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Data Analysis: A Bayesian Tutorial 24.0%OFF

Data Analysis: A Bayesian Tutorial

by Devinderjit Sivia and John Skilling

  • ISBN

    :  

    9780198568322

  • Publisher

    :  

    Oxford University Press, USA

  • Subject

    :  

    Mathematics, Physics

  • Binding

    :  

    PAPERBACK

  • Pages

    :  

    264

  • Year

    :  

    2006

₹

3297.0

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₹

2505.0

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  • Description

    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 image processing. 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 technique for Bayesian computation called 'nested sampling'.

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