Table of Content 7 Moving Beyond Linearity 7.1 Polynomial Regression 7.2 Step Functions 7.3 Basis Functions 7.4 Regression Splines 7.4.1 Piecewise Polynomials 7.4.2 Choosing the Number and Locations of the Knots 7.5 Smoothing Splines ...
Table of Content 5. Resampling Methods 5.1 Cross-Validation 5.1.1 The Validation Set Approach 5.1.2 Leave-One-Out Cross-Validation 5.1.3 k-Fold Cross-Validation 5.1.4 Bias-Variance Trade-Off for k-Fold 5.1.5 Cross-Validation on Classifi...
Table of Content 4. Classification 4.1 An Overview of Classification 4.2 Why Not Linear Regression? 4.3 Logistic Regression 4.4 Generative models for classification 4.5 Comparison of Classification Methods 4.6 Generalized Linear Models ...
Table of Content 3. Linear Regression 3.1 Simple Linear Regression 3.1.1 Estimating the Coefficients 3.1.2 Assessing the Accuracy of the Coefficient Estimates 3.1.3 Assessing the Accuracy of the Model 3.2 Multiple Linear Regression 3.2.1 Estim...
