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Image Analysis, Random Fields and Markov Chain Monte Carlo Methods: A
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Image Analysis, Random Fields and Markov Chain Monte Carlo Methods: A Mathematical Introduction Paperback - 2012

by Gerhard Winkler


From the publisher

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.

From the rear cover

The book is mainly concerned with the mathematical foundations of Bayesian image analysis and its algorithms. This amounts to the study of Markov random fields and dynamic Monte Carlo algorithms like sampling, simulated annealing and stochastic gradient algorithms. The approach is introductory and elemenatry: given basic concepts from linear algebra and real analysis it is self-contained. No previous knowledge from image analysis is required. Knowledge of elementary probability theory and statistics is certainly beneficial but not absolutely necessary. The necessary background from imaging is sketched and illustrated by a number of concrete applications like restoration, texture segmentation and motion analysis.

Details

  • Title Image Analysis, Random Fields and Markov Chain Monte Carlo Methods: A Mathematical Introduction
  • Author Gerhard Winkler
  • Binding Paperback
  • Edition 2nd edition
  • Pages 387
  • Volumes 1
  • Language ENG
  • Publisher Springer
  • Date 2012-09-22
  • ISBN 9783642629112 / 3642629113
  • Weight 1.24 lbs (0.56 kg)
  • Dimensions 9.21 x 6.14 x 0.83 in (23.39 x 15.60 x 2.11 cm)
  • Dewey Decimal Code 003.3
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Image Analysis, Random Fields and Markov Chain Monte Carlo Methods: A Mathematical Introduction

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Image Analysis, Random Fields and Markov Chain Monte Carlo Methods : A Mathematical Introduction
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Image Analysis, Random Fields and Markov Chain Monte Carlo Methods : A Mathematical Introduction

by Gerhard Winkler

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Image Analysis, Random Fields and Markov Chain Monte Carlo Methods: A Mathematical Introduction
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Image Analysis, Random Fields and Markov Chain Monte Carlo Methods: A Mathematical Introduction

by Gerhard Winkler

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Paperback / softback. New. "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....This book will be useful, especially to researchers with a strong background in probability and an interest in image analysis.
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Image Analysis, Random Fields and Markov Chain Monte Carlo Methods: A Mathematical Introduction (Stochastic Modelling and Applied Probability) [Paperback

by Winkler, Gerhard

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Image Analysis, Random Fields and Markov Chain Monte Carlo Methods: A Mathematical Introduction (Stochastic Modelling and Applied Probability, 27)

by Winkler, Gerhard

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