메뉴 건너뛰기




Volumn 41, Issue 1, 2014, Pages 65-73

Combining case-based reasoning with genetic algorithm optimization for preliminary cost estimation in construction industry

Author keywords

Case based reasoning; Cost estimates; Genetic algorithms; Similarity; Weight optimization

Indexed keywords

CASE BASED REASONING SYSTEMS; COST ESTIMATION SYSTEM; GENETIC ALGORITHM (GAS); GENETIC-ALGORITHM OPTIMIZATIONS; PRELIMINARY COST ESTIMATION; PRELIMINARY DESIGN; SIMILARITY; WEIGHT OPTIMIZATION;

EID: 84892387982     PISSN: 03151468     EISSN: 12086029     Source Type: Journal    
DOI: 10.1139/cjce-2013-0223     Document Type: Article
Times cited : (44)

References (61)
  • 1
    • 0028401306 scopus 로고
    • Case-based reasoning: Foundational issues, methodological variations, and system approaches
    • Aamodt, A., and Plaza, E. 1994. Case-based reasoning: foundational issues, methodological variations, and system approaches. AI Communication, 7(1): 39-59.
    • (1994) AI Communication , vol.7 , Issue.1 , pp. 39-59
    • Aamodt, A.1    Plaza, E.2
  • 2
    • 50349086988 scopus 로고    scopus 로고
    • The fundamentals of case-based reasoning: Application to a building defect problem
    • Abdullah, S. 1997. The fundamentals of case-based reasoning: application to a building defect problem. Malaysian Journal of Computer Science, 10(1): 10-26.
    • (1997) Malaysian Journal of Computer Science , vol.10 , Issue.1 , pp. 10-26
    • Abdullah, S.1
  • 3
    • 33744950644 scopus 로고    scopus 로고
    • Hybrid genetic algorithms and case-based reasoning systems for customer classification
    • doi:10.1111/j.1468-0394.2006.00329.x
    • Ahn, H., Kim, K.J., and Han, I. 2005. Hybrid genetic algorithms and case-based reasoning systems for customer classification. Expert Systems with Applications, 23: 127-144. doi:10.1111/j.1468-0394.2006.00329.x.
    • (2005) Expert Systems With Applications , vol.23 , pp. 127-144
    • Ahn, H.1    Kim, K.J.2    Han, I.3
  • 4
    • 0033100590 scopus 로고    scopus 로고
    • Preliminary cost estimation of highway construction using neural networks
    • Al-Tabtabai, H., Alex, A.P., and Tantash, M. 1999. Preliminary cost estimation of highway construction using neural networks. Cost Engineering, 41(3): 19-24.
    • (1999) Cost Engineering , vol.41 , Issue.3 , pp. 19-24
    • Al-Tabtabai, H.1    Alex, A.P.2    Tantash, M.3
  • 5
    • 33847026525 scopus 로고    scopus 로고
    • A case-based reasoning cost estimating model using experience by analytic hierarchy processes
    • doi:10.1016/j.buildenv.2006.06.007
    • An, S.H., Kim, G.H., and Kang, K.I. 2007. A case-based reasoning cost estimating model using experience by analytic hierarchy processes. Building and Environment, 42(7): 2573-2579. doi:10.1016/j.buildenv.2006.06.007.
    • (2007) Building and Environment , vol.42 , Issue.7 , pp. 2573-2579
    • An, S.H.1    Kim, G.H.2    Kang, K.I.3
  • 6
    • 0032638318 scopus 로고    scopus 로고
    • Using case-based reasoning to predict the outcome of construction litigation
    • doi:10.1111/0885-9507.00157
    • Ardit, D., and Tokdemir, O. 1999. Using case-based reasoning to predict the outcome of construction litigation. Computer-Aided Civil Infrastructure Engineering, 14 (6): 385-393. doi:10.1111/0885-9507.00157.
