missForest swMATH ID: 19483 Software Authors: Stekhoven, Daniel J. 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; impute; C4.5; randomForest; GAIN; mi; Scikit; VIM; ElemStatLearn; ranger; Python; GitHub; GeneSrF; UCI-ml; REALCOM; Adam Cited in: 54 Documents all top 5 Cited by 146 Authors 5 Josse, Julie 4 Bühlmann, Peter 4 Husson, François 2 Audigier, Vincent 2 Barbiero, Alessandro 2 Dinov, Ivo D. 2 Ferrari, Pier Alda 2 Gómez-Méndez, Irving 2 Joly, Emilien 2 Manzi, Giancarlo 2 Pauly, Markus 2 Ramosaj, Burim 2 Solaro, Nadia 2 Wang, Lu 2 Zhou, Nina 1 Agboola, Oluwagbenga David 1 Aguiar, Rui L. 1 Airola, Antti 1 Alaa, Ahmed M. 1 Amro, Lubna 1 Antunes, Mário 1 Baldassari, Cristiano 1 Bao, Shenliao 1 Bergquist, John R. 1 Bertsimas, Dimitris John 1 Bidkhori, Hoda 1 Biessmann, Felix 1 Bleich, Justin 1 Boivin, Michael J. 1 Brook, Robert D. 1 Buzdugan, Laura 1 Carter, Rickey E. 1 Chen, Lei 1 Chen, Qun 1 Chia, Nicholas J. Y. 1 Coleman, Tim 1 Corani, Giorgio 1 Craiu, Radu V. 1 Dagdoug, Mehdi 1 Davison, Mark L. 1 De Baets, Bernard 1 De Raedt, Luc 1 Deng, Grace 1 Doove, Lisa L. 1 Dorn, Mary Frances 1 Dries, Anton 1 Dusseldorp, Elise 1 Eustache, Esther 1 Faisal, Shahla 1 Fan, Fengfeng 1 Fang, Fang 1 Fellinghauer, Bernd 1 Fernandes, Sofia 1 Frontoni, Emanuele 1 Gerard, David 1 Ghosal, Subhashis 1 Goga, Camelia 1 Gomes, Diogo Luís Aguiar 1 Han, Cuize 1 Hasler, Caren 1 Haziza, David 1 Heo, Giseon 1 Heumann, Christian 1 Hoshino, Takahiro 1 Huddleston, Jeanne M. 1 Jiang, Wei 1 Kalisch, Markus 1 Kang, U. 1 Kapelner, Adam 1 Kato, Ryo 1 Kaufeld, Kim 1 Ketkov, Sergey S. 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 Mari, Carlo 1 Marino, Simeone 1 Marmolejo-Ramos, Fernando 1 Matteson, David S. 1 Meinshausen, Nicolai 1 Mentch, Lucas K. 1 Michel, Loris 1 Mozharovskyi, Pavlo 1 Müller, Peter 1 Näf, Jeffrey 1 Naidu, Prathik 1 Narasimhan, Balasubramanian 1 Page, Garritt L. 1 Pahikkala, Tapio 1 Paolanti, Marina 1 Pawlowski, Colin 1 Qian, Zhaozhi 1 Quintana, Fernando Andrés ...and 46 more Authors all top 5 Cited in 32 Serials 5 Computational Statistics and Data Analysis 3 Journal of the American Statistical Association 3 Machine Learning 3 Computational Statistics 3 Journal of Statistical Computation and Simulation 3 Journal of Computational and Graphical Statistics 2 Biometrical Journal 2 European Journal of Operational Research 2 Statistica Sinica 2 Journal of Machine Learning Research (JMLR) 2 Advances in Data Analysis and Classification. ADAC 2 Statistics and Computing 2 Stat 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 Communications in Statistics. Simulation and Computation 1 Test 1 Journal of Nonparametric Statistics 1 Data Mining and Knowledge Discovery 1 Statistical Applications in Genetics and Molecular Biology 1 Computational Management Science 1 Statistical Methods and Applications 1 The Annals of Applied Statistics 1 Chilean Journal of Statistics 1 Computer Science Review 1 Journal of Statistical Distributions and Applications 1 Japanese Journal of Statistics and Data Science 1 Statistical Theory and Related Fields all top 5 Cited in 7 Fields 49 Statistics (62-XX) 11 Computer science (68-XX) 4 Operations research, mathematical programming (90-XX) 3 Biology and other natural sciences (92-XX) 2 Numerical analysis (65-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year