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With \(S_r(W) = (I - \rho W)^{-1}(\beta_r I + \theta_r W)\), average direct \(tr(S_r)/n\), total \(1'S_r 1/n\), indirect their difference (LeSage and Pace 2009), as spatialreg::impacts with the exact inverse. beta and theta exclude the intercept.

Usage

SpatialImpacts(rho, beta, W, theta = NULL)

Arguments

rho

Spatial autoregressive parameter.

beta

Coefficients of the covariates.

W

Spatial weights matrix.

theta

Coefficients of the lagged covariates (Durbin), or NULL.

Value

List with direct, indirect, total.

References

LeSage, J. and Pace, R. K. (2009). Introduction to Spatial Econometrics. CRC Press, Boca Raton.

Examples

W <- matrix(c(0, .5, 0, 1, 0, 1, 0, .5, 0), 3)
SpatialImpacts(0.4, 2, W)
#> $direct
#> [1] 2.253968
#> 
#> $indirect
#> [1] 1.079365
#> 
#> $total
#> [1] 3.333333
#>