Différences

Ci-dessous, les différences entre deux révisions de la page.

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-C. Biernacki; G. Celeux & G. Govaert. Choosing the number of clusters in the latent class model. Advances in Data Analysis, Data Handling and Business Intelligence, 32th Annual GFKL (Gesellschaft für Klassifikation),  University of the Federal Armed Forces Hamburg, Germany, July 16-18, 2008. [BibTeX]
-BibTeX:
-	      @inproceedings{biernacki_m08b,
-	      author = {Biernacki, C. and Celeux, G. and Govaert, G.},
-	      title = {Choosing the number of clusters in the latent class model},
-	      booktitle = {Advances in Data Analysis, Data Handling and Business Intelligence,
-th Annual GFKL (Gesellschaft f\"{u}r Klassifikation)},
-	      address = {University of the Federal Armed Forces Hamburg, Germany},
-	      month = {July 16-18},
-	      year = {2008}
-	      }
-C. Biernacki; G. Celeux; G. Govaert & F. Langrognet. Mixmod: a software for model-based classification with continuous and categorical data. SFC - CLADAG 2008, First joint meeting of the Société Francophone de Classification and the Classification and Data Analysis Group of the Italian Statistical Society,  Caserta, Italy, June 11-13th, 2008. [BibTeX]
-BibTeX:
-@inproceedings{biernacki_m08a,
-  author = {Biernacki, C. and Celeux, G. and Govaert, G. and Langrognet, F.},
-  title = {Mixmod: a software for model-based classification with continuous and categorical data},
-  booktitle = {SFC - CLADAG 2008, First joint meeting of the Soci{\'e}t{\'e} Francophone de Classification and the Classification and Data Analysis Group of the Italian Statistical Society},
-  address = {Caserta, Italy},
-  month = {June 11-13th},
-  year = {2008}
-}
-P. Gaillard; M. Aupetit & G. Govaert. Learning topology of a labeled data set with the supervised generative Gaussian graph. Neurocomputing,  Volume 71, Number 7-9, Pages 1283-1299, 2008. [Abstract] [BibTeX]
-Abstract: Extracting the topology of a set of a labeled data is expected to provide important information in order to analyze the data or to design a better decision system. In this work, we propose to extend the generative Gaussian graph to supervised learning in order to extract the topology of labeled data sets. The graph obtained learns the intra-class and inter-class connectedness and also the manifold-overlapping of the different classes. We propose a way to vizualize these topological features. We apply it to analyze the well-known Iris database and the three-phase pipe flow database.
-BibTeX:
-@article{gaillard_m08a,
-  author = {Gaillard, P. and Aupetit, M. and Govaert, G.},
-  title = {Learning topology of a labeled data set with the supervised generative Gaussian graph},
-  journal = {Neurocomputing},
-  year = {2008},
-  volume = {71},
-  number = {7-9},
-  pages = {1283-1299}
-}
-G. Govaert & M. Nadif. Block clustering with Bernoulli mixture models: Comparison of different approaches. Computational Statistics and Data Analysis,  Volume 52, Pages 3233-3245, 2008. [BibTeX]
-BibTeX:
-@article{govaert_m08a,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Block clustering with {B}ernoulli mixture models: Comparison of different approaches},
-  journal = {Computational Statistics and Data Analysis},
-  year = {2008},
-  volume = {52},
-  pages = {3233-3245}
-}
-M. Nadif & G. Govaert. Algorithms for Model-based Block Gaussian Clustering. DMIN'08, the 2008 International Conference on Data Mining,  Las Vegas, Nevada, USA, July 14-17, 2008. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m08a,
-  author = {Nadif, M. and Govaert, G.},
-  title = {Algorithms for Model-based Block Gaussian Clustering},
-  booktitle = {DMIN'08, the 2008 International Conference on Data Mining},
-  address = {Las Vegas, Nevada, USA},
-  month = {July 14-17},
-  year = {2008}
-}
-R. Priam; M. Nadif & G. Govaert. The Block Generative Topographic Mapping. The Third International Workshop on Artificial Neural Networks in Pattern Recognition, Lecture Notes in Artificial Intelligence (LNCS),  Berlin Heidelberg, September, Number 5064, Pages 13-23, Springer, 2008. [BibTeX]
-BibTeX:
-@inproceedings{priam_m08b,
-  author = {Priam, R. and Nadif, M. and Govaert, G.},
-  title = {The Block Generative Topographic Mapping},
-  booktitle = {The Third International Workshop on Artificial Neural Networks in Pattern Recognition, Lecture Notes in Artificial Intelligence (LNCS)},
-  address = {Berlin Heidelberg},
-  month = {September},
-  publisher = {Springer},
-  year = {2008},
-  number = {5064},
-  pages = {13-23}
-}
-Rodolphe Priam; Mohamed Nadif & Gérard Govaert. Binary Block GTM : Carte auto-organisatrice probabiliste pour les grands tableaux binaires. Extraction et gestion des connaissances (EGC'2008), Actes des 8èmes journées Extraction et Gestion des Connaissances,  Sophia-Antipolis, France,, 29 janvier au 1er février, Revue des Nouvelles Technologies de l'Information, Pages 265-272, Cépaduès-Éditions, 2008. [BibTeX]
-BibTeX:
-@inproceedings{priam_m08a,
-  author = {Rodolphe Priam and Mohamed Nadif and G{\'e}rard Govaert},
-  title = {Binary Block GTM : Carte auto-organisatrice probabiliste pour les grands tableaux binaires},
-  booktitle = {Extraction et gestion des connaissances (EGC'2008), Actes des 8{\`e}mes journ{\'e}es Extraction et Gestion des Connaissances},
-  address = {Sophia-Antipolis, France,},
-  month = {29 janvier au 1er  f{\'e}vrier},
-  publisher = {C{\'e}padu{\`e}s-{\'E}ditions},
-  year = {2008},
-  series = {Revue des Nouvelles Technologies de l'Information},
-  pages = {265-272}
-}
-V. Vandewalle; C. Biernacki; G. Celeux & G. Govaert. Are unlabeled data useful in semi-supervised model-based classification? Combining hypothesis testing and model choice. SFC - CLADAG 2008, First joint meeting of the Société Francophone de Classification and the Classification and Data Analysis Group of the Italian Statistical Society,  Caserta, Italy, June 11-13th, 2008. [BibTeX]
-BibTeX:
-@inproceedings{vandewalle_m08a,
-  author = {Vandewalle,  V. and Biernacki, C. and  Celeux, G. and  Govaert, G.},
-  title = {Are unlabeled data useful in semi-supervised model-based classification? Combining hypothesis testing and model choice},
-  booktitle = {SFC - CLADAG 2008, First joint meeting of the Soci{\'e}t{\'e} Francophone de Classification and the Classification and Data Analysis Group of the Italian Statistical Society},
-  address = {Caserta, Italy},
-  month = {June 11-13th},
-  year = {2008}
-}
-M. Aupetit; P. Gaillard & G. Govaert. A generative Gaussian graph to learn the topology of a set of points. Statistical workshop on "statistical approaches and validation in clustering: mixture models and nonparametric methods",  Lisieux, France, June 29, 2007. [BibTeX]
-BibTeX:
-@inproceedings{aupetit_m07,
-  author = {Aupetit, M. and Gaillard, P. and Govaert, G.},
-  title = {A generative Gaussian graph to learn the topology of a set of points},
-  booktitle = {Statistical workshop on "statistical approaches and validation in clustering: mixture models and nonparametric methods"},
-  address = {Lisieux, France},
-  month = {June 29},
-  year = {2007}
-}
-C. Biernacki; G. Celeux; G. Govaert & F. Lengrognet. Le logiciel Mixmod d'analyse de mélange pour la classification et l'analyse discriminante. Revue MODULAD,  Volume 35, Pages 25-44, 2007. [BibTeX]
-BibTeX:
-@article{biernacki_m07b,
-  author = {Biernacki, C. and Celeux, G. and Govaert, G. and Lengrognet, F.},
-  title = {Le logiciel Mixmod d'analyse de m{\'e}lange pour la classification et l'analyse discriminante},
-  journal = {Revue MODULAD},
-  year = {2007},
-  volume = {35},
-  pages = {25-44}
-}
-G. Celeux; C. Biernacki & G. Govaert. Predictive Clustering. Workshop on Model-Based Clustering,  Dublin, July, 2007. [BibTeX]
-BibTeX:
-@inproceedings{celeux_m07b,
-  author = {Celeux, G. and Biernacki, C. and Govaert, G.},
-  title = {Predictive Clustering},
-  booktitle = {Workshop on Model-Based Clustering},
-  address = {Dublin},
-  month = {July},
-  year = {2007}
-}
-G. Celeux & G. Govaert. Clustering mixture models : general aspects and model selection criteria, invited. Workshop on statistical approaches and validation in clustering: mixture models and nonparametric methods,  Lisieux, France, June 29, 2007. [BibTeX]
-BibTeX:
-@inproceedings{celeux_m07a,
-  author = {Celeux, G. and Govaert, G.},
-  title = {Clustering mixture models : general aspects and model selection criteria, invited},
-  booktitle = {Workshop on statistical approaches and validation in clustering: mixture models and nonparametric methods},
-  address = {Lisieux, France},
-  month = {June 29},
-  year = {2007}
-}
-P. Gaillard; M. Aupetit & G. Govaert. Apprentissage statistique de la topologie d'un ensemble de données étiquetées. ESANN2007, 15th European Symposium on Artificial Neural Networks,  Bruges, Belgium, April 25-26-27, Pages 235-240, 2007. [BibTeX]
-BibTeX:
-@inproceedings{gaillard_m07b,
-  author = {Gaillard, P. and Aupetit, M. and Govaert, G.},
-  title = {Apprentissage statistique de la topologie d'un ensemble de donn{\'e}es {\'e}tiquet{\'e}es},
-  booktitle = {ESANN2007, 15th European Symposium on Artificial Neural Networks},
-  address = {Bruges, Belgium},
-  month = {April 25-26-27},
-  year = {2007},
-  pages = {235-240}
-}
-G. Govaert & G. Celeux. Some specific aspects of clustering mixture models: block clustering and variable selection. Workshop on statistical approaches and validation in clustering: mixture models and nonparametric methods,  Lisieux, France, June 29, 2007. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m07d,
-  author = {Govaert, G. and Celeux, G.},
-  title = {Some specific aspects of clustering mixture models: block clustering and variable selection},
-  booktitle = {Workshop on statistical approaches and validation in clustering: mixture models and nonparametric methods},
-  address = {Lisieux, France},
-  month = {June 29},
-  year = {2007}
-}
-G. Govaert & M. Nadif. Clustering of contingency table and mixture model. European Journal of Operational Research,  Volume 183, Pages 1055-1066, 2007. [BibTeX]
-BibTeX:
-@article{govaert_m07a,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Clustering of contingency table and mixture model},
-  journal = {European Journal of Operational Research},
-  year = {2007},
-  volume = {183},
-  pages = {1055-1066}
-}
-G. Govaert & M. Nadif. Selected Contributions in Data Analysis and Classification. ,  Berlin Heidelberg, August, Studies in Classification, Data Analysis, and Knowledge Organization, Volume 2, Pages 203-212, Springer, 2007. [BibTeX]
-BibTeX:
-@inbook{govaert_m07c,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Selected Contributions in Data Analysis and Classification},
-  address = {Berlin Heidelberg},
-  month = {August},
-  publisher = {Springer},
-  year = {2007},
-  series = {Studies in Classification, Data Analysis, and Knowledge Organization},
-  volume = {2},
-  pages = {203-212}
-}
-G. Govaert & M. Nadif. Latent Block Model for Contingency Table - Comparison of different Approaches. 12th International Conference on Applied Stochastic Models and Data Analysis (ASMDA 2007),  Chania, Crete, Greece, May 29 - June 1, 2007. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m07a,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Latent Block Model for Contingency Table - Comparison of different Approaches},
-  booktitle = {12th International Conference on Applied Stochastic Models and Data Analysis (ASMDA 2007)},
-  address = {Chania, Crete, Greece},
-  month = {May 29 - June 1},
-  year = {2007}
-}
-M. Nadif & G. Govaert. Block clustering and statistical modelling. Symposium on mixture modeling,  Leuven, Belgium, November 20-21, 2007. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m07b,
-  author = {Nadif, M. and Govaert, G.},
-  title = {Block clustering and statistical modelling},
-  booktitle = {Symposium on mixture modeling},
-  address = {Leuven, Belgium},
-  month = {November 20-21},
-  year = {2007}
-}
-A. Samé; P. Aknin & G. Govaert. Classification automatique pour la segmentation de signaux unidimensionnels. SFC 2007, XIVe Rencontre de la Société francophone de classification,  Paris, France, 5-7 Septembre, 2007. [BibTeX]
-BibTeX:
-@inproceedings{same_m07b,
-  author = {Sam{\'e}, A. and Aknin, P. and Govaert, G.},
-  title = {Classification automatique pour la segmentation de signaux unidimensionnels},
-  booktitle = {SFC 2007, XIVe Rencontre de la Soci\'et\'e francophone de classification},
-  address = {Paris, France},
-  month = {5-7 Septembre},
-  year = {2007}
-}
-A. Samé; C. Ambroise & G. Govaert. An online Classification EM algorithm based on the mixture model. Statistics and Computing,  September, Volume 17, Number 3, Pages 209-218, 2007. [BibTeX]
-BibTeX:
-@article{same_m07a,
-  author = {Sam{\'e}, A. and Ambroise, C. and Govaert, G.},
-  title = {An online Classification EM algorithm based on the mixture model},
-  month = {September},
-  journal = {Statistics and Computing},
-  year = {2007},
