Sentiment Clustering: A Novel Method to Explore in the Blogosphere

作者: Shi Feng , Daling Wang , Ge Yu , Chao Yang , Nan Yang

DOI: 10.1007/978-3-642-00672-2_30

关键词:

摘要: In recent years, blogs have become the major platform for people to express their opinions and sentiments in Web age. The traditional blog search engines usually employ topic-oriented techniques, which are not easy users make better understanding of bloggers' feelings emotions. this paper, an emotion-oriented clustering approach is proposed according sentiment similarities between result titles snippets. Extensive experiments were conducted based on a real world engine show that our can cluster items into groups allow organization navigation, provides novel method explore blogosphere.

参考文章(23)
Andrea Esuli, Fabrizio Sebastiani, SENTIWORDNET: A Publicly Available Lexical Resource for Opinion Mining language resources and evaluation. pp. 417- 422 ,(2006)
Natalie S. Glance, Matthew Hurst, Takashi Tomokiyo, BlogPulse: Automated Trend Discovery for Weblogs ,(2003)
Gilad Mishne, Maarten de Rijke, A Study of Blog Search Lecture Notes in Computer Science. ,vol. 3936, pp. 289- 301 ,(2006) , 10.1007/11735106_26
Marianne Lykke, Birger Larsen, Haakon Lund, Peter Ingwersen, Developing a Test Collection for the Evaluation of Integrated Search Lecture Notes in Computer Science. pp. 627- 630 ,(2010) , 10.1007/978-3-642-12275-0_63
Wei Zhang, Clement Yu, Weiyi Meng, Opinion retrieval from blogs conference on information and knowledge management. pp. 831- 840 ,(2007) , 10.1145/1321440.1321555
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
Min Zhang, Xingyao Ye, A generation model to unify topic relevance and lexicon-based sentiment for opinion retrieval Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval - SIGIR '08. pp. 411- 418 ,(2008) , 10.1145/1390334.1390405
Ravi Kumar, Jasmine Novak, Prabhakar Raghavan, Andrew Tomkins, Structure and evolution of blogspace Communications of The ACM. ,vol. 47, pp. 35- 39 ,(2004) , 10.1145/1035134.1035162
Qiaozhu Mei, Chao Liu, Hang Su, ChengXiang Zhai, A probabilistic approach to spatiotemporal theme pattern mining on weblogs Proceedings of the 15th international conference on World Wide Web - WWW '06. pp. 533- 542 ,(2006) , 10.1145/1135777.1135857
Hua-Jun Zeng, Qi-Cai He, Zheng Chen, Wei-Ying Ma, Jinwen Ma, Learning to cluster web search results Proceedings of the 27th annual international conference on Research and development in information retrieval - SIGIR '04. pp. 210- 217 ,(2004) , 10.1145/1008992.1009030