identify which parts of the Genome that influence Disease, for designing drugs, personalized medicine.

Look at millions of SNPs, in thousands of case individuals, and thousands of control of individuals.

Want the case and controls individuals come from same population, but this is hard to assure.

Nice researcher that applies machine learning for this: http://cazencott.info/ . Using Feature selection, ICLR2017 talk.