Spatiotemporal Resampling Methods for 'mlr3'
Convert to a Spatiotemporal Classification Task
Convert to a Spatiotemporal Regression Task
Check spatial task
Re-export of autoplot
Visualization Functions for Non-Spatial CV Methods.
Visualization Functions for Non-Spatial CV Methods.
Visualization Functions for SpCV Block Methods.
Visualization Functions for SpCV Buffer Methods.
Visualization Functions for SpCV Coords Methods.
Visualization Functions for SpCV Disc Method.
Visualization Functions for SpCV Env Methods.
Visualization Functions for SpCV knndm Method.
Visualization Functions for SpCV Tiles Method.
Visualization Functions for SptCV Cstf Methods.
Autoplot helper
(blockCV) Repeated spatial block resampling
(sperrorest) Repeated coordinate-based k-means clustering
(sperrorest) Repeated spatial "disc" resampling
(blockCV) Repeated "environmental blocking" resampling
(CAST) Repeated K-fold Nearest Neighbour Distance Matching
(sperrorest) Repeated spatial "tiles" resampling
(CAST) Repeated spatiotemporal "leave-location-and-time-out" resamplin...
(blockCV) Spatial block resampling
(blockCV) Spatial buffering resampling
(sperrorest) Coordinate-based k-means clustering
(sperrorest) Spatial "disc" resampling
(blockCV) "Environmental blocking" resampling
(CAST) K-fold Nearest Neighbour Distance Matching
(sperrorest) Spatial "Tiles" resampling
(CAST) Spatiotemporal "Leave-location-and-time-out" resampling
Cookfarm Profiles Regression Task
Diplodia Classification Task
Ecuador Classification Task
mlr3spatiotempcv: Spatiotemporal Resampling Methods for 'mlr3'
Stratified random sampling
Create a Spatiotemporal Classification Task
Create a Spatiotemporal Regression Task
Extends the mlr3 ML framework with spatio-temporal resampling methods to account for the presence of spatiotemporal autocorrelation (STAC) in predictor variables. STAC may cause highly biased performance estimates in cross-validation if ignored.
Useful links