A procedure for calculating confidence intervals for the eigendecomposition of covariance matrices.

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We provide a procedure to obtain distribution-free confidence intervals on the eigendecomposition of covariance matrices by using U-statistics, Weyl’s theorem and the Eigenvalue-eigenvector identity.

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