The Density Formula Approach for Non-reversible Isomorphism Theorems, with Applications

The classical isomorphism theorems for reversible Markov chains have played an important role in studying the properties of local time processes of strongly symmetric Markov processes~\cite{mr06}, bounding the cover time of a graph by a random walk~\cite{dlp11}, and in topics related to physics such as random walk loop soups and Brownian loop soups~\cite{lt07}. Non-reversible versions of these theorems have been discovered by Le Jan, Eisenbaum, and Kaspi~\cite{lejan08, ek09, eisenbaum13}. Here, we give a density-formula-based proof for all these non-reversible isomorphism theorems, extending the results in \cite{bhs21}. Moreover, we use this method to generalize the comparison inequalities derived in \cite{eisenbaum13} for permanental processes and derive an upper bound for the cover time of non-reversible Markov chains.

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Journal
ArXiv.org
Published
2025-03-17
Primary Topic
Markov Chains and Monte Carlo Methods
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article
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article

The Density Formula Approach for Non-reversible Isomorphism Theorems, with Applications

ArXiv.org
Markov Chains and Monte Carlo Methods
article

The Density Formula Approach for Non-reversible Isomorphism Theorems, with Applications

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Abstract

The classical isomorphism theorems for reversible Markov chains have played an important role in studying the properties of local time processes of strongly symmetric Markov processes~\cite{mr06}, bounding the cover time of a graph by a random walk~\cite{dlp11}, and in topics related to physics such as random walk loop soups and Brownian loop soups~\cite{lt07}. Non-reversible versions of these theorems have been discovered by Le Jan, Eisenbaum, and Kaspi~\cite{lejan08, ek09, eisenbaum13}. Here, we give a density-formula-based proof for all these non-reversible isomorphism theorems, extending the results in \cite{bhs21}. Moreover, we use this method to generalize the comparison inequalities derived in \cite{eisenbaum13} for permanental processes and derive an upper bound for the cover time of non-reversible Markov chains.

ArXiv.org
Openalex Percentile: Top 45%
Markov Chains and Monte Carlo Methods
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The Density Formula Approach for Non-reversible Isomorphism Theorems, with Applications · ArXiv.org (2025) | TGRS Research Map | TGRS