References
- Allahyari, Mehdi, Pouriyeh, Seyedamin, Assefi, Mehdi, Safaei, Saied, Trippe, Elizabeth D., Gutierrez, Juan B., and Kochut, Krys. 2017. “A brief Survey of Text Mining: Classification, Clustering and Extraction Techniques.” arXiv preprint arXiv: 1707.02919.
- Altbach, Philip. 2004. “The Cost and Benefits of World Class Universities”. Journal of Higher Education: 5–8.
- Andrzejewski, David, Xiaojin Zhu, and Mark Craven. 2009. “Incorporating Domain Knowledge Into Topic Modeling via Dirichlet Forest Priors.” Proceedings of the International Conference on Machine Learning 382 (26): 25–32. doi:https://doi.org/10.1145/1553374.1553378.
- Aresi, Giovanni, Simon Moore, and Elena Marta. 2016. “Drinking, Drug use, and Related Consequences among University Students Completing Study Abroad Experiences: a Systematic Review.” Substance use & Misuse 51 (14): 1888–904. doi:https://doi.org/10.1080/10826084.2016.1201116 . doi: https://doi.org/10.1080/10826084.2016.1201116
- Bakhtin, M. M. 1981. (1934–1941) The Dialogic Imagination. Four essays. Edited by Michael Holquist and Translated by Caryl Emerson and Michael Holquist. Austin: University of Texas Press.
- Bauer, Martin W., Aude Biquelet, and Ahmet K. Süerdem. eds. 2014. “Text Analysis – An Introductory Manifesto, Textual Analysis.” SAGE Benchmarks in Social Research Methods (1): xxi–xlvii. London: Sage.
- Beerkens, Maarja, Manuel Souto-Otero, Hans de Wit, and Jeroen Huisman. 2016. “Similar Students and Different Countries? An Analysis of the Barriers and Drivers for Erasmus Participation in Seven Countries.” Journal of Studies in International Education 20 (2): 184–204. doi: https://doi.org/10.1177/1028315315595703
- Blei, David M., Andrew Y. Ng, and Michael I. Jordan. 2003. “Latent Dirichlet Allocation.” Journal of Machine Learning Research, 3: 993–1022.
- Blei, David M. 2012. “Probabilistic Topic Models.” Communications of the ACM 55 (4): 77–84. doi: https://doi.org/10.1145/2133806.2133826
- Blei, David M., and John D. Lafferty. 2009. “Text Mining”. In Text Mining. Classification, Clustering, and Applications edited by A. N. Srivastava and M. Sahami, 71–94. Boca Raton, FL: Chapman & Hall/CRC.
- Brett, Megan R. 2012. Topic Modelling: A Basic Introduction.” Journal of Digital Humanities 2 (1): 1–5.
- Chang, Jonathan, Sean Gerrish, Chong Wang, Jordan L. Boyd-Graber, and David M. Blei. 2009. “Reading Tea Leaves: How Humans Interpret Topic Models.” Advances in Neural Information Processing Systems 31: 288–96.
- Charmaz, Kathy. 2014. Constructing Grounded Theory. 2nd ed. Thousand Oaks, CA: Sage.
- Clark, Nick. 2009. “What Defines an International Student? A Look Behind the Numbers.” WENR: World Education News and Reviews. Accessed November 19 2019. https://wenr.wes.org/2009/09/wenr-september-2009-feature
- Cummings, William K. 1993. “Global Trends in Overseas Study.” In International Investment in Human Capital: Overseas Education for Development, edited by Craufurd D. Goodwin, 278 IIE Research Report (24): 31–46. New York: Institute of International Education.
- De Wit, Hans. 2008. “Changing Dynamics in International Student Circulation: Meanings, Push and Pull Factors, Trends, and Data.” In The Dynamics of International Student Circulation in a Global Context, edited by Hans de Wit, Pawan Agarwal, Mohsen Elmahdy Said, Molatlhegi T. Sehoole, and Muhammad Sirozi, 15–46. Rotterdam: Sense.
- DiMaggio, Paul. 2015. “Adapting Computational Text Analysis to Social Science (and vice versa).” Big Data & Society, 2 (2): 1–5. doi: https://doi.org/10.1177/2053951715602908.
- DiMaggio, Paul, Manish Nag, and David Blei. 2013. “Exploiting Affinities Between Topic Modeling and the Sociological Perspective on Culture: Application to Newspaper Coverage of U.S. Government Arts Funding.” Poetics 41 (6): 570–606. doi: https://doi.org/10.1016/j.poetic.2013.08.004
- European Commission. 2015. “Erasmus+ programme Statistics.” Accessed June, 2017. https://ec.europa.eu/programmes/erasmus-plus/about/statistics_en.
- Gerlach, Martin, Tiago P. Peixoto, and Eduardo G. Altmann. 2018. “A Network Approach to Topic Models.” Science Advances 4 (7): eaaq1360. doi: https://doi.org/10.1126/sciadv.aaq1360
- Graham, Shawn, and Robert Blades. 2013 “Mining the open web with “looted heritage”. Accessed 7 June 2014. https://electricarchaeology.ca/2012/06/08/mining-the-open-web-with-looted-heritage-draft/.
