GWmodel: Geographically-Weighted Models
Version 2.0-4

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 publication2017-05-21 07:08:14 UTC
MaintainerBinbin Lu <binbinlu@whu.edu.cn>
LicenseGPL (>= 2)
Version2.0-4
URL http://gwr.nuim.ie/
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("GWmodel")

Getting started

Package overview

Popular man pages

bw.gwr: Bandwidth selection for basic GWR
Georgia: Georgia census data set (csv file)
gw.dist: Distance matrix calculation
GWmodel-package: Geographically-Weighted Models
gwr.model.view: Visualise the GWR models from 'gwr.model.selection'
gwr.predict: GWR used as a spatial predictor
gwr.robust: Robust GWR model
See all...

All man pages Function index File listing

Man pages

bw.ggwr: Bandwidth selection for generalised geographically weighted...
bw.gwda: Bandwidth selection for GW Discriminant Analysis
bw.gwpca: Bandwidth selection for Geographically Weighted Principal...
bw.gwr: Bandwidth selection for basic GWR
bw.gwr.lcr: Bandwidth selection for locally compensated ridge GWR...
bw.gwss.average: Bandwidth selection for GW summary averages
DubVoter: Voter turnout data in Greater...
EWHP: House price data set (DataFrame) in England and Wales
EWOutline: Outline of England and Wales for data EWHP
Georgia: Georgia census data set (csv file)
GeorgiaCounties: Georgia counties data (SpatialPolygonsDataFrame)
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...
gwda: GW Discriminant Analysis
gw.dist: Distance matrix calculation
GWmodel-package: Geographically-Weighted Models
gwpca: GWPCA
gwpca.check.components: Interaction tool with the GWPCA glyph map
gwpca.cv: Cross-validation score for a specified bandwidth for GWPCA
gwpca.cv.contrib: Cross-validation data at each observation location for a...
gwpca.glyph.plot: Multivariate glyph plots of GWPCA loadings
gwpca.montecarlo.1: Monte Carlo (randomisation) test for significance of GWPCA...
gwpca.montecarlo.2: Monte Carlo (randomisation) test for significance of GWPCA...
gw.pcplot: Geographically weighted parallel coordinate plot for...
gwr.basic: Basic GWR model
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.hetero: Heteroskedastic GWR
gwr.lcr: GWR with a locally-compensated ridge term
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.mink.approach: Minkovski approach for GWR
gwr.mink.matrixview: Visualisation of the results from 'gwr.mink.approach'
gwr.mink.pval: Select the values of p for the Minkovski approach for GWR
gwr.mixed: Mixed GWR
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.model.view: Visualise the GWR models from 'gwr.model.selection'
gwr.montecarlo: Monte Carlo (randomisation) test for significance of GWR...
gwr.predict: GWR used as a spatial predictor
gwr.robust: Robust GWR model
gwr.t.adjust: Adjust p-values for multiple hypothesis tests in basic GWR
gwr.write: Write the GWR results into files
gwss: Geographically weighted summary statistics (GWSS)
gwss.montecarlo: Monte Carlo (randomisation) test for gwss
gw.weight: Weight matrix calculation
LondonBorough: London boroughs data
LondonHP: London house price data set (SpatialPointsDataFrame)
USelect: Results of the 2004 US presidential election at the county...

