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一种新的层次结构网站用户兴趣模式变化识别算法 被引量：4

A new user interest shift modelling algorithm for websites with hierarchical classification structure
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摘要 提出了一种Web用户兴趣变化识别的算法,面向层次结构的信息类网站,可以达到客户自适应的目的.该算法由长、短期两个兴趣模型构成,分别基于指数衰减理论和贝叶斯后验概率理论.基于一个Internet上真实网站的实验结果表明,本文提出的算法可以迅速识别出用户的兴趣变化,并且广泛适用于新闻、虚拟社区等层次结构类网站的网页内容推荐,满足用户在信息浏览时的个性化需求. To identify Web users＇ interest shift on hierarchical structure websitcs, this paper present a new algorithm, which is used for adaptive website building and composed of two models based on exponential decay and Bayesian posterior probability respectively. Experiments based on a real Internet website show that the proposed algorithm can identify the user interests＇ shift promptly, as well as satisfying personalized information demands. The proposed algorithm can thus be widely implemented on various websites such as online News and virtual communities.
作者 王有为 张健斌
机构地区 复旦大学管理学院
出处 《系统工程理论与实践》 EI CSCD 北大核心 2008年第10期89-95,共7页 Systems Engineering-Theory & Practice
基金 国家自然科学基金(70401010) 国家留学基金
关键词 自适应网站 用户兴趣变化 推荐系统 WEB挖掘 adaptive website user interest shift recommender system web mining
分类号 TP391.9 [自动化与计算机技术—计算机应用技术]
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参考文献8

  • 1Kilfoil M, Ghorbani A, Xing W,et al.Toward an adaptive web:The state of the art and science[ C]//The 1st Annual Conference on Communication Networks &Services Research, May 2003:119- 130.
  • 2Perkowitz M, Etzioni O. Adaptive web sites: Automatically learning from user access patterns[ C]llPrnceedings of the Sixth International World Wide Web Conference, Santa Clam, CA, April 1997.
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  • 4Billsus D, Pazzani M J. A hybrid user model for news story classification[ C ]//Kay J. User Modeling: Proceedings of the Seventh International Conference, UM'99, 1999:99- 108.
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  • 7Lam W, Mostafa J. Modeling user interest shift using a Bayesian approach[ J]. Journal of the American Society for Information Science and Technology, 2001, 52(5): 416-429.
  • 8王有为,汪定伟.电子超市网站基本结构设计问题的研究[J].系统工程学报,2003,18(2):104-108. 被引量：4

二级参考文献7

  • 1[1]Bhatti N, Bouch A, Kuchinsky A. Integrating user-perceived quality into web server design [J]. Computer Networks, 2000,33:1-16
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共引文献3

同被引文献56

引证文献4

二级引证文献25

系统工程理论与实践
2008年 第10期

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