-  volume = {17},
-  number = {3},
-  pages = {209-218}
-}
-G. Tessier; M. Schoenauer; C. Biernacki; G. Celeux & G. Govaert. Parameter Setting for Evolutionary Latent Class Clustering. Advances in Computation and Intelligence, Lecture Notes in Computer Science (LNCS),  Berlin Heidelberg, Number 4683, Pages 472-484, Springer, 2007. [BibTeX]
-BibTeX:
-@inproceedings{tessier_m07,
-  author = {Tessier, G. and Schoenauer, M. and Biernacki, C. and Celeux, G. and Govaert, G.},
-  title = {Parameter Setting for Evolutionary Latent Class Clustering},
-  booktitle = {Advances in Computation and Intelligence, Lecture Notes in Computer Science (LNCS)},
-  address = {Berlin Heidelberg},
-  publisher = {Springer},
-  year = {2007},
-  number = {4683},
-  pages = {472-484}
-}
-C. Ambroise & G. Govaert. Model based hierarchical co-clustering. COMPSTAT 2006,  Rome, Italie, August, 28 - September, 1, 2006. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m06a,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {Model based hierarchical co-clustering},
-  booktitle = {COMPSTAT 2006},
-  address = {Rome, Italie},
-  month = {August, 28 - September, 1},
-  year = {2006}
-}
-C. Biernacki; G. Celeux; G. Govaert & F. Langrognet. Model-based cluster and discriminant analysis with the MIXMOD software. Computational Statistics and Data Analysis,  Volume 51, Pages 587-600, 2006. [BibTeX]
-BibTeX:
-@article{biernacki_m06a,
-  author = {Biernacki, C. and Celeux, G. and Govaert, G. and Langrognet, F.},
-  title = {Model-based cluster and discriminant analysis with the MIXMOD software},
-  journal = {Computational Statistics and Data Analysis},
-  year = {2006},
-  volume = {51},
-  pages = {587-600}
-}
-C. Gouget & G. Govaert. Classification automatique de données ordinales- Utilisation de modèles multinomiaux contraints. SFdS'2006, 38ieme journées de Statistiques,  Clamart, France, 29 mai - 2 juin, 2006. [BibTeX]
-BibTeX:
-@inproceedings{gouget_m06a,
-  author = {Gouget, C. and Govaert, G.},
-  title = {Classification automatique de donn{\'e}es ordinales- Utilisation de mod{\`e}les multinomiaux contraints},
-  booktitle = {SFdS'2006, 38\ieme journ{\'e}es de Statistiques},
-  address = {Clamart, France},
-  month = {29 mai - 2 juin},
-  year = {2006}
-}
-G. Govaert; R. Hahnle, R. & M. Nadif. Preface. Soft Computing,  march, Volume 10, Number 5, Pages 405, 2006. [BibTeX]
-BibTeX:
-@article{govaert_m06c,
-  author = {Govaert, G. and Hahnle, R. and Nadif, M.},
-  title = {Preface},
-  month = {march},
-  journal = {Soft Computing},
-  year = {2006},
-  volume = {10},
-  number = {5},
-  pages = {405}
-}
-G. Govaert & M. Nadif. Fuzzy Clustering to estimate the parameters of block mixture models. Soft Computing,  march, Volume 10, Number 5, Pages 415-422, 2006. [BibTeX]
-BibTeX:
-@article{govaert_m06a,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Fuzzy Clustering to estimate the parameters of block mixture models},
-  month = {march},
-  journal = {Soft Computing},
-  year = {2006},
-  volume = {10},
-  number = {5},
-  pages = {415-422}
-}
-G. Govaert & M. Nadif. Classification croisée d'un tableau de contingence et modèle probabiliste. RNTI-E-6, Revue des Nouvelles Technologies de l'Information,  Volume 2, Pages 457-462, 2006. [BibTeX]
-BibTeX:
-@article{govaert_m06b,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Classification crois{\'e}e d'un tableau de contingence et mod{\`e}le probabiliste},
-  journal = {RNTI-E-6, Revue des Nouvelles Technologies de l'Information},
-  year = {2006},
-  volume = {2},
-  pages = {457-462}
-}
-H. Hamdan & G. Govaert. Mixture model approach for acoustic emission control of cylindrical pressure vessels. Journal of Pressure Vessel Technology,  August, Volume 128, Pages 479-483, 2006. [BibTeX]
-BibTeX:
-@article{hamdan_m06a,
-  author = {Hamdan, H. and Govaert, G.},
-  title = {Mixture model approach for acoustic emission control of cylindrical pressure vessels},
-  month = {August},
-  journal = {Journal of Pressure Vessel Technology},
-  year = {2006},
-  volume = {128},
-  pages = {479-483}
-}
-M. Nadif & Govaert. Block clustering with mixture model on large contingency tables. 21st European Conference on Operational Research,  Reykjavik, Iceland, July 2-5, 2006. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m06a,
-  author = {Nadif, M. and Govaert},
-  title = {Block clustering with mixture model on large contingency tables},
-  booktitle = {21st European Conference on Operational Research},
-  address = {Reykjavik, Iceland},
-  month = {July 2-5},
-  year = {2006}
-}
-M. Nadif & G. Govaert. Block clustering with mixture model on large contingency tables. IFCS 2006 Conference: Data Science and Classification,  Ljubljana, Slovenia, July 25-29, 2006. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m06b,
-  author = {Nadif, M. and Govaert, G.},
-  title = {Block clustering with mixture model on large contingency tables},
-  booktitle = {IFCS 2006 Conference: Data Science and Classification},
-  address = {Ljubljana, Slovenia},
-  month = {July 25-29},
-  year = {2006}
-}
-A. Samé; C. Ambroise & G. Govaert. A Classification EM Algorithm for Binned Data. Computational Statistics and Data Analysis,  Volume 51, Pages 466-480, 2006. [BibTeX]
-BibTeX:
-@article{same_m06a,
-  author = {Sam{\'e}, A. and Ambroise, C. and Govaert, G. },
-  title = {A Classification {EM} Algorithm for Binned Data},
-  journal = {Computational Statistics and Data Analysis},
-  year = {2006},
-  volume = {51},
-  pages = {466-480}
-}
-D. Tessier; M. Schoenauer; C. Biernacki; G. Celeux & G. Govaert. Evolutionary Latent Class Clustering of Qualitative Data. ,  Le Chesnay, France, December, Number 6082, 2006. [BibTeX]
-BibTeX:
-@techreport{tessier_m06,
-  author = {Tessier, D. and Sch\oe nauer, M. and Biernacki, C. and Celeux, G. and Govaert, G.},
-  title = {Evolutionary Latent Class Clustering of Qualitative Data},
-  address = {Le Chesnay, France},
-  month = {December},
-  year = {2006},
-  number = {6082}
-}
-C. Biernacki; G. Celeux & G. Govaert. Parsimonious Latent Class Models. 3rd International Association for Statistical Computing (IASC) world conference on Computational Statistics & Data Analysis,  Limassol, Cyprus, 28-31 October, 2005. [BibTeX]
-BibTeX:
-@inproceedings{biernacki_m05b,
-  author = {Biernacki, C. and Celeux, G. and Govaert, G.},
-  title = {Parsimonious Latent Class Models},
-  booktitle = {3rd International Association for Statistical Computing (IASC) world conference on Computational Statistics \& Data Analysis},
-  address = {Limassol, Cyprus},
-  month = {28-31 October},
-  year = {2005}
-}
-C. Biernacki; G. Celeux; G. Govaert & F. Langrognet. MIXMOD: a Software for Model-Based Clustering and Classification with Continuous and Categorical Data. SFdS'2005, 37ieme journées de Statistiques,  Pau, France, 24-28 Mai, 2005. [BibTeX]
-BibTeX:
-@inproceedings{biernacki_m05a,
-  author = {Biernacki, C. and Celeux, G. and Govaert, G. and Langrognet, F.},
-  title = {{MIXMOD}: a Software for Model-Based Clustering and Classification with Continuous and Categorical Data},
-  booktitle = {SFdS'2005, 37\ieme journ{\'e}es de Statistiques},
-  address = {Pau, France},
-  month = {24-28 Mai},
-  year = {2005}
-}
-C. Biernacki; G. Celeux; G. Govaert & F. Lengrognet. Model-based Cluster and Discriminant Analysis with the Mixmod Software. ,  Le Chesnay, France, January, Number 0302, 2005. [BibTeX]
-BibTeX:
-@techreport{biernacki_m05c,
-  author = {Biernacki, C. and Celeux, G. and Govaert, G. and Lengrognet, F.},
-  title = {Model-based Cluster and Discriminant Analysis with the Mixmod Software},
-  address = {Le Chesnay, France},
-  month = {January},
-  year = {2005},
-  number = {0302}
-}
-C. Gouget & G. Govaert. Classification automatique de données ordinales et modèle de mélange. SFdS'2005, 37ieme journées de Statistiques,  Pau, France, 24-28 Mai, 2005. [BibTeX]
-BibTeX:
-@inproceedings{gouget_m05a,
-  author = {Gouget, C. and Govaert, G.},
-  title = {Classification automatique de donn{\'e}es ordinales et mod{\`e}le de m{\'e}lange},
-  booktitle = {SFdS'2005, 37\ieme journ{\'e}es de Statistiques},
-  address = {Pau, France},
-  month = {24-28 Mai},
-  year = {2005}
-}
-G. Govaert & M. Nadif. Classification d'un tableau de contingence et modèle probabiliste. RNTI-E-3, Revue des Nouvelles Technologies de l'Information,  Volume 1, Pages 213-218, 2005. [BibTeX]
-BibTeX:
-@article{govaert_m05a,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Classification d'un tableau de contingence et mod{\`e}le probabiliste},
-  journal = {RNTI-E-3, Revue des Nouvelles Technologies de l'Information},
-  year = {2005},
-  volume = {1},
-  pages = {213-218}
-}
-G. Govaert & M. Nadif. An EM algorithm for the Block Mixture Model. IEEE Transactions on Pattern Analysis and Machine Intelligence,  April, Volume 27, Number 4, Pages 643-647, 2005. [BibTeX]
-BibTeX:
-@article{govaert_m05b,
-  author = {Govaert, G. and Nadif, M.},
-  title = {An {EM} algorithm for the Block Mixture Model},
-  month = {April},
-  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
-  year = {2005},
-  volume = {27},
-  number = {4},
-  pages = {643-647}
-}
-G. Govaert & M. Nadif. Clustering of contingency table with Poisson block mixture model. Classification and Data Analysis 2005 : Meeting of the Classification and Data Analysis Group of the Italian Statistical Society,  Parme, 6-8 June, Pages 101-104, Monte Università Parma, 2005. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m05e,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Clustering of contingency table with Poisson block mixture model},
-  booktitle = {Classification and Data Analysis 2005 : Meeting of the Classification and Data Analysis Group of the Italian Statistical Society},
-  address = {Parme},
-  month = {6-8 June},
-  publisher = {Monte Universit\`a Parma},
-  year = {2005},
-  pages = {101-104}
-}
-H. Hamdan & G. Govaert. WST mixture model strategy for pressure vessel control using acoustic emission. Annals of the University of Craiova, Series: automation, computers, electronics and mechatronic,  Volume 2 (29), Number 1, Pages 43-51, 2005. [BibTeX]
-BibTeX:
-@article{hamdan_m05a,
-  author = {Hamdan, H. and Govaert, G.},
-  title = {WST mixture model strategy for pressure vessel control using acoustic emission},
-  journal = {Annals of the University of Craiova, Series: automation, computers, electronics and mechatronic},
-  year = {2005},
-  volume = {2 (29)},
-  number = {1},
-  pages = {43-51}
-}
-H. Hamdan & G. Govaert. Mixture model clustering of uncertain data. IEEE International Conference on Fuzzy Systems,  Reno, Nevada, USA, 22-25 may, Pages 879-884, 2005. [BibTeX]
-BibTeX:
-@inproceedings{hamdan_m05b,
-  author = {Hamdan, H. and Govaert, G.},
-  title = {Mixture model clustering of uncertain data},
-  booktitle = {IEEE International Conference on Fuzzy Systems},
-  address = {Reno, Nevada, USA},
-  month = {22-25 may},
-  year = {2005},
-  pages = {879-884}
-}
-M. Nadif & G. Govaert. Block clustering via the block GEM and two-way EM algorithms. The third ACS/IEEE International conference on Computer Systems and Applications, (in CD ISBN 0-7803-8735-X),  Cairo, Egypt, 03-06 january, 2005. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m05a,
-  author = {Nadif, M. and Govaert, G. },
-  title = {Block clustering via the block {GEM} and two-way {EM} algorithms},
-  booktitle = {The third ACS/IEEE International conference on Computer Systems and Applications, (in CD ISBN 0-7803-8735-X)},
-  address = {Cairo, Egypt},
-  month = {03-06 january},
-  year = {2005}
-}
-M. Nadif & G. Govaert. Block clustering with mixture model : Comparison between different approaches. AMSDA 2005 : International Symposium on Applied Stochastic Models and Data Analysis,  Brest, 17-20 May, 2005. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m05b,
-  author = {Nadif, M. and Govaert, G. },
-  title = {Block clustering with mixture model : Comparison between different approaches},
-  booktitle = {AMSDA 2005 : International Symposium on Applied Stochastic Models and Data Analysis},
-  address = {Brest},
-  month = {17-20 May},
-  year = {2005}
-}
-M. Nadif & G. Govaert. Block clustering of contingency table and Mixture Model. Advances in Intelligent Data Analysis V, Lecture Notes in Computer Science (LNCS),  Berlin Heidelberg, September, Number 3646, Pages 249-259, Springer, 2005. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m05c,
-  author = {Nadif, M. and Govaert, G. },
-  title = {Block clustering of contingency table and Mixture Model},
-  booktitle = {Advances in Intelligent Data Analysis V, Lecture Notes in Computer Science (LNCS)},
-  address = {Berlin Heidelberg},
-  month = {September},
-  publisher = {Springer},
-  year = {2005},
-  number = {3646},
-  pages = {249-259}
-}
-M. Nadif & G. Govaert. A Comparison Between Block CEM and Two-Way CEM Algorithm to Cluster a contingency table. Knowledge Discovery in Databases, Lecture Notes on Artificial Intelligence (LNAI),  Berlin Heidelberg, September, Number 3721, Pages 609-616, Springer, 2005. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m05d,
