Alphabeta Math
LemmaStatement: AI-adaptedProof: AI-adaptedPipeline-generatedjudge pass (gpt-5.6-terra)audited 2026-09-12
How statement and proof provenance work

The first chip identifies the source of the statement or construction; the second identifies the source of its local proof or verification.

  • Literature-sourced: the exact statement appears in a cited source; only wording and notation differ.
  • AI-adapted: a semantically identical restatement of literature-sourced material, modulo indexing, notation, and boundary cases adopted by the library.
  • AI-generated: a genuinely novel statement formulated by AI, with no source for the claim itself.

These labels describe origin, not correctness: citations and verification chips remain separate evidence.

Conjugate transpose kernels give adjoints

Statement

Assume AC. For a square-integrable kernel k on a completed probability square, the adjoint of its operator K is the kernel operator of k∗(x,y)=k(y,x)‾. Both are compact, (K∗)∗=K, and ∥K∗∥=∥K∥.

Facts & Assumptions

[F1]

Square-integrable kernels define bounded compact operators with operator norm at most kernel norm Square integrable kernels define bounded compact integral operators.

[F2]

Adjoint means the first-variable-linear pairing identity and is unique if it exists L two operator conventions for weak mixing.

[F3]

Completed-product Tonelli and Fubini give both iterated integrals Tonelli and Fubini for the completed product, with only almost-everywhere section measurability.

[F4]

The complex pairing is sesquilinear and satisfies Cauchy–Schwarz The complex L2 pairing is well-defined and satisfies Cauchy–Schwarz.

[F5]

Proof

Given: k, its operator K, and AC as in the statement.

1.1F1F3F5

Factor swap is measurable on the product sigma-algebra because the inverse image of E×F is F×E. For a nonnegative product-measurable q, Tonelli applied in both orders gives ∬q(y,x) dμ(y)dμ(x)=∬q(x,y) dμ(y)dμ(x). In particular it preserves null sets. Thus it is measurable and measure-preserving on the completion as well: a completed measurable set differs from a product-measurable set by a subset of a product-null set, whose swapped set is still null. Consequently k∗ is a well-defined completed L2 class with ∥k∗∥2=∥k∥2. F1 gives its compact bounded operator L. AC supplies the countable-choice hypotheses here and in F1.

2.1F2F3F4step 1.1

For f,g∈L2, Tonelli gives ∥f(y)g(x)‾∥L2(X2)=∥f∥2∥g∥2. Product Cauchy–Schwarz bounds the absolute integral of k(x,y)f(y)g(x)‾ by ∥k∥2∥f∥2∥g∥2. Hence Fubini applies, and conjugating the inner integral gives ⟨Kf,g⟩=∫f(y)∫k(x,y)‾g(x) dμ(x)‾ dμ(y)=⟨f,Lg⟩. Therefore L=K∗ by adjoint uniqueness. The a.e. section conventions are those of F1.

3.1F1F4step 2.1∎

Applying the formula twice gives (k∗)∗=k and hence (K∗)∗=K. For every z∈L2, Cauchy–Schwarz gives sup⁡∥g∥≤1∣⟨z,g⟩∣≤∥z∥; equality follows by g=z/∥z∥ if z≠0, and both sides are zero if z=0. Thus ∥Kf∥=sup⁡∥g∥≤1∣⟨f,K∗g⟩∣≤∥f∥∥K∗∥. Taking the supremum over the unit ball gives ∥K∥≤∥K∗∥. Apply this inequality to K∗ and use its double adjoint to obtain the reverse inequality. Compactness of both operators was supplied by F1 and step 1.1.

Depends on

Used by

Dependency tree · two levels

25 results within two dependency steps of this one, each drawn at its shortest distance from it. An arrow runs from a result to what uses it, so the chart reads left to right and ends at this result, which carries a heavier outline. Every node is a link to that result. Click elsewhere on the chart to enlarge it.

Sources