Proof of 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
lemmalem:nc-l2-laws-calculus-2026aEvery map involved is continuous on the completion, so each identity or inequality follows from its bounded-law version by uniqueness of continuous extensions or by the inequality principle, after the formulas on constant sequences are read off from the extension property. The quadratic Lipschitz estimate is obtained by passing to the limit along approximating bounded laws.
Each result cited below is universally quantified over the data in its own statement. Clauses 1, 2 and 4 are proved for an arbitrary affine datum between arbitrary numbers of variables, and they are used below also for the data , , , and ; the order of proof is 1, continuity, 4, 2, 3, 5, 6, and no clause uses a later one.
For , is a metric space by The Noncommutative Wasserstein Distance Satisfies the Triangle Inequality and is a Metric on Noncommutative Laws §metric, and is a complete 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 and The Metric Completion is a Complete Metric Space with a Dense Isometric Copy of the Space, and Maps Preserving Cauchy Sequences Extend to It §complete. The real line of The Absolute Value Metric on the Real Line is complete by Every Cauchy Sequence of Real Numbers Converges, because makes a sequence Cauchy in the sense of Cauchy Sequence in a Metric Space exactly when it is Cauchy in the sense of Cauchy Sequence of Real Numbers; likewise, since , a real sequence converges to in in the sense of Convergent Sequence in a Metric Space exactly when it converges to in the sense of Limit of a Sequence of Real Numbers, so Arithmetic of Limits of Real Sequences and Order Properties of Limits of Real Sequences apply to such limits. Every is a tracial state on by Noncommutative Laws of Finitely Many Self-Adjoint Variables with a Norm Bound §law.
Three general facts. (F1) If and are continuous maps between metric spaces, then is continuous: if in , then and hence by Continuity Between Metric Spaces is Equivalent to Sequential Continuity §sequential, so is continuous by Continuity Between Metric Spaces is Equivalent to Sequential Continuity §on-subset (with ). (F2) If is a metric space and , then : by the triangle inequality and the symmetry of (Metric Space), , and likewise with and exchanged. (F3) Constant real functions on a metric space are continuous by claim 1 of Continuity of Sums and Products of Real-Valued Functions on a Metric Space, and sums, products and constant multiples of continuous real functions are continuous by claim 5 there; by induction on the number of summands, using the recursion in claim 1 of Properties of Finite Sums, finite sums of continuous real functions are continuous.
Proof of clause 1 (Bounded laws). By Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §push-forward and Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §moments, , and are the extensions of the maps , and on (the moments of Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §moments), so the identity of The Metric Completion is a Complete Metric Space with a Dense Isometric Copy of the Space, and Maps Preserving Cauchy Sequences Extend to It §extension gives the first three formulas. Summing the third over gives by Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §moments and Noncommutative Laws, Couplings and the Wasserstein Distance: Standing Notation §laws.
Now let and . For , by Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §coordinate and by Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §self-adjoint, so the first formula gives
Since is injective 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, (1) shows that holds if and only if , and if and only if . As is a tracial state on , Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §couplings and Couplings of Two Noncommutative Laws and Their Quadratic Cost §coupling give: if and only if . In that case by Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §self-adjoint, and Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §cost, the first and the fourth formula (for variables), Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §cost-identity and Couplings of Two Noncommutative Laws and Their Quadratic Cost §cost give
Continuity. By the continuity statement of The Metric Completion is a Complete Metric Space with a Dense Isometric Copy of the Space, and Maps Preserving Cauchy Sequences Extend to It §extension, , and are continuous (for every affine datum and all indices), and is continuous by (F3). This is the last sentence of clause 2; it does not depend on clauses 2 or 4.
Proof of clause 4 (Moments). Each assertion compares two continuous real functions of , and follows from The Metric Completion is a Complete Metric Space with a Dense Isometric Copy of the Space, and Maps Preserving Cauchy Sequences Extend to It §uniqueness (for equalities) or The Metric Completion is a Complete Metric Space with a Dense Isometric Copy of the Space, and Maps Preserving Cauchy Sequences Extend to It §inequalities (for inequalities) once it is verified at every point , . Symmetry: and are continuous, and at they equal by clause 1 and Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §moments. Next, and are continuous by (F3), and by clause 1 and Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §moments, . For fixed real , the function is continuous by (F3) and at equals by clause 1 and Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §moments; compare it with the constant function . Then because for every , by claim 5 of Properties of Finite Sums.
For the affine formulas fix . The left sides and are continuous by (F1), and the right sides are continuous functions of by (F3). Let ; then by Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §self-adjoint. Clause 1, applied first to at and then to the moments on at , gives and . By the affine moment formulas of Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §moments, and clause 1 once more (which replaces and by and ), these numbers equal the right sides evaluated at .
