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:Hugo Rodrigues [aut, cre]

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

On CRAN:

Conda:

convolutional-neural-networkdeep-learningdigital-soil-mappinggeostatisticskrigingpedometricspytorchremote-sensingspatial-statistics

3.48 score 1 stars 1 scripts 1 exports 75 dependencies

Last updated from:e03981ba8c. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK149
source / vignettesOK195
linux-release-x86_64OK148
macos-release-arm64OK94
macos-oldrel-arm64OK96
windows-develOK95
windows-releaseOK99
windows-oldrelOK90
wasm-releaseOK152

Exports:dbtarf_train_predict

Dependencies:caretclasscliclockcodetoolscpp11data.tablediagramdigestdplyre1071farverforeachfuturefuture.applygenericsggplot2globalsgluegowergtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlubridatemagrittrMASSMatrixModelMetricsnlmennetnumDerivparallellypillarpkgconfigplyrpROCprodlimprogressrproxypurrrR6rangerRColorBrewerRcppRcppEigenrecipesreshape2rlangrpartS7scalesshapesparsevctrsSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewithr