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Generalized SMO Algorithm for SVM-Based Multitask Learning

โœ Scribed by Cai, Feng; Cherkassky, Vladimir


Book ID
120671955
Publisher
Institute of Electrical and Electronics Engineers
Year
2012
Tongue
English
Weight
306 KB
Volume
23
Category
Article
ISSN
2162-237X

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The S-K algorithm (Schlesinger-Kozinec algorithm) and the modified kernel technique due to Friess et al. have been recently combined to solve SVM with L 2 cost function. In this paper, we generalize S-K algorithm to be applied for soft convex hulls. As a result, our algorithm can solve m-SVM based o