{ "id": "1901.04568", "version": "v1", "published": "2019-01-14T21:19:17.000Z", "updated": "2019-01-14T21:19:17.000Z", "title": "Kantorovich vs. Monge: A Numerical Classification of Extremal Multi-Marginal Mass Transports on Finite State Spaces", "authors": [ "Daniela Vögler" ], "categories": [ "math.AP", "math.OC" ], "abstract": "We analyze the validity of Monge's ansatz regarding the symmetric multi-marginal Kantorovich optimal transport problem on finite state spaces, with uniform-marginal constraint. The class of Monge states reduces the number of unknowns from combinatorial in both $N$ and $\\ell$ to linear in $N$ and $\\ell$, where $N$ is the number of marginals and $\\ell$ the number of states. Unfortunately, this low-dimensional ansatz space is insufficient, i.e., there exist cost functions such that the corresponding multi-marginal optimal transport problem does not admit a Monge-type optimizer. We will analyze this insufficiency numerically by utilizing the convex geometry of the set of admissible trial states for symmetric respectively pairwise-symmetric cost functions. We further consider a model problem of optimally coupling $N$ marginals on three states with respect to a pairwise-symmetric cost function. The restriction to a state space of three elements allows us to visually compare Kantorovich's to Monge's ansatz space. This visual comparison includes a consideration of the volumetric ratio.", "revisions": [ { "version": "v1", "updated": "2019-01-14T21:19:17.000Z" } ], "analyses": { "subjects": [ "49J40", "49K30", "52B12", "49S05" ], "keywords": [ "extremal multi-marginal mass transports", "finite state spaces", "multi-marginal optimal transport problem", "kantorovich optimal transport problem", "multi-marginal kantorovich optimal transport" ], "note": { "typesetting": "TeX", "pages": 0, "language": "en", "license": "arXiv", "status": "editable" } } }