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Exercise 1411Topology › Topology of Mn(ℝ) › Norms and metric structureL3Added 7 Nov 2026

The inverse blows up near singular matrices

#inverse#blow-up#distance to singular matrices

Statement

Show that if A→A0A\to A_0 with A0A_0 singular and AA invertible, then ∥A−1∥→∞\|A^{-1}\|\to\infty.

Hint

Use the formula ∥A−1∥=1/dist⁡(A,{singular matrices})\|A^{-1}\|=1/\operatorname{dist}(A,\{\text{singular matrices}\}) from the previous problem.

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Solution

Idea. A matrix very close to a singular one is very close to the singular set, and the inverse's norm is the reciprocal of that distance.

Step 1: the distance is small. Since A0A_0 is singular, dist⁡(A,singular)≤∥A−A0∥\operatorname{dist}(A,\text{singular})\le\|A-A_0\|.

Step 2: apply the formula. By the previous problem,
∥A−1∥=1dist⁡(A,singular)≥1∥A−A0∥→A→A0+∞.\|A^{-1}\|=\frac1{\operatorname{dist}(A,\text{singular})}\ge\frac1{\|A-A_0\|}\xrightarrow[A\to A_0]{}+\infty.

Consequence. Inversion A↦A−1A\mapsto A^{-1} is continuous on GLnGL_n but it cannot be extended continuously to any singular matrix, and it is unbounded near the boundary of GLnGL_n. In particular {A∈GLn:∥A−1∥≤M}\{A\in GL_n:\|A^{-1}\|\le M\} is closed in MnM_n (not just in GLnGL_n): if AkA_k lie in it and Ak→A0A_k\to A_0, then dist⁡(Ak,singular)≥1/M\operatorname{dist}(A_k,\text{singular})\ge1/M and the distance function is 11-Lipschitz, so dist⁡(A0,singular)≥1/M>0\operatorname{dist}(A_0,\text{singular})\ge1/M>0; thus A0A_0 is invertible and ∥A0−1∥≤M\|A_0^{-1}\|\le M.

Example. Aε=diag⁡(1,ε)→A0=diag⁡(1,0)A_\varepsilon=\operatorname{diag}(1,\varepsilon)\to A_0=\operatorname{diag}(1,0) and ∥Aε−1∥=1/ε\|A_\varepsilon^{-1}\|=1/\varepsilon, which matches the bound ≥1/∥Aε−A0∥=1/ε\ge1/\|A_\varepsilon-A_0\|=1/\varepsilon exactly.

Remark. The numerical consequence is the ill-conditioning of linear systems Ax=bAx=b for nearly singular AA: a tiny perturbation of the data produces a perturbation of the solution of size up to ∥A−1∥\|A^{-1}\| times larger.