Let M, R, RM and ∥⋅∥ be as in Sup-Convolution of a Function on RM; regard RM as a real vector space, with the sum of points, the scalar multiple and the difference x−y. Let d be the Euclidean distance, a metric on RM; a subset of RM is open if and only if it is open in (RM,d), by Euclidean Openness Agrees with Metric Openness on Rn.
Let v:RM→R be upper semicontinuous on RM with respect to d, let C∈R be an upper bound for the set of values of v, let λ∈R satisfy 0<λ, and let vλ be the sup-convolution of v with parameter λ.
Let U⊆RM be open, let η∈U, let φ:U→R be of class C2 on U, and suppose that the function U→R whose value at ξ is vλ(ξ)−φ(ξ) has a local maximum at η relative to U. Write Dφ and D2φ for the gradient and the Hessian matrix of φ.
Let y∈RM satisfy
vλ(η)=v(y)−2λ∥y−η∥2,
at least one such point existing by claim 2 of The Sup-Convolution of an Upper Semicontinuous Function Attains its Supremum. Put z=y−η, let
U′={x∈RM:x−z∈U},
and let φz:U′→R be given by φz(x)=φ(x−z). Then the following hold.
1. (Location of the maximiser) λz=Dφ(η); equivalently y=η+λ−1Dφ(η). In particular y is the only point of RM with the displayed property.
2. (Value at the maximiser) v(y)=vλ(η)+21λ−1∥Dφ(η)∥2.
3. (Transfer of the test function) U′ is open and contains y; the function φz is of class C2 on U′ and satisfies
Dφz(y)=Dφ(η),D2φz(y)=D2φ(η);
and the function U′→R whose value at x is v(x)−φz(x) has a local maximum at y relative to U′.