  Several new geometric quantile-based measures for multivariate dispersion,
skewness, kurtosis, and spherical asymmetry are defined. These measures differ
from existing measures, which use volumes and are easy to calculate. Some
theoretical justification is given, followed by experiments illustrating that
they are reasonable measures of these distributional characteristics and
computing confidence regions with the desired coverage.
