Skip to main content
Top

2020 | OriginalPaper | Chapter

Topic Modeling of Twitter Conversations: The Case of the National University of Colombia

Authors : Eliana Sanandres, Raimundo Abello, Camilo Madariaga

Published in: Text Analytics

Publisher: Springer International Publishing

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

search-config
loading …

Abstract

Topic modeling provides a useful method for finding symbolic representations of ongoing social events, which represent claims about the shape of social reality, its causes and the responsibility for action such causes imply. It has received special attention among social researchers in the last decade. During this time, Twitter has acted as the most common platform for people to share narratives about social events. This study proposes Latent Dirichlet Allocation (LDA) based topic modeling of Twitter conversations to determine the topics shared on Twitter about the financial crisis in the National University of Colombia. We downloaded all tweets that included the hashtag #CrisisUNAL (UNAL is the Spanish acronym for National University of Colombia) using the Twitter API interface and analyzed over 45,000 tweets published between 2011 and 2015. The results illustrate the strength of topic modeling for analyzing large text corpora and provide a way to study new emerging information that people share on Twitter.

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
2.
go back to reference Alexander J (2004) Toward a theory of cultural trauma. In Alexander J, Eyerman R, Giesen B, Smelser N, Sztompka P (eds) Cultural trauma and collective identity. University of California Press, California Alexander J (2004) Toward a theory of cultural trauma. In Alexander J, Eyerman R, Giesen B, Smelser N, Sztompka P (eds) Cultural trauma and collective identity. University of California Press, California
3.
go back to reference Atkinson C (2009) The backchannel: how audiences are using Twitter and social media and changing presentations forever. New Riders, Berkeley Atkinson C (2009) The backchannel: how audiences are using Twitter and social media and changing presentations forever. New Riders, Berkeley
4.
5.
go back to reference Chandelier M, Steuckardt A, Mathevet R, Diwersy S, Gimenez O (2018) Content analysis of newspaper coverage of wolf recolonization in France using structural topic modeling. Biol Cons 220:254–261CrossRef Chandelier M, Steuckardt A, Mathevet R, Diwersy S, Gimenez O (2018) Content analysis of newspaper coverage of wolf recolonization in France using structural topic modeling. Biol Cons 220:254–261CrossRef
6.
go back to reference Congreso de Colombia (2013) LEY No. 1697 20 DIC 2013 Por la cual se crea la estampilla pro Universidad Nacional de Colombia y demás universidades estatales de Colombia, Bogotá Congreso de Colombia (2013) LEY No. 1697 20 DIC 2013 Por la cual se crea la estampilla pro Universidad Nacional de Colombia y demás universidades estatales de Colombia, Bogotá
7.
go back to reference Curioso W, AlvaradoVásquez E, CalderónAnyosa R (2011) Usando Twitter para promover la educación continua y la investigación en salud en el Perú. Rev Peru Med Exp Salud Publica 28(1):163−164 Curioso W, Alvarado­Vásquez E, Calderón­Anyosa R (2011) Usando Twitter para promover la educación continua y la investigación en salud en el Perú. Rev Peru Med Exp Salud Publica 28(1):163−164
8.
go back to reference DiMaggio P, Nag M, Blei D (2013) Exploiting affinities between topic modeling and the sociological perspective on culture: application to newspaper coverage of US government arts funding. Poetics 41(6):570–606CrossRef DiMaggio P, Nag M, Blei D (2013) Exploiting affinities between topic modeling and the sociological perspective on culture: application to newspaper coverage of US government arts funding. Poetics 41(6):570–606CrossRef
9.
go back to reference Ebner M, Lienhardt C, Rohs M, Meyer I (2010) Microblogs in higher education—a chance to facilitate informal and processoriented learning? Comput Educ 55(1):92–100CrossRef Ebner M, Lienhardt C, Rohs M, Meyer I (2010) Microblogs in higher education—a chance to facilitate informal and process­oriented learning? Comput Educ 55(1):92–100CrossRef
10.
go back to reference El Espectador (2011) Universidades con ánimo de lucro, apuesta del gobierno, Mar 10 El Espectador (2011) Universidades con ánimo de lucro, apuesta del gobierno, Mar 10
12.
go back to reference Fields E (2010) A unique Twitter use for reference services. Library Hi Tech News 27(6/7):14–15CrossRef Fields E (2010) A unique Twitter use for reference services. Library Hi Tech News 27(6/7):14–15CrossRef
13.
