Edit Profile (opens in new tab) Govaert, Gérard Co-Author Distance Author ID: govaert.gerard Published as: Govaert, Gérard; Govaert, G.; Govaert, Gerard more...less Documents Indexed: 41 Publications since 1974 3 Contributions as Editor Co-Authors: 24 Co-Authors with 41 Joint Publications 326 Co-Co-Authors all top 5 Co-Authors 3 single-authored 12 Nadif, Mohamed 11 Celeux, Gilles 6 Biernacki, Christophe 6 Samé, Allou 5 Ambroise, Christophe 5 Diday, Edwin 3 Aknin, Patrice 2 Chamroukhi, Faicel 1 Brault, Vincent 1 Dang, Mô 1 Denœux, Thierry 1 El Assaad, Hani 1 Grandvalet, Yves 1 Ingrassia, Salvatore 1 Jollois, François-Xavier 1 Keribin, Christine 1 Langrognet, Florent 1 Lechevallier, Yl. 1 Lomet, Aurore 1 McLachlan, Geoffrey John 1 Priam, Rodolphe 1 Ralambondrainy, Henri 1 Sidi, J. 1 Vandewalle, Vincent all top 5 Serials 8 Computational Statistics and Data Analysis 4 Advances in Data Analysis and Classification. ADAC 2 Journal of Classification 2 Applied Stochastic Models and Data Analysis 2 Statistics and Computing 1 Control and Cybernetics 1 Journal of Statistical Planning and Inference 1 Kybernetika 1 Neural Networks 1 Communications in Statistics. Theory and Methods 1 European Journal of Operational Research 1 Journal of Statistical Computation and Simulation 1 Comptes Rendus de l’Académie des Sciences. Série I 1 Pattern Recognition Letters 1 PAA. Pattern Analysis and Applications 1 Comptes Rendus Hebdomadaires des Séances de l’Académie des Sciences, Série A 1 Revue Française d’Automatique, Informatique, Recherche Opérationnelle (RAIRO). Informatique all top 5 Fields 40 Statistics (62-XX) 9 Computer science (68-XX) 7 Numerical analysis (65-XX) 3 General and overarching topics; collections (00-XX) 2 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Probability theory and stochastic processes (60-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 35 Publications have been cited 652 times in 431 Documents Cited by ▼ Year ▼ Choosing starting values for the EM algorithm for getting the highest likelihood in multivariate Gaussian mixture models. Zbl 1429.62235Biernacki, Christophe; Celeux, Gilles; Govaert, Gérard 136 2003 A classification EM algorithm for clustering and two stochastic versions. Zbl 0937.62605Celeux, Gilles; Govaert, Gérard 117 1992 Block clustering with Bernoulli mixture models: comparison of different approaches. Zbl 1452.62444Govaert, Gérard; Nadif, Mohamed 58 2008 Clustering criteria for discrete data and latent class models. Zbl 0775.62150Celeux, Gilles; Govaert, Gérard 37 1991 Estimation and selection for the latent block model on categorical data. Zbl 1331.62149Keribin, Christine; Brault, Vincent; Celeux, Gilles; Govaert, Gérard 35 2015 Model-based cluster and discriminant analysis with the MIXMOD software. Zbl 1157.62431Biernacki, Christophe; Celeux, Gilles; Govaert, Gérard; Langrognet, Florent 34 2006 An improvement of the NEC criterion for assessing the number of clusters in a mixture model. Zbl 0933.68117Biernacki, Christophe; Celeux, Gilles; Govaert, Gérard 29 1999 Latent block model for contingency table. Zbl 1187.62117Govaert, Gérard; Nadif, Mohamed 29 2010 Clustering for binary data and mixture models – choice of the model. Zbl 0910.62021Nadif, M.; Govaert, G. 16 1997 Model-based clustering and segmentation of time series with changes in regime. Zbl 