[R] Generating all possible models from full model
Ben Bolker
bolker at ufl.edu
Wed May 19 20:39:44 CEST 2010
Frank E Harrell Jr <f.harrell <at> Vanderbilt.Edu> writes:
>
> Please read the large number of notes in the e-mail archive about the
> invalidity of such modeling procedures.
>
> Frank
>
I'm curious: do you have an objection to multi-model averaging
a la Burnham, Anderson, and White (as implemented in the MuMIn
package)? i.e., *not* just picking the
best model, and *not* trying to interpret statistical significance
of particular coefficients, but trying to maximize predictive
capability by computing the AIC values of many candidate models
and weighting predictions accordingly (and incorporating among-model variation
when computing prediction uncertainty)? (I would look for the
answer in your book, but I have lost my copy by loaning it out
& haven't got a new one yet ...)
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