GWR and MGWR with Spatial Autocorrelation

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Documentation for package ‘mgwrsar’ version 1.0.5

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

bandwidths_mgwrsar	bandwidths_mgwrsar
find_TP	Search of a suitable set of target points. find_TP is a wrapper function that identifies a set of target points based on spatial smoothed OLS residuals.
kernel_matW	kernel_matW A function that returns a sparse weight matrix based computed with a specified kernel (gauss,bisq,tcub,epane,rectangle,triangle) considering coordinates provides in S and a given bandwidth. If NN<nrow(S) only NN firts neighbours are considered. If Type!='GD' then S should have additional columns and several kernels and bandwidths should be be specified by the user.
MGWRSAR	Estimation of linear and local linear model with spatial autocorrelation model (mgwrsar).
mgwrsar_bootstrap_test	A bootstrap test for Betas for mgwrsar class model.
mgwrsar_bootstrap_test_all	A bootstrap test for testing nullity of all Betas for mgwrsar class model,
multiscale_gwr	multiscale_gwr This function adapts the multiscale Geographically Weighted Regression (GWR) methodology proposed by Fotheringam et al. in 2017, employing a backward fitting procedure within the MGWRSAR subroutines. The consecutive bandwidth optimizations are performed by minimizing the corrected Akaike criteria.
multiscale_gwr.cv	multiscale_gwr.cv to be documented (experimental)
mydata	mydata is a simulated data set of a mgwrsar model
normW	normW row normalization of dgCMatrix
plot_effect	plot_effect plot_effect is a function that plots the effect of a variable X_k with spatially varying coefficient, i.e X_k * Beta_k(u_i,v_i) for comparing the magnitude of effects of between variables.
plot_mgwrsar	plot_mgwrsar plots the value of local paramaters of a mgwrsar models using a leaflet map.
predict_mgwrsar	mgwrsar Model Predictions predict_mgwrsar is a function for computing predictions of a mgwrsar models. It uses Best Linear Unbiased Predictor for mgwrsar models with spatial autocorrelation.
simu_multiscale	Estimation of linear and local linear model with spatial autocorrelation model (mgwrsar).
summary_Matrix	summary_Matrix to be documented
summary_mgwrsar	Print a summary of mgwrsar models