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.

AuthorBinbin Lu[aut], Paul Harris[aut], Martin Charlton[aut], Chris Brunsdon[aut], Tomoki Nakaya[aut], Isabella Gollini[ctb]
Date of publication2016-11-30 14:55:13
MaintainerBinbin Lu <binbinlu@whu.edu.cn>
LicenseGPL (>= 2)
Version2.0-1
http://gwr.nuim.ie/

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

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