Randomized Robust Subspace Recovery for High Dimensional Data Matrices

Mostafa Rahmani, George Atia

This paper explores and analyzes two randomized designs for robust Principal Component Analysis (PCA) employing low-dimensional data sketching. In one design, a data sketch is cons…