| Abstract |
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. |
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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