Image analysis, random fields, and dynamic Monte Carlo methods - Info and Reading Options
a mathematical introduction
By Winkler, Gerhard
"Image analysis, random fields, and dynamic Monte Carlo methods" was published by Springer-Verlag in 1995 - Berlin, it has 324 pages and the language of the book is English.
“Image analysis, random fields, and dynamic Monte Carlo methods” Metadata:
- Title: ➤ Image analysis, random fields, and dynamic Monte Carlo methods
- Author: Winkler, Gerhard
- Language: English
- Number of Pages: 324
- Publisher: Springer-Verlag
- Publish Date: 1995
- Publish Location: Berlin
“Image analysis, random fields, and dynamic Monte Carlo methods” Subjects and Themes:
- Subjects: Statistical methods - Image processing - Monte Carlo method - Markov random fields - Image analysis
Edition Specifications:
- Pagination: xiv, 324 p. :
Edition Identifiers:
- The Open Library ID: OL1099484M - OL3491798W
- Online Computer Library Center (OCLC) ID: 31295085
- Library of Congress Control Number (LCCN): 94024251
- ISBN-13: 9780387570693 - 9783540570691
- ISBN-10: 3540570691 - 0387570691
- All ISBNs: 3540570691 - 0387570691 - 9780387570693 - 9783540570691
AI-generated Review of “Image analysis, random fields, and dynamic Monte Carlo methods”:
"Image analysis, random fields, and dynamic Monte Carlo methods" Description:
The Open Library:
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 elementary: 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.
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