Hi all, Could anybody point me to an automatic model selection based on BIC for my MLE fitting problem, in R? I would imagine I just have to supply the MLE LLF function, and the dimension of the problem and the number of observations should be embedded in the definition of the LLF itself. And then the automatical model selection procedure will select the best model for me. Thanks!
automatic model selection based on BIC in MLE
2 messages · Michael, Gavin Simpson
1 day later
On Thu, 2009-05-21 at 20:47 -0700, Michael wrote:
Hi all, Could anybody point me to an automatic model selection based on BIC for my MLE fitting problem, in R?
?stepAIC
I would imagine I just have to supply the MLE LLF function, and the dimension of the problem and the number of observations should be embedded in the definition of the LLF itself.
If you write a method for the logLik generic for your objects, then the AIC() function in R can be used to compute BIC. Take a look at ?AIC and getAnywhere(AIC.default) and then at the existing methods for logLik functions to see what you need to copy for your object. Once you have logLik and therefore AIC working, stepAIC will just work for your objects. Whether stepwise selection makes sense for your purposes is another question. G
And then the automatical model selection procedure will select the best model for me. Thanks!
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