Any suggestions for how to do feature selection in a small sample size, and highly imbalanced conditions with large numbers of features?

Basically we have 140 cases and 30,000 controls, the feature number is 60,000. We want to reduce the feature number to less than 100, and then do modeling using selected features. Any suggestions...

07 July 2013 1,577 2 View