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The MultiAgent Decision Process Toolbox: Software for Decision-theoretic Planning in Multiagent Systems

Matthijs T. J. Spaan and Frans A. Oliehoek. The MultiAgent Decision Process Toolbox: Software for Decision-theoretic Planning in Multiagent Systems. In Proceedings of the Third AAMAS Workshop on Multi-Agent Sequential Decision Making in Uncertain Domains (MSDM), pp. 107–121, 2008.

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Abstract

This paper introduces the MultiAgent Decision Process software toolbox, an open source C++ library for decision-theoretic planning under uncertainty in multiagent systems. It provides support for several multiagent models, such as POSGs, Dec-POMDPs and MMDPs. The toolbox aims to reduce development time for planning algorithms and to provide a benchmarking platform by providing a number of commonly used problem descriptions. It features a parser for a text- based file format for discrete Dec-POMDPs, shared functionality for planning algorithms, as well as the implementation of several Dec-POMDP planners. We describe design goals and architecture of the toolbox, and provide an overview of its functionality, illustrated by some usage examples. Finally we report on current and future work.

BibTeX Entry

@InProceedings{Spaan08MSDM,
    author =       {Matthijs T. J. Spaan and Frans A. Oliehoek},
    title =        {The {MultiAgent} {Decision} {Process} Toolbox:
                    Software for Decision-theoretic Planning in
                    Multiagent Systems},
    booktitle =    MSDM08,
    year =         2008,
    pages =        {107--121},
    keywords =  {workshop},
    abstract = {
    This paper introduces the MultiAgent Decision Process software
    toolbox, an open source C++ library for decision-theoretic planning
    under uncertainty in multiagent systems. It provides support for several 
    multiagent models, such as POSGs, Dec-POMDPs and MMDPs.
    The toolbox aims to reduce development time for planning algorithms
    and to provide a benchmarking platform by providing a number of
    commonly used problem descriptions. It features a parser for a text-
    based file format for discrete Dec-POMDPs, shared functionality for
    planning algorithms, as well as the implementation of several Dec-POMDP 
    planners. We describe design goals and architecture of the
    toolbox, and provide an overview of its functionality, illustrated by
    some usage examples. Finally we report on current and future work.
    }
}

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