Dear Terry,

I agree that this example is highly atypical.  Having said that, my experience 
with optimization algorithms is that scaling (a.k.a. standardizing) the 
continuous covariates is greatly helpful in terms of convergence.  Have you 
considered automatically standardizing the continuous covariates, and then 
converting the scaled coefficients back to the original scale?  Of course, the 
end user could do this just as easily!

Best,
Ravi

Ravi Varadhan, Ph.D.
Assistant Professor
The Center on Aging and Health
Division of Geriatric Medicine & Gerontology
Johns Hopkins University
rvarad...@jhmi.edu<mailto:rvarad...@jhmi.edu>
410-502-2619


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