TheoremBase

The Support of an Optimal Coupling is Cyclically Monotone

The support of an optimal coupling of two probability measures with finite second moment is a cyclically monotone set.

Statement

In the setting of Probability Measures on Euclidean Space and Random Vectors: Standing Notation, let d∈Nd\in\mathbb{N} satisfy 1≤d1\le d and let μ,ν\mu,\nu belong to the set P2(Rd)\mathcal{P}_{2}(\mathbb{R}^{d}) of probability measures with finite second moment. Let Π(μ,ν)\Pi(\mu,\nu) be the set of their couplings and let π∈Π(μ,ν)\pi\in\Pi(\mu,\nu) be an optimal coupling of μ\mu and ν\nu. By Probability Measures on Euclidean Space and Random Vectors: Standing Notation (iii) the measure π\pi is a Borel measure on the metric space (Rd+d,dE)(\mathbb{R}^{d+d},d_{E}) of Product Measures and Lebesgue Measure on ℝⁿ: Standing Notation and Background (ii), so its support supp⁡π\operatorname{supp}\pi is defined.

1. (Cyclical monotonicity of the support) The set supp⁡π\operatorname{supp}\pi is cyclically monotone.

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