Skip to main content
Top
Published in: Social Network Analysis and Mining 1/2015

01-12-2015 | Original Article

Detecting sociosemantic communities by applying social network analysis in tweets

Authors: Rocío Abascal-Mena, Rose Lema, Florence Sèdes

Published in: Social Network Analysis and Mining | Issue 1/2015

Log in

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

search-config
loading …

Abstract

Virtual social networks have led to a new way of communication that is different from the oral one, where the restriction of time and space generates new linguistic practices. Twitter, a medium for political and social discussion, can be analyzed to understand new ways of communication and to explore sociosemiotics aspects that come with the use of the hashtags and their relationship with other elements. This paper presents a quantitative study of tweets, around a fixed hashtag, in relation with other contents that users bring to connection. By calculating the frequency of terms, a table of nodes and edges is created to visualize tweets like graphs. Our study applies social network analysis that, going beyond mere topology, reveals relevant sociosemantic communities providing insights for the comparison of social and political movements.

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 "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!

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!

Appendix
Available only for authorised users
Literature
go back to reference Abascal-Mena R, López-Ornelas E, Zepeda-Hernández JS (2013) User generated content: an analysis of user behavior by mining political tweets. In: Ant Ozok A, Zaphiris P (eds) Online communities and social computing. Lecture Notes in Computer Science Volume 8029, Springer, Heidelberg, pp 3–12 Abascal-Mena R, López-Ornelas E, Zepeda-Hernández JS (2013) User generated content: an analysis of user behavior by mining political tweets. In: Ant Ozok A, Zaphiris P (eds) Online communities and social computing. Lecture Notes in Computer Science Volume 8029, Springer, Heidelberg, pp 3–12
go back to reference Arquilla J, Ronfeldt D (2003) Networks and netwars: the future of terror, crime, and militancy. RAND, Santa Monica, p 380 Arquilla J, Ronfeldt D (2003) Networks and netwars: the future of terror, crime, and militancy. RAND, Santa Monica, p 380
go back to reference Bastian M, Heymann S, Jacomy M (2009) Gephi: an open source software for exploring and manipulating networks. International AAAI conference on weblogs and social media Bastian M, Heymann S, Jacomy M (2009) Gephi: an open source software for exploring and manipulating networks. International AAAI conference on weblogs and social media
go back to reference Bastos MT, Puschmann C, Travitzki R (2012) Tweeting political dissent: retweets as pamphlets in #FreeIran, #FreeVenezuela, #Jan25, #SpanishRevolution and #OccupyWallSt. Internet, politics, policy 2012: big data, big challenges? Oxford. Panel 6A: the Arab spring and political dissent, vol 2. Oxford Internet Institute, Oxford, pp 1–20 Bastos MT, Puschmann C, Travitzki R (2012) Tweeting political dissent: retweets as pamphlets in #FreeIran, #FreeVenezuela, #Jan25, #SpanishRevolution and #OccupyWallSt. Internet, politics, policy 2012: big data, big challenges? Oxford. Panel 6A: the Arab spring and political dissent, vol 2. Oxford Internet Institute, Oxford, pp 1–20
go back to reference Bertrand KZ, Bialik M, Virdee K, Gros A, Bar-Yam Y (2013) Sentiment in New York City: a high resolution spatial and temporal view. arXiv:1308.5010 Bertrand KZ, Bialik M, Virdee K, Gros A, Bar-Yam Y (2013) Sentiment in New York City: a high resolution spatial and temporal view. arXiv:1308.5010
go back to reference Brandes U (2001) A faster algorithm for betweenness centrality. J Math Sociol 25(2):163–177MATHCrossRef Brandes U (2001) A faster algorithm for betweenness centrality. J Math Sociol 25(2):163–177MATHCrossRef
