In theorem 3.2 of this paper, the following statement is made:
$$\sigma_n(M - \lambda_1 I) \leq \Vert \Delta M \Vert_2$$
where $\sigma_n$ is the smallest singular value of $M$.
What does this mean? The left hand side appears to be a matrix, and the right hand side is a scalar. How can these be compared?