Hl. Le et Dg. Kendall, THE RIEMANNIAN STRUCTURE OF EUCLIDEAN SHAPE SPACES - A NOVEL ENVIRONMENT FOR STATISTICS, Annals of statistics, 21(3), 1993, pp. 1225-1271
The Riemannian metric structure of the shape space SIGMA(m)k for k lab
elled points in R(m) was given by Kendall for the atypically simple si
tuations in which m = 1 or 2 and k greater-than-or-equal-to 2. Here we
deal with the general case (m greater-than-or-equal-to 1, k greater-t
han-or-equal-to 2) by using the properties of Riemannian submersions a
nd warped products as studied by O'Neill. The approach is via the asso
ciated size-and-shape space that is the warped product of the shape sp
ace and the half-line R+ (carrying size), the warping function being e
qual to the square of the size. When combined with parallel studies by
Le of the corresponding global geodesic geometry, the results obtaine
d here determine the environment in which shape-statistical calculatio
ns have to be acted out. Finally three different applications are disc
ussed that illustrate the theory and its use in practice.