Linear Algebra, Randomization, Singular Values, Eigenvectors, Thoughts And Theory.
singular vectors, V is the matrix of q right singular vectors and E is a diagonal matrix with singular values arranged in descending order. The * superscript stands for transpose. If S is a full column rank matrix, then it has only q non-zero singular values, rest p-q singular values are all zero.