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Parameter Control in Evolutionary Algorithms: Trends and Challenges

delete2015-04-01
delete338
PRE
AI
G
Giorgos Karafotias *
M
Mark Hoogendoorn
A
A. E. Eiben
DOI:10.1109/TEVC.2014.2308294delete
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Abstract

Abstract

En 中文
More than a decade after the first extensive overview on parameter control, we revisit the field and present a survey of the state-of-the-art. We briefly summarize the development of the field and discuss existing work related to each major parameter or component of an evolutionary algorithm. Based on this overview, we observe trends in the area, identify some (methodological) shortcomings, and give recommendations for future research.
Keywords:
Evolutionary algorithm
heuristic search
methodology
parameter control

Journal

IEEE Transactions on Evolutionary Computation cover
IEEE Transactions on Evolutionary Computation
IF:
12
Papers:
1.9K
Citations:
2.4W

Organization

V
Vrije Universiteit Amsterdam
Scholars:
4.2W
Papers: 3.7W
Citations: 3.7W
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