Possibility of discourse analysis using topic modeling

Journal of Asian Sociology

Volumn 48, Issue 3, 2019, Pages 321-342

  Jo, Wonkwang ^a  

^a Seoul National University   (South Korea)

Author keywords

Discourse analysis; Language data; Text mining; Topic modeling

Indexed keywords

EID: 85086512956     PISSN: 26714574     EISSN: 26718200     Source Type: Journal    
DOI: 10.21588/jas/2019.48.3.002     Document Type: Article

References (37)

1. Alvarez-Melis, David and Martin Saveski. 2016. Topic Modeling in Twitter: Aggregating Tweets by Conversations. ICWSM: 519-522.
2. Blei, David M. 2012. "Probabilistic Topic Models. " Communications of the ACM 55(4): 77-84. doi:10.1145/2133806.2133826
3. Blei, David M. and John D. Lafferty. 2006. Dynamic Topic Models. Paper presented at the Proceedings of the 23rd international conference on Machine learning.
4. Blei, David M. and John D. Lafferty. 2007. "A Correlated Topic Model of Science. " The Annals of Applied Statistics 1(1): 17-35. doi:10.1214/07-aoas114
5. Blei, David M. and John D. Lafferty. 2009. "Topic Models. " Pp. 101-124, in Text Mining: Classification, Clustering, and Applications. Chapman and Hall/CRC.
6. Blei, David M, Andrew Y. Ng and Michael I. Jordan. 2003. "Latent Dirichlet Allocation. " Journal of machine Learning research 3(Jan): 993-1022.
7. Bollen, Johan, Huina Mao and Xiaojun Zeng. 2011. "Twitter Mood Predicts the Stock Market. " Journal of Computational Science 2(1): 1-8. doi:10.1016/j.jocs.2010.12.007
8. Danner, Deborah D, David A. Snowdon and Wallace V. Friesen. 2001. "Positive Emotions in Early Life and Longevity: Findings from the Nun Study. " Journal of Personality and Social Psychology 80(5): 804-813.
9. Deleuze, Gilles. 1988. Foucault. University of Minnesota Press.
10. Dickinson, R. 2013. "Weber's Sociology of the Press and Journalism: Continuities in Contemporary Sociologies of Journalists and the Media. " Max Weber Studies 13(2): 197-215. doi:10.15543/mws/2013/2/5
11. Dosse, François. 1997. History of Structuralism: The Rising Sign, 1945-1966 (Vol. 1). U of Minnesota Press.
12. Evans, James A. and Pedro Aceves. 2016. "Machine Translation: Mining Text for Social Theory. " Annual Review of Sociology 42(1): 21-50. doi:10.1146/annurev-soc-081715-074206
13. Fortunato, Santo. 2010. "Community Detection in Graphs. " Physics Reports 486(3-5): 75-174.
14. Fortunato, Santo and Darko Hric. 2016. "Community Detection in Networks: A User Guide. " Physics reports 659: 1-44. doi:10.1016/j.physrep.2016.09.002
15. Foucault, Michel. 1971. "Orders of Discourse. " Social science information 10(2): 7-30.
16. Foucault, Michel. 1972. The Archaeology of Knowledge. London: Tavistock Publications.
17. Foucault, Michel. 1977. Discipline and Punish: The Birth of the Prison. Vintage.
18. Foucault, Michel. 1990. The History of Sexuality: An Introduction, volume I (R. Hurley, Trans.). New York: Vintage.
19. Foucault, Michel. 2002. The Order of Things: An Archaeology of the Human Sciences. Psychology Press.
20. Foucault, Michel. 2013. History of Madness. Routledge.
21. Gerlach, Martin, Tiago P. Peixoto and Eduardo G. Altmann. 2018. "A Network Approach to Topic Models. " Science advances 4(7): eaaq1360.
22. Ham, Yugeun and Seungbyeong Chae. 2012. (in Korean) Big data, gyungyoungeul bagguda [Big data changes management]. Samsung Economic Research Institute.
23. Hong, Liangjie and Brian D. Davison. 2010. Empirical Study of Topic Modeling in Twitter. Paper presented at the Proceedings of the first workshop on social media analytics.
24. James, Gareth, Daniela Witten, Trevor Hastie and Robert Tibshirani. 2013. An Introduction to Statistical Learning (Vol. 6). Springer.
25. Jónsson, Eli[dotless]as and Jake Stolee. An Evaluation of Topic Modelling Techniques for Twitter.
26. Kozlowski, Austin C., Matt Taddy and James A. Evans. 2018. The Geometry of Culture: Analyzing Meaning through Word Embeddings. ArXiv e-prints. https:// ui.adsabs.harvard.edu/#abs/2018arXiv180309288K
27. Kwartler, Ted. 2017. Text Mining in Practice with R. John Wiley & Sons.
28. Kwon, Sejeong, Meeyoung Cha and Kyomin Jung. 2017. "Rumor Detection over Varying Time Windows. " PLoS One 12(1). doi:10.1371/journal.pone.0168344
29. Lukes, Steven. 2005. Power: A Radical View (2nd). Hampshire: Palgrave Macmillan.
30. Pons, Pascal and Matthieu Latapy. 2005. Computing communities in large networks using random walks. Paper presented at the International symposium on computer and information sciences.
31. Qiang, Jipeng, Ping Chen, Tong Wang and Xindong Wung. 2017. Topic modeling over short texts by incorporating word embeddings. Paper presented at the Pacific-Asia Conference on Knowledge Discovery and Data Mining.
32. Quan, Xiaojun, Chunyu Kit, Yong Ge and Pan Sinno Jialin. 2015. Short and Sparse Text Topic Modeling via Self-Aggregation. Paper presented at the IJCAI.
33. Roberts, Margaret E, Brandon M. Stewart and Dustin Tingley. 2014. "stm: R package for structural topic models. " Journal of Statistical Software 10(2): 1-40.
34. Slater, Michael D, Marilee Long, Erwin P. Bettinghaus and Jason B. Reineke. 2008. "News Coverage of Cancer in the United States: A National Sample of Newspapers, Television, and Magazines. " Journal of health communication 13(6): 523-537.
35. Steinskog, Asbjørn, Jonas Therkelsen and Björn Gambäck. 2017. Twitter Topic Modeling by Tweet Aggregation. Paper presented at the Proceedings of the 21st Nordic Conference on Computational Linguistics.
36. Viera, Anthony J. and Joanne M. Garrett. 2005. "Understanding Interobserver Agreement: The Kappa Statistic. " Family Medicine 37(5): 360-363.
37. Yang, Z., R. Algesheimer and C. J. Tessone. 2016. "A Comparative Analysis of Community Detection Algorithms on Artificial Networks. " Sci Rep, 6, 30750. doi:10.1038/srep30750