	187	5	utilised	utilise	VERB
ajceb-3363	187	6	20	20	NUM
ajceb-3363	187	7	previously	previously	ADV
ajceb-3363	187	8	catalogued	catalogue	VERB
ajceb-3363	187	9	building	building	NOUN
ajceb-3363	187	10	projects	project	NOUN
ajceb-3363	187	11	to	to	PART
ajceb-3363	187	12	test	test	VERB
ajceb-3363	187	13	the	the	DET
ajceb-3363	187	14	developed	develop	VERB
ajceb-3363	187	15	framework	framework	NOUN
ajceb-3363	187	16	and	and	CCONJ
ajceb-3363	187	17	sought	seek	VERB
ajceb-3363	187	18	to	to	PART
ajceb-3363	187	19	estimate	estimate	VERB
ajceb-3363	187	20	the	the	DET
ajceb-3363	187	21	total	total	ADJ
ajceb-3363	187	22	running	running	NOUN
ajceb-3363	187	23	cost	cost	NOUN
ajceb-3363	187	24	of	of	ADP
ajceb-3363	187	25	this	this	DET
ajceb-3363	187	26	data	data	NOUN
ajceb-3363	187	27	-	-	PUNCT
ajceb-3363	187	28	set	set	NOUN
ajceb-3363	187	29	.	.	PUNCT
ajceb-3363	188	1	two	two	NUM
ajceb-3363	188	2	methods	method	NOUN
ajceb-3363	188	3	were	be	AUX
ajceb-3363	188	4	used	use	VERB
ajceb-3363	188	5	to	to	PART
ajceb-3363	188	6	develop	develop	VERB
ajceb-3363	188	7	nn	nn	ADP
ajceb-3363	188	8	modelling	modelling	NOUN
ajceb-3363	188	9	;	;	PUNCT
ajceb-3363	188	10	back	back	NOUN
ajceb-3363	188	11	-	-	PUNCT
ajceb-3363	188	12	propagation	propagation	NOUN
ajceb-3363	188	13	and	and	CCONJ
ajceb-3363	188	14	spread	spread	NOUN
ajceb-3363	188	15	-	-	PUNCT
ajceb-3363	188	16	sheeting	sheeting	NOUN
ajceb-3363	188	17	using	use	VERB
ajceb-3363	188	18	excel	excel	NOUN
ajceb-3363	188	19	solver	solver	NOUN
ajceb-3363	188	20	.	.	PUNCT
ajceb-3363	189	1	both	both	DET
ajceb-3363	189	2	nns	nn	NOUN
ajceb-3363	189	3	modelling	model	VERB
ajceb-3363	189	4	techniques	technique	NOUN
ajceb-3363	189	5	were	be	AUX
ajceb-3363	189	6	able	able	ADJ
ajceb-3363	189	7	to	to	PART
ajceb-3363	189	8	provide	provide	VERB
ajceb-3363	189	9	reliable	reliable	ADJ
ajceb-3363	189	10	results	result	NOUN
ajceb-3363	189	11	.	.	PUNCT
ajceb-3363	190	1	it	it	PRON
ajceb-3363	190	2	is	be	AUX
ajceb-3363	190	3	suggested	suggest	VERB
ajceb-3363	190	4	that	that	SCONJ
ajceb-3363	190	5	these	these	DET
ajceb-3363	190	6	encouraging	encouraging	ADJ
ajceb-3363	190	7	findings	finding	NOUN
ajceb-3363	190	8	indicating	indicate	VERB
ajceb-3363	190	9	improvements	improvement	NOUN
ajceb-3363	190	10	in	in	ADP
ajceb-3363	190	11	a	a	DET
ajceb-3363	190	12	more	more	ADV
ajceb-3363	190	13	reliable	reliable	ADJ
ajceb-3363	190	14	estimation	estimation	NOUN
ajceb-3363	190	15	process	process	NOUN
ajceb-3363	190	16	be	be	AUX
ajceb-3363	190	17	further	far	ADV
ajceb-3363	190	18	compared	compare	VERB
ajceb-3363	190	19	by	by	ADP
ajceb-3363	190	20	multiple	multiple	ADJ
ajceb-3363	190	21	-	-	PUNCT
ajceb-3363	190	22	regression	regression	NOUN
ajceb-3363	190	23	modelling	modelling	NOUN
ajceb-3363	190	24	.	.	PUNCT
ajceb-3363	191	1	references	reference	NOUN
ajceb-3363	191	2	al	al	PROPN
ajceb-3363	191	3	-	-	PUNCT
ajceb-3363	191	4	hajj	hajj	PROPN
ajceb-3363	191	5	,	,	PUNCT
ajceb-3363	191	6	a.	a.	NOUN
ajceb-3363	191	7	(	(	PUNCT
ajceb-3363	191	8	1991	1991	NUM
ajceb-3363	191	9	)	)	PUNCT
ajceb-3363	191	10	simple	simple	ADJ
ajceb-3363	191	11	cost	cost	NOUN
ajceb-3363	191	12	-	-	PUNCT
ajceb-3363	191	13	significant	significant	ADJ
ajceb-3363	191	14	models	model	NOUN
ajceb-3363	191	15	for	for	ADP
ajceb-3363	191	16	total	total	ADJ
ajceb-3363	191	17	life	life	NOUN
ajceb-3363	191	18	-	-	PUNCT
ajceb-3363	191	19	cycle	cycle	NOUN
ajceb-3363	191	20	costing	costing	NOUN
ajceb-3363	191	21	in	in	ADP
ajceb-3363	191	22	buildings	building	NOUN
ajceb-3363	191	23	,	,	PUNCT
ajceb-3363	191	24	unpublished	unpublished	ADJ
ajceb-3363	191	25	thesis	thesis	NOUN
ajceb-3363	191	26	(	(	PUNCT
ajceb-3363	191	27	unpublished	unpublished	ADJ
ajceb-3363	191	28	phd	phd	NOUN
ajceb-3363	191	29	thesis	thesis	NOUN
ajceb-3363	191	30	)	)	PUNCT
ajceb-3363	191	31	,	,	PUNCT
ajceb-3363	191	32	university	university	NOUN
ajceb-3363	191	33	of	of	ADP
ajceb-3363	191	34	dundee	dundee	PROPN
ajceb-3363	191	35	.	.	PUNCT
ajceb-3363	192	1	al	al	PROPN
ajceb-3363	192	2	-	-	PUNCT
ajceb-3363	192	3	hajj	hajj	PROPN
ajceb-3363	192	4	,	,	PUNCT
ajceb-3363	192	5	a.	a.	NOUN
ajceb-3363	192	6	and	and	CCONJ
ajceb-3363	192	7	horner	horner	PROPN
ajceb-3363	192	8	,	,	PUNCT
ajceb-3363	192	9	m.	m.	NOUN
ajceb-3363	192	10	w.	w.	PROPN
ajceb-3363	192	11	(	(	PUNCT
ajceb-3363	192	12	1998	1998	NUM
ajceb-3363	192	13	)	)	PUNCT
ajceb-3363	192	14	'	'	PUNCT
ajceb-3363	192	15	modelling	model	VERB
ajceb-3363	192	16	the	the	DET
ajceb-3363	192	17	running	running	NOUN
ajceb-3363	192	18	costs	cost	NOUN
ajceb-3363	192	19	of	of	ADP
ajceb-3363	192	20	buildings	building	NOUN
ajceb-3363	192	21	'	'	PART
ajceb-3363	192	22	,	,	PUNCT
ajceb-3363	192	23	construction	construction	NOUN
ajceb-3363	192	24	management	management	NOUN
ajceb-3363	192	25	and	and	CCONJ
ajceb-3363	192	26	economics	economic	NOUN
ajceb-3363	192	27	,	,	PUNCT
ajceb-3363	192	28	16	16	NUM
ajceb-3363	192	29	(	(	PUNCT
ajceb-3363	192	30	4	4	NUM
ajceb-3363	192	31	)	)	PUNCT
ajceb-3363	192	32	,	,	PUNCT
ajceb-3363	192	33	459	459	NUM
ajceb-3363	192	34	-	-	SYM
ajceb-3363	192	35	470	470	NUM
ajceb-3363	192	36	.	.	PUNCT
ajceb-3363	192	37	ali	ali	PROPN
ajceb-3363	192	38	,	,	PUNCT
ajceb-3363	192	39	a.	a.	PROPN
ajceb-3363	192	40	,	,	PUNCT
ajceb-3363	192	41	ahmad	ahmad	PROPN
ajceb-3363	192	42	,	,	PUNCT
ajceb-3363	192	43	h.	h.	PROPN
ajceb-3363	192	44	and	and	CCONJ
ajceb-3363	192	45	raymond	raymond	PROPN
ajceb-3363	192	46	,	,	PUNCT
ajceb-3363	192	47	j.	j.	PROPN
ajceb-3363	192	48	(	(	PUNCT
ajceb-3363	192	49	2011	2011	NUM
ajceb-3363	192	50	)	)	PUNCT
ajceb-3363	192	51	bridge	bridge	NOUN
ajceb-3363	192	52	life	life	NOUN
ajceb-3363	192	53	-	-	PUNCT
ajceb-3363	192	54	cycle	cycle	NOUN
ajceb-3363	192	55	cost	cost	NOUN
ajceb-3363	192	56	analysis	analysis	NOUN
ajceb-3363	192	57	using	use	VERB
ajceb-3363	192	58	artificial	artificial	ADJ
ajceb-3363	192	59	neural	neural	ADJ
ajceb-3363	192	60	networks	network	NOUN
ajceb-3363	192	61	,	,	PUNCT
ajceb-3363	192	62	translated	translate	VERB
ajceb-3363	192	63	by	by	ADP
ajceb-3363	192	64	france	france	PROPN
