A Probabilistic information filtering using the profile dynamics

被引:0
作者
Barbu, C [1 ]
Simina, M [1 ]
机构
[1] Tulane Univ, Dept Elect Engn & Comp Sci, New Orleans, LA 70118 USA
来源
2003 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-5, CONFERENCE PROCEEDINGS | 2003年
关键词
PLSI; information filtering; information retrieval; user profile;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents an algorithm for learning incrementally the profile of a user, based on an (optional) initial user profile and on user's queries using Probabilistic Latent Semantic Analysis. A new model, temporal latent semantic space, is introduced in order to keep track of the user's interests' changes. The results of the retrieval experiments using this new algorithm are compared with other traditional information retrieval techniques.
引用
收藏
页码:4595 / 4600
页数:6
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