Social Feedback Theory: Modeling collective opinion phenomena by learning from the feedback of others
- Sven Banisch (Max Planck Institute for Mathematics in the Sciences, Germany)
Abstract
Humans are sensitive to social approval and disapproval. The feedback that others provide on our expressions of opinion is an important driver for adaptation and change. Social feedback theory provides a framework for modeling collective opinion processes based on these principles. The theory departs from previous models by differentiating an externally expressed opinion from an internal evaluation of it. Opinion dynamics is conceived as repeated games that agents play within their social network and to which they adapt by reward-based learning. Within this setting, game theoretic notions of equilibrium can be used to characterize structural conditions for qualitatively different regimes of collective opinion expression. In this talk, I aim for a broad perspective and discuss two models addressing emergent phenomena such as polarization and collective silence.