First Hitting times of Simple Random Walks on Graphs with Congestion Points

نویسنده

  • MIHYUN KANG
چکیده

We derive the explicit formulas of the probability generating functions of the first hitting times of simple random walks on graphs with congestion points using group representations. 1. Introduction. Random walk on a graph is a Markov chain whose state space is the vertex set of the graph and whose transition from a given vertex to an adjacent vertex along an edge is defined according to some probability distribution. The probability distribution might depend on vertices, and the case of the uniform distribution over incident edges is called a simple random walk. Many researches have been done on various aspects of random walks such as transience or recurrence, asymptotic behavior of transition probabilities , convergence rates to its stationary distributions, and convergence to a boundary and harmonic functions [2, 6]. Random walks can describe the structure of graphs, groups, and related objects and the structure of computer networks or electric networks [3, 8]. It is quite useful to devise probabilistic algorithms of random walks on graphs which reflect combinatorial problems when deterministic methods to analyze them are known to be difficult [10]. It is well known that random walks play a crucial role in the design of randomized algorithms (off-or online) [4, 11, 15]. The first hitting time (also called the first passage time) is the time taken to reach a vertex for the first time starting from another vertex. This is one of the classical problems on Markov chains, and one can investigate the probabilistic properties of the first hitting time, the stopping time, or transition probabilities [1, 12]. The expected hitting times for random walks on graphs have been computed using the relation between electrical networks and random walks [9, 13, 14] and for random walks on finite groups using group representations [5]. The group representation approach has been quite powerful in measuring the convergence rate of random walks to its stationary distributions [5, 7]. In this paper, we apply group representation technique for a simple random walk on finite graphs with cutvertices (or congestion points), which can be decomposed into several finite groups. Finite graphs with congestion points may

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Simple random walks on wheel graphs

A simple random walk on a graph is defined in which a particle moves from one vertex to any adjacent vertex, each with equal probability. The expected hitting time is the expected number of steps to get from one vertex to another before returning to the starting vertex. In this paper, using the electrical network approach, we provide explicit formulae for expected hitting times for simple rando...

متن کامل

Simple Random Walks on Radio Networks (Simple Random Walks on Hyper-Graphs)

In recent years, protocols that are based on the properties of random walks on graphs have found many applications in communication and information networks, such as wireless networks, peer-to-peer networks and the Web. For wireless networks (and other networks), graphs are actually not the correct model of the communication; instead hyper-graphs better capture the communication over a wireless...

متن کامل

Hitting times for random walks on vertex-transitive graphs

For random walks on finite graphs, we record some equalities, inequalities and limit theorems (as the size of graph tends to infinity) which hold for vertex-transitive graphs but not for general regular graphs. The main result is a sharp condition for asymptotic exponentiality of the hitting time to a single vertex. Another result is a lower bound for the coefficient of variation of hitting tim...

متن کامل

How Slow, or Fast, Are Standard Random Walks? - Analyses of Hitting and Cover Times on Tree

Random walk is a powerful tool, not only for modeling, but also for practical use such as the Internet crawlers. Standard random walks on graphs have been well studied; It is well-known that both hitting time and cover time of a standard random walk are bounded by O(n) for any graph with n vertices, besides the bound is tight for some graphs. Ikeda et al. (2003) provided “β-random walk,” which ...

متن کامل

A Spanning Tree Method for Bounding Hitting Times of Random Walks on Graphs

In this paper we consider the problem of computing the expected hitting time to a vertex for random walks on graphs. We give a method for computing an upper bound on the expected hitting time from an arbitrary spanning tree of the graph. We illustrate this method with two examples. In these examples, we show that the bounds obtained from the spanning method are sharper than bounds obtained from...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2002