id	sid	tid	token	lemma	pos
archive-232	1	1	utilization	utilization	NOUN
archive-232	1	2	of	of	ADP
archive-232	1	3	artificial	artificial	ADJ
archive-232	1	4	neural	neural	ADJ
archive-232	1	5	networks	network	NOUN
archive-232	1	6	in	in	ADP
archive-232	1	7	management	management	NOUN
archive-232	1	8	http://www.ierek.com/press	http://www.ierek.com/press	PROPN
archive-232	1	9	issn	issn	PROPN
archive-232	1	10	(	(	PUNCT
archive-232	1	11	print	print	NOUN
archive-232	1	12	:	:	PUNCT
archive-232	1	13	2537	2537	NUM
archive-232	1	14	-	-	SYM
archive-232	1	15	0154	0154	NUM
archive-232	1	16	,	,	PUNCT
archive-232	1	17	online	online	ADV
archive-232	1	18	:	:	PUNCT
archive-232	1	19	2537	2537	NUM
archive-232	1	20	-	-	SYM
archive-232	1	21	0162	0162	NUM
archive-232	1	22	)	)	PUNCT
archive-232	1	23	international	international	ADJ
archive-232	1	24	journal	journal	NOUN
archive-232	1	25	on	on	ADP
archive-232	1	26	:	:	PUNCT
archive-232	1	27	the	the	DET
archive-232	1	28	academic	academic	ADJ
archive-232	1	29	research	research	NOUN
archive-232	1	30	community	community	NOUN
archive-232	1	31	publication	publication	NOUN
archive-232	1	32	utilization	utilization	NOUN
archive-232	1	33	of	of	ADP
archive-232	1	34	artificial	artificial	ADJ
archive-232	1	35	neural	neural	ADJ
archive-232	1	36	networks	network	NOUN
archive-232	1	37	in	in	ADP
archive-232	1	38	managing	managing	NOUN
archive-232	1	39	and	and	CCONJ
archive-232	1	40	planning	planning	NOUN
archive-232	1	41	of	of	ADP
archive-232	1	42	urban	urban	ADJ
archive-232	1	43	projects	project	NOUN
archive-232	1	44	sherif	sherif	PROPN
archive-232	1	45	mohamed	mohamed	PROPN
archive-232	1	46	hafez	hafez	PROPN
archive-232	1	47	professor	professor	PROPN
archive-232	1	48	of	of	ADP
archive-232	1	49	construction	construction	NOUN
archive-232	1	50	engineering	engineering	NOUN
archive-232	1	51	and	and	CCONJ
archive-232	1	52	management	management	NOUN
archive-232	1	53	faculty	faculty	NOUN
archive-232	1	54	of	of	ADP
archive-232	1	55	engineering	engineering	PROPN
archive-232	1	56	,	,	PUNCT
archive-232	1	57	alexandria	alexandria	PROPN
archive-232	1	58	university	university	PROPN
archive-232	1	59	,	,	PUNCT
archive-232	1	60	egypt	egypt	PROPN
archive-232	1	61	abstract	abstract	PROPN
archive-232	1	62	:	:	PUNCT
archive-232	1	63	artificial	artificial	ADJ
archive-232	1	64	neural	neural	ADJ
archive-232	1	65	networks	network	NOUN
archive-232	1	66	(	(	PUNCT
archive-232	1	67	nn	nn	NOUN
archive-232	1	68	)	)	PUNCT
archive-232	1	69	,	,	PUNCT
archive-232	1	70	have	have	AUX
archive-232	1	71	been	be	AUX
archive-232	1	72	applied	apply	VERB
archive-232	1	73	to	to	ADP
archive-232	1	74	many	many	ADJ
archive-232	1	75	construction	construction	NOUN
archive-232	1	76	management	management	NOUN
archive-232	1	77	problems	problem	NOUN
archive-232	1	78	in	in	ADP
archive-232	1	79	urban	urban	ADJ
archive-232	1	80	projects	project	NOUN
archive-232	1	81	.	.	PUNCT
archive-232	2	1	nn	nn	PROPN
archive-232	2	2	have	have	AUX
archive-232	2	3	showed	show	VERB
archive-232	2	4	some	some	DET
archive-232	2	5	degree	degree	NOUN
archive-232	2	6	of	of	ADP
archive-232	2	7	success	success	NOUN
archive-232	2	8	so	so	SCONJ
archive-232	2	9	the	the	DET
archive-232	2	10	objective	objective	NOUN
archive-232	2	11	of	of	ADP
archive-232	2	12	this	this	DET
archive-232	2	13	paper	paper	NOUN
archive-232	2	14	is	be	AUX
archive-232	2	15	to	to	PART
archive-232	2	16	highlight	highlight	VERB
archive-232	2	17	some	some	DET
archive-232	2	18	applications	application	NOUN
archive-232	2	19	of	of	ADP
archive-232	2	20	this	this	DET
archive-232	2	21	tool	tool	NOUN
archive-232	2	22	in	in	ADP
archive-232	2	23	the	the	DET
archive-232	2	24	construction	construction	NOUN
archive-232	2	25	management	management	NOUN
archive-232	2	26	field	field	NOUN
archive-232	2	27	to	to	PART
archive-232	2	28	help	help	VERB
archive-232	2	29	specialists	specialist	NOUN
archive-232	2	30	find	find	VERB
archive-232	2	31	optimum	optimum	ADJ
archive-232	2	32	solutions	solution	NOUN
archive-232	2	33	.	.	PUNCT
archive-232	3	1	a	a	DET
archive-232	3	2	brief	brief	ADJ
archive-232	3	3	description	description	NOUN
archive-232	3	4	of	of	ADP
archive-232	3	5	the	the	DET
archive-232	3	6	input	input	NOUN
archive-232	3	7	and	and	CCONJ
archive-232	3	8	output	output	NOUN
archive-232	3	9	variables	variable	NOUN
archive-232	3	10	for	for	ADP
archive-232	3	11	each	each	DET
archive-232	3	12	mentioned	mention	VERB
archive-232	3	13	problem	problem	NOUN
archive-232	3	14	was	be	AUX
archive-232	3	15	illustrated	illustrate	VERB
archive-232	3	16	in	in	ADP
archive-232	3	17	addition	addition	NOUN
archive-232	3	18	to	to	ADP
archive-232	3	19	the	the	DET
archive-232	3	20	number	number	NOUN
archive-232	3	21	and	and	CCONJ
archive-232	3	22	type	type	NOUN
archive-232	3	23	of	of	ADP
archive-232	3	24	data	datum	NOUN
archive-232	3	25	set	set	VERB
archive-232	3	26	collected	collect	VERB
archive-232	3	27	to	to	PART
archive-232	3	28	train	train	VERB
archive-232	3	29	and	and	CCONJ
archive-232	3	30	test	test	VERB
archive-232	3	31	the	the	DET
archive-232	3	32	neural	neural	ADJ
archive-232	3	33	network	network	NOUN
archive-232	3	34	performance	performance	NOUN
archive-232	3	35	then	then	ADV
archive-232	3	36	the	the	DET
archive-232	3	37	percentage	percentage	NOUN
archive-232	3	38	error	error	NOUN
archive-232	3	39	for	for	ADP
archive-232	3	40	each	each	DET
archive-232	3	41	developed	develop	VERB
archive-232	3	42	model	model	NOUN
archive-232	3	43	was	be	AUX
archive-232	3	44	pointed	point	VERB
archive-232	3	45	out	out	ADP
archive-232	3	46	to	to	PART
archive-232	3	47	demonstrate	demonstrate	VERB
archive-232	3	48	its	its	PRON
archive-232	3	49	accuracy	accuracy	NOUN
archive-232	3	50	.	.	PUNCT
archive-232	4	1	©	©	ADP
archive-232	4	2	2018	2018	NUM
archive-232	4	3	the	the	DET
archive-232	4	4	authors	author	NOUN
archive-232	4	5	.	.	PUNCT
archive-232	5	1	published	publish	VERB
archive-232	5	2	by	by	ADP
archive-232	5	3	ierek	ierek	PROPN
archive-232	5	4	press	press	NOUN
archive-232	5	5	.	.	PUNCT
archive-232	6	1	this	this	PRON
archive-232	6	2	is	be	AUX
archive-232	6	3	an	an	DET
archive-232	6	4	open	open	ADJ
archive-232	6	5	access	access	NOUN
archive-232	6	6	article	article	NOUN
archive-232	6	7	under	under	ADP
archive-232	6	8	the	the	DET
archive-232	6	9	cc	cc	NOUN
archive-232	6	10	by	by	ADP
archive-232	6	11	license	license	NOUN
archive-232	6	12	(	(	PUNCT
archive-232	6	13	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	NOUN
archive-232	6	14	)	)	PUNCT
archive-232	6	15	peer	peer	NOUN
archive-232	6	16	-	-	PUNCT
archive-232	6	17	reviewed	review	VERB
archive-232	6	18	under	under	ADP
archive-232	6	19	responsibility	responsibility	NOUN
archive-232	6	20	of	of	ADP
archive-232	6	21	archive	archive	NOUN
archive-232	6	22	's	's	PART
archive-232	6	23	,	,	PUNCT
archive-232	6	24	the	the	DET
archive-232	6	25	academic	academic	ADJ
archive-232	6	26	research	research	NOUN
archive-232	6	27	community	community	NOUN
archive-232	6	28	,	,	PUNCT
archive-232	6	29	publication	publication	NOUN
archive-232	6	30	keywords	keyword	NOUN
archive-232	6	31	:	:	PUNCT
archive-232	6	32	artificial	artificial	ADJ
archive-232	6	33	neural	neural	ADJ
archive-232	6	34	networks	network	NOUN
archive-232	6	35	,	,	PUNCT
archive-232	6	36	construction	construction	NOUN
archive-232	6	37	,	,	PUNCT
archive-232	6	38	management	management	NOUN
archive-232	6	39	,	,	PUNCT
archive-232	6	40	urban	urban	ADJ
archive-232	6	41	projects	project	NOUN
archive-232	6	42	.	.	PUNCT
archive-232	7	1	1	1	X
archive-232	7	2	.	.	X
archive-232	7	3	introduction	introduction	NOUN
archive-232	7	4	:	:	PUNCT
archive-232	7	5	most	most	ADJ
archive-232	7	6	construction	construction	NOUN
archive-232	7	7	management	management	NOUN
archive-232	7	8	problems	problem	NOUN
archive-232	7	9	such	such	ADJ
archive-232	7	10	as	as	ADP
archive-232	7	11	cost	cost	NOUN
archive-232	7	12	estimation	estimation	NOUN
archive-232	7	13	,	,	PUNCT
archive-232	7	14	productivity	productivity	NOUN
archive-232	7	15	modeling	modeling	NOUN
archive-232	7	16	,	,	PUNCT
archive-232	7	17	budget	budget	NOUN
archive-232	7	18	control	control	NOUN
archive-232	7	19	,	,	PUNCT
archive-232	7	20	mark	mark	NOUN
archive-232	7	21	-	-	PUNCT
archive-232	7	22	up	up	ADP
archive-232	7	23	estimation	estimation	NOUN
archive-232	7	24	and	and	CCONJ
archive-232	7	25	others	other	NOUN
archive-232	7	26	require	require	VERB
archive-232	7	27	expert	expert	ADJ
archive-232	7	28	knowledge	knowledge	NOUN
archive-232	7	29	,	,	PUNCT
archive-232	7	30	judgement	judgement	NOUN
archive-232	7	31	and	and	CCONJ
archive-232	7	32	experience	experience	NOUN
archive-232	7	33	to	to	PART
archive-232	7	34	consider	consider	VERB
archive-232	7	35	all	all	DET
archive-232	7	36	significant	significant	ADJ
archive-232	7	37	factors	factor	NOUN
archive-232	7	38	affecting	affect	VERB
archive-232	7	39	these	these	DET
archive-232	7	40	problems	problem	NOUN
archive-232	7	41	.	.	PUNCT
archive-232	8	1	although	although	SCONJ
archive-232	8	2	research	research	NOUN
archive-232	8	3	has	have	AUX
archive-232	8	4	been	be	AUX
archive-232	8	5	conducted	conduct	VERB
archive-232	8	6	using	use	VERB
archive-232	8	7	traditional	traditional	ADJ
archive-232	8	8	decision	decision	NOUN
archive-232	8	9	analysis	analysis	NOUN
archive-232	8	10	techniques	technique	NOUN
archive-232	8	11	such	such	ADJ
archive-232	8	12	as	as	ADP
archive-232	8	13	regression	regression	NOUN
archive-232	8	14	analysis	analysis	NOUN
archive-232	8	15	,	,	PUNCT
archive-232	8	16	multi	multi	ADJ
archive-232	8	17	attribute	attribute	NOUN
archive-232	8	18	utility	utility	NOUN
archive-232	8	19	theory	theory	NOUN
archive-232	8	20	,	,	PUNCT
archive-232	8	21	fuzzy	fuzzy	ADJ
archive-232	8	22	theory	theory	NOUN
archive-232	8	23	and	and	CCONJ
archive-232	8	24	others	other	NOUN
archive-232	8	25	to	to	PART
archive-232	8	26	solve	solve	VERB
archive-232	8	27	these	these	DET
archive-232	8	28	problems	problem	NOUN
archive-232	8	29	,	,	PUNCT
archive-232	8	30	the	the	DET
archive-232	8	31	obtained	obtain	VERB
archive-232	8	32	results	result	NOUN
archive-232	8	33	were	be	AUX
archive-232	8	34	n't	not	PART
archive-232	8	35	satisfactory	satisfactory	ADJ
archive-232	8	36	because	because	SCONJ
archive-232	8	37	these	these	DET
archive-232	8	38	techniques	technique	NOUN
archive-232	8	39	depend	depend	VERB
archive-232	8	40	on	on	ADP
archive-232	8	41	advanced	advanced	ADJ
archive-232	8	42	mathematics	mathematic	NOUN
archive-232	8	43	which	which	PRON
archive-232	8	44	make	make	VERB
archive-232	8	45	them	they	PRON
archive-232	8	46	less	less	ADV
archive-232	8	47	acceptable	acceptable	ADJ
archive-232	8	48	to	to	PART
archive-232	8	49	represent	represent	VERB
archive-232	8	50	the	the	DET
archive-232	8	51	construction	construction	NOUN
archive-232	8	52	personnel	personnel	NOUN
archive-232	8	53	experience	experience	NOUN
archive-232	8	54	in	in	ADP
archive-232	8	55	addition	addition	NOUN
archive-232	8	56	to	to	ADP
archive-232	8	57	most	most	ADJ
archive-232	8	58	of	of	ADP
archive-232	8	59	the	the	DET
archive-232	8	60	research	research	NOUN
archive-232	8	61	consider	consider	VERB
archive-232	8	62	the	the	DET
archive-232	8	63	effect	effect	NOUN
archive-232	8	64	of	of	ADP
archive-232	8	65	a	a	DET
archive-232	8	66	single	single	ADJ
archive-232	8	67	factor	factor	NOUN
archive-232	8	68	or	or	CCONJ
archive-232	8	69	just	just	ADV
archive-232	8	70	a	a	DET
archive-232	8	71	few	few	ADJ
archive-232	8	72	multiple	multiple	ADJ
archive-232	8	73	factors	factor	NOUN
archive-232	8	74	.	.	PUNCT
archive-232	9	1	after	after	SCONJ
archive-232	9	2	the	the	DET
archive-232	9	3	researchers	researcher	NOUN
archive-232	9	4	'	'	PART
archive-232	9	5	efforts	effort	NOUN
archive-232	9	6	turned	turn	VERB
archive-232	9	7	to	to	ADP
archive-232	9	8	using	use	VERB
archive-232	9	9	expert	expert	ADJ
archive-232	9	10	systems	system	NOUN
archive-232	9	11	in	in	ADP
archive-232	9	12	the	the	DET
archive-232	9	13	construction	construction	NOUN
archive-232	9	14	domain	domain	NOUN
archive-232	9	15	,	,	PUNCT
archive-232	9	16	knowledge	knowledge	NOUN
archive-232	9	17	acquisition	acquisition	NOUN
archive-232	9	18	has	have	AUX
archive-232	9	19	been	be	AUX
archive-232	9	20	considered	consider	VERB
archive-232	9	21	as	as	ADP
archive-232	9	22	the	the	DET
archive-232	9	23	major	major	ADJ
archive-232	9	24	bottleneck	bottleneck	NOUN
archive-232	9	25	in	in	ADP
archive-232	9	26	the	the	DET
archive-232	9	27	development	development	NOUN
archive-232	9	28	of	of	ADP
archive-232	9	29	these	these	DET
archive-232	9	30	systems	system	NOUN
archive-232	9	31	.	.	PUNCT
archive-232	10	1	they	they	PRON
archive-232	10	2	also	also	ADV
archive-232	10	3	lack	lack	VERB
archive-232	10	4	the	the	DET
archive-232	10	5	ability	ability	NOUN
archive-232	10	6	to	to	PART
archive-232	10	7	learn	learn	VERB
archive-232	10	8	by	by	ADP
archive-232	10	9	themselves	themselves	PRON
archive-232	10	10	,	,	PUNCT
archive-232	10	11	generalize	generalize	VERB
archive-232	10	12	solutions	solution	NOUN
archive-232	10	13	and	and	CCONJ
archive-232	10	14	respond	respond	VERB
archive-232	10	15	to	to	ADP
archive-232	10	16	noisy	noisy	ADJ
archive-232	10	17	,	,	PUNCT
archive-232	10	18	incomplete	incomplete	ADJ
archive-232	10	19	or	or	CCONJ
archive-232	10	20	unseen	unseen	ADJ
archive-232	10	21	data	datum	NOUN
archive-232	10	22	and	and	CCONJ
archive-232	10	23	because	because	SCONJ
archive-232	10	24	of	of	ADP
archive-232	10	25	these	these	DET
archive-232	10	26	limitations	limitation	NOUN
archive-232	10	27	,	,	PUNCT
archive-232	10	28	artificial	artificial	ADJ
archive-232	10	29	neural	neural	ADJ
archive-232	10	30	networks	network	NOUN
archive-232	10	31	have	have	AUX
archive-232	10	32	been	be	AUX
archive-232	10	33	used	use	VERB
archive-232	10	34	as	as	ADP
archive-232	10	35	an	an	DET
archive-232	10	36	alternative	alternative	NOUN
archive-232	10	37	to	to	PART
archive-232	10	38	represent	represent	VERB
archive-232	10	39	implicit	implicit	ADJ
archive-232	10	40	knowledge	knowledge	NOUN
archive-232	10	41	that	that	PRON
archive-232	10	42	ca	can	AUX
archive-232	10	43	n't	not	PART
archive-232	10	44	be	be	AUX
archive-232	10	45	formalized	formalize	VERB
archive-232	10	46	.	.	PUNCT
archive-232	11	1	2	2	X
archive-232	11	2	.	.	X
archive-232	11	3	overview	overview	NOUN
archive-232	11	4	:	:	PUNCT
archive-232	11	5	artificial	artificial	ADJ
archive-232	11	6	neural	neural	ADJ
archive-232	11	7	networks	network	NOUN
archive-232	11	8	are	be	AUX
archive-232	11	9	computational	computational	ADJ
archive-232	11	10	models	model	NOUN
archive-232	11	11	inspired	inspire	VERB
archive-232	11	12	by	by	ADP
archive-232	11	13	biological	biological	ADJ
archive-232	11	14	models	model	NOUN
archive-232	11	15	of	of	ADP
archive-232	11	16	the	the	DET
archive-232	11	17	brain	brain	NOUN
archive-232	11	18	.	.	PUNCT
archive-232	12	1	they	they	PRON
archive-232	12	2	have	have	AUX
archive-232	12	3	been	be	AUX
archive-232	12	4	used	use	VERB
archive-232	12	5	for	for	ADP
archive-232	12	6	a	a	DET
archive-232	12	7	wide	wide	ADJ
archive-232	12	8	range	range	NOUN
archive-232	12	9	of	of	ADP
archive-232	12	10	problems	problem	NOUN
archive-232	12	11	such	such	ADJ
archive-232	12	12	as	as	ADP
archive-232	12	13	pattern	pattern	NOUN
archive-232	12	14	classification	classification	NOUN
archive-232	12	15	,	,	PUNCT
archive-232	12	16	speech	speech	NOUN
archive-232	12	17	synthesis	synthesis	NOUN
archive-232	12	18	,	,	PUNCT
archive-232	12	19	recognition	recognition	NOUN
archive-232	12	20	,	,	PUNCT
archive-232	12	21	clustering	clustering	NOUN
archive-232	12	22	,	,	PUNCT
archive-232	12	23	forecasting	forecasting	NOUN
archive-232	12	24	and	and	CCONJ
archive-232	12	25	others	other	NOUN
archive-232	12	26	.	.	PUNCT
archive-232	13	1	neural	neural	ADJ
archive-232	13	2	computing	computing	NOUN
archive-232	13	3	approaches	approach	NOUN
archive-232	13	4	are	be	AUX
archive-232	13	5	different	different	ADJ
archive-232	13	6	than	than	ADP
archive-232	13	7	programming	program	VERB
archive-232	13	8	approaches	approach	NOUN
archive-232	13	9	in	in	ADP
archive-232	13	10	the	the	DET
archive-232	13	11	following	follow	VERB
archive-232	13	12	aspects	aspect	NOUN
archive-232	13	13	:	:	PUNCT
archive-232	13	14	the	the	DET
archive-232	13	15	ability	ability	NOUN
archive-232	13	16	to	to	PART
archive-232	13	17	learn	learn	VERB
archive-232	13	18	and	and	CCONJ
archive-232	13	19	generalize	generalize	VERB
archive-232	13	20	using	use	VERB
archive-232	13	21	a	a	DET
archive-232	13	22	set	set	NOUN
archive-232	13	23	of	of	ADP
archive-232	13	24	given	give	VERB
archive-232	13	25	inputs	input	NOUN
archive-232	13	26	and	and	CCONJ
archive-232	13	27	outputs	output	NOUN
archive-232	13	28	,	,	PUNCT
archive-232	13	29	rules	rule	NOUN
archive-232	13	30	are	be	AUX
archive-232	13	31	n't	not	PART
archive-232	13	32	visible	visible	ADJ
archive-232	13	33	,	,	PUNCT
archive-232	13	34	copes	cope	VERB
archive-232	13	35	with	with	ADP
archive-232	13	36	noisy	noisy	ADJ
archive-232	13	37	and	and	CCONJ
archive-232	13	38	incomplete	incomplete	ADJ
archive-232	13	39	data	datum	NOUN
archive-232	13	40	set	set	VERB
archive-232	13	41	and	and	CCONJ
archive-232	13	42	adapting	adapt	VERB
archive-232	13	43	solutions	solution	NOUN
archive-232	13	44	over	over	ADP
archive-232	13	45	time	time	NOUN
archive-232	13	46	,	,	PUNCT
archive-232	13	47	the	the	DET
archive-232	13	48	structure	structure	NOUN
archive-232	13	49	of	of	ADP
archive-232	13	50	neural	neural	ADJ
archive-232	13	51	network	network	NOUN
archive-232	13	52	model	model	NOUN
archive-232	13	53	is	be	AUX
archive-232	13	54	arranged	arrange	VERB
archive-232	13	55	in	in	ADP
archive-232	13	56	layers	layer	NOUN
archive-232	13	57	of	of	ADP
archive-232	13	58	units	unit	NOUN
archive-232	13	59	:	:	PUNCT
archive-232	13	60	(	(	PUNCT
archive-232	13	61	1	1	X
archive-232	13	62	)	)	PUNCT
archive-232	13	63	an	an	DET
archive-232	13	64	input	input	NOUN
archive-232	13	65	layer	layer	NOUN
archive-232	13	66	which	which	PRON
archive-232	13	67	receives	receive	VERB
archive-232	13	68	input	input	NOUN
archive-232	13	69	values	value	NOUN
archive-232	13	70	from	from	ADP
archive-232	13	71	the	the	DET
archive-232	13	72	outside	outside	NOUN
archive-232	13	73	;	;	PUNCT
archive-232	13	74	(	(	PUNCT
archive-232	13	75	2	2	X
archive-232	13	76	)	)	PUNCT
archive-232	13	77	an	an	DET
archive-232	13	78	output	output	NOUN
archive-232	13	79	layer	layer	NOUN
archive-232	13	80	that	that	PRON
archive-232	13	81	report	report	VERB
archive-232	13	82	doi	doi	NOUN
archive-232	13	83	:	:	PUNCT
archive-232	13	84	10.21625	10.21625	NUM
archive-232	13	85	/	/	SYM
archive-232	13	86	archive.v2i1.232	archive.v2i1.232	PROPN
archive-232	13	87	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
archive-232	13	88	sherif	sherif	PROPN
archive-232	13	89	mohamed	mohamed	PROPN
archive-232	13	90	hafez	hafez	PROPN
archive-232	13	91	/	/	PUNCT
archive-232	13	92	the	the	DET
archive-232	13	93	academic	academic	ADJ
archive-232	13	94	research	research	NOUN
archive-232	13	95	community	community	NOUN
archive-232	13	96	publication	publication	NOUN
archive-232	13	97	pg	pg	NOUN
archive-232	13	98	.	.	PROPN
archive-232	13	99	2	2	NUM
archive-232	13	100	the	the	DET
archive-232	13	101	final	final	ADJ
archive-232	13	102	answer	answer	NOUN
archive-232	13	103	;	;	PUNCT
archive-232	13	104	(	(	PUNCT
archive-232	13	105	3	3	X
archive-232	13	106	)	)	PUNCT
archive-232	13	107	a	a	DET
archive-232	13	108	set	set	NOUN
archive-232	13	109	of	of	ADP
archive-232	13	110	processing	process	VERB
archive-232	13	111	hidden	hide	VERB
archive-232	13	112	units	unit	NOUN
archive-232	13	113	in	in	ADP
archive-232	13	114	the	the	DET
archive-232	13	115	hidden	hide	VERB
archive-232	13	116	layer	layer	NOUN
archive-232	13	117	which	which	PRON
archive-232	13	118	link	link	VERB
archive-232	13	119	the	the	DET
archive-232	13	120	inputs	input	NOUN
archive-232	13	121	to	to	ADP
archive-232	13	122	the	the	DET
archive-232	13	123	outputs	output	NOUN
archive-232	13	124	by	by	ADP
archive-232	13	125	weights	weight	NOUN
archive-232	13	126	as	as	SCONJ
archive-232	13	127	shown	show	VERB
archive-232	13	128	in	in	ADP
archive-232	13	129	figure	figure	NOUN
archive-232	13	130	(	(	PUNCT
archive-232	13	131	1	1	NUM
archive-232	13	132	)	)	PUNCT
archive-232	13	133	.	.	PUNCT
archive-232	14	1	input	input	NOUN
archive-232	14	2	layer	layer	NOUN
archive-232	14	3	hidden	hide	VERB
archive-232	14	4	layer	layer	NOUN
archive-232	14	5	x1	x1	PROPN
archive-232	14	6	2x	2x	NUM
archive-232	14	7	3x	3x	NUM
archive-232	14	8	1o	1o	NUM
archive-232	14	9	o2	o2	ADJ
archive-232	14	10	output	output	NOUN
archive-232	14	11	layer	layer	NOUN
archive-232	15	1	f	f	PROPN
archive-232	16	1	f	f	PROPN
archive-232	17	1	f	f	X
archive-232	17	2	f	f	PROPN
archive-232	18	1	f	f	PROPN
archive-232	18	2	f	f	PROPN
archive-232	18	3	f	f	PROPN
archive-232	18	4			AUX
archive-232	18	5			VERB
archive-232	18	6			VERB
archive-232	18	7			VERB
archive-232	18	8			VERB
archive-232	18	9			VERB
archive-232	18	10			VERB
archive-232	18	11	iw	iw	INTJ
archive-232	18	12	j	j	PROPN
archive-232	18	13	wkj	wkj	PROPN
archive-232	18	14	fig	fig	PROPN
archive-232	18	15	.	.	PUNCT
archive-232	19	1	(	(	PUNCT
archive-232	19	2	1	1	X
archive-232	19	3	)	)	PUNCT
archive-232	19	4	structure	structure	NOUN
archive-232	19	5	of	of	ADP
archive-232	19	6	artificial	artificial	ADJ
archive-232	19	7	neural	neural	ADJ
archive-232	19	8	network	network	NOUN
archive-232	19	9	neural	neural	ADJ
archive-232	19	10	network	network	NOUN
archive-232	19	11	models	model	NOUN
archive-232	19	12	are	be	AUX
archive-232	19	13	built	build	VERB
archive-232	19	14	by	by	ADP
archive-232	19	15	modifying	modify	VERB
archive-232	19	16	the	the	DET
archive-232	19	17	weighted	weight	VERB
archive-232	19	18	inputs	input	NOUN
archive-232	19	19	for	for	ADP
archive-232	19	20	each	each	DET
archive-232	19	21	unit	unit	NOUN
archive-232	19	22	using	use	VERB
archive-232	19	23	a	a	DET
archive-232	19	24	transfer	transfer	NOUN
archive-232	19	25	function	function	NOUN
archive-232	19	26	to	to	PART
archive-232	19	27	reach	reach	VERB
archive-232	19	28	to	to	ADP
archive-232	19	29	the	the	DET
archive-232	19	30	required	require	VERB
archive-232	19	31	output	output	NOUN
archive-232	19	32	.	.	PUNCT
archive-232	20	1	the	the	DET
archive-232	20	2	transfer	transfer	NOUN
archive-232	20	3	function	function	NOUN
archive-232	20	4	may	may	AUX
archive-232	20	5	be	be	AUX
archive-232	20	6	a	a	DET
archive-232	20	7	linear	linear	ADJ
archive-232	20	8	or	or	CCONJ
archive-232	20	9	nonlinear	nonlinear	ADJ
archive-232	20	10	function	function	NOUN
archive-232	20	11	which	which	PRON
archive-232	20	12	includes	include	VERB
archive-232	20	13	sigmoid	sigmoid	NOUN
archive-232	20	14	and	and	CCONJ
archive-232	20	15	tanh	tanh	NOUN
archive-232	20	16	functions	function	NOUN
archive-232	20	17	,	,	PUNCT
archive-232	20	18	these	these	DET
archive-232	20	19	two	two	NUM
archive-232	20	20	functions	function	NOUN
archive-232	20	21	are	be	AUX
archive-232	20	22	the	the	DET
archive-232	20	23	most	most	ADV
archive-232	20	24	common	common	ADJ
archive-232	20	25	in	in	ADP
archive-232	20	26	neural	neural	ADJ
archive-232	20	27	network	network	NOUN
archive-232	20	28	applications	application	NOUN
archive-232	20	29	.	.	PUNCT
archive-232	21	1	two	two	NUM
archive-232	21	2	broad	broad	ADJ
archive-232	21	3	types	type	NOUN
archive-232	21	4	of	of	ADP
archive-232	21	5	neural	neural	ADJ
archive-232	21	6	network	network	NOUN
archive-232	21	7	architectures	architecture	NOUN
archive-232	21	8	are	be	AUX
archive-232	21	9	feed	feed	VERB
archive-232	21	10	forward	forward	ADV
archive-232	21	11	and	and	CCONJ
archive-232	21	12	feed	feed	VERB
archive-232	21	13	backward	backward	ADV
archive-232	21	14	.	.	PUNCT
archive-232	22	1	the	the	DET
archive-232	22	2	simplest	simple	ADJ
archive-232	22	3	and	and	CCONJ
archive-232	22	4	most	most	ADV
