Peeling with bounded new rank and normalized leaf laws
Lax342547.BoundedPeeling · concepts/Lax342547/BoundedPeeling.lean · lax-342547
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Lemma
The finite partition construction is quantitative under an absolute reference image cap. It preserves initial pins, bounds only the added rank, and records both conditional image probabilities and density costs.
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| 1 | import Lax342547.LeafPartition |
| 2 | import Lax342547.PeelingBudget |
| 3 | import Lax342547.Conditioning |
| 4 | |
| 5 | /-! |
| 6 | --- |
| 7 | title: Peeling with bounded new rank and normalized leaf laws |
| 8 | type: lemma |
| 9 | --- |
| 10 | The finite partition construction is quantitative under an absolute |
| 11 | reference image cap. It preserves initial pins, bounds only the added |
| 12 | rank, and records both conditional image probabilities and density costs. |
| 13 | -/ |
| 14 | |
| 15 | namespace Lax342547.BoundedPeeling |
| 16 | |
| 17 | open Lax342547.MomentSpace Lax342547.ExactPins Lax342547.LeafPartition |
| 18 | open scoped ENNReal |
| 19 | |
| 20 | def LawBound {Ω Axis I N : Type} [Fintype Axis] (p μ : PMF Ω) |
| 21 | (A : Ω → Axis → (I → Binary) →ₗ[Binary] (N → Binary)) |
| 22 | (P : Pin Axis I N) (S : Set Ω) (α c : ℝ≥0∞) : Prop := |
| 23 | ∃ hS : ∃ o ∈ S, o ∈ p.support, |
| 24 | (∀ Q : Pin Axis I N, 1 ≤ P.relativeRank Q → |
| 25 | (p.filter S hS).toOuterMeasure (Q.event A) ≤ α ^ (P.relativeRank Q)) ∧ |
| 26 | (∀ o, (p.filter S hS) o ≤ c * μ o) ∧ |
| 27 | ∀ o, p.toOuterMeasure S * (p.filter S hS) o = S.indicator p o |
| 28 | |
| 29 | axiom bounded_partition {Ω Axis I N : Type} |
| 30 | [Fintype Ω] [DecidableEq Ω] [Fintype Axis] [Fintype I] [Fintype N] |
| 31 | (p μ : PMF Ω) (A : Ω → Axis → (I → Binary) →ₗ[Binary] (N → Binary)) |
| 32 | (P₀ : Pin Axis I N) (R : Finset Ω) (hR : (R : Set Ω) ⊆ P₀.event A) |
| 33 | (D ζ ε : ℝ) (n K : ℕ) (hn : 0 < n) |
| 34 | (hζ : 0 < ζ) (hζ₁ : ζ ≤ 1) (hε : ε ≤ ζ / 4) (hK : 4 * (D + 1) / ζ ≤ K) |
| 35 | (hdensity : ∀ o, p o ≤ (2 : ℝ≥0∞) ^ (D * n) * μ o) |
| 36 | (hreference : ∀ P : Pin Axis I N, |
| 37 | μ.toOuterMeasure (P.event A) ≤ (2 : ℝ≥0∞) ^ (-((1 - ε) * P.rank * n))) : |
| 38 | ∃ L : Finset (Finset Ω × Pin Axis I N), |
| 39 | Partition p A P₀ R ((2 : ℝ≥0∞) ^ (-(ζ * n))) ((2 : ℝ≥0∞) ^ (-((1 - ζ) * n))) L ∧ |
| 40 | ∀ z ∈ L, z.2.rank - P₀.rank ≤ K ∧ |
| 41 | LawBound p μ A z.2 z.1 ((2 : ℝ≥0∞) ^ (-((1 - ζ) * n))) |
| 42 | ((2 : ℝ≥0∞) ^ ((D + K + 1) * n)) |
| 43 | |
| 44 | end Lax342547.BoundedPeeling |
| 45 |
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