go back to reference Bruns A, Burgess JE (2011) The use of Twitter hashtags in the formation of ad hoc publics. 6th European Consortium for political research general conference, University of Iceland, Reykjavik Bruns A, Burgess JE (2011) The use of Twitter hashtags in the formation of ad hoc publics. 6th European Consortium for political research general conference, University of Iceland, Reykjavik
go back to reference Castells M (2008) The new public sphere: Global civil society, communication networks, and global governance. Ann Am Acad Political Social Sci 616(1):78–93CrossRef Castells M (2008) The new public sphere: Global civil society, communication networks, and global governance. Ann Am Acad Political Social Sci 616(1):78–93CrossRef
go back to reference Chung JE, Mustafaraj E (2011) Can collective sentiment expressed on Twitter predict political elections?. In: Burgard W, Roth D (eds) Proceedings of the 25th AAAI conference on artificial intelligence (AAAI 2011). AAAI Press, Menlo Park, pp 1768–1769 Chung JE, Mustafaraj E (2011) Can collective sentiment expressed on Twitter predict political elections?. In: Burgard W, Roth D (eds) Proceedings of the 25th AAAI conference on artificial intelligence (AAAI 2011). AAAI Press, Menlo Park, pp 1768–1769
go back to reference Conover M, Ratkiewicz J et al (2011) Political polarization on twitter. In: Proceedings 5th International AAAI conference on weblogs and social media (ICWSM) Conover M, Ratkiewicz J et al (2011) Political polarization on twitter. In: Proceedings 5th International AAAI conference on weblogs and social media (ICWSM)
go back to reference Crismore A, Markannen R, Steffensen M (1993) Metadiscourse in persuasive writing: a study of texts written by American and Finnish University students. Writ Commun 10(1):39–71CrossRef Crismore A, Markannen R, Steffensen M (1993) Metadiscourse in persuasive writing: a study of texts written by American and Finnish University students. Writ Commun 10(1):39–71CrossRef
go back to reference Cunha E, Magno G, Comarela G, Almeida V, Gonçalves MA, Benevenuto F (2011) Analyzing the dynamic evolution of hashtags on twitter: a language-based approach. In: Proceedings of the workshop on language in social media (LSM 2011), pp 58–65 Cunha E, Magno G, Comarela G, Almeida V, Gonçalves MA, Benevenuto F (2011) Analyzing the dynamic evolution of hashtags on twitter: a language-based approach. In: Proceedings of the workshop on language in social media (LSM 2011), pp 58–65
go back to reference Cunha E, Magno G, Almeida V, Gonçalves MA, Benevenuto F (2012) A gender based study of tagging behavior in twitter. In: Proceedings of the 23rd ACM conference on hypertext and social media. ACM, pp 323–324 Cunha E, Magno G, Almeida V, Gonçalves MA, Benevenuto F (2012) A gender based study of tagging behavior in twitter. In: Proceedings of the 23rd ACM conference on hypertext and social media. ACM, pp 323–324
go back to reference Dodds PS, Danforth CM (2010) Measuring the happiness of large-scale written expression: songs, blogs, and presidents. J Happiness Stud 11(4):441–456CrossRef Dodds PS, Danforth CM (2010) Measuring the happiness of large-scale written expression: songs, blogs, and presidents. J Happiness Stud 11(4):441–456CrossRef
go back to reference Freeman LC (1979) Centrality in social networks: conceptual clarifications. Soc Netw 1(3):215–239CrossRef Freeman LC (1979) Centrality in social networks: conceptual clarifications. Soc Netw 1(3):215–239CrossRef
go back to reference Georgakopoulou A (2013) Narrative analysis and computer-mediated communication. In: Herring S, Stein D, Virtanen T (eds) Pragmatics of computer-mediated communication. Mouton, Berlín, pp 695–715 Georgakopoulou A (2013) Narrative analysis and computer-mediated communication. In: Herring S, Stein D, Virtanen T (eds) Pragmatics of computer-mediated communication. Mouton, Berlín, pp 695–715
go back to reference Gitlin T (1980) The whole world is watching: mass media in the making and unmaking of the new left. University of California Press, Berkeley Gitlin T (1980) The whole world is watching: mass media in the making and unmaking of the new left.  University of California Press, Berkeley
