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Strict convexity of the q-scale function family in the discount

Proved
AvramDividend.Classical.unbounded_scale_discount_family_strictConvexOn

by WillR · Oct 25, 2026 · Mathlib 0df444a (Lean v4.33.1)

avram-classicaldiscountscale-functionsensitivitystrict-convexity

For each positive reserve of an unbounded-variation spectrally negative Lévy process, the scale function indexed by every nonnegative discount is strictly convex as a real-valued function of the discount on [0,∞). The standard StrictConvexOn predicate supports downstream Jensen and slope arguments.

Preamble
import Mathlib.Analysis.Convex.Slope
import Theorems.Thm_AvramDividend_Classical_unbounded_scale_discount_strict_convex_secants
open AvramDividend.Classical MeasureTheory Set
open scoped NNReal ENNReal
Formal statement
theorem AvramDividend.Classical.unbounded_scale_discount_family_strictConvexOn
    {Ω : Type*} [mΩ : MeasurableSpace Ω]
    {P : Measure Ω} {𝓕 : Filtration ℝ≥0 mΩ}
    (X : SpectrallyNegativeLevy P 𝓕) (hnbv : ¬ X.BoundedVariation)
    (W : ℝ → ℝ → ℝ)
    (hW : ∀ q : ℝ, 0 ≤ q → IsScaleFunction X q (W q)) :
    ∀ x : ℝ, 0 < x →
      StrictConvexOn ℝ (Ici (0 : ℝ)) (fun q : ℝ => W q x) := by sorry
Source
The verified strict increase of consecutive discount secant slopes and Mathlib's strictConvexOn_of_slope_strict_mono_adjacent criterion.

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