  We study certain properties of the function space of autocorrelation
functions of Unit Continuous Time Markov Chains (CTMCs). It is shown that under
particular conditions, the $L^p$ norm of the autocorrelation function of
arbitrary finite state space CTMCs is infinite. Several interesting inferences
are made for point processes associated with CTMCs/ Discrete Time Markov Chains
(DTMCs).
