A Spectral Approach to Kemeny's Constant

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. Moreover, we analyze the impact of network structure on Kemeny's constant. In particular, we use various spectral techniques, such as spectral sparsification of graphs and eigenvalue interlacing, and show that they are particularly useful in this context for deriving approximations and sharp bounds for Kemeny's constant

Publication Details

Journal
ArXiv.org
Published
2025-03-17
Primary Topic
Complex Network Analysis Techniques
Type
article
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article

A Spectral Approach to Kemeny's Constant

ArXiv.org
Complex Network Analysis Techniques
article

A Spectral Approach to Kemeny's Constant

article en

Abstract

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. Moreover, we analyze the impact of network structure on Kemeny's constant. In particular, we use various spectral techniques, such as spectral sparsification of graphs and eigenvalue interlacing, and show that they are particularly useful in this context for deriving approximations and sharp bounds for Kemeny's constant

ArXiv.org
Openalex Percentile: Top 52%
Complex Network Analysis Techniques
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A Spectral Approach to Kemeny's Constant · ArXiv.org (2025) | TGRS Research Map | TGRS