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个人信息Personal Information
教授
博士生导师
硕士生导师
性别：男
毕业院校：夏威夷大学
学位：博士
所在单位：信息与通信工程学院
学科：信号与信息处理. 通信与信息系统. 计算机应用技术
办公地点：大连理工大学 创新园大厦 A530
联系方式：Email： cguo@dlut.edu.cn Tel: 15040461863(Mobile phone)
电子邮箱：cguo@dlut.edu.cn
An SVM classification algorithm with error correction ability applied to face recognition
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论文类型：期刊论文
发表时间：2006-01-01
发表刊物：3rd International Symposium on Neural Networks (ISSN 2006)
收录刊物：SCIE、EI、CPCI-S
卷号：3971
页面范围：1057-1062
ISSN号：0302-9743
摘要：This paper presents an SVM classification algorithm with predesigned error correction ability by incorporating the error control coding schemes used in digital communications into the classification algorithm. The algorithm is applied to face recognition problems in the paper. Simulation experiments are conducted for different SVM-based classification algorithms using both PCA and Fisherface features as input vectors respectively to represent the images with dimensional reduction, and performance analysis is made among different approaches. Experiment results show that the error correction SVM classifier of the paper outperforms other commonly used SVM-based classifiers both in recognition rate and error tolerance.