Theorem22.1 \begin{equation*} \|A\|_2 = \sigma_1 \quad \text{ and } \quad \| A \|_F = \big( \sigma_1^2 + \sigma_2^2 + \cdots + \sigma_p^2 \big)^{1/2}. \end{equation*}