计算机应用研究2012，Vol.29Issue(11)：4134-4136,4147,4.DOI:10.3969/j.issn.1001-3695.2012.11.034
融合DECORATE的异构分类器集成算法
Algorithm of heterogeneous classifiers ensembles based on DECORATE
摘要
Abstract
Based on the Stacking framework to construct heterogeneous ensembles, this paper introduced manipulating training samples in the context of creating homogeneous ensembles as the mechanism to encourage diversity. It proposed a new algorithm SDE, which used 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 achieves better performance than classic Stacking.关键词
分类器集成/异构/Stacking/DECORATE/差异性Key words
classifier ensembles/ heterogeneous/ Stacking/ DECORATE/ diversity分类
信息技术与安全科学引用本文复制引用
韦艳艳,李陶深,刘美玲..融合DECORATE的异构分类器集成算法[J].计算机应用研究,2012,29(11):4134-4136,4147,4.基金项目
广西自然科学基金资助项目(2010GXNSFA013127) （2010GXNSFA013127）
广西教育厅资助项目(201106LX131) （201106LX131）
