TheoremBase

Wasserstein convergence on bounded laws implies weak-star convergence; the weak-star compactness of energy sublevel sets and uniqueness of weak-star limits then put the limit in the sublevel set, and lower semicontinuity follows through the closure characterisation.

Proof

Each result cited is universally quantified over the data in its own statement.

Step 1 (Claim 1). Let cc, (λm)m∈N(\lambda_{m})_{m\in\mathbb{N}} and λ\lambda be as in claim 1. Every λm\lambda_{m} lies in D⊆Σd,R\mathcal{D}\subseteq\Sigma_{d,R} by The Wall-Confined Free Energy: Norm Bound, Lower Bound, Weak-Star Compact Sublevel Sets and Displacement Monotonicity of the Score §bounds, and λ∈Σd,R\lambda\in\Sigma_{d,R}; since (W2(λm,λ))m(W_{2}(\lambda_{m},\lambda))_{m} converges to 00, Moments of Noncommutative Laws are Lipschitz in the Wasserstein Distance §convergence shows that λm→λ\lambda_{m}\to\lambda weak-star. By The Wall-Confined Free Energy: Norm Bound, Lower Bound, Weak-Star Compact Sublevel Sets and Displacement Monotonicity of the Score §compact, applied with the bound cc, there are a strictly increasing sequence (mi)i∈N(m_{i})_{i\in\mathbb{N}} of natural numbers and λ′∈D\lambda'\in\mathcal{D} such that λmi→λ′\lambda_{m_{i}}\to\lambda' weak-star, the real sequence (E(λmi))i(\mathcal{E}(\lambda_{m_{i}}))_{i} converges, and E(λ′)≤lim⁡i→∞E(λmi)\mathcal{E}(\lambda')\le\lim_{i\to\infty}\mathcal{E}(\lambda_{m_{i}}). The subsequence (λmi)i(\lambda_{m_{i}})_{i} also converges weak-star to λ\lambda, and hence λ=λ′\lambda=\lambda', both by Sequential Weak-Star Compactness of the Noncommutative Laws with a Given Norm Bound §unique. Thus λ∈D\lambda\in\mathcal{D}. Since E(λmi)≤c\mathcal{E}(\lambda_{m_{i}})\le c for every ii, claim 1 of Order Properties of Limits of Real Sequences, compared with the constant sequence cc, gives lim⁡i→∞E(λmi)≤c\lim_{i\to\infty}\mathcal{E}(\lambda_{m_{i}})\le c, and therefore E(λ)≤c\mathcal{E}(\lambda)\le c.

Step 2 (Claim 2). Let λ∈D\lambda\in\mathcal{D} and suppose that E\mathcal{E} is not lower semicontinuous at λ\lambda relative to D\mathcal{D} (Lower Semicontinuous Function on a Subset of a Metric Space). Then there is a real ε>0\varepsilon>0 such that for every real δ>0\delta>0 some y∈Dy\in\mathcal{D} satisfies W2(λ,y)<δW_{2}(\lambda,y)<\delta and not E(λ)−ε<E(y)\mathcal{E}(\lambda)-\varepsilon<\mathcal{E}(y), that is, E(y)≤E(λ)−ε\mathcal{E}(y)\le\mathcal{E}(\lambda)-\varepsilon, the order of R\mathbb{R} being total. Let c=E(λ)−εc=\mathcal{E}(\lambda)-\varepsilon and A={y∈D:E(y)≤c}⊆Σd,RA=\{y\in\mathcal{D}:\mathcal{E}(y)\le c\}\subseteq\Sigma_{d,R}. By the implication from claim 3 to claim 1 of Characterization of the Closure in a Metric Space by Open Balls in the metric space (Σd,R,W2)(\Sigma_{d,R},W_{2}), λ\lambda lies in the closure of AA, so by Sequential Characterization of the Closure in a Metric Space there is a sequence (am)m∈N(a_{m})_{m\in\mathbb{N}} in AA that converges to λ\lambda in (Σd,R,W2)(\Sigma_{d,R},W_{2}); as ∣W2(am,λ)−0∣=W2(am,λ)|W_{2}(a_{m},\lambda)-0|=W_{2}(a_{m},\lambda), the values of W2W_{2} being nonnegative (The Noncommutative Quadratic Wasserstein Distance and Optimal Couplings §distance), the real sequence (W2(am,λ))m(W_{2}(a_{m},\lambda))_{m} converges to 00 in the sense of Limit of a Sequence of Real Numbers. Step 1, applied to cc, (am)m(a_{m})_{m} and λ\lambda, gives E(λ)≤E(λ)−ε\mathcal{E}(\lambda)\le\mathcal{E}(\lambda)-\varepsilon. But E(λ)−ε<E(λ)\mathcal{E}(\lambda)-\varepsilon<\mathcal{E}(\lambda) by claim 1 of Elementary Order Arithmetic in an Ordered Field, since −ε<0-\varepsilon<0 by claim 4 there; this contradicts the total order. Hence E\mathcal{E} is lower semicontinuous at every λ∈D\lambda\in\mathcal{D} relative to D\mathcal{D}, which is claim 2.

Citations

Loading…

Dependencies

Uses0

Loading…

Comments

Log in to comment.

Loading…