Efficient Partial Monitoring with Prior Information

Hastagiri P. Vanchinathan, Gábor Bartók, Andreas Krause

Neural Information Processing Systems 

Partial monitoring is a general model for online learning with limited feedback: a learner chooses actions in a sequential manner while an opponent chooses outcomes. In every round, the learner suffers some loss and receives some feedback based on the action and the outcome.

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