An Analog of the 2-Wasserstein Metric in Non-commutative Probability under which the Fermionic Fokker-Planck Equation is Gradient Flow for the Entropy
Abstract
Let denote the Clifford algebra over n, which is the von Neumann algebra generated by n self-adjoint operators Qj, j=1,...,n satisfying the canonical anticommutation relations, QiQj+QjQi = 2δijI, and let τ denote the normalized trace on . This algebra arises in quantum mechanics as the algebra of observables generated by n Fermionic degrees of freedom. Let denote the set of all positive operators ∈ such that τ() =1; these are the non-commutative analogs of probability densities in the non-commutative probability space (,τ). The Fermionic Fokker-Planck equation is a quantum-mechanical analog of the classical Fokker-Planck equation with which it has much in common, such as the same optimal hypercontractivity properties. In this paper we construct a Riemannian metric on that we show to be a natural analog of the classical 2-Wasserstein metric, and we show that, in analogy with the classical case, the Fermionic Fokker-Planck equation is gradient flow in this metric for the relative entropy with respect to the ground state. We derive a number of consequences of this, such as a sharp Talagrand inequality for this metric, and we prove a number of results pertaining to this metric. Several open problems are raised.
Turn this paper into a lesson
ArcXiv compiles a structured reading guide from this paper's metadata: plain-English importance, contributions, prerequisite concepts, which sections to read first, flashcards, and a quiz. Grounded in the abstract, never invented.