Classification Accuracy: Machine Learning vs. Explicit Knowledge Acquisition
作者： Arie Ben-David , Janice Mandel
关键词: Expert system 、 Computer science 、 Machine learning 、 Empirical research 、 Legal expert system 、 Cost reduction 、 Explicit knowledge 、 Artificial intelligence
摘要: This empirical study provides evidence that machine learning models can provide better classification accuracy than explicit knowledge acquisition techniques. The findings suggest the main contribution of to expert systems is not just cost reduction, but rather provision tools for development systems.
springer.com
paperity.org参考文章(21)
D. Kahneman, A. Tversky, Judgment Under Uncertainty: Heuristics and Biases ,(1974)
DENNIS KIBLER, DAVID W. AHA, Learning Representative Exemplars of Concepts: An Initial Case Study Proceedings of the Fourth International Workshop on MACHINE LEARNING#R##N#June 22–25, 1987 University of California, Irvine. pp. 24- 30 ,(1987) , 10.1016/B978-0-934613-41-5.50006-4
Frederick Hayes-Roth, Donald A. Waterman, Douglas B. Lenat, Building expert systems ,(1983)
Peter W. Pachowicz, Scott E. Fahlman, Ivan Bratko, Haleh Vafaie, Saso Dzeroski, Igor Kononenko, Bojan Cestnik, Janusz Wnek, Jerzy W. Bala, Sebastian B. Thrun, Kenneth A. De Jong, Kenneth A. Kaufman, Douglas H. Fisher, John Cheng, Eric Bloedorn, Juergen S. Kreuziger, Walter Van de Welde, Tom A. Mitchell, Ryszard S. Michalski, Jianping Zhang, Walter Wenzel, Rainer Hamann, Stefan Keller, The MONK's problems: A Performance Comparison of Different Learning Algorithms ,(1991)
Arie Ben-David, Automatic Generation of Symbolic Multiattribute Ordinal Knowledge-Based DSSs: Methodology and Applications Decision Sciences. ,vol. 23, pp. 1357- 1372 ,(1992) , 10.1111/J.1540-5915.1992.TB00453.X
Yoav Ganzach, Goals as Determinants of Nonlinear Noncompensatory Judgment Strategies: Leniency vs Strictness Organizational Behavior and Human Decision Processes. ,vol. 56, pp. 422- 440 ,(1993) , 10.1006/OBHD.1993.1062
O.I Larichev, H.M Moshkovich, Limits to decision-making ability in direct multiattribute alternative evaluation Organizational Behavior and Human Decision Processes. ,vol. 42, pp. 217- 233 ,(1988) , 10.1016/0749-5978(88)90013-1
R.S. Michalski, R.L. Chilausky, Knowledge acquisition by encoding expert rules versus computer induction from examples: a case study involving soybean pathology International Journal of Man-Machine Studies. ,vol. 12, pp. 63- 87 ,(1980) , 10.1016/S0020-7373(80)80054-X
Kar Yan Tam, Melody Y. Kiang, Managerial Applications of Neural Networks: The Case of Bank Failure Predictions Management Science. ,vol. 38, pp. 926- 947 ,(1992) , 10.1287/MNSC.38.7.926
Howard Wainer, Estimating Coefficients in Linear Models: It Don't Make No Nevermind Psychological Bulletin. ,vol. 83, pp. 213- 217 ,(1976) , 10.1037/0033-2909.83.2.213