missForest swMATH ID: 19483 Software Authors: Daniel J. Stekhoven Description: R package missForest: Nonparametric Missing Value Imputation using Random Forest. The function ’missForest’ in this package is used to impute missing values particularly in the case of mixed-type data. It uses a random forest trained on the observed values of a data matrix to predict the missing values. It can be used to impute continuous and/or categorical data including complex interactions and non-linear relations. It yields an out-of-bag (OOB) imputation error estimate without the need of a test set or elaborate cross-validation. It can be run in parallel to save computation time. Homepage: https://cran.r-project.org/web/packages/missForest/index.html Source Code: https://github.com/cran/missForest Dependencies: R Related Software: R; MICE; missMDA; Amelia; softImpute; randomForest; impute; Scikit; Adam; mi; VIM; imputeTS; denoiseR; BartPy; glmnet; SAS; SPSS; FactoMineR; homals; REALCOM Cited in: 37 Publications all top 5 Cited by 111 Authors 5 Josse, Julie 4 Bühlmann, Peter 4 Husson, François 2 Audigier, Vincent 2 Barbiero, Alessandro 2 Ferrari, Pier Alda 2 Manzi, Giancarlo 2 Solaro, Nadia 1 Aguiar, Rui L. 1 Airola, Antti 1 Alaa, Ahmed M. 1 Antunes, Mário 1 Bergquist, John R. 1 Bertsimas, Dimitris John 1 Biessmann, Felix 1 Bleich, Justin 1 Boivin, Michael J. 1 Buzdugan, Laura 1 Carter, Rickey E. 1 Chen, Lei 1 Chen, Qun 1 Chia, Nicholas J. Y. 1 Corani, Giorgio 1 Craiu, Radu V. 1 Davison, Mark L. 1 De Baets, Bernard 1 De Raedt, Luc 1 Deng, Grace 1 Dinov, Ivo D. 1 Doove, Lisa L. 1 Dries, Anton 1 Dusseldorp, Elise 1 Faisal, Shahla 1 Fan, Fengfeng 1 Fellinghauer, Bernd 1 Fernandes, Sofia 1 Frontoni, Emanuele 1 Gerard, David 1 Ghosal, Subhashis 1 Gomes, Diogo Luís Aguiar 1 Han, Cuize 1 Hasler, Caren 1 Heo, Giseon 1 Hoshino, Takahiro 1 Huddleston, Jeanne M. 1 Kalisch, Markus 1 Kang, U. 1 Kapelner, Adam 1 Kato, Ryo 1 Kolb, Samuel 1 Kovács, Solt 1 Lange, Dustin 1 Lange, Kenneth L. 1 Lavielle, Marc 1 Leonardi, Florencia 1 Li, Zhanhuai 1 Loliencar, Prachi 1 Londschien, Malte 1 Long, Jeffrey D. 1 Marino, Simeone 1 Marmolejo-Ramos, Fernando 1 Matteson, David S. 1 Mozharovskyi, Pavlo 1 Müller, Peter 1 Naidu, Prathik 1 Narasimhan, Balasubramanian 1 Page, Garritt L. 1 Pahikkala, Tapio 1 Paolanti, Marina 1 Pauly, Markus 1 Pawlowski, Colin 1 Qian, Zhaozhi 1 Quintana, Fernando Andrés 1 Ramosaj, Burim 1 Reinhardt, Jan D. 1 Renaux, Claude 1 Robin, Geneviève 1 Romero-Brufau, Santiago 1 Roy, Arkaprava 1 Rukat, Tammo 1 Ryffel, Martin 1 Salinas, David 1 Scanagatta, Mauro 1 Schelter, Sebastian 1 Schmidt, Phillipp 1 Shin, Tacksoo 1 Sikorskii, Alla 1 Stephens, Matthew 1 Stock, Michiel 1 Storlie, Curtis B. 1 Taipale, Kaisa 1 Taptunov, Andrey 1 Teso, Stefano 1 Therneau, Terry M. 1 1 Tutz, Gerhard E. 1 van der Schaar, Mihaela 1 Vazquez, Marilyn 1 Vélez, Jorge Iván 1 Veretennikova, Maria A. ...and 11 more Authors all top 5 Cited in 24 Serials 4 Computational Statistics and Data Analysis 3 Machine Learning 3 Journal of Computational and Graphical Statistics 2 Journal of the American Statistical Association 2 Computational Statistics 2 Journal of Statistical Computation and Simulation 2 Journal of Machine Learning Research (JMLR) 2 Advances in Data Analysis and Classification. ADAC 1 The Canadian Journal of Statistics 1 Annals of the Institute of Statistical Mathematics 1 Information Sciences 1 Journal of Multivariate Analysis 1 International Journal of Approximate Reasoning 1 Neural Computation 1 Test 1 Statistica Sinica 1 Data Mining and Knowledge Discovery 1 Statistical Applications in Genetics and Molecular Biology 1 Statistical Methods and Applications 1 Chilean Journal of Statistics 1 Statistics and Computing 1 Computer Science Review 1 Journal of Statistical Distributions and Applications 1 Japanese Journal of Statistics and Data Science all top 5 Cited in 7 Fields 35 Statistics (62-XX) 11 Computer science (68-XX) 3 Biology and other natural sciences (92-XX) 2 Numerical analysis (65-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Operations research, mathematical programming (90-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year