bamlss swMATH ID: 24276 Software Authors: Nikolaus Umlauf, Nadja Klein, Achim Zeileis, Meike Koehler, Thorsten Simon Description: R package bamlss: Bayesian Additive Models for Location Scale and Shape (and Beyond). Infrastructure for estimating probabilistic distributional regression models in a Bayesian framework. The distribution parameters may capture location, scale, shape, etc. and every parameter may depend on complex additive terms (fixed, random, smooth, spatial, etc.) similar to a generalized additive model. The conceptual and computational framework is introduced in Umlauf, Klein, Zeileis (2017) <doi:10.1080/10618600.2017.1407325>. Homepage: https://cran.r-project.org/web/packages/bamlss/index.html Source Code: https://github.com/cran/bamlss Dependencies: R Keywords: R; R package; Journal of Statistical Software; bamlss; Bayesian Additive Models; Location Scale and Shape; backfitting; distributional regression; gradient boosting; MCMC; penalization; probabilistic forecasting Related Software: R; GAMLSS; BayesX; mgcv; SemiPar; CODA; ggplot2; WinBUGS; JAGS; Formula; rjags; BayesXsrc; gamlss.dist; gamboostLSS; R2BayesX; Stan; brms; VGAM; spectralGP; gamair Cited in: 6 Publications Standard Articles 2 Publications describing the Software, including 1 Publication in zbMATH Year Flexible Bayesian additive joint models with an application to type 1 diabetes research. Zbl 1379.62073Köhler, Meike; Umlauf, Nikolaus; Beyerlein, Andreas; Winkler, Christiane; Ziegler, Anette-Gabriele; Greven, Sonja 2017 all top 5 Cited by 13 Authors 5 Umlauf, Nikolaus 4 Kneib, Thomas 3 Klein, Nadja 2 Lang, Stefan M. 1 Beyerlein, Andreas 1 Greven, Sonja 1 Groll, Andreas 1 Hambuckers, Julien 1 Köhler, Meike 1 Sohn, Alexander 1 Winkler, Christiane 1 Zeileis, Achim 1 Ziegler, Anette-Gabriele all top 5 Cited in 6 Serials 1 Biometrical Journal 1 Computational Statistics and Data Analysis 1 Test 1 Statistical Modelling 1 The Annals of Applied Statistics 1 Journal of Computational and Graphical Statistics Cited in 2 Fields 6 Statistics (62-XX) 1 Numerical analysis (65-XX) Citations by Year