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相关论文: Cover times of random searches

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The speed of an exhaustive search can be measured by a cover time, which is defined as the time it takes a random searcher to visit every state in some target set. Cover times have been studied in both the physics and probability…

统计力学 · 物理学 2024-07-11 Hyunjoong Kim , Sean D Lawley

We present an analytical method for computing the mean cover time of a random walk process on arbitrary, complex networks. The cover time is defined as the time a random walker requires to visit every node in the network at least once. This…

统计力学 · 物理学 2018-08-02 Benjamin F. Maier , Dirk Brockmann

The cover time is defined as the time needed for a random walker to visit every site of a confined domain. Here, we focus on persistent random walks, which provide a minimal model of random walks with short range memory. We derive the exact…

统计力学 · 物理学 2015-06-19 Marie Chupeau , Olivier Bénichou , Raphaël Voituriez

Cover times measure the speed of exhaustive searches which require the exploration of an entire spatial region(s). Applications include the immune system hunting pathogens, animals collecting food, robotic demining or cleaning, and computer…

概率论 · 数学 2024-07-11 Hyunjoong Kim , Sean D Lawley

Given a traversal algorithm, cover time is the expected number of steps needed to visit all nodes in a given graph. A smaller cover time means a higher exploration efficiency of traversal algorithm. Although random walk algorithms have been…

数据结构与算法 · 计算机科学 2023-08-14 Guanhua Fang , Gennady Samorodnitsky , Zhiqiang Xu

We consider a minimal model of persistent random searcher with short range memory. We calculate exactly for such searcher the mean first-passage time to a target in a bounded domain and find that it admits a non trivial minimum as function…

统计力学 · 物理学 2012-02-28 V. Tejedor , R. Voituriez , O. Bénichou

We derive an exact closed-form analytical expression for the distribution of the cover time for a random walk over an arbitrary graph. In special case, we derive simplified exact expressions for the distributions of cover time for a…

数学物理 · 物理学 2009-10-20 Nikola Zlatanov , Ljupco Kocarev

Cover times quantify the speed of exhaustive search. In this work, we compute exactly the mean cover time associated with a one-dimensional Brownian search under exponentially distributed resetting. We also approximate the moments of cover…

概率论 · 数学 2025-05-13 Samantha Linn , Sean D Lawley

Random walks are gaining much attention from the networks research community. They are the basis of many proposals aimed to solve a variety of network-related problems such as resource location, network construction, nodes sampling, etc.…

无序系统与神经网络 · 物理学 2009-08-06 Luis Rodero-Merino , Antonio Fernandez Anta , Luis Lopez , Vicent Chovi

Random walks have been proposed as a simple method of efficiently searching, or disseminating information throughout, communication and sensor networks. In nature, animals (such as ants) tend to follow correlated random walks, i.e., random…

分布式、并行与集群计算 · 计算机科学 2015-02-03 Graeme Smith , J. W. Sanders , Qin Li

We investigate multitarget search on complex networks and derive an exact expression for the mean random cover time that quantifies the expected time a walker needs to visit multiple targets. Based on this, we recover and extend some…

物理与社会 · 物理学 2017-09-13 Tongfeng Weng , Jie Zhang , Michael Small , Ji Yang , Farshid Hassani Bijarbooneh , Pan Hui

We pose a new and intriguing question motivated by distributed computing regarding random walks on graphs: How long does it take for several independent random walks, starting from the same vertex, to cover an entire graph? We study the…

概率论 · 数学 2007-11-20 Noga Alon , Chen Avin , Michal Koucky , Gady Kozma , Zvi Lotker , Mark R. Tuttle

A simple random walk on a graph is a sequence of movements from one vertex to another where at each step an edge is chosen uniformly at random from the set of edges incident on the current vertex, and then transitioned to next vertex.…

概率论 · 数学 2012-02-28 Mohammed Abdullah

The territory explored by a random walk is a key property that may be quantified by the number of distinct sites that the random walk visits up to a given time. The extent of this spatial exploration characterizes many important physical,…

统计力学 · 物理学 2023-02-21 Léo Régnier , Maxim Dolgushev , S. Redner , Olivier Bénichou

Among observables characterising the random exploration of a graph or lattice, the cover time, namely the time to visit every site, continues to attract widespread interest. Much insight about cover times is gained by mapping to the…

统计力学 · 物理学 2020-07-08 Gcina Maziya , Luca Cocconi , Gunnar Pruessner , Nicholas Moloney

We present analytical results for the distribution of cover times of random walks (RWs) on random regular graphs consisting of $N$ nodes of degree $c$ ($c \ge 3$). Starting from a random initial node at time $t=1$, at each time step $t \ge…

无序系统与神经网络 · 物理学 2021-12-22 Ido Tishby , Ofer Biham , Eytan Katzav

The cover-time problem, i.e., time to visit every site in a system, is one of the key issues of random walks with wide applications in natural, social, and engineered systems. Addressing the full distribution of cover times for random walk…

统计力学 · 物理学 2023-03-01 Jia-Qi Dong , Wen-Hui Han , Yisen Wang , Xiao-Song Chen , Liang Huang

Search patterns of randomly oriented steps of different lengths have been observed on all scales of the biological world, ranging from the microscopic to the ecological, including in protein motors, bacteria, T-cells, honeybees, marine…

定量方法 · 定量生物学 2020-02-14 Brieuc Guinard , Amos Korman

We introduce a formalism based on a continuous time approximation, to study the characteristics of Page Rank random walks. We find that the diffusion of the occupancy probability has a dynamics that exponentially "forgets" the initial…

统计力学 · 物理学 2020-07-17 Emilio Aced Fuentes , Simone Santini

We consider information diffusion on Web-like networks and how random walks can simulate it. A well-studied problem in this domain is Partial Cover Time, i.e., the calculation of the expected number of steps a random walker needs to visit a…

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