Componentwise no-cover rank growth
Lax342547.ComponentRankGrowth · concepts/Lax342547/ComponentRankGrowth.lean · lax-342547
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Lemma
At the paper rank and dyadic size budgets, the full no-cover rank bound applies to actual diagonal component tensors, with the sum of their component ranks and componentwise exposed mode spaces.
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Evidence
Each proof establishes this claim relative to its assumptions.
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| 1 | import Lax342547.NoCoverRank |
| 2 | import Lax342547.ComponentDuals |
| 3 | |
| 4 | /-! |
| 5 | --- |
| 6 | title: Componentwise no-cover rank growth |
| 7 | type: lemma |
| 8 | --- |
| 9 | At the paper rank and dyadic size budgets, the full no-cover rank bound applies to actual diagonal component tensors, with the sum of their component ranks and componentwise exposed mode spaces. |
| 10 | -/ |
| 11 | |
| 12 | namespace Lax342547.ComponentRankGrowth |
| 13 | |
| 14 | open Lax342547.ComponentSpaces Lax342547.ComponentDuals Lax342547.CoverProjection |
| 15 | open Lax342547.RelativeEntropy Lax342547.FiniteSampling Lax342547.RetainedImages |
| 16 | open scoped BigOperators |
| 17 | |
| 18 | axiom component_no_cover_rank {K e Ω : Type} [Field K] [Fintype e] [DecidableEq e] [Fintype Ω] |
| 19 | {V W : e → Type} [∀ i, AddCommGroup (V i)] [∀ i, Module K (V i)] |
| 20 | [∀ i, AddCommGroup (W i)] [∀ i, Module K (W i)] |
| 21 | [∀ i, FiniteDimensional K (V i)] [∀ i, FiniteDimensional K (W i)] |
| 22 | (μ : Ω → ℝ) (M : Ω → ∀ i, V i →ₗ[K] W i) (r k : ℕ) (p : ℝ) |
| 23 | (hμ : Probability μ) (hp0 : 0 ≤ p) (hp1 : p ≤ 1) (hr : 1 ≤ r) |
| 24 | (hM : ∀ x, ∑ i, Module.finrank K (LinearMap.range (M x i)) ≤ r) |
| 25 | (hk : 100*r+10 ≤ k) |
| 26 | (hcover : ∀ S : Submodule K (∀ i, W i), ∀ T : Submodule K (Module.Dual K (∀ i, V i)), |
| 27 | Componentwise S → DualComponentwise T → |
| 28 | (Module.finrank K S : ℝ) ≤ (r : ℝ)*2^k → |
| 29 | (Module.finrank K T : ℝ) ≤ (r : ℝ)*2^k → |
| 30 | cellMass μ (fun x => projection (LinearMap.piMap (M x)) S T = 0) ≤ p) : |
| 31 | cellMass (productLaw (fun _ : Fin (2^k) => μ)) |
| 32 | (fun sample => ((∑ i, Module.finrank K (LinearMap.range (∑ j : Fin (2^k), M (sample j) i))) : ℝ) < |
| 33 | (2^(k-(100*r+10)) : ℝ)/4) ≤ |
| 34 | (4 : ℝ)^(2^k)*p^(2^(k-(100*r+10))) |
| 35 | |
| 36 | end Lax342547.ComponentRankGrowth |
| 37 |
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