1274.62427Samé, Allou; Chamroukhi, Faicel; Govaert, Gérard; Aknin, Patrice 16 2011 Mutual information, phi-squared and model-based co-clustering for contingency tables. Zbl 1416.62309Govaert, Gérard; Nadif, Mohamed 16 2018 Exact and Monte Carlo calculations of integrated likelihoods for the latent class model. Zbl 1203.62027Biernacki, C.; Celeux, G.; Govaert, G. 15 2010 Simultaneous clustering of rows and columns. Zbl 0852.62055Govaert, Gérard 13 1995 Classification automatique avec distances adaptatives. Zbl 0375.62061Diday, E.; Govaert, G. 12 1977 Choosing models in model-based clustering and discriminant analysis. Zbl 1156.62335Biernacki, Christophe; Govaert, Gérard 12 1999 Block clustering of contingency table and mixture model. Zbl 1165.68418Nadif, Mohamed; Govaert, Gérard 9 2005 Time series modeling by a regression approach based on a latent process. Zbl 1342.62144Chamroukhi, Faicel; Samé, Allou; Govaert, Gérard; Aknin, Patrice 9 2009 Comparison of the mixture and the classification maximum likelihood in cluster analysis with binary data. Zbl 0900.62325Govaert, G.; Nadif, M. 7 1996 EM algorithm for partially known labels. Zbl 1029.62056Ambroise, C.; Govaert, G. 6 2000 La methode des nuees dynamiques. (The method of dynamic clusters). Zbl 0729.62574Celeux, G.; Diday, E.; Govaert, G.; Lechevallier, Yl.; Ralambondrainy, H. 6 1987 Model selection for Gaussian latent block clustering with the integrated classification likelihood. Zbl 1416.62349Lomet, Aurore; Govaert, Gérard; Grandvalet, Yves 6 2018 Clustering of contingency table and mixture model. Zbl 1138.62035Govaert, Gérard; Nadif, Mohamed 5 2007 Block Bernoulli parsimonious clustering models. Zbl 1181.68234Govaert, Gérard; Nadif, Mohamed 4 2007 Clustering in pattern recognition. Zbl 0503.68065Diday, E.; Govaert, G.; Lechevallier, Y.; Sidi, J. 3 1981 Binary clustering with missing data. Zbl 0800.62322Nadif, M.; Govaert, G. 3 1993 A classification EM algorithm for binned data. Zbl 1157.62445Samé, Allou; Ambroise, Christophe; Govaert, Gérard 3 2006 Data analysis. Translation from the French. Zbl 1328.62024 3 2009 Topographic Bernoulli block mixture mapping for binary tables. Zbl 1328.62389Priam, Rodolphe; Nadif, Mohamed; Govaert, Gérard 3 2014 Constrained clustering and Kohonen self-organizing maps. Zbl 0877.62064Ambroise, Christophe; Govaert, Gérard 2 1996 Classification avec distance adaptative. Zbl 0283.68065Diday, Edwin; Govaert, Gerard 2 1974 Latent class models for categorical data. Zbl 1396.62125Celeux, G.; Govaert, Gérard 2 2016 A mixture model-based on-line CEM algorithm. Zbl 1165.68429Samé, Allou; Govaert, Gérard; Ambroise, Christophe 1 2005 Data analysis. (Analyse des données.) Zbl 1304.62026 1 2003 A predictive deviance criterion for selecting a generative model in semi-supervised classification. Zbl 1468.62202Vandewalle, Vincent; Biernacki, Christophe; Celeux, Gilles; Govaert, Gérard 1 2013 Special issue on “New trends on model-based clustering and classification”. Preface by the guest editors. Zbl 1476.00069 1 2015 Mutual information, phi-squared and model-based co-clustering for contingency tables. Zbl 1416.62309Govaert, Gérard; Nadif, Mohamed 16 2018 Model selection for Gaussian latent block clustering with the integrated classification likelihood. Zbl 1416.62349Lomet, Aurore; Govaert, Gérard; Grandvalet, Yves 6 2018 Latent class models for categorical