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arXiv 2407.16656math.PRmath.CO
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重复块平均:熵时间与混合轮廓

Repeated Block Averages: entropic time and mixing profiles

Pietro Caputo, Matteo Quattropani, Federico Sau

AI总结:

研究 $n$-单纯形上随机块平均动力学向平衡态收敛的过程,给出了 cutoff 现象出现的精确条件、窗口大小及高斯轮廓,并分析了块大小非随机时总变差距离的依分布收敛行为。

摘要:

我们考虑 $n$-单纯形上的随机化动力学,其中在每一步,一个随机的坐标集合(或称块)被均匀平均。当所有块的大小为 2 时,这退化为 [CDSZ22] 中研究的重复平均,即图 [AL12] 上平均过程的一个版本。我们研究了该过程作为块大小分布的函数向平衡态的收敛性,并提供了 cutoff 现象出现的精确条件。此外,我们刻画了 cutoff 窗口的大小,并给出了显式的高斯 cutoff 轮廓。为了完成分析,我们详细研究了块大小非随机的简化情形。我们证明,cutoff 的缺失等价于具有大小为 $n^{Ω(1)}$ 的块,在此情形下,我们给出了任意给定时刻总变差距离的依分布收敛,表明在适当的时间尺度上,它在一个指数分布的随机时间之前保持恒为 1,此后遵循泊松轮廓衰减。

英文摘要:

We consider randomized dynamics over the $n$-simplex, where at each step a random set, or block, of coordinates is evenly averaged. When all blocks have size 2, this reduces to the repeated averages studied in [CDSZ22], a version of the averaging process on a graph [AL12]. We study the convergence to equilibrium of this process as a function of the distribution of the block size, and provide sharp conditions for the emergence of the cutoff phenomenon. Moreover, we characterize the size of the cutoff window and provide an explicit Gaussian cutoff profile. To complete the analysis, we study in detail the simplified case where the block size is not random. We show that the absence of a cutoff is equivalent to having blocks of size $n^{Ω(1)}$, in which case we provide a convergence in distribution for the total variation distance at any given time, showing that, on the proper time scale, it remains constantly 1 up to an exponentially distributed random time, after which it decays following a Poissonian profile.

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。

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