Math 2.0

Linear and multilinear algebra; matrix theory Proof

Proof of the formula for coordinates in an orthonormal basis

Builds on Inner productOrthonormal basisOrthonormal familyBasis

Proof

We compute the inner product of vv with each basis vector.

  1. Let VV be a finite-dimensional inner product space over 𝕂=ℝ\mathbb{K} = \R or ℂ\C, with inner product ⟨⋅,⋅⟩\ip{\cdot}{\cdot}. Let (e1,…,en)(e_1, \dots, e_n) be an orthonormal basis of VV, so ⟨ej,ei⟩=δji\ip{e_j}{e_i} = \delta_{ji}.
  2. Let v∈Vv \in V. Since (e1,…,en)(e_1, \dots, e_n) is a basis, there are scalars a1,…,an∈𝕂a_1, \dots, a_n \in \mathbb{K} with v=∑j=1najejv = \sum_{j=1}^{n} a_j e_j.
  3. Fix ii with 1≤i≤n1 \le i \le n. Linearity in the first argument gives ⟨v,ei⟩=∑j=1naj⟨ej,ei⟩\ip{v}{e_i} = \sum_{j=1}^{n} a_j \ip{e_j}{e_i}.
  4. By orthonormality, every term with j≠ij \ne i is 00, and the term with j=ij = i is aia_i. So ⟨v,ei⟩=ai\ip{v}{e_i} = a_i.
  5. Substituting step 4 into step 2 gives v=∑i=1n⟨v,ei⟩eiv = \sum_{i=1}^{n} \ip{v}{e_i} e_i.
  6. The coordinates of vv in a basis are unique, so they are the numbers ai=⟨v,ei⟩a_i = \ip{v}{e_i}.

Idea

Write vv in the basis with unknown coefficients. The inner product with eie_i kills every term except the one with eie_i, because the basis vectors are orthogonal unit vectors. So this inner product is exactly the coefficient aia_i.

Reading path

To understand this page from the ground up, read these 12 pages in order. The foundations come first.

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Each page uses the pages above it. The colour of the bar on a box shows how strong the evidence is, and the box also gives it as text. The list has the same pages.
  • no evidence level
  1. Vector space definition
  2. Inner product definition
  3. Linear combination definition
  4. Linear subspace definition
  5. Orthogonal vectors definition
  6. Linear independence definition
  7. Linear span definition
  8. Orthonormal family definition
  9. Spanning set definition
  10. Basis definition
  11. Orthonormal basis definition
  12. Proof of the formula for coordinates in an orthonormal basis proof

Where this leads

99 pages build on this one.

Further reading

  1. Web https://linear.axler.net/LADR4e.pdf, Theorem 6.30
About this page
TagNGCNGVNWQ6
URIm2://NGCNGVNWQ6
Kindproof
WritingW0 stub
MSC15A63, 46C05
ProvesCoordinates in an orthonormal basis
UsesInner product, Orthonormal basis, Orthonormal family, Basis
Changed4 November 2026

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