Pruning small unary record cells
Lax342547.CollisionPruning · concepts/Lax342547/CollisionPruning.lean · lax-342547
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Lemma
The collision loss is bounded by the two cell counts times the threshold. Independent parameter averaging permits dependence of each record partition on opposite parameters.
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Evidence
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| 1 | import Lax342547.PrimalRecords |
| 2 | import Lax342547.Walsh |
| 3 | |
| 4 | /-! |
| 5 | --- |
| 6 | title: Pruning small unary record cells |
| 7 | type: lemma |
| 8 | --- |
| 9 | The collision loss is bounded by the two cell counts times the threshold. Independent parameter averaging permits dependence of each record partition on opposite parameters. |
| 10 | -/ |
| 11 | |
| 12 | namespace Lax342547.CollisionPruning |
| 13 | |
| 14 | |
| 15 | |
| 16 | noncomputable def retained {C : Type} [Fintype C] (a : C → ℝ) (τ : ℝ) : ℝ := |
| 17 | ∑ c, if τ ≤ a c then a c else 0 |
| 18 | |
| 19 | axiom retained_nonneg {C : Type} [Fintype C] (a : C → ℝ) (τ : ℝ) (ha : ∀ c, 0 ≤ a c) : |
| 20 | 0 ≤ retained a τ |
| 21 | |
| 22 | axiom retained_le {C : Type} [Fintype C] (a : C → ℝ) (τ : ℝ) (ha : ∀ c, 0 ≤ a c) : |
| 23 | retained a τ ≤ ∑ c, a c |
| 24 | |
| 25 | axiom retained_loss {C : Type} [Fintype C] (a : C → ℝ) (τ : ℝ) (hτ : 0 ≤ τ) : |
| 26 | (∑ c, a c) - retained a τ ≤ Fintype.card C * τ |
| 27 | |
| 28 | axiom paired_pruning {Q C D : Type} [Fintype Q] [Fintype C] [Fintype D] |
| 29 | (a : Q → C → ℝ) (b : Q → D → ℝ) (τ : ℝ) (hτ : 0 ≤ τ) |
| 30 | (ha : ∀ q c, 0 ≤ a q c) (hb : ∀ q d, 0 ≤ b q d) |
| 31 | (hasum : (∑ q, ∑ c, a q c) ≤ 1) (hbsum : (∑ q, ∑ d, b q d) ≤ 1) : |
| 32 | (∑ q, (∑ c, a q c) * (∑ d, b q d)) - |
| 33 | (∑ q, retained (a q) τ * retained (b q) τ) ≤ |
| 34 | (Fintype.card C + Fintype.card D : ℝ) * τ |
| 35 | |
| 36 | axiom averaged_pruning {A B Q C D : Type} [Fintype A] [Fintype B] |
| 37 | [Fintype Q] [Fintype C] [Fintype D] |
| 38 | (pA : A → ℝ) (pB : B → ℝ) |
| 39 | (a : A → B → Q → C → ℝ) (b : B → A → Q → D → ℝ) (τ : ℝ) |
| 40 | (hτ : 0 ≤ τ) (hpA : ∀ x, 0 ≤ pA x) (hpB : ∀ y, 0 ≤ pB y) |
| 41 | (hsA : ∑ x, pA x = 1) (hsB : ∑ y, pB y = 1) |
| 42 | (ha : ∀ x y q c, 0 ≤ a x y q c) (hb : ∀ y x q d, 0 ≤ b y x q d) |
| 43 | (haSum : ∀ x y, (∑ q, ∑ c, a x y q c) ≤ 1) |
| 44 | (hbSum : ∀ y x, (∑ q, ∑ d, b y x q d) ≤ 1) : |
| 45 | (∑ x, ∑ y, pA x * pB y * |
| 46 | ((∑ q, (∑ c, a x y q c) * (∑ d, b y x q d)) - |
| 47 | (∑ q, retained (a x y q) τ * retained (b y x q) τ))) ≤ |
| 48 | (Fintype.card C + Fintype.card D : ℝ) * τ |
| 49 | |
| 50 | end Lax342547.CollisionPruning |
| 51 |
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