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Fast Primal-Dual Update against Local Weight Update in Linear Assignment Problem and Its Application (2208.11325v2)

Published 24 Aug 2022 in cs.DS and cs.GT

Abstract: We consider a dynamic situation in the weighted bipartite matching problem: edge weights in the input graph are repeatedly updated and we are asked to maintain an optimal matching at any moment. A trivial approach is to compute an optimal matching from scratch each time an update occurs. In this paper, we show that if each update occurs locally around a single vertex, then a single execution of Dijkstra's algorithm is sufficient to preserve optimality with the aid of a dual solution. As an application of our result, we provide a faster implementation of the envy-cycle procedure for finding an envy-free allocation of indivisible items. Our algorithm runs in $\mathrm{O}(mn2)$ time, while the known bound of the original one is $\mathrm{O}(mn3)$, where $n$ and $m$ denote the numbers of agents and items, respectively.

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