TheoremBase

A fixed-delta lemma shows that subtracting an intrinsic test function from the envelope while shifting the operator by its value, gradient and translation Hessian preserves the viscosity test condition, using that upper and lower envelopes commute with subtracting a continuous function and an epsilon-form of gradient continuity. The shift identity, invariance under a change of profile, and the change of penalty all follow from this lemma, together with the zero test function and the additivity of shifts.

Proof

Each result cited is universally quantified over the data in its own statement. Elementary ordered-field arithmetic and order in R\mathbb{R} are used without further citation (The Real Numbers: Standing Notation and Background §background). Sums and differences of elements of L2(ν;Rd)L^{2}(\nu;\mathbb{R}^{d}) are formed in that real Hilbert space (Wasserstein Spaces, Random Vectors, Vector Fields and Symmetric Matrices in Every Dimension: Standing Notation §fields); sums and differences of elements of S(d)\mathcal{S}(d) lie in S(d)\mathcal{S}(d) by claim 1 of The Positive Semidefinite Ordering is a Partial Order Compatible with the Linear Structure, and matrix arithmetic is entrywise. For every penalty pair the score domain is contained in the penalty domain (Penalty Pairs on the Wasserstein Space: the Penalty, Its Score, and Their Domains §pair); hence for an intrinsic test function Θ\Theta on D\mathcal{D} and ν∈DΣ\nu\in\mathcal{D}_{\Sigma} the gradient ∇Θ(ν)\nabla\Theta(\nu) is defined and lies in Tν⊆L2(ν;Rd)T_{\nu}\subseteq L^{2}(\nu;\mathbb{R}^{d}) by property (b) of Intrinsic Test Functions on the Wasserstein Space and Their Translation Hessians §differentiability, and HΘ(ν)∈S(d)H_{\Theta}(\nu)\in\mathcal{S}(d) by Intrinsic Test Functions on the Wasserstein Space and Their Translation Hessians §hessian. The distance W2W_{2} is a metric (The Quadratic Wasserstein Distance is a Metric on the Wasserstein Space §metric), in particular symmetric, and W2(ν,μ)2≤I(π)W_{2}(\nu,\mu)^{2}\le I(\pi) for every π∈Π(ν,μ)\pi\in\Pi(\nu,\mu) by The Quadratic Wasserstein Distance on Euclidean Space §distance; costs I(π)I(\pi) and discrepancies are nonnegative real numbers (The Intrinsic Calculus on the Wasserstein Space: Standing Notation §couplings).

Step 0. Three auxiliary claims.

Claim A (envelopes and continuous functions). Let g:D→Rg:\mathcal{D}\to\mathbb{R}, let Θ′:P2(Rd)→R\Theta':\mathcal{P}_{2}(\mathbb{R}^{d})\to\mathbb{R} be continuous in the sense of Continuous Map Between Metric Spaces (for W2W_{2} and the absolute-value metric), and let g−Θ′g-\Theta' be the function on D\mathcal{D} with value g(μ)−Θ′(μ)g(\mu)-\Theta'(\mu). (i) If gg is bounded above near each point of D\mathcal{D} (Upper and Lower Semicontinuous Envelopes of a Real-Valued Function §near-bounds), then so is g−Θ′g-\Theta', and the upper semicontinuous envelopes (Upper and Lower Semicontinuous Envelopes of a Real-Valued Function §upper) satisfy (g−Θ′)∗(x)=g∗(x)−Θ′(x)(g-\Theta')^{*}(x)=g^{*}(x)-\Theta'(x) for every x∈Dx\in\mathcal{D}. (ii) If gg is bounded below near each point of D\mathcal{D}, then so is g−Θ′g-\Theta', and the lower semicontinuous envelopes (Upper and Lower Semicontinuous Envelopes of a Real-Valued Function §lower) satisfy (g−Θ′)∗(x)=g∗(x)−Θ′(x)(g-\Theta')_{*}(x)=g_{*}(x)-\Theta'(x) for every x∈Dx\in\mathcal{D}.

