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Column Sums and the Conditioning of the Stationary Distribution for a Stochastic Matrix

Kirkland, Steve (2010) Column Sums and the Conditioning of the Stationary Distribution for a Stochastic Matrix. Operators and Matrices, 4 . pp. 431-443. ISSN 1846-3886

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Abstract

For an irreducible stochastic matrix T, we consider a certain condition number (T), which measures the sensitivity of the stationary distribution vector to perturbations in T, and study the extent to which the column sum vector for T provides information on (T). Specifically, if cT is the column sum vector for some stochastic matrix of order n, we define the set S(c) = {A|A is an n × n stochastic matrix with column sum vector cT }. We then characterise those vectors cT such that (T) is bounded as T ranges over the irreducible matrices in S(c); for those column sum vectors cT for which is bounded, we give an upper bound on in terms of the entries in cT , and characterise the equality case.

Keywords:Stochastic matrix; Stationary distribution; Condition number;
Subjects:Science & Engineering > Hamilton Institute
ID Code:2194
Deposited By:Professor Steve Kirkland
Deposited On:15 Oct 2010 12:07
Journal or Publication Title:Operators and Matrices
Publisher:Elements d.o.o. Publishing House
Refereed:Yes

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