archive-232	22	5	common	common	ADJ
archive-232	22	6	one	one	NUM
archive-232	22	7	is	be	AUX
archive-232	22	8	the	the	DET
archive-232	22	9	multilayer	multilayer	NOUN
archive-232	22	10	feed	feed	NOUN
archive-232	22	11	forward	forward	ADV
archive-232	22	12	network	network	NOUN
archive-232	22	13	(	(	PUNCT
archive-232	22	14	back	back	ADJ
archive-232	22	15	-	-	PUNCT
archive-232	22	16	propagation	propagation	NOUN
archive-232	22	17	network	network	NOUN
archive-232	22	18	)	)	PUNCT
archive-232	22	19	in	in	ADP
archive-232	22	20	which	which	PRON
archive-232	22	21	the	the	DET
archive-232	22	22	information	information	NOUN
archive-232	22	23	travels	travel	VERB
archive-232	22	24	in	in	ADP
archive-232	22	25	one	one	NUM
archive-232	22	26	direction	direction	NOUN
archive-232	22	27	but	but	CCONJ
archive-232	22	28	feed	feed	VERB
archive-232	22	29	backward	backward	ADJ
archive-232	22	30	network	network	NOUN
archive-232	22	31	is	be	AUX
archive-232	22	32	n't	not	PART
archive-232	22	33	common	common	ADJ
archive-232	22	34	because	because	SCONJ
archive-232	22	35	it	it	PRON
archive-232	22	36	’s	’	VERB
archive-232	22	37	difficult	difficult	ADJ
archive-232	22	38	to	to	PART
archive-232	22	39	train	train	VERB
archive-232	22	40	and	and	CCONJ
archive-232	22	41	analyze	analyze	VERB
archive-232	22	42	.	.	PUNCT
archive-232	23	1	there	there	PRON
archive-232	23	2	are	be	VERB
archive-232	23	3	no	no	DET
archive-232	23	4	formal	formal	ADJ
archive-232	23	5	rules	rule	NOUN
archive-232	23	6	to	to	PART
archive-232	23	7	determine	determine	VERB
archive-232	23	8	the	the	DET
archive-232	23	9	best	good	ADJ
archive-232	23	10	number	number	NOUN
archive-232	23	11	of	of	ADP
archive-232	23	12	hidden	hidden	ADJ
archive-232	23	13	layers	layer	NOUN
archive-232	23	14	&	&	CCONJ
archive-232	23	15	the	the	DET
archive-232	23	16	number	number	NOUN
archive-232	23	17	of	of	ADP
archive-232	23	18	hidden	hide	VERB
archive-232	23	19	nodes	node	NOUN
archive-232	23	20	in	in	ADP
archive-232	23	21	each	each	DET
archive-232	23	22	hidden	hide	VERB
archive-232	23	23	layer	layer	NOUN
archive-232	23	24	to	to	PART
archive-232	23	25	obtain	obtain	VERB
archive-232	23	26	the	the	DET
archive-232	23	27	required	require	VERB
archive-232	23	28	accuracy	accuracy	NOUN
archive-232	23	29	for	for	ADP
archive-232	23	30	a	a	DET
archive-232	23	31	certain	certain	ADJ
archive-232	23	32	problem	problem	NOUN
archive-232	23	33	so	so	SCONJ
archive-232	23	34	it	it	PRON
archive-232	23	35	’s	’	VERB
archive-232	23	36	necessary	necessary	ADJ
archive-232	23	37	to	to	PART
archive-232	23	38	undergo	undergo	VERB
archive-232	23	39	a	a	DET
archive-232	23	40	trial	trial	NOUN
archive-232	23	41	and	and	CCONJ
archive-232	23	42	error	error	NOUN
archive-232	23	43	process	process	NOUN
archive-232	23	44	to	to	PART
archive-232	23	45	determine	determine	VERB
archive-232	23	46	the	the	DET
archive-232	23	47	best	good	ADJ
archive-232	23	48	structure	structure	NOUN
archive-232	23	49	of	of	ADP
archive-232	23	50	neural	neural	ADJ
archive-232	23	51	network	network	NOUN
archive-232	23	52	model	model	NOUN
archive-232	23	53	.	.	PUNCT
archive-232	24	1	the	the	DET
archive-232	24	2	learning	learning	NOUN
archive-232	24	3	rule	rule	NOUN
archive-232	24	4	for	for	ADP
archive-232	24	5	a	a	DET
archive-232	24	6	neural	neural	ADJ
archive-232	24	7	network	network	NOUN
archive-232	24	8	is	be	AUX
archive-232	24	9	the	the	DET
archive-232	24	10	process	process	NOUN
archive-232	24	11	of	of	ADP
archive-232	24	12	modifying	modify	VERB
archive-232	24	13	the	the	DET
archive-232	24	14	weights	weight	NOUN
archive-232	24	15	of	of	ADP
archive-232	24	16	a	a	DET
archive-232	24	17	network	network	NOUN
archive-232	24	18	to	to	PART
archive-232	24	19	produce	produce	VERB
archive-232	24	20	the	the	DET
archive-232	24	21	desirable	desirable	ADJ
archive-232	24	22	output	output	NOUN
archive-232	24	23	,	,	PUNCT
archive-232	24	24	there	there	PRON
archive-232	24	25	are	be	VERB
archive-232	24	26	three	three	NUM
archive-232	24	27	types	type	NOUN
archive-232	24	28	of	of	ADP
archive-232	24	29	learning	learn	VERB
archive-232	24	30	rules	rule	NOUN
archive-232	24	31	:	:	PUNCT
archive-232	24	32	supervised	supervised	ADJ
archive-232	24	33	,	,	PUNCT
archive-232	24	34	unsupervised	unsupervised	ADJ
archive-232	24	35	and	and	CCONJ
archive-232	24	36	reinforcement	reinforcement	NOUN
archive-232	24	37	.	.	PUNCT
archive-232	25	1	the	the	DET
archive-232	25	2	most	most	ADV
archive-232	25	3	popular	popular	ADJ
archive-232	25	4	type	type	NOUN
archive-232	25	5	of	of	ADP
archive-232	25	6	learning	learning	NOUN
archive-232	25	7	is	be	AUX
archive-232	25	8	supervised	supervise	VERB
archive-232	25	9	,	,	PUNCT
archive-232	25	10	which	which	PRON
archive-232	25	11	requires	require	VERB
archive-232	25	12	the	the	DET
archive-232	25	13	existence	existence	NOUN
archive-232	25	14	of	of	ADP
archive-232	25	15	an	an	DET
archive-232	25	16	external	external	ADJ
archive-232	25	17	supervisor	supervisor	NOUN
archive-232	25	18	to	to	PART
archive-232	25	19	control	control	VERB
archive-232	25	20	the	the	DET
archive-232	25	21	performance	performance	NOUN
archive-232	25	22	of	of	ADP
archive-232	25	23	the	the	DET
archive-232	25	24	network	network	NOUN
archive-232	25	25	.	.	PUNCT
archive-232	26	1	3	3	X
archive-232	26	2	.	.	X
archive-232	26	3	labor	labor	NOUN
archive-232	26	4	productivity	productivity	NOUN
archive-232	26	5	:	:	PUNCT
archive-232	26	6	rifat	rifat	PROPN
archive-232	26	7	sonmez	sonmez	PROPN
archive-232	26	8	&	&	CCONJ
archive-232	26	9	james	james	PROPN
archive-232	26	10	e.	e.	PROPN
archive-232	26	11	rowings	rowings	PROPN
archive-232	26	12	(	(	PUNCT
archive-232	26	13	nov./dec	nov./dec	PROPN
archive-232	26	14	.	.	NOUN
archive-232	26	15	1998	1998	NUM
archive-232	26	16	)	)	PUNCT
archive-232	26	17	presented	present	VERB
archive-232	26	18	an	an	DET
archive-232	26	19	artificial	artificial	ADJ
archive-232	26	20	neural	neural	ADJ
archive-232	26	21	network	network	NOUN
archive-232	26	22	model	model	NOUN
archive-232	26	23	to	to	PART
archive-232	26	24	estimate	estimate	VERB
archive-232	26	25	labor	labor	NOUN
archive-232	26	26	productivity	productivity	NOUN
archive-232	26	27	for	for	ADP
archive-232	26	28	concrete	concrete	ADJ
archive-232	26	29	pouring	pouring	NOUN
archive-232	26	30	,	,	PUNCT
archive-232	26	31	formwork	formwork	NOUN
archive-232	26	32	and	and	CCONJ
archive-232	26	33	concrete	concrete	ADJ
archive-232	26	34	finishing	finishing	NOUN
archive-232	26	35	.	.	PUNCT
archive-232	27	1	the	the	DET
archive-232	27	2	first	first	ADJ
archive-232	27	3	step	step	NOUN
archive-232	27	4	in	in	ADP
archive-232	27	5	developing	develop	VERB
archive-232	27	6	this	this	DET
archive-232	27	7	model	model	NOUN
archive-232	27	8	was	be	AUX
archive-232	27	9	the	the	DET
archive-232	27	10	identification	identification	NOUN
archive-232	27	11	of	of	ADP
archive-232	27	12	labor	labor	NOUN
archive-232	27	13	productivity	productivity	NOUN
archive-232	27	14	factors	factor	NOUN
archive-232	27	15	for	for	ADP
archive-232	27	16	the	the	DET
archive-232	27	17	three	three	NUM
archive-232	27	18	tasks	task	NOUN
archive-232	27	19	which	which	PRON
archive-232	27	20	include	include	VERB
archive-232	27	21	:	:	PUNCT
archive-232	27	22	1quantities	1quantities	NUM
archive-232	27	23	completed	complete	VERB
archive-232	27	24	;	;	PUNCT
archive-232	27	25	2job	2job	NOUN
archive-232	27	26	size	size	NOUN
archive-232	27	27	;	;	PUNCT
archive-232	27	28	3	3	NUM
archive-232	27	29	-	-	PUNCT
archive-232	27	30	crew	crew	NOUN
archive-232	27	31	size	size	NOUN
archive-232	27	32	;	;	PUNCT
archive-232	27	33	4	4	NUM
archive-232	27	34	-	-	PUNCT
archive-232	27	35	percent	percent	NOUN
archive-232	27	36	overtime	overtime	NOUN
archive-232	27	37	;	;	PUNCT
archive-232	27	38	5	5	NUM
archive-232	27	39	-	-	PUNCT
archive-232	27	40	percent	percent	NOUN
archive-232	27	41	labor	labor	NOUN
archive-232	27	42	;	;	PUNCT
archive-232	27	43	6	6	NUM
archive-232	27	44	-	-	PUNCT
archive-232	27	45	temperature	temperature	NOUN
archive-232	27	46	;	;	PUNCT
archive-232	27	47	7	7	NUM
archive-232	27	48	-	-	PUNCT
archive-232	27	49	humidity	humidity	NOUN
archive-232	27	50	;	;	PUNCT
archive-232	27	51	8	8	NUM
archive-232	27	52	-	-	PUNCT
archive-232	27	53	precipitation	precipitation	NOUN
archive-232	27	54	;	;	PUNCT
archive-232	27	55	9concrete	9concrete	NUM
archive-232	27	56	pump	pump	NOUN
archive-232	27	57	.	.	PUNCT
archive-232	28	1	the	the	DET
archive-232	28	2	same	same	ADJ
archive-232	28	3	factors	factor	NOUN
archive-232	28	4	were	be	AUX
archive-232	28	5	identified	identify	VERB
archive-232	28	6	for	for	ADP
archive-232	28	7	the	the	DET
archive-232	28	8	formwork	formwork	NOUN
archive-232	28	9	except	except	SCONJ
archive-232	28	10	the	the	DET
archive-232	28	11	last	last	ADJ
archive-232	28	12	factor	factor	NOUN
archive-232	28	13	but	but	CCONJ
archive-232	28	14	for	for	ADP
archive-232	28	15	concrete	concrete	ADJ
archive-232	28	16	finishing	finishing	NOUN
archive-232	28	17	,	,	PUNCT
archive-232	28	18	the	the	DET
archive-232	28	19	concrete	concrete	ADJ
archive-232	28	20	pump	pump	NOUN
archive-232	28	21	and	and	CCONJ
archive-232	28	22	job	job	NOUN
archive-232	28	23	type	type	NOUN
archive-232	28	24	were	be	AUX
archive-232	28	25	n't	not	PART
archive-232	28	26	included	include	VERB
archive-232	28	27	.	.	PUNCT
archive-232	29	1	the	the	DET
archive-232	29	2	second	second	ADJ
archive-232	29	3	step	step	NOUN
archive-232	29	4	was	be	AUX
archive-232	29	5	to	to	PART
archive-232	29	6	develop	develop	VERB
archive-232	29	7	a	a	DET
archive-232	29	8	regression	regression	NOUN
archive-232	29	9	model	model	NOUN
archive-232	29	10	based	base	VERB
archive-232	29	11	on	on	ADP
archive-232	29	12	the	the	DET
archive-232	29	13	data	datum	NOUN
archive-232	29	14	obtained	obtain	VERB
archive-232	29	15	from	from	ADP
archive-232	29	16	eight	eight	NUM
archive-232	29	17	building	building	NOUN
archive-232	29	18	projects	project	NOUN
archive-232	29	19	on	on	ADP
archive-232	29	20	a	a	DET
archive-232	29	21	weekly	weekly	ADJ
archive-232	29	22	basis	basis	NOUN
archive-232	29	23	.	.	PUNCT
archive-232	30	1	the	the	DET
archive-232	30	2	number	number	NOUN
archive-232	30	3	of	of	ADP
archive-232	30	4	weekly	weekly	ADJ
archive-232	30	5	data	datum	NOUN
archive-232	30	6	points	point	NOUN
archive-232	30	7	for	for	ADP
archive-232	30	8	concrete	concrete	ADJ
archive-232	30	9	pouring	pouring	NOUN
archive-232	30	10	,	,	PUNCT
archive-232	30	11	formwork	formwork	NOUN
archive-232	30	12	and	and	CCONJ
archive-232	30	13	concrete	concrete	ADJ
archive-232	30	14	finishing	finishing	NOUN
archive-232	30	15	were	be	AUX
archive-232	30	16	112	112	NUM
archive-232	30	17	,	,	PUNCT
archive-232	30	18	76	76	NUM
archive-232	30	19	,	,	PUNCT
archive-232	30	20	and	and	CCONJ
archive-232	30	21	46	46	NUM
archive-232	30	22	respectively	respectively	ADV
archive-232	30	23	,	,	PUNCT
archive-232	30	24	the	the	DET
archive-232	30	25	benefit	benefit	NOUN
archive-232	30	26	of	of	ADP
archive-232	30	27	regression	regression	NOUN
archive-232	30	28	analysis	analysis	NOUN
archive-232	30	29	is	be	AUX
archive-232	30	30	to	to	PART
archive-232	30	31	determine	determine	VERB
archive-232	30	32	the	the	DET
archive-232	30	33	significance	significance	NOUN
archive-232	30	34	of	of	ADP
archive-232	30	35	the	the	DET
archive-232	30	36	factors	factor	NOUN
archive-232	30	37	included	include	VERB
archive-232	30	38	in	in	ADP
archive-232	30	39	the	the	DET
archive-232	30	40	model	model	NOUN
archive-232	30	41	by	by	ADP
archive-232	30	42	calculating	calculate	VERB
archive-232	30	43	the	the	DET
archive-232	30	44	mean	mean	ADJ
archive-232	30	45	square	square	NOUN
archive-232	30	46	error	error	NOUN
archive-232	30	47	(	(	PUNCT
archive-232	30	48	mse	mse	NOUN
archive-232	30	49	)	)	PUNCT
archive-232	30	50	and	and	CCONJ
archive-232	30	51	the	the	DET
archive-232	30	52	mean	mean	ADJ
archive-232	30	53	absolute	absolute	ADJ
archive-232	30	54	percent	percent	NOUN
archive-232	30	55	error	error	NOUN
archive-232	30	56	(	(	PUNCT
archive-232	30	57	mape	mape	NOUN
archive-232	30	58	)	)	PUNCT
archive-232	30	59	between	between	ADP
archive-232	30	60	the	the	DET
archive-232	30	61	predicted	predict	VERB
archive-232	30	62	and	and	CCONJ
archive-232	30	63	actual	actual	ADJ
archive-232	30	64	values	value	NOUN
archive-232	30	65	.	.	PUNCT
archive-232	31	1	two	two	NUM
archive-232	31	2	neural	neural	ADJ
archive-232	31	3	networks	network	NOUN
archive-232	31	4	were	be	AUX
archive-232	31	5	trained	train	VERB
archive-232	31	6	for	for	ADP
archive-232	31	7	concrete	concrete	ADJ
archive-232	31	8	pouring	pour	VERB
archive-232	31	9	task	task	NOUN
archive-232	31	10	to	to	PART
archive-232	31	11	find	find	VERB
archive-232	31	12	the	the	DET
archive-232	31	13	number	number	NOUN
archive-232	31	14	of	of	ADP
archive-232	31	15	hidden	hide	VERB
archive-232	31	16	nodes	node	NOUN
archive-232	31	17	that	that	PRON
archive-232	31	18	result	result	VERB
archive-232	31	19	in	in	ADP
archive-232	31	20	the	the	DET
archive-232	31	21	best	good	ADJ
archive-232	31	22	prediction	prediction	NOUN
archive-232	31	23	using	use	VERB
archive-232	31	24	the	the	DET
archive-232	31	25	following	follow	VERB
archive-232	31	26	inputs	input	NOUN
archive-232	31	27	after	after	ADP
archive-232	31	28	dropping	drop	VERB
archive-232	31	29	insignificant	insignificant	ADJ
archive-232	31	30	factors	factor	NOUN
archive-232	31	31	:	:	PUNCT
archive-232	31	32	quantities	quantity	NOUN
archive-232	31	33	completed	complete	VERB
archive-232	31	34	;	;	PUNCT
archive-232	31	35	crew	crew	NOUN
archive-232	31	36	size	size	NOUN
archive-232	31	37	;	;	PUNCT
archive-232	31	38	temperature	temperature	NOUN
archive-232	31	39	;	;	PUNCT
archive-232	31	40	job	job	NOUN
archive-232	31	41	type	type	NOUN
archive-232	31	42	and	and	CCONJ
archive-232	31	43	concrete	concrete	ADJ
archive-232	31	44	pump	pump	NOUN
archive-232	31	45	.	.	PUNCT
archive-232	32	1	the	the	DET
archive-232	32	2	first	first	ADJ
archive-232	32	3	network	network	NOUN
archive-232	32	4	contains	contain	VERB
archive-232	32	5	13	13	NUM
archive-232	32	6	hidden	hide	VERB
archive-232	32	7	nodes	node	NOUN
archive-232	32	8	while	while	SCONJ
archive-232	32	9	the	the	DET
archive-232	32	10	second	second	ADJ
archive-232	32	11	network	network	NOUN
archive-232	32	12	contains	contain	VERB
archive-232	32	13	four	four	NUM
archive-232	32	14	hidden	hide	VERB
archive-232	32	15	nodes	node	NOUN
archive-232	32	16	.	.	PUNCT
archive-232	33	1	the	the	DET
archive-232	33	2	performance	performance	NOUN
archive-232	33	3	of	of	ADP
archive-232	33	4	the	the	DET
archive-232	33	5	second	second	ADJ
archive-232	33	6	network	network	NOUN
archive-232	33	7	was	be	AUX
archive-232	33	8	better	well	ADJ
archive-232	33	9	than	than	ADP
archive-232	33	10	the	the	DET
archive-232	33	11	regression	regression	NOUN
archive-232	33	12	model	model	NOUN
archive-232	33	13	because	because	SCONJ
archive-232	33	14	the	the	DET
archive-232	33	15	neural	neural	ADJ
archive-232	33	16	network	network	NOUN
archive-232	33	17	includes	include	VERB
archive-232	33	18	the	the	DET
archive-232	33	19	interaction	interaction	NOUN
archive-232	33	20	between	between	ADP
archive-232	33	21	quantity	quantity	NOUN
archive-232	33	22	and	and	CCONJ
archive-232	33	23	the	the	DET
archive-232	33	24	concrete	concrete	ADJ
archive-232	33	25	pump	pump	NOUN
archive-232	33	26	.	.	PUNCT
archive-232	34	1	as	as	ADP
archive-232	34	2	for	for	ADP
archive-232	34	3	formwork	formwork	NOUN
archive-232	34	4	activity	activity	NOUN
archive-232	34	5	,	,	PUNCT
archive-232	34	6	the	the	DET
archive-232	34	7	input	input	NOUN
archive-232	34	8	variables	variable	NOUN
archive-232	34	9	used	use	VERB
archive-232	34	10	to	to	PART
archive-232	34	11	train	train	VERB
archive-232	34	12	the	the	DET
archive-232	34	13	two	two	NUM
archive-232	34	14	neural	neural	ADJ
archive-232	34	15	networks	network	NOUN
archive-232	34	16	were	be	AUX
archive-232	34	17	the	the	DET
archive-232	34	18	quantity	quantity	NOUN
archive-232	34	19	completed	complete	VERB
archive-232	34	20	and	and	CCONJ
archive-232	34	21	crew	crew	NOUN
archive-232	34	22	size	size	NOUN
archive-232	34	23	,	,	PUNCT
archive-232	34	24	the	the	DET
archive-232	34	25	first	first	ADJ
archive-232	34	26	network	network	NOUN
archive-232	34	27	contains	contain	VERB
archive-232	34	28	five	five	NUM
archive-232	34	29	hidden	hide	VERB
archive-232	34	30	nodes	node	NOUN
archive-232	34	31	while	while	SCONJ
archive-232	34	32	the	the	DET
archive-232	34	33	second	second	ADJ
archive-232	34	34	network	network	NOUN
archive-232	34	35	contains	contain	VERB
archive-232	34	36	three	three	NUM
archive-232	34	37	hidden	hide	VERB
archive-232	34	38	nodes	node	NOUN
archive-232	34	39	.	.	PUNCT
archive-232	35	1	the	the	DET
archive-232	35	2	prediction	prediction	NOUN
archive-232	35	3	performance	performance	NOUN
archive-232	35	4	of	of	ADP
archive-232	35	5	the	the	DET
archive-232	35	6	neural	neural	ADJ
archive-232	35	7	network	network	NOUN
archive-232	35	8	was	be	AUX
archive-232	35	9	n't	not	PART
archive-232	35	10	better	well	ADJ
archive-232	35	11	than	than	ADP
archive-232	35	12	the	the	DET
archive-232	35	13	regression	regression	NOUN
archive-232	35	14	model	model	NOUN
archive-232	35	15	,	,	PUNCT
archive-232	35	16	the	the	DET
archive-232	35	17	same	same	ADJ
archive-232	35	18	process	process	NOUN
archive-232	35	19	was	be	AUX
archive-232	35	20	followed	follow	VERB
archive-232	35	21	for	for	ADP
archive-232	35	22	the	the	DET
archive-232	35	23	concrete	concrete	ADJ
archive-232	35	24	finishing	finish	VERB
archive-232	35	25	activity	activity	NOUN
archive-232	35	26	using	use	VERB
archive-232	35	27	the	the	DET
archive-232	35	28	input	input	NOUN
archive-232	35	29	variables	variable	VERB
archive-232	35	30	quantity	quantity	NOUN
archive-232	35	31	completed	complete	VERB
archive-232	35	32	and	and	CCONJ
archive-232	35	33	temperature	temperature	NOUN
archive-232	35	34	,	,	PUNCT
archive-232	35	35	the	the	DET
archive-232	35	36	first	first	ADJ
archive-232	35	37	network	network	NOUN
archive-232	35	38	contains	contain	VERB
archive-232	35	39	five	five	NUM
archive-232	35	40	hidden	hide	VERB
archive-232	35	41	nodes	node	NOUN
archive-232	35	42	while	while	SCONJ
archive-232	35	43	the	the	DET
archive-232	35	44	second	second	ADJ
archive-232	35	45	one	one	NOUN
archive-232	35	46	has	have	VERB
archive-232	35	47	three	three	NUM
archive-232	35	48	hidden	hidden	ADJ
archive-232	35	49	nodes	node	NOUN
archive-232	35	50	,	,	PUNCT
archive-232	35	51	the	the	DET
archive-232	35	52	first	first	ADJ
archive-232	35	53	network	network	NOUN
archive-232	35	54	shows	show	VERB
archive-232	35	55	a	a	DET
archive-232	35	56	better	well	ADJ
archive-232	35	57	performance	performance	NOUN
archive-232	35	58	than	than	ADP
archive-232	35	59	the	the	DET
archive-232	35	60	regression	regression	NOUN
archive-232	35	61	model	model	NOUN
archive-232	35	62	because	because	SCONJ
archive-232	35	63	neural	neural	ADJ
archive-232	35	64	network	network	NOUN
archive-232	35	65	succeeded	succeed	VERB
archive-232	35	66	to	to	PART
archive-232	35	67	represent	represent	VERB
archive-232	35	68	the	the	DET
archive-232	35	69	nonlinear	nonlinear	ADJ
archive-232	35	70	relationship	relationship	NOUN
archive-232	35	71	between	between	ADP
archive-232	35	72	temperature	temperature	NOUN
archive-232	35	73	and	and	CCONJ
archive-232	35	74	production	production	NOUN
archive-232	35	75	rate	rate	NOUN
archive-232	35	76	.	.	PUNCT
archive-232	36	1	finally	finally	ADV
archive-232	36	2	,	,	PUNCT
archive-232	36	3	a	a	DET
archive-232	36	4	sherif	sherif	PROPN
archive-232	36	5	mohamed	mohamed	PROPN
archive-232	36	6	hafez	hafez	PROPN
archive-232	36	7	/	/	PUNCT
archive-232	36	8	the	the	DET
archive-232	36	9	academic	academic	ADJ
archive-232	36	10	research	research	NOUN
archive-232	36	11	community	community	NOUN
archive-232	36	12	publication	publication	NOUN
archive-232	36	13	pg	pg	NOUN
archive-232	36	14	.	.	PROPN
archive-232	36	15	3	3	NUM
archive-232	36	16	sensitivity	sensitivity	NOUN
archive-232	36	17	analysis	analysis	NOUN
archive-232	36	18	was	be	AUX
archive-232	36	19	done	do	VERB
archive-232	36	20	to	to	PART
archive-232	36	21	illustrate	illustrate	VERB
archive-232	36	22	the	the	DET
archive-232	36	23	impact	impact	NOUN
archive-232	36	24	of	of	ADP
archive-232	36	25	significant	significant	ADJ
archive-232	36	26	factors	factor	NOUN
archive-232	36	27	identified	identify	VERB
archive-232	36	28	during	during	ADP
archive-232	36	29	analysis	analysis	NOUN
archive-232	36	30	on	on	ADP
archive-232	36	31	the	the	DET
archive-232	36	32	productivity	productivity	NOUN
archive-232	36	33	of	of	ADP
archive-232	36	34	the	the	DET
archive-232	36	35	three	three	NUM
archive-232	36	36	tasks	task	NOUN
archive-232	36	37	.	.	PUNCT
archive-232	37	1	lapidus	lapidus	PROPN
archive-232	37	2	,	,	PUNCT
archive-232	37	3	a.	a.	PROPN
archive-232	37	4	et	et	PROPN
archive-232	37	5	al	al	PROPN
archive-232	37	6	(	(	PUNCT
archive-232	37	7	2017	2017	NUM
archive-232	37	8	)	)	PUNCT
archive-232	37	9	developed	develop	VERB
archive-232	37	10	based	base	VERB
archive-232	37	11	on	on	ADP
archive-232	37	12	artificial	artificial	ADJ
archive-232	37	13	neural	neural	ADJ
archive-232	37	14	networks	network	NOUN
archive-232	37	15	(	(	PUNCT
archive-232	37	16	ann	ann	PROPN
archive-232	37	17	)	)	PUNCT
archive-232	37	18	has	have	AUX
archive-232	37	19	been	be	AUX
archive-232	37	20	actively	actively	ADV
archive-232	37	21	implemented	implement	VERB
archive-232	37	22	in	in	ADP
archive-232	37	23	construction	construction	NOUN
archive-232	37	24	companies	company	NOUN
archive-232	37	25	to	to	PART
archive-232	37	26	support	support	VERB
archive-232	37	27	decision	decision	NOUN
archive-232	37	28	-	-	PUNCT
archive-232	37	29	making	making	NOUN
archive-232	37	30	in	in	ADP
archive-232	37	31	the	the	DET
archive-232	37	32	organization	organization	NOUN
archive-232	37	33	and	and	CCONJ
archive-232	37	34	management	management	NOUN
archive-232	37	35	of	of	ADP
archive-232	37	36	construction	construction	NOUN
archive-232	37	37	processes	process	NOUN
archive-232	37	38	.	.	PUNCT
archive-232	38	1	ann	ann	PROPN
archive-232	38	2	learning	learning	PROPN
archive-232	38	3	is	be	AUX
archive-232	38	4	the	the	DET
archive-232	38	5	main	main	ADJ
archive-232	38	6	stage	stage	NOUN
archive-232	38	7	of	of	ADP
archive-232	38	8	its	its	PRON
archive-232	38	9	development	development	NOUN
archive-232	38	10	.	.	PUNCT
archive-232	39	1	a	a	DET
archive-232	39	2	key	key	ADJ
archive-232	39	3	question	question	NOUN
archive-232	39	4	for	for	ADP
archive-232	39	5	supervised	supervised	ADJ
archive-232	39	6	learning	learning	NOUN
archive-232	39	7	is	be	AUX
archive-232	39	8	how	how	SCONJ
archive-232	39	9	many	many	ADJ
archive-232	39	10	number	number	NOUN
archive-232	39	11	of	of	ADP
archive-232	39	12	training	training	NOUN
archive-232	39	13	examples	example	NOUN
archive-232	39	14	we	we	PRON
archive-232	39	15	need	need	VERB
archive-232	39	16	to	to	PART
archive-232	39	17	approximate	approximate	VERB
archive-232	39	18	the	the	DET
archive-232	39	19	true	true	ADJ
archive-232	39	20	relationship	relationship	NOUN
archive-232	39	21	between	between	ADP
archive-232	39	22	network	network	NOUN
archive-232	39	23	inputs	input	NOUN
archive-232	39	24	and	and	CCONJ
archive-232	39	25	output	output	NOUN
archive-232	39	26	with	with	ADP
archive-232	39	27	the	the	DET
archive-232	39	28	desired	desire	VERB
archive-232	39	29	accuracy	accuracy	NOUN
archive-232	39	30	.	.	PUNCT
archive-232	40	1	the	the	DET
archive-232	40	2	design	design	NOUN
archive-232	40	3	process	process	NOUN
archive-232	40	4	of	of	ADP
archive-232	40	5	ann	ann	PROPN
archive-232	40	6	architecture	architecture	NOUN
archive-232	40	7	is	be	AUX
archive-232	40	8	related	relate	VERB
archive-232	40	9	to	to	ADP
archive-232	40	10	a	a	DET
archive-232	40	11	learning	learning	NOUN
archive-232	40	12	problem	problem	NOUN
archive-232	40	13	known	know	VERB
archive-232	40	14	as	as	ADP
