Definition of ‘Uniformly Minimum Variance Unbiased Estimator (UMVUE)’

NOTE: is a vector, This theorem just says that the matrix is a diagonal matrix, and if we were to sum all the elements in the diagonal the result will be equal to . Nothing too surprising.