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need to operate the last change of basis. You stay in 3D because the matrix U is a 3 by 3 matrix. Figure 12: Effect of the three matrices V^T, Σ and U: the transformation is from a three-dimensional space to a three-dimensional space. You can see in Figure 12 that the result is identical to the