Evolutionary ensemble learning

MI Heywood - Handbook of Evolutionary Machine Learning, 2023 - Springer
Abstract Evolutionary Ensemble Learning (EEL) provides a general approach for scaling
evolutionary learning algorithms to increasingly complex tasks. This is generally achieved …

Evolving behavioral specialization in robot teams to solve a collective construction task

GS Nitschke, MC Schut, AE Eiben - Swarm and Evolutionary Computation, 2012 - Elsevier
This article comparatively tests three cooperative co-evolution methods for automated
controller design in simulated robot teams. Collective Neuro-Evolution (CONE) co-evolves …

Novelty-driven cooperative coevolution

J Gomes, P Mariano, AL Christensen - Evolutionary computation, 2017 - direct.mit.edu
Cooperative coevolutionary algorithms (CCEAs) rely on multiple coevolving populations for
the evolution of solutions composed of coadapted components. CCEAs enable, for instance …

[PDF][PDF] Avoiding convergence in cooperative coevolution with novelty search

P Mariano, AL Christensen… - Avoiding convergence in …, 2014 - repositorio.iscte-iul.pt
Cooperative coevolution is an approach for evolving solutions composed of coadapted
components. Previous research has shown, however, that cooperative coevolutionary …

Dynamic team heterogeneity in cooperative coevolutionary algorithms

J Gomes, P Mariano… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
We propose Hyb-CCEA, a cooperative coevolutionary algorithm for the evolution of
genetically heterogeneous multiagent teams. The proposed approach extends the …

Cooperative coevolution of partially heterogeneous multiagent systems

J Gomes, P Mariano… - … coevolution of partially …, 2015 - repositorio.iscte-iul.pt
Cooperative coevolution algorithms (CCEAs) facilitate the evolution of heterogeneous,
cooperating multiagent systems. Such algorithms are, however, subject to inherent …

Cooperative coevolution of control for a real multirobot system

J Gomes, M Duarte, P Mariano… - Parallel Problem Solving …, 2016 - Springer
The potential of cooperative coevolutionary algorithms (CCEAs) as a tool for evolving control
for heterogeneous multirobot teams has been shown in several previous works. The vast …

Specialization analysis of embodied evolution for robotic collective tasks

P Trueba, A Prieto, F Bellas, P Caamaño… - Robotics and Autonomous …, 2013 - Elsevier
The objective of this work is to analyze embodied evolution based algorithms in coordinated
multi-robot tasks that require specialization. This type of algorithm performs a Darwinian …

Evolving team behaviors with specialization

GS Nitschke, AE Eiben, MC Schut - Genetic Programming and Evolvable …, 2012 - Springer
Abstract This article evaluates Collective Neuro-Evolution (CONE), a cooperative co-
evolutionary method for solving collective behavior tasks and increasing task performance …

Challenges in cooperative coevolution of physically heterogeneous robot teams

J Gomes, P Mariano, AL Christensen - Natural Computing, 2019 - Springer
Heterogeneous multirobot systems have shown significant potential in many applications.
Cooperative coevolutionary algorithms (CCEAs) represent a promising approach to …