Universum Learning for Multiclass SVM
2016-09-29Unverified0· sign in to hype
Sauptik Dhar, Naveen Ramakrishnan, Vladimir Cherkassky, Mohak Shah
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We introduce Universum learning for multiclass problems and propose a novel formulation for multiclass universum SVM (MU-SVM). We also propose a span bound for MU-SVM that can be used for model selection thereby avoiding resampling. Empirical results demonstrate the effectiveness of MU-SVM and the proposed bound.