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03/20/2018
Momentum-Space Renormalization Group Transformation in Bayesian Image Modeling by Gaussian Graphical Model
A new Bayesian modeling method is proposed by combining the maximization...
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10/20/2017
Linear-Time Algorithm in Bayesian Image Denoising based on Gaussian Markov Random Field
In this paper, we consider Bayesian image denoising based on a Gaussian ...
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03/28/2017
Solving Non-parametric Inverse Problem in Continuous Markov Random Field using Loopy Belief Propagation
In this paper, we address the inverse problem, or the statistical machin...
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03/16/2015
Statistical Analysis of Loopy Belief Propagation in Random Fields
Loopy belief propagation (LBP), which is equivalent to the Bethe approxi...
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01/05/2015
Inverse Renormalization Group Transformation in Bayesian Image Segmentations
A new Bayesian image segmentation algorithm is proposed by combining a l...
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04/23/2014
Bayesian Reconstruction of Missing Observations
We focus on an interpolation method referred to Bayesian reconstruction ...
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04/11/2014
Bayesian image segmentations by Potts prior and loopy belief propagation
This paper presents a Bayesian image segmentation model based on Potts p...
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06/27/2013