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KI - Künstliche Intelligenz
Published in: KI - Künstliche Intelligenz 1/2011

01-03-2011 | Projekt

Gamer, a General Game Playing Agent

Authors: Peter Kissmann, Stefan Edelkamp

Published in: KI - Künstliche Intelligenz | Issue 1/2011

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Abstract

This work is concerned with our general game playing agent Gamer. In contrast to many other players, we do not only use a Prolog-like mechanism to infer knowledge about the current state and the available moves but instantiate the games to reduce the inference time in parallel UCT game tree search. Furthermore, we use the generated output to try to solve the games using symbolic search methods and thus play optimally.
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Footnotes
2
Short for upper confidence bounds applied to trees.
 
Literature
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Bryant RE (1986) Graph-based algorithms for boolean function manipulation. IEEE Trans Comput 35(8):677–691 MATHCrossRef
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Cazenave T, Jouandeau N (2007) On the parallelization of UCT. In: Computer games workshop (CGW), pp 93–101
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Clune J (2007) Heuristic evaluation functions for general game playing. In: Holte RC, Howe A (eds) AAAI. AAAI Press, Menlo Park, pp 1134–1139
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Edelkamp S, Kissmann P, Sulewski D, Messerschmidt H (2010) Finding the needle in the haystack with heuristically guided swarm tree search. In: Schumann M, Kolbe LM, Breitner MH, Frerichs A (eds) Multikonferenz Wirtschaftsinformatik – 24th PuK Workshop. Universitätsverlag Göttingen, Göttingen, pp 2295–2308
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Finnsson H, Björnsson Y (2008) Simulation-based approach to general game playing. In: Fox D, Gomes CP (eds) AAAI. AAAI Press, Menlo Park, pp 259–264
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Kissmann P, Edelkamp S (2010a) Instantiating general games using Prolog or dependency graphs. In: Dillmann R, Beyerer J, Schultz T, Hanebeck UD (eds) KI. Lecture notes in artificial intelligence (LNAI), vol 6359. Springer, Berlin, pp 255–262
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Kissmann P, Edelkamp S (2010b) Layer-abstraction for symbolically solving general two-player games. In: Felner A, Sturtevant N (eds) SoCS. AAAI Press, Menlo Park, pp 63–70
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Kocsis L, Szepesvári C (2006) Bandit based Monte-Carlo planning. In: Fürnkranz J, Scheffer T, Spiliopoulou M (eds) ECML. Lecture notes in computer science (LNCS), vol 4212. Springer, Berlin, pp 282–293
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Love NC, Hinrichs TL, Genesereth MR (2006) General game playing: game description language specification. Tech Rep LG-2006-01, Stanford Logic Group
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Méhat J, Cazenave T (2010) Ary, a general game playing program. In: 13th board game studies colloquium
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Metadata
Title
Gamer, a General Game Playing Agent
Authors
Peter Kissmann
Stefan Edelkamp
Publication date
01-03-2011
Publisher
Springer-Verlag
Published in
KI - Künstliche Intelligenz / Issue 1/2011
Print ISSN: 0933-1875
Electronic ISSN: 1610-1987
DOI
https://doi.org/10.1007/s13218-010-0078-3

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