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Networks and emotion-driven user communities at popular blogs

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Abstract.

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 user interactions via posts is indirect, suggesting the importance of the contents of the posted material. We present a systematic way to study Blog data by combined approaches of physics of complex networks and computer science methods of text analysis. We are mapping the Blog data onto a bipartite network where users and posts with comments are two natural partitions. With the machine learning methods we classify the texts of posts and comments for their emotional contents as positive or negative, or otherwise objective (neutral). Using the spectral methods of weighted bipartite graphs, we identify topological communities featuring the users clustered around certain popular posts, and underly the role of emotional contents in the emergence and evolution of these communities.

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References

  1. T. Berners-Lee, W. Hall, J. Hendler, N. Shadbolt, J. Weitzner, Science 313, 769 (2006)

    Article  Google Scholar 

  2. D. Donato, S. Leonardi, S. Millozzi, P. Tsaparas, J. Phys. A 41, 224017 (2008)

    Article  MathSciNet  ADS  Google Scholar 

  3. B. Tadić, Physica A 293, 273 (2001)

    Article  MATH  ADS  Google Scholar 

  4. J. Kleinberg, Communications of the ACM 51, 66 (2008)

    Article  Google Scholar 

  5. A. Cho, Science 325, 406 (2009)

    Article  ADS  Google Scholar 

  6. L. Adrianson, Computers in Human Behavior 17, 71 (2001)

    Article  Google Scholar 

  7. C. Cattuto, A. Barrat, A. Baldassarri, G. Schehr, V. Loreto, PNAS 106, 10511 (2009)

    Google Scholar 

  8. M. Thelwall, A. Byrne, M. Goody, Information Research 12, 327 (2007)

    Google Scholar 

  9. G. Brumfiel, Nature 459, 1050 (2009)

    Article  Google Scholar 

  10. T. Zhou, H.A.T. Kiet, B.J. Kim, B.H. Wang, P. Holme, Europhys. Lett. 82, 28002 (2008)

    Article  ADS  Google Scholar 

  11. D. Derks, A.H. Fischer, A.E.R. Bos, Comput. Hum. Behav. 24, 766 (2008)

    Article  Google Scholar 

  12. M. Thelwall, K. Buckley, G. Paltoglou, D. Cai, A. Kappas, J. Am. Soc. Inf. Sci. Technol. (in press), 2010

  13. J.H. Fowler, N.A. Christakis, British Medicine Journal 337, a2338 (2008)

  14. J. Bollen, A. Pepe, H. Mao, arXiv:0911.1583, 2009

  15. F. Fu, L. Liu, K. Yang, L. Wang, The structure of self-organized blogosphere, arXiv:0607361, 2006

  16. L. Liu, F. Fu, L. Wang, Information propagation and collective consensus in blogosphere: a game theoretical approach, in Web 2.0 - Eine empirische Bestandsaufnahme (Vieweg+Teubner Verlag, 2008), pp. 87–104

  17. J. Leskovec, M. McGlohon, C. Faloutsos, N. Glance, M. Hurst, Cascading Behavior in Large Blog Graphs, in Proceedings of 7th SIAM International Conference on Data Mining (SDM) (2007), p. 2940613

  18. Y. Sano, M. Takayasu, Macroscopic and microscopic statistical properties observed in blog entries, J. Economic Interaction and Coordination (2010)

  19. M. Mitrović, B. Tadić, Eur. Phys. J. B 73, 293 (2009)

    Article  ADS  Google Scholar 

  20. S. Boccaletti, V. Latora, Y. Moreno, M. Chavez, D.U. Hwang, Phys. Rep. 424, 175 (2006)

    Article  MathSciNet  ADS  Google Scholar 

  21. B. Tadić, G.J. Rodgers, S. Thurner, Int. J. Bifurc. Chaos 17, 2363 (2007)

    Article  MATH  Google Scholar 

  22. J. Grujić, Lect. Notes Comput. Sci. 5102, 576 (2008)

    Article  Google Scholar 

  23. J. Lorenz, Eur. Phys. J. B 71, 251 (2008)

    Article  MathSciNet  ADS  Google Scholar 

  24. R. Lambiotte, M. Ausloos, Phys. Rev. E 72, 066107 (2005)

    Article  ADS  Google Scholar 

  25. R. Lambiotte, M. Ausloos, Eur. Phys. J. B 50, 183 (2006)

    Article  ADS  Google Scholar 

  26. R. Crane, F. Schweitzer, D. Sornette, Phys. Rev. E 81, 056101 (2010)

    Article  ADS  Google Scholar 

  27. P. Panzarasa, T. Opsahl, K. Carley, J. Am. Soc. Inf. Sci. Technol. 60, 911 (2009)

    Article  Google Scholar 

  28. J. Grujić, M. Mitrović, B. Tadić, IEEE Xplore, 259 (2009)

  29. T. Zhou, L. Jiang, R. Su, Y. Zhang, Europhys. Lett. 81, 58004 (2008)

    Article  ADS  Google Scholar 

  30. B. Kujawski, J. Holyst, G. Rodgers, Phys. Rev. E 76, 036103 (2007)

    Article  ADS  Google Scholar 

  31. L. Backstrom, D. Huttenlocher, J. Kleinberg, X. Lan, Group formation in large social networks: membership, growth, and evolution, in KDD ’06: Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining (ACM, 2006), pp. 44–54

