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10.1109/ICDMW.2010.113guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
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A Novel Ranking Algorithm for Service Matching Based on Agent Association Graphs

Published: 13 December 2010 Publication History

Abstract

An efficient service matching process is crucial for solving complex problems based on heterogeneous agents. Agent cooperation can be achieved through matching requesting agents with service-providing agents, and, through such cooperation, multi-agents can solve a variety of complex problems. Improving the efficiency of the agent-matching process has become an important issue in multi-agent research. The adoption of an appropriate agent-matching mechanism will enhance agent cooperation and communication efficiency within an agent network. In this paper, we develop a new agent-matching algorithm, the Agent-Rank algorithm, which ranks service-providing agents according to their contributions to a nominated requesting agent based on Agent Association Graphs. The Agent-Rank algorithm overcomes the problems of agent-matching in a large agent network through combining the general ranking scores with the request-based ranking scores. In our experimental evaluation, we have found that the Agent-Rank algorithm can significantly improve efficiency in the agent-matching and re-matching processes.
  1. A Novel Ranking Algorithm for Service Matching Based on Agent Association Graphs

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    Published In

    cover image Guide Proceedings
    ICDMW '10: Proceedings of the 2010 IEEE International Conference on Data Mining Workshops
    December 2010
    1429 pages
    ISBN:9780769542577

    Publisher

    IEEE Computer Society

    United States

    Publication History

    Published: 13 December 2010

    Author Tags

    1. Agent matching
    2. agent graph
    3. and multi-agent systems
    4. ranking algorithm

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