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:Hugo Rodrigues [aut, cre]

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

On CRAN:

Conda:

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

3.81 score 1 scripts 307 downloads 1 exports 75 dependencies

Last updated from:01568734d1. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK136
source / vignettesOK491
linux-releaseOK133
macos-releaseOK155
macos-oldrelOK117
windows-develOK105
windows-releaseOK101
windows-oldrelOK99
wasm-releaseOK111

Exports:dbtarf_train_predict

Dependencies:caretclasscliclockcodetoolscpp11data.tablediagramdigestdplyre1071farverforeachfuturefuture.applygenericsggplot2globalsgluegowergtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlubridatemagrittrMASSMatrixModelMetricsnlmennetnumDerivparallellypillarpkgconfigplyrpROCprodlimprogressrproxypurrrR6rangerRColorBrewerRcppRcppEigenrecipesreshape2rlangrpartS7scalesshapesparsevctrsSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewithr