OAI/Analysis/MassAction/AffineLayers.lean

GitHub source file

11 declarations, 0 contain sorry, 0 declared as axioms

  1. def OAI.Problem326.Affine.ApproximatesOnSupport line 12

    Source documentation

    The lower-dimensional induction hypothesis, transported to one support.

    def ApproximatesOnSupport {d : ℕ} (F : Finset (Label d)) (L : Label d)
        (U : Finset (Fin d)) (t b β : ℝ) (E : (Fin d → ℝ) → ℝ) : Prop :=
    …

    Mentions: OAI.Problem326.Affine.Label

  2. structure OAI.Problem326.Affine.LayerCertificate line 24

    Source documentation

    Exactly the information needed from one recursively constructed type family. The zero type is the constant baseline; positive types have normalized offset -1. No continuity of offsets or tolerances is assumed.

    structure LayerCertificate {d : ℕ} (t b : ℝ) (E : (Fin d → ℝ) → ℝ)
        (k : ℕ) (β : ℝ) (F : Finset (Label d)) : Prop where
    …

    Mentions: OAI.Problem326.Affine.Label

  3. def OAI.Problem326.Affine.baselineLabel line 38
  4. lemma OAI.Problem326.Affine.baseline_layer_certificate line 40
  5. lemma OAI.Problem326.Affine.relativeValue_le_iff line 63
  6. lemma OAI.Problem326.Affine.relativeValue_baseline line 72
  7. def OAI.Problem326.Affine.layerUnion line 78

    Source documentation

    The union of all types, numbered from zero through d - 1.

    def layerUnion (d : ℕ) (F : ℕ → Finset (Label d)) : Finset (Label d) := by
    …

    Mentions: OAI.Problem326.Affine.Label

  8. lemma OAI.Problem326.Affine.subset_layerUnion line 82
  9. theorem OAI.Problem326.Affine.layerUnion_approximatesAtMinimum line 88
  10. lemma OAI.Problem326.Affine.offset_isLittleO_of_normalized_limit line 163

    Source documentation

    A normalized leading power is negligible relative to each strictly lower power. This yields the stronger local offset decay, not merely decay at t.

    lemma offset_isLittleO_of_normalized_limit {c : ℝ → ℝ} {β q A : ℝ}
        (hqβ : q < β)
        (hc : Tendsto (fun h : ℝ => c h / h ^ β) (𝓝[>] (0 : ℝ)) (𝓝 A)) :
        Asymptotics.IsLittleO (𝓝[>] (0 : ℝ)) c (fun h : ℝ => h ^ q) := by
    …
  11. theorem OAI.Problem326.Affine.exists_fixed_minimum_family_of_layers line 188

    Source documentation

    The actual finite dependent construction at one fixed minimum, separated from the lower-dimensional embedding used to produce each positive-type layer. The returned decay has a strictly higher exponent than t, allowing localization.

    theorem exists_fixed_minimum_family_of_layers {d : ℕ} (hd : 0 < d)
        {a t b : ℝ} (htb : t < b) (E : (Fin d → ℝ) → ℝ)
        (hE₀ : 0 < E (fun _ => t))
        (hmake : ∀ k : ℕ, 0 < k → k < d → ∀ β : ℝ, t < β → β < b →
          ∃ F : Finset (Label d), LayerCertificate t b E k β F) :
        ∃ Λ : Finset (Label d), baselineLabel d t ∈ Λ ∧
          ApproximatesAtMinimum Λ a b t E ∧
          ∀ L ∈ Λ, Cube t b L.slope ∧ HasMinimum L.slope t ∧
            ∃ q : ℝ, t < q ∧
              Asymptotics.IsLittleO (𝓝[>] (0 : ℝ)) L.offset (fun h : ℝ => h ^ q) := by
    …

    Mentions: OAI.Problem326.Affine.Label, OAI.Problem326.Affine.LayerCertificate, OAI.Problem326.Affine.baselineLabel, OAI.Problem326.Affine.ApproximatesAtMinimum, OAI.Problem326.Affine.Cube, OAI.Problem326.Affine.HasMinimum