电子学报Issue(9)：1794-1800,7.DOI:10.3969/j.issn.0372-2112.2014.09.020
ECOC 多类分类研究综述
An Overview of Multi-Classification Based on Error-Correcting Output Codes
摘要
Abstract
Multi-classification has been one of the research hotspot in pattern recognition ,and there are many solutions to it . As a common way to model multi-classification to design a set of binary classifiers and fuse them ,Error-correcting output codes (E-COC) represents a successful framework to deal with this type of problems and is attracting more and more attention of researchers . In this paper ,the framework of ECOC is concluded at first .Then the two keys of multi-classification based on ECOC ,i .e .,the cod-ing strategies and decoding strategies are proposed .The main part focuses on the research of the two keys and the application of E-COC .Finally ,the still existing problems of ECOC are pointed out and the promising research fields are given .The analysis of the paper will provide reference and advice in the practical application of multi-classification based on ECOC .关键词
多类分类/纠错输出编码/机器学习Key words
multi-classification/error-correcting output codes/machine learning分类
信息技术与安全科学引用本文复制引用
雷蕾,王晓丹,罗玺,周进登,陈琴..ECOC 多类分类研究综述[J].电子学报,2014,(9):1794-1800,7.基金项目
国家自然科学基金 （）
