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Computational International Relations What Can Programming, Coding and Internet Research Do for the Discipline?

Yıl 2019, , 157 - 182, 01.07.2019
https://doi.org/10.20991/allazimuth.476433

Öz

Computational Social
Science emerged as a highly technical and popular discipline in the last few
years, owing to the substantial advances in communication technology and daily
production of vast quantities of personal data. As per capita data production significantly
increased in the last decade, both in terms of its size (bytes) as well as its
detail (heartrate monitors, internet-connected appliances, smartphones), social
scientists’ ability to extract meaningful social, political and demographic
information from digital data also increased. A vast methodological gap exists
in ‘computational international relations’, which refers to the use of one or a
combination of tools such as data mining, natural language processing,
automated text analysis, web scraping, geospatial analysis and machine learning
to provide larger and better organized data to test more advanced theories of
IR. After providing an overview of the potentials of computational IR and how
an IR scholar can establish technical proficiency in computer science (such as
starting with Python, R, QGis, ArcGis or Github), this paper will focus on some
of the author’s works in providing an idea for IR students on how to think
about computational IR. The paper argues that computational methods transcend
the methodological schism between qualitative and quantitative approaches and
form a solid foundation in building truly multi-method research design.

Kaynakça

  • Ahuja, Ravindra K., Thomas L. Magnanti, and James B. Orlin. Network Flows: Theory, Algorithms, and Applications. 1 edition. Englewood Cliffs, N.J: Pearson, 1993. Alesina, Alberto, Stelios Michalopoulos, and Elias Papaioannou. “Ethnic Inequality.” Journal of Political Economy 124, no. 2 (March 4, 2016): 428–88. doi: 10.1086/685300. Alvarez, R. Michael. Computational Social Science. Cambridge University Press, 2016. Banks, David L., and Nicholas Hengartner. “Social Networks.” In Encyclopedia of Quantitative Risk Analysis and Assessment. John Wiley & Sons, Ltd, 2008. doi: 10.1002/9780470061596.risk0667. Barberá, Pablo, John T. Jost, Jonathan Nagler, Joshua A. Tucker, and Richard Bonneau. “Tweeting From Left to Right: Is Online Political Communication More Than an Echo Chamber?” Psychological Science 26, no. 10 (October 1, 2015): 1531–42. doi: 10.1177/0956797615594620. Barnes, John Arundel. Social Networks. Addison-Wesley Publishing Company, 1972. Berg, Bernd A., and Thomas Neuhaus. “Multicanonical Algorithms for First Order Phase Transitions.” Physics Letters B 267, no. 2 (September 12, 1991): 249–53. doi: 10.1016/0370-2693(91)91256-U. Bermingham, Adam, Maura Conway, Lisa McInerney, Neil O’Hare, and Alan F. Smeaton. “Combining Social Network Analysis and Sentiment Analysis to Explore the Potential for Online Radicalisation.” In Proceedings of the 2009 International Conference on Advances in Social Network Analysis and Mining, 231–236. ASONAM ’09. Washington, DC, USA: IEEE Computer Society, 2009. doi:10.1109/ASONAM.2009.31. Black, Duncan. “On Arrow’s Impossibility Theorem.” The Journal of Law and Economics 12, no. 2 (October 1, 1969): 227–48. doi: 10.1086/466667. Bonnasse-Gahot, Laurent, Henri Berestycki, Marie-Aude Depuiset, Mirta B. Gordon, Sebastian Roché, Nancy Rodriguez, and Jean-Pierre Nadal. “Epidemiological Modeling of the 2005 French Riots: A Spreading Wave and the Role of Contagion.” arXiv:1701.07479 [Physics], January 25, 2017. http://arxiv.org/abs/1701.07479. Borgatti, Stephen P., Ajay Mehra, Daniel J. Brass, and Giuseppe Labianca. “Network Analysis in the Social Sciences.” Science 323, no. 5916 (February 13, 2009): 892–95. doi: 10.1126/science.1165821. Boulding, Kenneth E. “General Systems Theory—The Skeleton of Science.” Management Science 2, no. 3 (April 1, 1956): 197–208. doi: 10.1287/mnsc.2.3.197. Breiger, Ronald L, Scott A Boorman, and Phipps Arabie. “An Algorithm for Clustering Relational Data with Applications to Social Network Analysis and Comparison with Multidimensional Scaling.” Journal of Mathematical Psychology 12, no. 3 (August 1, 1975): 328–83. doi: 10.1016/0022-2496(75)90028-0. Bright, Jonathan. “Explaining the Emergence of Echo Chambers on Social Media: The Role of Ideology and Extremism.” arXiv:1609.05003 [Physics], September 16, 2016. http://arxiv.org/abs/1609.05003. Bimber, Bruce. “Information and Political Engagement in America: The Search for Effects of Information Technology at the Individual Level.” Political Research Quarterly 54, no. 1 (March 1, 2001): 53–67. doi: 10.1177/106591290105400103. Burns, Tom R. “The Sociology of Complex Systems: An Overview of Actor-System-Dynamics Theory.” World Futures 62, no. 6 (September 1, 2006): 411–40. doi: 10.1080/02604020600798619. Caiani, Manuela, and Claudius Wagemann. “Online Networks of the Italian and German Extreme Right.” Information, Communication & Society 12, no. 1 (February 1, 2009): 66–109. doi: 10.1080/13691180802158482. Campbell, Bruce A. “Theory Building in Political Socialization: Explorations of Political Trust and Social Learning Theory.” American Politics Quarterly 7, no. 4 (October 1, 1979): 453–69. doi: 10.1177/1532673X7900700404. Carbonell, J. R. “AI in CAI: An Artificial-Intelligence Approach to Computer-Assisted Instruction.” IEEE Transactions on Man-Machine Systems 11, no. 4 (December 1970): 190–202. doi: 10.1109/TMMS.1970.299942. Castelfranchi, Cristiano. “The Theory of Social Functions: Challenges for Computational Social Science and Multi-Agent Learning.” Cognitive Systems Research 2, no. 1 (April 1, 2001): 5–38. doi: 10.1016/S1389-0417(01)00013-4. Castells, Manuel. The Rise of the Network Society: The Information Age: Economy, Society, and Culture. John