Bayesian Reasoning In Data Analysis: A Critical Introduction

Language: English

Published by World Scientific Publishing Co Pte Ltd, SG, 2003

9814447951 / 9789814447959

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This book provides a multi-level introduction to Bayesian reasoning (as opposed to "conventional statistics") and its applications to data analysis. The basic ideas of this "new" approach to the quantification of uncertainty are presented using examples from research and everyday life. Applications covered include: parametric inference; combination of results; treatment of uncertainty due to systematic errors and background; comparison of hypotheses; unfolding of experimental distributions; upper/lower bounds in frontier-type measurements. Approximate methods for routine use are derived and are shown often to coincide - under well-defined assumptions! - with "standard" methods, which can therefore be seen as special cases of the more general Bayesian methods. In dealing with uncertainty in measurements, modern metrological ideas are utilized, including the ISO classification of uncertainty into type A and type B. These are shown to fit well into the Bayesian framework.

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Title
Bayesian Reasoning In Data Analysis: A Critical Introduction
Author
Giulio D'Agostini
Publisher
World Scientific Publishing Co Pte Ltd, SG
Publication year
2003
Condition
New
Binding
Paperback
Language
English
ISBN 10
9814447951
ISBN 13
9789814447959
Edition
Illustrated.
Dimensions
15.24 x 1.85 x 22.86 cm

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