CAST

'caret' Applications for Spatial-Temporal Models

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. This package includes functions to improve spatial-temporal modelling tasks using 'caret'. It prepares data for Leave-Location-Out and Leave-Time-Out cross-validation which are target-oriented validation strategies for spatial-temporal models. To decrease overfitting and improve model performances, the package implements a forward feature selection that selects suitable predictor variables in view to their contribution to the target-oriented performance.

Total

4,928

Last month

1,452

Last week

1,075

Average per day

48

Daily downloads

Total downloads

Description file content

Package
CAST
Type
Package
Title
'caret' Applications for Spatial-Temporal Models
Version
0.3.0
Author
Hanna Meyer [cre, aut], Chris Reudenbach [ctb], Marvin Ludwig [ctb], Thomas Nauss [ctb]
Maintainer
Hanna Meyer
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. This package includes functions to improve spatial-temporal modelling tasks using 'caret'. It prepares data for Leave-Location-Out and Leave-Time-Out cross-validation which are target-oriented validation strategies for spatial-temporal models. To decrease overfitting and improve model performances, the package implements a forward feature selection that selects suitable predictor variables in view to their contribution to the target-oriented performance.
License
GPL (>= 3) | file LICENSE
URL
Encoding
UTF-8
LazyData
true
Depends
R (>= 3.1.0)
Imports
caret, stats, utils, ggplot2
Suggests
doParallel, GSIF, randomForest, lubridate, raster, sp, knitr, mapview, rmarkdown
RoxygenNote
6.1.0
VignetteBuilder
knitr
NeedsCompilation
no
Packaged
2018-10-11 01:46:46 UTC; hanna
Repository
CRAN
Date/Publication
2018-10-11 04:30:02 UTC

install.packages('CAST')

0.3.0

8 days ago

https://github.com/environmentalinformatics-marburg/CAST

Hanna Meyer

GPL (>= 3) | file LICENSE

Depends on

R (>= 3.1.0)

Imports

caret, stats, utils, ggplot2

Suggests

doParallel, GSIF, randomForest, lubridate, raster, sp, knitr, mapview, rmarkdown

Discussions