%0 Journal Article
%T A Method to Optimize Classifiers by Using Genetic Algorithms<br>一种基于遗传算法的优化分类器的方法
%A JI Wen-yun
%A ZHOU Ao-ying
%A ZHANG Liang
%A JIN Wen
%A <br>季文赟
%A 周傲英
%A 张亮
%A 金文
%J 软件学报
%D 2002
%I 
%X This paper focuses on methods of optimizing a single classifier and combining multiple classifiers by genetic algorithms (GA). The method uses the strategies of stacking. There are two steps in classical strategies of stacking, and GA is used as the second step in the method. Experimental results show that it performs well on the task of optimization. Comparing with the single algorithm, it enhances the precision. In task of combiningoptimization, it can obtain more understandable result than constituent learners.
%K classification
%K genetic algorithm
%K optimization
%K machine learning
%K data mining
%K classification rules<br>分类
%K 遗传算法
%K 优化
%K 机器学习
%K 数据挖掘
%K 分类规则
%U http://www.alljournals.cn/get_abstract_url.aspx?pcid=5B3AB970F71A803DEACDC0559115BFCF0A068CD97DD29835&cid=8240383F08CE46C8B05036380D75B607&jid=7735F413D429542E610B3D6AC0D5EC59&aid=81B9DF7E3311B31F&yid=C3ACC247184A22C1&vid=FC0714F8D2EB605D&iid=0B39A22176CE99FB&sid=E2E0FBFE4D7EFB94&eid=D537C66B6404FE57&journal_id=1000-9825&journal_name=软件学报&referenced_num=5&reference_num=8