Greedy independent failure samples
Lax342547.IndependentSampling · concepts/Lax342547/IndependentSampling.lean · lax-342547
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Lemma
Actual sequential failure tests produce independent pin spaces and retain a uniform amplified lower probability.
Concept map
Evidence
This concept declares 2 statements. Each proof establishes one of them relative to its assumptions.
1 accepted_spaces_independent proven
2 greedy_failure_lower_probability proven
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| 1 | import Lax342547.SequentialTests |
| 2 | import Lax342547.GreedySpaces |
| 3 | import Lax342547.FiniteSampling |
| 4 | import Mathlib.LinearAlgebra.DFinsupp |
| 5 | import Mathlib.Data.Fin.Tuple.Basic |
| 6 | |
| 7 | /-! |
| 8 | --- |
| 9 | title: Greedy independent failure samples |
| 10 | type: lemma |
| 11 | --- |
| 12 | Actual sequential failure tests produce independent pin spaces and retain a uniform amplified lower probability. |
| 13 | -/ |
| 14 | |
| 15 | namespace Lax342547.IndependentSampling |
| 16 | |
| 17 | open Lax342547.MomentSpace Lax342547.RelativeEntropy Lax342547.RetainedImages Lax342547.FiniteSampling |
| 18 | open scoped BigOperators |
| 19 | |
| 20 | axiom accepted_spaces_independent {K V Ω : Type} [Field K] [AddCommGroup V] [Module K V] |
| 21 | (U : Ω → Submodule K V) (F : Ω → Prop) (n : ℕ) (s : Fin n → Ω) |
| 22 | (hs : Lax342547.SequentialTests.accepts |
| 23 | (fun j t x => F x ∧ Disjoint (U x) (⨆ i : Fin j,U (t i))) n s) : |
| 24 | iSupIndep (fun i => U (s i)) |
| 25 | |
| 26 | axiom greedy_failure_lower_probability {K V Ω : Type} [Field K] [AddCommGroup V] [Module K V] |
| 27 | [Fintype Ω] (U : Ω → Submodule K V) (μ : Ω → ℝ) (F : Ω → Prop) |
| 28 | (η δ : ℝ) (n : ℕ) (hμ : Probability μ) (hgap : δ ≤ η) |
| 29 | (hF : η ≤ cellMass μ F) |
| 30 | (havoid : ∀ j,j < n → ∀ t : Fin j → Ω, |
| 31 | cellMass μ (fun x => ¬ Disjoint (U x) (⨆ i : Fin j,U (t i))) ≤ δ) : |
| 32 | (η-δ)^n ≤ cellMass (productLaw (fun _ : Fin n => μ)) |
| 33 | (fun s => Lax342547.SequentialTests.accepts |
| 34 | (fun j t x => F x ∧ Disjoint (U x) (⨆ i : Fin j,U (t i))) n s) |
| 35 | |
| 36 | end Lax342547.IndependentSampling |
| 37 |
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