Wiley & Sons, 2011. Caws, Peter. “Science, Computers, and the Complexity of Nature.” Philosophy of Science 30, no. 2 (April 1, 1963): 158–64. doi: 10.1086/287926. Chadwick, Andrew, and Philip N. Howard. Routledge Handbook of Internet Politics. Taylor & Francis, 2010. Chen, H. “Sentiment and Affect Analysis of Dark Web Forums: Measuring Radicalization on the Internet.” In 2008 IEEE International Conference on Intelligence and Security Informatics, 104–9, 2008. doi: 10.1109/ISI.2008.4565038. Christopher H. Achen. “Let’s Put Garbage-Can Regressions and Garbage-Can Probits Where They Belong.” Conflict Management and Peace Science 22, no. 4 (September 1, 2005): 327–39. doi: 10.1080/07388940500339167. Church, Kenneth W., and Robert L. Mercer. “Introduction to the Special Issue on Computational Linguistics Using Large Corpora.” Computational Linguistics 19, no. 1 (March 1993): 1–24. Clauset, Aaron, M. E. J. Newman, and Cristopher Moore. “Finding Community Structure in Very Large Networks.” Physical Review E 70, no. 6 (December 6, 2004): 66111. doi: 10.1103/PhysRevE.70.066111. Collier, David, and Henry E. Brady. Rethinking Social Inquiry: Diverse Tools, Shared Standards. Lanham, Md: Rowman & Littlefield Publishers, 2004. Collins, H. M. “The Seven Sexes: A Study in the Sociology of a Phenomenon, or the Replication of Experiments in Physics.” Sociology 9, no. 2 (May 1, 1975): 205–24. doi: 10.1177/003803857500900202. Conte, R., N. Gilbert, G. Bonelli, C. Cioffi-Revilla, G. Deffuant, J. Kertesz, V. Loreto, et al. “Manifesto of Computational Social Science.” The European Physical Journal Special Topics 214, no. 1 (November 1, 2012): 325–46. doi: 10.1140/epjst/e2012-01697-8. Cozzens, Margaret B., and Fred S. Roberts. “Computing the Boxicity of a Graph by Covering Its Complement by Cointerval Graphs.” Discrete Applied Mathematics 6, no. 3 (September 1, 1983): 217–28. doi: 10.1016/0166-218X(83)90077-X. David L. Wagner, Ronald T. Perkins, and Rein Taagepera. “Complete Solution to Richardson’s Arms Race Equations.” Journal of Peace Science 1, no. 2 (February 1, 1975): 159–72. doi: 10.1177/073889427500100206. Davies, Toby P., Hannah M. Fry, Alan G. Wilson, and Steven R. Bishop. “A Mathematical Model of the London Riots and Their Policing.” Scientific Reports 3 (February 21, 2013): 1303. doi: 10.1038/srep01303. Ellison, Nicole B., Charles Steinfield, and Cliff Lampe. “The Benefits of Facebook ‘Friends:’ Social Capital and College Students’ Use of Online Social Network Sites.” Journal of Computer-Mediated Communication 12, no. 4 (July 1, 2007): 1143–68. doi: 10.1111/j.1083-6101.2007.00367.x. Evered, Roger D. “A Typology of Explicative Models.” Technological Forecasting and Social Change 9, no. 3 (January 1, 1976): 259–77. doi: 10.1016/0040-1625(76)90011-1. Fararo, Thomas J. “Mathematical Sociology.” In The Blackwell Encyclopedia of Sociology. John Wiley & Sons, Ltd, 2007. doi: 10.1002/9781405165518.wbeosm052.pub2. Forbes, Hugh Donald, and Edward R. Tufte. “A Note of Caution in Causal Modelling.” American Political Science Review 62, no. 4 (December 1968): 1258–64. doi: 10.2307/1953917. Forelle, Michelle, Philip Howard, Andres Monroy-Hernandez, and Saiph Savage. “Political Bots and the Manipulation of Public Opinion in Venezuela.” SSRN Scholarly Paper. Rochester, NY: Social Science Research Network, July 25, 2015. https://papers.ssrn.com/abstract=2635800. Gerring, John. Social Science Methodology: A Criterial Framework. Cambridge; New York: Cambridge University Press, 2012. Gilpin, Michael E. “Spiral Chaos in a Predator-Prey Model.” The American Naturalist 113, no. 2 (February 1, 1979): 306–8. doi: 10.1086/283389. Goemans, Hein E., and Kenneth A. Schultz. “The Politics of Territorial Claims: A Geospatial Approach Applied to Africa.” International Organization 71, no. 1 (January 2017): 31–64. doi: 10.1017/S0020818316000254. Gohdes, Anita R. “Pulling the Plug: Network Disruptions and Violence in Civil Conflict.” Journal of Peace Research 52, no. 3 (May 1, 2015): 352–67. doi: 10.1177/0022343314551398. ———. “Studying the Internet and Violent Conflict.” Conflict Management and Peace Science 35, no.1 (2017): 89–106. doi: 10.1177/0738894217733878. Graham, Mark, Isis Hjorth, and Vili Lehdonvirta. “Digital Labour and Development: Impacts of Global Digital Labour Platforms and the Gig Economy on Worker Livelihoods.” Transfer: European Review of Labour and Research 23, no. 2 (May 1, 2017): 135–62. doi: 10.1177/1024258916687250. Granovetter, Mark. “The Strength of Weak Ties: A Network Theory Revisited.” Sociological Theory 1 (1983): 201–33. doi: 10.2307/202051. Gunitsky, Seva. “Corrupting the Cyber-Commons: Social Media as a Tool of Autocratic Stability.” Perspectives on Politics 13, no. 1 (March 2015): 42–54. doi: 10.1017/S1537592714003120. Guo, Weisi, Xueke Lu, Guillem Mosquera Donate, and Samuel Johnson. “The Spatial Ecology of War and Peace.” arXiv:1604.01693 [Physics], April 6, 2016. http://arxiv.org/abs/1604.01693. Hall, Peter A. “Aligning Ontology and Methodology in Comparative Research.” In Comparative Historical Analysis in the Social Sciences, edited by James Mahoney and Dietrich Rueschemeyer, 373–404. Cambridge Studies in Comparative Politics, Cambridge: Cambridge University Press, 2003. Hammond, Jesse. “Maps of Mayhem: Strategic Location and Deadly Violence in Civil War.” Journal of Peace Research, September 26, 2017, 22343317702956. doi: 10.1177/0022343317702956. Harvey, Frank P. “Practicing Coercion: Revisiting Successes and Failures Using Boolean Logic and Comparative Methods.” The Journal of Conflict Resolution 43, no. 6 (1999): 840–71. Hatipoğlu, Emre, Osman Z. Gökçe, Berkay Dinçer, and Saygın Yücel. “Sosyal Medya ve Türk Dış Politikası: Kobani Tweetleri Üzerinden Türk Dış Politikası Algısı.” Uluslararası İlişkiler 13, no. 52 (2016): 175–89. Herdan, Gustav. “Quantitative Linguistics or Generative Grammar?” Linguistics 2, no. 4 (2009): 56–65. doi: 10.1515/ling.1964.2.4.56. Hernadi, Paul. “Dual Perspective: Free Indirect Discourse and Related Techniques.” Comparative Literature 24, no. 1 (1972): 32–43. doi: 10.2307/1769380. Hox, Joop J. “Computational Social Science Methodology, Anyone?” Methodology 13, no. Supplement 1 (June 1, 2017): 3–12. doi: 10.1027/1614-2241/a000127. Hummon, Norman P., and Patrick Doreian. “Computational Methods for Social Network Analysis.” Social Networks 12, no. 4 (December 1, 1990): 273–88. doi: 10.1016/0378-8733(90)90011-W. Hurty, Walter C. “Dynamic Analysis of Structural Systems Using Component Modes.” AIAA Journal 3, no. 4 (1965): 678–85. doi: 10.2514/3.2947. Introna, Lucas D., Helen Nissenbaum. “Shaping the Web: Why the Politics of Search Engines Matters.” The Information Society 16, no. 3 (July 1, 2000): 169–85. doi: 10.1080/01972240050133634. Jackman, Simon. “Bayesian Analysis for Political Research.” Annual Review of Political Science 7, no. 1 (2004): 483–505. doi: 10.1146/annurev.polisci.7.012003.104706. Jantsch, Erich. “From Forecasting and Planning to Policy Sciences.” Policy Sciences 1, no. 1 (March 1, 1970): 31–47. doi: 10.1007/BF00145191. Kelly, John, Vladimir Barash, Karina Alexanyan, Bruce Etling, Robert Faris, Urs Gasser, and John Palfrey. “Mapping Russian Twitter.” SSRN Scholarly Paper. Rochester, NY: Social Science Research Network, March 23, 2012. https://papers.ssrn.com/abstract=2028158. King, Gary, Jennifer Pan, and Margaret E. Roberts. “How Censorship in China Allows Government Criticism but Silences Collective Expression.” American Political Science Review 107, no. 2 (May 2013): 326–43. doi: 10.1017/S0003055413000014. ———. “How the Chinese Government Fabricates Social Media Posts for Strategic Distraction, Not Engaged Argument.” American Political Science Review 111, no. 3 (August 2017): 484–501. doi: 10.1017/S0003055417000144. King, Gary, Robert O. Keohane, and Sidney Verba. Designing Social Inquiry: Scientific Inference in Qualitative Research. Princeton, N.J.: Princeton University Press, 1994. Kirby, Andrew M., and Michael D. Ward. “The Spatial Analysis of Peace and War.” Comparative Political Studies 20, no. 3 (October 1, 1987): 293–313. doi: 10.1177/0010414087020003002. Koc-Michalska, Karolina, Darren G Lilleker, Alison Smith, and Daniel Weissmann. “The Normalization of Online Campaigning in the web.2.0 Era.” European Journal of Communication 31, no. 3 (June 1, 2016): 331–50. doi: 10.1177/0267323116647236. Kollanyi, Bence, Philip N. Howard, and Samuel C. Woolley. “Bots and Automation over Twitter during the First U.S. Presidential Debate.” Data Memo. Oxford, UK: Oxford Internet Institute, October 2016. https://assets.documentcloud.org/documents/3144967/Trump-Clinton-Bots-Data.pdf. Latour, Bruno. Reassembling the Social: An Introduction to Actor-Network-Theory. Oxford: Oxford University Press, 2005. Little, Andrew T. “Communication Technology and Protest.” The Journal of Politics 78, no. 1 (December 17, 2015): 152–66. doi: 10.1086/683187. MacKay, N. J. “Lanchester Combat Models.” arXiv:math/0606300, June 13, 2006. http://arxiv.org/abs/math/0606300. Man, Reinier de. “The Use of Forecasts in Energy Policy: An Application of Rule Systems Theory to the Comparative Analysis of Public Policy Processes.” Systems Practice 2, no. 2 (June 1, 1989): 213–38. doi: 10.1007/BF01059500. Margetts, Helen, Peter John, Tobias Escher, and Stéphane Reissfelder. “Social Information and Political Participation on the Internet: An Experiment.” European Political Science Review 3, no. 3 (November 2011): 321–44. doi: 10.1017/S1755773911000129. McLoughlin, J. Brian, and Judith N Webster. “Cybernetic and General-System Approaches to Urban and Regional Research: A Review of the Literature.” Environment and Planning A 2, no. 4 (December 1, 1970): 369–408. doi: 10.1068/a020369. Mellon, Jonathan, and Christopher Prosser. “Twitter and Facebook Are Not Representative of the General Population: Political Attitudes and Demographics of British Social Media Users.” Research & Politics 4, no. 3 (July 1, 2017): 1-9. doi: 10.1177/2053168017720008. Minsky, M. “Steps toward Artificial Intelligence.” Proceedings of the IRE 49, no. 1 (January 1961): 8–30. doi: 10.1109/JRPROC.1961.287775. Mitts, Tamar. “From Isolation to Radicalization: Anti-Muslim Hostility and Support for ISIS in the West.” SSRN Scholarly Paper. Rochester, NY: Social Science Research Network, March 31, 2017. https://papers.ssrn.com/abstract=2795660. Moreno, J. L., and H. H. Jennings. “Statistics of Social Configurations.” Sociometry 1, no. 3/4 (1938): 342–74. doi: 10.2307/2785588. Mueller, Hannes, and Christopher Rauh. “Reading Between the Lines: Prediction of Political Violence Using Newspaper Text.” American Political Science Review (December 2017): 1–18. doi: 10.1017/S0003055417000570. Myers, David. “‘Anonymity Is Part of the Magic’: Individual Manipulation of Computer-Mediated Communication Contexts.” Qualitative Sociology 10, no. 3 (September 1, 1987): 251–66. doi: 10.1007/BF00988989. Newman, Nic, Richard Fletcher, Antonis Kalogeropoulos, David Levy, and Rasmus Kleis Nielsen. “Reuters Institute Digital News Report 2017.” SSRN Scholarly Paper. Rochester, NY: Social Science Research Network, June 1, 2017. https://papers.ssrn.com/abstract=3026082. Nowak, Andrzej, and Maciej Lewenstein. “Modeling Social Change with Cellular Automata.” In Modelling and Simulation in the Social Sciences from the Philosophy of Science Point of View, edited by Rainer Hegselmann,Ulrich Mueller, Klaus G. Troitzsch, 249–85. Theory and Decision Library. Springer, Dordrecht, 1996. doi: 10.1007/978-94-015-8686-3_14. Owen, Taylor. Disruptive Power: The Crisis of the State in the Digital Age. 1 edition. Oxford; New York: Oxford University Press, 2015. Palmer, Richard E. “Postmodernity and Hermeneutics.” Boundary 2 5, no. 2 (1977): 363–94. doi: 10.2307/302200. Pearl, Judea. Causality: Models, Reasoning and Inference. 