On Joint Modeling of Topical Communities and Personal Interest in Microblogs

作者: Tuan-Anh Hoang , Ee-Peng Lim

DOI: 10.1007/978-3-319-13734-6_1

关键词:

摘要: In this paper, we propose the Topical Communities and Personal Interest (TCPI) model for simultaneously modeling topics, topical communities, users’ interests in microblogging data. TCPI considers different communities while differentiating personal from those of learning dependence each user on affiliated to generate content. This makes existing models that either do not consider existence multiple or differentiate between community’s interests. Our experiments two Twitter datasets show can effectively mine representative topics community. We also demonstrate significantly outperforms other state-of-the-art topic tweet generation task.

参考文章(36)
Minghui Qiu, Feida Zhu, Jing Jiang, It Is Not Just What We Say, But How We Say Them: LDA-based Behavior-Topic Model siam international conference on data mining. pp. 794- 802 ,(2013) , 10.1137/1.9781611972832.88
Olfa Nasraoui, Bamshad Mobasher, John Yen, C. Lee Giles, Andrew McCallum, Jaideep Srivastava, Haizheng Zhang, Myra Spiliopoulou, Advances in Web Mining and Web Usage Analysis ,(2008)
Tuan-Anh Hoang, William W. Cohen, Ee-Peng Lim, On Modeling Community Behaviors and Sentiments in Microblogging siam international conference on data mining. pp. 479- 487 ,(2014) , 10.1137/1.9781611973440.55
Ramnath Balasubramanyan, Bhavana Dalvi, William W. Cohen, From Topic Models to Semi-supervised Learning: Biasing Mixed-Membership Models to Exploit Topic-Indicative Features in Entity Clustering european conference on machine learning. ,vol. 8189, pp. 628- 642 ,(2013) , 10.1007/978-3-642-40991-2_40
Eric P. Xing, Pengtao Xie, Integrating Document Clustering and Topic Modeling arXiv: Learning. ,(2013)
Ramnath Balasubramanyan, William W. Cohen, Regularization of Latent Variable Models to Obtain Sparsity siam international conference on data mining. pp. 414- 422 ,(2013) , 10.1137/1.9781611972832.46
Farshad Kooti, Krishna P. Gummadi, Meeyoung Cha, Haeryun Yang, Winter A. Mason, The Emergence of Conventions in Online Social Networks international conference on weblogs and social media. pp. 194- 201 ,(2012)
Tarek Abudawood, Peter Flach, Evaluation Measures for Multi-class Subgroup Discovery european conference on machine learning. pp. 35- 50 ,(2009) , 10.1007/978-3-642-04180-8_20
David M Blei, Andrew Y Ng, Michael I Jordan, None, Latent dirichlet allocation Journal of Machine Learning Research. ,vol. 3, pp. 993- 1022 ,(2003) , 10.5555/944919.944937
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