Gilles Celeux

According to our database, Gilles Celeux authored at least 40 papers between 1989 and 2022.

Collaborative distances:

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

2022

Hierarchical Clustering of Spectral Images with Spatial Constraints for the Rapid Processing of Large and Heterogeneous Data Sets.

Gilles Celeux, Serge X. Cohen, Agnès Grimaud, Pierre Gueriau

SN Comput. Sci., 2022

2021

Model-based Clustering with Missing Not At Random Data.

Aude Sportisse, Christophe Biernacki, Claire Boyer, Julie Josse, Matthieu Marbac Lourdelle, Gilles Celeux, Fabien Laporte

CoRR, 2021

2019

Variable selection in model-based clustering and discriminant analysis with a regularization approach.

Gilles Celeux, Cathy Maugis-Rabusseau, Mohammed Sedki

Adv. Data Anal. Classif., 2019

2015

Estimation and selection for the latent block model on categorical data.

Christine Keribin, Vincent Brault, Gilles Celeux, Gérard Govaert

Stat. Comput., 2015

EM for mixtures - Initialization requires special care.

Jean-Patrick Baudry, Gilles Celeux

Stat. Comput., 2015

Co-expression analysis of high-throughput transcriptome sequencing data with Poisson mixture models.

Andrea Rau, Cathy Maugis-Rabusseau, Marie-Laure Martin-Magniette, Gilles Celeux

Bioinform., 2015

Enhancing the selection of a model-based clustering with external categorical variables.

Jean-Patrick Baudry, Margarida G. M. S. Cardoso, Gilles Celeux, Maria José Amorim, Ana Sousa Ferreira

Adv. Data Anal. Classif., 2015

Estimation of the battery state of charge: A Switching Markov state-space model.

Jana Kalawoun, Patrick Pamphile, Gilles Celeux, Krystyna Biletska, Maxime Montaru

Proceedings of the 23rd European Signal Processing Conference, 2015

2013

A predictive deviance criterion for selecting a generative model in semi-supervised classification.

Vincent Vandewalle, Christophe Biernacki, Gilles Celeux, Gérard Govaert

Comput. Stat. Data Anal., 2013

Data-based filtering for replicated high-throughput transcriptome sequencing experiments.

Andrea Rau, Mélina Gallopin, Gilles Celeux, Florence Jaffrézic

Bioinform., 2013

2012

Approximate Bayesian computation methods.

Gilles Celeux

Stat. Comput., 2012

2011

Intrinsic dimension estimation by maximum likelihood in isotropic probabilistic PCA.

Charles Bouveyron, Gilles Celeux, Stéphane Girard

Pattern Recognit. Lett., 2011

Variable selection in model-based discriminant analysis.

Cathy Maugis, Gilles Celeux, Marie-Laure Martin-Magniette

J. Multivar. Anal., 2011

Nonlinear methods for inverse statistical problems.

Pierre Barbillon, Gilles Celeux, Agnès Grimaud, Yannick Lefebvre, Etienne de Rocquigny

Comput. Stat. Data Anal., 2011

2009

Sélection de variables pour la classification par mélanges gaussiens pour prédire la fonction des gènes orphelins.

Cathy Maugis, Marie-Laure Martin-Magniette, Jean-Philippe Tamby, Jean-Pierre Renou, Alain Lecharny, Sébastien Aubourg, Gilles Celeux

Monde des Util. Anal. Données, 2009

Variable selection in model-based clustering: A general variable role modeling.

Cathy Maugis, Gilles Celeux, Marie-Laure Martin-Magniette

Comput. Stat. Data Anal., 2009

2008

Selecting hidden Markov model state number with cross-validated likelihood.

Gilles Celeux, Jean-Baptiste Durand

Comput. Stat., 2008

2007

Parameter Setting for Evolutionary Latent Class Clustering.

Damien Tessier, Marc Schoenauer, Christophe Biernacki, Gilles Celeux, Gérard Govaert

Proceedings of the Advances in Computation and Intelligence, 2007

2006

Designing a Bayesian network for preventive maintenance from expert opinions in a rapid and reliable way.

