A Survey and Comparative Evaluation of Intrinsic Dimension Estimators under the Manifold Hypothesis

Zelong Bi, Pierre Lafaye de Micheaux

The manifold hypothesis suggests that high-dimensional data often lie on or near a low-dimensional manifold. Estimating the dimension of this manifold is essential for leveraging i…