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Maximum Entropy And Bayesian Methods Boise, Idaho, Usa, 1997 Book

Maximum Entropy And Bayesian Methods Boise, Idaho, Usa, 1997
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  • Maximum Entropy And Bayesian Methods Boise, Idaho, Usa, 1997
  • Written by author Gary J. Erickson
  • Published by Springer-Verlag New York, LLC, October 1998
  • This volume contains a wide range of applications of Bayesian statistics and maximum entropy methods to problems of concern in such fields as image processing, coding theory, machine learning, economics, data analysis and various other problems. It is a c
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Authors

In Memory of Edwin T. Jaynes
Preface
Massive Inference and Maximum Entropy1
CV-NP Bayesianism by MCMC15
Which Algorithms are Feasible? A Maxent Approach25
Maximum Entropy, Likelihood and Uncertainty: A Comparison35
Probabilistic Methods for Data Fusion57
Whence the Laws of Probability?71
Bayesian Group Analysis87
Symmetry-Group Justification of Maximum Entropy Method and Generalized Maximum Entropy Methods in Image Processing101
Probability Synthesis, how to Express Probabilities in Terms of each other115
Inversion Based on Computational Simulations121
Model Comparison with Energy Confinement Data from Large Fusion Experiments137
Deconvolution Based on Experimentally Determined Apparatus Functions147
A Bayesian Approach for the Determination of the Charge Density from Elastic Electron Scattering Data153
Integrated Deformable Boundary Finding using Bayesian Strategies171
Shape Reconstruction in X-Ray Tomography from a Small Number of Projections using Deformable Models183
An Empirical Model of Brain Shape199
Difficulties Applying Blind Source Separation Techniques to EEG and MEG209
The History of Probability Theory223
We must Choose the Simplest Physical Theory: Levin-Li-Vitanyi Theorem and its Potential Physical Applications239
Maximum Entropy and Acausal Processes: Astrophysical Applications and Challenges253
Computational Exploration of the Entropic Prior over Spaces of Low Dimensionality263
Environmentally-Oriented Processing of Multi-Spectral Satellite Images: New Challenges for Bayesian Methods271
Maximum Entropy Approach to Optimal Sensor Placement for Aerospace Non-Destructive Testing277
Maximum Entropy under Uncertainty291
Subject Index296


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