Unbiased Gaussian projection risk estimate

ID: unbiased-gaussian-projection-risk-estimate

For and a fixed orthogonal projection matrix of rank , the displayed expression is an unbiased estimator of the mean-vector prediction risk whenever is an unbiased estimator of . Independence of its two terms is unnecessary. Comparing fixed models yields the Mallows Cp penalty, but minimizing unbiased estimates does not preserve unbiasedness after selection.

New to topics? Read the docs here!