14. Multivariate Linear Regression

Chapter Learning Objectives

1. Regression (multivariate) linear models

2. Assess quality of fit using regression diagnostic plots

Sections

• 14.1. Correlation, Covariance, and Independence
• 14.2. Simple Least Squares
• 14.3. Ordinary Least Squares Linear Regression
• 14.4. Residual Analysis
• 14.5. Regression Assumption Examples
• 14.6. Uncertainty Analysis and Statistical Inference
• 14.7. Multivariate Linear Regression
• 14.8. Linear Regression Practice Problems

Coming Soon

• Outline detection, including cautionary tail about ozone layer: http://www.meteohistory.org/2004proceedings1.1/pdfs/11christie.pdf

• Statistical inference with regression models