DocumentCode
3311560
Title
Estimation of the Ising field parameter thanks to the exact partition function
Author
Giovannelli, J.-F.
Author_Institution
Lab. d´´Integration du Materiau au Syst., Equipe Signal-Image, Univ. de Bordeaux 1, Talence, France
fYear
2010
fDate
26-29 Sept. 2010
Firstpage
1441
Lastpage
1444
Abstract
We propose new estimation methods for the Ising field parameter based on an explicit expression for the partition function. This expression is known for a long time, but, to the best of our knowledge, it has never been used for parameter estimation. The paper develops standard Bayesian estimates and proposes a numerical comparative evaluation.
Keywords
belief networks; image reconstruction; parameter estimation; Bayesian estimation; Ising field parameter estimation; image processing; partition function; Approximation methods; Bayesian methods; Computational modeling; Estimation; Image processing; Markov processes; Parameter estimation; Bayesian estimation; Ising field; parameter estimation; partition function;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location
Hong Kong
ISSN
1522-4880
Print_ISBN
978-1-4244-7992-4
Electronic_ISBN
1522-4880
Type
conf
DOI
10.1109/ICIP.2010.5650185
Filename
5650185
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