The dynamics of reinforcement social learning in cooperative multiagent systems

IJCAI International Joint Conference on Artificial Intelligence

Volumn , Issue , 2013, Pages 184-190

  Hao, Jianye ^a   Leung, Ho Fung ^a  

^a CHINESE UNIVERSITY OF HONG KONG   (Hong Kong)

Author keywords

[No Author keywords available]

Indexed keywords

COMPLEX ENVIRONMENTS; COOPERATIVE ENVIRONMENT; COOPERATIVE MULTIAGENT SYSTEMS; INFORMATION SHARING; LEARNING PERFORMANCE; MULTI-AGENT COORDINATIONS; MULTI-AGENT LEARNING; OPTIMAL COORDINATION;

LEARNING ALGORITHMS;

MULTI AGENT SYSTEMS;

EID: 84896062256     PISSN: 10450823     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (15)

1. R. I. Brafman and M. Tennenholtz. Efficient learning equilibrium. Artificial Intelligence, 159:27-47, 2004.
2. C. Claus and C. Boutilier. The dynamics of reinforcement learning in cooperative multiagent systems. In AAAI'98, pages 746-752, 1998.
3. N. Fulda and D. Ventura. Predicting and preventing coordination problems in cooperative learning systems. In IJCAI'07, 2007.
4. S. Kapetanakis and D. Kudenko. Reinforcement learning of coordination in cooperative multiagent systems. In AAAI'02, pages 326-331, 2002.
5. M. Lauer and M. Riedmiller. An algorithm for distributed reinforcement learning in cooperative multi-agent systems. In ICML'00, pages 535- 542, 2000.
6. L. Matignon, G. J. Laurent, and N. Le For-Piat. A study of fmq heuristic in cooperative multi-agent games. In AAMAS'08 workshop: MSDM, pages 77-91, 2008.
7. L. Matignon, G. J. Laurent, and N. Le For-Piat. Independent reinforcement learners in cooperative markov games: a survey regarding coordination problems. Knowledge Engineering Review, 27:1-31, 2012.
8. L. Panait and S. Luke. Cooperative multi-agent learning: The state of the art. AAMAS, 11(3):387-434, 2005.
9. L. Panait, K. Sullivan, and S. Luke. Lenient learners in cooperative multiagent systems. In AAMAS' 06, pages 801-803, 2006.
10. L. Rendell, R. Boyd, D. Cownden, M. Enquist, K. Eriksson, M. W. Feldman, L. Fogarty, S. Ghirlanda, T. Lillicrap, and K. N. Laland. Why copy others? insights from the social learning strategies tournament. Science, 328(5975):208 213, 2010.
11. S. Sen and S. Airiau. Emergence of norms through social learning. In IJCAI'07, pages 1507- 1512, 2007.
12. K. Sigmund, H. D. Silva, A. Traulsen, and C. Hauert. Social learning promotes institutions for governing the commons. Nature, 466:7308, 2010.
13. D. Villatoro, J. Sabater-Mir, and S. Sen. Social instruments for robust convention emergence. In IJCAI'11, pages 420-425, 2011.
14. X.Wang and T. Sandholm. Reinforcement learning to play an optimal nash equilibrium in team markov games. In NIPS'02, pages 1571-1578, 2002.
15. C. J. C. H. Watkins and P. D. Dayan. Q-learning. Machine Learning, pages 279-292, 1992.