跳到主要导航 跳到搜索 跳到主要内容

Using hybrid hadamard error correcting output codes for multi-class problem based on support vector machines

  • Huang Shilei*
  • , Xie Xiang
  • , Kuang Jingming
  • *此作品的通讯作者
  • Beijing Institute of Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The Error-Correcting Output Codes (ECOC) method reduces the multi-class learning problem into a series of binary classifiers. In this paper, we propose a modified Hadamard-type ECOC method. This method uses both N'th order and N/2'th-order Hadamard matrix to construct error correcting output codes, which is called Hybrid Hadamard ECOC Experiments based on dichotomizers of Support Vector Machines (SVM) have been carried out to evaluate the performance of the proposed method. When compared to normal Hadamard ECOC, computation of the method is reduced greatly while the accuracy of classification only drops slightly.

源语言英语
主期刊名2006 International Conference on Computational Intelligence and Security, ICCIAS 2006
出版商IEEE Computer Society
7-10
页数4
ISBN(印刷版)1424406056, 9781424406050
DOI
出版状态已出版 - 2006
活动2006 International Conference on Computational Intelligence and Security, CIS 2006 - Guangzhou, 中国
期限: 3 11月 20066 11月 2006

丛书

姓名2006 International Conference on Computational Intelligence and Security, ICCIAS 2006
1

会议

会议2006 International Conference on Computational Intelligence and Security, CIS 2006
国家/地区中国
Guangzhou
时期3/11/066/11/06

学术指纹

探究 'Using hybrid hadamard error correcting output codes for multi-class problem based on support vector machines' 的科研主题。它们共同构成独一无二的学术指纹。

引用此