Theoretical Foundations of Principal Manifold Estimation with Non-Euclidean Templates

Kun Meng, Christopher Perez

We develop a rigorous theoretical framework for principal manifold estimation that recovers a latent low-dimensional manifold from a point cloud observed in a high-dimensional ambi…