3 | Nonparametric Density Estimation |
3.1 | Motivation and Derivation |
3.1.1 | Introduction |
3.1.2 | Derivation |
3.1.3 | Varying the Bandwidth |
3.1.4 | Varying the Kernel Function |
3.1.5 | Kernel Density Estimation as a Sum of Bumps |
3.2 | Statistical Properties |
3.3 | Smoothing Parameter Selection |
3.4 | Choosing the Kernel |
3.5 | Confidence Intervals and Confidence Bands |
3.6 | Multivariate Kernel Density Estimation |