Semantic Enrichment of Twitter Posts for User Profile Construction on the Social Web

作者: Fabian Abel , Qi Gao , Geert-Jan Houben , Ke Tao

DOI: 10.1007/978-3-642-21064-8_26

关键词:

摘要: As the most popular microblogging platform, vast amount of content on Twitter is constantly growing so that retrieval relevant information (streams) becoming more and difficult every day. Representing semantics individual activities modeling interests users would allow for personalization therewith countervail overload. Given variety recency topics people discuss Twitter, semantic user profiles generated from posts moreover promise to be beneficial other applications Social Web as well. However, automatically inferring meaning a non-trivial problem. In this paper we investigate based posts. We introduce analyze methods linking with related news articles in order contextualize activities. then propose compare strategies exploit extracted both tweets represent semantically meaningful way. A large-scale evaluation validates benefits our approach shows relate high precision coverage, enrich clearly have strong impact construction Web.

参考文章(20)
David Laniado, Peter Mika, Making sense of twitter international semantic web conference. pp. 470- 485 ,(2010) , 10.1007/978-3-642-17746-0_30
Rumi Ghosh, Kristina Lerman, Information Contagion: an Empirical Study of the Spread of News on Digg and Twitter Social Networks arXiv: Computers and Society. ,(2010)
Alexandre Passant, Uldis Bojars, John Breslin, Tuukka Hastrup, Microblogging: A Semantic Web and Distributed Approach ,(2008)
Hamed Haddadi, Fabr´ıcio Benevenuto, Krishna P. Gummadi, Meeyoung Cha, Measuring User Influence in Twitter: The Million Follower Fallacy international conference on weblogs and social media. pp. 10- 17 ,(2010)
Kyumin Lee, James Caverlee, Steve Webb, Uncovering social spammers: social honeypots + machine learning international acm sigir conference on research and development in information retrieval. pp. 435- 442 ,(2010) , 10.1145/1835449.1835522
Jagan Sankaranarayanan, Hanan Samet, Benjamin E. Teitler, Michael D. Lieberman, Jon Sperling, TwitterStand: news in tweets advances in geographic information systems. pp. 42- 51 ,(2009) , 10.1145/1653771.1653781
Miles Efron, Hashtag retrieval in a microblogging environment international acm sigir conference on research and development in information retrieval. pp. 787- 788 ,(2010) , 10.1145/1835449.1835616
Marcelo Mendoza, Barbara Poblete, Carlos Castillo, Twitter under crisis Proceedings of the First Workshop on Social Media Analytics - SOMA '10. pp. 71- 79 ,(2010) , 10.1145/1964858.1964869
Jianshu Weng, Ee-Peng Lim, Jing Jiang, Qi He, TwitterRank: finding topic-sensitive influential twitterers web search and data mining. pp. 261- 270 ,(2010) , 10.1145/1718487.1718520
Haewoon Kwak, Changhyun Lee, Hosung Park, Sue Moon, None, What is Twitter, a social network or a news media? the web conference. pp. 591- 600 ,(2010) , 10.1145/1772690.1772751