Edit Profile (opens in new tab) Biernacki, Christophe Compute Distance To: Compute Author ID: biernacki.christophe Published as: Biernacki, Christophe; Biernacki, C. Homepage: http://math.univ-lille1.fr/~biernack/ Documents Indexed: 28 Publications since 1999 1 Contribution as Editor Co-Authors: 17 Co-Authors with 27 Joint Publications 161 Co-Co-Authors all top 5 Co-Authors 1 single-authored 7 Jacques, Julien 7 Vandewalle, Vincent 6 Govaert, Gérard 5 Celeux, Gilles 5 Marbac, Matthieu 4 Lourme, Alexandre 2 Beninel, Farid 2 Bretagnolle, Vincent 1 Alawieh, Hiba 1 Beben, Sébastien 1 Chrétien, Stéphane 1 Ehrhardt, Adrien 1 García-Escudero, Luis Angel 1 Heinrich, Philippe 1 Ingrassia, Salvatore 1 Langrognet, Florent 1 Selosse, Margot 1 Wicker, Nicolas 1 Yengo, Loïc all top 5 Serials 6 Computational Statistics and Data Analysis 3 Advances in Data Analysis and Classification. ADAC 2 Journal of Statistical Planning and Inference 2 Journal of Classification 2 Communications in Statistics. Theory and Methods 2 Journal of Applied Statistics 2 Journal de la Société Française de Statistique 2 Statistics and Computing 1 Scandinavian Journal of Statistics 1 Biometrics 1 Statistics & Probability Letters 1 Computational Statistics 1 Journal of Statistical Computation and Simulation 1 Pattern Recognition Letters Fields 26 Statistics (62-XX) 6 Numerical analysis (65-XX) 1 General and overarching topics; collections (00-XX) 1 Computer science (68-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 21 Publications have been cited 297 times in 243 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 120 2003 Model-based cluster and discriminant analysis with the MIXMOD software. Zbl 1157.62431Biernacki, Christophe; Celeux, Gilles; Govaert, Gérard; Langrognet, Florent 31 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 27 1999 Degeneracy in the maximum likelihood estimation of univariate Gaussian mixtures with EM. Zbl 1038.62023Biernacki, Christophe; Chrétien, Stéphane 16 2003 Exact and Monte Carlo calculations of integrated likelihoods for the latent class model. Zbl 1203.62027Biernacki, C.; Celeux, G.; Govaert, G. 13 2010 Model-based clustering of Gaussian copulas for mixed data. Zbl 1384.62198Marbac, Matthieu; Biernacki, Christophe; Vandewalle, Vincent 12 2017 Choosing models in model-based clustering and discriminant analysis. Zbl 1156.62335Biernacki, Christophe; Govaert, Gérard 11 1999 Model-based co-clustering for ordinal data. Zbl 1469.62086Jacques, Julien; Biernacki, Christophe 8 2018 Model-based clustering for multivariate partial ranking data. Zbl 1285.62069Jacques, Julien; Biernacki, Christophe 8 2014 A generalized discriminant rule when training population and test population differ on their descriptive parameters. Zbl 1210.62077Biernacki, Christophe; Beninel, Farid; Bretagnolle, Vincent 7 2002 Model-based clustering of multivariate ordinal data relying on a stochastic binary search algorithm. Zbl 06652986Biernacki, Christophe; Jacques, Julien 7 2016 A generative model for rank data based on insertion sort algorithm. Zbl 1365.62167Biernacki, Christophe; Jacques, Julien 7 2013 Stable and visualizable Gaussian parsimonious clustering models. Zbl 1332.62199Biernacki, Christophe; Lourme, Alexandre 7 2014 Model-based clustering for conditionally correlated categorical data. Zbl 1335.62103Marbac, Matthieu; Biernacki, Christophe; Vandewalle, Vincent 5 2015 Degeneracy in the maximum likelihood estimation of univariate Gaussian mixtures for grouped data and behaviour of the EM algorithm. Zbl 1150.62010Biernacki, Christophe 4 2007 Model-based co-clustering for mixed type data. Zbl 07160684Selosse, Margot; Jacques, Julien; Biernacki, Christophe 3 2020 Simultaneous Gaussian model-based clustering for samples of multiple origins. Zbl 1305.65054Lourme, A.; Biernacki, C. 3 2013 Latent class model with conditional dependency per modes to cluster categorical data. Zbl 1414.62253Marbac, Matthieu; Biernacki, Christophe; Vandewalle, Vincent 3 2016 Variable clustering in high dimensional linear regression models. Zbl 1316.62104Yengo, Loïc; Jacques, Julien; Biernacki, Christophe 2 2014 Unifying data units and models in (co-)clustering. Zbl 1459.62105Biernacki, Christophe; Lourme, Alexandre 2 2019 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 co-clustering for mixed type data. Zbl 07160684Selosse, Margot; Jacques, Julien; Biernacki, Christophe 3 2020 Unifying data units and models in (co-)clustering. Zbl 1459.62105Biernacki, Christophe; Lourme, Alexandre 2 2019 Model-based co-clustering for ordinal data. Zbl 1469.62086Jacques, Julien; Biernacki, Christophe 8 2018 Model-based clustering of Gaussian copulas for mixed data. Zbl 1384.62198Marbac, Matthieu; Biernacki, Christophe; Vandewalle, Vincent 12 2017 Model-based clustering of multivariate ordinal data relying on a stochastic binary search algorithm. Zbl 06652986Biernacki, Christophe; Jacques, Julien 7 2016 Latent class model with conditional dependency per modes to cluster categorical data. Zbl 1414.62253Marbac, Matthieu; Biernacki, Christophe; Vandewalle, Vincent 3 2016 Model-based clustering for conditionally correlated categorical data. Zbl 1335.62103Marbac, Matthieu; Biernacki, Christophe; Vandewalle, Vincent 5 2015 Model-based clustering for multivariate partial ranking data. Zbl 1285.62069Jacques, Julien; Biernacki, Christophe 8 2014 Stable and visualizable Gaussian parsimonious clustering models. Zbl 1332.62199Biernacki, Christophe; Lourme, Alexandre 7 2014 Variable clustering in high dimensional linear regression models. Zbl 1316.62104Yengo, Loïc; Jacques, Julien; Biernacki, Christophe 2 2014 A generative model for rank data based on insertion sort algorithm. Zbl 1365.62167Biernacki, Christophe; Jacques, Julien 7 2013 Simultaneous Gaussian model-based clustering for samples of multiple origins. Zbl 1305.65054Lourme, A.; Biernacki, C. 3 2013 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 Exact and Monte Carlo calculations of integrated likelihoods for the latent class model. Zbl 1203.62027Biernacki, C.; Celeux, G.; Govaert, G. 13 2010 Degeneracy in the maximum likelihood estimation of univariate Gaussian mixtures for grouped data and behaviour of the EM algorithm. Zbl 1150.62010Biernacki, Christophe 4 2007 Model-based cluster and discriminant analysis with the MIXMOD software. Zbl 1157.62431Biernacki, Christophe; Celeux, Gilles; Govaert, Gérard; Langrognet, Florent 31 2006 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 120 2003 Degeneracy in the maximum likelihood estimation of univariate Gaussian mixtures with EM. Zbl 1038.62023Biernacki, Christophe; Chrétien, Stéphane 16 2003 A generalized discriminant rule when training population and test population differ on their descriptive parameters. Zbl 1210.62077Biernacki, Christophe; Beninel, Farid; Bretagnolle, Vincent 7 2002 An improvement of the NEC criterion for assessing the number of clusters in a mixture model. Zbl 0933.68117Biernacki, Christophe; Celeux, Gilles; Govaert, Gérard 27 1999 Choosing models in model-based clustering and discriminant analysis. Zbl 1156.62335Biernacki, Christophe; Govaert, Gérard 11 1999 all cited Publications top 5 cited Publications all top 5 Cited by 400 Authors 18 Punzo, Antonio 16 Biernacki, Christophe 13 Melnykov, Volodymyr 12 Bouveyron, Charles 12 Celeux, Gilles 10 Ingrassia, Salvatore 10 McNicholas, Paul D. 9 Latouche, Pierre 7 Rocci, Roberto 6 Browne, Ryan P. 6 Jacques, Julien 6 Marbac, Matthieu 6 Murphy, Thomas Brendan 5 Bartolucci, Francesco 5 Lin, Tsung I. 5 Maruotti, Antonello 5 Vandewalle, Vincent 5 Zhu, Xuwen 4 Baudry, Jean-Patrick 4 Galimberti, Giuliano 4 Govaert, Gérard 4 Lagona, Francesco 4 Martin-Magniette, Marie-Laure 4 Maugis, Cathy 4 Michael, Semhar 4 Soffritti, Gabriele 3 Corneli, Marco 3 Fernández, Daniel 