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Grid Decomposition of a Weighted Cross Increment

Proved
LevyStochCalc.Brownian.Multidim.MultidimBrownianMotion.integral_mul_increment_mul_increment_eq_crossSum_readable

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

functional-inequalitieskls-conjecturekls-modularkls-readablelog-concavevendored-levystochcalc

This is a weighted telescoping identity for two distinct Brownian coordinates.

Let WWW be a ddd-dimensional Brownian motion, let i,j∈Fin(d)i,j\in\mathrm{Fin}(d)i,j∈Fin(d), and let F\mathcal FF make every coordinate a Brownian motion. Assume a≥0a\ge0a≥0, h>0h>0h>0, m∈Nm\in\mathbb Nm∈N, and let ZZZ be strongly Fa\mathcal F_aFa​-measurable, measurable, and bounded in absolute value by CCC. With sk=affineGrid(a,h,k)s_k=\texttt{affineGrid}(a,h,k)sk​=affineGrid(a,h,k),

∫Z(Wsmi−Wai)(Wsmj−Waj) dP=∫Z∑k<m(Wsk+1i−Wski)(Wsk+1j−Wskj) dP.\int Z(W^i_{s_m}-W^i_a)(W^j_{s_m}-W^j_a)\,dP = \int Z\sum_{k<m}(W^i_{s_{k+1}}-W^i_{s_k})(W^j_{s_{k+1}}-W^j_{s_k})\,dP.∫Z(Wsm​i​−Wai​)(Wsm​j​−Waj​)dP=∫Zk<m∑​(Wsk+1​i​−Wsk​i​)(Wsk+1​j​−Wsk​j​)dP.

The declaration isolates the grid decomposition that reduces a whole-interval cross term to cell-wise cross products.

Original Lean declaration header

Within namespace LevyStochCalc.Brownian.Multidim.MultidimBrownianMotion. Shown in its original module context. Proof omitted.

lemma integral_mul_increment_mul_increment_eq_crossSum (W : MultidimBrownianMotion P d)
    (i j : Fin d) {ℱ : Filtration ℝ ‹MeasurableSpace Ω›}
    (hcoord : ∀ k : Fin d, IsBrownianFiltration (W.W k) ℱ)
    {a h : ℝ} (ha : 0 ≤ a) (hh : 0 < h) (m : ℕ) {Z : Ω → ℝ} (hZ : StronglyMeasurable[ℱ a] Z)
    (hZm : Measurable Z) {C : ℝ} (hZb : ∀ ω, |Z ω| ≤ C) :
    ∫ ω, Z ω * (((W.W i).W (affineGrid a h m) ω - (W.W i).W a ω)
      * ((W.W j).W (affineGrid a h m) ω - (W.W j).W a ω)) ∂P
      = ∫ ω, Z ω * ∑ k ∈ Finset.range m,
        ((W.W i).W (affineGrid a h (k + 1)) ω - (W.W i).W (affineGrid a h k) ω)
          * ((W.W j).W (affineGrid a h (k + 1)) ω - (W.W j).W (affineGrid a h k) ω) ∂P

Module navigation

Module: LevyStochCalc/Brownian/CrossOrthogonalityDirectCross.

Definition modules: LevyStochCalc/Brownian/Filtered, LevyStochCalc/Brownian/Multidim, LevyStochCalc/Brownian/Construction.

Supporting theorems: integral_mul_increment_pow, integral_pow_gaussianReal_zero.

Previous: integral_crossSum_sq · Next: integral_mul_increment_mul_increment_eq_zero.

Source excerpt, lines 226–235 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_LevyStochCalc_Brownian_CrossOrthogonalityDirectCross

/-
Copyright (c) 2026 Christian Garry. All rights reserved.
Released under Apache 2.0 license as described in the file LICENSE.
Authors: Christian Garry
-/
-- Vendored from https://github.com/cgarryZA/LevyStochCalc at commit 984dbf0b790031eac05d56fe5a84b65e15e1e932 (upstream path LevyStochCalc/Brownian/CrossOrthogonalityDirectCross.lean; Apache-2.0; provenance in formalization/vendor/vendor-lock.json of the KLS repository)
open MeasureTheory ProbabilityTheory
universe u
variable {Ω : Type u} [MeasurableSpace Ω] {P : MeasureTheory.Measure Ω} [MeasureTheory.IsProbabilityMeasure P] {d : ℕ}
Formal statement

lemma LevyStochCalc.Brownian.Multidim.MultidimBrownianMotion.integral_mul_increment_mul_increment_eq_crossSum_readable (W : MultidimBrownianMotion P d)
    (i j : Fin d) {ℱ : Filtration ℝ ‹MeasurableSpace Ω›}
    (hcoord : ∀ k : Fin d, IsBrownianFiltration (W.W k) ℱ)
    {a h : ℝ} (ha : 0 ≤ a) (hh : 0 < h) (m : ℕ) {Z : Ω → ℝ} (hZ : StronglyMeasurable[ℱ a] Z)
    (hZm : Measurable Z) {C : ℝ} (hZb : ∀ ω, |Z ω| ≤ C) :
    ∫ ω, Z ω * (((W.W i).W (affineGrid a h m) ω - (W.W i).W a ω)
      * ((W.W j).W (affineGrid a h m) ω - (W.W j).W a ω)) ∂P
      = ∫ ω, Z ω * ∑ k ∈ Finset.range m,
        ((W.W i).W (affineGrid a h (k + 1)) ω - (W.W i).W (affineGrid a h k) ω)
          * ((W.W j).W (affineGrid a h (k + 1)) ω - (W.W j).W (affineGrid a h k) ω) ∂P := by sorry
Source
Lean source: https://github.com/cgarryZA/LevyStochCalc/blob/984dbf0b790031eac05d56fe5a84b65e15e1e932/LevyStochCalc/Brownian/CrossOrthogonalityDirectCross.lean#L223-L302 (repository human-ai-mathematics/kls-lean, commit 408915f, module `LevyStochCalc.Brownian.CrossOrthogonalityDirectCross`, declaration `LevyStochCalc.Brownian.Multidim.MultidimBrownianMotion.integral_mul_increment_mul_increment_eq_crossSum`; the repository is private at upload time). Vendored from https://github.com/cgarryZA/LevyStochCalc at commit 984dbf0b790031eac05d56fe5a84b65e15e1e932 (Apache-2.0; upstream copyright notice retained in the Lean text).

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