ANN-Based Mark-Up Estimation System with Self-Explanatory Capacities
作者： H. Li , L. Y. Shen , P. E. D. Love
DOI: 10.1061/(ASCE)0733-9364(1999)125:3(185)
关键词:
摘要: Artificial neural networks (ANNs) have been applied to support construction mark-up estimation. The major drawback of this application, however, is that an ANN system unable explain why and how a particular recommendation made. This significantly affects the user-acceptance its results. research presented in paper investigates use KT-1 method for automatically extracting rules from trained network. implemented tested on collected bidding data, results investigation indicate usefulness method. Discussions difficulties generating automated explanations are also presented.
sci-hub.se 参考文章(13)
Mark W. Craven, Jude W. Shavlik, Using Sampling and Queries to Extract Rules from Trained Neural Networks Machine Learning Proceedings 1994. pp. 37- 45 ,(1994) , 10.1016/B978-1-55860-335-6.50013-1
Geoffrey G. Towell, Jude W. Shavlik, Extracting Refined Rules from Knowledge-Based Neural Networks Machine Learning. ,vol. 13, pp. 71- 101 ,(1993) , 10.1023/A:1022683529158
O. O. Odusote, R. F. Fellows, An examination of the importance of resource considerations when contractors make project selection decisions Construction Management and Economics. ,vol. 10, pp. 137- 151 ,(1992) , 10.1080/01446199200000013
HENG LI, PETER E.D. LOVE, Combining rule-based expert systems and artificial neural networks for mark-up estimation Construction Management and Economics. ,vol. 17, pp. 169- 176 ,(1999) , 10.1080/014461999371664
Irtishad Ahmad, Issam Minkarah, Questionnaire Survey on Bidding in Construction Journal of Management in Engineering. ,vol. 4, pp. 229- 243 ,(1988) , 10.1061/(ASCE)9742-597X(1988)4:3(229)
Jürgen Herrmann, Matthias Kloth, Frank Feldkamp, The role of explanations in an intelligent assistant system Artificial Intelligence in Engineering. ,vol. 12, pp. 107- 126 ,(1998) , 10.1016/S0954-1810(97)00009-5
Tarek Hegazy, Osama Moselhi, Analogy‐Based Solution to Markup Estimation Problem Journal of Computing in Civil Engineering. ,vol. 8, pp. 72- 87 ,(1994) , 10.1061/(ASCE)0887-3801(1994)8:1(72)
LiMin Fu, Rule generation from neural networks IEEE Transactions on Systems, Man, and Cybernetics. ,vol. 24, pp. 1114- 1124 ,(1994) , 10.1109/21.299696
Ali A. Shash, Factors considered in tendering decisions by top UK contractors Construction Management and Economics. ,vol. 11, pp. 111- 118 ,(1993) , 10.1080/01446199300000004
S. P. Dozzi, S. M. AbouRizk, S. L. Schroeder, UTILITY-THEORY MODEL FOR BID MARKUP DECISIONS Journal of Construction Engineering and Management-asce. ,vol. 122, pp. 119- 124 ,(1996) , 10.1061/(ASCE)0733-9364(1996)122:2(119)