Linear Regression

• Main Author: Olive, David J. (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2017.
• Subjects: Statistics.; Statistical Theory and Methods.; Statistics and Computing/Statistics Programs.

This text covers both multiple linear regression and some experimental design models. The text uses the response plot to visualize the model and to detect outliers, does not assume that the error distribution has a known parametric distribution, develops prediction intervals that work when the error...

Table of Contents:

• Introduction
• Multiple Linear Regression
• Building an MLR Model
• WLS and Generalized Least Squares
• One Way Anova
• The K Way Anova Model
• Block Designs
• Orthogonal Designs
• More on Experimental Designs
• Multivariate Models
• Theory for Linear Models
• Multivariate Linear Regression
• GLMs and GAMs
• Stuff for Students.