Supporting functionality to run 'caret' with spatial or spatial-temporal data. 'caret' is a frequently used package for model training and prediction using machine learning. CAST includes functions to improve spatial or spatial-temporal modelling tasks using 'caret'. It includes the newly suggested 'Nearest neighbor distance matching' cross-validation to estimate the performance of spatial prediction models and allows for spatial variable selection to selects suitable predictor variables in view to their contribution to the spatial model performance. CAST further includes functionality to estimate the (spatial) area of applicability of prediction models. Methods are described in Meyer et al. (2018) <doi:10.1016/j.envsoft.2017.12.001>; Meyer et al. (2019) <doi:10.1016/j.ecolmodel.2019.108815>; Meyer and Pebesma (2021) <doi:10.1111/2041-210X.13650>; Milà et al. (2022) <doi:10.1111/2041-210X.13851>; Meyer and Pebesma (2022) <doi:10.1038/s41467-022-29838-9>.
| Version: | 0.7.0 |
| Depends: | R (≥ 4.1.0) |
| Imports: | caret, stats, utils, ggplot2, graphics, reshape, FNN, plyr, zoo, methods, grDevices, data.table, lattice |
| Suggests: | doParallel, randomForest, lubridate, raster, sp, knitr, mapview, rmarkdown, sf, scales, parallel, latticeExtra, virtualspecies, gridExtra, viridis, rgeos, stars, scam, terra, rnaturalearth, rgdal |
| Published: | 2022-08-24 |
| Author: | Hanna Meyer [cre, aut], Carles Milà [aut], Marvin Ludwig [aut], Chris Reudenbach [ctb], Thomas Nauss [ctb], Edzer Pebesma [ctb] |
| Maintainer: | Hanna Meyer <hanna.meyer at uni-muenster.de> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| URL: | https://github.com/HannaMeyer/CAST, https://hannameyer.github.io/CAST/ |
| NeedsCompilation: | no |
| Materials: | README NEWS |
| CRAN checks: | CAST results |
| Reference manual: | CAST.pdf |
| Vignettes: |
Introduction to CAST Area of applicability of spatial prediction models AOA in parallel Visualization of nearest neighbor distance distributions |
| Package source: | CAST_0.7.0.tar.gz |
| Windows binaries: | r-devel: CAST_0.7.0.zip, r-release: CAST_0.7.0.zip, r-oldrel: CAST_0.7.0.zip |
| macOS binaries: | r-release (arm64): CAST_0.7.0.tgz, r-oldrel (arm64): CAST_0.7.0.tgz, r-release (x86_64): CAST_0.7.0.tgz, r-oldrel (x86_64): CAST_0.7.0.tgz |
| Old sources: | CAST archive |
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