A note on the unbiased estimator of Σ2

This paper gives simple and intuitive derivations of three equivalent forms of a distribution-free and unbiased estimator of the squared covariance matrix Σ2. Particularly, computationally efficient forms of the unbiased estimators of Σ2 and its trace are derived from the computationally intensive U-statistic forms.