The convergence theorem for an irreducible aperiodic positive recurrent Markov chain says for every pair of states. Apply it to and take the complement:Although , the chain is aperiodic because its possible return lengths have greatest common divisor one; a self-loop is sufficient but not necessary for aperiodicity.
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