Rate-optimal and computationally efficient nonparametric estimation on the circle and the sphere

Athanasios G. Georgiadis, Andrew P. Percival

We investigate the problem of density estimation on the unit circle and the unit sphere from a computational perspective. Our primary goal is to develop new density estimators that…