flexmix swMATH ID: 6087 Software Authors: Friedrich Leisch; Bettina Grün Description: R package flexmix: Flexible Mixture Modeling , FlexMix implements a general framework for finite mixtures of regression models using the EM algorithm. FlexMix provides the E-step and all data handling, while the M-step can be supplied by the user to easily define new models. Existing drivers implement mixtures of standard linear models, generalized linear models and model-based clustering. Homepage: http://cran.r-project.org/web/packages/flexmix/ Source Code: https://github.com/cran/flexmix Dependencies: R; lattice, modeltools (≥ 0.2-16), multcomp Keywords: concomitant variable; finite mixture; fixed effect; generalized linear model; \(R\) Related Software: R; mclust; mixtools; flexCWM; Rmixmod; PGMM; poLCA; UCI-ml; lme4; cluster (R); SAS; bootstrap; fpc; Latent GOLD; ContaminatedMixt; MASS (R); TCLUST; nlme; glmnet; MULTIMIX Cited in: 107 Publications Standard Articles 3 Publications describing the Software, including 1 Publication in zbMATH Year Fitting finite mixtures of generalized linear regressions in R. Zbl 1445.62192Grün, Bettina; Leisch, Friedrich 2007 all top 5 Cited by 216 Authors 14 Punzo, Antonio 10 Ingrassia, Salvatore 5 Galimberti, Giuliano 5 McNicholas, Paul D. 5 Soffritti, Gabriele 4 McLachlan, Geoffrey John 4 Nguyen, Hien Duy 3 Grün, Bettina 3 Leisch, Friedrich 3 Minotti, Simona Caterina 3 Murphy, Thomas Brendan 3 Vittadini, Giorgio 2 Bagirov, Adil M. 2 Böhning, Dankmar 2 Jaki, Thomas F. 2 Lloyd-Jones, Luke R. 2 MacDonald, Iain Lachie 2 Michael, Semhar 2 Nummi, Tapio 2 Schlittgen, Rainer 2 Scrucca, Luca 2 Subedi, Sanjeena 2 Taheri, Sona 2 Tutz, Gerhard E. 2 Van Horn, M. Lee 2 Wang, Wan-Lun 2 Young, Derek Scott 2 Zucchini, Walter 1 Abdalla, Abdelbaset 1 Achcar, Jorge Alberto 1 Ahonen, Ilmari 1 Akakpo, Rexford M. 1 Alfó, Macro 1 Anderlucci, Laura 1 Andersen, Mikkel Meyer 1 Aubin, Louise 1 Auder, Benjamin 1 Azzalini, Adelchi 1 Badescu, Andrei L. 1 Bagnato, Luca 1 Bar-Hen, Avner 1 Barbiero, Alessandro 1 Bashir, Shaheena 1 Benites, Luis 1 Berger, Moritz 1 Bermúdez, Lluís 1 Biernacki, Christophe 1 Böhning, Walailuck 1 Bordes, Laurent 1 Browne, Ryan P. 1 Bry, Xavier 1 Bühlmann, Peter 1 Cabral, Celso Rômulo Barbosa 1 Campbell, David A. 1 Cao, Yurong R. 1 Cappé, Olivier 1 Carter, Edward M. 1 Castro, Luis Mauricio 1 Cepeda-Cuervo, Edilberto 1 Ceulemans, Eva 1 Chan, Jennifer So Kuen 1 Chen, Cathy W. S. 1 Chen, Qian 1 Chen, Xi 1 Cheon, Sooyoung 1 Ciarleglio, Adam 1 Cimen, Emre 1 Cucala, Lionel 1 Dang, Utkarsh J. 1 Dean, Nema 1 Delong, Łukasz 1 DeSarbo, Wayne S. 1 Devijver, Emilie 1 Diani, Cecilia 1 Eriksen, Poul Svante 1 Erol, Hamza 1 Fegatelli, Danilo Alunni 1 Ferraro, Maria Brigida 1 Filzmoser, Peter 1 Fisher, Nicholas I. 1 Flynt, Abby 1 Fop, Michael 1 Fung, Tsz Chai 1 Gao, Xin 1 García-Escudero, Luis Angel 1 Garel, Bernard Bertrand 1 Garrido Lopera, Liliana 1 Gassiat, Elisabeth 1 Gelman, Andrew 1 Genge, Ewa 1 Giacofci, Madison 1 Giordani, Paolo E. 1 Gordaliza, Alfonso 1 Gormley, Isobel Claire 1 Greco, Luca 1 Greselin, Francesca 1 Hakanen, Tiina 1 Hand, Paul E. 1 Harjunmaa, Ulla 1 Harring, Jeffrey R. ...and 116 more Authors all top 5 Cited in 48 Serials 16 Computational Statistics and Data Analysis 11 Journal of Classification 7 Advances in Data Analysis and Classification. ADAC 4 Psychometrika 4 Computational Statistics 4 The Annals of Applied Statistics 3 Insurance Mathematics & Economics 3 Journal of Applied Statistics 3 Journal of Computational and Graphical Statistics 3 Statistics and Computing 2 Biometrics 2 Communications in Statistics. Simulation and Computation 2 Communications in Statistics. Theory and Methods 2 Test 2 Statistical Modelling 2 Statistical Methods and Applications 2 Monographs on Statistics and Applied Probability 2 Computational & Mathematical Methods in Medicine 2 AStA. Advances in Statistical Analysis 2 Electronic Journal of Statistics 1 The American Statistician 1 Metrika 1 Annals of the Institute of Statistical Mathematics 1 Applied Mathematics and Computation 1 Biometrical Journal 1 Journal of the American Statistical Association 1 Journal of Computational and Applied Mathematics 1 Statistics & Probability Letters 1 Econometric Reviews 1 Neural Computation 1 European Journal of Operational Research 1 Journal of Statistical Computation and Simulation 1 Statistical Papers 1 Australian & New Zealand Journal of Statistics 1 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 OR Spectrum 1 ASTIN Bulletin 1 Statistical Methodology 1 Journal of the Korean Statistical Society 1 Journal of Statistical Theory and Practice 1 JP Journal of Biostatistics 1 Statistics Surveys 1 Information and Inference 1 Journal of Theoretical Biology 1 Springer Series in Statistics 1 Use R! 1 Chapman & Hall/CRC Computer Science & Data Analysis Series 1 Behaviormetrics: Quantitative Approaches to Human Behavior all top 5 Cited in 10 Fields 103 Statistics (62-XX) 13 Numerical analysis (65-XX) 8 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 4 Computer science (68-XX) 4 Operations research, mathematical programming (90-XX) 4 Biology and other natural sciences (92-XX) 3 General and overarching topics; collections (00-XX) 2 Calculus of variations and optimal control; optimization (49-XX) 2 Probability theory and stochastic processes (60-XX) 1 Mathematics education (97-XX) Citations by Year