go back to reference Gruzd A, Doiron S, Mai P (2011) Is happiness contagious online? A case of Twitter and the 2010 Winter Olympics. In: Proceedings of the 44th Hawaii international conference on system sciences. IEEE Computer Society, Washington, DC Gruzd A, Doiron S, Mai P (2011) Is happiness contagious online? A case of Twitter and the 2010 Winter Olympics. In: Proceedings of the 44th Hawaii international conference on system sciences. IEEE Computer Society, Washington, DC
go back to reference Habert B, Nazarenko A, Salem A (1997) Les linguistiques de corpus. Armand colin, Paris Habert B, Nazarenko A, Salem A (1997) Les linguistiques de corpus. Armand colin, Paris
go back to reference Herrero R (2000) La terminología del análisis de redes: problemas de definición y de traducción. Política y sociedad 33:199–206MathSciNet Herrero R (2000) La terminología del análisis de redes: problemas de definición y de traducción. Política y sociedad 33:199–206MathSciNet
go back to reference Heverin T, Zach L (2012) Use of microblogging for collective sense making during violent crises: a study of three campus shootings. J Am Soc Inform Sci Technol 63(1):34–47CrossRef Heverin T, Zach L (2012) Use of microblogging for collective sense making during violent crises: a study of three campus shootings. J Am Soc Inform Sci Technol 63(1):34–47CrossRef
go back to reference Honeycutt C, Herring SC (2009) Beyond microblogging: conversation and collaboration via Twitter. 42nd Hawaii international conference on system sciences, Hawaii, pp 1–10 Honeycutt C, Herring SC (2009) Beyond microblogging: conversation and collaboration via Twitter. 42nd Hawaii international conference on system sciences, Hawaii, pp 1–10
go back to reference Hotho A, Nürnberger A, Paaß G (2005) A brief survey of text mining. Ldv Forum 20(1):19–62 Hotho A, Nürnberger A, Paaß G (2005) A brief survey of text mining. Ldv Forum 20(1):19–62
go back to reference Hyland K, Tse P (2004) Metadiscourse in academic writing. Appl Linguist 25(2):156–177CrossRef Hyland K, Tse P (2004) Metadiscourse in academic writing. Appl Linguist 25(2):156–177CrossRef
go back to reference Kramer ADI (2010) An unobtrusive behavioral model of “Gross National Happiness”. In: Proceedings of CHI 2010. ACM Press, New York, pp 287–290 Kramer ADI (2010) An unobtrusive behavioral model of “Gross National Happiness”. In: Proceedings of CHI 2010. ACM Press, New York, pp 287–290
go back to reference Kwak H, Lee C, Park H, Moon S (2010) What is Twitter, a social network or a news media? In: Proceedings of the 19th international conference on World Wide Web. ACM, pp 591–600 Kwak H, Lee C, Park H, Moon S (2010) What is Twitter, a social network or a news media? In: Proceedings of the 19th international conference on World Wide Web. ACM, pp 591–600
go back to reference Lampos V, Lansdall-Welfare T, Araya R, Cristianini N (2013) Analysing mood patterns in the United Kingdom through Twitter content. arXiv preprint arXiv:1304.5507 Lampos V, Lansdall-Welfare T, Araya R, Cristianini N (2013) Analysing mood patterns in the United Kingdom through Twitter content. arXiv preprint arXiv:1304.5507
go back to reference Martínez V, González VM (2013) Sentiment characterization of an urban environment via Twitter. In: Urzaiz G, Ochoa SF, Bravo J, Chen LL, Oliveira J (eds) Ubiquitous computing and ambient intelligence. Context-awareness and context-driven interaction. Springer International Publishing, Cham, pp 394–397CrossRef Martínez V, González VM (2013) Sentiment characterization of an urban environment via Twitter. In: Urzaiz G, Ochoa SF, Bravo J, Chen LL, Oliveira J (eds) Ubiquitous computing and ambient intelligence. Context-awareness and context-driven interaction. Springer International Publishing, Cham, pp 394–397CrossRef
