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'. To decrease spatial overfitting and to improve model performances, the package implements a forward feature selection that selects suitable predictor variables in view to their contribution to spatial or spatial-temporal 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>.
| Version: | 0.6.0 |
| 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 |
| Published: | 2022-03-17 |
| Author: | Hanna Meyer [cre, 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 CAST - Code updates Visualization of geographic- and feature space distances |
| Package source: | CAST_0.6.0.tar.gz |
| Windows binaries: | r-devel: CAST_0.6.0.zip, r-release: CAST_0.6.0.zip, r-oldrel: CAST_0.6.0.zip |
| macOS binaries: | r-release (arm64): CAST_0.6.0.tgz, r-oldrel (arm64): CAST_0.6.0.tgz, r-release (x86_64): CAST_0.6.0.tgz, r-oldrel (x86_64): CAST_0.6.0.tgz |
| Old sources: | CAST archive |
Please use the canonical form https://CRAN.R-project.org/package=CAST to link to this page.