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Fatou Bound for Convex Second Differences

Proved
FunctionalInequalities.Analysis.integral_mul_le_integral_mul_sum_iteratedFDeriv_readable

by Lazyfill · Oct 26, 2026 · Mathlib 0df444a (Lean v4.33.1)

functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

This is the Fatou bound for the distributional second derivatives of a convex function.

Let EEE be a finite-dimensional real inner-product space with its Borel measurable structure. Let u:E→Ru:E\to\mathbb Ru:E→R be convex, let ι\iotaι be a finite type, let vi∈Ev_i\in Evi​∈E and ci≥0c_i\geq0ci​≥0 for i∈ιi\in\iotai∈ι. Let χ:E→R\chi:E\to\mathbb Rχ:E→R be nonnegative, C2C^2C2, and compactly supported. Let g:E→Rg:E\to\mathbb Rg:E→R be almost everywhere strongly measurable. Assume that, almost everywhere in xxx, for every ε>0\varepsilon>0ε>0 there is δ>0\delta>0δ>0 such that for 0<t<δ0<t<\delta0<t<δ,

g(x)−ε≤∑iciu(x+tvi)+u(x−tvi)−2u(x)t2.g(x)-\varepsilon\leq\sum_i c_i\frac{u(x+t v_i)+u(x-t v_i)-2u(x)}{t^2}.g(x)−ε≤i∑​ci​t2u(x+tvi​)+u(x−tvi​)−2u(x)​.

Then

∫g χ dx≤∫u(x)∑ici D2χ(x)[vi,vi] dx.\int g\,\chi\,dx \leq \int u(x)\sum_i c_i\,D^2\chi(x)[v_i,v_i] \,dx.∫gχdx≤∫u(x)i∑​ci​D2χ(x)[vi​,vi​]dx.

This is an auxiliary distributional inequality used to integrate lower bounds for second differences against nonnegative test functions.

Original Lean declaration header

Within namespace FunctionalInequalities.Analysis. Shown in its original module context. Proof omitted.

theorem integral_mul_le_integral_mul_sum_iteratedFDeriv [FiniteDimensional ℝ E] [MeasurableSpace E] [BorelSpace E]
    {u : E → ℝ} (hconv : ConvexOn ℝ univ u) {ι : Type*} [Fintype ι] (v : ι → E) {c : ι → ℝ}
    (hc : ∀ i, 0 ≤ c i) {χ : E → ℝ} (hχ : ContDiff ℝ 2 χ) (hχc : HasCompactSupport χ)
    (hχ0 : ∀ x, 0 ≤ χ x) {g : E → ℝ} (hgm : AEStronglyMeasurable g (volume : Measure E))
    (hg : ∀ᵐ x ∂(volume : Measure E), ∀ ε > 0, ∃ δ > 0, ∀ t : ℝ, 0 < t → t < δ →
      g x - ε ≤ ∑ i, c i * ((u (x + t • v i) + u (x - t • v i) - 2 * u x) / t ^ 2)) :
    ∫ x, g x * χ x ≤ ∫ x, u x * ∑ i, c i * iteratedFDeriv ℝ 2 χ x (fun _ => v i)

Module navigation

Module: Analysis/Convex/SecondOrder.

Supporting theorems: tendsto_integral_secondDifference_mul.

Previous: tendsto_integral_secondDifference_mul · Next: ae_exists_secondOrder_expansion.

Source excerpt, lines 462–468 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_Analysis_Convex_SecondOrder

open MeasureTheory Set Filter
variable {E : Type*}
variable [NormedAddCommGroup E]
variable [InnerProductSpace ℝ E]
Formal statement

theorem FunctionalInequalities.Analysis.integral_mul_le_integral_mul_sum_iteratedFDeriv_readable [FiniteDimensional ℝ E] [MeasurableSpace E] [BorelSpace E]
    {u : E → ℝ} (hconv : ConvexOn ℝ univ u) {ι : Type*} [Fintype ι] (v : ι → E) {c : ι → ℝ}
    (hc : ∀ i, 0 ≤ c i) {χ : E → ℝ} (hχ : ContDiff ℝ 2 χ) (hχc : HasCompactSupport χ)
    (hχ0 : ∀ x, 0 ≤ χ x) {g : E → ℝ} (hgm : AEStronglyMeasurable g (volume : Measure E))
    (hg : ∀ᵐ x ∂(volume : Measure E), ∀ ε > 0, ∃ δ > 0, ∀ t : ℝ, 0 < t → t < δ →
      g x - ε ≤ ∑ i, c i * ((u (x + t • v i) + u (x - t • v i) - 2 * u x) / t ^ 2)) :
    ∫ x, g x * χ x ≤ ∫ x, u x * ∑ i, c i * iteratedFDeriv ℝ 2 χ x (fun _ => v i) := by sorry
Source
Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/Analysis/Convex/SecondOrder.lean#L459-L577 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.Analysis.Convex.SecondOrder`, declaration `FunctionalInequalities.Analysis.integral_mul_le_integral_mul_sum_iteratedFDeriv`; the repository is private at upload time).

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