VIM swMATH ID: 6776 Software Authors: Matthias Templ, Andreas Alfons, Alexander Kowarik, Bernd Prantner Description: R package VIM: Visualization and Imputation of Missing Values. This package introduces new tools for the visualization of missing and/or imputed values, which can be used for exploring the data and the structure of the missing and/or imputed values. Depending on this structure of the missing values, the corresponding methods may help to identify the mechanism generating the missings and allows to explore the data including missing values. In addition, the quality of imputation can be visually explored using various univariate, bivariate, multiple and multivariate plot methods. A graphical user interface allows an easy handling of the implemented plot methods Homepage: http://cran.r-project.org/web/packages/VIM/index.html Source Code: https://github.com/cran/VIM Dependencies: R Keywords: visualization; missing values; exploring incomplete data; R software Related Software: R; MICE; Amelia; impute; missMDA; norm; Stata; SPSS; laeken; Hmisc; ggplot2; mi; imputeTS; robustbase; naniar; SAS; zoo; lattice; MASS (R); VIMGUI Cited in: 13 Publications Standard Articles 1 Publication describing the Software Year all top 5 Cited by 45 Authors 2 Templ, Matthias 2 Tutz, Gerhard E. 1 Albano, Giuseppina 1 Aste, Marco 1 Bertrand, Frédéric 1 Boninsegna, Massimo 1 Faisal, Shahla 1 Fijacko, Nino 1 Filzmoser, Peter 1 Freno, Antonino 1 Gussenbauer, J. 1 Harel, Ofer 1 Howard, George 1 Imbert, Alyssa 1 Jaeger, Byron C. 1 Jenssen, Robert 1 Khattree, Ravindra 1 Kocbek, Primoz 1 La Rocca, Michele 1 Long, D. Leann 1 Long, Dustin M. 1 Lun, Zhixin 1 Maumy-Bertrand, Myriam 1 Maver, Uros 1 McClure, Leslie A. 1 Meyer, Nicolas 1 Mikalsen, Karl Øyvind 1 Min, Yuan-I 1 Nengsih, Titin Agustin 1 Parrella, Maria Lucia 1 Perna, Cira 1 Povalej Brzan, Petra 1 Ramzan, Shahla 1 Simon, Noah Robin 1 Sims, Mario 1 Skrøvseth, Stein Olav 1 Soguero-Ruiz, Cristina 1 Štiglic, Gregor 1 Stožer, Andraž 1 Szychowski, Jeff M. 1 Trentin, Edmondo 1 Vialaneix, Nathalie 1 Wang, Lu 1 Zha, Ruochen 1 Zhou, Xiao-Hua Andrew all top 5 Cited in 11 Serials 2 Statistical Applications in Genetics and Molecular Biology 1 Computational Statistics and Data Analysis 1 Statistical Papers 1 Journal of Nonparametric Statistics 1 PAA. Pattern Analysis and Applications 1 Journal of Applied Statistics 1 Statistical Methods and Applications 1 Computational & Mathematical Methods in Medicine 1 The Annals of Applied Statistics 1 Journal de la Société Française de Statistique 1 Sankhyā. Series B Cited in 5 Fields 12 Statistics (62-XX) 2 Computer science (68-XX) 2 Biology and other natural sciences (92-XX) 1 Numerical analysis (65-XX) 1 Geophysics (86-XX) Citations by Year