Dynamical Models Explaining Social Balance and Evolution of Cooperation
arXiv:1207.6588 · doi:10.1371/journal.pone.0060063
Abstract
Social networks with positive and negative links often split into two antagonistic factions. Examples of such a split abound: revolutionaries versus an old regime, Republicans versus Democrats, Axis versus Allies during the second world war, or the Western versus the Eastern bloc during the Cold War. Although this structure, known as social balance, is well understood, it is not clear how such factions emerge. An earlier model could explain the formation of such factions if reputations were assumed to be symmetric. We show this is not the case for non-symmetric reputations, and propose an alternative model which (almost) always leads to social balance, thereby explaining the tendency of social networks to split into two factions. In addition, the alternative model may lead to cooperation when faced with defectors, contrary to the earlier model. The difference between the two models may be understood in terms of the underlying gossiping mechanism: whereas the earlier model assumed that an individual adjusts his opinion about somebody by gossiping about that person with everybody in the network, we assume instead that the individual gossips with that person about everybody. It turns out that the alternative model is able to lead to cooperative behaviour, unlike the previous model.
8 pages, SI 9 pages
References in corpus (6)
- Multirelational Organization of Large-scale Social Networks in an Online World
- Community detection in networks with positive and negative links
- The Slashdot Zoo: Mining a Social Network with Negative Edges
- Dynamics of Social Balance on Networks
- Analysis of a continuous-time model of structural balance
- Reducing Frustration in Spin Systems: Social Balance as an XOR-SAT problem
Cited by in corpus (25)
- Inferring Social Status and Rich Club Effects in Enterprise Communication Networks
- Graph partitions and cluster synchronization in networks of oscillators
- Statistical Physics of Balance Theory
- Epidemic spreading on evolving signed networks
- Mean-field solution of structural balance dynamics in nonzero temperature
- Conformity, anticonformity and polarization of opinions: insights from a mathematical model of opinion dynamics
- Phase transition in a network model of social balance with Glauber dynamics
- Glassy states of aging social networks
- The interplay between conformity and anticonformity and its polarizing effect on society
- Bounded Confidence under Preferential Flip: A Coupled Dynamics of Structural Balance and Opinions
- Dynamics of social balance under temporal interaction
- Dynamics of Complex Systems Built as Coupled Physical, Communication and Decision Layers
- The structure of gene-gene networks beyond pairwise interactions
- Community detectability and structural balance dynamics in signed networks
- Balanced-imbalanced transitions in indirect reciprocity dynamics on networks
- Structured networks and coarse-grained descriptions: a dynamical perspective
- Topological transition in a coupled dynamic in random networks
- Dynamic Social Balance and Convergent Appraisals via Homophily and Influence Mechanisms
- Dynamic Models of Appraisal Networks Explaining Collective Learning
- An agent based force vector model of social influence that predicts strong polarization in a connected world
- Balanced and fragmented phases in societies with homophily and social balance
- Interplay Between Homophily-Based Appraisal Dynamics and Influence-Based Opinion Dynamics: Modeling and Analysis
- Impact of independence on polarization of opinions
- Dynamics of Social Balance on Networks: The Emergence of Multipolar Societies
- Opportunities at the Mathematics/Future Cities Interface