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A Guide to Portfolio-based Planning

Vallati, Mauro (2012) A Guide to Portfolio-based Planning. In: Proceedings of The 6th Multi-disciplinary International Workshop on Artificial Intelligence: AI for Climate Change. Springer, pp. 57-68. ISBN 9783642354540

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    In the recent years the field of automated planing has significantly advanced and several powerful domain-independent planners have been developed. However, none of these systems clearly outperforms all the others in every known
    benchmark domain. This observation motivated the idea of configuring and exploiting a portfolio of planners to achieve better performances than any individual planner: some recent planning systems based on this idea achieved significantly
    good results in experimental analysis and International Planning Competitions. Such results let suppose that future challenges of Automated Planning community will converge on designing different approaches for combining existing planning algorithms.
    This paper reviews existing techniques and provides an exhaustive guide to portfolio-
    based planning. In addition, the paper outlines open issues of existing approaches and highlights possible future evolution of these techniques.

    Item Type: Book Chapter
    Subjects: Q Science > Q Science (General)
    Q Science > QA Mathematics > QA75 Electronic computers. Computer science
    Q Science > QA Mathematics > QA76 Computer software
    Schools: School of Computing and Engineering
    School of Computing and Engineering > Informatics Research Group > Knowledge Engineering and Intelligent Interfaces
    Related URLs:
    Depositing User: Mauro Vallati
    Date Deposited: 11 Oct 2012 15:55
    Last Modified: 23 May 2013 10:10

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