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LeanPool.Superdiffusion.Algsuperdiff.Section24.Sensitivity.Provider.Path.Convexity

Convexity #

Ported from scottnarmstrong/Superdiffusion at 7f20476385d4af418f110303085ad0740c9eba46. Module imports, support namespace and local option directives adapted for Lean Pool.

Uniform convexity of the doubled energy on the admissible class #

The doubled mu problem minimizes a quadratic functional over an affine class that does not depend on the coefficient. Consequently the exact parallelogram identity

E(X) + E(Y) - 2 E((X+Y)/2) = ½ E(X - Y)

together with admissibility of the midpoint turns minimality of X into the quantitative energy gap ½ E(X - Y) ≤ E(Y) - E(X). This is the only place where the algebraic structure of the admissible class is used, so the two Chapter 1 field classes are shown here to be closed under sums and scalar multiples.

Algebra of the Chapter 1 field classes #

Midpoint admissibility #

The exact parallelogram identity #

Parallelogram identity for the doubled quadratic form. The form is the diagonal of a symmetric bilinear pairing, so the midpoint defect is exactly a quarter of the form of the difference.

The averaged parallelogram identity and the energy gap #