Before revision:  Additionally, we prove that the Frobenius norm of the inverse sample covariance matrix tends almost surely to a deterministic quantity and estimate it consistently.
After revision:  Additionally, we prove that the Frobenius norm of the inverse and of the pseudo-inverse sample covariance matrices tend almost surely to a deterministic quantity and estimate it consistently.