CARBayes swMATH ID: 15288 Software Authors: Duncan Lee Description: R package CARBayes: Spatial Generalised Linear Mixed Models for Areal Unit Data. Implements a class of univariate and multivariate spatial generalised linear mixed models for areal unit data, with inference in a Bayesian setting using Markov chain Monte Carlo (McMC) simulation. The response variable can be binomial, Gaussian or Poisson. Spatial autocorrelation is modelled by a set of random effects, which are assigned a conditional autoregressive (CAR) prior distribution. A number of different CAR priors are available for the random effects, including a multivariate CAR (MCAR) model for multivariate spatial data. Full details are given in the vignette accompanying this package. The initial creation of this package was supported by the Economic and Social Research Council (ESRC) grant RES-000-22-4256, and on-going development was supported by the Engineering and Physical Science Research Council (EPSRC) grant EP/J017442/1. Homepage: https://cran.r-project.org/web/packages/CARBayes/index.html Source Code: https://github.com/cran/CARBayes Dependencies: R Related Software: R; spBayes; R-INLA; INLA; spTimer; CODA; GMRFLib; Rcpp; CARBayesST; Matrix; spdep; BayesX; nlme; RStan; Stan; ggplot2; nimble; ngspatial; SSN; STARS Cited in: 11 Publications Standard Articles 1 Publication describing the Software Year all top 5 Cited by 23 Authors 2 Ferreira, Marco A. R. 2 Franck, Christopher T. 1 Assunção, Renato Martins 1 Bonett, Stephen 1 Bowman, Dale 1 Brown, D. Andrew 1 Castruccio, Stefano 1 Chen, Wanfang 1 Cowles, Mary Kathryn 1 Fofana, Demba 1 Genton, Marc G. 1 George, E. O. 1 Keefe, Matthew J. 1 Kim, Chanmin 1 Lawson, Andrew B. 1 McMahan, Christopher S. 1 Porter, Erica M. 1 Prates, Marcos Oliveira 1 Raim, Andrew M. 1 Rodrigues, Erica Castilho 1 Sahu, Sujit K. 1 Seedorff, Michael 1 Watson Self, Stella all top 5 Cited in 10 Serials 2 Bayesian Analysis 1 The American Statistician 1 Computational Statistics 1 Journal of Statistical Computation and Simulation 1 Computational Statistics and Data Analysis 1 Extremes 1 Statistics and Computing 1 Journal of Statistical Distributions and Applications 1 Chapman & Hall/CRC Interdisciplinary Statistics Series 1 Chapman & Hall/CRC The R Series Cited in 5 Fields 11 Statistics (62-XX) 1 Probability theory and stochastic processes (60-XX) 1 Astronomy and astrophysics (85-XX) 1 Geophysics (86-XX) 1 Biology and other natural sciences (92-XX) Citations by Year