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相关论文: Tree walks and the spectrum of random graphs

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We present a novel quasi-Monte Carlo mechanism to improve graph-based sampling, coined repelling random walks. By inducing correlations between the trajectories of an interacting ensemble such that their marginal transition probabilities…

机器学习 · 统计学 2024-05-27 Isaac Reid , Eli Berger , Krzysztof Choromanski , Adrian Weller

Random walks on a graph reflect many of its topological and spectral properties, such as connectedness, bipartiteness and spectral gap magnitude. In the first part of this paper we define a stochastic process on simplicial complexes of…

组合数学 · 数学 2017-02-20 Ori Parzanchevski , Ron Rosenthal

We show that the Plancherel measure of the lamplighter random walk on a graph coincides with the expected spectral measure of the absorbing random walk on the Bernoulli percolation clusters. In the subcritical regime the spectrum is pure…

泛函分析 · 数学 2012-12-06 Franz Lehner

We prove a sharp rate of convergence to stationarity for a natural random walk on a compact Riemannian manifold $(M,g)$. The proof includes a detailed study of the spectral theory of the associated operator.

谱理论 · 数学 2010-02-02 Gilles Lebeau , Laurent Michel

We consider random walks on random graphs, focusing on return probabilities and hitting times for sparse Erdos-Renyi graphs. Using the tree approach which is expected to be exact in the large graph limit, we show how to solve for the…

统计力学 · 物理学 2015-05-13 O. C. Martin , P. Sulc

We consider the biased random walk on a tree constructed from the set of finite self-avoiding walks on a lattice, and use it to construct probability measures on infinite self-avoiding walks. The limit measure (if it exists) obtained when…

概率论 · 数学 2019-12-25 Vincent Beffara , Cong Bang Huynh

Random graphs are a central element of the study of complex dynamical networks such as the internet, the brain, or socioeconomic phenomena. New methods to generate random graphs can spawn new applications and give insights into more…

量子物理 · 物理学 2020-04-06 Hamza Jnane , Giuseppe Di Molfetta , Filippo M. Miatto

The topology of the Internet has typically been measured by sampling traceroutes, which are roughly shortest paths from sources to destinations. The resulting measurements have been used to infer that the Internet's degree distribution is…

无序系统与神经网络 · 物理学 2013-05-29 Aaron Clauset , Cristopher Moore

Random walk on changing graphs is considered. For sequences of finite graphs increasing monotonically towards a limiting infinite graph, we establish transition probability upper bounds. It yields sufficient transience criteria for simple…

概率论 · 数学 2018-10-09 Ruojun Huang

We consider the quantity $P(G)$ associated with a graph $G$ that is defined as the probability that a randomly chosen subtree of $G$ is spanning. Motivated by conjectures due to Chin, Gordon, MacPhee and Vincent on the behaviour of this…

组合数学 · 数学 2019-10-17 Stephan Wagner

Generalized gamma distributions arise as limits in many settings involving random graphs, walks, trees, and branching processes. Pek\"oz, R\"ollin, and Ross (2016, arXiv:1309.4183 [math.PR]) exploited characterizing distributional fixed…

概率论 · 数学 2022-08-08 Tobias Johnson , Erol Peköz

We investigate unimodular random networks. Our motivations include their characterization via reversibility of an associated random walk and their similarities to unimodular quasi-transitive graphs. We extend various theorems concerning…

概率论 · 数学 2020-05-20 David Aldous , Russell Lyons

In the eighties, A. Connes and E. J. Woods made a connection between hyperfinite von Neumann algebras and Poisson boundaries of time dependent random walks. The present paper explains this connection and gives a detailed proof of two…

算子代数 · 数学 2017-04-25 Jean Renault

In this paper, we study the spectra of regular hypergraphs following the definitions from Feng and Li (1996). Our main result is an analog of Alon's conjecture for the spectral gap of the random regular hypergraphs. We then relate the…

组合数学 · 数学 2021-08-03 Ioana Dumitriu , Yizhe Zhu

Using spectral graph theory, we show how to obtain inequalities for the number of walks in graphs from nonnegative polynomials and present a new family of such inequalities.

离散数学 · 计算机科学 2023-03-28 Nadja Willenborg , Sven Kosub

We propose a consistent approach to the statistics of the shortest paths in random graphs with a given degree distribution. This approach goes further than a usual tree ansatz and rigorously accounts for loops in a network. We calculate the…

统计力学 · 物理学 2010-04-05 S. N. Dorogovtsev , J. F. F. Mendes , A. N. Samukhin

The rotor walk on a graph is a deterministic analogue of random walk. Each vertex is equipped with a rotor, which routes the walker to the neighbouring vertices in a fixed cyclic order on successive visits. We consider rotor walk on an…

组合数学 · 数学 2010-09-27 Omer Angel , Alexander E. Holroyd

The Rado graph, also known as the random graph $G(\infty, p)$, is a classical limit object for finite graphs. We study natural ball walks as a way of understanding the geometry of this graph. For the walk started at $i$, we show that order…

概率论 · 数学 2022-05-17 Sourav Chatterjee , Persi Diaconis , Laurent Miclo

We study a new class of time inhomogeneous P\'olya-type urn schemes and give optimal rates of convergence for the distribution of the properly scaled number of balls of a given color to nearly the full class of generalized gamma…

概率论 · 数学 2016-06-28 Erol A. Peköz , Adrian Röllin , Nathan Ross

In this paper, a new measurement to compare two large-scale graphs based on the theory of quantum probability is proposed. An explicit form for the spectral distribution of the corresponding adjacency matrix of a graph is established. Our…

离散数学 · 计算机科学 2018-07-03 Hayoung Choi , Hosoo Lee , Yifei Shen , Yuanming Shi