-  author = {Nadif, M. and Govaert, G. },
-  title = {A Comparison Between Block {CEM} and Two-Way {CEM} Algorithm to Cluster a contingency table},
-  booktitle = {Knowledge Discovery in Databases, Lecture Notes on Artificial Intelligence (LNAI)},
-  address = {Berlin Heidelberg},
-  month = {September},
-  publisher = {Springer},
-  year = {2005},
-  number = {3721},
-  pages = {609-616}
-}
-M. Nadif & G. Govaert. An EM algorithm for the Block Mixture Model of contingency table. 3rd International Association for Statistical Computing (IASC) world conference on Computational Statistics & Data Analysis,  Limassol, Cyprus, 28-31 October, 2005. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m05e,
-  author = {Nadif, M. and Govaert, G. },
-  title = {An {EM} algorithm for the Block Mixture Model of contingency table},
-  booktitle = {3rd International Association for Statistical Computing (IASC) world conference on Computational Statistics \& Data Analysis},
-  address = {Limassol, Cyprus},
-  month = {28-31 October},
-  year = {2005}
-}
-A. Same; G. Govaert & C. Ambroise. A mixture model-based on-line CEM algorithm. Advances in Intelligent Data Analysis V, Lecture Notes in Computer Science (LNCS),  Berlin Heidelberg, September, Number 3646, Pages 373-384, Springer, 2005. [BibTeX]
-BibTeX:
-@inproceedings{same_05b,
-  author = {Same, A. and Govaert, G. and Ambroise, C.},
-  title = {A mixture model-based on-line {CEM} algorithm},
-  booktitle = {Advances in Intelligent Data Analysis V, Lecture Notes in Computer Science (LNCS)},
-  address = {Berlin Heidelberg},
-  month = {September},
-  publisher = {Springer},
-  year = {2005},
-  number = {3646},
-  pages = {373-384}
-}
-N. Sujka; G. Govaert & C. Ambroise. Interpretable Clustering via Model-Based Divisive Hierarchical Classification. 29th Annual GFKL (Gesellschaft für Klassifikation),  University of Magdeburg, Germany, 9-11 March, 2005. [BibTeX]
-BibTeX:
-@inproceedings{sujka_m05a,
-  author = {Sujka, N. and Govaert, G. and Ambroise, C.},
-  title = {Interpretable Clustering via Model-Based Divisive Hierarchical Classification},
-  booktitle = {29th Annual GFKL (Gesellschaft f\"{u}r Klassifikation)},
-  address = {University of Magdeburg, Germany},
-  month = {9-11 March},
-  year = {2005}
-}
-G. Govaert. Classification et modèle de mélange (conférence invitée). RFIA 2004, 14ème Congrés Francophone AFRIF-AFIA de Reconnaissance des Formes et Intelligence Artificielle, Worshop Analyse de données, Statistique et Apprentissage pour la Fouille d'Images,  Toulouse, 27-30 Janvier, 2004. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m04a,
-  author = {Govaert, G. },
-  title = {Classification et mod{\`e}le de m{\'e}lange (conf{\'e}rence invit{\'e}e)},
-  booktitle = {RFIA 2004, 14{\`e}me Congr{\'e}s Francophone AFRIF-AFIA de Reconnaissance des Formes et Intelligence Artificielle, Worshop Analyse de donn{\'e}es, Statistique et Apprentissage pour la Fouille d'Images},
-  address = {Toulouse},
-  month = {27-30 Janvier},
-  year = {2004}
-}
-H. Hamdan & G. Govaert. The fitting of binned data clustering to imprecise data. IEEE International conference on Information & Communication Technologies: from Theory to Applications,  Damascus, Syria, 19-23 avril, Pages 1-6, 2004. [BibTeX]
-BibTeX:
-@inproceedings{hamdan_m04a,
-  author = {Hamdan, H. and Govaert, G.},
-  title = {The fitting of binned data clustering to imprecise data},
-  booktitle = {IEEE International conference on Information \& Communication Technologies: from Theory to Applications},
-  address = {Damascus, Syria},
-  month = {19-23 avril},
-  year = {2004},
-  pages = {1-6}
-}
-H. Hamdan & G. Govaert. CEM algorithm for imprecise data. Application to flaw diagnostic using acoustic emission. IEEE International conference on Systems, Man and Cybernetics,  The Hague, The Netherlands, 10-13 october, Volume 5, Pages 4774-4779, 2004. [BibTeX]
-BibTeX:
-@inproceedings{hamdan_m04b,
-  author = {Hamdan, H. and Govaert, G.},
-  title = {{CEM} algorithm for imprecise data. Application to flaw diagnostic using acoustic emission},
-  booktitle = {IEEE International conference on Systems, Man and Cybernetics},
-  address = {The Hague, The Netherlands},
-  month = {10-13 october},
-  year = {2004},
-  volume = {5},
-  pages = {4774-4779}
-}
-H. Hamdan & G. Govaert. Int-EM-CEM algorithm for imprecise data. Comparison with the CEM algorithm using Monte Carlo simulations. IEEE International conference on Cybernetics and Intelligent Systems,  Singapore, 1-3 december, Pages 410-415, 2004. [BibTeX]
-BibTeX:
-@inproceedings{hamdan_m04d,
-  author = {Hamdan, H. and Govaert, G.},
-  title = {Int-{EM}-{CEM} algorithm for imprecise data. Comparison with the {CEM} algorithm using Monte Carlo simulations},
-  booktitle = {IEEE International conference on Cybernetics and Intelligent Systems},
-  address = {Singapore},
-  month = {1-3 december},
-  year = {2004},
-  pages = {410-415}
-}
-H. Hamdan; G. Govaert; C. Ambroise & C. Hervé. A mixture modele approach for acoustic emission control of pressure equipment. 5th International Conference on Acoustical and Vibratory Surveillance Methods and Diagnostic techniques,  Senlis, France, 11 - 13 october, 2004. [BibTeX]
-BibTeX:
-@inproceedings{hamdan_m04c,
-  author = {Hamdan, H. and Govaert, G. and Ambroise, C. and Herv{\'e}, C.},
-  title = {A mixture modele approach for acoustic emission control of pressure equipment},
-  booktitle = {5th International Conference on Acoustical and Vibratory Surveillance Methods and Diagnostic techniques},
-  address = {Senlis, France},
-  month = {11 - 13 october},
-  year = {2004}
-}
-M. Nadif & G. Govaert. Another version of the Block EM algorithm. 9th Conference of the International Federation of Classification (Chicago, USA 15-18 July): Classification, Clustering, and Data Mining Applications,  Berlin, 15-18 july, Pages 69-76, Springer Verlag, 2004. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m04a,
-  author = {Nadif, M. and Govaert, G. },
-  title = {Another version of the Block {EM} algorithm},
-  booktitle = {9th Conference of the International Federation of Classification (Chicago, USA 15-18 July): Classification, Clustering, and Data Mining Applications},
-  address = {Berlin},
-  month = {15-18 july},
-  publisher = {Springer Verlag},
-  year = {2004},
-  pages = {69-76}
-}
-M. Nadif; F.-X. Jollois & G. Govaert. Block Clustering for large continuous data sets. AISTA'2004, International Conference on Advances in Intelligent Systems - Theory and Applications in cooperation with IEEE Computer Society, (in CD ISBN 2-9599776-8-8),  Luxembourg, 15-18 November, 2004. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m04b,
-  author = {Nadif, M. and Jollois, F.-X. and Govaert, G. },
-  title = {Block Clustering for large continuous data sets},
-  booktitle = {AISTA'2004, International Conference on Advances in Intelligent Systems - Theory and Applications in cooperation with IEEE Computer Society, (in CD ISBN 2-9599776-8-8)},
-  address = {Luxembourg},
-  month = {15-18 November},
-  year = {2004}
-}
-A. Same; C. Ambroise & G. Govaert. Classification automatique de données séquentielles et modèle de mélange. SFdS'2004, 36ieme journées de Statistiques,  Montpellier, France, 24-28 Mai, 2004. [BibTeX]
-BibTeX:
-@inproceedings{same_m04a,
-  author = {Same, A. and Ambroise, C. and Govaert, G.},
-  title = {Classification automatique de donn{\'e}es s{\'e}quentielles et mod{\`e}le de m{\'e}lange},
-  booktitle = {SFdS'2004, 36\ieme journ{\'e}es de Statistiques},
-  address = {Montpellier, France},
-  month = {24-28 Mai},
-  year = {2004}
-}
-A. Same; C. Ambroise & G. Govaert. A mixture model approach for on-line clustering. Compstat 2004, Prodeedings of the 16th Computational Statistics symposium,  August, Pages 1759-1766, Physica-Verlag, 2004. [BibTeX]
-BibTeX:
-@inproceedings{same_m04b,
-  author = {Same, A. and Ambroise, C. and Govaert, G.},
-  title = {A mixture model approach for on-line clustering},
-  booktitle = {Compstat 2004, Prodeedings of the 16th Computational Statistics symposium},
-  month = {August},
-  publisher = {Physica-Verlag},
-  year = {2004},
-  pages = {1759-1766}
-}
-C. Biernacki; G. Celeux & G. Govaert. Choosing starting values for the EM algorithm for getting the highest likelihood in multivariate Gaussian mixture models. Computational Statistics and Data Analysis,  January, Volume 41, Pages 561-575, 2003. [BibTeX]
-BibTeX:
-@article{biernacki_m03a,
-  author = {Biernacki, C. and Celeux, G. and Govaert, G. },
-  title = {Choosing starting values for the {EM} algorithm for getting the highest likelihood in multivariate Gaussian mixture models},
-  month = {January},
-  journal = {Computational Statistics and Data Analysis},
-  year = {2003},
-  volume = {41},
-  pages = {561-575}
-}
-C. Biernacki; G. Celeux; G. Govaert; F. Langrognet; G. Moulin & Y. Vernaz. MIXMOD : un logiciel pour les modèles de mélange en classification et en analyse discriminante. SFdS'2003, XXXVieme journées de Statistiques,  Lyon, France, 2-6 Juin, 2003. [BibTeX]
-BibTeX:
-@inproceedings{biernacki_m03b,
-  author = {Biernacki, C. and Celeux, G. and Govaert, G. and Langrognet, F. and Moulin, G. and Vernaz, Y.},
-  title = {MIXMOD : un logiciel pour les mod{\`e}les de m{\'e}lange en classification et en analyse discriminante},
-  booktitle = {SFdS'2003, XXXV\ieme journ{\'e}es de Statistiques},
-  address = {Lyon, France},
-  month = {2-6 Juin},
-  year = {2003}
-}
-G. Govaert. Classification et modèle de mélange. Analyse de données,  Paris, Pages 263-292, Hermes, 2003. [BibTeX]
-BibTeX:
-@incollection{govaert_m03b,
-  author = {Govaert, G.},
-  title = {Classification et mod{\`e}le de m{\'e}lange},
-  booktitle = {Analyse de donn{\'e}es},
-  address = {Paris},
-  publisher = {Hermes},
-  year = {2003},
-  pages = {263-292}
-}
-G. Govaert. Classification partiellement supervisée (conférence invitée). Journée IS2 sur l'apprentissage statistique,  Grenoble, France, 21 mars, 2003. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m03d,
-  author = {Govaert, G.},
-  title = {Classification partiellement supervis{\'e}e (conf{\'e}rence invit{\'e}e)},
-  booktitle = {Journ{\'e}e IS2 sur l'apprentissage statistique},
-  address = {Grenoble, France},
-  month = {21 mars},
-  year = {2003}
-}
-G. Govaert. Les mélanges finis comme modèle de classification. Journées Analyse de données, statistiques et apprentissage,  Paris, Avril, 2003. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m03e,
-  author = {Govaert, G.},
-  title = {Les m{\'e}langes finis comme mod{\`e}le de classification},
-  booktitle = {Journ{\'e}es Analyse de donn{\'e}es, statistiques et apprentissage},
-  address = {Paris},
-  month = {Avril},
-  year = {2003}
-}
-G. Govaert. Fuzzy clustering via block mixture models (invited). JIM,2003, Fourth International Conference Journées de l'Informatique Messine,  Metz, Septembre, 2003. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m03f,
-  author = {Govaert, G.},
-  title = {Fuzzy clustering via block mixture models (invited)},
-  booktitle = {JIM,2003, Fourth International Conference Journ{\'e}es de l'Informatique Messine},
-  address = {Metz},
-  month = {Septembre},
-  year = {2003}
-}
-G. Govaert. Classification et données temporelles. séminaire LEAD,  Lisbonne, Portugal, 19 décembre, 2003. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m03h,
-  author = {Govaert, G.},
-  title = {Classification et donn{\'e}es temporelles},
-  booktitle = {s{\'e}minaire LEAD},
-  address = {Lisbonne, Portugal},
-  month = {19 d{\'e}cembre},
-  year = {2003}
-}
-G. Govaert. Analyse de données. ,  Hermes, 2003. [BibTeX]
-BibTeX:
-@book{govaert_m03i_bis,
-  author = {Govaert, G.},
-  title = {Analyse de donn{\'e}es},
-  publisher = {Hermes},
-  year = {2003}
-}
-G. Govaert. Block clustering and mixture models. séminaire LEAD,  Lisbonne, Portugal, 18 décembre, 2003. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m03j,
-  author = {Govaert, G.},
-  title = {Block clustering and mixture models},
-  booktitle = {s{\'e}minaire LEAD},
-  address = {Lisbonne, Portugal},
-  month = {18 d{\'e}cembre},
-  year = {2003}
-}
-G. Govaert & M. Nadif. Clustering with block mixture models. Pattern Recognition,  Volume 36, Pages 463-473, 2003. [BibTeX]
-BibTeX:
-@article{govaert_m03a,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Clustering with block mixture models},
-  journal = {Pattern Recognition},
-  year = {2003},
-  volume = {36},
-  pages = {463-473}
-}
-G. Govaert & M. Nadif. Un algorithme EM pour le modèle de mélange croisé (conférence invitée). SFdS'2003, 35ieme journées de Statistiques,  Lyon, France, 2-6 Juin, 2003. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m03c,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Un algorithme {EM} pour le mod{\`e}le de m{\'e}lange crois{\'e} (conf{\'e}rence invit{\'e}e)},
-  booktitle = {SFdS'2003, 35\ieme journ{\'e}es de Statistiques},
