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Optimal transport methods for combinatorial optimization over two random point sets.

Authors :
Goldman, Michael
Trevisan, Dario
Source :
Probability Theory & Related Fields. Apr2024, Vol. 188 Issue 3/4, p1315-1384. 70p.
Publication Year :
2024

Abstract

We investigate the minimum cost of a wide class of combinatorial optimization problems over random bipartite geometric graphs in R d where the edge cost between two points is given by a pth power of their Euclidean distance. This includes e.g. the travelling salesperson problem and the bounded degree minimum spanning tree. We establish in particular almost sure convergence, as n grows, of a suitable renormalization of the random minimum cost, if the points are uniformly distributed and d ≥ 3 , 1 ≤ p < d . Previous results were limited to the range p < d / 2 . Our proofs are based on subadditivity methods and build upon new bounds for random instances of the Euclidean bipartite matching problem, obtained through its optimal transport relaxation and functional analytic techniques. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
01788051
Volume :
188
Issue :
3/4
Database :
Academic Search Index
Journal :
Probability Theory & Related Fields
Publication Type :
Academic Journal
Accession number :
175983928
Full Text :
https://doi.org/10.1007/s00440-023-01245-1