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Displaying 23 results.
    • Speech
    An hybrid approach to feature selection for mixed categorical and continuous data
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2011) International Conference on Knowledge Discovery and Information Retrieval (KDIR 2011) — Paris (France)
    • Speech
    Graph Laplacian for Semi-supervised Feature Selection in Regression Problems
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2011) 11th international work-conference on artificial neural networks (IWANN 2011) — Torremolinos (Spain)
    • Speech
    Feature selection for supervised inter-patient heart beat classification
    Doquire, Gauthier[UCL] de Lannoy, Gaël[UCL] François, Damien[UCL] Verleysen, Michel[UCL] (2011) 4th International Conference on Bio-inspired Systems and Signal Processing (BIOSIGNALS 2011) — Roma (Italy)
    • 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)
    • Speech
    Feature Selection for Multi-label Classification Problems
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2011) 11th international work-conference on artificial neural networks (IWANN 2011) — Torremolinos (Spain)
    • 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
    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)
    • 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]
    • Speech
    Feature selection with mutual information for uncertain data
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2011) 13th International Conference on Data Warehousing anf Knowledge Discovery (DaWaK 2011) — Toulouse (France)
    • Speech
    Mutual Information: an Adequate Tool for Feature Selection
    Frénay, Benoît[UCL] Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2013) 22nd edition of the annual Belgian-Dutch Conference on Machine Learning (BENELEARN 2013) — Nijmegen (the Netherlands)
    • Speech
    Mutual information for feature selection with missing data
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2011) 19th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning — Bruges (Belgium)
    • Speech
    A Comparison of Multivariate Mutual Information Estimators for Feature Selection
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2012) 2012 International Conference on Pattern Recognition Applications and Methods (ICPRAM 2012) — Vilamoura (Portugal)
    • Speech
    On the Potential Inadequacy of Mutual Information for Feature Selection
    Frénay, Benoît[UCL] Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2012) 20th International Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2012) — Bruges (Belgium)
    • Speech
    Mutual information based feature selection for mixed data
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2011) 19th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2011) — Bruges (Belgium)
    • 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
    Feature selection for supervised inter-patient heart beat classification
    Doquire, Gauthier[UCL] de Lannoy, Gaël[UCL] François, Damien[UCL] Verleysen, Michel[UCL] (2011) Computational Intelligence and Neuroscience — Vol. 2011, no. 643816, p. 1-9 (2011)
    • Speech
    Mutual information for feature selection with missing data
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2011) European Symposium on Artificial Neural Networks (ESANN 2011) — Bruges
    • Speech
    Risk Estimation and Feature Selection
    Doquire, Gauthier[UCL] Frénay, Benoît[UCL] Verleysen, Michel[UCL] (2013) European Symposium on Artificial Neural Networks (ESANN 2013) — Bruges (Belgium)
    • 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)
    • Speech
    Handling Imprecise Labels in Feature Selection with Graph Laplacian
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2012) 2012 International Conference on Pattern Recognition Applications and Methods (ICPRAM 2012) — Vilamoura (Portugal)
    • 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)