ON STATISTICAL-INFERENCE WITH PARAMETER ESTIMATES ON THE BOUNDARY OF THE PARAMETER SPACE

Inadmissible estimates, like negative variance estimates, frequently occur when a theoretical covariance matrix is fitted to a sample covariance matrix. When this happens, it is common practice to re-estimate subject to non-negativity constraints and to count the ensuing zeros as true zeros. We derive conditions under which this approach has a valid frequentist interpretation.