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Zachary_Kurtz comments on Bayesian Methods Reading List - Less Wrong
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Not completely defined at the moment since I'm a 1st year PhD student at NYU, and currently doing rotations. It'll be something like comparative genomics/regulatory networks to study evolution of bacteria or perhaps communities of bacteria.
Then you may be interested in the research of Michael I. Jordan. (The computational biology link will probably be the most useful to you, but as you can see from the diversity of applications, he's quite the generalist.)
AWesome, thanks!