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
Link To Document