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Fourier comparison with a signed density

Abstract

Ramp approximation bounds probability distribution functions against signed densities through their Fourier difference.

Theorem 1.1 (A Fourier bound for a signed comparison density).

Lean statement: D5/S3/TotalVariation/Asymptotics/StatLeanSignedSmoothing.abs_measure_Iic_sub_densityCDF_le_charFun

Proof. Machine-checked in Lean as D5/S3/TotalVariation/Asymptotics/StatLeanSignedSmoothing.abs_measure_Iic_sub_densityCDF_le_charFun (✓ std3). ∎

Citation. Junwei Lu and StatLean contributors (2026). StatLean Fourier smoothing and Gaussian Hermite suppliers. URL: https://github.com/StatLean/Stat-Lean/tree/e1ef06bf52d2a8896439c5b59d982d9aad28a254.

Commentary.

Compare the distribution function of a probability measure with the integral of an integrable real function. The comparison function may have either sign. A bound on its absolute integral over intervals controls the ramp approximation error; a weighted characteristic-function difference controls the smoothed error.

References