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On the Use of the Dual Formulation for Minimum Weighted Vertex Cover in Evolutionary Algorithms

Authors :
Tobias Friedrich
Mojgan Pourhassan
Frank Neumann
Source :
FOGA
Publication Year :
2017
Publisher :
ACM, 2017.

Abstract

We consider the weighted minimum vertex cover problem and investigate how its dual formulation can be exploited to design evolutionary algorithms that provably obtain a 2-approximation. Investigating multi-valued representations, we show that variants of randomized local search and the (1+1)EA achieve this goal in expected pseudo-polynomial time. In order to speed up the process, we consider the use of step size adaptation in both algorithms and show that RLS obtains a 2-approximation in expected polynomial time while the one+one still encounters a pseudo-polynomial lower bound.

Details

Database :
OpenAIRE
Journal :
Proceedings of the 14th ACM/SIGEVO Conference on Foundations of Genetic Algorithms
Accession number :
edsair.doi...........f6ab1bc56683468e3a54d4b7e95e0eb4
Full Text :
https://doi.org/10.1145/3040718.3040726