I introduce a notion of (discrete) probabilistic epistemic process and an associated dynamic-epistemic modal logic. I use them to redefine and analize some notions of game theory: extensive games with imperfect information, perfect recall, mixed strategies, beliefs about strategies, epistemic types, Bayesian belief-revision, rationality and rationalizability, solution concepts.