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    ESANN
    2001
    129views Neural Networks» more  ESANN 2001»
    Penalized least squares, model selection, convex hull classes and neural nets
    13 years 6 months ago
    Penalized least squares, model selection, convex hull classes and neural nets
    Download  www.dice.ucl.ac.be
    We develop improved risk bounds for function estimation with models such as single hidden layer neural nets, using a penalized least squares criterion to select the size of the mod...
    Gerald H. L. Cheang, Andrew R. Barron
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    IJCNN
    2007
    IEEE
    222views Neural Networks» more  IJCNN 2007»
    Agnostic Learning versus Prior Knowledge in the Design of Kernel Machines
    13 years 11 months ago
    Agnostic Learning versus Prior Knowledge in the Design of Kernel Machines
    Download  theoval.cmp.uea.ac.uk
    Abstract— The optimal model parameters of a kernel machine are typically given by the solution of a convex optimisation problem with a single global optimum. Obtaining the best p...
    Gavin C. Cawley, Nicola L. C. Talbot
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