3 | Nonparametric Density Estimation |
3.1 | Motivation and Derivation |
3.2 | Statistical Properties |
3.3 | Smoothing Parameter Selection |
3.3.1 | Silverman's Rule of Thumb |
3.3.2 | Cross-Validation |
3.3.3 | Refined Plug-in Methods |
3.3.4 | An Optimal Bandwidth Selector?! |
3.4 | Choosing the Kernel |
3.5 | Confidence Intervals and Confidence Bands |
3.6 | Multivariate Kernel Density Estimation |