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.

Install the latest version of this package by entering the following in R:
install.packages("GWmodel")
AuthorBinbin Lu[aut], Paul Harris[aut], Martin Charlton[aut], Chris Brunsdon[aut], Tomoki Nakaya[aut], Isabella Gollini[ctb]
Date of publication2017-03-28 10:34:03 UTC
MaintainerBinbin Lu <binbinlu@whu.edu.cn>
LicenseGPL (>= 2)
Version2.0-3
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)

Functions

AICc Man page
AICc_rss Man page
bisq_wt_mat Man page
bisq_wt_vec Man page
bw.ggwr Man page
bw.gwr Man page
bw.gwss.average Man page
cd_dist_mat Man page
cd_dist_smat Man page
cd_dist_vec Man page
coordinate_rotate Man page
ehat Man page
eu_dist_mat Man page
eu_dist_smat Man page
eu_dist_vec Man page
ewhp Man page
EWHP Man page
exp_wt_mat Man page
exp_wt_vec Man page
extract.mat Man page
gauss_wt_mat Man page
gauss_wt_vec Man page
Gedu.df Man page
Generate.formula Man page
Georgia Man page
ggwr.aic Man page
ggwr.basic Man page
ggwr.cv Man page
ggwr.cv.contrib Man page
gold Man page
gw.average.cv Man page
gw.average.cv.contrib Man page
gw.dist Man page
gw.fitted Man page
gw.mean.cv Man page
gw.median.cv Man page
GWmodel Man page
GWmodel-package Man page
gwpca.cv Man page
gwpca.cv.contrib Man page
gwr.aic Man page
gwr.binomial Man page
gwr.binomial.wt Man page
gwr.collin.diagno Man page
gwr.cv Man page
gwr.cv.contrib Man page
gw.reg1 Man page
gwr.fitted Man page
gwr.generalised Man page
gwr.lcr.cv Man page
gwr.lcr.cv.contrib Man page
gwr.model.selection Man page
gwr.model.sort Man page
gwr.montecarlo Man page
gwr.poisson Man page
gwr.poisson.wt Man page
gwr.predict Man page
gwr.robust Man page
gwr.write Man page
gwr.write.shp Man page
gwss.montecarlo Man page
gw.weight Man page
gw.weight.bis Man page
gw.weight.bis.ad Man page
gw.weight.box Man page
gw.weight.box.ad Man page
gw.weight.gau Man page
gw.weight.gau.ad Man page
gw.weight.tri Man page
gw.weight.tri.ad Man page
londonhp Man page
LondonHP Man page
md_dist_mat Man page
md_dist_smat Man page
md_dist_vec Man page
mk_dist_mat Man page
mk_dist_smat Man page
mk_dist_vec Man page
model.selection.gwr Man page
model.sort.gwr Man page
montecarlo.gwr Man page
montecarlo.gwss Man page
print.ggwrm Man page
print.gwrm.pred Man page
rss Man page
tri_wt_mat Man page
tri_wt_vec Man page
writeGWR Man page
writeGWR.shp Man page

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

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

Please suggest features or report bugs with the GitHub issue tracker.

All documentation is copyright its authors; we didn't write any of that.