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Exercise 1398Topology › Topology of Mn(ℝ) › Norms and metric structureL3Added 7 Nov 2026

The operator norm of a shear matrix

#operator norm#golden ratio#singular values

Statement

Compute the operator norm of A=(1101)A=\begin{pmatrix}1&1\\0&1\end{pmatrix}.

Hint

By the previous problem, ∥A∥2\|A\|^2 is the largest eigenvalue of ATAA^TA.

The characteristic polynomial of a 2×22\times2 matrix is t2−(tr⁡)t+det⁡t^2-(\operatorname{tr})t+\det.

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Solution

Idea. Compute ATAA^TA, find its largest eigenvalue, and take a square root; then simplify the nested radical.

Step 1: the matrix ATAA^TA.
ATA=(1011)(1101)=(1112).A^TA=\begin{pmatrix}1&0\\1&1\end{pmatrix}\begin{pmatrix}1&1\\0&1\end{pmatrix}=\begin{pmatrix}1&1\\1&2\end{pmatrix}.

Step 2: eigenvalues. Its trace is 33 and its determinant is 11, so the characteristic polynomial is t2−3t+1t^2-3t+1, with roots μ=3±52\mu=\dfrac{3\pm\sqrt5}2. The largest is μ1=3+52\mu_1=\dfrac{3+\sqrt5}2.

Step 3: simplify the square root. Since
(1+52)2=1+25+54=3+52,\left(\frac{1+\sqrt5}2\right)^2=\frac{1+2\sqrt5+5}4=\frac{3+\sqrt5}2,
we get ∥A∥=μ1=1+52≈1.618\|A\|=\sqrt{\mu_1}=\dfrac{1+\sqrt5}2\approx1.618, the golden ratio.

Check. The singular values are φ=1+52\varphi=\frac{1+\sqrt5}2 and φ−1=5−12\varphi^{-1}=\frac{\sqrt5-1}2, with product 1=∣det⁡A∣1=|\det A|, and σ12+σ22=3=∥A∥F2\sigma_1^2+\sigma_2^2=3=\|A\|_F^2. A direct numerical computation of the largest value of ∣Ax∣|Ax| on the unit circle also gives 1.618…1.618\ldots

Remark. The shear has ρ(A)=1\rho(A)=1 (both eigenvalues 11) but ∥A∥=φ>1\|A\|=\varphi>1; and ∥Ak∥\|A^k\| grows linearly in kk (the matrix Ak=(1k01)A^k=\begin{pmatrix}1&k\\0&1\end{pmatrix}), although ∥Ak∥1/k→1=ρ(A)\|A^k\|^{1/k}\to1=\rho(A).