archive-232	40	15	“	"	PUNCT
archive-232	40	16	curse	curse	NOUN
archive-232	40	17	of	of	ADP
archive-232	40	18	dimensionality	dimensionality	NOUN
archive-232	40	19	”	"	PUNCT
archive-232	40	20	.	.	PUNCT
archive-232	41	1	this	this	DET
archive-232	41	2	problem	problem	NOUN
archive-232	41	3	is	be	AUX
archive-232	41	4	important	important	ADJ
archive-232	41	5	for	for	ADP
archive-232	41	6	the	the	DET
archive-232	41	7	study	study	NOUN
archive-232	41	8	of	of	ADP
archive-232	41	9	construction	construction	NOUN
archive-232	41	10	process	process	NOUN
archive-232	41	11	management	management	NOUN
archive-232	41	12	because	because	SCONJ
archive-232	41	13	of	of	ADP
archive-232	41	14	the	the	DET
archive-232	41	15	difficulty	difficulty	NOUN
archive-232	41	16	to	to	PART
archive-232	41	17	get	get	VERB
archive-232	41	18	training	training	NOUN
archive-232	41	19	data	datum	NOUN
archive-232	41	20	from	from	ADP
archive-232	41	21	construction	construction	NOUN
archive-232	41	22	sites	site	NOUN
archive-232	41	23	.	.	PUNCT
archive-232	42	1	in	in	ADP
archive-232	42	2	previous	previous	ADJ
archive-232	42	3	studies	study	NOUN
archive-232	42	4	the	the	DET
archive-232	42	5	authors	author	NOUN
archive-232	42	6	have	have	AUX
archive-232	42	7	designed	design	VERB
archive-232	42	8	a	a	DET
archive-232	42	9	4	4	NUM
archive-232	42	10	-	-	PUNCT
archive-232	42	11	layer	layer	NOUN
archive-232	42	12	feedforward	feedforward	NOUN
archive-232	42	13	ann	ann	PROPN
archive-232	42	14	with	with	ADP
archive-232	42	15	a	a	DET
archive-232	42	16	unit	unit	NOUN
archive-232	42	17	model	model	NOUN
archive-232	42	18	of	of	ADP
archive-232	42	19	12	12	NUM
archive-232	42	20	-	-	SYM
archive-232	42	21	5	5	NUM
archive-232	42	22	-	-	PUNCT
archive-232	42	23	4	4	NUM
archive-232	42	24	-	-	SYM
archive-232	42	25	1	1	NUM
archive-232	42	26	to	to	PART
archive-232	42	27	approximate	approximate	ADJ
archive-232	42	28	estimation	estimation	NOUN
archive-232	42	29	and	and	CCONJ
archive-232	42	30	prediction	prediction	NOUN
archive-232	42	31	of	of	ADP
archive-232	42	32	roofing	roofing	NOUN
archive-232	42	33	process	process	NOUN
archive-232	42	34	.	.	PUNCT
archive-232	43	1	this	this	DET
archive-232	43	2	paper	paper	NOUN
archive-232	43	3	presented	present	VERB
archive-232	43	4	the	the	DET
archive-232	43	5	statistical	statistical	ADJ
archive-232	43	6	learning	learning	NOUN
archive-232	43	7	side	side	NOUN
archive-232	43	8	of	of	ADP
archive-232	43	9	created	create	VERB
archive-232	43	10	ann	ann	PROPN
archive-232	43	11	with	with	ADP
archive-232	43	12	simple	simple	ADJ
archive-232	43	13	-	-	PUNCT
archive-232	43	14	error	error	NOUN
archive-232	43	15	-	-	PUNCT
archive-232	43	16	minimization	minimization	NOUN
archive-232	43	17	algorithm	algorithm	NOUN
archive-232	43	18	.	.	PUNCT
archive-232	44	1	the	the	DET
archive-232	44	2	sample	sample	NOUN
archive-232	44	3	size	size	NOUN
archive-232	44	4	to	to	ADP
archive-232	44	5	efficient	efficient	ADJ
archive-232	44	6	training	training	NOUN
archive-232	44	7	and	and	CCONJ
archive-232	44	8	the	the	DET
archive-232	44	9	confidence	confidence	NOUN
archive-232	44	10	interval	interval	NOUN
archive-232	44	11	of	of	ADP
archive-232	44	12	network	network	NOUN
archive-232	44	13	outputs	output	NOUN
archive-232	44	14	defined	define	VERB
archive-232	44	15	.	.	PUNCT
archive-232	45	1	in	in	ADP
archive-232	45	2	conclusion	conclusion	NOUN
archive-232	45	3	,	,	PUNCT
archive-232	45	4	the	the	DET
archive-232	45	5	authors	author	NOUN
archive-232	45	6	predicted	predict	VERB
archive-232	45	7	successful	successful	ADJ
archive-232	45	8	ann	ann	PROPN
archive-232	45	9	learning	learning	NOUN
archive-232	45	10	in	in	ADP
archive-232	45	11	a	a	DET
archive-232	45	12	large	large	ADJ
archive-232	45	13	construction	construction	NOUN
archive-232	45	14	business	business	NOUN
archive-232	45	15	company	company	NOUN
archive-232	45	16	within	within	ADP
archive-232	45	17	a	a	DET
archive-232	45	18	short	short	ADJ
archive-232	45	19	space	space	NOUN
archive-232	45	20	of	of	ADP
archive-232	45	21	time	time	NOUN
archive-232	45	22	.	.	PUNCT
archive-232	46	1	4	4	X
archive-232	46	2	.	.	X
archive-232	46	3	budget	budget	NOUN
archive-232	46	4	performance	performance	NOUN
archive-232	46	5	:	:	PUNCT
archive-232	46	6	d.k.h	d.k.h	PROPN
archive-232	46	7	.	.	PROPN
archive-232	46	8	chua	chua	PROPN
archive-232	46	9	,	,	PUNCT
archive-232	46	10	y.	y.	PROPN
archive-232	46	11	c.	c.	PROPN
archive-232	46	12	kog	kog	PROPN
archive-232	46	13	,	,	PUNCT
archive-232	47	1	p.	p.	PROPN
archive-232	47	2	k.	k.	PROPN
archive-232	48	1	loh	loh	PROPN
archive-232	48	2	&	&	CCONJ
archive-232	48	3	e.	e.	PROPN
archive-232	48	4	j.	j.	PROPN
archive-232	48	5	jaselskis	jaselskis	PROPN
archive-232	48	6	(	(	PUNCT
archive-232	48	7	sept	sept	PROPN
archive-232	48	8	.	.	PROPN
archive-232	48	9	1997	1997	NUM
archive-232	48	10	)	)	PUNCT
archive-232	48	11	illustrated	illustrate	VERB
archive-232	48	12	a	a	DET
archive-232	48	13	back	back	ADJ
archive-232	48	14	propagation	propagation	NOUN
archive-232	48	15	neural	neural	ADJ
archive-232	48	16	network	network	NOUN
archive-232	48	17	was	be	AUX
archive-232	48	18	presented	present	VERB
archive-232	48	19	to	to	PART
archive-232	48	20	predict	predict	VERB
archive-232	48	21	the	the	DET
archive-232	48	22	budget	budget	NOUN
archive-232	48	23	performance	performance	NOUN
archive-232	48	24	of	of	ADP
archive-232	48	25	a	a	DET
archive-232	48	26	construction	construction	NOUN
archive-232	48	27	project	project	NOUN
archive-232	48	28	using	use	VERB
archive-232	48	29	key	key	ADJ
archive-232	48	30	management	management	NOUN
archive-232	48	31	factors	factor	NOUN
archive-232	48	32	.	.	PUNCT
archive-232	49	1	the	the	DET
archive-232	49	2	data	datum	NOUN
archive-232	49	3	set	set	VERB
archive-232	49	4	was	be	AUX
archive-232	49	5	obtained	obtain	VERB
archive-232	49	6	from	from	ADP
archive-232	49	7	questionnaire	questionnaire	NOUN
archive-232	49	8	surveys	survey	NOUN
archive-232	49	9	conducted	conduct	VERB
archive-232	49	10	by	by	ADP
archive-232	49	11	jaselskis	jaselski	NOUN
archive-232	49	12	on	on	ADP
archive-232	49	13	75	75	NUM
archive-232	49	14	construction	construction	NOUN
archive-232	49	15	projects	project	NOUN
archive-232	49	16	,	,	PUNCT
archive-232	49	17	48	48	NUM
archive-232	49	18	from	from	ADP
archive-232	49	19	contractor	contractor	NOUN
archive-232	49	20	organizations	organization	NOUN
archive-232	49	21	and	and	CCONJ
archive-232	49	22	27	27	NUM
archive-232	49	23	from	from	ADP
archive-232	49	24	owner	owner	NOUN
archive-232	49	25	organizations	organization	NOUN
archive-232	49	26	.	.	PUNCT
archive-232	50	1	half	half	NOUN
archive-232	50	2	of	of	ADP
archive-232	50	3	the	the	DET
archive-232	50	4	projects	project	NOUN
archive-232	50	5	were	be	AUX
archive-232	50	6	cross	cross	NOUN
archive-232	50	7	plant	plant	NOUN
archive-232	50	8	while	while	SCONJ
archive-232	50	9	the	the	DET
archive-232	50	10	other	other	ADJ
archive-232	50	11	half	half	NOUN
archive-232	50	12	were	be	AUX
archive-232	50	13	a	a	DET
archive-232	50	14	combination	combination	NOUN
archive-232	50	15	of	of	ADP
archive-232	50	16	manufacturing	manufacturing	NOUN
archive-232	50	17	office	office	NOUN
archive-232	50	18	,	,	PUNCT
archive-232	50	19	power	power	NOUN
archive-232	50	20	,	,	PUNCT
archive-232	50	21	pipeline	pipeline	NOUN
archive-232	50	22	and	and	CCONJ
archive-232	50	23	other	other	ADJ
archive-232	50	24	types	type	NOUN
archive-232	50	25	,	,	PUNCT
archive-232	50	26	the	the	DET
archive-232	50	27	average	average	ADJ
archive-232	50	28	size	size	NOUN
archive-232	50	29	of	of	ADP
archive-232	50	30	the	the	DET
archive-232	50	31	projects	project	NOUN
archive-232	50	32	was	be	AUX
archive-232	50	33	$	$	SYM
archive-232	50	34	124,000,000	124,000,000	NUM
archive-232	50	35	and	and	CCONJ
archive-232	50	36	the	the	DET
archive-232	50	37	mean	mean	ADJ
archive-232	50	38	duration	duration	NOUN
archive-232	50	39	is	be	AUX
archive-232	50	40	29	29	NUM
archive-232	50	41	months	month	NOUN
archive-232	50	42	and	and	CCONJ
archive-232	50	43	instead	instead	ADV
archive-232	50	44	of	of	ADP
archive-232	50	45	using	use	VERB
archive-232	50	46	the	the	DET
archive-232	50	47	data	datum	NOUN
archive-232	50	48	as	as	SCONJ
archive-232	50	49	measured	measure	VERB
archive-232	50	50	it	it	PRON
archive-232	50	51	was	be	AUX
archive-232	50	52	classified	classify	VERB
archive-232	50	53	according	accord	VERB
archive-232	50	54	to	to	ADP
archive-232	50	55	a	a	DET
archive-232	50	56	six	six	NUM
archive-232	50	57	point	point	NOUN
archive-232	50	58	scale	scale	NOUN
archive-232	50	59	from	from	ADP
archive-232	50	60	(	(	PUNCT
archive-232	50	61	0	0	NUM
archive-232	50	62	to	to	ADP
archive-232	50	63	5	5	NUM
archive-232	50	64	)	)	PUNCT
archive-232	50	65	,	,	PUNCT
archive-232	50	66	27	27	NUM
archive-232	50	67	management	management	NOUN
archive-232	50	68	factors	factor	NOUN
archive-232	50	69	were	be	AUX
archive-232	50	70	identified	identify	VERB
archive-232	50	71	to	to	PART
archive-232	50	72	affect	affect	VERB
archive-232	50	73	the	the	DET
archive-232	50	74	construction	construction	NOUN
archive-232	50	75	budget	budget	NOUN
archive-232	50	76	performance	performance	NOUN
archive-232	50	77	,	,	PUNCT
archive-232	50	78	these	these	DET
archive-232	50	79	factors	factor	NOUN
archive-232	50	80	were	be	AUX
archive-232	50	81	classified	classify	VERB
archive-232	50	82	into	into	ADP
archive-232	50	83	four	four	NUM
archive-232	50	84	categories	category	NOUN
archive-232	50	85	which	which	PRON
archive-232	50	86	include	include	VERB
archive-232	50	87	:	:	PUNCT
archive-232	50	88	(	(	PUNCT
archive-232	50	89	1	1	X
archive-232	50	90	)	)	PUNCT
archive-232	50	91	project	project	NOUN
archive-232	50	92	manager(pm	manager(pm	NOUN
archive-232	50	93	):	):	PUNCT
archive-232	50	94	some	some	PRON
archive-232	50	95	of	of	ADP
archive-232	50	96	these	these	DET
archive-232	50	97	factors	factor	NOUN
archive-232	50	98	under	under	ADP
archive-232	50	99	this	this	DET
archive-232	50	100	category	category	NOUN
archive-232	50	101	is	be	AUX
archive-232	50	102	pm	pm	NOUN
archive-232	50	103	site	site	NOUN
archive-232	50	104	visits	visit	NOUN
archive-232	50	105	,	,	PUNCT
archive-232	50	106	pm	pm	NOUN
archive-232	50	107	levels	level	NOUN
archive-232	50	108	to	to	ADP
archive-232	50	109	craftsmen	craftsman	NOUN
archive-232	50	110	,	,	PUNCT
archive-232	50	111	pm	pm	NOUN
archive-232	50	112	education	education	NOUN
archive-232	50	113	level	level	NOUN
archive-232	50	114	,	,	PUNCT
archive-232	50	115	pm	pm	NOUN
archive-232	50	116	experience	experience	NOUN
archive-232	50	117	and	and	CCONJ
archive-232	50	118	others	other	NOUN
archive-232	50	119	.	.	PUNCT
archive-232	51	1	(	(	PUNCT
archive-232	51	2	2	2	X
archive-232	51	3	)	)	PUNCT
archive-232	51	4	project	project	NOUN
archive-232	51	5	team	team	NOUN
archive-232	51	6	:	:	PUNCT
archive-232	51	7	which	which	PRON
archive-232	51	8	include	include	VERB
archive-232	51	9	team	team	NOUN
archive-232	51	10	turnover	turnover	NOUN
archive-232	51	11	and	and	CCONJ
archive-232	51	12	design	design	NOUN
archive-232	51	13	incentives	incentive	NOUN
archive-232	51	14	.	.	PUNCT
archive-232	52	1	(	(	PUNCT
archive-232	52	2	3	3	X
archive-232	52	3	)	)	PUNCT
archive-232	52	4	planning	planning	NOUN
archive-232	52	5	:	:	PUNCT
archive-232	52	6	this	this	DET
archive-232	52	7	category	category	NOUN
archive-232	52	8	include	include	VERB
archive-232	52	9	design	design	NOUN
archive-232	52	10	complete	complete	ADJ
archive-232	52	11	,	,	PUNCT
archive-232	52	12	start	start	VERB
archive-232	52	13	activities	activity	NOUN
archive-232	52	14	,	,	PUNCT
archive-232	52	15	budget	budget	NOUN
archive-232	52	16	contingency	contingency	NOUN
archive-232	52	17	,	,	PUNCT
archive-232	52	18	constructability	constructability	NOUN
archive-232	52	19	and	and	CCONJ
archive-232	52	20	modularization	modularization	NOUN
archive-232	52	21	and	and	CCONJ
archive-232	52	22	others	other	NOUN
archive-232	52	23	.	.	PUNCT
archive-232	53	1	(	(	PUNCT
archive-232	53	2	4	4	X
archive-232	53	3	)	)	PUNCT
archive-232	53	4	control	control	NOUN
archive-232	53	5	:	:	PUNCT
archive-232	53	6	under	under	ADP
archive-232	53	7	this	this	DET
archive-232	53	8	category	category	NOUN
archive-232	53	9	progress	progress	NOUN
archive-232	53	10	inspection	inspection	NOUN
archive-232	53	11	,	,	PUNCT
archive-232	53	12	quality	quality	NOUN
archive-232	53	13	inspection	inspection	NOUN
archive-232	53	14	,	,	PUNCT
archive-232	53	15	safety	safety	NOUN
archive-232	53	16	,	,	PUNCT
archive-232	53	17	control	control	NOUN
archive-232	53	18	system	system	NOUN
archive-232	53	19	budget	budget	NOUN
archive-232	53	20	…	…	PUNCT
archive-232	53	21	…	…	PUNCT
archive-232	53	22	etc	etc	X
archive-232	53	23	.	.	X
archive-232	53	24	for	for	ADP
archive-232	53	25	detailed	detailed	ADJ
archive-232	53	26	information	information	NOUN
archive-232	53	27	about	about	ADP
archive-232	53	28	these	these	DET
archive-232	53	29	factors	factor	NOUN
archive-232	53	30	,	,	PUNCT
archive-232	53	31	refer	refer	VERB
archive-232	53	32	to	to	ADP
archive-232	53	33	appendix	appendix	VERB
archive-232	53	34	(	(	PUNCT
archive-232	53	35	1	1	NUM
archive-232	53	36	)	)	PUNCT
archive-232	53	37	at	at	ADP
archive-232	53	38	the	the	DET
archive-232	53	39	end	end	NOUN
archive-232	53	40	of	of	ADP
archive-232	53	41	the	the	DET
archive-232	53	42	paper	paper	NOUN
archive-232	53	43	.	.	PUNCT
archive-232	54	1	during	during	ADP
archive-232	54	2	model	model	NOUN
archive-232	54	3	development	development	NOUN
archive-232	54	4	,	,	PUNCT
archive-232	54	5	the	the	DET
archive-232	54	6	insignificant	insignificant	ADJ
archive-232	54	7	factors	factor	NOUN
archive-232	54	8	were	be	AUX
archive-232	54	9	dropped	drop	VERB
archive-232	54	10	from	from	ADP
archive-232	54	11	the	the	DET
archive-232	54	12	network	network	NOUN
archive-232	54	13	to	to	PART
archive-232	54	14	define	define	VERB
archive-232	54	15	the	the	DET
archive-232	54	16	key	key	ADJ
archive-232	54	17	factors	factor	NOUN
archive-232	54	18	for	for	ADP
archive-232	54	19	budget	budget	NOUN
archive-232	54	20	performance	performance	NOUN
archive-232	54	21	.	.	PUNCT
archive-232	55	1	this	this	PRON
archive-232	55	2	was	be	AUX
archive-232	55	3	done	do	VERB
archive-232	55	4	by	by	ADP
archive-232	55	5	dithering	dither	VERB
archive-232	55	6	the	the	DET
archive-232	55	7	input	input	NOUN
archive-232	55	8	factors	factor	NOUN
archive-232	55	9	by	by	ADP
archive-232	55	10	+5	+5	PROPN
archive-232	55	11	%	%	NOUN
archive-232	55	12	then	then	ADV
archive-232	55	13	if	if	SCONJ
archive-232	55	14	these	these	DET
archive-232	55	15	factors	factor	NOUN
archive-232	55	16	showed	show	VERB
archive-232	55	17	a	a	DET
archive-232	55	18	negative	negative	ADJ
archive-232	55	19	impact	impact	NOUN
archive-232	55	20	on	on	ADP
archive-232	55	21	the	the	DET
archive-232	55	22	network	network	NOUN
archive-232	55	23	output	output	NOUN
archive-232	55	24	,	,	PUNCT
archive-232	55	25	they	they	PRON
archive-232	55	26	were	be	AUX
archive-232	55	27	discarded	discard	VERB
archive-232	55	28	from	from	ADP
archive-232	55	29	the	the	DET
archive-232	55	30	model	model	NOUN
archive-232	55	31	.	.	PUNCT
archive-232	56	1	this	this	PRON
archive-232	56	2	resulted	result	VERB
archive-232	56	3	in	in	ADP
archive-232	56	4	identifying	identify	VERB
archive-232	56	5	eight	eight	NUM
archive-232	56	6	management	management	NOUN
archive-232	56	7	factors	factor	NOUN
archive-232	56	8	used	use	VERB
archive-232	56	9	as	as	ADP
archive-232	56	10	inputs	input	NOUN
archive-232	56	11	to	to	PART
archive-232	56	12	train	train	VERB
archive-232	56	13	the	the	DET
archive-232	56	14	neural	neural	ADJ
archive-232	56	15	network	network	NOUN
archive-232	56	16	which	which	PRON
archive-232	56	17	include	include	VERB
archive-232	56	18	:	:	PUNCT
archive-232	56	19	project	project	NOUN
archive-232	56	20	manager	manager	NOUN
archive-232	56	21	levels	level	NOUN
archive-232	56	22	to	to	ADP
archive-232	56	23	craftsmen	craftsman	NOUN
archive-232	56	24	,	,	PUNCT
archive-232	56	25	project	project	NOUN
archive-232	56	26	manager	manager	NOUN
archive-232	56	27	experience	experience	NOUN
archive-232	56	28	,	,	PUNCT
archive-232	56	29	team	team	NOUN
archive-232	56	30	turnover	turnover	NOUN
archive-232	56	31	,	,	PUNCT
archive-232	56	32	design	design	NOUN
archive-232	56	33	level	level	NOUN
archive-232	56	34	at	at	ADP
archive-232	56	35	construction	construction	NOUN
archive-232	56	36	start	start	NOUN
archive-232	56	37	,	,	PUNCT
archive-232	56	38	constructability	constructability	NOUN
archive-232	56	39	program	program	NOUN
archive-232	56	40	,	,	PUNCT
archive-232	56	41	budget	budget	NOUN
archive-232	56	42	control	control	NOUN
archive-232	56	43	system	system	NOUN
archive-232	56	44	,	,	PUNCT
archive-232	56	45	construction	construction	NOUN
archive-232	56	46	control	control	NOUN
archive-232	56	47	meetings	meeting	NOUN
archive-232	56	48	and	and	CCONJ
archive-232	56	49	budget	budget	NOUN
archive-232	56	50	updates	update	NOUN
archive-232	56	51	.	.	PUNCT
archive-232	57	1	two	two	NUM
archive-232	57	2	hidden	hidden	ADJ
archive-232	57	3	layers	layer	NOUN
archive-232	57	4	were	be	AUX
archive-232	57	5	used	use	VERB
archive-232	57	6	in	in	ADP
archive-232	57	7	the	the	DET
archive-232	57	8	model	model	NOUN
archive-232	57	9	,	,	PUNCT
archive-232	57	10	the	the	DET
archive-232	57	11	first	first	ADJ
archive-232	57	12	layer	layer	NOUN
archive-232	57	13	contains	contain	VERB
archive-232	57	14	five	five	NUM
archive-232	57	15	hidden	hide	VERB
archive-232	57	16	nodes	node	NOUN
archive-232	57	17	and	and	CCONJ
archive-232	57	18	the	the	DET
archive-232	57	19	second	second	ADJ
archive-232	57	20	one	one	NOUN
archive-232	57	21	contains	contain	VERB
archive-232	57	22	three	three	NUM
archive-232	57	23	hidden	hide	VERB
archive-232	57	24	nodes	node	NOUN
archive-232	57	25	while	while	SCONJ
archive-232	57	26	the	the	DET
archive-232	57	27	output	output	NOUN
archive-232	57	28	is	be	AUX
archive-232	57	29	the	the	DET
archive-232	57	30	budget	budget	NOUN
archive-232	57	31	performance	performance	NOUN
archive-232	57	32	which	which	PRON
archive-232	57	33	was	be	AUX
archive-232	57	34	classified	classify	VERB
archive-232	57	35	to	to	ADP
archive-232	57	36	(	(	PUNCT
archive-232	57	37	good	good	ADJ
archive-232	57	38	,	,	PUNCT
archive-232	57	39	slightly	slightly	ADV
archive-232	57	40	good	good	ADJ
archive-232	57	41	,	,	PUNCT
archive-232	57	42	average	average	ADJ
archive-232	57	43	,	,	PUNCT
archive-232	57	44	slightly	slightly	ADV
archive-232	57	45	bad	bad	ADJ
archive-232	57	46	and	and	CCONJ
archive-232	57	47	bad	bad	ADJ
archive-232	57	48	)	)	PUNCT
archive-232	57	49	,	,	PUNCT
archive-232	57	50	the	the	DET
archive-232	57	51	confidence	confidence	NOUN
archive-232	57	52	level	level	NOUN
archive-232	57	53	was	be	AUX
archive-232	57	54	determined	determine	VERB
archive-232	57	55	using	use	VERB
archive-232	57	56	20	20	NUM
archive-232	57	57	test	test	NOUN
archive-232	57	58	examples	example	NOUN
archive-232	57	59	to	to	PART
archive-232	57	60	be	be	AUX
archive-232	57	61	95	95	NUM
archive-232	57	62	%	%	NOUN
archive-232	57	63	with	with	ADP
archive-232	57	64	a	a	DET
archive-232	57	65	standard	standard	ADJ
archive-232	57	66	deviation	deviation	NOUN
archive-232	57	67	of	of	ADP
archive-232	57	68	(	(	PUNCT
archive-232	57	69	0.827	0.827	NUM
archive-232	57	70	)	)	PUNCT
archive-232	57	71	,	,	PUNCT
archive-232	57	72	also	also	ADV
archive-232	57	73	the	the	DET
archive-232	57	74	model	model	NOUN
archive-232	57	75	had	have	AUX
archive-232	57	76	been	be	AUX
archive-232	57	77	evaluated	evaluate	VERB
archive-232	57	78	for	for	ADP
archive-232	57	79	unseen	unseen	ADJ
archive-232	57	80	and	and	CCONJ
archive-232	57	81	incomplete	incomplete	ADJ
archive-232	57	82	inputs	input	NOUN
archive-232	57	83	.	.	PUNCT
archive-232	58	1	about	about	ADV
archive-232	58	2	30	30	NUM
archive-232	58	3	%	%	NOUN
archive-232	58	4	of	of	ADP
archive-232	58	5	the	the	DET
archive-232	58	6	predictions	prediction	NOUN
archive-232	58	7	were	be	AUX
archive-232	58	8	exactly	exactly	ADV
archive-232	58	9	as	as	SCONJ
archive-232	58	10	expected	expect	VERB
archive-232	58	11	while	while	SCONJ
archive-232	58	12	nearly	nearly	ADV
archive-232	58	13	70	70	NUM
archive-232	58	14	%	%	NOUN
archive-232	58	15	of	of	ADP
archive-232	58	16	the	the	DET
archive-232	58	17	predictions	prediction	NOUN
archive-232	58	18	were	be	AUX
archive-232	58	19	n't	not	PART
archive-232	58	20	more	more	ADJ
archive-232	58	21	than	than	ADP
archive-232	58	22	one	one	NUM
archive-232	58	23	degree	degree	NOUN
archive-232	58	24	of	of	ADP
archive-232	58	25	deviation	deviation	NOUN
archive-232	58	26	from	from	ADP
archive-232	58	27	the	the	DET
archive-232	58	28	expected	expect	VERB
archive-232	58	29	.	.	PUNCT
archive-232	59	1	5	5	X
archive-232	59	2	.	.	PUNCT
archive-232	59	3	construction	construction	NOUN
archive-232	59	4	equipment	equipment	NOUN
archive-232	59	5	productivity	productivity	NOUN
archive-232	59	6	:	:	PUNCT
archive-232	59	7	chao	chao	PROPN
archive-232	59	8	l.	l.	PROPN
archive-232	59	9	c.	c.	PROPN
archive-232	59	10	&	&	CCONJ
archive-232	59	11	skibniewski	skibniewski	PROPN
archive-232	59	12	m.	m.	PROPN
archive-232	59	13	j.	j.	PROPN
archive-232	59	14	(	(	PUNCT
archive-232	59	15	april	april	PROPN
archive-232	59	16	1994	1994	NUM
archive-232	59	17	)	)	PUNCT
archive-232	59	18	developed	develop	VERB
archive-232	59	19	two	two	NUM
archive-232	59	20	neural	neural	ADJ
archive-232	59	21	network	network	NOUN
archive-232	59	22	models	model	NOUN
archive-232	59	23	to	to	PART
archive-232	59	24	estimate	estimate	VERB
archive-232	59	25	productivity	productivity	NOUN
archive-232	59	26	of	of	ADP
archive-232	59	27	a	a	DET
archive-232	59	28	hydraulic	hydraulic	ADJ
archive-232	59	29	excavator	excavator	NOUN
archive-232	59	30	.	.	PUNCT
archive-232	60	1	the	the	DET
archive-232	60	2	data	datum	NOUN
archive-232	60	3	used	use	VERB
archive-232	60	4	to	to	PART
archive-232	60	5	train	train	VERB
archive-232	60	6	the	the	DET
archive-232	60	7	neural	neural	ADJ
archive-232	60	8	network	network	NOUN
archive-232	60	9	was	be	AUX
archive-232	60	10	obtained	obtain	VERB
archive-232	60	11	using	use	VERB
archive-232	60	12	a	a	DET
archive-232	60	13	desktop	desktop	NOUN
archive-232	60	14	excavator	excavator	NOUN
archive-232	60	15	robot	robot	NOUN
archive-232	60	16	with	with	ADP
archive-232	60	17	electric	electric	ADJ
archive-232	60	18	servomotors	servomotor	NOUN
archive-232	60	19	and	and	CCONJ
archive-232	60	20	to	to	PART
archive-232	60	21	simulate	simulate	VERB
archive-232	60	22	the	the	DET
archive-232	60	23	performance	performance	NOUN
archive-232	60	24	of	of	ADP
archive-232	60	25	the	the	DET
archive-232	60	26	excavator	excavator	NOUN
archive-232	60	27	,	,	PUNCT
archive-232	60	28	a	a	DET
archive-232	60	29	computer	computer	NOUN
archive-232	60	30	program	program	NOUN
archive-232	60	31	was	be	AUX
archive-232	60	32	used	use	VERB
archive-232	60	33	to	to	PART
archive-232	60	34	send	send	VERB
archive-232	60	35	instructions	instruction	NOUN
archive-232	60	36	from	from	ADP
archive-232	60	37	a	a	DET
archive-232	60	38	basic	basic	ADJ
archive-232	60	39	program	program	NOUN
archive-232	60	40	to	to	PART
archive-232	60	41	control	control	VERB
archive-232	60	42	the	the	DET
archive-232	60	43	robot	robot	NOUN
archive-232	60	44	’s	’s	PART
archive-232	60	45	motion	motion	NOUN
archive-232	60	46	.	.	PUNCT
archive-232	61	1	the	the	DET
archive-232	61	2	first	first	ADJ
archive-232	61	3	network	network	NOUN
archive-232	61	4	estimates	estimate	VERB
archive-232	61	5	excavator	excavator	NOUN
archive-232	61	6	's	's	PART
archive-232	61	7	cycle	cycle	NOUN
archive-232	61	8	time	time	NOUN
archive-232	61	9	while	while	SCONJ
archive-232	61	10	the	the	DET
archive-232	61	11	second	second	ADJ
archive-232	61	12	one	one	NUM
archive-232	61	13	estimates	estimate	VERB
archive-232	61	14	the	the	DET
archive-232	61	15	excavator	excavator	NOUN
