Mixing of the averaging process and its discrete dual on finite-dimensional geometries

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2021-06-17 DOI:10.1214/22-AAP1838
Matteo Quattropani, F. Sau
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引用次数: 10

Abstract

We analyze the $L^1$-mixing of a generalization of the Averaging process introduced by Aldous. The process takes place on a growing sequence of graphs which we assume to be finite-dimensional, in the sense that the random walk on those geometries satisfies a family of Nash inequalities. As a byproduct of our analysis, we provide a complete picture of the total variation mixing of a discrete dual of the Averaging process, which we call Binomial Splitting process. A single particle of this process is essentially the random walk on the underlying graph. When several particles evolve together, they interact by synchronizing their jumps when placed on neighboring sites. We show that, given $k$ the number of particles and $n$ the (growing) size of the underlying graph, the system exhibits cutoff in total variation if $k\to\infty$ and $k=O(n^2)$. Finally, we exploit the duality between the two processes to show that the Binomial Splitting satisfies a version of Aldous' spectral gap identity, namely, the relaxation time of the process is independent of the number of particles.
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有限维几何上平均过程及其离散对偶的混合
我们分析了Aldous引入的平均过程的推广的$L^1$-混合。这个过程发生在一个不断增长的图序列上,我们假设这些图是有限维的,因为在这些几何结构上的随机行走满足一组纳什不等式。作为我们分析的副产品,我们提供了平均过程的离散对偶的总变化混合的完整图像,我们称之为二项式分裂过程。这个过程中的单个粒子本质上是底层图上的随机行走。当几个粒子一起进化时,当它们被放置在相邻的位置时,它们通过同步跳跃来相互作用。我们证明,给定$k$粒子的数量和$n$基础图的(增长的)大小,如果$k\to\infty$和$k=O(n^2)$,系统在总变化中表现出截止。最后,我们利用两个过程之间的对偶性来证明二项式分裂满足Aldous谱隙恒等式的一个版本,即过程的弛豫时间与粒子数量无关。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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