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Finite even moment expansion

Lax342547.FiniteMoments · concepts/Lax342547/FiniteMoments.lean · lax-342547

proven

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    Natural Language Statement

    Lemma

    An actual finite even moment expands over independent samples. Bounded unit-side signs may be removed whenever the channel character expectation is nonnegative.

    Concept map
    14 concepts
    100%
    Proven claimDefinitionThis conceptRelated conceptA → B: B builds on ADescendants are omitted for concepts with more than 10 descendants.
    Evidence

    This concept declares 2 statements. Each proof establishes one of them relative to its assumptions.

    2 weighted_character_moment_bound proven

    Lean source view on GitHub

    1import Lax342547.FiniteSampling
    2import Mathlib.Algebra.Order.BigOperators.Group.Finset
    3
    4/-!
    5---
    6title: Finite even moment expansion
    7type: lemma
    8---
    9An actual finite even moment expands over independent samples. Bounded unit-side signs may be removed whenever the channel character expectation is nonnegative.
    10-/
    11
    12namespace Lax342547.FiniteMoments
    13
    14open Lax342547.RelativeEntropy Lax342547.FiniteSampling Lax342547.RetainedImages
    15open scoped BigOperators
    16
    17axiom 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
    23axiom 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
    31end Lax342547.FiniteMoments
    32
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