Combining recursive answers in round-or-cut
Lax263307.RecursiveRounding · concepts/Lax263307/RecursiveRounding.lean · lax-263307
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Theorem
Suppose conditioning gives costs of total mass , and the deleted separator has cost at most . Each remaining part returns an independent set of size at least , where bounds the part's independence number. Either some conditioned part cost exceeds , giving a valid violated cut, or the union of the returned sets is independent and has size at least .
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| 1 | import Lax263307.SeparatorComponents |
| 2 | import Lax263307.ComponentCuts |
| 3 | |
| 4 | /-! |
| 5 | --- |
| 6 | title: Combining recursive answers in round-or-cut |
| 7 | type: theorem |
| 8 | --- |
| 9 | Suppose conditioning gives costs of total mass , and the deleted |
| 10 | separator has cost at most . Each remaining part returns an |
| 11 | independent set of size at least , where bounds |
| 12 | the part's independence number. Either some conditioned part cost exceeds |
| 13 | , giving a valid violated cut, or the union of the returned sets is |
| 14 | independent and has size at least . |
| 15 | |
| 16 | # Attribution |
| 17 | |
| 18 | Bonnet–Chang, equation (24) and the round-or-cut step in Lemma 14. |
| 19 | -/ |
| 20 | |
| 21 | namespace Lax263307.RecursiveRounding |
| 22 | |
| 23 | open LinearRelaxation SeparatorComponents |
| 24 | |
| 25 | /-- Independent answers on different parts combine, and their sizes add. -/ |
| 26 | axiom combine_independent {n : ℕ} {ι : Type} [Fintype ι] |
| 27 | (G : SimpleGraph (Fin n)) (S : Finset (Fin n)) (P : Partition G S ι) |
| 28 | (I : ι → Finset (Fin n)) (inside : ∀ i, I i ⊆ P.vertices i) |
| 29 | (independent : ∀ i, G.IsIndepSet (I i : Set (Fin n))) : |
| 30 | G.IsIndepSet (combine I : Set (Fin n)) ∧ (combine I).card = ∑ i, (I i).card |
| 31 | |
| 32 | /-- One query returns a sufficiently large set or a valid separating inequality. -/ |
| 33 | axiom round_or_cut {n r : ℕ} {ι : Type} [Fintype ι] |
| 34 | (G : SimpleGraph (Fin n)) (k h : ℕ) (δ : ℝ) |
| 35 | (δ_nonnegative : 0 ≤ δ) (δ_small : δ ≤ 1) |
| 36 | (y : MomentVector n r) (A S : Finset (Fin n)) (P : Partition G S ι) |
| 37 | (size : A.card ≤ r) (positive : 0 < value y A) |
| 38 | (mass : (∑ v, conditioned y A v) = k) |
| 39 | (light : ∑ v ∈ S, conditioned y A v ≤ δ * k) |
| 40 | (I : ι → Finset (Fin n)) (u : ι → ℕ) |
| 41 | (inside : ∀ i, I i ⊆ P.vertices i) |
| 42 | (independent : ∀ i, G.IsIndepSet (I i : Set (Fin n))) |
| 43 | (bounds : ∀ i, IsIndependenceBound G (P.vertices i) (u i)) |
| 44 | (approximation : ∀ i, (1 - δ) ^ h * (u i : ℝ) ≤ (I i).card) : |
| 45 | (G.IsIndepSet (combine I : Set (Fin n)) ∧ |
| 46 | (1 - δ) ^ (h + 1) * (k : ℝ) ≤ (combine I).card) ∨ |
| 47 | ∃ i, (∀ z ∈ independentSetHull G k r, |
| 48 | ∑ v ∈ P.vertices i, value z (insert v A) ≤ (u i : ℝ) * value z A) ∧ |
| 49 | (u i : ℝ) * value y A < ∑ v ∈ P.vertices i, value y (insert v A) |
| 50 | |
| 51 | end Lax263307.RecursiveRounding |
| 52 |
Attribution
Bonnet–Chang, equation (24) and the round-or-cut step in Lemma 14.
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