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For a connected graph $G$, the average hitting time $\alpha(G)$ and the Kemeny's constant $\kappa(G)$ are two similar quantities, both measuring the time for the random walk on $G$ to travel between two randomly chosen vertices. We prove…

Combinatorics · Mathematics 2026-04-03 Ji Zeng

Given a connected graph $G$, Kemeny's constant $\mathcal{K}({G})$ measures the average travel time for a random walk to reach a randomly selected vertex. It is known that when an edge is added to $G$, the value of Kemeny's constant may…

Combinatorics · Mathematics 2025-01-31 Stephen Kirkland , Yuqiao Li , John McAlister , Xiaohong Zhang

On trees of fixed order, we show a direct relation between Kemeny's constant and Wiener index, and provide a new formula of Kemeny's constant from the relation with a combinatorial interpretation. Moreover, the relation simplifies proofs of…

Combinatorics · Mathematics 2022-09-26 Jihyeug Jang , Sooyeong Kim , Minho Song

Kemeny's constant for a connected graph $G$ is the expected time for a random walk to reach a randomly-chosen vertex $u$, regardless of the choice of the initial vertex. We extend the definition of Kemeny's constant to non-backtracking…

Combinatorics · Mathematics 2022-03-24 Jane Breen , Nolan Faught , Cory Glover , Mark Kempton , Adam Knudson , Alice Oveson

The Kemeny's constant $\kappa(G)$ of a connected undirected graph $G$ can be interpreted as the expected transit time between two randomly chosen vertices for the Markov chain associated with $G$. In certain cases, inserting a new edge into…

Combinatorics · Mathematics 2019-09-30 Lorenzo Ciardo

Kemeny's constant measures how fast a random walker moves around in a graph. Expressions for Kemeny's constant can be quite involved, and for this reason, many lines of research focus on graphs with structure that makes them amenable to…

Combinatorics · Mathematics 2023-10-13 Jane Breen , Sooyeong Kim , Alexander Low Fung , Amy Mann , Andrei A. Parfeni , Giovanni Tedesco

In a connected graph, Kemeny's constant gives the expected time of a random walk from an arbitrary vertex $x$ to reach a randomly-chosen vertex $y$. Because of this, Kemeny's constant can be interpreted as a measure of how well a graph is…

Kemeny's constant for random walks on a graph is defined as the mean hitting time from one node to another selected randomly according to the stationary distribution. It has found numerous applications and attracted considerable research…

Social and Information Networks · Computer Science 2024-09-10 Haisong Xia , Zhongzhi Zhang

In the context of a random walk on an undirected graph, Kemeny's constant can measure the average travel time for a random walk between two randomly chosen vertices. We are interested in graphs that behave counter-intuitively in regard to…

Combinatorics · Mathematics 2022-05-18 Sooyeong Kim

Kemeny constant, defined as the expected hitting time of random walks from a source node to a randomly chosen target node, is a fundamental metric in graph data management with many real-world applications. However, computing it exactly on…

Data Structures and Algorithms · Computer Science 2025-11-21 Cheng Li , Meihao Liao , Rong-Hua Li , Guoren Wang

Kemeny's constant of a simple connected graph $G$ is the expected length of a random walk from $i$ to any given vertex $j \neq i$. We provide a simple method for computing Kemeny's constant for 1-separable via effective resistance methods…

Combinatorics · Mathematics 2021-08-03 Nolan Faught , Mark Kempton , Adam Knudson

Kemeny's constant quantifies a graph's connectivity by measuring the average time for a random walker to reach any other vertex. We introduce two concepts of the directional derivative of Kemeny's constant with respect to an edge and use…

Numerical Analysis · Mathematics 2025-09-01 Dario A. Bini , Beatrice Meini , Federico Poloni

Kemeny's constant quantifies the expected time for a random walk to reach a randomly chosen vertex, providing insight into the global behavior of a Markov chain. We present a novel eigenvector-based formula for computing Kemeny's constant.…

Combinatorics · Mathematics 2025-03-18 Aida Abiad , Ángeles Carmona , Andrés M. Encinas , Maria José Jiménez , Álvaro Samperio

Given a stochastic matrix $P$ partitioned in four blocks $P_{ij}$, $i,j=1,2$, Kemeny's constant $\kappa(P)$ is expressed in terms of Kemeny's constants of the stochastic complements $P_1=P_{11}+P_{12}(I-P_{22})^{-1}P_{21}$, and…

Numerical Analysis · Mathematics 2024-09-16 Dario Andrea Bini , Fabio Durastante , Sooyeong Kim , Beatrice Meini

We propose two possible definitions for a version of Kemeny's constant of a graph based on non-backtracking random walks (in place of the usual simple random walk). We show that these two definitions coincide for edge-transitive graphs, and…

Combinatorics · Mathematics 2025-10-09 Jane Breen , Mark Kempton , Adam Knudson , Matthew Shumway

Let $G$ be a connected graph with vertex set $V(G)$, and denote by $d_G(u,v)$ the distance from $u$ to $v$ in $G$, for any $u,v \in V(G)$. The average distance of an $n$-vertex connected graph $G$, denoted by $\mu(G)$, is defined to be the…

Combinatorics · Mathematics 2026-05-07 Zhibin Du , Xuli Qi

For a random walk on a network, the mean first-passage time from a node $i$ to another node $j$ chosen stochastically according to the equilibrium distribution of Markov chain representing the random walk is called Kemeny constant, which is…

Statistical Mechanics · Physics 2013-01-17 Zhongzhi Zhang , Yibin Sheng , Zhengyi Hu , Guanrong Chen

We study the problem of enumerating Braess edges for Kemeny's constant in trees. We obtain bounds and asympotic results for the number of Braess edges in some families of trees.

Combinatorics · Mathematics 2023-09-07 Jihyeug Jang , Mark Kempton , Sooyeong Kim , Adam Knudson , Neal Madras , Minho Song

A centrality measure of the cut-edges of an undirected graph, given in [Altafini et al.~SIMAX 2023] and based on Kemeny's constant, is revisited. A numerically more stable expression is given to compute this measure, and an explicit…

Numerical Analysis · Mathematics 2025-03-05 Dario Bini , Steve Kirkland , Guy Latouche , Beatrice Meini

Kemeny's constant is an invariant of discrete-time Markov chains, equal to the expected number of steps between two states sampled from the stationary distribution. It appears in applications as a concise characterization of the mixing…

Probability · Mathematics 2024-10-17 Karel Devriendt
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