    • (1999) Computer-Aided Civil Infrastructure Engineering , vol.14 , Issue.6 , pp. 385-393
    • Ardit, D.1    Tokdemir, O.2
  • 7
    • 56349153507 scopus 로고    scopus 로고
    • Web-based CBR system applied to early cost budgeting for pavement maintenance project
    • doi:10.1016/j.eswa.2008.01.025
    • Chou, J.S. 2009. Web-based CBR system applied to early cost budgeting for pavement maintenance project. Expert Systems with Applications, 36(2): 2947-2960. doi:10.1016/j.eswa.2008.01.025.
    • (2009) Expert Systems With Applications , vol.36 , Issue.2 , pp. 2947-2960
    • Chou, J.S.1
  • 8
    • 0035137161 scopus 로고    scopus 로고
    • Case-based reasoning approach in bid decision making
    • doi:10.1061/(ASCE)0733-9364(2001)127:1(35)
    • Chua, D.K.H., Li, D.Z., and Chan, W.T. 2001. Case-based reasoning approach in bid decision making. Journal of Construction Engineering and Management, 127(1): 35-45. doi:10.1061/(ASCE)0733-9364(2001)127:1(35).
    • (2001) Journal of Construction Engineering and Management , vol.127 , Issue.1 , pp. 35-45
    • Chua, D.K.H.1    Li, D.Z.2    Chan, W.T.3
  • 9
    • 0002231440 scopus 로고
    • Cost estimation of timber bridges using neural networks
    • Creese, R., and Li, L. 1995. Cost estimation of timber bridges using neural networks. Cost Engineering, 37(5): 17-22.
    • (1995) Cost Engineering , vol.37 , Issue.5 , pp. 17-22
    • Creese, R.1    Li, L.2
  • 10
    • 3142520906 scopus 로고
    • Handbook of genetic algorithms
    • New York
    • Davis, L. 1991. Handbook of genetic algorithms. Van Nostrand Reinhold, New York.
    • (1991) Van Nostrand Reinhold
    • Davis, L.1
  • 11
    • 0031678358 scopus 로고    scopus 로고
    • Integration of reasoning systems in architectural modelling activities
    • doi:10.1016/S0926- 5805(97)00056-3
    • Demirkan, H. 1998. Integration of reasoning systems in architectural modelling activities. Automation in Construction, 7(2-3): 229-236. doi:10.1016/S0926- 5805(97)00056-3.
    • (1998) Automation In Construction , vol.7 , Issue.2-3 , pp. 229-236
    • Demirkan, H.1
  • 12
    • 0009115069 scopus 로고    scopus 로고
    • Boiler erection scheduling using product models and case-based reasoning
    • doi:10.1061/(ASCE)0733-9364(1997)123:3(338)
    • Dzeng, R.J., and Tommelein, I.D. 1997. Boiler erection scheduling using product models and case-based reasoning. Journal of Construction Engineering and Management, 123(3): 338-347. doi:10.1061/(ASCE)0733-9364(1997)123:3(338).
    • (1997) Journal of Construction Engineering and Management , vol.123 , Issue.3 , pp. 338-347
    • Dzeng, R.J.1    Tommelein, I.D.2
  • 13
    • 1642618562 scopus 로고    scopus 로고
    • Product modelling to support case-based construction planning and scheduling
    • 10.1016/j.autcon.2003.10.002
    • Dzeng, R.J, and Tommeleing, I.D. 2004. Product modelling to support case-based construction planning and scheduling. Automation in Construction, 13(3): 341-360. doi:10.1016/j.autcon.2003.10.002.
    • (2004) Automation In Construction , vol.13 , Issue.3 , pp. 341-360
    • Dzeng, R.J.1    Tommeleing, I.D.2
  • 14
    • 2142669180 scopus 로고    scopus 로고
    • An artificial neural system for cost estimation of construction projects
    • Elhag, T.M.S., and Boussabaine, A.H. 1998. An artificial neural system for cost estimation of construction projects, 14th Annual ARCOM Conference September, 1: 219-226.
    • (1998) 14th Annual ARCOM Conference September , vol.1 , pp. 219-226
    • Elhag, T.M.S.1    Boussabaine, A.H.2
  • 16
    • 0003722376 scopus 로고
    • optimization, and machine learning. Addison-Wesley Publishing Company, Inc
    • Goldberg, D.E. 1989. Genetic algorithms in search, optimization, and machine learning. Addison-Wesley Publishing Company, Inc.
