Robust PCA for High Dimensional Data based on Characteristic Transformation

Lingyu He, Yanrong Yang, Bo Zhang

In this paper, we propose a novel robust Principal Component Analysis (PCA) for high-dimensional data in the presence of various heterogeneities, especially the heavy-tailedness an…