Machine Learning, Artificial Intelligence, Mathematics.
be factorized as: where U and V are orthogonal matrices with orthonormal eigenvectors chosen from AAᵀ and AᵀA respectively. S is a diagonal matrix with r elements equal to the root of the positive eigenvalues of AAᵀ or Aᵀ A (both matrics have the same positive eigenvalues anyway). The diagonal