mlr swMATH ID: 12357 Software Authors: Bischl, B.; Wornowizki, M.; Borg, K. Description: mlr: Machine Learning in R. Interface to a large number of classification and regression techniques, including machine-readable parameter descriptions. There is also an experimental extension for survival analysis, clustering and general, example-specific cost-sensitive learning. Generic resampling, including cross-validation, bootstrapping and subsampling. Hyperparameter tuning with modern optimization techniques, for single- and multi-objective problems. Filter and wrapper methods for feature selection. Extension of basic learners with additional operations common in machine learning, also allowing for easy nested resampling. Most operations can be parallelized. Homepage: http://cran.r-project.org/web/packages/mlr/index.html Source Code: https://github.com/cran/mlr Dependencies: R Related Software: R; caret; Scikit; ranger; randomForest; rpart; mlr3; Kernlab; UCI-ml; OpenML; glmnet; e1071; WEKA; GitHub; ggplot2; mlrMBO; kknn; BatchJobs; CRAN; batchtools Cited in: 25 Documents Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year mlr: machine learning in \(\mathbf R\). Zbl 1392.68007Bischl, Bernd; Lang, Michel; Kotthoff, Lars; Schiffner, Julia; Richter, Jakob; Studerus, Erich; Casalicchio, Giuseppe; Jones, Zachary M. 2016 all top 5 Cited by 84 Authors 11 Bischl, Bernd 6 Lang, Michel 3 Kerschke, Pascal 3 Kotthoff, Lars 3 Rahnenführer, Jörg 2 Bommert, Andrea 2 Boulesteix, Anne-Laure Isabeau 2 Casalicchio, Giuseppe 2 Krey, Sebastian 2 Leisch, Friedrich 2 Ligges, Uwe 2 Pfisterer, Florian 2 Schiffner, Julia 2 Vanschoren, Joaquin 1 Barbaro, Eduardo 1 Bierman, Stijn M. 1 Binder, Martin 1 Bisdom, Kevin 1 Bossek, Jakob 1 Bourne, Stephen 1 den Bezemer, Taco 1 Domijan, Katarina 1 Ellenbach, Nicole 1 Eugster, Manuel J. A. 1 Feragen, Aasa 1 Fitzpatrick, Trevor 1 Fréchette, Alexandre 1 Grimme, Christian 1 Harris, Chris 1 Hofner, Benjamin 1 Hoos, Holger H. 1 Hornung, Roman 1 Hotz, Thomas 1 Huckemann, Stephan F. 1 Hurley, Catherine B. 1 Hutter, Frank 1 Hyndman, Rob J. 1 Jones, Zachary M. 1 Király, Franz J. 1 Kirchhoff, Dominik 1 Korb, Ingo 1 Kotthaus, Helena 1 Kuhn, Tobias U. 1 Lanz, Fabian 1 Leyton-Brown, Kevin 1 Limbeck, Jan 1 Lindauer, Marius 1 Lodi, Andrea 1 Louveaux, Quentin 1 Malitsky, Yuri 1 Marwedel, Peter 1 Miller, Ezra 1 Mues, Christophe 1 Nevenzeel, Keimpe 1 O’Connell, Mark 1 Pargent, Florian 1 Park, Timothy A. 1 Preuß, Mike 1 Probst, Philipp 1 Richter, Jakob 1 Rudolph, Günter 1 Schneider, Lennart 1 Schütze, Oliver 1 Seibold, Heidi 1 Shashaani, Sara 1 Shirazi-Manesh, Mojdeh 1 Smith-Miles, Kate A. 1 Steponavičė, Ingrida 1 Strobl, Carolin 1 Studerus, Erich 1 Sun, Jianqiao 1 Sun, Xudong 1 Szepannek, Gero 1 Thomas, Janek 1 Tierney, Kevin 1 Trautmann, Heike 1 Unger, Kristian 1 Vahdat, Kimia 1 van Elk, Jan 1 Villanova, Laura 1 Watson, David S. 1 Weihs, Claus 1 Wright, Marvin N. 1 Zarpellon, Giulia all top 5 Cited in 14 Serials 5 Computational Statistics 3 Journal of Machine Learning Research (JMLR) 2 Computational Statistics and Data Analysis 2 Top 1 Artificial Intelligence 1 Journal of Classification 1 Machine Learning 1 European Journal of Operational Research 1 Journal of Statistical Computation and Simulation 1 Computational Geosciences 1 Optimization and Engineering 1 Oberwolfach Reports 1 Computational & Mathematical Methods in Medicine 1 Journal of Computational and Graphical Statistics all top 5 Cited in 13 Fields 17 Statistics (62-XX) 14 Computer science (68-XX) 4 Operations research, mathematical programming (90-XX) 2 Numerical analysis (65-XX) 2 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 General and overarching topics; collections (00-XX) 1 Combinatorics (05-XX) 1 Algebraic geometry (14-XX) 1 Differential geometry (53-XX) 1 Algebraic topology (55-XX) 1 Probability theory and stochastic processes (60-XX) 1 Geophysics (86-XX) 1 Biology and other natural sciences (92-XX) Citations by Year