Blog Classification Using Tags: An Empirical Study

作者: Aixin Sun , Maggy Anastasia Suryanto , Ying Liu

DOI: 10.1007/978-3-540-77094-7_40

关键词:

摘要: With an exponential growth of Weblogs (or blogs), many blog directories have appeared to help users locate topical blogs. As tags are commonly used describe blogs, we study the effectiveness in classification. Compared with titles and descriptions, our experiments, using 24,247 showed that could lead better classification accuracy. It is interesting observe more did not necessarily To also proposed a tag expansion algorithm assigns often co-occur those already associated blog. Our experiments helped improve recall price precision degradation.

参考文章(16)
Bettina Berendt, Christoph Hanser, Tags are not Metadata, but "Just More Content" - to Some People international conference on weblogs and social media. ,(2007)
Pranam Kolari, Tim Finin, Anupam Joshi, SVMs for the Blogosphere: Blog Identification and Splog Detection national conference on artificial intelligence. pp. 92- 99 ,(2006)
Sriharsha Veeramachaneni, Conor Hayes, Paolo Avesani, An analysis of the use of tags in a blog recommender system international joint conference on artificial intelligence. pp. 2772- 2777 ,(2007)
Daniel Gruhl, R. Guha, David Liben-Nowell, Andrew Tomkins, Information diffusion through blogspace Proceedings of the 13th conference on World Wide Web - WWW '04. pp. 491- 501 ,(2004) , 10.1145/988672.988739
Aixin Sun, Ee-Peng Lim, Web unit mining: finding and classifying subgraphs of web pages conference on information and knowledge management. pp. 108- 115 ,(2003) , 10.1145/956863.956885
Susan Dumais, Hao Chen, Hierarchical classification of Web content international acm sigir conference on research and development in information retrieval. ,vol. 34, pp. 256- 263 ,(2000) , 10.1145/345508.345593
Aixin Sun, Ee-Peng Lim, Wee-Keong Ng, None, Web classification using support vector machine Proceedings of the fourth international workshop on Web information and data management - WIDM '02. pp. 96- 99 ,(2002) , 10.1145/584931.584952
Glen Jeh, Jennifer Widom, Scaling personalized web search Proceedings of the twelfth international conference on World Wide Web - WWW '03. pp. 271- 279 ,(2003) , 10.1145/775152.775191
Cameron Marlow, Mor Naaman, Danah Boyd, Marc Davis, HT06, tagging paper, taxonomy, Flickr, academic article, to read Proceedings of the seventeenth conference on Hypertext and hypermedia - HYPERTEXT '06. pp. 31- 40 ,(2006) , 10.1145/1149941.1149949