-  address = {Lyon, France},
-  month = {2-6 Juin},
-  year = {2003}
-}
-H. Hamdan & G. Govaert. Classification de données de type intervalle via l'algorithme EM. SFdS'2003, 35ieme journées de Statistiques,  Lyon, France, 2-6 Juin, 2003. [BibTeX]
-BibTeX:
-@inproceedings{hamdan_m03a,
-  author = {Hamdan, H. and Govaert, G.},
-  title = {Classification de donn{\'e}es de type intervalle via l'algorithme {EM}},
-  booktitle = {SFdS'2003, 35\ieme journ{\'e}es de Statistiques},
-  address = {Lyon, France},
-  month = {2-6 Juin},
-  year = {2003}
-}
-H. Hamdan & G. Govaert. Modélisation et Classification des données imprécises. CIMNA 2003, Premier congrès international sur les modélisations numériques appliquées,  Beyrouth, Liban, 14-15 novembre, 2003. [BibTeX]
-BibTeX:
-@inproceedings{hamdan_m03b,
-  author = {Hamdan, H. and Govaert, G.},
-  title = {Mod{\'e}lisation et Classification des donn{\'e}es impr{\'e}cises},
-  booktitle = {CIMNA 2003, Premier congr{\`e}s international sur les mod{\'e}lisations num{\'e}riques appliqu{\'e}es},
-  address = {Beyrouth, Liban},
-  month = {14-15 novembre},
-  year = {2003}
-}
-F.X. Jollois; M. Nadif & G. Govaert. Classification croisée sur des données binaires de grande taille. Revue d'intelligence artificielle,  Volume 17, Pages 213-218, 2003. [BibTeX]
-BibTeX:
-@article{jollois_m03a,
-  author = {Jollois, F.X. and Nadif, M. and Govaert, G.},
-  title = {Classification crois{\'e}e sur des donn{\'e}es binaires de grande taille},
-  journal = {Revue d'intelligence artificielle},
-  year = {2003},
-  volume = {17},
-  pages = {213-218}
-}
-F.X. Jollois; M. Nadif & G. Govaert. Classification croisée sur des données binaires de grande taille. EGC'2003, Journées francophones d'extraction et de gestion des connaissances,  Lyon, 22-24 Janvier, 2003. [BibTeX]
-BibTeX:
-@inproceedings{jollois_m03b,
-  author = {Jollois, F.X. and Nadif, M. and Govaert, G.},
-  title = {Classification crois{\'e}e sur des donn{\'e}es binaires de grande taille},
-  booktitle = {EGC'2003, Journ{\'e}es francophones d'extraction et de gestion des connaissances},
-  address = {Lyon},
-  month = {22-24 Janvier},
-  year = {2003}
-}
-A. Same; C. Ambroise & G. Govaert. A mixture model approach for binned data clustering. Advances in Intelligent Data Analysis V. Proceedings 5th Int. Symposium on Intelligent Data Analysis IDA 2003,  Berlin Heidelberg, Lecture Notes in Computer Science, Volume 2810, Pages 265-274, Springer-VerlagKluwer Academic Publisher, 2003. [BibTeX]
-BibTeX:
-@inproceedings{same_m03,
-  author = {Same, A. and Ambroise, C. and and Govaert, G.},
-  title = {A mixture model approach for binned data clustering},
-  booktitle = {Advances in Intelligent Data Analysis V. Proceedings 5th Int. Symposium on Intelligent Data Analysis IDA 2003},
-  address = {Berlin Heidelberg},
-  publisher = {Springer-VerlagKluwer Academic Publisher},
-  year = {2003},
-  series = {Lecture Notes in Computer Science},
-  volume = {2810},
-  pages = {265-274}
-}
-C. Ambroise & G. Govaert. A Mixture Model Approach to Datacube Clustering (Invited). 26th Annual GFKL (Gesellschaft für Klassifikation),  University of Mannheim, Germany, July 22-24, 2002. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m02,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {A Mixture Model Approach to Datacube Clustering (Invited)},
-  booktitle = {26th Annual GFKL (Gesellschaft f\"{u}r Klassifikation)},
-  address = {University of Mannheim, Germany},
-  month = {July 22-24},
-  year = {2002}
-}
-G. Govaert & M. Nadif. Modèle de mélange croisée. SFC'2002, IXiemes Rencontres de la société francophone de Classification,  Toulouse, 16-18 Septembre, Pages 55-61, 2002. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m02b,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Mod{\`e}le de m{\'e}lange crois{\'e}e},
-  booktitle = {SFC'2002, IX\iemes Rencontres de la soci{\'e}t{\'e} francophone de Classification},
-  address = {Toulouse},
-  month = {16-18 Septembre},
-  year = {2002},
-  pages = {55-61}
-}
-G. Govaert & M. Nadif. Block Clustering on continuous data. Workshop on Clustering High Dimensional Data and its Application, Second SIAM International Conference on Data Mining,  Arlington, USA, 11-13 Avril, Pages 7-16, 2002. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m02c,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Block Clustering on continuous data},
-  booktitle = {Workshop on Clustering High Dimensional Data and its Application, Second SIAM International Conference on Data Mining},
-  address = {Arlington, USA},
-  month = {11-13 Avril},
-  year = {2002},
-  pages = {7-16}
-}
-G. Govaert & M. Nadif. Simultaneous Clustering on Continuous data and Statistical Modelling. 4th International Conference on Applied Mathematics and Engineering Sciences,  Casablanca, Morocco, 23-25 October, 2002. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m02d,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Simultaneous Clustering on Continuous data and Statistical Modelling},
-  booktitle = {4th International Conference on Applied Mathematics and Engineering Sciences},
-  address = {Casablanca, Morocco},
-  month = {23-25 October},
-  year = {2002}
-}
-F.X. Jollois; M. Nadif & G. Govaert. Assessing the Number of Clusters of the Latent Class Model. Classification, Clustering, and Data Analysis: Recent Advances and Applications, 8th Conference of the International Federation of Classification,  Cracow, Poland, 16-19 july, Pages 139-146, 2002. [BibTeX]
-BibTeX:
-@inproceedings{jollois_m02,
-  author = {Jollois, F.X. and Nadif, M. and Govaert, G. },
-  title = {Assessing the Number of Clusters of the Latent Class Model},
-  booktitle = {Classification, Clustering, and Data Analysis: Recent Advances and Applications, 8th Conference of the International Federation of Classification},
-  address = {Cracow, Poland},
-  month = { 16-19 july},
-  year = {2002},
-  pages = {139-146}
-}
-P. Morizet-Mahoudeaux; G. Govaert; P. Trigano & C. Ambroise. Parcours Adaptatif à Temps Choisi. Journée Apprentissage et Interfaces Homme Machines, Collège Apprentissage, Fouille et Extraction (CAFE),  Institut Henri Poincaré, Paris, 05 mars, 2002. [BibTeX]
-BibTeX:
-@inproceedings{morizet_m02,
-  author = {Morizet-Mahoudeaux, P. and Govaert, G. and Trigano, P. and Ambroise, C.},
-  title = {Parcours Adaptatif \`a Temps Choisi},
-  booktitle = {Journ\'ee Apprentissage et Interfaces Homme Machines, Coll\`ege Apprentissage, Fouille et Extraction (CAFE)},
-  address = {Institut Henri Poincar\'e, Paris},
-  month = {05 mars},
-  year = {2002}
-}
-M. Nadif & G. Govaert. Parameters Estimation of Block Mixture models. Compstat 2002, 15th International Conference on Computational Statistics,  Berlin, Germany, 24-28 August, 2002. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m02a,
-  author = {Nadif, M. and Govaert, G.},
-  title = {Parameters Estimation of Block Mixture models},
-  booktitle = {Compstat 2002, 15th International Conference on Computational Statistics},
-  address = {Berlin, Germany},
-  month = {24-28 August},
-  year = {2002}
-}
-M. Nadif; G. Govaert & F.X. Jollois. A Hybrid Method for Identifying Homogenous Blocks in Large Data Sets. Second Euro-Japanese Workshop on Stochastic Risk Modelling for Finance, Insurance, Production and Reliability,  Chamonix, France, 16-19 September, Pages 324-333, 2002. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m02b,
-  author = {Nadif, M. and Govaert, G. and Jollois, F.X.},
-  title = {A Hybrid Method for Identifying Homogenous Blocks in Large Data Sets},
-  booktitle = {Second Euro-Japanese Workshop on Stochastic Risk Modelling for Finance, Insurance, Production and Reliability},
-  address = {Chamonix, France},
-  month = {16-19 September},
-  year = {2002},
-  pages = {324-333}
-}
-A. Same & G. Govaert. Algorithme CEM pour les données sous forme d'histogramme. ASU'2002, XXXIVieme journées de Statistiques,  Bruxelles, Belgique, 13-17 mai, Pages 338-339, 2002. [BibTeX]
-BibTeX:
-@inproceedings{same_m02,
-  author = {Same, A. and Govaert, G.},
-  title = {Algorithme {CEM} pour les donn{\'e}es sous forme d'histogramme},
-  booktitle = {ASU'2002, XXXIV\ieme journ{\'e}es de Statistiques},
-  address = {Bruxelles, Belgique},
-  month = {13-17 mai},
-  year = {2002},
-  pages = {338-339}
-}
-C. Ambroise; T. Denœux; G. Govaert & P. Smets. Learning from an Imprecise Teacher: Probabilistic and Evidential Approaches. ASMDA 2001 : International Symposium on Applied Stochastic Models and Data Analysis,  June, 2001. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m01b,
-  author = {Ambroise, C. and Den{\oe}ux, T. and Govaert, G. and Smets, P.},
-  title = {Learning from an Imprecise Teacher: Probabilistic and Evidential Approaches},
-  booktitle = {ASMDA 2001 : International Symposium on Applied Stochastic Models and Data Analysis},
-  month = {June},
-  year = {2001}
-}
-C. Ambroise & G. Govaert. A Mixture Model Approach for Classifying Doubtful labeled Data. Mixtures 2001,  Hamburg, July, 2001. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m01a,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {A Mixture Model Approach for Classifying Doubtful labeled Data},
-  booktitle = {Mixtures 2001},
-  address = {Hamburg},
-  month = {July},
-  year = {2001}
-}
-C. Ambroise & G. Govaert. Clustering and Models. Classification, Automation and New Media,  Berlin, Pages 3-16, Springer Verlag, 2001. [BibTeX]
-BibTeX:
-@incollection{ambroise_m01c,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {Clustering and Models},
-  booktitle = {Classification, Automation and New Media},
-  address = {Berlin},
-  publisher = {Springer Verlag},
-  year = {2001},
-  pages = {3-16}
-}
-C. Biernacki; G. Celeux & G. Govaert. Strategies for Getting the Highest Likelihood in Mixture Models. ,  Le Chesnay, France, September, Number 4255, 2001. [BibTeX]
-BibTeX:
-@techreport{biernacki_m01,
-  author = {C. Biernacki and G. Celeux and G. Govaert},
-  title = {Strategies for Getting the Highest Likelihood in Mixture Models},
-  address = {Le Chesnay, France},
-  month = {September},
-  year = {2001},
-  number = {4255}
-}
-G. Govaert. Les mélanges finis comme modèle de classification. Journées INRIA IS2,  Grenoble, Mars, 2001. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m01a,
-  author = {Govaert, G.},
-  title = {Les m{\'e}langes finis comme mod{\`e}le de classification},
-  booktitle = {Journ{\'e}es INRIA IS2},
-  address = {Grenoble},
-  month = {Mars},
-  year = {2001}
-}
-G. Govaert. Classification automatique et mélange pour le diagnostic. journée analyse de données et diagnostic,  Paris, 18 mai, 2001. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m01c,
-  author = {Govaert, G.},
-  title = {Classification automatique et m{\'e}lange pour le diagnostic},
-  booktitle = {journ{\'e}e analyse de donn{\'e}es et diagnostic},
-  address = {Paris},
-  month = {18 mai},
-  year = {2001}
-}
-G. Govaert. Classification automatique et modèle de mélange pour les données spatiales. séminaire de l'Institut Pierre Simon Laplace,  Paris, 28 mai, 2001. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m01d,
-  author = {Govaert, G.},
-  title = {Classification automatique et mod{\`e}le de m{\'e}lange pour les donn{\'e}es spatiales},
-  booktitle = {s{\'e}minaire de l'Institut Pierre Simon Laplace},
-  address = {Paris},
-  month = {28 mai},
-  year = {2001}
-}
-G. Govaert. Modèle de mélange et cartes de Kohonen. séminaire Méthodes Neuronales,  Institut Henri Poincaré, Paris, 25 Octobre, 2001. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m01e,
-  author = {Govaert, G.},
-  title = {Mod{\`e}le de m{\'e}lange et cartes de Kohonen},
-  booktitle = {s{\'e}minaire M{\'e}thodes Neuronales},
-  address = {Institut Henri Poincar{\'e}, Paris},
-  month = {25 Octobre},
-  year = {2001}
-}
-G. Govaert & G. Celeux. Modèles de mélange sur variable qualitatives et binaires. Journées INRIA IS2,  Grenoble, Mars, 2001. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m01b,
-  author = {Govaert, G. and Celeux, G.},
-  title = {Mod{\`e}les de m{\'e}lange sur variable qualitatives et binaires},
-  booktitle = {Journ{\'e}es INRIA IS2},
-  address = {Grenoble},
-  month = {Mars},
-  year = {2001}
-}
-C. Ambroise & G. Govaert. Mixture Models and Clustering (Invited). 24th Annual GfKl (Gesellschaft fur Klassifikation),  University of Passau, Germany, March 15-17, 2000. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m00a,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {Mixture Models and Clustering (Invited)},
-  booktitle = {24th Annual GfKl (Gesellschaft fur Klassifikation)},
-  address = {University of Passau, Germany},
-  month = {March 15-17},
-  year = {2000}
-}
-C. Ambroise & G. Govaert. EM Algorithm for Partially Known Labels. Data Analysis, Classification, and Related Methods, Proceedings of the 7th Conference of the International Federation of Classification Societies (IFCS-2000), University of Namur, Belgium,  Berlin, 11-14 July, Pages 161-166, Springer, 2000. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m00b,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {{EM} Algorithm for Partially Known Labels},
