Comment by dellamonica

The ellipse can be also encoded by just the lengths along each axis and then by a rotation in R^n (which is just a unitary matrix multiplication). So in essence, for the problem in the original post there are three pieces of information needed: a translation, a rotation, and the deformations of the unit ball along the axes.