Proof of (i). Fix x∈Dx\in\mathcal{D} and a positive κ∈R\kappa\in\mathbb{R}. By continuity of Θ′\Theta' at xx there is a positive r0r_{0} with ∣Θ′(y)−Θ′(x)∣<κ|\Theta'(y)-\Theta'(x)|<\kappa whenever W2(x,y)<r0W_{2}(x,y)<r_{0}. Let c∈Ag(x)c\in A_{g}(x), with radius rr as in Upper and Lower Semicontinuous Envelopes of a Real-Valued Function, and put r′=min⁡{r,r0/2}r'=\min\{r,r_{0}/2\}, a positive number. For y∈Dy\in\mathcal{D} with W2(y,x)≤r′W_{2}(y,x)\le r' we have W2(x,y)<r0W_{2}(x,y)<r_{0}, hence g(y)−Θ′(y)≤c−Θ′(x)+κg(y)-\Theta'(y)\le c-\Theta'(x)+\kappa. Thus c−Θ′(x)+κ∈Ag−Θ′(x)c-\Theta'(x)+\kappa\in A_{g-\Theta'}(x). Since Ag(x)A_{g}(x) is nonempty, so is Ag−Θ′(x)A_{g-\Theta'}(x), and g−Θ′g-\Theta' is bounded above near each point. Moreover, (g−Θ′)∗(x)=inf⁡Ag−Θ′(x)≤c−Θ′(x)+κ(g-\Theta')^{*}(x)=\inf A_{g-\Theta'}(x)\le c-\Theta'(x)+\kappa for every c∈Ag(x)c\in A_{g}(x). So (g−Θ′)∗(x)+Θ′(x)−κ(g-\Theta')^{*}(x)+\Theta'(x)-\kappa is a lower bound of Ag(x)A_{g}(x), and hence it is at most the greatest lower bound g∗(x)g^{*}(x). As κ\kappa was arbitrary, (g−Θ′)∗(x)≤g∗(x)−Θ′(x)(g-\Theta')^{*}(x)\le g^{*}(x)-\Theta'(x). The function −Θ′-\Theta' is continuous, because ∣(−a)−(−b)∣=∣a−b∣|(-a)-(-b)|=|a-b| (claim 2 of Properties of the Absolute Value in an Ordered Field), and g=(g−Θ′)−(−Θ′)g=(g-\Theta')-(-\Theta') pointwise. The inequality just proved, applied to g−Θ′g-\Theta' and −Θ′-\Theta', gives g∗(x)≤(g−Θ′)∗(x)+Θ′(x)g^{*}(x)\le(g-\Theta')^{*}(x)+\Theta'(x), and so equality holds. The proof of (ii) is the same argument with Bg(x)B_{g}(x), suprema and reversed inequalities: c∈Bg(x)c\in B_{g}(x) gives c−Θ′(x)−κ∈Bg−Θ′(x)c-\Theta'(x)-\kappa\in B_{g-\Theta'}(x), and so on.

Claim C (ε\varepsilon-form of property (c)). Let Θ\Theta be an intrinsic test function on D\mathcal{D}, let μ^∈D\hat{\mu}\in\mathcal{D} and let κ∈R\kappa\in\mathbb{R} be positive. Then there is a positive λ∈R\lambda\in\mathbb{R} such that ∫Rd+d∥∇Θ(ν)(x)−∇Θ(μ^)(y)∥2 π(dz)<κ\int_{\mathbb{R}^{d+d}}\lVert\nabla\Theta(\nu)(x)-\nabla\Theta(\hat{\mu})(y)\rVert^{2}\,\pi(dz)<\kappa for every ν∈D\nu\in\mathcal{D} and every π∈Π(ν,μ^)\pi\in\Pi(\nu,\hat{\mu}) with I(π)<λI(\pi)<\lambda.

Proof. Suppose not. Then for each n∈Nn\in\mathbb{N} there are νn∈D\nu_{n}\in\mathcal{D} and πn∈Π(νn,μ^)\pi_{n}\in\Pi(\nu_{n},\hat{\mu}) with I(πn)<(n+1)−1I(\pi_{n})<(n+1)^{-1} whose discrepancy above is at least κ\kappa. The sequence (I(πn))(I(\pi_{n})) converges to 00 in the sense of Limit of a Sequence of Real Numbers. Indeed, given a positive κ′\kappa', claim 3 of The Archimedean Property of the Real Numbers gives N∈NN\in\mathbb{N} with 0<N−1<κ′0<N^{-1}<\kappa', and then 0≤I(πn)<(n+1)−1≤N−1<κ′0\le I(\pi_{n})<(n+1)^{-1}\le N^{-1}<\kappa' for n≥Nn\ge N. By property (c) of Intrinsic Test Functions on the Wasserstein Space and Their Translation Hessians §gradient-continuity, applied at μ^∈D\hat{\mu}\in\mathcal{D} to the sequences (νn)(\nu_{n}) in D\mathcal{D} and (πn)(\pi_{n}), the discrepancies converge to 00, so some of them are less than κ\kappa, a contradiction.

