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A bookmark recommender system based on social bookmarking services and wikipedia categories
Abstract Social book marking services allow users tSocial book marking services allow users to add bookmarks of web pages with freely chosen keywords as tags. Personalized recommender systems recommend new and useful bookmarks added by other users. We propose a new method to find similar users and to select relevant bookmarks in a social book marking service. Our method is lightweight, because it uses a small set of important tags for each user to find useful bookmarks to recommend. Our method is also powerful, because it employs the Wikipedia category database to deal with the diversity of tags among users. The evaluation using the Hatena bookmark service in Japan shows that our method significantly increases the number of relevant bookmarks recommended without notable increase of irrelevant bookmarks. notable increase of irrelevant bookmarks.
Abstractsub Social book marking services allow users tSocial book marking services allow users to add bookmarks of web pages with freely chosen keywords as tags. Personalized recommender systems recommend new and useful bookmarks added by other users. We propose a new method to find similar users and to select relevant bookmarks in a social book marking service. Our method is lightweight, because it uses a small set of important tags for each user to find useful bookmarks to recommend. Our method is also powerful, because it employs the Wikipedia category database to deal with the diversity of tags among users. The evaluation using the Hatena bookmark service in Japan shows that our method significantly increases the number of relevant bookmarks recommended without notable increase of irrelevant bookmarks. notable increase of irrelevant bookmarks.
Bibtextype inproceedings  +
Doi 10.1109/SNPD.2013.3  +
Has author Yoshida T. + , Inoue U. +
Has extra keyword Folksonomies + , Personalized recommender systems + , Recommender + , Social bookmarking + , Tag + , Wikipedia + , Algorithms + , Artificial intelligence + , Recommender system + , Semantic web + , Software engineering +
Has keyword Algorithm + , Folksonomy + , Recommender + , Tag +
Isbn 9780769550053  +
Language English +
Number of citations by publication 0  +
Number of references by publication 0  +
Pages 409–413  +
Published in SNPD 2013 - 14th ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing +
Title A bookmark recommender system based on social bookmarking services and wikipedia categories +
Type conference paper  +
Year 2013 +
Creation dateThis property is a special property in this wiki. 6 November 2014 16:08:15  +
Categories Publications without license parameter  + , Publications without remote mirror parameter  + , Publications without archive mirror parameter  + , Publications without paywall mirror parameter  + , Conference papers  + , Publications without references parameter  + , Publications  +
Modification dateThis property is a special property in this wiki. 6 November 2014 16:08:15  +
DateThis property is a special property in this wiki. 2013  +
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A bookmark recommender system based on social bookmarking services and wikipedia categories + Title
 

 

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