Functions

AICc Man page Source code
AICc_rss Man page Source code
Ci_mat Man page Source code
Dub.voter Man page
DubVoter Man page
EWHP Man page
F1234.test Man page Source code
GWmodel Man page
GWmodel-package Man page
Gedu.counties Man page
Gedu.df Man page
Generate.formula Man page Source code
Georgia Man page
LondonBorough Man page
LondonHP Man page
USelect2004 Man page
bisq_wt_mat Man page Source code
bisq_wt_vec Man page Source code
bw.ggwr Man page Source code
bw.gwda Man page Source code
bw.gwpca Man page Source code
bw.gwr Man page Source code
bw.gwr.lcr Man page Source code
bw.gwr1 Man page Source code
bw.gwss.average Man page Source code
cd_dist_mat Man page Source code
cd_dist_smat Man page Source code
cd_dist_vec Man page Source code
check.components Man page Source code
confusion.matrix Man page Source code
coordinate_rotate Man page Source code
ehat Man page Source code
eu_dist_mat Man page Source code
eu_dist_smat Man page Source code
eu_dist_vec Man page Source code
ewhp Man page
ewoutline Man page
exp_wt_mat Man page Source code
exp_wt_vec Man page Source code
extract.mat Man page Source code
gauss_wt_mat Man page Source code
gauss_wt_vec Man page Source code
ggwr.aic Man page Source code
ggwr.basic Man page Source code
ggwr.cv Man page Source code
ggwr.cv.contrib Man page Source code
glyph.plot Man page Source code
gold Man page Source code
grouping.xy Man page Source code
gw.average.cv Man page Source code
gw.average.cv.contrib Man page Source code
gw.dist Man page Source code
gw.fitted Man page Source code
gw.mean.cv Man page Source code
gw.median.cv Man page Source code
gw.pcplot Man page Source code
gw.reg1 Man page Source code
gw.weight Man page Source code
gw.weight.bis Man page Source code
gw.weight.bis.ad Man page Source code
gw.weight.box Man page Source code
gw.weight.box.ad Man page Source code
gw.weight.exp.ad Source code
gw.weight.exponential Source code
gw.weight.gau Man page Source code
gw.weight.gau.ad Man page Source code
gw.weight.tri Man page Source code
gw.weight.tri.ad Man page Source code
gw_reg Man page Source code
gwda Man page Source code
gwpca Man page Source code
gwpca.check.components Man page Source code
gwpca.cv Man page Source code
gwpca.cv.contrib Man page Source code
gwpca.glyph.plot Man page Source code
gwpca.montecarlo.1 Man page Source code
gwpca.montecarlo.2 Man page Source code
gwr.aic Man page Source code
gwr.aic1 Man page Source code
gwr.basic Man page Source code
gwr.binomial Man page Source code
gwr.binomial.wt Man page Source code
gwr.collin.diagno Man page Source code
gwr.cv Man page Source code
gwr.cv.contrib Man page Source code
gwr.cv1 Man page Source code
gwr.fitted Man page
gwr.generalised Man page Source code
gwr.hetero Man page Source code
gwr.lcr Man page Source code
gwr.lcr.cv Man page Source code
gwr.lcr.cv.contrib Man page Source code
gwr.mink.approach Man page Source code
gwr.mink.matrixview Man page Source code
gwr.mink.pval Man page Source code
gwr.mink.pval.backward Man page Source code
gwr.mink.pval.forward Man page Source code
gwr.mixed Man page Source code
gwr.mixed.2 Man page Source code
gwr.mixed.trace Man page Source code
gwr.model.selection Man page Source code
gwr.model.sort Man page Source code
gwr.model.view Man page Source code
gwr.montecarlo Man page Source code
gwr.poisson Man page Source code
gwr.poisson.wt Man page Source code
gwr.predict Man page Source code
gwr.q Man page Source code
gwr.robust Man page Source code
gwr.t.adjust Man page Source code
gwr.write Man page Source code
gwr.write.shp Man page Source code
gwr_diag Man page Source code
gwss Man page Source code
gwss.montecarlo Man page Source code
local.corr Man page
londonborough Man page
londonhp Man page
md_dist_mat Man page Source code
md_dist_smat Man page Source code
md_dist_vec Man page Source code
mink.approach Man page Source code
mink.matrixview Man page Source code
mk_dist_mat Man page Source code
mk_dist_smat Man page Source code
mk_dist_vec Man page Source code
model.selection.gwr Man page Source code
model.sort.gwr Man page Source code
model.view.gwr Man page Source code
montecarlo.gwpca.1 Man page Source code
montecarlo.gwpca.2 Man page Source code
montecarlo.gwr Man page Source code
montecarlo.gwss Man page Source code
onAttach Source code
plot.mcsims Man page Source code
plot.pvlas Man page Source code
print.ggwrm Man page Source code
print.gwda Man page Source code
print.gwrlcr Man page Source code
print.gwrm Man page Source code
print.gwrm.pred Man page Source code
print.gwss Man page Source code
print.mcsims Source code
print.mgwr Man page Source code
print.summary.lm Source code
ridge.lm Man page Source code
robustSvd Man page Source code
rss Man page Source code
rwpca Man page Source code
splitx Man page Source code
test.gwr.par Source code
tri_wt_mat Man page Source code
tri_wt_vec Man page Source code
wlda Man page Source code
wlda.cr Man page Source code
wmean Man page Source code
wpca Man page Source code
wprior Man page Source code
wqda Man page Source code
wqda.cr Man page Source code
writeGWR Man page Source code
writeGWR.shp Man page Source code
wt.median Man page Source code
wvarcov Man page Source code