ajceb-3363	192	65	.	.	PUNCT
ajceb-3363	193	1	australasian	australasian	ADJ
ajceb-3363	193	2	journal	journal	NOUN
ajceb-3363	193	3	of	of	ADP
ajceb-3363	193	4	construction	construction	NOUN
ajceb-3363	193	5	economics	economic	NOUN
ajceb-3363	193	6	and	and	CCONJ
ajceb-3363	193	7	building	building	NOUN
ajceb-3363	193	8	alqahtani	alqahtani	PROPN
ajceb-3363	193	9	,	,	PUNCT
ajceb-3363	193	10	a	a	PRON
ajceb-3363	193	11	and	and	CCONJ
ajceb-3363	193	12	whyte	whyte	NOUN
ajceb-3363	193	13	,	,	PUNCT
ajceb-3363	193	14	a	a	DET
ajceb-3363	193	15	(	(	PUNCT
ajceb-3363	193	16	2013	2013	NUM
ajceb-3363	193	17	)	)	PUNCT
ajceb-3363	193	18	‘	'	PUNCT
ajceb-3363	193	19	artificial	artificial	ADJ
ajceb-3363	193	20	neural	neural	ADJ
ajceb-3363	193	21	networks	network	NOUN
ajceb-3363	193	22	incorporating	incorporate	VERB
ajceb-3363	193	23	cost	cost	VERB
ajceb-3363	193	24	significant	significant	ADJ
ajceb-3363	193	25	items	item	NOUN
ajceb-3363	193	26	towards	towards	ADP
ajceb-3363	193	27	enhancing	enhance	VERB
ajceb-3363	193	28	estimation	estimation	NOUN
ajceb-3363	193	29	for	for	ADP
ajceb-3363	193	30	(	(	PUNCT
ajceb-3363	193	31	life	life	NOUN
ajceb-3363	193	32	-	-	PUNCT
ajceb-3363	193	33	cycle	cycle	NOUN
ajceb-3363	193	34	)	)	PUNCT
ajceb-3363	193	35	costing	costing	NOUN
ajceb-3363	193	36	of	of	ADP
ajceb-3363	193	37	construction	construction	NOUN
ajceb-3363	193	38	projects	project	NOUN
ajceb-3363	193	39	’	'	PUNCT
ajceb-3363	193	40	,	,	PUNCT
ajceb-3363	193	41	australasian	australasian	ADJ
ajceb-3363	193	42	journal	journal	NOUN
ajceb-3363	193	43	of	of	ADP
ajceb-3363	193	44	construction	construction	NOUN
ajceb-3363	193	45	economics	economic	NOUN
ajceb-3363	193	46	and	and	CCONJ
ajceb-3363	193	47	building	building	NOUN
ajceb-3363	193	48	,	,	PUNCT
ajceb-3363	193	49	13	13	NUM
ajceb-3363	193	50	(	(	PUNCT
ajceb-3363	193	51	3	3	NUM
ajceb-3363	193	52	)	)	PUNCT
ajceb-3363	193	53	51	51	NUM
ajceb-3363	193	54	-	-	SYM
ajceb-3363	193	55	64	64	NUM
ajceb-3363	193	56	63	63	NUM
ajceb-3363	193	57	anurag	anurag	PROPN
ajceb-3363	193	58	shankar	shankar	PROPN
ajceb-3363	193	59	,	,	PUNCT
ajceb-3363	193	60	k.	k.	PROPN
ajceb-3363	193	61	,	,	PUNCT
ajceb-3363	193	62	el	el	PROPN
ajceb-3363	193	63	-	-	NOUN
ajceb-3363	193	64	gafy	gafy	NOUN
ajceb-3363	193	65	,	,	PUNCT
ajceb-3363	193	66	m.	m.	NOUN
ajceb-3363	193	67	a.	a.	NOUN
ajceb-3363	193	68	and	and	CCONJ
ajceb-3363	193	69	abdelhamid	abdelhamid	ADJ
ajceb-3363	193	70	,	,	PUNCT
ajceb-3363	193	71	t.	t.	PROPN
ajceb-3363	193	72	s.	s.	PROPN
ajceb-3363	193	73	(	(	PUNCT
ajceb-3363	193	74	2010	2010	NUM
ajceb-3363	193	75	)	)	PUNCT
ajceb-3363	194	1	'	'	PUNCT
ajceb-3363	194	2	suitability	suitability	NOUN
ajceb-3363	194	3	of	of	ADP
ajceb-3363	194	4	life	life	NOUN
ajceb-3363	194	5	cycle	cycle	NOUN
ajceb-3363	194	6	cost	cost	NOUN
ajceb-3363	194	7	analysis	analysis	NOUN
ajceb-3363	194	8	(	(	PUNCT
ajceb-3363	194	9	lcca	lcca	ADJ
ajceb-3363	194	10	)	)	PUNCT
ajceb-3363	194	11	as	as	ADP
ajceb-3363	194	12	asset	asset	NOUN
ajceb-3363	194	13	management	management	NOUN
ajceb-3363	194	14	tools	tool	NOUN
ajceb-3363	194	15	for	for	ADP
ajceb-3363	194	16	institutional	institutional	ADJ
ajceb-3363	194	17	buildings	building	NOUN
ajceb-3363	194	18	'	'	PART
ajceb-3363	194	19	,	,	PUNCT
ajceb-3363	194	20	journal	journal	NOUN
ajceb-3363	194	21	of	of	ADP
ajceb-3363	194	22	facilities	facility	NOUN
ajceb-3363	194	23	management	management	NOUN
ajceb-3363	194	24	,	,	PUNCT
ajceb-3363	194	25	8	8	NUM
ajceb-3363	194	26	(	(	PUNCT
ajceb-3363	194	27	3	3	NUM
ajceb-3363	194	28	)	)	PUNCT
ajceb-3363	194	29	,	,	PUNCT
ajceb-3363	194	30	162	162	NUM
ajceb-3363	194	31	-	-	SYM
ajceb-3363	194	32	178	178	NUM
ajceb-3363	194	33	.	.	PUNCT
ajceb-3363	195	1	arafa	arafa	PROPN
ajceb-3363	195	2	,	,	PUNCT
ajceb-3363	195	3	m.	m.	NOUN
ajceb-3363	195	4	and	and	CCONJ
ajceb-3363	195	5	alqedra	alqedra	PROPN
ajceb-3363	195	6	,	,	PUNCT
ajceb-3363	195	7	m.	m.	NOUN
ajceb-3363	195	8	(	(	PUNCT
ajceb-3363	195	9	2011	2011	NUM
ajceb-3363	195	10	)	)	PUNCT
ajceb-3363	195	11	'	'	PUNCT
ajceb-3363	195	12	early	early	ADJ
ajceb-3363	195	13	stage	stage	NOUN
ajceb-3363	195	14	cost	cost	NOUN
ajceb-3363	195	15	estimation	estimation	NOUN
ajceb-3363	195	16	of	of	ADP
ajceb-3363	195	17	buildings	building	NOUN
ajceb-3363	195	18	construction	construction	NOUN
ajceb-3363	195	19	projects	project	NOUN
ajceb-3363	195	20	using	use	VERB
ajceb-3363	195	21	artificial	artificial	ADJ
ajceb-3363	195	22	neural	neural	ADJ
ajceb-3363	195	23	networks	network	NOUN
ajceb-3363	195	24	'	'	PART
ajceb-3363	195	25	,	,	PUNCT
ajceb-3363	195	26	j.	j.	PROPN
ajceb-3363	195	27	artifi	artifi	PROPN
ajceb-3363	195	28	.	.	PUNCT
ajceb-3363	196	1	intell	intell	PROPN
ajceb-3363	196	2	,	,	PUNCT
ajceb-3363	196	3	4	4	NUM
ajceb-3363	196	4	(	(	PUNCT
ajceb-3363	196	5	1	1	NUM
ajceb-3363	196	6	)	)	PUNCT
ajceb-3363	196	7	,	,	PUNCT
ajceb-3363	196	8	63	63	NUM
ajceb-3363	196	9	-	-	SYM
ajceb-3363	196	10	75	75	NUM
ajceb-3363	196	11	.	.	PUNCT
ajceb-3363	197	1	asif	asif	NOUN
ajceb-3363	197	2	,	,	PUNCT
ajceb-3363	197	3	m.	m.	NOUN
ajceb-3363	197	4	(	(	PUNCT
ajceb-3363	197	5	1988	1988	NUM
ajceb-3363	197	6	)	)	PUNCT
ajceb-3363	197	7	simple	simple	ADJ
ajceb-3363	197	8	generic	generic	ADJ
ajceb-3363	197	9	models	model	NOUN
ajceb-3363	197	10	for	for	ADP
ajceb-3363	197	11	cost	cost	NOUN
ajceb-3363	197	12	-	-	PUNCT
ajceb-3363	197	13	significant	significant	ADJ
ajceb-3363	197	14	estimating	estimating	NOUN
ajceb-3363	197	15	of	of	ADP
ajceb-3363	197	16	construction	construction	NOUN
ajceb-3363	197	17	project	project	NOUN
ajceb-3363	197	18	costs	cost	NOUN
ajceb-3363	197	19	,	,	PUNCT
ajceb-3363	197	20	university	university	NOUN
ajceb-3363	197	21	of	of	ADP
ajceb-3363	197	22	dundee	dundee	PROPN
ajceb-3363	197	23	.	.	PUNCT
ajceb-3363	198	1	chang	chang	PROPN
ajceb-3363	198	2	sian	sian	PROPN
ajceb-3363	198	3	,	,	PUNCT
ajceb-3363	198	4	l.	l.	PROPN
ajceb-3363	198	5	,	,	PUNCT
ajceb-3363	198	6	pei	pei	PROPN
ajceb-3363	198	7	jia	jia	PROPN
ajceb-3363	198	8	,	,	PUNCT
ajceb-3363	198	9	c.	c.	PROPN
ajceb-3363	198	10	and	and	CCONJ
