Gilles Celeux

Publication Activity (10 Years)

Years Active: 1989-2024
Publications (10 Years): 4

Top Topics

Heterogeneous Data Sets

Variable Selection

Categorical Variables

Hierarchical Clustering

Top Venues

Adv. Data Anal. Classif.

Publications

Aude Sportisse, Matthieu Marbac, Fabien Laporte, Gilles Celeux, Claire Boyer, Julie Josse, Christophe Biernacki
Model-based clustering with missing not at random data. Stat. Comput. 34 (4) (2024)
Gilles Celeux, Serge X. Cohen, Agnès Grimaud, Pierre Gueriau
Hierarchical Clustering of Spectral Images with Spatial Constraints for the Rapid Processing of Large and Heterogeneous Data Sets. SN Comput. Sci. 3 (3) (2022)
Aude Sportisse, Christophe Biernacki, Claire Boyer, Julie Josse, Matthieu Marbac Lourdelle, Gilles Celeux, Fabien Laporte
Model-based Clustering with Missing Not At Random Data. CoRR (2021)
Gilles Celeux, Cathy Maugis-Rabusseau, Mohammed Sedki
Variable selection in model-based clustering and discriminant analysis with a regularization approach. Adv. Data Anal. Classif. 13 (1) (2019)
Jean-Patrick Baudry, Margarida G. M. S. Cardoso, Gilles Celeux, Maria José Amorim, Ana Sousa Ferreira
Enhancing the selection of a model-based clustering with external categorical variables. Adv. Data Anal. Classif. 9 (2) (2015)
Andrea Rau, Cathy Maugis-Rabusseau, Marie-Laure Martin-Magniette, Gilles Celeux
Co-expression analysis of high-throughput transcriptome sequencing data with Poisson mixture models. Bioinform. 31 (9) (2015)
Jana Kalawoun, Patrick Pamphile, Gilles Celeux, Krystyna Biletska, Maxime Montaru
Estimation of the battery state of charge: A Switching Markov state-space model. EUSIPCO (2015)
Jean-Patrick Baudry, Gilles Celeux
EM for mixtures - Initialization requires special care. Stat. Comput. 25 (4) (2015)
Christine Keribin, Vincent Brault, Gilles Celeux, Gérard Govaert
Estimation and selection for the latent block model on categorical data. Stat. Comput. 25 (6) (2015)
Vincent Vandewalle, Christophe Biernacki, Gilles Celeux, Gérard Govaert
A predictive deviance criterion for selecting a generative model in semi-supervised classification. Comput. Stat. Data Anal. 64 (2013)
Andrea Rau, Mélina Gallopin, Gilles Celeux, Florence Jaffrézic
Data-based filtering for replicated high-throughput transcriptome sequencing experiments. Bioinform. 29 (17) (2013)
Gilles Celeux
Approximate Bayesian computation methods. Stat. Comput. 22 (6) (2012)
Charles Bouveyron, Gilles Celeux, Stéphane Girard
Intrinsic dimension estimation by maximum likelihood in isotropic probabilistic PCA. Pattern Recognit. Lett. 32 (14) (2011)
Cathy Maugis, Gilles Celeux, Marie-Laure Martin-Magniette
Variable selection in model-based discriminant analysis. J. Multivar. Anal. 102 (10) (2011)
Pierre Barbillon, Gilles Celeux, Agnès Grimaud, Yannick Lefebvre, Etienne de Rocquigny
Nonlinear methods for inverse statistical problems. Comput. Stat. Data Anal. 55 (1) (2011)
Cathy Maugis, Marie-Laure Martin-Magniette, Jean-Philippe Tamby, Jean-Pierre Renou, Alain Lecharny, Sébastien Aubourg, Gilles Celeux
Sélection de variables pour la classification par mélanges gaussiens pour prédire la fonction des gènes orphelins. Monde des Util. Anal. Données 40 (2009)
Cathy Maugis, Gilles Celeux, Marie-Laure Martin-Magniette
Variable selection in model-based clustering: A general variable role modeling. Comput. Stat. Data Anal. 53 (11) (2009)
Gilles Celeux, Jean-Baptiste Durand
