A metagenetic algorithm for information filtering and collection from the World Wide Web

被引:7
作者
Zacharis, ZN [1 ]
Panayiotopoulos, T [1 ]
机构
[1] Univ Piraeus, Dept Comp Sci, Knowledge Engn Lab, Piraeus 18534, Greece
关键词
information filtering; information collection; genetic algorithms; intelligent agents; WWW;
D O I
10.1111/1468-0394.00161
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes the implementation of evolutionary techniques for information filtering and collection from the World Wide Web. We consider the problem of building intelligent agents to facilitate a person's search for information on the Web. An intelligent agent has been developed that uses a metagenetic algorithm in order to collect and recommend Web pages that will be interesting to the user. The user's feedback on the agent's recommendations drives the learning process to adapt the user's profile with his/her interests. The software agent utilizes the metagenetic algorithm to explore the search space of user interests. Experimental results are presented in order to demonstrate the suitability of the metagenetic algorithm's approach on the Web.
引用
收藏
页码:99 / 108
页数:10
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