Rényi Information flow in the Ising model with single-spin dynamics
arXiv:1404.4567 · doi:10.1103/PhysRevE.90.063308
Abstract
The -index Rényi mutual information and transfer entropy for the two-dimensional kinetic Ising model with arbitrary single-spin dynamics in the thermodynamic limit are derived as functions of thermodynamic quantities. By means of Monte Carlo simulations with the Wolff algorithm, we calculate the information flows in the Ising model with the Metropolis dynamics and the Glauber dynamics. We find that, not only the global Rényi transfer entropy, but also the pairwise Rényi transfer entropy peaks in the disorder phase. Therefore, the Rényi information flows may be used as better tools than the Shannon counterparts in the study of phase transitions in complex dynamical systems.
7 pages, 10 figures
References in corpus (11)
- Measuring Information Transfer
- Entanglement Entropy and Quantum Field Theory
- Entanglement Entropy in the O(N) model
- Entanglement at a Two-Dimensional Quantum Critical Point: a Numerical Linked Cluster Expansion Study
- Mutual information in random Boolean models of regulatory networks
- Finite Size Scaling of Mutual Information: A Scalable Simulation
- Finite Temperature Critical Behavior of Mutual Information
- Universal role of correlation entropy in critical phenomena
- Mutual Information as a Tool for Identifying Phase Transitions in Dynamical Complex Systems With Limited Data
- Detecting Classical Phase Transitions with Renyi Mutual Information
- A Wang-Landau method for calculating Renyi entropies in finite-temperature quantum Monte Carlo simulations