A Novel Induction Algorithm for DM

作     者：郑建国 刘芳 焦李成 

作者机构：Key Lab. of Radar Signal Processing Xidian University Xi'an 710071 P. R. China 

出 版 物：《Journal of Systems Engineering and Electronics》 (系统工程与电子技术（英文版）)

年 卷 期：2001年第12卷第4期

页      面：91-97页

核心收录：

学科分类：12[管理学] 1201[管理学-管理科学与工程(可授管理学、工学学位)] 

基　　金：This project was supported by the National Natural Science Foundation of China (No. 60073053) the Nationa1 "863" High-Tech P 

主　　题：Algorithms Computer simulation Data handling Database systems 

摘      要：DM usually means an efficient knowledge discovery from database, and the immune algorithm is a biological theory-based and global searching algorithm. A novel induction algorithm is proposed here which integrates a power of individual immunity and an evolutionary mechanism of population. This algorithm does not take great care of discovering some classifying information, but unknown knowledge or a predication on higher level rules. Theoretical analysis and simulations both show that this algorithm is prone to the stabilization of a population and the improvement of entire capability, and also keeping a high degree of preciseness during the rule induction.