data. Zbl 1396.62125Celeux, G.; Govaert, Gérard 2 2016 Estimation and selection for the latent block model on categorical data. Zbl 1331.62149Keribin, Christine; Brault, Vincent; Celeux, Gilles; Govaert, Gérard 35 2015 Special issue on “New trends on model-based clustering and classification”. Preface by the guest editors. Zbl 1476.00069 1 2015 Topographic Bernoulli block mixture mapping for binary tables. Zbl 1328.62389Priam, Rodolphe; Nadif, Mohamed; Govaert, Gérard 3 2014 A predictive deviance criterion for selecting a generative model in semi-supervised classification. Zbl 1468.62202Vandewalle, Vincent; Biernacki, Christophe; Celeux, Gilles; Govaert, Gérard 1 2013 Model-based clustering and segmentation of time series with changes in regime. Zbl 1274.62427Samé, Allou; Chamroukhi, Faicel; Govaert, Gérard; Aknin, Patrice 16 2011 Latent block model for contingency table. Zbl 1187.62117Govaert, Gérard; Nadif, Mohamed 29 2010 Exact and Monte Carlo calculations of integrated likelihoods for the latent class model. Zbl 1203.62027Biernacki, C.; Celeux, G.; Govaert, G. 15 2010 Time series modeling by a regression approach based on a latent process. Zbl 1342.62144Chamroukhi, Faicel; Samé, Allou; Govaert, Gérard; Aknin, Patrice 9 2009 Data analysis. Translation from the French. Zbl 1328.62024 3 2009 Block clustering with Bernoulli mixture models: comparison of different approaches. Zbl 1452.62444Govaert, Gérard; Nadif, Mohamed 58 2008 Clustering of contingency table and mixture model. Zbl 1138.62035Govaert, Gérard; Nadif, Mohamed 5 2007 Block Bernoulli parsimonious clustering models. Zbl 1181.68234Govaert, Gérard; Nadif, Mohamed 4 2007 Model-based cluster and discriminant analysis with the MIXMOD software. Zbl 1157.62431Biernacki, Christophe; Celeux, Gilles; Govaert, Gérard; Langrognet, Florent 34 2006 A classification EM algorithm for binned data. Zbl 1157.62445Samé, Allou; Ambroise, Christophe; Govaert, Gérard 3 2006 Block clustering of contingency table and mixture model. Zbl 1165.68418Nadif, Mohamed; Govaert, Gérard 9 2005 A mixture model-based on-line CEM algorithm. Zbl 1165.68429Samé, Allou; Govaert, Gérard; Ambroise, Christophe 1 2005 Choosing starting values for the EM algorithm for getting the highest likelihood in multivariate Gaussian mixture models. Zbl 1429.62235Biernacki, Christophe; Celeux, Gilles; Govaert, Gérard 136 2003 Data analysis. (Analyse des données.) Zbl 1304.62026 1 2003 EM algorithm for partially known labels. Zbl 1029.62056Ambroise, C.; Govaert, G. 6 2000 An improvement of the NEC criterion for assessing the number of clusters in a mixture model. Zbl 0933.68117Biernacki, Christophe; Celeux, Gilles; Govaert, Gérard 29 1999 Choosing models in model-based clustering and discriminant analysis. Zbl 1156.62335Biernacki, Christophe; Govaert, Gérard 12 1999 Clustering for binary data and mixture models – choice of the model. Zbl 0910.62021Nadif, M.; Govaert, G. 16 1997 Comparison of the mixture and the classification maximum likelihood in cluster analysis with binary data. Zbl 0900.62325Govaert, G.; Nadif, M. 7 1996 Constrained clustering and Kohonen self-organizing maps. Zbl 0877.62064Ambroise, Christophe; Govaert, Gérard 2 1996 Simultaneous clustering of rows and columns. Zbl 0852.62055Govaert, Gérard 13 1995 Binary clustering with missing data. Zbl 0800.62322Nadif, M.; Govaert, G. 