Data Analysis
Sivia, D. S.
| Autor: | Sivia, D. S. |
|---|---|
| Themengebiete: | Stochastik |
| Veröffentlichungsdatum: | 01.07.2006 |
| EAN: | 9780198568322 |
| Auflage: | 002 |
| Sprache: | Englisch |
| Seitenzahl: | 260 |
| Produktart: | Kartoniert / Broschiert |
| Verlag: | OUP UK |
| Untertitel: | A Bayesian Tutorial |
Produktinformationen "Data Analysis"
Statistics lectures have been a source of much bewilderment and frustration for generations of students. This book attempts to remedy the situation by expounding a logical and unified approach to the whole subject of data analysis. This text is intended as a tutorial guide for senior undergraduates and research students in science and engineering. After explaining the basic principles of Bayesian probability theory, their use is illustrated with a variety of examples ranging from elementary parameter estimation to imageprocessing. Other topics covered include reliability analysis, multivariate optimization, least-squares and maximum likelihood, error-propagation, hypothesis testing, maximum entropy and experimental design. The Second Edition of this successful tutorial book contains a new chapter on extensions to the ubiquitous least-squares procedure, allowing for the straightforward handling of outliers and unknown correlated noise, and a cutting-edge contribution from John Skilling on a novel numerical techniquefor Bayesian computation called 'nested sampling'.
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