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Auflistung nach Schlagwort "Monte Carlo tree search"

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  • Zeitschriftenartikel
    Centurio, a General Game Player: Parallel, Java- and ASP-based
    (KI - Künstliche Intelligenz: Vol. 25, No. 1, 2011) Möller, Maximilian; Schneider, Marius; Wegner, Martin; Schaub, Torsten
    We present the General Game Playing system Centurio. Centurio is a Java-based player featuring different strategies based on Monte Carlo Tree Search extended by techniques borrowed from Upper Confidence bounds applied to Trees as well as Answer Set Programming (for single-player games). Centurio’s Monte Carlo Tree Search is accomplished in a massively parallel way by means of multi-threading as well as cluster-computing. Another major feature of Centurio is its compilation of game descriptions, states, and state manipulations into Java, yielding an edge over existing Prolog-based approaches. Centurio is open source software freely available via the web.