ajceb-3363	198	11	sy	sy	INTJ
ajceb-3363	198	12	jye	jye	ADJ
ajceb-3363	198	13	,	,	PUNCT
ajceb-3363	198	14	g.	g.	PROPN
ajceb-3363	198	15	(	(	PUNCT
ajceb-3363	198	16	2010	2010	NUM
ajceb-3363	198	17	)	)	PUNCT
ajceb-3363	198	18	application	application	NOUN
ajceb-3363	198	19	of	of	ADP
ajceb-3363	198	20	back	back	ADJ
ajceb-3363	198	21	-	-	PUNCT
ajceb-3363	198	22	propagation	propagation	NOUN
ajceb-3363	198	23	artificial	artificial	ADJ
ajceb-3363	198	24	neural	neural	ADJ
ajceb-3363	198	25	network	network	NOUN
ajceb-3363	198	26	to	to	PART
ajceb-3363	198	27	predict	predict	VERB
ajceb-3363	198	28	maintenance	maintenance	NOUN
ajceb-3363	198	29	costs	cost	NOUN
ajceb-3363	198	30	and	and	CCONJ
ajceb-3363	198	31	budget	budget	NOUN
ajceb-3363	198	32	for	for	ADP
ajceb-3363	198	33	university	university	NOUN
ajceb-3363	198	34	buildings	building	NOUN
ajceb-3363	198	35	,	,	PUNCT
ajceb-3363	198	36	translated	translate	VERB
ajceb-3363	198	37	by	by	ADP
ajceb-3363	198	38	1546	1546	NUM
ajceb-3363	198	39	-	-	SYM
ajceb-3363	198	40	1551	1551	NUM
ajceb-3363	198	41	.	.	PUNCT
ajceb-3363	199	1	cheng	cheng	PROPN
ajceb-3363	199	2	,	,	PUNCT
ajceb-3363	199	3	m.-y	m.-y	PROPN
ajceb-3363	199	4	.	.	PUNCT
ajceb-3363	199	5	,	,	PUNCT
ajceb-3363	199	6	tsai	tsai	PROPN
ajceb-3363	199	7	,	,	PUNCT
ajceb-3363	199	8	h.-c	h.-c	PROPN
ajceb-3363	199	9	.	.	PUNCT
ajceb-3363	199	10	and	and	CCONJ
ajceb-3363	199	11	sudjono	sudjono	PROPN
ajceb-3363	199	12	,	,	PUNCT
ajceb-3363	199	13	e.	e.	PROPN
ajceb-3363	199	14	(	(	PUNCT
ajceb-3363	199	15	2010	2010	NUM
ajceb-3363	199	16	)	)	PUNCT
ajceb-3363	199	17	'	'	PUNCT
ajceb-3363	199	18	conceptual	conceptual	ADJ
ajceb-3363	199	19	cost	cost	NOUN
ajceb-3363	199	20	estimates	estimate	NOUN
ajceb-3363	199	21	using	use	VERB
ajceb-3363	199	22	evolutionary	evolutionary	ADJ
ajceb-3363	199	23	fuzzy	fuzzy	ADJ
ajceb-3363	199	24	hybrid	hybrid	ADJ
ajceb-3363	199	25	neural	neural	ADJ
ajceb-3363	199	26	network	network	NOUN
ajceb-3363	199	27	for	for	ADP
ajceb-3363	199	28	projects	project	NOUN
ajceb-3363	199	29	in	in	ADP
ajceb-3363	199	30	construction	construction	NOUN
ajceb-3363	199	31	industry	industry	NOUN
ajceb-3363	199	32	'	'	PART
ajceb-3363	199	33	,	,	PUNCT
ajceb-3363	199	34	expert	expert	NOUN
ajceb-3363	199	35	systems	system	NOUN
ajceb-3363	199	36	with	with	ADP
ajceb-3363	199	37	applications	application	NOUN
ajceb-3363	199	38	,	,	PUNCT
ajceb-3363	199	39	37	37	NUM
ajceb-3363	199	40	(	(	PUNCT
ajceb-3363	199	41	6	6	NUM
ajceb-3363	199	42	)	)	PUNCT
ajceb-3363	199	43	,	,	PUNCT
ajceb-3363	199	44	4224	4224	NUM
ajceb-3363	199	45	-	-	SYM
ajceb-3363	199	46	4231	4231	NUM
ajceb-3363	199	47	.	.	PUNCT
ajceb-3363	200	1	duch	duch	PROPN
ajceb-3363	200	2	,	,	PUNCT
ajceb-3363	200	3	w.	w.	PROPN
ajceb-3363	200	4	and	and	CCONJ
ajceb-3363	200	5	jankowski	jankowski	PROPN
ajceb-3363	200	6	,	,	PUNCT
ajceb-3363	200	7	n.	n.	PROPN
ajceb-3363	200	8	(	(	PUNCT
ajceb-3363	200	9	1999	1999	NUM
ajceb-3363	200	10	)	)	PUNCT
ajceb-3363	200	11	'	'	PUNCT
ajceb-3363	200	12	survey	survey	NOUN
ajceb-3363	200	13	of	of	ADP
ajceb-3363	200	14	neural	neural	ADJ
ajceb-3363	200	15	transfer	transfer	NOUN
ajceb-3363	200	16	functions	function	NOUN
ajceb-3363	200	17	'	'	PART
ajceb-3363	200	18	,	,	PUNCT
ajceb-3363	200	19	neural	neural	ADJ
ajceb-3363	200	20	computing	computing	NOUN
ajceb-3363	200	21	surveys	survey	NOUN
ajceb-3363	200	22	,	,	PUNCT
ajceb-3363	200	23	2	2	NUM
ajceb-3363	200	24	,	,	PUNCT
ajceb-3363	200	25	163	163	NUM
ajceb-3363	200	26	-	-	SYM
ajceb-3363	200	27	213	213	NUM
ajceb-3363	200	28	.	.	PUNCT
ajceb-3363	201	1	ehab	ehab	PROPN
ajceb-3363	201	2	,	,	PUNCT
ajceb-3363	201	3	e.	e.	PROPN
ajceb-3363	201	4	,	,	PUNCT
ajceb-3363	201	5	hazem	hazem	PROPN
ajceb-3363	201	6	,	,	PUNCT
ajceb-3363	201	7	m.	m.	NOUN
ajceb-3363	201	8	and	and	CCONJ
ajceb-3363	201	9	hosny	hosny	PROPN
ajceb-3363	201	10	,	,	PUNCT
ajceb-3363	201	11	m.	m.	NOUN
ajceb-3363	201	12	(	(	PUNCT
ajceb-3363	201	13	2009	2009	NUM
ajceb-3363	201	14	)	)	PUNCT
ajceb-3363	201	15	'	'	PUNCT
ajceb-3363	201	16	the	the	DET
ajceb-3363	201	17	neural	neural	ADJ
ajceb-3363	201	18	network	network	NOUN
ajceb-3363	201	19	model	model	NOUN
ajceb-3363	201	20	for	for	ADP
ajceb-3363	201	21	predicting	predict	VERB
ajceb-3363	201	22	the	the	DET
ajceb-3363	201	23	financing	financing	NOUN
ajceb-3363	201	24	cost	cost	NOUN
ajceb-3363	201	25	for	for	ADP
ajceb-3363	201	26	construction	construction	NOUN
ajceb-3363	201	27	projects	project	NOUN
ajceb-3363	201	28	'	'	PART
ajceb-3363	201	29	,	,	PUNCT
ajceb-3363	201	30	international	international	ADJ
ajceb-3363	201	31	journal	journal	NOUN
ajceb-3363	201	32	of	of	ADP
ajceb-3363	201	33	project	project	NOUN
ajceb-3363	201	34	organisation	organisation	NOUN
ajceb-3363	201	35	and	and	CCONJ
ajceb-3363	201	36	management	management	NOUN
ajceb-3363	201	37	,	,	PUNCT
ajceb-3363	201	38	1	1	NUM
ajceb-3363	201	39	(	(	PUNCT
ajceb-3363	201	40	3	3	NUM
ajceb-3363	201	41	)	)	PUNCT
ajceb-3363	201	42	.	.	PUNCT
ajceb-3363	202	1	elcin	elcin	PROPN
ajceb-3363	202	2	,	,	PUNCT
ajceb-3363	202	3	t.	t.	PROPN
ajceb-3363	202	4	and	and	CCONJ
ajceb-3363	202	5	hakan	hakan	PROPN
ajceb-3363	202	6	,	,	PUNCT
ajceb-3363	202	7	y.	y.	PROPN
ajceb-3363	202	8	(	(	PUNCT
ajceb-3363	202	9	2005	2005	NUM
ajceb-3363	202	10	)	)	PUNCT
ajceb-3363	202	11	'	'	PUNCT
ajceb-3363	202	12	a	a	DET
ajceb-3363	202	13	building	building	NOUN
ajceb-3363	202	14	cost	cost	NOUN
ajceb-3363	202	15	estimation	estimation	NOUN
ajceb-3363	202	16	model	model	NOUN
ajceb-3363	202	17	based	base	VERB
ajceb-3363	202	18	on	on	ADP
ajceb-3363	202	19	cost	cost	NOUN
ajceb-3363	202	20	significant	significant	ADJ
ajceb-3363	202	21	work	work	NOUN
ajceb-3363	202	22	packages	package	NOUN
ajceb-3363	202	23	'	'	PART
ajceb-3363	202	24	,	,	PUNCT
ajceb-3363	202	25	engineering	engineering	NOUN
ajceb-3363	202	26	,	,	PUNCT
ajceb-3363	202	27	construction	construction	NOUN
ajceb-3363	202	28	and	and	CCONJ
ajceb-3363	202	29	architectural	architectural	ADJ
ajceb-3363	202	30	management	management	NOUN
ajceb-3363	202	31	,	,	PUNCT
ajceb-3363	202	32	12	12	NUM
ajceb-3363	202	33	(	(	PUNCT
ajceb-3363	202	34	3	3	NUM
ajceb-3363	202	35	)	)	PUNCT
ajceb-3363	202	36	,	,	PUNCT
ajceb-3363	202	37	251	251	NUM
ajceb-3363	202	38	-	-	SYM
ajceb-3363	202	39	263	263	NUM
ajceb-3363	202	40	.	.	PUNCT
ajceb-3363	203	1	elhag	elhag	NOUN
ajceb-3363	203	2	,	,	PUNCT
ajceb-3363	203	3	t.	t.	PROPN
ajceb-3363	203	4	m.	m.	PROPN
ajceb-3363	203	5	s.	s.	PROPN
ajceb-3363	203	6	,	,	PUNCT
ajceb-3363	203	7	boussabaine	boussabaine	NOUN
ajceb-3363	203	8	,	,	PUNCT
ajceb-3363	203	9	a.	a.	PROPN
ajceb-3363	203	10	h.	h.	PROPN
ajceb-3363	203	11	and	and	CCONJ
ajceb-3363	203	12	ballal	ballal	PROPN
ajceb-3363	203	13	,	,	PUNCT
ajceb-3363	203	14	t.	t.	PROPN
ajceb-3363	203	15	m.	m.	PROPN
ajceb-3363	203	16	a.	a.	PROPN
ajceb-3363	203	17	(	(	PUNCT
ajceb-3363	203	18	2005	2005	NUM
ajceb-3363	203	19	)	)	PUNCT
ajceb-3363	203	20	'	'	PUNCT
ajceb-3363	203	21	critical	critical	ADJ
ajceb-3363	203	22	determinants	determinant	NOUN
ajceb-3363	203	23	of	of	ADP
ajceb-3363	203	24	construction	construction	NOUN
ajceb-3363	203	25	tendering	tendering	NOUN
ajceb-3363	203	26	costs	cost	NOUN
ajceb-3363	203	27	:	:	PUNCT
ajceb-3363	203	28	quantity	quantity	NOUN
ajceb-3363	203	29	surveyors	surveyor	NOUN
ajceb-3363	203	30	’	’	PART
ajceb-3363	203	31	standpoint	standpoint	NOUN
ajceb-3363	203	32	'	'	PUNCT
ajceb-3363	203	33	,	,	PUNCT
ajceb-3363	203	34	international	international	ADJ
ajceb-3363	203	35	journal	journal	NOUN
ajceb-3363	203	36	of	of	ADP
ajceb-3363	203	37	project	project	NOUN
ajceb-3363	203	38	management	management	NOUN
ajceb-3363	203	39	,	,	PUNCT
ajceb-3363	203	40	23	23	NUM
ajceb-3363	203	41	(	(	PUNCT
ajceb-3363	203	42	7	7	NUM
ajceb-3363	203	43	)	)	PUNCT
ajceb-3363	203	44	,	,	PUNCT
ajceb-3363	203	45	538	538	NUM
ajceb-3363	203	46	-	-	SYM
ajceb-3363	203	47	545	545	NUM
ajceb-3363	203	48	.	.	PUNCT
ajceb-3363	204	1	fabrycky	fabrycky	PROPN
ajceb-3363	204	2	,	,	PUNCT
ajceb-3363	204	3	w.	w.	PROPN
ajceb-3363	204	4	j.	j.	PROPN
ajceb-3363	204	5	and	and	CCONJ
ajceb-3363	204	6	blanchard	blanchard	PROPN
ajceb-3363	204	7	,	,	PUNCT
ajceb-3363	204	8	b.	b.	PROPN
ajceb-3363	204	9	s.	s.	PROPN
ajceb-3363	204	10	(	(	PUNCT
ajceb-3363	204	11	1991	1991	NUM
ajceb-3363	204	12	)	)	PUNCT
ajceb-3363	204	13	life	life	NOUN
ajceb-3363	204	14	-	-	PUNCT
ajceb-3363	204	15	cycle	cycle	NOUN
ajceb-3363	204	16	cost	cost	NOUN
ajceb-3363	204	17	and	and	CCONJ
ajceb-3363	204	18	economic	economic	ADJ
ajceb-3363	204	19	analysis	analysis	NOUN
ajceb-3363	204	20	,	,	PUNCT
ajceb-3363	204	21	prentice	prentice	NOUN
ajceb-3363	204	22	hall	hall	PROPN
ajceb-3363	204	23	.	.	PUNCT
ajceb-3363	205	1	flanagan	flanagan	PROPN
ajceb-3363	205	2	,	,	PUNCT
ajceb-3363	205	3	r.	r.	PROPN
ajceb-3363	205	4	and	and	CCONJ
ajceb-3363	205	5	norman	norman	PROPN
ajceb-3363	205	6	,	,	PUNCT
ajceb-3363	205	7	g.	g.	PROPN
ajceb-3363	205	8	(	(	PUNCT
ajceb-3363	205	9	1993	1993	NUM
ajceb-3363	205	10	)	)	PUNCT
ajceb-3363	205	11	risk	risk	NOUN
ajceb-3363	205	12	management	management	NOUN
ajceb-3363	205	13	and	and	CCONJ
ajceb-3363	205	14	construction	construction	NOUN
ajceb-3363	205	15	,	,	PUNCT
ajceb-3363	205	16	john	john	PROPN
ajceb-3363	205	17	wiley	wiley	PROPN
ajceb-3363	205	18	&	&	CCONJ
ajceb-3363	205	19	sons	sons	PROPN
ajceb-3363	205	20	.	.	PUNCT
ajceb-3363	206	1	hashem	hashem	PROPN
ajceb-3363	206	2	al	al	PROPN
ajceb-3363	206	3	-	-	PUNCT
ajceb-3363	206	4	tabtabai	tabtabai	PROPN
ajceb-3363	206	5	,	,	PUNCT
ajceb-3363	206	6	a.	a.	NOUN
ajceb-3363	206	7	p.	p.	NOUN
ajceb-3363	206	8	a.	a.	NOUN
ajceb-3363	206	9	m.	m.	PROPN
ajceb-3363	206	10	t.	t.	PROPN
ajceb-3363	206	11	(	(	PUNCT
ajceb-3363	206	12	1999	1999	NUM
ajceb-3363	206	13	)	)	PUNCT
ajceb-3363	206	14	'	'	PUNCT
ajceb-3363	206	15	preliminary	preliminary	ADJ
ajceb-3363	206	16	cost	cost	NOUN
ajceb-3363	206	17	estimation	estimation	NOUN
ajceb-3363	206	18	of	of	ADP
ajceb-3363	206	19	highway	highway	NOUN
ajceb-3363	206	20	construction	construction	NOUN
ajceb-3363	206	21	using	use	VERB
ajceb-3363	206	22	neural	neural	ADJ
ajceb-3363	206	23	networks	network	NOUN
ajceb-3363	206	24	'	'	PART
ajceb-3363	206	25	,	,	PUNCT
ajceb-3363	206	26	cost	cost	NOUN
ajceb-3363	206	27	engineering	engineering	NOUN
ajceb-3363	206	28	,	,	PUNCT
ajceb-3363	206	29	41	41	NUM
ajceb-3363	206	30	(	(	PUNCT
ajceb-3363	206	31	3	3	NUM
ajceb-3363	206	32	)	)	PUNCT
ajceb-3363	206	33	,	,	PUNCT
ajceb-3363	206	34	19	19	NUM
ajceb-3363	206	35	-	-	SYM
ajceb-3363	206	36	24	24	NUM
ajceb-3363	206	37	.	.	PUNCT
ajceb-3363	207	1	hegazy	hegazy	PROPN
ajceb-3363	207	2	,	,	PUNCT
ajceb-3363	207	3	t.	t.	PROPN
ajceb-3363	207	4	and	and	CCONJ
ajceb-3363	207	5	ayed	aye	VERB
ajceb-3363	207	6	,	,	PUNCT
ajceb-3363	207	7	a.	a.	NOUN
ajceb-3363	207	8	(	(	PUNCT
ajceb-3363	207	9	1998	1998	NUM
ajceb-3363	207	10	)	)	PUNCT
ajceb-3363	207	11	'	'	PUNCT
ajceb-3363	207	12	neural	neural	ADJ
ajceb-3363	207	13	network	network	NOUN
ajceb-3363	207	14	model	model	NOUN
ajceb-3363	207	15	for	for	ADP
ajceb-3363	207	16	parametric	parametric	ADJ
ajceb-3363	207	17	cost	cost	NOUN
ajceb-3363	207	18	estimation	estimation	NOUN
ajceb-3363	207	19	of	of	ADP
ajceb-3363	207	20	highway	highway	NOUN
ajceb-3363	207	21	projects	project	NOUN
ajceb-3363	207	22	'	'	PART
ajceb-3363	207	23	,	,	PUNCT
ajceb-3363	207	24	journal	journal	NOUN
ajceb-3363	207	25	of	of	ADP
ajceb-3363	207	26	construction	construction	NOUN
ajceb-3363	207	27	engineering	engineering	NOUN
ajceb-3363	207	28	and	and	CCONJ
ajceb-3363	207	29	management	management	NOUN
ajceb-3363	207	30	,	,	PUNCT
ajceb-3363	207	31	124	124	NUM
ajceb-3363	207	32	(	(	PUNCT
ajceb-3363	207	33	3	3	NUM
ajceb-3363	207	34	)	)	PUNCT
ajceb-3363	207	35	,	,	PUNCT
ajceb-3363	207	36	210	210	NUM
ajceb-3363	207	37	-	-	SYM
ajceb-3363	207	38	218	218	NUM
ajceb-3363	207	39	.	.	PUNCT
ajceb-3363	208	1	horner	horner	PROPN
ajceb-3363	208	2	,	,	PUNCT
ajceb-3363	208	3	m.	m.	NOUN
ajceb-3363	208	4	and	and	CCONJ
ajceb-3363	208	5	zakieh	zakieh	PROPN
ajceb-3363	208	6	,	,	PUNCT
ajceb-3363	208	7	r.	r.	PROPN
ajceb-3363	208	8	(	(	PUNCT
ajceb-3363	208	9	1996	1996	NUM
ajceb-3363	208	10	)	)	PUNCT
ajceb-3363	208	11	'	'	PUNCT
