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Random walk on sparse random digraphs

机译:稀疏随机有向图上的随机游动

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摘要

A finite ergodic Markov chain exhibits cutoff if its distance to equilibrium remains close to its initial value over a certain number of iterations and then abruptly drops to near 0 on a much shorter time scale. Originally discovered in the context of card shuffling (Aldous-Diaconis, 1986), this remarkable phenomenon is now rigorously established for many reversible chains. Here we consider the non-reversible case of random walks on sparse directed graphs, for which even the equilibrium measure is far from being understood. We work under the configuration model, allowing both the in-degrees and the out-degrees to be freely specified. We establish the cutoff phenomenon, determine its precise window and prove that the cutoff profile approaches a universal shape. We also provide a detailed description of the equilibrium measure.
机译:如果有限遍历马尔可夫链到平衡的距离在一定数量的迭代中保持接近其初始值,然后在更短的时间尺度上突然下降到接近0,则它会显示出截止值。最初是在卡片改组的背景下发现的(Aldous-Diaconis,1986年),如今已为许多可逆链严格建立了这种显着现象。在这里,我们考虑稀疏有向图上随机游动的不可逆情况,对于这种情况,甚至平衡测度也难以理解。我们在配置模型下工作,允许自由指定入度和出度。我们确定了截止现象,确定了它的精确窗口,并证明了截止轮廓接近于通用形状。我们还提供了平衡测度的详细描述。

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