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Abstract
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Article Information:
A Direct-Construction Based Fuzzy Support Vector Classifier
Yong Zhang, Jianying Wang, Min Ji and Dan Huang
Corresponding Author: Yong Zhang
Submitted: December 27, 2011
Accepted: January 16, 2012
Published: July 15, 2012 |
Abstract:
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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.
Key words: Classifier, fuzzy c-means, multi-class classification, support vector machine, , ,
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Abstract
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Cite this Reference:
Yong Zhang, Jianying Wang, Min Ji and Dan Huang, . A Direct-Construction Based Fuzzy Support Vector Classifier. Research Journal of Applied Sciences, Engineering and Technology, (14): 2067-2071.
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ISSN (Online): 2040-7467
ISSN (Print): 2040-7459 |
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