Free complete Wasserstein algebras
Logic in Computer Science
2023-06-22 v4
Abstract
We present an algebraic account of the Wasserstein distances on complete metric spaces, for . This is part of a program of a quantitative algebraic theory of effects in programming languages. In particular, we give axioms, parametric in , 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 . 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 , 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}
}