English

Free complete Wasserstein algebras

Logic in Computer Science 2023-06-22 v4

Abstract

We present an algebraic account of the Wasserstein distances WpW_p on complete metric spaces, for p1p \geq 1. This is part of a program of a quantitative algebraic theory of effects in programming languages. In particular, we give axioms, parametric in pp, for algebras over metric spaces equipped with probabilistic choice operations. The axioms say that the operations form a barycentric algebra and that the metric satisfies a property typical of the Wasserstein distance WpW_p. We show that the free complete such algebra over a complete metric space is that of the Radon probability measures with finite moments of order pp, equipped with the Wasserstein distance as metric and with the usual binary convex sums as operations.

Cite

@article{arxiv.1802.07366,
  title  = {Free complete Wasserstein algebras},
  author = {Radu Mardare and Prakash Panangaden and Gordon D. Plotkin},
  journal= {arXiv preprint arXiv:1802.07366},
  year   = {2023}
}
R2 v1 2026-06-23T00:28:18.405Z