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Paperback Stochastic Optimization Methods for Policy Evaluation in Reinforcement Learning Book
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ISBN: 1638283702

ISBN13: 9781638283706

Stochastic Optimization Methods for Policy Evaluation in Reinforcement Learning

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This monograph introduces various value-based approaches for solving the policy evaluation problem in the online reinforcement learning (RL) scenario, which aims to learn the value function associated with a specific policy under a single Markov decision process (MDP). Approaches vary depending on whether they are implemented in an on-policy or off-policy manner. In on-policy settings, where the evaluation of the policy is conducted using data generated...

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Engineering Math Mathematics Science & Math Technology

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