Similarity in metaheuristics: a gentle step towards a comparison methodology

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Autor/in:
Erscheinungsjahr:
2021
Medientyp:
Text
Schlagworte:
  • Algorithm similarity
  • Comparison methodology
  • Metaheuristics design
  • Pool template
Beschreibung:
  • Metaheuristics are found to be efficient in different applications where the use of exact algorithms becomes short-handed. In the last decade, many of these algorithms have been introduced and used in a wide range of applications. Nevertheless, most of those approaches share similar components leading to a concern related to their novelty or contribution. Thus, in this paper, a pool template is proposed and used to categorize algorithm components permitting to analyze them in a structured way. We exemplify its use by means of continuous optimization metaheuristics, and provide some measures and methodology to identify their similarities and novelties. Finally, a discussion at a component level is provided in order to point out possible design differences and commonalities.
Lizenz:
  • info:eu-repo/semantics/closedAccess
Quellsystem:
Forschungsinformationssystem der UHH

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Quelldatensatz
oai:www.edit.fis.uni-hamburg.de:publications/9dac9211-963e-4878-88b1-7b7dc823e6eb