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Additive normalized Leindler inequality for a pointwise majorant

Proved
ConvexOptimization.leindler_additive_lower_integral_real_line_unit_sup_normalized

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

analysisconvex-geometryinequalitiesmeasure-theory

Let 0<λ<10 < \lambda < 10<λ<1. 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. Let h:R→[0,∞]h:\mathbb R\to[0,\infty]h:R→[0,∞] be any function satisfying

f(x)1−λg(y)λ≤h((1−λ)x+λy)f(x)^{1-\lambda}g(y)^\lambda\le h((1-\lambda)x+\lambda y)f(x)1−λg(y)λ≤h((1−λ)x+λy)

for every x,y∈Rx,y\in\mathbb Rx,y∈R. Then

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

This is the additive layer-cake core of the normalized one-dimensional Prékopa--Leindler inequality. It is reusable for pointwise supremal envelopes and preserves contributions supported on null sets.

Formalization Note All functions and lower Lebesgue integrals are extended-nonnegative-real-valued. No measurability hypothesis is imposed on hhh; the lower integral is the appropriate formulation for pointwise majorants.

Preamble
import Theorems.Thm_ConvexOptimization_brunn_minkowski_real_line_weighted

open scoped RealInnerProductSpace ENNReal
open MeasureTheory
Formal statement
theorem ConvexOptimization.leindler_additive_lower_integral_real_line_unit_sup_normalized
    (l : ℝ) (hl0 : 0 < l) (hl1 : l < 1)
    (f g h : 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)
    (hmajor : ∀ x y : ℝ,
      f x ^ (1 - l) * g y ^ l ≤ h ((1 - l) • x + l • y)) :
    ENNReal.ofReal (1 - l) * (∫⁻ x, f x) +
        ENNReal.ofReal l * (∫⁻ x, g x) ≤
      ∫⁻ z, h z := 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; using the layer-cake formula (5) on p. 5 and the one-dimensional Brunn-Minkowski inequality, Theorem 2.1 equation (2), on p. 3. The lower-integral formulation retains the pointwise level-set argument discussed in Section 9, pp. 16-18.

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