Reference

mlr3spatiotempcv
mlr3spatiotempcv-package	mlr3spatiotempcv: Spatiotemporal Resampling Methods for 'mlr3'
Spatiotemporal Blocking Methods These methods use square/rectangular blocks for partitioning.
ResamplingSpCVBlock	(blockCV) Spatial block resampling
ResamplingRepeatedSpCVBlock	(blockCV) Repeated spatial block resampling
ResamplingSpCVTiles	(sperrorest) Spatial "Tiles" resampling
ResamplingRepeatedSpCVTiles	(sperrorest) Repeated spatial "tiles" resampling
Spatiotemporal Buffering Methods These methods support using buffering zones which eventually remove observations between train and test sets.
ResamplingSpCVBuffer	(blockCV) Spatial buffering resampling
ResamplingSpCVDisc	(sperrorest) Spatial "disc" resampling
ResamplingRepeatedSpCVDisc	(sperrorest) Repeated spatial "disc" resampling
ResamplingSptCVCstf	(CAST) "Leave-location-and-time-out" resampling
ResamplingRepeatedSptCVCstf	(CAST) Repeated "leave-location-and-time-out" resampling
Spatiotemporal Clustering Methods These methods make use of clustering methods (e.g. k-means) to create (equally-sized) partitions.
ResamplingSpCVCoords	(sperrorest) Coordinate-based k-means clustering
ResamplingRepeatedSpCVCoords	(sperrorest) Repeated coordinate-based k-means clustering
ResamplingSpCVDisc	(sperrorest) Spatial "disc" resampling
ResamplingRepeatedSpCVDisc	(sperrorest) Repeated spatial "disc" resampling
ResamplingSptCVCluto	(skmeans) Spatiotemporal clustering resampling
ResamplingRepeatedSptCVCluto	(skmeans) Repeated spatiotemporal clustering resampling
Feature Space Clustering Methods These methods cluster in the feature space and not (necessarily) in space or time.
ResamplingSpCVEnv	(blockCV) "Environmental blocking" resampling
ResamplingRepeatedSpCVEnv	(blockCV) Repeated "environmental blocking" resampling
Factor/Predefined Groups Partitioning Methods These methods use (multiple) factor-variables / predefined groups to create partitions
ResamplingSptCVCstf	(CAST) "Leave-location-and-time-out" resampling
ResamplingRepeatedSptCVCstf	(CAST) Repeated "leave-location-and-time-out" resampling
Spatiotempral Tasks Classification and regression tasks.
TaskRegrST	Create a Spatiotemporal Regression Task
as_task_regr_st()	Convert to a Spatiotemporal Regression Task
as_task_regr()	Convert to a Regression Task
TaskClassifST	Crate a Spatiotemporal Classification Task
as_task_classif_st()	Convert to a Spatiotemporal Classification Task
as_task_classif()	Convert to a Classification Task
Spatiotempral Example Datasets Tasks appended to the mlr_tasks dictionary.
cookfarm_sample	Cookfarm Profiles Regression Task
diplodia	Diplodia Classification Task
ecuador	Ecuador Classification Task
Visualization of spatiotemporal partitions
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(<ResamplingSpCVDisc>) autoplot(<ResamplingRepeatedSpCVDisc>) plot(<ResamplingSpCVDisc>) plot(<ResamplingRepeatedSpCVDisc>)	Visualization Functions for SpCV Disc Method.
autoplot(<ResamplingSpCVEnv>) autoplot(<ResamplingRepeatedSpCVEnv>) plot(<ResamplingSpCVEnv>) plot(<ResamplingRepeatedSpCVEnv>)	Visualization Functions for SpCV Env Methods.
autoplot(<ResamplingSpCVTiles>) autoplot(<ResamplingRepeatedSpCVTiles>) plot(<ResamplingSpCVTiles>) plot(<ResamplingRepeatedSpCVTiles>)	Visualization Functions for SpCV Tiles Method.
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.