A finite irreducible Markov chain is positive recurrent. Its mean recurrence time to state , starting at and counting the first positive return, is . This identity comes from the long-run fraction of time spent at that state: successive return cycles each contain one visit at their start, so the fraction is the reciprocal of the mean cycle length. It remains valid for a periodic chain.
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