go back to reference Orihuela JL (2006) La revolución de los blogs. Cuando las bitácoras se convirtieron en el medio de comunicación de la gente. La Esfera de los Libros, Madrid, 20fbb06, ISBN: 84-9734-498-7, p 283 Orihuela JL (2006) La revolución de los blogs. Cuando las bitácoras se convirtieron en el medio de comunicación de la gente. La Esfera de los Libros, Madrid, 20fbb06, ISBN: 84-9734-498-7, p 283
go back to reference Peirce CS (1931) Collected writings (8 Vols.). Ed. Charles Hartshorne, Paul Weiss & Arthur W Burks. Harvard University Press, Cambridge Peirce CS (1931) Collected writings (8 Vols.). Ed. Charles Hartshorne, Paul Weiss & Arthur W Burks. Harvard University Press, Cambridge
go back to reference Poell T, de Kloet J, Zeng G (2014) Will the real Weibo please stand up? Chinese online contention and actor-network theory. Chin J Commun 7(1):1–18CrossRef Poell T, de Kloet J, Zeng G (2014) Will the real Weibo please stand up? Chinese online contention and actor-network theory. Chin J Commun 7(1):1–18CrossRef
go back to reference Rodrigues BGA, Silva IS, Zaki M, Meira Jr W, Prates RO, Veloso A (2012) Characterizing the effectiveness of twitter hashtags to detect and track online population sentiment. In: CHI'12 Extended Abstracts on Human Factors in Computing Systems, ACM, pp 2621–2626 Rodrigues BGA, Silva IS, Zaki M, Meira Jr W, Prates RO, Veloso A (2012) Characterizing the effectiveness of twitter hashtags to detect and track online population sentiment. In: CHI'12 Extended Abstracts on Human Factors in Computing Systems, ACM, pp 2621–2626
go back to reference Romero D, Meeder B, Kleinberg J (2011) Differences in the mechanics of information diffusion across topics: idioms, political hashtags, and complex contagion on Twitter. International world wide web conference (WWW 2011). Hyderabad, India Romero D, Meeder B, Kleinberg J (2011) Differences in the mechanics of information diffusion across topics: idioms, political hashtags, and complex contagion on Twitter. International world wide web conference (WWW 2011). Hyderabad, India
go back to reference Russell A (2011) The Arab spring extra-national information flows, social media and the 2011 Egyptian uprising. Int J Commun 5:10 Russell A (2011) The Arab spring extra-national information flows, social media and the 2011 Egyptian uprising. Int J Commun 5:10
go back to reference Singh MP (2000) A social semantics for agent communication languages. In: Dignum F, Chaib-draa B, Weigand H (eds) Issues in agent communication. Proceedings of the IJCAI-99 Workshop on Agent Communication Languages, Springer, Berlin, pp 31–45 Singh MP (2000) A social semantics for agent communication languages. In: Dignum F, Chaib-draa B, Weigand H (eds) Issues in agent communication.  Proceedings of the IJCAI-99 Workshop on Agent Communication Languages, Springer, Berlin, pp 31–45
go back to reference Wijaya V, Erwin A, Galinium M, Muliady W (2013) Automatic mood classification of Indonesian tweets using linguistic approach. 2013 international conference on information technology and electrical engineering (ICITEE), IEEE, pp 41–46 Wijaya V, Erwin A, Galinium M, Muliady W (2013) Automatic mood classification of Indonesian tweets using linguistic approach. 2013 international conference on information technology and electrical engineering (ICITEE), IEEE, pp 41–46
go back to reference Zappavigna M (2011) Ambient affiliation: a linguistic perspective on Twitter. New Media Soc 13(5):788–806CrossRef Zappavigna M (2011) Ambient affiliation: a linguistic perspective on Twitter. New Media Soc 13(5):788–806CrossRef
Metadata
Title
Detecting sociosemantic communities by applying social network analysis in tweets
Authors
Rocío Abascal-Mena
Rose Lema
Florence Sèdes
Publication date
01-12-2015
Publisher
Springer Vienna
Published in
Social Network Analysis and Mining / Issue 1/2015
Print ISSN: 1869-5450
Electronic ISSN: 1869-5469
DOI
https://doi.org/10.1007/s13278-015-0280-2

Other articles of this Issue 1/2015

Social Network Analysis and Mining 1/2015 Go to the issue

Premium Partner