3 Fop, Michael 3 García-Escudero, Luis Angel 3 Lourme, Alexandre 3 Maitra, Ranjan 3 Mattei, Pierre-Alexandre 3 Mayo-Iscar, Agustin 3 Montanari, Giorgio Eduardo 3 Pandolfi, Silvia 3 Picone, Marco 3 Riani, Marco 3 Scrucca, Luca 3 Vittadini, Giorgio 2 Alfò, Marco 2 Alquier, Pierre 2 Ambroise, Christophe 2 Anderlucci, Laura 2 Andrews, Jeffrey L. 2 Arnold, Richard A. 2 Bacci, Silvia 2 Bagnato, Luca 2 Berlinet, Alain F. 2 Birmele, Etienne 2 Brunet, Camille 2 Chamroukhi, Faicel 2 D’Ambrosio, Antonio 2 Di Mari, Roberto 2 Gattone, Stefano Antonio 2 Gormley, Isobel Claire 2 Grandvalet, Yves 2 Greselin, Francesca 2 Iannario, Maria 2 Iorio, Carmela 2 Karlis, Dimitris 2 Kim, Daeyoung 2 Lavergne, Christian 2 Liu, Ivy 2 Mazo, Gildas 2 Mazza, Angelo 2 Menardi, Giovanna 2 Migliorati, Sonia 2 Miljkovic, Tatjana 2 Minotti, Simona Caterina 2 Mollica, Cristina 2 Montanari, Angela 2 O’Hagan, Adrian 2 Ongaro, Andrea 2 Piccolo, Domenico 2 Ranalli, Monia 2 Rastelli, Riccardo 2 Roland, Christophe 2 Sarkar, Shuchismita 2 Sedki, Mohammed A. 2 Seo, Byungtae 2 Siciliano, Roberta 2 Tardella, Luca 2 Viroli, Cinzia 2 Wang, Wan-Lun 1 Abrahamowicz, Michal 1 Abrial, David 1 Ainscow, E. K. 1 Alanazi, Fadhah Amer 1 Alata, Olivier 1 Aldworth, Zane N. 1 Allassonnière, Stéphanie 1 Allen, David M. 1 Allen, Genevera I. 1 Amorim, Maria José 1 Anton, Cristina A. 1 Antoniadis, Anestis 1 Arjas, Elja 1 Ascari, Roberto 1 Averyanov, Yaroslav ...and 300 more Authors all top 5 Cited in 53 Serials 47 Computational Statistics and Data Analysis 24 Advances in Data Analysis and Classification. ADAC 24 Statistics and Computing 20 Journal of Classification 11 Computational Statistics 8 Journal of Applied Statistics 8 The Annals of Applied Statistics 7 Journal of Multivariate Analysis 7 Journal of Statistical Computation and Simulation 7 Statistical Papers 7 Statistical Modelling 5 Journal of Statistical Planning and Inference 4 Metron 4 Communications in Statistics. Simulation and Computation 4 Electronic Journal of Statistics 3 Psychometrika 3 Scandinavian Journal of Statistics 3 Biometrical Journal 3 Pattern Recognition 3 Statistical Applications in Genetics and Molecular Biology 2 The Canadian Journal of Statistics 2 Insurance Mathematics & Economics 2 Communications in Statistics. Theory and Methods 2 European Journal of Operational Research 2 Statistical Analysis and Data Mining 2 Statistics Surveys 1 Journal of the Franklin Institute 1 Annals of the Institute of Statistical Mathematics 1 Biometrics 1 Information Sciences 1 International Statistical Review 1 Journal of the American Statistical Association 1 Journal of Symbolic Computation 1 Statistical Science 1 Computers & Operations Research 1 International Journal of Approximate Reasoning 1 Economics Letters 1 Applied Mathematical Modelling 1 Test 1 Journal of Computational Neuroscience 1 Bernoulli 1 Soft Computing 1 Methodology and Computing in Applied Probability 1 Journal of Machine Learning Research (JMLR) 1 Statistical Methods in Medical Research 1 International Journal of Computational Methods 1 Statistical Methods and Applications 1 Mathematical Biosciences and Engineering 1 Journal of Computational and Graphical Statistics 1 Journal of Agricultural, Biological, and Environmental Statistics 1 Journal of Probability and Statistics 1 Sankhyā. Series B 1 Computer Science Review all top 5 Cited in 12 Fields 229 Statistics (62-XX) 48 Numerical analysis (65-XX) 15 Computer science (68-XX) 15 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 11 Biology and other natural sciences (92-XX) 6 Operations research, mathematical programming (90-XX) 4 Probability theory and stochastic processes (60-XX) 3 Combinatorics (05-XX) 2 Systems theory; control (93-XX) 2 Information and communication theory, circuits (94-XX) 1 General and overarching topics; collections (00-XX) 1 Dynamical systems and ergodic theory (37-XX) Citations by Year