Learn R Programming
⚠️There's a newer version (2.3.3) of this package.Take me there.

mlr3spatiotempcv

Package website: release | dev

Spatiotemporal resampling methods for mlr3.

This package extends the mlr3 package framework with spatiotemporal resampling and visualization methods.

Installation

CRAN version

install.packages("mlr3spatiotempcv")

Development version

remotes::install_github("mlr-org/mlr3spatiotempcv")

Get Started

See the "Get Started" vignette for a quick introduction.

For more detailed information including an usage example see the "Spatiotemporal Analysis" chapter in the mlr3book.

Article "Spatiotemporal Visualization" shows how 3D subplots grids can be created.

Citation

To cite the package in publications, use the output of citation("mlr3spatiotempcv").

Copy Link

Version

Install

install.packages('mlr3spatiotempcv')

Monthly Downloads

2,955

Version

0.1.1

License

LGPL-3

Issues

4

Pull Requests

0

Stars

54

Forks

10

Maintainer

Patrick Schratz

Last Published

January 5th, 2021

Functions in mlr3spatiotempcv (0.1.1)

ResamplingRepeatedSpCVBlock

Repeated Spatial Cross Validation Resampling
ResamplingRepeatedSptCVCstf

Repeated Spatiotemporal Cluster Resampling
ResamplingSpCVEnv

Environmental Block Cross Validation Resampling
ResamplingRepeatedSpCVEnv

Repeated Environmental Block Cross Validation Resampling
ResamplingSpCVBuffer

Spatial Buffer Cross Validation Resampling
ResamplingRepeatedSptCVCluto

Repeated Spatiotemporal Cluster Resampling
ResamplingRepeatedSpCVCoords

Repeated Spatial Cross Validation Resampling
ResamplingSptCVCluto

Spatioemporal Cluster Resampling
ResamplingSpCVCoords

Spatial Cross Validation Resampling
ResamplingSpCVBlock

Spatial Block Cross Validation Resampling
ResamplingSptCVCstf

Create Spatiotemporal Folds Using Predefined Groups
TaskClassifST

SpatioTemporal Classification Task
mlr3spatiotempcv-package

mlr3spatiotempcv: Spatiotemporal Resampling Methods for 'mlr3'
autoplot.ResamplingSptCVCstf

Visualization Functions for SptCV Cstf Methods.
autoplot.ResamplingSpCVBuffer

Visualization Functions for SpCV Buffer Methods.
autoplot.ResamplingSpCVCoords

Visualization Functions for SpCV Coords Methods.
autoplot

Re-export of autoplot See ggplot2::autoplot().
TaskRegrST

SpatioTemporal Regression Task
mlr_tasks_cookfarm

Cookfarm Profiles Regression Task
autoplot.ResamplingSpCVEnv

Visualization Functions for SpCV Env Methods.
autoplot.ResamplingSptCVCluto

Visualization Functions for SptCV Cluto Methods.
mlr_tasks_diplodia

Diplodia Classification Task
autoplot.ResamplingSpCVBlock

Visualization Functions for SpCV Block Methods.
mlr_tasks_ecuador

Ecuador Classification Task
autoplot.ResamplingCV

Visualization Functions for Non-Spatial CV Methods.