PubH 7475/8400 Example Page

PubH 7475/8400 Example Page

PubH 7475/8400 Statistical Learning and Data Mining

Spring 2007 Examples

Example 8.1: use SVM.
Example 7.1: use ANN.
Example 6.2: use boosting.
Example 6.1: use RF.
Example 6.0: use bagging.
Example 5.2: use GAM.
Example 5.1: use CART.
Example 4.1: use linear regression, logistic regression, LDA, QDA.
Example 3.2: use PCR and PLS.
Example 3.1: use LASSO.
Example 2.1b: use LOOCV with kNN.
Example 2.1: two class classification using linear regression, kNN, Bayes rule and Logistic regression; see Fig 2.4.