archive-232	61	16	efficiency	efficiency	NOUN
archive-232	61	17	.	.	PUNCT
archive-232	62	1	the	the	DET
archive-232	62	2	excavator	excavator	NOUN
archive-232	62	3	simulation	simulation	NOUN
archive-232	62	4	process	process	NOUN
archive-232	62	5	is	be	AUX
archive-232	62	6	based	base	VERB
archive-232	62	7	on	on	ADP
archive-232	62	8	two	two	NUM
archive-232	62	9	scenarios	scenario	NOUN
archive-232	62	10	,	,	PUNCT
archive-232	62	11	the	the	DET
archive-232	62	12	first	first	ADJ
archive-232	62	13	one	one	NUM
archive-232	62	14	simulate	simulate	NOUN
archive-232	62	15	mass	mass	NOUN
archive-232	62	16	excavation	excavation	NOUN
archive-232	62	17	when	when	SCONJ
archive-232	62	18	the	the	DET
archive-232	62	19	truck	truck	NOUN
archive-232	62	20	queue	queue	NOUN
archive-232	62	21	is	be	AUX
archive-232	62	22	empty	empty	ADJ
archive-232	62	23	so	so	SCONJ
archive-232	62	24	the	the	DET
archive-232	62	25	excavator	excavator	NOUN
archive-232	62	26	has	have	VERB
archive-232	62	27	to	to	PART
archive-232	62	28	wait	wait	VERB
archive-232	62	29	until	until	SCONJ
archive-232	62	30	a	a	DET
archive-232	62	31	truck	truck	NOUN
archive-232	62	32	travels	travel	VERB
archive-232	62	33	back	back	ADV
archive-232	62	34	,	,	PUNCT
archive-232	62	35	which	which	PRON
archive-232	62	36	leads	lead	VERB
archive-232	62	37	to	to	ADP
archive-232	62	38	losses	loss	NOUN
archive-232	62	39	in	in	ADP
archive-232	62	40	productive	productive	ADJ
archive-232	62	41	time	time	NOUN
archive-232	62	42	.	.	PUNCT
archive-232	63	1	however	however	ADV
archive-232	63	2	,	,	PUNCT
archive-232	63	3	the	the	DET
archive-232	63	4	truck	truck	NOUN
archive-232	63	5	has	have	VERB
archive-232	63	6	to	to	PART
archive-232	63	7	wait	wait	VERB
archive-232	63	8	and	and	CCONJ
archive-232	63	9	if	if	SCONJ
archive-232	63	10	the	the	DET
archive-232	63	11	excavator	excavator	NOUN
archive-232	63	12	is	be	AUX
archive-232	63	13	busy	busy	ADJ
archive-232	63	14	working	work	VERB
archive-232	63	15	with	with	ADP
archive-232	63	16	other	other	ADJ
archive-232	63	17	trucks	truck	NOUN
archive-232	63	18	,	,	PUNCT
archive-232	63	19	the	the	DET
archive-232	63	20	second	second	ADJ
archive-232	63	21	scenario	scenario	NOUN
archive-232	63	22	simulates	simulate	VERB
archive-232	63	23	a	a	DET
archive-232	63	24	substructure	substructure	NOUN
archive-232	63	25	excavation	excavation	NOUN
archive-232	63	26	job	job	NOUN
archive-232	63	27	in	in	ADP
archive-232	63	28	which	which	PRON
archive-232	63	29	the	the	DET
archive-232	63	30	excavator	excavator	NOUN
archive-232	63	31	,	,	PUNCT
archive-232	63	32	after	after	ADP
archive-232	63	33	loading	load	VERB
archive-232	63	34	a	a	DET
archive-232	63	35	truck	truck	NOUN
archive-232	63	36	,	,	PUNCT
archive-232	63	37	has	have	VERB
archive-232	63	38	to	to	PART
archive-232	63	39	perform	perform	VERB
archive-232	63	40	additional	additional	ADJ
archive-232	63	41	work	work	NOUN
archive-232	63	42	such	such	ADJ
archive-232	63	43	as	as	ADP
archive-232	63	44	repositioning	repositioning	NOUN
archive-232	63	45	,	,	PUNCT
archive-232	63	46	clearing	clearing	NOUN
archive-232	63	47	and	and	CCONJ
archive-232	63	48	shaping	shaping	NOUN
archive-232	63	49	which	which	DET
archive-232	63	50	sherif	sherif	PROPN
archive-232	63	51	mohamed	mohamed	PROPN
archive-232	63	52	hafez	hafez	PROPN
archive-232	63	53	/	/	PUNCT
archive-232	63	54	the	the	DET
archive-232	63	55	academic	academic	ADJ
archive-232	63	56	research	research	NOUN
archive-232	63	57	community	community	NOUN
archive-232	63	58	publication	publication	NOUN
archive-232	63	59	pg	pg	NOUN
archive-232	63	60	.	.	PROPN
archive-232	63	61	4	4	NUM
archive-232	63	62	adds	add	VERB
archive-232	63	63	extra	extra	ADJ
archive-232	63	64	time	time	NOUN
archive-232	63	65	before	before	ADP
archive-232	63	66	being	be	AUX
archive-232	63	67	ready	ready	ADJ
archive-232	63	68	to	to	PART
archive-232	63	69	work	work	VERB
archive-232	63	70	with	with	ADP
archive-232	63	71	the	the	DET
archive-232	63	72	next	next	ADJ
archive-232	63	73	truck	truck	NOUN
archive-232	63	74	.	.	PUNCT
archive-232	64	1	the	the	DET
archive-232	64	2	input	input	NOUN
archive-232	64	3	data	datum	NOUN
archive-232	64	4	for	for	ADP
archive-232	64	5	the	the	DET
archive-232	64	6	first	first	ADJ
archive-232	64	7	scenario	scenario	NOUN
archive-232	64	8	is	be	AUX
archive-232	64	9	the	the	DET
archive-232	64	10	mean	mean	ADJ
archive-232	64	11	time	time	NOUN
archive-232	64	12	to	to	PART
archive-232	64	13	excavate	excavate	VERB
archive-232	64	14	and	and	CCONJ
archive-232	64	15	load	load	VERB
archive-232	64	16	a	a	DET
archive-232	64	17	truck	truck	NOUN
archive-232	64	18	,	,	PUNCT
archive-232	64	19	mean	mean	VERB
archive-232	64	20	cycle	cycle	NOUN
archive-232	64	21	time	time	NOUN
archive-232	64	22	for	for	ADP
archive-232	64	23	a	a	DET
archive-232	64	24	truck	truck	NOUN
archive-232	64	25	,	,	PUNCT
archive-232	64	26	the	the	DET
archive-232	64	27	standard	standard	ADJ
archive-232	64	28	deviation	deviation	NOUN
archive-232	64	29	between	between	ADP
archive-232	64	30	excavating	excavate	VERB
archive-232	64	31	and	and	CCONJ
archive-232	64	32	loading	loading	NOUN
archive-232	64	33	time	time	NOUN
archive-232	64	34	of	of	ADP
archive-232	64	35	the	the	DET
archive-232	64	36	truck	truck	NOUN
archive-232	64	37	,	,	PUNCT
archive-232	64	38	number	number	NOUN
archive-232	64	39	of	of	ADP
archive-232	64	40	trucks	truck	NOUN
archive-232	64	41	and	and	CCONJ
archive-232	64	42	the	the	DET
archive-232	64	43	standard	standard	ADJ
archive-232	64	44	deviation	deviation	NOUN
archive-232	64	45	of	of	ADP
archive-232	64	46	the	the	DET
archive-232	64	47	mean	mean	ADJ
archive-232	64	48	cycle	cycle	NOUN
archive-232	64	49	time	time	NOUN
archive-232	64	50	of	of	ADP
archive-232	64	51	the	the	DET
archive-232	64	52	truck	truck	NOUN
archive-232	64	53	.	.	PUNCT
archive-232	65	1	the	the	DET
archive-232	65	2	same	same	ADJ
archive-232	65	3	input	input	NOUN
archive-232	65	4	data	datum	NOUN
archive-232	65	5	were	be	AUX
archive-232	65	6	used	use	VERB
archive-232	65	7	for	for	ADP
archive-232	65	8	the	the	DET
archive-232	65	9	second	second	ADJ
archive-232	65	10	scenario	scenario	NOUN
archive-232	65	11	in	in	ADP
archive-232	65	12	addition	addition	NOUN
archive-232	65	13	to	to	ADP
archive-232	65	14	the	the	DET
archive-232	65	15	mean	mean	ADJ
archive-232	65	16	time	time	NOUN
archive-232	65	17	to	to	PART
archive-232	65	18	perform	perform	VERB
archive-232	65	19	an	an	DET
archive-232	65	20	extra	extra	ADJ
archive-232	65	21	task	task	NOUN
archive-232	65	22	,	,	PUNCT
archive-232	65	23	standard	standard	ADJ
archive-232	65	24	deviation	deviation	NOUN
archive-232	65	25	of	of	ADP
archive-232	65	26	that	that	DET
archive-232	65	27	extra	extra	ADJ
archive-232	65	28	time	time	NOUN
archive-232	65	29	and	and	CCONJ
archive-232	65	30	probability	probability	NOUN
archive-232	65	31	of	of	ADP
archive-232	65	32	performing	perform	VERB
archive-232	65	33	an	an	DET
archive-232	65	34	extra	extra	ADJ
archive-232	65	35	task	task	NOUN
archive-232	65	36	.	.	PUNCT
archive-232	66	1	after	after	ADP
archive-232	66	2	loading	load	VERB
archive-232	66	3	a	a	DET
archive-232	66	4	truck	truck	NOUN
archive-232	66	5	,	,	PUNCT
archive-232	66	6	86	86	NUM
archive-232	66	7	training	training	NOUN
archive-232	66	8	pairs	pair	NOUN
archive-232	66	9	were	be	AUX
archive-232	66	10	used	use	VERB
archive-232	66	11	to	to	PART
archive-232	66	12	train	train	VERB
archive-232	66	13	the	the	DET
archive-232	66	14	network	network	NOUN
archive-232	66	15	for	for	ADP
archive-232	66	16	estimating	estimate	VERB
archive-232	66	17	the	the	DET
archive-232	66	18	excavator	excavator	NOUN
archive-232	66	19	cycle	cycle	NOUN
archive-232	66	20	time	time	NOUN
archive-232	66	21	with	with	ADP
archive-232	66	22	average	average	ADJ
archive-232	66	23	error	error	NOUN
archive-232	66	24	of	of	ADP
archive-232	66	25	0.82	0.82	NUM
archive-232	66	26	%	%	NOUN
archive-232	66	27	and	and	CCONJ
archive-232	66	28	the	the	DET
archive-232	66	29	maximum	maximum	ADJ
archive-232	66	30	error	error	NOUN
archive-232	66	31	was	be	AUX
archive-232	66	32	2.13	2.13	NUM
archive-232	66	33	%	%	NOUN
archive-232	66	34	and	and	CCONJ
archive-232	66	35	700	700	NUM
archive-232	66	36	data	datum	NOUN
archive-232	66	37	points	point	NOUN
archive-232	66	38	were	be	AUX
archive-232	66	39	used	use	VERB
archive-232	66	40	for	for	ADP
archive-232	66	41	testing	test	VERB
archive-232	66	42	the	the	DET
archive-232	66	43	network	network	NOUN
archive-232	66	44	with	with	ADP
archive-232	66	45	average	average	ADJ
archive-232	66	46	error	error	NOUN
archive-232	66	47	of	of	ADP
archive-232	66	48	0.92	0.92	NUM
archive-232	66	49	%	%	NOUN
archive-232	66	50	and	and	CCONJ
archive-232	66	51	the	the	DET
archive-232	66	52	maximum	maximum	ADJ
archive-232	66	53	error	error	NOUN
archive-232	66	54	was	be	AUX
archive-232	66	55	5.37	5.37	NUM
archive-232	66	56	%	%	NOUN
archive-232	66	57	.	.	PUNCT
archive-232	67	1	this	this	DET
archive-232	67	2	performance	performance	NOUN
archive-232	67	3	was	be	AUX
archive-232	67	4	obtained	obtain	VERB
archive-232	67	5	using	use	VERB
archive-232	67	6	one	one	NUM
archive-232	67	7	hidden	hide	VERB
archive-232	67	8	layer	layer	NOUN
archive-232	67	9	and	and	CCONJ
archive-232	67	10	16	16	NUM
archive-232	67	11	hidden	hide	VERB
archive-232	67	12	nodes	node	NOUN
archive-232	67	13	.	.	PUNCT
archive-232	68	1	the	the	DET
archive-232	68	2	second	second	ADJ
archive-232	68	3	network	network	NOUN
archive-232	68	4	was	be	AUX
archive-232	68	5	trained	train	VERB
archive-232	68	6	using	use	VERB
archive-232	68	7	200	200	NUM
archive-232	68	8	training	training	NOUN
archive-232	68	9	pairs	pair	NOUN
archive-232	68	10	with	with	ADP
archive-232	68	11	an	an	DET
archive-232	68	12	average	average	ADJ
archive-232	68	13	error	error	NOUN
archive-232	68	14	of	of	ADP
archive-232	68	15	0.43	0.43	NUM
archive-232	68	16	%	%	NOUN
archive-232	68	17	and	and	CCONJ
archive-232	68	18	maximum	maximum	ADJ
archive-232	68	19	error	error	NOUN
archive-232	68	20	of	of	ADP
archive-232	68	21	2.57	2.57	NUM
archive-232	68	22	%	%	NOUN
archive-232	68	23	,	,	PUNCT
archive-232	68	24	then	then	ADV
archive-232	68	25	the	the	DET
archive-232	68	26	network	network	NOUN
archive-232	68	27	was	be	AUX
archive-232	68	28	tested	test	VERB
archive-232	68	29	using	use	VERB
archive-232	68	30	1000	1000	NUM
archive-232	68	31	data	data	NOUN
archive-232	68	32	points	point	NOUN
archive-232	68	33	which	which	PRON
archive-232	68	34	gives	give	VERB
archive-232	68	35	an	an	DET
archive-232	68	36	average	average	ADJ
archive-232	68	37	error	error	NOUN
archive-232	68	38	of	of	ADP
archive-232	68	39	0.53	0.53	NUM
archive-232	68	40	%	%	NOUN
archive-232	68	41	and	and	CCONJ
archive-232	68	42	the	the	DET
archive-232	68	43	maximum	maximum	ADJ
archive-232	68	44	error	error	NOUN
archive-232	68	45	of	of	ADP
archive-232	68	46	3.15	3.15	NUM
archive-232	68	47	%	%	NOUN
archive-232	68	48	,	,	PUNCT
archive-232	68	49	from	from	ADP
archive-232	68	50	these	these	DET
archive-232	68	51	percentages	percentage	NOUN
archive-232	68	52	it	it	PRON
archive-232	68	53	’s	’	VERB
archive-232	68	54	obvious	obvious	ADJ
archive-232	68	55	that	that	SCONJ
archive-232	68	56	the	the	DET
archive-232	68	57	network	network	NOUN
archive-232	68	58	achieves	achieve	VERB
archive-232	68	59	a	a	DET
archive-232	68	60	sufficient	sufficient	ADJ
archive-232	68	61	accuracy	accuracy	NOUN
archive-232	68	62	level	level	NOUN
archive-232	68	63	.	.	PUNCT
archive-232	69	1	hajjar	hajjar	PROPN
archive-232	69	2	d.	d.	PROPN
archive-232	69	3	,	,	PUNCT
archive-232	69	4	abourizk	abourizk	PROPN
archive-232	69	5	s.	s.	PROPN
archive-232	69	6	&	&	CCONJ
archive-232	69	7	mather	mather	PROPN
archive-232	69	8	k.	k.	PROPN
archive-232	69	9	(	(	PUNCT
archive-232	69	10	1998	1998	NUM
archive-232	69	11	)	)	PUNCT
archive-232	69	12	had	have	AUX
archive-232	69	13	presented	present	VERB
archive-232	69	14	a	a	DET
archive-232	69	15	method	method	NOUN
archive-232	69	16	for	for	ADP
archive-232	69	17	integrating	integrate	VERB
archive-232	69	18	neural	neural	ADJ
archive-232	69	19	network	network	NOUN
archive-232	69	20	developed	develop	VERB
archive-232	69	21	to	to	PART
archive-232	69	22	estimate	estimate	VERB
archive-232	69	23	productivity	productivity	NOUN
archive-232	69	24	for	for	ADP
archive-232	69	25	earthmoving	earthmove	VERB
archive-232	69	26	operations	operation	NOUN
archive-232	69	27	with	with	ADP
archive-232	69	28	a	a	DET
archive-232	69	29	simulation	simulation	NOUN
archive-232	69	30	model	model	NOUN
archive-232	69	31	called	call	VERB
archive-232	69	32	ap-2	ap-2	PROPN
archive-232	69	33	earth	earth	NOUN
archive-232	69	34	which	which	PRON
archive-232	69	35	helps	help	VERB
archive-232	69	36	earth	earth	NOUN
archive-232	69	37	contractors	contractor	NOUN
archive-232	69	38	in	in	ADP
archive-232	69	39	preparing	prepare	VERB
archive-232	69	40	their	their	PRON
archive-232	69	41	estimates	estimate	NOUN
archive-232	69	42	for	for	ADP
archive-232	69	43	large	large	ADJ
archive-232	69	44	and	and	CCONJ
archive-232	69	45	complex	complex	ADJ
archive-232	69	46	projects	project	NOUN
archive-232	69	47	.	.	PUNCT
archive-232	70	1	microsoft	microsoft	PROPN
archive-232	70	2	visual	visual	PROPN
archive-232	70	3	c++	c++	NOUN
archive-232	70	4	was	be	AUX
archive-232	70	5	used	use	VERB
archive-232	70	6	as	as	ADP
archive-232	70	7	an	an	DET
archive-232	70	8	object	object	NOUN
archive-232	70	9	oriented	orient	VERB
archive-232	70	10	environment	environment	NOUN
archive-232	70	11	to	to	PART
archive-232	70	12	provide	provide	VERB
archive-232	70	13	both	both	DET
archive-232	70	14	a	a	DET
archive-232	70	15	common	common	ADJ
archive-232	70	16	interface	interface	NOUN
archive-232	70	17	for	for	ADP
archive-232	70	18	all	all	DET
archive-232	70	19	models	model	NOUN
archive-232	70	20	and	and	CCONJ
archive-232	70	21	general	general	ADJ
archive-232	70	22	linking	link	VERB
archive-232	70	23	structures	structure	NOUN
archive-232	70	24	between	between	ADP
archive-232	70	25	simulation	simulation	NOUN
archive-232	70	26	models	model	NOUN
archive-232	70	27	and	and	CCONJ
archive-232	70	28	other	other	ADJ
archive-232	70	29	models	model	NOUN
archive-232	70	30	which	which	PRON
archive-232	70	31	include	include	VERB
archive-232	70	32	cad	cad	NOUN
archive-232	70	33	models	model	NOUN
archive-232	70	34	,	,	PUNCT
archive-232	70	35	estimate	estimate	VERB
archive-232	70	36	database	database	NOUN
archive-232	70	37	,	,	PUNCT
archive-232	70	38	neural	neural	ADJ
archive-232	70	39	network	network	NOUN
archive-232	70	40	model	model	NOUN
archive-232	70	41	,	,	PUNCT
archive-232	70	42	optimization	optimization	NOUN
archive-232	70	43	model	model	NOUN
archive-232	70	44	and	and	CCONJ
archive-232	70	45	others	other	NOUN
archive-232	70	46	.	.	PUNCT
archive-232	71	1	the	the	DET
archive-232	71	2	proposed	propose	VERB
archive-232	71	3	approach	approach	NOUN
archive-232	71	4	was	be	AUX
archive-232	71	5	implemented	implement	VERB
archive-232	71	6	on	on	ADP
archive-232	71	7	a	a	DET
archive-232	71	8	small	small	ADJ
archive-232	71	9	scale	scale	NOUN
archive-232	71	10	where	where	SCONJ
archive-232	71	11	the	the	DET
archive-232	71	12	neural	neural	ADJ
archive-232	71	13	network	network	NOUN
archive-232	71	14	was	be	AUX
archive-232	71	15	trained	train	VERB
archive-232	71	16	to	to	PART
archive-232	71	17	predict	predict	VERB
archive-232	71	18	productivity	productivity	NOUN
archive-232	71	19	for	for	ADP
archive-232	71	20	an	an	DET
archive-232	71	21	ex-3500	ex-3500	NOUN
archive-232	71	22	hitachi	hitachi	PROPN
archive-232	71	23	shovel	shovel	NOUN
archive-232	71	24	,	,	PUNCT
archive-232	71	25	this	this	DET
archive-232	71	26	equipment	equipment	NOUN
archive-232	71	27	has	have	VERB
archive-232	71	28	a	a	DET
archive-232	71	29	24	24	NUM
archive-232	71	30	cubic	cubic	ADJ
archive-232	71	31	yard	yard	NOUN
archive-232	71	32	bucket	bucket	NOUN
archive-232	71	33	and	and	CCONJ
archive-232	71	34	its	its	PRON
archive-232	71	35	production	production	NOUN
archive-232	71	36	rate	rate	NOUN
archive-232	71	37	ranges	range	VERB
archive-232	71	38	from	from	ADP
archive-232	71	39	800	800	NUM
archive-232	71	40	to	to	ADP
archive-232	71	41	1700	1700	NUM
archive-232	71	42	(	(	PUNCT
archive-232	71	43	bcm)/	bcm)/	NOUN
archive-232	71	44	hour	hour	NOUN
archive-232	71	45	.	.	PUNCT
archive-232	72	1	the	the	DET
archive-232	72	2	input	input	NOUN
archive-232	72	3	variables	variable	NOUN
archive-232	72	4	required	require	VERB
archive-232	72	5	to	to	PART
archive-232	72	6	develop	develop	VERB
archive-232	72	7	the	the	DET
archive-232	72	8	neural	neural	ADJ
archive-232	72	9	network	network	NOUN
archive-232	72	10	model	model	NOUN
archive-232	72	11	includes	include	VERB
archive-232	72	12	the	the	DET
archive-232	72	13	following	follow	VERB
archive-232	72	14	:	:	PUNCT
archive-232	72	15	(	(	PUNCT
archive-232	72	16	1	1	X
archive-232	72	17	)	)	PUNCT
archive-232	72	18	soil	soil	NOUN
archive-232	72	19	classification	classification	NOUN
archive-232	72	20	:	:	PUNCT
archive-232	72	21	five	five	NUM
archive-232	72	22	types	type	NOUN
archive-232	72	23	were	be	AUX
archive-232	72	24	identified	identify	VERB
archive-232	72	25	to	to	PART
archive-232	72	26	include	include	VERB
archive-232	72	27	overburden	overburden	VERB
archive-232	72	28	;	;	PUNCT
archive-232	72	29	silt	silt	NOUN
archive-232	72	30	;	;	PUNCT
archive-232	72	31	sand	sand	NOUN
archive-232	72	32	;	;	PUNCT
archive-232	72	33	clay	clay	NOUN
archive-232	72	34	and	and	CCONJ
archive-232	72	35	rock	rock	NOUN
archive-232	72	36	.	.	PUNCT
archive-232	73	1	(	(	PUNCT
archive-232	73	2	2	2	X
archive-232	73	3	)	)	PUNCT
archive-232	73	4	general	general	ADJ
archive-232	73	5	soil	soil	NOUN
archive-232	73	6	conditions	condition	NOUN
archive-232	73	7	:	:	PUNCT
archive-232	73	8	the	the	DET
archive-232	73	9	general	general	ADJ
archive-232	73	10	soil	soil	NOUN
archive-232	73	11	condition	condition	NOUN
archive-232	73	12	was	be	AUX
archive-232	73	13	either	either	CCONJ
archive-232	73	14	soft	soft	ADJ
archive-232	73	15	;	;	PUNCT
archive-232	73	16	hard	hard	ADJ
archive-232	73	17	or	or	CCONJ
archive-232	73	18	frozen	frozen	ADJ
archive-232	73	19	.	.	PUNCT
archive-232	74	1	(	(	PUNCT
archive-232	74	2	3	3	X
archive-232	74	3	)	)	PUNCT
archive-232	74	4	excavator	excavator	NOUN
archive-232	74	5	footing	foot	VERB
archive-232	74	6	conditions	condition	NOUN
archive-232	74	7	:	:	PUNCT
archive-232	74	8	the	the	DET
archive-232	74	9	condition	condition	NOUN
archive-232	74	10	of	of	ADP
archive-232	74	11	the	the	DET
archive-232	74	12	excavator	excavator	NOUN
archive-232	74	13	footing	foot	VERB
archive-232	74	14	is	be	AUX
archive-232	74	15	either	either	CCONJ
archive-232	74	16	wet	wet	ADJ
archive-232	74	17	or	or	CCONJ
archive-232	74	18	dry	dry	ADJ
archive-232	74	19	.	.	PUNCT
archive-232	75	1	(	(	PUNCT
archive-232	75	2	4	4	X
archive-232	75	3	)	)	PUNCT
archive-232	75	4	excavator	excavator	NOUN
archive-232	75	5	and	and	CCONJ
archive-232	75	6	truck	truck	NOUN
archive-232	75	7	relative	relative	ADJ
archive-232	75	8	positioning	positioning	NOUN
archive-232	75	9	:	:	PUNCT
archive-232	75	10	which	which	PRON
archive-232	75	11	refer	refer	VERB
archive-232	75	12	to	to	ADP
archive-232	75	13	the	the	DET
archive-232	75	14	average	average	ADJ
archive-232	75	15	swing	swing	NOUN
archive-232	75	16	angle	angle	NOUN
archive-232	75	17	,	,	PUNCT
archive-232	75	18	and	and	CCONJ
archive-232	75	19	the	the	DET
archive-232	75	20	percent	percent	NOUN
archive-232	75	21	of	of	ADP
archive-232	75	22	both	both	DET
archive-232	75	23	side	side	NOUN
archive-232	75	24	loading	loading	NOUN
archive-232	75	25	,	,	PUNCT
archive-232	75	26	generally	generally	ADV
archive-232	75	27	the	the	DET
archive-232	75	28	productivity	productivity	NOUN
archive-232	75	29	is	be	AUX
archive-232	75	30	higher	high	ADJ
archive-232	75	31	when	when	SCONJ
archive-232	75	32	both	both	DET
archive-232	75	33	sides	side	NOUN
archive-232	75	34	are	be	AUX
archive-232	75	35	being	be	AUX
archive-232	75	36	loaded	load	VERB
archive-232	75	37	and	and	CCONJ
archive-232	75	38	the	the	DET
archive-232	75	39	swing	swing	NOUN
archive-232	75	40	angel	angel	NOUN
archive-232	75	41	is	be	AUX
archive-232	75	42	decreased	decrease	VERB
archive-232	75	43	.	.	PUNCT
archive-232	76	1	132	132	NUM
archive-232	76	2	training	training	NOUN
archive-232	76	3	pairs	pair	NOUN
archive-232	76	4	were	be	AUX
archive-232	76	5	used	use	VERB
archive-232	76	6	to	to	PART
archive-232	76	7	train	train	VERB
archive-232	76	8	the	the	DET
archive-232	76	9	neural	neural	ADJ
archive-232	76	10	network	network	NOUN
archive-232	76	11	using	use	VERB
archive-232	76	12	one	one	NUM
archive-232	76	13	hidden	hide	VERB
archive-232	76	14	layer	layer	NOUN
archive-232	76	15	containing	contain	VERB
archive-232	76	16	4	4	NUM
archive-232	76	17	intermediate	intermediate	ADJ
archive-232	76	18	nodes	node	NOUN
archive-232	76	19	,	,	PUNCT
archive-232	76	20	20	20	NUM
archive-232	76	21	%	%	NOUN
archive-232	76	22	of	of	ADP
archive-232	76	23	the	the	DET
archive-232	76	24	data	datum	NOUN
archive-232	76	25	were	be	AUX
archive-232	76	26	chosen	choose	VERB
archive-232	76	27	randomly	randomly	ADV
archive-232	76	28	to	to	PART
archive-232	76	29	test	test	VERB
archive-232	76	30	the	the	DET
archive-232	76	31	performance	performance	NOUN
archive-232	76	32	of	of	ADP
archive-232	76	33	the	the	DET
archive-232	76	34	network	network	NOUN
archive-232	76	35	with	with	ADP
archive-232	76	36	average	average	ADJ
archive-232	76	37	error	error	NOUN
archive-232	76	38	for	for	ADP
archive-232	76	39	unseen	unseen	ADJ
archive-232	76	40	data	datum	NOUN
archive-232	76	41	of	of	ADP
archive-232	76	42	5.6	5.6	NUM
archive-232	76	43	%	%	NOUN
archive-232	76	44	while	while	SCONJ
archive-232	76	45	the	the	DET
archive-232	76	46	maximum	maximum	ADJ
archive-232	76	47	absolute	absolute	ADJ
archive-232	76	48	error	error	NOUN
archive-232	76	49	was	be	AUX
archive-232	76	50	43	43	NUM
archive-232	76	51	%	%	NOUN
archive-232	76	52	.	.	PUNCT
archive-232	77	1	6	6	NUM
archive-232	77	2	.	.	NOUN
archive-232	77	3	markup	markup	PROPN
archive-232	77	4	estimation	estimation	NOUN
archive-232	77	5	:	:	PUNCT
archive-232	77	6	moselhy	moselhy	PROPN
archive-232	78	1	o.	o.	PROPN
archive-232	78	2	,	,	PUNCT
archive-232	78	3	hegazy	hegazy	PROPN
archive-232	78	4	t.	t.	PROPN
archive-232	78	5	&	&	CCONJ
archive-232	78	6	fazio	fazio	PROPN
archive-232	78	7	p.	p.	PROPN
archive-232	78	8	(	(	PUNCT
archive-232	78	9	1991	1991	NUM
archive-232	78	10	)	)	PUNCT
archive-232	78	11	had	have	AUX
archive-232	78	12	presented	present	VERB
archive-232	78	13	an	an	DET
archive-232	78	14	artificial	artificial	ADJ
archive-232	78	15	neural	neural	ADJ
archive-232	78	16	network	network	NOUN
archive-232	78	17	model	model	NOUN
archive-232	78	18	to	to	PART
archive-232	78	19	estimate	estimate	VERB
archive-232	78	20	the	the	DET
archive-232	78	21	optimum	optimum	ADJ
archive-232	78	22	mark	mark	NOUN
archive-232	78	23	up	up	ADP
archive-232	78	24	under	under	ADP
archive-232	78	25	different	different	ADJ
archive-232	78	26	bid	bid	NOUN
archive-232	78	27	situations	situation	NOUN
archive-232	78	28	,	,	PUNCT
archive-232	78	29	the	the	DET
archive-232	78	30	input	input	NOUN
archive-232	78	31	layer	layer	NOUN
archive-232	78	32	consisted	consist	VERB
archive-232	78	33	of	of	ADP
archive-232	78	34	three	three	NUM
archive-232	78	35	attributes	attribute	NOUN
archive-232	78	36	:	:	PUNCT
archive-232	78	37	the	the	DET
archive-232	78	38	number	number	NOUN
archive-232	78	39	of	of	ADP
archive-232	78	40	typical	typical	ADJ
archive-232	78	41	competitors	competitor	NOUN
archive-232	78	42	(	(	PUNCT
archive-232	78	43	n	n	CCONJ
archive-232	78	44	)	)	PUNCT
archive-232	78	45	,	,	PUNCT
archive-232	78	46	the	the	DET
archive-232	78	47	mean	mean	ADJ
archive-232	78	48	distribution	distribution	NOUN
archive-232	78	49	of	of	ADP
archive-232	78	50	the	the	DET
archive-232	78	51	ratio	ratio	NOUN
archive-232	78	52	of	of	ADP
