Asymptotics and optimal bandwidth selection for highest density region estimation

R. J. Samworth, M. P. Wand

We study kernel estimation of highest-density regions (HDR). Our main contributions are two-fold. First, we derive a uniform-in-bandwidth asymptotic approximation to a risk that is…