vix.ing · top · new · best · stats · spec

A Computational Framework for the Mixing Times in the QBD Processes with Infinitely-Many Levels

2013/08/20 by Li, Quan-Lin, Cao, Jing
#60J10 #60J22 #60J45 #90B15 #90B18 #90B22 #C.4 #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #G.3 #Optimization and Control (math.OC) #Performance (cs.PF) #Probability (math.PR) #Systems and Control (eess.SY) #electronic engineering #information engineering

paper · doi:10.48550/arxiv.1308.4227

Abstract

In this paper, we develop some matrix Poisson's equations satisfied by the mean and variance of the mixing time in an irreducible positive-recurrent discrete-time Markov chain with infinitely-many levels, and provide a computational framework for the solution to the matrix Poisson's equations by means of the UL-type of RG-factorization as well as the generalized inverses. In an important special case: the level-dependent QBD processes, we provide a detailed computation for the mean and variance of the mixing time. Based on this, we give new highlight on computation of the mixing time in the block-structured Markov chains with infinitely-many levels through the matrix-analytic method.

Related