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Lions' Lemma on a Hilbert Space: Test Data and Form Bounds at a Sequentially Strict Maximum of a Quadratically Penalised Difference

The infinite-dimensional counterpart of Ishii's lemma: at a sequentially strict maximum of a quadratically penalised difference on a Hilbert space, both functions admit test data whose second-order parts are controlled by a pair of forms supported on a finite orthonormal tuple, up to an explicit tail term.

Statement

We work in the settings of Real Hilbert Spaces: Standing Notation and Background, Real Hilbert Spaces: Series, Products, Orthonormal Bases and Differential Calculus and Differential Calculus and Convexity on Euclidean Open Sets: Standing Notation, the last together with Euclidean Space and Real Matrices: Standing Notation on which it rests, used in the dimension mm for a natural number mm with 1≤m1\le m. We write 3=2+13=2+1 and 6=3+36=3+3, ∣x∣2=∣x∣ ∣x∣|x|^{2}=|x|\,|x|, and α2\tfrac{\alpha}{2} for the quotient of α∈R\alpha\in\mathbb{R} by 2=1+12=1+1.

Let HH be a real Hilbert space, with its inner product ⟨⋅,⋅⟩\langle\cdot,\cdot\rangle, norm ∣⋅∣|\cdot| and distance dd as fixed there, let Sym(H)\mathrm{Sym}(H) be the set of bounded symmetric bilinear forms on HH, with its norm ∥⋅∥\lVert\cdot\rVert, its order ⪯\preceq and its sums and scalar multiples as fixed there, and let H×HH\times H be the product of HH with itself, a real inner product space by Properties of the Product of Two Real Inner Product Spaces (i), whose distance is written d×d_{\times}.

Let AA be a linear subspace of HH, let e∈Hme\in H^{m} be an mm-tuple in HH that is orthonormal and all of whose components lie in AA, and let P:H→HP:H\to H and N∈Sym(H)N\in\mathrm{Sym}(H) be the projection and the tail form determined by ee.

Let u,v:A→Ru,v:A\to\mathbb{R} and let −v:A→R-v:A\to\mathbb{R} be the function whose value at y∈Ay\in A is the additive inverse of v(y)v(y). Assume that the set of values of uu is bounded above, that the set of values of −v-v is bounded above, and that uu and −v-v have closed superlevel sets in HH. Let α∈R\alpha\in\mathbb{R} be positive and let Φ:A×A→R\Phi:A\times A\to\mathbb{R} be given by

Φ(x,y)=u(x)−v(y)−α2 ∣x−y∣2.\Phi(x,y)=u(x)-v(y)-\tfrac{\alpha}{2}\,|x-y|^{2}.

Suppose Φ\Phi attains a sequentially strict maximum on A×AA\times A at a point (xˉ,yˉ)(\bar{x},\bar{y}), the ambient metric space being (H×H,d×)(H\times H,d_{\times}). Put p=α(xˉ−yˉ)∈Hp=\alpha(\bar{x}-\bar{y})\in H. That a quadruple is approximable by test data from above or from below for a function on AA is as defined there.

Then there exist X,Y∈Sym(H)X,Y\in\mathrm{Sym}(H) for which the following hold.

1. (Test data) The quadruple (xˉ, u(xˉ), p, X+2αN)\bigl(\bar{x},\,u(\bar{x}),\,p,\,X+2\alpha N\bigr) is approximable by test data from above for uu on AA, and the quadruple (yˉ, v(yˉ), p, Y−2αN)\bigl(\bar{y},\,v(\bar{y}),\,p,\,Y-2\alpha N\bigr) is approximable by test data from below for vv on AA.

2. (Quadratic form bound) For all z,w∈Hz,w\in H,

−3α(∣z∣2+∣w∣2) ≤ X(z,z)−Y(w,w) ≤ 3α ∣z−w∣2.-3\alpha\bigl(|z|^{2}+|w|^{2}\bigr)\ \le\ X(z,z)-Y(w,w)\ \le\ 3\alpha\,|z-w|^{2}.

3. (Ordering) X⪯YX\preceq Y.

4. (Norm bound) ∥X∥≤6α\lVert X\rVert\le6\alpha and ∥Y∥≤6α\lVert Y\rVert\le6\alpha.

5. (Dependence on the tuple alone) X(z,w)=X(Pz,Pw)X(z,w)=X(Pz,Pw) and Y(z,w)=Y(Pz,Pw)Y(z,w)=Y(Pz,Pw) for all z,w∈Hz,w\in H.

The forms XX and YY depend on ee, and the second-order data in clause 1 carry, besides them, the tail term 2αN2\alpha N, whose quadratic form is z↦2α∣z−Pz∣2z\mapsto2\alpha|z-Pz|^{2} by Coordinate Maps of a Finite Orthonormal Tuple: Forms, the Tail Form, and Quadratic Test Functions (iii). No bound on X(z,z)−Y(w,w)X(z,z)-Y(w,w) of the kind in clause 2 holds for the shifted forms X+2αNX+2\alpha N and Y−2αNY-2\alpha N themselves; a dependent result must therefore either be insensitive to the tail term or control it by a further hypothesis on ee.

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