English

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 β\beta ranges from 0 to β0=12arctanh(13)\beta_0=\frac12\mathrm{arctanh}(\frac13). Moreover, the dominant test function depends on the temperature: at β<β0\beta<\beta_0 it is autocorrelation, whereas at β>β0\beta>\beta_0 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

R2 v1 2026-06-22T17:56:00.621Z