PubH 7475/8475/Stat 8931 Example Page

PubH 7475/8475/Stat 8931 Example Page

PubH 7475/8475/Stat 8931 Statistical Learning and Data Mining

Spring 2015 Examples

Example 9.1: use clustering analysis. plots.
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 3.1: 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.