Blessing of dimensionality in cross-validated bandwidth selection on the sphere

José E. Chacón, Eduardo García-Portugués, Andrea Meilán-Vila

We study the asymptotic behavior of least-squares cross-validation bandwidth selection in kernel density estimation on the $d$-dimensional hypersphere, $d\ge 1$. We show that the…