Tighter Bounds for Online Bipartite Matching

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

We study the online bipartite matching problem, introduced by Karp, Vazirani and Vazirani [1990]. For bipartite graphs with matchings of size n, it is known that the Ranking randomized algorithm matches at least $$(1 - \frac{1}{e})n$$ edges in expectation. It is also known that no online algorithm matches more than $$(1 - \frac{1}{e})n + O(1)$$ edges in expectation, when the input is chosen from a certain distribution that we refer to as $$D:n$$. This upper bound also applies to fractional matchings. We review the known proofs for this last statement. In passing we observe that the O(1) additive term (in the upper bound for fractional matching) is $$\frac{1}{2} - \frac{1}{2e} + O(\frac{1}{n})$$, and that this term is tight: the online algorithm known as Balance indeed produces a fractional matching of this size. We provide a new proof that exactly characterizes the expected cardinality of the (integral) matching produced by Ranking when the input graph comes from the support of $$D:n$$. This expectation turns out to be $$(1 - \frac{1}{e})n + 1 - \frac{2}{e} + O(\frac{1}{n!})$$, and serves as an upper bound on the performance ratio of any online (integral) matching algorithm.

Original languageEnglish
Title of host publicationBuilding Bridges II
Subtitle of host publicationMathematics of László Lovász
EditorsImre Bárány, Gyula O. Katona, Attila Sali
PublisherSpringer Science and Business Media B.V.
Pages235-255
Number of pages21
ISBN (Print)9783662592038
DOIs
StatePublished - 4 Feb 2020
EventMathematical Conference to celebrate 70th birthday of Laszlo Lovasz, 2018 - Budapest, Hungary
Duration: 2 Jul 20186 Jul 2018

Publication series

NameBolyai Society Mathematical Studies
Volume28
ISSN (Print)1217-4696

Conference

ConferenceMathematical Conference to celebrate 70th birthday of Laszlo Lovasz, 2018
Country/TerritoryHungary
CityBudapest
Period2/07/186/07/18

All Science Journal Classification (ASJC) codes

  • Computational Theory and Mathematics
  • Applied Mathematics

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