Notation. For a function g:D→Rg:\mathcal{D}\to\mathbb{R} and a second-order equation operator GG over DΣ\mathcal{D}_{\Sigma} (The Bundle of Vector Fields over a Set of Measures, Second-Order Equation Operators on the Wasserstein Space, and Their Delta-Shifts §operator), say that (g,G)(g,G) satisfies (S−)(S^{-}) if the following holds. For every intrinsic test function φ\varphi on D\mathcal{D}, every μ^∈D\hat{\mu}\in\mathcal{D} at which g−φg-\varphi has a local maximum relative to D\mathcal{D}, and every positive ε\varepsilon, there exist ν∈DΣ\nu\in\mathcal{D}_{\Sigma}, π∈Π(ν,μ^)\pi\in\Pi(\nu,\hat{\mu}), s∈Rs\in\mathbb{R}, q∈L2(ν;Rd)q\in L^{2}(\nu;\mathbb{R}^{d}) and Y∈S(d)Y\in\mathcal{S}(d) with I(π)<ε2I(\pi)<\varepsilon^{2}, ∣g(ν)−g(μ^)∣<ε|g(\nu)-g(\hat{\mu})|<\varepsilon, ∣s−g(μ^)∣<ε|s-g(\hat{\mu})|<\varepsilon, ∫Rd+d∥q(x)−∇φ(μ^)(y)∥2 π(dz)<ε2\int_{\mathbb{R}^{d+d}}\lVert q(x)-\nabla\varphi(\hat{\mu})(y)\rVert^{2}\,\pi(dz)<\varepsilon^{2}, ∥Y−Hφ(μ^)∥<ε\lVert Y-H_{\varphi}(\hat{\mu})\rVert<\varepsilon and G(ν,s,q,Y)≤εG(\nu,s,q,Y)\le\varepsilon. Say that (g,G)(g,G) satisfies (S+)(S^{+}) if the same holds with "local minimum" in place of "local maximum" and with −ε≤G(ν,s,q,Y)-\varepsilon\le G(\nu,s,q,Y) in place of G(ν,s,q,Y)≤εG(\nu,s,q,Y)\le\varepsilon. Let vv have penalty-subordinate growth from above relative to a penalty pair with domains D,DΣ\mathcal{D},\mathcal{D}_{\Sigma}. By Viscosity Subsolution, Supersolution and Solution of a Second-Order Equation on the Wasserstein Space §subsolution, vv is a viscosity subsolution of an operator FF relative to that pair if and only if (vδ−,Fδ−)(v^{-}_{\delta},F^{-}_{\delta}) satisfies (S−)(S^{-}) for every δ∈(0,1)\delta\in(0,1), with envelopes and δ\delta-shifts relative to that pair. By Viscosity Subsolution, Supersolution and Solution of a Second-Order Equation on the Wasserstein Space §supersolution, the analogous statement with growth from below, (vδ+,Fδ+)(v^{+}_{\delta},F^{+}_{\delta}) and (S+)(S^{+}) characterises viscosity supersolutions.

Claim B (one shift at fixed δ\delta). Let Θ\Theta be an intrinsic test function on D\mathcal{D}, let g,g′:D→Rg,g':\mathcal{D}\to\mathbb{R} satisfy g′(μ)=g(μ)−Θ(μ)g'(\mu)=g(\mu)-\Theta(\mu) for μ∈D\mu\in\mathcal{D}, and let G,G′G,G' be second-order equation operators over DΣ\mathcal{D}_{\Sigma} with

G′(ν,r,q,Y)=G(ν, r+Θ(ν), q+∇Θ(ν), Y+HΘ(ν))G'(\nu,r,q,Y)=G\bigl(\nu,\ r+\Theta(\nu),\ q+\nabla\Theta(\nu),\ Y+H_{\Theta}(\nu)\bigr)

for all (ν,q)∈V(DΣ)(\nu,q)\in\mathcal{V}(\mathcal{D}_{\Sigma}), r∈Rr\in\mathbb{R}, Y∈S(d)Y\in\mathcal{S}(d). Then (g,G)(g,G) satisfies (S−)(S^{-}) if and only if (g′,G′)(g',G') does, and (g,G)(g,G) satisfies (S+)(S^{+}) if and only if (g′,G′)(g',G') does.

Proof, "only if" for (S−)(S^{-}). Fix an intrinsic test function φ\varphi on D\mathcal{D}, a point μ^∈D\hat{\mu}\in\mathcal{D} at which g′−φg'-\varphi has a local maximum relative to D\mathcal{D}, and a positive ε\varepsilon. By Restrictions, Sums, Real Multiples and Differences of Intrinsic Test Functions on the Wasserstein Space §linear (with a=b=1a=b=1), φ+Θ\varphi+\Theta is an intrinsic test function on D\mathcal{D} with ∇(φ+Θ)(μ^)=∇φ(μ^)+∇Θ(μ^)\nabla(\varphi+\Theta)(\hat{\mu})=\nabla\varphi(\hat{\mu})+\nabla\Theta(\hat{\mu}) and Hφ+Θ(μ^)=Hφ(μ^)+HΘ(μ^)H_{\varphi+\Theta}(\hat{\mu})=H_{\varphi}(\hat{\mu})+H_{\Theta}(\hat{\mu}). Since g−(φ+Θ)g-(\varphi+\Theta) and g′−φg'-\varphi agree at every point of D\mathcal{D}, g−(φ+Θ)g-(\varphi+\Theta) has a local maximum at μ^\hat{\mu}. Order of choice. First, by continuity of Θ\Theta (property (a), Intrinsic Test Functions on the Wasserstein Space and Their Translation Hessians §continuity) at μ^\hat{\mu}, choose a positive η\eta with ∣Θ(ν)−Θ(μ^)∣<ε/2|\Theta(\nu)-\Theta(\hat{\mu})|<\varepsilon/2 whenever W2(μ^,ν)<ηW_{2}(\hat{\mu},\nu)<\eta. Second, by Claim C with κ=ε2/4\kappa=\varepsilon^{2}/4, choose a positive λ\lambda. Third, by property (e) of Intrinsic Test Functions on the Wasserstein Space and Their Translation Hessians §hessian-continuity for Θ\Theta at μ^\hat{\mu} with ε/2\varepsilon/2, choose a positive θ\theta with ∥HΘ(ν)−HΘ(μ^)∥<ε/2\lVert H_{\Theta}(\nu)-H_{\Theta}(\hat{\mu})\rVert<\varepsilon/2 whenever W2(ν,μ^)<θW_{2}(\nu,\hat{\mu})<\theta (the Hessians there are the translation Hessians, Intrinsic Test Functions on the Wasserstein Space and Their Translation Hessians §hessian). Finally put ε′=min⁡{ε/2,1,η,λ,θ}\varepsilon'=\min\{\varepsilon/2,1,\eta,\lambda,\theta\}, which is positive. Apply (S−)(S^{-}) for (g,G)(g,G) to φ+Θ\varphi+\Theta, μ^\hat{\mu} and ε′\varepsilon'. This gives ν∈DΣ\nu\in\mathcal{D}_{\Sigma}, π∈Π(ν,μ^)\pi\in\Pi(\nu,\hat{\mu}), ss, qq and YY satisfying the six conditions with ε′\varepsilon', gg, GG and φ+Θ\varphi+\Theta. Put

