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resolve of Multi-armed bandit problem (http://en.wikipedia.org/wiki/Multi-armed_bandit). Use theory from "Reinforcement Learning:
An Introduction" by Richard S. Sutton
and Andrew G. Barto MIT Press, Cambridge, MA, 1998 A Bradford Book.