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Displaying 8 results.
    • Journal article
    Theoretical and empirical study on the potential inadequacy of mutual information for feature selection in classification
    Frénay, Benoît[UCL] Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2013) Neurocomputing — Vol. 112, p. 64-78 (2013)
    • Journal article
    Distance estimation in numerical data sets with missing values
    Eirola, Emile Doquire, Gauthier[UCL] Verleysen, Michel[UCL] Landasse, Amaury (2013) Information Sciences — Vol. 240, p. 115-128 (10/08/2013)
    • Journal article
    Estimating Mutual information for feature selection in the presence of label noise
    Frénay, Benoît[UCL] Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2014) Computational Statistics & Data Analysis — Vol. 71, p. 832-848 (1 May 2013)
    • Journal article
    Feature selection with missing data using mutual information estimators
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2012) Neurocomputing — Vol. 90, no.1, p. 3-11 (August 2012)
    • Journal article
    Mutual information-based feature selection for multilabel classification
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2013) Neurocomputing — Vol. 122, p. 148-155 (25/12/2013)
    • BookChapter
    A Performance Evaluation of Mutual Estimators for Multivariate Feature Selection
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2013) Pattern Recognition - Applications and Methods — [ISBN : 978-3-642-36529-4]
    • Journal article
    A graph Laplacian based approach to semi-supervised feature selection for regression problems
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2013) Neurocomputing — Vol. 121, p. 5-13 (09/12/2013)
    • Journal article
    Is mutual information adequate for feature selection in regression?
    Frénay, Benoît[UCL] Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2013) Neural Networks — Vol. 48, p. 1-7 (4 July 2013)