Nothing Special   »   [go: up one dir, main page]

Skip to main content

Knowledge Mining from the Twitter Social Network: The Case of Barack Obama

  • Chapter
  • First Online:
Computational Social Networks

Abstract

Social networks build up a representation of the social structure on the Internet by enabling new ways of communication and understanding of human relations. These networks generate big amounts of information on which we can apply mining techniques in order to extract knowledge. Different works have studied many aspects of social networks, but just a few of them focused on text mining in social networks. In this work, we focus on the Twitter social network features and specifically on the use of this network by a representative, and well-known, user’s behaviour. We extracted all the contents that previously Senator and then President Barack Obama has shared in this service in the course of the last 3 years and applied a text-analysis knowledge discovery methodology to it. This methodology allowed us to build a meaning-making process on our dataset. In this process, we successfully conducted a cluster analysis that helped collecting Barack Obama’s Twitter contents in groups. Studying the results, we perceived that these clusters could be interpreted as a mirror of his political strategy. Finally, we discuss the application of this method for other social networks.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

eBook
USD 15.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 109.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  1. Bosio, A., Graffigna, G., Lozza, E.: Online Focus Groups: Toward a Theory of Technique, pp. 192–212. Idea Group, Hershey (2008)

    Google Scholar 

  2. Gatti, F., Graffigna, G.: Due Software per l’analisi Testuale: Atlas.TI e T-LAB [Two Software for Text Analysis: Atlas.TI and T-Lab], pp. 183–192. Franco Angeli, Milano (2009)

    Google Scholar 

  3. Greener, I.: Who Choosing What? The Evolution of ‘Choice’ in the NHS, and Its Implications for New Labour, 15th edn., pp. 49–68. Policy, Bristol (2003)

    Google Scholar 

  4. Harré, R., Gillett, G.: The Discursive Mind. Sage, London (1994)

    Google Scholar 

  5. Kaid, L.L.: Handbook of Political Communication Research. Lawrence Erlbaum, Mahwah (2004)

    Google Scholar 

  6. Lancia, F.: The logic of a text-scope. http://www.tlab.it/en/bibliography.php (2002)

  7. Lancia, F.: The logic of a text-scope. http://www.mytlab.com/textscope.pdf (2002). Retrieved 13 Nov 2007

  8. Lancia, F.: Strumenti per l’analisi dei testi. Introduzione all’uso di T-LAB [Tools for Text Analysis. Introduction to the Use of T-LAB]. Franco Angeli, Milano (2004)

    Google Scholar 

  9. Lancia, F.: Mind as Infinite Dimensionality, Chap. Word Co-occurrence and Similarity in Meaning. Firera, Roma (2008)

    Google Scholar 

  10. Lauro-Grotto, R., Salvatore, S., Gennaro, A., Gelo, O.: The unbearable dynamicity of psychological processes: highlights of the psychodynamic theories. In: Valsiner, J., Molenaar, P.C.M., Lyra, M.C., Chaudhary, N. (eds.) Dynamic Process Methodology in the Social and Developmental Sciences, pp. 1–30. Springer, New York (2009)

    Chapter  Google Scholar 

  11. Mazzara, B.: I discorsi dei media e la psicologia sociale. Ambiti e strumenti di indagine [Media Discourses and Social Psychology. Fields and Survey Tools]. Carocci, Roma (2008)

    Google Scholar 

  12. Montali, L., Colombo, M., Camussi, E., Maglietta, A., Riva, P.: Xenophobia in political discourse: an analysis of Italian parliamentary debates on immigration. The Fourth ECPR Conference. Unpublished paper. http://www.tlab.it/en/bibliography.php (2007). Retrieved 23 Sept 2010

  13. Murphy, D.: Twitter: On-track for 200 million users by year’s end. PCMAG. http://www.pcmag.com/article2/0,2817,2371826,00.asp (2010). Retrieved 13 Nov 2007

  14. Peirce, C.: Abduction and induction. Philosophical Writings of Peirce, pp. 150–156. Dover, New York (1955)

    Google Scholar 

  15. Pugliese, A.C., Serino, C.: Using superordinate categories to enlarge consensus: an analysis of Italian politicians’ speeches (2003)

    Google Scholar 

  16. Salvatore, S., Tebaldi, C., Potì, S.: YIS: Yearbook of Idiographic Science, vol. 1, pp. 39–72. Firera, Roma (2008). First published 2006, in international journal of idiographic science [On Line Journal], Article 3. http://www.valsiner.com/articles/salvatore.htm. Retrieved 20 Sept 2008

  17. Valsiner, J.: Processes structure of semiotic mediation in human development. Hum. Dev. 44, 84–97 (2001)

    Article  Google Scholar 

  18. Valsiner, J.: Beyond social representations: a theory of enablement. Pap. Soc. Represent. 12(7), 7.1–7.16 (2003)

    Google Scholar 

  19. Venuleo, C., Salvatore, S.: Linguaggi e dispositivi comunicativi. I Faccia a Faccia televisivi [Language and Communication Devices. Face to Face Television Debates], pp. 151–189. Besa Editrice, Nardò (LE) (2006)

    Google Scholar 

  20. Venuleo, C., Salvatore, S., Mossi, P., Grassi, R., Ruggeri, R.: The didactic relationship in the changing world. Outlines for a theory of the reframing setting. Eur. J. Sch. Psychol. 5(2), 151–180 (2008)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Marco Guidi .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2012 Springer-Verlag London

About this chapter

Cite this chapter

Guidi, M., Ruiz-Agundez, I., Canga-Sanchez, I. (2012). Knowledge Mining from the Twitter Social Network: The Case of Barack Obama. In: Abraham, A. (eds) Computational Social Networks. Springer, London. https://doi.org/10.1007/978-1-4471-4054-2_9

Download citation

  • DOI: https://doi.org/10.1007/978-1-4471-4054-2_9

  • Published:

  • Publisher Name: Springer, London

  • Print ISBN: 978-1-4471-4053-5

  • Online ISBN: 978-1-4471-4054-2

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics