Package: mlr3spatiotempcv 2.3.4
Patrick Schratz
mlr3spatiotempcv: Spatiotemporal Resampling Methods for 'mlr3'
Extends the mlr3 machine learning 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. A JSS article is available at <doi:10.18637/jss.v111.i07>.
Authors:
mlr3spatiotempcv_2.3.4.tar.gz
mlr3spatiotempcv_2.3.4.zip(r-4.7)mlr3spatiotempcv_2.3.4.zip(r-4.6)mlr3spatiotempcv_2.3.4.zip(r-4.5)
mlr3spatiotempcv_2.3.4.tgz(r-4.6-any)mlr3spatiotempcv_2.3.4.tgz(r-4.5-any)
mlr3spatiotempcv_2.3.4.tar.gz(r-4.7-any)mlr3spatiotempcv_2.3.4.tar.gz(r-4.6-any)
mlr3spatiotempcv_2.3.4.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
mlr3spatiotempcv/json (API)
NEWS
| # Install 'mlr3spatiotempcv' in R: |
| install.packages('mlr3spatiotempcv', repos = c('https://mlr-org.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/mlr-org/mlr3spatiotempcv/issues
Pkgdown/docs site:https://mlr3spatiotempcv.mlr-org.com
- cookfarm_mlr3 - Cookfarm Profiles Regression Task
- diplodia - Diplodia Classification Task
- ecuador - Ecuador Classification Task
cross-validationmlr3resamplingresampling-methodsspatialtemporal
Last updated from:7a70363cef (on v2.3.4). Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 260 | ||
| source / vignettes | OK | 301 | ||
| linux-release-x86_64 | OK | 246 | ||
| macos-release-arm64 | OK | 136 | ||
| macos-oldrel-arm64 | OK | 164 | ||
| windows-devel | OK | 205 | ||
| windows-release | OK | 195 | ||
| windows-oldrel | OK | 188 | ||
| wasm-release | OK | 150 |
Exports:as_task_classif_stas_task_classif_st.data.frameas_task_classif_st.DataBackendas_task_classif_st.sfas_task_classif_st.TaskClassifSTas_task_regr_stas_task_regr_st.data.frameas_task_regr_st.DataBackendas_task_regr_st.sfas_task_regr_st.TaskClassifSTas_task_regr_st.TaskRegrSTautoplotResamplingRepeatedSpCVBlockResamplingRepeatedSpCVCoordsResamplingRepeatedSpCVDiscResamplingRepeatedSpCVEnvResamplingRepeatedSpCVKnndmResamplingRepeatedSpCVTilesResamplingRepeatedSptCVCstfResamplingSpCVBlockResamplingSpCVBufferResamplingSpCVCoordsResamplingSpCVDiscResamplingSpCVEnvResamplingSpCVKnndmResamplingSpCVTilesResamplingSptCVCstfTaskClassifSTTaskRegrST
Dependencies:backportscheckmateclicodetoolscpp11data.tabledigestevaluatefarverfuturefuture.applyggplot2globalsgluegtableisobandlabelinglgrlifecyclelistenvmiraimlbenchmlr3mlr3measuresmlr3miscnanonextpalmerpenguinsparadoxparallellyPRROCR6RColorBrewerrlangS7scalesuuidvctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| mlr3spatiotempcv: Spatiotemporal Resampling Methods for 'mlr3' | mlr3spatiotempcv-package mlr3spatiotempcv |
| Convert to a Spatiotemporal Classification Task | as_task_classif_st as_task_classif_st.data.frame as_task_classif_st.DataBackend as_task_classif_st.sf as_task_classif_st.TaskClassifST |
| Convert to a Spatiotemporal Regression Task | as_task_regr_st as_task_regr_st.data.frame as_task_regr_st.DataBackend as_task_regr_st.sf as_task_regr_st.TaskClassifST as_task_regr_st.TaskRegrST |
| Visualization Functions for Non-Spatial CV Methods. | autoplot.ResamplingCustomCV plot.ResamplingCustomCV |
| Visualization Functions for Non-Spatial CV Methods. | autoplot.ResamplingCV autoplot.ResamplingRepeatedCV plot.ResamplingCV plot.ResamplingRepeatedCV |
