Each result cited below is universally quantified over the data in its own statement.
Conventions. For k ∈ N k\in\mathbb{N} k ∈ N , ( Σ k , W 2 ) (\Sigma_{k},W_{2}) ( Σ k , W 2 ) is a metric space by The Noncommutative Wasserstein Distance Satisfies the Triangle Inequality and is a Metric on Noncommutative Laws §metric , and Σ k 2 \Sigma^{2}_{k} Σ k 2 is its metric completion with metric W ^ 2 \widehat{W}_{2} W 2 and canonical map κ k \kappa_{k} κ k (Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §laws ), a metric space by The Metric Completion is a Complete Metric Space with a Dense Isometric Copy of the Space, and Maps Preserving Cauchy Sequences Extend to It §metric . p r 1 , p r 2 , D \mathrm{pr}^{1},\mathrm{pr}^{2},D pr 1 , pr 2 , D are the coordinate data and p r # ϵ \mathrm{pr}^{\epsilon}_{\#} pr # ϵ , D # D_{\#} D # their push-forwards ; ι 1 , ι 2 \iota^{1},\iota^{2} ι 1 , ι 2 , Π \Pi Π , I I I and Δ \Delta Δ are as in Couplings of Two Noncommutative Laws and Their Quadratic Cost , applied with d d d or with 2 d 2d 2 d variables as indicated. Every element of Σ k \Sigma_{k} Σ k is a tracial state lying in some Σ k , R \Sigma_{k,R} Σ k , R (Noncommutative Laws of Finitely Many Self-Adjoint Variables with a Norm Bound §law ), so by Basic Properties of Noncommutative Laws: Adjoints, the Self-Adjoint Pairing, Cauchy-Schwarz, Monotonicity in the Bound, and Laws of Constant Tuples §monotone finitely many elements of Σ k \Sigma_{k} Σ k lie in one common Σ k , R \Sigma_{k,R} Σ k , R (take R R R the largest of their bounds). Costs of couplings are real and nonnegative by Couplings of Noncommutative Laws: the Norm Bound, the Cost Identity, the Tensor, Diagonal and Swapped Couplings, Weak-Star Closedness, and Displacement Interpolants §cost , and all square roots are the nonnegative ones of Existence and Uniqueness of the Nonnegative Square Root . For real s , t ≥ 0 s,t\ge0 s , t ≥ 0 , s 2 ≤ t 2 s^{2}\le t^{2} s 2 ≤ t 2 holds if and only if s ≤ t s\le t s ≤ t (if s ≤ t s\le t s ≤ t then s 2 ≤ s t ≤ t 2 s^{2}\le st\le t^{2} s 2 ≤ s t ≤ t 2 ; if t < s t<s t < s then s > 0 s>0 s > 0 and t 2 ≤ t s < s 2 t^{2}\le ts<s^{2} t 2 ≤ t s < s 2 ), so inequalities between nonnegative reals may be squared or square-rooted. Since d R ( a , L ) = ∣ a − L ∣ d_{\mathbb{R}}(a,L)=|a-L| d R ( a , L ) = ∣ a − L ∣ for the metric of The Absolute Value Metric on the Real Line , convergence in ( R , d R ) (\mathbb{R},d_{\mathbb{R}}) ( R , d R ) in the sense of Convergent Sequence in a Metric Space is convergence in the sense of Limit of a Sequence of Real Numbers .
Step 1 (a gluing estimate). Claim: let R > 0 R>0 R > 0 be real, λ 1 , λ 2 , λ 3 ∈ Σ d , R \lambda_{1},\lambda_{2},\lambda_{3}\in\Sigma_{d,R} λ 1 , λ 2 , λ 3 ∈ Σ d , R , γ 1 ∈ Π ( λ 1 , λ 2 ) \gamma_{1}\in\Pi(\lambda_{1},\lambda_{2}) γ 1 ∈ Π ( λ 1 , λ 2 ) and γ 2 ∈ Π ( λ 2 , λ 3 ) \gamma_{2}\in\Pi(\lambda_{2},\lambda_{3}) γ 2 ∈ Π ( λ 2 , λ 3 ) . Then γ 1 , γ 2 ∈ Σ 2 d \gamma_{1},\gamma_{2}\in\Sigma_{2d} γ 1 , γ 2 ∈ Σ 2 d , and there is γ 3 ∈ Π ( λ 1 , λ 3 ) ∩ Σ 2 d \gamma_{3}\in\Pi(\lambda_{1},\lambda_{3})\cap\Sigma_{2d} γ 3 ∈ Π ( λ 1 , λ 3 ) ∩ Σ 2 d with
W 2 ( γ 1 , γ 3 ) ≤ I ( γ 2 ) 1 / 2 , W 2 ( γ 2 , γ 3 ) ≤ I ( γ 1 ) 1 / 2 , I ( γ 3 ) 1 / 2 ≤ I ( γ 1 ) 1 / 2 + I ( γ 2 ) 1 / 2 , W_{2}(\gamma_{1},\gamma_{3})\le I(\gamma_{2})^{1/2},\qquad W_{2}(\gamma_{2},\gamma_{3})\le I(\gamma_{1})^{1/2},\qquad I(\gamma_{3})^{1/2}\le I(\gamma_{1})^{1/2}+I(\gamma_{2})^{1/2}, W 2 ( γ 1 , γ 3 ) ≤ I ( γ 2 ) 1/2 , W 2 ( γ 2 , γ 3 ) ≤ I ( γ 1 ) 1/2 , I ( γ 3 ) 1/2 ≤ I ( γ 1 ) 1/2 + I ( γ 2 ) 1/2 ,
where W 2 W_{2} W 2 is the distance on Σ 2 d \Sigma_{2d} Σ 2 d .
