{ "id": "1905.07547", "version": "v1", "published": "2019-05-18T07:41:26.000Z", "updated": "2019-05-18T07:41:26.000Z", "title": "Kantorovich distance on a weighted graph", "authors": [ "Luigi Montrucchio", "Giovanni Pistone" ], "categories": [ "math.PR" ], "abstract": "The computation of the Kantorovich distance (1-Wasserstein distance) on a finite state space may be a computationally hard problem in the case of a general distance. In this paper, we derive a simple closed form in the case of the geodesic distance on a weighted tree. Moreover, when the ground distance is defined by a graph, we show that the Kantorovich distance is the minimum of the distances on the spanning trees.", "revisions": [ { "version": "v1", "updated": "2019-05-18T07:41:26.000Z" } ], "analyses": { "keywords": [ "kantorovich distance", "weighted graph", "finite state space", "computationally hard problem", "ground distance" ], "note": { "typesetting": "TeX", "pages": 0, "language": "en", "license": "arXiv", "status": "editable" } } }