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Statistical Inference: An Integrated Approach, Second Edition: Chapman & Hall/CRC Texts in Statistical Science

Autor Helio S. Migon, Dani Gamerman, Francisco Louzada
en Limba Engleză Hardback – 3 sep 2014
A Balanced Treatment of Bayesian and Frequentist Inference
Statistical Inference: An Integrated Approach, Second Edition presents an account of the Bayesian and frequentist approaches to statistical inference. Now with an additional author, this second edition places a more balanced emphasis on both perspectives than the first edition.
New to the Second Edition
  • New material on empirical Bayes and penalized likelihoods and their impact on regression models
  • Expanded material on hypothesis testing, method of moments, bias correction, and hierarchical models
  • More examples and exercises
  • More comparison between the approaches, including their similarities and differences
Designed for advanced undergraduate and graduate courses, the text thoroughly covers statistical inference without delving too deep into technical details. It compares the Bayesian and frequentist schools of thought and explores procedures that lie on the border between the two. Many examples illustrate the methods and models, and exercises are included at the end of each chapter.
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Specificații

ISBN-13: 9781439878804
ISBN-10: 1439878803
Pagini: 386
Ilustrații: 34 black & white illustrations, 9 black & white tables
Dimensiuni: 156 x 234 x 23 mm
Greutate: 0.68 kg
Ediția:Revizuită
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Texts in Statistical Science


Cuprins

Introduction. Elements of Inference. Prior Distribution. Estimation. Approximating Methods. Hypothesis Testing. Prediction. Introduction to Linear Models. Sketched Solutions to Selected Exercises. List of Distributions. References. Index.

Notă biografică

Helio S. Migon (Universidade Federal do Rio de Janeiro, Brazil) (Author) , Dani Gamerman (Universidade Federal do Rio de Janeiro, Brazil) (Author) , Francisco Louzada (Universidade Federal de Sao Carlos, Brazil) (Author)

Descriere

This text presents a balanced account of the Bayesian and frequentist approaches to statistical inference. Along with more examples and exercises, this second edition includes new material on empirical Bayes and penalized likelihoods and their impact on regression models and offers expanded material on hypothesis testing, method of moments, bias correction, and hierarchical models. It also compares the Bayesian and frequentist schools of thought and explores procedures that lie on the border between the two.