Image Analysis, Random Fields and Markov Chain Monte Carlo Methods

A Mathematical Introduction

By:

Gerhard Winkler

Format:

Paperback / softback

Series:

Stochastic Modelling and Applied Probability

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Description

This second edition of G. Winkler's successful book on random field approaches to image analysis, related Markov Chain Monte Carlo methods, and statistical inference with emphasis on Bayesian image analysis concentrates more on general principles and models and less on details of concrete applications. Addressed to students and scientists from mathematics, statistics, physics, engineering, and computer science, it will serve as an introduction to the mathematical aspects rather than a survey. Basically no prior knowledge of mathematics or statistics is required. The second edition is in many parts completely rewritten and improved, and most figures are new. The topics of exact sampling and global optimization of likelihood functions have been added.

Release date Australia

September 22nd, 2012

Author

Gerhard Winkler

Audience

Professional & Vocational

Edition

2nd ed. 2003. Softcover reprint of the original 2nd ed. 2003

Illustrations

XVI, 387 p.

Pages

387

Series

Stochastic Modelling and Applied Probability

Dimensions

155x235x21

ISBN-13

9783642629112

Product ID

21188098

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