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    NIPS
    2007
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    Optimistic Linear Programming gives Logarithmic Regret for Irreducible MDPs
    15 years 15 days ago
    Optimistic Linear Programming gives Logarithmic Regret for Irreducible MDPs
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    We present an algorithm called Optimistic Linear Programming (OLP) for learning to optimize average reward in an irreducible but otherwise unknown Markov decision process (MDP). O...
    Ambuj Tewari, Peter L. Bartlett
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