s′=s−Θ(ν),q′=q−∇Θ(ν)∈L2(ν;Rd),Y′=Y−HΘ(ν)∈S(d).s'=s-\Theta(\nu),\qquad q'=q-\nabla\Theta(\nu)\in L^{2}(\nu;\mathbb{R}^{d}),\qquad Y'=Y-H_{\Theta}(\nu)\in\mathcal{S}(d).

Since 0<ε′≤10<\varepsilon'\le1 we have ε′2≤ε′\varepsilon'^{2}\le\varepsilon'. From W2(ν,μ^)2≤I(π)<ε′2W_{2}(\nu,\hat{\mu})^{2}\le I(\pi)<\varepsilon'^{2} and claim 1 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field we get W2(ν,μ^)<ε′≤min⁡{η,θ}W_{2}(\nu,\hat{\mu})<\varepsilon'\le\min\{\eta,\theta\}. Also I(π)<ε′2≤ε′≤λI(\pi)<\varepsilon'^{2}\le\varepsilon'\le\lambda, and ε′2≤(ε/2)2\varepsilon'^{2}\le(\varepsilon/2)^{2} by claim 2 of that lemma. We verify the six conditions for g′g', G′G', φ\varphi, ε\varepsilon and (ν,π,s′,q′,Y′)(\nu,\pi,s',q',Y'). (1) I(π)<ε′2≤ε2/4<ε2I(\pi)<\varepsilon'^{2}\le\varepsilon^{2}/4<\varepsilon^{2}. (2) g′(ν)−g′(μ^)=(g(ν)−g(μ^))−(Θ(ν)−Θ(μ^))g'(\nu)-g'(\hat{\mu})=(g(\nu)-g(\hat{\mu}))-(\Theta(\nu)-\Theta(\hat{\mu})). By the triangle inequality (claims 2 and 5 of Properties of the Absolute Value in an Ordered Field), its absolute value is less than ε′+ε/2≤ε\varepsilon'+\varepsilon/2\le\varepsilon. (3) Likewise s′−g′(μ^)=(s−g(μ^))−(Θ(ν)−Θ(μ^))s'-g'(\hat{\mu})=(s-g(\hat{\mu}))-(\Theta(\nu)-\Theta(\hat{\mu})) has absolute value less than ε\varepsilon. (4) Choose representatives with q′=q−∇Θ(ν)q'=q-\nabla\Theta(\nu) and ∇(φ+Θ)(μ^)=∇φ(μ^)+∇Θ(μ^)\nabla(\varphi+\Theta)(\hat{\mu})=\nabla\varphi(\hat{\mu})+\nabla\Theta(\hat{\mu}) pointwise; discrepancies do not depend on representatives, and their integrands are nonnegative Borel functions (The Discrepancy of Two Square-Integrable Vector Fields Along a Coupling of Their Base Measures §well-defined). For z∈Rd+dz\in\mathbb{R}^{d+d} put a(z)=q(x)−∇(φ+Θ)(μ^)(y)a(z)=q(x)-\nabla(\varphi+\Theta)(\hat{\mu})(y) and b(z)=∇Θ(ν)(x)−∇Θ(μ^)(y)b(z)=\nabla\Theta(\nu)(x)-\nabla\Theta(\hat{\mu})(y). Then q′(x)−∇φ(μ^)(y)=a(z)−b(z)q'(x)-\nabla\varphi(\hat{\mu})(y)=a(z)-b(z). By claims 5 and 6 of Elementary Properties of the Euclidean Norm on Rn\mathbb{R}^n, ∥a(z)−b(z)∥≤∥a(z)∥+∥b(z)∥\lVert a(z)-b(z)\rVert\le\lVert a(z)\rVert+\lVert b(z)\rVert. Hence, by claim 2 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field and (α+β)2≤2α2+2β2(\alpha+\beta)^{2}\le2\alpha^{2}+2\beta^{2} (the difference being (α−β)2≥0(\alpha-\beta)^{2}\ge0), ∥a(z)−b(z)∥2≤2∥a(z)∥2+2∥b(z)∥2\lVert a(z)-b(z)\rVert^{2}\le2\lVert a(z)\rVert^{2}+2\lVert b(z)\rVert^{2}. Integrating against π\pi (linearity and monotonicity, Linearity and Monotonicity of the Lebesgue Integral §nonnegative) and using I(π)<λI(\pi)<\lambda with Claim C (note ν∈DΣ⊆D\nu\in\mathcal{D}_{\Sigma}\subseteq\mathcal{D}), we get

