Inferring cellular networks using probabilistic graphical models
This week’s Science has a nice introductory article (but with some mathematical detail) on using probabilistic graphical models to model cellular networks. Even for those of you who already know the formalisms (Bayesian networks, HMMs, etc.), you might find the recent biological applications discussed interesting.
Also, there are several other mathematical biology articles in the issue, including a review on evolutionary game theory.