Gilles Celeux, Franck Corset, André Lannoy, Benoît Ricard

Reliab. Eng. Syst. Saf., 2006

Selection of Generative Models in Classification.

Guillaume Bouchard, Gilles Celeux

IEEE Trans. Pattern Anal. Mach. Intell., 2006

Le logiciel MIXMOD d'analyse de mélange pour la classification et l'analyse discriminante.

Christophe Biernacki, Gilles Celeux, Anwuli Echenim, Gérard Govaert, Florent Langrognet

Monde des Util. Anal. Données, 2006

Iterated importance sampling in missing data problems.

Gilles Celeux, Jean-Michel Marin, Christian P. Robert

Comput. Stat. Data Anal., 2006

Model-based cluster and discriminant analysis with the MIXMOD software.

Christophe Biernacki, Gilles Celeux, Gérard Govaert, Florent Langrognet

Comput. Stat. Data Anal., 2006

Mixture Models for Classification.

Gilles Celeux

Proceedings of the Advances in Data Analysis, 2006

2004

Learning switching dynamic models for objects tracking.

Gilles Celeux, Jacinto C. Nascimento, Jorge S. Marques

Pattern Recognit., 2004

2003

EM procedures using mean field-like approximations for Markov model-based image segmentation.

Gilles Celeux, Florence Forbes, Nathalie Peyrard

Pattern Recognit., 2003

Choosing starting values for the EM algorithm for getting the highest likelihood in multivariate Gaussian mixture models.

Christophe Biernacki, Gilles Celeux, Gérard Govaert

Comput. Stat. Data Anal., 2003

2001

Discriminant Analysis on Dissimilarity Data : a New Fast Gaussian like Algorithm.

Anne Guérin-Dugué, Gilles Celeux

Proceedings of the Eighth International Workshop on Artificial Intelligence and Statistics, 2001

2000

Introduction to the Special Section on Video Surveillance.

Robert T. Collins, Christophe Biernacki, Gilles Celeux, Alan J. Lipton, Gérard Govaert, Takeo Kanade

IEEE Trans. Pattern Anal. Mach. Intell., 2000

1999

An improvement of the NEC criterion for assessing the number of clusters in a mixture model.

Christophe Biernacki, Gilles Celeux, Gérard Govaert

Pattern Recognit. Lett., 1999

1998

Bayesian Inference for Mixture: The Label Switching Problem.

Gilles Celeux

Proceedings of the COMPSTAT 1998, 1998

1997

Inference in model-based cluster analysis.

Halima Bensmail, Gilles Celeux, Adrian E. Raftery, Christian P. Robert

Stat. Comput., 1997

1995

Gaussian parsimonious clustering models.

Gilles Celeux, Gérard Govaert

Pattern Recognit., 1995

1993

Réponse des auteurs.

Claudine Robert, Gilles Celeux

Monde des Util. Anal. Données, 1993

Une histoire de discrétisation.

Gilles Celeux, Claudine Robert

Monde des Util. Anal. Données, 1993

Notice du programme DISIND.

Sami Bochi, Gilles Celeux, Abdallah Mkhadri

Monde des Util. Anal. Données, 1993

Le modèle d'indépendance conditionnelle : le programme DISIND.

Sami Bochi, Gilles Celeux, Abdallah Mkhadri

Monde des Util. Anal. Données, 1993

1991

Analyse Discriminante appliquée à l'étude du rythme cardiaque: développements methodologiques.

Gilles Celeux, Jean Clairambault

Monde des Util. Anal. Données, 1991

Analyse Discriminante appliquée à l'étude du rythme cardiaque.

Gilles Celeux, Jean Clairambault

Monde des Util. Anal. Données, 1991

1989

Estimation de la qualité d'une règle discriminante.

Gilles Celeux, Jean-Christophe Turlot

Monde des Util. Anal. Données, 1989