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Integrated Vector Itô Taylor Remainder Bound

Proved
LevyStochCalc.Brownian.Ito.integral_abs_vectorTaylorRemainder_le_affine_readable

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

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

This theorem bounds the integrated absolute second-order Taylor remainder of a vector Itô process on a uniform grid. Let (Ω, P) be a probability space, let W be a d-dimensional Brownian motion with filtration ℱ, and let H, X₀, and bdrift satisfy the stated measurability, progressive measurability, and finite ENNReal energy hypotheses. Assume C ≥ 0 and |H(m,k,ω,s)| ≤ C. Assume X₀ is coordinatewise measurable. Let the drift be measurable, let B ≥ 0, and assume |bdrift(p,ω,s)| ≤ B. Let f : (Fin n → ℝ) → ℝ have everywhere-defined first and second Fréchet derivatives f′ and f″, with A ≥ 0, K ≥ 0, continuous f″, and ‖f″(z) − f″(w)‖ ≤ A + K‖z − w‖. For T > 0 and m ≠ 0, the function taylorRemainderNormed along the process vectorItoProcess sampled at unifGrid T m is integrable and its absolute integral is at most

A n ⁣[2B2TTm+2d2C2T]+K n2 ⁣[n 4 ⁣(m(BTm)3+d2dC2+(6+gaussianFourthMoment)C42 TTm)].A\,n\!\left[2B^2T\frac{T}{m}+2d^2C^2T\right]+K\,n^2\!\left[n\,4\!\left(m\left(B\frac{T}{m}\right)^3+d^2d\frac{C^2+(6+\texttt{gaussianFourthMoment})C^4}{2}\,T\sqrt{\frac{T}{m}}\right)\right].An[2B2TmT​+2d2C2T]+Kn2[n4(m(BmT​)3+d2d2C2+(6+gaussianFourthMoment)C4​TmT​​)].

The declaration integral_abs_vectorTaylorRemainder_le_affine_readable supplies an L¹ grid-error estimate for later Itô-formula arguments.

Original Lean declaration header

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

theorem integral_abs_vectorTaylorRemainder_le_affine (X₀ : Ω → Fin n → ℝ)
    (hX₀ : ∀ p : Fin n, Measurable fun ω => X₀ ω p)
    (bdrift : Fin n → Ω → ℝ → ℝ) (hbm : ∀ p, Measurable (Function.uncurry (bdrift p)))
    {B : ℝ} (hB0 : 0 ≤ B) (hB : ∀ (p : Fin n) (ω : Ω) (s : ℝ), |bdrift p ω s| ≤ B)
    {f : (Fin n → ℝ) → ℝ} {f' : (Fin n → ℝ) → (Fin n → ℝ) →L[ℝ] ℝ}
    {f'' : (Fin n → ℝ) → (Fin n → ℝ) →L[ℝ] (Fin n → ℝ) →L[ℝ] ℝ} {A K : ℝ} (hA0 : 0 ≤ A)
    (hK0 : 0 ≤ K) (hf : ∀ z, HasFDerivAt f (f' z) z) (hf' : ∀ z, HasFDerivAt f' (f'' z) z)
    (hf''c : Continuous f'') (hf'' : ∀ z w, ‖f'' z - f'' w‖ ≤ A + K * ‖z - w‖)
    {T : ℝ} (hT : 0 < T) {m : ℕ} (hm0 : m ≠ 0) :
    Integrable (fun ω : Ω => taylorRemainderNormed f f' f''
        (fun i => vectorItoProcess W ℱ hcoord H hHm hHp hHs X₀ bdrift (unifGrid T m i) ω) m) P
      ∧ ∫ ω, |taylorRemainderNormed f f' f''
          (fun i => vectorItoProcess W ℱ hcoord H hHm hHp hHs X₀ bdrift (unifGrid T m i) ω) m| ∂P
        ≤ A * ((n : ℝ) * (2 * (B ^ 2 * (T * (T / (m : ℝ)))) + 2 * ((d : ℝ) ^ 2 * (C ^ 2 * T))))
          + K * ((n : ℝ) ^ 2 * ((n : ℝ) * (4 * ((m : ℝ) * (B * (T / (m : ℝ))) ^ 3
            + (d : ℝ) ^ 2 * ((d : ℝ) * ((C ^ 2 + (6 + gaussianFourthMoment) * C ^ 4) / 2
              * (T * Real.sqrt (T / (m : ℝ)))))))))

Module navigation

Module: LevyStochCalc/Brownian/VectorItoTaylor.

