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 …
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 …
(2016) 42–106) to have an irreducible decomposition on a (at most) countable union of …
Martingale optimal transport duality
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 …
Skorokhod space using quotient sets. Our representation takes the form of a Choquet …
The directional optimal transport
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 …
transported to destinations y≥ x. Our statistical motivation is to describe the sharp upper …
The geometry of multi-marginal Skorokhod embedding
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 …
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 …
(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 …
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 …
convexity. Consider two $\mu,\nu $ two Radon probability measures ordered with respect to …
Monge–Kantorovich optimal transport through constrictions and flow-rate constraints
We consider the problem to transport resources/mass while abiding by constraints on the
flow through constrictions along their path between specified terminal distributions …
flow through constrictions along their path between specified terminal distributions …
Optimal transport through a toll
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 …
on the flux through a constriction along the path. The constriction, conceptually represented …