2nd edition. Cambridge, U.K. ; New York: Cambridge University Press, 2009. Polgar, Steven. “Health and Human Behavior: Areas of Interest Common to the Social and Medical Sciences.” Current Anthropology 3, no. 2 (April 1, 1962): 159–205. doi: 10.1086/200266. Prior, Markus. “Media and Political Polarization.” Annual Review of Political Science 16, no. 1 (2013): 101–27. doi: 10.1146/annurev-polisci-100711-135242. Rød, Espen Geelmuyden, and Nils B. Weidmann. “Empowering Activists or Autocrats? The Internet in Authoritarian Regimes.” Journal of Peace Research 52, no. 3 (May 1, 2015): 338–51. doi: 10.1177/0022343314555782. Ruths, Derek, and Jürgen Pfeffer. “Social Media for Large Studies of Behavior.” Science 346, no. 6213 (November 28, 2014): 1063–64. doi: 10.1126/science.346.6213.1063. Schrodt, Philip A. “Beyond the Linear Frequentist Orthodoxy.” Political Analysis 14, no. 3 (July 2006): 335–39. doi: 10.1093/pan/mpj013. Seidel, John V., and Jack A. Clark. “The Ethnograph: A Computer Program for the Analysis of Qualitative Data.” Qualitative Sociology 7, no. 1–2 (March 1, 1984): 110–25. doi: 10.1007/BF00987111. Sevin, Efe. “Traditional Meets Digital: Diplomatic Processes on Social Media.” Paper presented at the ISA 2016 Conference, Atlanta, GA, March 16-19, 2016. Shapley, L. S., and Martin Shubik. “A Method for Evaluating the Distribution of Power in a Committee System.” American Political Science Review 48, no. 3 (September 1954): 787–92. doi: 10.2307/1951053. Snow, David A., and R. Machalek. “The Sociology of Conversion.” Annual Review of Sociology 10, no. 1 (1984): 167–90. doi: 10.1146/annurev.so.10.080184.001123. Spirling, Arthur. “‘Turning Points’ in the Iraq Conflict.” The American Statistician 61, no. 4 (November 1, 2007): 315–20. doi: 10.1198/000313007X247076. Squazzoni, Flaminio. “A (Computational) Social Science Perspective on Societal Transitions.” Computational and Mathematical Organization Theory 14, no. 4 (December 1, 2008): 266–82. doi: 10.1007/s10588-008-9038-y. Steinert-Threlkeld, Zachary C. “Spontaneous Collective Action: Peripheral Mobilization During the Arab Spring.” American Political Science Review 111, no. 2 (May 2017): 379–403. doi: 10.1017/S0003055416000769. Steven Bankes, Robert Lempert, and Steven Popper. “Making Computational Social Science Effective: Epistemology, Methodology, and Technology.” Social Science Computer Review 20, no. 4 (November 1, 2002): 377–88. doi: 10.1177/089443902237317. Tannenbaum, Arnold S. “An Event-Structure Approach to Social Power and to the Problem of Power Comparability.” Behavioral Science 7, no. 3 (July 1, 1962): 315–31. doi: 10.1002/bs.3830070304. Tucker, Joshua A., Yannis Theocharis, Margaret E. Roberts, and Pablo Barberá. “From Liberation to Turmoil: Social Media And Democracy.” Journal of Democracy 28, no. 4 (October 7, 2017): 46–59. doi: 10.1353/jod.2017.0064. Unver, Akin. “Can Fake News Lead to War? What the Gulf Crisis Tells Us.” War on the Rocks, June 13, 2017. https://warontherocks.com/2017/06/can-fake-news-lead-to-war-what-the-gulf-crisis-tells-us/. Unver, H. Akin. “Mapping Militant Selfies: Application of Entity Recognition/Extraction Methods to Generate Battlefield Data in Northern Syria.” presented at the Computer Science Doctoral Training Program Seminar, Oxford University, May 31, 2017. https://www.cs.ox.ac.uk/seminars/1855.html. ———. “Schrödinger’s Kurds: Transnational Kurdish Geopolitics In The Age Of Shifting Borders.” Journal of International Affairs 69, no. 2 (Spring/Summer 2016): 65–98. ———. “What Twitter Can Tell Us about the Jerusalem Protests.” Washington Post. August 2017, sec. Monkey Cage Blog. https://www.washingtonpost.com/news/monkey-cage/wp/2017/08/26/what-twitter-can-tell-us-about-the-jerusalem-protests/?utm_term=.6a8a0bd94c55. Unver, H. Akin, and Hassan Alassaad. “How Turks Mobilized Against the Coup.” Foreign Affairs, September 14, 2016. https://www.foreignaffairs.com/articles/2016-09-14/how-turks-mobilized-against-coup. Walker, Brian, Stephen Carpenter, John Anderies, Nick Abel, Graeme Cumming, Marco Janssen, Louis Lebel, Jon Norberg, Garry Peterson, and Rusty Pritchard. “Resilience Management in Social-Ecological Systems: A Working Hypothesis for a Participatory Approach.” Conservation Ecology 6, no. 1 (June 19, 2002). doi: 10.5751/ES-00356-060114. Wasserman, Stanley. Advances in Social Network Analysis: Research in the Social and Behavioral Sciences. SAGE, 1994. Webber, Bonnie Lynn, and Nils J. Nilsson. Readings in Artificial Intelligence. Los Altos, CA: Morgan Kaufmann, 2014. Wilson, A. G. “Modelling and Systems Analysis in Urban Planning.” Nature 220, no. 5171 (December 1968): 963–66. doi: 10.1038/220963a0. Woolley, Samuel C. “Automating Power: Social Bot Interference in Global Politics.” First Monday 21, no. 4 (March 10, 2016). doi: 10.5210/fm.v21i4.6161. Woolley, Samuel C., and Philip N. Howard. “Automation, Algorithms, and Politics| Political Communication, Computational Propaganda, and Autonomous Agents — Introduction.” International Journal of Communication 10, no. 0 (October 12, 2016): 9. Yasseri, Taha, and Jonathan Bright. “Wikipedia Traffic Data and Electoral Prediction: Towards Theoretically Informed Models.” EPJ Data Science 5, no. 1 (December 1, 2016): 22. doi: 10.1140/epjds/s13688-016-0083-3. Zeitzoff, Thomas. “Does Social Media Influence Conflict? Evidence from the 2012 Gaza Conflict.” Journal of Conflict Resolution 62, no. 1 (January 1, 2018): 29–63. doi: 10.1177/0022002716650925. ———. “How Social Media Is Changing Conflict.” Journal of Conflict Resolution 61, no. 9 (October 1, 2017): 1970–91. doi: 10.1177/0022002717721392. Zvonkin, A. K., and L. A. Levin. “The Complexity of Finite Objects and the Development of the Concepts of Information and Randomness by Means of the Theory of Algorithms.” Russian Mathematical Surveys 25, no. 6 (1970): 83–124. doi: 10.1070/RM1970v025n06ABEH001269.
