Network Dynamics and Spatial Shifts in Civilian Targeting: A Stochastic Block Model Analysis of the Colombian Armed Conflict
Fuente:
arXiv
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1866918219100454912 |
|---|---|
| author | Perdomo-Londoño, Natalia Sosa, Juan Camargo-Díaz, Emma J. |
| author_facet | Perdomo-Londoño, Natalia Sosa, Juan Camargo-Díaz, Emma J. |
| contents | In this article, we explore how the escalating victimization of civilians during civil wars is mirrored in the fragmented distribution of territorial control, focusing on the Colombian armed conflict. Through an exhaustive characterization of the topology of bipartite and projected networks of municipalities, we describe changes in territorial configurations across different periods between 1978 and 2007. By employing stochastic block models for count data, we show that, during periods dominated by a small set of actors, the networks adopt a centralized node periphery structure, whereas during times of widespread conflict, areas of influence overlap in complex ways. Our findings also suggest the existence of cohesive municipal communities shaped by both geographic proximity and affinities between armed structures, as well as internally dispersed groups with a high likelihood of interaction. As the spatial distribution shifts toward a more fragmented arrangement, the average interaction intensity between communities predicted by the stochastic block model approaches that within communities, indicating a weakening of modular structure and increased inter community connectivity. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2508_09051 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Network Dynamics and Spatial Shifts in Civilian Targeting: A Stochastic Block Model Analysis of the Colombian Armed Conflict Perdomo-Londoño, Natalia Sosa, Juan Camargo-Díaz, Emma J. Applications Methodology In this article, we explore how the escalating victimization of civilians during civil wars is mirrored in the fragmented distribution of territorial control, focusing on the Colombian armed conflict. Through an exhaustive characterization of the topology of bipartite and projected networks of municipalities, we describe changes in territorial configurations across different periods between 1978 and 2007. By employing stochastic block models for count data, we show that, during periods dominated by a small set of actors, the networks adopt a centralized node periphery structure, whereas during times of widespread conflict, areas of influence overlap in complex ways. Our findings also suggest the existence of cohesive municipal communities shaped by both geographic proximity and affinities between armed structures, as well as internally dispersed groups with a high likelihood of interaction. As the spatial distribution shifts toward a more fragmented arrangement, the average interaction intensity between communities predicted by the stochastic block model approaches that within communities, indicating a weakening of modular structure and increased inter community connectivity. |
| title | Network Dynamics and Spatial Shifts in Civilian Targeting: A Stochastic Block Model Analysis of the Colombian Armed Conflict |
| topic | Applications Methodology |
| url | https://arxiv.org/abs/2508.09051 |