Covariance Shrinkage via Stochastic Interpolation

Mathieu Chalvidal, Florentin Coeurdoux, Eric Vanden-Eijnden

We recast classical shrinkage of high-dimensional covariance estimators as empirical risk minimization over a parametric stochastic interpolant between a source and a target distri…