Gd. Zhang, ON THE SENSITIVITY OF THE SOLUTION OF NEARLY UNCOUPLED MARKOV-CHAINS, SIAM journal on matrix analysis and applications, 14(4), 1993, pp. 1112-1123
This paper deals with the sensitivity of the solution of a nearly unco
upled Markov chain (NUMC). Such a chain arises in various applications
where the states to be modeled can be grouped into loosely connected
aggregates. The solution of an NUMC is very sensitive to general pertu
rbations. However, in practice the perturbation has a special structur
e which renders worst case perturbation bounds a large overestimate. I
n this paper the structure of the perturbation is exploited and it is
shown that the solution is very insensitive to a certain class of stru
ctured perturbations.