Fast initial conditions for Glauber dynamics
Probability
2017-01-24 v1 Mathematical Physics
math.MP
Abstract
In the study of Markov chain mixing times, analysis has centered on the performance from a worst-case starting state. Here, in the context of Glauber dynamics for the one-dimensional Ising model, we show how new ideas from information percolation can be used to establish mixing times from other starting states. At high temperatures we show that the alternating initial condition is asymptotically the fastest one, and, surprisingly, its mixing time is faster than at infinite temperature, accelerating as the inverse-temperature ranges from 0 to . Moreover, the dominant test function depends on the temperature: at it is autocorrelation, whereas at it is the Hamiltonian.
Keywords
Cite
@article{arxiv.1701.06042,
title = {Fast initial conditions for Glauber dynamics},
author = {Eyal Lubetzky and Allan Sly},
journal= {arXiv preprint arXiv:1701.06042},
year = {2017}
}
Comments
16 pages, 1 figure