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Bayesian Inference with Geodetic Applications
KOCH, KARL-RUDOLF
English

Synopsis Bayesian Inference with Geodetic Applications

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.
EAN
9783540530800
Publisher
Edition year
1990
Language
English
Collection
Lecture Notes in Earth Sciences
Height
244
Width
170
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