archive-232	78	53	competitors	competitor	NOUN
archive-232	78	54	bid	bid	VERB
archive-232	78	55	prices	price	NOUN
archive-232	78	56	to	to	ADP
archive-232	78	57	the	the	DET
archive-232	78	58	contractors	contractor	NOUN
archive-232	78	59	estimated	estimate	VERB
archive-232	78	60	cost	cost	NOUN
archive-232	78	61	in	in	ADP
archive-232	78	62	previous	previous	ADJ
archive-232	78	63	encounters	encounter	NOUN
archive-232	78	64	(	(	PUNCT
archive-232	78	65	μ	μ	NOUN
archive-232	78	66	)	)	PUNCT
archive-232	78	67	and	and	CCONJ
archive-232	78	68	the	the	DET
archive-232	78	69	standard	standard	ADJ
archive-232	78	70	deviation	deviation	NOUN
archive-232	78	71	of	of	ADP
archive-232	78	72	the	the	DET
archive-232	78	73	latter	latter	ADJ
archive-232	78	74	distribution	distribution	NOUN
archive-232	78	75	(	(	PUNCT
archive-232	78	76	σ	σ	NOUN
archive-232	78	77	)	)	PUNCT
archive-232	78	78	.	.	PUNCT
archive-232	79	1	the	the	DET
archive-232	79	2	practical	practical	ADJ
archive-232	79	3	values	value	NOUN
archive-232	79	4	of	of	ADP
archive-232	79	5	these	these	DET
archive-232	79	6	attributes	attribute	NOUN
archive-232	79	7	are	be	AUX
archive-232	79	8	from	from	ADP
archive-232	79	9	0.7	0.7	NUM
archive-232	79	10	to	to	PART
archive-232	79	11	1.4	1.4	NUM
archive-232	79	12	for	for	ADP
archive-232	79	13	(	(	PUNCT
archive-232	79	14	μ	μ	NOUN
archive-232	79	15	)	)	PUNCT
archive-232	79	16	,	,	PUNCT
archive-232	79	17	from	from	ADP
archive-232	79	18	0.05	0.05	NUM
archive-232	79	19	to	to	ADP
archive-232	79	20	0.11	0.11	NUM
archive-232	79	21	for	for	ADP
archive-232	79	22	(	(	PUNCT
archive-232	79	23	σ	σ	NOUN
archive-232	79	24	)	)	PUNCT
archive-232	79	25	and	and	CCONJ
archive-232	79	26	from	from	ADP
archive-232	79	27	2	2	NUM
archive-232	79	28	to	to	ADP
archive-232	79	29	10	10	NUM
archive-232	79	30	for	for	ADP
archive-232	79	31	(	(	PUNCT
archive-232	79	32	n	n	CCONJ
archive-232	79	33	)	)	PUNCT
archive-232	79	34	.	.	PUNCT
archive-232	80	1	the	the	DET
archive-232	80	2	output	output	NOUN
archive-232	80	3	of	of	ADP
archive-232	80	4	the	the	DET
archive-232	80	5	neural	neural	ADJ
archive-232	80	6	network	network	NOUN
archive-232	80	7	is	be	AUX
archive-232	80	8	characterized	characterize	VERB
archive-232	80	9	by	by	ADP
archive-232	80	10	three	three	NUM
archive-232	80	11	values	value	NOUN
archive-232	80	12	based	base	VERB
archive-232	80	13	on	on	ADP
archive-232	80	14	the	the	DET
archive-232	80	15	three	three	NUM
archive-232	80	16	bidding	bidding	NOUN
archive-232	80	17	strategy	strategy	NOUN
archive-232	80	18	models	model	NOUN
archive-232	80	19	,	,	PUNCT
archive-232	80	20	friedman	friedman	PROPN
archive-232	80	21	(	(	PUNCT
archive-232	80	22	1956	1956	NUM
archive-232	80	23	)	)	PUNCT
archive-232	80	24	,	,	PUNCT
archive-232	80	25	gates(1967	gates(1967	CCONJ
archive-232	80	26	)	)	PUNCT
archive-232	80	27	and	and	CCONJ
archive-232	80	28	carr	carr	PROPN
archive-232	80	29	(	(	PUNCT
archive-232	80	30	1987	1987	NUM
archive-232	80	31	)	)	PUNCT
archive-232	80	32	,	,	PUNCT
archive-232	80	33	these	these	DET
archive-232	80	34	optimum	optimum	ADJ
archive-232	80	35	markup	markup	NOUN
archive-232	80	36	were	be	AUX
archive-232	80	37	calculated	calculate	VERB
archive-232	80	38	using	use	VERB
archive-232	80	39	a	a	DET
archive-232	80	40	computer	computer	NOUN
archive-232	80	41	program	program	NOUN
archive-232	80	42	called	call	VERB
archive-232	80	43	(	(	PUNCT
archive-232	80	44	bid	bid	NOUN
archive-232	80	45	)	)	PUNCT
archive-232	80	46	.	.	PUNCT
archive-232	81	1	the	the	DET
archive-232	81	2	values	value	NOUN
archive-232	81	3	of	of	ADP
archive-232	81	4	output	output	NOUN
archive-232	81	5	ranges	range	VERB
archive-232	81	6	from	from	ADP
archive-232	81	7	0	0	NUM
archive-232	81	8	to	to	ADP
archive-232	81	9	1	1	NUM
archive-232	81	10	.	.	PUNCT
archive-232	82	1	the	the	DET
archive-232	82	2	designed	design	VERB
archive-232	82	3	network	network	NOUN
archive-232	82	4	was	be	AUX
archive-232	82	5	trained	train	VERB
archive-232	82	6	using	use	VERB
archive-232	82	7	10	10	NUM
archive-232	82	8	examples	example	NOUN
archive-232	82	9	of	of	ADP
archive-232	82	10	practical	practical	ADJ
archive-232	82	11	bid	bid	NOUN
archive-232	82	12	situations	situation	NOUN
archive-232	82	13	,	,	PUNCT
archive-232	82	14	one	one	NUM
archive-232	82	15	hidden	hide	VERB
archive-232	82	16	layer	layer	NOUN
archive-232	82	17	was	be	AUX
archive-232	82	18	selected	select	VERB
archive-232	82	19	for	for	ADP
archive-232	82	20	simplicity	simplicity	NOUN
archive-232	82	21	and	and	CCONJ
archive-232	82	22	the	the	DET
archive-232	82	23	number	number	NOUN
archive-232	82	24	of	of	ADP
archive-232	82	25	hidden	hide	VERB
archive-232	82	26	nodes	node	NOUN
archive-232	82	27	in	in	ADP
archive-232	82	28	that	that	DET
archive-232	82	29	layer	layer	NOUN
archive-232	82	30	was	be	AUX
archive-232	82	31	varied	varied	ADJ
archive-232	82	32	to	to	PART
archive-232	82	33	evaluate	evaluate	VERB
archive-232	82	34	the	the	DET
archive-232	82	35	performance	performance	NOUN
archive-232	82	36	of	of	ADP
archive-232	82	37	the	the	DET
archive-232	82	38	network	network	NOUN
archive-232	82	39	as	as	SCONJ
archive-232	82	40	shown	show	VERB
archive-232	82	41	in	in	ADP
archive-232	82	42	figure	figure	NOUN
archive-232	82	43	(	(	PUNCT
archive-232	82	44	2	2	NUM
archive-232	82	45	)	)	PUNCT
archive-232	82	46	.	.	PUNCT
archive-232	83	1	0	0	NUM
archive-232	84	1	5	5	NUM
archive-232	84	2	10	10	NUM
archive-232	84	3	15	15	NUM
archive-232	84	4	20	20	NUM
archive-232	84	5	25	25	NUM
archive-232	84	6	0.01	0.01	NUM
archive-232	84	7	0.015	0.015	NUM
archive-232	84	8	0.02	0.02	NUM
archive-232	84	9	0.025	0.025	NUM
archive-232	84	10	no	no	NOUN
archive-232	84	11	.	.	PUNCT
archive-232	84	12	of	of	ADP
archive-232	84	13	processing	processing	NOUN
archive-232	84	14	elements	element	NOUN
archive-232	84	15	in	in	ADP
archive-232	84	16	hidden	hide	VERB
archive-232	84	17	layer	layer	NOUN
archive-232	84	18	1	1	NUM
archive-232	84	19	ne	ne	NOUN
archive-232	84	20	tw	tw	NOUN
archive-232	84	21	or	or	CCONJ
archive-232	84	22	k	k	X
archive-232	84	23	to	to	ADP
archive-232	84	24	tal	tal	PROPN
archive-232	84	25	er	er	INTJ
archive-232	84	26	ro	ro	INTJ
archive-232	84	27	r	r	NOUN
archive-232	84	28	p	p	NOUN
archive-232	84	29	er	er	INTJ
archive-232	84	30	1	1	NUM
archive-232	84	31	00	00	NUM
archive-232	84	32	0	0	NUM
archive-232	84	33	t	t	NOUN
archive-232	84	34	ra	ra	NOUN
archive-232	84	35	in	in	ADV
archive-232	84	36	in	in	ADP
archive-232	84	37	g	g	PROPN
archive-232	84	38	cy	cy	PROPN
archive-232	84	39	cle	cle	NOUN
archive-232	84	40	s	s	PROPN
archive-232	84	41	fig	fig	NOUN
archive-232	84	42	.	.	PUNCT
archive-232	85	1	(	(	PUNCT
archive-232	85	2	2	2	X
archive-232	85	3	)	)	PUNCT
archive-232	85	4	selection	selection	NOUN
archive-232	85	5	of	of	ADP
archive-232	85	6	optimum	optimum	ADJ
archive-232	85	7	number	number	NOUN
archive-232	85	8	of	of	ADP
archive-232	85	9	hidden	hide	VERB
archive-232	85	10	nodes	node	NOUN
archive-232	85	11	sherif	sherif	VERB
archive-232	85	12	mohamed	mohamed	PROPN
archive-232	85	13	hafez	hafez	PROPN
archive-232	85	14	/	/	PUNCT
archive-232	85	15	the	the	DET
archive-232	85	16	academic	academic	ADJ
archive-232	85	17	research	research	NOUN
archive-232	85	18	community	community	NOUN
archive-232	85	19	publication	publication	NOUN
archive-232	85	20	pg	pg	NOUN
archive-232	85	21	.	.	PROPN
archive-232	86	1	5	5	NUM
archive-232	87	1	it	it	PRON
archive-232	87	2	’s	’	VERB
archive-232	87	3	obvious	obvious	ADJ
archive-232	87	4	from	from	ADP
archive-232	87	5	this	this	DET
archive-232	87	6	figure	figure	NOUN
archive-232	87	7	that	that	SCONJ
archive-232	87	8	the	the	DET
archive-232	87	9	best	good	ADJ
archive-232	87	10	performance	performance	NOUN
archive-232	87	11	of	of	ADP
archive-232	87	12	the	the	DET
archive-232	87	13	network	network	NOUN
archive-232	87	14	was	be	AUX
archive-232	87	15	at	at	ADP
archive-232	87	16	six	six	NUM
archive-232	87	17	hidden	hide	VERB
archive-232	87	18	nodes	node	NOUN
archive-232	87	19	in	in	ADP
archive-232	87	20	the	the	DET
archive-232	87	21	hidden	hide	VERB
archive-232	87	22	layer	layer	NOUN
archive-232	87	23	.	.	PUNCT
archive-232	88	1	finally	finally	ADV
archive-232	88	2	,	,	PUNCT
archive-232	88	3	the	the	DET
archive-232	88	4	trained	train	VERB
archive-232	88	5	network	network	NOUN
archive-232	88	6	was	be	AUX
archive-232	88	7	tested	test	VERB
archive-232	88	8	to	to	PART
archive-232	88	9	evaluate	evaluate	VERB
archive-232	88	10	the	the	DET
archive-232	88	11	reliability	reliability	NOUN
archive-232	88	12	of	of	ADP
archive-232	88	13	the	the	DET
archive-232	88	14	network	network	NOUN
archive-232	88	15	by	by	ADP
archive-232	88	16	comparing	compare	VERB
archive-232	88	17	the	the	DET
archive-232	88	18	predicted	predict	VERB
archive-232	88	19	values	value	NOUN
archive-232	88	20	with	with	ADP
archive-232	88	21	the	the	DET
archive-232	88	22	actual	actual	ADJ
archive-232	88	23	ones	one	NOUN
archive-232	88	24	,	,	PUNCT
archive-232	88	25	it	it	PRON
archive-232	88	26	is	be	AUX
archive-232	88	27	accurate	accurate	ADJ
archive-232	88	28	in	in	ADP
archive-232	88	29	estimating	estimate	VERB
archive-232	88	30	the	the	DET
archive-232	88	31	optimum	optimum	ADJ
archive-232	88	32	markup	markup	NOUN
archive-232	88	33	for	for	ADP
archive-232	88	34	bidding	bidding	NOUN
archive-232	88	35	,	,	PUNCT
archive-232	88	36	which	which	PRON
archive-232	88	37	encourages	encourage	VERB
archive-232	88	38	to	to	PART
archive-232	88	39	put	put	VERB
archive-232	88	40	this	this	DET
archive-232	88	41	network	network	NOUN
archive-232	88	42	for	for	ADP
archive-232	88	43	actual	actual	ADJ
archive-232	88	44	use	use	NOUN
archive-232	88	45	.	.	PUNCT
archive-232	89	1	h.	h.	PROPN
archive-232	89	2	li	li	PROPN
archive-232	89	3	.	.	PROPN
archive-232	89	4	,	,	PUNCT
archive-232	89	5	l.	l.	PROPN
archive-232	89	6	y.	y.	PROPN
archive-232	89	7	shen	shen	PROPN
archive-232	89	8	&	&	CCONJ
archive-232	89	9	p.	p.	PROPN
archive-232	89	10	e.	e.	PROPN
archive-232	89	11	d.	d.	PROPN
archive-232	89	12	love	love	PROPN
archive-232	89	13	(	(	PUNCT
archive-232	89	14	may	may	PROPN
archive-232	89	15	/	/	SYM
archive-232	89	16	june	june	PROPN
archive-232	89	17	1999	1999	NUM
archive-232	89	18	)	)	PUNCT
archive-232	89	19	implemented	implement	VERB
archive-232	89	20	a	a	DET
archive-232	89	21	rule	rule	NOUN
archive-232	89	22	based	base	VERB
archive-232	89	23	expert	expert	NOUN
archive-232	89	24	system	system	NOUN
archive-232	89	25	to	to	PART
archive-232	89	26	extract	extract	VERB
archive-232	89	27	explanation	explanation	NOUN
archive-232	89	28	from	from	ADP
archive-232	89	29	a	a	DET
archive-232	89	30	trained	train	VERB
archive-232	89	31	neural	neural	ADJ
archive-232	89	32	network	network	NOUN
archive-232	89	33	,	,	PUNCT
archive-232	89	34	at	at	ADP
archive-232	89	35	first	first	ADV
archive-232	89	36	a	a	DET
archive-232	89	37	neural	neural	ADJ
archive-232	89	38	network	network	NOUN
archive-232	89	39	is	be	AUX
archive-232	89	40	trained	train	VERB
archive-232	89	41	using	use	VERB
archive-232	89	42	the	the	DET
archive-232	89	43	inputs	input	NOUN
archive-232	89	44	of	of	ADP
archive-232	89	45	the	the	DET
archive-232	89	46	three	three	NUM
archive-232	89	47	following	follow	VERB
archive-232	89	48	categories	category	NOUN
archive-232	89	49	:	:	PUNCT
archive-232	89	50	firstly	firstly	ADV
archive-232	89	51	,	,	PUNCT
archive-232	89	52	project	project	NOUN
archive-232	89	53	factors	factor	NOUN
archive-232	89	54	:	:	PUNCT
archive-232	89	55	(	(	PUNCT
archive-232	89	56	1	1	X
archive-232	89	57	)	)	PUNCT
archive-232	89	58	project	project	NOUN
archive-232	89	59	size	size	NOUN
archive-232	89	60	,	,	PUNCT
archive-232	89	61	(	(	PUNCT
archive-232	89	62	2	2	X
archive-232	89	63	)	)	PUNCT
archive-232	89	64	project	project	NOUN
archive-232	89	65	type	type	NOUN
archive-232	89	66	,	,	PUNCT
archive-232	89	67	(	(	PUNCT
archive-232	89	68	3	3	X
archive-232	89	69	)	)	PUNCT
archive-232	89	70	location	location	NOUN
archive-232	89	71	,	,	PUNCT
archive-232	89	72	(	(	PUNCT
archive-232	89	73	4	4	X
archive-232	89	74	)	)	PUNCT
archive-232	89	75	project	project	NOUN
archive-232	89	76	complexity	complexity	NOUN
archive-232	89	77	.	.	PUNCT
archive-232	90	1	secondly	secondly	ADV
archive-232	90	2	,	,	PUNCT
archive-232	90	3	company	company	NOUN
archive-232	90	4	factors	factor	NOUN
archive-232	90	5	:	:	PUNCT
archive-232	90	6	(	(	PUNCT
archive-232	90	7	1	1	X
archive-232	90	8	)	)	PUNCT
archive-232	90	9	labor	labor	NOUN
archive-232	90	10	availability	availability	NOUN
archive-232	90	11	,	,	PUNCT
archive-232	90	12	(	(	PUNCT
archive-232	90	13	2	2	X
archive-232	90	14	)	)	PUNCT
archive-232	90	15	current	current	ADJ
archive-232	90	16	work	work	NOUN
archive-232	90	17	load	load	NOUN
archive-232	90	18	.	.	PUNCT
archive-232	91	1	economic	economic	ADJ
archive-232	91	2	factors	factor	NOUN
archive-232	91	3	:	:	PUNCT
archive-232	91	4	(	(	PUNCT
archive-232	91	5	1	1	X
archive-232	91	6	)	)	PUNCT
archive-232	91	7	working	work	VERB
archive-232	91	8	cash	cash	NOUN
archive-232	91	9	requirement	requirement	NOUN
archive-232	91	10	,	,	PUNCT
archive-232	91	11	(	(	PUNCT
archive-232	91	12	2	2	X
archive-232	91	13	)	)	PUNCT
archive-232	91	14	number	number	NOUN
archive-232	91	15	of	of	ADP
archive-232	91	16	competitors	competitor	NOUN
archive-232	91	17	,	,	PUNCT
archive-232	91	18	(	(	PUNCT
archive-232	91	19	3	3	X
archive-232	91	20	)	)	PUNCT
archive-232	91	21	market	market	NOUN
archive-232	91	22	conditions	condition	NOUN
archive-232	91	23	,	,	PUNCT
archive-232	91	24	and	and	CCONJ
archive-232	91	25	(	(	PUNCT
archive-232	91	26	4	4	X
archive-232	91	27	)	)	PUNCT
archive-232	91	28	overhead	overhead	ADJ
archive-232	91	29	rate	rate	NOUN
archive-232	91	30	.	.	PUNCT
archive-232	92	1	the	the	DET
archive-232	92	2	neural	neural	ADJ
archive-232	92	3	network	network	NOUN
archive-232	92	4	consists	consist	VERB
archive-232	92	5	of	of	ADP
archive-232	92	6	an	an	DET
archive-232	92	7	input	input	NOUN
archive-232	92	8	layer	layer	NOUN
archive-232	92	9	representing	represent	VERB
archive-232	92	10	the	the	DET
archive-232	92	11	input	input	NOUN
archive-232	92	12	factors	factor	NOUN
archive-232	92	13	,	,	PUNCT
archive-232	92	14	an	an	DET
archive-232	92	15	output	output	NOUN
archive-232	92	16	layer	layer	NOUN
archive-232	92	17	representing	represent	VERB
archive-232	92	18	the	the	DET
archive-232	92	19	markup	markup	ADJ
archive-232	92	20	percentage	percentage	NOUN
archive-232	92	21	and	and	CCONJ
archive-232	92	22	one	one	NUM
archive-232	92	23	hidden	hide	VERB
archive-232	92	24	layer	layer	NOUN
archive-232	92	25	contains	contain	VERB
archive-232	92	26	three	three	NUM
archive-232	92	27	hidden	hide	VERB
archive-232	92	28	nodes	node	NOUN
archive-232	92	29	representing	represent	VERB
archive-232	92	30	the	the	DET
archive-232	92	31	three	three	NUM
archive-232	92	32	categories	category	NOUN
archive-232	92	33	.	.	PUNCT
archive-232	93	1	the	the	DET
archive-232	93	2	network	network	NOUN
archive-232	93	3	was	be	AUX
archive-232	93	4	trained	train	VERB
archive-232	93	5	using	use	VERB
archive-232	93	6	25	25	NUM
archive-232	93	7	bidding	bidding	NOUN
archive-232	93	8	examples	example	NOUN
archive-232	93	9	collected	collect	VERB
archive-232	93	10	from	from	ADP
archive-232	93	11	a	a	DET
archive-232	93	12	local	local	ADJ
archive-232	93	13	contractor	contractor	NOUN
archive-232	93	14	and	and	CCONJ
archive-232	93	15	tested	test	VERB
archive-232	93	16	using	use	VERB
archive-232	93	17	five	five	NUM
archive-232	93	18	examples	example	NOUN
archive-232	93	19	with	with	ADP
archive-232	93	20	average	average	ADJ
archive-232	93	21	error	error	NOUN
archive-232	93	22	rate	rate	NOUN
archive-232	93	23	of	of	ADP
archive-232	93	24	6.7	6.7	NUM
archive-232	93	25	%	%	NOUN
archive-232	93	26	which	which	PRON
archive-232	93	27	means	mean	VERB
archive-232	93	28	that	that	SCONJ
archive-232	93	29	ann	ann	PROPN
archive-232	93	30	is	be	AUX
archive-232	93	31	a	a	DET
archive-232	93	32	reliable	reliable	ADJ
archive-232	93	33	tool	tool	NOUN
archive-232	93	34	in	in	ADP
archive-232	93	35	predicting	predict	VERB
archive-232	93	36	markup	markup	ADJ
archive-232	93	37	percentage	percentage	NOUN
archive-232	93	38	then	then	ADV
archive-232	93	39	an	an	DET
archive-232	93	40	expert	expert	NOUN
archive-232	93	41	system	system	NOUN
archive-232	93	42	was	be	AUX
archive-232	93	43	used	use	VERB
archive-232	93	44	to	to	PART
archive-232	93	45	explain	explain	VERB
archive-232	93	46	the	the	DET
archive-232	93	47	choice	choice	NOUN
archive-232	93	48	of	of	ADP
archive-232	93	49	a	a	DET
archive-232	93	50	certain	certain	ADJ
archive-232	93	51	markup	markup	ADJ
archive-232	93	52	percentage	percentage	NOUN
archive-232	93	53	by	by	ADP
archive-232	93	54	the	the	DET
archive-232	93	55	neural	neural	ADJ
archive-232	93	56	network	network	NOUN
archive-232	93	57	which	which	PRON
archive-232	93	58	depends	depend	VERB
archive-232	93	59	on	on	ADP
archive-232	93	60	using	use	VERB
archive-232	93	61	if	if	SCONJ
archive-232	93	62	then	then	ADV
archive-232	93	63	rule	rule	VERB
archive-232	93	64	.	.	PUNCT
archive-232	94	1	7	7	X
archive-232	94	2	.	.	X
archive-232	94	3	project	project	NOUN
archive-232	94	4	cost	cost	NOUN
archive-232	94	5	estimation	estimation	NOUN
archive-232	94	6	:	:	PUNCT
archive-232	94	7	tarek	tarek	PROPN
archive-232	94	8	hegazy	hegazy	PROPN
archive-232	94	9	&	&	CCONJ
archive-232	94	10	amr	amr	PROPN
archive-232	94	11	ayed	ayed	PROPN
archive-232	94	12	(	(	PUNCT
archive-232	94	13	may	may	PROPN
archive-232	94	14	/	/	SYM
archive-232	94	15	june	june	PROPN
archive-232	94	16	1998	1998	NUM
archive-232	94	17	)	)	PUNCT
archive-232	94	18	developed	develop	VERB
archive-232	94	19	a	a	DET
archive-232	94	20	neural	neural	ADJ
archive-232	94	21	network	network	NOUN
archive-232	94	22	simulation	simulation	NOUN
archive-232	94	23	model	model	NOUN
archive-232	94	24	in	in	ADP
archive-232	94	25	a	a	DET
archive-232	94	26	spreadsheet	spreadsheet	NOUN
archive-232	94	27	format	format	NOUN
archive-232	94	28	to	to	PART
archive-232	94	29	estimate	estimate	VERB
archive-232	94	30	the	the	DET
archive-232	94	31	construction	construction	NOUN
archive-232	94	32	cost	cost	NOUN
archive-232	94	33	of	of	ADP
archive-232	94	34	highway	highway	NOUN
archive-232	94	35	projects	project	NOUN
archive-232	94	36	.	.	PUNCT
archive-232	95	1	the	the	DET
archive-232	95	2	inputs	input	NOUN
archive-232	95	3	used	use	VERB
archive-232	95	4	for	for	ADP
archive-232	95	5	the	the	DET
archive-232	95	6	model	model	NOUN
archive-232	95	7	are	be	AUX
archive-232	95	8	the	the	DET
archive-232	95	9	factors	factor	NOUN
archive-232	95	10	affecting	affect	VERB
archive-232	95	11	the	the	DET
archive-232	95	12	cost	cost	NOUN
archive-232	95	13	of	of	ADP
archive-232	95	14	highway	highway	NOUN
archive-232	95	15	projects	project	NOUN
archive-232	95	16	which	which	PRON
archive-232	95	17	include	include	VERB
archive-232	95	18	:	:	PUNCT
archive-232	95	19	project	project	NOUN
archive-232	95	20	type	type	NOUN
archive-232	95	21	,	,	PUNCT
archive-232	95	22	project	project	NOUN
archive-232	95	23	scope	scope	NOUN
archive-232	95	24	,	,	PUNCT
archive-232	95	25	construction	construction	NOUN
archive-232	95	26	year	year	NOUN
archive-232	95	27	,	,	PUNCT
archive-232	95	28	season	season	NOUN
archive-232	95	29	,	,	PUNCT
archive-232	95	30	location	location	NOUN
archive-232	95	31	,	,	PUNCT
archive-232	95	32	duration	duration	NOUN
archive-232	95	33	,	,	PUNCT
archive-232	95	34	project	project	NOUN
archive-232	95	35	size	size	NOUN
archive-232	95	36	,	,	PUNCT
archive-232	95	37	capacity	capacity	NOUN
archive-232	95	38	,	,	PUNCT
archive-232	95	39	water	water	NOUN
archive-232	95	40	bodies	body	NOUN
archive-232	95	41	,	,	PUNCT
archive-232	95	42	and	and	CCONJ
archive-232	95	43	soil	soil	NOUN
archive-232	95	44	conditions	condition	NOUN
archive-232	95	45	.	.	PUNCT
archive-232	96	1	after	after	ADP
archive-232	96	2	setting	set	VERB
archive-232	96	3	up	up	ADP
archive-232	96	4	the	the	DET
archive-232	96	5	excel	excel	NOUN
archive-232	96	6	template	template	NOUN
archive-232	96	7	with	with	ADP
archive-232	96	8	initial	initial	ADJ
archive-232	96	9	weights	weight	NOUN
archive-232	96	10	of	of	ADP
archive-232	96	11	ones	one	NOUN
archive-232	96	12	the	the	DET
archive-232	96	13	next	next	ADJ
archive-232	96	14	step	step	NOUN
archive-232	96	15	was	be	AUX
archive-232	96	16	to	to	PART
archive-232	96	17	determine	determine	VERB
archive-232	96	18	the	the	DET
archive-232	96	19	nn	nn	PROPN
archive-232	96	20	weights	weight	NOUN
archive-232	96	21	that	that	PRON
archive-232	96	22	optimize	optimize	VERB
archive-232	96	23	the	the	DET
archive-232	96	24	nn	nn	PROPN
archive-232	96	25	performance	performance	NOUN
archive-232	96	26	,	,	PUNCT
archive-232	96	27	this	this	PRON
archive-232	96	28	has	have	AUX
archive-232	96	29	been	be	AUX
archive-232	96	30	done	do	VERB
archive-232	96	31	using	use	VERB
archive-232	96	32	three	three	NUM
archive-232	96	33	approaches	approach	NOUN
archive-232	96	34	:	:	PUNCT
archive-232	96	35	1back	1back	NUM
archive-232	96	36	propagation	propagation	NOUN
archive-232	96	37	neural	neural	ADJ
archive-232	96	38	network	network	NOUN
archive-232	96	39	using	use	VERB
archive-232	96	40	a	a	DET
archive-232	96	41	commercial	commercial	ADJ
archive-232	96	42	nn	nn	PROPN
archive-232	96	43	software	software	NOUN
archive-232	96	44	,	,	PUNCT
archive-232	96	45	the	the	DET
archive-232	96	46	nn	nn	PROPN
archive-232	96	47	consists	consist	VERB
archive-232	96	48	of	of	ADP
archive-232	96	49	three	three	NUM
archive-232	96	50	layers	layer	NOUN
archive-232	96	51	an	an	DET
archive-232	96	52	input	input	NOUN
archive-232	96	53	layer	layer	NOUN
archive-232	96	54	containing	contain	VERB
archive-232	96	55	ten	ten	NUM
archive-232	96	56	hidden	hide	VERB
archive-232	96	57	nodes	node	NOUN
archive-232	96	58	representing	represent	VERB
archive-232	96	59	input	input	NOUN
archive-232	96	60	factors	factor	NOUN
archive-232	96	61	,	,	PUNCT
archive-232	96	62	an	an	DET
archive-232	96	63	output	output	NOUN
archive-232	96	64	layer	layer	NOUN
archive-232	96	65	representing	represent	VERB
archive-232	96	66	the	the	DET
archive-232	96	67	total	total	ADJ
archive-232	96	68	construction	construction	NOUN
archive-232	96	69	cost	cost	NOUN
archive-232	96	70	and	and	CCONJ
archive-232	96	71	one	one	NUM
archive-232	96	72	hidden	hide	VERB
archive-232	96	73	layer	layer	NOUN
archive-232	96	74	contains	contain	VERB
archive-232	96	75	five	five	NUM
archive-232	96	76	hidden	hide	VERB
archive-232	96	77	nodes	node	NOUN
archive-232	96	78	.	.	PUNCT
archive-232	97	1	the	the	DET
archive-232	97	2	neural	neural	ADJ
archive-232	97	3	network	network	NOUN
archive-232	97	4	was	be	AUX
archive-232	97	5	trained	train	VERB
archive-232	97	6	using	use	VERB
archive-232	97	7	14	14	NUM
archive-232	97	8	projects	project	NOUN
archive-232	97	9	and	and	CCONJ
archive-232	97	10	tested	test	VERB
archive-232	97	11	using	use	VERB
archive-232	97	12	4	4	NUM
archive-232	97	13	examples	example	NOUN
archive-232	97	14	with	with	ADP
archive-232	97	15	minimum	minimum	NOUN
archive-232	97	16	weighted	weight	VERB
archive-232	97	17	error	error	NOUN
archive-232	97	18	of	of	ADP
archive-232	97	19	10.34	10.34	NUM
archive-232	97	20	%	%	NOUN
archive-232	97	21	,	,	PUNCT
archive-232	97	22	1.43	1.43	NUM
archive-232	97	23	%	%	NOUN
archive-232	97	24	on	on	ADP
archive-232	97	25	the	the	DET
archive-232	97	26	training	training	NOUN
archive-232	97	27	cases	case	NOUN
archive-232	97	28	and	and	CCONJ
archive-232	97	29	19.33	19.33	NUM
archive-232	97	30	%	%	NOUN
archive-232	97	31	on	on	ADP
archive-232	97	32	the	the	DET
archive-232	97	33	test	test	NOUN
archive-232	97	34	cases	case	NOUN
archive-232	97	35	.	.	PUNCT
archive-232	98	1	2the	2the	DET
archive-232	98	2	second	second	ADJ
archive-232	98	3	approach	approach	NOUN
archive-232	98	4	to	to	PART
archive-232	98	5	obtain	obtain	VERB
archive-232	98	6	the	the	DET
archive-232	98	7	optimum	optimum	ADJ
