The Price of Bias Reduction when there is no Unbiased Estimate

Abstract

Let ϕ\phi be a parameter for which there is no unbiased estimator. This note shows that for an arbitrary sequence of estimators T(k)T^{(k)}, if the biases of T(k)T^{(k)} tend to 0 then their variances must tend to ∞\infty.