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Generalization Bounds for Learning Kernels

Generalization Bounds for Learning Kernels,Corinna Cortes,Mehryar Mohri,Afshin Rostamizadeh

Generalization Bounds for Learning Kernels   (Citations: 3)
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    • ...The bound is the first known bound to apply to MKL with elastic net regularization; it matches the best previously known bound [8] for the special case of � 1 and � 2 regularization, and it is the first bound for � p block norm MKL with arbitrary p...
    • ...For instance, the main result in [8] bounds the Rademacher complexity of the � 1-norm regularizer with a O( � ln M/n )t erm...

    Marius Kloftet al. A Unifying View of Multiple Kernel Learning

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