arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 1609.07557math.PR
收藏

利用首中时和极大不等式刻画$L_{2}$混合性和超压缩性

A characterization of $L_{2}$ mixing and hypercontractivity via hitting times and maximal inequalities

Jonathan Hermon, Yuval Peres

摘要:

有几个工作描述的全变差混合时间的可逆马尔可夫链的自然概率的概念,如停时和首中时。相反,对于$L_{2}$混合时间$τ_{2}$,没有已知的类似物(虽然有复杂的分析工具来约束$ τ_2$,但通常它们不能确定$τ_2$直到恒定因子,并且它们缺乏概率解释)。在这项工作中,我们表明,$τ_2$可以表征为一个常数因子使用首中时分布。我们还推导出一个新的极值表征的对数Sobolev常数,$c_{\mathrm{LS}}$,作为一个加权版本的频谱间隙。这种表征产生了一个概率解释$c_{\mathrm{LS}}$在命中时间版本的hypercontractivity。作为结果的应用,我们证明了:(1)对于每个可逆Markov链,$τ_2$在添加有界权的自环下是鲁棒的;(2)对于树上的加权最近邻随机游动,$τ_2 $在边权有界扰动下是鲁棒的.

英文摘要:

There are several works characterizing the total-variation mixing time of a reversible Markov chain in term of natural probabilistic concepts such as stopping times and hitting times. In contrast, there is no known analog for the $L_{2}$ mixing time, $τ_{2}$ (while there are sophisticated analytic tools to bound $ τ_2$, in general they do not determine $τ_2$ up to a constant factor and they lack a probabilistic interpretation). In this work we show that $τ_2$ can be characterized up to a constant factor using hitting times distributions. We also derive a new extremal characterization of the Log-Sobolev constant, $c_{\mathrm{LS}}$, as a weighted version of the spectral gap. This characterization yields a probabilistic interpretation of $c_{\mathrm{LS}}$ in terms of a hitting time version of hypercontractivity. As applications of our results, we show that (1) for every reversible Markov chain, $τ_2$ is robust under addition of self-loops with bounded weights, and (2) for weighted nearest neighbor random walks on trees, $τ_2 $ is robust under bounded perturbations of the edge weights.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

↑