∫Rd+d∥q′(x)−∇φ(μ^)(y)∥2 π(dz)<2ε′2+2⋅ε24≤ε22+ε22=ε2.\int_{\mathbb{R}^{d+d}}\lVert q'(x)-\nabla\varphi(\hat{\mu})(y)\rVert^{2}\,\pi(dz)<2\varepsilon'^{2}+2\cdot\frac{\varepsilon^{2}}{4}\le\frac{\varepsilon^{2}}{2}+\frac{\varepsilon^{2}}{2}=\varepsilon^{2}.

(5) Y′−Hφ(μ^)=(Y−Hφ+Θ(μ^))−(HΘ(ν)−HΘ(μ^))Y'-H_{\varphi}(\hat{\mu})=(Y-H_{\varphi+\Theta}(\hat{\mu}))-(H_{\Theta}(\nu)-H_{\Theta}(\hat{\mu})). By the triangle inequality for the metric dS(d)(A,B)=∥A−B∥d_{\mathcal{S}(d)}(A,B)=\lVert A-B\rVert (Real Matrices, Symmetric Matrices and the Semidefinite Ordering: Standing Notation §norm, The Set of Symmetric Real Matrices is a Metric Space, applied to the points Y′Y', Y−HΘ(μ^)Y-H_{\Theta}(\hat{\mu}), Hφ(μ^)H_{\varphi}(\hat{\mu})), ∥Y′−Hφ(μ^)∥<ε′+ε/2≤ε\lVert Y'-H_{\varphi}(\hat{\mu})\rVert<\varepsilon'+\varepsilon/2\le\varepsilon. (6) G′(ν,s′,q′,Y′)=G(ν,s,q,Y)≤ε′≤εG'(\nu,s',q',Y')=G(\nu,s,q,Y)\le\varepsilon'\le\varepsilon. So (g′,G′)(g',G') satisfies (S−)(S^{-}). For (S+)(S^{+}) the argument is identical, with "local minimum" in place of "local maximum" and with (6) replaced by −ε≤−ε′≤G(ν,s,q,Y)=G′(ν,s′,q′,Y′)-\varepsilon\le-\varepsilon'\le G(\nu,s,q,Y)=G'(\nu,s',q',Y').

"If". By Restrictions, Sums, Real Multiples and Differences of Intrinsic Test Functions on the Wasserstein Space §difference, −Θ-\Theta is an intrinsic test function on D\mathcal{D} with ∇(−Θ)=−∇Θ\nabla(-\Theta)=-\nabla\Theta on D\mathcal{D} and H−Θ=−HΘH_{-\Theta}=-H_{\Theta}. We have g(μ)=g′(μ)−(−Θ)(μ)g(\mu)=g'(\mu)-(-\Theta)(\mu), and G(ν,r,q,Y)=G′(ν,r+(−Θ)(ν),q+∇(−Θ)(ν),Y+H−Θ(ν))G(\nu,r,q,Y)=G'(\nu,r+(-\Theta)(\nu),q+\nabla(-\Theta)(\nu),Y+H_{-\Theta}(\nu)). So the "only if" part, applied to (g′,G′)(g',G'), (g,G)(g,G) and −Θ-\Theta, gives the converse.

