Fits, validates and compares a number of Bayesian models for
spatial and space time point referenced and areal unit data. Model fitting
is done using several packages: 'rstan', 'INLA', 'spBayes', 'spTimer',
'spTDyn', 'CARBayes' and 'CARBayesST'. Model comparison is performed using
the DIC and WAIC, and K-fold cross-validation where the user is free
to select their own subset of data rows for validation. Sahu (2022)
<doi:10.1201/9780429318443> describes the methods in detail.
| Version: |
0.7.9 |
| Depends: |
R (≥ 3.4.0), Rcpp (≥ 0.12.0) |
| Imports: |
methods, spTimer, ggplot2, rstan, rstantools, spBayes, CARBayes, CARBayesST, spTDyn, MCMCpack, Rdpack, mnormt, inlabru, ggpubr |
| LinkingTo: |
BH (≥ 1.66.0), Rcpp (≥ 0.12.0), RcppEigen (≥ 0.3.3.3.0), rstan (≥ 2.18.1), StanHeaders (≥ 2.18.0), RcppParallel |
| Suggests: |
INLA (≥ 22.5.7), coda, extraDistr, maps, xtable, MASS, loo, cowplot, ggrepel, sf, knitr, rmarkdown, testthat, ggspatial, interp, tidyr, RColorBrewer, magick, markdown |
| Published: |
2023-12-18 |
| DOI: |
10.32614/CRAN.package.bmstdr |
| Author: |
Sujit K. Sahu 
[aut, cre],
Duncan P. Lee [aut],
K. Shuvo Bakar [aut] |
| Maintainer: |
Sujit K. Sahu <S.K.Sahu at soton.ac.uk> |
| BugReports: |
https://github.com/sujit-sahu/bmstdr/issues |
| License: |
GPL-2 |
| URL: |
https://www.sujitsahu.com |
| NeedsCompilation: |
yes |
| SystemRequirements: |
GNU make |
| Additional_repositories: |
https://inla.r-inla-download.org/R/stable |
| CRAN checks: |
bmstdr results |