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Bayesian and Frequentist Regression Methods provides a modern account of both Bayesian and frequentist methods of regression analysis. Many texts cover one or the other of the approaches, but this is the most comprehensive combination of Bayesian and frequentist methods that exists in one place. The two philosophical approaches to regression methodology are featured here as complementary techniques, with theory and data analysis providing supplementary components of the discussion. In particular, methods are illustrated using a variety of data sets. The majority of the data sets are drawn from biostatistics but the techniques are generalizable to a wide range of other disciplines. While the philosophy behind each approach is discussed, the book is not ideological in nature and an emphasis is placed on practical application. It is shown that, in many situations, careful application of the respective approaches can lead to broadly similar conclusions. To use this text, the reader requires a basic understanding of calculus and linear algebra, and introductory courses in probability and statistical theory. The book is based on the author's experience teaching a graduate sequence in regression methods. The book website contains all of the code to reproduce all of the analyses and figures contained in the book.
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Previews available in: English
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1
Bayesian and Frequentist Regression Methods
Aug 23, 2016, Springer
paperback
1493938622 9781493938629
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Bayesian and Frequentist Regression Methods
2013, Springer New York, Imprint: Springer
electronic resource /
in English
1441909257 9781441909251
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Bayesian and Frequentist Regression Methods
Jan 03, 2013, Springer
hardcover
1441909249 9781441909244
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Source title: Bayesian and Frequentist Regression Methods (Springer Series in Statistics)
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