TheoremBase

Lower semicontinuity of the energy gives the lower bound, and the tangent inequality along optimal couplings, with the coupling pairing bounded by the score norm times the Wasserstein distance, gives the upper bound.

Proof

Each result cited is universally quantified over the data in its own statement. Recall that DΞ⊆D⊆Σd,R\mathcal{D}_{\Xi}\subseteq\mathcal{D}\subseteq\Sigma_{d,R} by The Wall-Confined Free Energy and Its Score §score and The Discounted HJB Equation with Free Langevin Noise in a Wall, Envelope Form: Standing Notation §metric, and that W2W_{2} is symmetric on Σd,R\Sigma_{d,R} by The Noncommutative Wasserstein Distance: Existence of Optimal Couplings, Symmetry, Separation, a Moment Bound, Weak-Star Lower Semicontinuity, and Displacement Interpolation §symmetry. Since C≥∥Ξ(μn)∥2≥0C\ge\lVert\Xi(\mu_{n})\rVert_{2}\ge0 for any n∈Nn\in\mathbb{N}, we have C≥0C\ge0.

Step 1 (a pairing bound). Fix n∈Nn\in\mathbb{N}. Since μn,μ∈Σd,R\mu_{n},\mu\in\Sigma_{d,R}, The Noncommutative Wasserstein Distance: Existence of Optimal Couplings, Symmetry, Separation, a Moment Bound, Weak-Star Lower Semicontinuity, and Displacement Interpolation §attained (with the laws μn\mu_{n} and μ\mu) gives an optimal coupling γn∈Π(μn,μ)\gamma_{n}\in\Pi(\mu_{n},\mu); it lies in Σ2d\Sigma_{2d} by Marginal Isometries, Bounded Plans and Displacement Pairings for Noncommutative Laws §bounded-couplings, and its first marginal is γn∘ι1=μn\gamma_{n}\circ\iota^{1}=\mu_{n} by Couplings of Two Noncommutative Laws and Their Quadratic Cost §coupling. Optimality means I(γn)=W2(μn,μ)2I(\gamma_{n})=W_{2}(\mu_{n},\mu)^{2} by The Noncommutative Quadratic Wasserstein Distance and Optimal Couplings §optimal. Write ζ=Ξ(μn)∈Hμnd\zeta=\Xi(\mu_{n})\in\mathcal{H}_{\mu_{n}}^{d} and V=Vγn1V=V^{1}_{\gamma_{n}}, the isometry from Hγn∘ι1=Hμn\mathcal{H}_{\gamma_{n}\circ\iota^{1}}=\mathcal{H}_{\mu_{n}} to Hγn\mathcal{H}_{\gamma_{n}} of Marginal Isometries, Bounded Plans and Displacement Pairings for Noncommutative Laws §isometries; by Marginals of a Noncommutative Law: the Isometry of GNS Spaces, the Trace-Preserving Embedding of Tracial Algebras and the Conditional Expectation §isometry (with the law γn\gamma_{n} and the tuple (x1,…,xd)(x_{1},\dots,x_{d})) it satisfies V∗V=IV^{*}V=I, so ∥Vζj∥2=⟨ζj,V∗Vζj⟩=∥ζj∥2\lVert V\zeta_{j}\rVert^{2}=\langle\zeta_{j},V^{*}V\zeta_{j}\rangle=\lVert\zeta_{j}\rVert^{2} for j∈[d]j\in[d]. By Marginal Isometries, Bounded Plans and Displacement Pairings for Noncommutative Laws §coupling-pairing, Jγn1(ζ)=Re⁡⟨U,G⟩Hγnd\mathcal{J}^{1}_{\gamma_{n}}(\zeta)=\operatorname{Re}\langle U,G\rangle_{\mathcal{H}_{\gamma_{n}}^{d}}, where U=(Vζ1,…,Vζd)U=(V\zeta_{1},\dots,V\zeta_{d}) and G=(h1^,…,hd^)G=(\widehat{h_{1}},\dots,\widehat{h_{d}}) lie in the complex Hilbert space Hγnd\mathcal{H}_{\gamma_{n}}^{d}, whose inner product is the sum of the entrywise inner products, by Finite Direct Sums of a Complex Hilbert Space: the Hilbert Structure, Coordinate Inclusions, Block Entries of Bounded Operators and Commutation with Diagonal Operators §hilbert. By Cauchy-Schwarz Inequality in a Complex Inner Product Space in Hγnd\mathcal{H}_{\gamma_{n}}^{d} (with the vectors UU and GG), and ∣Re⁡z∣≤∣z∣|\operatorname{Re}z|\le|z|,