Selecting hidden Markov model state number with cross-validated likelihood. Comput. Stat. 23 (4) (2008)
Damien Tessier, Marc Schoenauer, Christophe Biernacki, Gilles Celeux, Gérard Govaert
Parameter Setting for Evolutionary Latent Class Clustering. ISICA (2007)
Gilles Celeux
Mixture Models for Classification. GfKl (2006)
Christophe Biernacki, Gilles Celeux, Gérard Govaert, Florent Langrognet
Model-based cluster and discriminant analysis with the MIXMOD software. Comput. Stat. Data Anal. 51 (2) (2006)
Guillaume Bouchard, Gilles Celeux
Selection of Generative Models in Classification. IEEE Trans. Pattern Anal. Mach. Intell. 28 (4) (2006)
Christophe Biernacki, Gilles Celeux, Anwuli Echenim, Gérard Govaert, Florent Langrognet
Le logiciel MIXMOD d'analyse de mélange pour la classification et l'analyse discriminante. Monde des Util. Anal. Données 35 (2006)
Gilles Celeux, Franck Corset, André Lannoy, Benoît Ricard
Designing a Bayesian network for preventive maintenance from expert opinions in a rapid and reliable way. Reliab. Eng. Syst. Saf. 91 (7) (2006)
Gilles Celeux, Jean-Michel Marin, Christian P. Robert
Iterated importance sampling in missing data problems. Comput. Stat. Data Anal. 50 (12) (2006)
Gilles Celeux, Jacinto C. Nascimento, Jorge S. Marques
Learning switching dynamic models for objects tracking. Pattern Recognit. 37 (9) (2004)
Christophe Biernacki, Gilles Celeux, Gérard Govaert
Choosing starting values for the EM algorithm for getting the highest likelihood in multivariate Gaussian mixture models. Comput. Stat. Data Anal. 41 (3-4) (2003)
Gilles Celeux, Florence Forbes, Nathalie Peyrard
EM procedures using mean field-like approximations for Markov model-based image segmentation. Pattern Recognit. 36 (1) (2003)
Anne Guérin-Dugué, Gilles Celeux
Discriminant Analysis on Dissimilarity Data : a New Fast Gaussian like Algorithm. AISTATS (2001)
Robert T. Collins, Christophe Biernacki, Gilles Celeux, Alan J. Lipton, Gérard Govaert, Takeo Kanade
Introduction to the Special Section on Video Surveillance. IEEE Trans. Pattern Anal. Mach. Intell. 22 (8) (2000)
Christophe Biernacki, Gilles Celeux, Gérard Govaert
An improvement of the NEC criterion for assessing the number of clusters in a mixture model. Pattern Recognit. Lett. 20 (3) (1999)
Gilles Celeux
Bayesian Inference for Mixture: The Label Switching Problem. COMPSTAT (1998)
Halima Bensmail, Gilles Celeux, Adrian E. Raftery, Christian P. Robert
Inference in model-based cluster analysis. Stat. Comput. 7 (1) (1997)
Gilles Celeux, Gérard Govaert
Gaussian parsimonious clustering models. Pattern Recognit. 28 (5) (1995)
Sami Bochi, Gilles Celeux, Abdallah Mkhadri
Le modèle d'indépendance conditionnelle : le programme DISIND. Monde des Util. Anal. Données 11 (1993)
Sami Bochi, Gilles Celeux, Abdallah Mkhadri
Notice du programme DISIND. Monde des Util. Anal. Données 11 (1993)
Claudine Robert, Gilles Celeux
Réponse des auteurs. Monde des Util. Anal. Données 11 (1993)
Gilles Celeux, Claudine Robert
Une histoire de discrétisation. Monde des Util. Anal. Données 11 (1993)
Gilles Celeux, Jean Clairambault
Analyse Discriminante appliquée à l'étude du rythme cardiaque: développements methodologiques. Monde des Util. Anal. Données 8 (1991)
Gilles Celeux, Jean Clairambault
Analyse Discriminante appliquée à l'étude du rythme cardiaque. Monde des Util. Anal. Données 8 (1991)
Gilles Celeux, Jean-Christophe Turlot
Estimation de la qualité d'une règle discriminante. Monde des Util. Anal. Données 4 (1989)