Detailed balance does not imply that a Markov chain is an irreducible Markov chain: the identity transition matrix is reversible for every probability distribution. Even for an irreducible Markov chain with aperiodicity, the two-state matrix with diagonal 1−ε and off-diagonal ε, 0<ε<1/2, has uniform stationary distribution and nontrivial eigenvalue 1−2ε. From either fixed state its total variation distance after n steps is 21(1−2ε)n, so convergence can be arbitrarily slow. Invariance, reachability and mixing time are distinct questions.
For a continuous-time Markov chain with transition rates qij, detailed balance isfor every pair of distinct states. A probability distribution satisfying these equations is an invariant distribution of a continuous-time Markov chain, because summing over incoming rates gives πQ=0. Under the standard nonexplosion assumptions, the equilibrium chain is reversible.
πiqij=πjqji
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Detailed balance is a principle used in statistical mechanics and thermodynamics that describes a specific condition of equilibrium in a system. It refers to the condition whereby, for every possible transition between states of a system, the rate of transitions in one direction is balanced by the rate of transitions in the reverse direction. This ensures that, over time, the system reaches a steady-state distribution of states.