Side Effects of Learning from Low-dimensional Data Embedded in a Euclidean Space

Juncai He, Richard Tsai, Rachel Ward

The low-dimensional manifold hypothesis posits that the data found in many applications, such as those involving natural images, lie (approximately) on low-dimensional manifolds em…