Step 1 (composition). Let k0:Rd→Rk_{0}:\mathbb{R}^{d}\to\mathbb{R} be the constant function 00. With Rd\mathbb{R}^{d} open by claim 1 of Euclidean Space is Open in Itself, and CkC^k Maps are Continuous, claim 2 of Differences and Constants for Functions of Class C2C^2 on a Euclidean Open Set says that k0k_{0} is of class C2C^{2} with Dk0(a)=0RdDk_{0}(a)=0_{\mathbb{R}^{d}} and D2k0(a)=0dD^{2}k_{0}(a)=0_{d} for every aa. By The Squared Wasserstein Distance to a Fixed Measure and Functions of the Mean are Intrinsic Test Functions §mean with Q=DQ=\mathcal{D} and ϕ=k0\phi=k_{0}, the function μ↦k0(m(μ))=0\mu\mapsto k_{0}(m(\mu))=0, which is the zero function 00, is an intrinsic test function on D\mathcal{D}. By the formulas of that clause, ∇0(μ)=Dk0(m(μ))\nabla0(\mu)=Dk_{0}(m(\mu)) for μ∈D\mu\in\mathcal{D} and H0(μ)=D2k0(m(μ))H_{0}(\mu)=D^{2}k_{0}(m(\mu)). So its gradient ∇0(μ)\nabla0(\mu) is the class of the constant map with value 0Rd0_{\mathbb{R}^{d}}, that is, the zero element of L2(μ;Rd)L^{2}(\mu;\mathbb{R}^{d}), for μ∈D\mu\in\mathcal{D}, and H0(μ)=0dH_{0}(\mu)=0_{d}. Hence, by Viscosity Subsolutions, Supersolutions and Solutions Relative to a Penalty Pair and a Profile §shifted, F0(ν,r,q,Y)=F(ν,r+0,q+0,Y+0d)=F(ν,r,q,Y)F^{0}(\nu,r,q,Y)=F(\nu,r+0,q+0,Y+0_{d})=F(\nu,r,q,Y), so F0=FF^{0}=F. Now let Φ,Θ\Phi,\Theta be intrinsic test functions on D\mathcal{D}. By Restrictions, Sums, Real Multiples and Differences of Intrinsic Test Functions on the Wasserstein Space §linear with a=b=1a=b=1, Φ+Θ\Phi+\Theta is one too, with ∇(Φ+Θ)=∇Φ+∇Θ\nabla(\Phi+\Theta)=\nabla\Phi+\nabla\Theta on D\mathcal{D} and HΦ+Θ=HΦ+HΘH_{\Phi+\Theta}=H_{\Phi}+H_{\Theta}. The operator FΦF^{\Phi} is a second-order equation operator over DΣ\mathcal{D}_{\Sigma} (Viscosity Subsolutions, Supersolutions and Solutions Relative to a Penalty Pair and a Profile §shifted), so (FΦ)Θ(F^{\Phi})^{\Theta} is defined. Applying that definition twice, for (ν,q)∈V(DΣ)(\nu,q)\in\mathcal{V}(\mathcal{D}_{\Sigma}), r∈Rr\in\mathbb{R}, Y∈S(d)Y\in\mathcal{S}(d) we get

(FΦ)Θ(ν,r,q,Y)=F(ν, r+Θ(ν)+Φ(ν), q+∇Θ(ν)+∇Φ(ν), Y+HΘ(ν)+HΦ(ν))=FΦ+Θ(ν,r,q,Y).(F^{\Phi})^{\Theta}(\nu,r,q,Y)=F\bigl(\nu,\ r+\Theta(\nu)+\Phi(\nu),\ q+\nabla\Theta(\nu)+\nabla\Phi(\nu),\ Y+H_{\Theta}(\nu)+H_{\Phi}(\nu)\bigr)=F^{\Phi+\Theta}(\nu,r,q,Y).

Step 2 (shift). Let δ∈(0,1)\delta\in(0,1). Suppose vv and v−Θv-\Theta have growth from above relative to PP. By The Delta-Envelopes of a Function on the Penalty Domain Relative to a Penalty Pair §minus, v−δEv-\delta\mathcal{E} is bounded above near each point and vδ−=(v−δE)∗v^{-}_{\delta}=(v-\delta\mathcal{E})^{*}. Since (v−Θ)−δE=(v−δE)−Θ(v-\Theta)-\delta\mathcal{E}=(v-\delta\mathcal{E})-\Theta pointwise and Θ\Theta is continuous (property (a)), Claim A(i) gives (v−Θ)δ−=vδ−−Θ(v-\Theta)^{-}_{\delta}=v^{-}_{\delta}-\Theta on D\mathcal{D}. By The Bundle of Vector Fields over a Set of Measures, Second-Order Equation Operators on the Wasserstein Space, and Their Delta-Shifts §shifted, applied to the operator FΘF^{\Theta} over DΣ\mathcal{D}_{\Sigma}, and by Viscosity Subsolutions, Supersolutions and Solutions Relative to a Penalty Pair and a Profile §shifted,

(FΘ)δ−(ν,r,q,Y)=F(ν, r+δE(ν)+Θ(ν), q+δΣ(ν)+∇Θ(ν), Y+δHE(ν)+HΘ(ν))=Fδ−(ν, r+Θ(ν), q+∇Θ(ν), Y+HΘ(ν)).(F^{\Theta})^{-}_{\delta}(\nu,r,q,Y)=F\bigl(\nu,\ r+\delta\mathcal{E}(\nu)+\Theta(\nu),\ q+\delta\Sigma(\nu)+\nabla\Theta(\nu),\ Y+\delta H_{\mathcal{E}}(\nu)+H_{\Theta}(\nu)\bigr)=F^{-}_{\delta}\bigl(\nu,\ r+\Theta(\nu),\ q+\nabla\Theta(\nu),\ Y+H_{\Theta}(\nu)\bigr).

