The relevant norm is the operator norm induced by the complex Euclidean norm, also called the matrix 2-norm:
(1)
The maximum exists because the unit sphere in finite dimensions is compact. It obeys and is the norm relevant to the specified perturbation energy. Other matrix norms do not in general give this gain.

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