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Implements Bayesian spatial and spatiotemporal models that optionally allow for extreme spatial deviations through time. 'glmmfields' uses a predictive process approach with random fields implemented through a multivariate-t distribution instead of the usual multivariate normal. Sampling is conducted with 'Stan'. References: Anderson and Ward (2019) <doi:10.1002/ecy.2403>.
| Version: | 0.1.8 |
| Depends: | methods, R (≥ 3.4.0), Rcpp (≥ 0.12.18) |
| Imports: | assertthat, broom, broom.mixed, cluster, dplyr (≥ 0.8.0), forcats, ggplot2 (≥ 2.2.0), loo (≥ 2.0.0), mvtnorm, nlme, RcppParallel (≥ 5.0.1), reshape2, rstan (≥ 2.26.0), rstantools (≥ 2.1.1), tibble |
| LinkingTo: | BH (≥ 1.66.0), Rcpp (≥ 0.12.8), RcppEigen (≥ 0.3.3.3.0), RcppParallel (≥ 5.0.1), rstan (≥ 2.26.0), StanHeaders (≥ 2.26.0) |
| Suggests: | bayesplot, coda, knitr, parallel, rmarkdown, testthat, viridis |
| Published: | 2023-10-20 |
| DOI: | 10.32614/CRAN.package.glmmfields |
| Author: | Sean C. Anderson [aut, cre], Eric J. Ward [aut], Trustees of Columbia University [cph] |
| Maintainer: | Sean C. Anderson <sean at seananderson.ca> |
| BugReports: | https://github.com/seananderson/glmmfields/issues |
| License: | GPL (≥ 3) |
| URL: | https://github.com/seananderson/glmmfields |
| NeedsCompilation: | yes |
| SystemRequirements: | GNU make |
| Citation: | glmmfields citation info |
| Materials: | NEWS |
| In views: | MixedModels |
| CRAN checks: | glmmfields results |
| Reference manual: | glmmfields.pdf |
| Vignettes: |
Spatial GLMs with glmmfields |
| Package source: | glmmfields_0.1.8.tar.gz |
| Windows binaries: | r-devel: glmmfields_0.1.8.zip, r-release: glmmfields_0.1.8.zip, r-oldrel: glmmfields_0.1.8.zip |
| macOS binaries: | r-release (arm64): glmmfields_0.1.8.tgz, r-oldrel (arm64): glmmfields_0.1.8.tgz, r-release (x86_64): glmmfields_0.1.8.tgz, r-oldrel (x86_64): glmmfields_0.1.8.tgz |
| Old sources: | glmmfields archive |
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