PSL_Book
1. Introduction
2. Linear Regression
3. Variable Selection and Regularization
4. Regression Trees and Ensemble
5. Nonlinear Regression
5.1. Polynomial Regression
5.2. Cubic Splines
5.3. Regression Splines
5.4. Smoothing Splines
5.5. Local Regression
5.5.1. Local Smoother in R/Python
6. Clustering Analysis
7. Latent Structure Models
8. TBA
9. Discriminant Analysis
10. Logistic Regression
11. Support Vector Machine
12. Classification Trees and Boosting
13. Recommender System
PSL_Book
5.
Nonlinear Regression
5.5.
Local Regression
5.5.
Local Regression
5.5.1.
Local Smoother in R/Python
Rcode: [
Rcode_W5_LocalSmoother
]
Python: [
Python_W5_LocalSmoother
]