ACP2P: Agent Community Based Peer-to-Peer Information Retrieval
نویسندگان
چکیده
This paper proposes an agent community based information retrieval method, which uses agent communities to manage and look up information related to users. An agent works as a delegate of its user and searches for information that the user wants by communicating with other agents. The communication between agents is carried out in a peerto-peer computing architecture. In order to retrieve relevant information to a user query, an agent uses two histories : a query/retrieved document history(Q/RDH) and a query/sender agent history(Q/SAH). The former is a list of pairs of query and retrieved document information, where the queries were sent by the agent itself. The latter is a list of pairs of query and sender agents and shows “who sent what query to the agent”. This is useful to find a new information source. Making use of the Q/SAH is expected to cause a collaborative filtering effect, which gradually creates virtual agent communities, where agents with the same interests stay together. Our hypothesis is that a virtual agent community reduces communication loads to perform a search. As an agent receives more queries, then more links to new knowledge are achieved. From this behavior, a “give and take”(or positive feedback) effect for agents seems to emerge. We implemented this method with Multi-Agents Kodama, and conducted the experiments to test the hypothesis. The empirical results showed that the method was much more efficient than a naive method employing ’multicast’ techniques only to look up a target agent.
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تاریخ انتشار 2004