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Markov Chains: Analytic and Monte Carlo Computations
book

Markov Chains: Analytic and Monte Carlo Computations

by Carl Graham
May 2014
Intermediate to advanced
258 pages
6h 11m
English
Wiley
Content preview from Markov Chains: Analytic and Monte Carlo Computations

1.3 Natural duality: algebraic approach

An algebraic study based on the natural duality between the space of signed measures c01-math-0360 and the space of bounded functions c01-math-0361 will provide some structural results. These results are quite complete for finite state spaces c01-math-0362. The complete study for arbitrary discrete c01-math-0363 will be done later using probabilistic techniques. A reader for which this is the main interest may go directly to Section 1.4.

1.3.1 Complex eigenvalues and spectrum

1.3.1.1 Some reminders

The eigenvalues of the operator

equation

are given by all c01-math-0365 such that c01-math-0366 is not injective as an operator on c01-math-0367.

The eigenspace of is the kernel

and its nonzero elements are called eigenvectors. Hence, in is an eigenvector ...

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Publisher Resources

ISBN: 9781118882696Purchase book