Bayesian Inference with Geodetic Applications (Lecture Notes in Earth Sciences, 31)

Koch, Karl-Rudolf

ISBN 10: 3540530800 / ISBN 13: 9783540530800

Published by Springer, 1990

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Seller Inventory # ABLIING23Mar3113020169493

Bibliographic Details

• Title: Bayesian Inference with Geodetic Applications (Lecture Notes in Earth Sciences, 31)
• Publisher: Springer
• Publication Date: 1990
• Language: English
• ISBN 10: 3540530800
• ISBN 13: 9783540530800
• Binding: Soft cover
• Condition: New

About this title

Synopsis

This introduction to Bayesian inference places special emphasis on applications. All basic concepts are presented: Bayes' theorem, prior density functions, point estimation, confidence region, hypothesis testing and predictive analysis. In addition, Monte Carlo methods are discussed since the applications mostly rely on the numerical integration of the posterior distribution. Furthermore, Bayesian inference in the linear model, nonlinear model, mixed model and in the model with unknown variance and covariance components is considered. Solutions are supplied for the classification, for the posterior analysis based on distributions of robust maximum likelihood type estimates, and for the reconstruction of digital images.