[R-sig-Geo] How to build a spatial weights list for pooled data

Roger Bivand Roger.Bivand at nhh.no
Mon Oct 18 08:58:15 CEST 2010


On Thu, 14 Oct 2010, Angela Parenti wrote:

>
> Hello Roger and everybody else.
>
> I have another question about Weight Matrices. For one of my models I 
> estimate a pooled regression. Then, in order run the Moran test on the pooled 
> regression residuals I need to construct a spatial weights list of the same 
> dimension.
> I already found the way for the spatial matrix built on the inverse distance 
> between neighbours. Here the code for inverse distance matrix:
>
> #####################
> # Moran's Test for spatial effects
> sampleCentroid.Pooled <- 
> rbind(samplecentroid.europeReorderedCamEcon,samplecentroid.europeReorderedCamEcon)
> eu.regions.nb_pooled <- dnearneigh(sampleCentroid.Pooled[iii,], 0, 
> max(distanceMatrix), row.names=NULL, longlat=TRUE)
> coords_pooled <- sampleCentroid.Pooled[iii,]
> dlist_pooled <- nbdists(eu.regions.nb_pooled, coords_pooled, longlat=TRUE)
>
> dlist1_pooled <- lapply(dlist_pooled, function(x) 1/(x^2))
> eu.regions.w1_pooled <- nb2listw(eu.regions.nb_pooled, glist=dlist1_pooled, 
> style="W", zero.policy=TRUE)
>
> moranTestmodelI_w1 <- lm.morantest(modelI, 
> eu.regions.w1_pooled,zero.policy=TRUE, alternative="two.sided")
> print(rbind(c("Global Moran's I for Model I","w1_EK","bivand",""),
>           c("Observed Moran's I", "EI", "VI", "p-value"),
>           c(as.numeric(moranTestmodelI_w1$estimate[1]),as.numeric(moranTestmodelI_w1$estimate[2]),
>           as.numeric(moranTestmodelI_w1$estimate[3]),moranTestmodelI_w1$p.value)
>           ))
> ######################
>
> Differently, I didn't understand yet how to build a spatial weights list for 
> pooled data in case of first-order contiguity matrix. Can you help me?

By "pooled", do you mean an NxT by NxT matrix? Is your data 
spatio-temporal in that case? How large is N, and how large T? Did your 
IDW procedure induce "spatial" relations above and below the block 
diagonal, or do you just need T replicated N by N weights matrices down 
the block diagonal? You may have a result from IDW, but is it what you 
think it is - should d_{itjt} == d_{itj(t-1)} == d_{itj(t+1)} and so on?

To create a contiguity matrix, you can use graph-based methods listed 
under ?graph2nb or contiguity using ?poly2nb, for which you do need the 
boundaries of your regions as for example a shapefile.

Roger

>
> Thank you in advance,
> Angela Parenti
>
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>

-- 
Roger Bivand
Economic Geography Section, Department of Economics, Norwegian School of
Economics and Business Administration, Helleveien 30, N-5045 Bergen,
Norway. voice: +47 55 95 93 55; fax +47 55 95 95 43
e-mail: Roger.Bivand at nhh.no



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