Elastic Net

1. OLS can overfit

2. ridge helpw sith over fitting, but not variable selection

3. lasso helps reduce the dimensionality

• p>n lasso saturates at n variables

• lasso predicts 1 of correlated variables at random

• ridge is better in correlated case