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A framework for specifying spatially, temporally and spatially-and-temporally varying coefficient models using Generalized Additive Models with Gaussian Process smooths. The smooths are parameterised with location and / or time attributes. Importantly the framework supports the investigation of the presence and nature of any space-time dependencies in the data, allows the user to evaluate different model forms (specifications) and to pick the most probable model or to combine multiple varying coefficient models using Bayesian Model Averaging. For more details see: Brunsdon et al (2023) <doi:10.4230/LIPIcs.GIScience.2023.17>, Comber et al (2023) <doi:10.4230/LIPIcs.GIScience.2023.22> and Comber et al (2024) <doi:10.1080/13658816.2023.2270285>.
| Version: | 0.0.1.2 |
| Depends: | R (≥ 2.10) |
| Imports: | cowplot, doParallel, dplyr, foreach, ggplot2, glue, grDevices, magrittr, metR, mgcv (≥ 1.9-1), parallel, tidyselect |
| Suggests: | cols4all, knitr, purrr, rmarkdown, sf, testthat (≥ 3.0.0), tidyr |
| Published: | 2024-07-31 |
| DOI: | 10.32614/CRAN.package.stgam |
| Author: | Lex Comber [aut, cre], Paul Harris [ctb], Chris Brunsdon [ctb] |
| Maintainer: | Lex Comber <a.comber at leeds.ac.uk> |
| BugReports: | https://github.com/lexcomber/stgam/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/lexcomber/stgam |
| NeedsCompilation: | no |
| Materials: | README NEWS |
| CRAN checks: | stgam results |
| Reference manual: | stgam.pdf |
| Vignettes: |
Introduction to space-time GAMS with 'stgam' (source, R code) Determining Space-Time model form and Bayesian Model Avergaing (BMA) with 'stgam' (source, R code) |
| Package source: | stgam_0.0.1.2.tar.gz |
| Windows binaries: | r-devel: stgam_0.0.1.2.zip, r-release: stgam_0.0.1.2.zip, r-oldrel: stgam_0.0.1.2.zip |
| macOS binaries: | r-release (arm64): stgam_0.0.1.2.tgz, r-oldrel (arm64): stgam_0.0.1.2.tgz, r-release (x86_64): stgam_0.0.1.2.tgz, r-oldrel (x86_64): stgam_0.0.1.2.tgz |
| Old sources: | stgam archive |
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These binaries (installable software) and packages are in development.
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