Linear Algebra, Randomization, Singular Values, Eigenvectors, Thoughts And Theory.
The processed data matrix above now has much faster decaying singular value spectrum. It can give us a dramatic improvement in approximating conventional SVD, however, at the cost of some additional computation. In practice, it is absolutely suicidal (and pointless) to do power iteration by raising