On Combinatorial Properties of Greedy Wasserstein Minimization

preprint2022arXivOpen access

Abstract

We discuss a phenomenon where Optimal Transport leads to a remarkable amount of combinatorial regularity. Consider infinite sequences (xk)k=1∞(x_k)_{k=1}^{\infty} in [0,1][0,1] constructed in a greedy manner: given x1,…,xnx_1, \dots, x_n, the new point xn+1x_{n+1} is chosen so as to minimize the Wasserstein distance W2W_2 between the empirical measure of the n+1n+1 points and the Lebesgue measure, xn+1=arg⁡min⁡x W2(1n+1∑k=1nδxk+δxn+1,dx).x_{n+1} = \arg\min_x ~W_2\left( \frac{1}{n+1} \sum_{k=1}^{n} δ_{x_k} + \frac{δ_{x}}{n+1}, dx\right). This leads to fascinating sequences (for example: xn+1=(2k+1)/(2n+2)x_{n+1} = (2k+1)/(2n+2) for some k∈Zk \in \mathbb{Z}) which coincide with sequences recently introduced by Ralph Kritzinger in a different setting. Numerically, the regularity of these sequences rival the best known constructions from Combinatorics or Number Theory. We prove a regularity result below the square root barrier.

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