So Claim B applies with g=vδ−g=v^{-}_{\delta}, g′=(v−Θ)δ−g'=(v-\Theta)^{-}_{\delta}, G=Fδ−G=F^{-}_{\delta} and G′=(FΘ)δ−G'=(F^{\Theta})^{-}_{\delta}: (vδ−,Fδ−)(v^{-}_{\delta},F^{-}_{\delta}) satisfies (S−)(S^{-}) if and only if ((v−Θ)δ−,(FΘ)δ−)((v-\Theta)^{-}_{\delta},(F^{\Theta})^{-}_{\delta}) does. As this holds for every δ∈(0,1)\delta\in(0,1), the characterisation in the Notation paragraph gives: vv is a viscosity subsolution of FF relative to PP if and only if v−Θv-\Theta is a viscosity subsolution of FΘF^{\Theta} relative to PP. For supersolutions, with growth from below, the argument is the same. Use The Delta-Envelopes of a Function on the Penalty Domain Relative to a Penalty Pair §plus and Claim A(ii): (v−Θ)δ+=((v+δE)−Θ)∗=vδ+−Θ(v-\Theta)^{+}_{\delta}=((v+\delta\mathcal{E})-\Theta)_{*}=v^{+}_{\delta}-\Theta. The identity (FΘ)δ+(ν,r,q,Y)=Fδ+(ν,r+Θ(ν),q+∇Θ(ν),Y+HΘ(ν))(F^{\Theta})^{+}_{\delta}(\nu,r,q,Y)=F^{+}_{\delta}(\nu,r+\Theta(\nu),q+\nabla\Theta(\nu),Y+H_{\Theta}(\nu)) follows in the same way from the second formula of The Bundle of Vector Fields over a Set of Measures, Second-Order Equation Operators on the Wasserstein Space, and Their Delta-Shifts §shifted. Then apply Claim B for (S+)(S^{+}).

Step 3 (invariance). By Restrictions, Sums, Real Multiples and Differences of Intrinsic Test Functions on the Wasserstein Space §difference, Φ′−Φ\Phi'-\Phi is an intrinsic test function on D\mathcal{D}. Put v=u−Φv=u-\Phi. Then v−(Φ′−Φ)=u−Φ′v-(\Phi'-\Phi)=u-\Phi' pointwise, so vv and v−(Φ′−Φ)v-(\Phi'-\Phi) have growth from above. Step 2 holds for an arbitrary second-order equation operator over DΣ\mathcal{D}_{\Sigma}. Apply it with FΦF^{\Phi} in place of FF and Θ=Φ′−Φ\Theta=\Phi'-\Phi, and use Step 1: (FΦ)Φ′−Φ=FΦ+(Φ′−Φ)=FΦ′(F^{\Phi})^{\Phi'-\Phi}=F^{\Phi+(\Phi'-\Phi)}=F^{\Phi'}, since Φ+(Φ′−Φ)=Φ′\Phi+(\Phi'-\Phi)=\Phi' pointwise. This shows that u−Φu-\Phi is a viscosity subsolution of FΦF^{\Phi} relative to PP if and only if u−Φ′u-\Phi' is a viscosity subsolution of FΦ′F^{\Phi'} relative to PP. By Viscosity Subsolutions, Supersolutions and Solutions Relative to a Penalty Pair and a Profile §subsolution this is the asserted equivalence. Supersolutions are handled identically, using growth from below, the supersolution half of Step 2 and Viscosity Subsolutions, Supersolutions and Solutions Relative to a Penalty Pair and a Profile §supersolution. For the "in particular", take Φ′=0\Phi'=0, an intrinsic test function by Step 1. Then u−0=uu-0=u and F0=FF^{0}=F, so being a viscosity subsolution (supersolution) relative to PP and the profile 00 means being one of FF relative to PP.

Step 4 (pair). First, HE′=HE+HΨH_{\mathcal{E}'}=H_{\mathcal{E}}+H_{\Psi} on D\mathcal{D}. Let μ∈D\mu\in\mathcal{D}. For a∈Rda\in\mathbb{R}^{d}, (τa)#μ∈D(\tau_{a})_{\#}\mu\in\mathcal{D} by Penalty Pairs on the Wasserstein Space: the Penalty, Its Score, and Their Domains §translation, so eμ′(a)=E′((τa)#μ)=eμ(a)+ψμ(a)e'_{\mu}(a)=\mathcal{E}'((\tau_{a})_{\#}\mu)=e_{\mu}(a)+\psi_{\mu}(a), where ψμ(a)=Ψ((τa)#μ)\psi_{\mu}(a)=\Psi((\tau_{a})_{\#}\mu). Thus eμ=eμ′−ψμe_{\mu}=e'_{\mu}-\psi_{\mu}. Here eμ′e'_{\mu} is of class C2C^{2} by Penalty Pairs on the Wasserstein Space: the Penalty, Its Score, and Their Domains §translation for P′P', and ψμ\psi_{\mu} is of class C2C^{2} by property (d) of Intrinsic Test Functions on the Wasserstein Space and Their Translation Hessians §translation-c2. So claim 1 of Differences and Constants for Functions of Class C2C^2 on a Euclidean Open Set gives D2eμ(0Rd)=D2eμ′(0Rd)−D2ψμ(0Rd)D^{2}e_{\mu}(0_{\mathbb{R}^{d}})=D^{2}e'_{\mu}(0_{\mathbb{R}^{d}})-D^{2}\psi_{\mu}(0_{\mathbb{R}^{d}}), that is, HE(μ)=HE′(μ)−HΨ(μ)H_{\mathcal{E}}(\mu)=H_{\mathcal{E}'}(\mu)-H_{\Psi}(\mu) (Penalty Pairs on the Wasserstein Space: the Penalty, Its Score, and Their Domains §hessian, Intrinsic Test Functions on the Wasserstein Space and Their Translation Hessians §hessian).

