Fuzzy Mathematics Method in Support Vector Machines

被引:0
|
作者
Lou, Xijuan [1 ]
Chen, Haijun [1 ]
Wang, Liping [1 ]
机构
[1] Handan Coll, Dept Math, Handan 056005, Peoples R China
关键词
Machine learning; fuzzy support vector classification; fuzzy programming; fuzzy simulation;
D O I
暂无
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper focuses on the construction of support vector classification when the outputs of training points are triangle fuzzy numbers. First we transform fuzzy classification problem to chance constrained programming with fuzzy decision, and solve this programming using fuzzy simulation based evolutionary algorithm. Based on this, we proposed the Fuzzy Support Vector Classification (FSVR). This can deal with classification problem with fuzzy information well.
引用
收藏
页码:3198 / 3204
页数:7
相关论文
共 5 条
  • [1] [Anonymous], FUZZY SETS SYSTEMS
  • [2] [Anonymous], 2000, INTRO SUPPORT VECTOR
  • [3] Liu B, 1999, IEEE T FUZZY SYSTEMS
  • [4] MANGASARIAN OL, 1999, GEN SUPPORT VECTOR M
  • [5] Vapnik V., 1998, STAT LEARNING THEORY, V1