%0 Journal Article
%T Algorithm of heterogeneous classifiers ensembles based on DECORATE<br>融合DECORATE的异构分类器集成算法
%A WEI Yan-yan
%A LI Tao-shen
%A LIU Mei-ling
%A <br>韦艳艳
%A 李陶深
%A 刘美玲
%J 计算机应用研究
%D 2012
%I 
%X Based on the Stacking framework to construct heterogeneous ensembles, it introduced manipulating training samples in the context of creating homogeneous ensembles as the mechanism to encourage diversity. This paper propose a new algorithm SDE, which use DECORATE to generate level-1 ensembles by adding proportion of artificial data to level-1 training set so as to inject diversity for member classifiers in level-1. Experiment results indicate that the proposed method achieve better performance than classic Stacking.
%K lassifier ensembles
%K heterogeneous
%K Stacking
%K DECORATE
%K diversity<br>分类器集成
%K 异构
%K Stacking
%K DECORATE
%K 差异性
%U http://www.alljournals.cn/get_abstract_url.aspx?pcid=5B3AB970F71A803DEACDC0559115BFCF0A068CD97DD29835&cid=8240383F08CE46C8B05036380D75B607&jid=A9D9BE08CDC44144BE8B5685705D3AED&aid=AB5C24B90CF8948F2C9C252130E002B3&yid=99E9153A83D4CB11&vid=771469D9D58C34FF&iid=708DD6B15D2464E8&sid=D96D4F2692C092DE&eid=923A099214691E4E&journal_id=1001-3695&journal_name=计算机应用研究&referenced_num=0&reference_num=13