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First Absolute Moment of a Vector Itô Martingale Increment

Proved
LevyStochCalc.Brownian.Ito.integral_abs_vectorItoMartingale_sub_le_readable

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

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

This is a coordinatewise first-moment estimate for the martingale part of a vector Itô process.

Let PPP be a probability measure, let WWW be a ddd-dimensional Brownian motion whose coordinates share a filtration F\mathcal FF, and let HmkH_{mk}Hmk​ be measurable, progressively measurable, and square-integrable on every positive time interval. Assume C≥0C\ge0C≥0 and ∣Hmk(ω,s)∣≤C|H_{mk}(\omega,s)|\le C∣Hmk​(ω,s)∣≤C for every output coordinate m∈Fin(n)m\in\mathrm{Fin}(n)m∈Fin(n), Brownian coordinate k∈Fin(d)k\in\mathrm{Fin}(d)k∈Fin(d), ω\omegaω, and sss. For m∈Fin(n)m\in\mathrm{Fin}(n)m∈Fin(n) and 0≤u<v0\le u<v0≤u<v, let Mtm=vectorItoMartingale(W,F,H,m,t)M^m_t=\texttt{vectorItoMartingale}(W,\mathcal F,H,m,t)Mtm​=vectorItoMartingale(W,F,H,m,t).

Then Mvm−MumM^m_v-M^m_uMvm​−Mum​ is integrable in absolute value and

∫∣Mvm−Mum∣ dP≤d Cv−u.\int |M^m_v-M^m_u|\,dP\le d\,C\sqrt{v-u}.∫∣Mvm​−Mum​∣dP≤dCv−u​.

This is a technical coordinate estimate obtained by summing the scalar bounds over the ddd driving Brownian coordinates.

Original Lean declaration header

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

theorem integral_abs_vectorItoMartingale_sub_le (m : Fin n) {u v : ℝ} (hu : 0 ≤ u) (huv : u < v) :
    Integrable (fun ω => |vectorItoMartingale W ℱ hcoord H hHm hHp hHs m v ω
        - vectorItoMartingale W ℱ hcoord H hHm hHp hHs m u ω|) P
      ∧ ∫ ω, |vectorItoMartingale W ℱ hcoord H hHm hHp hHs m v ω
          - vectorItoMartingale W ℱ hcoord H hHm hHp hHs m u ω| ∂P
        ≤ (d : ℝ) * (C * Real.sqrt (v - u))

Module navigation

Module: LevyStochCalc/Brownian/VectorItoProcess.

Definition modules: LevyStochCalc/Brownian/Filtered, LevyStochCalc/Brownian/Multidim, LevyStochCalc/Probability/Progressive.

Supporting theorems: integrable_abs_sum_and_le, integral_abs_sub_stochasticIntegral_le.

Previous: integral_sq_vectorItoMartingale_sub_le · Next: measurable_vectorItoProcess_sub.

Source excerpt, lines 328–333 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_LevyStochCalc_Brownian_VectorItoProcess

/-
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/VectorItoProcess.lean; Apache-2.0; provenance in formalization/vendor/vendor-lock.json of the KLS repository)
open MeasureTheory ProbabilityTheory
open scoped NNReal ENNReal
universe u
variable {Ω : Type u} [MeasurableSpace Ω] {P : MeasureTheory.Measure Ω} [MeasureTheory.IsProbabilityMeasure P]
  {n d : ℕ} (W : LevyStochCalc.Brownian.Multidim.MultidimBrownianMotion P d)
  (ℱ : MeasureTheory.Filtration ℝ ‹MeasurableSpace Ω›)
  (hcoord : ∀ k : Fin d, LevyStochCalc.Brownian.IsBrownianFiltration (W.W k) ℱ)
  (H : Fin n → Fin d → Ω → ℝ → ℝ)
  (hHm : ∀ m k, Measurable (Function.uncurry (H m k)))
  (hHp : ∀ m k, LevyStochCalc.Probability.ProgressivelyMeasurable ℱ (H m k))
  (hHs : ∀ (m : Fin n) (k : Fin d) (T : ℝ), 0 < T → ∫⁻ ω, ∫⁻ s in Set.Icc (0 : ℝ) T,
    (‖H m k ω s‖₊ : ℝ≥0∞) ^ 2 ∂MeasureTheory.MeasureSpace.volume ∂P < ⊤)
variable {C : ℝ} (hC0 : 0 ≤ C)
  (hCH : ∀ (m : Fin n) (k : Fin d) (ω : Ω) (s : ℝ), |H m k ω s| ≤ C)
include hC0 hCH
Formal statement

theorem LevyStochCalc.Brownian.Ito.integral_abs_vectorItoMartingale_sub_le_readable (m : Fin n) {u v : ℝ} (hu : 0 ≤ u) (huv : u < v) :
    Integrable (fun ω => |vectorItoMartingale W ℱ hcoord H hHm hHp hHs m v ω
        - vectorItoMartingale W ℱ hcoord H hHm hHp hHs m u ω|) P
      ∧ ∫ ω, |vectorItoMartingale W ℱ hcoord H hHm hHp hHs m v ω
          - vectorItoMartingale W ℱ hcoord H hHm hHp hHs m u ω| ∂P
        ≤ (d : ℝ) * (C * Real.sqrt (v - u)) := by sorry
Source
Lean source: https://github.com/cgarryZA/LevyStochCalc/blob/984dbf0b790031eac05d56fe5a84b65e15e1e932/LevyStochCalc/Brownian/VectorItoProcess.lean#L326-L354 (repository human-ai-mathematics/kls-lean, commit 408915f, module `LevyStochCalc.Brownian.VectorItoProcess`, declaration `LevyStochCalc.Brownian.Ito.integral_abs_vectorItoMartingale_sub_le`; 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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