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LemmaStatement: Literature-sourcedProof: AI-adaptedPipeline-generatedaudited 2026-09-22
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Spectral convolution eigenspaces are finite-dimensional and invariant

Statement

Assume the Axiom of Choice. Let G be a compact Lie group and k∈C(G).

  1. The Hilbert adjoint of Tk is Tk∗ with k∗(x)=k(x−1)‾, and Tk commutes with every left translation Lg.
  2. If k∗=k, then Tk is compact self-adjoint, its nonzero eigenspaces are finite-dimensional and left-invariant, and the closed span of the eigenspaces is the closure of the range of Tk.
  3. For arbitrary k the operator Tk∗Tk is compact, positive and self-adjoint; its nonzero eigenspaces are finite-dimensional and left-invariant, and their closed span is ran⁡(Tk∗Tk)‾=(ker⁡(Tk∗Tk))⊥.

Facts & Assumptions

Given: Assume the Axiom of Choice, a compact Lie group G with normalized Haar measure, and k∈C(G).

[A1]

The Axiom of Choice is The Axiom of Choice; it enters through the compactness and spectral theory cited.

[L1]

Tk is a compact operator on L2(G) with kernel K(x,y)=k(x−1y); the left and right regular representations are unitary and satisfy LgRh=RhLg (Continuous convolution operators are Hilbert–Schmidt, Left and right regular representations on L2(G)).

[L2]

Hilbert adjoints satisfy (TS)∗=S∗T∗, T∗∗=T and ∥T∗T∥=∥T∥2; for a compact self-adjoint operator the set of nonzero eigenvalues consists of real numbers with finite-dimensional eigenspaces and the closed span of the eigenspaces is the orthogonal complement of the kernel, equal to the closure of the range (Hilbert-adjoint identities, Spectral theorem for compact self adjoint operators).

[L3]

Integrals are invariant under left translation (Haar integration is translation and conjugation invariant), and Fubini applies to integrable functions on the finite product measure space (Fubini's theorem for L1 functions on a sigma-finite product).

[L4]

The complex L2 pairing is linear in its first variable and satisfies Cauchy–Schwarz (The complex L2 pairing is well-defined and satisfies Cauchy–Schwarz).

Proof

technique · direct
1.1A1L1L2L3L4

Since Haar measure has mass one, [L4] applied to ∣f∣,1 gives ∥f∥1≤∥f∥2, and similarly for h. Thus k(x−1y)f(y)h(x)‾ is absolutely integrable, with integral of its modulus at most ∥k∥∞∥f∥1∥h∥1. Fubini gives ⟨Tkf,h⟩=∫Gf(y)∫Gk(x−1y)‾h(x) dx‾ dy=⟨f,Tk∗h⟩, because k∗(y−1x)=k(x−1y)‾. The continuous function k∗ defines a bounded operator by [L1], so uniqueness of the adjoint gives Tk∗=Tk∗. No substitution reversing the two kernel arguments is made.

1.2L1L3

For g∈G, (LgTkf)(x)=∫Gk(x−1gy)f(y) dy. Substituting u=gy, using left invariance, gives ∫Gk(x−1u)f(g−1u) du=(TkLgf)(x). Hence LgTk=TkLg.

2.1A1L1L2step 1.1step 1.2

If k=k∗, step 1.1 makes Tk self-adjoint. Compactness [L1] and the spectral theorem [L2] give finite-dimensional nonzero eigenspaces whose closed span is (ker⁡Tk)⊥=ran⁡Tk‾. If Tkv=λv, step 1.2 gives TkLgv=λLgv; applying this also to g−1 proves invariance of the eigenspace. The standing AC assumption supplies the countable choice required by the spectral theorem.

3.1A1L1L2L4step 1.1step 1.2∎

Put S=Tk∗Tk. The adjoint identities give S∗=Tk∗Tk=S, and ⟨Sf,f⟩=∥Tkf∥22≥0. It is compact: the image under Tk of the unit ball has compact closure, and its image under the bounded, hence continuous, operator Tk∗ is compact and contains S of that ball. By steps 1.1–1.2, both factors commute with every Lg, so S does too. Apply the compact self-adjoint spectral theorem directly to S: its nonzero eigenspaces are finite-dimensional, and their closed span is (ker⁡S)⊥=ran⁡S‾. Commutation and the inverse translation prove their left invariance exactly as for Tk. If k=0, both operators vanish and the nonzero-eigenspace family is empty with closed span {0}; no finite-dimensionality assertion is made about a zero eigenspace.

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