An integrated two-stage model for intelligent information routing

被引:15
作者
Fan, Weiguo
Gordon, Michael D.
Pathak, Praveen
机构
[1] Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USA
[2] Univ Michigan, Ann Arbor, MI 48109 USA
关键词
information routing; information retrieval; personalization; genetic programming; text mining;
D O I
10.1016/j.dss.2005.01.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A recent surge of subscriptions to online news services exemplifies the fact that people and organizations constantly need up-to-date information to stay competitive and make better informed decisions. However, many of these news services often require users to either manually input their profiles or subscribe to existing news channels. This results in lack of intelligence and personalization, and thus make these services less attractive to users. In this paper, an integrated model that combines query expansion with ranking function adaptation for online information routing is proposed and tested using two different large scale corpora. The experimental results show that this new model can deliver much better quality information than existing models. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:362 / 374
页数:13
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