Intrinsic Sparsity of Kantorovich Solutions

preprint2022arXivOpen access

Abstract

Let X,YX,Y be two finite sets of points having #X=m\#X = m and #Y=n\#Y = n points with μ=(1/m)∑i=1mδxiμ= (1/m) \sum_{i=1}^{m} δ_{x_i} and ν=(1/n)∑j=1nδyjν= (1/n) \sum_{j=1}^{n} δ_{y_j} being the associated uniform probability measures. A result of Birkhoff implies that if m=nm = n, then the Kantorovich problem has a solution which also solves the Monge problem: optimal transport can be realized with a bijection π:X→Yπ: X \rightarrow Y. This is impossible when m≠nm \neq n. We observe that when m≠nm \neq n, there exists a solution of the Kantorovich problem such that the mass of each point in XX is moved to at most n/gcd⁡(m,n)n/\gcd(m,n) different points in YY and that, conversely, each point in YY receives mass from at most m/gcd⁡(m,n)m/\gcd(m,n) points in XX.

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