On landmark selection and sampling in high-dimensional data analysis

Mohamed-Ali Belabbas, Patrick J. Wolfe

In recent years, the spectral analysis of appropriately defined kernel matrices has emerged as a principled way to extract the low-dimensional structure often prevalent in high-dim…