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Dec-POMDPs as Non-Observable MDPs

Frans A. Oliehoek and Christopher Amato. Dec-POMDPs as Non-Observable MDPs. IAS technical report IAS-UVA-14-01, Intelligent Systems Lab, University of Amsterdam, 2014.

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Abstract

A recent insight in the field of decentralized partially observable Markov decision processes (Dec-POMDPs) is that it is possible to convert a Dec-POMDP to a non-observable MDP, which is a special case of POMDP. This technical report provides an overview of this reduction and pointers to related literature.

BibTeX Entry

@techreport{Oliehoek14IASTR,
    author =        {Frans A. Oliehoek and Christopher Amato},
    title =         {{Dec-POMDPs} as Non-Observable {MDPs}},
    institution =   {Intelligent Systems Lab, University of Amsterdam},
    type =          {IAS technical report},
    number =        {IAS-UVA-14-01},
    address =       {Amsterdam, The Netherlands},
    month =         oct,
    year =          2014,
    note =          {},
    abstract =
    {A recent insight in the field of decentralized partially observable Markov
    decision processes (Dec-POMDPs) is that it is possible to convert a
    Dec-POMDP to a non-observable MDP, which is a special case of POMDP.  This
    technical report provides an overview of this reduction and pointers to
    related literature.}
}

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