M. Kijima, HAZARD RATE AND REVERSED HAZARD RATE MONOTONICITIES IN CONTINUOUS-TIME MARKOV-CHAINS, Journal of Applied Probability, 35(3), 1998, pp. 545-556
A continuous-time Markov chain on the non-negative integers is called
skip-free to the right (left) if only unit increments to the right (le
ft) are permitted. If a Markov chain is skip-free both to the right an
d to the left, it is called a birth-death process. Karlin and McGregor
(1959) showed that if a continuous-time Markov chain is monotone in t
he sense of likelihood ratio ordering then it must be an (extended) bi
rth-death process. This paper proves that if an irreducible Markov cha
in in continuous time is monotone in the sense of hazard rate (reverse
d hazard rate) ordering then it must be skip-free to the right (left).
A birth-death process is then characterized as a continuous-time Mark
ov chain that is monotone in the sense of both hazard rate and reverse
d hazard rate orderings. As an application, the first-passage-time dis
tributions of such Markov chains are also studied.