Estimation of the Ising field parameter thanks to the exact partition function

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...

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Bibliographische Detailangaben
1. Verfasser:	Giovannelli, J.-F
Format:	Tagungsbericht
Sprache:	eng
Schlagworte:	Approximation methods Bayesian estimation Bayesian methods Computational modeling Estimation Image processing Ising field Markov processes Parameter estimation partition function
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Beschreibung
Zusammenfassung:	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.
ISSN:	1522-4880 2381-8549
DOI:	10.1109/ICIP.2010.5650185