Amelia swMATH ID: 4533 Software Authors: Honaker, James; King, Gary; Blackwell, Matthew Description: Amelia: Amelia II: A Program for Missing Data , Amelia II ”multiply imputes” missing data in a single cross-section (such as a survey), from a time series (like variables collected for each year in a country), or from a time-series-cross-sectional data set (such as collected by years for each of several countries). Amelia II implements our bootstrapping-based algorithm that gives essentially the same answers as the standard IP or EMis approaches, is usually considerably faster than existing approaches and can handle many more variables. Unlike Amelia I and other statistically rigorous imputation software, it virtually never crashes (but please let us know if you find to the contrary!). The program also generalizes existing approaches by allowing for trends in time series across observations within a cross-sectional unit, as well as priors that allow experts to incorporate beliefs they have about the values of missing cells in their data. Amelia II also includes useful diagnostics of the fit of multiple imputation models. The program works from the R command line or via a graphical user interface that does not require users to know R. Homepage: http://cran.r-project.org/web/packages/Amelia/ Source Code: https://github.com/cran/Amelia Dependencies: R (≥ 2.0.0), foreign, utils Related Software: R; MICE; mi; Hmisc; missForest; VIM; missMDA; ggplot2; Stata; imputeTS; SAS; norm; SPSS; Rcpp; CRAN; MASS (R); Python; UCI-ml; tidyr; ice Cited in: 44 Documents Standard Articles 1 Publication describing the Software Year Amelia II: A Program for Missing Data Link James Honaker; Gary King; Matthew Blackwell 2011 all top 5 Cited by 83 Authors 3 Heumann, Christian 3 Wollschläger, Daniel 2 Audigier, Vincent 2 Bertsimas, Dimitris John 2 Drechsler, Jörg 2 Franks, Alexander M. 2 Husson, François 2 Josse, Julie 2 Maitra, Ranjan 2 Pawlowski, Colin 2 Schomaker, Michael 1 Adebayo, Samson B. 1 Airoldi, Edoardo M. 1 Akande, Olanrewaju 1 Albano, Giuseppina 1 Axenfeld, Julian B. 1 Banerjee, Souvik 1 Baraniuk, Richard G. 1 Barnard, John P. M. 1 Bartlett, Jonathan W. 1 Bhattacharjee, Atanu 1 Bierinckx, Bart 1 Bruch, Christian 1 Carlin, John B. 1 Chambers, John McKinley 1 Chi, Eric C. 1 Chi, Jocelyn T. 1 Ciarleglio, Adam 1 Conroy, Bryan 1 Cortinas Abrahantes, José 1 Craiu, Radu V. 1 Csárdi, Gábor 1 de Carvalho, Miguel 1 Drummond, D. Allan 1 Eshelman, Larry J. 1 Fahrmeir, Ludwig 1 Faraway, Julian J. 1 Ghosal, Subhashis 1 Goren, Emily M. 1 Gutman, Roee 1 Harel, Ofer 1 Hasler, Caren 1 Imbert, Alyssa 1 Karagrigoriou, Alexandros 1 La Rocca, Michele 1 Lee, Katherine J. 1 Li, Fan 1 Lithio, Andrew 1 Macaro, Christian 1 Makrides, Andreas 1 Margo Zeqo, Lorena 1 Marmolejo-Ramos, Fernando 1 McNeish, Daniel M. 1 Milo Tasho, Eljona 1 Molenberghs, Geert 1 Morimoto, Julian 1 Nguyen, Cattram D. 1 Orfanoudaki, Agni 1 Parrella, Maria Lucia 1 Perna, Cira 1 Petkova, Eva 1 Potes, Cristhian 1 Reiter, Jerome P. 1 Rivest, Louis-Paul 1 Rodrigues, Paulo Canas 1 Roy, Arkaprava 1 Seiler, Christian 1 Simões, Marta 1 Sotto, Cristina 1 Takahashi, Masayoshi 1 Templ, Matthias 1 Vélez, Jorge Iván 1 Vialaneix, Nathalie 1 Vishwakarma, Gajendra Kumar 1 von Hippel, Paul T. 1 Vonta, Filia 1 Vromman, Geert 1 Wan, Alan T. K. 1 Wehrens, Ron 1 Wolf, Christof 1 Xu-Wilson, Minnan 1 Zhai, Ruoshui 1 Zhuo, Ying Daisy all top 5 Cited in 33 Serials 3 Communications in Statistics. Simulation and Computation 2 The American Statistician 2 Biometrics 2 Journal of the American Statistical Association 2 Machine Learning 2 Journal of Statistical Computation and Simulation 2 Computational Statistics and Data Analysis 2 Statistics and Computing 1 Biometrical Journal 1 International Statistical Review 1 Journal of Econometrics 1 Journal of Multivariate Analysis 1 Statistical Science 1 Applied Mathematical Modelling 1 Communications in Statistics. Theory and Methods 1 Open Economies Review 1 Journal of Applied Statistics 1 Journal of Machine Learning Research (JMLR) 1 Statistical Methods and Applications 1 Lecture Notes in Statistics 1 Statistical Analysis and Data Mining 1 AStA. Advances in Statistical Analysis 1 Asian-European Journal of Mathematics 1 Statistics Surveys 1 Journal of Computational and Graphical Statistics 1 Journal de la Société Française de Statistique 1 Chilean Journal of Statistics 1 Use R! 1 Chapman & Hall/CRC Texts in Statistical Science Series 1 Statistik und ihre Anwendungen 1 Chapman & Hall/CRC The R Series 1 Springer-Lehrbuch 1 Stat Cited in 5 Fields 42 Statistics (62-XX) 4 Numerical analysis (65-XX) 4 Computer science (68-XX) 3 Biology and other natural sciences (92-XX) 2 Game theory, economics, finance, and other social and behavioral sciences (91-XX) Citations by Year