An influence map model for playing Ms. Pac-Man

Wirth, N. and Gallagher, M. (2008). An influence map model for playing Ms. Pac-Man. In: P. Hingston and L. Barone, Computational Intelligence and Games 2008. IEEE Symposium on Computational Intelligence and Games 2008 (CIG '08), Perth, Australia, (228-233). 15-18 December 2008. doi:10.1109/CIG.2008.5035644

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Author Wirth, N.
Gallagher, M.
Title of paper An influence map model for playing Ms. Pac-Man
Conference name IEEE Symposium on Computational Intelligence and Games 2008 (CIG '08)
Conference location Perth, Australia
Conference dates 15-18 December 2008
Proceedings title Computational Intelligence and Games 2008
Journal name 2008 Ieee Symposium On Computational Intelligence and Games
Place of Publication Piscataway, NJ, U.S.A.
Publisher IEEE - Institute of Electrical Electronics Engineers Inc.
Publication Year 2008
Year available 2008
Sub-type Fully published paper
DOI 10.1109/CIG.2008.5035644
Open Access Status
ISBN 978-1-4244-2974-5
978-1-4244-2973-8
Editor P. Hingston
L. Barone
Start page 228
End page 233
Total pages 6
Language eng
Abstract/Summary In this paper we develop a Ms. Pac-Man playing agent based on an influence map model. The proposed model is as simple as possible while capturing the essentials of the game. Our model has three main parameters that have an intuitive relationship to the agent's behavior. Experimental results are presented exploring the model's performance over its parameter space using random and systematic global exploration and a greedy algorithm. The model parameters can be optimized without difficulty despite the noisy fitness function used. The performance of the optimized agents is comparable to the best published results for a Ms. Pac-Man playing agent. Nevertheless, some difficulties were observed in terms of the model and the software system.
Subjects E1
080101 Adaptive Agents and Intelligent Robotics
890203 Computer Gaming Software
Keyword Influence map model
Ms Pac-Man
Parameter space
Greedy algorithm
Computer game
Q-Index Code E1
Q-Index Status Confirmed Code
Institutional Status UQ

 
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Created: Sat, 11 Apr 2009, 01:34:50 EST by Donna Clark on behalf of School of Information Technol and Elec Engineering