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《Journal of Xi'an University of Arts & Science(Natural Science Edition)》 2008-01
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A New Fuzzy Supportive Vector Machine Algorithm

CHEN Xiao-juan,LIU San-yang,MAN Ying,LIU Kui(Dept.of Mathematics,Xidian University,Xi'an 710071,China)  
SVM is very sensitive to noises and outliers when solving the problem of classification,a new method of membership function is put forward.This paper studies and analyzes the present Fuzzy Supportive Vector Machine method in view of these questions.In these methods,the design of membership function is a key to solve the classification problem with FSVM.This paper mainly studies membership function.Based on the center vector method,a new membership method is provided.This approach greatly improves the classification accuracy and generalization.Experiment results have confirmed its effectiveness and feasibility.
【Fund】: 国家自然科学基金资助项目(60674108)
【CateGory Index】: TP18
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【References】
Chinese Journal Full-text Database 1 Hits
1 DAI Yuan Hong, CHEN Hong Chang, HU Hai Long (National Digital Switching System Engineering & Technological R&D Center, Zhengzhou 450002, China);Cost-sensitive support vector machine based on weighted attribute[J];Application of Electronic Technique;2009-06
【Citations】
Chinese Journal Full-text Database 2 Hits
1 ZHANG Xuegong (Dept.of Automation,Tsinghua University,Beijing 100084) (State Key Laboratory of Intelligent Technology and Systems of China);INTRODUCTION TO STATISTICAL LEARNING THEORY AND SUPPORT VECTOR MACHINES[J];;2000-01
2 ZHANG Xiang~(1),2)),XIAO Xiao-ling~(3)),Xu Guang-you~(1)) ()~(1))(School of Computer Science,Tsinghua University,Beijing 100084) ()~(2))(School of Geophysics and Resources,Yangtze University,Jinzhou 434023) ()~(3))(School of Computer Science and Technology,Wuhan University of Technology,Wuhan 430063);Determination and Analysis of Fuzzy Membership for SVM[J];Journal of Image and Graphics;2006-08
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 WANG Ting-hua,TIAN Sheng-feng,HUANG Hou-kuan,LIAO Nian-dong(School of Computer and Information Technology,Beijing Jiaotong University, Beijing 100044,China);Support Vector Machine Based on Weightiness of Sample Attribute[J];Journal of Beijing Jiaotong University;2007-05
2 QIU Chun guang, LIU Yu shu (Department of Computer Science and Engineening, Beijing Institute of Technology, Beijing100081);Neural Network Based Multiple Criteria Decision Making[J];JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY;2000-01
3 LEI Li-zhen;On the Edge Detecting Method of Digital Image[J];Bulletin of Surveying and Mapping;2006-03
4 Fan Zhiping,Zhang Quan;An Analysis Method for Multiple Attribute Decision Making Problems with Intervals[J];JOURNAL OF NORTHEASTERN UNIVERSITY;1998-04
5 NIE Dong,WANG Qun-sheng,HUANG Wei;Digital watermarking algorithm based on the DC and IF coefficients of the DCT of still image[J];TV Engineering;2003-04
6 Sun Deshan 1,2 Wu Jinpei 3 Hou Zhenting 1 Xiao Jianhua 31 (Research Department of Railway Compus,Central South University,Changsha410075) 2 (Department of Mathematics,Liaoning Normal University,Dalian116029) 3 (Institute of Intelligent Technology&System,Wuyi University,Jiangmen529020);Chaotic Time Series Prediction Based on SVR[J];Computer Engineering and Applications;2004-02
7 JIA Yinshan1, JIA Chuanying2 (1.Department of Computer , Liaoning University of Petroleum and Chemical Technology, Fushun 113001; 2. Lab of Simulation and Controls, Dalian Maritime University, Dalian 116026);A Weighted Support Vector Classification Algorithm[J];Computer Engineering;2005-12
8 HUANG Ying,LI Wei,LIU Fa-sheng(Faculty of Information Engineering,Jiangxi University of Science and Technology,Ganzhou Jiangxi 341000,China);Fuzzy support vector machine algorithm with dual membership[J];Journal of Computer Applications;2007-11
9 Gao Liping Guo Yimin Ni Chongkuang (Department of Computer Science, Fudan University, Shanghai 200030);RECOMMENDATION OF AN IMPROVED EIGENFACE METHOD[J];Computer Applications and Software;2002-08
10 Zhang Quan (City University of Hong Kong) Fan Zhiping, Pan Dehui (Northeastern University);A Ranking Approach with Possibilities for Multiple Attribute Decision Making Problems with Intervals[J];CONTROL AND DECISION;1999-06
【Secondary Citations】
Chinese Journal Full-text Database 1 Hits
1 Zhang Xiang Tian Jinwen Xiao Xiaoling Liu Jian (1. Institute of Pattern Recognition and Artificial Intelligence, Huazhong University ofcScience and Technology, Key Laboratory of Education Ministry for Image processing & Intelligence Control, Wuhan, Hubei 430074) (2. Yangtze University Jianghan Petroleum Institute,Jingzhou,Hubei 434102);Support Vector Machine and its Application in Medical Images Classification[J];Signal Processing;2004-02
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