archive-232	98	8	weights	weight	NOUN
archive-232	98	9	for	for	ADP
archive-232	98	10	nn	nn	PROPN
archive-232	98	11	was	be	AUX
archive-232	98	12	the	the	DET
archive-232	98	13	simplex	simplex	NOUN
archive-232	98	14	optimization	optimization	NOUN
archive-232	98	15	which	which	PRON
archive-232	98	16	was	be	AUX
archive-232	98	17	applied	apply	VERB
archive-232	98	18	using	use	VERB
archive-232	98	19	the	the	DET
archive-232	98	20	excel	excel	NOUN
archive-232	98	21	add	add	NOUN
archive-232	98	22	–	–	PUNCT
archive-232	98	23	in	in	ADP
archive-232	98	24	program	program	NOUN
archive-232	98	25	called	call	VERB
archive-232	98	26	solver	solver	ADV
archive-232	98	27	.	.	PUNCT
archive-232	99	1	the	the	DET
archive-232	99	2	optimization	optimization	NOUN
archive-232	99	3	objective	objective	NOUN
archive-232	99	4	is	be	AUX
archive-232	99	5	to	to	PART
archive-232	99	6	minimize	minimize	VERB
archive-232	99	7	the	the	DET
archive-232	99	8	nn	nn	PROPN
archive-232	99	9	weighted	weight	VERB
archive-232	99	10	error	error	NOUN
archive-232	99	11	,	,	PUNCT
archive-232	99	12	the	the	DET
archive-232	99	13	optimization	optimization	NOUN
archive-232	99	14	variables	variable	NOUN
archive-232	99	15	are	be	AUX
archive-232	99	16	the	the	DET
archive-232	99	17	weights	weight	NOUN
archive-232	99	18	from	from	ADP
archive-232	99	19	inputs	input	NOUN
archive-232	99	20	to	to	ADP
archive-232	99	21	hidden	hide	VERB
archive-232	99	22	layer	layer	NOUN
archive-232	99	23	and	and	CCONJ
archive-232	99	24	from	from	ADP
archive-232	99	25	hidden	hidden	ADJ
archive-232	99	26	layer	layer	NOUN
archive-232	99	27	to	to	PART
archive-232	99	28	output	output	VERB
archive-232	99	29	layer	layer	NOUN
archive-232	99	30	,	,	PUNCT
archive-232	99	31	the	the	DET
archive-232	99	32	optimization	optimization	NOUN
archive-232	99	33	constraints	constraint	NOUN
archive-232	99	34	were	be	AUX
archive-232	99	35	to	to	PART
archive-232	99	36	limit	limit	VERB
archive-232	99	37	the	the	DET
archive-232	99	38	percentage	percentage	NOUN
archive-232	99	39	error	error	NOUN
archive-232	99	40	to	to	ADP
archive-232	99	41	2	2	NUM
archive-232	99	42	%	%	NOUN
archive-232	99	43	for	for	ADP
archive-232	99	44	training	training	NOUN
archive-232	99	45	examples	example	NOUN
archive-232	99	46	and	and	CCONJ
archive-232	99	47	5	5	NUM
archive-232	99	48	%	%	NOUN
archive-232	99	49	for	for	ADP
archive-232	99	50	test	test	NOUN
archive-232	99	51	examples	example	NOUN
archive-232	99	52	.	.	PUNCT
archive-232	100	1	using	use	VERB
archive-232	100	2	the	the	DET
archive-232	100	3	trial	trial	NOUN
archive-232	100	4	and	and	CCONJ
archive-232	100	5	error	error	NOUN
archive-232	100	6	method	method	NOUN
archive-232	100	7	the	the	DET
archive-232	100	8	optimum	optimum	ADJ
archive-232	100	9	weights	weight	NOUN
archive-232	100	10	were	be	AUX
archive-232	100	11	reached	reach	VERB
archive-232	100	12	with	with	ADP
archive-232	100	13	a	a	DET
archive-232	100	14	weighted	weight	VERB
archive-232	100	15	error	error	NOUN
archive-232	100	16	of	of	ADP
archive-232	100	17	0.71	0.71	NUM
archive-232	100	18	%	%	NOUN
archive-232	100	19	for	for	ADP
archive-232	100	20	training	training	NOUN
archive-232	100	21	sets	set	NOUN
archive-232	100	22	and	and	CCONJ
archive-232	100	23	1.25	1.25	NUM
archive-232	100	24	%	%	NOUN
archive-232	100	25	for	for	ADP
archive-232	100	26	test	test	NOUN
archive-232	100	27	sets	set	NOUN
archive-232	100	28	.	.	PUNCT
archive-232	101	1	3genetic	3genetic	NUM
archive-232	101	2	algorithm	algorithm	NOUN
archive-232	101	3	is	be	AUX
archive-232	101	4	the	the	DET
archive-232	101	5	third	third	ADJ
archive-232	101	6	approach	approach	NOUN
archive-232	101	7	used	use	VERB
archive-232	101	8	to	to	PART
archive-232	101	9	obtain	obtain	VERB
archive-232	101	10	the	the	DET
archive-232	101	11	optimum	optimum	ADJ
archive-232	101	12	weights	weight	NOUN
archive-232	101	13	for	for	ADP
archive-232	101	14	nn	nn	PROPN
archive-232	101	15	model	model	NOUN
archive-232	101	16	,	,	PUNCT
archive-232	101	17	a	a	DET
archive-232	101	18	population	population	NOUN
archive-232	101	19	of	of	ADP
archive-232	101	20	possible	possible	ADJ
archive-232	101	21	solutions	solution	NOUN
archive-232	101	22	is	be	AUX
archive-232	101	23	created	create	VERB
archive-232	101	24	,	,	PUNCT
archive-232	101	25	then	then	ADV
archive-232	101	26	a	a	DET
archive-232	101	27	cross	cross	NOUN
archive-232	101	28	over	over	ADP
archive-232	101	29	process	process	NOUN
archive-232	101	30	is	be	AUX
archive-232	101	31	used	use	VERB
archive-232	101	32	to	to	PART
archive-232	101	33	obtain	obtain	VERB
archive-232	101	34	the	the	DET
archive-232	101	35	most	most	ADV
archive-232	101	36	fit	fit	ADJ
archive-232	101	37	offspring	offspring	NOUN
archive-232	101	38	that	that	PRON
archive-232	101	39	solves	solve	VERB
archive-232	101	40	the	the	DET
archive-232	101	41	problem	problem	NOUN
archive-232	101	42	.	.	PUNCT
archive-232	102	1	after	after	ADP
archive-232	102	2	many	many	ADJ
archive-232	102	3	generations	generation	NOUN
archive-232	102	4	,	,	PUNCT
archive-232	102	5	the	the	DET
archive-232	102	6	optimum	optimum	ADJ
archive-232	102	7	solution	solution	NOUN
archive-232	102	8	is	be	AUX
archive-232	102	9	obtained	obtain	VERB
archive-232	102	10	and	and	CCONJ
archive-232	102	11	this	this	DET
archive-232	102	12	approach	approach	NOUN
archive-232	102	13	has	have	AUX
archive-232	102	14	been	be	AUX
archive-232	102	15	applied	apply	VERB
archive-232	102	16	using	use	VERB
archive-232	102	17	a	a	DET
archive-232	102	18	commercial	commercial	ADJ
archive-232	102	19	software	software	NOUN
archive-232	102	20	called	call	VERB
archive-232	102	21	(	(	PUNCT
archive-232	102	22	gene	gene	NOUN
archive-232	102	23	hunter	hunter	NOUN
archive-232	102	24	)	)	PUNCT
archive-232	102	25	.	.	PUNCT
archive-232	103	1	the	the	DET
archive-232	103	2	optimization	optimization	NOUN
archive-232	103	3	objective	objective	NOUN
archive-232	103	4	and	and	CCONJ
archive-232	103	5	constraints	constraint	NOUN
archive-232	103	6	were	be	AUX
archive-232	103	7	like	like	ADP
archive-232	103	8	the	the	DET
archive-232	103	9	objective	objective	NOUN
archive-232	103	10	and	and	CCONJ
archive-232	103	11	constraints	constraint	NOUN
archive-232	103	12	performed	perform	VERB
archive-232	103	13	using	use	VERB
archive-232	103	14	excel	excel	PROPN
archive-232	103	15	’s	’s	PART
archive-232	103	16	solver	solver	NOUN
archive-232	103	17	,	,	PUNCT
archive-232	103	18	the	the	DET
archive-232	103	19	weighted	weight	VERB
archive-232	103	20	error	error	NOUN
archive-232	103	21	was	be	AUX
archive-232	103	22	noticed	notice	VERB
archive-232	103	23	to	to	PART
archive-232	103	24	be	be	AUX
archive-232	103	25	22.48	22.48	NUM
archive-232	103	26	%	%	NOUN
archive-232	103	27	for	for	ADP
archive-232	103	28	training	training	NOUN
archive-232	103	29	set	set	NOUN
archive-232	103	30	and	and	CCONJ
archive-232	103	31	21.11	21.11	NUM
archive-232	103	32	%	%	NOUN
archive-232	103	33	on	on	ADP
archive-232	103	34	the	the	DET
archive-232	103	35	test	test	NOUN
archive-232	103	36	set	set	NOUN
archive-232	103	37	.	.	PUNCT
archive-232	104	1	the	the	DET
archive-232	104	2	comparison	comparison	NOUN
archive-232	104	3	between	between	ADP
archive-232	104	4	the	the	DET
archive-232	104	5	results	result	NOUN
archive-232	104	6	of	of	ADP
archive-232	104	7	the	the	DET
archive-232	104	8	three	three	NUM
archive-232	104	9	methods	method	NOUN
archive-232	104	10	is	be	AUX
archive-232	104	11	shown	show	VERB
archive-232	104	12	in	in	ADP
archive-232	104	13	fig	fig	NOUN
archive-232	104	14	.	.	PUNCT
archive-232	105	1	(	(	PUNCT
archive-232	105	2	3	3	NUM
archive-232	105	3	)	)	PUNCT
archive-232	105	4	.	.	PUNCT
archive-232	106	1	sherif	sherif	PROPN
archive-232	106	2	mohamed	mohamed	PROPN
archive-232	106	3	hafez	hafez	PROPN
archive-232	106	4	/	/	PUNCT
archive-232	106	5	the	the	DET
archive-232	106	6	academic	academic	ADJ
archive-232	106	7	research	research	NOUN
archive-232	106	8	community	community	NOUN
archive-232	106	9	publication	publication	NOUN
archive-232	106	10	pg	pg	NOUN
archive-232	106	11	.	.	PROPN
archive-232	107	1	6	6	NUM
archive-232	107	2	backpropagation	backpropagation	NOUN
archive-232	107	3	training	train	VERB
archive-232	107	4	1.4	1.4	NUM
archive-232	107	5	%	%	NOUN
archive-232	107	6	19.3	19.3	NUM
archive-232	107	7	%	%	NOUN
archive-232	107	8	10.4	10.4	NUM
archive-232	107	9	%	%	NOUN
archive-232	107	10	0.7	0.7	NUM
archive-232	107	11	%	%	NOUN
archive-232	107	12	1.3	1.3	NUM
archive-232	107	13	%	%	NOUN
archive-232	107	14	1.0	1.0	NUM
archive-232	107	15	%	%	NOUN
archive-232	107	16	optimization	optimization	NOUN
archive-232	107	17	simplex	simplex	NOUN
archive-232	107	18	optimization	optimization	NOUN
archive-232	107	19	genetic	genetic	ADJ
archive-232	107	20	algorithms	algorithm	NOUN
archive-232	107	21	22.5	22.5	NUM
archive-232	107	22	%	%	NOUN
archive-232	107	23	21.1	21.1	NUM
archive-232	107	24	%	%	NOUN
archive-232	107	25	21.8	21.8	NUM
archive-232	107	26	%	%	NOUN
archive-232	107	27	0	0	NUM
archive-232	107	28	%	%	NOUN
archive-232	107	29	5	5	NUM
archive-232	107	30	%	%	NOUN
archive-232	107	31	10	10	NUM
archive-232	107	32	%	%	NOUN
archive-232	107	33	15	15	NUM
archive-232	107	34	%	%	NOUN
archive-232	107	35	20	20	NUM
archive-232	107	36	%	%	NOUN
archive-232	107	37	25	25	NUM
archive-232	107	38	%	%	NOUN
archive-232	107	39	%	%	NOUN
archive-232	107	40	err	err	NOUN
archive-232	107	41	or	or	CCONJ
archive-232	107	42	in	in	ADP
archive-232	107	43	c	c	NOUN
archive-232	107	44	ost	ost	NOUN
archive-232	107	45	es	es	ADP
archive-232	107	46	tim	tim	PROPN
archive-232	107	47	ate	eat	VERB
archive-232	107	48	%	%	NOUN
archive-232	107	49	error	error	NOUN
archive-232	107	50	on	on	ADP
archive-232	107	51	14	14	NUM
archive-232	107	52	training	training	NOUN
archive-232	107	53	cases	case	NOUN
archive-232	107	54	%	%	NOUN
archive-232	107	55	error	error	NOUN
archive-232	107	56	on	on	ADP
archive-232	107	57	4	4	NUM
archive-232	107	58	test	test	NOUN
archive-232	107	59	cases	case	NOUN
archive-232	107	60	weighted	weight	VERB
archive-232	107	61	error	error	NOUN
archive-232	107	62	fig	fig	NOUN
archive-232	107	63	.	.	PUNCT
archive-232	108	1	(	(	PUNCT
archive-232	108	2	3	3	X
archive-232	108	3	)	)	PUNCT
archive-232	108	4	comparison	comparison	NOUN
archive-232	108	5	between	between	ADP
archive-232	108	6	weight	weight	NOUN
archive-232	108	7	determining	determine	VERB
archive-232	108	8	methods	method	NOUN
archive-232	108	9	it	it	PRON
archive-232	108	10	is	be	AUX
archive-232	108	11	evident	evident	ADJ
archive-232	108	12	that	that	SCONJ
archive-232	108	13	the	the	DET
archive-232	108	14	excel	excel	NOUN
archive-232	108	15	solver	solver	NOUN
archive-232	108	16	provides	provide	VERB
archive-232	108	17	the	the	DET
archive-232	108	18	minimum	minimum	NOUN
archive-232	108	19	error	error	NOUN
archive-232	108	20	percentage	percentage	NOUN
archive-232	108	21	in	in	ADP
archive-232	108	22	determining	determine	VERB
archive-232	108	23	the	the	DET
archive-232	108	24	optimum	optimum	ADJ
archive-232	108	25	weights	weight	NOUN
archive-232	108	26	of	of	ADP
archive-232	108	27	nn	nn	PROPN
archive-232	108	28	.	.	PROPN
archive-232	108	29	a	a	DET
archive-232	108	30	sensitivity	sensitivity	NOUN
archive-232	108	31	analysis	analysis	NOUN
archive-232	108	32	module	module	NOUN
archive-232	108	33	also	also	ADV
archive-232	108	34	was	be	AUX
archive-232	108	35	incorporated	incorporate	VERB
archive-232	108	36	in	in	ADP
archive-232	108	37	the	the	DET
archive-232	108	38	developed	develop	VERB
archive-232	108	39	nn	nn	PROPN
archive-232	108	40	model	model	NOUN
archive-232	108	41	to	to	PART
archive-232	108	42	consider	consider	VERB
archive-232	108	43	the	the	DET
archive-232	108	44	uncertainty	uncertainty	NOUN
archive-232	108	45	in	in	ADP
archive-232	108	46	project	project	NOUN
archive-232	108	47	factors	factor	NOUN
archive-232	108	48	,	,	PUNCT
archive-232	108	49	this	this	DET
archive-232	108	50	feature	feature	NOUN
archive-232	108	51	put	put	VERB
archive-232	108	52	the	the	DET
archive-232	108	53	developed	develop	VERB
archive-232	108	54	model	model	NOUN
archive-232	108	55	for	for	ADP
archive-232	108	56	actual	actual	ADJ
archive-232	108	57	use	use	NOUN
archive-232	108	58	in	in	ADP
archive-232	108	59	predicting	predict	VERB
archive-232	108	60	the	the	DET
archive-232	108	61	budget	budget	NOUN
archive-232	108	62	cost	cost	NOUN
archive-232	108	63	for	for	ADP
archive-232	108	64	new	new	ADJ
archive-232	108	65	highway	highway	NOUN
archive-232	108	66	projects	project	NOUN
archive-232	108	67	.	.	PUNCT
archive-232	109	1	pearce	pearce	PROPN
archive-232	109	2	a.	a.	PROPN
archive-232	109	3	r.	r.	PROPN
archive-232	109	4	,	,	PUNCT
archive-232	109	5	gregory	gregory	PROPN
archive-232	109	6	r.	r.	PROPN
archive-232	109	7	a.	a.	PROPN
archive-232	109	8	&	&	CCONJ
archive-232	109	9	williams	williams	PROPN
archive-232	109	10	r.	r.	PROPN
archive-232	109	11	developed	develop	VERB
archive-232	109	12	an	an	DET
archive-232	109	13	artificial	artificial	ADJ
archive-232	109	14	neural	neural	ADJ
archive-232	109	15	network	network	NOUN
archive-232	109	16	model	model	NOUN
archive-232	109	17	for	for	ADP
archive-232	109	18	estimating	estimate	VERB
archive-232	109	19	the	the	DET
archive-232	109	20	risk	risk	NOUN
archive-232	109	21	of	of	ADP
archive-232	109	22	cost	cost	NOUN
archive-232	109	23	escalation	escalation	NOUN
archive-232	109	24	for	for	ADP
archive-232	109	25	construction	construction	NOUN
archive-232	109	26	projects	project	NOUN
archive-232	109	27	which	which	PRON
archive-232	109	28	help	help	VERB
archive-232	109	29	planners	planner	NOUN
archive-232	109	30	and	and	CCONJ
archive-232	109	31	designers	designer	NOUN
archive-232	109	32	in	in	ADP
archive-232	109	33	identifying	identify	VERB
archive-232	109	34	the	the	DET
archive-232	109	35	potential	potential	NOUN
archive-232	109	36	of	of	ADP
archive-232	109	37	cost	cost	NOUN
archive-232	109	38	variation	variation	NOUN
archive-232	109	39	.	.	PUNCT
archive-232	110	1	the	the	DET
archive-232	110	2	data	datum	NOUN
archive-232	110	3	required	require	VERB
archive-232	110	4	to	to	PART
archive-232	110	5	train	train	VERB
archive-232	110	6	and	and	CCONJ
archive-232	110	7	validate	validate	VERB
archive-232	110	8	the	the	DET
archive-232	110	9	neural	neural	ADJ
archive-232	110	10	network	network	NOUN
archive-232	110	11	had	have	AUX
archive-232	110	12	been	be	AUX
archive-232	110	13	obtained	obtain	VERB
archive-232	110	14	using	use	VERB
archive-232	110	15	the	the	DET
archive-232	110	16	parametric	parametric	ADJ
archive-232	110	17	automated	automate	VERB
archive-232	110	18	cost	cost	NOUN
archive-232	110	19	engineering	engineering	NOUN
archive-232	110	20	system	system	NOUN
archive-232	110	21	(	(	PUNCT
archive-232	110	22	paces	pace	NOUN
archive-232	110	23	)	)	PUNCT
archive-232	110	24	for	for	ADP
archive-232	110	25	vertical	vertical	ADJ
archive-232	110	26	construction	construction	NOUN
archive-232	110	27	ranging	range	VERB
archive-232	110	28	from	from	ADP
archive-232	110	29	communication	communication	NOUN
archive-232	110	30	centers	center	NOUN
archive-232	110	31	to	to	ADP
archive-232	110	32	medical	medical	ADJ
archive-232	110	33	facilities	facility	NOUN
archive-232	110	34	and	and	CCONJ
archive-232	110	35	living	living	NOUN
archive-232	110	36	quarters	quarter	NOUN
archive-232	110	37	.	.	PUNCT
archive-232	111	1	twelve	twelve	NUM
archive-232	111	2	factors	factor	NOUN
archive-232	111	3	had	have	AUX
archive-232	111	4	been	be	AUX
archive-232	111	5	identified	identify	VERB
archive-232	111	6	based	base	VERB
archive-232	111	7	on	on	ADP
archive-232	111	8	informal	informal	ADJ
archive-232	111	9	interviews	interview	NOUN
archive-232	111	10	with	with	ADP
archive-232	111	11	cost	cost	NOUN
archive-232	111	12	engineering	engineering	NOUN
archive-232	111	13	experts	expert	NOUN
archive-232	111	14	to	to	PART
archive-232	111	15	be	be	AUX
archive-232	111	16	the	the	DET
archive-232	111	17	input	input	NOUN
archive-232	111	18	variables	variable	NOUN
archive-232	111	19	of	of	ADP
archive-232	111	20	the	the	DET
archive-232	111	21	neural	neural	ADJ
archive-232	111	22	network	network	NOUN
archive-232	111	23	.	.	PUNCT
archive-232	112	1	these	these	DET
archive-232	112	2	factors	factor	NOUN
archive-232	112	3	are	be	AUX
archive-232	112	4	building	build	VERB
archive-232	112	5	perimeter	perimeter	NOUN
archive-232	112	6	,	,	PUNCT
archive-232	112	7	floors	floor	NOUN
archive-232	112	8	above	above	ADP
archive-232	112	9	grade	grade	NOUN
archive-232	112	10	,	,	PUNCT
archive-232	112	11	roof	roof	NOUN
archive-232	112	12	area	area	NOUN
archive-232	112	13	,	,	PUNCT
archive-232	112	14	foot	foot	NOUN
archive-232	112	15	print	print	NOUN
archive-232	112	16	,	,	PUNCT
archive-232	112	17	floor	floor	NOUN
archive-232	112	18	to	to	PART
archive-232	112	19	floor	floor	NOUN
archive-232	112	20	height	height	NOUN
archive-232	112	21	,	,	PUNCT
archive-232	112	22	exterior	exterior	ADJ
archive-232	112	23	doors	door	NOUN
archive-232	112	24	,	,	PUNCT
archive-232	112	25	exterior	exterior	ADJ
archive-232	112	26	wall	wall	NOUN
archive-232	112	27	area	area	NOUN
archive-232	112	28	,	,	PUNCT
archive-232	112	29	exterior	exterior	ADJ
archive-232	112	30	window	window	NOUN
archive-232	112	31	area	area	NOUN
archive-232	112	32	,	,	PUNCT
archive-232	112	33	number	number	NOUN
archive-232	112	34	of	of	ADP
archive-232	112	35	stairwells	stairwell	NOUN
archive-232	112	36	,	,	PUNCT
archive-232	112	37	number	number	NOUN
archive-232	112	38	of	of	ADP
archive-232	112	39	elevators	elevator	NOUN
archive-232	112	40	,	,	PUNCT
archive-232	112	41	heating	heating	NOUN
archive-232	112	42	and	and	CCONJ
archive-232	112	43	cooling	cool	VERB
archive-232	112	44	load	load	NOUN
archive-232	112	45	,	,	PUNCT
archive-232	112	46	while	while	SCONJ
archive-232	112	47	the	the	DET
archive-232	112	48	output	output	NOUN
archive-232	112	49	was	be	AUX
archive-232	112	50	the	the	DET
archive-232	112	51	cost	cost	NOUN
archive-232	112	52	of	of	ADP
archive-232	112	53	seven	seven	NUM
archive-232	112	54	categories	category	NOUN
archive-232	112	55	which	which	PRON
archive-232	112	56	include	include	VERB
archive-232	112	57	substructure	substructure	NOUN
archive-232	112	58	,	,	PUNCT
archive-232	112	59	super	super	ADJ
archive-232	112	60	structure	structure	NOUN
archive-232	112	61	,	,	PUNCT
archive-232	112	62	exterior	exterior	ADJ
archive-232	112	63	closure	closure	NOUN
archive-232	112	64	,	,	PUNCT
archive-232	112	65	roofing	roofing	NOUN
archive-232	112	66	,	,	PUNCT
archive-232	112	67	interior	interior	ADJ
archive-232	112	68	construction	construction	NOUN
archive-232	112	69	,	,	PUNCT
archive-232	112	70	conveying	convey	VERB
archive-232	112	71	systems	system	NOUN
archive-232	112	72	and	and	CCONJ
archive-232	112	73	heating	heating	NOUN
archive-232	112	74	,	,	PUNCT
archive-232	112	75	ventilation	ventilation	NOUN
archive-232	112	76	and	and	CCONJ
archive-232	112	77	air	air	NOUN
archive-232	112	78	conditioning	conditioning	NOUN
archive-232	112	79	.	.	PUNCT
archive-232	113	1	a	a	DET
archive-232	113	2	total	total	NOUN
archive-232	113	3	of	of	ADP
archive-232	113	4	46	46	NUM
archive-232	113	5	training	training	NOUN
archive-232	113	6	pairs	pair	NOUN
archive-232	113	7	were	be	AUX
archive-232	113	8	used	use	VERB
archive-232	113	9	to	to	PART
archive-232	113	10	train	train	VERB
archive-232	113	11	the	the	DET
archive-232	113	12	network	network	NOUN
archive-232	113	13	in	in	ADP
archive-232	113	14	addition	addition	NOUN
archive-232	113	15	to	to	ADP
archive-232	113	16	five	five	NUM
archive-232	113	17	cases	case	NOUN
archive-232	113	18	were	be	AUX
archive-232	113	19	used	use	VERB
archive-232	113	20	to	to	PART
archive-232	113	21	test	test	VERB
archive-232	113	22	the	the	DET
archive-232	113	23	performance	performance	NOUN
archive-232	113	24	of	of	ADP
archive-232	113	25	the	the	DET
archive-232	113	26	model	model	NOUN
archive-232	113	27	.	.	PUNCT
archive-232	114	1	the	the	DET
archive-232	114	2	acceptable	acceptable	ADJ
archive-232	114	3	limit	limit	NOUN
archive-232	114	4	of	of	ADP
archive-232	114	5	error	error	NOUN
archive-232	114	6	for	for	ADP
archive-232	114	7	the	the	DET
archive-232	114	8	cost	cost	NOUN
archive-232	114	9	estimation	estimation	NOUN
archive-232	114	10	problem	problem	NOUN
archive-232	114	11	ranges	range	VERB
archive-232	114	12	from	from	ADP
archive-232	114	13	+25	+25	ADJ
archive-232	114	14	%	%	NOUN
archive-232	114	15	to	to	PART
archive-232	114	16	-10	-10	NUM
archive-232	114	17	%	%	NOUN
archive-232	114	18	based	base	VERB
archive-232	114	19	on	on	ADP
archive-232	114	20	standard	standard	ADJ
archive-232	114	21	practice	practice	NOUN
archive-232	114	22	for	for	ADP
archive-232	114	23	vertical	vertical	ADJ
archive-232	114	24	construction	construction	NOUN
archive-232	114	25	projects	project	NOUN
archive-232	114	26	.	.	PUNCT
archive-232	115	1	various	various	ADJ
archive-232	115	2	architectures	architecture	NOUN
archive-232	115	3	of	of	ADP
archive-232	115	4	ann	ann	PROPN
archive-232	115	5	were	be	AUX
archive-232	115	6	tested	test	VERB
archive-232	115	7	ranging	range	VERB
archive-232	115	8	from	from	ADP
archive-232	115	9	one	one	NUM
archive-232	115	10	hidden	hide	VERB
archive-232	115	11	layer	layer	NOUN
archive-232	115	12	of	of	ADP
archive-232	115	13	0	0	NUM
archive-232	115	14	processing	processing	NOUN
archive-232	115	15	elements	element	NOUN
archive-232	115	16	to	to	ADP
archive-232	115	17	three	three	NUM
archive-232	115	18	hidden	hidden	ADJ
archive-232	115	19	layers	layer	NOUN
archive-232	115	20	consisting	consist	VERB
archive-232	115	21	of	of	ADP
archive-232	115	22	21	21	NUM
archive-232	115	23	hidden	hide	VERB
archive-232	115	24	nodes	node	NOUN
archive-232	115	25	.	.	PUNCT
archive-232	116	1	the	the	DET
archive-232	116	2	best	good	ADJ
archive-232	116	3	performance	performance	NOUN
archive-232	116	4	of	of	ADP
archive-232	116	5	the	the	DET
archive-232	116	6	neural	neural	ADJ
archive-232	116	7	network	network	NOUN
archive-232	116	8	was	be	AUX
archive-232	116	9	by	by	ADP
archive-232	116	10	using	use	VERB
archive-232	116	11	one	one	NUM
archive-232	116	12	hidden	hide	VERB
archive-232	116	13	layer	layer	NOUN
archive-232	116	14	with	with	ADP
archive-232	116	15	five	five	NUM
archive-232	116	16	hidden	hide	VERB
archive-232	116	17	nodes	node	NOUN
archive-232	116	18	with	with	ADP
archive-232	116	19	average	average	ADJ
archive-232	116	20	error	error	NOUN
archive-232	116	21	of	of	ADP
archive-232	116	22	-3.79	-3.79	NUM
archive-232	116	23	%	%	NOUN
archive-232	116	24	and	and	CCONJ
archive-232	116	25	maximum	maximum	ADJ
archive-232	116	26	error	error	NOUN
archive-232	116	27	of	of	ADP
archive-232	116	28	-7.22	-7.22	NOUN
archive-232	116	29	%	%	NOUN
archive-232	116	30	as	as	SCONJ
archive-232	116	31	shown	show	VERB
archive-232	116	32	in	in	ADP
archive-232	116	33	figure	figure	NOUN
archive-232	116	34	(	(	PUNCT
archive-232	116	35	4	4	NUM
archive-232	116	36	)	)	PUNCT
archive-232	116	37	.	.	PUNCT
archive-232	117	1	architecture	architecture	NOUN
archive-232	117	2	pe	pe	PROPN
archive-232	117	3	rce	rce	PROPN
archive-232	117	4	nt	not	PART
archive-232	117	5	err	err	VERB
archive-232	117	6	or	or	CCONJ
archive-232	117	7	for	for	ADP
archive-232	117	8	te	te	PROPN
archive-232	117	9	st	st	PROPN
archive-232	117	10	c	c	PROPN
archive-232	117	11	ase	ase	PROPN
archive-232	117	12	s	s	PART
archive-232	117	13	0	0	NUM
archive-232	117	14	%	%	NOUN
archive-232	118	1	-2	-2	INTJ
archive-232	118	2	%	%	INTJ
archive-232	118	3	-4	-4	INTJ
archive-232	118	4	%	%	NOUN
archive-232	119	1	-6	-6	INTJ
archive-232	119	2	%	%	NOUN
archive-232	120	1	-8	-8	ADJ
archive-232	120	2	%	%	NOUN
archive-232	120	3	-10	-10	NUM
archive-232	120	4	%	%	NOUN
archive-232	120	5	-12	-12	NOUN
archive-232	120	6	%	%	NOUN
archive-232	120	7	-14	-14	NUM
archive-232	120	8	%	%	NOUN
archive-232	120	9	-16	-16	NUM
archive-232	120	10	%	%	NOUN
archive-232	120	11	average	average	ADJ
archive-232	120	12	error	error	NOUN
archive-232	120	13	max	max	NOUN
