IMAGE ANALYSIS RANDOM FIELDS AND DYNAMIC MONTE CARLO METHODS: A Mathematical Introduction: v. 27 - Rilegato

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9783540570691: IMAGE ANALYSIS RANDOM FIELDS AND DYNAMIC MONTE CARLO METHODS: A Mathematical Introduction: v. 27
Rilegato
ISBN 10: 3540570691 ISBN 13: 9783540570691
Casa editrice: Springer Verlag, 1994

Sinossi

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.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Dalla quarta di copertina

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.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Springer Verlag
Data di pubblicazione
1994
Lingua
Inglese
ISBN 10 
3540570691
ISBN 13 
9783540570691
Rilegatura
Copertina rigida
Numero edizione
2
Numero di pagine
338
Contatto del produttore
non disponibile
Persona responsabile
CMN Printpool Inh. Mathis Neumann
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