  We give a bound on the mixing time of a uniformly ergodic, reversible Markov
chain in terms of the spectral radius of the transition operator. This bound
has been established previously in finite state spaces, and is widely believed
to hold in general state spaces, but a proof has not been provided to our
knowledge.
