2 papers
stat.ML2024
Diffusion-based Semi-supervised Spectral Algorithm for Regression on Manifolds
Weichun Xia, Jiaxin Jiang, Lei Shi
We introduce a novel diffusion-based spectral algorithm to tackle regression analysis on high-dimensional data, particularly data embedded within lower-dimensional manifolds. Tradi…
stat.ML2024
Spectral Algorithms on Manifolds through Diffusion
Weichun Xia, Lei Shi
The existing research on spectral algorithms, applied within a Reproducing Kernel Hilbert Space (RKHS), has primarily focused on general kernel functions, often neglecting the inhe…