-  booktitle = {Data Analysis, Classification, and Related Methods, Proceedings of the 7th Conference of the International Federation of Classification Societies (IFCS-2000), University of Namur, Belgium},
-  address = {Berlin},
-  month = {11-14 July},
-  publisher = {Springer},
-  year = {2000},
-  pages = {161-166}
-}
-C. Ambroise & G. Govaert. Clustering by Maximizing a Fuzzy Classification Maximum Likelihood Criterion. Compstat 2000, Prodeedings in Computational Statistics, 14th Symposium held in Utrecht, The Netherlands,  Heidelberg, 21-25 August, Pages 186-192, 2000. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m00c,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {Clustering by Maximizing a Fuzzy Classification Maximum Likelihood Criterion},
-  booktitle = {Compstat 2000, Prodeedings in Computational Statistics, 14th Symposium held in Utrecht, The Netherlands},
-  address = {Heidelberg},
-  month = {21-25 August},
-  year = {2000},
-  pages = {186-192}
-}
-C. Biernacki; G. Celeux & G. Govaert. Assessing a Mixture Model for Clustering with the Integrated Completed Likelihood. IEEE Transactions on Pattern Analysis and Machine Intelligence,  July, Volume 22, Number 7, Pages 719-725, 2000. [BibTeX]
-BibTeX:
-@article{biernacki_m00a,
-  author = {Biernacki, C. and Celeux, G. and Govaert, G.},
-  title = {Assessing a Mixture Model for Clustering with the Integrated Completed Likelihood},
-  month = {July},
-  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
-  year = {2000},
-  volume = {22},
-  number = {7},
-  pages = {719-725}
-}
-C. Biernacki; G. Celeux & G. Govaert. Stratégies algorithmiques pour maximiser la vraisemblance dans les modèles de mélange. ASU'2000, XXXIIieme journées de Statistiques,  Fez, Maroc, 15-19 mai, Pages 140-143, 2000. [BibTeX]
-BibTeX:
-@inproceedings{biernacki_m00b,
-  author = {Biernacki, C. and Celeux, G. and Govaert, G.},
-  title = {Strat{\'e}gies algorithmiques pour maximiser la vraisemblance dans les mod{\`e}les de m{\'e}lange},
-  booktitle = {ASU'2000, XXXII\ieme journ{\'e}es de Statistiques},
-  address = {Fez, Maroc},
-  month = {15-19 mai},
-  year = {2000},
-  pages = {140-143}
-}
-C. Biernacki; G. Celeux & G. Govaert. Strategies for Getting Likelihood in Mixture Models. JSM 2000,  Indianapolis, August, 2000. [BibTeX]
-BibTeX:
-@inproceedings{biernacki_m00c,
-  author = {Biernacki, C. and Celeux, G. and Govaert, G.},
-  title = {Strategies for Getting Likelihood in Mixture Models},
-  booktitle = {JSM 2000},
-  address = {Indianapolis},
-  month = {August},
-  year = {2000}
-}
-C. Biernacki; G. Celeux & G. Govaert. Strategies for Getting Likelihood in Mixture Models. Workshop Franco-Portugais sur la classification,  Paris, 21-22 September, 2000. [BibTeX]
-BibTeX:
-@inproceedings{biernacki_m00d,
-  author = {Biernacki, C. and Celeux, G. and Govaert, G.},
-  title = {Strategies for Getting Likelihood in Mixture Models},
-  booktitle = {Workshop Franco-Portugais sur la classification},
-  address = {Paris},
-  month = {21-22 September},
-  year = {2000}
-}
-G. Govaert. Classification et modèles de mélange - Application aux données spatiales. Revue Internationale de géomatique, European Journal of GIS and Spatial Analysis,  Volume 9, Number 4, Pages 457-470, 2000. [BibTeX]
-BibTeX:
-@article{govaert_m00a,
-  author = {Govaert, G.},
-  title = {Classification et mod{\`e}les de m{\'e}lange - Application aux donn{\'e}es spatiales},
-  journal = {Revue Internationale de g{\'e}omatique, European Journal of GIS and Spatial Analysis},
-  year = {2000},
-  volume = {9},
-  number = {4},
-  pages = {457-470}
-}
-G. Govaert. Classification et modèles de mélange - Application aux données spatiales. Journées Data Mining et Analyse du risque,  Versailles, 24-25 Février, 2000. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m00b,
-  author = {Govaert, G.},
-  title = {Classification et mod{\`e}les de m{\'e}lange - Application aux donn{\'e}es spatiales},
-  booktitle = {Journ{\'e}es Data Mining et Analyse du risque},
-  address = {Versailles},
-  month = {24-25 F{\'e}vrier},
-  year = {2000}
-}
-G. Govaert. Classification de données temporelles. Workshop Franco-Portugais sur la classification,  Paris, 21-22 September, 2000. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m00c,
-  author = {Govaert, G.},
-  title = {Classification de donn{\'e}es temporelles},
-  booktitle = {Workshop Franco-Portugais sur la classification},
-  address = {Paris},
-  month = {21-22 September},
-  year = {2000}
-}
-G. Govaert. Classification et Modèle de mélange ; application aux données spatiales. séminaire LEAD,  Lisbonne, Portugal, 30 Novembre, 2000. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m00d,
-  author = {Govaert, G.},
-  title = {Classification et Mod{\`e}le de m{\'e}lange ; application aux donn{\'e}es spatiales},
-  booktitle = {s{\'e}minaire LEAD},
-  address = {Lisbonne, Portugal},
-  month = {30 Novembre},
-  year = {2000}
-}
-G. Putz & G. Govaert. Modèle de mélange Gaussien et qualité des mesures. ASU'2000, XXXIIieme journées de Statistiques,  Fez, Maroc, 15-19 mai, Pages 645-648, 2000. [BibTeX]
-BibTeX:
-@inproceedings{putz_m00,
-  author = {Putz, G. and Govaert, G.},
-  title = {Mod{\`e}le de m{\'e}lange Gaussien et qualit{\'e} des mesures},
-  booktitle = {ASU'2000, XXXII\ieme journ{\'e}es de Statistiques},
-  address = {Fez, Maroc},
-  month = {15-19 mai},
-  year = {2000},
-  pages = {645-648}
-}
-C. Ambroise & G. Govaert. Classification spatiale utilisant des échantillons partiellement classés. ASU'99, XXXIieme journées de Statistiques,  Grenoble, mai, Pages 407-410, 1999. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m99,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {Classification spatiale utilisant des {\'e}chantillons partiellement class{\'e}s},
-  booktitle = {ASU'99, XXXI\ieme journ{\'e}es de Statistiques},
-  address = {Grenoble},
-  month = {mai},
-  year = {1999},
-  pages = {407-410}
-}
-C. Biernacki; G. Celeux & G. Govaert. An improvement of the NEC criterion for assessing the number of clusters in a mixture model. Pattern Recognition Letters,  Volume 20, Pages 267-272, 1999. [BibTeX]
-BibTeX:
-@article{biernacki_m99a,
-  author = {Biernacki, C. and G. Celeux and G. Govaert},
-  title = {An improvement of the NEC criterion for assessing the number of clusters in a mixture model},
-  journal = {Pattern Recognition Letters},
-  year = {1999},
-  volume = {20},
-  pages = {267-272}
-}
-C. Biernacki & G. Govaert. Choosing Models in Model-Based Clustering and Discriminant Analysis. Journal of Statistical Computation and Simulation,  Volume 64, Pages 49-71, 1999. [BibTeX]
-BibTeX:
-@article{biernacki_m99b,
-  author = {Biernacki, C. and G. Govaert},
-  title = {Choosing Models in Model-Based Clustering and Discriminant Analysis},
-  journal = {Journal of Statistical Computation and Simulation},
-  year = {1999},
-  volume = {64},
-  pages = {49-71}
-}
-M. Bzioui; M. Nadif & G. Govaert. Modèle de mélange croisé, estimation et classification. ASU'99, XXXIieme journées de Statistiques,  Grenoble, mai, Pages 107-110, 1999. [BibTeX]
-BibTeX:
-@inproceedings{bzioui_m99a,
-  author = {Bzioui, M. and Nadif, M. and Govaert, G.},
-  title = {Mod{\`e}le de m{\'e}lange crois{\'e}, estimation et classification},
-  booktitle = {ASU'99, XXXI\ieme journ{\'e}es de Statistiques},
-  address = {Grenoble},
-  month = {mai},
-  year = {1999},
-  pages = {107-110}
-}
-M. Bzioui; M. Nadif & G. Govaert. Mélanges de Bernoulli et Gaussiens dans la classification croisée. SFC-99, 7e journées de Classification,  Nancy, Septembre, Pages 165-172, 1999. [BibTeX]
-BibTeX:
-@inproceedings{bzioui_m99b,
-  author = {Bzioui, M. and Nadif, M. and Govaert, G.},
-  title = {M{\'e}langes de Bernoulli et Gaussiens dans la classification crois{\'e}e},
-  booktitle = {SFC-99, 7e journ{\'e}es de Classification},
-  address = {Nancy},
-  month = {Septembre},
-  year = {1999},
-  pages = {165-172}
-}
-M. Dang & G. Govaert. Clustering of Spatial Incomplete Data Using a Fuzzy Classifying Likelihood. 14th International Workshop on Statistical Modelling,  Graz (Austria), July, 19-23, Pages 150-157, 1999. [BibTeX]
-BibTeX:
-@inproceedings{dang_m99a,
-  author = {Dang, M. and Govaert, G.},
-  title = {Clustering of Spatial Incomplete Data Using a Fuzzy Classifying Likelihood},
-  booktitle = {14th International Workshop on Statistical Modelling},
-  address = {Graz (Austria)},
-  month = {July, 19-23},
-  year = {1999},
-  pages = {150-157}
-}
-M. Dang & G. Govaert. Clustering of Spatial by Optimizing a Fuzzy Classifying Likelihood. Second European Conference on Highly Structured Stochastic Systems,  Pavia (Italy), 14 - 18 September, Pages 78-81, 1999. [BibTeX]
-BibTeX:
-@inproceedings{dang_m99b,
-  author = {Dang, M. and Govaert, G.},
-  title = {Clustering of Spatial by Optimizing a Fuzzy Classifying Likelihood},
-  booktitle = {Second European Conference on Highly Structured Stochastic Systems},
-  address = {Pavia (Italy)},
-  month = {14 - 18 September},
-  year = {1999},
-  pages = {78-81}
-}
-G. Govaert. Classification automatique et modèle de mélange, conférence invitée. ASU'99, XXXIieme journées de Statistiques,  Grenoble, mai, Pages 99-102, 1999. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m99,
-  author = {Govaert, G.},
-  title = {Classification automatique et mod{\`e}le de m{\'e}lange, conf{\'e}rence invit{\'e}e},
-  booktitle = {ASU'99, XXXI\ieme journ{\'e}es de Statistiques},
-  address = {Grenoble},
-  month = {mai},
-  year = {1999},
-  pages = {99-102}
-}
-A. Lambert; M. Dang & G. Govaert. Generating validity regions using markovian spatial clustering. 9-th Int. conf. on Advanced Robotics,  Tokyo (Japan), Pages 369-374, 1999. [BibTeX]
-BibTeX:
-@inproceedings{lambert_m99,
-  author = {Lambert, A. and Dang, M. and Govaert, G.},
-  title = {Generating validity regions using markovian spatial clustering},
-  booktitle = {9-th Int. conf. on Advanced Robotics},
-  address = {Tokyo (Japan)},
-  year = {1999},
-  pages = {369-374}
-}
-C. Ambroise & G. Govaert. Convergence of an EM-type algorithm for spatial clustering. Pattern Recognition Letters,  Volume 19, Pages 919-927, 1998. [BibTeX]
-BibTeX:
-@article{ambroise_m98,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {Convergence of an {EM}-type algorithm for spatial clustering},
-  journal = {Pattern Recognition Letters},
-  year = {1998},
-  volume = {19},
-  pages = {919-927}
-}
-C. Biernacki & G. Govaert. Choosing Models in Model-based Clustering and Discriminant Analysis. ,  Le Chesnay, France, October, Number 3509, 1998. [BibTeX]
-BibTeX:
-@techreport{biernacki_m98a,
-  author = {Biernacki, C. and Govaert, G.},
-  title = {Choosing Models in Model-based Clustering and Discriminant Analysis},
-  address = {Le Chesnay, France},
-  month = {October},
-  year = {1998},
-  number = {3509}
-}
-G. Biernacki, C.and Celeux & G. Govaert. Assessing a Mixture Model for Clustering with the Integrated Classification Likelihood. ,  Le Chesnay, France, October, Number 3521, 1998. [BibTeX]
-BibTeX:
-@techreport{biernacki_m98b,
-  author = {Biernacki, C.and Celeux, G. and Govaert, G.},
-  title = {Assessing a Mixture Model for Clustering with the Integrated Classification Likelihood},
-  address = {Le Chesnay, France},
-  month = {October},
-  year = {1998},
-  number = {3521}
-}
-M. Bzioui; M. Nadif & G. Govaert. Classification croisée et modèle. ASU'98, XXXieme journées de Statistiques,  Rennes, mai, Pages 86-88, 1998. [BibTeX]
-BibTeX:
-@inproceedings{bzioui_m98,
-  author = {Bzioui, M. and Nadif, M. and Govaert, G.},
-  title = {Classification crois{\'e}e et mod{\`e}le},
-  booktitle = {ASU'98, XXXieme journ{\'e}es de Statistiques},
-  address = {Rennes},
-  month = {mai},
-  year = {1998},
-  pages = {86-88}
-}
-M. Dang & G. Govaert. Fuzzy Clustering of Spatial Binary Data. Kybernetika,  Volume 34, Number 4, Pages 393-398, 1998. [BibTeX]
-BibTeX:
-@article{dang_m98a,
-  author = {Dang, M. and Govaert, G.},
-  title = {Fuzzy Clustering of Spatial Binary Data},
-  journal = {Kybernetika},
-  year = {1998},
-  volume = {34},
-  number = {4},
-  pages = {393-398}
-}
-M. Dang & G. Govaert. Spatial Fuzzy Clustering using EM and Markov Random Fields. International Journal of System Research and Information Science,  Volume 8, Number 4, Pages 183-202, 1998. [BibTeX]
-BibTeX:
-@article{dang_m98b,
-  author = {Dang, M. and Govaert, G.},
-  title = {Spatial Fuzzy Clustering using {EM} and Markov Random Fields},
-  journal = {International Journal of System Research and Information Science},
-  year = {1998},
-  volume = {8},
-  number = {4},
-  pages = {183-202}
-}
-M. Dang & G. Govaert. Classification automatique de données spatiales incomplètes. ASU'98, XXXieme journées de Statistiques,  Rennes, mai, Pages 153-155, 1998. [BibTeX]
-BibTeX:
-@inproceedings{dang_m98c,
-  author = {Dang, M. and Govaert, G.},
-  title = {Classification automatique de donn{\'e}es spatiales incompl{\`e}tes},