archive-232	120	14	error	error	NOUN
archive-232	120	15	120	120	NUM
archive-232	120	16	-	-	SYM
archive-232	120	17	7	7	NUM
archive-232	120	18	122	122	NUM
archive-232	120	19	-	-	SYM
archive-232	120	20	7	7	NUM
archive-232	120	21	125	125	NUM
archive-232	120	22	-	-	SYM
archive-232	120	23	7	7	NUM
archive-232	120	24	129	129	NUM
archive-232	120	25	-	-	SYM
archive-232	120	26	7	7	NUM
archive-232	120	27	123	123	NUM
archive-232	120	28	-	-	SYM
archive-232	120	29	3	3	NUM
archive-232	120	30	-7	-7	NOUN
archive-232	120	31	127	127	NUM
archive-232	120	32	-	-	SYM
archive-232	120	33	7	7	NUM
archive-232	120	34	-7	-7	NOUN
archive-232	120	35	123	123	NUM
archive-232	120	36	-	-	SYM
archive-232	120	37	3	3	NUM
archive-232	120	38	-37	-37	PROPN
archive-232	120	39	127	127	NUM
archive-232	120	40	-	-	SYM
archive-232	120	41	7	7	NUM
archive-232	120	42	-77	-77	SYM
archive-232	120	43	127	127	NUM
archive-232	120	44	-	-	SYM
archive-232	120	45	5	5	NUM
archive-232	120	46	-37	-37	PROPN
archive-232	120	47	123	123	NUM
archive-232	120	48	-	-	SYM
archive-232	120	49	5	5	NUM
archive-232	120	50	-77	-77	SYM
archive-232	120	51	fig	fig	NOUN
archive-232	120	52	.	.	PUNCT
archive-232	121	1	(	(	PUNCT
archive-232	121	2	4	4	X
archive-232	121	3	)	)	PUNCT
archive-232	121	4	neural	neural	ADJ
archive-232	121	5	network	network	NOUN
archive-232	121	6	architectures	architecture	NOUN
archive-232	121	7	vs.	vs.	ADP
archive-232	121	8	error	error	NOUN
archive-232	121	9	the	the	DET
archive-232	121	10	trained	train	VERB
archive-232	121	11	network	network	NOUN
archive-232	121	12	was	be	AUX
archive-232	121	13	used	use	VERB
archive-232	121	14	to	to	PART
archive-232	121	15	generate	generate	VERB
archive-232	121	16	cost	cost	NOUN
archive-232	121	17	/	/	SYM
archive-232	121	18	probability	probability	NOUN
archive-232	121	19	function	function	NOUN
archive-232	121	20	by	by	ADP
archive-232	121	21	increasing	increase	VERB
archive-232	121	22	three	three	NUM
archive-232	121	23	independent	independent	ADJ
archive-232	121	24	variables	variable	NOUN
archive-232	121	25	:	:	PUNCT
archive-232	121	26	number	number	NOUN
archive-232	121	27	of	of	ADP
archive-232	121	28	stories	story	NOUN
archive-232	121	29	,	,	PUNCT
archive-232	121	30	building	build	VERB
archive-232	121	31	perimeter	perimeter	NOUN
archive-232	121	32	and	and	CCONJ
archive-232	121	33	floor	floor	NOUN
archive-232	121	34	to	to	PART
archive-232	121	35	floor	floor	VERB
archive-232	121	36	height	height	NOUN
archive-232	121	37	thus	thus	ADV
archive-232	121	38	a	a	DET
archive-232	121	39	larger	large	ADJ
archive-232	121	40	number	number	NOUN
archive-232	121	41	of	of	ADP
archive-232	121	42	cases	case	NOUN
archive-232	121	43	was	be	AUX
archive-232	121	44	generated	generate	VERB
archive-232	121	45	while	while	SCONJ
archive-232	121	46	the	the	DET
archive-232	121	47	other	other	ADJ
archive-232	121	48	input	input	NOUN
archive-232	121	49	variables	variable	NOUN
archive-232	121	50	were	be	AUX
archive-232	121	51	calculated	calculate	VERB
archive-232	121	52	using	use	VERB
archive-232	121	53	(	(	PUNCT
archive-232	121	54	paces	pace	NOUN
archive-232	121	55	)	)	PUNCT
archive-232	121	56	equation	equation	NOUN
archive-232	121	57	which	which	PRON
archive-232	121	58	depends	depend	VERB
archive-232	121	59	on	on	ADP
archive-232	121	60	the	the	DET
archive-232	121	61	three	three	NUM
archive-232	121	62	independent	independent	ADJ
archive-232	121	63	variables	variable	NOUN
archive-232	121	64	.	.	PUNCT
archive-232	122	1	this	this	DET
archive-232	122	2	data	datum	NOUN
archive-232	122	3	set	set	NOUN
archive-232	122	4	will	will	AUX
archive-232	122	5	be	be	AUX
archive-232	122	6	squashed	squash	VERB
archive-232	122	7	and	and	CCONJ
archive-232	122	8	used	use	VERB
archive-232	122	9	to	to	PART
archive-232	122	10	generate	generate	VERB
archive-232	122	11	output	output	NOUN
archive-232	122	12	values	value	NOUN
archive-232	122	13	using	use	VERB
archive-232	122	14	the	the	DET
archive-232	122	15	trained	train	VERB
archive-232	122	16	network	network	NOUN
archive-232	122	17	then	then	ADV
archive-232	122	18	these	these	DET
archive-232	122	19	outputs	output	NOUN
archive-232	122	20	were	be	AUX
archive-232	122	21	not	not	PART
archive-232	122	22	squashed	squash	VERB
archive-232	122	23	and	and	CCONJ
archive-232	122	24	plotted	plot	VERB
archive-232	122	25	as	as	ADP
archive-232	122	26	a	a	DET
archive-232	122	27	histogram	histogram	NOUN
archive-232	122	28	to	to	PART
archive-232	122	29	obtain	obtain	VERB
archive-232	122	30	the	the	DET
archive-232	122	31	cost	cost	NOUN
archive-232	122	32	/	/	SYM
archive-232	122	33	probability	probability	NOUN
archive-232	122	34	curve	curve	NOUN
archive-232	122	35	which	which	PRON
archive-232	122	36	illustrates	illustrate	VERB
archive-232	122	37	the	the	DET
archive-232	122	38	variations	variation	NOUN
archive-232	122	39	in	in	ADP
archive-232	122	40	the	the	DET
archive-232	122	41	final	final	ADJ
archive-232	122	42	cost	cost	NOUN
archive-232	122	43	based	base	VERB
archive-232	122	44	on	on	ADP
archive-232	122	45	the	the	DET
archive-232	122	46	required	require	VERB
archive-232	122	47	level	level	NOUN
archive-232	122	48	of	of	ADP
archive-232	122	49	confidence	confidence	NOUN
archive-232	122	50	.	.	PUNCT
archive-232	123	1	sherif	sherif	PROPN
archive-232	123	2	mohamed	mohamed	PROPN
archive-232	123	3	hafez	hafez	PROPN
archive-232	123	4	/	/	PUNCT
archive-232	123	5	the	the	DET
archive-232	123	6	academic	academic	ADJ
archive-232	123	7	research	research	NOUN
archive-232	123	8	community	community	NOUN
archive-232	123	9	publication	publication	NOUN
archive-232	123	10	pg	pg	NOUN
archive-232	123	11	.	.	PROPN
archive-232	123	12	7	7	NUM
archive-232	123	13	anthony	anthony	PROPN
archive-232	123	14	harding	harding	PROPN
archive-232	123	15	,	,	PUNCT
archive-232	123	16	et	et	PROPN
archive-232	123	17	al	al	PROPN
archive-232	123	18	.	.	PUNCT
archive-232	124	1	(	(	PUNCT
archive-232	124	2	2000	2000	NUM
archive-232	124	3	)	)	PUNCT
archive-232	124	4	stated	state	VERB
archive-232	124	5	that	that	SCONJ
archive-232	124	6	a	a	DET
archive-232	124	7	neural	neural	ADJ
archive-232	124	8	network	network	NOUN
archive-232	124	9	approach	approach	NOUN
archive-232	124	10	to	to	PART
archive-232	124	11	estimate	estimate	VERB
archive-232	124	12	the	the	DET
archive-232	124	13	total	total	ADJ
archive-232	124	14	cost	cost	NOUN
archive-232	124	15	to	to	ADP
archive-232	124	16	the	the	DET
archive-232	124	17	client	client	NOUN
archive-232	124	18	for	for	ADP
archive-232	124	19	a	a	DET
archive-232	124	20	building	building	NOUN
archive-232	124	21	project	project	NOUN
archive-232	124	22	according	accord	VERB
archive-232	124	23	to	to	ADP
archive-232	124	24	different	different	ADJ
archive-232	124	25	procurement	procurement	NOUN
archive-232	124	26	routes	route	NOUN
archive-232	124	27	has	have	AUX
archive-232	124	28	been	be	AUX
archive-232	124	29	developed	develop	VERB
archive-232	124	30	.	.	PUNCT
archive-232	125	1	two	two	NUM
archive-232	125	2	networks	network	NOUN
archive-232	125	3	were	be	AUX
archive-232	125	4	trained	train	VERB
archive-232	125	5	to	to	PART
archive-232	125	6	predict	predict	VERB
archive-232	125	7	two	two	NUM
archive-232	125	8	measures	measure	NOUN
archive-232	125	9	of	of	ADP
archive-232	125	10	cost	cost	NOUN
archive-232	125	11	,	,	PUNCT
archive-232	125	12	the	the	DET
archive-232	125	13	natural	natural	ADJ
archive-232	125	14	log	log	NOUN
archive-232	125	15	of	of	ADP
archive-232	125	16	the	the	DET
archive-232	125	17	cost	cost	NOUN
archive-232	125	18	and	and	CCONJ
archive-232	125	19	the	the	DET
archive-232	125	20	cost	cost	NOUN
archive-232	125	21	/	/	SYM
archive-232	125	22	m2	m2	PROPN
archive-232	125	23	,	,	PUNCT
archive-232	125	24	thus	thus	ADV
archive-232	125	25	four	four	NUM
archive-232	125	26	networks	network	NOUN
archive-232	125	27	were	be	AUX
archive-232	125	28	obtained	obtain	VERB
archive-232	125	29	,	,	PUNCT
archive-232	125	30	two	two	NUM
archive-232	125	31	with	with	ADP
archive-232	125	32	the	the	DET
archive-232	125	33	inclusion	inclusion	NOUN
archive-232	125	34	of	of	ADP
archive-232	125	35	procurement	procurement	NOUN
archive-232	125	36	route	route	NOUN
archive-232	125	37	and	and	CCONJ
archive-232	125	38	two	two	NUM
archive-232	125	39	without	without	ADP
archive-232	125	40	inclusion	inclusion	NOUN
archive-232	125	41	of	of	ADP
archive-232	125	42	the	the	DET
archive-232	125	43	procurement	procurement	NOUN
archive-232	125	44	route	route	NOUN
archive-232	125	45	to	to	PART
archive-232	125	46	assess	assess	VERB
archive-232	125	47	the	the	DET
archive-232	125	48	effect	effect	NOUN
archive-232	125	49	of	of	ADP
archive-232	125	50	the	the	DET
archive-232	125	51	procurement	procurement	NOUN
archive-232	125	52	route	route	NOUN
archive-232	125	53	on	on	ADP
archive-232	125	54	the	the	DET
archive-232	125	55	total	total	ADJ
archive-232	125	56	project	project	NOUN
archive-232	125	57	cost	cost	NOUN
archive-232	125	58	.	.	PUNCT
archive-232	126	1	the	the	DET
archive-232	126	2	input	input	NOUN
archive-232	126	3	variables	variable	VERB
archive-232	126	4	for	for	ADP
archive-232	126	5	the	the	DET
archive-232	126	6	ln(cost	ln(cost	NOUN
archive-232	126	7	)	)	PUNCT
archive-232	126	8	model	model	NOUN
archive-232	126	9	were	be	AUX
archive-232	126	10	location	location	NOUN
archive-232	126	11	,	,	PUNCT
archive-232	126	12	natural	natural	ADJ
archive-232	126	13	log	log	NOUN
archive-232	126	14	of	of	ADP
archive-232	126	15	the	the	DET
archive-232	126	16	gross	gross	ADJ
archive-232	126	17	internal	internal	ADJ
archive-232	126	18	floor	floor	NOUN
archive-232	126	19	area	area	NOUN
archive-232	126	20	,	,	PUNCT
archive-232	126	21	stores	store	NOUN
archive-232	126	22	above	above	ADV
archive-232	126	23	,	,	PUNCT
archive-232	126	24	height	height	NOUN
archive-232	126	25	,	,	PUNCT
archive-232	126	26	internal	internal	ADJ
archive-232	126	27	doors	door	NOUN
archive-232	126	28	,	,	PUNCT
archive-232	126	29	while	while	SCONJ
archive-232	126	30	the	the	DET
archive-232	126	31	inputs	input	NOUN
archive-232	126	32	for	for	ADP
archive-232	126	33	the	the	DET
archive-232	126	34	(	(	PUNCT
archive-232	126	35	cost	cost	NOUN
archive-232	126	36	/	/	SYM
archive-232	126	37	square	square	ADJ
archive-232	126	38	meter	meter	NOUN
archive-232	126	39	)	)	PUNCT
archive-232	126	40	model	model	NOUN
archive-232	126	41	were	be	AUX
archive-232	126	42	function	function	NOUN
archive-232	126	43	,	,	PUNCT
archive-232	126	44	piling	piling	NOUN
archive-232	126	45	,	,	PUNCT
archive-232	126	46	internal	internal	ADJ
archive-232	126	47	doors	door	NOUN
archive-232	126	48	,	,	PUNCT
archive-232	126	49	ceiling	ceiling	NOUN
archive-232	126	50	,	,	PUNCT
archive-232	126	51	the	the	DET
archive-232	126	52	same	same	ADJ
archive-232	126	53	inputs	input	NOUN
archive-232	126	54	for	for	ADP
archive-232	126	55	the	the	DET
archive-232	126	56	other	other	ADJ
archive-232	126	57	two	two	NUM
archive-232	126	58	models	model	NOUN
archive-232	126	59	but	but	CCONJ
archive-232	126	60	with	with	ADP
archive-232	126	61	inclusion	inclusion	NOUN
archive-232	126	62	of	of	ADP
archive-232	126	63	procurement	procurement	NOUN
archive-232	126	64	route	route	NOUN
archive-232	126	65	.	.	PUNCT
archive-232	127	1	the	the	DET
archive-232	127	2	data	datum	NOUN
archive-232	127	3	set	set	VERB
archive-232	127	4	used	use	VERB
archive-232	127	5	to	to	PART
archive-232	127	6	train	train	VERB
archive-232	127	7	the	the	DET
archive-232	127	8	neural	neural	ADJ
archive-232	127	9	network	network	NOUN
archive-232	127	10	was	be	AUX
archive-232	127	11	58	58	NUM
archive-232	127	12	projects	project	NOUN
archive-232	127	13	of	of	ADP
archive-232	127	14	different	different	ADJ
archive-232	127	15	functions	function	NOUN
archive-232	127	16	(	(	PUNCT
archive-232	127	17	administrative	administrative	ADJ
archive-232	127	18	,	,	PUNCT
archive-232	127	19	residential	residential	ADJ
archive-232	127	20	,	,	PUNCT
archive-232	127	21	industrial	industrial	ADJ
archive-232	127	22	)	)	PUNCT
archive-232	127	23	with	with	ADP
archive-232	127	24	gross	gross	ADJ
archive-232	127	25	internal	internal	ADJ
archive-232	127	26	floor	floor	NOUN
archive-232	127	27	areas	area	NOUN
archive-232	127	28	between	between	ADP
archive-232	127	29	154	154	NUM
archive-232	127	30	m2	m2	NOUN
archive-232	127	31	and	and	CCONJ
archive-232	127	32	11605	11605	NUM
archive-232	127	33	m2	m2	PROPN
archive-232	127	34	.	.	PROPN
archive-232	127	35	of	of	ADP
archive-232	127	36	the	the	DET
archive-232	127	37	data	datum	NOUN
archive-232	127	38	set	set	VERB
archive-232	127	39	,	,	PUNCT
archive-232	127	40	34	34	NUM
archive-232	127	41	are	be	AUX
archive-232	127	42	design	design	NOUN
archive-232	127	43	and	and	CCONJ
archive-232	127	44	build	build	VERB
archive-232	127	45	and	and	CCONJ
archive-232	127	46	the	the	DET
archive-232	127	47	remaining	remain	VERB
archive-232	127	48	24	24	NUM
archive-232	127	49	were	be	AUX
archive-232	127	50	procured	procure	VERB
archive-232	127	51	by	by	ADP
archive-232	127	52	the	the	DET
archive-232	127	53	traditional	traditional	ADJ
archive-232	127	54	route	route	NOUN
archive-232	127	55	.	.	PUNCT
archive-232	128	1	the	the	DET
archive-232	128	2	data	datum	NOUN
archive-232	128	3	set	set	VERB
archive-232	128	4	was	be	AUX
archive-232	128	5	split	split	VERB
archive-232	128	6	to	to	ADP
archive-232	128	7	32	32	NUM
archive-232	128	8	projects	project	NOUN
archive-232	128	9	for	for	ADP
archive-232	128	10	training	training	NOUN
archive-232	128	11	,	,	PUNCT
archive-232	128	12	13	13	NUM
archive-232	128	13	projects	project	NOUN
archive-232	128	14	for	for	ADP
archive-232	128	15	verification	verification	NOUN
archive-232	128	16	and	and	CCONJ
archive-232	128	17	13	13	NUM
archive-232	128	18	projects	project	NOUN
archive-232	128	19	for	for	ADP
archive-232	128	20	test	test	NOUN
archive-232	128	21	.	.	PUNCT
archive-232	129	1	table	table	NOUN
archive-232	129	2	(	(	PUNCT
archive-232	129	3	1	1	X
archive-232	129	4	)	)	PUNCT
archive-232	129	5	illustrates	illustrate	VERB
archive-232	129	6	the	the	DET
archive-232	129	7	r2	r2	PROPN
archive-232	129	8	values	value	NOUN
archive-232	129	9	for	for	ADP
archive-232	129	10	the	the	DET
archive-232	129	11	four	four	NUM
archive-232	129	12	networks	network	NOUN
archive-232	129	13	,	,	PUNCT
archive-232	129	14	it	it	PRON
archive-232	129	15	’s	’	VERB
archive-232	129	16	clear	clear	ADJ
archive-232	129	17	that	that	SCONJ
archive-232	129	18	the	the	DET
archive-232	129	19	neural	neural	ADJ
archive-232	129	20	networks	network	NOUN
archive-232	129	21	are	be	AUX
archive-232	129	22	not	not	PART
archive-232	129	23	generalizing	generalize	VERB
archive-232	129	24	well	well	ADV
archive-232	129	25	and	and	CCONJ
archive-232	129	26	the	the	DET
archive-232	129	27	values	value	NOUN
archive-232	129	28	of	of	ADP
archive-232	129	29	mean	mean	ADJ
archive-232	129	30	absolute	absolute	ADJ
archive-232	129	31	percentage	percentage	NOUN
archive-232	129	32	error	error	NOUN
archive-232	129	33	(	(	PUNCT
archive-232	129	34	mape	mape	NOUN
archive-232	129	35	)	)	PUNCT
archive-232	129	36	for	for	ADP
archive-232	129	37	neural	neural	ADJ
archive-232	129	38	networks	network	NOUN
archive-232	129	39	is	be	AUX
archive-232	129	40	lower	low	ADJ
archive-232	129	41	than	than	ADP
archive-232	129	42	those	those	PRON
archive-232	129	43	for	for	ADP
archive-232	129	44	regression	regression	NOUN
archive-232	129	45	models	model	NOUN
archive-232	129	46	which	which	PRON
archive-232	129	47	are	be	AUX
archive-232	129	48	developed	develop	VERB
archive-232	129	49	to	to	PART
archive-232	129	50	predict	predict	VERB
archive-232	129	51	the	the	DET
archive-232	129	52	(	(	PUNCT
archive-232	129	53	cost	cost	NOUN
archive-232	129	54	/	/	SYM
archive-232	129	55	m2	m2	PROPN
archive-232	129	56	)	)	PUNCT
archive-232	129	57	and	and	CCONJ
archive-232	129	58	natural	natural	ADJ
archive-232	129	59	log	log	NOUN
archive-232	129	60	of	of	ADP
archive-232	129	61	cost	cost	NOUN
archive-232	129	62	using	use	VERB
archive-232	129	63	the	the	DET
archive-232	129	64	same	same	ADJ
archive-232	129	65	inputs	input	NOUN
archive-232	129	66	to	to	ADP
archive-232	129	67	the	the	DET
archive-232	129	68	neural	neural	ADJ
archive-232	129	69	networks	network	NOUN
archive-232	129	70	.	.	PUNCT
archive-232	130	1	table	table	NOUN
archive-232	130	2	(	(	PUNCT
archive-232	130	3	2	2	X
archive-232	130	4	)	)	PUNCT
archive-232	130	5	demonstrates	demonstrate	VERB
archive-232	130	6	this	this	DET
archive-232	130	7	comparison	comparison	NOUN
archive-232	130	8	.	.	PUNCT
archive-232	131	1	a	a	DET
archive-232	131	2	,	,	PUNCT
archive-232	131	3	b	b	PROPN
archive-232	131	4	models	model	NOUN
archive-232	131	5	without	without	ADP
archive-232	131	6	procurement	procurement	NOUN
archive-232	131	7	c	c	NOUN
archive-232	131	8	,	,	PUNCT
archive-232	131	9	d	d	PROPN
archive-232	131	10	models	model	NOUN
archive-232	131	11	with	with	ADP
archive-232	131	12	procurement	procurement	NOUN
archive-232	131	13	table	table	NOUN
archive-232	131	14	(	(	PUNCT
archive-232	131	15	1	1	NUM
archive-232	131	16	)	)	PUNCT
archive-232	131	17	performance	performance	NOUN
archive-232	131	18	of	of	ADP
archive-232	131	19	neural	neural	ADJ
archive-232	131	20	network	network	NOUN
archive-232	131	21	model	model	NOUN
archive-232	131	22	r2	r2	PROPN
archive-232	131	23	,	,	PUNCT
archive-232	131	24	training	training	NOUN
archive-232	131	25	r2	r2	NOUN
archive-232	131	26	,	,	PUNCT
archive-232	131	27	verification	verification	NOUN
archive-232	131	28	r2	r2	NOUN
archive-232	131	29	,	,	PUNCT
archive-232	131	30	testing	testing	NOUN
archive-232	131	31	lncost	lncost	VERB
archive-232	131	32	a	a	DET
archive-232	131	33	0.971	0.971	NUM
archive-232	131	34	0.992	0.992	NUM
archive-232	131	35	0.837	0.837	NUM
archive-232	131	36	cost	cost	NOUN
archive-232	131	37	/	/	SYM
archive-232	131	38	m2	m2	PROPN
archive-232	131	39	b	b	PROPN
archive-232	131	40	0.718	0.718	NUM
archive-232	131	41	0.865	0.865	NUM
archive-232	131	42	0.348	0.348	NUM
archive-232	131	43	ln	ln	NOUN
archive-232	131	44	(	(	PUNCT
archive-232	131	45	cost	cost	NOUN
archive-232	131	46	)	)	PUNCT
archive-232	131	47	c	c	NOUN
archive-232	131	48	0.969	0.969	NUM
archive-232	131	49	0.990	0.990	NUM
archive-232	131	50	0.843	0.843	NUM
archive-232	131	51	cost	cost	NOUN
archive-232	131	52	/	/	SYM
archive-232	131	53	m2	m2	PROPN
archive-232	131	54	d	d	ADP
archive-232	131	55	0.702	0.702	NUM
archive-232	131	56	0.859	0.859	NUM
archive-232	131	57	0.252	0.252	NUM
archive-232	131	58	table	table	NOUN
archive-232	131	59	(	(	PUNCT
archive-232	131	60	2	2	NUM
archive-232	131	61	)	)	PUNCT
archive-232	131	62	comparison	comparison	NOUN
archive-232	131	63	between	between	ADP
archive-232	131	64	nn	nn	PROPN
archive-232	131	65	model	model	PROPN
archive-232	131	66	&	&	CCONJ
archive-232	131	67	regression	regression	PROPN
archive-232	131	68	model	model	PROPN
archive-232	131	69	nn	nn	PROPN
archive-232	131	70	errors	errors	PROPN
archive-232	131	71	regres	regre	NOUN
archive-232	131	72	.	.	PUNCT
archive-232	132	1	errors	error	NOUN
archive-232	132	2	model	model	PROPN
archive-232	132	3	r2	r2	PROPN
archive-232	132	4	mape%	mape%	CCONJ
archive-232	132	5	ape%	ape%	NOUN
archive-232	132	6	r2	r2	NOUN
archive-232	132	7	mape%	mape%	CCONJ
archive-232	132	8	ape%	ape%	NOUN
archive-232	132	9	lncost	lncost	VERB
archive-232	132	10	a	a	DET
archive-232	132	11	0.933	0.933	NUM
archive-232	132	12	25	25	NUM
archive-232	132	13	18	18	NUM
archive-232	132	14	0.985	0.985	NUM
archive-232	132	15	13.8	13.8	NUM
archive-232	132	16	12.1	12.1	NUM
archive-232	132	17	cost	cost	NOUN
archive-232	132	18	/	/	SYM
archive-232	132	19	m2	m2	PROPN
archive-232	132	20	b	b	PROPN
archive-232	132	21	0.538	0.538	NUM
archive-232	132	22	31	31	NUM
archive-232	132	23	22	22	NUM
archive-232	132	24	0.979	0.979	NUM
archive-232	132	25	15.6	15.6	NUM
archive-232	132	26	11.0	11.0	NUM
archive-232	132	27	ln	ln	ADJ
archive-232	132	28	(	(	PUNCT
archive-232	132	29	cost	cost	NOUN
archive-232	132	30	)	)	PUNCT
archive-232	132	31	c	c	NOUN
archive-232	132	32	0.945	0.945	NUM
archive-232	132	33	23	23	NUM
archive-232	132	34	13	13	NUM
archive-232	132	35	0.985	0.985	NUM
archive-232	132	36	13.9	13.9	NUM
archive-232	132	37	12.2	12.2	NUM
archive-232	132	38	cost	cost	NOUN
archive-232	132	39	/	/	SYM
archive-232	132	40	m2	m2	PROPN
archive-232	132	41	d	d	PROPN
archive-232	132	42	0.696	0.696	NUM
archive-232	132	43	27	27	NUM
archive-232	132	44	25	25	NUM
archive-232	132	45	0.979	0.979	NUM
archive-232	132	46	15.4	15.4	NUM
archive-232	132	47	10.1	10.1	NUM
archive-232	132	48	this	this	PRON
archive-232	132	49	means	mean	VERB
archive-232	132	50	that	that	SCONJ
archive-232	132	51	the	the	DET
archive-232	132	52	accuracy	accuracy	NOUN
archive-232	132	53	of	of	ADP
archive-232	132	54	neural	neural	ADJ
archive-232	132	55	networks	network	NOUN
archive-232	132	56	is	be	AUX
archive-232	132	57	less	less	ADJ
archive-232	132	58	than	than	ADP
archive-232	132	59	the	the	DET
archive-232	132	60	accuracy	accuracy	NOUN
archive-232	132	61	of	of	ADP
archive-232	132	62	regression	regression	NOUN
archive-232	132	63	models	model	NOUN
archive-232	132	64	.	.	PUNCT
archive-232	133	1	the	the	DET
archive-232	133	2	reason	reason	NOUN
archive-232	133	3	for	for	ADP
archive-232	133	4	this	this	DET
archive-232	133	5	bad	bad	ADJ
archive-232	133	6	performance	performance	NOUN
archive-232	133	7	is	be	AUX
archive-232	133	8	due	due	ADJ
archive-232	133	9	to	to	ADP
archive-232	133	10	using	use	VERB
archive-232	133	11	a	a	DET
archive-232	133	12	small	small	ADJ
archive-232	133	13	data	datum	NOUN
archive-232	133	14	set	set	VERB
archive-232	133	15	which	which	PRON
archive-232	133	16	is	be	AUX
archive-232	133	17	n’t	not	PART
archive-232	133	18	enough	enough	ADJ
archive-232	133	19	to	to	PART
archive-232	133	20	represent	represent	VERB
archive-232	133	21	the	the	DET
archive-232	133	22	real	real	ADJ
archive-232	133	23	relationships	relationship	NOUN
archive-232	133	24	between	between	ADP
archive-232	133	25	the	the	DET
archive-232	133	26	variables	variable	NOUN
archive-232	133	27	and	and	CCONJ
archive-232	133	28	cost	cost	NOUN
archive-232	133	29	.	.	PUNCT
archive-232	134	1	another	another	DET
archive-232	134	2	important	important	ADJ
archive-232	134	3	thing	thing	NOUN
archive-232	134	4	to	to	PART
archive-232	134	5	be	be	AUX
archive-232	134	6	mentioned	mention	VERB
archive-232	134	7	is	be	AUX
archive-232	134	8	that	that	SCONJ
archive-232	134	9	the	the	DET
archive-232	134	10	models	model	NOUN
archive-232	134	11	contain	contain	VERB
archive-232	134	12	procurement	procurement	NOUN
archive-232	134	13	route	route	NOUN
archive-232	134	14	yield	yield	VERB
archive-232	134	15	some	some	DET
archive-232	134	16	improvement	improvement	NOUN
archive-232	134	17	,	,	PUNCT
archive-232	134	18	this	this	PRON
archive-232	134	19	means	mean	VERB
archive-232	134	20	that	that	SCONJ
archive-232	134	21	the	the	DET
archive-232	134	22	procurement	procurement	NOUN
archive-232	134	23	route	route	NOUN
archive-232	134	24	have	have	VERB
archive-232	134	25	some	some	DET
archive-232	134	26	effect	effect	NOUN
archive-232	134	27	on	on	ADP
archive-232	134	28	the	the	DET
archive-232	134	29	cost	cost	NOUN
archive-232	134	30	,	,	PUNCT
archive-232	134	31	but	but	CCONJ
archive-232	134	32	it	it	PRON
archive-232	134	33	ca	can	AUX
archive-232	134	34	n’t	not	PART
archive-232	134	35	be	be	AUX
archive-232	134	36	identified	identify	VERB
archive-232	134	37	without	without	ADP
archive-232	134	38	increasing	increase	VERB
archive-232	134	39	the	the	DET
archive-232	134	40	data	data	NOUN
archive-232	134	41	set	set	VERB
archive-232	134	42	.	.	PUNCT
archive-232	135	1	the	the	DET
archive-232	135	2	future	future	ADJ
archive-232	135	3	development	development	NOUN
archive-232	135	4	of	of	ADP
archive-232	135	5	this	this	DET
archive-232	135	6	model	model	NOUN
archive-232	135	7	is	be	AUX
archive-232	135	8	to	to	PART
archive-232	135	9	increase	increase	VERB
archive-232	135	10	the	the	DET
