%0 Journal Article
%T A Search Coding Method and Its Application in Supervised Classification<br>一种搜索编码法及其在监督分类中的应用
%A JIANG Yan-Huang
%A ZHAO Qiang-Li
%A YANG Xue-Jun
%A <br>蒋艳凰
%A 赵强利
%A 杨学军
%J 软件学报
%D 2005
%I 
%X Supervised classification based on error-correcting output codes (ECOC) is a new research direction to improve the generalization of classifiers, yet there is no general method to construct ECOC for any number of classes. This paper analyzes the properties of ECOC and presents a search coding method which corresponds to codewords with integers and gets a satisfied output code through searching an integer range in sequence. It then describes the supervised classification technique based on the search coding method. By applying the search coding method to na?ve-Bayes algorithm and BP neural networks, experimental results show that the method is an effective and general coding method to construct error-correcting output codes.
%K supervised classification
%K error-correcting output code (ECOC)
%K search coding method
%K Na?ve-Bayes algorithm
%K back propagation neural network (BPNN)<br>监督分类
%K 纠错输出码(ECOC)
%K 搜索编码法
%K 简单贝叶斯算法
%K BP神经网络
%U http://www.alljournals.cn/get_abstract_url.aspx?pcid=5B3AB970F71A803DEACDC0559115BFCF0A068CD97DD29835&cid=8240383F08CE46C8B05036380D75B607&jid=7735F413D429542E610B3D6AC0D5EC59&aid=1927C6346324AD36&yid=2DD7160C83D0ACED&vid=7801E6FC5AE9020C&iid=B31275AF3241DB2D&sid=5A9F0976AE79CB6F&eid=4997AFD17F6FADE1&journal_id=1000-9825&journal_name=软件学报&referenced_num=1&reference_num=18