3 1993 A classification EM algorithm for clustering and two stochastic versions. Zbl 0937.62605Celeux, Gilles; Govaert, Gérard 117 1992 Clustering criteria for discrete data and latent class models. Zbl 0775.62150Celeux, Gilles; Govaert, Gérard 37 1991 La methode des nuees dynamiques. (The method of dynamic clusters). Zbl 0729.62574Celeux, G.; Diday, E.; Govaert, G.; Lechevallier, Yl.; Ralambondrainy, H. 6 1987 Clustering in pattern recognition. Zbl 0503.68065Diday, E.; Govaert, G.; Lechevallier, Y.; Sidi, J. 3 1981 Classification automatique avec distances adaptatives. Zbl 0375.62061Diday, E.; Govaert, G. 12 1977 Classification avec distance adaptative. Zbl 0283.68065Diday, Edwin; Govaert, Gerard 2 1974 all cited Publications top 5 cited Publications all top 5 Cited by 697 Authors 19 Bouveyron, Charles 19 Govaert, Gérard 19 Punzo, Antonio 17 Biernacki, Christophe 17 Celeux, Gilles 17 Melnykov, Volodymyr 16 Nadif, Mohamed 14 Latouche, Pierre 10 McNicholas, Paul D. 9 de A. T. de Carvalho, Francisco 9 García-Escudero, Luis Angel 9 Jacques, Julien 9 Mayo-Iscar, Agustin 8 Browne, Ryan P. 8 Zhu, Xuwen 7 Ambroise, Christophe 7 Ingrassia, Salvatore 7 Murphy, Thomas Brendan 6 Marbac, Matthieu 6 Verde, Rosanna 6 Volkovich, Vladimir E. 5 Bartolucci, Francesco 5 Gordaliza, Alfonso 5 Lechevallier, Yves 5 Lember, Jüri 5 Lin, Tsung I. 5 Maruotti, Antonello 5 Michael, Semhar 4 Alfò, Marco 4 Arnold, Richard A. 4 Barzily, Zeev 4 Baudry, Jean-Patrick 4 Bock, Hans-Hermann 4 Brault, Vincent 4 Chamroukhi, Faicel 4 Côme, Etienne 4 Corneli, Marco 4 Fernández, Daniel 4 Galimberti, Giuliano 4 Girard, Stéphane 4 Koloydenko, Alexey Alexandrovich 4 Lagona, Francesco 4 Martin-Magniette, Marie-Laure 4 Maugis, Cathy 4 McLachlan, Geoffrey John 4 Nguyen, Hien Duy 4 Pandolfi, Silvia 4 Schepers, Jan 4 Soffritti, Gabriele 4 Toledano-Kitai, Dvora 4 Vandewalle, Vincent 4 Vichi, Maurizio 4 Viroli, Cinzia 4 Yang, Miin-Shen 3 Anderlucci, Laura 3 Andrews, Jeffrey L. 3 Avros, Renata 3 Bagnato, Luca 3 Balzanella, Antonio 3 DeSarbo, Wayne S. 3 Faria, Susana 3 Friel, Nial 3 Gyllenberg, Mats 3 Irpino, Antonio 3 Jouvin, Nicolas 3 Keribin, Christine 3 Koski, Timo J. T. 3 Labiod, Lazhar 3 Liu, Ivy 3 Lourme, Alexandre 3 Maitra, Ranjan 3 Mariadassou, Mahendra 3 Marinaki, Magdalene 3 Marinakis, Yannis 3 Martella, Francesca 3 Matrán, Carlos 3 Matsatsinis, Nikolaos F. 3 Montanari, Giorgio Eduardo 3 Picone, Marco 3 Pledger, Shirley 3 Rastelli, Riccardo 3 Riani, Marco 3 Robin, Stéphane 3 Rossi, Fabrice 3 Samé, Allou 3 Sarkar, Shuchismita 3 Sedki, Mohammed A. 3 Tomarchio, Salvatore D. 3 Van Mechelen, Iven 3 Vittadini, Giorgio 3 Weber, Gerhard-Wilhelm 3 Zopounidis, Constantin 2 Aknin, Patrice 2 Alquier, Pierre 2 Bacci, Silvia 2 Birmele, Etienne 2 Boulle, Marc 2 Brunet, Camille 2 Costilla, Roy 2 Dean, Nema ...and 597 more Authors all top 5 Cited in 83 Serials 72 Computational Statistics and Data Analysis 49 Advances in Data Analysis and Classification. ADAC 39 Statistics and Computing 30 Journal of Classification 20 Computational Statistics 14 The Annals of Applied Statistics 12 Pattern Recognition 9 Journal of Statistical Computation and Simulation 9 Journal of Applied Statistics 9 Electronic Journal of Statistics 8 Psychometrika 8 Communications in Statistics. Simulation and Computation 8 Statistical Modelling 7 Journal of Multivariate Analysis 6 