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How to Escape Local Optima in Black Box Optimisation: When Non-elitism Outperforms Elitism

Escaping local optima is one of the major obstacles to function optimisation. Using the metaphor of a fitness landscape, local optima correspond to hills separated by fitness valleys that have to be overcome. We define a class of fitness valleys of tunable difficulty by considering their length, rep...

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Detalles Bibliográficos
Autores principales: Oliveto, Pietro S., Paixão, Tiago, Pérez Heredia, Jorge, Sudholt, Dirk, Trubenová, Barbora
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6438649/
https://www.ncbi.nlm.nih.gov/pubmed/30996504
http://dx.doi.org/10.1007/s00453-017-0369-2