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matrices cancel each other as well, until we reach UUᵀ. As we said before, U is semi-unitary, and UUᵀ is not the identity matrix. Instead, UUᵀ is the projection of b onto the subspace spanned by the columns of U (hence columns of A), which is the best approximate solution in terms of least squares,