Download EBOOK Statistical Inference: An Integrated Bayesian/Likelihood Approach PDF for free


Download EBOOK Statistical Inference: An Integrated Bayesian/Likelihood Approach PDF for free Category: Science & Geography
The author of the book: Murray Aitkin
Format files: PDF, EPUB, TXT, DOCX
The size of the: 5.13 MB
Language: English
ISBN-13: 9781420093438
Edition: Chapman & Hall/CRC
Date of issue: 11 June 2010

Description of the book "Statistical Inference: An Integrated Bayesian/Likelihood Approach":

Filling a gap in current Bayesian theory, Statistical Inference: An Integrated Bayesian/Likelihood Approach presents a unified Bayesian treatment of parameter inference and model comparisons that can be used with simple diffuse prior specifications. This novel approach provides new solutions to difficult model comparison problems and offers direct Bayesian counterparts of frequentist t-tests and other standard statistical methods for hypothesis testing. After an overview of the competing theories of statistical inference, the book introduces the Bayes/likelihood approach used throughout. It presents Bayesian versions of one- and two-sample t-tests, along with the corresponding normal variance tests PDF. The author then thoroughly discusses the use of the multinomial model and noninformative Dirichlet priors in "model-free" or nonparametric Bayesian survey analysis, before covering normal regression and analysis of variance. In the chapter on binomial and multinomial data, he gives alternatives, based on Bayesian analyses, to current frequentist nonparametric methods. The text concludes with new goodness-of-fit methods for assessing parametric models and a discussion of two-level variance component models and finite mixtures. Emphasizing the principles of Bayesian inference and Bayesian model comparison, this book develops a unique methodology for solving challenging inference problems. It also ePub includes a concise review of the various approaches to inference.

Download EBOOK Statistical Inference: An Integrated Bayesian/Likelihood Approach PDF for free


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Murray Aitkin

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Download EBOOK Statistical Inference: An Integrated Bayesian/Likelihood Approach PDF for free



Download EBOOK Statistical Inference: An Integrated Bayesian/Likelihood Approach for free

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