MICE swMATH ID: 9315 Software Authors: van Buuren, Stef 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; mi; Stata; missForest; UCI-ml; SPSS; VIM; lme4; glmnet; softImpute; missMDA; IVEware; BayesDA; ice; Hmisc; rpart; ggplot2; ElemStatLearn Cited in: 240 Documents Standard Articles 1 Publication describing the Software Year mice: Multivariate Imputation by Chained Equations in R Link Stef van Buuren; Karin Groothuis-Oudshoorn 2011 all top 5 Cited by 664 Authors 7 Josse, Julie 6 van Buuren, Stef 5 Harel, Ofer 4 Audigier, Vincent 4 Hapfelmeier, Alexander 4 Quartagno, Matteo 4 Ulm, Kurt W. 4 Yucel, Recai M. 3 Carlin, John B. 3 de Waal, Ton 3 Hothorn, Torsten 3 Keogh, Ruth H. 3 Lee, Katherine Jane 3 Long, Qi 3 Moreno-Betancur, Margarita 3 Reiter, Jerome P. 3 Tchetgen Tchetgen, Eric J. 3 Vink, Gerko 3 Zhao, Yang 2 Ali, Mehboob 2 Bertsimas, Dimitris John 2 Bhatnagar, Sahir R. 2 Birnie, Kate 2 Bühlmann, Peter 2 Burgette, Lane F. 2 Carpenter, James R. 2 Chan, Kin Wai 2 Cossette, Hélène 2 Crowther, Michael J. 2 Curnow, Elinor 2 Daniel, Rhian M. 2 Debray, Thomas P. A. 2 Díaz, Iván M. 2 Gelman, Andrew 2 Gómez-Rubio, Virgilio 2 Groenwold, Rolf H. H. 2 Gutman, Roee 2 Härkänen, Tommi 2 Heumann, Christian 2 Hughes, Rachael A. 2 Husson, François 2 Jeong, Myong K. 2 Jiang, Wei 2 Kalisch, Markus 2 Karvanen, Juha 2 Kauermann, Goran 2 Kleinke, Kristian 2 Lee, Danhyang 2 Lim, Johan 2 Maitra, Ranjan 2 Matteson, David S. 2 Matthews, Gregory J. 2 Pannekoek, Jeroen 2 Park, Seongoh 2 Pawlowski, Colin 2 Petkova, Eva 2 Reinecke, Jost 2 Robbins, Michael W. 2 Rudolph, Kara E. 2 Shpitser, Ilya 2 Spiess, Martin 2 Stuart, Elizabeth A. 2 Tilling, Kate 2 Van der Laan, Mark Johannes 2 Van Ginkel, Joost R. 2 Wang, Yuanjia 2 White, Ian R. 2 Wollschläger, Daniel 2 Yang, Shu 2 Zeng, Donglin 1 Abayomi, Kobi 1 Abonazel, Mohamed Reda 1 Ahfock, Daniel C. 1 Akande, Olanrewaju 1 Akkaya Hocagil, Tugba 1 Al-Juboori, F. S. 1 Alaa, Ahmed M. 1 Albano, Giuseppina 1 Alekseeva, N. P. 1 Allore, Heather G. 1 Amin, Alpesh 1 Andridge, Rebecca R. 1 Anzarut, Michelle 1 Arabpour, Alireza 1 Ardakani, Omid M. 1 Arezzo, Maria Felice 1 Arifin, Wan Nor 1 Arterburn, David E. 1 Aschenbruck, Rabea 1 Aseltine, Robert H. jun. 1 Aßmann, Christian 1 Aue, Robert 1 Axenfeld, Julian B. 1 Ayieko, Philip 1 Ayilara, Olawale F. 1 Badakhshan, Abed 1 Bahrampour, Abbas 1 Baio, Gianluca 1 Banerjee, Souvik 1 Baneshi, Mohammad Reza ...and 564 more Authors all top 5 Cited in 76 Serials 19 Statistics in Medicine 17 Computational Statistics and Data Analysis 12 Biometrical Journal 12 The Annals of Applied Statistics 11 Journal of Statistical Computation and Simulation 11 Journal of Applied Statistics 9 Journal of the American Statistical Association 9 Statistics and Computing 8 Biometrics 8 Computational Statistics 7 Communications in Statistics. 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WIREs Computational Statistics 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 Statistics for Social and Behavioral Sciences 1 Statistical Theory and Related Fields 1 Springer-Lehrbuch all top 5 Cited in 11 Fields 230 Statistics (62-XX) 25 Computer science (68-XX) 18 Numerical analysis (65-XX) 11 Biology and other natural sciences (92-XX) 9 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