Yıl 2019, , 157 - 182, 01.07.2019
https://doi.org/10.20991/allazimuth.476433

Öz

Kaynakça

  • Ahuja, Ravindra K., Thomas L. Magnanti, and James B. Orlin. Network Flows: Theory, Algorithms, and Applications. 1 edition. Englewood Cliffs, N.J: Pearson, 1993. Alesina, Alberto, Stelios Michalopoulos, and Elias Papaioannou. “Ethnic Inequality.” Journal of Political Economy 124, no. 2 (March 4, 2016): 428–88. doi: 10.1086/685300. Alvarez, R. Michael. Computational Social Science. Cambridge University Press, 2016. Banks, David L., and Nicholas Hengartner. “Social Networks.” In Encyclopedia of Quantitative Risk Analysis and Assessment. John Wiley & Sons, Ltd, 2008. doi: 10.1002/9780470061596.risk0667. Barberá, Pablo, John T. Jost, Jonathan Nagler, Joshua A. Tucker, and Richard Bonneau. “Tweeting From Left to Right: Is Online Political Communication More Than an Echo Chamber?” Psychological Science 26, no. 10 (October 1, 2015): 1531–42. doi: 10.1177/0956797615594620. Barnes, John Arundel. Social Networks. Addison-Wesley Publishing Company, 1972. Berg, Bernd A., and Thomas Neuhaus. “Multicanonical Algorithms for First Order Phase Transitions.” Physics Letters B 267, no. 2 (September 12, 1991): 249–53. doi: 10.1016/0370-2693(91)91256-U. Bermingham, Adam, Maura Conway, Lisa McInerney, Neil O’Hare, and Alan F. Smeaton. “Combining Social Network Analysis and Sentiment Analysis to Explore the Potential for Online Radicalisation.” In Proceedings of the 2009 International Conference on Advances in Social Network Analysis and Mining, 231–236. ASONAM ’09. Washington, DC, USA: IEEE Computer Society, 2009. doi:10.1109/ASONAM.2009.31. Black, Duncan. “On Arrow’s Impossibility Theorem.” The Journal of Law and Economics 12, no. 2 (October 1, 1969): 227–48. doi: 10.1086/466667. Bonnasse-Gahot, Laurent, Henri Berestycki, Marie-Aude Depuiset, Mirta B. Gordon, Sebastian Roché, Nancy Rodriguez, and Jean-Pierre Nadal. “Epidemiological Modeling of the 2005 French Riots: A Spreading Wave and the Role of Contagion.” arXiv:1701.07479 [Physics], January 25, 2017. http://arxiv.org/abs/1701.07479. Borgatti, Stephen P., Ajay Mehra, Daniel J. Brass, and Giuseppe Labianca. “Network Analysis in the Social Sciences.” Science 323, no. 5916 (February 13, 2009): 892–95. doi: 10.1126/science.1165821. Boulding, Kenneth E. “General Systems Theory—The Skeleton of Science.” Management Science 2, no. 3 (April 1, 1956): 197–208. doi: 10.1287/mnsc.2.3.197. Breiger, Ronald L, Scott A Boorman, and Phipps Arabie. “An Algorithm for Clustering Relational Data with Applications to Social Network Analysis and Comparison with Multidimensional Scaling.” Journal of Mathematical Psychology 12, no. 3 (August 1, 1975): 328–83. doi: 10.1016/0022-2496(75)90028-0. Bright, Jonathan. “Explaining the Emergence of Echo Chambers on Social Media: The Role of Ideology and Extremism.” arXiv:1609.05003 [Physics], September 16, 2016. http://arxiv.org/abs/1609.05003. Bimber, Bruce. “Information and Political Engagement in America: The Search for Effects of Information Technology at the Individual Level.” Political Research Quarterly 54, no. 1 (March 1, 2001): 53–67. doi: 10.1177/106591290105400103. Burns, Tom R. “The Sociology of Complex Systems: An Overview of Actor-System-Dynamics Theory.” World Futures 62, no. 6 (September 1, 2006): 411–40. doi: 10.1080/02604020600798619. Caiani, Manuela, and Claudius Wagemann. “Online Networks of the Italian and German Extreme Right.” Information, Communication & Society 12, no. 1 (February 1, 2009): 66–109. doi: 10.1080/13691180802158482. Campbell, Bruce A. “Theory Building in Political Socialization: Explorations of Political Trust and Social Learning Theory.” American Politics Quarterly 7, no. 4 (October 1, 1979): 453–69. doi: 10.1177/1532673X7900700404. Carbonell, J. R. “AI in CAI: An Artificial-Intelligence Approach to Computer-Assisted Instruction.” IEEE Transactions on Man-Machine Systems 11, no. 4 (December 1970): 190–202. doi: 10.1109/TMMS.1970.299942. Castelfranchi, Cristiano. “The Theory of Social Functions: Challenges for Computational Social Science and Multi-Agent Learning.” Cognitive Systems Research 2, no. 1 (April 1, 2001): 5–38. doi: 10.1016/S1389-0417(01)00013-4. Castells, Manuel. The Rise of the Network Society: The Information Age: Economy, Society, and Culture. John Wiley & Sons, 2011. Caws, Peter. “Science, Computers, and the Complexity of Nature.” Philosophy of Science 30, no. 2 (April 1, 1963): 158–64. doi: 10.1086/287926. Chadwick, Andrew, and Philip N. Howard. Routledge Handbook of Internet Politics. Taylor & Francis, 2010. Chen, H. “Sentiment and Affect Analysis of Dark Web Forums: Measuring Radicalization on the Internet.” In 2008 IEEE International Conference on Intelligence and Security Informatics, 104–9, 2008. doi: 10.1109/ISI.2008.4565038. Christopher H. Achen. “Let’s Put Garbage-Can Regressions and Garbage-Can Probits Where They Belong.” Conflict Management and Peace Science 22, no. 4 (September 1, 2005): 327–39. doi: 10.1080/07388940500339167. Church, Kenneth W., and Robert L. Mercer. “Introduction to the Special Issue on Computational Linguistics Using Large Corpora.” Computational Linguistics 19, no. 1 (March 1993): 1–24. Clauset, Aaron, M. E. J. Newman, and Cristopher Moore. “Finding Community Structure in Very Large Networks.” Physical Review E 70, no. 6 (December 6, 2004): 66111. doi: 10.1103/PhysRevE.70.066111. Collier, David, and Henry E. Brady. Rethinking Social Inquiry: Diverse Tools, Shared Standards. Lanham, Md: Rowman & Littlefield Publishers, 2004. Collins, H. M. “The Seven Sexes: A Study in the Sociology of a Phenomenon, or the