Apply Gluing Two Noncommutative Couplings along a Common Marginal with its laws μ , ν , ρ \mu,\nu,\rho μ , ν , ρ taken to be λ 1 , λ 2 , λ 3 \lambda_{1},\lambda_{2},\lambda_{3} λ 1 , λ 2 , λ 3 and its couplings γ 1 , γ 2 \gamma_{1},\gamma_{2} γ 1 , γ 2 taken to be ours: it gives ψ ∈ Σ 3 d , R \psi\in\Sigma_{3d,R} ψ ∈ Σ 3 d , R with ψ ∘ σ 12 = γ 1 \psi\circ\sigma^{12}=\gamma_{1} ψ ∘ σ 12 = γ 1 (Gluing Two Noncommutative Couplings along a Common Marginal §first ), ψ ∘ σ 23 = γ 2 \psi\circ\sigma^{23}=\gamma_{2} ψ ∘ σ 23 = γ 2 (Gluing Two Noncommutative Couplings along a Common Marginal §second ) and γ 3 : = ψ ∘ σ 13 ∈ Π ( λ 1 , λ 3 ) \gamma_{3}:=\psi\circ\sigma^{13}\in\Pi(\lambda_{1},\lambda_{3}) γ 3 := ψ ∘ σ 13 ∈ Π ( λ 1 , λ 3 ) (Gluing Two Noncommutative Couplings along a Common Marginal §composite ), where σ 12 , σ 23 , σ 13 \sigma^{12},\sigma^{23},\sigma^{13} σ 12 , σ 23 , σ 13 are the substitutions named there. By Couplings of Noncommutative Laws: the Norm Bound, the Cost Identity, the Tensor, Diagonal and Swapped Couplings, Weak-Star Closedness, and Displacement Interpolants §bound , γ 1 , γ 2 , γ 3 ∈ Σ 2 d , R ⊆ Σ 2 d \gamma_{1},\gamma_{2},\gamma_{3}\in\Sigma_{2d,R}\subseteq\Sigma_{2d} γ 1 , γ 2 , γ 3 ∈ Σ 2 d , R ⊆ Σ 2 d . In P 3 d \mathcal{P}_{3d} P 3 d write u j = x j u_{j}=x_{j} u j = x j , v j = x d + j v_{j}=x_{d+j} v j = x d + j and w j = x 2 d + j w_{j}=x_{2d+j} w j = x 2 d + j for j ∈ [ d ] j\in[d] j ∈ [ d ] , self-adjoint by Noncommutative Polynomials Form a Unital Complex Algebra with Involution: Linear Extension from Monomials, Products, Adjoints and Self-Adjoint Parts §self-adjoint ; thus σ 12 \sigma^{12} σ 12 , σ 23 \sigma^{23} σ 23 and σ 13 \sigma^{13} σ 13 are the substitutions of ( u , v ) (u,v) ( u , v ) , ( v , w ) (v,w) ( v , w ) and ( u , w ) (u,w) ( u , w ) , where ( u , v ) (u,v) ( u , v ) denotes ( u 1 , … , u d , v 1 , … , v d ) (u_{1},\dots,u_{d},v_{1},\dots,v_{d}) ( u 1 , … , u d , v 1 , … , v d ) . Let b = ( u , v , u , w ) b=(u,v,u,w) b = ( u , v , u , w ) and b ′ = ( v , w , u , w ) b'=(v,w,u,w) b ′ = ( v , w , u , w ) , 4 d 4d 4 d -tuples in P 3 d , s a \mathcal{P}_{3d,\mathrm{sa}} P 3 d , sa formed in the same way, and put θ = ψ ∘ σ b \theta=\psi\circ\sigma_{b} θ = ψ ∘ σ b and θ ′ = ψ ∘ σ b ′ \theta'=\psi\circ\sigma_{b'} θ ′ = ψ ∘ σ b ′ ; they lie in Σ 4 d \Sigma_{4d} Σ 4 d by Marginals of a Noncommutative Law: the Isometry of GNS Spaces, the Trace-Preserving Embedding of Tracial Algebras and the Conditional Expectation §law , so they are tracial states on P 4 d \mathcal{P}_{4d} P 4 d . Let ι 1 , ι 2 : P 2 d → P 4 d \iota^{1},\iota^{2}:\mathcal{P}_{2d}\to\mathcal{P}_{4d} ι 1 , ι 2 : P 2 d → P 4 d be the marginal substitutions for 2 d 2d 2 d variables (Couplings of Two Noncommutative Laws and Their Quadratic Cost §marginals ). By Substitution is the Unique Unital Homomorphism with Prescribed Values on the Variables: Monomials, Products, Adjoints and Composition §composition and Substitution is the Unique Unital Homomorphism with Prescribed Values on the Variables: Monomials, Products, Adjoints and Composition §values , σ b ∘ ι 1 \sigma_{b}\circ\iota^{1} σ b ∘ ι 1 is the substitution of ( b 1 , … , b 2 d ) = ( u , v ) (b_{1},\dots,b_{2d})=(u,v) ( b 1 , … , b 2 d ) = ( u , v ) , that is σ 12 \sigma^{12} σ 12 , and σ b ∘ ι 2 \sigma_{b}\circ\iota^{2} σ b ∘ ι 2 is that of ( b 2 d + 1 , … , b 4 d ) = ( u , w ) (b_{2d+1},\dots,b_{4d})=(u,w) ( b 2 d + 1 , … , b 4 d ) = ( u , w ) , that is σ 13 \sigma^{13} σ 13 ; likewise σ b ′ ∘ ι 1 = σ 23 \sigma_{b'}\circ\iota^{1}=\sigma^{23} σ b ′ ∘ ι 1 = σ 23 and σ b ′ ∘ ι 2 = σ 13 \sigma_{b'}\circ\iota^{2}=\sigma^{13} σ b ′ ∘ ι 2 = σ 13 . Hence θ ∘ ι 1 = γ 1 \theta\circ\iota^{1}=\gamma_{1} θ ∘ ι 1 = γ 1 , θ ∘ ι 2 = γ 3 \theta\circ\iota^{2}=\gamma_{3} θ ∘ ι 2 = γ 3 , θ ′ ∘ ι 1 = γ 2 \theta'\circ\iota^{1}=\gamma_{2} θ ′ ∘ ι 1 = γ 2 and θ ′ ∘ ι 2 = γ 3 \theta'\circ\iota^{2}=\gamma_{3} θ ′ ∘ ι 2 = γ 3 , that is θ ∈ Π ( γ 1 , γ 3 ) \theta\in\Pi(\gamma_{1},\gamma_{3}) θ ∈ Π ( γ 1 , γ 3 ) and θ ′ ∈ Π ( γ 2 , γ 3 ) \theta'\in\Pi(\gamma_{2},\gamma_{3}) θ ′ ∈ Π ( γ 2 , γ 3 ) by Couplings of Two Noncommutative Laws and Their Quadratic Cost §coupling (for 2 d 2d 2 d variables).
