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SODA2021顶会

Space Lower Bounds for Approximating Maximum Matching in the Edge Arrival Model

Michael Kapralov

2021年份
15被引次数
17顶会引用

摘要

The bipartite matching problem in the online and streaming settings has received a lot of attention recently. The classical vertex arrival setting, for which the celebrated Karp, Vazirani and Vazirani (KVV) algorithm achieves a 1 – 1/e approximation, is rather well understood: the 1 – 1/e approximation is optimal in both the online and semi-streaming setting, where the algorithm is constrained to use n · logO(1) n space. The more challenging the edge arrival model has seen significant progress recently in the online algorithms literature. For the strictly online model (no preemption) approximations better than trivial factor 1/2 have been ruled out [Gamlath et al'FOCS'19]. For the less restrictive online preemptive model a better than -approximation [Epstein et al'STACS'12] and even a better than -approximation[Huang et al'SODA'19] have been ruled out. The recent hardness results for online preemptive matching in the edge arrival model are based on the idea of stringing together multiple copies of a KVV hard instance using edge arrivals. In this paper, we show how to implement such constructions using ideas developed in the literature on Ruzsa-Szemerédi graphs. As a result, we show that any single pass streaming algorithm that approximates the maximum matching in a bipartite graph with n vertices to a factor better than requires n1+Ω(1/ log log n) » n logO(1) n space. This gives the first separation between the classical one sided vertex arrival setting and the edge arrival setting in the semi-streaming model.

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