The positive-parameter Bakry–Émery condition
AutoSamplingTheory.TechnicalLemmas.StochasticProcesses.CarreDuChamp.SatisfiesBakryEmery · def · Teaching coverage
Statement
For a real-linear operator L on real functions on an arbitrary type X and a real α, SatisfiesBakryEmery L α means α>0 and Γ₂,L(f,f)(x)≥α ΓL(f,f)(x) for every real-valued function f and every state x. The formal predicate quantifies over all functions, with no hidden admissible-observable domain.
All objects and hypotheses
- X is an arbitrary type, with no measurable-space, topological-space, normed-space, or finiteness hypothesis.
- L:(X→ℝ)→ₗ[ℝ](X→ℝ) is a real-linear operator on all real-valued functions on X. No Markov semigroup or invariant law is supplied.
- α is any real input to the predicate; strict positivity is one of its required conjuncts.
- No measure, regularity domain, probability law, or topology on X is present.
Construction and meaning
1. Require positive curvature parameter
A certificate first provides the strict inequality, so this definition does not include zero or negative parameters.
Corresponding Lean step
CarreDuChamp.SatisfiesBakryEmery: first conjunct
2. Require the pointwise estimate for every observable and state
A certificate must prove the Γ₂-versus-Γ comparison without an unstated restriction on f.
Corresponding Lean step
CarreDuChamp.carreDuChamp; CarreDuChamp.iteratedCarreDuChamp
Lean statement · SatisfiesBakryEmery
This definition packages an inequality; it does not prove it. Its universal quantifiers are part of the exact domain, and no integral or a.e. qualifier occurs.
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.
def SatisfiesBakryEmery
(generator : (X → ℝ) →ₗ[ℝ] (X → ℝ))
(alpha : ℝ) : PropLean construction · SatisfiesBakryEmery
To establish the predicate for a model one must prove positive α and the displayed estimate for all f and x. The definition itself supplies no such proof.
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.
def SatisfiesBakryEmery
(generator : (X → ℝ) →ₗ[ℝ] (X → ℝ))
(alpha : ℝ) : Prop :=
0 < alpha ∧ ∀ (f : X → ℝ) (x : X),
alpha * carreDuChamp generator f f x ≤
iteratedCarreDuChamp generator f f x
/-- Chewi Lemma 1.2.13: the Markov-semigroup Jensen inequality implies
nonnegativity of the carre du champ after taking the right-generator limit.
The theorem is pointwise. `hf` and `hf2` are the actual right difference-
quotient limits for `f` and `f²`; `hcontinuous` is strong/right continuity of
the orbit at the selected state. -/Scope and omitted-condition boundaries
- This defines a proposition that must be proved for a concrete model. It does not prove existence of a witness or derive an inequality from the operator's name.
- No global invariant-law, stationarity for every observable, reversibility, semigroup construction, or concrete diffusion identity is inferred from this declaration.
- This does not prove a Bakry–Émery criterion for LSI/Poincaré, a lower Ricci/Hessian bound, or a nontrivial ergodic property. The zero-operator test illustrates that no such additional structure is encoded.
Source and reuse
ASTIS parents called
AutoSamplingTheory.TechnicalLemmas.StochasticProcesses.CarreDuChamp.carreDuChampAutoSamplingTheory.TechnicalLemmas.StochasticProcesses.CarreDuChamp.iteratedCarreDuChamp
Mathlib API called (external library)
No direct Mathlib call recorded; see the ASTIS parents.
Mathematical sources
- Exact existing ASTIS declaration — Current statement and body; renderer extracts exact Lean rather than duplicating it in this packet.
- Existing source-correspondence record: chewi-1-2-definition-1-2-29 — Existing local record for Chewi Definition1.2.29, edition2026-08-09, printed p.19/PDF p.31. Reported only within the current declaration's explicit assumptions; no new source audit or source-equivalence verdict.
- Existing focused test — Declaration-visibility #check. No test/build run for this packet.
- Existing focused test — For any supplied α>0, an algebraic zero-operator example satisfies the predicate because both Γ expressions vanish. No test/build run for this packet.
ASTIS prose is not a quotation or a source-equivalence certificate. Definitions and aliases are explained as constructions, not counted as new mathematical proofs.