Replication of Experiments in Physics.” Sociology 9, no. 2 (May 1, 1975): 205–24. doi: 10.1177/003803857500900202. Conte, R., N. Gilbert, G. Bonelli, C. Cioffi-Revilla, G. Deffuant, J. Kertesz, V. Loreto, et al. “Manifesto of Computational Social Science.” The European Physical Journal Special Topics 214, no. 1 (November 1, 2012): 325–46. doi: 10.1140/epjst/e2012-01697-8. Cozzens, Margaret B., and Fred S. Roberts. “Computing the Boxicity of a Graph by Covering Its Complement by Cointerval Graphs.” Discrete Applied Mathematics 6, no. 3 (September 1, 1983): 217–28. doi: 10.1016/0166-218X(83)90077-X. David L. Wagner, Ronald T. Perkins, and Rein Taagepera. “Complete Solution to Richardson’s Arms Race Equations.” Journal of Peace Science 1, no. 2 (February 1, 1975): 159–72. doi: 10.1177/073889427500100206. Davies, Toby P., Hannah M. Fry, Alan G. Wilson, and Steven R. Bishop. “A Mathematical Model of the London Riots and Their Policing.” Scientific Reports 3 (February 21, 2013): 1303. doi: 10.1038/srep01303. Ellison, Nicole B., Charles Steinfield, and Cliff Lampe. “The Benefits of Facebook ‘Friends:’ Social Capital and College Students’ Use of Online Social Network Sites.” Journal of Computer-Mediated Communication 12, no. 4 (July 1, 2007): 1143–68. doi: 10.1111/j.1083-6101.2007.00367.x. Evered, Roger D. “A Typology of Explicative Models.” Technological Forecasting and Social Change 9, no. 3 (January 1, 1976): 259–77. doi: 10.1016/0040-1625(76)90011-1. Fararo, Thomas J. “Mathematical Sociology.” In The Blackwell Encyclopedia of Sociology. John Wiley & Sons, Ltd, 2007. doi: 10.1002/9781405165518.wbeosm052.pub2. Forbes, Hugh Donald, and Edward R. Tufte. “A Note of Caution in Causal Modelling.” American Political Science Review 62, no. 4 (December 1968): 1258–64. doi: 10.2307/1953917. Forelle, Michelle, Philip Howard, Andres Monroy-Hernandez, and Saiph Savage. “Political Bots and the Manipulation of Public Opinion in Venezuela.” SSRN Scholarly Paper. Rochester, NY: Social Science Research Network, July 25, 2015. https://papers.ssrn.com/abstract=2635800. Gerring, John. Social Science Methodology: A Criterial Framework. Cambridge; New York: Cambridge University Press, 2012. Gilpin, Michael E. “Spiral Chaos in a Predator-Prey Model.” The American Naturalist 113, no. 2 (February 1, 1979): 306–8. doi: 10.1086/283389. Goemans, Hein E., and Kenneth A. Schultz. “The Politics of Territorial Claims: A Geospatial Approach Applied to Africa.” International Organization 71, no. 1 (January 2017): 31–64. doi: 10.1017/S0020818316000254. Gohdes, Anita R. “Pulling the Plug: Network Disruptions and Violence in Civil Conflict.” Journal of Peace Research 52, no. 3 (May 1, 2015): 352–67. doi: 10.1177/0022343314551398. ———. “Studying the Internet and Violent Conflict.” Conflict Management and Peace Science 35, no.1 (2017): 89–106. doi: 10.1177/0738894217733878. Graham, Mark, Isis Hjorth, and Vili Lehdonvirta. “Digital Labour and Development: Impacts of Global Digital Labour Platforms and the Gig Economy on Worker Livelihoods.” Transfer: European Review of Labour and Research 23, no. 2 (May 1, 2017): 135–62. doi: 10.1177/1024258916687250. Granovetter, Mark. “The Strength of Weak Ties: A Network Theory Revisited.” Sociological Theory 1 (1983): 201–33. doi: 10.2307/202051. Gunitsky, Seva. “Corrupting the Cyber-Commons: Social Media as a Tool of Autocratic Stability.” Perspectives on Politics 13, no. 1 (March 2015): 42–54. doi: 10.1017/S1537592714003120. Guo, Weisi, Xueke Lu, Guillem Mosquera Donate, and Samuel Johnson. “The Spatial Ecology of War and Peace.” arXiv:1604.01693 [Physics], April 6, 2016. http://arxiv.org/abs/1604.01693. Hall, Peter A. “Aligning Ontology and Methodology in Comparative Research.” In Comparative Historical Analysis in the Social Sciences, edited by James Mahoney and Dietrich Rueschemeyer, 373–404. Cambridge Studies in Comparative Politics, Cambridge: Cambridge University Press, 2003. Hammond, Jesse. “Maps of Mayhem: Strategic Location and Deadly Violence in Civil War.” Journal of Peace Research, September 26, 2017, 22343317702956. doi: 10.1177/0022343317702956. Harvey, Frank P. “Practicing Coercion: Revisiting Successes and Failures Using Boolean Logic and Comparative Methods.” The Journal of Conflict Resolution 43, no. 6 (1999): 840–71. Hatipoğlu, Emre, Osman Z. Gökçe, Berkay Dinçer, and Saygın Yücel. “Sosyal Medya ve Türk Dış Politikası: Kobani Tweetleri Üzerinden Türk Dış Politikası Algısı.” Uluslararası İlişkiler 13, no. 52 (2016): 175–89. Herdan, Gustav. “Quantitative Linguistics or Generative Grammar?” Linguistics 2, no. 4 (2009): 56–65. doi: 10.1515/ling.1964.2.4.56. Hernadi, Paul. “Dual Perspective: Free Indirect Discourse and Related Techniques.” Comparative Literature 24, no. 1 (1972): 32–43. doi: 10.2307/1769380. Hox, Joop J. “Computational Social Science Methodology, Anyone?” Methodology 13, no. Supplement 1 (June 1, 2017): 3–12. doi: 10.1027/1614-2241/a000127. Hummon, Norman P., and Patrick Doreian. “Computational Methods for Social Network Analysis.” Social Networks 12, no. 4 (December 1, 1990): 273–88. doi: 10.1016/0378-8733(90)90011-W. Hurty, Walter C. “Dynamic Analysis of Structural Systems Using Component Modes.” AIAA Journal 3, no. 4 (1965): 678–85. doi: 10.2514/3.2947. Introna, Lucas D., Helen Nissenbaum. “Shaping the Web: Why the Politics of Search Engines Matters.” The Information Society 16, no. 3 (July 1, 2000): 169–85. doi: 10.1080/01972240050133634. Jackman, Simon. “Bayesian Analysis for Political Research.” Annual Review of Political Science 7, no. 1 (2004): 483–505. doi: 10.1146/annurev.polisci.7.012003.104706. Jantsch, Erich. “From