Files

inst
inst/CITATION
src
src/Makevars
src/GWmodel.cpp
src/Makevars.win
src/init.c
src/RcppExports.cpp
NAMESPACE
data
data/DubVoter.rda
data/LondonBorough.rda
data/LondonHP.rda
data/GeorgiaCounties.rda
data/EWHP.rda
data/EWOutline.rda
data/USelect.rda
data/Georgia.rda
data/datalist
R
R/gwr.t.adjust.r
R/bw.gwda.r
R/gw.dist.r
R/collinearity.r
R/GeneralizedGWR.r
R/gwr.mixed.r
R/bw.ggwr.r
R/gwpca.r
R/gw.weight.r
R/gwpca.visualization.r
R/gw.average.cv.contrib.R
R/LocalsummaryStatistics.r
R/gwr.hetero.r
R/mink.pvals.R
R/gwr.collin.diagno.r
R/gw.average.cv.R
R/Model.selection.r
R/gwr.robust.r
R/gwr.basic.r
R/RcppExports.R
R/bw.gwss.average.R
R/zzz.r
R/gwpca.mc.r
R/writeGWR.r
R/bw.sel.r
R/minkovski.approach.r
R/gwr.predict.r
R/gwda.r
R/MontCarlo.r
MD5
DESCRIPTION
man
man/gwpca.cv.contrib.Rd
man/gwr.lcr.rd
man/gwr.cv.Rd
man/DubVoter.rd
man/gwr.t.adjust.rd
man/gwpca.cv.Rd
man/gwr.predict.Rd
man/bw.ggwr.Rd
man/gwr.collin.diagno.Rd
man/gwr.robust.Rd
man/LondonBorough.rd
man/gwpca.rd
man/gwr.mink.matrixview.rd
man/bw.gwpca.rd
man/gwpca.glyph.plot.rd
man/gwr.lcr.cv.Rd
man/gwda.rd
man/gwr.montecarlo.Rd
man/gwss.montecarlo.Rd
man/Georgia.Rd
man/gwss.rd
man/gwr.model.selection.Rd
man/EWHP.Rd
man/EWOutline.rd
man/gwr.write.Rd
man/gwr.model.sort.Rd
man/gwr.mink.approach.rd
man/gw.weight.Rd
man/bw.gwr.Rd
man/ggwr.cv.Rd
man/bw.gwr.lcr.rd
man/gw.dist.Rd
man/gwr.cv.contrib.Rd
man/gwr.model.view.rd
man/gwpca.montecarlo.1.rd
man/gwr.mink.pval.rd
man/USelect.rd
man/ggwr.basic.Rd
man/gwr.lcr.cv.contrib.Rd
man/gwr.basic.rd
man/gwpca.montecarlo.2.rd
man/gwpca.check.components.rd
man/bw.gwda.rd
man/gw.pcplot.rd
man/bw.gwss.average.Rd
man/GeorgiaCounties.rd
man/LondonHP.Rd
man/gwr.hetero.rd
man/GWmodel-package.Rd
man/gwr.mixed.rd
man/ggwr.cv.contrib.Rd
GWmodel documentation built on May 23, 2017, 9:03 a.m.

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