Package: autoSTK 2.1.2

autoSTK: Automatic Spatio-Temporal Kriging

Automatic spatio-temporal Kriging extending the automap package (Hiemstra et al. 2010). Provides automatic variogram model fitting with data-driven initial parameter estimation (practical-range based) and multiple optimisers: L-BFGS-B with multi-start, LHS grid search, Simulated Annealing (SANN), and Genetic Algorithm (via the GA package or built-in Differential Evolution fallback). Covariance structure selection via AIC/BIC or cross-validation, and spatiotemporal prediction via gstat. Input classes sf, sftime, spacetime ST*DF, and cubble are all supported. Four cross-validation strategies for spatiotemporal data are implemented.

Authors:Insang Song [aut, cre]

autoSTK_2.1.2.tar.gz
autoSTK_2.1.2.zip(r-4.7)autoSTK_2.1.2.zip(r-4.6)autoSTK_2.1.2.zip(r-4.5)
autoSTK_2.1.2.tgz(r-4.6-any)autoSTK_2.1.2.tgz(r-4.5-any)
autoSTK_2.1.2.tar.gz(r-4.7-any)autoSTK_2.1.2.tar.gz(r-4.6-any)
autoSTK_2.1.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
autoSTK/json (API)

# Install 'autoSTK' in R:
install.packages('autoSTK', repos = c('https://sigmafelix.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/sigmafelix/autostk/issues

On CRAN:

Conda:

3.13 score 9 stars 2 scripts 20 exports 86 dependencies

Last updated from:86fd198b5c. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK409
source / vignettesOK274
linux-release-x86_64OK401
macos-release-arm64OK261
macos-oldrel-arm64OK280
windows-develOK390
windows-releaseOK343
windows-oldrelOK367
wasm-releaseOK197

Exports:autofitVariogramSTautoKrigeSTautoKrigeST.cvcreate_new_datacreate_new_data.STcreate_new_data.ST.legacycubble_to_sftimedetect_temporal_unitdetect_temporal_unit.genericdetect_temporal_unit.xtsestimate_initial_paramsfitVariogramSTic_stvmarginal.variogramSTplot_aniso_sensitivitypredictKrigeSTselectModelSTsetSTIst_param_boundstest_separability

Dependencies:abindanytimeautomapbase64encBHbslibcachemclassclassIntclicpp11cubbleDBIdigestdplyre1071evaluatefarverfastmapFNNfontawesomefsgenericsggplot2gluegstatgtablehighrhtmltoolshtmlwidgetsintervalsisobandjquerylibjsonliteKernSmoothknitrlabelinglatticelhslifecyclelubridatemagrittrMASSmemoisemimencdf4pillarpkgconfigplyrproxypurrrR6rappdirsRColorBrewerRcppreshaperglrlangrmarkdowns2S7sassscalessfsftimespspacetimestarsstringistringrtibbletidyrtidyselecttimechangetinytextsibbleunitsutf8vctrsviridisLitewithrwkxfunxtsyamlzoo