Forecasting and Planning to Policy Sciences.” Policy Sciences 1, no. 1 (March 1, 1970): 31–47. doi: 10.1007/BF00145191. Kelly, John, Vladimir Barash, Karina Alexanyan, Bruce Etling, Robert Faris, Urs Gasser, and John Palfrey. “Mapping Russian Twitter.” SSRN Scholarly Paper. Rochester, NY: Social Science Research Network, March 23, 2012. https://papers.ssrn.com/abstract=2028158. King, Gary, Jennifer Pan, and Margaret E. Roberts. “How Censorship in China Allows Government Criticism but Silences Collective Expression.” American Political Science Review 107, no. 2 (May 2013): 326–43. doi: 10.1017/S0003055413000014. ———. “How the Chinese Government Fabricates Social Media Posts for Strategic Distraction, Not Engaged Argument.” American Political Science Review 111, no. 3 (August 2017): 484–501. doi: 10.1017/S0003055417000144. King, Gary, Robert O. Keohane, and Sidney Verba. Designing Social Inquiry: Scientific Inference in Qualitative Research. Princeton, N.J.: Princeton University Press, 1994. Kirby, Andrew M., and Michael D. Ward. “The Spatial Analysis of Peace and War.” Comparative Political Studies 20, no. 3 (October 1, 1987): 293–313. doi: 10.1177/0010414087020003002. Koc-Michalska, Karolina, Darren G Lilleker, Alison Smith, and Daniel Weissmann. “The Normalization of Online Campaigning in the web.2.0 Era.” European Journal of Communication 31, no. 3 (June 1, 2016): 331–50. doi: 10.1177/0267323116647236. Kollanyi, Bence, Philip N. Howard, and Samuel C. Woolley. “Bots and Automation over Twitter during the First U.S. Presidential Debate.” Data Memo. Oxford, UK: Oxford Internet Institute, October 2016. https://assets.documentcloud.org/documents/3144967/Trump-Clinton-Bots-Data.pdf. Latour, Bruno. Reassembling the Social: An Introduction to Actor-Network-Theory. Oxford: Oxford University Press, 2005. Little, Andrew T. “Communication Technology and Protest.” The Journal of Politics 78, no. 1 (December 17, 2015): 152–66. doi: 10.1086/683187. MacKay, N. J. “Lanchester Combat Models.” arXiv:math/0606300, June 13, 2006. http://arxiv.org/abs/math/0606300. Man, Reinier de. “The Use of Forecasts in Energy Policy: An Application of Rule Systems Theory to the Comparative Analysis of Public Policy Processes.” Systems Practice 2, no. 2 (June 1, 1989): 213–38. doi: 10.1007/BF01059500. Margetts, Helen, Peter John, Tobias Escher, and Stéphane Reissfelder. “Social Information and Political Participation on the Internet: An Experiment.” European Political Science Review 3, no. 3 (November 2011): 321–44. doi: 10.1017/S1755773911000129. McLoughlin, J. Brian, and Judith N Webster. “Cybernetic and General-System Approaches to Urban and Regional Research: A Review of the Literature.” Environment and Planning A 2, no. 4 (December 1, 1970): 369–408. doi: 10.1068/a020369. Mellon, Jonathan, and Christopher Prosser. “Twitter and Facebook Are Not Representative of the General Population: Political Attitudes and Demographics of British Social Media Users.” Research & Politics 4, no. 3 (July 1, 2017): 1-9. doi: 10.1177/2053168017720008. Minsky, M. “Steps toward Artificial Intelligence.” Proceedings of the IRE 49, no. 1 (January 1961): 8–30. doi: 10.1109/JRPROC.1961.287775. Mitts, Tamar. “From Isolation to Radicalization: Anti-Muslim Hostility and Support for ISIS in the West.” SSRN Scholarly Paper. Rochester, NY: Social Science Research Network, March 31, 2017. https://papers.ssrn.com/abstract=2795660. Moreno, J. L., and H. H. Jennings. “Statistics of Social Configurations.” Sociometry 1, no. 3/4 (1938): 342–74. doi: 10.2307/2785588. Mueller, Hannes, and Christopher Rauh. “Reading Between the Lines: Prediction of Political Violence Using Newspaper Text.” American Political Science Review (December 2017): 1–18. doi: 10.1017/S0003055417000570. Myers, David. “‘Anonymity Is Part of the Magic’: Individual Manipulation of Computer-Mediated Communication Contexts.” Qualitative Sociology 10, no. 3 (September 1, 1987): 251–66. doi: 10.1007/BF00988989. Newman, Nic, Richard Fletcher, Antonis Kalogeropoulos, David Levy, and Rasmus Kleis Nielsen. “Reuters Institute Digital News Report 2017.” SSRN Scholarly Paper. Rochester, NY: Social Science Research Network, June 1, 2017. https://papers.ssrn.com/abstract=3026082. Nowak, Andrzej, and Maciej Lewenstein. “Modeling Social Change with Cellular Automata.” In Modelling and Simulation in the Social Sciences from the Philosophy of Science Point of View, edited by Rainer Hegselmann,Ulrich Mueller, Klaus G. Troitzsch, 249–85. Theory and Decision Library. Springer, Dordrecht, 1996. doi: 10.1007/978-94-015-8686-3_14. Owen, Taylor. Disruptive Power: The Crisis of the State in the Digital Age. 1 edition. Oxford; New York: Oxford University Press, 2015. Palmer, Richard E. “Postmodernity and Hermeneutics.” Boundary 2 5, no. 2 (1977): 363–94. doi: 10.2307/302200. Pearl, Judea. Causality: Models, Reasoning and Inference. 