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those of V are called right singular vectors. We know that U and V are orthogonal, that is: Where I is the identity matrix. Only the diagonals of the identity matrix are 1, with all other values being 0. Note that because U is not square we cannot say that U Transpose(U)=I, so U is only orthogonal