Package: geocomplexity 0.0.0.9000

Wenbo Lv

geocomplexity: Geocomplexity Mitigates Spatial Bias

The geographical complexity of individual variables can be characterized using the differences in local attribute variables, while the common geographical complexity of multiple variables can be represented by the fluctuations in similarity of vectors composed of multiple variables. In spatial regression tasks, the goodness of fit can be improved by incorporating a geographical complexity representation vector during modeling, using a geographical complexity-weighted spatial weight matrix, or employing local geographical complexity kernel density. Similarly, in spatial sampling tasks, samples can be selected more effectively using a method that weights based on geographical complexity. By optimizing performance in spatial regression and spatial sampling tasks, the spatial bias of the model can be effectively reduced.

Authors:Wenbo Lv [aut, cre, cph], Yongze Song [aut, ths]

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geocomplexity.pdf |geocomplexity.html
geocomplexity/json (API)

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

Peer review:

Bug tracker:https://github.com/ausgis/geocomplexity/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library

On CRAN:

geospatial-analysisspatial-regressionspatial-relationsspatial-samplingspatial-statistics

7 exports 3 stars 1.38 score 41 dependencies 4 scripts

Last updated 21 hours agofrom:4ba2305af9. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 17 2024
R-4.5-win-x86_64OKSep 17 2024
R-4.5-linux-x86_64OKSep 17 2024
R-4.4-win-x86_64OKSep 17 2024
R-4.4-mac-x86_64OKSep 17 2024
R-4.4-mac-aarch64OKSep 17 2024
R-4.3-win-x86_64OKSep 17 2024
R-4.3-mac-x86_64OKSep 17 2024
R-4.3-mac-aarch64OKSep 17 2024

Exports:%>%geoc_swmgeocd_rastergeocd_vectorgeocs_rastergeocs_vectormoran_test

Dependencies:bootclassclassIntcliDBIdeldirdigestdplyre1071fansigenericsgeosphereglueKernSmoothlatticelifecyclemagrittrMASSpanderpillarpkgconfigproxypurrrR6RcppRcppArmadillorlangs2sdsfunsfspspDataspdepterratibbletidyselectunitsutf8vctrswithrwk

GeoComplexity Calculation

Rendered fromgcc.Rmdusingknitr::rmarkdownon Sep 17 2024.

Last update: 2024-09-11
Started: 2024-09-11