ajceb-3363	208	12	characteristic	characteristic	ADJ
ajceb-3363	208	13	items	item	NOUN
ajceb-3363	208	14	a	a	DET
ajceb-3363	208	15	new	new	ADJ
ajceb-3363	208	16	approach	approach	NOUN
ajceb-3363	208	17	to	to	ADP
ajceb-3363	208	18	pricing	pricing	NOUN
ajceb-3363	208	19	and	and	CCONJ
ajceb-3363	208	20	controlling	control	VERB
ajceb-3363	208	21	construction	construction	NOUN
ajceb-3363	208	22	projects	project	NOUN
ajceb-3363	208	23	'	'	PART
ajceb-3363	208	24	,	,	PUNCT
ajceb-3363	208	25	construction	construction	NOUN
ajceb-3363	208	26	management	management	NOUN
ajceb-3363	208	27	and	and	CCONJ
ajceb-3363	208	28	economics	economic	NOUN
ajceb-3363	208	29	,	,	PUNCT
ajceb-3363	208	30	14	14	NUM
ajceb-3363	208	31	(	(	PUNCT
ajceb-3363	208	32	3	3	NUM
ajceb-3363	208	33	)	)	PUNCT
ajceb-3363	208	34	,	,	PUNCT
ajceb-3363	208	35	241	241	NUM
ajceb-3363	208	36	-	-	SYM
ajceb-3363	208	37	252	252	NUM
ajceb-3363	208	38	.	.	PUNCT
ajceb-3363	209	1	ismaail	ismaail	PROPN
ajceb-3363	209	2	,	,	PUNCT
ajceb-3363	209	3	e.	e.	PROPN
ajceb-3363	209	4	,	,	PUNCT
ajceb-3363	209	5	hossam	hossam	PROPN
ajceb-3363	209	6	,	,	PUNCT
ajceb-3363	209	7	h.	h.	PROPN
ajceb-3363	209	8	and	and	CCONJ
ajceb-3363	209	9	mohammed	mohammed	PROPN
ajceb-3363	209	10	,	,	PUNCT
ajceb-3363	209	11	a.	a.	NOUN
ajceb-3363	209	12	(	(	PUNCT
ajceb-3363	209	13	2011	2011	NUM
ajceb-3363	209	14	)	)	PUNCT
ajceb-3363	209	15	'	'	PUNCT
ajceb-3363	209	16	a	a	DET
ajceb-3363	209	17	neural	neural	ADJ
ajceb-3363	209	18	network	network	NOUN
ajceb-3363	209	19	model	model	NOUN
ajceb-3363	209	20	for	for	ADP
ajceb-3363	209	21	construction	construction	NOUN
ajceb-3363	209	22	projects	project	NOUN
ajceb-3363	209	23	site	site	NOUN
ajceb-3363	209	24	overhead	overhead	ADJ
ajceb-3363	209	25	cost	cost	NOUN
ajceb-3363	209	26	estimating	estimate	VERB
ajceb-3363	209	27	in	in	ADP
ajceb-3363	209	28	egypt	egypt	PROPN
ajceb-3363	209	29	'	'	PART
ajceb-3363	209	30	,	,	PUNCT
ajceb-3363	209	31	international	international	ADJ
ajceb-3363	209	32	journal	journal	NOUN
ajceb-3363	209	33	of	of	ADP
ajceb-3363	209	34	computer	computer	NOUN
ajceb-3363	209	35	science	science	NOUN
ajceb-3363	209	36	,	,	PUNCT
ajceb-3363	209	37	8	8	NUM
ajceb-3363	209	38	(	(	PUNCT
ajceb-3363	209	39	3	3	NUM
ajceb-3363	209	40	)	)	PUNCT
ajceb-3363	209	41	,	,	PUNCT
ajceb-3363	209	42	273	273	NUM
ajceb-3363	209	43	.	.	PUNCT
ajceb-3363	210	1	kim	kim	PROPN
ajceb-3363	210	2	,	,	PUNCT
ajceb-3363	210	3	g.-h	g.-h	PROPN
ajceb-3363	210	4	.	.	PUNCT
ajceb-3363	210	5	,	,	PUNCT
ajceb-3363	210	6	an	an	PRON
ajceb-3363	210	7	,	,	PUNCT
ajceb-3363	210	8	s.-h	s.-h	NOUN
ajceb-3363	210	9	.	.	PUNCT
ajceb-3363	211	1	and	and	CCONJ
ajceb-3363	211	2	kang	kang	PROPN
ajceb-3363	211	3	,	,	PUNCT
ajceb-3363	211	4	k.-i	k.-i	PROPN
ajceb-3363	211	5	.	.	PUNCT
ajceb-3363	212	1	(	(	PUNCT
ajceb-3363	212	2	2004	2004	NUM
ajceb-3363	212	3	)	)	PUNCT
ajceb-3363	213	1	'	'	PUNCT
ajceb-3363	213	2	comparison	comparison	NOUN
ajceb-3363	213	3	of	of	ADP
ajceb-3363	213	4	construction	construction	NOUN
ajceb-3363	213	5	cost	cost	NOUN
ajceb-3363	213	6	estimating	estimating	NOUN
ajceb-3363	213	7	models	model	NOUN
ajceb-3363	213	8	based	base	VERB
ajceb-3363	213	9	on	on	ADP
ajceb-3363	213	10	regression	regression	NOUN
ajceb-3363	213	11	analysis	analysis	NOUN
ajceb-3363	213	12	,	,	PUNCT
ajceb-3363	213	13	neural	neural	ADJ
ajceb-3363	213	14	networks	network	NOUN
ajceb-3363	213	15	,	,	PUNCT
ajceb-3363	213	16	and	and	CCONJ
ajceb-3363	213	17	case	case	NOUN
ajceb-3363	213	18	-	-	PUNCT
ajceb-3363	213	19	based	base	VERB
ajceb-3363	213	20	reasoning	reasoning	NOUN
ajceb-3363	213	21	'	'	PUNCT
ajceb-3363	213	22	,	,	PUNCT
ajceb-3363	213	23	building	building	NOUN
ajceb-3363	213	24	and	and	CCONJ
ajceb-3363	213	25	environment	environment	NOUN
ajceb-3363	213	26	,	,	PUNCT
ajceb-3363	213	27	39	39	NUM
ajceb-3363	213	28	(	(	PUNCT
ajceb-3363	213	29	10	10	NUM
ajceb-3363	213	30	)	)	PUNCT
ajceb-3363	213	31	,	,	PUNCT
ajceb-3363	213	32	1235	1235	NUM
ajceb-3363	213	33	-	-	SYM
ajceb-3363	213	34	1242	1242	NUM
ajceb-3363	213	35	.	.	PUNCT
ajceb-3363	214	1	kim	kim	PROPN
ajceb-3363	214	2	,	,	PUNCT
ajceb-3363	214	3	g.	g.	PROPN
ajceb-3363	214	4	,	,	PUNCT
ajceb-3363	214	5	seo	seo	PROPN
ajceb-3363	214	6	,	,	PUNCT
ajceb-3363	214	7	d.	d.	PROPN
ajceb-3363	214	8	and	and	CCONJ
ajceb-3363	214	9	kang	kang	PROPN
ajceb-3363	214	10	,	,	PUNCT
ajceb-3363	214	11	k.	k.	PROPN
ajceb-3363	214	12	(	(	PUNCT
ajceb-3363	214	13	2005	2005	NUM
ajceb-3363	214	14	)	)	PUNCT
ajceb-3363	214	15	'	'	PUNCT
ajceb-3363	214	16	hybrid	hybrid	ADJ
ajceb-3363	214	17	models	model	NOUN
ajceb-3363	214	18	of	of	ADP
ajceb-3363	214	19	neural	neural	ADJ
ajceb-3363	214	20	networks	network	NOUN
ajceb-3363	214	21	and	and	CCONJ
ajceb-3363	214	22	genetic	genetic	ADJ
ajceb-3363	214	23	algorithms	algorithm	NOUN
ajceb-3363	214	24	for	for	ADP
ajceb-3363	214	25	predicting	predict	VERB
ajceb-3363	214	26	preliminary	preliminary	ADJ
ajceb-3363	214	27	cost	cost	NOUN
ajceb-3363	214	28	estimates	estimate	NOUN
ajceb-3363	214	29	'	'	PART
ajceb-3363	214	30	,	,	PUNCT
ajceb-3363	214	31	journal	journal	NOUN
ajceb-3363	214	32	of	of	ADP
ajceb-3363	214	33	computing	computing	NOUN
ajceb-3363	214	34	in	in	ADP
ajceb-3363	214	35	civil	civil	ADJ
ajceb-3363	214	36	engineering	engineering	NOUN
ajceb-3363	214	37	,	,	PUNCT
ajceb-3363	214	38	19	19	NUM
ajceb-3363	214	39	(	(	PUNCT
ajceb-3363	214	40	2	2	NUM
ajceb-3363	214	41	)	)	PUNCT
ajceb-3363	214	42	,	,	PUNCT
ajceb-3363	214	43	208	208	NUM
ajceb-3363	214	44	-	-	SYM
ajceb-3363	214	45	211	211	NUM
ajceb-3363	214	46	.	.	PUNCT
ajceb-3363	215	1	kirk	kirk	PROPN
ajceb-3363	215	2	,	,	PUNCT
ajceb-3363	215	3	s.	s.	PROPN
ajceb-3363	215	4	j.	j.	PROPN
ajceb-3363	215	5	(	(	PUNCT
ajceb-3363	215	6	1995	1995	NUM
ajceb-3363	215	7	)	)	PUNCT
ajceb-3363	215	8	life	life	NOUN
ajceb-3363	215	9	cycle	cycle	NOUN
ajceb-3363	215	10	costing	cost	VERB
ajceb-3363	215	11	for	for	ADP
ajceb-3363	215	12	design	design	NOUN
ajceb-3363	215	13	professionals	professional	NOUN
ajceb-3363	215	14	/	/	SYM
ajceb-3363	215	15	stephen	stephen	PROPN
