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Martin Fyvie
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Towards explainable metaheuristics: PCA for trajectory mining in evolutionary algorithms
M Fyvie, JAW McCall, LA Christie
International Conference on Innovative Techniques and Applications of …, 2021
132021
Explaining a staff rostering genetic algorithm using sensitivity analysis and trajectory analysis.
M Fyvie, J Mccall, L Christie, A Brownlee
Proceedings of the Companion Conference on Genetic and Evolutionary …, 2023
72023
Towards explainable metaheuristics: Feature extraction from trajectory mining
M Fyvie, JAW McCall, LA Christie, AEI Brownlee, M Singh
Expert Systems 42 (1), e13494, 2025
32025
Explaining a Staff Rostering Problem by Mining Trajectory Variance Structures
M Fyvie, JAW McCall, LA Christie, AC Zăvoianu, AEI Brownlee, R Ainslie
International Conference on Innovative Techniques and Applications of …, 2023
32023
Evolutionary Computation and Explainable AI: A Roadmap to Transparent Intelligent Systems
R Zhou, J Bacardit, A Brownlee, S Cagnoni, M Fyvie, G Iacca, J McCall, ...
arXiv preprint arXiv:2406.07811, 2024
12024
Explainability of non-deterministic solvers: explanatory feature generation from the data mining of the search trajectories of population-based metaheuristics.
M Fyvie
12024
Non-deterministic solvers and explainable AI through trajectory mining.
M Fyvie, JAW McCall, LA Christie
CEUR Workshop Proceedings, 2021
12021
Explaining a Staff Rostering Problem Using Partial Solutions
GCAPI Catalano, AEI Brownlee, D Cairns, JAW McCall, M Fyvie, R Ainslie
International Conference on Innovative Techniques and Applications of …, 2024
2024
Evolutionary Computation and Explainable AI: A Roadmap to Understandable Intelligent Systems
R Zhou, J Bacardit, AEI Brownlee, S Cagnoni, M Fyvie, G Iacca, J McCall, ...
IEEE Transactions on Evolutionary Computation, 2024
2024
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