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How is a GG-invariant inner product constructed from an arbitrary inner product using the group average?

A GG-invariant inner product is constructed by averaging an arbitrary initial inner product ⟨⋅,⋅⟩\langle \cdot, \cdot \rangle over the group orbit. The new inner product is defined as (v,w):=1∣G∣∑g∈G⟨ρ(g)v,ρ(g)w⟩(v, w) := \frac{1}{|G|} \sum_{g \in G} \langle \rho(g)v, \rho(g)w \rangle. This construction ensures invariance because summing over all g∈Gg \in G is unchanged by reindexing with ghgh for any fixed h∈Gh \in G.

Conditions

  • GG is a finite group.
  • ρ:G→GL(V)\rho: G \to GL(V) is a representation.
  • ⟨⋅,⋅⟩\langle \cdot, \cdot \rangle is an arbitrary initial inner product on VV.
  • ∣G∣|G| is the order (cardinality) of the finite group GG.

Reasoning, step by step

  1. Start with any inner product ⟨⋅,⋅⟩\langle \cdot, \cdot \rangle on VV.
  2. Define a new form (v,w)(v, w) by summing ⟨ρ(g)v,ρ(g)w⟩\langle \rho(g)v, \rho(g)w \rangle over all g∈Gg \in G.
  3. Normalize the sum by dividing by ∣G∣|G|.
  4. Verify that this new form is GG-invariant by showing (ρ(h)v,ρ(h)w)=(v,w)(\rho(h)v, \rho(h)w) = (v, w) using the reindexing trick g↦ghg \mapsto gh.
  5. Confirm that the new form satisfies inner product axioms (bilinearity is immediate, positivity is an exercise).

Example

The video defines the averaged inner product as (v,w):=1∣G∣∑g∈G⟨ρ(g)v,ρ(g)w⟩(v,w):=\frac{1}{|G|}\sum_{g\in G}\langle \rho(g)v,\rho(g)w\rangle and proves its invariance by reindexing the sum with ghgh.

Common misconceptions

  • Assuming the average is over a continuous parameter; it is a finite sum over the discrete group elements.
  • Forgetting the normalization factor 1∣G∣\frac{1}{|G|}, which is necessary for the form to behave like a standard inner product average.

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Answers are generated from source material and independently checked. Consult the original video or creator if something is unclear.