A New Smooth Support Vector Machine Based on a Rational Function

被引：0
|
作者：
Shen, Jindong [1 ]
机构：
[1] China Jiliang Univ, Coll Sci, Hangzhou 310018, Zhejiang, Peoples R China
来源：
INFORMATION TECHNOLOGY APPLICATIONS IN INDUSTRY, PTS 1-4 | 2013年 / 263-266卷
关键词：
classification; smoothing techniques; support vector machines; rational function;
D O I：
10.4028/www.scientific.net/AMM.263-266.2199
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
Smooth support vector machine (SSVM) is a strong convex, smooth, and unconstrained optimization model transformed from traditional support vector machine (SVM). In this study, a new smooth function which is a rational function diffrent from those polynomial functions, is used to smoothen the model of support vector machine. A new SSVM based on this rational function (Rational-SSVM) is obtained. Furthermore, Rational-SSVM is better than those SSVMs based on polynomial functions by the precision analysis.
引用
下载
收藏
页码：2199 / 2202
页数：4
相关论文
共 50 条
  • [41] Data Mining Technique for Medical Diagnosis Using a New Smooth Support Vector Machine
    Purnami, Santi Wulan
    Zain, Jasni Mohamad
    Embong, Abdullah
    NETWORKED DIGITAL TECHNOLOGIES, PT 2, 2010, 88 : 15 - 27
  • [42] A New BDI Forecasting Model based on Support Vector Machine
    Bao, Jianmin
    Pan, Lin
    Xie, Yuanfa
    2016 IEEE INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC), 2016, : 65 - 69
  • [43] A new fuzzy support vector machine based on the weighted margin
    Qing, T
    Jue, W
    NEURAL PROCESSING LETTERS, 2004, 20 (03) : 139 - 150
  • [44] A New Fuzzy Support Vector Machine Based on the Weighted Margin
    Qing Tao
    Jue Wang
    Neural Processing Letters, 2004, 20 (3) : 139 - 150
  • [45] New widrow adaptive filter based on support vector machine
    Liu Bin
    Wei Xian-long
    Proceedings of 2006 Chinese Control and Decision Conference, 2006, : 231 - 233
  • [46] A NEW ALGORITHM OF SUPPORT VECTOR MACHINE BASED ON WEIGHTED FEATURE
    Sun, Bo
    Song, Shi-Ji
    Wu, Cheng
    PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-6, 2009, : 1616 - 1620
  • [47] A new support vector machine based multiuser detection scheme
    王永建
    赵洪林
    Journal of Harbin Institute of Technology(New series), 2008, (05) : 620 - 623
  • [48] The support vector machine based on intuitionistic fuzzy number and kernel function
    Minghu Ha
    Chao Wang
    Jiqiang Chen
    Soft Computing, 2013, 17 : 635 - 641
  • [49] SUPPORT VECTOR MACHINE AND BATHACHARRYA KERNEL FUNCTION FOR REGION BASED CLASSIFICATION
    Negri, Rogerio Galante
    Dutra, Luciano Vieira
    Siqueira Sant'Anna, Sidnei Joao
    2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, : 5422 - 5425
  • [50] The support vector machine based on intuitionistic fuzzy number and kernel function
    Ha, Minghu
    Wang, Chao
    Chen, Jiqiang
    SOFT COMPUTING, 2013, 17 (04) : 635 - 641
12345