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Daily Overview |
| Session | |
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Pl 8: Plenary Lecture Location: Audimax A600 | |
| Presentation 1 | |
Monge solutions on iterated Wasserstein spaces and applications to adapted transport University of Vienna
We establish a Brenier-type theorem for iterated Wasserstein spaces. The classical prototype is
the Rüschendorf–Rachev theorem characterizing optimal L2 couplings by subgradients of convex
functions, with Brenier’s polar-factorization theorem providing the corresponding Monge-map
formulation in the absolutely continuous setting.
Specifically, for a separable Hilbert space H and N ≥ 1, we construct a full-support probability Λ
on the N-times iterated Wasserstein space over H that is transport regular: for all probabilities
P and Q in this space, with P absolutely continuous with respect to Λ, the optimal transport
from P to Q for the squared Wasserstein-2 distance is unique and of Monge type.
In the first non-classical case, N = 2, we show that optimal transports are given as the pushforward by the Wasserstein-2 gradient, or Lions derivative, of an L-convex function. To establish the result for general N, we develop new adapted notions of Lions lift, L-convexity, and Lions derivative. A key idea is a new identification between optimal-transport c-conjugation, with c
given by maximal covariance, and classical convex conjugation on the lift.
A primary motivation comes from the adapted Wasserstein distance AW2: our results yield a
first Brenier-type theorem for AW2 and characterize optimal couplings for the squared AW2
distance through convex functionals on the space of L2 processes.
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