Sampling based approaches for minimizing regret in uncertain Markov Decision Problems (MDPs)

Markov Decision Processes (MDPs) are an effective model to represent decision processes in the presence of transitional uncertainty and reward tradeoffs. However, due to the difficulty in exactly specifying the transition and reward functions in MDPs, researchers have proposed uncertain MDP models a...

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Main Authors: AHMED, Asrar, VARAKANTHAM, Pradeep, LOWALEKAR, Meghna, ADULYASAK, Yossiri, JAILLET, Patrick
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語言:English
出版: Institutional Knowledge at Singapore Management University 2017
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在線閱讀:https://ink.library.smu.edu.sg/sis_research/3937
https://ink.library.smu.edu.sg/context/sis_research/article/4939/viewcontent/Sampling_based_approach_regret_MDP_JAIR_pv.pdf
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機構: Singapore Management University
語言: English

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