MICE swMATH ID: 9315 Software Authors: Stef van Buuren Description: R package mice: Multivariate Imputation by Chained Equations. Multiple imputation using Fully Conditional Specification (FCS) implemented by the MICE algorithm. Each variable has its own imputation model. Built-in imputation models are provided for continuous data (predictive mean matching, normal), binary data (logistic regression), unordered categorical data (polytomous logistic regression) and ordered categorical data (proportional odds). MICE can also impute continuous two-level data (normal model, pan, second-level variables). Passive imputation can be used to maintain consistency between variables. Various diagnostic plots are available to inspect the quality of the imputations. Homepage: http://cran.r-project.org/web/packages/mice/index.html Source Code: https://github.com/cran/MICE Dependencies: R Related Software: R; Amelia; SAS; Stata; mi; missForest; SPSS; lme4; IVEware; Hmisc; UCI-ml; softImpute; missMDA; VIM; BayesDA; SAS/STAT; ice; rpart; ggplot2; ElemStatLearn Cited in: 170 Documents Standard Articles 1 Publication describing the Software Year all top 5 Cited by 455 Authors 6 Josse, Julie 5 Harel, Ofer 4 Quartagno, Matteo 4 van Buuren, Stef 3 Audigier, Vincent 3 Hapfelmeier, Alexander 3 Reiter, Jerome P. 3 Ulm, Kurt W. 3 Yucel, Recai M. 2 Ali, Mehboob 2 Bertsimas, Dimitris John 2 Bühlmann, Peter 2 Carpenter, James R. 2 Daniel, Rhian M. 2 de Waal, Ton 2 Gelman, Andrew 2 Gómez-Rubio, Virgilio 2 Härkänen, Tommi 2 Heumann, Christian 2 Hothorn, Torsten 2 Husson, François 2 Jiang, Wei 2 Kalisch, Markus 2 Karvanen, Juha 2 Kauermann, Goran 2 Keogh, Ruth H. 2 Lim, Johan 2 Matteson, David S. 2 Matthews, Gregory J. 2 Pawlowski, Colin 2 Petkova, Eva 2 Tchetgen Tchetgen, Eric J. 2 2 Van der Laan, Mark Johannes 2 Van Ginkel, Joost R. 2 Wang, Yuanjia 2 White, Ian R. 2 Wollschläger, Daniel 2 Zeng, Donglin 1 Abayomi, Kobi 1 Ahfock, Daniel C. 1 Akande, Olanrewaju 1 Al-Juboori, F. S. 1 Alaa, Ahmed M. 1 Albano, Giuseppina 1 Alekseeva, N. P. 1 Andridge, Rebecca R. 1 Arabpour, Alireza 1 Ardakani, Omid M. 1 Arezzo, Maria Felice 1 Arterburn, David E. 1 Aschenbruck, Rabea 1 Aseltine, Robert H. jun. 1 Axenfeld, Julian B. 1 Ayieko, Philip 1 Ayilara, Olawale F. 1 Badakhshan, Abed 1 Bahrampour, Abbas 1 Banerjee, Souvik 1 Baneshi, Mohammad Reza 1 Banks, Harvey Thomas 1 Baraniuk, Richard G. 1 Barclay, Ruth 1 Bartlett, Jonathan W. 1 Batterman, Stuart 1 Bayat, Afarin 1 Beaulac, Cédric 1 Beesley, Lauren J. 1 Bekele-Maxwell, Kidist 1 Bernardo Sánchez, Antonio 1 Bertrand, Frédéric 1 Bhatnagar, Sahir R. 1 Bhattacharjee, Atanu 1 Bishoyi, Abhishek 1 Blangiardo, Marta 1 Bogaert, Matthias 1 Bogdan, Małgorzata 1 Borgan, Ørnulf 1 Boss, Jonathan 1 Brand, Jaap P. L. 1 Brouard, Nicolas 1 Bruch, Christian 1 Bucur, Ioan Gabriel 1 Burgette, Lane F. 1 Burton, Andrea 1 Buzdugan, Laura 1 Cai, Mingyang 1 Cameletti, Michela 1 Canner, Judith E. 1 Cannings, Timothy Ivor 1 Carlin, John B. 1 Chan, Kin Wai 1 Chen, Jianshen 1 Chi, Eric C. 1 Chi, Jocelyn T. 1 Cho, Seonghun 1 Chou, Chia-Ching 1 Choudhury, Kingshuk Roy 1 Ciarleglio, Adam 1 Claramunt González, Juan ...and 355 more Authors all top 5 Cited in 59 Serials 15 Computational Statistics and Data Analysis 11 Journal of Statistical Computation and Simulation 11 The Annals of Applied Statistics 9 Journal of the American Statistical Association 8 Computational Statistics 8 Journal of Applied Statistics 7 Biometrical Journal 6 Psychometrika 6 Statistics and Computing 5 Biometrics 5 Communications in Statistics. Simulation and Computation 5 Journal of Computational and Graphical Statistics 4 Journal of Classification 4 Statistical Science 4 Annals of Operations Research 4 Statistical Methods and Applications 3 The American Statistician 3 Statistical Papers 3 Statistical Modelling 2 Machine Learning 2 Lifetime Data Analysis 2 Journal of Machine Learning Research (JMLR) 2 AStA. Advances in Statistical Analysis 2 Statistics Surveys 2 Journal of Probability and Statistics 2 Epidemiologic Methods 2 Chapman & Hall/CRC Interdisciplinary Statistics Series 1 Bulletin of Mathematical Biology 1 Annals of the Institute of Statistical Mathematics 1 The Annals of Statistics 1 Journal of Computational and Applied Mathematics 1 Journal of Multivariate Analysis 1 Statistics 1 Journal of Economic Dynamics & Control 1 Pattern Recognition 1 Vestnik St. Petersburg University. Mathematics 1 Test 1 Advances in Computational Mathematics 1 Data Mining and Knowledge Discovery 1 Journal of the Royal Statistical Society. Series C. Applied Statistics 1 Quantitative Finance 1 Statistical Applications in Genetics and Molecular Biology 1 Statistical Methods in Medical Research 1 SORT. Statistics and Operations Research Transactions 1 Statistical Methodology 1 Journal of the Korean Statistical Society 1 Advances in Data Analysis and Classification. ADAC 1 Statistical Analysis and Data Mining 1 Journal of Statistical Theory and Practice 1 Electronic Journal of Statistics 1 Asian-European Journal of Mathematics 1 Journal de la Société Française de Statistique 1 Sankhyā. Series B 1 Chilean Journal of Statistics 1 Communications in Applied and Industrial Mathematics 1 Journal of Mahani Mathematical Research Center 1 Bayesian Analysis 1 Use R! 1 Springer-Lehrbuch all top 5 Cited in 11 Fields 163 Statistics (62-XX) 21 Computer science (68-XX) 18 Numerical analysis (65-XX) 9 Biology and other natural sciences (92-XX) 5 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 3 Probability theory and stochastic processes (60-XX) 2 Linear and multilinear algebra; matrix theory (15-XX) 1 General and overarching topics; collections (00-XX) 1 History and biography (01-XX) 1 Combinatorics (05-XX) 1 Operations research, mathematical programming (90-XX) Citations by Year