Antieigenvalues provide a bound on realized signal to noise ratio

We provide a lower bound on realized signal to noise ratio in terms of generalized antieigenvalue. This result shows that there exists a minimum for the loss in discrimination efficiency when an estimate of the covariance matrix is used.