  In this paper we propose two schemes for the recovery of the spectrum of a
covariance matrix from the empirical covariance matrix, in the case where the
dimension of the matrix is a subunitary multiple of the number of observations.
We test, compare and analyze these on simulated data and also on some data
coming from the stock market.
