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Feature selection and feature learning for high- dimensional batch reinforcement learning: A survey.International Journal of Automation and Computing, 12(3):229–242, 2015

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Max-Plus Matching Pursuit for Deterministic Markov Decision Processes

cs.LG · 2019-06-20 · unverdicted · novelty 7.0

Proposes max-plus algebra framework to approximate optimal value functions in deterministic MDPs via fixed dictionaries (complexity tied to covering numbers) and adaptive matching-pursuit style bases (empirically effective but without guarantees).

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  • Max-Plus Matching Pursuit for Deterministic Markov Decision Processes cs.LG · 2019-06-20 · unverdicted · none · ref 20

    Proposes max-plus algebra framework to approximate optimal value functions in deterministic MDPs via fixed dictionaries (complexity tied to covering numbers) and adaptive matching-pursuit style bases (empirically effective but without guarantees).