A Modern Approach to Regression with R

• Main Author: Sheather, Simon. (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic
• Language: English
• Published: New York, NY : Springer New York : Imprint: Springer, 2009.
• Series: Springer Texts in Statistics,
• Subjects: Statistics.; Mathematical statistics.; Econometrics.; Statistical Theory and Methods.
• Online Access: https://ezaccess.library.uitm.edu.my/login?url=http://dx.doi.org/10.1007/978-0-387-09608-7

A Modern Approach to Regression with R focuses on tools and techniques for building regression models using real-world data and assessing their validity. A key theme throughout the book is that it makes sense to base inferences or conclusions only on valid models. The regression output and plots tha...

Table of Contents:

• Introduction
• Simple linear regression
• Diagnostics and transformations for simple linear regression
• Weighted least squares
• Diagnostics and transformations for multiple linear regression
• Variable selection
• Logistic regression
• Serially correlated errors
• Mixed models
• Appendix: Nonparametric smoothing.