User:Caliburn/Derivative of Trace Function
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Theorem
Let $\tr \colon \R^{n \times n} \to \R$ be the trace function.
Let $A \in \R^{n \times n}$.
Then $\tr$ is Fréchet differentiable at $A$ with derivative having:
- $\map {\paren {\mathrm D \map \tr A} } H = \tr H$
for each $H \in \R^{n \times n}$.
Proof
Let $H \ne 0$, then:
\(\ds \frac {\norm {\map \tr {A + H} - \tr A - \tr H} } {\norm H}\) | \(=\) | \(\ds \frac {\norm {\tr A + \tr H - \tr A - \tr H} } {\norm H}\) | Trace of Sum of Matrices is Sum of Traces | |||||||||||
\(\ds \) | \(=\) | \(\ds 0\) |
In particular:
- $\ds \lim_{H \to 0} \frac {\norm {\map \tr {A + H} - \tr A - \tr H} } {\norm H} = 0$
so $\tr$ is differentiable at $A$ with derivative $\map {\paren {\mathrm D \map \tr A }} H = \map \tr H$.