• Example 9.1: use clustering analysis. plots.
• Mengli's example code in R and Python.
• Example 8.1: use SVM.
• Example 7.1: use ANN.
• Example 6.2: use boosting, plots.
• Example 6.1: use RF, plots.
• Example 5.2: use GAM.
• Example 5.1: use CART, plots.
• Example 4.2: use NSC, plots.
• Example 4.1: use linear regression, logistic regression, LDA, QDA. plot.
• Example 3.2: use PCR and PLS, plots.
• Example 3.4: High-dimensional inference using LASSO.
• Example 3.3: use other penalties. plot 1: Enet, SCAD and TLP; plot 2: group penalties; plot 3: 2-d Fused Lasso.
• Example 3.1: use LASSO, plots; Lars.
• Example 2.1b: use LOOCV with kNN. plot 1, plot 2.
• Example 2.1: two class classification using linear regression, kNN, Bayes rule and Logistic regression; see Fig 2.4.