∣Jγn1(ζ)∣≤∥U∥ ∥G∥.\bigl|\mathcal{J}^{1}_{\gamma_{n}}(\zeta)\bigr|\le\lVert U\rVert\,\lVert G\rVert.

By Finite Direct Sums of a Complex Hilbert Space: the Hilbert Structure, Coordinate Inclusions, Block Entries of Bounded Operators and Commutation with Diagonal Operators §hilbert, ∥U∥2=∑j=1d∥Vζj∥2=∑j=1d∥ζj∥2=∥Ξ(μn)∥22\lVert U\rVert^{2}=\sum_{j=1}^{d}\lVert V\zeta_{j}\rVert^{2}=\sum_{j=1}^{d}\lVert\zeta_{j}\rVert^{2}=\lVert\Xi(\mu_{n})\rVert_{2}^{2}, the last equality being the definition of the L2L^{2} norm (Square-Integrable Tuples in a Tracial W*-Probability Space: Their Norm, Affine Images, Pairs, Embedded Images and Laws §tuples). By Finite Direct Sums of a Complex Hilbert Space: the Hilbert Structure, Coordinate Inclusions, Block Entries of Bounded Operators and Commutation with Diagonal Operators §hilbert again (∥G∥2=∑j=1d∥hj^∥2\lVert G\rVert^{2}=\sum_{j=1}^{d}\lVert\widehat{h_{j}}\rVert^{2}), The Complex Hilbert Completion is a Complex Hilbert Space Containing a Dense Isometric Image, and Bounded Complex-Linear Maps Extend to It §isometry (for the form hγn(p,q)=γn(p∗q)h_{\gamma_{n}}(p,q)=\gamma_{n}(p^{*}q) of The Complex GNS Space of a Tracial State on Noncommutative Polynomials §gns, whose canonical map gives the classes by The Complex GNS Space of a Tracial State on Noncommutative Polynomials §classes), the self-adjointness hj∗=hjh_{j}^{*}=h_{j} (the variables being self-adjoint and the adjoint conjugate-linear, Noncommutative Polynomials Form a Unital Complex Algebra with Involution: Linear Extension from Monomials, Products, Adjoints and Self-Adjoint Parts §adjoint) and the linearity of γn\gamma_{n},

∥G∥2=∑j=1dγn(hj∗hj)=γn(∑j=1d(xj−xd+j)2)=γn(Δd)=I(γn)=W2(μn,μ)2,\lVert G\rVert^{2}=\sum_{j=1}^{d}\gamma_{n}(h_{j}^{*}h_{j})=\gamma_{n}\Bigl(\sum_{j=1}^{d}(x_{j}-x_{d+j})^{2}\Bigr)=\gamma_{n}(\Delta_{d})=I(\gamma_{n})=W_{2}(\mu_{n},\mu)^{2},

using Couplings of Two Noncommutative Laws and Their Quadratic Cost §cost. Taking nonnegative square roots of these two identities gives ∥U∥=∥Ξ(μn)∥2\lVert U\rVert=\lVert\Xi(\mu_{n})\rVert_{2} and ∥G∥=W2(μn,μ)\lVert G\rVert=W_{2}(\mu_{n},\mu) (all four numbers being nonnegative); inserting them into the Cauchy--Schwarz bound above, ∣Jγn1(Ξ(μn))∣≤∥Ξ(μn)∥2 W2(μn,μ)≤C W2(μn,μ)|\mathcal{J}^{1}_{\gamma_{n}}(\Xi(\mu_{n}))|\le\lVert\Xi(\mu_{n})\rVert_{2}\,W_{2}(\mu_{n},\mu)\le C\,W_{2}(\mu_{n},\mu).

