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Image Analysis, Random Fields and Markov Chain Monte Carlo Methods
Gerhard Winkler
其他書名
A Mathematical Introduction
出版Springer Science & Business Media, 2003
主題Computers / Software Development & Engineering / Computer GraphicsComputers / Image ProcessingComputers / Computer ScienceComputers / Artificial Intelligence / Computer Vision & Pattern RecognitionComputers / Optical Data ProcessingComputers / Software Development & Engineering / GeneralComputers / Computer SimulationComputers / Design, Graphics & Media / Graphics ToolsMathematics / Number SystemsMathematics / Probability & Statistics / GeneralMathematics / Probability & Statistics / Stochastic ProcessesMathematics / Numerical AnalysisMedical / Allied Health Services / Imaging TechnologiesMedical / BiochemistryMedical / Diagnostic Imaging / GeneralMedical / Radiology, Radiotherapy & Nuclear MedicineTechnology & Engineering / Imaging Systems
ISBN35404421389783540442134
URLhttp://books.google.com.hk/books?id=ASXYKd0WJvIC&hl=&source=gbs_api
EBookSAMPLE
註釋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.