Challenging the status quo: Predicting violence with sparse decision-making data

References

• Bazzi, Samuel, and Christopher Blattman. 2014. “Economic Shocks and Conflict: Evidence Commodity Prices.” American Economic Journal: Macroeconomics 6 (4): 1–38. doi:10.1257/mac.6.4.1.
   Web of Science ®Google Scholar
• Beger, Andreas, Richard K. Morgan, and Michael D. Ward. 2021. “Reassessing the Role of Theory and Machine Learning in Forecasting Civil Conflict.” Journal of Conflict Resolution 65 (7–8): 1405–1426. doi:10.1177/0022002720982358.
   Web of Science ®Google Scholar
• Bell, Curtis, and Jun Koga Sudduth. 2017. “The Causes and Outcomes of Coup during Civil War.” Journal of Conflict Resolution 61 (7): 1432–1455. doi:10.1177/0022002715603098.
   Web of Science ®Google Scholar
• Birch, Sarah, Ursula E. Daxecker, and Kristine Höglund. 2020. “Electoral Violence: An Introduction.” Journal of Peace Research 57 (1): 3–14. doi:10.1177/0022343319889657.
   Web of Science ®Google Scholar
• Blair, Robert A., and Nicholas Sambanis. 2020. “Forecasting Civil Wars: Theory and Structure in an Age of ‘Big Data’ and Machine Learning.” Journal of Conflict Resolution 64 (10): 1885–1915. doi:10.1177/0022002720918923.
   Web of Science ®Google Scholar
• Blair, Robert A., and Nicholas Sambanis. 2021. “Is Theory Useful for Conflict Prediction? A Response to Beger, Morgan, and Ward.” Journal of Conflict Resolution 61 (7–8): 1427–1453.
   Google Scholar
• Bueno de Mesquita, Bruce. 2011. “A New Model for Predicting Policy Choices: Preliminary Tests.” Conflict Management and Peace Science 28 (1): 65–84. doi:10.1177/0738894210388127.
   Web of Science ®Google Scholar
• Chadefaux, Thomas. 2014. “Early Warning Signals for War in the News.” Journal of Peace Research 51 (1): 5–18. doi:10.1177/0022343313507302.
   Web of Science ®Google Scholar
• Fjelde, Hanne. 2015. “Farming or Fighting? Agricultural Price Shocks and Civil War in Africa.” World Development 67: 525–534. doi:10.1016/j.worlddev.2014.10.032.
   Web of Science ®Google Scholar
• Gassebner, Martin, Jerg Gutmann, and Stefan Voigt. 2016. “When to Expect a Coup D'état? An Extreme Bounds Analysis of Coup Determinants.” Public Choice 169 (3–4): 293–313. doi:10.1007/s11127-016-0365-0.
   Web of Science ®Google Scholar
• Gohdes, Anita R., and Sabine C. Carey. 2017. “Canaries in a Coal-Mine? What the Killings of Journalists Tell us about Future Repression.” Journal of Peace Research 54 (2): 157–174. doi:10.1177/0022343316680859.
   PubMed Web of Science ®Google Scholar
• Han, Hong, Xiaoling Guo, and Hua Yu. 2016. “Variable selection using mean decrease accuracy and mean decrease Gini based on random forest.” In 2016 7th IEEE International Conference on Software Engineering and Service Science (ICSESS), 26–28 August 2016, 219–224. doi:10.1109/ICSESS.2016.7883053.
   Google Scholar
• Håvard Hegre, Paola Vesco, and Michael Colaresi 2022. “Lessons from an Escalation Prediction Competition.” International Interactions 48 (4): 000–000.
   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
   Google Scholar
• Human Rights Watch. 2019a. “Nigeria: Widespread Violence Ushers in President’s New Term.” Human Rights Watch. Accessed 10 June 2020. https://www.hrw.org/news/2019/06/10/nigeria-widespread-violence-ushers-presidents-new-term
   Google Scholar
• Human Rights Watch. 2019b. “Libya: Civilians Caught in Tightening Siege.” Allow Aid Access, Disclose Names of People Detained. Human Rights Watch. Accessed 10 June 2020. https://www.hrw.org/news/2019/02/22/libya-civilians-caught-tightening-siege
   Google Scholar
• Kahneman, Daniel. 2011. Thinking, Fast and Slow. London: Allen Lane.
