全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...

基于可能性理论的模糊支持向量分类机*

, PP. 7-14

Keywords: 机器学习,模糊支持向量分类机,可能性测度,三角模糊数

Full-Text   Cite this paper   Add to My Lib

Abstract:

研究模糊支持向量分类机的构建问题.其特点是:训练点输出的类型和最终的模糊分类函数的函数值均为三角模糊数.首先,以模糊事件的可能性测度为基础,将模糊分类问题转化为求解模糊机会约束规划问题.然后,利用模糊机会约束规划化为清晰等价规划的方法,将其转化为与其等价的二次规划.据此给出模糊支持向量分类机(算法).同时用一个简单算例说明该算法的合理性.

References

[1]  Vapnik V N. The Nature of Statistical Learning Theory. New York, USA: SpringerVerlag,1995
[2]  Cristianini N, ShaweTaylor J. Introduction to Support Vector Machines. Cambridge, UK: Cambridge University Press, 2000
[3]  Deng Naiyang, Tian Yingjie. The New Method in Data Mining-Support Vector Machines. Beijing, China: Science Press, 2004 (in Chinese) (邓乃扬,田英杰.数据挖掘中的新方法——支持向量机.北京:科学出版社,2004)
[4]  Lin Chunfu, Wang Shengde. Fuzzy Support Vector Machines. IEEE Trans on Neural Networks, 2002, 13(2): 464471
[5]  Tao Qing, Wang Jue. A New Fuzzy Support Vector Machine Based on the Weighted Margin. Neural Procession Letters, 2004, 20(3): 139150
[6]  Lee K Y, Kim D W, Lee K H, et al. Possibilistic Support Vector Machines. Pattern Recognition, 2005, 38(3): 13251327
[7]  Zadeh L A. Fuzzy Sets. Information and Control, 1965, 8(3): 338353
[8]  Zadeh L A. Fuzzy Sets as a Basis for a Theory of Possibility. Fuzzy Sets and Systems, 1978, 1(1): 328
[9]  Liu B, Iwamura K. Chance Constrained Programming with Fuzzy Parameters. Fuzzy Sets and Systems, 1998, 94(2): 227237
[10]  Liu Baoding, Zhao Ruiqing. Random Programming and Fuzzy Programming. Beijing, China: Tsinghua University Press, 1998 (in Chinese) (刘宝碇,赵瑞清.随机规划与模糊规划.北京:清华大学出版社, 1998)
[11]  Deng Naiyang, Zhu Meifang. Optimal Methods. Shenyang, China: Liaoning Education Press, 1987 (in Chinese) (邓乃扬,诸梅芳.最优化方法.沈阳:辽宁教育出版社, 1987)
[12]  Yuan Yaxiang, Sun Wenyu. Optimal Theories and Methods. Beijing, China: Science Press, 1997 (in Chinese) (袁亚湘,孙文瑜.最优化理论与方法.北京:科学出版社, 1997)
[13]  Zhang Wenxiu. Foundation of Fuzzy Mathematics. Xi’an, China: Xi’an Jiaotong University Press, 1995 (in Chinese) (张文修.模糊数学基础.西安:西安交通大出版社, 1995)

Full-Text

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133