Substitutions are linear (Substitution of Noncommutative Polynomials into the Variables §substitution ), multiplicative (Substitution is the Unique Unital Homomorphism with Prescribed Values on the Variables: Monomials, Products, Adjoints and Composition §homomorphism ) and send x i x_{i} x i to the i i i -th entry of the tuple (Substitution is the Unique Unital Homomorphism with Prescribed Values on the Variables: Monomials, Products, Adjoints and Composition §values ). Splitting the sum defining Δ 2 d \Delta_{2d} Δ 2 d at i = d i=d i = d (claim 1 of Properties of Finite Sums ) and using ( − q ) 2 = q 2 (-q)^{2}=q^{2} ( − q ) 2 = q 2 (Noncommutative Polynomials Form a Unital Complex Algebra with Involution: Linear Extension from Monomials, Products, Adjoints and Self-Adjoint Parts §algebra ),
σ b ( Δ 2 d ) = ∑ j = 1 d ( u j − u j ) 2 + ∑ j = 1 d ( v j − w j ) 2 = σ 23 ( Δ d ) , σ b ′ ( Δ 2 d ) = ∑ j = 1 d ( v j − u j ) 2 + ∑ j = 1 d ( w j − w j ) 2 = σ 12 ( Δ d ) . \sigma_{b}(\Delta_{2d})=\sum_{j=1}^{d}(u_{j}-u_{j})^{2}+\sum_{j=1}^{d}(v_{j}-w_{j})^{2}=\sigma^{23}(\Delta_{d}),\qquad\sigma_{b'}(\Delta_{2d})=\sum_{j=1}^{d}(v_{j}-u_{j})^{2}+\sum_{j=1}^{d}(w_{j}-w_{j})^{2}=\sigma^{12}(\Delta_{d}). σ b ( Δ 2 d ) = j = 1 ∑ d ( u j − u j ) 2 + j = 1 ∑ d ( v j − w j ) 2 = σ 23 ( Δ d ) , σ b ′ ( Δ 2 d ) = j = 1 ∑ d ( v j − u j ) 2 + j = 1 ∑ d ( w j − w j ) 2 = σ 12 ( Δ d ) .
By Couplings of Two Noncommutative Laws and Their Quadratic Cost §cost , I ( θ ) = ψ ( σ 23 ( Δ d ) ) = γ 2 ( Δ d ) = I ( γ 2 ) I(\theta)=\psi(\sigma^{23}(\Delta_{d}))=\gamma_{2}(\Delta_{d})=I(\gamma_{2}) I ( θ ) = ψ ( σ 23 ( Δ d )) = γ 2 ( Δ d ) = I ( γ 2 ) and I ( θ ′ ) = I ( γ 1 ) I(\theta')=I(\gamma_{1}) I ( θ ′ ) = I ( γ 1 ) . By The Noncommutative Quadratic Wasserstein Distance and Optimal Couplings §distance (for 2 d 2d 2 d variables), W 2 ( γ 1 , γ 3 ) 2 ≤ I ( θ ) = I ( γ 2 ) W_{2}(\gamma_{1},\gamma_{3})^{2}\le I(\theta)=I(\gamma_{2}) W 2 ( γ 1 , γ 3 ) 2 ≤ I ( θ ) = I ( γ 2 ) and W 2 ( γ 2 , γ 3 ) 2 ≤ I ( θ ′ ) = I ( γ 1 ) W_{2}(\gamma_{2},\gamma_{3})^{2}\le I(\theta')=I(\gamma_{1}) W 2 ( γ 2 , γ 3 ) 2 ≤ I ( θ ′ ) = I ( γ 1 ) , which give the first two inequalities.
For the third, put p j = u j − v j p_{j}=u_{j}-v_{j} p j = u j − v j and q j = v j − w j q_{j}=v_{j}-w_{j} q j = v j − w j in P 3 d , s a \mathcal{P}_{3d,\mathrm{sa}} P 3 d , sa , let β \beta β be the pairing β ψ \beta_{\psi} β ψ of Basic Properties of Noncommutative Laws: Adjoints, the Self-Adjoint Pairing, Cauchy-Schwarz, Monotonicity in the Bound, and Laws of Constant Tuples §pairing , and let ∥ ⋅ ∥ β \|\cdot\|_{\beta} ∥ ⋅ ∥ β be its seminorm as in Cauchy Sequences for a Positive Semidefinite Symmetric Bilinear Form: Cauchy-Schwarz, the Space of Cauchy Sequences, Convergence of Pairings, and Null Sequences , with P j = ∥ p j ∥ β P_{j}=\|p_{j}\|_{\beta} P j = ∥ p j ∥ β and Q j = ∥ q j ∥ β Q_{j}=\|q_{j}\|_{\beta} Q j = ∥ q j ∥ β . As above, σ 12 ( Δ d ) = ∑ j p j 2 \sigma^{12}(\Delta_{d})=\sum_{j}p_{j}^{2} σ 12 ( Δ d ) = ∑ j p j 2 , σ 23 ( Δ d ) = ∑ j q j 2 \sigma^{23}(\Delta_{d})=\sum_{j}q_{j}^{2} σ 23 ( Δ d ) = ∑ j q j 2 and σ 13 ( Δ d ) = ∑ j ( p j + q j ) 2 \sigma^{13}(\Delta_{d})=\sum_{j}(p_{j}+q_{j})^{2} σ 13 ( Δ d ) = ∑ j ( p j + q j ) 2 , so by linearity of ψ \psi ψ and the symmetry and bilinearity of β \beta β ,
I ( γ 1 ) = ∑ j = 1 d P j 2 , I ( γ 2 ) = ∑ j = 1 d Q j 2 , I ( γ 3 ) = ∑ j = 1 d β ( p j + q j , p j + q j ) = I ( γ 1 ) + 2 ∑ j = 1 d β ( p j , q j ) + I ( γ 2 ) . I(\gamma_{1})=\sum_{j=1}^{d}P_{j}^{2},\qquad I(\gamma_{2})=\sum_{j=1}^{d}Q_{j}^{2},\qquad I(\gamma_{3})=\sum_{j=1}^{d}\beta(p_{j}+q_{j},p_{j}+q_{j})=I(\gamma_{1})+2\sum_{j=1}^{d}\beta(p_{j},q_{j})+I(\gamma_{2}). I ( γ 1 ) = j = 1 ∑ d P j 2 , I ( γ 2 ) = j = 1 ∑ d Q j 2 , I ( γ 3 ) = j = 1 ∑ d β ( p j + q j , p j + q j ) = I ( γ 1 ) + 2 j = 1 ∑ d β ( p j , q j ) + I ( γ 2 ) .
