The pair is an irreducible positive recurrent product Markov chain with stationary distributionThe stationary cycle occupation formula says that, during one return cycle to a state , the expected number of visits to a set is . TakeThenThe initial and terminal states both have , so either convention for including the endpoints gives the same count. Thus
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