Bayesian Analysis of Linear Models  book cover
1st Edition

Bayesian Analysis of Linear Models

ISBN 9780367451745
Published December 2, 2019 by CRC Press
472 Pages

USD $69.95

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Book Description

With Bayesian statistics rapidly becoming accepted as a way to solve applied statisticalproblems, the need for a comprehensive, up-to-date source on the latest advances in thisfield has arisen.Presenting the basic theory of a large variety of linear models from a Bayesian viewpoint,Bayesian Analysis of Linear Models fills this need. Plus, this definitive volume containssomething traditional-a review of Bayesian techniques and methods of estimation, hypothesis,testing, and forecasting as applied to the standard populations ... somethinginnovative-a new approach to mixed models and models not generally studied by statisticianssuch as linear dynamic systems and changing parameter models ... and somethingpractical-clear graphs, eary-to-understand examples, end-of-chapter problems, numerousreferences, and a distribution appendix.Comprehensible, unique, and in-depth, Bayesian Analysis of Linear Models is the definitivemonograph for statisticians, econometricians, and engineers. In addition, this text isideal for students in graduate-level courses such as linear models, econometrics, andBayesian inference.

Table of Contents

1. Bayesian Inference for the General Linear Model 2. Linear Statistical Models and Bayesian Inference 3. The Traditional Unear Models 4. The Mixed Model 5. Time Series Models 6. Linear Dynamic Systems 7. Structural Change in Linear Models 8. Multivariate Linear Models 9. Looking Ahead

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