A probabilistic proof of Cooper and Frieze's First Visit Time Lemma

Pub Date : 2021-01-26 DOI:10.30757/alea.v18-64
F. Manzo, Matteo Quattropani, E. Scoppola
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引用次数: 9

Abstract

We present an alternative proof of the so-called First Visit Time Lemma (FVTL), originally presented by Cooper and Frieze in its first formulation in Cooper and Frieze (2005), and then used and refined in a list of papers by Cooper, Frieze and coauthors. We work in the original setting, considering a growing sequence of irreducible Markov chains on n states. We assume that the chain is rapidly mixing and with a stationary measure with no entry being either too small nor too large. Under these assumptions, the FVTL shows the exponential decay of the distribution of the hitting time of a given state x—for the chain started at stationarity—up to a small multiplicative correction. While the proof by Cooper and Frieze is based on tools from complex analysis, and it requires an additional assumption on a generating function, we present a completely probabilistic proof, relying on the theory of quasi-stationary distributions and on strong-stationary times arguments. In addition, under the same set of assumptions, we provide some quantitative control on the Doob’s transform of the chain on the complement of the state x.
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Cooper和Frieze首次访问时间引理的概率证明
我们提出了所谓的首次访问时间引理(FVTL)的另一种证明,FVTL最初是由Cooper和Frieze(2005)在Cooper和Frieze的第一个公式中提出的,然后在Cooper、Frieze和合作者的一系列论文中使用和改进。我们在原始环境中工作,考虑n个状态上的不可约马尔可夫链的增长序列。我们假设链正在快速混合,并且具有平稳的度量,没有入口太小或太大。在这些假设下,FVTL显示了给定状态x的命中时间分布的指数衰减-对于从平稳开始的链-直到一个小的乘修正。虽然Cooper和Frieze的证明是基于复杂分析的工具,并且它需要对生成函数进行额外的假设,但我们提出了一个完全概率的证明,依赖于准平稳分布理论和强平稳时间参数。此外,在相同的假设集合下,我们对状态x的补上的链的Doob变换提供了一些定量控制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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