Geometric Median and Robust Estimation in Banach Spaces

We describe a general method which allows to obtain estimators with tight concentration around the true parameter of interest taking values in a Banach space. Suggested construction relies on "robustness" of the geometric median. In particular, we propose new estimators of the mean and covariance matrix of a heavy-tailed distribution in Euclidean space.