Gauthier Doquire

According to our database, Gauthier Doquire authored at least 20 papers between 2011 and 2014.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2014

Estimating mutual information for feature selection in the presence of label noise.

Benoît Frénay, Gauthier Doquire, Michel Verleysen

Comput. Stat. Data Anal., 2014

2013

Non-parametric feature selection for machine learning in complex settings.

Gauthier Doquire

PhD thesis, 2013

Is mutual information adequate for feature selection in regression?

Benoît Frénay, Gauthier Doquire, Michel Verleysen

Neural Networks, 2013

Distance estimation in numerical data sets with missing values.

Emil Eirola, Gauthier Doquire, Michel Verleysen, Amaury Lendasse

Inf. Sci., 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

Mutual information-based feature selection for multilabel classification.

Gauthier Doquire, Michel Verleysen

Neurocomputing, 2013

A graph Laplacian based approach to semi-supervised feature selection for regression problems.

Gauthier Doquire, Michel Verleysen

Neurocomputing, 2013

Risk Estimation and Feature Selection.

Gauthier Doquire, Benoît Frénay, Michel Verleysen

Proceedings of the 21st European Symposium on Artificial Neural Networks, 2013

2012

Feature selection with missing data using mutual information estimators.

Gauthier Doquire, Michel Verleysen

Neurocomputing, 2012

A Comparison of Multivariate Mutual Information Estimators for Feature Selection.

Gauthier Doquire, Michel Verleysen

Proceedings of the ICPRAM 2012, 2012

Handling Imprecise Labels in Feature Selection with Graph Laplacian.

Gauthier Doquire, Michel Verleysen

Proceedings of the ICPRAM 2012, 2012

On the Potential Inadequacy of Mutual Information for Feature Selection.

Benoît Frénay, Gauthier Doquire, Michel Verleysen

Proceedings of the 20th European Symposium on Artificial Neural Networks, 2012

2011

Feature Selection for Interpatient Supervised Heart Beat Classification.

Gauthier Doquire, Gaël de Lannoy, Damien François, Michel Verleysen

Comput. Intell. Neurosci., 2011

Graph Laplacian for Semi-supervised Feature Selection in Regression Problems.

Gauthier Doquire, Michel Verleysen

Proceedings of the Advances in Computational Intelligence, 2011

Feature Selection for Multi-label Classification Problems.

Gauthier Doquire, Michel Verleysen

Proceedings of the Advances in Computational Intelligence, 2011

An Hybrid Approach to Feature Selection for Mixed Categorical and Continuous Data.

Gauthier Doquire, Michel Verleysen

Proceedings of the KDIR 2011, 2011

Mutual information based feature selection for mixed data.

Gauthier Doquire, Michel Verleysen

Proceedings of the 19th European Symposium on Artificial Neural Networks, 2011

Mutual information for feature selection with missing data.

Gauthier Doquire, Michel Verleysen

Proceedings of the 19th European Symposium on Artificial Neural Networks, 2011

Feature Selection with Mutual Information for Uncertain Data.

Gauthier Doquire, Michel Verleysen

Proceedings of the Data Warehousing and Knowledge Discovery, 2011

Feature Selection for Inter-patient Supervised Heart Beat Classification.

Gauthier Doquire, Gaël de Lannoy, Damien François, Michel Verleysen

Proceedings of the BIOSIGNALS 2011, 2011