Forecasting change in conflict fatalities with dynamic elastic net

References

• Bell, Curtis. 2016. The Rulers, Elections, and Irregular Governance Dataset (REIGN). Broomfield, CO: OEF Research.
   Google Scholar
• Brandt, Patrick T., John R. Freeman, and Philip A. Schrodt. 2011. “Real Time, Time Series Forecasting of Inter- and Intra-State Political Conflict.” Conflict Management and Peace Science 28 (1): 41–64. doi:10.1177/0738894210388125.
   Web of Science ®Google Scholar
• Buhaug, Halvard, Jack S. Levy, and Henrik Urdal. 2014. “50 Years of Peace Research: An Introduction to the Journal of Peace Research Anniversary Special Issue.” Journal of Peace Research 51 (2): 139–144. doi:10.1177/0022343314521649.
   Web of Science ®Google Scholar
• Carammia, Marcello, Stefano Maria Iacus, and Teddy Wilkin. 2022. “Forecasting Asylum-Related Migration Flows with Machine Learning and Data at Scale.” Scientific Reports 12 (1): 1–16. doi:10.1038/s41598-022-05241-8.
   PubMed Web of Science ®Google Scholar
• Colaresi, Michael, and Zuhaib Mahmood. 2017. “Do the Robot: Lessons from Machine Learning to Improve Conflict Forecasting.” Journal of Peace Research 54 (2): 193–214. doi:10.1177/0022343316682065.
   Web of Science ®Google Scholar
• Coppedge, Michael, John Gerring, David Altman, Michael Bernhard, Steven Fish, Allen Hicken, Matthew Kroenig, et al. 2011. “Conceptualizing and Measuring Democracy: A New Approach.” Perspectives on Politics 9 (2): 247–267. doi:10.1017/S1537592711000880.
   Web of Science ®Google Scholar
• D’Orazio, Vito. 2020. “Conflict Forecasting and Prediction.” In Oxford Research Encyclopedia of International Studies. Oxford: Oxford University Press. pp. 1–35. doi: https://doi.org/10.1093/acrefore/9780190846626.013.514
   Google Scholar
• Denny, Elaine K., and Barbara F. Walter. 2014. “Ethnicity and Civil War.” Journal of Peace Research 51 (2): 199–212. doi:10.1177/0022343313512853.
   Web of Science ®Google Scholar
• GDELT. 2022a. “The GDELT project.” Accessed July 25 2022. https://www.gdeltproject.org
   Google Scholar
• GDELT. 2022b. “The GDELT Event Database. Data Format Codebook V2.0.” Accessed July 25 2022. http://data.gdeltproject.org/documentation/GDELT-Event_Codebook-V2.0.pdf
   Google Scholar
• Gerner, Deborah J, Philip A. Schrodt, Rajaa Abu-Jabr, and Ömür Yilmaz. 2002. “Conflict and Mediation Event Observations (CAMEO): A New Event Data Framework for the Analysis of Foreign Policy Interactions.” Presented at the Annual Meeting of the International Studies Association, New Orleans, 24–27 March 2002.
   Google Scholar
• Goldstein, Joshua S. 1992. “A Conflict-Cooperation Scale for WEIS Events Data.” Journal of Conflict Resolution 36 (2): 369–385. doi:10.1177/0022002792036002007.
   Web of Science ®Google Scholar
• Hastie, Trevor, Robert Tibshirani, and Jerome Friedman. 2009. The Elements of Statistical Learning: Data Mining, Inference, and Prediction. 2nd ed. (Springer Series in Statistics). New York: Springer.
   Google Scholar
• Hegre, Håvard. 2014. “Democracy and Armed Conflict.” Journal of Peace Research 51 (2): 159–172. doi:10.1177/0022343313512852.
   Web of Science ®Google Scholar
• Hegre, Håvard, Marie Allansson, Matthias Basedau, Michael Colaresi, Mihai Croicu, Hanne Fjelde, Frederick Hoyles, et al. 2019. “ViEWS: A Political Violence Early-Warning System.” Journal of Peace Research 56 (2): 155–174. doi:10.1177/0022343319823860.
   Web of Science ®Google Scholar
• Hegre, Håvard, Nils W. Metternich, Håvard Mokleiv Nygård, and Julian Wucherpfennig. 2017. “Introduction: Forecasting in Peace Research.” Journal of Peace Research 54 (2): 113–124. doi:10.1177/0022343317691330.
   Web of Science ®Google Scholar
• Hegre, Håvard, Paola Vesco, and Michael Colaresi. 2022. “Lessons from an Escalation Prediction Competition.” International Interactions 48 (4). doi:10.1080/03050629.2022.2070745
   Web of Science ®Google Scholar
• Hoerl, Arthur E., and Robert W. Kennard. 1970. “Ridge Regression: Biased Estimation for Nonorthogonal Problems.” Technometrics 12 (1): 55–67. doi:10.1080/00401706.1970.10488634.
   Web of Science ®Google Scholar
• Iacus, Stefano M., Gary King, and Giuseppe Porro. 2012. “Causal Inference without Balance Checking: Coarsened Exact Matching.” Political Analysis 20 (1): 1–24. doi:10.1093/pan/mpr013.
   Web of Science ®Google Scholar
• Iacus, Stefano M., Gary King, and Giuseppe Porro. 2019. “A Theory of Statistical Inference for Matching Methods in Causal Research.” Political Analysis 27 (1): 46–68. doi:10.1017/pan.2018.29.
