Exercise.hardBeyond 21-242 Let π‘„βˆˆO(𝑛), and suppose 𝑄𝐳=π‘’π‘–πœƒπ³ for some 𝐳=𝐱+π‘–π²βˆˆβ„‚π‘› with 𝐱,π²βˆˆβ„π‘› and πœƒβˆ‰πœ‹β„€.

  1. (a)Show that π³βŸ‚π³, and deduce that ‖𝐱‖=‖𝐲‖ and π±βŸ‚π².
  2. (b)Show that span(𝐱,𝐲) is 𝑄-invariant, and find the matrix of 𝑄 on it in the orthonormal basis 𝐱/‖𝐱‖,𝐲/‖𝐲‖.
  3. (c)Use (a) and (b) to give a third proof of TheoremΒ 8.4.25.

Solution.

Uses. TheoremΒ 8.4.15 (Spectral form of unitary operators), TheoremΒ 8.1.18 (Eigenspaces of a normal operator are orthogonal), PropositionΒ 7.3.34 (Eigenvalues of a complexification), LemmaΒ 8.4.14 (Invariant complements)

Techniques. Complexify, then take real and imaginary parts (TechniqueΒ 7.3.35)

Hint 1. Since 𝑄 is real, 𝑄𝐳=π‘’βˆ’π‘–πœƒπ³. Eigenvectors of a normal matrix for distinct eigenvalues are orthogonal.
Hint 2. 𝐳⋅𝐳=βˆ‘π‘§π‘˜2. Expand with π‘§π‘˜=π‘₯π‘˜+π‘–π‘¦π‘˜. For (b), compare real and imaginary parts of 𝑄𝐳=π‘’π‘–πœƒπ³.
Hint 3. For (c), induct: split off either a real eigenline or such a plane, and use LemmaΒ 8.4.14.
Sketch. (a) 𝑄𝐳=π‘’βˆ’π‘–πœƒπ³ with π‘’βˆ’π‘–πœƒβ‰ π‘’π‘–πœƒ, so 0=𝐳⋅𝐳=βˆ‘π‘§π‘˜2=‖𝐱‖2βˆ’β€–π²β€–2+2𝑖𝐱⋅𝐲. (b) 𝑄𝐱=cosπœƒπ±βˆ’sinπœƒπ², 𝑄𝐲=sinπœƒπ±+cosπœƒπ²; the matrix is π‘…βˆ’πœƒ. (c) If 𝑄 has a real eigenvalue, split off its eigenline; otherwise split off the plane of (b). In both cases the complement is invariant, and induction applies.

(a) 𝑄 has real entries, so conjugating 𝑄𝐳=π‘’π‘–πœƒπ³ gives 𝑄𝐳=π‘’βˆ’π‘–πœƒπ³, and π‘’βˆ’π‘–πœƒβ‰ π‘’π‘–πœƒ since πœƒβˆ‰πœ‹β„€. As a complex matrix 𝑄 is unitary, hence normal, so its eigenvectors for distinct eigenvalues are orthogonal (TheoremΒ 8.1.18): 𝐳⋅𝐳=0. Now

𝐳⋅𝐳=βˆ‘π‘˜π‘§π‘˜π‘§π‘˜=βˆ‘π‘˜π‘§π‘˜2=βˆ‘π‘˜(π‘₯π‘˜2βˆ’π‘¦π‘˜2+2𝑖π‘₯π‘˜π‘¦π‘˜)=‖𝐱‖2βˆ’β€–π²β€–2+2𝑖(𝐱⋅𝐲).

Both the real and imaginary parts vanish: ‖𝐱‖=‖𝐲‖ and 𝐱⋅𝐲=0. Since π³β‰ πŸŽ, both are nonzero.

(b) Write π‘’π‘–πœƒ=𝑐+𝑖𝑠 with 𝑐=cosπœƒ, 𝑠=sinπœƒ. Then 𝑄𝐱+𝑖𝑄𝐲=(𝑐+𝑖𝑠)(𝐱+𝑖𝐲)=(π‘π±βˆ’π‘ π²)+𝑖(𝑠𝐱+𝑐𝐲). Comparing real and imaginary parts, 𝑄𝐱=π‘π±βˆ’π‘ π² and 𝑄𝐲=𝑠𝐱+𝑐𝐲. So span(𝐱,𝐲) is invariant, and since ‖𝐱‖=‖𝐲‖, the same formulas hold for the normalized vectors. The matrix is (π‘π‘ βˆ’π‘ π‘)=π‘…βˆ’πœƒ, in agreement with PropositionΒ 7.3.34(c).

(c) Induct on 𝑛, for an orthogonal operator 𝑆 on a real inner product space 𝑉, using its matrix 𝑄 in an orthonormal basis. If 𝑄 has a real eigenvalue, it is Β±1, and a unit eigenvector spans an invariant line. Otherwise, by TheoremΒ 8.4.15 𝑄 has an eigenvector 𝐳 in ℂ𝑛 for some π‘’π‘–πœƒ with πœƒβˆ‰πœ‹β„€, and (b) gives an invariant plane on which 𝑆 acts by π‘…βˆ’πœƒ in an orthonormal basis. In both cases LemmaΒ 8.4.14 makes the orthogonal complement invariant, with orthogonal restriction, and induction gives the block form there. Normalizing the angles and ordering the blocks is as in the first proof of TheoremΒ 8.4.25.