Work

The Convex Analysis of Unitarily Invariant Matrix Functions

Year: 1995
Type: article
Abstract: A fundamental result of von Neumann’s identifies unitarily invariant matrix norms as symmetric gauge functions of the singular values. Identifying the subdifferential of such a norm is important in matrix approximation algorithms, and in studying the geometry of the corresponding unit ball. We show how to reduce many convex-analytic questions of this kind to questions about the underlying gauge function, via an elegant Fenchel conjugacy formula. This approach also allows such results to be extended to more general unitarily invariant matrix functions.
Author: A.S. Lewis
Language: English
Open Access status: bronze
OpenAlex ID: W2149934276
FWCI: 0.601
Cites: 10
Cited by: 173
Related to: 10