-  booktitle = {ASU'98, XXXieme journ{\'e}es de Statistiques},
-  address = {Rennes},
-  month = {mai},
-  year = {1998},
-  pages = {153-155}
-}
-M. Dang & G. Govaert. A Clustering for Spatial Data: Evaluating Different Strategies. IFCS-98, 6th Conference of the International Federation of Classification Societies,  Rôme, 21-24 July, Pages 96-99, 1998. [BibTeX]
-BibTeX:
-@inproceedings{dang_m98d,
-  author = {Dang, M. and Govaert, G.},
-  title = {A Clustering for Spatial Data: Evaluating Different Strategies},
-  booktitle = {IFCS-98, 6th Conference of the International Federation of Classification Societies},
-  address = {R\^ome},
-  month = {21-24 July},
-  year = {1998},
-  pages = {96-99}
-}
-M. Dang & G. Govaert. Spatial Clustering Techniques: an Experimental Comparison. COMPSTAT 1998,  Bristol (England), 24-28 August, 1998. [BibTeX]
-BibTeX:
-@inproceedings{dang_m98e,
-  author = {Dang, M. and Govaert, G.},
-  title = {Spatial Clustering Techniques: an Experimental Comparison},
-  booktitle = {COMPSTAT 1998},
-  address = {Bristol (England)},
-  month = {24-28 August},
-  year = {1998}
-}
-G. Govaert. Classification Automatique et modèle de mélange. SFC-98, 6e journées de Classification,  Montpellier, 21-23 Septembre, 1998. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m98,
-  author = {G. Govaert},
-  title = {Classification Automatique et mod{\`e}le de m{\'e}lange},
-  booktitle = {SFC-98, 6e journ{\'e}es de Classification},
-  address = {Montpellier},
-  month = {21-23 Septembre},
-  year = {1998}
-}
-M. Nadif & G. Govaert. Clustering for binary data and mixture models: Choice of the model. Applied Stochastic Models and Data Analysis,  Volume 13, Pages 269-278, 1998. [BibTeX]
-BibTeX:
-@article{nadif_m98,
-  author = {Nadif, M. and Govaert, G.},
-  title = {Clustering for binary data and mixture models: Choice of the model},
-  journal = {Applied Stochastic Models and Data Analysis},
-  year = {1998},
-  volume = {13},
-  pages = {269-278}
-}
-A. Ambroise & G. Govaert. Spatial Clustering Based on Both Classified and Unclassified Observations. 10th European Colloquium on Theoretical and Quantitative Geography,  Rostock, Germany, September, 1997. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m97b,
-  author = {Ambroise, A. and Govaert, G.},
-  title = {Spatial Clustering Based on Both Classified and Unclassified Observations},
-  booktitle = {10th European Colloquium on Theoretical and Quantitative Geography},
-  address = {Rostock, Germany},
-  month = {September},
-  year = {1997}
-}
-C. Ambroise; M. V. Dang & G. Govaert. Clustering of Spatial Data by The EM Algorithm. Geostatistics for Environmental Applications,  Quantitative Geology and Geostatistics, Volume 9, Pages 493-504, Kluwer Academic Publisher, 1997. [BibTeX]
-BibTeX:
-@incollection{ambroise_m97a,
-  author = {Ambroise, C. and Dang, M. V. and Govaert, G.},
-  title = {Clustering of Spatial Data by The {EM} Algorithm},
-  booktitle = {Geostatistics for Environmental Applications},
-  publisher = {Kluwer Academic Publisher},
-  year = {1997},
-  series = {Quantitative Geology and Geostatistics},
-  volume = {9},
-  pages = {493-504}
-}
-C. Biernacki & G. Govaert. Using the classification likelihood to choose the number of clusters. Computing Science and Statistics,  Volume 29, Number 2, Pages 451-457, 1997. [BibTeX]
-BibTeX:
-@article{biernacki_m97a,
-  author = {Biernacki, C. and Govaert, G.},
-  title = {Using the classification likelihood to choose the number of clusters},
-  journal = {Computing Science and Statistics},
-  year = {1997},
-  volume = {29},
-  number = {2},
-  pages = {451-457}
-}
-C. Biernacki & G. Govaert. Using the classification likelihood to choose the number of clusters. Second World Conference of the International Association for Statistical Computing,  Pasadena, USA, February, 1997. [BibTeX]
-BibTeX:
-@inproceedings{biernacki_m97b,
-  author = {Biernacki, C. and Govaert, G.},
-  title = {Using the classification likelihood to choose the number of clusters},
-  booktitle = {Second World Conference of the International Association for Statistical Computing},
-  address = {Pasadena, USA},
-  month = {February},
-  year = {1997}
-}
-C. Biernacki & G. Govaert. Choosing Gaussian Models in Discriminant Analysis. IV International Meeting of Multidimensional Data Analysis,  Bilbao, Spain, September, 1997. [BibTeX]
-BibTeX:
-@inproceedings{biernacki_m97c,
-  author = {Biernacki, C. and Govaert, G.},
-  title = {Choosing Gaussian Models in Discriminant Analysis},
-  booktitle = {IV International Meeting of Multidimensional Data Analysis},
-  address = {Bilbao, Spain},
-  month = {September},
-  year = {1997}
-}
-G. Celeux; C. Biernacki & G. Govaert. Choosing models in model-based clustering and discriminant analysis. JSM'97,  Anaheim, USA, August, 1997. [BibTeX]
-BibTeX:
-@inproceedings{celeux_m97,
-  author = {Celeux, G. and Biernacki, C. and Govaert, G.},
-  title = {Choosing models in model-based clustering and discriminant analysis},
-  booktitle = {JSM'97},
-  address = {Anaheim, USA},
-  month = {August},
-  year = {1997}
-}
-M. Dang & G. Govaert. Fuzzy Clustering of Spatial Binary Data. Worshop on Statistical Techniques in Pattern Recognition,  Prague, June, 1997. [BibTeX]
-BibTeX:
-@inproceedings{dang_m97a,
-  author = {Dang, M. and Govaert, G.},
-  title = {Fuzzy Clustering of Spatial Binary Data},
-  booktitle = {Worshop on Statistical Techniques in Pattern Recognition},
-  address = {Prague},
-  month = {June},
-  year = {1997}
-}
-M. Dang & G. Govaert. Classification automatique de données spatiales binaires. XXIXieme journées de Statistiques,  Carcassonne, mai, 1997. [BibTeX]
-BibTeX:
-@inproceedings{dang_m97b,
-  author = {Dang, M. and Govaert, G.},
-  title = {Classification automatique de donn{\'e}es spatiales binaires},
-  booktitle = {XXIXieme journ{\'e}es de Statistiques},
-  address = {Carcassonne},
-  month = {mai},
-  year = {1997}
-}
-T. Denoeux & G. Govaert. Un algorithme de classification automatique non paramétrique. Compte rendus de l'Académie des Sciences, Série 1: Mathématique,  Volume 324, Number 6, Pages 673-678, 1997. [BibTeX]
-BibTeX:
-@article{denoeux_m97,
-  author = {Denoeux, T. and Govaert, G.},
-  title = {Un algorithme de classification automatique non param{\'e}trique},
-  journal = {Compte rendus de l'Acad{\'e}mie des Sciences, S{\'e}rie 1: Math{\'e}matique},
-  year = {1997},
-  volume = {324},
-  number = {6},
-  pages = {673-678}
-}
-C. Ambroise; M. V. Dang & G. Govaert. Clustering of spatial data by the EM algorithm. Model-Based Clustering and Spatial Process Workshop,  Seattle, USA, July, Pages 263-272, University of Washington, 1996. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m96c,
-  author = {Ambroise, C. and Dang, M. V. and Govaert, G.},
-  title = {Clustering of spatial data by the {EM} algorithm},
-  booktitle = {Model-Based Clustering and Spatial Process Workshop},
-  address = {Seattle, USA},
-  month = {July},
-  publisher = {University of Washington},
-  year = {1996},
-  pages = {263-272}
-}
-C. Ambroise; M. V. Dang & G. Govaert. Clustering of spatial data by the EM algorithm. GeoENV-96, 1st European Conference on Geostatistics for Environmental Application,  Lisbonne (Portugal), November, Pages 20-22, 1996. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m96d,
-  author = {Ambroise, C. and Dang, M. V. and Govaert, G.},
-  title = {Clustering of spatial data by the {EM} algorithm},
-  booktitle = {GeoENV-96, 1st European Conference on Geostatistics for Environmental Application},
-  address = {Lisbonne (Portugal)},
-  month = {November},
-  year = {1996},
-  pages = {20-22}
-}
-C. Ambroise & G. Govaert. Constrained Clustering and Kohonen Self-Organizing Maps. Journal of Classification,  Volume 13, Number 2, Pages 299-313, 1996. [BibTeX]
-BibTeX:
-@article{ambroise_m96a,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {Constrained Clustering and Kohonen Self-Organizing Maps},
-  journal = {Journal of Classification},
-  year = {1996},
-  volume = {13},
-  number = {2},
-  pages = {299-313}
-}
-C. Ambroise & G. Govaert. Analyzing Dissimilarity Matrices via Kohonen Maps. IFCS-96, 5th Conference of the International Federation of Classification Societies,  Kobe (Japan), 27-30 Mars, Volume 2, Pages 96-99, 1996. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m96b,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {Analyzing Dissimilarity Matrices via Kohonen Maps},
-  booktitle = {IFCS-96, 5th Conference of the International Federation of Classification Societies},
-  address = {Kobe (Japan)},
-  month = {27-30 Mars},
-  year = {1996},
-  volume = {2},
-  pages = {96-99}
-}
-C. Biernacki & G. Govaert. Comparaison de critères en classification pour la détection de modèles gaussiens parcimonieux. 7ieme Journees de la Société Francophone de Classification,  Vannes, Septembre, Pages 7-10, 1996. [BibTeX]
-BibTeX:
-@inproceedings{biernacki_m96,
-  author = {Biernacki, C. and Govaert, G.},
-  title = {Comparaison de crit{\`e}res en classification pour la d{\'e}tection de mod{\`e}les gaussiens parcimonieux},
-  booktitle = {7ieme Journees de la Soci{\'e}t{\'e} Francophone de Classification},
-  address = {Vannes},
-  month = {Septembre},
-  year = {1996},
-  pages = {7-10}
-}
-T. Denoeux & G. Govaert. Combined supervised and unsupervised learning for system diagnosis using Dempster-Shafer theory. CESA'96 IMACS Multiconference, Computational Engineering in Systems Applications. Symposium on Control, Optimization and Supervision,  Lille, July 9-12, Volume 1, Pages 104-109, 1996. [BibTeX]
-BibTeX:
-@inproceedings{denoeux_m96,
-  author = {Denoeux, T. and Govaert, G.},
-  title = {Combined supervised and unsupervised learning for system diagnosis using Dempster-Shafer theory},
-  booktitle = {CESA'96 IMACS Multiconference, Computational Engineering in Systems Applications. Symposium on Control, Optimization and Supervision},
-  address = {Lille},
-  month = {July 9-12},
-  year = {1996},
-  volume = {1},
-  pages = {104-109}
-}
-G. Govaert. Analyse des données multidimensionnelles by H. Rouanet et B. Le Roux (Book review). Journal of Classification,  Volume 13, Number 1, Pages 173-174, 1996. [BibTeX]
-BibTeX:
-@article{govaert_m96b,
-  author = {Govaert, G.},
-  title = {Analyse des donn{\'e}es multidimensionnelles by H. Rouanet et B. Le Roux (Book review)},
-  journal = {Journal of Classification},
-  year = {1996},
-  volume = {13},
-  number = {1},
-  pages = {173-174}
-}
-G. Govaert & N. Nadif. Comparison of the mixture and the classification maximum likelihood in cluster analysis when data are binary. Computational Statistics and Data Analysis,  Volume 23, Pages 65-81, 1996. [BibTeX]
-BibTeX:
-@article{govaert_m96a,
-  author = {Govaert, G. and Nadif, N.},
-  title = {Comparison of the mixture and the classification maximum likelihood in cluster analysis when data are binary},
-  journal = {Computational Statistics and Data Analysis},
-  year = {1996},
-  volume = {23},
-  pages = {65-81}
-}
-M. Nadif; F. Marchetti & G. Govaert. Approche vraisemblance et vraisemblance classifiante en classification de données qualitatives. XXVIII èmes Journées de Statistiques,  Quebec (Canada), 27-30 mai, 1996. [BibTeX]
-BibTeX:
-@inproceedings{nadif_m96,
-  author = {Nadif, M. and Marchetti, F. and Govaert, G. },
-  title = {Approche vraisemblance et vraisemblance classifiante en classification de donn{\'e}es qualitatives},
-  booktitle = {XXVIII {\`e}mes Journ{\'e}es de Statistiques},
-  address = {Quebec (Canada)},
-  month = {27-30 mai},
-  year = {1996}
-}
-C. Ambroise & G Govaert. Contiguity Constraints and the EM algorithm. International Workshop on statistical Mixture Modelling,  Aussois (France), 17-21 Septembre, 1995. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m95a,
-  author = {Ambroise, C. and Govaert, G},
-  title = {Contiguity Constraints and the {EM} algorithm},
-  booktitle = {International Workshop on statistical Mixture Modelling},
-  address = {Aussois (France)},
-  month = {17-21 Septembre},
-  year = {1995}
-}
-C. Ambroise & G. Govaert. Self-Organisation for Gaussian Parsimonious Clustering. Proceeding of ICANN1995,  Paris, Octobre, Volume 1, Pages 425-430, 1995. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m95b,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {Self-Organisation for Gaussian Parsimonious Clustering},
-  booktitle = {Proceeding of ICANN1995},
-  address = {Paris},
-  month = {Octobre},
-  year = {1995},
-  volume = {1},
-  pages = {425-430}
-}
-C. Biernacki & G Govaert. Penalized Criterion and Model Selection for Clustering. International Workshop on statistical Mixture Modelling,  Aussois (France), 17-21 Septembre, 1995. [BibTeX]
-BibTeX:
-@inproceedings{biernacki_m95,
-  author = {Biernacki, C. and Govaert, G},
-  title = {Penalized Criterion and Model Selection for Clustering},
-  booktitle = {International Workshop on statistical Mixture Modelling},
-  address = {Aussois (France)},
-  month = {17-21 Septembre},
