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testing linear combinations of coefficients after spatial regression
3 messages · Jason Sorens, Roger Bivand
On Sat, 2 Jul 2011, Jason Sorens wrote:
I'm interested in testing linear combinations of coefficients after models like spautolm, errorsarlm, and lagsarlm in the spdep package. I'm used to using "anova" for this, but the anova.sarlm implementation doesn't seem to permit it straightforwardly. For instance, if I wanted to testing something like b_1-.25*b_2=0, how would I go about doing that?
See the linearHypothesis() methods in the car package. I think that, after someone has checked that all is as it should be, sarlm objects could get a vcov() method, which they do not have now. These work formally, but are not checked: library(car) library(spdep) example(columbus) lmobj <- lm(CRIME ~ HOVAL+INC, data=columbus) linearHypothesis(lmobj, "HOVAL-INC=0", test="Chisq") lagobj <- lagsarlm(CRIME ~ HOVAL+INC, data=columbus, listw=nb2listw(col.gal.nb)) linearHypothesis(lagobj, "HOVAL-INC=0", test="Chisq", vcov.=lagobj$resvar[2:5,2:5]) errobj <- errorsarlm(CRIME ~ HOVAL+INC, data=columbus, listw=nb2listw(col.gal.nb)) linearHypothesis(errobj, "HOVAL-INC=0", test="Chisq", vcov.=errobj$resvar[2:5,2:5]) Please do check that this is an appropriate use of the returned values when fitted using eigenvalues. Other steps would be needed when a (mixed) numerical Hessian is used to approximate the variance/covariance matrix of the coefficients. Then a vcov() method could be added for sarlm objects, but it needs caution and analysis. Hope this helps, Roger
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Roger Bivand Department of Economics, NHH Norwegian School of Economics, 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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