    • (1989) Genetic Algorithms In Search
    • Goldberg, D.E.1
  • 18
    • 0000794253 scopus 로고    scopus 로고
    • Neural network model for parametric cost estimation of highway projects
    • Hegazy, T., and Ayed, A. 1998. Neural network model for parametric cost estimation of highway projects. Journal of Construction Engineering and Management, 24(3): 210-218.
    • (1998) Journal of Construction Engineering and Management , vol.24 , Issue.3 , pp. 210-218
    • Hegazy, T.1    Ayed, A.2
  • 19
    • 0028320021 scopus 로고
    • Developing practical neural network applications using back-propagation
    • 10.1111/j.1467-8667.1994.tb00369.x
    • Hegazy, T., Fazio, P., and Moselhi, O. 1994. Developing practical neural network applications using back-propagation. Computer-Aided Civil Infrastructure Engineering, 9(2): 145-159. doi:10.1111/j.1467-8667.1994.tb00369.x.
    • (1994) Computer-Aided Civil Infrastructure Engineering , vol.9 , Issue.2 , pp. 145-159
    • Hegazy, T.1    Fazio, P.2    Moselhi, O.3
  • 22
    • 77955338136 scopus 로고    scopus 로고
    • Data preprocessing-based parametric cost model building project: Case studies of Korean construction projects
    • doi:10.1061/ (ASCE)CO.1943-7862.0000197
    • Ji, S.H., Park, M., and Lee, H.S. 2010. Data preprocessing-based parametric cost model building project: case studies of Korean construction projects. Journal of Construction Engineering and Management, 136(8): 844-853. doi:10.1061/ (ASCE)CO.1943-7862.0000197.
    • (2010) Journal of Construction Engineering and Management , vol.136 , Issue.8 , pp. 844-853
    • Ji, S.H.1    Park, M.2    Lee, H.S.3
  • 23
    • 75649121877 scopus 로고    scopus 로고
    • Optimization research: Enhancing the robustness of large-scale multiobjective optimization in construction
    • doi:10.1061/(ASCE)CO. 1943-7862.0000140
    • Kandil, A., El-Rayes, K., and El-Anwar, O. 2010. Optimization research: enhancing the robustness of large-scale multiobjective optimization in construction. Journal of Construction and Management, 136(1): 17-25. doi:10.1061/(ASCE)CO. 1943-7862.0000140.
    • (2010) Journal of Construction and Management , vol.136 , Issue.1 , pp. 17-25
    • Kandil, A.1    El-Rayes, K.2    El-Anwar, O.3
  • 24
    • 77956856396 scopus 로고    scopus 로고
    • A study on a model for neural networks training using genetic algorithms for predicting cost estimates of apartment projects at the early project stage
    • Kim, G.H., and Kang, K.I. 2003. A study on a model for neural networks training using genetic algorithms for predicting cost estimates of apartment projects at the early project stage. Journal of Architectural Institute of Korea, 19(10): 133-142.
    • (2003) Journal of Architectural Institute of Korea , vol.19 , Issue.10 , pp. 133-142
    • Kim, G.H.1    Kang, K.I.2
  • 25
    • 84872939930 scopus 로고    scopus 로고
    • Hybrid forecasting system based on case-based reasoning and analytic hierarchy process for cost estimation
    • doi:10.3846/13923730.2012.737829
    • Kim, S. 2013. Hybrid forecasting system based on case-based reasoning and analytic hierarchy process for cost estimation. Journal of Civil Engineering and Management, 19(1): 86-96. doi:10.3846/13923730.2012.737829.
    • (2013) Journal of Civil Engineering and Management , vol.19 , Issue.1 , pp. 86-96
    • Kim, S.1
  • 26
    • 84994360479 scopus 로고    scopus 로고
    • Comparing cost prediction methods for apartment housing project: CBR versus ANN
    • doi:10.3130/jaabe.4.113
    • Kim, S.Y., Choi, J.W., Kim, G.H., and Kang, K.I. 2005. Comparing cost prediction methods for apartment housing project: CBR versus ANN. Journal of Asian Architecture and Building Engineering, 4(1): 113-120. doi:10.3130/jaabe.4.113.
