Chinese Journal of Lasers B, 2002, 11 (5): 381, 网络出版: 2006-08-08  

Generalized Rule Induction Based on Immune Algorithm

Generalized Rule Induction Based on Immune Algorithm
作者单位
1 National Key Lab. of Radar Signal Processing, Xidian Univ., Xi'an 710071, China
2 Dept. of Management, Hubei Automotive Industries Institute,Shiyan 442002, China
摘要
Abstract
A generalized rule induction mechanism, immune algorithm, for knowledge bases is building an inheritance hierarchy of classes based on the content of their knowledge objects. This hierarchy facilitates group-related processing tasks such as answering set queries, discriminating between objects, finding similarities among objects, etc. Building this hierarchy is a difficult task for knowledge engineers. Conceptual induction may be used to automate or assist engineers in the creation of such a classification structure. This paper introduces a new conceptual rule induction method, which addresses the problem of clustering large amounts of structured objects. The conditions under which the method is applicable are discussed.
参考文献

[1] U. M. Fayyad, G. Piatetsky-Shapiro, P. Smyth et al.. (Eds.) Advances in Knowledge Discovery and Data Mining, Menlo Park, California, USA:AAAI/MIT Press, 1996. 1~34

[2] Y. Bengio, J. M. Buhmann, M. Embrechts et al.. Introduction to the special issue on neural networks for data mining and knowledge discovery. IEEE Trans. on Neural Networks, 2000, 11(3):545~547

[3] C. Anglano, A. Giordana, G.LoBello et al.. A network genetic algorithm for concept learning. In R.C.Holte (Eds.) Proceedings of 7th International Conference on Genetic Algorithms, San Francisco, USA, Morgan Kaufmann, 1997, 434~441

[4] B. de la Iglesia, J. C. W. Debuse, V. J. Rayward-Smith. Discovering knowledge in commercial databases using modern heuristic techniques. In G. Piatetsky-Shapiro (Eds.) Proceedings of 2nd International Conference on Knowledge Discovery & Data Mining. Menlo Park, California, USA: AAAI Press, 1996, 813~818

[5] L. C. Jiao, L. Wang. A Novel Genetic Algorithm Based on Immunity. IEEE Trans. on Systems, Man, And Cybernetics-Part A: Systems and Humans, September 2000, 30(5):552~561

郑建国, 刘芳, 焦李成. Generalized Rule Induction Based on Immune Algorithm[J]. Chinese Journal of Lasers B, 2002, 11(5): 381. ZHENG Jianguo, LIU Fang, JIAO Licheng. Generalized Rule Induction Based on Immune Algorithm[J]. 中国激光(英文版), 2002, 11(5): 381.

关于本站 Cookie 的使用提示

中国光学期刊网使用基于 cookie 的技术来更好地为您提供各项服务,点击此处了解我们的隐私策略。 如您需继续使用本网站,请您授权我们使用本地 cookie 来保存部分信息。
全站搜索
您最值得信赖的光电行业旗舰网络服务平台!