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    JMLR
    2008
    80views more  JMLR 2008»
    An Information Criterion for Variable Selection in Support Vector Machines
    13 years 4 months ago
    An Information Criterion for Variable Selection in Support Vector Machines
    Download  www.econ.kuleuven.be
    Gerda Claeskens, Christophe Croux, Johan Van Kerck...
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    JMLR
    2008
    132views more  JMLR 2008»
    Model Selection Through Sparse Maximum Likelihood Estimation for Multivariate Gaussian or Binary Data
    13 years 3 months ago
    Model Selection Through Sparse Maximum Likelihood Estimation for Multivariate Gaussian or Binary Data
    Download  www.eecs.berkeley.edu
    Onureena Banerjee, Laurent El Ghaoui, Alexandre d'...
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    JMLR
    2008
    104views more  JMLR 2008»
    Nearly Uniform Validation Improves Compression-Based Error Bounds
    13 years 4 months ago
    Nearly Uniform Validation Improves Compression-Based Error Bounds
    Download  jmlr.csail.mit.edu
    This paper develops bounds on out-of-sample error rates for support vector machines (SVMs). The bounds are based on the numbers of support vectors in the SVMs rather than on VC di...
    Eric Bax
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    JMLR
    2008
    89views more  JMLR 2008»
    An Error Bound Based on a Worst Likely Assignment
    13 years 4 months ago
    An Error Bound Based on a Worst Likely Assignment
    Download  jmlr.csail.mit.edu
    This paper introduces a new PAC transductive error bound for classification. The method uses information from the training examples and inputs of working examples to develop a set...
    Eric Bax, Augusto Callejas
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    JMLR
    2008
    107views more  JMLR 2008»
    A Library for Locally Weighted Projection Regression
    13 years 4 months ago
    A Library for Locally Weighted Projection Regression
    Download  homepages.inf.ed.ac.uk
    In this paper we introduce an improved implementation of locally weighted projection regression (LWPR), a supervised learning algorithm that is capable of handling high-dimensiona...
    Stefan Klanke, Sethu Vijayakumar, Stefan Schaal
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