TV3P: An adaptive assistant for personalized TV

被引:48
作者
Yu, ZW [1 ]
Zhou, XS [1 ]
机构
[1] Northwestern Polytech Univ, Coll Comp, Xian 710072, Shaanxi, Peoples R China
关键词
personalization; TV3P; user profiling; vector space model;
D O I
10.1109/TCE.2004.1277889
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The abundance of DTV (Digital Television) programs precipitates a need for new tools to help people personalize interesting TV content. We developed an adaptive assistant: TV3P (TV Program Personalization for PDR), which observes users' viewing behaviors in the background, updates users' profiles continuously and autonomously, and then filters and recommends programs for different users according to their respective preference information. The novel aspect of this system is the evaluation of how much time and effort it takes the system to learn new preferences once it already is biased by old preferences. This has not been proposed in any other recommender systems before. It was also proved to match real world users whose preferences can change over time. Another attractive aspect of TV3P is its employing an implicit and explicit profiling scheme.
引用
收藏
页码:393 / 399
页数:7
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