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CAST  

'caret' Applications for Spatial-Temporal Models
View on CRAN: Click here


Download and install CAST package within the R console
Install from CRAN:
install.packages("CAST")

Install from Github:
library("remotes")
install_github("cran/CAST")

Install by package version:
library("remotes")
install_version("CAST", "1.0.2")



Attach the package and use:
library("CAST")
Maintained by
Hanna Meyer
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-01-09
Latest Update: 2024-01-09
Description:
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) ; Meyer et al. (2019) ; Meyer and Pebesma (2021) ; Mil
How to cite:
Hanna Meyer (2018). CAST: 'caret' Applications for Spatial-Temporal Models. R package version 1.0.2, https://cran.r-project.org/web/packages/CAST. Accessed 21 Nov. 2024.
Previous versions and publish date:
0.1.0 (2018-01-09 12:25), 0.2.0 (2018-05-03 11:37), 0.2.1 (2018-07-12 13:20), 0.3.0 (2018-10-11 06:30), 0.3.1 (2018-11-19 12:10), 0.4.0 (2020-04-06 18:22), 0.4.1 (2020-05-19 16:50), 0.4.2 (2020-07-17 14:32), 0.5.0 (2021-02-19 13:30), 0.5.1 (2021-04-07 15:20), 0.6.0 (2022-03-17 14:20), 0.7.0 (2022-08-24 11:32), 0.7.1 (2023-02-04 11:02), 0.8.0 (2023-05-21 12:10), 0.8.1 (2023-05-30 14:00), 0.9.0 (2024-01-09 06:40), 1.0.0 (2024-04-08 13:53), 1.0.1 (2024-04-25 19:10)
Other packages that cited CAST R package
View CAST citation profile
Other R packages that CAST depends, imports, suggests or enhances
Complete documentation for CAST
Functions, R codes and Examples using the CAST R package
Some associated functions: CAST . CreateSpacetimeFolds . aoa . bss . calibrate_aoa . ffs . global_validation . nndm . plot . plot_ffs . plot_geodist . print . trainDI . 
Some associated R codes: CAST-package.R . CreateSpacetimeFolds.R . aoa.R . bss.R . calibrate_aoa.R . ffs.R . global_validation.R . nndm.R . plot.R . plot_ffs.R . plot_geodist.R . print.R . trainDI.R .  Full CAST package functions and examples
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