Networks and emotion-driven user communities at popular blogs

作者: Marija Mitrović , Georgios Paltoglou , Bosiljka Tadić

DOI: 10.1140/EPJB/E2010-00279-X

关键词:

摘要: Online communications at web portals represents technology-mediated user interactions, leading to massive data and potentially new techno-social phenomena not seen in real social mixing. Apart from being dynamically driven, the interactions via posts is indirect, suggesting importance of contents posted material. We present a systematic way study Blog by combined approaches physics complex networks computer science methods text analysis. are mapping onto bipartite network where users with comments two natural partitions. With machine learning we classify texts for their emotional as positive or negative, otherwise objective (neutral). Using spectral weighted graphs, identify topological communities featuring clustered around certain popular posts, underly role emergence evolution these communities.

参考文章(58)
I. Ounis, C. Macdonald, The TREC Blogs06 Collection: Creating and Analysing a Blog Test Collection Dept of Computing Science, University of Glasgow. ,(2006)
Tim Berners-Lee, Wendy Hall, James Hendler, Nigel Shadbolt, Daniel J Weitzner, Creating a Science of the Web Science. ,vol. 313, pp. 769- 771 ,(2006) , 10.1126/SCIENCE.1126902
Marija Mitrović, Bosiljka Tadić, Search of Weighted Subgraphs on Complex Networks with Maximum Likelihood Methods international conference on computational science. pp. 551- 558 ,(2008) , 10.1007/978-3-540-69387-1_63
Hinrich Schütze, Christopher D. Manning, Prabhakar Raghavan, Introduction to Information Retrieval ,(2005)
Long Wang, Lianghuan Liu, Feng Fu, Information propagation and collective consensus in blogosphere: a game-theoretical approach arXiv: Physics and Society. ,(2007)
A. N. Samukhin, S. N. Dorogovtsev, J. F. F. Mendes, Laplacian spectra of, and random walks on, complex networks: are scale-free architectures really important? Physical Review E. ,vol. 77, pp. 036115- ,(2008) , 10.1103/PHYSREVE.77.036115
Jelena Grujić, Movies Recommendation Networks as Bipartite Graphs international conference on computational science. pp. 576- 583 ,(2008) , 10.1007/978-3-540-69387-1_66
Long Wang, Lianghuan Liu, Feng Fu, Kai Yang, The structure of self-organized blogosphere arXiv: Statistics Theory. ,(2006)
L Adrianson, Gender and Computer-Mediated Communication: Group Processes in Problem Solving Computers in Human Behavior. ,vol. 17, pp. 71- 94 ,(2001) , 10.1016/S0747-5632(00)00033-9
R. Lambiotte, M. Ausloos, N-body decomposition of bipartite author networks. Physical Review E. ,vol. 72, pp. 066117- ,(2005) , 10.1103/PHYSREVE.72.066117