• DocumentCode
    2004594
  • Title

    Information fusion in a cooperative multi-agent system for web information retrieval

  • Author

    Shaban, K.B. ; Basir, O.A. ; Hassanein, K. ; Kamel, M.

  • Author_Institution
    Sch. of Eng., Guelph Univ., Ont., Canada
  • Volume
    2
  • fYear
    2002
  • fDate
    8-11 July 2002
  • Firstpage
    1256
  • Abstract
    As an attempt to solve some contemporary web information retrieval problems, a construction of a cooperative multiagent system is proposed. This. paper introduces the system and presents the use of a, unique aggregation and fusion technique that is employed to attain reliable delivery performance. The intelligent methodology to fuse agents´ decisions, the team consensus approach, models the interaction and bring a society into a consensus. After each agent in the group gathers information relevant to a user´s query, the group engages in an uncertainty estimation stage. This process allows each agent to assess its self-uncertainty and the conditional uncertainties of other agents. The procedure facilitates the computation of a weighting scheme that operates recursively on information collected by these agents until the group reaches a consensus. Whenever a new task is received, the uncertainty estimates of agent are updated and used to compute a new weighting scheme.
  • Keywords
    information networks; information retrieval; multi-agent systems; sensor fusion; Web information retrieval; cooperative multiagent system; decision fusion; fusion technique; information fusion; intelligent methodology; multiagent system; uncertainty estimates; Fuses; Information filtering; Information management; Information retrieval; Intelligent agent; Internet; Multiagent systems; Uncertainty; Web sites; World Wide Web;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion, 2002. Proceedings of the Fifth International Conference on
  • Conference_Location
    Annapolis, MD, USA
  • Print_ISBN
    0-9721844-1-4
  • Type

    conf

  • DOI
    10.1109/ICIF.2002.1020957
  • Filename
    1020957