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.

Basic properties of characteristic functions

Statement

Every characteristic function φ on R satisfies φ(0)=1, ∣φ(t)∣≤1, φ(−t)=φ(t)‾, and is uniformly continuous on R.

Facts & Assumptions

Given: The hypotheses and conventions in the statement.

[F1]

Characteristic functions integrate the unit-modulus exponential. Characteristic function of a real random variable.

[F2]

The integral triangle inequality applies to integrable complex functions. The modulus of an integral is bounded by the integral of the modulus.

[F3]
[F6]

Dominated pointwise convergence permits passage through the integral. Dominated convergence.

[F8]

The derivatives of sine and cosine are cosine and minus sine. The derivatives of sine and cosine are cosine and minus sine.

Proof

technique · direct
1.1F1F2F4

Write φ(t)=∫eitx μ(dx) with μ(R)=1. At zero the integrand is one, so φ(0)=1. The triangle inequality gives ∣φ(t)∣≤∫∣eitx∣ dμ=1.

1.2F1F2F3F4F5

Writing the integral componentwise, φ(−t)=∫cos⁡(tx) dμ−i∫sin⁡(tx) dμ=φ(t)‾. Linearity and exponential addition further give ∣φ(t+h)−φ(t)∣≤∫∣eitx(eihx−1)∣ dμ=∫∣eihx−1∣ dμ.

2.1step 1.2F4F6F7F8∎

For real u, apply the mean value theorem separately to sine and cosine between 0 and u. Their derivatives have absolute value at most one by Euler's formula, so ∣sin⁡u∣≤∣u∣ and ∣cos⁡u−1∣≤∣u∣. Thus ∣eiu−1∣≤min⁡(2,2∣u∣). For each positive integer n, define gn(x)=min⁡(2,2∣x∣/n). This measurable sequence tends pointwise to zero and is dominated by the integrable constant 2, so DCT gives ∫gn dμ→0. Whenever ∣h∣≤1/n, step 1.2 bounds ∣φ(t+h)−φ(t)∣ by ∫gn dμ, for every t. Given ε>0, take the least positive integer n with this integral less than ε. Then δ=1/n proves uniform continuity. This uses a prescribed sequence and no choice of a sequence of counterexamples.

Depends on

Dependency tree · 2 levels

Sources