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.
Characteristic function of a real random variable
Definition
For a real random variable on , its characteristic function is For a specified Borel probability measure on , write .
The complex integral means the sum of the real integral and times the imaginary integral, as in Integrable real and complex functions, and their integrals. Euler's formula in , , and gives , a continuous function of with modulus one. Its components are bounded and measurable, hence integrable against a probability measure. Change of variables for expectation therefore applies to this bounded Borel function and proves the displayed identity. The modulus of an integral is bounded by the integral of the modulus gives .
No moment assumption is imposed. In particular gives and a constant gives . These definitions require no choice of representatives or new use of AC.