Linear Models
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Assignment 1
Week 5
Multiple linear regression
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Overview
Lecture overview
Week 1
The linear model
Ordinary least squares
Week 2
Simple linear regression
Week 3
Inference
ANOVA decomposition
Week 4
Correlation
Assumptions
Week 5
Multiple linear regression
Matrix notation
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Learning objectives
Readings
Suggested readings
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Week 5
Multiple linear regression
Multiple linear regression
Learning objectives
Learn the fundamentals of multiple linear regression
Learn how to fit multiple linear regression models of different forms
Readings
Suggested readings
Linear models in statistics (Chapter 7)
Multiple linear regression - made simple
Multiple linear regression - clearly explained
Slides
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Assumptions
Matrix notation