What is Linear shrinkage?

Linear shrinkage replaces $S$ by $\delta F + (1 - \delta)S$ for a structured target $F$, such as a multiple of the identity or the constant-correlation matrix, with an intensity $\delta \in [0, 1]$ chosen to minimise the expected Frobenius distance to $\Sigma$.