Nonlinear shrinkage estimation of large-dimensional covariance matrices

Olivier Ledoit, Michael Wolf

Many statistical applications require an estimate of a covariance matrix and/or its inverse. When the matrix dimension is large compared to the sample size, which happens frequentl…