LIBRA swMATH ID: 10553 Software Authors: Verboven, S.; Hubert, M. Description: Matlab library LIBRA. LIBRA: a MATLAB Library for Robust Analysis is developed at ROBUST@Leuven, the research group on robust statistics at the KU Leuven. It contains user-friendly implementations of several robust procedures. These methods are resistant to outliers in the data. Currently, the library contains functions for univariate location, scale and skewness, multivariate location and covariance estimation (MCD), regression (LTS, MCD-regression), Principal Component Analysis (RAPCA, ROBPCA), Principal Component Regression (RPCR), Partial Least Squares Regression (RSIMPLS), classification (RDA, RSIMCA), clustering, outlier detection for skewed data (including the bagplot based on halfspace depth), and censored depth quantiles. For comparison also several non-robust functions are included. Many graphical tools are provided for model checking and outlier detection. Most of the functions require the MATLAB Statistics Toolbox. Homepage: https://wis.kuleuven.be/stat/robust/LIBRA Related Software: ROBPCA; robustbase; PRMLT; LOF; SDPT3; MNM; AS 78; FSDA; DetMCD; PROGRESS; LS-SVMlab; Stata; Matlab; ismev; astsa; R; Bioconductor; CRIO; AS 307; KPCA plus LDA Cited in: 27 Publications all top 5 Cited by 51 Authors 8 Hubert, Mia 5 Verdonck, Tim 3 Rousseeuw, Peter J. 2 Debruyne, Michiel 2 Nguyen, Tri-Dzung 2 Serneels, Sven 2 Welsch, Roy E. 1 Adams, Niall M. 1 Atkinson, Anthony C. 1 Bavaud, François 1 Billor, Nedret 1 Cabana, Elisa 1 Chen, Longsheng 1 Claeskens, Gerda 1 Clifton, David A. 1 Engelen, Sanne 1 Gijbels, Irène 1 Gonzalez, Avelino J. 1 Hand, David J. 1 Hsu, Chun-Chin 1 Huang, XiaoLin 1 Juszczak, Piotr 1 Kortelainen, Jukka 1 Laniado, Henry 1 Lillo, Rosa Elvira 1 Liu, Cheng-Hsiang 1 Luca, Stijn E. 1 Maronna, Ricardo Antonio 1 Mederos, Boris 1 Noponen, Kai 1 Öner, Yüksel 1 Pelckmans, Kristiaan 1 Perrotta, Domenico 1 Pimentel, Marco A. F. 1 Portnoy, Stephen L. 1 Ramirez-Padron, Ruben 1 Riani, Marco 1 Seppänen, Tapio 1 Slaets, Leen 1 Suykens, Johan A. K. 1 Torti, Francesca 1 Turkmen, Asuman S. 1 Van Aelst, Stefan 1 Van der Veeken, Stephan 1 Vanden Branden, Karlien 1 Vandervieren, Ellen 1 Vanpaemel, Dina 1 Watkinson, Peter J. 1 Weston, David J. 1 Whitrow, Christopher 1 Yohai, Víctor Jaime all top 5 Cited in 10 Serials 12 Computational Statistics and Data Analysis 4 Advances in Data Analysis and Classification. ADAC 2 Computational Statistics 1 International Journal of Production Research 1 Journal of Classification 1 Statistical Science 1 Pattern Recognition 1 Test 1 Statistical Papers 1 Journal of Applied Statistics Cited in 5 Fields 24 Statistics (62-XX) 5 Numerical analysis (65-XX) 3 Operations research, mathematical programming (90-XX) 1 Probability theory and stochastic processes (60-XX) 1 Computer science (68-XX) Citations by Year