  We will establish that the VC dimension of the class of d-dimensional
ellipsoids is (d^2+3d)/2, and that maximum likelihood estimate with N-component
d-dimensional Gaussian mixture models induces a geometric class having VC
dimension at least N(d^2+3d)/2.
  Keywords: VC dimension; finite dimensional ellipsoid; Gaussian mixture model