ajceb-3363	215	16	j.	j.	PROPN
ajceb-3363	215	17	kirk	kirk	PROPN
ajceb-3363	215	18	,	,	PUNCT
ajceb-3363	215	19	alphonse	alphonse	PROPN
ajceb-3363	215	20	j.	j.	PROPN
ajceb-3363	215	21	dell'isola	dell'isola	PROPN
ajceb-3363	215	22	,	,	PUNCT
ajceb-3363	215	23	new	new	PROPN
ajceb-3363	215	24	york	york	PROPN
ajceb-3363	215	25	:	:	PUNCT
ajceb-3363	215	26	new	new	PROPN
ajceb-3363	215	27	york	york	PROPN
ajceb-3363	215	28	:	:	PUNCT
ajceb-3363	215	29	mcgraw	mcgraw	PROPN
ajceb-3363	215	30	-	-	PUNCT
ajceb-3363	215	31	hill	hill	NOUN
ajceb-3363	215	32	.	.	PUNCT
ajceb-3363	216	1	australasian	australasian	ADJ
ajceb-3363	216	2	journal	journal	NOUN
ajceb-3363	216	3	of	of	ADP
ajceb-3363	216	4	construction	construction	NOUN
ajceb-3363	216	5	economics	economic	NOUN
ajceb-3363	216	6	and	and	CCONJ
ajceb-3363	216	7	building	building	NOUN
ajceb-3363	216	8	alqahtani	alqahtani	PROPN
ajceb-3363	216	9	,	,	PUNCT
ajceb-3363	216	10	a	a	PRON
ajceb-3363	216	11	and	and	CCONJ
ajceb-3363	216	12	whyte	whyte	NOUN
ajceb-3363	216	13	,	,	PUNCT
ajceb-3363	216	14	a	a	DET
ajceb-3363	216	15	(	(	PUNCT
ajceb-3363	216	16	2013	2013	NUM
ajceb-3363	216	17	)	)	PUNCT
ajceb-3363	216	18	‘	'	PUNCT
ajceb-3363	216	19	artificial	artificial	ADJ
ajceb-3363	216	20	neural	neural	ADJ
ajceb-3363	216	21	networks	network	NOUN
ajceb-3363	216	22	incorporating	incorporate	VERB
ajceb-3363	216	23	cost	cost	VERB
ajceb-3363	216	24	significant	significant	ADJ
ajceb-3363	216	25	items	item	NOUN
ajceb-3363	216	26	towards	towards	ADP
ajceb-3363	216	27	enhancing	enhance	VERB
ajceb-3363	216	28	estimation	estimation	NOUN
ajceb-3363	216	29	for	for	ADP
ajceb-3363	216	30	(	(	PUNCT
ajceb-3363	216	31	life	life	NOUN
ajceb-3363	216	32	-	-	PUNCT
ajceb-3363	216	33	cycle	cycle	NOUN
ajceb-3363	216	34	)	)	PUNCT
ajceb-3363	216	35	costing	costing	NOUN
ajceb-3363	216	36	of	of	ADP
ajceb-3363	216	37	construction	construction	NOUN
ajceb-3363	216	38	projects	project	NOUN
ajceb-3363	216	39	’	'	PUNCT
ajceb-3363	216	40	,	,	PUNCT
ajceb-3363	216	41	australasian	australasian	ADJ
ajceb-3363	216	42	journal	journal	NOUN
ajceb-3363	216	43	of	of	ADP
ajceb-3363	216	44	construction	construction	NOUN
ajceb-3363	216	45	economics	economic	NOUN
ajceb-3363	216	46	and	and	CCONJ
ajceb-3363	216	47	building	building	NOUN
ajceb-3363	216	48	,	,	PUNCT
ajceb-3363	216	49	13	13	NUM
ajceb-3363	216	50	(	(	PUNCT
ajceb-3363	216	51	3	3	NUM
ajceb-3363	216	52	)	)	PUNCT
ajceb-3363	216	53	51	51	NUM
ajceb-3363	216	54	-	-	SYM
ajceb-3363	216	55	64	64	NUM
ajceb-3363	216	56	64	64	NUM
ajceb-3363	216	57	mackenzie	mackenzie	NOUN
ajceb-3363	216	58	,	,	PUNCT
ajceb-3363	216	59	m.	m.	NOUN
ajceb-3363	216	60	d.	d.	PROPN
ajceb-3363	216	61	and	and	CCONJ
ajceb-3363	216	62	briggs	briggs	PROPN
ajceb-3363	216	63	,	,	PUNCT
ajceb-3363	216	64	r.	r.	PROPN
ajceb-3363	216	65	(	(	PUNCT
ajceb-3363	216	66	2006	2006	NUM
ajceb-3363	216	67	)	)	PUNCT
ajceb-3363	216	68	'	'	PART
ajceb-3363	216	69	modelling	modelling	NOUN
ajceb-3363	216	70	and	and	CCONJ
ajceb-3363	216	71	simulation	simulation	NOUN
ajceb-3363	216	72	a	a	DET
ajceb-3363	216	73	profitable	profitable	ADJ
ajceb-3363	216	74	tool	tool	NOUN
ajceb-3363	216	75	for	for	ADP
ajceb-3363	216	76	all	all	DET
ajceb-3363	216	77	phases	phase	NOUN
ajceb-3363	216	78	of	of	ADP
ajceb-3363	216	79	the	the	DET
ajceb-3363	216	80	lifecycle	lifecycle	NOUN
ajceb-3363	216	81	engineering	engineering	NOUN
ajceb-3363	216	82	asset	asset	NOUN
ajceb-3363	216	83	management	management	NOUN
ajceb-3363	216	84	'	'	PUNCT
ajceb-3363	216	85	in	in	ADP
ajceb-3363	216	86	mathew	mathew	PROPN
ajceb-3363	216	87	,	,	PUNCT
ajceb-3363	216	88	j.	j.	PROPN
ajceb-3363	216	89	,	,	PUNCT
ajceb-3363	216	90	kennedy	kennedy	PROPN
ajceb-3363	216	91	,	,	PUNCT
ajceb-3363	216	92	j.	j.	PROPN
ajceb-3363	216	93	,	,	PUNCT
ajceb-3363	216	94	ma	ma	PROPN
ajceb-3363	216	95	,	,	PUNCT
ajceb-3363	216	96	l.	l.	PROPN
ajceb-3363	216	97	,	,	PUNCT
ajceb-3363	216	98	tan	tan	PROPN
ajceb-3363	216	99	,	,	PUNCT
ajceb-3363	216	100	a.	a.	PROPN
ajceb-3363	216	101	and	and	CCONJ
ajceb-3363	216	102	anderson	anderson	PROPN
ajceb-3363	216	103	,	,	PUNCT
ajceb-3363	216	104	d.	d.	PROPN
ajceb-3363	216	105	,	,	PUNCT
ajceb-3363	216	106	eds	eds	PROPN
ajceb-3363	216	107	.	.	PROPN
ajceb-3363	216	108	,	,	PUNCT
ajceb-3363	216	109	springer	springer	PROPN
ajceb-3363	216	110	london	london	PROPN
ajceb-3363	216	111	,	,	PUNCT
ajceb-3363	216	112	691	691	NUM
ajceb-3363	216	113	-	-	SYM
ajceb-3363	216	114	699	699	NUM
ajceb-3363	216	115	.	.	PUNCT
ajceb-3363	217	1	murat	murat	PROPN
ajceb-3363	217	2	günaydın	günaydın	PROPN
ajceb-3363	217	3	,	,	PUNCT
ajceb-3363	217	4	h.	h.	PROPN
ajceb-3363	217	5	and	and	CCONJ
ajceb-3363	217	6	zeynep	zeynep	PROPN
ajceb-3363	217	7	doğan	doğan	PROPN
ajceb-3363	217	8	,	,	PUNCT
ajceb-3363	217	9	s.	s.	PROPN
ajceb-3363	217	10	(	(	PUNCT
ajceb-3363	217	11	2004	2004	NUM
ajceb-3363	217	12	)	)	PUNCT
ajceb-3363	217	13	'	'	PUNCT
ajceb-3363	217	14	a	a	DET
ajceb-3363	217	15	neural	neural	ADJ
ajceb-3363	217	16	network	network	NOUN
ajceb-3363	217	17	approach	approach	NOUN
ajceb-3363	217	18	for	for	ADP
ajceb-3363	217	19	early	early	ADJ
ajceb-3363	217	20	cost	cost	NOUN
ajceb-3363	217	21	estimation	estimation	NOUN
ajceb-3363	217	22	of	of	ADP
ajceb-3363	217	23	structural	structural	ADJ
ajceb-3363	217	24	systems	system	NOUN
ajceb-3363	217	25	of	of	ADP
ajceb-3363	217	26	buildings	building	NOUN
ajceb-3363	217	27	'	'	PART
ajceb-3363	217	28	,	,	PUNCT
ajceb-3363	217	29	international	international	ADJ
ajceb-3363	217	30	journal	journal	NOUN
ajceb-3363	217	31	of	of	ADP
ajceb-3363	217	32	project	project	NOUN
ajceb-3363	217	33	management	management	NOUN
ajceb-3363	217	34	,	,	PUNCT
ajceb-3363	217	35	22	22	NUM
ajceb-3363	217	36	(	(	PUNCT
ajceb-3363	217	37	7	7	NUM
ajceb-3363	217	38	)	)	PUNCT
ajceb-3363	217	39	,	,	PUNCT
ajceb-3363	217	40	595	595	NUM
ajceb-3363	217	41	-	-	SYM
ajceb-3363	217	42	602	602	NUM
ajceb-3363	217	43	.	.	PUNCT
ajceb-3363	218	1	olubodun	olubodun	PROPN
ajceb-3363	218	2	,	,	PUNCT
ajceb-3363	218	3	f.	f.	PROPN
ajceb-3363	218	4	,	,	PUNCT
ajceb-3363	218	5	kangwa	kangwa	PROPN
