Skeleton Regression: A Dimension-Independent Approach to Manifold-Structured Data Estimation

The proposed skeleton regression framework combines graph-based representation of the underlying manifold structure and nonparametric regression techniques to efficiently estimate the regression function for data with complex geometric structure.