Package: GeoVersa 0.3.0
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_0.3.0.tar.gz
GeoVersa_0.3.0.zip(r-4.7)GeoVersa_0.3.0.zip(r-4.6)GeoVersa_0.3.0.zip(r-4.5)
GeoVersa_0.3.0.tgz(r-4.6-any)GeoVersa_0.3.0.tgz(r-4.5-any)
GeoVersa_0.3.0.tar.gz(r-4.7-any)GeoVersa_0.3.0.tar.gz(r-4.6-any)
GeoVersa_0.3.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
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:e03981ba8c. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 149 | ||
| source / vignettes | OK | 195 | ||
| linux-release-x86_64 | OK | 148 | ||
| macos-release-arm64 | OK | 94 | ||
| macos-oldrel-arm64 | OK | 96 | ||
| windows-devel | OK | 95 | ||
| windows-release | OK | 99 | ||
| windows-oldrel | OK | 90 | ||
| wasm-release | OK | 152 |
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 |
