Expansion and the cover time of parallel random walks

Thomas Sauerwald
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引用次数: 8

Abstract

We study the cover time of parallel random walks which was recently introduced by Alon et al. [2]. We consider k parallel (independent) random walks starting from arbitrary vertices. The expected number of steps until these k walks have visited all n vertices is called cover time of G. In this paper we present a lower bound on the cover time of Ω( √n/k • √(1/Φ(G))}, where Φ(G) is the geometric expansion (a.k.a. as edge expansion or conductance). This bound is matched for any 1 ≤ k ≤ n by binary trees up to logarithmic factors. Our lower bound combined with previous results also implies a new characterization of expanders. Roughly speaking, the edge expansion Φ(G) satisfies 1/Φ(G) = O(polylog(n)) if and only if G has a cover time of O(n/k • polylog (n)) for all 1 ≤ k ≤ n. We also present new upper bounds on the cover time with sublinear dependence on the (algebraic) expansion.
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并行随机游动的扩展和覆盖时间
我们研究了最近由Alon等人提出的并行随机游动的覆盖时间。我们考虑从任意顶点出发的k个平行(独立)随机行走。在本文中,我们给出了覆盖时间Ω(√n/k•√(1/Φ(G))}的下界,其中Φ(G)是几何展开(又称边展开或电导)。对于任何1≤k≤n的二叉树,这个边界匹配到对数因子。结合前面的结果,我们的下界也暗示了展开式的一个新的表征。粗略地说,对于所有1≤k≤n,边展开式Φ(G)满足1/Φ(G) = O(polylog(n))当且仅当G的覆盖时间为O(n/k•polylog(n))。我们还给出了新的覆盖时间上界,该上界与(代数)展开式具有亚线性关系。
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