Question: Assume that an ergodic Markov chain has states s1, s2, . . . , sk. Let S(n) j denote the number of times that the

Assume that an ergodic Markov chain has states s1, s2, . . . , sk. Let S(n) j denote the number of times that the chain is in state sj in the first n steps. Let w denote the fixed probability row vector for this chain. Show that, regardless of the starting state, the expected value of S(n) j , divided by n, tends to wj as n ! 1. Hint: If the chain starts in state si, then the expected value of S(n) j is given by the expression

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