Statistical Papers 5 Information Sciences 5 Communications in Statistics. Theory and Methods 5 European Journal of Operational Research 5 Data Mining and Knowledge Discovery 4 Fuzzy Sets and Systems 4 Journal of Statistical Planning and Inference 4 Metron 4 Machine Learning 3 Biometrical Journal 3 Insurance Mathematics & Economics 3 Neural Networks 3 Annals of Operations Research 3 Neural Computation 3 Bernoulli 3 Journal of Computational and Graphical Statistics 2 The Canadian Journal of Statistics 2 Computers & Mathematics with Applications 2 International Statistical Review 2 Journal of Global Optimization 2 PAA. Pattern Analysis and Applications 2 Statistical Applications in Genetics and Molecular Biology 2 Statistical Analysis and Data Mining 2 AStA. Advances in Statistical Analysis 2 Operational Research. An International Journal 2 Statistics Surveys 2 Journal of Agricultural, Biological, and Environmental Statistics 1 Biological Cybernetics 1 Journal of the Franklin Institute 1 Linear and Multilinear Algebra 1 Metrika 1 Physica A 1 Scandinavian Journal of Statistics 1 Annals of the Institute of Statistical Mathematics 1 The Annals of Statistics 1 Biometrics 1 Journal of the American Statistical Association 1 Kybernetika 1 Theoretical Computer Science 1 OR Spektrum 1 Statistics & Probability Letters 1 Revue de Statistique Appliquée 1 Acta Applicandae Mathematicae 1 Journal of Symbolic Computation 1 Statistical Science 1 International Journal of Approximate Reasoning 1 Journal of Theoretical Probability 1 Economics Letters 1 YUJOR. Yugoslav Journal of Operations Research 1 Applied Mathematical Modelling 1 Journal of Mathematical Imaging and Vision 1 Test 1 International Journal of Computer Vision 1 Journal of Computational Neuroscience 1 Soft Computing 1 Journal of the Royal Statistical Society. Series C. Applied Statistics 1 Computational Geosciences 1 CEJOR. Central European Journal of Operations Research 1 Methodology and Computing in Applied Probability 1 International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 1 Statistical Methods in Medical Research 1 International Journal of Wavelets, Multiresolution and Information Processing 1 International Journal of Computational Methods 1 International Journal of Computational Intelligence and Applications 1 Mathematical Biosciences and Engineering 1 Journal of Statistical Theory and Practice 1 Sankhyā. Series B 1 Dependence Modeling 1 Mathematical Statistics and Learning all top 5 Cited in 20 Fields 389 Statistics (62-XX) 66 Numerical analysis (65-XX) 48 Computer science (68-XX) 23 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 17 Operations research, mathematical programming (90-XX) 16 Biology and other natural sciences (92-XX) 11 Probability theory and stochastic processes (60-XX) 9 Combinatorics (05-XX) 4 Systems theory; control (93-XX) 3 Linear and multilinear algebra; matrix theory (15-XX) 3 Information and communication theory, circuits (94-XX) 2 General and overarching topics; collections (00-XX) 2 Statistical mechanics, structure of matter (82-XX) 2 Geophysics (86-XX) 1 Mathematical logic and foundations (03-XX) 1 Order, lattices, ordered algebraic structures (06-XX) 1 Algebraic geometry (14-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Functional analysis (46-XX) 1 Mechanics of deformable solids (74-XX) Citations by Year