Stochastic thermodynamics of opinion dynamics
arXiv:2212.07268 · doi:10.1103/PhysRevE.107.064135
Abstract
We show that models of opinion formation and dissemination in a community of individuals can be framed within stochastic thermodynamics from which we can build a nonequilibrium thermodynamics of opinion dynamics. This is accomplished by decomposing the original transition rate that defines an opinion model into two or more transition rates, each representing the contact with heat reservoirs at different temperatures, and postulating an energy function. As the temperatures are distinct, heat fluxes are present even at the stationary state and linked to the production of entropy, the fundamental quantity that characterizes nonequilibrium states. We apply the present framework to a generic-vote model including the majority-vote model in a square lattice and in a cubic lattice. The fluxes and the rate of entropy production are calculated by numerical simulation and by the use of a pair approximation.
References in corpus (22)
- Statistical physics of social dynamics
- Stochastic thermodynamics, fluctuation theorems, and molecular machines
- Opinion evolution in closed community
- Stochastic thermodynamics under coarse-graining
- The non-linear q-voter model
- Continuous Opinions and Discrete Actions in Opinion Dynamics Problems
- Freezing and Slow Evolution in a Constrained Opinion Dynamics Model
- Phase transitions in the q-voter model with two types of stochastic driving
- Majority-vote model on random graphs
- Statistical Physics Of Opinion Formation: is it a SPOOF?
- Stochastic approach to equilibrium and nonequilibrium thermodynamics
- Entropy production in the majority-vote model
- Coarsening and persistence in a class of stochastic processes interpolating between the Ising and voter models
- Entropy production as tool for characterizing nonequilibrium phase transitions
- Majority-Vote Model on a Random Lattice
- Fundamental ingredients for the emergence of discontinuous phase transitions in the majority vote model
- Critical phenomena of the Majority voter model in a three dimensional cubic lattice
- Partial inertia induces additional phase transition in the explosive majority vote model
- Exact solution of the isotropic majority-vote model on complete graphs
- Critical phenomena in the majority voter model on two dimensional regular lattices
- Antiferromagnetic majority voter model on square and honeycomb lattices
- Finite-Size Scaling of the majority-voter model above the upper critical dimension