Feature Selection for Inter-patient Supervised Heart Beat Classification. - Gauthier Doquire; Gaël de Lannoy; Damien François; Michel Verleysen (BIOSIGNALS, 2011)

Feature Selection with Mutual Information for Uncertain Data. - Gauthier Doquire; Michel Verleysen (DaWaK, 2011)

Mutual information for feature selection with missing data. - Gauthier Doquire; Michel Verleysen (ESANN, 2011)

Mutual information based feature selection for mixed data. - Gauthier Doquire; Michel Verleysen (ESANN, 2011)

An Hybrid Approach to Feature Selection for Mixed Categorical and Continuous Data. - Gauthier Doquire; Michel Verleysen (KDIR, 2011)

Feature Selection for Multi-label Classification Problems. - Gauthier Doquire; Michel Verleysen (IWANN (1), 2011)

Graph Laplacian for Semi-supervised Feature Selection in Regression Problems. - Gauthier Doquire; Michel Verleysen (IWANN (1), 2011)

Feature Selection for Interpatient Supervised Heart Beat Classification. - Gauthier Doquire; Gaël de Lannoy; Damien François; Michel Verleysen (Comput. Intell. Neurosci., 2011)

On the Potential Inadequacy of Mutual Information for Feature Selection. - Benoît Frénay; Gauthier Doquire; Michel Verleysen (ESANN, 2012)

Handling Imprecise Labels in Feature Selection with Graph Laplacian. - Gauthier Doquire; Michel Verleysen (ICPRAM (1), 2012)

A Comparison of Multivariate Mutual Information Estimators for Feature Selection. - Gauthier Doquire; Michel Verleysen (ICPRAM (1), 2012)

Feature selection with missing data using mutual information estimators. - Gauthier Doquire; Michel Verleysen (Neurocomputing, 2012)

Risk Estimation and Feature Selection. - Gauthier Doquire; Benoît Frénay; Michel Verleysen (ESANN, 2013)

A graph Laplacian based approach to semi-supervised feature selection for regression problems. - Gauthier Doquire; Michel Verleysen (Neurocomputing, 2013)

Mutual information-based feature selection for multilabel classification. - Gauthier Doquire; Michel Verleysen (Neurocomputing, 2013)

Theoretical and empirical study on the potential inadequacy of mutual information for feature selection in classification. - Benoît Frénay; Gauthier Doquire; Michel Verleysen (Neurocomputing, 2013)

Distance estimation in numerical data sets with missing values. - Emil Eirola; Gauthier Doquire; Michel Verleysen; Amaury Lendasse (Inf. Sci., 2013)

Is mutual information adequate for feature selection in regression? - Benoît Frénay; Gauthier Doquire; Michel Verleysen (Neural Networks, 2013)

Non-parametric feature selection for machine learning in complex settings. - Gauthier Doquire (2013)

Estimating mutual information for feature selection in the presence of label noise. - Benoît Frénay; Gauthier Doquire; Michel Verleysen (Comput. Stat. Data Anal., 2014)