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          Institute: MPI für Astronomie     Collection: Publikationen_mpia     Display Documents



ID: 742885.0, MPI für Astronomie / Publikationen_mpia
Practical Bayesian inference
Authors:Bailer-Jones, C. A. L.
Place of Publication:Cambridge
Publisher:Cambridge University Press
Date of Publication (YYYY-MM-DD):2017
Physical Description
(e.g. Total Number of Pages):
IX, 295
Full Name(s) of Series Editor(s):Bailer-Jones, Coryn A. L.
Audience:Not Specified
Abstract / Description:Preface; 1. Probability basics; 2. Estimation and uncertainty; 3. Statistical models and inference; 4. Linear models, least squares, and maximum likelihood; 5. Parameter estimation: single parameter; 6. Parameter estimation: multiple parameters; 7. Approximating distributions; 8. Monte Carlo methods for inference; 9. Parameter estimation: Markov chain Monte Carlo; 10. Frequentist hypothesis testing; 11. Model comparison; 12. Dealing with more complicated problems; References; Index.
External Publication Status:published
Document Type:Book
Communicated by:N. N.
Affiliations:MPI für Astronomie
Identifiers:ISBN:978-1-316-64221-4
URL:http://adsabs.harvard.edu/abs/2017pbi..book.....B
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