@inproceedings{aba280d755aa48a5a3d1f9350fc47e9f,
title = "On the effect of mirroring in the IPOP active CMA-ES on the noiseless BBOB testbed",
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.",
keywords = "Benchmarking, Black-box optimization",
author = "Dimo Brockhoff and Anne Auger and Nikolaus Hansen",
year = "2012",
month = jan,
day = "1",
doi = "10.1145/2330784.2330824",
language = "English",
isbn = "9781450311786",
series = "GECCO'12 - Proceedings of the 14th International Conference on Genetic and Evolutionary Computation Companion",
publisher = "Association for Computing Machinery",
pages = "277--284",
booktitle = "GECCO'12 - Proceedings of the 14th International Conference on Genetic and Evolutionary Computation Companion",
note = "14th International Conference on Genetic and Evolutionary Computation Companion, GECCO'12 Companion ; Conference date: 07-07-2012 Through 11-07-2012",
}