| Visualization Functions for SpCV Block Methods. | autoplot.ResamplingRepeatedSpCVBlock autoplot.ResamplingSpCVBlock plot.ResamplingRepeatedSpCVBlock plot.ResamplingSpCVBlock |
| Visualization Functions for SpCV Buffer Methods. | autoplot.ResamplingSpCVBuffer plot.ResamplingSpCVBuffer |
| Visualization Functions for SpCV Coords Methods. | autoplot.ResamplingRepeatedSpCVCoords autoplot.ResamplingSpCVCoords plot.ResamplingRepeatedSpCVCoords plot.ResamplingSpCVCoords |
| Visualization Functions for SpCV Disc Method. | autoplot.ResamplingRepeatedSpCVDisc autoplot.ResamplingSpCVDisc plot.ResamplingRepeatedSpCVDisc plot.ResamplingSpCVDisc |
| Visualization Functions for SpCV Env Methods. | autoplot.ResamplingRepeatedSpCVEnv autoplot.ResamplingSpCVEnv plot.ResamplingRepeatedSpCVEnv plot.ResamplingSpCVEnv |
| Visualization Functions for SpCV knndm Method. | autoplot.ResamplingRepeatedSpCVKnndm autoplot.ResamplingSpCVKnndm plot.ResamplingRepeatedSpCVKnndm plot.ResamplingSpCVKnndm |
| Visualization Functions for SpCV Tiles Method. | autoplot.ResamplingRepeatedSpCVTiles autoplot.ResamplingSpCVTiles plot.ResamplingRepeatedSpCVTiles plot.ResamplingSpCVTiles |
| Visualization Functions for SptCV Cstf Methods. | autoplot.ResamplingRepeatedSptCVCstf autoplot.ResamplingSptCVCstf plot.ResamplingRepeatedSptCVCstf plot.ResamplingSptCVCstf |
| (blockCV) Repeated spatial block resampling | mlr_resamplings_repeated_spcv_block ResamplingRepeatedSpCVBlock |
| (sperrorest) Repeated coordinate-based k-means clustering | mlr_resamplings_repeated_spcv_coords ResamplingRepeatedSpCVCoords |
| (sperrorest) Repeated spatial "disc" resampling | mlr_resamplings_repeated_spcv_disc ResamplingRepeatedSpCVDisc |
| (blockCV) Repeated "environmental blocking" resampling | mlr_resamplings_repeated_spcv_env ResamplingRepeatedSpCVEnv |
| (CAST) Repeated K-fold Nearest Neighbour Distance Matching | mlr_resamplings_repeated_spcv_knndm ResamplingRepeatedSpCVKnndm |
| (sperrorest) Repeated spatial "tiles" resampling | mlr_resamplings_repeated_spcv_tiles ResamplingRepeatedSpCVTiles |
| (CAST) Repeated spatiotemporal "leave-location-and-time-out" resampling | mlr_resamplings_repeated_sptcv_cstf ResamplingRepeatedSptCVCstf |
| (blockCV) Spatial block resampling | mlr_resamplings_spcv_block ResamplingSpCVBlock |
| (blockCV) Spatial buffering resampling | mlr_resamplings_spcv_buffer ResamplingSpCVBuffer |
| (sperrorest) Coordinate-based k-means clustering | mlr_resamplings_spcv_coords ResamplingSpCVCoords |
| (sperrorest) Spatial "disc" resampling | mlr_resamplings_spcv_disc ResamplingSpCVDisc |
| (blockCV) "Environmental blocking" resampling | mlr_resamplings_spcv_env ResamplingSpCVEnv |
| (CAST) K-fold Nearest Neighbour Distance Matching | mlr_resamplings_spcv_knndm ResamplingSpCVKnndm |
| (sperrorest) Spatial "Tiles" resampling | mlr_resamplings_spcv_tiles ResamplingSpCVTiles |
| (CAST) Spatiotemporal "Leave-location-and-time-out" resampling | mlr_resamplings_sptcv_cstf ResamplingSptCVCstf |
| Cookfarm Profiles Regression Task | cookfarm_mlr3 mlr_tasks_cookfarm_mlr3 |
| Diplodia Classification Task | diplodia mlr_tasks_diplodia |
| Ecuador Classification Task | ecuador mlr_tasks_ecuador |
| Create a Spatiotemporal Classification Task | TaskClassifST |
| Create a Spatiotemporal Regression Task | TaskRegrST |
