Principal Curve Algorithms for Data Sets


Curves

Manifolds (surfaces)

Most of the extensions of principal curves use multidimensional base functions to represent principal manifolds. The algorithms differ in the selection of the set of base functions and in the approach of optimizing the parameters. Another popular approach is to use variants of the self-organizing map algorithm.