By Cauchy Sequences for a Positive Semidefinite Symmetric Bilinear Form: Cauchy-Schwarz, the Space of Cauchy Sequences, Convergence of Pairings, and Null Sequences §cauchy-schwarz , β ( p j , q j ) ≤ P j Q j \beta(p_{j},q_{j})\le P_{j}Q_{j} β ( p j , q j ) ≤ P j Q j ; and by Cauchy-Schwarz Inequality for the Euclidean Dot Product for the points ( P j ) j (P_{j})_{j} ( P j ) j and ( Q j ) j (Q_{j})_{j} ( Q j ) j of R d \mathbb{R}^{d} R d , whose dot product and Euclidean norms are ∑ j P j Q j \sum_{j}P_{j}Q_{j} ∑ j P j Q j , I ( γ 1 ) 1 / 2 I(\gamma_{1})^{1/2} I ( γ 1 ) 1/2 and I ( γ 2 ) 1 / 2 I(\gamma_{2})^{1/2} I ( γ 2 ) 1/2 (Difference, Dot Product, and Orthogonality in R n \mathbb{R}^n R n , Euclidean Norm on R n \mathbb{R}^n R n ), ∑ j P j Q j ≤ I ( γ 1 ) 1 / 2 I ( γ 2 ) 1 / 2 \sum_{j}P_{j}Q_{j}\le I(\gamma_{1})^{1/2}I(\gamma_{2})^{1/2} ∑ j P j Q j ≤ I ( γ 1 ) 1/2 I ( γ 2 ) 1/2 . Hence I ( γ 3 ) ≤ ( I ( γ 1 ) 1 / 2 + I ( γ 2 ) 1 / 2 ) 2 I(\gamma_{3})\le(I(\gamma_{1})^{1/2}+I(\gamma_{2})^{1/2})^{2} I ( γ 3 ) ≤ ( I ( γ 1 ) 1/2 + I ( γ 2 ) 1/2 ) 2 , and the third inequality follows by taking square roots. This proves the claim.
Proof of clause 1 (Almost optimal couplings). Fix a real ε > 0 \varepsilon>0 ε > 0 . Put w = W ^ 2 ( μ , ν ) ≥ 0 w=\widehat{W}_{2}(\mu,\nu)\ge0 w = W 2 ( μ , ν ) ≥ 0 and η = min { 1 , ε / ( 2 w + 1 ) } > 0 \eta=\min\{1,\varepsilon/(2w+1)\}>0 η = min { 1 , ε / ( 2 w + 1 )} > 0 . Then η 2 ≤ η \eta^{2}\le\eta η 2 ≤ η and ( w + η ) 2 = w 2 + 2 w η + η 2 ≤ w 2 + η ( 2 w + 1 ) ≤ w 2 + ε (w+\eta)^{2}=w^{2}+2w\eta+\eta^{2}\le w^{2}+\eta(2w+1)\le w^{2}+\varepsilon ( w + η ) 2 = w 2 + 2 w η + η 2 ≤ w 2 + η ( 2 w + 1 ) ≤ w 2 + ε . Write h k = ( 1 2 ) k h_{k}=(\tfrac12)^{k} h k = ( 2 1 ) k for k ≥ 0 k\ge0 k ≥ 0 . By Series of Nonnegative Real Numbers, Comparison, and the Geometric Series §geometric , h k → 0 h_{k}\to0 h k → 0 and ∑ i = 1 n h i = 1 − h n \sum_{i=1}^{n}h_{i}=1-h_{n} ∑ i = 1 n h i = 1 − h n for n ∈ N n\in\mathbb{N} n ∈ N ; hence ∑ i = 1 n h i ≤ 1 \sum_{i=1}^{n}h_{i}\le1 ∑ i = 1 n h i ≤ 1 , and ∑ i = k l − 1 h i = h k − 1 − h l − 1 < h k − 1 = 2 h k \sum_{i=k}^{l-1}h_{i}=h_{k-1}-h_{l-1}<h_{k-1}=2h_{k} ∑ i = k l − 1 h i = h k − 1 − h l − 1 < h k − 1 = 2 h k for 1 ≤ k < l 1\le k<l 1 ≤ k < l . The choices below are made in the order (a), (b), (d); step (c) is a statement proved for all its data.
