OAI/Probability/InvariantIsing/Gaussian/GaussianBaseComparison.lean
3 declarations, 0 contain sorry, 0 declared as axioms
Stability of the actual Gaussian partition under bounded base-energy changes.
- theorem
OAI.InvariantIsing.countable_cylinder_log_mean_costline 17Source documentation
An independent Gaussian perturbation changes the mean pressure by at most half its maximal variance, including after a fixed base-energy tilt.
theorem countable_cylinder_log_mean_cost {X : Type*} [MeasurableSpace X] [Countable X] [MeasurableSingletonClass X] (ν : Measure X) [IsProbabilityMeasure ν] (H : X → ℝ) (hH : Integrable (fun x => Real.exp (H x)) ν) (A : X → ℕ →₀ ℝ) {B : ℝ} (hA : ∀ x, (A x).sum (fun _ c => c ^ 2) ≤ B) : let d := (∫ g : ℕ → ℝ, Real.log (∫ x, Real.exp (H x + cylinderField (A x) g) ∂ν) … - lemma
OAI.InvariantIsing.cylinder_partition_exp_integrable_aeline 29 - theorem
OAI.InvariantIsing.countable_cylinder_log_mean_base_compareline 48Source documentation
A uniform deterministic energy change bounds the mean logpartition change, for every countable prior and bounded-variance Gaussian field.
theorem countable_cylinder_log_mean_base_compare {X : Type*} [MeasurableSpace X] [Countable X] [MeasurableSingletonClass X] (ν : Measure X) [IsProbabilityMeasure ν] (H J : X → ℝ) (hH : Integrable (fun x => Real.exp (H x)) ν) (hJ : Integrable (fun x => Real.exp (J x)) ν) (A : X → ℕ →₀ ℝ) {B K : ℝ} (hA : ∀ x, (A x).sum (fun _ c => c ^ 2) ≤ B) (hK : ∀ x, |H x - J x| ≤ K) : |(∫ g : ℕ → ℝ, Real.log (∫ x, Real.exp (H x + cylinderField (A x) g) ∂ν) ∂gaussianCoordinates) - ∫ g : ℕ → ℝ, Real.log (∫ x, Real.exp (J x + cylinderField (A x) g) ∂ν) ∂gaussianCoordinates| ≤ K := by …