Generalized Linear Models With Examples in R

Peter K. Dunn

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Language: English

Published by Springer, 2018

1441901175 / 9781441901170

Series: Book 93 of 111 - Springer Texts in Statistics

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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Druck auf Anfrage Neuware - Printed after ordering - This textbook presents an introduction to generalized linear models, complete with real-world data sets and practice problems, making it applicable for both beginning and advanced students of applied statistics. Generalized linear models (GLMs) are powerful tools in applied statistics that extend the ideas of multiple linear regression and analysis of variance to include response variables that are not normally distributed. As such, GLMs can model a wide variety of data types including counts, proportions, and binary outcomes or positive quantities.The book is designed with the student in mind, making it suitable for self-study or a structured course. Beginning with an introduction to linear regression, the book also devotes time to advanced topics not typically included in introductory textbooks. It features chapter introductions and summaries, clear examples, and many practice problems, all carefully designed to balance theory and practice. The text also provides a working knowledge of applied statistical practice through the extensive use of R, which is integrated into the text.Other features include: - Advanced topics such as power variance functions, saddlepoint approximations, likelihood score tests, modified profile likelihood, small-dispersion asymptotics, and randomized quantile residuals - Nearly 100 data sets in the companion R package GLMsData - Examples that are cross-referenced to the companion data set, allowing readers to load the data and follow the analysis in their own R session.…

Seller Inventory # 9781441901170

Title
Generalized Linear Models With Examples in R
Author
Peter K. Dunn
Publisher
Springer
Publication year
2018
Condition
Neu
Binding
Buch
Language
English
ISBN 10
1441901175
ISBN 13
9781441901170
Item weight
982 grams
Dimensions
241x160x37 mm
Series
Book 93 of 111: Springer Texts in Statistics

AHA-BUCH GmbH

Einbeck, Germany

5-star seller

AbeBooks seller since August 14, 2006

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