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Game-theoretic agent-based modelling of micro-level conflict: Evidence from the ISIS-Kurdish war

Macmillan-Scott, Oliver; Ünver, Akin; Musolesi, Mirco; (2024) Game-theoretic agent-based modelling of micro-level conflict: Evidence from the ISIS-Kurdish war. PLoS ONE , 19 (6) , Article e0297483. 10.1371/journal.pone.0297483. Green open access

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Abstract

This article delves into the dynamics of a dyadic political violence case study in Rojava, Northern Syria, focusing on the conflict between Kurdish rebels and ISIS from January 1, 2017, to December 31, 2019. We employ agent-based modelling and a formalisation of the conflict as an Iterated Prisoner’s Dilemma game. The study provides a nuanced understanding of conflict dynamics in a highly volatile region, focusing on microdynamics of an intense dyadic strategic interaction between two near-equally- powered actors. The choice of using a model based on the Iterated Prisoner’s Dilemma, though a classical approach, offers substantial insights due to its ability to model dyadic, equally-matched strategic interactions in conflict scenarios effectively. The investigation primarily reveals that shifts in territorial control are more critical than geographical or temporal factors in determining the conflict’s course. Further, the study observes that the conflict is characterised by periods of predominantly one-sided violence. This pattern underscores that the distribution of attacks, and target choices are a more telling indicator of the conflict nature than specific behavioural patterns of the actors involved. Such a conclusion aligns with the strategic implications of the underlying model, which emphasises the outcome of interactions based on differing aggression levels. This research not only sheds light on the conflict in Rojava but also reaffirms the relevance of this type of game-theoretical approach in contemporary conflict analysis.

Type: Article
Title: Game-theoretic agent-based modelling of micro-level conflict: Evidence from the ISIS-Kurdish war
Location: United States
Open access status: An open access version is available from UCL Discovery
DOI: 10.1371/journal.pone.0297483
Publisher version: https://doi.org/10.1371/journal.pone.0297483
Language: English
Additional information: © 2024 Macmillan-Scott et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Keywords: Humans, Game Theory, Syria, Prisoner Dilemma, Violence, Warfare, Models, Theoretical, Armed Conflicts
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Computer Science
URI: https://discovery.ucl.ac.uk/id/eprint/10193714
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