    • (2005) Journal of Asian Architecture and Building Engineering , vol.4 , Issue.1 , pp. 113-120
    • Kim, S.Y.1    Choi, J.W.2    Kim, G.H.3    Kang, K.I.4
  • 27
    • 84898933169 scopus 로고    scopus 로고
    • Bayesian markov chain monte carlo model for determining optimum tender price in multifamily housing projects
    • doi:10.1061/(ASCE)CP.1943-5487. 0000297. [In press.]
    • Kim, S., Kim, G.H., and Lee, D. 2013. Bayesian markov chain monte carlo model for determining optimum tender price in multifamily housing projects. Journal of Computing in Civil Engineering, doi:10.1061/(ASCE)CP.1943-5487. 0000297. [In press.]
    • (2013) Journal of Computing In Civil Engineering
    • Kim, S.1    Kim, G.H.2    Lee, D.3
  • 29
    • 77953481735 scopus 로고    scopus 로고
    • A CBR-based hybrid model for predicting a construction duration and cost based on project characteristics in multi-family housing projects
    • doi:10.1139/L10-007
    • Koo, C.W., Hong, T.H., Hyun, C.T., and Koo, K.J. 2010. A CBR-based hybrid model for predicting a construction duration and cost based on project characteristics in multi-family housing projects. Canadian Journal of Civil Engineering, 37(5): 739-752. doi:10.1139/L10-007.
    • (2010) Canadian Journal of Civil Engineering , vol.37 , Issue.5 , pp. 739-752
    • Koo, C.W.1    Hong, T.H.2    Hyun, C.T.3    Koo, K.J.4
  • 30
    • 0029316314 scopus 로고    scopus 로고
    • Designing a comprehensive business performance evaluation system: An analytic hierarchical model
    • Lee, H.S., Kwak, W., and Han, I.G. 1998. Designing a comprehensive business performance evaluation system: an analytic hierarchical model. Engineering Economist, 40: 343-357.
    • (1998) Engineering Economist , vol.40 , pp. 343-357
    • Lee, H.S.1    Kwak, W.2    Han, I.G.3
  • 31
    • 0033312040 scopus 로고    scopus 로고
    • GA-based multicriteria optimal model for construction scheduling
    • doi:10.1061/(ASCE)0733-9364(1999)125:6(420)
    • Leu, S., and Yang, C. 1999. GA-based multicriteria optimal model for construction scheduling. Journal of Construction Engineering and Management, 125(6): 420-427. doi:10.1061/(ASCE)0733-9364(1999)125:6(420).
    • (1999) Journal of Construction Engineering and Management , vol.125 , Issue.6 , pp. 420-427
    • Leu, S.1    Yang, C.2
  • 32
    • 0012513437 scopus 로고
    • Neural networks for construction cost estimation
    • doi:10.1080/09613219508727476
    • Li, H. 1995. Neural networks for construction cost estimation. Building Research and Information, 23(5): 279-284. doi:10.1080/09613219508727476.
    • (1995) Building Research and Information , vol.23 , Issue.5 , pp. 279-284
    • Li, H.1
  • 33
    • 0032089543 scopus 로고    scopus 로고
    • Similarity measures for retrieval in case-based reasoning systems
    • doi:10.1080/088395198117730
    • Liao, T.W., Zhang, Z., and Mount, C.R. 1998. Similarity measures for retrieval in case-based reasoning systems. Applied Artificial Intelligence, 12: 267-288. doi:10.1080/088395198117730.
    • (1998) Applied Artificial Intelligence , vol.12 , pp. 267-288
    • Liao, T.W.1    Zhang, Z.2    Mount, C.R.3
  • 35
    • 33745325166 scopus 로고    scopus 로고
    • Predicting construction cost using multiple regression techniques
    • doi:10.1061/(ASCE)0733-9364(2006)132:7(750)
    • Lowe, D.J., Emsley, M.W., and Harding, A. 2006. Predicting construction cost using multiple regression techniques. Journal of Construction Engineering and Management, 132(7): 750-758. doi:10.1061/(ASCE)0733-9364(2006)132:7(750).
