GWmodel: Geographically-Weighted Models

In GWmodel, we introduce techniques from a particular branch of spatial statistics,termed geographically-weighted (GW) models. GW models suit situations when data are not described well by some global model, but where there are spatial regions where a suitably localised calibration provides a better description. GWmodel includes functions to calibrate: GW summary statistics, GW principal components analysis, GW discriminant analysis and various forms of GW regression; some of which are provided in basic and robust (outlier resistant) forms.

Author
Binbin Lu[aut], Paul Harris[aut], Martin Charlton[aut], Chris Brunsdon[aut], Tomoki Nakaya[aut], Isabella Gollini[ctb]
Date of publication
2016-11-30 14:55:13
Maintainer
Binbin Lu <binbinlu@whu.edu.cn>
License
GPL (>= 2)
Version
2.0-1
URLs

View on CRAN

Man pages

bw.ggwr
Bandwidth selection for generalised geographically weighted...
bw.gwr
Bandwidth selection for basic GWR
bw.gwss.average
Bandwidth selection for GW summary averages
EWHP
House price data set (DataFrame) in England and Wales
Georgia
Georgia census data set (csv file)
ggwr.basic
Generalised GWR models with Poisson and Binomial options
ggwr.cv
Cross-validation score for a specified bandwidth for...
ggwr.cv.contrib
Cross-validation data at each observation location for a...
gw.dist
Distance matrix calculation
GWmodel-package
Geographically-Weighted Models
gwpca.cv
Cross-validation score for a specified bandwidth for GWPCA
gwpca.cv.contrib
Cross-validation data at each observation location for a...
gwr.collin.diagno
Local collinearity diagnostics for basic GWR
gwr.cv
Cross-validation score for a specified bandwidth for basic...
gwr.cv.contrib
Cross-validation data at each observation location for a...
gwr.lcr.cv
Cross-validation score for a specified bandwidth for GWR-LCR...
gwr.lcr.cv.contrib
Cross-validation data at each observation location for the...
gwr.model.selection
Model selection for GWR with a given set of independent...
gwr.model.sort
Sort the results of the GWR model selection function...
gwr.montecarlo
Monte Carlo (randomisation) test for significance of GWR...
gwr.predict
GWR used as a spatial predictor
gwr.robust
Robust GWR model
gwr.write
Write the GWR results into files
gwss.montecarlo
Monte Carlo (randomisation) test for gwss
gw.weight
Weight matrix calculation
LondonHP
London house price data set (SpatialPointsDataFrame)

Files in this package

GWmodel
GWmodel/inst
GWmodel/inst/CITATION
GWmodel/src
GWmodel/src/Makevars
GWmodel/src/GWmodel.cpp
GWmodel/src/Makevars.win
GWmodel/src/RcppExports.cpp
GWmodel/NAMESPACE
GWmodel/data
GWmodel/data/DubVoter.rda
GWmodel/data/LondonBorough.rda
GWmodel/data/LondonHP.rda
GWmodel/data/GeorgiaCounties.rda
GWmodel/data/EWHP.rda
GWmodel/data/EWOutline.rda
GWmodel/data/USelect.rda
GWmodel/data/Georgia.rda
GWmodel/data/datalist
GWmodel/R
GWmodel/R/gwr.t.adjust.r
GWmodel/R/bw.gwda.r
GWmodel/R/gw.dist.r
GWmodel/R/collinearity.r
GWmodel/R/GeneralizedGWR.r
GWmodel/R/gwr.mixed.r
GWmodel/R/bw.ggwr.r
GWmodel/R/gwpca.r
GWmodel/R/gw.weight.r
GWmodel/R/gwpca.visualization.r
GWmodel/R/gw.average.cv.contrib.R
GWmodel/R/LocalsummaryStatistics.r
GWmodel/R/gwr.hetero.r
GWmodel/R/mink.pvals.R
GWmodel/R/gwr.collin.diagno.r
GWmodel/R/gw.average.cv.R
GWmodel/R/Model.selection.r
GWmodel/R/gwr.robust.r
GWmodel/R/gwr.basic.r
GWmodel/R/RcppExports.R
GWmodel/R/bw.gwss.average.R
GWmodel/R/zzz.r
GWmodel/R/gwpca.mc.r
GWmodel/R/writeGWR.r
GWmodel/R/bw.sel.r
GWmodel/R/minkovski.approach.r
GWmodel/R/gwr.predict.r
GWmodel/R/gwda.r
GWmodel/R/MontCarlo.r
GWmodel/MD5
GWmodel/DESCRIPTION
GWmodel/man
GWmodel/man/gwpca.cv.contrib.Rd
GWmodel/man/gwr.lcr.rd
GWmodel/man/gwr.cv.Rd
GWmodel/man/DubVoter.rd
GWmodel/man/gwr.t.adjust.rd
GWmodel/man/gwpca.cv.Rd
GWmodel/man/gwr.predict.Rd
GWmodel/man/bw.ggwr.Rd
GWmodel/man/gwr.collin.diagno.Rd
GWmodel/man/gwr.robust.Rd
GWmodel/man/LondonBorough.rd
GWmodel/man/gwpca.rd
GWmodel/man/gwr.mink.matrixview.rd
GWmodel/man/bw.gwpca.rd
GWmodel/man/gwpca.glyph.plot.rd
GWmodel/man/gwr.lcr.cv.Rd
GWmodel/man/gwda.rd
GWmodel/man/gwr.montecarlo.Rd
GWmodel/man/gwss.montecarlo.Rd
GWmodel/man/Georgia.Rd
GWmodel/man/gwss.rd
GWmodel/man/gwr.model.selection.Rd
GWmodel/man/EWHP.Rd
GWmodel/man/EWOutline.rd
GWmodel/man/gwr.write.Rd
GWmodel/man/gwr.model.sort.Rd
GWmodel/man/gwr.mink.approach.rd
GWmodel/man/gw.weight.Rd
GWmodel/man/bw.gwr.Rd
GWmodel/man/ggwr.cv.Rd
GWmodel/man/bw.gwr.lcr.rd
GWmodel/man/gw.dist.Rd
GWmodel/man/gwr.cv.contrib.Rd
GWmodel/man/gwr.model.view.rd
GWmodel/man/gwpca.montecarlo.1.rd
GWmodel/man/gwr.mink.pval.rd
GWmodel/man/USelect.rd
GWmodel/man/ggwr.basic.Rd
GWmodel/man/gwr.lcr.cv.contrib.Rd
GWmodel/man/gwr.basic.rd
GWmodel/man/gwpca.montecarlo.2.rd
GWmodel/man/gwpca.check.components.rd
GWmodel/man/bw.gwda.rd
GWmodel/man/gw.pcplot.rd
GWmodel/man/bw.gwss.average.Rd
GWmodel/man/GeorgiaCounties.rd
GWmodel/man/LondonHP.Rd
GWmodel/man/gwr.hetero.rd
GWmodel/man/GWmodel-package.Rd
GWmodel/man/gwr.mixed.rd
GWmodel/man/ggwr.cv.contrib.Rd