عنوان
پدید آورنده
موضوع
رده
کتابخانه
محل استقرار
INTERNATIONAL STANDARD BOOK NUMBER
(Number (ISBN
9783642557606
(Number (ISBN
9783642629112
NATIONAL BIBLIOGRAPHY NUMBER
Number
b407317
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
Image Analysis, Random Fields and Markov Chain Monte Carlo Methods
General Material Designation
[Book]
Other Title Information
A Mathematical Introduction /
First Statement of Responsibility
by Gerhard Winkler.
EDITION STATEMENT
Edition Statement
Second Edition.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
Berlin, Heidelberg :
Name of Publisher, Distributor, etc.
Imprint: Springer,
Date of Publication, Distribution, etc.
2003.
SERIES
Series Title
Applications of Mathematics, Stochastic Modelling and Applied Probability,
Volume Designation
27
ISSN of Series
0172-4568 ;
CONTENTS NOTE
Text of Note
I. Bayesian Image Analysis: Introduction -- 1. The Bayesian Paradigm -- 2. Cleaning Dirty Pictures -- 3. Finite Random Fields -- II. The Gibbs Sampler and Simulated Annealing -- 4. Markov Chains: Limit Theorems -- 5. Gibbsian Sampling and Annealing -- 6. Cooling Schedules -- III. Variations of the Gibbs Sampler -- 7. Gibbsian Sampling and Annealing Revisited -- 8. Partially Parallel Algorithms -- 9. Synchronous Algorithms -- IV. Metropolis Algorithms and Spectral Methods -- 10. Metropolis Algorithms -- 11. The Spectral Gap and Convergence of Markov Chains -- 12. Eigenvalues, Sampling, Variance Reduction -- 13. Continuous Time Processes -- V. Texture Analysis -- 14. Partitioning -- 15. Random Fields and Texture Models -- 16. Bayesian Texture Classification -- VI. Parameter Estimation -- 17. Maximum Likelihood Estimation -- 18. Consistency of Spatial ML Estimators -- 19. Computation of Full ML Estimators -- VII. Supplement -- 20. A Glance at Neural Networks -- 21. Three Applications -- VIII. Appendix -- A. Simulation of Random Variables -- A.1 Pseudorandom Numbers -- A.2 Discrete Random Variables -- A.3 Special Distributions -- B. Analytical Tools -- B.1 Concave Functions -- B.2 Convergence of Descent Algorithms -- B.3 A Discrete Gronwall Lemma -- B.4 A Gradient System -- C. Physical Imaging Systems -- D. The Software Package AntslnFields -- References -- Symbols.
0
SUMMARY OR ABSTRACT
Text of Note
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.
OTHER EDITION IN ANOTHER MEDIUM
International Standard Book Number
9783642629112
PIECE
Title
Springer eBooks
TOPICAL NAME USED AS SUBJECT
Computer simulation.
Computer vision.
Distribution (Probability theory).
Mathematics.
Medical radiology.
Numerical analysis.
PERSONAL NAME - PRIMARY RESPONSIBILITY
Winkler, Gerhard.
CORPORATE BODY NAME - ALTERNATIVE RESPONSIBILITY
SpringerLink (Online service)
ORIGINATING SOURCE
Date of Transaction
20190301083400.0
ELECTRONIC LOCATION AND ACCESS
Electronic name
مطالعه متن کتاب [Book]
Y
