Here is a fact from Adventures in Stochastic Processes by Prof. Sidney I. Resnick: A finite state, irreducible, aperiodic Markov chain is always positive recurrent and the stationary distribution always exists.
Does this mean that a finite state Markov chain which is irreducible and aperiodic does not have a transient or null recurrent state? Could someone help me prove this?