Linear Algebra, Randomization, Singular Values, Eigenvectors, Thoughts And Theory.
for data matrices of any dimension, unlike Eigen-decomposition which works only on square matrices. That is not the end of the story. The following holds as well. Since Q is orthonormal, we can write This means, if we take the SVD of Γ, then the corresponding singular values and right singular