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Linear Algebra and its Applications
Article . 2019 . Peer-reviewed
License: Elsevier Non-Commercial
Data sources: Crossref
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On directional derivatives of trace functionals of the form A↦Tr(Pf(A))

Authors: Mark W. Girard;

On directional derivatives of trace functionals of the form A↦Tr(Pf(A))

Abstract

Abstract Given a function f : ( 0 , ∞ ) → R and a positive semidefinite n × n matrix P, one may define a trace functional on positive definite n × n matrices as A ↦ Tr ( P f ( A ) ) . For differentiable functions f, the function A ↦ Tr ( P f ( A ) ) is differentiable at all positive definite matrices A. Under certain continuity conditions on f, this function may be extended to certain non-positive-definite matrices A, and the directional derivatives of Tr ( P f ( 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 ) and for the functions f p ( x ) = x p for all p > − 1 . The derivatives of the corresponding trace functionals are computed here, and an alternative derivation of the directional derivatives using integral representations is provided.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
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