Abstract
Nowadays, applying artificial intelligence to all aspects of human life is one of the most challenging efforts, including Robocup competitions. In this paper we will describe our research in case of using Expert System as a decision-making system. We made our attempt to expose a base strategy from past log files and implement an online learning system which receives information from the environment. Regarding to its world reputation, this article tries to investigate some parts of soccer coach rules and use up-to-date methods according to data mining and neural networks concepts. We study the type and time of occurring patterns in coach with our experience and ideas clearly. Also using suitable algorithms both in online and offline parts, we can improve the team precision and lead our team by analyzing opponent team.
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References
Berry, M., Linoff, G.: Data Mining Techniques: For Marketing, Sales, and Customer Support. John Wiley and Sons, New York (1997)
Boer, R., Kok, J., Groen, F.: The UvA Trilearn 2001 Robotic Soccer Simulation Team. BNVKI Newsletter 18(4) (August 2001)
Wooldridge, M.: An Introduction to Multiagent Systems. John Wiley and Sons, Chichester (February 2002)
Guestrin, C., Koller, D., Parr, R.: Multiagent planning with factored MDPs. In: Advances in Neural Information Processing Systems (NIPS-14), Canada (December 2001)
Cutting, D.R., Karger, D.R., Pedersen, J.O., Tukey, J.W.: Scatter/Gather, a cluster-based approach to browsing large document collections. In: Proceedings of the 15th International ACM, SIGIR Conference on Research and Development in Information Retrieval, pp. 318–329 (1992)
Catlin, M.G.: The Art of Soccer. Soccer Books (1990)
Kaufman, L., Rousseeuw, P.: Finding Groups in Data: An Introduction to Cluster Analysis. John Wiley and Sons, Chichester (1990)
Buckley, C., Salton, G., Allen, J., Singhal, A.: Automatic query expansion using SMART. In: The Third Text Retrieval Conference (TREC-3). U.S. Department of Commerce (1995)
An Introduction to Data Mining, http://www.thearling.com/text/dmwhite/dmwhite.htm
Fathzadeh, R., Mokhtari, V., Shahri, A.: Coaching with Expert System implemented in Robocup Soccer Coach Simulation. In: Bredenfeld, A., et al. (eds.) RoboCup 2005. LNCS (LNAI), vol. 4020, pp. 488–495. Springer, Heidelberg (2006)
Fathzadeh, R., Mokhtari, V., Kangavari, M.R.: Opponent Provocation and Behavior Classification. In: Visser, U., Ribeiro, F., Ohashi, T., Dellaert, F. (eds.) RoboCup 2007. LNCS (LNAI), vol. 5001, pp. 540–547. Springer, Heidelberg (2008)
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EffatParvar, M., EffatParvar, M., Rahgozar, M. (2010). Pattern Recognition in Online Environment by Data Mining Approach. In: Cao, L., Bazzan, A.L.C., Gorodetsky, V., Mitkas, P.A., Weiss, G., Yu, P.S. (eds) Agents and Data Mining Interaction. ADMI 2010. Lecture Notes in Computer Science(), vol 5980. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-15420-1_12
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DOI: https://doi.org/10.1007/978-3-642-15420-1_12
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-15419-5
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