A distribution is an invariant distribution when
for every state . The pair satisfies detailed balance when
for every . Summing this identity over gives
so detailed balance implies invariance.
For an irreducible positive recurrent Markov chain, Kac's lemma relates the invariant mass to the mean recurrence time:

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