- Griffiths, Thomas L., and Mark Steyvers. 2004. “Finding Scientific Topics.” Proceedings of the National Academy of Sciences 101 (1): 5228–35. doi: https://doi.org/10.1073/pnas.0307752101
- Hannigan, Timothy R, Richard Franciscus Johannes Haans, Keyvan Vakili, Hovig Tchalian, Vern Glaser, Milo Wang, Sarah Kaplan, and P. Devereaux Jennings. 2019. “Topic Modeling in Management Research: Rendering New Theory From Textual Data.” Academy of Management Annals 13 (2): 586–632. doi: https://doi.org/10.5465/annals.2017.0099
- Ignatow, Gabe. 2016. “Theoretical Foundations for Digital Text Analysis.” Journal for the Theory of Social Behavior 46 (1): 104–20. doi:https://doi.org/10.1111/jtsb.12086.
- Jones, Elspeth. 2017. “Problematising and Reimagining the Notion of ‘International Student Experience.” Studies in Higher Education 42 (5): 933–43. doi: https://doi.org/10.1080/03075079.2017.1293880
- Kelo, Maria, Ulrich Teichler, and Bernd Wächter. 2006. “Toward Improved Data on Student Mobility in Europe: Findings and Concepts of the Eurodata Study.” Journal of Studies in International Education 10 (3): 194–223. doi: https://doi.org/10.1177/1028315306288755
- Kirschenbaum, Matthew G. 2007, October 5. “The Remaking of Reading: Data Mining and the Digital Humanities.” The national science foundation symposium on next generation of data mining and cyber-enabled discovery for innovation, Baltimore, MD.
- Maunimo Project. 2012. “Mapping University Mobility of Staff and Students.” Accessed June, 2015. http://www.maunimo.eu/index.php/mobility-definitions.
- McCallum, Andrew K. 2002. “Mallet: A Machine Learning for Language Toolkit.” https://people.cs.umass.edu/~mccallum/mallet/.
- Mohr, John W., and Petro Bogdanov. 2013. “Introduction –Topic Models: What They are and why They Matter.” Poetics 41: 545–69. doi: https://doi.org/10.1016/j.poetic.2013.10.001
- OECD. “Education at a glance 2015.” OECD Indicators. Paris: OECD.
- Perez-Encinas, Adriana. 2018. “A Collaborative Approach in the Internationalisation Cycle of Higher Education Institutions.” European Higher Education Area: The Impact of Past and Future Policies. 107–118. Springer, Cham.
- Perez-Encinas, Adriana, and Jesus Rodriguez-Pomeda. 2018. “International Students’ Perceptions of Their Needs When Going Abroad: Services on Demand.” Journal of Studies in International Education 22 (1): 20–36. doi: https://doi.org/10.1177/1028315317724556
- Perez-Encinas, Adriana, and Jesus Rodriguez-Pomeda. 2018b. “A Probabilistic Approach to Studies in Higher Education..” In Theory and Method in Higher Education Research, vol. 4, edited by J. Huisman and M. Tight, 19–30. Bingley: Emerald.
- Ramage, Daniel, Evan Rosen, Jason Chuang, Christopher D. Manning, and Daniela A. McFarland. 2009. Topic Modeling for the Social Sciences. NIPS 2009 Workshop on Applications for Topic Models, Dec. 11–12; Whistler, BC, Canada.
- Rodriguez-Pomeda, Jesus, and Fernando Casani. 2016. “Legitimating the World-Class University Concept Through the Discourse of Elite Universities’ Presidents.” Higher Education Research & Development 35 (6): 1269–83. https://doi.org/10.1080/07294360.2016.1160877.
- Rodríguez González, Carlos, Ricardo Bustillo Mesanza, and Petr Mariel. 2011. “The Determinants of International Student Mobility Flows: an Empirical Study on the Erasmus Programme.” Higher Education 62 (4): 413–30. doi: https://doi.org/10.1007/s10734-010-9396-5
- Roy, Megha, Zhengrong Lu, and Bryce Loo. 2016. The International Student Experience: A Crucial Domain of Recruitment and Retention. New York: World Education Services.
- Souto-Otero, Manuel, Jeroen Huisman, Maarja Beerkens, Hans De Wit, and Suncica Vujic. 2013. “Barriers to International Student Mobility Evidence From the Erasmus Programme.” Educational Researcher 42 (2): 70–77. doi: https://doi.org/10.3102/0013189X12466696
- Van der Beek, Charline, and Joran Van Aart. 2014. Key Influencers of International Students Satisfaction in Europe. Eindhoven: StudyPortals.
- Whetten, David A. 1989. “What Constitutes a Theoretical Contribution?” Academy of Management Review 14 (4): 490–5. doi: https://doi.org/10.2307/258554