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


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9781584884248
Julian J Faraway 
Chapman and Hall
2005年12月20日
382.00  元
HK$ 362.9
省下 $19.1
 
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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. A supporting Web site at www.stat.lsa.umich.edu/~faraway/ELM holds all of the data described in the book.

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.




Julian J Faraway 其他作品

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

Linear Models with R



此叢書 Chapman & Hall/CRC Texts in Statistical Science Se 書目

An Introduction to Statistical Inference and its Applications with R

Introduction to Probability with R

Derrida"s Legacies: Literature and Philosophy

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

Linear Models with R

Personality Topics in Honor of Jerry S. Wiggins: A Special Issue of Multivariate Behavioral Research

Supporting Children"s Learning in the Early Years

Understanding Children"s Learning: A Text for Teaching Assistants

Assessing Children"s Learning, Second Edition

The Caspian Region, Volume 1: A Re-Emerging Region

The Caspian Region, Volume 2: The Caucasus

Survival Analysis Using S: Analysis of Time-to-Event Data

Hitler"s Women








其 他 著 作
1. Linear Models with R