On the Effect of Mirroring in the IPOP Active CMA-ES on the Noiseless BBOB Testbed

Dimo Brockhoff 1 Anne Auger 2 Nikolaus Hansen 2
1 DOLPHIN - Parallel Cooperative Multi-criteria Optimization
LIFL - Laboratoire d'Informatique Fondamentale de Lille, Inria Lille - Nord Europe
2 TAO - Machine Learning and Optimisation
LRI - Laboratoire de Recherche en Informatique, UP11 - Université Paris-Sud - Paris 11, Inria Saclay - Ile de France, CNRS - Centre National de la Recherche Scientifique : UMR8623
Abstract : Mirrored mutations and active covariance matrix adaptation are two recent ideas to improve the well-known covariance matrix adaptation evolution strategy (CMA-ES)---a state-of-the-art algorithm for numerical optimization. It turns out that both mechanisms can be implemented simultaneously. In this paper, we investigate the impact of mirrored mutations on the so-called IPOP active CMA-ES. We find that additional mirrored mutations improve the IPOP active CMA-ES statistically significantly, but by only a small margin, on several functions while never a statistically significant performance decline can be observed. Furthermore, experiments on different function instances with some algorithm parameters and stopping criteria changed reveal essentially the same results.
Document type :
Conference papers
Complete list of metadatas

Cited literature [12 references]  Display  Hide  Download

https://hal.inria.fr/hal-00746123
Contributor : Dimo Brockhoff <>
Submitted on : Saturday, October 27, 2012 - 2:05:45 PM
Last modification on : Thursday, February 21, 2019 - 10:52:49 AM
Long-term archiving on : Monday, January 28, 2013 - 3:36:10 AM

File

wk05p16-brockhoff_authorVersio...
Files produced by the author(s)

Identifiers

Citation

Dimo Brockhoff, Anne Auger, Nikolaus Hansen. On the Effect of Mirroring in the IPOP Active CMA-ES on the Noiseless BBOB Testbed. GECCO Companion '12, Jul 2012, Philadelphia, PA, United States. pp.277-284, ⟨10.1145/2330784.2330824⟩. ⟨hal-00746123⟩

Share

Metrics

Record views

5557

Files downloads

306