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Introduction to Bayesian Statistics

Posted on 2010-03-15




Name:Introduction to Bayesian Statistics
ASIN/ISBN:354072723X
Language:English
File size:1.7 Mb
ISBN: 354072723X
Pages: 250 pages
File Type: PDF
File Size: 1,7 Mb
Other Info: Springer; 2nd, updated and enlarged ed. edition (September 10, 2007)
   Introduction to Bayesian Statistics

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Karl-Rudolf Koch, ""

The (2nd Edition) presents Bayes’ theorem, the estimation of unknown parameters, the determination of confidence regions and the derivation of tests of hypotheses for the unknown parameters, in a manner that is simple, intuitive and easy to comprehend. The methods are applied to linear models, in models for a robust estimation, for prediction and filtering and in models for estimating variance components and covariance components. Regularization of inverse problems and pattern recognition are also covered while Bayesian networks serve for reaching decisions in systems with uncertainties. If analytical solutions cannot be derived, numerical algorithms are presented such as the Monte Carlo integration and Markov Chain Monte Carlo methods.

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