go back to reference Fligstein N, Brundage JS, Schultz M (2014) Why the federal reserve failed to see the financial crisis of 2008: the role of “Macroeconomics” as a sense making and cultural frame. IRLE working paper no 111–14 Fligstein N, Brundage JS, Schultz M (2014) Why the federal reserve failed to see the financial crisis of 2008: the role of “Macroeconomics” as a sense making and cultural frame. IRLE working paper no 111–14
15.
go back to reference Griffiths T, Steyvers M (2004) Finding scientific topics. Proc Nat Acad Sci 5228–5235 Griffiths T, Steyvers M (2004) Finding scientific topics. Proc Nat Acad Sci 5228–5235
17.
go back to reference Himelboim I, McCreery S, Smith M (2013) Birds of a feather tweet together: integrating network and content analyses to examine cross-ideology exposure on Twitter. J Comput Mediated Commun 18(2):154–174CrossRef Himelboim I, McCreery S, Smith M (2013) Birds of a feather tweet together: integrating network and content analyses to examine cross-ideology exposure on Twitter. J Comput Mediated Commun 18(2):154–174CrossRef
18.
go back to reference Hornik K, Grün B (2011) Topicmodels: an R package for fitting topic models. J Stat Softw 40(13):1–30 Hornik K, Grün B (2011) Topicmodels: an R package for fitting topic models. J Stat Softw 40(13):1–30
20.
go back to reference Kovanović V, Joksimović S, Gašević D, Siemens G, Hatala M (2015) What public media reveals about MOOCs: a systematic analysis of news reports. Br J Educ Technol 46(3):510–527CrossRef Kovanović V, Joksimović S, Gašević D, Siemens G, Hatala M (2015) What public media reveals about MOOCs: a systematic analysis of news reports. Br J Educ Technol 46(3):510–527CrossRef
22.
go back to reference Ministry of National Education (2010) Proposal for the education reform in Colombia, Apr 12 Ministry of National Education (2010) Proposal for the education reform in Colombia, Apr 12
23.
go back to reference Mohr J, Bogdanov P (2013) Topic models: what they are and why they matter. Poetics 41(6):545–569CrossRef Mohr J, Bogdanov P (2013) Topic models: what they are and why they matter. Poetics 41(6):545–569CrossRef
25.
go back to reference National University of Colombia (2014) Estadísticas e indicadores de la Universidad Nacional de Colombia, 19. ISSN 2357-5646 National University of Colombia (2014) Estadísticas e indicadores de la Universidad Nacional de Colombia, 19. ISSN 2357-5646
26.
go back to reference Newman D, Block S (2006) Probabilistic topic decomposition of an eighteenth-century American newspaper. J Assoc Inf Sci Technol 57(6):753–767CrossRef Newman D, Block S (2006) Probabilistic topic decomposition of an eighteenth-century American newspaper. J Assoc Inf Sci Technol 57(6):753–767CrossRef
27.
go back to reference Prieto J, Rubio R (2018) Comunicación cultural de masas. El caso del Instituto Cervantes y su diplomacia digital a través de Twitter. Commun Soc 31(3):239–259 Prieto J, Rubio R (2018) Comunicación cultural de masas. El caso del Instituto Cervantes y su diplomacia digital a través de Twitter. Commun Soc 31(3):239–259
28.
go back to reference Sanandres E, Otálora J (2015) Application of topic modeling for trauma studies: the case of Chevron in Ecuador. Invest Desarrollo 23(2):228–255CrossRef Sanandres E, Otálora J (2015) Application of topic modeling for trauma studies: the case of Chevron in Ecuador. Invest Desarrollo 23(2):228–255CrossRef
29.
go back to reference Semana (2011) Reforma a la Ley 30: por qué sí, por qué no, Apr 1 Semana (2011) Reforma a la Ley 30: por qué sí, por qué no, Apr 1
30.
go back to reference Steyvers M, Griffiths T (2007) Probabilistic topic models. In: Handbook of latent semantic analysis, vol 427, no 7, pp 424–440 Steyvers M, Griffiths T (2007) Probabilistic topic models. In: Handbook of latent semantic analysis, vol 427, no 7, pp 424–440
31.
go back to reference Xiong F, Liu Y (2014) Opinion formation on social media: an empirical approach. Chaos Interdisc J Nonlinear Sci 24(1):013130 Xiong F, Liu Y (2014) Opinion formation on social media: an empirical approach. Chaos Interdisc J Nonlinear Sci 24(1):013130
32.
go back to reference Yang T, Torget A, Mihalcea R (2011) Topic modeling on historical newspapers. In: Zervanou K, Lendvai P (eds) LaTeCH ’11 Proceedings of the 5th ACL-HLT workshop on language technology for cultural heritage, social sciences, and humanities, pp 96–104 Yang T, Torget A, Mihalcea R (2011) Topic modeling on historical newspapers. In: Zervanou K, Lendvai P (eds) LaTeCH ’11 Proceedings of the 5th ACL-HLT workshop on language technology for cultural heritage, social sciences, and humanities, pp 96–104
Metadata
Title
Topic Modeling of Twitter Conversations: The Case of the National University of Colombia
Authors
Eliana Sanandres
Raimundo Abello
Camilo Madariaga
Copyright Year
2020
DOI
https://doi.org/10.1007/978-3-030-52680-1_19

Premium Partner