Image analysis, random fields and Markov chain Monte Carlo methods : a mathematical introduction / Gerhard Winkler.

Format:

Book

Author/Creator:

Winkler, Gerhard, 1946-

Series:

Applications of mathematics 0172-4568 ; 27.

Applications of mathematics, 0172-4568 ; 27

Language:

English

Subjects (All):

Image processing--Statistical methods.

Image processing.

Markov random fields.

Monte Carlo method.

Physical Description:

xvi, 387 pages : illustrations ; 25 cm + 1 CD-ROM (4 3/4 in.)

Edition:

Second edition.

Other Title:

Rev. ed. of: Image analysis, random fields, and dynamic Monte Carlo methods

AntsInFields : stochastic simulation and Bayesian Inference for Gibbs Fields

Ants InFields : stochastic simulation and Bayesian Inference for Gibbs Fields

Place of Publication:

Berlin ; New York : SpringerVerlag, [2003]

Summary:

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. This second edition comes with a CD-ROM by F. Friedrich, containing a host of (live) illustrations for each chapter. In an interactive environment, readers can perform their own experiments to consolidate the subject.

Notes:

Accompanying CD-ROM has title: Ants InFields : stochastic simulation and Bayesian Inference for Gibbs Fields / F. Friedrich. Version a 1.01.

Includes bibliographical references (pages [357]-377) and index.

Contains:

Friedrich, Felix. Ants InFields.

ISBN:

3540442138

OCLC:

50693332