An Overview of Classification
Estimating the Regression Coeffcients
Generative Models for Classification
Naive Bayes
Generalized Linear Models
Lab: Classification Methods
Quadratic Discriminant Analysis
Why Not Linear Regression?
Making Predictions
Linear Discriminant Analysis for p = 1
A Comparison of Classification Methods
Linear Regression on the Bikeshare Data
The Stock Market Data
Naive Bayes
Logistic Regression Predicting Contamination Risks
Multiple Logistic Regression
Linear Discriminant Analysis for p >1
An Analytical Comparison
Poisson Regression on the Bikeshare Data
Logistic Regression
K-Nearest Neighbors
The Logistic Model
Multinomial Logistic Regression
Quadratic Discriminant Analysis
An Empirical Comparison
Generalized Linear Models in Greater Generality
Linear Discriminant Analysis
Poisson Regression