Optimal rates for k-NN density and mode estimation

We present two related contributions of independent interest: (1) high-probability finite sample rates for k-NN density estimation, and (2) practical mode estimators - based on k-NN - which attain minimax-optimal rates under surprisingly general distributional conditions.