The bandwidth selection is not a trivial task,especially in the
multivariate case. Whereas the choice of sd is determined by
the underlying density distribution (the width of the peak),the
choice of sD is rather defined by the availability of the data for a
certain depth range,with a larger bandwidth required to smooth
out statistical fluctuations in the original histograms in regions of
low bin intensity(Cranmer, 2001).