archive-232	135	11	data	datum	NOUN
archive-232	135	12	set	set	VERB
archive-232	135	13	between	between	ADP
archive-232	135	14	400	400	NUM
archive-232	135	15	and	and	CCONJ
archive-232	135	16	500	500	NUM
archive-232	135	17	projects	project	NOUN
archive-232	135	18	in	in	ADP
archive-232	135	19	addition	addition	NOUN
archive-232	135	20	to	to	ADP
archive-232	135	21	increasing	increase	VERB
archive-232	135	22	the	the	DET
archive-232	135	23	number	number	NOUN
archive-232	135	24	of	of	ADP
archive-232	135	25	input	input	NOUN
archive-232	135	26	variables	variable	NOUN
archive-232	135	27	to	to	PART
archive-232	135	28	cover	cover	VERB
archive-232	135	29	a	a	DET
archive-232	135	30	wide	wide	ADJ
archive-232	135	31	range	range	NOUN
archive-232	135	32	of	of	ADP
archive-232	135	33	project	project	NOUN
archive-232	135	34	types	type	NOUN
archive-232	135	35	and	and	CCONJ
archive-232	135	36	options	option	NOUN
archive-232	135	37	.	.	PUNCT
archive-232	136	1	it	it	PRON
archive-232	136	2	’s	’	VERB
archive-232	136	3	also	also	ADV
archive-232	136	4	important	important	ADJ
archive-232	136	5	to	to	PART
archive-232	136	6	include	include	VERB
archive-232	136	7	the	the	DET
archive-232	136	8	client	client	NOUN
archive-232	136	9	costs	cost	NOUN
archive-232	136	10	in	in	ADP
archive-232	136	11	the	the	DET
archive-232	136	12	model	model	NOUN
archive-232	136	13	.	.	PUNCT
archive-232	137	1	michał	michał	PROPN
archive-232	137	2	juszczyk	juszczyk	PROPN
archive-232	137	3	(	(	PUNCT
archive-232	137	4	2017	2017	NUM
archive-232	137	5	)	)	PUNCT
archive-232	137	6	established	establish	VERB
archive-232	137	7	that	that	SCONJ
archive-232	137	8	cost	cost	NOUN
archive-232	137	9	analyses	analysis	NOUN
archive-232	137	10	are	be	AUX
archive-232	137	11	of	of	ADP
archive-232	137	12	the	the	DET
archive-232	137	13	key	key	ADJ
archive-232	137	14	importance	importance	NOUN
archive-232	137	15	for	for	ADP
archive-232	137	16	the	the	DET
archive-232	137	17	success	success	NOUN
archive-232	137	18	of	of	ADP
archive-232	137	19	the	the	DET
archive-232	137	20	construction	construction	NOUN
archive-232	137	21	project	project	NOUN
archive-232	137	22	.	.	PUNCT
archive-232	138	1	bim	bim	NOUN
archive-232	138	2	as	as	ADP
archive-232	138	3	developing	develop	VERB
archive-232	138	4	and	and	CCONJ
archive-232	138	5	disseminating	disseminate	VERB
archive-232	138	6	technology	technology	NOUN
archive-232	138	7	brings	bring	VERB
archive-232	138	8	several	several	ADJ
archive-232	138	9	advantages	advantage	NOUN
archive-232	138	10	to	to	ADP
archive-232	138	11	the	the	DET
archive-232	138	12	construction	construction	NOUN
archive-232	138	13	industry	industry	NOUN
archive-232	138	14	especially	especially	ADV
archive-232	138	15	for	for	ADP
archive-232	138	16	the	the	DET
archive-232	138	17	several	several	ADJ
archive-232	138	18	analyses	analysis	NOUN
archive-232	138	19	carried	carry	VERB
archive-232	138	20	out	out	ADP
archive-232	138	21	during	during	ADP
archive-232	138	22	the	the	DET
archive-232	138	23	construction	construction	NOUN
archive-232	138	24	project	project	NOUN
archive-232	138	25	and	and	CCONJ
archive-232	138	26	cost	cost	VERB
archive-232	138	27	analyses	analysis	NOUN
archive-232	138	28	among	among	ADP
archive-232	138	29	them	they	PRON
archive-232	138	30	.	.	PUNCT
archive-232	139	1	this	this	DET
archive-232	139	2	paper	paper	NOUN
archive-232	139	3	presents	present	VERB
archive-232	139	4	a	a	DET
archive-232	139	5	discussion	discussion	NOUN
archive-232	139	6	of	of	ADP
archive-232	139	7	the	the	DET
archive-232	139	8	concept	concept	NOUN
archive-232	139	9	of	of	ADP
archive-232	139	10	combining	combine	VERB
archive-232	139	11	the	the	DET
archive-232	139	12	idea	idea	NOUN
archive-232	139	13	of	of	ADP
archive-232	139	14	bim	bim	NOUN
archive-232	139	15	and	and	CCONJ
archive-232	139	16	the	the	DET
archive-232	139	17	use	use	NOUN
archive-232	139	18	of	of	ADP
archive-232	139	19	artificial	artificial	ADJ
archive-232	139	20	neural	neural	ADJ
archive-232	139	21	networks	network	NOUN
archive-232	139	22	for	for	ADP
archive-232	139	23	the	the	DET
archive-232	139	24	purposes	purpose	NOUN
archive-232	139	25	of	of	ADP
archive-232	139	26	macro	macro	ADJ
archive-232	139	27	level	level	NOUN
archive-232	139	28	cost	cost	NOUN
archive-232	139	29	analysis	analysis	NOUN
archive-232	139	30	.	.	PUNCT
archive-232	140	1	the	the	DET
archive-232	140	2	author	author	NOUN
archive-232	140	3	’s	’s	PART
archive-232	140	4	intention	intention	NOUN
archive-232	140	5	is	be	AUX
archive-232	140	6	to	to	PART
archive-232	140	7	present	present	VERB
archive-232	140	8	considerations	consideration	NOUN
archive-232	140	9	about	about	ADP
archive-232	140	10	potential	potential	ADJ
archive-232	140	11	benefits	benefit	NOUN
archive-232	140	12	as	as	ADV
archive-232	140	13	well	well	ADV
archive-232	140	14	as	as	ADP
archive-232	140	15	the	the	DET
archive-232	140	16	nuisances	nuisance	NOUN
archive-232	140	17	of	of	ADP
archive-232	140	18	the	the	DET
archive-232	140	19	proposed	propose	VERB
archive-232	140	20	approach	approach	NOUN
archive-232	140	21	.	.	PUNCT
archive-232	141	1	8	8	X
archive-232	141	2	.	.	PUNCT
archive-232	141	3	conclusions	conclusion	NOUN
archive-232	141	4	:	:	PUNCT
archive-232	141	5	based	base	VERB
archive-232	141	6	on	on	ADP
archive-232	141	7	the	the	DET
archive-232	141	8	results	result	NOUN
archive-232	141	9	of	of	ADP
archive-232	141	10	the	the	DET
archive-232	141	11	studies	study	NOUN
archive-232	141	12	reviewed	review	VERB
archive-232	141	13	in	in	ADP
archive-232	141	14	this	this	DET
archive-232	141	15	paper	paper	NOUN
archive-232	141	16	,	,	PUNCT
archive-232	141	17	it	it	PRON
archive-232	141	18	’s	’	VERB
archive-232	141	19	evident	evident	ADJ
archive-232	141	20	that	that	SCONJ
archive-232	141	21	artificial	artificial	ADJ
archive-232	141	22	neural	neural	ADJ
archive-232	141	23	network	network	NOUN
archive-232	141	24	performs	perform	VERB
archive-232	141	25	better	well	ADJ
archive-232	141	26	than	than	ADP
archive-232	141	27	conventional	conventional	ADJ
archive-232	141	28	methods	method	NOUN
archive-232	141	29	in	in	ADP
archive-232	141	30	many	many	ADJ
archive-232	141	31	situations	situation	NOUN
archive-232	141	32	such	such	ADJ
archive-232	141	33	as	as	ADP
archive-232	141	34	productivity	productivity	NOUN
archive-232	141	35	modeling	modeling	NOUN
archive-232	141	36	for	for	ADP
archive-232	141	37	concrete	concrete	ADJ
archive-232	141	38	pouring	pouring	NOUN
archive-232	141	39	,	,	PUNCT
archive-232	141	40	formwork	formwork	NOUN
archive-232	141	41	and	and	CCONJ
archive-232	141	42	sherif	sherif	PROPN
archive-232	141	43	mohamed	mohamed	PROPN
archive-232	141	44	hafez	hafez	PROPN
archive-232	141	45	/	/	PUNCT
archive-232	141	46	the	the	DET
archive-232	141	47	academic	academic	ADJ
archive-232	141	48	research	research	NOUN
archive-232	141	49	community	community	NOUN
archive-232	141	50	publication	publication	NOUN
archive-232	141	51	pg	pg	NOUN
archive-232	141	52	.	.	PROPN
archive-232	141	53	8	8	NUM
archive-232	141	54	concrete	concrete	ADJ
archive-232	141	55	finishing	finishing	NOUN
archive-232	141	56	activities	activity	NOUN
archive-232	141	57	in	in	ADP
archive-232	141	58	addition	addition	NOUN
archive-232	141	59	to	to	ADP
archive-232	141	60	predicting	predict	VERB
archive-232	141	61	excavator	excavator	NOUN
archive-232	141	62	productivity	productivity	NOUN
archive-232	141	63	,	,	PUNCT
archive-232	141	64	markup	markup	VERB
archive-232	141	65	estimation	estimation	NOUN
archive-232	141	66	,	,	PUNCT
archive-232	141	67	budget	budget	NOUN
archive-232	141	68	performance	performance	NOUN
archive-232	141	69	,	,	PUNCT
archive-232	141	70	cost	cost	NOUN
archive-232	141	71	estimation	estimation	NOUN
archive-232	141	72	for	for	ADP
archive-232	141	73	highway	highway	NOUN
archive-232	141	74	projects	project	NOUN
archive-232	141	75	and	and	CCONJ
archive-232	141	76	the	the	DET
archive-232	141	77	risk	risk	NOUN
archive-232	141	78	of	of	ADP
archive-232	141	79	cost	cost	NOUN
archive-232	141	80	escalation	escalation	NOUN
archive-232	141	81	.	.	PUNCT
archive-232	142	1	however	however	ADV
archive-232	142	2	,	,	PUNCT
archive-232	142	3	the	the	DET
archive-232	142	4	last	last	ADJ
archive-232	142	5	application	application	NOUN
archive-232	142	6	for	for	ADP
archive-232	142	7	estimating	estimate	VERB
archive-232	142	8	the	the	DET
archive-232	142	9	total	total	ADJ
archive-232	142	10	construction	construction	NOUN
archive-232	142	11	cost	cost	NOUN
archive-232	142	12	based	base	VERB
archive-232	142	13	on	on	ADP
archive-232	142	14	procurement	procurement	NOUN
archive-232	142	15	route	route	NOUN
archive-232	142	16	still	still	ADV
archive-232	142	17	needs	need	VERB
archive-232	142	18	much	much	ADJ
archive-232	142	19	research	research	NOUN
archive-232	142	20	to	to	PART
archive-232	142	21	put	put	VERB
archive-232	142	22	this	this	DET
archive-232	142	23	model	model	NOUN
archive-232	142	24	for	for	ADP
archive-232	142	25	practical	practical	ADJ
archive-232	142	26	use	use	NOUN
archive-232	142	27	.	.	PUNCT
archive-232	143	1	9	9	X
archive-232	143	2	.	.	X
archive-232	143	3	references	reference	NOUN
archive-232	143	4	:	:	PUNCT
archive-232	143	5	1chua	1chua	NUM
archive-232	143	6	d.	d.	PROPN
archive-232	143	7	k.h	k.h	PROPN
archive-232	143	8	.	.	PROPN
archive-232	143	9	,	,	PUNCT
archive-232	143	10	loh	loh	PROPN
archive-232	143	11	p.	p.	PROPN
archive-232	143	12	k.	k.	PROPN
archive-232	143	13	,	,	PUNCT
archive-232	143	14	kog	kog	PROPN
archive-232	143	15	y.c	y.c	PROPN
archive-232	143	16	.	.	PROPN
archive-232	143	17	&	&	CCONJ
archive-232	143	18	jaselskis	jaselskis	PROPN
archive-232	143	19	e.	e.	PROPN
archive-232	143	20	j.	j.	PROPN
archive-232	143	21	“	"	PUNCT
archive-232	143	22	model	model	NOUN
archive-232	143	23	for	for	ADP
archive-232	143	24	construction	construction	NOUN
archive-232	143	25	budget	budget	NOUN
archive-232	143	26	performance	performance	NOUN
archive-232	143	27	neural	neural	ADJ
archive-232	143	28	network	network	NOUN
archive-232	143	29	approach	approach	NOUN
archive-232	143	30	”	"	PUNCT
archive-232	143	31	journal	journal	NOUN
archive-232	143	32	of	of	ADP
archive-232	143	33	construction	construction	NOUN
archive-232	143	34	engineering	engineering	NOUN
archive-232	143	35	and	and	CCONJ
archive-232	143	36	management	management	NOUN
archive-232	143	37	,	,	PUNCT
archive-232	143	38	vol	vol	NOUN
archive-232	143	39	.	.	PROPN
archive-232	143	40	123	123	NUM
archive-232	143	41	,	,	PUNCT
archive-232	143	42	no	no	INTJ
archive-232	143	43	.	.	NOUN
archive-232	143	44	3	3	NUM
archive-232	143	45	,	,	PUNCT
archive-232	143	46	september	september	PROPN
archive-232	143	47	1997	1997	NUM
archive-232	143	48	.	.	PUNCT
archive-232	144	1	2chung	2chung	NUM
archive-232	144	2	li	li	PROPN
archive-232	144	3	.	.	PROPN
archive-232	144	4	c.	c.	PROPN
archive-232	144	5	&	&	CCONJ
archive-232	144	6	j.	j.	PROPN
archive-232	144	7	m.	m.	PROPN
archive-232	144	8	skibniewski	skibniewski	VERB
archive-232	144	9	“	"	PUNCT
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archive-232	144	11	construction	construction	NOUN
archive-232	144	12	productivity	productivity	NOUN
archive-232	144	13	:	:	PUNCT
archive-232	144	14	neural	neural	ADJ
archive-232	144	15	network	network	NOUN
archive-232	144	16	based	base	VERB
archive-232	144	17	approach	approach	NOUN
archive-232	144	18	”	"	PUNCT
archive-232	144	19	journal	journal	NOUN
archive-232	144	20	of	of	ADP
archive-232	144	21	construction	construction	NOUN
archive-232	144	22	engineering	engineering	NOUN
archive-232	144	23	and	and	CCONJ
archive-232	144	24	management	management	NOUN
archive-232	144	25	,	,	PUNCT
archive-232	144	26	vol	vol	NOUN
archive-232	144	27	.	.	PROPN
archive-232	144	28	8	8	NUM
archive-232	144	29	,	,	PUNCT
archive-232	144	30	no	no	INTJ
archive-232	144	31	.	.	NOUN
archive-232	144	32	2	2	NUM
archive-232	144	33	,	,	PUNCT
archive-232	144	34	april	april	PROPN
archive-232	144	35	1994	1994	NUM
archive-232	144	36	.	.	PUNCT
archive-232	145	1	3e	3e	X
archive-232	145	2	.	.	PUNCT
archive-232	145	3	siami	siami	NOUN
archive-232	145	4	-	-	PUNCT
archive-232	145	5	irdemoosa	irdemoosa	PROPN
archive-232	145	6	,	,	PUNCT
archive-232	145	7	s.r	s.r	PROPN
archive-232	145	8	.	.	PROPN
archive-232	145	9	dindarloo	dindarloo	PROPN
archive-232	145	10	,	,	PUNCT
archive-232	145	11	m.	m.	PROPN
archive-232	145	12	sharifzadeh	sharifzadeh	PROPN
archive-232	145	13	,	,	PUNCT
archive-232	145	14	aic	aic	PROPN
archive-232	145	15	,	,	PUNCT
archive-232	145	16	58	58	NUM
archive-232	145	17	,	,	PUNCT
archive-232	145	18	85	85	NUM
archive-232	145	19	–	–	SYM
archive-232	145	20	94	94	NUM
archive-232	145	21	(	(	PUNCT
archive-232	145	22	2015	2015	NUM
archive-232	145	23	)	)	PUNCT
archive-232	145	24	4f	4f	NUM
archive-232	145	25	.	.	PUNCT
archive-232	146	1	costantino	costantino	PROPN
archive-232	146	2	,	,	PUNCT
archive-232	146	3	g.d	g.d	PROPN
archive-232	146	4	.	.	PROPN
archive-232	146	5	gravio	gravio	PROPN
archive-232	146	6	,	,	PUNCT
archive-232	146	7	f.	f.	PROPN
archive-232	146	8	nonino	nonino	PROPN
archive-232	146	9	,	,	PUNCT
archive-232	146	10	ijpm	ijpm	PROPN
archive-232	146	11	,	,	PUNCT
archive-232	146	12	33	33	NUM
archive-232	146	13	,	,	PUNCT
archive-232	146	14	1744	1744	NUM
archive-232	146	15	–	–	PUNCT
archive-232	146	16	1754	1754	NUM
archive-232	146	17	(	(	PUNCT
archive-232	146	18	2015	2015	NUM
archive-232	146	19	)	)	PUNCT
archive-232	146	20	5h	5h	NOUN
archive-232	146	21	.	.	PUNCT
archive-232	147	1	dany	dany	PROPN
archive-232	147	2	,	,	PUNCT
archive-232	147	3	a.	a.	PROPN
archive-232	147	4	simaan	simaan	PROPN
archive-232	147	5	&	&	CCONJ
archive-232	147	6	m.	m.	PROPN
archive-232	147	7	kevin	kevin	PROPN
archive-232	147	8	“	"	PUNCT
archive-232	147	9	integrating	integrate	VERB
archive-232	147	10	neural	neural	ADJ
archive-232	147	11	networks	network	NOUN
archive-232	147	12	with	with	ADP
archive-232	147	13	special	special	ADJ
archive-232	147	14	purpose	purpose	NOUN
archive-232	147	15	simulation	simulation	NOUN
archive-232	147	16	”	"	PUNCT
archive-232	147	17	proceedings	proceeding	NOUN
archive-232	147	18	of	of	ADP
archive-232	147	19	the	the	DET
archive-232	147	20	1998	1998	NUM
archive-232	147	21	winter	winter	NOUN
archive-232	147	22	simulation	simulation	NOUN
archive-232	147	23	conference	conference	NOUN
archive-232	147	24	.	.	PUNCT
archive-232	148	1	6hegazy	6hegazy	NUM
archive-232	148	2	t.	t.	NOUN
archive-232	148	3	&	&	CCONJ
archive-232	148	4	ayed	aye	VERB
archive-232	148	5	a.	a.	NOUN
archive-232	148	6	“	"	PUNCT
archive-232	148	7	neural	neural	ADJ
archive-232	148	8	network	network	NOUN
archive-232	148	9	model	model	NOUN
archive-232	148	10	for	for	ADP
archive-232	148	11	parametric	parametric	ADJ
archive-232	148	12	cost	cost	NOUN
archive-232	148	13	estimation	estimation	NOUN
archive-232	148	14	of	of	ADP
archive-232	148	15	highway	highway	NOUN
archive-232	148	16	projects	project	NOUN
archive-232	148	17	”	"	PUNCT
archive-232	148	18	journal	journal	NOUN
archive-232	148	19	of	of	ADP
archive-232	148	20	construction	construction	NOUN
archive-232	148	21	engineering	engineering	NOUN
archive-232	148	22	and	and	CCONJ
archive-232	148	23	management	management	NOUN
archive-232	148	24	,	,	PUNCT
archive-232	148	25	vol	vol	NOUN
archive-232	148	26	.	.	PROPN
archive-232	148	27	124	124	NUM
archive-232	148	28	,	,	PUNCT
archive-232	148	29	no	no	INTJ
archive-232	148	30	.	.	NOUN
archive-232	148	31	3	3	NUM
archive-232	148	32	,	,	PUNCT
archive-232	148	33	may/	may/	PROPN
archive-232	148	34	june	june	PROPN
archive-232	148	35	1998	1998	NUM
archive-232	148	36	.	.	PUNCT
archive-232	149	1	7li	7li	PROPN
archive-232	149	2	h.	h.	PROPN
archive-232	149	3	,	,	PUNCT
archive-232	149	4	shen	shen	PROPN
archive-232	149	5	l.	l.	PROPN
archive-232	149	6	y.	y.	PROPN
archive-232	149	7	&	&	CCONJ
archive-232	149	8	love	love	PROPN
archive-232	150	1	p.	p.	PROPN
archive-232	150	2	e.	e.	PROPN
archive-232	150	3	d.	d.	PROPN
archive-232	150	4	“	"	PUNCT
archive-232	150	5	ann	ann	PROPN
archive-232	150	6	-	-	PUNCT
archive-232	150	7	based	base	VERB
archive-232	150	8	mark	mark	NOUN
archive-232	150	9	-	-	PUNCT
archive-232	150	10	up	up	ADP
archive-232	150	11	estimation	estimation	NOUN
archive-232	150	12	system	system	NOUN
archive-232	150	13	with	with	ADP
archive-232	150	14	self	self	NOUN
archive-232	150	15	-	-	PUNCT
archive-232	150	16	explanatory	explanatory	ADJ
archive-232	150	17	capacities	capacity	NOUN
archive-232	150	18	”	"	PUNCT
archive-232	150	19	journal	journal	NOUN
archive-232	150	20	of	of	ADP
archive-232	150	21	construction	construction	NOUN
archive-232	150	22	engineering	engineering	NOUN
archive-232	150	23	and	and	CCONJ
archive-232	150	24	management	management	NOUN
archive-232	150	25	,	,	PUNCT
archive-232	150	26	vol	vol	NOUN
archive-232	150	27	.	.	PROPN
archive-232	150	28	125	125	NUM
archive-232	150	29	,	,	PUNCT
archive-232	150	30	no	no	INTJ
archive-232	150	31	.	.	NOUN
archive-232	150	32	3	3	NUM
archive-232	150	33	,	,	PUNCT
archive-232	150	34	may/	may/	PROPN
archive-232	150	35	june	june	PROPN
archive-232	150	36	1999	1999	NUM
archive-232	150	37	.	.	PUNCT
archive-232	151	1	8lowe	8lowe	NUM
archive-232	151	2	d.	d.	PROPN
archive-232	151	3	,	,	PUNCT
archive-232	151	4	hickson	hickson	PROPN
archive-232	151	5	a.	a.	PROPN
archive-232	151	6	,	,	PUNCT
archive-232	151	7	harding	harding	PROPN
archive-232	151	8	a.	a.	PROPN
archive-232	151	9	,	,	PUNCT
archive-232	151	10	emsley	emsley	PROPN
archive-232	151	11	m.	m.	PROPN
archive-232	151	12	&	&	CCONJ
archive-232	151	13	duff	duff	PROPN
archive-232	151	14	r.	r.	PROPN
archive-232	151	15	“	"	PUNCT
archive-232	151	16	the	the	DET
archive-232	151	17	cost	cost	NOUN
archive-232	151	18	of	of	ADP
archive-232	151	19	procurement	procurement	NOUN
archive-232	151	20	:	:	PUNCT
archive-232	151	21	a	a	DET
archive-232	151	22	neural	neural	ADJ
archive-232	151	23	network	network	NOUN
archive-232	151	24	approach	approach	NOUN
archive-232	151	25	”	"	PUNCT
archive-232	151	26	,	,	PUNCT
archive-232	151	27	paper	paper	NOUN
archive-232	151	28	presented	present	VERB
archive-232	151	29	to	to	ADP
archive-232	151	30	cib	cib	PROPN
archive-232	151	31	w78	w78	PROPN
archive-232	151	32	international	international	PROPN
archive-232	151	33	conference	conference	PROPN
archive-232	151	34	,	,	PUNCT
archive-232	151	35	iceland	iceland	PROPN
archive-232	151	36	,	,	PUNCT
archive-232	151	37	28	28	NUM
archive-232	151	38	-30	-30	PROPN
archive-232	151	39	june	june	PROPN
archive-232	151	40	2000	2000	NUM
archive-232	151	41	.	.	PUNCT
archive-232	152	1	9lowe	9lowe	NUM
archive-232	152	2	d.	d.	PROPN
archive-232	152	3	,	,	PUNCT
archive-232	152	4	hickson	hickson	PROPN
archive-232	152	5	a.	a.	PROPN
archive-232	152	6	,	,	PUNCT
archive-232	152	7	harding	harding	PROPN
archive-232	152	8	a.	a.	PROPN
archive-232	152	9	,	,	PUNCT
archive-232	152	10	emsley	emsley	PROPN
archive-232	152	11	m.	m.	PROPN
archive-232	152	12	&	&	CCONJ
archive-232	152	13	duff	duff	PROPN
archive-232	152	14	r.	r.	PROPN
archive-232	152	15	“	"	PUNCT
archive-232	152	16	the	the	DET
archive-232	152	17	role	role	NOUN
archive-232	152	18	of	of	ADP
archive-232	152	19	neural	neural	ADJ
archive-232	152	20	networks	network	NOUN
archive-232	152	21	in	in	ADP
archive-232	152	22	early	early	ADJ
archive-232	152	23	stage	stage	NOUN
archive-232	152	24	cost	cost	NOUN
archive-232	152	25	estimation	estimation	NOUN
archive-232	152	26	in	in	ADP
archive-232	152	27	the	the	DET
archive-232	152	28	21	21	NUM
archive-232	152	29	s	s	PROPN
archive-232	152	30	t	t	NOUN
archive-232	152	31	century	century	NOUN
archive-232	152	32	”	"	PUNCT
archive-232	152	33	paper	paper	NOUN
archive-232	152	34	presented	present	VERB
archive-232	152	35	to	to	ADP
archive-232	152	36	cobra	cobra	PROPN
archive-232	152	37	conference	conference	PROPN
archive-232	152	38	1999	1999	NUM
archive-232	152	39	.	.	PUNCT
archive-232	153	1	10	10	NUM
archive-232	153	2	m.	m.	PROPN
archive-232	153	3	anthony	anthony	PROPN
archive-232	153	4	,	,	PUNCT
archive-232	153	5	dam	dam	PROPN
archive-232	153	6	,	,	PUNCT
archive-232	153	7	156	156	NUM
archive-232	153	8	,	,	PUNCT
archive-232	153	9	883–902	883–902	NUM
archive-232	153	10	(	(	PUNCT
archive-232	153	11	2008	2008	NUM
archive-232	153	12	)	)	PUNCT
archive-232	153	13	11	11	NUM
archive-232	153	14	m.	m.	NOUN
archive-232	153	15	li	li	PROPN
archive-232	153	16	,	,	PUNCT
archive-232	153	17	w.	w.	PROPN
archive-232	153	18	chen	chen	PROPN
archive-232	153	19	,	,	PUNCT
archive-232	153	20	pp	pp	PRON
archive-232	153	21	,	,	PUNCT
archive-232	153	22	25	25	NUM
archive-232	153	23	,	,	PUNCT
archive-232	153	24	1212–1217	1212–1217	NUM
archive-232	153	25	(	(	PUNCT
archive-232	153	26	2012	2012	NUM
archive-232	153	27	)	)	PUNCT
archive-232	153	28	12moselhi	12moselhi	PROPN
archive-232	154	1	o.	o.	PROPN
archive-232	154	2	,	,	PUNCT
archive-232	154	3	hegazy	hegazy	PROPN
archive-232	154	4	t.	t.	PROPN
archive-232	154	5	&	&	CCONJ
archive-232	154	6	fazio	fazio	PROPN
archive-232	154	7	p.	p.	PROPN
archive-232	154	8	“	"	PUNCT
archive-232	154	9	neural	neural	ADJ
archive-232	154	10	networks	network	NOUN
archive-232	154	11	as	as	ADP
archive-232	154	12	tools	tool	NOUN
archive-232	154	13	in	in	ADP
archive-232	154	14	construction	construction	NOUN
archive-232	154	15	”	"	PUNCT
archive-232	154	16	journal	journal	NOUN
archive-232	154	17	of	of	ADP
archive-232	154	18	construction	construction	NOUN
archive-232	154	19	engineering	engineering	NOUN
archive-232	154	20	and	and	CCONJ
archive-232	154	21	management	management	NOUN
archive-232	154	22	,	,	PUNCT
archive-232	154	23	vo	vo	PROPN
archive-232	154	24	l.	l.	PROPN
archive-232	154	25	117	117	NUM
archive-232	154	26	,	,	PUNCT
archive-232	154	27	no	no	INTJ
archive-232	154	28	.	.	NOUN
archive-232	154	29	4	4	NUM
archive-232	154	30	,	,	PUNCT
archive-232	154	31	december	december	PROPN
archive-232	154	32	1991	1991	NUM
archive-232	154	33	.	.	PUNCT
archive-232	155	1	13pearce	13pearce	NUM
archive-232	155	2	a.	a.	PROPN
archive-232	155	3	r.	r.	PROPN
archive-232	155	4	,	,	PUNCT
archive-232	155	5	gregory	gregory	PROPN
archive-232	155	6	r.	r.	PROPN
archive-232	155	7	a.	a.	PROPN
archive-232	155	8	&	&	CCONJ
archive-232	155	9	williams	williams	PROPN
archive-232	155	10	l.	l.	PROPN
archive-232	155	11	“	"	PUNCT
archive-232	155	12	range	range	NOUN
archive-232	155	13	estimating	estimate	VERB
archive-232	155	14	for	for	ADP
archive-232	155	15	risk	risk	NOUN
archive-232	155	16	management	management	NOUN
archive-232	155	17	using	use	VERB
archive-232	155	18	artificial	artificial	ADJ
archive-232	155	19	neural	neural	ADJ
archive-232	155	20	networks	network	NOUN
archive-232	155	21	”	"	PUNCT
archive-232	155	22	.	.	PUNCT
archive-232	156	1	14sonmez	14sonmez	PROPN
archive-232	156	2	r.	r.	PROPN
archive-232	156	3	&	&	CCONJ
archive-232	156	4	rowings	rowings	PROPN
archive-232	156	5	j.	j.	PROPN
archive-232	156	6	e.	e.	PROPN
archive-232	156	7	“	"	PUNCT
archive-232	156	8	construction	construction	NOUN
archive-232	156	9	labor	labor	NOUN
archive-232	156	10	productivity	productivity	NOUN
archive-232	156	11	modeling	modeling	NOUN
archive-232	156	12	with	with	ADP
archive-232	156	13	neural	neural	ADJ
archive-232	156	14	networks	network	NOUN
archive-232	156	15	”	"	PUNCT
archive-232	156	16	journal	journal	NOUN
archive-232	156	17	of	of	ADP
archive-232	156	18	construct	construct	VERB
archive-232	156	19	ion	ion	NOUN
archive-232	156	20	engineering	engineering	NOUN
archive-232	156	21	and	and	CCONJ
archive-232	156	22	management	management	NOUN
archive-232	156	23	,	,	PUNCT
archive-232	156	24	vol	vol	NOUN
archive-232	156	25	.	.	PROPN
archive-232	156	26	124	124	NUM
archive-232	156	27	,	,	PUNCT
archive-232	156	28	no	no	INTJ
archive-232	156	29	.	.	NOUN
archive-232	156	30	6	6	NUM
archive-232	156	31	,	,	PUNCT
archive-232	156	32	november	november	PROPN
archive-232	156	33	/	/	SYM
archive-232	156	34	december	december	PROPN
archive-232	156	35	1998	1998	NUM
archive-232	156	36	.	.	PUNCT