   Google Scholar
• Kraemer, Moritz U. G., David M. Pigott, Sarah C. Hill, Samantha Vanderslott, Robert C. Reiner Jr., Stephanie Stasse, John S. Brownstein, et al. 2020. “Dynamics of Conflict during the Ebola Outbreak in the Democratic Republic of the Congo 2018–2019.” BMC Medicine 18 (113): 1–10. doi:10.1186/s12916-020-01574-1.
   PubMedGoogle Scholar
• Mehrl, Marius, and Paul W. Thurner. 2021. “The Effect of the COVID-19 Pandemic on Global Armed Conflict: Early Evidence.” Political Studies Review 19 (2): 286–293. doi:10.1177/1478929920940648.
   PubMed Web of Science ®Google Scholar
• Morrow, James D. 1989. “Capabilities, Uncertainty, and Resolve: A Limited Information Model of Crisis Bargaining.” American Journal of Political Science 33 (4): 941–972. doi:10.2307/2111116.
   Web of Science ®Google Scholar
• Nygård, Håvard Mokleiv, and Michael Weintraub. 2015. “Bargaining between Rebel Groups and the outside Option of Violence.” Terrorism and Political Violence 27 (3): 557–580. doi:10.1080/09546553.2013.829459.
   Web of Science ®Google Scholar
• Organski, A. F. K., and Jacek Kugler. 1980. The War Ledger. Chicago: University of Chicago Press.
   Google Scholar
• Paola Vesco, 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): 000–000, doi:10.1080/03050629.2022.2029856
   Google Scholar
• Pedregosa, Fabian, Gaël Varoquaux, Alexandre Gramfort, Vincent Michel, Bertrand Thirion, Olivier Grisel, Mathieu Blondel, et al. 2011. “Scikit-Learn: Machine Learning in Python.” Journal of Machine Learning Research 12: 2825–2830.
   Web of Science ®Google Scholar
• Pettersson, Therese, 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
• Pinaud, Margaux. 2018. “Regional Overview – Africa 9 October 2018.” Armed Conflict Location & Event Data Project (ACLED). https://acleddata.com/2018/10/09/regional-overview-africa-9-october-2018/
   Google Scholar
• Pinaud, Margaux. 2019. “Regional Overview – Africa 26 February 2019.” Armed Conflict Location & Event Data Project (ACLED). https://acleddata.com/2019/02/26/regional-overview-africa-26-february-2019/
   Google Scholar
• Reese, Michael J., Keven G. Ruby, and Robert A. Pape. 2017. “Days of Action or Restraint? How the Islamic Calendar Impacts Violence.” American Political Science Review 111 (3): 439–459. doi:10.1017/S0003055417000193.
   Web of Science ®Google Scholar
• Rost, Nicholas, Gerald Schneider, and Johannes Kleibl. 2009. “A Global Risk Assessment Model for Civil Wars.” Social Science Research 38 (4): 921–933. doi:10.1016/j.ssresearch.2009.06.007.
   Web of Science ®Google Scholar
• Schneider, Gerald, Daniel Finke, and Stefanie Bailer. 2010. “Bargaining Power in the European Union: An Evaluation of Competing Game-Theoretic Models.” Political Studies 58 (1): 85–103. doi:10.1111/j.1467-9248.2009.00774.x.
   Web of Science ®Google Scholar
• Schneider, Gerald, Maya Hadar, and Naomi Bosler. 2017. “The Oracle or the Crowd? Experts versus the Stock Market in Forecasting Ceasefire Success in the Levant.” Journal of Peace Research 54 (2): 231–242. doi:10.1177/0022343316683437.
   Web of Science ®Google Scholar
• Security Council. 2018. Security Council Cautiously Commends South Sudan Revitalized Peace Agreement amid Concerns over Commitment of Signatories to Implementation. United Nations. https://www.un.org/press/en/2018/sc13510.doc.htm
   Google Scholar
• United Nations. 2018. Security Council Cautiously Commends South Sudan Revitalized Peace Agreement amid Concerns over Commitment of Signatories to Implementation. https://www.un.org/press/en/2018/sc13510.doc.htm
   Google Scholar