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Full Integral And Conjugate-Mass Compactness Bounds

Proved
FunctionalInequalities.Probability.MomentMeasure.exists_subseq_integral_bounds_of_convex_epigraph_readable

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

corderoklartag2015functional-inequalitieskls-conjecturekls-modularkls-readablelog-concave

Let EEE be finite-dimensional with a real inner product and Borel measurable structure. Let dxdxdx be an additive Haar measure, let μ\muμ be a finite measure, and assume 000 lies in the interior of the convex hull of supp⁡(μ)\operatorname{supp}(\mu)supp(μ). Let ϕj:E→R‾\phi_j:E\to\overline{\mathbb R}ϕj​:E→R satisfy:

  1. ϕj≥0\phi_j\ge0ϕj​≥0 and ϕj(0)=0\phi_j(0)=0ϕj​(0)=0.
  2. Every real epigraph of ϕj\phi_jϕj​ is convex.
  3. Each ϕj.toENNReal⁡\phi_j.\operatorname{toENNReal}ϕj​.toENNReal is a.e. measurable with respect to μ\muμ.
  4. sup⁡j∫−ϕj.toENNReal⁡ dμ≠+∞\sup_j\int^-\phi_j.\operatorname{toENNReal}\,d\mu\ne+\inftysupj​∫−ϕj​.toENNRealdμ=+∞.

Then there exist a strictly increasing s:N→Ns:\mathbb N\to\mathbb Ns:N→N and ψ:E→R‾\psi:E\to\overline{\mathbb R}ψ:E→R such that ψ≥0\psi\ge0ψ≥0, ψ(0)=0\psi(0)=0ψ(0)=0, its real epigraph is convex, and ψ.toENNReal⁡\psi.\operatorname{toENNReal}ψ.toENNReal is measurable. On the interior of the support convex hull, ψ\psiψ is finite and

ϕs(j)(x)⟶ψ(x).\phi_{s(j)}(x)\longrightarrow\psi(x).ϕs(j)​(x)⟶ψ(x).

The function ψ\psiψ is radially closed and equals +∞+\infty+∞ outside the closure of that interior. In addition, PotentialIntegrable ψ μ holds,

mass⁡(dx,ψ∗)≠+∞,\operatorname{mass}(dx,\psi^*)\ne+\infty,mass(dx,ψ∗)=+∞, ∫−ψ.toENNReal⁡ dμ≤lim inf⁡j→∞∫−ϕs(j).toENNReal⁡ dμ,\int^-\psi.\operatorname{toENNReal}\,d\mu\le\liminf_{j\to\infty}\int^-\phi_{s(j)}.\operatorname{toENNReal}\,d\mu,∫−ψ.toENNRealdμ≤j→∞liminf​∫−ϕs(j)​.toENNRealdμ,

and

lim sup⁡j→∞mass⁡(dx,ϕs(j)∗)≤mass⁡(dx,ψ∗).\limsup_{j\to\infty}\operatorname{mass}(dx,\phi_{s(j)}^*)\le\operatorname{mass}(dx,\psi^*).j→∞limsup​mass(dx,ϕs(j)∗​)≤mass(dx,ψ∗).

This declaration combines the pointwise compactness, integral lower semicontinuity, and conjugate-mass upper semicontinuity conclusions; it does not assert variational attainment.

Original Lean declaration header

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

theorem exists_subseq_integral_bounds_of_convex_epigraph
    {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] [FiniteDimensional ℝ E]
    [MeasurableSpace E] [BorelSpace E]
    (dx μ : Measure E) [dx.IsAddHaarMeasure] [IsFiniteMeasure μ]
    (h0 : (0 : E) ∈ interior (convexHull ℝ μ.support))
    (φ : ℕ → E → EReal) (hnn : ∀ ℓ x, 0 ≤ φ ℓ x) (hφ0 : ∀ ℓ, φ ℓ 0 = 0)
    (hconv : ∀ ℓ, Convex ℝ {p : E × ℝ | φ ℓ p.1 ≤ (p.2 : EReal)})
    (hmeas : ∀ ℓ, AEMeasurable (fun x => (φ ℓ x).toENNReal) μ)
    (hbdd : (⨆ ℓ, ∫⁻ x, (φ ℓ x).toENNReal ∂μ) ≠ ⊤) :
    ∃ (s : ℕ → ℕ) (ψ : E → EReal), StrictMono s ∧ (∀ x, 0 ≤ ψ x) ∧ ψ 0 = 0 ∧
      Convex ℝ {p : E × ℝ | ψ p.1 ≤ (p.2 : EReal)} ∧
      Measurable (fun x => (ψ x).toENNReal) ∧
      (∀ x ∈ interior (convexHull ℝ μ.support),
        ψ x ≠ ⊤ ∧ Tendsto (fun j => φ (s j) x) atTop (𝓝 (ψ x))) ∧
      (∀ x, Tendsto (fun t : ℝ => ψ (t • x)) (𝓝[<] 1) (𝓝 (ψ x))) ∧
      (∀ x ∉ closure (interior (convexHull ℝ μ.support)), ψ x = ⊤) ∧
      PotentialIntegrable ψ μ ∧ mass dx (legendre ψ) ≠ ⊤ ∧
      (∫⁻ x, (ψ x).toENNReal ∂μ ≤
        liminf (fun j => ∫⁻ x, (φ (s j) x).toENNReal ∂μ) atTop) ∧
      limsup (fun j => mass dx (legendre (φ (s j)))) atTop ≤ mass dx (legendre ψ)

