mlr3spatiotempcv

mlr3spatiotempcv-package

mlr3spatiotempcv: Spatiotemporal Resampling Methods for 'mlr3'

Spatial Resampling Methods

Resampling methods to reduce the influence of spatial autocorrelation.

ResamplingSpCVBlock

Spatial Block Cross Validation Resampling

ResamplingSpCVBuffer

Spatial Buffer Cross Validation Resampling

ResamplingSpCVCoords

Spatial Cross Validation Resampling

ResamplingSpCVEnv

Environmental Block Cross Validation Resampling

ResamplingRepeatedSpCVBlock

Repeated Spatial Cross Validation Resampling

ResamplingRepeatedSpCVCoords

Repeated Spatial Cross Validation Resampling

ResamplingRepeatedSpCVEnv

Repeated Environmental Block Cross Validation Resampling

Spatiotemporal Resampling Methods

Resampling methods to reduce the influence of spatiotemporal autocorrelation.

ResamplingSptCVCluto

Spatioemporal Cluster Resampling

ResamplingSptCVCstf

"Leave-location-and-time-out" resampling.

ResamplingRepeatedSptCVCluto

Repeated Spatiotemporal Cluster Resampling

ResamplingRepeatedSptCVCstf

Repeated "Leave-location-and-time-out" resampling.

Tasks

Spatiotemporal Task Classes for mlr3.

TaskRegrST

SpatioTemporal Regression Task

TaskClassifST

SpatioTemporal Classification Task

Datasets

Spatiotemporal example tasks included in {mlr3spatiotempcv}.

cookfarm_sample

Cookfarm Profiles Regression Task

diplodia

Diplodia Classification Task

ecuador

Ecuador Classification Task

Visualization

autoplot(<ResamplingCV>) autoplot(<ResamplingRepeatedCV>) plot(<ResamplingCV>) plot(<ResamplingRepeatedCV>)

Visualization Functions for Non-Spatial CV Methods.

autoplot(<ResamplingSpCVBlock>) autoplot(<ResamplingRepeatedSpCVBlock>) plot(<ResamplingSpCVBlock>) plot(<ResamplingRepeatedSpCVBlock>)

Visualization Functions for SpCV Block Methods.

autoplot(<ResamplingSpCVBuffer>) plot(<ResamplingSpCVBuffer>)

Visualization Functions for SpCV Buffer Methods.

autoplot(<ResamplingSpCVCoords>) autoplot(<ResamplingRepeatedSpCVCoords>) plot(<ResamplingSpCVCoords>) plot(<ResamplingRepeatedSpCVCoords>)

Visualization Functions for SpCV Coords Methods.

autoplot(<ResamplingSpCVEnv>) autoplot(<ResamplingRepeatedSpCVEnv>) plot(<ResamplingSpCVEnv>) plot(<ResamplingRepeatedSpCVEnv>)

Visualization Functions for SpCV Env Methods.

autoplot(<ResamplingSptCVCluto>) autoplot(<ResamplingRepeatedSptCVCluto>) plot(<ResamplingSptCVCluto>) plot(<ResamplingRepeatedSptCVCluto>)

Visualization Functions for SptCV Cluto Methods.

autoplot(<ResamplingSptCVCstf>) autoplot(<ResamplingRepeatedSptCVCstf>) plot(<ResamplingSptCVCstf>) plot(<ResamplingRepeatedSptCVCstf>)

Visualization Functions for SptCV Cstf Methods.