Efficient Manifold and Subspace Approximations with Spherelets

Didong Li, Minerva Mukhopadhyay, David B. Dunson

In statistical dimensionality reduction, it is common to rely on the assumption that high dimensional data tend to concentrate near a lower dimensional manifold. There is a rich li…