2nd edition. Cambridge, U.K. ; New York: Cambridge University Press, 2009. Polgar, Steven. “Health and Human Behavior: Areas of Interest Common to the Social and Medical Sciences.” Current Anthropology 3, no. 2 (April 1, 1962): 159–205. doi: 10.1086/200266. Prior, Markus. “Media and Political Polarization.” Annual Review of Political Science 16, no. 1 (2013): 101–27. doi: 10.1146/annurev-polisci-100711-135242. Rød, Espen Geelmuyden, and Nils B. Weidmann. “Empowering Activists or Autocrats? The Internet in Authoritarian Regimes.” Journal of Peace Research 52, no. 3 (May 1, 2015): 338–51. doi: 10.1177/0022343314555782. Ruths, Derek, and Jürgen Pfeffer. “Social Media for Large Studies of Behavior.” Science 346, no. 6213 (November 28, 2014): 1063–64. doi: 10.1126/science.346.6213.1063. Schrodt, Philip A. “Beyond the Linear Frequentist Orthodoxy.” Political Analysis 14, no. 3 (July 2006): 335–39. doi: 10.1093/pan/mpj013. Seidel, John V., and Jack A. Clark. “The Ethnograph: A Computer Program for the Analysis of Qualitative Data.” Qualitative Sociology 7, no. 1–2 (March 1, 1984): 110–25. doi: 10.1007/BF00987111. Sevin, Efe. “Traditional Meets Digital: Diplomatic Processes on Social Media.” Paper presented at the ISA 2016 Conference, Atlanta, GA, March 16-19, 2016. Shapley, L. S., and Martin Shubik. “A Method for Evaluating the Distribution of Power in a Committee System.” American Political Science Review 48, no. 3 (September 1954): 787–92. doi: 10.2307/1951053. Snow, David A., and R. Machalek. “The Sociology of Conversion.” Annual Review of Sociology 10, no. 1 (1984): 167–90. doi: 10.1146/annurev.so.10.080184.001123. Spirling, Arthur. “‘Turning Points’ in the Iraq Conflict.” The American Statistician 61, no. 4 (November 1, 2007): 315–20. doi: 10.1198/000313007X247076. Squazzoni, Flaminio. “A (Computational) Social Science Perspective on Societal Transitions.” Computational and Mathematical Organization Theory 14, no. 4 (December 1, 2008): 266–82. doi: 10.1007/s10588-008-9038-y. Steinert-Threlkeld, Zachary C. “Spontaneous Collective Action: Peripheral Mobilization During the Arab Spring.” American Political Science Review 111, no. 2 (May 2017): 379–403. doi: 10.1017/S0003055416000769. Steven Bankes, Robert Lempert, and Steven Popper. “Making Computational Social Science Effective: Epistemology, Methodology, and Technology.” Social Science Computer Review 20, no. 4 (November 1, 2002): 377–88. doi: 10.1177/089443902237317. Tannenbaum, Arnold S. “An Event-Structure Approach to Social Power and to the Problem of Power Comparability.” Behavioral Science 7, no. 3 (July 1, 1962): 315–31. doi: 10.1002/bs.3830070304. Tucker, Joshua A., Yannis Theocharis, Margaret E. Roberts, and Pablo Barberá. “From Liberation to Turmoil: Social Media And Democracy.” Journal of Democracy 28, no. 4 (October 7, 2017): 46–59. doi: 10.1353/jod.2017.0064. Unver, Akin. “Can Fake News Lead to War? What the Gulf Crisis Tells Us.” War on the Rocks, June 13, 2017. https://warontherocks.com/2017/06/can-fake-news-lead-to-war-what-the-gulf-crisis-tells-us/. Unver, H. Akin. “Mapping Militant Selfies: Application of Entity Recognition/Extraction Methods to Generate Battlefield Data in Northern Syria.” presented at the Computer Science Doctoral Training Program Seminar, Oxford University, May 31, 2017. https://www.cs.ox.ac.uk/seminars/1855.html. ———. “Schrödinger’s Kurds: Transnational Kurdish Geopolitics In The Age Of Shifting Borders.” Journal of International Affairs 69, no. 2 (Spring/Summer 2016): 65–98. ———. “What Twitter Can Tell Us about the Jerusalem Protests.” Washington Post. August 2017, sec. Monkey Cage Blog. https://www.washingtonpost.com/news/monkey-cage/wp/2017/08/26/what-twitter-can-tell-us-about-the-jerusalem-protests/?utm_term=.6a8a0bd94c55. Unver, H. Akin, and Hassan Alassaad. “How Turks Mobilized Against the Coup.” Foreign Affairs, September 14, 2016. https://www.foreignaffairs.com/articles/2016-09-14/how-turks-mobilized-against-coup. Walker, Brian, Stephen Carpenter, John Anderies, Nick Abel, Graeme Cumming, Marco Janssen, Louis Lebel, Jon Norberg, Garry Peterson, and Rusty Pritchard. “Resilience Management in Social-Ecological Systems: A Working Hypothesis for a Participatory Approach.” Conservation Ecology 6, no. 1 (June 19, 2002). doi: 10.5751/ES-00356-060114. Wasserman, Stanley. Advances in Social Network Analysis: Research in the Social and Behavioral Sciences. SAGE, 1994. Webber, Bonnie Lynn, and Nils J. Nilsson. Readings in Artificial Intelligence. Los Altos, CA: Morgan Kaufmann, 2014. Wilson, A. G. “Modelling and Systems Analysis in Urban Planning.” Nature 220, no. 5171 (December 1968): 963–66. doi: 10.1038/220963a0. Woolley, Samuel C. “Automating Power: Social Bot Interference in Global Politics.” First Monday 21, no. 4 (March 10, 2016). doi: 10.5210/fm.v21i4.6161. Woolley, Samuel C., and Philip N. Howard. “Automation, Algorithms, and Politics| Political Communication, Computational Propaganda, and Autonomous Agents — Introduction.” International Journal of Communication 10, no. 0 (October 12, 2016): 9. Yasseri, Taha, and Jonathan Bright. “Wikipedia Traffic Data and Electoral Prediction: Towards Theoretically Informed Models.” EPJ Data Science 5, no. 1 (December 1, 2016): 22. doi: 10.1140/epjds/s13688-016-0083-3. Zeitzoff, Thomas. “Does Social Media Influence Conflict? Evidence from the 2012 Gaza Conflict.” Journal of Conflict Resolution 62, no. 1 (January 1, 2018): 29–63. doi: 10.1177/0022002716650925. ———. “How Social Media Is Changing Conflict.” Journal of Conflict Resolution 61, no. 9 (October 1, 2017): 1970–91. doi: 10.1177/0022002717721392. Zvonkin, A. K., and L. A. Levin. “The Complexity of Finite Objects and the Development of the Concepts of Information and Randomness by Means of the Theory of Algorithms.” Russian Mathematical Surveys 25, no. 6 (1970): 83–124. doi: 10.1070/RM1970v025n06ABEH001269.
Toplam 1 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Bölüm Makaleler
Yazarlar

H. Akın Ünver

Yayımlanma Tarihi 1 Temmuz 2019
Yayımlandığı Sayı Yıl 2019

Kaynak Göster

Chicago Ünver, H. Akın. “Computational International Relations What Can Programming, Coding and Internet Research Do for the Discipline?”. All Azimuth: A Journal of Foreign Policy and Peace 8, sy. 2 (Temmuz 2019): 157-82. https://doi.org/10.20991/allazimuth.476433.

Widening the World of IR