English

On directional derivatives of trace functionals of the form $A\mapsto\Tr(Pf(A))$

Functional Analysis 2020-05-07 v1

Abstract

Given a function f:(0,)\RRf:(0,\infty)\rightarrow\RR and a positive semidefinite n×nn\times n matrix PP, one may define a trace functional on positive definite n×nn\times n matrices as A\Tr(Pf(A))A\mapsto \Tr(Pf(A)). For differentiable functions ff, the function A\Tr(Pf(A))A\mapsto \Tr(Pf(A)) is differentiable at all positive definite matrices AA. Under certain continuity conditions on~ff, this function may be extended to certain non-positive-definite matrices AA, and the \emph{directional} derivatives of \Tr(Pf(A)\Tr(Pf(A) may be computed there. This note presents conditions for these directional derivatives to exist and computes them. These conditions hold for the function f(x)=log(x)f(x)=\log(x) and for the functions fp(x)=xpf_p(x)=x^p for all p>1p>-1. The derivatives of the corresponding trace functionals are computed here.

Keywords

Cite

@article{arxiv.1810.05641,
  title  = {On directional derivatives of trace functionals of the form $A\mapsto\Tr(Pf(A))$},
  author = {Mark W. Girard},
  journal= {arXiv preprint arXiv:1810.05641},
  year   = {2020}
}