Solving long-run average reward robust MDPs via stochastic games

Markov decision processes (MDPs) provide a standard framework for sequential decision making under uncertainty. However, MDPs do not take uncertainty in transition probabilities into account. Robust Markov decision processes (RMDPs) address this shortcoming of MDPs by assigning to each transition an...

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Main Authors: CHATTERJEE, Krishnendu, GOHARSHADY, Ehsan Kafshdar, KARRABI, Mehrdad, NOVOTNÝ, Petr, ZIKELIC, Dorde
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Language:English
Published: Institutional Knowledge at Singapore Management University 2024
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Online Access:https://ink.library.smu.edu.sg/sis_research/9341
https://ink.library.smu.edu.sg/context/sis_research/article/10341/viewcontent/0741.pdf
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Institution: Singapore Management University
Language: English