Gilles Celeux

According to our database1, Gilles Celeux authored at least 40 papers between 1989 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Model-based clustering with missing not at random data.
Stat. Comput., August, 2024

2022
Hierarchical Clustering of Spectral Images with Spatial Constraints for the Rapid Processing of Large and Heterogeneous Data Sets.
SN Comput. Sci., 2022

2019
Variable selection in model-based clustering and discriminant analysis with a regularization approach.
Adv. Data Anal. Classif., 2019

2015
Estimation and selection for the latent block model on categorical data.
Stat. Comput., 2015

EM for mixtures - Initialization requires special care.
Stat. Comput., 2015

Co-expression analysis of high-throughput transcriptome sequencing data with Poisson mixture models.
Bioinform., 2015

Enhancing the selection of a model-based clustering with external categorical variables.
Adv. Data Anal. Classif., 2015

Estimation of the battery state of charge: A Switching Markov state-space model.
Proceedings of the 23rd European Signal Processing Conference, 2015

2013
A predictive deviance criterion for selecting a generative model in semi-supervised classification.
Comput. Stat. Data Anal., 2013

Data-based filtering for replicated high-throughput transcriptome sequencing experiments.
Bioinform., 2013

2012
Approximate Bayesian computation methods.
Stat. Comput., 2012

2011
Intrinsic dimension estimation by maximum likelihood in isotropic probabilistic PCA.
Pattern Recognit. Lett., 2011

Variable selection in model-based discriminant analysis.
J. Multivar. Anal., 2011

Nonlinear methods for inverse statistical problems.
Comput. Stat. Data Anal., 2011

2009
Sélection de variables pour la classification par mélanges gaussiens pour prédire la fonction des gènes orphelins.
Monde des Util. Anal. Données, 2009

Variable selection in model-based clustering: A general variable role modeling.
Comput. Stat. Data Anal., 2009

2008
Selecting hidden Markov model state number with cross-validated likelihood.
Comput. Stat., 2008

2007
Parameter Setting for Evolutionary Latent Class Clustering.
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.
Reliab. Eng. Syst. Saf., 2006

Selection of Generative Models in Classification.
IEEE Trans. Pattern Anal. Mach. Intell., 2006

Le logiciel MIXMOD d'analyse de mélange pour la classification et l'analyse discriminante.
Monde des Util. Anal. Données, 2006

Iterated importance sampling in missing data problems.
Comput. Stat. Data Anal., 2006

Model-based cluster and discriminant analysis with the MIXMOD software.
Comput. Stat. Data Anal., 2006

Mixture Models for Classification.
Proceedings of the Advances in Data Analysis, 2006

2004
Learning switching dynamic models for objects tracking.
Pattern Recognit., 2004

2003
EM procedures using mean field-like approximations for Markov model-based image segmentation.
Pattern Recognit., 2003

Choosing starting values for the EM algorithm for getting the highest likelihood in multivariate Gaussian mixture models.
Comput. Stat. Data Anal., 2003

2001
Discriminant Analysis on Dissimilarity Data : a New Fast Gaussian like Algorithm.
Proceedings of the Eighth International Workshop on Artificial Intelligence and Statistics, 2001

2000
Introduction to the Special Section on Video Surveillance.
IEEE Trans. Pattern Anal. Mach. Intell., 2000

1999
An improvement of the NEC criterion for assessing the number of clusters in a mixture model.
Pattern Recognit. Lett., 1999

1998
Bayesian Inference for Mixture: The Label Switching Problem.
Proceedings of the COMPSTAT 1998, 1998

1997
Inference in model-based cluster analysis.
Stat. Comput., 1997

1995
Gaussian parsimonious clustering models.
Pattern Recognit., 1995

1993
Réponse des auteurs.
Monde des Util. Anal. Données, 1993

Une histoire de discrétisation.
Monde des Util. Anal. Données, 1993

Notice du programme DISIND.
Monde des Util. Anal. Données, 1993

Le modèle d'indépendance conditionnelle : le programme DISIND.
Monde des Util. Anal. Données, 1993

1991
Analyse Discriminante appliquée à l'étude du rythme cardiaque: développements methodologiques.
Monde des Util. Anal. Données, 1991

Analyse Discriminante appliquée à l'étude du rythme cardiaque.
Monde des Util. Anal. Données, 1991

1989
Estimation de la qualité d'une règle discriminante.
Monde des Util. Anal. Données, 1989


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