Multi-class support vector machine

被引:0
|
作者
Franc, V [1 ]
Hlavác, V [1 ]
机构
[1] Czech Tech Univ, Ctr Machine Percept, Dept Cybernet, Fac Elect Engn, Prague 12135 13, Czech Republic
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a transformation from the multi-class SVM classification problem to the single-class SVM problem which is more convenient for optimization. The proposed transformation is based on simplifying the original problem and employing the Kesler construction which can be carried out by the use of properly defined kernel only. The experiments conducted indicate that the proposed method is comparable with the one-against-all decomposition solved by the state-of-the-art SMO algorithm.
引用
收藏
页码:236 / 239
页数:4
相关论文
共 50 条
  • [31] Multi-class classification algorithm based on Support Vector Machine
    Yang Kuihe
    Yuan Min
    [J]. 7TH INTERNATIONAL CONFERENCE ON MEASUREMENT AND CONTROL OF GRANULAR MATERIALS, PROCEEDINGS, 2006, : 322 - 325
  • [32] WITHIN-CLASS PENALTY BASED MULTI-CLASS SUPPORT VECTOR MACHINE
    Shi, Xiaoshuang
    Guo, Zhenhua
    Yang, Yujiu
    Yang, Lin
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2015, : 2746 - 2750
  • [33] Least squares twin multi-class classification support vector machine
    Nasiri, Jalal A.
    Charkari, Nasrollah Moghadam
    Jalili, Saeed
    [J]. PATTERN RECOGNITION, 2015, 48 (03) : 984 - 992
  • [34] Network Intrusion Detection Based on Multi-Class Support Vector Machine
    Anh Vu Le
    Hoai An Le Thi
    Manh Cuong Nguyen
    Zidna, Ahmed
    [J]. COMPUTATIONAL COLLECTIVE INTELLIGENCE - TECHNOLOGIES AND APPLICATIONS, PT I, 2012, 7653 : 536 - 543
  • [35] Regularized path algorithm for adaptive multi-class support vector machine
    Chen, Liuyuan
    Li, Juntao
    [J]. Journal of Information and Computational Science, 2013, 10 (02): : 539 - 551
  • [36] A Novel Technique for Support Vector Machine based Multi-class Classifier
    Manikandan, J.
    Venkataramani, B.
    Amudha, V.
    Arafat, A. Majed
    Sahu, Hruday
    [J]. 2008 IEEE REGION 10 CONFERENCE: TENCON 2008, VOLS 1-4, 2008, : 134 - 139
  • [37] Solution path algorithm for twin multi-class support vector machine
    Chen, Liuyuan
    Zhou, Kanglei
    Jing, Junchang
    Fan, Haiju
    Li, Juntao
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2022, 210
  • [38] A simplified multi-class support vector machine with reduced dual optimization
    He, Xisheng
    Wang, Zhe
    Jin, Cheng
    Zheng, Yingbin
    Xue, Xiangyang
    [J]. PATTERN RECOGNITION LETTERS, 2012, 33 (01) : 71 - 82
  • [39] Multi-class Classification using Support Vector Regression Machine with Consistency
    Jia, Wei
    Liang, Junli
    Zhang, Miaohua
    Ye, Xin
    [J]. 2015 IEEE International Conference on Signal Processing, Communications and Computing (ICSPCC), 2015, : 848 - 851
  • [40] Multi-class classification of air targets based on support vector machine
    Song, Nai-Hua
    Xing, Qing-Hua
    [J]. Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2006, 28 (08): : 1279 - 1281