Skip to main content
Top

2015 | OriginalPaper | Chapter

Building Profiles of Blog Users Based on Comment Graph Analysis: The Habrahabr.ru Case

Authors : Alexandra Barysheva, Mikhail Petrov, Rostislav Yavorskiy

Published in: Analysis of Images, Social Networks and Texts

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Our study is aimed at developing a language-independent tool for building user profiles of online community users. To that end the definition of a comment graph, a convenient representation of users interaction, is studied. The set of comment graph characteristics for users that form the basis of the profiling techniques is suggested. Finally, the user profiling method based on cluster analysis is presented. The described method was applied to Habrahabr data set.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Pennachiotti, M.A.: Machine learning approach to twitter user classification. In: Fifth International AAAI Conference on Weblogs and Social Media, p. 45 (2011) Pennachiotti, M.A.: Machine learning approach to twitter user classification. In: Fifth International AAAI Conference on Weblogs and Social Media, p. 45 (2011)
2.
go back to reference Kazushi, I.: Twitter user profiling based on text and community mining for market analysis. Knowl.-Based Syst. 51, 35–47 (2013)CrossRef Kazushi, I.: Twitter user profiling based on text and community mining for market analysis. Knowl.-Based Syst. 51, 35–47 (2013)CrossRef
3.
go back to reference Shinsuke, N.: Discovering important bloggers based on analyzing blog threads. In: 2nd Annual Workshop on the Webblogging Ecosystem (2005) Shinsuke, N.: Discovering important bloggers based on analyzing blog threads. In: 2nd Annual Workshop on the Webblogging Ecosystem (2005)
4.
go back to reference Rocha, E.: User profiling on Twitter. Semant. Web: Interoperability, Usability, Applicability 1(1), 105–110 (2011) Rocha, E.: User profiling on Twitter. Semant. Web: Interoperability, Usability, Applicability 1(1), 105–110 (2011)
5.
go back to reference Santosh, R.: Author profiling: predicting age and gender from blogs. In: PAN at CLEF (2013) Santosh, R.: Author profiling: predicting age and gender from blogs. In: PAN at CLEF (2013)
6.
go back to reference Balog, K., Fang, Y., de Rijke, M., Serdyukov, P., Si, L.: Expertise retrieval. Found. Trends Inf. Retrieval 6(2–3), 127–256 (2012)CrossRef Balog, K., Fang, Y., de Rijke, M., Serdyukov, P., Si, L.: Expertise retrieval. Found. Trends Inf. Retrieval 6(2–3), 127–256 (2012)CrossRef
7.
go back to reference MacQueen, J.B.: Some methods for classification and analysis of multivariate observations. In: Proceedings of 5th Berkeley Symposium on Mathematical Statistics and Probability. University of California Press, pp. 281–297 (1967) MacQueen, J.B.: Some methods for classification and analysis of multivariate observations. In: Proceedings of 5th Berkeley Symposium on Mathematical Statistics and Probability. University of California Press, pp. 281–297 (1967)
8.
go back to reference Rousseeuw, P.: Silhouettes: a graphical aid to the interpretation and validation of cluster analysis. J. Comput. Appl. Math. 20(1), 53–65 (1987)CrossRefMATH Rousseeuw, P.: Silhouettes: a graphical aid to the interpretation and validation of cluster analysis. J. Comput. Appl. Math. 20(1), 53–65 (1987)CrossRefMATH
9.
go back to reference Krasnov, F., Yavorskiy, R.: Measurement of maturity level of a professional community. Bus. Inf. 1(23), 64–67 (2013). (in Russian) Krasnov, F., Yavorskiy, R.: Measurement of maturity level of a professional community. Bus. Inf. 1(23), 64–67 (2013). (in Russian)
10.
go back to reference Yavorskiy, R., Vlasova, E., Krasnov, F.: Connectivity analysis of computer science centers based on scientific publications data for major Russian cities. In: Procedia Computer Science, vol. 31, pp. 892–899 (2014) Yavorskiy, R., Vlasova, E., Krasnov, F.: Connectivity analysis of computer science centers based on scientific publications data for major Russian cities. In: Procedia Computer Science, vol. 31, pp. 892–899 (2014)
Metadata
Title
Building Profiles of Blog Users Based on Comment Graph Analysis: The Habrahabr.ru Case
Authors
Alexandra Barysheva
Mikhail Petrov
Rostislav Yavorskiy
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-26123-2_25

Premium Partner