Gemini - learning cooperative behaviors without communicating

Masayuki Ohta

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Title:

Gemini - learning cooperative behaviors without communicating

Author:

Masayuki Ohta: Tokyo Institute of Technology, Japan

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Year:

1999

Conference:

RobocCup-99 Team Descriptions. Simulation League

Issue:

004

Article no.:

008

Pages:

36-39

No. of pages:

Publication type:

Abstract and Fulltext

Published:

1999-12-15

Series:

LinkÃ¶ping Electronic Conference Proceedings

ISSN (print):

1650-3686

ISSN (online):

1650-3740

Series:

LinkÃ¶ping Electronic Articles in Computer and Information Science

ISSN (online):

1401-9841

Publisher:

LinkÃ¶ping University Electronic Press; LinkÃ¶pings universitet

This paper describes the design of Gemini a client program for SoccerServer. The goal of Gemini is learning cooperative behaviors without direct communication in multi-agent environment. With recent implementation; it can select the best strategy against opponent; statistically.

RobocCup-99 Team Descriptions. Simulation League

Author:

Masayuki Ohta

Title:

Gemini - learning cooperative behaviors without communicating

References:

[1] M.Ohta and T.Ando \Cooperative Reward in Reinforcement Learning" Proc. of 3rd JSAI RoboMech Symposia pages 7-11 April 1998.

[2] Grefenstette, John.J. \Credit Assignment in Rule Discoverry Systems Based on Genetic Algorithms" Machine Learning, Vol.3 pages 225-245 1988.

[3] Kaelbling L. P., Littman M. L. and Moore A. W. \Reinforcement Learning: A Survey" Journal of Arti cial Intelligence Research 4, pages 237-285 1996.

[4] Kimura H., Yamamura M. and Kobayashi S. \Reinforcement Learning in Partially Observable Markov Decision Processes: A Stochastic Gradient Method" Journal of Japanese Society for Arti cial Intelligence, Vol.11, No.5 papges 761-768 1996

RobocCup-99 Team Descriptions. Simulation League

Author:

Masayuki Ohta

Title:

Gemini - learning cooperative behaviors without communicating

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Linköping University Electronic Press

RobocCup-99 Team Descriptions. Simulation League

RobocCup-99 Team Descriptions. Simulation League