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2022 | OriginalPaper | Buchkapitel

Analyzing Escalations in Militarized Interstate Disputes Using Motifs in Temporal Networks

verfasst von : Hung N. Do, Kevin S. Xu

Erschienen in: Complex Networks & Their Applications X

Verlag: Springer International Publishing

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Abstract

We present a temporal network analysis of militarized interstate dispute (MID) data from 1992 to 2014. MIDs progress through a series of incidents, each ranging from threats to uses of military force by one state to another. We model these incidents as a temporal conflict network, where nodes denote states and directed edges denote incidents. We analyze temporal motifs or subgraphs in the conflict network to uncover the patterns by which different states engage in and escalate conflicts with each other. We find that different types of temporal motifs appear in the network depending on the time scale being considered (days to months) and the year of the conflict. The most frequent 3-edge temporal motifs at a 1-week time scale correspond to different variants of two states acting against a third state, potentially escalating the conflict. Temporal motifs with reciprocation, where a state acts in response to a previous incident, tend to occur only over longer time scales (e.g. months). We also find that both the network’s degree and temporal motif distributions are extremely heavy tailed, with a small number of states being involved in many conflicts.

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Fußnoten
1
Yugoslavia and Serbia may be conflated in this data set. There is no COW country code for Serbia, despite it being mentioned in some of the narratives.
 
Literatur
1.
Zurück zum Zitat Palmer, G., et al.: The MID5 Dataset, 2011–2014: Procedures, coding rules, and description. Conflict Manag. Peace Sci. (2021). 0738894221995743 Palmer, G., et al.: The MID5 Dataset, 2011–2014: Procedures, coding rules, and description. Conflict Manag. Peace Sci. (2021). 0738894221995743
2.
Zurück zum Zitat Franke, J., Öztürk, T.: Conflict networks. J. Public Econ. 126, 104–113 (2015)CrossRef Franke, J., Öztürk, T.: Conflict networks. J. Public Econ. 126, 104–113 (2015)CrossRef
3.
Zurück zum Zitat Holme, P., Saramäki, J.: Temporal networks. Phys. Rep. 519, 97–125 (2012)CrossRef Holme, P., Saramäki, J.: Temporal networks. Phys. Rep. 519, 97–125 (2012)CrossRef
4.
Zurück zum Zitat Lerman, K., Ghosh, R., Kang, J.H.: Centrality metric for dynamic networks. In: Proceedings of the Eighth Workshop on Mining and Learning with Graphs, pp. 70–77. (2010) Lerman, K., Ghosh, R., Kang, J.H.: Centrality metric for dynamic networks. In: Proceedings of the Eighth Workshop on Mining and Learning with Graphs, pp. 70–77. (2010)
5.
Zurück zum Zitat Rossetti, G., Cazabet, R.: Community discovery in dynamic networks. ACM Comput. Surv. 51, 1–37 (2018)CrossRef Rossetti, G., Cazabet, R.: Community discovery in dynamic networks. ACM Comput. Surv. 51, 1–37 (2018)CrossRef
6.
Zurück zum Zitat Arastuie, M., Paul, S., Xu, K.S.: CHIP: a hawkes process model for continuous-time networks with scalable and consistent estimation. In: Advances in Neural Information Processing Systems 33, pp. 16983–16996 (2020) Arastuie, M., Paul, S., Xu, K.S.: CHIP: a hawkes process model for continuous-time networks with scalable and consistent estimation. In: Advances in Neural Information Processing Systems 33, pp. 16983–16996 (2020)
7.
Zurück zum Zitat Junuthula, R.R., Haghdan, M., Xu, K.S., Devabhaktuni, V.K.: The Block Point Process Model for continuous-time event-based dynamic networks. In: Proceedings of the World Wide Web Conference, pp. 829–839 (2019) Junuthula, R.R., Haghdan, M., Xu, K.S., Devabhaktuni, V.K.: The Block Point Process Model for continuous-time event-based dynamic networks. In: Proceedings of the World Wide Web Conference, pp. 829–839 (2019)
8.
Zurück zum Zitat Paranjape, A., Benson, A.R., Leskovec, J.: Motifs in temporal networks. In: Proceedings of the Tenth ACM International Conference on Web Search and Data Mining, pp. 601–610 (2017) Paranjape, A., Benson, A.R., Leskovec, J.: Motifs in temporal networks. In: Proceedings of the Tenth ACM International Conference on Web Search and Data Mining, pp. 601–610 (2017)
10.
Zurück zum Zitat Broido, A.D., Clauset, A.: Scale-free networks are rare. Nat. Commun. 10, 1–10 (2019)CrossRef Broido, A.D., Clauset, A.: Scale-free networks are rare. Nat. Commun. 10, 1–10 (2019)CrossRef
11.
Zurück zum Zitat Alstott, J., Bullmore, E., Plenz, D.: powerlaw: a Python package for analysis of heavy-tailed distributions. PLoS ONE 9, e85777 (2014)CrossRef Alstott, J., Bullmore, E., Plenz, D.: powerlaw: a Python package for analysis of heavy-tailed distributions. PLoS ONE 9, e85777 (2014)CrossRef
12.
14.
Zurück zum Zitat Downes, A.B., Sechser, T.S.: The illusion of democratic credibility. Int. Org. 66(3), 457–489 (2012) Downes, A.B., Sechser, T.S.: The illusion of democratic credibility. Int. Org. 66(3), 457–489 (2012)
Metadaten
Titel
Analyzing Escalations in Militarized Interstate Disputes Using Motifs in Temporal Networks
verfasst von
Hung N. Do
Kevin S. Xu
Copyright-Jahr
2022
DOI
https://doi.org/10.1007/978-3-030-93409-5_44

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