-  year = {1995}
-}
-G. Celeux & G. Govaert. Gaussian Parsimonious Clustering Models. Pattern Recognition,  Volume 28, Number 5, Pages 781-793, 1995. [BibTeX]
-BibTeX:
-@article{celeux_m95,
-  author = {Celeux, G. and Govaert, G.},
-  title = {Gaussian Parsimonious Clustering Models},
-  journal = {Pattern Recognition},
-  year = {1995},
-  volume = {28},
-  number = {5},
-  pages = {781-793}
-}
-J. Fechtenbaum; C. Roux; G Govaert; M. Dougados & B. Amor. Comparaison des paramètres morphométriques dans les populations européennes. Revue du Rhumatisme, 62e année,  Volume 10, Number abstract B124, 1995. [BibTeX]
-BibTeX:
-@article{govaert_m95b,
-  author = {Fechtenbaum, J. and Roux, C. and Govaert, G and Dougados, M. and Amor, B.},
-  title = {Comparaison des param{\`e}tres morphom{\'e}triques dans les populations europ{\'e}ennes},
-  journal = {Revue du Rhumatisme, 62e ann{\'e}e},
-  year = {1995},
-  volume = {10},
-  number = {abstract B124}
-}
-G. Govaert. Simultaneous Clustering of Rows and Columns. Control and Cybernetics ,  Volume 24, Number 4, Pages 437-458, 1995. [BibTeX]
-BibTeX:
-@article{govaert_m95a,
-  author = {Govaert, G.},
-  title = {Simultaneous Clustering of Rows and Columns},
-  journal = {Control and Cybernetics },
-  year = {1995},
-  volume = {24},
-  number = {4},
-  pages = {437-458}
-}
-G. Govaert. Gaussian Parsimonious Clustering Models. International Workshop on statistical Mixture Modelling,  Aussois (France), 17-21 Septembre, 1995. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m95d,
-  author = {Govaert, G.},
-  title = {Gaussian Parsimonious Clustering Models},
-  booktitle = {International Workshop on statistical Mixture Modelling},
-  address = {Aussois (France)},
-  month = {17-21 Septembre},
-  year = {1995}
-}
-G. Govaert & M. Nadif. Clustering for binary data and mixture models. Choice of the model. 7th International Symposium on Applied Stochastic Models and Data Analysis,  Dublin (Irlande), 12-15 Juin, Pages 430-439,, 1995. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m95c,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Clustering for binary data and mixture models. Choice of the model},
-  booktitle = {7th International Symposium on Applied Stochastic Models and Data Analysis},
-  address = {Dublin (Irlande)},
-  month = {12-15 Juin},
-  year = {1995},
-  pages = {430-439,}
-}
-G. Govaert & M. Van Dang. Classification et modèles de mélange, méthode de détection du modèle sous-jacent. 3e Journées de la Société Francophones de Classification,  Namur (Belgique), 28-29 Septembre, Pages 12-13, 1995. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m95e,
-  author = {Govaert, G. and Van Dang, M.},
-  title = {Classification et mod{\`e}les de m{\'e}lange, m{\'e}thode de d{\'e}tection du mod{\`e}le sous-jacent},
-  booktitle = {3e Journ{\'e}es de la Soci{\'e}t{\'e} Francophones de Classification},
-  address = {Namur (Belgique)},
-  month = {28-29 Septembre},
-  year = {1995},
-  pages = {12-13}
-}
-C. Ambroise & G. Govaert. Mapping Water Preserving Quality with Topology Preserving Algorithmms. Conference on Environmetrics,  Burlington (Canada), 12-15 August, 1994. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m94a,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {Mapping Water Preserving Quality with Topology Preserving Algorithmms},
-  booktitle = {Conference on Environmetrics},
-  address = {Burlington (Canada)},
-  month = {12-15 August},
-  year = {1994}
-}
-C. Ambroise & G. Govaert. Une Interprétation des Cartes Auto-organisatrices de Kohonen via l'Algorithme EM . Secondes Rencontres de la Société Francophone de Classification,  Tours (France), 12-13 Septembre, 1994. [BibTeX]
-BibTeX:
-@inproceedings{ambroise_m94b,
-  author = {Ambroise, C. and Govaert, G.},
-  title = {Une Interpr{\'e}tation des Cartes Auto-organi\-satrices de Kohonen via l'Algorithme {EM} },
-  booktitle = {Secondes Rencontres de la Soci{\'e}t{\'e} Francophone de Classification},
-  address = {Tours (France)},
-  month = {12-13 Septembre},
-  year = {1994}
-}
-G. Celeux & G. Govaert. Fuzzy Clustering and Mixture Models. COMPSTAT 1994,  Vienne (Autriche), 22-26 August, 1994. [BibTeX]
-BibTeX:
-@inproceedings{celeux_m94a,
-  author = {Celeux, G. and Govaert, G.},
-  title = {Fuzzy Clustering and Mixture Models},
-  booktitle = {COMPSTAT 1994},
-  address = {Vienne (Autriche)},
-  month = {22-26 August},
-  year = {1994}
-}
-I. Collin; D. Meizel; N. Le Fort & G. Govaert. Local Map Design and Task Fonction Planning for Mobile Robots. International Symposium on Intelligent Robotic System'94,  Grenoble, 11-15 Juillet, 1994. [BibTeX]
-BibTeX:
-@inproceedings{collin_m94a,
-  author = {Collin, I. and Meizel, D. and Le Fort, N. and Govaert, G.},
-  title = {Local Map Design and Task Fonction Planning for Mobile Robots},
-  booktitle = {International Symposium on Intelligent Robotic System'94},
-  address = {Grenoble},
-  month = {11-15 Juillet},
-  year = {1994}
-}
-I. Collin; D. Meizel; N. Le Fort & G. Govaert. Local Map Design and Task Fonction Planning for Mobile Robots. IROS'94,  Munich (Allemagne), 12-16 September, 1994. [BibTeX]
-BibTeX:
-@inproceedings{collin_m94b,
-  author = {Collin, I. and Meizel, D. and Le Fort, N. and Govaert, G.},
-  title = {Local Map Design and Task Fonction Planning for Mobile Robots},
-  booktitle = {IROS'94},
-  address = {Munich (Allemagne)},
-  month = {12-16 September},
-  year = {1994}
-}
-Celeux G. & Govaert G.. Gaussian Parsimonious Clustering Models. Workshop on Mixture Modeling in Cluster Analysis and Times Series,  Seattle (USA), july, Pages 181-203, University of Washington, 1994. [BibTeX]
-BibTeX:
-@inproceedings{celeux_m94b,
-  author = {Celeux G. and Govaert G.},
-  title = {Gaussian Parsimonious Clustering Models},
-  booktitle = {Workshop on Mixture Modeling in Cluster Analysis and Times Series},
-  address = {Seattle (USA)},
-  month = {july},
-  publisher = {University of Washington},
-  year = {1994},
-  pages = {181-203}
-}
-F. Marchetti; M. Nadif & G. Govaert. Comparaison de Méthodes de Classification de Données Qualitatives Basées sur des Modèles Probabilistes. XXVI èmes Journées de Statistiques,  Neuchâtel (Suisse), 24-27 mai, 1994. [BibTeX]
-BibTeX:
-@inproceedings{marchetti_m94,
-  author = {Marchetti, F. and Nadif, M. and Govaert, G. },
-  title = {Comparaison de M{\'e}thodes de Classification de Donn{\'e}es Qualitatives Bas{\'e}es sur des Mod{\`e}les Probabilistes},
-  booktitle = {XXVI {\`e}mes Journ{\'e}es de Statistiques},
-  address = {Neuch{\^a}tel (Suisse)},
-  month = {24-27 mai},
-  year = {1994}
-}
-G. Celeux & G. Govaert. Comparison of the mixture and the classification maximum likelihood in cluster analysis. J. Statist. Comput. Simul.,  Volume 47, Pages 127-146, 1993. [BibTeX]
-BibTeX:
-@article{celeux_m93a,
-  author = {Celeux,G. and Govaert, G.},
-  title = {Comparison of the mixture and the classification maximum likelihood in cluster analysis},
-  journal = {J. Statist. Comput. Simul.},
-  year = {1993},
-  volume = {47},
-  pages = {127-146}
-}
-G. Celeux & G. Govaert. A Gaussian Parsimonious Clustering Model Allowing different size clusters. IFCS 93, 4th Conference of the International Federation of Classification Societies,  Paris (France), 1993. [BibTeX]
-BibTeX:
-@inproceedings{celeux_m93b,
-  author = {Celeux, G. and Govaert, G.},
-  title = {A Gaussian Parsimonious Clustering Model Allowing different size clusters},
-  booktitle = {IFCS 93, 4th Conference of the International Federation of Classification Societies},
-  address = {Paris (France)},
-  year = {1993}
-}
-G. Celeux & G. Govaert. A Gaussian Parsimonious Clustering Model Allowing different size clusters. ,  Le Chesnay, France, Setembre, Number 2028, 1993. [BibTeX]
-BibTeX:
-@techreport{celeux_m93c,
-  author = {Celeux, G. and Govaert, G.},
-  title = {A Gaussian Parsimonious Clustering Model Allowing different size clusters},
-  address = {Le Chesnay, France},
-  month = {Setembre},
-  year = {1993},
-  number = {2028}
-}
-G. Govaert & M Nadif. Comparaison des approches vraisemblance et vraisemblance Classifiante en Classification de données binaires. XXVièmes Journées de Statistiques,  Vannes (France), 1993. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m93a,
-  author = {Govaert, G. and Nadif, M},
-  title = {Comparaison des approches vraisemblance et vraisemblance Classifiante en Classification de donn{\'e}es binaires},
-  booktitle = {XXVi{\`e}mes Journ{\'e}es de Statistiques},
-  address = {Vannes (France)},
-  year = {1993}
-}
-G. Govaert & M. Nadif. Modèles de mélanges binaires; approches vraisemblance et vraisemblance classifiante. Rencontres Franco-Belges des statisticiens,  Namur (Belgique), 1993. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m93b,
-  author = {Govaert, G. and Nadif, M.},
-  title = {Mod{\`e}les de m{\'e}langes binaires; approches vraisemblance et vraisemblance classifiante},
-  booktitle = {Rencontres Franco-Belges des statisticiens},
-  address = {Namur (Belgique)},
-  year = {1993}
-}
-M. Nadif & G. Govaert. Binary clustering with missing data. Applied Stochastic Models and Data Analysis,  Volume 10, Pages 59-71, 1993. [BibTeX]
-BibTeX:
-@article{nadif_m93,
-  author = {Nadif, M. and Govaert, G.},
-  title = {Binary clustering with missing data},
-  journal = {Applied Stochastic Models and Data Analysis},
-  year = {1993},
-  volume = {10},
-  pages = {59-71}
-}
-G. Celeux & G. Govaert. A Classification EM Algorithm for Clustering and Two Stochastic Versions. Computational Statistics and Data Analysis,  Volume 14, Number 3, Pages 315-332, 1992. [BibTeX]
-BibTeX:
-@article{celeux_m92a,
-  author = {Celeux,G. and Govaert, G.},
-  title = {A Classification {EM} Algorithm for Clustering and Two Stochastic Versions},
-  journal = {Computational Statistics and Data Analysis},
-  year = {1992},
-  volume = {14},
-  number = {3},
-  pages = {315-332}
-}
-G. Celeux & G. Govaert. A Gaussian Parsimonious Clustering Model Allowing different size clusters. 7th International Conference on Multivariate Analysis,  Barcelone (Espagne), 1992. [BibTeX]
-BibTeX:
-@inproceedings{celeux_m92b,
-  author = {Celeux, G. and Govaert, G.},
-  title = {A Gaussian Parsimonious Clustering Model Allowing different size clusters},
-  booktitle = {7th International Conference on Multivariate Analysis},
-  address = {Barcelone (Espagne)},
-  year = {1992}
-}
-G. Celeux & G. Govaert. Clustering Criteria for Discrete Data and Latent Class Models. Journal of Classification,  Volume 8, Number 2, Pages 157-176, 1991. [BibTeX]
-BibTeX:
-@article{celeux_m91a,
-  author = {Celeux,G. and Govaert, G.},
-  title = {Clustering Criteria for Discrete Data and Latent Class Models},
-  journal = {Journal of Classification},
-  year = {1991},
-  volume = {8},
-  number = {2},
-  pages = {157-176}
-}
-G. Celeux & G. Govaert. Practical Behaviour of a penalized CML criterion for clustering small samples. IFCS 91, 3th Conference of the International Federation of Classification Societies,  Edimbourg (Scotland), 1991. [BibTeX]
-BibTeX:
-@inproceedings{celeux_m91b,
-  author = {Celeux, G. and Govaert, G.},
-  title = {Practical Behaviour of a penalized CML criterion for clustering small samples},
-  booktitle = {IFCS 91, 3th Conference of the International Federation of Classification Societies},
-  address = {Edimbourg (Scotland)},
-  year = {1991}
-}
-G. Celeux & G. Govaert. A classification EM algorithm for clustering and two stochastic versions. ,  Le Chesnay, France, Setembre, Number 1364, 1991. [BibTeX]
-BibTeX:
-@techreport{celeux_m91c,
-  author = {Celeux, G. and Govaert, G.},
-  title = {A classification {EM} algorithm for clustering and two stochastic versions},
-  address = {Le Chesnay, France},
-  month = {Setembre},
-  year = {1991},
-  number = {1364}
-}
-G. Celeux & G. Govaert. Comparison of the mixture and the classification maximum likelihood in cluster analysis. ,  Le Chesnay, France, Setembre, Number 1517, 1991. [BibTeX]
-BibTeX:
-@techreport{celeux_m91d,
-  author = {Celeux, G. and Govaert, G.},
-  title = {Comparison of the mixture and the classification maximum likelihood in cluster analysis},
-  address = {Le Chesnay, France},
-  month = {Setembre},
-  year = {1991},
-  number = {1517}
-}
-G. Celeux & G. Govaert. Stochastic Algorithms for Clustering. Compstat 2000, Prodeedings in Computational Statistics, 14th Symposium,  Dubrovnik, 1990. [BibTeX]
-BibTeX:
-@inproceedings{celeux_m90,
-  author = {Celeux, G. and Govaert, G.},
-  title = {Stochastic Algorithms for Clustering},
-  booktitle = {Compstat 2000, Prodeedings in Computational Statistics, 14th Symposium},
-  address = {Dubrovnik},
-  year = {1990}
-}
-G. Govaert. Classification binaire et modèles. Revue de Statistique Appliquée,  Volume XXXVIII, Number 1, Pages 67-81, 1990. [BibTeX]
-BibTeX:
-@article{govaert_m90a,
-  author = {Govaert, G.},
-  title = {Classification binaire et mod{\`e}les},
-  journal = {Revue de Statistique Appliqu{\'e}e},
-  year = {1990},
-  volume = {XXXVIII},
-  number = {1},
-  pages = {67-81}
-}
