Free complete Wasserstein algebras

نویسندگان

  • Radu Mardare
  • Prakash Panangaden
  • Gordon D. Plotkin
چکیده

We present an algebraic account of the Wasserstein distances Wp on complete metric spaces. This is part of a program of a quantitative algebraic theory of effects in programming languages. In particular, we give axioms, parametric in p, 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 Wp. We show that the free complete such algebra over a complete metric space is that of the Radon probability measures on the space with the Wasserstein distance as metric, equipped with the usual binary convex sum operations.

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عنوان ژورنال:
  • CoRR

دوره abs/1802.07366  شماره 

صفحات  -

تاریخ انتشار 2018