Package: GeoVersa 0.5.1
GeoVersa: Design-Based Residual-Correction Forests for Digital Soil Mapping
Implements DB-TARF (Design-Based Targeted Adaptive Residual Forest) for large-scale digital soil and ecological mapping evaluated under the design-based paradigm of Wadoux et al. (2021) <doi:10.1016/j.ecolmodel.2021.109692>. A random forest is augmented by a cross-fitted, out-of-fold-selected residual correction (residual forests, ordinary kriging, recalibration), together with design-based conformal prediction intervals.
Authors:
GeoVersa_0.5.1.tar.gz
GeoVersa_0.5.1.zip(r-4.7-any)GeoVersa_0.5.1.zip(r-4.6-any)GeoVersa_0.5.1.zip(r-4.5-any)
GeoVersa_0.5.1.tgz(r-4.6-any)GeoVersa_0.5.1.tgz(r-4.5-any)
GeoVersa_0.5.1.tar.gz(r-4.7-any)GeoVersa_0.5.1.tar.gz(r-4.6-any)
GeoVersa_0.5.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
GeoVersa/json (API)
| # Install 'GeoVersa' in R: |
| install.packages('GeoVersa', repos = c('https://hugomachadorodrigues.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/hugomachadorodrigues/geoversa/issues
convolutional-neural-networkdeep-learningdigital-soil-mappinggeostatisticskrigingpedometricspytorchremote-sensingspatial-statistics
Last updated from:01568734d1. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 136 | ||
| source / vignettes | OK | 491 | ||
| linux-release | OK | 133 | ||
| macos-release | OK | 155 | ||
| macos-oldrel | OK | 117 | ||
| windows-devel | OK | 105 | ||
| windows-release | OK | 101 | ||
| windows-oldrel | OK | 99 | ||
| wasm-release | OK | 111 |
Exports:dbtarf_train_predict
Dependencies:caretclasscliclockcodetoolscpp11data.tablediagramdigestdplyre1071farverforeachfuturefuture.applygenericsggplot2globalsgluegowergtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlubridatemagrittrMASSMatrixModelMetricsnlmennetnumDerivparallellypillarpkgconfigplyrpROCprodlimprogressrproxypurrrR6rangerRColorBrewerRcppRcppEigenrecipesreshape2rlangrpartS7scalesshapesparsevctrsSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Fit DB-TARF and predict a test set | dbtarf_train_predict |
