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Abstract
This paper presents a systematic investigation of the effects of sixteen recombination operators for real-coded spaces on the performance of Differential Evolution. A unified description of the operators in terms of mathematical operations of vectors is presented, and a standardized implementation is provided in the form of an R package. The objectives are to simplify the examination of similarities and differences between operators as well as the understanding of their effects on the population, and to provide a platform in which future operators can be incorporated and evaluated. An experimental comparison of the recombination operators is conducted using twenty-eight test problems, and the results are used to discuss possibly promising directions in the development of improved operators for differential evolution.
Original language | English |
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Title of host publication | Proceedings of the Genetic and Evolutionary Computation Conference - GECCO '16 |
Publisher | ACM |
Pages | 221-228 |
Number of pages | 8 |
ISBN (Print) | 9781450342063 |
DOIs | |
Publication status | Published - 20 Jul 2016 |
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Dive into the research topics of 'Experimental Investigation of Recombination Operators for Differential Evolution'. Together they form a unique fingerprint.Activities
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Genetic and Evolutionary Computation Conference 2016
Campelo Franca Pinto, F. (Participant)
2016Activity: Participating in or organising an event types › Participation in conference