Extending the Linear Model With R: Generalized Linear, Mixed Effects and Nonparametric Regression Models

Extending the Linear Model With R: Generalized Linear, Mixed Effects and Nonparametric Regression Models

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Hardcover, Chapman & Hall/CRC, 2005, ISBN# 158488424X
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$93.95

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About this item

Important Made in USA Origin Disclaimer: For certain items sold by Walmart on Walmart.com, the displayed country of origin information may not be accurate or consistent with manufacturer information. For updated, accurate country of origin data, it is recommended that you rely on product packaging or manufacturer information.

Linear models are central to the practice of statistics and form the foundation of a vast range of statistical methodologies. Julian J. Faraway's critically acclaimed Linear Models with R examined regression and analysis of variance, demonstrated the different methods available, and showed in which situations each one applies.
Following in those footsteps, Extending the Linear Model with R surveys the techniques that grow from the regression model, presenting three extensions to that framework: generalized linear models (GLMs), mixed effect models, and nonparametric regression models. The author's treatment is thoroughly modern and covers topics that include GLM diagnostics, generalized linear mixed models, trees, and even the use of neural networks in statistics. To demonstrate the interplay of theory and practice, throughout the book the author weaves the use of the R software environment to analyze the data of real examples, providing all of the R commands necessary to reproduce the analyses. All of the data described in the book is available at http: //people.bath.ac.uk/jjf23/ELM/
Statisticians need to be familiar with a broad range of ideas and techniques. This book provides a well-stocked toolbox of methodologies, and with its unique presentation of these very modern statistical techniques, holds the potential to break new ground in the way graduate-level courses in this area are taught.

Specifications

Number of Pages: 300
Number in Series: 1
Original Languages: English
Author: Faraway, Julian James
Series Title: Texts in Statistical Science
Publisher: Taylor & Francis
ISBN-13: 9781584884248
Assembled Product Dimensions (L x W x H): 6.25 x 9.25 x 0.75 Inches
ISBN-10: 158488424X
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