Computation of optimal transport and related hedging problems via penalization and neural networks

S Eckstein, M Kupper - Applied Mathematics & Optimization, 2021 - Springer
This paper presents a widely applicable approach to solving (multi-marginal, martingale)
optimal transport and related problems via neural networks. The core idea is to penalize the …

Irreducible convex paving for decomposition of multidimensional martingale transport plans

H De March, N Touzi - The Annals of Probability, 2019 - JSTOR
Martingale transport plans on the line are known from Beiglböck and Juillet (Ann. Probab. 44
(2016) 42–106) to have an irreducible decomposition on a (at most) countable union of …

Martingale optimal transport duality

P Cheridito, M Kiiski, DJ Prömel, HM Soner - Mathematische Annalen, 2021 - Springer
We obtain a dual representation of the Kantorovich functional defined for functions on the
Skorokhod space using quotient sets. Our representation takes the form of a Choquet …

The directional optimal transport

M Nutz, R Wang - The Annals of Applied Probability, 2022 - projecteuclid.org
We introduce a constrained optimal transport problem where origins x can only be
transported to destinations y≥ x. Our statistical motivation is to describe the sharp upper …

The geometry of multi-marginal Skorokhod embedding

M Beiglböck, AMG Cox, M Huesmann - Probability Theory and Related …, 2020 - Springer
Abstract The Skorokhod Embedding Problem is one of the classical problems in the theory
of stochastic processes, with applications in many different fields [cf. the surveys (Hobson in …

Minmax methods for optimal transport and beyond: Regularization, approximation and numerics

L De Gennaro Aquino… - Advances in Neural …, 2020 - proceedings.neurips.cc
We study MinMax solution methods for a general class of optimization problems related to
(and including) optimal transport. Theoretically, the focus is on fitting a large class of …

[PDF][PDF] General localisation scheme II: applications

KJ Ciosmak - arXiv preprint arXiv:2312.13167, 2023 - arxiv.org
We present a range of examples of applications of the concept of irreducible paving for pairs
of probability measures in order with respect to a lattice cone. These examples comprise …

General localisation scheme I: theory

KJ Ciosmak - arXiv preprint arXiv:2312.12281, 2023 - arxiv.org
We investigate an analogue of the irreducible convex paving in the context of generalised
convexity. Consider two $\mu,\nu $ two Radon probability measures ordered with respect to …

Monge–Kantorovich optimal transport through constrictions and flow-rate constraints

A Dong, A Stephanovitch, TT Georgiou - Automatica, 2024 - Elsevier
We consider the problem to transport resources/mass while abiding by constraints on the
flow through constrictions along their path between specified terminal distributions …

Optimal transport through a toll

A Stephanovitch, A Dong, TT Georgiou - arXiv preprint arXiv:2208.03587, 2022 - arxiv.org
We address the problem of optimal transport with a quadratic cost functional and a constraint
on the flux through a constriction along the path. The constriction, conceptually represented …