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Additive layer-cake core of the normalized Leindler inequality

Proved
ConvexOptimization.leindler_supremal_integral_real_line_unit_sup_normalized_additive

by Yifan Hong · Aug 15, 2026 · Mathlib c5ea003 (Lean v4.30.0)

analysisconvex-geometryinequalitiesmeasure-theory

Let 0<λ<10 < \lambda < 10<λ<1, and let f,g:R→[0,∞]f,g:\mathbb R\to[0,\infty]f,g:R→[0,∞] be measurable, compactly supported functions bounded above by one, with pointwise suprema equal to one. Define

Rλ(z)=sup⁡{f(x)1−λg(y)λ:(1−λ)x+λy=z}.R_\lambda(z)=\sup\{f(x)^{1-\lambda}g(y)^\lambda:(1-\lambda)x+\lambda y=z\}.Rλ​(z)=sup{f(x)1−λg(y)λ:(1−λ)x+λy=z}.

Then

(1−λ)∫Rf(x) dx+λ∫Rg(x) dx≤∫RRλ(z) dz.(1-\lambda)\int_{\mathbb R}f(x)\,dx+\lambda\int_{\mathbb R}g(x)\,dx \le \int_{\mathbb R}R_\lambda(z)\,dz.(1−λ)∫R​f(x)dx+λ∫R​g(x)dx≤∫R​Rλ​(z)dz.

This additive form is the source's canonical intermediate inequality and is a reusable analytic core for deriving the multiplicative Prékopa-Leindler bound by weighted arithmetic-geometric mean.

Formalization Note Functions and lower Lebesgue integrals take values in the extended nonnegative reals. The pointwise envelope is represented by the supremum of its attainable values.

Preamble
import Theorems.Thm_ConvexOptimization_brunn_minkowski_real_line_weighted

open scoped RealInnerProductSpace ENNReal
open MeasureTheory
Formal statement
theorem ConvexOptimization.leindler_supremal_integral_real_line_unit_sup_normalized_additive
    (l : ℝ) (hl0 : 0 < l) (hl1 : l < 1)
    (f g : ℝ → ℝ≥0∞)
    (hf : Measurable f) (hg : Measurable g)
    (hfc : HasCompactSupport f) (hgc : HasCompactSupport g)
    (hf1 : ∀ x, f x ≤ 1) (hg1 : ∀ x, g x ≤ 1)
    (hfsup : sSup (Set.range f) = 1)
    (hgsup : sSup (Set.range g) = 1) :
    ENNReal.ofReal (1 - l) * (∫⁻ x, f x) +
        ENNReal.ofReal l * (∫⁻ x, g x) ≤
      ∫⁻ z, sSup {q : ℝ≥0∞ | ∃ x y : ℝ,
        (1 - l) • x + l • y = z ∧
          q = f x ^ (1 - l) * g y ^ l} := by sorry
Source
R. J. Gardner, The Brunn-Minkowski Inequality, https://faculty.gardner.wwu.edu/gorizia12.pdf, Theorem 4.1 first proof, PDF pp. 6-7, specifically the displayed additive estimate on p. 7 before the final arithmetic-geometric mean step; using the layer-cake formula (5) on p. 5 and Theorem 2.1, equation (2), on p. 3.

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