Covariance Estimation: Optimal Dimension-free Guarantees for Adversarial Corruption and Heavy Tails

Pedro Abdalla, Nikita Zhivotovskiy

We provide an estimator of the covariance matrix that achieves the optimal rate of convergence (up to constant factors) in the operator norm under two standard notions of data cont…