InformationTheory

InformationTheory.Shannon.EPI.Case1.TwoTime.Core

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EPI case-1 two-time object — Core (§0) #

Matched-time path abbreviations shared across the two-time object split (TwoTime/Paths.lean = §1 path existence, TwoTime/GapDerivative.lean + TwoTime/MonotonicityAndSaturation.lean + TwoTime/EntropyPowerInequality.lean = §2–§4). Verbatim split of EPI/Case1/TwoTime.lean §0; proofs unchanged. Umbrella: EPI/Case1/TwoTime.lean.

§0 — Matched-time path abbreviations #

The single-source heat-flow entropy power N_A(s) = entropyPower (P.map (A + √s·B)). The matched path s(t) is the inverse of N_A solving N_A(s(t)) = N_A(0)·eᵗ.

noncomputable def

InformationTheory.Shannon.EPICase1TwoTime.heatFlowEP

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{Ω : Type u_1} { : MeasurableSpace Ω} (A B : Ω) (P : MeasureTheory.Measure Ω) (s : ) :

Single-source heat-flow entropy power along the perturbation A + √s·B. N_A(0) = entropyPower (P.map A).

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      InformationTheory.Shannon.EPICase1TwoTime.IsMatchedTimePath

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      {Ω : Type u_1} { : MeasurableSpace Ω} (A B : Ω) (P : MeasureTheory.Measure Ω) (J_A s : ) :

      Matched-time path predicate (output of the inverse-function construction).

      For a path s : ℝ → ℝ along the A-perturbation, this records that:

      • s starts at 0 (s 0 = 0);
      • the entropy power grows as eᵗ: N_A(s(t)) = N_A(0)·eᵗ for t ≥ 0 (the matched-time e^t characterization, proof-log §formulation gate);
      • s is continuous on [0, ∞);
      • on the interior t > 0, s has derivative 1/J_A(s(t)) (FII-matched velocity), where J_A is the Fisher info of the perturbed density.

      This is not a load-bearing hypothesis on the EPI conclusion: it is the genuine output of matchedTimePath_exists (inverse-function subproject), whose inputs are only regularity preconditions (J_A > 0, measurability, indep).

      • start_zero : s 0 = 0

        The path starts at time 0.

      • matched_growth(t : ) : 0 theatFlowEP A B P (s t) = heatFlowEP A B P 0 * Real.exp t

        Matched e^t growth of the single-source entropy power.

      • cont : ContinuousOn s (Set.Ici 0)

        The path is continuous on [0, ∞).

      • deriv_at(t : ) : 0 < tHasDerivAt s (1 / J_A (s t)) t

        FII-matched velocity on the interior.

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