Control of kinetic opinion dynamics in popularity-adaptive social networks
Giacomo Albi, Elisa Calzola, Matteo Piu

TL;DR
This paper develops a kinetic model for opinion dynamics in social networks where opinions and connections co-evolve, introducing control strategies to influence opinion spread and network structure, with applications to reducing polarization and fostering consensus.
Contribution
It introduces a novel feedback mechanism linking opinion influence to contact formation within a kinetic framework, including control laws to steer opinion and network evolution.
Findings
Control strategies can reduce polarization
Control can promote consensus
Model demonstrates influence of interventions on opinion dynamics
Abstract
This paper presents a mathematical model for opinion dynamics in popularity-adaptive social networks, where both opinion spreading and the evolution of social media contacts depend on agents' popularity and the prominence of their views. While previous approaches accounted for the influence of popularity on opinion dynamics, we introduce a novel feedback mechanism in which opinion affects the formation of contacts. Within a kinetic modeling framework, we describe the evolution of the coupled dynamics of opinions and network structure, incorporating a class of control laws in order to promote interactions with popular individuals and amplify dominant opinions. Such control strategies are introduced to influence both opinion formation and connectivity, representing interventions such as awareness campaigns or moderation policies. Numerical results show how control strategies can mitigate…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsOpinion Dynamics and Social Influence · Complex Network Analysis Techniques · Mathematical and Theoretical Epidemiology and Ecology Models
