Personalization on a peer-to-peer television system

被引:0
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作者
Jun Wang
Johan Pouwelse
Jenneke Fokker
Arjen P. de Vries
Marcel J. T. Reinders
机构
[1] Delft University of Technology,Faculty of Electrical Engineering, Mathematics and Computer Science
[2] Delft University of Technology,Faculty of Industrial Design Engineering
[3] CWI,undefined
来源
关键词
Peer-to-peer (P2P) television system; Personalization; Collaborative filtering; Recommender system;
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中图分类号
学科分类号
摘要
We introduce personalization on Tribler, a peer-to-peer (P2P) television system. Personalization allows users to browse programs much more efficiently according to their taste. It also enables to build social networks that can improve the performance of current P2P systems considerably, by increasing content availability, trust and the realization of proper incentives to exchange content. This paper presents a novel scheme, called BuddyCast, that builds such a social network for a user by exchanging user interest profiles using exploitation and exploration principles. Additionally, we show how the interest of a user in TV programs can be predicted from the zapping behavior by the introduced user-item relevance models, thereby avoiding the explicit rating of TV programs. Further, we present how the social network of a user can be used to realize a truly distributed recommendation of TV programs. Finally, we demonstrate a novel user interface for the personalized peer-to-peer television system that encompasses a personalized tag-based navigation to browse the available distributed content. The user interface also visualizes the social network of a user, thereby increasing community feeling which increases trust amongst users and within available content and creates incentives of to exchange content within the community.
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页码:89 / 113
页数:24
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