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Displaying 15 results.
    • Book
    Towards Advanced Data Analysis by Combining Soft Computing and Statistics
    Borgelt, C. Gil, Maria Angeles Souza, Joao M.C. Verleysen, Michel[UCL] (2013)
    • 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
    Mutual information-based feature selection for multilabel classification
    Doquire, Gauthier[UCL] Verleysen, Michel[UCL] (2013) Neurocomputing — Vol. 122, p. 148-155 (25/12/2013)
    • Journal article
    Feature selection for nonlinear models with extreme learning machines
    Frénay, Benoît[UCL] van Heeswijk, Mark Miche, Yoan Verleysen, Michel[UCL] Lendasse, Amaury (2013) Neurocomputing — Vol. 102, p. 111-124 (15 February 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
    Improving projection-based data analysis by feature space transformations
    Schaefer, Matthias Zhang, Leishi Schreck, Tobias Tatu, Andrada Lee, John Aldo[UCL] Verleysen, Michel[UCL] Keim, Daniel A. (2013) Visualization and Data Analysis (VDA 2013) — Burlingame, CA (USA)
    • 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)
    • Speech
    Nonlinear dimensionality reduction for visualization
    Verleysen, Michel[UCL] Lee, John Aldo[UCL] (2013) 20th International Conference on Neural Information Processing(ICONIP 2013) — Daegu (South Korea)
    • 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)
    • 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)
    • Speech
    Sensitivity to parameter and data variations in dimensionality reduction techniques
    Garcia Fernandez, Francisco J. Verleysen, Michel[UCL] Lee, John Aldo[UCL] Diaz, Ignacio (2013) 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2013) — Bruges (Belgium)
    • 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
    Stability comparison of dimensionality reduction techniques attending to data and parameters variations
    Garcia-Fernandez, Francisco Verleysen, Michel[UCL] Lee, John Aldo[UCL] Diaz, Ignacio (2013) Visual Analytics using Multidimensional Projections Workshop (VAMP 2013-EuroVis 2013) — Leipzig (Germany)
    • Speech
    Assessing the repeatability and statistical advantages of homonuclear 2D-NMR spectra: an innovative clustering approach
    Feraud, Baptiste[UCL] Govaerts, Bernadette[UCL] Verleysen, Michel[UCL] (2013) 9th Annual International Conference of the Metabolomics Society — Glasgow (UK)