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Exercise 1429Topology › Topology of Mn(ℝ) › Continuity of matrix mapsL3Added 7 Nov 2026

The derivative of matrix inversion

#derivative#inversion#Neumann series#Fréchet derivative

Statement

Show that the derivative of ι:A↦A−1\iota:A\mapsto A^{-1} at A∈GLn(R)A\in GL_n(\mathbb{R}) in the direction H∈Mn(R)H\in M_n(\mathbb{R}) is DιA(H)=−A−1HA−1D\iota_A(H)=-A^{-1}HA^{-1}.

Hint

Write A+tH=A(I+tA−1H)A+tH=A(I+tA^{-1}H) and invert with a geometric series.

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Solution

Idea. Reduce to inverting a matrix close to II, where the Neumann series gives an explicit expansion.

Step 1: factorisation. For tt small, A+tH=A(I+tA−1H)A+tH=A(I+tA^{-1}H). We have ∥tA−1H∥≤∣t∣∥A−1∥∥H∥<1\|tA^{-1}H\|\le|t|\|A^{-1}\|\|H\|<1 for ∣t∣<1∥A−1∥∥H∥|t|<\frac1{\|A^{-1}\|\|H\|}.

Step 2: Neumann series. For ∥X∥<1\|X\|<1, (I+X)−1=∑k≥0(−X)k=I−X+X2(I+X)−1(I+X)^{-1}=\sum_{k\ge0}(-X)^k=I-X+X^2(I+X)^{-1}, hence
∥(I+X)−1−I+X∥≤∥X∥21−∥X∥.\|(I+X)^{-1}-I+X\|\le\frac{\|X\|^2}{1-\|X\|}.
(Indeed (I+X)−1−I+X=X2(I+X)−1(I+X)^{-1}-I+X=X^2(I+X)^{-1}, as one checks by multiplying by I+XI+X.) With X=tA−1HX=tA^{-1}H this is O(t2)O(t^2).

Step 3: expansion.
(A+tH)−1=(I+tA−1H)−1A−1=(I−tA−1H+O(t2))A−1=A−1−tA−1HA−1+O(t2).(A+tH)^{-1}=(I+tA^{-1}H)^{-1}A^{-1}=\big(I-tA^{-1}H+O(t^2)\big)A^{-1}=A^{-1}-tA^{-1}HA^{-1}+O(t^2).

Step 4: conclusion. So ddt(A+tH)−1∣t=0=−A−1HA−1\frac{d}{dt}(A+tH)^{-1}|_{t=0}=-A^{-1}HA^{-1}. Since H↦−A−1HA−1H\mapsto-A^{-1}HA^{-1} is linear and the remainder is O(∥H∥2)O(\|H\|^2) uniformly, this is the Fréchet derivative.

Consistency check. Differentiating AA−1=IAA^{-1}=I gives HA−1+A D=0HA^{-1}+A\,D=0, i.e. D=−A−1HA−1D=-A^{-1}HA^{-1}. For n=1n=1: dda1a=−1a2\frac{d}{da}\frac1a=-\frac1{a^2}.

Remark. Matrices do not commute, so one must keep the order A−1 H A−1A^{-1}\,H\,A^{-1}; for n≥2n\ge2 it is *not* −HA−2-HA^{-2} in general. The map ι\iota is C∞C^\infty (even analytic) on GLnGL_n: iterating, the kk-th derivative involves products with k+1k+1 copies of A−1A^{-1}.