    • (2006) Journal of Construction Engineering and Management , vol.132 , Issue.7 , pp. 750-758
    • Lowe, D.J.1    Emsley, M.W.2    Harding, A.3
  • 36
    • 2642515847 scopus 로고
    • CBRefurb: Case-based cost estimation, case based reasoning: Prospects for application
    • Marir, F., and Watson, I. 1995. CBRefurb: case-based cost estimation, case based reasoning: Prospects for application. IEE Colloquium, 7: 1-5.
    • (1995) IEE Colloquium , vol.7 , pp. 1-5
    • Marir, F.1    Watson, I.2
  • 38
    • 0001025286 scopus 로고    scopus 로고
    • An integrated knowledge-based system for alternative design and materials selection and cost estimating
    • doi:10.1016/S0957-4174(97)00086-9
    • Mohamed, A., and Celik, T. 1998. An integrated knowledge-based system for alternative design and materials selection and cost estimating. Expert Systems with Applications, 14(3): 329-339. doi:10.1016/S0957-4174(97)00086-9.
    • (1998) Expert Systems With Applications , vol.14 , Issue.3 , pp. 329-339
    • Mohamed, A.1    Celik, T.2
  • 39
    • 2142763581 scopus 로고    scopus 로고
    • Ph.D. thesis, Department of Building, Civil, and Environment Engineering, Concordia University, Montreal, Canada
    • Morcous, G. 2000. Case-based reasoning for modelling bridge deterioration. Ph.D. thesis, Department of Building, Civil, and Environment Engineering, Concordia University, Montreal, Canada.
    • (2000) Case-based Reasoning For Modelling Bridge Deterioration
    • Morcous, G.1
  • 40
    • 2142770817 scopus 로고    scopus 로고
    • Case-based reasoning system for modelling infrastructure deterioration
    • doi:10.1061/(ASCE)0887-3801(2002)16:2(104)
    • Morcous, G., Rivard, H., and Hanna, A.M. 2002. Case-based reasoning system for modelling infrastructure deterioration. Journal of Computing in Civil Engineering, 16(2): 104-114. doi:10.1061/(ASCE)0887-3801(2002)16:2(104).
    • (2002) Journal of Computing In Civil Engineering , vol.16 , Issue.2 , pp. 104-114
    • Morcous, G.1    Rivard, H.2    Hanna, A.M.3
  • 41
    • 0026381932 scopus 로고
    • Neural networks as tools in construction
    • doi:10.1061/(ASCE)0733-9364(1991)117:4(606)
    • Moselhi, O., Hegazy, T., and Fazio, P. 1991. Neural networks as tools in construction. Journal of Construction Engineering and Management, 117(4): 606-625. doi:10.1061/(ASCE)0733-9364(1991)117:4(606).
    • (1991) Journal of Construction Engineering and Management , vol.117 , Issue.4 , pp. 606-625
    • Moselhi, O.1    Hegazy, T.2    Fazio, P.3
  • 42
    • 0000356302 scopus 로고
    • Examining the feasibility of a case-based reasoning model for software effort estimation
    • doi:10.2307/249573
    • Mukhopadhyay, T., Vicinanza, S.S., and Prietula, M.J. 1992. Examining the feasibility of a case-based reasoning model for software effort estimation. MIS Quarterly, 16(2): 155-171. doi:10.2307/249573.
    • (1992) MIS Quarterly , vol.16 , Issue.2 , pp. 155-171
    • Mukhopadhyay, T.1    Vicinanza, S.S.2    Prietula, M.J.3
  • 43
    • 0034817767 scopus 로고    scopus 로고
    • EQUAL: A case-based contractor prequalifier
    • doi:10.1016/S0926-5805(00)00079-0
    • Ng, S.T. 2001. EQUAL: a case-based contractor prequalifier. Automation in Construction, 10(4): 443-457. doi:10.1016/S0926-5805(00)00079-0.
