For an irreducible ergodic Markov chain limn Pn ij exists and is independent of i. Furthermore, letting

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For an irreducible ergodic Markov chain limn→∞ Pn ij exists and is independent of i. Furthermore, letting

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then πj is the unique nonnegative solution of

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