Daniel Ting

On nonlinear dimensionality reduction, linear smoothing, and boundary conditions

We develop theory for nonlinear dimensionality reduction (NLDR). While a large number of NLDR methods have been proposed in the literature, there is limited understanding of how these methods work and how they interrelate. Also, existing theory provides little in the way of leverage for devising new algorithms. We prov...