Extract the one-quarter factor from supplied integral representations
AutoSamplingTheory.lsiKlFiSqrtDensityFisherChainIntegralHandoffScalar · theorem · Teaching coverage
Statement
In the same arbitrary-measure finite-coordinate setting, suppose D and J are real numbers represented by ∫∑dSqrt_i²dμ and ∫r∑dLog_i²dμ. With the a.e. positivity and coordinate derivative identities listed below, D=J/4. No integrability is added by this representation handoff.
All objects and hypotheses
- α is measurable, I has Fintype, and μ is any measure on α; no finiteness or probability hypothesis.
- r:α→ℝ and dr,dSqrt,dLog:I→α→ℝ are arbitrary functions.
- For μ-almost every x, r(x)>0.
- For μ-almost every x, simultaneously for every i, dSqrt_i(x)=dr_i(x)/(2√r(x)); separately, for μ-almost every x, simultaneously for every i, dLog_i(x)=dr_i(x)/r(x).
- No measurability or integrability of these functions is assumed by this congruence statement.
- D,J∈ℝ with the two displayed integral-representation equalities.
Notation and interpretation
- A.e. and strong measurability
A.e. means outside a μ-null set. AEMeasurable means equality a.e. to a measurable map; AEStronglyMeasurable (abbreviated AESM) means equality a.e. to a strongly measurable function, which is approximable by simple functions.
\[f=g\quad\mu\text{-a.e.}\]- Integrability and Bochner integrals
L¹ in the teaching formulas means Integrable, not a newly defined quotient-space element. ∫ denotes Mathlib's totalized Bochner integral: it is zero for nonintegrable functions, and also for a codomain lacking completeness. Do not infer integrability or a genuine finite expectation from an unqualified integral equality. Real-valued integrals have a complete codomain; missing integrability still matters.
\[f\in L^1(\mu)\quad\Longleftrightarrow\quad f\text{ is a.e. strongly measurable and }\int^{\!-}\|f\|\,d\mu<\infty\]
Mathematical proof
1. Use the supplied integral representations
Substitute the definitions supplied for D and J.
Corresponding Lean step
rw [hdirichlet,hfisher]
2. Move the scalar factor into the real integral
The constant-multiplication identity rewrites one quarter of the integral as the integral of one quarter times its integrand.
Corresponding Lean step
rw [← integral_const_mul]
3. Reuse a.e. integral congruence
The preceding integrated finite-coordinate theorem now gives the exact equality.
Corresponding Lean step
lsiKlFiSqrtDensityFisherChainIntegralFiniteSum mu hr hdSqrt hdLog
Lean statement · lsiKlFiSqrtDensityFisherChainIntegralHandoffScalar
D and J are named real numbers tied to displayed integral formulas; the theorem does not itself establish that those formulas are the paper's geometric energies.
Braces mark parameters Lean can infer; square brackets request structures such as a measurable space or probability measure. Named hypotheses are mathematical premises, not facts established by this declaration. Section parameters are described in the mathematical hypotheses above; the module link retains their exact source context.
theorem lsiKlFiSqrtDensityFisherChainIntegralHandoffScalar
{α ι : Type*} [MeasurableSpace α] [Fintype ι] (mu : Measure α)
{r : α → Real} {dirichlet fisher : Real} {dr dSqrt dLog : ι → α → Real}
(hdirichlet : dirichlet = ∫ x, (∑ i, dSqrt i x ^ 2) ∂mu)
(hfisher : fisher = ∫ x, (r x * ∑ i, dLog i x ^ 2) ∂mu)
(hr : ∀ᵐ x ∂mu, 0 < r x)
(hdSqrt : ∀ᵐ x ∂mu,
∀ i, dSqrt i x = (1 / (2 * Real.sqrt (r x))) * dr i x)
(hdLog : ∀ᵐ x ∂mu, ∀ i, dLog i x = dr i x / r x) :
dirichlet = (1 / 4) * fisherLean proof · lsiKlFiSqrtDensityFisherChainIntegralHandoffScalar
After substituting the representations and moving a constant into the integral, the goal is the earlier a.e. finite-sum integral identity.
Braces mark parameters Lean can infer; square brackets request structures such as a measurable space or probability measure. Named hypotheses are mathematical premises, not facts established by this declaration. Section parameters are described in the mathematical hypotheses above; the module link retains their exact source context.
theorem lsiKlFiSqrtDensityFisherChainIntegralHandoffScalar
{α ι : Type*} [MeasurableSpace α] [Fintype ι] (mu : Measure α)
{r : α → Real} {dirichlet fisher : Real} {dr dSqrt dLog : ι → α → Real}
(hdirichlet : dirichlet = ∫ x, (∑ i, dSqrt i x ^ 2) ∂mu)
(hfisher : fisher = ∫ x, (r x * ∑ i, dLog i x ^ 2) ∂mu)
(hr : ∀ᵐ x ∂mu, 0 < r x)
(hdSqrt : ∀ᵐ x ∂mu,
∀ i, dSqrt i x = (1 / (2 * Real.sqrt (r x))) * dr i x)
(hdLog : ∀ᵐ x ∂mu, ∀ i, dLog i x = dr i x / r x) :
dirichlet = (1 / 4) * fisher := by
rw [hdirichlet, hfisher]
rw [← integral_const_mul]
exact lsiKlFiSqrtDensityFisherChainIntegralFiniteSum mu hr hdSqrt hdLog
/-- Scalar rearrangement behind the one-sided use of the cited DV formula.
This is not a proof of Donsker--Varadhan. It starts after a cited or
eventually formalized entropy-duality theorem has supplied the variational
upper bound for an admissible test.
-/Scope and omitted-condition boundaries
- ∫ denotes Mathlib's totalized Bochner integral: it is zero for nonintegrable functions, and also for a codomain lacking completeness. Do not infer integrability or a genuine finite expectation from an unqualified integral equality. Real-valued integrals have a complete codomain; missing integrability still matters.
- These are scalar, density-integral or supplied-derivative handoffs. They do not prove an LSI, the admissibility of its square-root-density test, the vector/Sobolev chain rule or the full KL–Fisher comparison.
- No integral finiteness, vector-gradient identification, or LSI test admissibility is concluded.
Source and reuse
ASTIS parents called
Mathlib API called (external library)
- MeasureTheory.integral_const_mul
Mathematical sources
- Exact existing ASTIS declaration and body — Directly read local source; not a new proof or source-fidelity verdict.
- MeasureTheory.integral_const_mul — Directly inspected pinned Mathlib theorem/API. Reuse is distinguished from a new ASTIS proof.
- AutoSamplingTheory.lsiKlFiSqrtDensityFisherChainIntegralFiniteSum — Existing root ASTIS dependency; use its own adjacent teaching unit.
ASTIS prose is not a quotation or a source-equivalence certificate. Definitions and aliases are explained as constructions, not counted as new mathematical proofs.