메뉴 건너뛰기




Volumn 39, Issue 10, 2004, Pages 1235-1242

Comparison of construction cost estimating models based on regression analysis, neural networks, and case-based reasoning

Author keywords

Case based reasoning; Cost estimation; Multiple regression analysis; Neural networks

Indexed keywords

COSTS; MATHEMATICAL MODELS; NEURAL NETWORKS; PARAMETER ESTIMATION; REGRESSION ANALYSIS;

EID: 2642564315     PISSN: 03601323     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.buildenv.2004.02.013     Document Type: Article
Times cited : (354)

References (49)
  • 2
    • 0020302688 scopus 로고
    • Experiments in probabilistic cost modelling
    • P. S. Brandon (Ed.), London: E-FN Spon
    • Wilson A.J. Experiments in probabilistic cost modelling Brandon P.S. Building cost techniques; new direction 1982 169-180 E-FN Spon London
    • (1982) Building Cost Techniques; New Direction , pp. 169-180
    • Wilson, A.J.1
  • 3
    • 0025403102 scopus 로고
    • Cost model for reinforced concrete beam and slab structures in building
    • Singh S. Cost model for reinforced concrete beam and slab structures in building Journal of Construction Engineering and Management 116 1 1990 54-67
    • (1990) Journal of Construction Engineering and Management , vol.116 , Issue.1 , pp. 54-67
    • Singh, S.1
  • 5
    • 0012517636 scopus 로고
    • Some analysis of the use of regression as an estimating tool
    • McCaffer R. Some analysis of the use of regression as an estimating tool Quantity Surveyor 32 1975 81-86
    • (1975) Quantity Surveyor , vol.32 , pp. 81-86
    • McCaffer, R.1
  • 6
    • 0041852560 scopus 로고
    • Cost modeling and price forecasting; practice and theory in perspective
    • Bowen P.A. Edwards P.J. Cost modeling and price forecasting; practice and theory in perspective Construction Management and Economics 3 1985 199-215
    • (1985) Construction Management and Economics , vol.3 , pp. 199-215
    • Bowen, P.A.1    Edwards, P.J.2
  • 7
    • 0030182808 scopus 로고    scopus 로고
    • Estimation of project total cost and duration for housing projects in the UK
    • Khosrowshahi F. Kaka A.P. Estimation of project total cost and duration for housing projects in the UK. Building and Environment 31 4 1996 373-383
    • (1996) Building and Environment , vol.31 , Issue.4 , pp. 373-383
    • Khosrowshahi, F.1    Kaka, A.P.2
  • 8
    • 0038604047 scopus 로고    scopus 로고
    • Forecast models for actual construction time and cost
    • Skitmore R.M. Thomas Ng.S. Forecast models for actual construction time and cost Building and Environment 38 8 2003 1075-1083
    • (2003) Building and Environment , vol.38 , Issue.8 , pp. 1075-1083
    • Skitmore, R.M.1    Thomas, Ng.S.2
  • 9
    • 2642579411 scopus 로고    scopus 로고
    • Predicting accuracy of early cost estimates using factor analysis and multivariate regression
    • Trost S.M. Oberlender G.D. Predicting accuracy of early cost estimates using factor analysis and multivariate regression Journal of Construction Engineering and Management 129 2 2003 198-204
    • (2003) Journal of Construction Engineering and Management , vol.129 , Issue.2 , pp. 198-204
    • Trost, S.M.1    Oberlender, G.D.2
  • 10
    • 2642515039 scopus 로고
    • Developments in contract price forecasting and bidding techniques
    • R. M. Skitmore, & V. K. Marston (Eds.), London: E-FN Spon
    • Skitmore R.M. Patchell B.R.T. Developments in contract price forecasting and bidding techniques Skitmore R.M. Marston V.K. Cost modelling 1990 53-84 E-FN Spon London
    • (1990) Cost Modelling , pp. 53-84
    • Skitmore, R.M.1    Patchell, B.R.T.2
  • 11
    • 0033232380 scopus 로고    scopus 로고
    • Comparative cost analysis of using high performance concrete in tall building construction by artificial neural networks
    • Tam C.M. Fang C.F. Comparative cost analysis of using high performance concrete in tall building construction by artificial neural networks ACI Structural Journal 96 6 1999 927-936
    • (1999) ACI Structural Journal , vol.96 , Issue.6 , pp. 927-936
