An Introduction to Markov Processes Hardback
by Daniel W. Stroock
Part of the Graduate Texts in Mathematics series
Hardback
Description
This book provides a rigorous but elementary introduction to the theory of Markov Processes on a countable state space.
It should be accessible to students with a solid undergraduate background in mathematics, including students from engineering, economics, physics, and biology.
Topics covered are: Doeblin's theory, general ergodic properties, and continuous time processes.
Applications are dispersed throughout the book. In addition, a whole chapter is devoted to reversible processes and the use of their associated Dirichlet forms to estimate the rate of convergence to equilibrium.
These results are then applied to the analysis of the Metropolis (a.k.a simulated annealing) algorithm. The corrected and enlarged 2nd edition contains a new chapter in which the author develops computational methods for Markov chains on a finite state space.
Most intriguing is the section with a new technique for computing stationary measures, which is applied to derivations of Wilson's algorithm and Kirchoff's formula for spanning trees in a connected graph.
Information
-
Item not Available
- Format:Hardback
- Pages:203 pages, XVII, 203 p.
- Publisher:Springer-Verlag Berlin and Heidelberg GmbH & Co. K
- Publication Date:08/11/2013
- Category:
- ISBN:9783642405228
Other Formats
- PDF from £42.49
- Paperback / softback from £36.75
Information
-
Item not Available
- Format:Hardback
- Pages:203 pages, XVII, 203 p.
- Publisher:Springer-Verlag Berlin and Heidelberg GmbH & Co. K
- Publication Date:08/11/2013
- Category:
- ISBN:9783642405228
