Unlock: Kernel Density Estimation

Smooth a sample into a density by placing a small bump on each point. The Rosenblatt-Parzen estimator, its bias-variance decomposition, the optimal bandwidth scaling, why MISE converges at rate n^{-4/5} in one dimension, and why the curse of dimensionality wrecks it in high dimensions.