-G. Govaert. Modèle de classification et distance dans le cas discret. ,  Compiègne, France, 1990. [BibTeX]
-BibTeX:
-@techreport{govaert_m90b,
-  author = {Govaert, G.},
-  title = {Mod{\`e}le de classification et distance dans le cas discret},
-  address = {Compi{\`e}gne, France},
-  year = {1990}
-}
-Before 1990
-G. Celeux; E. Diday; G. Govaert; Y. Lechevallier & H. Ralambondrainy. Classification automatique des données : environnement statistique et informatique . ,  Paris, Dunod, 1989. [BibTeX]
-BibTeX:
-@book{celeux_m89a,
-  author = {Celeux, G. and Diday, E. and Govaert, G. and Lechevallier, Y. and Ralambondrainy, H.},
-  title = { Classification automatique des donn{\'e}es : environnement statistique et informatique },
-  address = {Paris},
-  publisher = {Dunod},
-  year = {1989}
-}
-G. Celeux & G. Govaert. Clustering Criteria for Discrete Data and Latent Class Models. IFCS 89, 2th Conference of the International Federation of Classification Societies,  Charlottsville (USA), 1989. [BibTeX]
-BibTeX:
-@inproceedings{celeux_m89b,
-  author = {Celeux, G. and Govaert, G.},
-  title = {Clustering Criteria for Discrete Data and Latent Class Models},
-  booktitle = {IFCS 89, 2th Conference of the International Federation of Classification Societies},
-  address = {Charlottsville (USA)},
-  year = {1989}
-}
-G. Celeux & G. Govaert. Clustering criteria for discrete data and latent class models. ,  Le Chesnay, France, Novembre, Number 1122, 1989. [BibTeX]
-BibTeX:
-@techreport{celeux_m89c,
-  author = {Celeux, G. and Govaert, G.},
-  title = {Clustering criteria for discrete data and latent class models},
-  address = {Le Chesnay, France},
-  month = {Novembre},
-  year = {1989},
-  number = {1122}
-}
-E. Diday & G. Govaert. Classification automatique avec distances adaptatives. RAIRO Informatique/Computer Science,  Volume 11, Number 4, Pages 329-349, 1977. [BibTeX]
-BibTeX:
-@article{diday_m77,
-  author = {Diday, E. and Govaert, G.},
-  title = {Classification automatique avec distances adaptatives},
-  journal = {RAIRO Informatique/Computer Science},
-  year = {1977},
-  volume = {11},
-  number = {4},
-  pages = {329-349}
-}
-E. Diday & G. Govaert. Apprentissage et mesures de ressemblance adaptatives. Computer Oriented Learning Processes,  Leyden, Nato Advanced Study Institutes Series, series E: Applied Science, Volume 9, Number 14, Pages 299-320, Noordhoff, 1976. [BibTeX]
-BibTeX:
-@inproceedings{diday_m76,
-  author = {Diday, E. and Govaert, G.},
-  title = {Apprentissage et mesures de ressemblance adaptatives},
-  booktitle = {Computer Oriented Learning Processes},
-  address = {Leyden},
-  publisher = {Noordhoff},
-  year = {1976},
-  series = {Nato Advanced Study Institutes Series, series E: Applied Science},
-  volume = {9},
-  number = {14},
-  pages = {299-320}
-}
-E. Diday & G. Govaert. Classification avec distance adaptative. C. R. Acad. Sc. Paris, série A,  Volume 278, Pages 993-995, 1974. [BibTeX]
-BibTeX:
-@article{diday_m74a,
-  author = {Diday, E. and Govaert, G.},
-  title = {Classification avec distance adaptative},
-  journal = {C. R. Acad. Sc. Paris, s{\'e}rie A},
-  year = {1974},
-  volume = {278},
-  pages = {993-995}
-}
-E. Diday & G. Govaert. Apprentissage et mesures de ressemblance adaptatives. Nato Advanced Study Institutes Series on Computer Oriented Learning Processes,  Bonas, Septembre, 1974. [BibTeX]
-BibTeX:
-@proceedings{diday_m74b,
-  author = {Diday, E. and Govaert, G.},
-  title = {Apprentissage et mesures de ressemblance adaptatives},
-  booktitle = {Nato Advanced Study Institutes Series on Computer Oriented Learning Processes},
-  address = {Bonas},
-  month = {Septembre},
-  year = {1974}
-}
-E. Diday & G. Govaert. Apprentissage et mesures de ressemblance adaptatives. ,  Le Chesnay, France, Novembre, Number 89, 1974. [BibTeX]
-BibTeX:
-@techreport{diday_m74c,
-  author = {Diday, E. and Govaert, G.},
-  title = {Apprentissage et mesures de ressemblance adaptatives},
-  address = {Le Chesnay, France},
-  month = {Novembre},
-  year = {1974},
-  number = {89}
-}
-E Diday; G. Govaert; Y. Lechevallier & J. Sidi. Clustering in Pattern Recognition. NATO Conference Series, (Series) 4: Marine Sciences,  Holland, July, Pages 424-429, Dordrecht, 1980. [BibTeX]
-BibTeX:
-@inproceedings{diday_m80a,
-  author = {Diday, E and Govaert, G. and Lechevallier, Y. and Sidi, J.},
-  title = {Clustering in Pattern Recognition},
-  booktitle = {NATO Conference Series, (Series) 4: Marine Sciences},
-  address = {Holland},
-  month = {July},
-  publisher = {Dordrecht},
-  year = {1980},
-  pages = {424-429}
-}
-E Diday; G. Govaert; Y. Lechevallier & J. Sidi. Clustering in Pattern Recognition. Fourth International Joint Conference on Pattern Recognition,  Miami, Pages 284-290, 1980. [BibTeX]
-BibTeX:
-@inproceedings{diday_m80b,
-  author = {Diday, E and Govaert, G. and Lechevallier, Y. and Sidi, J.},
-  title = {Clustering in Pattern Recognition},
-  booktitle = {Fourth International Joint Conference on Pattern Recognition},
-  address = {Miami},
-  year = {1980},
-  pages = {284-290}
-}
-E Diday; G. Govaert & Lemoine Y.. A new kind of representation in clustering. Fourth International Joint Conference on Pattern Recognition,  Kyoto, Pages 284-290, 1978. [BibTeX]
-BibTeX:
-@inproceedings{diday_m78,
-  author = {Diday, E and Govaert, G. and Lemoine Y.},
-  title = {A new kind of representation in clustering},
-  booktitle = {Fourth International Joint Conference on Pattern Recognition},
-  address = {Kyoto},
-  year = {1978},
-  pages = {284-290}
-}
-Diday, E. et Collaborateurs. Optimisation et classification automatique. ,  Rocquencourt, INRIA, 1979. [BibTeX]
-BibTeX:
-@book{diday_m79,
-  author = {{Diday, E. et Collaborateurs}},
-  title = {Optimisation et classification automatique},
-  address = {Rocquencourt},
-  publisher = {INRIA},
-  year = {1979}
-}
-F. Facy; G. Govaert & F. Davidson. Analyse Typologique de Données Qualitatives en Epidémiologie du petit enfant. XIVe Journées de Statistiques,  Bruselles (Belgique), 1982. [BibTeX]
-BibTeX:
-@inproceedings{facy_m82b,
-  author = {Facy, F. and Govaert, G. and Davidson, F.},
-  title = {Analyse Typologique de Donn\'ees Qualitatives en Epid\'emiologie du petit enfant},
-  booktitle = {XIVe Journ\'ees de Statistiques},
-  address = {Bruselles (Belgique)},
-  year = {1982}
-}
-F. Facy; G. Govaert & F. Laurent. Analyse typologique de données chronologiques en santé publique. Revue de Statistique Appliquée,  Volume XXXII, Number 3, Pages 43-61, 1984. [BibTeX]
-BibTeX:
-@article{facy_m84,
-  author = {Facy, F. and Govaert, G. and Laurent, F.},
-  title = {Analyse typologique de donn\'ees chronologiques en sant\'e publique},
-  journal = {Revue de Statistique Appliqu\'ee},
-  year = {1984},
-  volume = {XXXII},
-  number = {3},
-  pages = {43-61}
-}
-F. Facy; G. Govaert & F. Laurent. Analyse Typologique de Données Qualitatives Chronologiques en Santé Publique. XIIe Journées de Statistiques,  Bruselles (Belgique), 1982. [BibTeX]
-BibTeX:
-@inproceedings{facy_m82a,
-  author = {Facy, F. and Govaert, G. and Laurent, F.},
-  title = {Analyse Typologique de Donn\'ees Qualitatives Chronologiques en Sant\'e Publique},
-  booktitle = {XIIe Journ\'ees de Statistiques},
-  address = {Bruselles (Belgique)},
-  year = {1982}
-}
-G. Govaert. La classification croisée. La revue de Modulad,  Décembre, Volume 4, Pages 9-36, 1989. [BibTeX]
-BibTeX:
-@article{govaert_m89a,
-  author = {Govaert, G.},
-  title = {La classification crois{\'e}e},
-  month = {D{\'e}cembre},
-  journal = {La revue de Modulad},
-  year = {1989},
-  volume = {4},
-  pages = {9-36}
-}
-G. Govaert. Clustering Model and Metric with Continuous Data. Data Analysis, Learning Symbolic and Numeric Knowledge,  New York, Pages 95-102, Nova Science Publishers, Inc., 1989. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m89b,
-  author = {Govaert, G.},
-  title = {Clustering Model and Metric with Continuous Data},
-  booktitle = {Data Analysis, Learning Symbolic and Numeric Knowledge},
-  address = {New York},
-  publisher = {Nova Science Publishers, Inc.},
-  year = {1989},
-  pages = {95-102}
-}
-G. Govaert. Modèle de classification et distance dans le cas continu. ,  Le Chesnay, France, Mars, Number 988, 1989. [BibTeX]
-BibTeX:
-@techreport{govaert_m89e,
-  author = {Govaert,G.},
-  title = {Mod{\`e}le de classification et distance dans le cas continu},
-  address = {Le Chesnay, France},
-  month = {Mars},
-  year = {1989},
-  number = {988}
-}
-G. Govaert. Classification simultanée de tableaux binaires. Data analysis and informatics 3,  Amsterdam, Pages 223-236, North-Holland, 1984. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m84a,
-  author = {Govaert, G.},
-  title = {Classification simultan\'ee de tableaux binaires},
-  booktitle = {Data analysis and informatics 3},
-  address = {Amsterdam},
-  publisher = {North-Holland},
-  year = {1984},
-  pages = {223-236}
-}
-G. Govaert. Classification croisée de questionnaires. XVIe Journées de Statistiques,  Montpellier, 1984. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m84b,
-  author = {Govaert, G.},
-  title = {Classification crois\'ee de questionnaires},
-  booktitle = {XVIe Journ\'ees de Statistiques},
-  address = {Montpellier},
-  year = {1984}
-}
-G. Govaert. Classification croisée. School: Université Paris 6,  France, 1983. [BibTeX]
-BibTeX:
-@phdthesis{govaert_m83,
-  author = {Govaert, G.},
-  title = {Classification crois\'ee},
-  address = {France},
-  school = {Universit\'e Paris 6},
-  year = {1983}
-}
-G. Govaert. Classification automatique et analyse factorielle. XIIIe Journées de Statistiques,  Nancy, 1981. [BibTeX]
-BibTeX:
-@inproceedings{facy_m81,
-  author = {Govaert, G.},
-  title = {Classification automatique et analyse factorielle},
-  booktitle = {XIIIe Journ\'ees de Statistiques},
-  address = {Nancy},
-  year = {1981}
-}
-G. Govaert. Classification dans le temps. Xe Journées de Statistiques,  Toulouse, 1980. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m80,
-  author = {Govaert, G.},
-  title = {Classification dans le temps},
-  booktitle = {Xe Journ\'ees de Statistiques},
-  address = {Toulouse},
-  year = {1980}
-}
-G. Govaert. Algorithme de classification d'un tableau de contingence. First international symposium on data analysis and informatics,  Versailles, Pages 487-500, INRIA, 1977. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m77,
-  author = {Govaert, G.},
-  title = {Algorithme de classification d'un tableau de contingence},
-  booktitle = {First international symposium on data analysis and informatics},
-  address = {Versailles},
-  publisher = {INRIA},
-  year = {1977},
-  pages = {487-500}
-}
-G. Govaert. Classification automatique et distances adaptatives. School: Université Paris 6,  France, 1975. [BibTeX]
-BibTeX:
-@phdthesis{govaert_m75,
-  author = {Govaert, G.},
-  title = {Classification automatique et distances adaptatives},
-  address = {France},
-  school = {Universit{\'e} Paris 6},
-  year = {1975}
-}
-G. Govaert & F. Marchetti. Classification binaire et modèle probabiliste. XXIe Journées de Statistiques,  Rennes, 1989. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m89d,
-  author = {Govaert, G. and Marchetti, F.},
-  title = {Classification binaire et mod{\`e}le probabiliste},
-  booktitle = {XXIe Journ{\'e}es de Statistiques},
-  address = {Rennes},
-  year = {1989}
-}
-G. Govaert & F. Marchetti. Classification de données binaires et mesure d'information. XXIe Journées de Statistiques,  Grenoble, 1988. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m88a,
-  author = {Govaert, G. and Marchetti, F.},
-  title = {Classification de donn{\'e}es binaires et mesure d'information},
-  booktitle = {XXIe Journ{\'e}es de Statistiques},
-  address = {Grenoble},
-  year = {1988}
-}
-G. Govaert & F. Marchetti. Modèle de classification et distance dans le cas discret. ,  Metz, France, 1988. [BibTeX]
-BibTeX:
-@techreport{govaert_m88b,
-  author = {Govaert, G. and Marchetti, F.},
-  title = {Mod{\`e}le de classification et distance dans le cas discret},
-  address = {Metz, France},
-  year = {1988}
-}
-G. Govaert & F. Marchetti. Classification binaire et Modèle. ,  Le Chesnay, France, Decembre, Number 949, 1988. [BibTeX]
-BibTeX:
-@techreport{govaert_m88c,
-  author = {Govaert, G. and Marchetti, F.},
-  title = {Classification binaire et Mod\`ele},
-  address = {Le Chesnay, France},
-  month = {Decembre},
-  year = {1988},
-  number = {949}
-}
-G. Govaert & F. Marchetti. Classification de données binaires et qualitatives. XIXe Journées de Statistiques,  Lausanne, 1987. [BibTeX]
-BibTeX:
-@inproceedings{govaert_m87,
-  author = {Govaert, G. and Marchetti, F.},
-  title = {Classification de donn\'ees binaires et qualitatives},
-  booktitle = {XIXe Journ\'ees de Statistiques},
-  address = {Lausanne},
-  year = {1987}
-}
-Y. Lechevallier; H. Ralambondrainy & G. Govaert. Le système Sicla : principe et architecture. ,  Le Chesnay, France, Mars, Number 500, 1986. [BibTeX]

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