Module navigation

Module: Probability/MomentMeasure/Compactness.

Definition modules: Probability/MomentMeasure/Basic, Analysis/Convex/Legendre.

Supporting theorems: limsup_mass_legendre_le, exists_subseq_lintegral_le_liminf_of_convex_epigraph.

Previous: exists_subseq_lintegral_le_liminf_of_convex_epigraph.

Source excerpt, lines 244–263 · Frozen source 408915f.

Literature

This formalizes Lemma 17, (56), of Cordero–Erausquin–Klartag, Moment measures (arXiv:1304.0630v1), cited as “Compactness of normalised potentials.”

Preamble
import Definitions.Def_KLSModular_FunctionalInequalities_Probability_MomentMeasure_Compactness

open MeasureTheory
open Filter
open scoped Topology
open FunctionalInequalities.Analysis
Formal statement

theorem FunctionalInequalities.Probability.MomentMeasure.exists_subseq_integral_bounds_of_convex_epigraph_readable
    {E : Type*} [NormedAddCommGroup E] [InnerProductSpace ℝ E] [FiniteDimensional ℝ E]
    [MeasurableSpace E] [BorelSpace E]
    (dx μ : Measure E) [dx.IsAddHaarMeasure] [IsFiniteMeasure μ]
    (h0 : (0 : E) ∈ interior (convexHull ℝ μ.support))
    (φ : ℕ → E → EReal) (hnn : ∀ ℓ x, 0 ≤ φ ℓ x) (hφ0 : ∀ ℓ, φ ℓ 0 = 0)
    (hconv : ∀ ℓ, Convex ℝ {p : E × ℝ | φ ℓ p.1 ≤ (p.2 : EReal)})
    (hmeas : ∀ ℓ, AEMeasurable (fun x => (φ ℓ x).toENNReal) μ)
    (hbdd : (⨆ ℓ, ∫⁻ x, (φ ℓ x).toENNReal ∂μ) ≠ ⊤) :
    ∃ (s : ℕ → ℕ) (ψ : E → EReal), StrictMono s ∧ (∀ x, 0 ≤ ψ x) ∧ ψ 0 = 0 ∧
      Convex ℝ {p : E × ℝ | ψ p.1 ≤ (p.2 : EReal)} ∧
      Measurable (fun x => (ψ x).toENNReal) ∧
      (∀ x ∈ interior (convexHull ℝ μ.support),
        ψ x ≠ ⊤ ∧ Tendsto (fun j => φ (s j) x) atTop (𝓝 (ψ x))) ∧
      (∀ x, Tendsto (fun t : ℝ => ψ (t • x)) (𝓝[<] 1) (𝓝 (ψ x))) ∧
      (∀ x ∉ closure (interior (convexHull ℝ μ.support)), ψ x = ⊤) ∧
      PotentialIntegrable ψ μ ∧ mass dx (legendre ψ) ≠ ⊤ ∧
      (∫⁻ x, (ψ x).toENNReal ∂μ ≤
        liminf (fun j => ∫⁻ x, (φ (s j) x).toENNReal ∂μ) atTop) ∧
      limsup (fun j => mass dx (legendre (φ (s j)))) atTop ≤ mass dx (legendre ψ) := by sorry
Source
Source: Cordero-Erausquin–Klartag, Moment measures (arXiv:1304.0630v1), Lemma 17. Lean source: https://github.com/human-ai-mathematics/kls-lean/blob/408915f/formalization/FunctionalInequalities/Probability/MomentMeasure/Compactness.lean#L239-L284 (repository human-ai-mathematics/kls-lean, commit 408915f, module `FunctionalInequalities.Probability.MomentMeasure.Compactness`, declaration `FunctionalInequalities.Probability.MomentMeasure.exists_subseq_integral_bounds_of_convex_epigraph`; the repository is private at upload time).

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