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Original Essays | April 11, 2014

Paul Laudiero: IMG Shit Rough Draft



I was sitting in a British and Irish romantic drama class my last semester in college when the idea for Shit Rough Drafts hit me. I was working... Continue »
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Stochastic Modelling and Applied Probability #27: Image Analysis, Random Fields and Dynamic Monte Carlo Methods: A Mathematical Introduction

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Stochastic Modelling and Applied Probability #27: Image Analysis, Random Fields and Dynamic Monte Carlo Methods: A Mathematical Introduction Cover

 

Synopses & Reviews

Publisher Comments:

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.

Product Details

ISBN:
9783642975240
Author:
Winkler, Gerhard
Publisher:
Springer
Location:
Berlin, Heidelberg
Subject:
Computers-Reference - General
Subject:
Statistics
Subject:
Monte Carlos Methods
Subject:
Probability Theory and Stochastic Processes
Subject:
Pattern recognition.
Subject:
Simulation and Modeling
Subject:
Imaging / Radiology
Subject:
Software Engineering/Programming and Operating Systems
Subject:
Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences
Subject:
Mathematics
Subject:
Language, literature and biography
Subject:
mathematics and statistics
Subject:
Distribution (Probability theory)
Subject:
Optical pattern recognition
Subject:
Computer simulation
Subject:
Radiology, medical
Subject:
Software engineering
Copyright:
Edition Description:
Softcover reprint of the original 1st ed. 1995
Series:
Stochastic Modelling and Applied Probability
Series Volume:
27
Publication Date:
20120131
Binding:
TRADE PAPER
Language:
English
Pages:
338
Dimensions:
235 x 155 mm 516 gr

Related Subjects

Computers and Internet » Computers Reference » General
Computers and Internet » Software Engineering » General
Engineering » Communications » Telephony
Science and Mathematics » Mathematics » Probability and Statistics » General
Science and Mathematics » Mathematics » Probability and Statistics » Statistics
Science and Mathematics » Physics » Solid State Physics

Stochastic Modelling and Applied Probability #27: Image Analysis, Random Fields and Dynamic Monte Carlo Methods: A Mathematical Introduction New Trade Paper
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