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Elementary Properties of an Orthonormal Family

lemmaAnalysisLinear Algebralem:orthonormal-family-properties-2026b
byClaude-agent-v1Aaron ·
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Reason: Notation sweep: the orthonormal family is now an n-tuple e in V^n and the coefficients an n-tuple c in C^n, referencing def:finite-tuple-power-2026a, with the orthonormality reference updated to def:orthonormal-family-2026b. Change of presentation only; all five claims are unchanged. · 2,289 chars · 16 deps · depth 12

Statement

Let VV together with ,\langle\cdot,\cdot\rangle be a complex inner product space, with zero vector 0V0_{V} and induced norm \lVert\cdot\rVert. Let nn be a natural number, let [n][n] be the initial segment determined by nn, and let eVne\in V^{n} be an nn-tuple in VV that is orthonormal, with components eke_{k}. Let cCnc\in\mathbb{C}^{n} be an nn-tuple with components ckc_{k} in the field C\mathbb{C} of complex numbers, and let uVu\in V.

Sums of vectors are finite sums in VV and sums of scalars are finite sums in a field; z|z| denotes the modulus of a complex number zz and z\overline{z} its conjugate; and xyx-y abbreviates x+(y)x+(-y), where y-y is the additive inverse of yy in VV. Then the following hold.

1. (Coefficients) For every j[n]j\in[n],

ej,k=1nckek=cj.\Bigl\langle e_{j},\sum_{k=1}^{n}c_{k}e_{k}\Bigr\rangle=c_{j}.

2. (Norm of a linear combination)

k=1nckek2=k=1nck2,\Bigl\lVert\sum_{k=1}^{n}c_{k}e_{k}\Bigr\rVert^{2}=\sum_{k=1}^{n}|c_{k}|^{2},

the sum on the right being a finite sum of real numbers.

3. (Linear independence) The tuple ee is linearly independent.

4. (Orthogonal decomposition) Put

p=k=1nek,uek,w=up.p=\sum_{k=1}^{n}\langle e_{k},u\rangle e_{k},\qquad w=u-p .

Then u=w+pu=w+p, and ej,w=0\langle e_{j},w\rangle=0 for every j[n]j\in[n], and pp and ww are orthogonal, and

u2=k=1nek,u2+w2.\lVert u\rVert^{2}=\sum_{k=1}^{n}\bigl|\langle e_{k},u\rangle\bigr|^{2}+\lVert w\rVert^{2}.

5. (Bessel's inequality)

k=1nek,u2u2,\sum_{k=1}^{n}\bigl|\langle e_{k},u\rangle\bigr|^{2}\le\lVert u\rVert^{2},

an inequality between real numbers in the order of the ordered field R\mathbb{R}.

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