Markov chains — the two equivalent faces of null persistence

In a Markov chain, a persistent state $i$ is null persistent if: (I) $\limsup p_{ii}^{(n)}=0$. (II) mean recurrence time is $\infty$. (III) $\limsup p_{ii}^{(n)}>0$.