Finite even moment expansion
Lax342547.FiniteMoments · concepts/Lax342547/FiniteMoments.lean · lax-342547
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Lemma
An actual finite even moment expands over independent samples. Bounded unit-side signs may be removed whenever the channel character expectation is nonnegative.
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Evidence
This concept declares 2 statements. Each proof establishes one of them relative to its assumptions.
1 finite_even_moment proven
2 weighted_character_moment_bound proven
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| 1 | import Lax342547.FiniteSampling |
| 2 | import Mathlib.Algebra.Order.BigOperators.Group.Finset |
| 3 | |
| 4 | /-! |
| 5 | --- |
| 6 | title: Finite even moment expansion |
| 7 | type: lemma |
| 8 | --- |
| 9 | An actual finite even moment expands over independent samples. Bounded unit-side signs may be removed whenever the channel character expectation is nonnegative. |
| 10 | -/ |
| 11 | |
| 12 | namespace Lax342547.FiniteMoments |
| 13 | |
| 14 | open Lax342547.RelativeEntropy Lax342547.FiniteSampling Lax342547.RetainedImages |
| 15 | open scoped BigOperators |
| 16 | |
| 17 | axiom finite_even_moment {Ω C : Type} [Fintype Ω] [Fintype C] |
| 18 | (μ : Ω → ℝ) (ν : C → ℝ) (ψ : Ω → ℝ) (χ : Ω → C → ℝ) (t : ℕ) : |
| 19 | (∑ c, ν c*|∑ x, μ x*ψ x*χ x c|^(2*t)) = |
| 20 | ∑ sample : Fin (2*t) → Ω, productLaw (fun _ : Fin (2*t) => μ) sample* |
| 21 | (∏ i, ψ (sample i))*(∑ c, ν c*∏ i, χ (sample i) c) |
| 22 | |
| 23 | axiom weighted_character_moment_bound {Ω C : Type} [Fintype Ω] [Fintype C] |
| 24 | (μ : Ω → ℝ) (ν : C → ℝ) (ψ : Ω → ℝ) (χ : Ω → C → ℝ) (t : ℕ) |
| 25 | (hμ : ∀ x, 0 ≤ μ x) (hψ : ∀ x, |ψ x| ≤ 1) |
| 26 | (hχ : ∀ sample : Fin (2*t) → Ω, 0 ≤ ∑ c, ν c*∏ i, χ (sample i) c) : |
| 27 | (∑ c, ν c*|∑ x, μ x*ψ x*χ x c|^(2*t)) ≤ |
| 28 | ∑ sample : Fin (2*t) → Ω, productLaw (fun _ : Fin (2*t) => μ) sample* |
| 29 | (∑ c, ν c*∏ i, χ (sample i) c) |
| 30 | |
| 31 | end Lax342547.FiniteMoments |
| 32 |
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