Trust in Coalition Environment: Fuzzy Number Approach

نویسندگان

  • Martin Rehák
  • Michal Pěchouček
  • Petr Benda
  • Lukáš Foltýn
چکیده

General trust management model that we present is adapted for ad-hoc coalition environment, rather than for classic client-supplier relationship. The trust representation used in the model extends the current work by using the fuzzy number approach, readily representing the trust uncertainty without sacrificing the simplicity. The model contains the trust representation part, decision-making part and a learning part. In our representation, we define the trusted agents as a type-2 fuzzy set. In a decision-making part, we use the methods from the fuzzy rule computation and fuzzy control domain to take trusting decision. For trust learning, we use a strictly iterative approach. We verify our model in a multi-agent simulation where the agents in the community learn to identify defecting members and progressively refuse to cooperate with them. Our simulation contains the environment-caused involuntary failure used as a background noise that makes the trust-learning task more difficult.

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تاریخ انتشار 2005