An Introduction to Generalized Linear Models | 誠品線上

An Introduction to Generalized Linear Models

作者 Annette J. Dobson ; Adrian G. Barnett
出版社 Ingram International Inc
商品描述 An Introduction to Generalized Linear Models:,AnIntroductiontoGeneralizedLinearModels,FourthEditionprovidesacohesiveframeworkforstatisticalmodelling,withanemp

內容簡介

內容簡介 An Introduction to Generalized Linear Models, Fourth Edition provides a cohesive framework for statistical modelling, with an emphasis on numerical and graphical methods. This new edition of a bestseller has been updated with new sections on non-linear associations, strategies for model selection, and a Postface on good statistical practice.Like its predecessor, this edition presents the theoretical background of generalized linear models (GLMs) before focusing on methods for analyzing particular kinds of data. It covers Normal, Poisson, and Binomial distributions; linear regression models; classical estimation and model fitting methods; and frequentist methods of statistical inference. After forming this foundation, the authors explore multiple linear regression, analysis of variance (ANOVA), logistic regression, log-linear models, survival analysis, multilevel modeling, Bayesian models, and Markov chain Monte Carlo (MCMC) methods. Introduces GLMs in a way that enables readers to understand the unifying structure that underpins them Discusses common concepts and principles of advanced GLMs, including nominal and ordinal regression, survival analysis, non-linear associations and longitudinal analysis Connects Bayesian analysis and MCMC methods to fit GLMs Contains numerous examples from business, medicine, engineering, and the social sciences Provides the example code for R, Stata, and WinBUGS to encourage implementation of the methods Offers the data sets and solutions to the exercises online Describes the components of good statistical practice to improve scientific validity and reproducibility of results. Using popular statistical software programs, this concise and accessible text illustrates practical approaches to estimation, model fitting, and model comparisons.

作者介紹

作者介紹 Annette J. Dobson is Professor of Biostatistics at the Univesity of Queensland.Adrian G. Barnett is a professor at the Queensland University of Technology.

商品規格

書名 / An Introduction to Generalized Linear Models
作者 / Annette J. Dobson ; Adrian G. Barnett
簡介 / An Introduction to Generalized Linear Models:,AnIntroductiontoGeneralizedLinearModels,FourthEditionprovidesacohesiveframeworkforstatisticalmodelling,withanemp
出版社 / Ingram International Inc
ISBN13 / 9781138741515
ISBN10 /
EAN / 9781138741515
誠品26碼 /
尺寸 / 22.9X15.5X3.0CM
重量(g) / 680.4
尺寸 / 22.9X15.5X3.0CM
頁數 / 376
裝訂 / P:平裝
級別 / N:無
語言 / 3:英文

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