  32. B. Fortuna, M. Grobelnik, D. Mladenic, Ontogen, http://ontogen.ijs.si/, 2008

  33. P. Dodds, C. Danforth, Journal of Happiness Studies, 1389 (2009), ISSN 1389-4978 (Print) 1573-7780 (Online)

  34. B. Pang, L. Lee, Opinion Mining and Sentiment Analysis (Now Publishers Inc, 2008)

  35. M. Mitrović, B. Tadić, Phys. Rev. E 80, 026123 (2009)

    Article  ADS  Google Scholar 

  36. V. Blondel, J.L. Guillaume, R. Lambiotte, E. Lefebvre, J. Stat. Mech. 2008, P10008 (2008)

    Article  Google Scholar 

  37. S. Fortunato, Phys. Rep. 486, 75 (2010)

    Article  MathSciNet  ADS  Google Scholar 

  38. B. Bollobas, Modern Graph Theory (Springer, 1998)

  39. C.D. Manning, P. Raghavan, H. Schütze, Introduction to Information Retrieval, 1st edn. (Cambridge University Press, 2008)

  40. C.D. Manning, H. Schüetze, Foundations of Statistical Natural Language Processing, 1st edn. (The MIT Press, 1999)

  41. I.H. Witten, T.C. Bell, IEEE Transactions on Information Theory 37, 1085 (1991)

    Article  Google Scholar 

  42. C. Macdonald, I. Ounis, The TREC Blogs06 Collection: Creating and Analysing a Blog Test Collection, Technical report, Department of Computing Science, University of Glasgow, 2006

  43. C. Macdonald, I. Ounis, I. Soboroff, Overview of the TREC-2008 blog track, in The Sixteenth Text REtrieval Conference (TREC 2008) Proceedings (2008)

  44. A. Lancichinetti, S. Fortunato, Phys. Rev. E 80, 056117 (2009)

    Article  ADS  Google Scholar 

  45. M. Mitrović, B. Tadić, Lect. Notes Comput. Sci. 5102, 551 (2008)

    Article  Google Scholar 

  46. M. Rosvall, C. Bergstrom, PNAS 105, 1118 (2008)

    Article  ADS  Google Scholar 

  47. A.N. Samukhin, S.N. Dorogovtsev, J.F.F. Mendes, Phys. Rev. E 77, 036115 (2008)

    Article  MathSciNet  ADS  Google Scholar 

  48. L. Donetti, M.A. Muñoz, J. Stat. Mech.: Theory and Experiment 10, P10012 (2004)

    Article  ADS  Google Scholar 

  49. M. Mitrović, G. Paltoglou, B. Tadić, Quantitative analysis of bloggers colelctive behavior powered by emotions, in preparation, 2010

  50. G. Grinstein, R. Linsker, Phys. Rev. E 77, 012101 (2008)

    Article  ADS  Google Scholar 

  51. M. Mitrović, B. Tadić, Network automaton model of bursting emotional behavior on Blogs, preprint (2010)

  52. D. Garcia, F. Schweitzer, Emotions in product reviews – Empirics and models, in preparation, 2010

  53. D. Garcia, F. Schweitzer, Eur. Phys. J. B 77, 533 (2010)

    Article  Google Scholar 

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Authors and Affiliations

  1. Department of theoretical physics, Jožef Stefan Institute, Box 3000, SI-1001, Ljubljana, Slovenia

    M. Mitrović & B. Tadić

  2. Statistical Cybernetics Research Group, School of Computing and Information Technology University of Wolverhampton, Wolverhampton, UK

    G. Paltoglou

Authors
  1. M. Mitrović
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  2. G. Paltoglou
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  3. B. Tadić
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Correspondence to B. Tadić.

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Mitrović, M., Paltoglou, G. & Tadić, B. Networks and emotion-driven user communities at popular blogs. Eur. Phys. J. B 77, 597–609 (2010). https://doi.org/10.1140/epjb/e2010-00279-x

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  • DOI: https://doi.org/10.1140/epjb/e2010-00279-x

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