Image Analysis, Random Fields and Markov Chain Monte Carlo Methods
Gerhard Winkler
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Description for Image Analysis, Random Fields and Markov Chain Monte Carlo Methods
Paperback. Series: Stochastic Modelling and Applied Probability. Num Pages: 403 pages, biography. BIC Classification: MMP; PBKS; PBT; UGK; UYT. Category: (G) General (US: Trade). Dimension: 235 x 155 x 21. Weight in Grams: 617.
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 ... Read more
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 ... Read more
Product Details
Format
Paperback
Publication date
2012
Publisher
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG Germany
Number of pages
403
Condition
New
Series
Stochastic Modelling and Applied Probability
Number of Pages
387
Place of Publication
Berlin, Germany
ISBN
9783642629112
SKU
V9783642629112
Shipping Time
Usually ships in 15 to 20 working days
Ref
99-15
Reviews for Image Analysis, Random Fields and Markov Chain Monte Carlo Methods
From the reviews of the second edition: "This book is concerned with a probabilistic approach for image analysis, mostly from the Bayesian point of view, and the important Markov chain Monte Carlo methods commonly used in this approach. … this book will be useful, especially to researchers with a strong background in probability and an interest in image analysis. ... Read more