A Modern Approach to Regression with R

• Main Author: Sheather, Simon (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: New York, NY : Springer New York : Imprint: Springer, 2009.
• Series: Springer Texts in Statistics,
• Subjects: Mathematics.; Probabilities.; Statistics.; Econometrics.; Probability Theory and Stochastic Processes.; Statistical Theory and Methods.

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:

• Simple Linear Regression
• Diagnostics and Transformations for Simple Linear Regression
• Weighted Least Squares
• Multiple Linear Regression
• Diagnostics and Transformations for Multiple Linear Regression
• Variable Selection
• Logistic Regression
• Serially Correlated Errors
• Mixed Models.