TheoremBase

Action of an Operator with an Orthonormal Eigenbasis

Statement

Let VV together with ⟨⋅,⋅⟩\langle\cdot,\cdot\rangle be a complex inner product space with zero vector 0V0_{V}. Let nn be a natural number, let [n][n] be the initial segment determined by nn, and let e∈Vne\in V^{n} be an nn-tuple in VV that is an orthonormal basis of VV, with components eke_{k}. Let λ∈Cn\lambda\in\mathbb{C}^{n} be an nn-tuple with components λk\lambda_{k} in the field C\mathbb{C} of complex numbers, and let TT be a linear operator on VV satisfying

T(ek)=λkekfor every k∈[n].T(e_{k})=\lambda_{k}e_{k}\qquad\text{for every }k\in[n].

Such ee and λ\lambda exist whenever VV is finite-dimensional with V≠{0V}V\ne\{0_{V}\} and TT is self-adjoint, by Spectral Theorem for a Self-Adjoint Operator in Finite Dimensions.

Sums of vectors are finite sums in VV, and λk⟨ek,x⟩ek\lambda_{k}\langle e_{k},x\rangle e_{k} denotes the scalar multiple of eke_{k} by the complex number λk⟨ek,x⟩\lambda_{k}\langle e_{k},x\rangle. Then the following hold.

1. (Diagonal action)

T(x)=∑k=1nλk⟨ek,x⟩ekfor every x∈V.T(x)=\sum_{k=1}^{n}\lambda_{k}\langle e_{k},x\rangle e_{k}\qquad\text{for every }x\in V.

2. (Determination by the eigenbasis) If T′T' is a linear operator on VV with T′(ek)=λkekT'(e_{k})=\lambda_{k}e_{k} for every k∈[n]k\in[n], then T′(x)=T(x)T'(x)=T(x) for every x∈Vx\in V.

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