Now let δ∈(0,1)\delta\in(0,1), and write Fδ′∓F'^{\mp}_{\delta} and vδ′∓v'^{\mp}_{\delta} for the δ\delta-shifts and envelopes relative to P′P'. By Restrictions, Sums, Real Multiples and Differences of Intrinsic Test Functions on the Wasserstein Space §linear with φ=χ=Ψ\varphi=\chi=\Psi and (a,b)=(δ,0)(a,b)=(\delta,0), respectively (−δ,0)(-\delta,0), the functions Θ±=±δΨ\Theta_{\pm}=\pm\delta\Psi are intrinsic test functions on D\mathcal{D} with ∇Θ±=±δ∇Ψ\nabla\Theta_{\pm}=\pm\delta\nabla\Psi on D\mathcal{D} and HΘ±=±δHΨH_{\Theta_{\pm}}=\pm\delta H_{\Psi}. By The Bundle of Vector Fields over a Set of Measures, Second-Order Equation Operators on the Wasserstein Space, and Their Delta-Shifts §shifted for P′P' and for PP, the hypotheses on E′,Σ′\mathcal{E}',\Sigma' and the identity for HE′H_{\mathcal{E}'},

Fδ′−(ν,r,q,Y)=F(ν, r+δE(ν)+δΨ(ν), q+δΣ(ν)+δ∇Ψ(ν), Y+δHE(ν)+δHΨ(ν))=Fδ−(ν, r+Θ+(ν), q+∇Θ+(ν), Y+HΘ+(ν)),F'^{-}_{\delta}(\nu,r,q,Y)=F\bigl(\nu,\ r+\delta\mathcal{E}(\nu)+\delta\Psi(\nu),\ q+\delta\Sigma(\nu)+\delta\nabla\Psi(\nu),\ Y+\delta H_{\mathcal{E}}(\nu)+\delta H_{\Psi}(\nu)\bigr)=F^{-}_{\delta}\bigl(\nu,\ r+\Theta_{+}(\nu),\ q+\nabla\Theta_{+}(\nu),\ Y+H_{\Theta_{+}}(\nu)\bigr),

and likewise Fδ′+(ν,r,q,Y)=Fδ+(ν,r+Θ−(ν),q+∇Θ−(ν),Y+HΘ−(ν))F'^{+}_{\delta}(\nu,r,q,Y)=F^{+}_{\delta}(\nu,r+\Theta_{-}(\nu),q+\nabla\Theta_{-}(\nu),Y+H_{\Theta_{-}}(\nu)). If vv has growth from above relative to PP and to P′P', then v−δE′=(v−δE)−Θ+v-\delta\mathcal{E}'=(v-\delta\mathcal{E})-\Theta_{+} pointwise. So The Delta-Envelopes of a Function on the Penalty Domain Relative to a Penalty Pair §minus and Claim A(i) (Θ+\Theta_{+} being continuous by property (a)) give vδ′−=vδ−−Θ+v'^{-}_{\delta}=v^{-}_{\delta}-\Theta_{+}. If vv has growth from below relative to both pairs, then v+δE′=(v+δE)−Θ−v+\delta\mathcal{E}'=(v+\delta\mathcal{E})-\Theta_{-}, and The Delta-Envelopes of a Function on the Penalty Domain Relative to a Penalty Pair §plus and Claim A(ii) give vδ′+=vδ+−Θ−v'^{+}_{\delta}=v^{+}_{\delta}-\Theta_{-}. Claim B with Θ=Θ+\Theta=\Theta_{+}, g=vδ−g=v^{-}_{\delta}, g′=vδ′−g'=v'^{-}_{\delta}, G=Fδ−G=F^{-}_{\delta}, G′=Fδ′−G'=F'^{-}_{\delta} gives: (vδ−,Fδ−)(v^{-}_{\delta},F^{-}_{\delta}) satisfies (S−)(S^{-}) if and only if (vδ′−,Fδ′−)(v'^{-}_{\delta},F'^{-}_{\delta}) does. Claim B with Θ=Θ−\Theta=\Theta_{-} gives the same for (S+)(S^{+}) and the plus objects. As δ∈(0,1)\delta\in(0,1) is arbitrary, the characterisation in the Notation paragraph, applied to PP and to P′P' (which have the same domains, so (S±)(S^{\pm}) refers to the same test functions and local extrema), gives both equivalences of clause 4.

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