ISOMAP is a new nonlinear algorithm, which was recently developed in the field of data mining, to reduce the dimensionality of a data-set when a low-dimensional embedding manifold exists. In dynamical systems, when the attracting set is embedded in a lower dimensional manifold, we will show how ISOMAP can be useful to reduce the dimensionality of useful models of the system. The major problem o...