   Web of Science ®Google Scholar
• International Crisis Group. 2022. “CrisisWatch. Tracking Conflict Worldwide.” Accessed July 25 2022. https://www.crisisgroup.org/crisiswatch
   Google Scholar
• Kathman, Jacob D., and Reed M. Wood. 2011. “Managing Threat, Cost, and Incentive to Kill: The Short- and Long-Term Effects of Intervention in Mass Killings.” Journal of Conflict Resolution 55 (5): 735–760. doi:10.1177/0022002711408006.
   Web of Science ®Google Scholar
• Kim, Hyoung Ah, Vito D’Orazio, Patrick T. Brandt, Jared Looper, Sayeed Salam, Latifur Khan, and Michael Shoemate. 2019. “UTDEventData: An R Package to Access Political Event Data.” Journal of Open Source Software 4 (36): 1–3. doi:10.21105/joss.01322.
   Google Scholar
• Koubi, Vally. 2019. “Climate Change and Conflict.” Annual Review of Political Science 22 (1): 343–360. doi:10.1146/annurev-polisci-050317-070830.
   Web of Science ®Google Scholar
• Leetaru, Kalev, and Philip A. Schrodt. 2013. GDELT: Global Data on Events, Location, and Tone, 1979–2012. Paper presented at the International Studies Association meetings, San Francisco, April 2013, pp. 1–49.
   Google Scholar
• Nordås, Ragnhild, and Nils Petter Gleditsch. 2007. “Climate Change and Conflict.” Political Geography 26 (6): 627–638. doi:10.1016/j.polgeo.2007.06.003.
   Web of Science ®Google Scholar
• Pettersson, Therése, and Magnus Öberg. 2020. “Organized Violence, 1989–2019.” Journal of Peace Research 57 (4): 597–613. doi:10.1177/0022343320934986.
   Web of Science ®Google Scholar
• Raleigh, Clionadh, Andrew Linke, Håvard Hegre, and Joakim Karlsen. 2010. “Introducing ACLED: An Armed Conflict Location and Event Dataset: Special Data Feature.” Journal of Peace Research 47 (5): 651–660. doi:10.1177/0022343310378914.
   Web of Science ®Google Scholar
• Sanín, Francisco Gutiérrez, and Elisabeth Jean Wood. 2014. “Ideology in Civil War: Instrumental Adoption and Beyond.” Journal of Peace Research 51 (2): 213–226. doi:10.1177/0022343313514073.
   Web of Science ®Google Scholar
• Schneider, Gerald, Nils Petter Gleditsch, and Sabine C. Carey. 2010. “Exploring the Past, Anticipating the Future: A Symposium.” International Studies Review 12 (1): 1–7. doi:10.1111/j.1468-2486.2009.00909.x.
   Web of Science ®Google Scholar
• Schrodt, Philip A. 1991. “Prediction of Interstate Conflict Outcomes Using a Neural Network.” Social Science Computer Review 9 (3): 359–380. doi:10.1177/089443939100900302.
   Google Scholar
• Solaimani, M., S. Salam, A. M. Mustafa, L. Khan, P. T. Brandt, and B. Thuraisingham. 2016. “Near Real-Time Atrocity Event Coding.” IEEE Conference on Intelligence and Security Informatics (ISI), 139–44. DOI: 10.1109/ISI.2016.7745457
   Google Scholar
• Sundberg, Ralph, and Erik Melander. 2013. “Introducing the UCDP Georeferenced Event Dataset.” Journal of Peace Research 50 (4): 523–532. doi:10.1177/0022343313484347.
   Web of Science ®Google Scholar
• Tibshirani, Robert. 1996. “Regression Shrinkage and Selection via the Lasso.” Journal of the Royal Statistical Society: Series B 58 (1): 267–288. doi:10.1111/j.2517-6161.1996.tb02080.x.
   Google Scholar
• Toft, Monica Duffy. 2014. “Territory and War.” Journal of Peace Research 51 (2): 185–198. doi:10.1177/0022343313515695.
   Web of Science ®Google Scholar
• Toshkov, Dimiter. 2016. Research Design in Political Science. London: Palgrave.
   Google Scholar
• Vesco, Paola, Håvard Hegre, Michael Colaresi, Remco Bastiaan Jansen, Adeline Lo, Gregor Reisch, and Nils B. Weidmann. 2022. “United They Stand: Findings from an Escalation Prediction Competition.” International Interactions 48 (4). doi:10.1080/03050629.2022.2029856
   Web of Science ®Google Scholar
• Ward, Michael D., Brian D. Greenhill, and Kristin M. Bakke. 2010. “The Perils of Policy by P-Value: Predicting Civil Conflicts.” Journal of Peace Research 47 (4): 363–375. doi:10.1177/0022343309356491.
   Web of Science ®Google Scholar
• Weidmann, Nils B., and Michael D. Ward. 2010. “Predicting Conflict in Space and Time.” Journal of Conflict Resolution 54 (6): 883–901. doi:10.1177/0022002710371669.
   Web of Science ®Google Scholar
• World Bank. 2022. “World Development Indicators.” The World Bank: Data Catalog. Accessed July 13, 2022. https://datacatalog.worldbank.org/dataset/world-development-indicators.
   Google Scholar
• Zou, Hui, and Trevor Hastie. 2005. “Regularization and Variable Selection via the Elastic Net.” Journal of the Royal Statistical Society: Series B 67 (2): 301–320. doi:10.1111/j.1467-9868.2005.00503.x.
   Google Scholar