ABSTRACT

22.1 Supervised Learning

22.1.1 Regression Methods

22.1.1.1 Linear Regression

22.1.1.2 Multivariate Linear Regression

22.1.1.3 Nonlinear Regression

22.1.2 Tree-Based Methods

22.1.2.1 Classification Trees

22.1.2.2 Regression Trees

22.1.2.3 Improvement Techniques

22.1.3 Nearest Neighbor Methods

22.1.3.1 k-Nearest Neighbor