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Generalized Linear Models
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Generalized Linear Models : A Unified Approach

2 Revised edition

by Jefferson M. Gill , Silvia Michelle Torres Pacheco

Book Details

Format Paperback / Softback
Book Series Quantitative Applications in the Social Sciences
ISBN-10 1506387349
ISBN-13 9781506387345
Edition 2 Revised edition
Publisher SAGE Publications Inc
Imprint SAGE Publications Inc
Country of Manufacture US
Country of Publication GB
Publication Date Jul 11th, 2019
Print length 176 Pages
Weight 238 grams
Dimensions 13.90 x 21.70 x 2.00 cms
Product Classification: Research methods: general Social research & statistics Political science & theory Probability & statistics Applied mathematics
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Explaining the theoretical underpinning of generalized linear models, this text enables researchers to decide how to select the best way to adapt their data for this type of analysis, with examples to illustrate the application of GLM.

Generalized Linear Models: A Unified Approach provides an introduction to and overview of GLMs, with each chapter carefully laying the groundwork for the next. The Second Edition provides examples using real data from multiple fields in the social sciences such as psychology, education, economics, and political science, including data on voting intentions in the 2016 U.S. Republican presidential primaries. The Second Edition also strengthens material on the exponential family form, including a new discussion on the multinomial distribution; adds more information on how to interpret results and make inferences in the chapter on estimation procedures; and has a new section on extensions to generalized linear models.

Software scripts, supporting documentation, data for the examples, and some extended mathematical derivations are available on the authors’ websites as well as through the \texttt{R} package \texttt{GLMpack}. Supporting material (data and code) to replicate the examples in the book can be found in the ′GLMpack′ package on CRAN or on the website&


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