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Noise Reduction By using only the most significant singular values, SVD can help reduce the impact of noise in the data. 4. Numerical Stability SVD is numerically stable and well-suited for solving linear equations in ill-conditioned systems. 5. Orthogonality The matrices U and V in the SVD