ajceb-3363	218	6	,	,	PUNCT
ajceb-3363	218	7	j.	j.	PROPN
ajceb-3363	218	8	,	,	PUNCT
ajceb-3363	218	9	oladapo	oladapo	PROPN
ajceb-3363	218	10	,	,	PUNCT
ajceb-3363	218	11	a.	a.	NOUN
ajceb-3363	218	12	and	and	CCONJ
ajceb-3363	218	13	thompson	thompson	PROPN
ajceb-3363	218	14	,	,	PUNCT
ajceb-3363	218	15	j.	j.	PROPN
ajceb-3363	218	16	(	(	PUNCT
ajceb-3363	218	17	2010	2010	NUM
ajceb-3363	218	18	)	)	PUNCT
ajceb-3363	218	19	'	'	PUNCT
ajceb-3363	218	20	an	an	DET
ajceb-3363	218	21	appraisal	appraisal	NOUN
ajceb-3363	218	22	of	of	ADP
ajceb-3363	218	23	the	the	DET
ajceb-3363	218	24	level	level	NOUN
ajceb-3363	218	25	of	of	ADP
ajceb-3363	218	26	application	application	NOUN
ajceb-3363	218	27	of	of	ADP
ajceb-3363	218	28	life	life	NOUN
ajceb-3363	218	29	cycle	cycle	NOUN
ajceb-3363	218	30	costing	costing	NOUN
ajceb-3363	218	31	within	within	ADP
ajceb-3363	218	32	the	the	DET
ajceb-3363	218	33	construction	construction	NOUN
ajceb-3363	218	34	industry	industry	NOUN
ajceb-3363	218	35	in	in	ADP
ajceb-3363	218	36	the	the	DET
ajceb-3363	218	37	uk	uk	PROPN
ajceb-3363	218	38	'	'	PART
ajceb-3363	218	39	,	,	PUNCT
ajceb-3363	218	40	structural	structural	ADJ
ajceb-3363	218	41	survey	survey	NOUN
ajceb-3363	218	42	,	,	PUNCT
ajceb-3363	218	43	28	28	NUM
ajceb-3363	218	44	(	(	PUNCT
ajceb-3363	218	45	4	4	NUM
ajceb-3363	218	46	)	)	PUNCT
ajceb-3363	218	47	,	,	PUNCT
ajceb-3363	218	48	254	254	NUM
ajceb-3363	218	49	-	-	SYM
ajceb-3363	218	50	265	265	NUM
ajceb-3363	218	51	.	.	PUNCT
ajceb-3363	219	1	singh	singh	PROPN
ajceb-3363	219	2	,	,	PUNCT
ajceb-3363	219	3	s.	s.	PROPN
ajceb-3363	219	4	(	(	PUNCT
ajceb-3363	219	5	1990	1990	NUM
ajceb-3363	219	6	)	)	PUNCT
ajceb-3363	219	7	'	'	PUNCT
ajceb-3363	219	8	cost	cost	NOUN
ajceb-3363	219	9	model	model	NOUN
ajceb-3363	219	10	for	for	ADP
ajceb-3363	219	11	reinforced	reinforce	VERB
ajceb-3363	219	12	concrete	concrete	ADJ
ajceb-3363	219	13	beam	beam	NOUN
ajceb-3363	219	14	and	and	CCONJ
ajceb-3363	219	15	slab	slab	NOUN
ajceb-3363	219	16	structures	structure	NOUN
ajceb-3363	219	17	in	in	ADP
ajceb-3363	219	18	buildings	building	NOUN
ajceb-3363	219	19	'	'	PART
ajceb-3363	219	20	,	,	PUNCT
ajceb-3363	219	21	journal	journal	NOUN
ajceb-3363	219	22	of	of	ADP
ajceb-3363	219	23	construction	construction	NOUN
ajceb-3363	219	24	engineering	engineering	NOUN
ajceb-3363	219	25	and	and	CCONJ
ajceb-3363	219	26	management	management	NOUN
ajceb-3363	219	27	,	,	PUNCT
ajceb-3363	219	28	116	116	NUM
ajceb-3363	219	29	(	(	PUNCT
ajceb-3363	219	30	1	1	NUM
ajceb-3363	219	31	)	)	PUNCT
ajceb-3363	219	32	,	,	PUNCT
ajceb-3363	219	33	54	54	NUM
ajceb-3363	219	34	-	-	SYM
ajceb-3363	219	35	67	67	NUM
ajceb-3363	219	36	.	.	PUNCT
ajceb-3363	220	1	sodikov	sodikov	PROPN
ajceb-3363	220	2	,	,	PUNCT
ajceb-3363	220	3	j.	j.	PROPN
ajceb-3363	220	4	(	(	PUNCT
ajceb-3363	220	5	2005	2005	NUM
ajceb-3363	220	6	)	)	PUNCT
ajceb-3363	220	7	'	'	PUNCT
ajceb-3363	220	8	cost	cost	NOUN
ajceb-3363	220	9	estimation	estimation	NOUN
ajceb-3363	220	10	of	of	ADP
ajceb-3363	220	11	highway	highway	NOUN
ajceb-3363	220	12	projects	project	NOUN
ajceb-3363	220	13	in	in	ADP
ajceb-3363	220	14	developing	develop	VERB
ajceb-3363	220	15	countries	country	NOUN
ajceb-3363	220	16	:	:	PUNCT
ajceb-3363	220	17	artificial	artificial	ADJ
ajceb-3363	220	18	neural	neural	ADJ
ajceb-3363	220	19	network	network	NOUN
ajceb-3363	220	20	approach	approach	NOUN
ajceb-3363	220	21	'	'	PUNCT
ajceb-3363	220	22	,	,	PUNCT
ajceb-3363	220	23	the	the	DET
ajceb-3363	220	24	eastern	eastern	PROPN
ajceb-3363	220	25	asia	asia	PROPN
ajceb-3363	220	26	society	society	PROPN
ajceb-3363	220	27	for	for	ADP
ajceb-3363	220	28	transportation	transportation	NOUN
ajceb-3363	220	29	studies	study	NOUN
ajceb-3363	220	30	,	,	PUNCT
ajceb-3363	220	31	6	6	NUM
ajceb-3363	220	32	,	,	PUNCT
ajceb-3363	220	33	1036	1036	NUM
ajceb-3363	220	34	-	-	SYM
ajceb-3363	220	35	1047	1047	NUM
ajceb-3363	220	36	.	.	PUNCT
ajceb-3363	221	1	sonmez	sonmez	NOUN
ajceb-3363	221	2	,	,	PUNCT
ajceb-3363	221	3	r.	r.	PROPN
ajceb-3363	221	4	(	(	PUNCT
ajceb-3363	221	5	2011	2011	NUM
ajceb-3363	221	6	)	)	PUNCT
ajceb-3363	221	7	'	'	PUNCT
ajceb-3363	221	8	range	range	NOUN
ajceb-3363	221	9	estimation	estimation	NOUN
ajceb-3363	221	10	of	of	ADP
ajceb-3363	221	11	construction	construction	NOUN
ajceb-3363	221	12	costs	cost	NOUN
ajceb-3363	221	13	using	use	VERB
ajceb-3363	221	14	neural	neural	ADJ
ajceb-3363	221	15	networks	network	NOUN
ajceb-3363	221	16	with	with	ADP
ajceb-3363	221	17	bootstrap	bootstrap	NOUN
ajceb-3363	221	18	prediction	prediction	NOUN
ajceb-3363	221	19	intervals	interval	NOUN
ajceb-3363	221	20	'	'	PART
ajceb-3363	221	21	,	,	PUNCT
ajceb-3363	221	22	expert	expert	NOUN
ajceb-3363	221	23	systems	system	NOUN
ajceb-3363	221	24	with	with	ADP
ajceb-3363	221	25	applications	application	NOUN
ajceb-3363	221	26	,	,	PUNCT
ajceb-3363	221	27	38	38	NUM
ajceb-3363	221	28	(	(	PUNCT
ajceb-3363	221	29	8)	8)	NUM
ajceb-3363	221	30	,	,	PUNCT
ajceb-3363	221	31	9913	9913	NUM
ajceb-3363	221	32	-	-	SYM
ajceb-3363	221	33	9917	9917	NUM
ajceb-3363	221	34	.	.	PUNCT
ajceb-3363	222	1	sterner	sterner	ADV
ajceb-3363	222	2	,	,	PUNCT
ajceb-3363	222	3	e.	e.	PROPN
ajceb-3363	222	4	(	(	PUNCT
ajceb-3363	222	5	2000	2000	NUM
ajceb-3363	222	6	)	)	PUNCT
ajceb-3363	222	7	'	'	PUNCT
ajceb-3363	222	8	life	life	NOUN
ajceb-3363	222	9	-	-	PUNCT
ajceb-3363	222	10	cycle	cycle	NOUN
ajceb-3363	222	11	costing	costing	NOUN
ajceb-3363	222	12	and	and	CCONJ
ajceb-3363	222	13	its	its	PRON
ajceb-3363	222	14	use	use	NOUN
ajceb-3363	222	15	in	in	ADP
ajceb-3363	222	16	the	the	DET
ajceb-3363	222	17	swedish	swedish	ADJ
ajceb-3363	222	18	building	building	NOUN
ajceb-3363	222	19	sector	sector	NOUN
ajceb-3363	222	20	'	'	PUNCT
ajceb-3363	222	21	,	,	PUNCT
ajceb-3363	222	22	building	build	VERB
ajceb-3363	222	23	research	research	NOUN
ajceb-3363	222	24	&	&	CCONJ
ajceb-3363	222	25	information	information	NOUN
ajceb-3363	222	26	,	,	PUNCT
ajceb-3363	222	27	28	28	NUM
ajceb-3363	222	28	(	(	PUNCT
ajceb-3363	222	29	5/6	5/6	NUM
ajceb-3363	222	30	)	)	PUNCT
ajceb-3363	222	31	,	,	PUNCT
