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Toward a solution to multi-agent credit assignment problem

Rahaie, Z ; Sharif University of Technology

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  1. Type of Document: Article
  2. DOI: 10.1109/SoCPaR.2009.112
  3. Abstract:
  4. Multi-agent systems (MAS) try to formulate dynamic world which surround human being in every aspect of his life. One of the important challenges encountered in multiagent systems is the credit assignment problem, simply means distributing the result of the work of a group of agents, such that every agent will have the capability of individual learning. This paper presents the result of a solution suggested for multi-agent credit assignment problem. With the help of observing history of credit assignment in the environment, we will understand what actions are reward-deserving. Results are reported on a multi agent domain, addition agents. © 2009 IEEE
  5. Keywords:
  6. Credit assignment problem ; Addition agents ; Cooperative learning ; Credit assignment ; Credit assignment problems ; Dynamic world ; Human being ; Individual learning ; Multi-Agent ; Pattern recognition ; Soft computing ; Traveling salesman problem ; Multi agent systems
  7. Source: SoCPaR 2009 - Soft Computing and Pattern Recognition, 4 December 2009 through 7 December 2009, Malacca ; 2009 , Pages 563-568 ; 9780769538792 (ISBN)
  8. URL: http://ieeexplore.ieee.org/document/5370086