Write for the continuous-time Markov chain and for expected value conditional on . The occupation time of a continuous-time Markov chain in state is the integral of its indicator random variable. By Tonelli theorem,The interchange is valid because the integrand is nonnegative; indeed the random integral is bounded by .
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