Machine Learning, Artificial Intelligence, Mathematics.
each term is the singular value σᵢ. We purposely sort σᵢ in the descending order. If the eigenvalues become too small, we can ignore the remaining terms (+ σᵢuᵢvᵢᵀ + …). This formularization has some interesting implications. For example, we have a matrix contains the return of stock yields traded