    • (2001) Automation In Construction , vol.10 , Issue.4 , pp. 443-457
    • Ng, S.T.1
  • 44
    • 0032186599 scopus 로고    scopus 로고
    • Verification and validation of case-based prequalification system
    • doi:10.1061/(ASCE)0887-3801(1998)12:4(215)
    • Ng, S.T., and Smith, N.J. 1998. Verification and validation of case-based prequalification system. Journal of Computing in Civil Engineering, 12(4): 215-226. doi:10.1061/(ASCE)0887-3801(1998)12:4(215).
    • (1998) Journal of Computing In Civil Engineering , vol.12 , Issue.4 , pp. 215-226
    • Ng, S.T.1    Smith, N.J.2
  • 46
    • 0036776641 scopus 로고    scopus 로고
    • A case-based reasoning with the feature weights derived by analytic hierarchy process for bankruptcy prediction
    • doi:10.1016/S0957-4174(02)00045-3
    • Park, C.S., and Han, I. 2002. A case-based reasoning with the feature weights derived by analytic hierarchy process for bankruptcy prediction. Expert Systems with Applications, 23(3): 255-264. doi:10.1016/S0957-4174(02)00045-3.
    • (2002) Expert Systems With Applications , vol.23 , Issue.3 , pp. 255-264
    • Park, C.S.1    Han, I.2
  • 47
    • 84892376508 scopus 로고    scopus 로고
    • A guide to the project management body of knowledge. Project Management Institute
    • PMI
    • PMI. 2008. A guide to the project management body of knowledge. Project Management Institute, Project Management Process Groups Interactions and Process Poster.
    • (2008) Project Management Process Groups Interactions and Process Poster
  • 48
    • 0034515584 scopus 로고    scopus 로고
    • Designing a competent simple genetic algorithm for search and optimization
    • Reed, P., Minsker, B., and Goldberg, D.E. 2000. Designing a competent simple genetic algorithm for search and optimization. Water Resources Research, 26(12): 3757-3761.
    • (2000) Water Resources Research , vol.26 , Issue.12 , pp. 3757-3761
    • Reed, P.1    Minsker, B.2    Goldberg, D.E.3
  • 50
    • 0031119806 scopus 로고    scopus 로고
    • Case-based approach for steel bridge fabrication errors
    • doi:10. 1061/(ASCE)0887-3801(1997)11:2(84)
    • Roddis, W.M.K., and Bocox, J. 1997. Case-based approach for steel bridge fabrication errors. Journal of Computing in Civil Engineering, 11(2): 84-91. doi:10. 1061/(ASCE)0887-3801(1997)11:2(84).
    • (1997) Journal of Computing In Civil Engineering , vol.11 , Issue.2 , pp. 84-91
    • Roddis, W.M.K.1    Bocox, J.2
  • 51
    • 35348919418 scopus 로고    scopus 로고
    • Construction planning methodology using case-based reasoning (CONPLA-CBR)
    • doi:10.1061/(ASCE)0887-3801(2007)21:6(410)
    • Ryu, H.K., Lee, H.S., and Park, M. 2007. Construction planning methodology using case-based reasoning (CONPLA-CBR). Journal of Computing in Civil Engineering, 21(6): 410-422. doi:10.1061/(ASCE)0887-3801(2007)21:6(410).
    • (2007) Journal of Computing In Civil Engineering , vol.21 , Issue.6 , pp. 410-422
    • Ryu, H.K.1    Lee, H.S.2    Park, M.3
  • 52
    • 0027610822 scopus 로고
    • Case-based design and creativity
    • doi:10.1016/0926-5805(93)90031-
    • Schmitt, G. 1993. Case-based design and creativity. Automation in Construction, 2(1): 11-19. doi:10.1016/0926-5805(93)90031-
    • (1993) Automation In Construction , vol.2 , Issue.1 , pp. 11-19
    • Schmitt, G.1
  • 53
    • 2142763089 scopus 로고    scopus 로고
    • Towards a knowledge-based assessment of conceptual cost estimates
    • doi:10.1080/ 0961321032000172373
    • R. Serpell, A.F. 2004. Towards a knowledge-based assessment of conceptual cost estimates. Building Research and Information, 32(2): 157-164. doi:10.1080/ 0961321032000172373.
