Package: geocomplexity 0.2.1

Wenbo Lv

geocomplexity: Mitigating Spatial Bias Through Geographical Complexity

The geographical complexity of individual variables can be characterized by the differences in local attribute variables, while the common geographical complexity of multiple variables can be represented by fluctuations in the 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 by 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], Zehua Zhang [aut]

geocomplexity_0.2.1.tar.gz
geocomplexity_0.2.1.tar.gz(r-4.5-noble)geocomplexity_0.2.1.tar.gz(r-4.4-noble)
geocomplexity_0.2.1.tgz(r-4.4-emscripten)geocomplexity_0.2.1.tgz(r-4.3-emscripten)
geocomplexity.pdf |geocomplexity.html
geocomplexity/json (API)
NEWS

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

Peer review:

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

Pkgdown:https://ausgis.github.io

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

openblascppopenmp

3.56 score 12 scripts 321 downloads 8 exports 41 dependencies

Last updated 23 days agofrom:710458467e. Checks:OK: 2. Indexed: no.

TargetResultDate
Doc / VignettesOKNov 25 2024
R-4.5-linux-x86_64OKNov 25 2024

Exports:%>%geocd_rastergeocd_swmgeocd_vectorgeocs_rastergeocs_swmgeocs_vectorgwr_geoc

Dependencies:bootclassclassIntcliDBIdeldirdigestdplyre1071fansigenericsgeosphereglueKernSmoothlatticelifecyclemagrittrMASSpanderpillarpkgconfigproxypurrrR6RcppRcppArmadillorlangs2sdsfunsfspspDataspdepterratibbletidyselectunitsutf8vctrswithrwk

GeoComplexity Application

Rendered fromgca.Rmdusingknitr::rmarkdownon Nov 25 2024.

Last update: 2024-09-25
Started: 2024-09-25

GeoComplexity Calculation

Rendered fromgcc.Rmdusingknitr::rmarkdownon Nov 25 2024.

Last update: 2024-10-04
Started: 2024-09-25