Linear Algebra Done Right · Problem 7B.23

Operators on Inner Product Spaces — Sheldon Axler

Mathematics — Linear Algebra · spectral-theorem

Problem

Suppose T∈L(V)T \in \mathcal{L}(V) is self-adjoint, λ∈F\lambda \in \mathbf{F}, and ϵ>0\epsilon > 0. Suppose there exists v∈Vv \in V such that ∥v∥=1\|v\| = 1 and ∥Tv−λv∥<ϵ.\|Tv - \lambda v\| < \epsilon. Prove that TT has an eigenvalue λ′\lambda' such that ∣λ−λ′∣<ϵ|\lambda - \lambda'| < \epsilon. This exercise shows that for a self-adjoint operator, a number that is close to satisfying an equation that would make it an eigenvalue is close to an eigenvalue.

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