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Book Cover
E-book
Author Koch, Karl-Rudolf

Title Introduction to Bayesian statistics / Karl-Rudolf Koch
Edition 2nd, updated and enl. ed
Published Berlin ; New York : Springer, ©2007

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Description 1 online resource (xii, 249 pages) : illustrations
Contents Probability -- Parameter Estimation, Confidence Regions and Hypothesis Testing -- Linear Model -- Special Models and Applications -- Numerical Methods
Summary "The Introduction to Bayesian Statistics (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."--Jacket
Analysis geografische informatiesystemen
geographical information systems
cartografie
mapping
beeldverwerking
image processing
machine vision
engineering
fysica
physics
aardwetenschappen
earth sciences
geofysica
geophysics
geodesie
geodesy
toegepaste statistiek
applied statistics
Geology (General)
Geologie (algemeen)
Bibliography Includes bibliographical references (pages 235-244) and index
Notes Print version record
Subject Bayesian statistical decision theory.
Bayes Theorem
Statistics -- methods
MATHEMATICS -- Probability & Statistics -- Bayesian Analysis.
Bayesian statistical decision theory.
Environnement.
Sciences de la terre.
Bayesian statistical decision theory
Methode van Bayes.
Form Electronic book
ISBN 9783540727262
3540727264
9783540727231
354072723X
Other Titles Einführung in Bayes-Statistik. English