Title :
A dynamically formed hierarchical agent organization for a distributed content sharing system
Author :
Zhang, Haizheng ; Lesser, Victor
Author_Institution :
Dept. of Comput. Sci., Massachusette Univ., Amherst, MA, USA
Abstract :
The organization and collaborative protocols of agent societies are becoming increasingly important with the growing size of agent networks. Particularly, in a multi-agent based content sharing system, a flat, peer-to-peer (P2P) agent organization is not the most efficient organization for locating relevant agents for queries. This work develops and analyzes a hierarchical agent group formation protocol to build a hybrid organization for large-scale content sharing system as well as a content-aware distributed search algorithm to take advantage of such an organization. During the organization formation process, the agents manage their agent-view structures to form a hierarchical topology in an incremental fashion. The algorithm aims to place those agents with similar content in the same group. We evaluate the system performance based on TREC VLC 921 datasets. The results of the experiment demonstrate a significant increase in the cumulative recall ratio (CRR) measure compared to the flat agent organization and structure.
Keywords :
distributed algorithms; groupware; information retrieval; multi-agent systems; peer-to-peer computing; protocols; search problems; TREC VLC 921 datasets; agent networks; agent societies; agent-view structures; collaborative protocols; content-aware distributed search algorithm; cumulative recall ratio; distributed content sharing system; flat agent organization; flat agent structure; flat peer-to-peer agent organization; hierarchical agent group formation protocol; hierarchical agent organization; hierarchical topology; hybrid organization; large-scale content sharing system; multiagent based content sharing system; multiagent system; organization formation; organization protocols; Intelligent agent;
Conference_Titel :
Intelligent Agent Technology, 2004. (IAT 2004). Proceedings. IEEE/WIC/ACM International Conference on
Print_ISBN :
0-7695-2101-0
DOI :
10.1109/IAT.2004.1342940