Department of Computer Science | Institute of Theoretical Computer Science | CADMO

Theory of Combinatorial Algorithms

Prof. Emo Welzl and Prof. Bernd Gärtner

Mittagsseminar (in cooperation with M. Ghaffari, A. Steger, D. Steurer and B. Sudakov)

Mittagsseminar Talk Information

Date and Time: Tuesday, March 29, 2022, 12:15 pm

Duration: 30 minutes

Location: CAB G51

Speaker: Nicolas El Maalouly

Top-k Perfect Matching: Approximation and FPT Algorithms

In this talk I introduce the problem of Top-k Perfect Matching (TkPM) where given a weighted graph and an integer k, the goal is to output a perfect matching that maximizes the top-k weight function (the top-k weight function is the sum of the k highest weights in a given set of edges). Such an objective function has been studied for problems like k-Clustering and load balancing but not yet for matching problems. The main motivation to study this problem however, is that it relates to the Exact Matching problem. Here we are given a graph with edges colored red and blue, and an integer k and the goal is to output a perfect matching with exactly k red edges. After introducing the problem in 1982, Papadimitriou and Yannakakis conjectured it to be NP-hard. Soon after however, Mulmuley et al. proved in 1987 that it can be solved in randomized polynomial time, which makes it unlikely to be NP-hard. Determining whether Exact Matching is in P remains an open problem and very little progress has been made towards that goal. The hope is that by studying Top-k perfect matching we can gain more insight into Exact Matching. In this talk I will show that TkPM can be reduced to Exact Matching, thus giving a randomized algorithm for it. I will then show some approximation and FPT algorithms for the problem.


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