(a) Approximants. By The Metric Completion of a Metric Space §completion choose Cauchy sequences x = ( x l ) x=(x_{l}) x = ( x l ) and y = ( y l ) y=(y_{l}) y = ( y l ) in ( Σ d , W 2 ) (\Sigma_{d},W_{2}) ( Σ d , W 2 ) with μ = [ x ] \mu=[x] μ = [ x ] and ν = [ y ] \nu=[y] ν = [ y ] ; then κ d ( x l ) → μ \kappa_{d}(x_{l})\to\mu κ d ( x l ) → μ and κ d ( y l ) → ν \kappa_{d}(y_{l})\to\nu κ d ( y l ) → ν by The Metric Completion is a Complete Metric Space with a Dense Isometric Copy of the Space, and Maps Preserving Cauchy Sequences Extend to It §density . For k ∈ N k\in\mathbb{N} k ∈ N , the set of N ∈ N N\in\mathbb{N} N ∈ N such that W ^ 2 ( κ d ( x l ) , μ ) < η h k / 8 \widehat{W}_{2}(\kappa_{d}(x_{l}),\mu)<\eta h_{k}/8 W 2 ( κ d ( x l ) , μ ) < η h k /8 and W ^ 2 ( κ d ( y l ) , ν ) < η h k / 8 \widehat{W}_{2}(\kappa_{d}(y_{l}),\nu)<\eta h_{k}/8 W 2 ( κ d ( y l ) , ν ) < η h k /8 for all l ≥ N l\ge N l ≥ N is nonempty by Convergent Sequence in a Metric Space (take the larger of the two indices given there); let N k N_{k} N k be its least element (The Natural Numbers Are Well Ordered ), so that no choice is involved, and put μ k = x N k \mu_{k}=x_{N_{k}} μ k = x N k and ν k = y N k \nu_{k}=y_{N_{k}} ν k = y N k , elements of Σ d \Sigma_{d} Σ d . Thus W ^ 2 ( κ d ( μ k ) , μ ) < η h k / 8 \widehat{W}_{2}(\kappa_{d}(\mu_{k}),\mu)<\eta h_{k}/8 W 2 ( κ d ( μ k ) , μ ) < η h k /8 and W ^ 2 ( κ d ( ν k ) , ν ) < η h k / 8 \widehat{W}_{2}(\kappa_{d}(\nu_{k}),\nu)<\eta h_{k}/8 W 2 ( κ d ( ν k ) , ν ) < η h k /8 for every k k k ; as h k → 0 h_{k}\to0 h k → 0 , κ d ( μ k ) → μ \kappa_{d}(\mu_{k})\to\mu κ d ( μ k ) → μ and κ d ( ν k ) → ν \kappa_{d}(\nu_{k})\to\nu κ d ( ν k ) → ν . Put a k = W 2 ( μ k , μ k + 1 ) a_{k}=W_{2}(\mu_{k},\mu_{k+1}) a k = W 2 ( μ k , μ k + 1 ) and b k = W 2 ( ν k , ν k + 1 ) b_{k}=W_{2}(\nu_{k},\nu_{k+1}) b k = W 2 ( ν k , ν k + 1 ) . By The Metric Completion is a Complete Metric Space with a Dense Isometric Copy of the Space, and Maps Preserving Cauchy Sequences Extend to It §isometry and the triangle inequality for W ^ 2 \widehat{W}_{2} W 2 , a k ≤ W ^ 2 ( κ d ( μ k ) , μ ) + W ^ 2 ( μ , κ d ( μ k + 1 ) ) < η h k / 8 + η h k + 1 / 8 < η h k / 4 a_{k}\le\widehat{W}_{2}(\kappa_{d}(\mu_{k}),\mu)+\widehat{W}_{2}(\mu,\kappa_{d}(\mu_{k+1}))<\eta h_{k}/8+\eta h_{k+1}/8<\eta h_{k}/4 a k ≤ W 2 ( κ d ( μ k ) , μ ) + W 2 ( μ , κ d ( μ k + 1 )) < η h k /8 + η h k + 1 /8 < η h k /4 , likewise b k < η h k / 4 b_{k}<\eta h_{k}/4 b k < η h k /4 , and
W 2 ( μ 1 , ν 1 ) = W ^ 2 ( κ d ( μ 1 ) , κ d ( ν 1 ) ) ≤ W ^ 2 ( κ d ( μ 1 ) , μ ) + w + W ^ 2 ( ν , κ d ( ν 1 ) ) < w + η / 4. W_{2}(\mu_{1},\nu_{1})=\widehat{W}_{2}(\kappa_{d}(\mu_{1}),\kappa_{d}(\nu_{1}))\le\widehat{W}_{2}(\kappa_{d}(\mu_{1}),\mu)+w+\widehat{W}_{2}(\nu,\kappa_{d}(\nu_{1}))<w+\eta/4. W 2 ( μ 1 , ν 1 ) = W 2 ( κ d ( μ 1 ) , κ d ( ν 1 )) ≤ W 2 ( κ d ( μ 1 ) , μ ) + w + W 2 ( ν , κ d ( ν 1 )) < w + η /4.
(b) Start. Take R > 0 R>0 R > 0 with μ 1 , ν 1 ∈ Σ d , R \mu_{1},\nu_{1}\in\Sigma_{d,R} μ 1 , ν 1 ∈ Σ d , R and choose, by The Noncommutative Wasserstein Distance: Existence of Optimal Couplings, Symmetry, Separation, a Moment Bound, Weak-Star Lower Semicontinuity, and Displacement Interpolation §attained , an optimal γ 1 ∈ Π ( μ 1 , ν 1 ) \gamma_{1}\in\Pi(\mu_{1},\nu_{1}) γ 1 ∈ Π ( μ 1 , ν 1 ) (The Noncommutative Quadratic Wasserstein Distance and Optimal Couplings §optimal ); then I ( γ 1 ) 1 / 2 = W 2 ( μ 1 , ν 1 ) < w + η / 4 I(\gamma_{1})^{1/2}=W_{2}(\mu_{1},\nu_{1})<w+\eta/4 I ( γ 1 ) 1/2 = W 2 ( μ 1 , ν 1 ) < w + η /4 .
