English

Tracial smooth functions of non-commuting variables and the free Wasserstein manifold

Operator Algebras 2021-10-27 v2 Information Theory math.IT

Abstract

We formulate a free probabilistic analog of the Wasserstein manifold on Rd\mathbb{R}^d (the formal Riemannian manifold of smooth probability densities on Rd\mathbb{R}^d), and we use it to study smooth non-commutative transport of measure. The points of the free Wasserstein manifold W(Rd)\mathscr{W}(\mathbb{R}^{*d}) are smooth tracial non-commutative functions VV with quadratic growth at \infty, which correspond to minus the log-density in the classical setting. The space of smooth tracial non-commutative functions used here is a new one whose definition and basic properties we develop in the paper; they are scalar-valued functions of self-adjoint dd-tuples from arbitrary tracial von Neumann algebras that can be approximated by trace polynomials. The space of non-commutative diffeomorphisms D(Rd)\mathscr{D}(\mathbb{R}^{*d}) acts on W(Rd)\mathscr{W}(\mathbb{R}^{*d}) by transport, and the basic relationship between tangent vectors for D(Rd)\mathscr{D}(\mathbb{R}^{*d}) and tangent vectors for W(Rd)\mathscr{W}(\mathbb{R}^{*d}) is described using the Laplacian LVL_V associated to VV and its pseudo-inverse ΨV\Psi_V (when defined). Following similar arguments to arXiv:1204.2182, arXiv:1701.00132, and arXiv:1906.10051 in the new setting, we give a rigorous proof for the existence of smooth transport along any path tVtt \mapsto V_t when VV is sufficiently close (1/2)jtr(xj2)(1/2) \sum_j \operatorname{tr}(x_j^2), as well as smooth triangular transport.

Keywords

Cite

@article{arxiv.2101.06572,
  title  = {Tracial smooth functions of non-commuting variables and the free Wasserstein manifold},
  author = {David Jekel and Wuchen Li and Dimitri Shlyakhtenko},
  journal= {arXiv preprint arXiv:2101.06572},
  year   = {2021}
}

Comments

134 pages, revised