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- W79747542 abstract "In this paper, we study a particular subclass of partially observable models, called quasi-deterministic partially observable Markov decision processes (qDET-POMDPs), characterized by deterministic transitions and stochastic observations. While this framework does not model the same general problems as POMDPs, it still captures a number of interesting and challenging problems and have, in some cases, interesting properties. By studying the observability available in this subclass, we suggest that qDET-POMDPs may fall many steps in the complexity hierarchy. An extension of this framework to the decentralized case also reveals a subclass of numerous problems that can be approximated in polynomial space." @default.
- W79747542 created "2016-06-24" @default.
- W79747542 creator A5002976111 @default.
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- W79747542 date "2010-05-10" @default.
- W79747542 modified "2023-09-26" @default.
- W79747542 title "Quasi deterministic POMDPs and DecPOMDPs" @default.
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- W79747542 doi "https://doi.org/10.5555/1838206.1838398" @default.
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