(c) One step. Claim: for every k ∈ N k\in\mathbb{N} k ∈ N and every γ ∈ Π ( μ k , ν k ) \gamma\in\Pi(\mu_{k},\nu_{k}) γ ∈ Π ( μ k , ν k ) there is γ ~ ∈ Π ( μ k + 1 , ν k + 1 ) \tilde\gamma\in\Pi(\mu_{k+1},\nu_{k+1}) γ ~ ∈ Π ( μ k + 1 , ν k + 1 ) with W 2 ( γ , γ ~ ) ≤ a k + b k W_{2}(\gamma,\tilde\gamma)\le a_{k}+b_{k} W 2 ( γ , γ ~ ) ≤ a k + b k and I ( γ ~ ) 1 / 2 ≤ I ( γ ) 1 / 2 + a k + b k I(\tilde\gamma)^{1/2}\le I(\gamma)^{1/2}+a_{k}+b_{k} I ( γ ~ ) 1/2 ≤ I ( γ ) 1/2 + a k + b k . Take R > 0 R>0 R > 0 with μ k , μ k + 1 , ν k , ν k + 1 ∈ Σ d , R \mu_{k},\mu_{k+1},\nu_{k},\nu_{k+1}\in\Sigma_{d,R} μ k , μ k + 1 , ν k , ν k + 1 ∈ Σ d , R . Step A: by The Noncommutative Wasserstein Distance: Existence of Optimal Couplings, Symmetry, Separation, a Moment Bound, Weak-Star Lower Semicontinuity, and Displacement Interpolation §attained choose an optimal α ∈ Π ( μ k + 1 , μ k ) \alpha\in\Pi(\mu_{k+1},\mu_{k}) α ∈ Π ( μ k + 1 , μ k ) ; by The Noncommutative Wasserstein Distance: Existence of Optimal Couplings, Symmetry, Separation, a Moment Bound, Weak-Star Lower Semicontinuity, and Displacement Interpolation §symmetry , I ( α ) = W 2 ( μ k + 1 , μ k ) 2 = a k 2 I(\alpha)=W_{2}(\mu_{k+1},\mu_{k})^{2}=a_{k}^{2} I ( α ) = W 2 ( μ k + 1 , μ k ) 2 = a k 2 , so I ( α ) 1 / 2 = a k I(\alpha)^{1/2}=a_{k} I ( α ) 1/2 = a k . Step 1 with ( λ 1 , λ 2 , λ 3 ) = ( μ k + 1 , μ k , ν k ) (\lambda_{1},\lambda_{2},\lambda_{3})=(\mu_{k+1},\mu_{k},\nu_{k}) ( λ 1 , λ 2 , λ 3 ) = ( μ k + 1 , μ k , ν k ) and ( γ 1 , γ 2 ) = ( α , γ ) (\gamma_{1},\gamma_{2})=(\alpha,\gamma) ( γ 1 , γ 2 ) = ( α , γ ) gives γ ′ ∈ Π ( μ k + 1 , ν k ) \gamma'\in\Pi(\mu_{k+1},\nu_{k}) γ ′ ∈ Π ( μ k + 1 , ν k ) with W 2 ( γ , γ ′ ) ≤ I ( α ) 1 / 2 = a k W_{2}(\gamma,\gamma')\le I(\alpha)^{1/2}=a_{k} W 2 ( γ , γ ′ ) ≤ I ( α ) 1/2 = a k and I ( γ ′ ) 1 / 2 ≤ a k + I ( γ ) 1 / 2 I(\gamma')^{1/2}\le a_{k}+I(\gamma)^{1/2} I ( γ ′ ) 1/2 ≤ a k + I ( γ ) 1/2 . Step B: choose an optimal β ∈ Π ( ν k , ν k + 1 ) \beta\in\Pi(\nu_{k},\nu_{k+1}) β ∈ Π ( ν k , ν k + 1 ) , so I ( β ) 1 / 2 = b k I(\beta)^{1/2}=b_{k} I ( β ) 1/2 = b k . Step 1 with ( λ 1 , λ 2 , λ 3 ) = ( μ k + 1 , ν k , ν k + 1 ) (\lambda_{1},\lambda_{2},\lambda_{3})=(\mu_{k+1},\nu_{k},\nu_{k+1}) ( λ 1 , λ 2 , λ 3 ) = ( μ k + 1 , ν k , ν k + 1 ) and ( γ 1 , γ 2 ) = ( γ ′ , β ) (\gamma_{1},\gamma_{2})=(\gamma',\beta) ( γ 1 , γ 2 ) = ( γ ′ , β ) gives γ ~ ∈ Π ( μ k + 1 , ν k + 1 ) \tilde\gamma\in\Pi(\mu_{k+1},\nu_{k+1}) γ ~ ∈ Π ( μ k + 1 , ν k + 1 ) with W 2 ( γ ′ , γ ~ ) ≤ I ( β ) 1 / 2 = b k W_{2}(\gamma',\tilde\gamma)\le I(\beta)^{1/2}=b_{k} W 2 ( γ ′ , γ ~ ) ≤ I ( β ) 1/2 = b k and I ( γ ~ ) 1 / 2 ≤ I ( γ ′ ) 1 / 2 + b k I(\tilde\gamma)^{1/2}\le I(\gamma')^{1/2}+b_{k} I ( γ ~ ) 1/2 ≤ I ( γ ′ ) 1/2 + b k . By The Noncommutative Wasserstein Distance Satisfies the Triangle Inequality and is a Metric on Noncommutative Laws §triangle in Σ 2 d \Sigma_{2d} Σ 2 d , W 2 ( γ , γ ~ ) ≤ a k + b k W_{2}(\gamma,\tilde\gamma)\le a_{k}+b_{k} W 2 ( γ , γ ~ ) ≤ a k + b k , and I ( γ ~ ) 1 / 2 ≤ I ( γ ) 1 / 2 + a k + b k I(\tilde\gamma)^{1/2}\le I(\gamma)^{1/2}+a_{k}+b_{k} I ( γ ~ ) 1/2 ≤ I ( γ ) 1/2 + a k + b k .
(d) Recursion by dependent choice. Each step of the construction chooses among couplings, and no choice function on the sets Π ( μ k , ν k ) \Pi(\mu_{k},\nu_{k}) Π ( μ k , ν k ) is available, so we use Axiom of Dependent Choice rather than Definition of Sequences by Recursion on the Natural Numbers . Let S \mathcal{S} S be the set of pairs ( k , γ ) (k,\gamma) ( k , γ ) with k ∈ N k\in\mathbb{N} k ∈ N and γ ∈ Π ( μ k , ν k ) \gamma\in\Pi(\mu_{k},\nu_{k}) γ ∈ Π ( μ k , ν k ) , and let R \mathcal{R} R be the relation on S \mathcal{S} S consisting of the pairs ( ( k , γ ) , ( k ′ , γ ~ ) ) ((k,\gamma),(k',\tilde\gamma)) (( k , γ ) , ( k ′ , γ ~ )) with k ′ = k + 1 k'=k+1 k ′ = k + 1 , W 2 ( γ , γ ~ ) ≤ a k + b k W_{2}(\gamma,\tilde\gamma)\le a_{k}+b_{k} W 2 ( γ , γ ~ ) ≤ a k + b k and I ( γ ~ ) 1 / 2 ≤ I ( γ ) 1 / 2 + a k + b k I(\tilde\gamma)^{1/2}\le I(\gamma)^{1/2}+a_{k}+b_{k} I ( γ ~ ) 1/2 ≤ I ( γ ) 1/2 + a k + b k . By (c) every element of S \mathcal{S} S has an R \mathcal{R} R -successor, and ( 1 , γ 1 ) ∈ S (1,\gamma_{1})\in\mathcal{S} ( 1 , γ 1 ) ∈ S . The axiom gives a sequence ( s k ) k ∈ N (s_{k})_{k\in\mathbb{N}} ( s k ) k ∈ N in S \mathcal{S} S with s 1 = ( 1 , γ 1 ) s_{1}=(1,\gamma_{1}) s 1 = ( 1 , γ 1 ) and ( s k , s k + 1 ) ∈ R (s_{k},s_{k+1})\in\mathcal{R} ( s k , s k + 1 ) ∈ R for all k k k ; by induction the first entry of s k s_{k} s k is k k k , so s k = ( k , γ k ) s_{k}=(k,\gamma_{k}) s k = ( k , γ k ) with γ k ∈ Π ( μ k , ν k ) \gamma_{k}\in\Pi(\mu_{k},\nu_{k}) γ k ∈ Π ( μ k , ν k ) , and
W 2 ( γ k , γ k + 1 ) ≤ a k + b k < η h k / 2 , I ( γ k + 1 ) 1 / 2 ≤ I ( γ k ) 1 / 2 + a k + b k ( k ∈ N ) . W_{2}(\gamma_{k},\gamma_{k+1})\le a_{k}+b_{k}<\eta h_{k}/2,\qquad I(\gamma_{k+1})^{1/2}\le I(\gamma_{k})^{1/2}+a_{k}+b_{k}\qquad(k\in\mathbb{N}). W 2 ( γ k , γ k + 1 ) ≤ a k + b k < η h k /2 , I ( γ k + 1 ) 1/2 ≤ I ( γ k ) 1/2 + a k + b k ( k ∈ N ) .
