mlr3spatiotempcv2.3.1 package

Spatiotemporal Resampling Methods for 'mlr3'

as_task_classif_st

Convert to a Spatiotemporal Classification Task

as_task_regr_st

Convert to a Spatiotemporal Regression Task

assert_spatial_task

Check spatial task

autoplot

Re-export of autoplot

autoplot.ResamplingCustomCV

Visualization Functions for Non-Spatial CV Methods.

autoplot.ResamplingCV

Visualization Functions for Non-Spatial CV Methods.

autoplot.ResamplingSpCVBlock

Visualization Functions for SpCV Block Methods.

autoplot.ResamplingSpCVBuffer

Visualization Functions for SpCV Buffer Methods.

autoplot.ResamplingSpCVCoords

Visualization Functions for SpCV Coords Methods.

autoplot.ResamplingSpCVDisc

Visualization Functions for SpCV Disc Method.

autoplot.ResamplingSpCVEnv

Visualization Functions for SpCV Env Methods.

autoplot.ResamplingSpCVKnndm

Visualization Functions for SpCV knndm Method.

autoplot.ResamplingSpCVTiles

Visualization Functions for SpCV Tiles Method.

autoplot.ResamplingSptCVCstf

Visualization Functions for SptCV Cstf Methods.

autoplot_multi_fold_dt

Autoplot helper

mlr_resamplings_repeated_spcv_block

(blockCV) Repeated spatial block resampling

mlr_resamplings_repeated_spcv_coords

(sperrorest) Repeated coordinate-based k-means clustering

mlr_resamplings_repeated_spcv_disc

(sperrorest) Repeated spatial "disc" resampling

mlr_resamplings_repeated_spcv_env

(blockCV) Repeated "environmental blocking" resampling

mlr_resamplings_repeated_spcv_knndm

(CAST) Repeated K-fold Nearest Neighbour Distance Matching

mlr_resamplings_repeated_spcv_tiles

(sperrorest) Repeated spatial "tiles" resampling

mlr_resamplings_repeated_sptcv_cstf

(CAST) Repeated spatiotemporal "leave-location-and-time-out" resamplin...

mlr_resamplings_spcv_block

(blockCV) Spatial block resampling

mlr_resamplings_spcv_buffer

(blockCV) Spatial buffering resampling

mlr_resamplings_spcv_coords

(sperrorest) Coordinate-based k-means clustering

mlr_resamplings_spcv_disc

(sperrorest) Spatial "disc" resampling

mlr_resamplings_spcv_env

(blockCV) "Environmental blocking" resampling

mlr_resamplings_spcv_knndm

(CAST) K-fold Nearest Neighbour Distance Matching

mlr_resamplings_spcv_tiles

(sperrorest) Spatial "Tiles" resampling

mlr_resamplings_sptcv_cstf

(CAST) Spatiotemporal "Leave-location-and-time-out" resampling

mlr_tasks_cookfarm_mlr3

Cookfarm Profiles Regression Task

mlr_tasks_diplodia

Diplodia Classification Task

mlr_tasks_ecuador

Ecuador Classification Task

mlr3spatiotempcv-package

mlr3spatiotempcv: Spatiotemporal Resampling Methods for 'mlr3'

strat_sample_folds

Stratified random sampling

TaskClassifST

Create a Spatiotemporal Classification Task

TaskRegrST

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.

  • Maintainer: Patrick Schratz
  • License: LGPL-3
  • Last published: 2024-04-17