Linear Algebra, Randomization, Singular Values, Eigenvectors, Thoughts And Theory.
is the number of power iterations. It is evident that the randomized SVD can almost attain the low-rank approximation performance of conventional deterministic SVD. Next, we have the algorithm runtime shown in the plot above. Using only 3 power iterations, we can have really good approximation of