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An adaptive learning framework for efficient emergence of social norms

Conference Paper


Abstract


  • Copyright © 2016, International Foundation for Autonomous Agents and Multiagent Systems (www.ifaamas.org). All rights reserved.This paper investigates how norm emergence can be facilitated by agents' adaptive learning behaviors. A general learning framework is proposed, in which agents can dynamically adapt their learning behaviors through social learning of their individual learning experience. Experimental results indicate that the proposed framework outperforms the static learning framework in various comparison criteria.

Authors


  •   Yu, Chao (external author)
  •   Lv, Hongtao (external author)
  •   Sen, Sandip (external author)
  •   Hao, Jianye (external author)
  •   Ren, Fenghui
  •   Liu, Rui (external author)

Publication Date


  • 2016

Citation


  • Yu, C., Lv, H., Sen, S., Hao, J., Ren, F. & Liu, R. (2016). An adaptive learning framework for efficient emergence of social norms. Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS (pp. 1307-1308). ACM.

Scopus Eid


  • 2-s2.0-85014302063

Has Global Citation Frequency


Start Page


  • 1307

End Page


  • 1308

Abstract


  • Copyright © 2016, International Foundation for Autonomous Agents and Multiagent Systems (www.ifaamas.org). All rights reserved.This paper investigates how norm emergence can be facilitated by agents' adaptive learning behaviors. A general learning framework is proposed, in which agents can dynamically adapt their learning behaviors through social learning of their individual learning experience. Experimental results indicate that the proposed framework outperforms the static learning framework in various comparison criteria.

Authors


  •   Yu, Chao (external author)
  •   Lv, Hongtao (external author)
  •   Sen, Sandip (external author)
  •   Hao, Jianye (external author)
  •   Ren, Fenghui
  •   Liu, Rui (external author)

Publication Date


  • 2016

Citation


  • Yu, C., Lv, H., Sen, S., Hao, J., Ren, F. & Liu, R. (2016). An adaptive learning framework for efficient emergence of social norms. Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS (pp. 1307-1308). ACM.

Scopus Eid


  • 2-s2.0-85014302063

Has Global Citation Frequency


Start Page


  • 1307

End Page


  • 1308