{ "id": "2203.03930", "version": "v1", "published": "2022-03-08T08:51:16.000Z", "updated": "2022-03-08T08:51:16.000Z", "title": "Integral representations for higher-order Fréchet derivatives of matrix functions: Quadrature algorithms and new results on the level-2 condition number", "authors": [ "Marcel Schweitzer" ], "categories": [ "math.NA", "cs.NA" ], "abstract": "We propose an integral representation for the higher-order Fr\\'echet derivative of analytic matrix functions $f(A)$ which unifies known results for the first-order Fr\\'echet derivative of general analytic matrix functions and for higher-order Fr\\'echet derivatives of $A^{-1}$. We highlight two applications of this integral representation: On the one hand, it allows to find the exact value of the level-2 condition number (i.e., the condition number of the condition number) of $f(A)$ for a large class of functions $f$ when $A$ is Hermitian. On the other hand, it also allows to use numerical quadrature methods to approximate higher-order Fr\\'echet derivatives. We demonstrate that in certain situations -- in particular when the derivative order $k$ is moderate and the direction terms in the derivative have low-rank structure -- the resulting algorithm can outperform established methods from the literature by a large margin.", "revisions": [ { "version": "v1", "updated": "2022-03-08T08:51:16.000Z" } ], "analyses": { "subjects": [ "65F35", "65F60", "15A16", "65D30" ], "keywords": [ "condition number", "integral representation", "higher-order fréchet derivatives", "quadrature algorithms", "higher-order frechet derivative" ], "note": { "typesetting": "TeX", "pages": 0, "language": "en", "license": "arXiv", "status": "editable" } } }