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math.OC2019★ 7 cited
Large-Scale Markov Decision Problems via the Linear Programming Dual
Yasin Abbasi-Yadkori, Peter L. Bartlett, Xi Chen +1
We consider the problem of controlling a fully specified Markov decision process (MDP), also known as the planning problem, when the state space is very large and calculating the o…
math.OC2014★ 32 cited
Linear Programming for Large-Scale Markov Decision Problems
Yasin Abbasi-Yadkori, Peter L. Bartlett, Alan Malek
We consider the problem of controlling a Markov decision process (MDP) with a large state space, so as to minimize average cost. Since it is intractable to compete with the optimal…