WebMay 31, 2024 · Rapid mixing of Glauber dynamics via spectral independence for all degrees Xiaoyu Chen, Weiming Feng, Yitong Yin, Xinyuan Zhang We prove an optimal lower bound on the spectral gap of Glauber dynamics for anti-ferromagnetic two-spin systems with vertices in the tree uniqueness regime. Web0 (") denote the time it takes the dynamics to reach total variation distance at most "from stationarity, starting from the initial condition x 0. Theorem 1. For every >0 and 0 <"<1 …
Glauber Dynamics on Trees and Hyperbolic Graphs
Webevant to the mixing rate of the Glauber dynamics. We first describe Glauber dynamics for proper coloring. Let be a graph. A coloring of with colors is proper if no two adjacent vertices are assigned the same color. Glauber dynamics are the following Markov chain on the set of proper colorings: Let $#&% '(% be a proper coloring. Define in the ... WebThis paper establishes a well-known conjecture that the Glauber dynamics converges very quickly to its stationary distribution in the tree uniqueness region, i.e., decay of correlations region. The Glauber dynamics is the quintessential example of a local Markov chain, and its convergence rate is of great interest due to its sim- the nansei islands
Spectral independence, coupling, and the spectral gap of the Glauber …
Webstudy Glauber dynamics for families of finite graphs of bounded degree. We show that if the inverse spectral gap of the Glauber dynamics on the ball centered at ρstays bounded as the ball grows, then the correlation between the state of a vertex ρand the states of vertices at distance rfrom ρ, must decay exponentially in r. Setup The graphs. Webthe Glauber dynamics (a.k.a heat bath, Gibbs sampling). The Glauber dynamics for a joint distribution µ of variables from V is a Markov chain „ X t ” 0 on space Ω„ µ ”, where Ω„ µ ”denotes the the support of µ . WebNov 4, 2024 · We prove an optimal mixing time bound on the single-site update Markov chain known as the Glauber dynamics or Gibbs sampling in a variety of settings. Our … the nanthealth customer support team