Estimating Principal Components under Adversarial Perturbations

Pranjal Awasthi, Xue Chen, Aravindan Vijayaraghavan

Robustness is a key requirement for widespread deployment of machine learning algorithms, and has received much attention in both statistics and computer science. We study a natura…