  In this report we consider the parameterization of low-dimensional manifolds
that are specified (approximately) by a set of points very close to the
manifold in the original high-dimensional space. Our objective is to obtain a
parameterization that is (1-1) and non singular (in the sense that the Jacobian
of the map between the manifold and the parameter space is bounded and non
singular).
