Using the polar decomposition theorem, we can also consider as the composition of a stretch (positive definite matrix ) with eigenvalue scale factors along the orthogonal eigenvectors of , followed by a single rotation (unitary matrix ).
As shown in the figure, the singular values can be interpreted as the semiaxes of an ellipse in 2D.