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    NECO
    2007
    69views more  NECO 2007»
    Fast Generalized Cross-Validation Algorithm for Sparse Model Learning
    13 years 4 months ago
    Fast Generalized Cross-Validation Algorithm for Sparse Model Learning
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    S. Sundararajan, Shirish Krishnaj Shevade, S. Sath...
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    SDM
    2008
    SIAM
    165views Data Mining» more  SDM 2008»
    On the Dangers of Cross-Validation. An Experimental Evaluation
    13 years 6 months ago
    On the Dangers of Cross-Validation. An Experimental Evaluation
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    Cross validation allows models to be tested using the full training set by means of repeated resampling; thus, maximizing the total number of points used for testing and potential...
    R. Bharat Rao, Glenn Fung
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    ICML
    2004
    IEEE
    178views Machine Learning» more  ICML 2004»
    A fast iterative algorithm for fisher discriminant using heterogeneous kernels
    14 years 6 months ago
    A fast iterative algorithm for fisher discriminant using heterogeneous kernels
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    We propose a fast iterative classification algorithm for Kernel Fisher Discriminant (KFD) using heterogeneous kernel models. In contrast with the standard KFD that requires the us...
    Glenn Fung, Murat Dundar, Jinbo Bi, R. Bharat Rao
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    PR
    2007
    104views more  PR 2007»
    Optimizing resources in model selection for support vector machine
    13 years 4 months ago
    Optimizing resources in model selection for support vector machine
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    Tuning SVM hyperparameters is an important step in achieving a high-performance learning machine. It is usually done by minimizing an estimate of generalization error based on the...
    Mathias M. Adankon, Mohamed Cheriet
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    TSP
    2008
    146views more  TSP 2008»
    Improved M-FOCUSS Algorithm With Overlapping Blocks for Locally Smooth Sparse Signals
    13 years 5 months ago
    Improved M-FOCUSS Algorithm With Overlapping Blocks for Locally Smooth Sparse Signals
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    Abstract-- The FOCal Underdetermined System Solver (FOCUSS) algorithm has already found many applications in signal processing and data analysis, whereas the regularized MFOCUSS al...
    Rafal Zdunek, Andrzej Cichocki
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