Write for the total rate of leaving . The jump chain of a continuous-time Markov chain is the discrete-time chain recording the states occupied after successive jumps. Its transition probabilities are
whenever .
The chain is irreducible if every state can be reached from every other state with positive probability. A state is recurrent if, after leaving , the process returns to with probability one; an irreducible chain is recurrent when one, and hence every, state is recurrent.
The continuous-time Markov chain and its jump chain have exactly the same successive states. If is transient, it visits each state only finitely often, so is transient. If is recurrent, it visits a fixed state infinitely often. At those visits, has independent exponential holding times of rate . Their sum diverges almost surely, so explosion cannot occur before all those returns. Hence returns to infinitely often and is recurrent. Thus, for an irreducible chain,

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