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2012 (Vol. 4, Issue: 14)
Article Information:

A Direct-Construction Based Fuzzy Support Vector Classifier

Yong Zhang, Jianying Wang, Min Ji and Dan Huang
Corresponding Author:  Yong Zhang 

Key words:  Classifier, fuzzy c-means, multi-class classification, support vector machine, , ,
Vol. 4 , (14): 2067-2071
Submitted Accepted Published
December 27, 2011 January 16, 2012 July 15, 2012

This study presents a novel direct-construction based fuzzy multiclass support vector classifier based on previous multi-class classification method by Crammer and Singer (2001). In our proposed method, the membership degree is computed by fuzzy c-means clustering, the optimal problem and its constraints of multiclass classification are reconstructed and its corresponding Lagrangian formula is re-deduced. Experimental comparison with the previous study indicates that our method can obtain better classification ratio.
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  Cite this Reference:
Yong Zhang, Jianying Wang, Min Ji and Dan Huang, 2012. A Direct-Construction Based Fuzzy Support Vector Classifier.  Research Journal of Applied Sciences, Engineering and Technology, 4(14): 2067-2071.
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ISSN (Online):  2040-7467
ISSN (Print):   2040-7459
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