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 …

ConCS: A Continual Classifier System for Continual Learning of Multiple Boolean Problems

TB Nguyen, WN Browne… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Human intelligence can simultaneously process many tasks with the ability to accumulate
and reuse knowledge. Recent advances in artificial intelligence, such as transfer, multitask …

Constructing Complexity-efficient Features in XCS with Tree-based Rule Conditions

TB Nguyen, WN Browne… - 2021 IEEE Congress on …, 2021 - ieeexplore.ieee.org
A major goal of machine learning is to create techniques that abstract away irrelevant
information. The generalisation property of standard Learning Classifier Systems (LCSs) …