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Bayesian Logical Data Analysis for the Physical Sciences A Comparative Approach with Mathematicar Support

ISBN-10: 0521150124
ISBN-13: 9780521150125
Edition: 2010
Authors: Phil Gregory
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Book details

List price: $82.95
Copyright year: 2010
Publisher: Cambridge University Press
Publication date: 5/20/2010
Binding: Paperback
Pages: 488
Size: 6.75" wide x 9.50" long x 0.75" tall
Weight: 2.090
Language: English

Phil Gregory is Professor Emeritus at the Department of Physics and Astronomy at the University of British Columbia.

Preface
Acknowledgements
Role of probability theory in science
Probability theory as extended logic
The how-to of Bayesian inference
Assigning probabilities
Frequentist statistical inference
What is a statistic?
Frequentist hypothesis testing
Maximum entropy probabilities
Bayesian inference (Gaussian errors)
Linear model fitting (Gaussian errors)
Nonlinear model fitting
Markov Chain Monte Carlo
Bayesian spectral analysis
Bayesian inference (Poisson sampling)
Singular value decomposition
Discrete Fourier transforms
Difference in two samples
Poisson ON/OFF details
Multivariate Gaussian from maximum entropy
References
Index

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