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On the Use of the Dual Formulation for Minimum Weighted Vertex Cover in Evolutionary Algorithms
- 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.
- Subjects :
- Mathematical optimization
Speedup
business.industry
Evolutionary algorithm
Vertex cover
0102 computer and information sciences
02 engineering and technology
01 natural sciences
Upper and lower bounds
Edge cover
010201 computation theory & mathematics
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Local search (optimization)
business
Time complexity
Integer programming
Mathematics
Subjects
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