    • (2004) Building Research and Information , vol.32 , Issue.2 , pp. 157-164
    • Serpell, R.1
  • 54
    • 0003112429 scopus 로고    scopus 로고
    • Case-based reasoning supported by genetic algorithms for corporate bond rating
    • doi:10.1016/S0957-4174(98)00063-3
    • Shin, K.S., and Han, I. 1999 Case-based reasoning supported by genetic algorithms for corporate bond rating. Expert Systems with Applications, 16(2): 85-95. doi:10.1016/S0957-4174(98)00063-3.
    • (1999) Expert Systems With Applications , vol.16 , Issue.2 , pp. 85-95
    • Shin, K.S.1    Han, I.2
  • 55
    • 0032647146 scopus 로고    scopus 로고
    • Information modelling for case-based construction planning of highway bridge projects
    • doi:10.1016/S0965-9978(98)00128-8
    • Tah, J.H.M., Carr, V., and Howes, R. 1999. Information modelling for case-based construction planning of highway bridge projects. Advances in Engineering Software, 30(7): 495-509. doi:10.1016/S0965-9978(98)00128-8.
    • (1999) Advances In Engineering Software , vol.30 , Issue.7 , pp. 495-509
    • Tah, J.H.M.1    Carr, V.2    Howes, R.3
  • 56
    • 0033232380 scopus 로고    scopus 로고
    • Comparative cost analysis of using high performance concrete in tall building construction by artificial neural networks
    • Tam, C.M., and Fang, C.F. 1999. Comparative cost analysis of using high performance concrete in tall building construction by artificial neural networks. Structural Journal, 96(6): 927-936.
    • (1999) Structural Journal , vol.96 , Issue.6 , pp. 927-936
    • Tam, C.M.1    Fang, C.F.2
  • 58
    • 2642579411 scopus 로고    scopus 로고
    • Predicting accuracy of early cost estimates using factor analysis and multivariate regression
    • doi:10.1061/ (ASCE)0733-9364(2003)129:2(198)
    • Trost, S.M., and Oberlender, G.D. 2003. Predicting accuracy of early cost estimates using factor analysis and multivariate regression. Journal of Construction Engineering and Management, 129(2): 198-204. doi:10.1061/ (ASCE)0733-9364(2003)129:2(198).
    • (2003) Journal of Construction Engineering and Management , vol.129 , Issue.2 , pp. 198-204
    • Trost, S.M.1    Oberlender, G.D.2
  • 59
    • 5244233854 scopus 로고
    • NIRMANI: A case-based expert system for integrated design & Estimating. Application and Innovations in Expert Systems
    • Oxford: SGES Publications
    • Watson, I.D., and Perera, R.S. 1995. NIRMANI: a case-based expert system for integrated design & Estimating. Application and Innovations in Expert Systems, Proceedings of Expert Systems'95, Oxford: SGES Publications. pp. 335-348.
    • (1995) Proceedings of Expert Systems'95 , pp. 335-348
    • Watson, I.D.1    Perera, R.S.2
  • 60
    • 23044474458 scopus 로고    scopus 로고
    • Neural network modelling of highway construction costs
    • doi:10.1061/(ASCE)0733-9364(2005)131:7(765)
    • Wilmot, C.G., and Mei, B. 2005. Neural network modelling of highway construction costs. Journal of Construction Engineering and Management, 131(7): 765-771. doi:10.1061/(ASCE)0733-9364(2005)131:7(765).
    • (2005) Journal of Construction Engineering and Management , vol.131 , Issue.7 , pp. 765-771
    • Wilmot, C.G.1    Mei, B.2
  • 61
    • 0032073403 scopus 로고    scopus 로고
    • Applying case-based reasoning technique to retaining wall selection
    • doi:10.1016/ S0926-5805(97)00072-1
    • Yau, N.J, and Yang, J.B. 1998. Applying case-based reasoning technique to retaining wall selection. Automation in Construction, 7(4): 271-283. doi:10.1016/ S0926-5805(97)00072-1.
    • (1998) Automation In Construction , vol.7 , Issue.4 , pp. 271-283
    • Yau, N.J.1    Yang, J.B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.