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'Turning Points' in the Iraq Conflict: Reversible Jump Markov Chain Monte Carlo in Political Science

机译:伊拉克冲突中的“转折点”:政治科学中的可逆跳马尔可夫链蒙特卡洛

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摘要

We consider and explore structural breaks in a day-by-day time series of civilian casualties for the current Iraq conflict: an undertaking of potential interest to scholars of international relations, comparative politics, and American politics. We review Bayesian change-point techniques already used by political methodologists before advocating and briefly describing the use of reversible-jump Markov chain Monte Carlo techniques to solve the estimation problem at hand. We find evidence of four change points, all associated with increasing violence, approximately contemporaneous with some important state building events. We conclude with a discussion of avenues for future research.
机译:我们考虑并探索了针对当前伊拉克冲突的日常平民伤亡情况的一系列结构性突破:国际关系,比较政治和美国政治学者的潜在兴趣。在提倡并简要描述使用可逆跳跃马尔可夫链蒙特卡洛技术来解决眼前的估计问题之前,我们将回顾政治方法学家已经使用的贝叶斯变化点技术。我们发现了四个变化点的证据,这些变化点都与暴力增加有关,大约与一些重要的国家建设事件同时发生。最后,我们讨论了未来研究的途径。

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