Step 2 (upper bound). For each nn, Tangent Inequalities for the Wall Energy along Couplings and for the Wall-Confined Free Energy along Optimal Couplings §tangent, applied with its μ:=μn∈DΞ\mu:=\mu_{n}\in\mathcal{D}_{\Xi}, its ν:=μ∈D\nu:=\mu\in\mathcal{D} and the optimal coupling γn∈Π(μn,μ)\gamma_{n}\in\Pi(\mu_{n},\mu) of Step 1, gives E(μ)≥E(μn)−Jγn1(Ξ(μn))\mathcal{E}(\mu)\ge\mathcal{E}(\mu_{n})-\mathcal{J}^{1}_{\gamma_{n}}(\Xi(\mu_{n})). With Step 1,

E(μn)≤E(μ)+C W2(μn,μ)(n∈N).\mathcal{E}(\mu_{n})\le\mathcal{E}(\mu)+C\,W_{2}(\mu_{n},\mu)\qquad(n\in\mathbb{N}).

Step 3 (conclusion). Let ε>0\varepsilon>0. By Sublevel Sets of the Wall-Confined Free Energy are Closed for the Wasserstein Distance §lsc, E\mathcal{E} is lower semicontinuous at μ∈D\mu\in\mathcal{D} relative to D\mathcal{D} in (Σd,R,W2)(\Sigma_{d,R},W_{2}); by Lower Semicontinuous Function on a Subset of a Metric Space there is a real δ>0\delta>0 such that every λ∈D\lambda\in\mathcal{D} with W2(μ,λ)<δW_{2}(\mu,\lambda)<\delta satisfies E(μ)−ε<E(λ)\mathcal{E}(\mu)-\varepsilon<\mathcal{E}(\lambda). Put ε′=min⁡{δ,ε/(C+1)}>0\varepsilon'=\min\{\delta,\varepsilon/(C+1)\}>0. Since (W2(μn,μ))n(W_{2}(\mu_{n},\mu))_{n} converges to 00 (Limit of a Sequence of Real Numbers, as fixed in The Real Numbers: Standing Notation and Background §sequences), there is N∈NN\in\mathbb{N} with W2(μn,μ)<ε′W_{2}(\mu_{n},\mu)<\varepsilon' for all n≥Nn\ge N. For such nn, W2(μ,μn)=W2(μn,μ)<δW_{2}(\mu,\mu_{n})=W_{2}(\mu_{n},\mu)<\delta and μn∈D\mu_{n}\in\mathcal{D}, so E(μ)−ε<E(μn)\mathcal{E}(\mu)-\varepsilon<\mathcal{E}(\mu_{n}); and by Step 2, E(μn)≤E(μ)+Cε/(C+1)<E(μ)+ε\mathcal{E}(\mu_{n})\le\mathcal{E}(\mu)+C\varepsilon/(C+1)<\mathcal{E}(\mu)+\varepsilon. Hence ∣E(μn)−E(μ)∣<ε|\mathcal{E}(\mu_{n})-\mathcal{E}(\mu)|<\varepsilon for all n≥Nn\ge N. As ε>0\varepsilon>0 was arbitrary, (E(μn))n∈N(\mathcal{E}(\mu_{n}))_{n\in\mathbb{N}} converges to E(μ)\mathcal{E}(\mu) by Limit of a Sequence of Real Numbers.

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