Proof of clause 2 (Lipschitz estimates). Push-forwards. For , 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 Wasserstein Estimates for Affine Push-Forwards, First and Quadratic Moments, and the Cost of a Joint Law §affine give . Thus is Lipschitz with constant , which is nonnegative by Affine Data and Affine Substitutions of Noncommutative Polynomials §norm, and 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 §extension so is its extension ; this is the first inequality.
First moments. By Wasserstein Estimates for Affine Push-Forwards, First and Quadratic Moments, and the Cost of a Joint Law §moments, is Lipschitz with constant from to , hence so is its extension 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 §extension; this is the second inequality.
Square root of the second moment. Let for . By Wasserstein Estimates for Affine Push-Forwards, First and Quadratic Moments, and the Cost of a Joint Law §moments, is Lipschitz with constant into , so it maps Cauchy sequences to Cauchy sequences of the complete space , and The Metric Completion is a Complete Metric Space with a Dense Isometric Copy of the Space, and Maps Preserving Cauchy Sequences Extend to It §extension provides a continuous map with , Lipschitz with constant . Since , The Metric Completion is a Complete Metric Space with a Dense Isometric Copy of the Space, and Maps Preserving Cauchy Sequences Extend to It §inequalities (against the constant function ) gives . The continuous functions (by (F3)) and satisfy by clause 1, so 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 §uniqueness. By the uniqueness in Existence and Uniqueness of the Nonnegative Square Root, for every , and the Lipschitz property of is the third inequality.
Quadratic moments. Fix and . By The Metric Completion of a Metric Space §completion, and for Cauchy sequences and in , and and 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 every , Wasserstein Estimates for Affine Push-Forwards, First and Quadratic Moments, and the Cost of a Joint Law §moments at , rewritten with clause 1, and 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, reads
As : , , and , by continuity and Continuity Between Metric Spaces is Equivalent to Sequential Continuity §sequential. By (F2), , whose right side tends to by claim 1 of Arithmetic of Limits of Real Sequences; so by claim 3 of Order Properties of Limits of Real Sequences. By claims 1, 2 and 3 of Arithmetic of Limits of Real Sequences and claim 4 of Order Properties of Limits of Real Sequences, the left side of the display tends to and the right side to , and claim 1 of Order Properties of Limits of Real Sequences gives the fourth inequality. The continuity assertions were proved above.
Proof of clause 3 (Functoriality). is an affine datum from to variables by Affine Data and Affine Substitutions of Noncommutative Polynomials §composite. The maps and from to are continuous by clause 2 and (F1). For we have (Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §self-adjoint), and clause 1 (for at , for at , and for at ) and Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §composition give
Hence 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 §uniqueness. Likewise, and the identity map of are continuous (the latter with in Continuous Map Between Metric Spaces), and they agree on since by clause 1 and Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §composition; so they are equal 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 §uniqueness.
Proof of clause 5 (Cost). Let . By Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §couplings, , and by Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §cost and clause 4 (for variables).
Expansion. The data , and from to variables have translation part , so for each of them, with matrix , the formula for in clause 4 with reduces to . For we have , and by Affine Data and Affine Substitutions of Noncommutative Polynomials §coordinate the row is at and elsewhere, while is at and elsewhere. Using claims 2, 3 and 7 of Properties of Finite Sums and the symmetry in clause 4,
Summing over with claims 2 and 3 of Properties of Finite Sums, and using the definition of in Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §moments, gives the displayed identity for .
The distance bound. Let for . If in , then for by clause 2 and Continuity Between Metric Spaces is Equivalent to Sequential Continuity §sequential, and (F2), claim 1 of Arithmetic of Limits of Real Sequences and claim 3 of Order Properties of Limits of Real Sequences give ; so is continuous by Continuity Between Metric Spaces is Equivalent to Sequential Continuity §on-subset, and so is by (F3). Also is continuous by clause 2 and (F1). Let . By (1) and 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, ; by Wasserstein Estimates for Affine Push-Forwards, First and Quadratic Moments, and the Cost of a Joint Law §cost, and ; and by clause 1 (with the laws ). Hence for every , and The Metric Completion is a Complete Metric Space with a Dense Isometric Copy of the Space, and Maps Preserving Cauchy Sequences Extend to It §inequalities gives for every . Finally, if and , then and by Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §couplings, so .
Proof of clause 6 (Diagonal coupling). Let . For , clause 3 and Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §coordinate give , so by Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §couplings. Let , the affine datum from to variables both of whose maps have value , by Affine Substitutions of Noncommutative Laws: Self-Adjointness, Composition, Moment Formulas and Positivity, and the Coordinate Data §coordinate. By Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §cost, clause 3 and Square-Integrable Noncommutative Laws: the Wasserstein Completion of the Laws, Affine Push-Forwards, Moments, Couplings and Cost §moments, . By the formula for in clause 4 with , and , every term of which has a factor , for every (claim 3 of Properties of Finite Sums with ). Hence .
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