Affine invariance of Hotelling's statistic

ID: affine-invariance-of-hotelling-s-statistic

Under a nonsingular affine transformation , transform the null mean by the same map. Then the centered sample mean becomes and the sample covariance matrix becomes . Since , the quadratic form in Hotelling's T-squared statistic is unchanged. Its value and test decision are consequently invariant under changes of units, origin and nonsingular coordinates.

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