ROCR swMATH ID: 4551 Software Authors: Tobias Sing, Oliver Sander, Niko Beerenwinkel, Thomas Lengauer Description: ROCR: Visualizing the performance of scoring classifiers , ROC graphs, sensitivity/specificity curves, lift charts, and precision/recall plots are popular examples of trade-off visualizations for specific pairs of performance measures. ROCR is a flexible tool for creating cutoff-parametrized 2D performance curves by freely combining two from over 25 performance measures (new performance measures can be added using a standard interface). Curves from different cross-validation or bootstrapping runs can be averaged by different methods, and standard deviations, standard errors or box plots can be used to visualize the variability across the runs. The parametrization can be visualized by printing cutoff values at the corresponding curve positions, or by coloring the curve according to cutoff. All components of a performance plot can be quickly adjusted using a flexible parameter dispatching mechanism. Despite its flexibility, ROCR is easy to use, with only three commands and reasonable default values for all optional parameters. Homepage: http://cran.r-project.org/web/packages/ROCR/ Source Code: https://github.com/cran/ROCR Dependencies: R; R; gplots, methods Related Software: R; pROC; ggplot2; caTools; network; Bioconductor; Kernlab; lattice; GitHub; gbm; boot; ape; MASS (R); corrplot; Hmisc; e1071; rpart; ergm; statnet; RSiena Cited in: 33 Documents all top 5 Cited by 82 Authors 2 Csárdi, Gábor 2 Horton, Nicholas J. 2 Huo, Yanhao 2 Kang, Chuanze 2 Kolaczyk, Eric D. 2 Xin, Lihui 2 Yu, Bin 2 Zeileis, Achim 1 Al-Mekhlafi, Amani 1 Bacciu, Nicola 1 Baumer, Benjamin S. 1 Becker, Tobias 1 Bommert, Andrea 1 Bulashevska, Alla 1 Cai, Yudong 1 Chipman, Hugh A. 1 Dekkers, Jack C. M. 1 Díaz-Coto, Susana 1 Eils, Roland 1 Elliott, Michael R. 1 Fuchs, Christiane 1 George, Edward I. 1 Gneiting, Tilmann 1 Hornik, Kurt 1 Jank, Wolfgang S. 1 Japkowicz, Nathalie 1 Jiang, Bei 1 Jordan, Michael Irwin 1 Kalisch, Markus 1 Kaplan, Daniel T. 1 Klawonn, Frank 1 Kleiber, Christian 1 Kleinman, Ken P. 1 Krautenbacher, Norbert 1 Kumar, Ravindra 1 Kumari, Bandana 1 Lalitha, S. 1 Lang, Michel 1 Lawson, Michael T. 1 LeDell, Erin 1 Lee, Ilro 1 Li, Sujun 1 Li, Yixue 1 Li, Zehang Richard 1 Liu, Boshu 1 Ma, Qin 1 Martínez-Camblor, Pablo 1 McCormick, Tyler H. 1 McCulloch, Robert Edward 1 Meddens, Marc J. M. 1 Meier, Lukas 1 Muschelli, John III 1 Nettleton, Dan 1 O’brien, Jonathon J. 1 Paus, Michiel H. J. 1 Pérez-Fernández, Sonia 1 Petersen, Maya L. 1 Qaqish, Bahjat F. 1 Qu, Long 1 Rahnenführer, Jörg 1 Ramasubramanian, Karthik 1 Rao, Calyampudi Radhakrishna 1 Rao, Marepalli B. 1 Riahi, Fatemeh 1 Rusch, Thomas 1 Sammel, Mary Dupuis 1 Schulte, Oliver 1 Schweppe, Devin K. 1 Shah, Mohak 1 Singh, Abhishek 1 Singh, Alok Kumar 1 Srivastava, Abhishikha 1 Sutton, Charles 1 Theis, Fabian Joachim 1 Tian, Baoguang 1 van den Heuvel, Edwin R. 1 Van der Laan, Mark Johannes 1 Vogel, Peter H. A. 1 Wang, Minghui 1 Wang, Naisyin 1 Wollschläger, Daniel 1 Zeng, Rong all top 5 Cited in 19 Serials 4 Journal of Theoretical Biology 4 Use R! 3 The Annals of Applied Statistics 2 Journal of Classification 2 Communications in Statistics. Theory and Methods 2 Computational & Mathematical Methods in Medicine 1 Biometrics 1 Machine Learning 1 Computational Statistics 1 Journal of Nonparametric Statistics 1 Data Mining and Knowledge Discovery 1 Computational Biology and Chemistry 1 Handbook of Statistics 1 Electronic Journal of Statistics 1 Statistics and Its Interface 1 Journal of Computational and Graphical Statistics 1 Chapman & Hall/CRC Texts in Statistical Science Series 1 Essentials 1 Statistik und ihre Anwendungen all top 5 Cited in 10 Fields 27 Statistics (62-XX) 10 Computer science (68-XX) 8 Biology and other natural sciences (92-XX) 3 Numerical analysis (65-XX) 2 Operations research, mathematical programming (90-XX) 1 General and overarching topics; collections (00-XX) 1 Combinatorics (05-XX) 1 Probability theory and stochastic processes (60-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year