ajceb-3363	222	32	387	387	NUM
ajceb-3363	222	33	-	-	SYM
ajceb-3363	222	34	393	393	NUM
ajceb-3363	222	35	.	.	PUNCT
ajceb-3363	223	1	tymvios	tymvio	NOUN
ajceb-3363	223	2	,	,	PUNCT
ajceb-3363	223	3	f.	f.	PROPN
ajceb-3363	223	4	,	,	PUNCT
ajceb-3363	223	5	michaelides	michaelide	NOUN
ajceb-3363	223	6	,	,	PUNCT
ajceb-3363	223	7	s.	s.	PROPN
ajceb-3363	223	8	and	and	CCONJ
ajceb-3363	223	9	skouteli	skouteli	PROPN
ajceb-3363	223	10	,	,	PUNCT
ajceb-3363	223	11	c.	c.	PROPN
ajceb-3363	223	12	(	(	PUNCT
ajceb-3363	223	13	2008	2008	NUM
ajceb-3363	223	14	)	)	PUNCT
ajceb-3363	224	1	'	'	PUNCT
ajceb-3363	224	2	estimation	estimation	NOUN
ajceb-3363	224	3	of	of	ADP
ajceb-3363	224	4	surface	surface	NOUN
ajceb-3363	224	5	solar	solar	ADJ
ajceb-3363	224	6	radiation	radiation	NOUN
ajceb-3363	224	7	with	with	ADP
ajceb-3363	224	8	artificial	artificial	ADJ
ajceb-3363	224	9	neural	neural	ADJ
ajceb-3363	224	10	networks	network	NOUN
ajceb-3363	224	11	'	'	PART
ajceb-3363	224	12	in	in	ADP
ajceb-3363	224	13	badescu	badescu	PROPN
ajceb-3363	224	14	,	,	PUNCT
ajceb-3363	224	15	v.	v.	ADV
ajceb-3363	224	16	,	,	PUNCT
ajceb-3363	224	17	ed	ed	NOUN
ajceb-3363	224	18	.	.	PUNCT
ajceb-3363	225	1	modeling	model	VERB
ajceb-3363	225	2	solar	solar	ADJ
ajceb-3363	225	3	radiation	radiation	NOUN
ajceb-3363	225	4	at	at	ADP
ajceb-3363	225	5	the	the	DET
ajceb-3363	225	6	earth	earth	NOUN
ajceb-3363	225	7	’s	’s	PART
ajceb-3363	225	8	surface	surface	NOUN
ajceb-3363	225	9	,	,	PUNCT
ajceb-3363	225	10	springer	springer	NOUN
ajceb-3363	225	11	berlin	berlin	PROPN
ajceb-3363	225	12	heidelberg	heidelberg	PROPN
ajceb-3363	225	13	,	,	PUNCT
ajceb-3363	225	14	221	221	NUM
ajceb-3363	225	15	-	-	SYM
ajceb-3363	225	16	256	256	NUM
ajceb-3363	225	17	.	.	PUNCT
ajceb-3363	226	1	whyte	whyte	NOUN
ajceb-3363	226	2	,	,	PUNCT
ajceb-3363	226	3	a.	a.	NOUN
ajceb-3363	226	4	and	and	CCONJ
ajceb-3363	226	5	scott	scott	PROPN
ajceb-3363	226	6	,	,	PUNCT
ajceb-3363	226	7	d.	d.	PROPN
ajceb-3363	226	8	(	(	PUNCT
ajceb-3363	226	9	2010	2010	NUM
ajceb-3363	226	10	)	)	PUNCT
ajceb-3363	226	11	'	'	PUNCT
ajceb-3363	226	12	life	life	NOUN
ajceb-3363	226	13	-	-	PUNCT
ajceb-3363	226	14	cycle	cycle	NOUN
ajceb-3363	226	15	costing	cost	VERB
ajceb-3363	226	16	analysis	analysis	NOUN
ajceb-3363	226	17	to	to	PART
ajceb-3363	226	18	assist	assist	VERB
ajceb-3363	226	19	design	design	NOUN
ajceb-3363	226	20	decisions	decision	NOUN
ajceb-3363	226	21	:	:	PUNCT
ajceb-3363	226	22	beyond	beyond	ADP
ajceb-3363	226	23	3d	3d	NUM
ajceb-3363	226	24	building	building	NOUN
ajceb-3363	226	25	information	information	NOUN
ajceb-3363	226	26	modelling	modelling	NOUN
ajceb-3363	226	27	'	'	PUNCT
ajceb-3363	226	28	,	,	PUNCT
ajceb-3363	226	29	in	in	ADP
ajceb-3363	226	30	2010	2010	NUM
ajceb-3363	226	31	international	international	ADJ
ajceb-3363	226	32	conference	conference	NOUN
ajceb-3363	226	33	on	on	ADP
ajceb-3363	226	34	computing	compute	VERB
ajceb-3363	226	35	in	in	ADP
ajceb-3363	226	36	civil	civil	ADJ
ajceb-3363	226	37	and	and	CCONJ
ajceb-3363	226	38	building	building	NOUN
ajceb-3363	226	39	engineering	engineering	NOUN
ajceb-3363	226	40	and	and	CCONJ
ajceb-3363	226	41	xvii	xvii	VERB
ajceb-3363	226	42	workshop	workshop	NOUN
ajceb-3363	226	43	on	on	ADP
ajceb-3363	226	44	intelligent	intelligent	ADJ
ajceb-3363	226	45	computing	computing	NOUN
ajceb-3363	226	46	in	in	ADP
ajceb-3363	226	47	engineering	engineering	NOUN
ajceb-3363	226	48	(	(	PUNCT
ajceb-3363	226	49	icccbe	icccbe	PROPN
ajceb-3363	226	50	2010	2010	NUM
ajceb-3363	226	51	and	and	CCONJ
ajceb-3363	226	52	eg	eg	NOUN
ajceb-3363	226	53	-	-	PUNCT
ajceb-3363	226	54	ice	ice	NOUN
ajceb-3363	226	55	2010	2010	NUM
ajceb-3363	226	56	)	)	PUNCT
ajceb-3363	226	57	,	,	PUNCT
ajceb-3363	226	58	wilmot	wilmot	PROPN
ajceb-3363	226	59	,	,	PUNCT
ajceb-3363	226	60	c.	c.	PROPN
ajceb-3363	226	61	and	and	CCONJ
ajceb-3363	226	62	mei	mei	PROPN
ajceb-3363	226	63	,	,	PUNCT
ajceb-3363	226	64	b.	b.	PROPN
ajceb-3363	226	65	(	(	PUNCT
ajceb-3363	226	66	2005	2005	NUM
ajceb-3363	226	67	)	)	PUNCT
ajceb-3363	226	68	'	'	PUNCT
ajceb-3363	226	69	neural	neural	ADJ
ajceb-3363	226	70	network	network	NOUN
ajceb-3363	226	71	modeling	modeling	NOUN
ajceb-3363	226	72	of	of	ADP
ajceb-3363	226	73	highway	highway	NOUN
ajceb-3363	226	74	construction	construction	NOUN
ajceb-3363	226	75	costs	cost	NOUN
ajceb-3363	226	76	'	'	PART
ajceb-3363	226	77	,	,	PUNCT
ajceb-3363	226	78	journal	journal	NOUN
ajceb-3363	226	79	of	of	ADP
ajceb-3363	226	80	construction	construction	NOUN
ajceb-3363	226	81	engineering	engineering	NOUN
ajceb-3363	226	82	and	and	CCONJ
ajceb-3363	226	83	management	management	NOUN
ajceb-3363	226	84	,	,	PUNCT
ajceb-3363	226	85	131	131	NUM
ajceb-3363	226	86	(	(	PUNCT
ajceb-3363	226	87	7	7	NUM
ajceb-3363	226	88	)	)	PUNCT
ajceb-3363	226	89	,	,	PUNCT
ajceb-3363	226	90	765	765	NUM
ajceb-3363	226	91	-	-	SYM
ajceb-3363	226	92	771	771	NUM
ajceb-3363	226	93	.	.	PUNCT
ajceb-3363	227	1	woodward	woodward	PROPN
ajceb-3363	227	2	,	,	PUNCT
ajceb-3363	227	3	d.	d.	PROPN
ajceb-3363	227	4	g.	g.	PROPN
ajceb-3363	227	5	(	(	PUNCT
ajceb-3363	227	6	1997	1997	NUM
ajceb-3363	227	7	)	)	PUNCT
ajceb-3363	227	8	'	'	PUNCT
ajceb-3363	227	9	life	life	NOUN
ajceb-3363	227	10	cycle	cycle	NOUN
ajceb-3363	227	11	costing	costing	NOUN
ajceb-3363	227	12	—	—	PUNCT
ajceb-3363	227	13	theory	theory	NOUN
ajceb-3363	227	14	,	,	PUNCT
ajceb-3363	227	15	information	information	NOUN
ajceb-3363	227	16	acquisition	acquisition	NOUN
ajceb-3363	227	17	and	and	CCONJ
ajceb-3363	227	18	application	application	NOUN
ajceb-3363	227	19	'	'	PUNCT
ajceb-3363	227	20	,	,	PUNCT
ajceb-3363	227	21	international	international	ADJ
ajceb-3363	227	22	journal	journal	NOUN
ajceb-3363	227	23	of	of	ADP
ajceb-3363	227	24	project	project	NOUN
ajceb-3363	227	25	management	management	NOUN
ajceb-3363	227	26	,	,	PUNCT
ajceb-3363	227	27	15	15	NUM
ajceb-3363	227	28	(	(	PUNCT
ajceb-3363	227	29	6	6	NUM
ajceb-3363	227	30	)	)	PUNCT
ajceb-3363	227	31	,	,	PUNCT
ajceb-3363	227	32	335	335	NUM
ajceb-3363	227	33	-	-	SYM
ajceb-3363	227	34	344	344	NUM
ajceb-3363	227	35	.	.	PUNCT