[R] multinomial logistic regression with equality constraints?
Walter Mebane
wrm1 at macht.arts.cornell.edu
Sat Feb 3 23:54:19 CET 2007
By default, with print.level=0 or greater, the multinomRob program
prints the maximum likelihood estimates with conventional standard
errors before going on to compute the robust estimates.
Walter Mebane
Jasjeet Singh Sekhon writes:
>
> Hi Roger,
>
> Yes, multinomRob can handle equality constraints of this type---see
> the 'equality' option. But the function assumes that the outcomes are
> multinomial counts and it estimates overdispersed multinomial logistic
> models via MLE, a robust redescending-M estimator, and LQD which is
> another high breakdown point estimator. It would be a simple matter
> to edit the 'multinomMLE' function to work without counts and to do
> straight MNL instead, but right now it estimates an overdispersed MNL
> model.
>
> Cheers,
> Jas.
>
> =======================================
> Jasjeet S. Sekhon
>
> Associate Professor
> Travers Department of Political Science
> Survey Research Center
> UC Berkeley
>
> http://sekhon.berkeley.edu/
> V: 510-642-9974 F: 617-507-5524
> =======================================
>
>
>
> Roger Levy writes:
> > I'm interested in doing multinomial logistic regression with equality
> > constraints on some of the parameter values. For example, with
> > categorical outcomes Y_1 (baseline), Y_2, and Y_3, and covariates X_1
> > and X_2, I might want to impose the equality constraint that
> >
> > \beta_{2,1} = \beta_{3,2}
> >
> > that is, that the effect of X_1 on the logit of Y_2 is the same as the
> > effect of X_2 on the logit of Y_3.
> >
> > Is there an existing facility or package in R for doing this? Would
> > multinomRob fit the bill?
> >
> > Many thanks,
> >
> > Roger
> >
> >
> > --
> >
> > Roger Levy Email: rlevy at ucsd.edu
> > Assistant Professor Phone: 858-534-7219
> > Department of Linguistics Fax: 858-534-4789
> > UC San Diego Web: http://ling.ucsd.edu/~rlevy
> >
> >
--
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Walter R. Mebane, Jr. email: wrm1 at cornell.edu
Professor office voice: 607/255-3868
Department of Government cell: 607/592-0546
Cornell University fax: 607/255-4530
217 White Hall WWW: http://macht.arts.cornell.edu/wrm1/
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