自动化学报2011，Vol.37Issue(11)：1290-1295,6.DOI:10.3724/SP.J.1004.2011.01290
分类器的动态选择与循环集成方法
Dynamic Selection and Circulating Combination for Multiple Classifier Systems
摘要
Abstract
In order to deal with the problems of low efficiency and inflexibility for selecting the optimal subset and combining classifiers in multiple classifier systems, a new method of dynamic selection and circulating combination (DSCC) is proposed. This method dynamically selects the optimal subset with high accuracy for combination based on the complementarity of different classification models. The number of classifiers in the selected subset can be adaptively changed according to the complexity of the objects. Circulating combination is realized according to the confidence of classifiers. The experimental results of handwritten digit recognition show that the proposed method is more flexible, efficient and accurate comparing to other classifier selection methods.关键词
多分类器系统/动态选择/循环集成/互补指数Key words
Multiple classifier systems/ dynamic selection/ circulating combination/ complementarity factor引用本文复制引用
郝红卫,王志彬,殷绪成,陈志强..分类器的动态选择与循环集成方法[J].自动化学报,2011,37(11):1290-1295,6.基金项目
国家自然科学基金(60675006),国家公益性行业(气象)科研专项(GYHY201106039,GYHY201106047),中央高校基本科研业务费专项资金(FRF-BR-10-034B)资助 （60675006）
