Huynh, T. D., Tsakalakis, N., Helal, A., Stalla-Bourdillon, S., & Moreau, L. (2022). Explainability-by-Design: A Methodology to Support Explanations in Decision-Making Systems. ArXiv Preprint ArXiv:2206.06251.
@article{huynh2022explainability,
title = {Explainability-by-Design: A Methodology to Support Explanations in Decision-Making Systems},
author = {Huynh, Trung Dong and Tsakalakis, Niko and Helal, Ayah and Stalla-Bourdillon, Sophie and Moreau, Luc},
journal = {arXiv preprint arXiv:2206.06251},
year = {2022}
}
Helal, A., & Otero, F. E. B. (2022). Data stream classification with ant colony optimisation. International Journal of Intelligent Systems, 37(9), 5725–5751.
@article{helal2022data,
title = {Data stream classification with ant colony optimisation},
author = {Helal, Ayah and Otero, Fernando EB},
journal = {International Journal of Intelligent Systems},
volume = {37},
number = {9},
pages = {5725--5751},
year = {2022}
}
Huynh, T. D., Tsakalakis, N., Helal, A., Stalla-Bourdillon, S., & Moreau, L. (2021). Addressing Regulatory Requirements on Explanations for Automated Decisions with Provenance—A Case Study. Digital Government: Research and Practice, 2(2), 1–14.
@article{huynh2021addressing,
title = {Addressing Regulatory Requirements on Explanations for Automated Decisions with Provenance—A Case Study},
author = {Huynh, Trung Dong and Tsakalakis, Niko and Helal, Ayah and Stalla-Bourdillon, Sophie and Moreau, Luc},
journal = {Digital Government: Research and Practice},
volume = {2},
number = {2},
pages = {1--14},
year = {2021},
publisher = {ACM New York, NY, USA}
}
Tsakalakis, N., Stalla-Bourdillon, S., Carmichael, L., Huynh, T. D., Moreau, L., & Helal, A. (2021). The dual function of explanations: Why it is useful to compute explanations. Computer Law & Security Review, 41, 105527.
@article{tsakalakis2021dual,
title = {The dual function of explanations: Why it is useful to compute explanations},
author = {Tsakalakis, Niko and Stalla-Bourdillon, Sophie and Carmichael, Laura and Huynh, Trung Dong and Moreau, Luc and Helal, Ayah},
journal = {Computer Law \& Security Review},
volume = {41},
pages = {105527},
year = {2021},
publisher = {Elsevier Advanced Technology}
}
Marzagão, D. K., Huynh, T. D., Helal, A., Baccas, S., & Moreau, L. (2020). Provenance graph kernel. ArXiv Preprint ArXiv:2010.10343.
@article{marzagao2020provenance,
title = {Provenance graph kernel},
author = {Marzag{\~a}o, David Kohan and Huynh, Trung Dong and Helal, Ayah and Baccas, Sean and Moreau, Luc},
journal = {arXiv preprint arXiv:2010.10343},
year = {2020}
}
Huynh, T. D., Tsakalakis, N., Helal, A., Stalla-Bourdillon, S., & Moreau, L. (2020). King’s Research Portal.
@article{huynh2020king,
title = {King’s Research Portal},
author = {Huynh, TD and Tsakalakis, N and Helal, A and Stalla-Bourdillon, S and Moreau, L},
year = {2020}
}
Salama, K. M., Abdelbar, A. M., Helal, A. M., & Freitas, A. A. (2017). Instance-based classification with ant colony optimization. Intelligent Data Analysis, 21(4), 913–944.
@article{salama2017instance,
title = {Instance-based classification with ant colony optimization},
author = {Salama, Khalid M and Abdelbar, Ashraf M and Helal, Ayah M and Freitas, Alex A},
journal = {Intelligent Data Analysis},
volume = {21},
number = {4},
pages = {913--944},
year = {2017},
publisher = {IOS Press}
}
Helal, A. M., & Abdelbar, A. M. (2014). Incorporating domain-specific heuristics in a particle swarm optimization approach to the quadratic assignment problem. Memetic Computing, 6, 241–254.
