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- catalog abstract "CD-ROM (version a 1.01) includes: software "AntsInFields", graphical user interfaces, an an educational, self explaining, and self contained library of living documents.--Intro. p. 5.".
- catalog contributor b12829952.
- catalog contributor b12829953.
- catalog created "c2003.".
- catalog date "2003".
- catalog date "c2003.".
- catalog dateCopyrighted "c2003.".
- catalog description "CD-ROM (version a 1.01) includes: software "AntsInFields", graphical user interfaces, an an educational, self explaining, and self contained library of living documents.--Intro. p. 5.".
- catalog description "Includes bibliographical references and index.".
- catalog description "Part I. Bayesian image analysis: introduction -- 1. The Bayesian paradigm -- 2. Cleaning dirty pictures -- 3. Finite random fields -- Part II. THe Gibbs sampler and simulated annealing -- 4. Markov Chains: limit theorems -- 5. Gibbsian sampling and annealing -- 6. Cooling schedules -- Part III. Variations of the Gibbs sampler -- 7. Gibbsian sampling and annealing revisited -- 8. Partially parallel algorithms -- 9. Synchronous algorithms -- Part 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 -- Part V. Texture analysis -- 14. Partitioning -- 15. Random fields and texture models -- 16. Bayesian texture classification -- Part VI. Parameter estimation -- 17. Maximum likelihood estimation -- 18. Consistency of spatial ML estimators -- 19. Computation of full ML estimators -- Part VII. Supplement -- 20. A glance at neural networks -- 21. Three applications -- Part VIII. Appendix -- A. Simulation of random variables -- B. Analytical tools -- C. Physical imaging systems -- D. The software package AntsInFields.".
- catalog description "System requirements for accompanying CD-ROM: Windows 95, 98, NT, 2000, XP or ME up to 50 Mbyte free hard disk space.".
- catalog extent "xvi, 387 p. :".
- catalog identifier "3540442138 (hc : alk paper)".
- catalog isPartOf "Applications of mathematics, 0172-4568 ; 27".
- catalog issued "2003".
- catalog issued "c2003.".
- catalog language "eng".
- catalog publisher "Berlin ; New York : Springer,".
- catalog requires "System requirements for accompanying CD-ROM: Windows 95, 98, NT, 2000, XP or ME up to 50 Mbyte free hard disk space.".
- catalog subject "621.36/7/015192 21".
- catalog subject "Image processing Statistical methods.".
- catalog subject "Markov random fields.".
- catalog subject "Monte Carlo method.".
- catalog subject "TA1637 .W563 2003".
- catalog tableOfContents "Part I. Bayesian image analysis: introduction -- 1. The Bayesian paradigm -- 2. Cleaning dirty pictures -- 3. Finite random fields -- Part II. THe Gibbs sampler and simulated annealing -- 4. Markov Chains: limit theorems -- 5. Gibbsian sampling and annealing -- 6. Cooling schedules -- Part III. Variations of the Gibbs sampler -- 7. Gibbsian sampling and annealing revisited -- 8. Partially parallel algorithms -- 9. Synchronous algorithms -- Part 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 -- Part V. Texture analysis -- 14. Partitioning -- 15. Random fields and texture models -- 16. Bayesian texture classification -- Part VI. Parameter estimation -- 17. Maximum likelihood estimation -- 18. Consistency of spatial ML estimators -- 19. Computation of full ML estimators -- Part VII. Supplement -- 20. A glance at neural networks -- 21. Three applications -- Part VIII. Appendix -- A. Simulation of random variables -- B. Analytical tools -- C. Physical imaging systems -- D. The software package AntsInFields.".
- catalog title "Image analysis, random fields and Markov chain Monte Carlo methods : a mathematical introduction / Gerhard Winkler.".
- catalog type "text".