Anytime Benchmarking of Budget-Dependent Algorithms with the COCO Platform - Inria - Institut national de recherche en sciences et technologies du numérique Accéder directement au contenu
Communication Dans Un Congrès Année : 2017

Anytime Benchmarking of Budget-Dependent Algorithms with the COCO Platform

Nikolaus Hansen
Dimo Brockhoff

Résumé

Anytime performance assessment of black-box optimization algorithms assumes that the performance of an algorithm at a specific time does not depend on the total budget of function evaluations at its disposal. It therefore should not be used for benchmarking budget-depending algorithms, i.e., algorithms whose performance depends on the total budget of function evaluations, such as some surrogate-assisted or hybrid algorithms. This paper presents an anytime bench-marking approach suited for budget-depending algorithms. The approach is illustrated on a budget-dependent variant of the Differential Evolution algorithm.
Fichier principal
Vignette du fichier
IS2017_Tusar.pdf (811.46 Ko) Télécharger le fichier
Origine : Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

hal-01629087 , version 1 (08-11-2017)

Identifiants

  • HAL Id : hal-01629087 , version 1

Citer

Tea Tušar, Nikolaus Hansen, Dimo Brockhoff. Anytime Benchmarking of Budget-Dependent Algorithms with the COCO Platform. IS 2017 - International multiconference Information Society, Oct 2017, Ljubljana, Slovenia. pp.1-4. ⟨hal-01629087⟩
207 Consultations
216 Téléchargements

Partager

Gmail Facebook X LinkedIn More