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spatialreg (version 1.1-5)

Spatial Regression Analysis

Description

A collection of all the estimation functions for spatial cross-sectional models (on lattice/areal data using spatial weights matrices) contained up to now in 'spdep', 'sphet' and 'spse'. These model fitting functions include maximum likelihood methods for cross-sectional models proposed by 'Cliff' and 'Ord' (1973, ISBN:0850860369) and (1981, ISBN:0850860814), fitting methods initially described by 'Ord' (1975) . The models are further described by 'Anselin' (1988) . Spatial two stage least squares and spatial general method of moment models initially proposed by 'Kelejian' and 'Prucha' (1998) and (1999) are provided. Impact methods and MCMC fitting methods proposed by 'LeSage' and 'Pace' (2009) are implemented for the family of cross-sectional spatial regression models. Methods for fitting the log determinant term in maximum likelihood and MCMC fitting are compared by 'Bivand et al.' (2013) , and model fitting methods by 'Bivand' and 'Piras' (2015) ; both of these articles include extensive lists of references. 'spatialreg' >= 1.1-* correspond to 'spdep' >= 1.1-1, in which the model fitting functions are deprecated and pass through to 'spatialreg', but will mask those in 'spatialreg'. From versions 1.2-*, the functions will be made defunct in 'spdep'.

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Install

install.packages('spatialreg')

Monthly Downloads

9,112

Version

1.1-5

License

GPL-2

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Maintainer

Roger Bivand

Last Published

December 1st, 2019

Functions in spatialreg (1.1-5)

griffith_sone

Spatial weights matrix eigenvalues
lmSLX

Spatial Durbin linear (SLX, spatially lagged X) model
SpatialFiltering

Semi-parametric spatial filtering
GMerrorsar

Spatial simultaneous autoregressive error model estimation by GMM
ME

Moran eigenvector GLM filtering
spBreg_lag

Bayesian MCMC spatial simultaneous autoregressive model estimation
MCMCsamp

MCMC sample from fitted spatial regression
do_ldet

Spatial regression model Jacobian computations
ML_models

Spatial simultaneous autoregressive model estimation by maximum likelihood
gstsls

Spatial simultaneous autoregressive SAC model estimation by GMM
set.ZeroPolicyOption

Control checking of spatial object IDs
similar.listw

Create symmetric similar weights lists
lextrB

Find extreme eigenvalues of binary symmetric spatial weights
trW

Spatial weights matrix powers traces
stsls

Generalized spatial two stage least squares
predict.sarlm

Prediction for spatial simultaneous autoregressive linear model objects
impacts

Impacts in spatial lag models
as.spam.listw

Spatial neighbour sparse representation
lagmess

Matrix exponential spatial lag model
spautolm

Spatial conditional and simultaneous autoregression model estimation
set.mcOption

Options for parallel support
LR.sarlm

Likelihood ratio test