Polar Decomposition
Polar decomposition of a matrix
Geometric Intuition
The orthogonal matrix always represents rotation or reflection. And the positive-semidefinite matrix also represents (possibly none uniform) scaling.
Relationship with Singular Value Decomposition
Since