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    ICML
    2010
    IEEE
    201views Machine Learning» more  ICML 2010»
    Robust Formulations for Handling Uncertainty in Kernel Matrices
    14 years 19 days ago
    Robust Formulations for Handling Uncertainty in Kernel Matrices
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    We study the problem of uncertainty in the entries of the Kernel matrix, arising in SVM formulation. Using Chance Constraint Programming and a novel large deviation inequality we ...
    Sahely Bhadra, Sourangshu Bhattacharya, Chiranjib ...
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