    • Tam, C.M.1    Fang, C.F.2
  • 12
    • 0032313401 scopus 로고    scopus 로고
    • Collaborative case-based estimating and design
    • Perera S. Watson I. Collaborative case-based estimating and design Advances in Engineering 29 10 1998 801-808
    • (1998) Advances in Engineering , vol.29 , Issue.10 , pp. 801-808
    • Perera, S.1    Watson, I.2
  • 13
    • 0027625827 scopus 로고
    • Neural network application to cost engineering
    • McKim R.A. Neural network application to cost engineering Cost Engineering 35 7 1993 31-35
    • (1993) Cost Engineering , vol.35 , Issue.7 , pp. 31-35
    • McKim, R.A.1
  • 14
    • 0029241605 scopus 로고
    • Neural network versus parameter-based application
    • Garza J. Rouhana K. Neural network versus parameter-based application Cost Engineering 37 2 1995 14-18
    • (1995) Cost Engineering , vol.37 , Issue.2 , pp. 14-18
    • Garza, J.1    Rouhana, K.2
  • 15
    • 0002231440 scopus 로고
    • Cost estimation of timber bridge using neural networks
    • Creese R. Li L. Cost estimation of timber bridge using neural networks Cost Engineering 37 5 1995 17-22
    • (1995) Cost Engineering , vol.37 , Issue.5 , pp. 17-22
    • Creese, R.1    Li, L.2
  • 16
    • 0012513437 scopus 로고
    • Neural networks for construction cost estimation
    • Li H. Neural networks for construction cost estimation Building Research and Information 23 5 1995 279-284
    • (1995) Building Research and Information , vol.23 , Issue.5 , pp. 279-284
    • Li, H.1
  • 18
    • 0031700588 scopus 로고    scopus 로고
    • Neural networks for cost estimation
    • Bode J. Neural networks for cost estimation Cost Engineering 40 1 1998 25-30
    • (1998) Cost Engineering , vol.40 , Issue.1 , pp. 25-30
    • Bode, J.1
  • 19
    • 0005061735 scopus 로고    scopus 로고
    • Quantity estimating of building with logarithm-neuron networks
    • Yeh I.C. Quantity estimating of building with logarithm-neuron networks Journal of Construction Engineering and Management 124 5 1998 374-380
    • (1998) Journal of Construction Engineering and Management , vol.124 , Issue.5 , pp. 374-380
    • Yeh, I.C.1
  • 20
    • 0034655066 scopus 로고    scopus 로고
    • Neural networks for cost estimation: Simulations and pilot application
    • Bode J. Neural networks for cost estimation: Simulations and pilot application International Journal of Production Research 38 6 2000 1231-1254
    • (2000) International Journal of Production Research , vol.38 , Issue.6 , pp. 1231-1254
    • Bode, J.1
  • 21
    • 0028320021 scopus 로고
    • Developing practical neural network applications using back-propagation
    • Hegazy T. Fazio P. Moselhi O. Developing practical neural network applications using back-propagation Microcomputer in Civil Engineering 9 1994 145-159
    • (1994) Microcomputer in Civil Engineering , vol.9 , pp. 145-159
    • Hegazy, T.1    Fazio, P.2    Moselhi, O.3
  • 22
    • 0001292966 scopus 로고    scopus 로고
    • The use of artificial neural networks in construction management: A review
    • Boussabaine A.H. The use of artificial neural networks in construction management: A review Construction Management and Economics 14 5 1996 427-436
    • (1996) Construction Management and Economics , vol.14 , Issue.5 , pp. 427-436
    • Boussabaine, A.H.1
  • 23
    • 0000794253 scopus 로고    scopus 로고
    • Neural network model for parametric cost estimation of highway projects
    • Hegazy T. Ayed A. Neural network model for parametric cost estimation of highway projects Journal of Construction Engineering and Management 124 3 1998 210-218
    • (1998) Journal of Construction Engineering and Management , vol.124 , Issue.3 , pp. 210-218
    • Hegazy, T.1    Ayed, A.2
  • 24
    • 0031336193 scopus 로고    scopus 로고
    • Cost estimation modeling: Regression versus neural network
    • Smith A.E. Mason A.K. Cost estimation modeling: Regression versus neural network Engineering Economist 42 2 1997 137-161
    • (1997) Engineering Economist , vol.42 , Issue.2 , pp. 137-161
