An othello evaluation function based on temporal difference learning using probability of winning

2008 IEEE Symposium on Computational Intelligence and Games, CIG 2008

Volumn , Issue , 2008, Pages 205-211

  Osaki, Yasuhiro ^a   Shibahara, Kazutomo ^a   Tajima, Yasuhiro ^a   Kotani, Yoshiyuki ^a  

^a TOKYO UNIVERSITY OF AGRICULTURE AND TECHNOLOGY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

EVALUATION FUNCTION; MONTE CARLO SIMULATION; OTHELLO; REINFORCEMENT LEARNING METHOD; TEACHING EVALUATION; TEMPORAL DIFFERENCE LEARNING; TERMINAL POSITION; TESTING ENVIRONMENT; WINNING PROBABILITY;

ARTIFICIAL INTELLIGENCE; COMPUTER SIMULATION; EDUCATION; GAME THEORY; MONTE CARLO METHODS; REINFORCEMENT;

PROBABILITY;

EID: 70349275749     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CIG.2008.5035641     Document Type: Conference Paper

References (9)

1. Gerald Tesauro,"Temporal difference learning and TD-gammon", Communications of the ACM, 38(3):pp.58-68,(1994).
2. Jonathan Baxter, Andrew Tridgell, Lex Weaver,"Experiments in Parameter Learning Using Temporal Differences", ICGA Journal (June):pp.84-99,(1998).
3. Richard Sutton, Andrew Barto,"Introduction to Reinforcement Learn-ing",MIT Press, 1998.
4. Richard Sutton,"Learning to predict by the methods of temporal diffe-rences",Machine Learning(3):pp.9-44,(1988).
5. Edward P.Manning,"Temporal Difference Learning of an Othello Eva-luation Function for a Small Neural Network with Shared Weights", IEEE Symposium on Computational Intelligence and Games (2007): pp.216-223.
6. Simon M.Lucas, Thomas P.Runarsson,"Temporal Difference Learning Versus Co-Evolution for Acquiring Othello Position Evaluation", IEEE Symposium on Computational Intelligence and Games (2006): pp, 52-59.
7. M.buro, "LOGISTELLO-a strong learning othello program" http://www.cs.ualbeta.ca/~mburo/ps/log-overview.ps.gz.
8. Sylvain Gelly, Yizao Wang, Remi Munos, Olivier Teytaud, "Modification of UCT with Patterns in Monte-Carlo Go", RR-6062-INRIA (2006):pp.1-19.
9. Remi Coulom,"Computing Elo Ratings of Move Patterns in the Game of Go", Proceeding. of the 6th International Conference on Computers and Games (2007):pp.113-124.