Let be an invariant distribution for the continuous-time Markov chain. Using , its stationarity equation becomesThus the measure with weights is invariant for the irreducible positive-recurrent jump chain. Its invariant distribution is unique, so . Normalization gives the invariant-measure transfer between a jump chain and a CTMC formulaThe denominator is finite and nonzero because . Thus is a probability distribution and is positive recurrent.
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