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subset selection for logistic regression

The LASSO method and the Least Angle Regression method are two such that
have both been implemented (efficiently IMHO - only one least squares for
all levels of shrinkage IIRC) in the lars package for R of Hastie and Efron.
There is a paper by Madigan and Ridgeway that discusses the use of the Least
Angle Regresson approach in the context of logistic regression - available
for download from Madigan's space at Ruttgers: 
www.stat.rutgers.edu/~madigan/PAPERS/lars3.pdf 

HTH

Mike