Let A and B be nonsingular matrices of order p, and let ξ and η be independent random vectors of dimension p. Show that if ξ,η and \xi A\plus{} \eta B have the same distribution, if their first and second moments exist, and if their covariance matrix is the identity matrix, then these random vectors are normally distributed.
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