'caret' Applications for Spatial-Temporal Models
c(person("Hanna", "Meyer", email = "hanna.meyer@geo.uni-marburg.de", role = c("cre", "aut")),
person("Chris", "Reudenbach", role = c("ctb")),
person("Thomas", "Nauss", role = c("ctb")))
Hanna Meyer [cre, aut], Chris Reudenbach [ctb], Thomas Nauss [ctb]
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.

c(person("Hanna", "Meyer", email = "hanna.meyer@geo.uni-marburg.de", role = c("cre", "aut")),
person("Chris", "Reudenbach", role = c("ctb")),
person("Marvin", "Ludwig", role = c("ctb")),
person("Thomas", "Nauss", role = c("ctb")))
Hanna Meyer [cre, aut],
Chris Reudenbach [ctb],
Marvin Ludwig [ctb],
Thomas Nauss [ctb]

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

c(person("Hanna", "Meyer", email = "hanna.meyer@uni-muenster.de", role = c("cre", "aut")),
person("Chris", "Reudenbach", role = c("ctb")),
person("Marvin", "Ludwig", role = c("ctb")),
person("Thomas", "Nauss", role = c("ctb")))
doParallel, GSIF, randomForest, lubridate, raster, sp, knitr,
mapview, rmarkdown, sf, scales, parallel, latticeExtra

c(person("Hanna", "Meyer", email = "hanna.meyer@uni-muenster.de", role = c("cre", "aut")),
person("Chris", "Reudenbach", role = c("ctb")),
person("Marvin", "Ludwig", role = c("ctb")),
person("Thomas", "Nauss", role = c("ctb")),
person("Edzer", "Pebesma", role = c("ctb")))
Hanna Meyer [cre, aut],
Chris Reudenbach [ctb],
Marvin Ludwig [ctb],
Thomas Nauss [ctb],
Edzer Pebesma [ctb]
doParallel, GSIF, randomForest, lubridate, raster, sp, knitr,
mapview, rmarkdown, sf, scales, parallel, latticeExtra,
virtualspecies, gridExtra, viridis, rgeos, reshape, FNN