Definition modules: LevyStochCalc/Brownian/Filtered, LevyStochCalc/Brownian/Multidim, LevyStochCalc/Brownian/ItoFormulaGrid, LevyStochCalc/Brownian/ItoFourthMomentIncrements, LevyStochCalc/Probability/Progressive, LevyStochCalc/Brownian/TaylorTwoVector, LevyStochCalc/Brownian/VectorItoProcess.

Selected supporting theorems: integrable_norm_vectorItoProcess_sub_pow_three, integral_sq_norm_vectorItoProcess_sub_le, measurable_taylorRemainderNormed, sum_integral_norm_vectorItoIncrement_pow_three_le, sum_integral_sq_norm_vectorItoIncrement_le.

Previous: sum_integral_sq_norm_vectorItoIncrement_le.

Source excerpt, lines 113–129 · Frozen source 408915f.

Preamble
import Definitions.Def_KLSModular_LevyStochCalc_Brownian_VectorItoTaylor

/-
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/VectorItoTaylor.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 < ⊤)
  {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_vectorTaylorRemainder_le_affine_readable (X₀ : Ω → Fin n → ℝ)
    (hX₀ : ∀ p : Fin n, Measurable fun ω => X₀ ω p)
    (bdrift : Fin n → Ω → ℝ → ℝ) (hbm : ∀ p, Measurable (Function.uncurry (bdrift p)))
    {B : ℝ} (hB0 : 0 ≤ B) (hB : ∀ (p : Fin n) (ω : Ω) (s : ℝ), |bdrift p ω s| ≤ B)
    {f : (Fin n → ℝ) → ℝ} {f' : (Fin n → ℝ) → (Fin n → ℝ) →L[ℝ] ℝ}
    {f'' : (Fin n → ℝ) → (Fin n → ℝ) →L[ℝ] (Fin n → ℝ) →L[ℝ] ℝ} {A K : ℝ} (hA0 : 0 ≤ A)
    (hK0 : 0 ≤ K) (hf : ∀ z, HasFDerivAt f (f' z) z) (hf' : ∀ z, HasFDerivAt f' (f'' z) z)
    (hf''c : Continuous f'') (hf'' : ∀ z w, ‖f'' z - f'' w‖ ≤ A + K * ‖z - w‖)
    {T : ℝ} (hT : 0 < T) {m : ℕ} (hm0 : m ≠ 0) :
    Integrable (fun ω : Ω => taylorRemainderNormed f f' f''
        (fun i => vectorItoProcess W ℱ hcoord H hHm hHp hHs X₀ bdrift (unifGrid T m i) ω) m) P
      ∧ ∫ ω, |taylorRemainderNormed f f' f''
          (fun i => vectorItoProcess W ℱ hcoord H hHm hHp hHs X₀ bdrift (unifGrid T m i) ω) m| ∂P
        ≤ A * ((n : ℝ) * (2 * (B ^ 2 * (T * (T / (m : ℝ)))) + 2 * ((d : ℝ) ^ 2 * (C ^ 2 * T))))
          + K * ((n : ℝ) ^ 2 * ((n : ℝ) * (4 * ((m : ℝ) * (B * (T / (m : ℝ))) ^ 3
            + (d : ℝ) ^ 2 * ((d : ℝ) * ((C ^ 2 + (6 + gaussianFourthMoment) * C ^ 4) / 2
              * (T * Real.sqrt (T / (m : ℝ))))))))) := by sorry
Source
Lean source: https://github.com/cgarryZA/LevyStochCalc/blob/984dbf0b790031eac05d56fe5a84b65e15e1e932/LevyStochCalc/Brownian/VectorItoTaylor.lean#L110-L202 (repository human-ai-mathematics/kls-lean, commit 408915f, module `LevyStochCalc.Brownian.VectorItoTaylor`, declaration `LevyStochCalc.Brownian.Ito.integral_abs_vectorTaylorRemainder_le_affine`; 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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