36 citations · 236 across the 52 of their papers we have counts for
10 papers · 1 filter
Paradiseo: From a Modular Framework for Evolutionary Computation to the Automated Design of Metaheuristics ---22 Years of Paradiseo---
Johann Dreo, Arnaud Liefooghe, Sébastien Verel +5
The success of metaheuristic optimization methods has led to the development of a large variety of algorithm paradigms. However, no algorithm clearly dominates all its competitors…
On the Behaviour of Differential Evolution for Problems with Dynamic Linear Constraints
Maryam Hasani-Shoreh, María-Yaneli Ameca-Alducin, Wilson Blaikie +2
Evolutionary algorithms have been widely applied for solving dynamic constrained optimization problems (DCOPs) as a common area of research in evolutionary optimization. Current be…
The Surprising Creativity of Digital Evolution: A Collection of Anecdotes from the Evolutionary Computation and Artificial Life Research Communities
Joel Lehman, Jeff Clune, Dusan Misevic +50
Biological evolution provides a creative fount of complex and subtle adaptations, often surprising the scientists who discover them. However, because evolution is an algorithmic pr…
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…