Discovery of Emergent Issues and Controversies in Anthropology Using Text Mining, Topic Modeling, and Social Network Analysis of Microblog Content

作者: Ben Marwick

DOI: 10.1016/B978-0-12-411511-8.00003-7

关键词:

摘要: R is a convenient tool for analyzing text content to discover emergent issues and controversies in diverse corpora. In this case study, I investigate the use of Twitter at major conference professional academic anthropologists. Using identify demographics community, structure community Twitter-using anthropologists, topics that dominate messages. describe series statistical methods handling large corpus messages might otherwise be impractical analyze. A key finding transformative effect academia easily enable spontaneous formation information-sharing communities bound by an interest event or topic.

参考文章(43)
Alexandre Passant, Julie Letierce, John G. Breslin, Stefan Decker, Using Twitter During an Academic Conference: The #iswc2009 Use-Case international conference on weblogs and social media. ,(2010)
Martin Ebner, Herbert Mühlburger, Sandra Schaffert, Mandy Schiefner, Wolfgang Reinhardt, Steve Wheeler, Getting granular on Twitter: Tweets from a conference and their limited usefulness for non-participants IFIP International Conference on Key Competencies in the Knowledge Society. pp. 102- 113 ,(2010) , 10.1007/978-3-642-15378-5_10
Norman K. Denzin, Yvonna S. Lincoln, Handbook of Qualitative Research. Second Edition. Sage Publications, Inc., 2455 Teller Road, Thousand Oaks, California 91320 ($130). Tel: 800-818-7243 (Toll Free); Fax: 800-583-2665 (Toll Free); e-mail; order@sagepub.com; Web site: http://www.sagepub.com/.. ,(2000)
Emile Durkheim, The division of labor in society Columbia Law Review. ,vol. 35, pp. 55- 64 ,(1935) , 10.4324/9780429499838-5
Shaozhi Ye, S. Felix Wu, Measuring message propagation and social influence on Twitter.com social informatics. ,vol. 6430, pp. 216- 231 ,(2010) , 10.1007/978-3-642-16567-2_16
Gery W. Ryan, H. Russell Bernard, Data Management and Analysis Methods SAGE Publications. ,(2000)
Bettina Grün, Kurt Hornik, topicmodels: An R Package for Fitting Topic Models Journal of Statistical Software. ,vol. 40, pp. 1- 30 ,(2011) , 10.18637/JSS.V040.I13
Carter T. Butts, Social Network Analysis with sna Journal of Statistical Software. ,vol. 24, pp. 1- 51 ,(2008) , 10.18637/JSS.V024.I06
David M Blei, Andrew Y Ng, Michael I Jordan, None, Latent dirichlet allocation Journal of Machine Learning Research. ,vol. 3, pp. 993- 1022 ,(2003) , 10.5555/944919.944937
Matthew B. Miles, A. Michael Huberman, Data management and analysis methods. Sage Publications, Inc. ,(1994)