Alphabeta Math
CorollaryStatement: AI-adaptedProof: AI-adaptedPipeline-generatedjudge pass (gpt-5.6-terra)
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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.

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Characteristic function criterion for weak convergence

Statement

Assume AC. For Borel probability laws μn and a specified Borel probability law μ on R, μnμφμn(t)φμ(t) for every tR.

Facts & Assumptions

Given: The hypotheses and conventions in the statement.

[F1]

Weak convergence implies pointwise characteristic-function convergence. Levy continuity theorem forward direction.

[F2]

A pointwise limit continuous at zero is the characteristic function of a unique law, to which the sequence converges. Levy continuity theorem converse.

[F3]

Every characteristic function is continuous at zero. Basic properties of characteristic functions.

[F4]

AC covers the choice uses inherited by the converse theorem. The Axiom of Choice.

Proof

technique · direct
1.1

If μnμ, the forward continuity theorem gives the right-hand side at every frequency, including zero, where all values are one.

F1
2.1

Conversely suppose the right-hand side. The specified target μ has a characteristic function continuous at zero. Apply the converse theorem with ψ=φμ: it gives a unique law ν with this characteristic function and μnν. The law μ itself satisfies the characterizing property, so that uniqueness gives ν=μ. AC is inherited through the converse theorem's Prokhorov, Fourier-uniqueness and integration-bridge uses. Point masses and constant sequences are included, and no nonzero variance, moment, or density is required.

F2F3F4

Depends on

Used by

Nothing in the library uses this result yet.

Dependency tree · two levels

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Sources