The minimal deceptive problem revisited: The role of ‘genetic waste’

The minimal deceptive problem revisited: The role of ‘genetic waste’

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Article ID: iaor19991954
Country: United Kingdom
Volume: 25
Issue: 11
Start Page Number: 895
End Page Number: 911
Publication Date: Nov 1998
Journal: Computers and Operations Research
Authors: ,
Keywords: artificial intelligence
Abstract:

Using Goldberg's minimal deceptive problem, we devise a simple method for setting the initial parameters of a genetic algorithm based on the role of nonsense codons in natural genetics. ‘Genetic waste’ provides random parameters throughout the simulations, enabling the abandonment of trial and error search for the optimal combination of initial parameters and thereby adding credibility to the genetic algorithm as a tool of adaptive search.

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