[UAI] Intelligent agents and reasoning under uncertainty

From: John Fox (jf@acl.icnet.uk)
Date: Fri May 18 2001 - 14:34:33 PDT

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    Dear colleague

    May I draw your attention to a recent book describing a general
    method and technology for building intelligents agents based on
    non-classical logics for reasoning and decision-making under
    uncertainty. The PROforma method has been extensively applied in
    medicine (e.g. see www.infermed.com/wap/era) but is believed to
    be applicable to many other domains. Summary follows.

    Apologies if you knew about this already and for multiple postings.

    John Fox

    - --------------

    Safe and Sound: Artificial Intelligence in Hazardous Applications

    By John Fox and Subrata Das

    Jointly published by AAAI and MIT Press, July 2000

    326 pp., references, index, illus., $40.00 hardcover
    ISBN 0-262-06211-9

    Computer science and artificial intelligence are increasingly used in
    hazardous and uncertain situations like medicine, where small faults or
    errors can spell human catastrophe. This book describes PROforma, a
    formal specification language and technology for supporting sound
    decision-making and safe process management from the perspectives of
    both the practical software developer and theoretical AI. The
    book contains a number of examples of operational clinical applications.

    The book grew out of a programme of research into “cognitive”
    functions like reasoning, problem solving, decision-making and planning.
    These are well-established research topics in cognitive science but the
    programme described here is unusual in its focus on the integration of such
    functions into a unified, well-founded model for building “intelligent
    agents”. The heart of the approach is an approach to reasoning under
    uncertainty based on a non-classical logic of argumentation which
    subsumes traditional probabilistic inference and non-monotonic reasoning.

    The book is divided into three parts, dealing with the motivation and
    development of the PROforma method, soundness and safety issues and
    formalities. The first two parts are written in an informal style, beginning
    with the medical background and motivations, technical challenges, and
    solutions, before turning to a wide-ranging discussion of intelligent and
    autonomous agents, with particular reference to safety and hazard
    management. The final part presents the formal foundations of the PROforma
    language and process model.

    More information can be found at the AAAI Press web site:

    http://www.aaai.org/Press/Books/Fox/fox.html



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