(e) Cauchy property and cost bound. Each γ k \gamma_{k} γ k lies in Σ 2 d \Sigma_{2d} Σ 2 d by Couplings of Noncommutative Laws: the Norm Bound, the Cost Identity, the Tensor, Diagonal and Swapped Couplings, Weak-Star Closedness, and Displacement Interpolants §bound . For 1 ≤ k < l 1\le k<l 1 ≤ k < l , induction on l l l with The Noncommutative Wasserstein Distance Satisfies the Triangle Inequality and is a Metric on Noncommutative Laws §triangle gives W 2 ( γ k , γ l ) ≤ ∑ i = k l − 1 ( a i + b i ) < η 2 ∑ i = k l − 1 h i < η h k W_{2}(\gamma_{k},\gamma_{l})\le\sum_{i=k}^{l-1}(a_{i}+b_{i})<\frac{\eta}{2}\sum_{i=k}^{l-1}h_{i}<\eta h_{k} W 2 ( γ k , γ l ) ≤ ∑ i = k l − 1 ( a i + b i ) < 2 η ∑ i = k l − 1 h i < η h k . Given a real ε ′ > 0 \varepsilon'>0 ε ′ > 0 , choose N N N with η h N < ε ′ \eta h_{N}<\varepsilon' η h N < ε ′ (possible as h k → 0 h_{k}\to0 h k → 0 ); since h k ≤ h N h_{k}\le h_{N} h k ≤ h N for k ≥ N k\ge N k ≥ N , W 2 ( γ k , γ l ) < ε ′ W_{2}(\gamma_{k},\gamma_{l})<\varepsilon' W 2 ( γ k , γ l ) < ε ′ for all k , l ≥ N k,l\ge N k , l ≥ N (for k = l k=l k = l the distance is 0 0 0 ). So ( γ k ) (\gamma_{k}) ( γ k ) is a Cauchy sequence in ( Σ 2 d , W 2 ) (\Sigma_{2d},W_{2}) ( Σ 2 d , W 2 ) (Cauchy Sequence in a Metric Space ). By induction on k k k , I ( γ k ) 1 / 2 ≤ I ( γ 1 ) 1 / 2 + ∑ i = 1 k − 1 ( a i + b i ) < w + η / 4 + η 2 ∑ i = 1 k − 1 h i ≤ w + η I(\gamma_{k})^{1/2}\le I(\gamma_{1})^{1/2}+\sum_{i=1}^{k-1}(a_{i}+b_{i})<w+\eta/4+\frac{\eta}{2}\sum_{i=1}^{k-1}h_{i}\le w+\eta I ( γ k ) 1/2 ≤ I ( γ 1 ) 1/2 + ∑ i = 1 k − 1 ( a i + b i ) < w + η /4 + 2 η ∑ i = 1 k − 1 h i ≤ w + η (the sum being empty for k = 1 k=1 k = 1 ), hence
I ( γ k ) ≤ ( w + η ) 2 ≤ w 2 + ε ( k ∈ N ) . I(\gamma_{k})\le(w+\eta)^{2}\le w^{2}+\varepsilon\qquad(k\in\mathbb{N}). I ( γ k ) ≤ ( w + η ) 2 ≤ w 2 + ε ( k ∈ N ) .