    • Smith, A.E.1    Mason, A.K.2
  • 30
    • 0035563133 scopus 로고    scopus 로고
    • Case-based reasoning system and artificial neural networks: A review
    • Chen D. Burrell P. Case-based reasoning system and artificial neural networks: A review Neural Computing and Applications 10 4 2001 264-276
    • (2001) Neural Computing and Applications , vol.10 , Issue.4 , pp. 264-276
    • Chen, D.1    Burrell, P.2
  • 34
    • 0030168791 scopus 로고    scopus 로고
    • Developing case-based reasoning for structural design
    • Maher M.L. de Silva Garza A.G. Developing case-based reasoning for structural design IEEE Expert 7 3 1996 42-52
    • (1996) IEEE Expert , vol.7 , Issue.3 , pp. 42-52
    • Maher, M.L.1    de Silva Garza, A.G.2
  • 35
    • 0034217285 scopus 로고    scopus 로고
    • SEED-Config: A tool for conceptual structural design in a collaborative building design environment
    • Fenves S.J. Rivard H. Gomez N. SEED-Config: A tool for conceptual structural design in a collaborative building design environment Artificial Intelligence in Engineering 14 3 2000 233-247
    • (2000) Artificial Intelligence in Engineering , vol.14 , Issue.3 , pp. 233-247
    • Fenves, S.J.1    Rivard, H.2    Gomez, N.3
  • 36
    • 0035451322 scopus 로고    scopus 로고
    • The integration of environmental variables in the process of architectural design: The contribution of expert systems
    • Mazouz S. Zerouala M.S. The integration of environmental variables in the process of architectural design: The contribution of expert systems Energy and Buildings 33 7 2001 699-710
    • (2001) Energy and Buildings , vol.33 , Issue.7 , pp. 699-710
    • Mazouz, S.1    Zerouala, M.S.2
  • 37
    • 0035546364 scopus 로고    scopus 로고
    • A case base of case-based design tools for architecture
    • Heylighen A. Neuckermans H. A case base of case-based design tools for architecture Computer-Aided Design 33 14 2001 1111-1122
    • (2001) Computer-Aided Design , vol.33 , Issue.14 , pp. 1111-1122
    • Heylighen, A.1    Neuckermans, H.2
  • 38
    • 2642515847 scopus 로고
    • CBRefurb: Case-based cost estimation, case based reasoning: Prospects for application
    • 7 March
    • Watson I. CBRefurb: Case-based cost estimation, case based reasoning: prospects for application. IEE Colloquium 7 March 1995. p. 1-5.
    • (1995) IEE Colloquium , pp. 1-5
    • Watson, I.1
  • 42
    • 0032073403 scopus 로고    scopus 로고
    • Applying case-based reasoning technique to retaining wall selection
    • Yau N.J. Yang J.B. Applying case-based reasoning technique to retaining wall selection Automation in Construction 7 4 1998 271-283
    • (1998) Automation in Construction , vol.7 , Issue.4 , pp. 271-283
    • Yau, N.J.1    Yang, J.B.2
  • 43
    • 0032647146 scopus 로고    scopus 로고
    • Information modeling for case-based construction planning of highway bridge projects
    • Tah J.H.M. Carr V. Howes R. Information modeling for case-based construction planning of highway bridge projects Advances in Engineering Software 30 7 1999 495-509
    • (1999) Advances in Engineering Software , vol.30 , Issue.7 , pp. 495-509
    • Tah, J.H.M.1    Carr, V.2    Howes, R.3
  • 44
    • 0033156950 scopus 로고    scopus 로고
    • Comparison of case-based reasoning and artificial neural networks
    • Arditi D. Tokdemir O.B. Comparison of case-based reasoning and artificial neural networks Journal of Computing in Civil Engineering 13 3 1999 162-169
    • (1999) Journal of Computing in Civil Engineering , vol.13 , Issue.3 , pp. 162-169
    • Arditi, D.1    Tokdemir, O.B.2
  • 47
    • 2642534679 scopus 로고
    • The effect of project information on the accuracy of building price forecasts
    • P. S. Brandon (Ed.), London: E-FN Spon
    • Skitmore M. The effect of project information on the accuracy of building price forecasts Brandon P.S. Building cost modelling and computers 1987 327-336 E-FN Spon London
    • (1987) Building Cost Modelling and Computers , pp. 327-336
    • Skitmore, M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.