Multiplex Communities and the Emergence of International Conflict
arXiv:1806.00615 · doi:10.1371/journal.pone.0223040
Abstract
Advances in community detection reveal new insights into multiplex and multilayer networks. Less work, however, investigates the relationship between these communities and outcomes in social systems. We leverage these advances to shed light on the relationship between the cooperative mesostructure of the international system and the onset of interstate conflict. We detect communities based upon weaker signals of affinity expressed in United Nations votes and speeches, as well as stronger signals observed across multiple layers of bilateral cooperation. Communities of diplomatic affinity display an expected negative relationship with conflict onset. Ties in communities based upon observed cooperation, however, display no effect under a standard model specification and a positive relationship with conflict under an alternative specification. These results align with some extant hypotheses but also point to a paucity in our understanding of the relationship between community structure and behavioral outcomes in networks.
arXiv commentarXiv admin note: text overlap with arXiv:1802.00396
References in corpus (23)
- Efficient Estimation of Word Representations in Vector Space
- Distributed Representations of Words and Phrases and their Compositionality
- Community structure in social and biological networks
- Finding and evaluating community structure in networks
- Modularity and community structure in networks
- Multilayer Networks
- From Frequency to Meaning: Vector Space Models of Semantics
- Community Structure in Time-Dependent, Multiscale, and Multiplex Networks
- Community detection in complex networks using Extremal Optimization
- Higher-order organization of complex networks
- Extracting the multiscale backbone of complex weighted networks
- The ground truth about metadata and community detection in networks
- Community detection in networks with positive and negative links
- A small-world of weak ties provides optimal global integration of self-similar modules in functional brain networks
- Evolution of public cooperation on interdependent networks: The impact of biased utility functions
- Deep Reinforcement Learning that Matters
- Hiding Individuals and Communities in a Social Network
- Community Structure in Congressional Cosponsorship Networks
- Understanding State Preferences With Text As Data: Introducing the UN General Debate Corpus
- Kantian fractionalization predicts the conflict propensity of the international system
- Community Structure in the United Nations General Assembly
- Community extraction in multilayer networks with heterogeneous community structure
- Identification, Interpretability, and Bayesian Word Embeddings