Polynomial Regression
Piecewise Polynomials
Comparison to Polynomial Regression
Local Regression
Lab: Non-linear Modeling
Step Functions
Constraints and Splines
Smoothing Splines
Generalized Additive Models
Polynomial Regression and Step Functions
Basis Functions
The Spline Basis Representation
An Overview of Smoothing Splines
GAMs for Regression Problems
Splines
Regression Splines
Choosing the Number and Locations of the Knots
Choosing the Smoothing Parameter λ
GAMs for Classification Problems
GAMs