54 citations · 227 across the 36 of their papers we have counts for
5 papers · 1 filter
Maximum Likelihood-based Online Adaptation of Hyper-parameters in CMA-ES
Ilya Loshchilov, Marc Schoenauer, Michèle Sebag +1
The Covariance Matrix Adaptation Evolution Strategy (CMA-ES) is widely accepted as a robust derivative-free continuous optimization algorithm for non-linear and non-convex optimiza…
Sustainable Cooperative Coevolution with a Multi-Armed Bandit
François-Michel De Rainville, Michèle Sebag, Christian Gagné +2
This paper proposes a self-adaptation mechanism to manage the resources allocated to the different species comprising a cooperative coevolutionary algorithm. The proposed approach…
Black-box optimization benchmarking of IPOP-saACM-ES and BIPOP-saACM-ES on the BBOB-2012 noiseless testbed
Ilya Loshchilov, Marc Schoenauer, Michèle Sebag
In this paper, we study the performance of IPOP-saACM-ES and BIPOP-saACM-ES, recently proposed self-adaptive surrogate-assisted Covariance Matrix Adaptation Evolution Strategies. B…
Black-box optimization benchmarking of IPOP-saACM-ES on the BBOB-2012 noisy testbed
Ilya Loshchilov, Marc Schoenauer, Michèle Sebag
In this paper, we study the performance of IPOP-saACM-ES, recently proposed self-adaptive surrogate-assisted Covariance Matrix Adaptation Evolution Strategy. The algorithm was test…
Self-Adaptive Surrogate-Assisted Covariance Matrix Adaptation Evolution Strategy
Ilya Loshchilov, Marc Schoenauer, Michèle Sebag
This paper presents a novel mechanism to adapt surrogate-assisted population-based algorithms. This mechanism is applied to ACM-ES, a recently proposed surrogate-assisted variant o…