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UPSC 2014 Maths Optional Paper 1 Q3c-ii — Step-by-Step Solution

7 marks · Section A

Orthogonal and unitary matrices · Linear Algebra · asked 3× in 14 yrs · Read the full method →

Question

Prove that the eigen values of a unitary matrix have absolute value 1.

Technique

Use U∗U=I⇒∥Uv∥=∥v∥U^{*}U=I\Rightarrow\|Uv\|=\|v\| (unitary preserves norms); apply to eigenvector.

Solution

Strategy. Use the inner-product preservation property of unitary matrices: ∥Uv∥=∥v∥\|Uv\|=\|v\| for all vv.

Step 1 — Setup

Let UU be unitary, so U∗U=IU^{*}U=I (where U∗U^{*} is the conjugate transpose). Let λ\lambda be an eigenvalue with eigenvector v≠0v\ne 0:

Uv=λv.Uv=\lambda v.

Step 2 — Compute ∥Uv∥2\|Uv\|^{2} two ways

Via the unitary property: Using the standard inner product,

∥Uv∥2=⟨Uv,Uv⟩=⟨v,U∗Uv⟩=⟨v,Iv⟩=⟨v,v⟩=∥v∥2.\|Uv\|^{2}=\langle Uv,Uv\rangle=\langle v,U^{*}Uv\rangle=\langle v,Iv\rangle=\langle v,v\rangle=\|v\|^{2}.

Via the eigenvalue equation:

∥Uv∥2=∥λv∥2=⟨λv,λv⟩=λλ‾⟨v,v⟩=∣λ∣2∥v∥2.\|Uv\|^{2}=\|\lambda v\|^{2}=\langle\lambda v,\lambda v\rangle=\lambda\overline\lambda\langle v,v\rangle=|\lambda|^{2}\|v\|^{2}.

Step 3 — Equate and conclude

Equating the two expressions:

∣λ∣2∥v∥2=∥v∥2.|\lambda|^{2}\|v\|^{2}=\|v\|^{2}.

Since ∥v∥2>0\|v\|^{2}>0 (eigenvector is non-zero), divide:

∣λ∣2=1  ⟹  ∣λ∣=1.|\lambda|^{2}=1\;\Longrightarrow\;|\lambda|=1.

Answer

  Every eigenvalue of a unitary matrix has absolute value 1.  \boxed{\;\text{Every eigenvalue of a unitary matrix has absolute value 1.}\;}
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