ICML-Relative Deviation Margin Bounds

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Relative Deviation Margin Bounds

              Corinna Cortes 1 Mehryar Mohri 1 2 Ananda Theertha Suresh 1

             Abstract                 they are used with positive definite kernels such as Gaus-
   We present a series of new and more favorable         sian kernels, for which the dimension of the feature space
   margin-based learning guarantees that depend on        is infinite. Similarly, margin-based learning bounds have
   the empirical margin loss of a predictor. We give       hel ...

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关键词：Deviation Relative Bounds margin ATION