(f) The limit. Let γ = [ ( γ k ) k ] ∈ Σ 2 d 2 \gamma=[(\gamma_{k})_{k}]\in\Sigma^{2}_{2d} γ = [( γ k ) k ] ∈ Σ 2 d 2 ; by The Metric Completion is a Complete Metric Space with a Dense Isometric Copy of the Space, and Maps Preserving Cauchy Sequences Extend to It §density , κ 2 d ( γ k ) → γ \kappa_{2d}(\gamma_{k})\to\gamma κ 2 d ( γ k ) → γ . For ϵ = 1 , 2 \epsilon=1,2 ϵ = 1 , 2 , p r # ϵ \mathrm{pr}^{\epsilon}_{\#} pr # ϵ is continuous by Calculus of Square-Integrable Noncommutative Laws: Agreement on Bounded Laws, Lipschitz Estimates, Functoriality of Push-Forwards, Moment Formulas, Positivity, the Cost and the Diagonal Coupling §lipschitz , so p r # ϵ κ 2 d ( γ k ) → p r # ϵ γ \mathrm{pr}^{\epsilon}_{\#}\kappa_{2d}(\gamma_{k})\to\mathrm{pr}^{\epsilon}_{\#}\gamma pr # ϵ κ 2 d ( γ k ) → pr # ϵ γ by Continuity Between Metric Spaces is Equivalent to Sequential Continuity §sequential . By Calculus of Square-Integrable Noncommutative Laws: Agreement on Bounded Laws, Lipschitz Estimates, Functoriality of Push-Forwards, Moment Formulas, Positivity, the Cost and the Diagonal Coupling §bounded and Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §coordinate , p r # 1 κ 2 d ( γ k ) = κ d ( γ k ∘ σ p r 1 ) = κ d ( γ k ∘ ι 1 ) = κ d ( μ k ) \mathrm{pr}^{1}_{\#}\kappa_{2d}(\gamma_{k})=\kappa_{d}(\gamma_{k}\circ\sigma_{\mathrm{pr}^{1}})=\kappa_{d}(\gamma_{k}\circ\iota^{1})=\kappa_{d}(\mu_{k}) pr # 1 κ 2 d ( γ k ) = κ d ( γ k ∘ σ pr 1 ) = κ d ( γ k ∘ ι 1 ) = κ d ( μ k ) , which tends to μ \mu μ by (a); so p r # 1 γ = μ \mathrm{pr}^{1}_{\#}\gamma=\mu pr # 1 γ = μ by Uniqueness of Limits in a Metric Space , and in the same way p r # 2 γ = ν \mathrm{pr}^{2}_{\#}\gamma=\nu pr # 2 γ = ν . Thus γ ∈ Π 2 ( μ , ν ) \gamma\in\Pi^{2}(\mu,\nu) γ ∈ Π 2 ( μ , ν ) by Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §couplings . Next, D # D_{\#} D # and M ^ \widehat{M} M are continuous by Calculus of Square-Integrable Noncommutative Laws: Agreement on Bounded Laws, Lipschitz Estimates, Functoriality of Push-Forwards, Moment Formulas, Positivity, the Cost and the Diagonal Coupling §lipschitz , so two applications of Continuity Between Metric Spaces is Equivalent to Sequential Continuity §sequential give I ( κ 2 d ( γ k ) ) = M ^ ( D # κ 2 d ( γ k ) ) → M ^ ( D # γ ) = I ( γ ) \mathcal{I}(\kappa_{2d}(\gamma_{k}))=\widehat{M}(D_{\#}\kappa_{2d}(\gamma_{k}))\to\widehat{M}(D_{\#}\gamma)=\mathcal{I}(\gamma) I ( κ 2 d ( γ k )) = M ( D # κ 2 d ( γ k )) → M ( D # γ ) = I ( γ ) (Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §cost ). Since γ k ∈ Π ( μ k , ν k ) \gamma_{k}\in\Pi(\mu_{k},\nu_{k}) γ k ∈ Π ( μ k , ν k ) , Calculus of Square-Integrable Noncommutative Laws: Agreement on Bounded Laws, Lipschitz Estimates, Functoriality of Push-Forwards, Moment Formulas, Positivity, the Cost and the Diagonal Coupling §bounded gives I ( κ 2 d ( γ k ) ) = I ( γ k ) ≤ w 2 + ε \mathcal{I}(\kappa_{2d}(\gamma_{k}))=I(\gamma_{k})\le w^{2}+\varepsilon I ( κ 2 d ( γ k )) = I ( γ k ) ≤ w 2 + ε for every k k k , and claim 1 of Order Properties of Limits of Real Sequences (against the constant sequence w 2 + ε w^{2}+\varepsilon w 2 + ε ) gives I ( γ ) ≤ W ^ 2 ( μ , ν ) 2 + ε \mathcal{I}(\gamma)\le\widehat{W}_{2}(\mu,\nu)^{2}+\varepsilon I ( γ ) ≤ W 2 ( μ , ν ) 2 + ε .
Proof of clause 2 (Infimum). By clause 1 with ε = 1 \varepsilon=1 ε = 1 , Π 2 ( μ , ν ) \Pi^{2}(\mu,\nu) Π 2 ( μ , ν ) is nonempty; let E = { I ( γ ) : γ ∈ Π 2 ( μ , ν ) } E=\{\mathcal{I}(\gamma):\gamma\in\Pi^{2}(\mu,\nu)\} E = { I ( γ ) : γ ∈ Π 2 ( μ , ν )} . By Calculus of Square-Integrable Noncommutative Laws: Agreement on Bounded Laws, Lipschitz Estimates, Functoriality of Push-Forwards, Moment Formulas, Positivity, the Cost and the Diagonal Coupling §cost , W ^ 2 ( μ , ν ) 2 ≤ I ( γ ) \widehat{W}_{2}(\mu,\nu)^{2}\le\mathcal{I}(\gamma) W 2 ( μ , ν ) 2 ≤ I ( γ ) for every γ ∈ Π 2 ( μ , ν ) \gamma\in\Pi^{2}(\mu,\nu) γ ∈ Π 2 ( μ , ν ) , so W ^ 2 ( μ , ν ) 2 \widehat{W}_{2}(\mu,\nu)^{2} W 2 ( μ , ν ) 2 is a lower bound of E E E . Let ℓ \ell ℓ be any lower bound of E E E and suppose ℓ > W ^ 2 ( μ , ν ) 2 \ell>\widehat{W}_{2}(\mu,\nu)^{2} ℓ > W 2 ( μ , ν ) 2 . Clause 1 with ε = ( ℓ − W ^ 2 ( μ , ν ) 2 ) / 2 > 0 \varepsilon=(\ell-\widehat{W}_{2}(\mu,\nu)^{2})/2>0 ε = ( ℓ − W 2 ( μ , ν ) 2 ) /2 > 0 gives γ ∈ Π 2 ( μ , ν ) \gamma\in\Pi^{2}(\mu,\nu) γ ∈ Π 2 ( μ , ν ) with I ( γ ) ≤ W ^ 2 ( μ , ν ) 2 + ε < ℓ \mathcal{I}(\gamma)\le\widehat{W}_{2}(\mu,\nu)^{2}+\varepsilon<\ell I ( γ ) ≤ W 2 ( μ , ν ) 2 + ε < ℓ , contradicting that ℓ \ell ℓ is a lower bound. Since the order of R \mathbb{R} R is total, ℓ ≤ W ^ 2 ( μ , ν ) 2 \ell\le\widehat{W}_{2}(\mu,\nu)^{2} ℓ ≤ W 2 ( μ , ν ) 2 . By Lower Bound and Greatest Lower Bound in a Totally Ordered Set , W ^ 2 ( μ , ν ) 2 \widehat{W}_{2}(\mu,\nu)^{2} W 2 ( μ , ν ) 2 is the infimum of E E E .