Bandwidth selection for kernel density estimation: a review of fully automatic selectors

This work reviews existing methods and compares them on a set of designs that exhibit few bumps and exponentially falling tails and finds that a mixture of simple plug-in and cross-validation methods produces bandwidths with a quite stable performance.