@article{helal2014incorporating,
title = {Incorporating domain-specific heuristics in a particle swarm optimization approach to the quadratic assignment problem},
author = {Helal, Ayah M and Abdelbar, Ashraf M},
journal = {Memetic Computing},
volume = {6},
pages = {241--254},
year = {2014},
publisher = {Springer Berlin Heidelberg}
}
Refereed conference proceedings
Tsakalakis, N., Carmichael, L., Stalla-Bourdillon, S., Moreau, L., Huynh, D., & Helal, A. (2020). Explanations for AI: Computable or Not? Companion Publication of the 12th ACM Conference on Web Science, 77–77.
@inproceedings{tsakalakis2020explanations,
title = {Explanations for AI: Computable or Not?},
author = {Tsakalakis, Niko and Carmichael, Laura and Stalla-Bourdillon, Sophie and Moreau, Luc and Huynh, Dong and Helal, Ayah},
booktitle = {Companion Publication of the 12th ACM Conference on Web Science},
pages = {77--77},
year = {2020}
}
Helal, A., Brookhouse, J., & Otero, F. E. B. (2018). Archive-based pheromone model for discovering regression rules with ant colony optimization. 2018 IEEE Congress on Evolutionary Computation (CEC), 1–7.
@inproceedings{helal2018archive,
title = {Archive-based pheromone model for discovering regression rules with ant colony optimization},
author = {Helal, Ayah and Brookhouse, James and Otero, Fernando EB},
booktitle = {2018 IEEE Congress on Evolutionary Computation (CEC)},
pages = {1--7},
year = {2018},
organization = {IEEE}
}
Helal, A., & Otero, F. E. B. (2017). Automatic design of ant-miner mixed attributes for classification rule discovery. Proceedings of the Genetic and Evolutionary Computation Conference, 433–440.
@inproceedings{helal2017automatic,
title = {Automatic design of ant-miner mixed attributes for classification rule discovery},
author = {Helal, Ayah and Otero, Fernando EB},
booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference},
pages = {433--440},
year = {2017}
}
Helal, A. M., Jawdat, E., Elnabarawy, I., Wunsch, D. C., & Abdelbar, A. M. (2017). Integrated particle swarm and evolutionary algorithm approaches to the quadratic assignment problem. 2017 IEEE Symposium Series on Computational Intelligence (SSCI), 1–5.
@inproceedings{helal2017integrated,
title = {Integrated particle swarm and evolutionary algorithm approaches to the quadratic assignment problem},
author = {Helal, Ayah M and Jawdat, Enas and Elnabarawy, Islam and Wunsch, Donald C and Abdelbar, Ashraf M},
booktitle = {2017 IEEE Symposium Series on Computational Intelligence (SSCI)},
pages = {1--5},
year = {2017},
organization = {IEEE}
}
Helal, A., & Otero, F. E. B. (2016). A mixed-attribute approach in ant-miner classification rule discovery algorithm. Proceedings of the Genetic and Evolutionary Computation Conference 2016, 13–20.
@inproceedings{helal2016mixed,
title = {A mixed-attribute approach in ant-miner classification rule discovery algorithm},
author = {Helal, Ayah and Otero, Fernando EB},
booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference 2016},
pages = {13--20},
year = {2016}
}
Helal, A., & Balasa, F. (2015). Multithreaded Signal-to-Memory Mapping Algorithm for Embedded Multidimensional Signal Processing. 2015 20th International Conference on Control Systems and Computer Science, 255–260.
@inproceedings{helal2015multithreaded,
title = {Multithreaded Signal-to-Memory Mapping Algorithm for Embedded Multidimensional Signal Processing},
author = {Helal, Ayah and Balasa, Florin},
booktitle = {2015 20th International Conference on Control Systems and Computer Science},
pages = {255--260},
year = {2015},
organization = {IEEE}
}
Helal, A., Jawdat, E., & Abdelbar, A. M. (2015). An improved Particle Swarm Optimization/Tabu search approach to the Quadratic Assignment Problem. 2015 IEEE Congress on Evolutionary Computation (CEC), 220–226.
@inproceedings{helal2015improved,
title = {An improved Particle Swarm Optimization/Tabu search approach to the Quadratic Assignment Problem},
author = {Helal, Ayah and Jawdat, Enas and Abdelbar, Ashraf M},
booktitle = {2015 IEEE Congress on Evolutionary Computation (CEC)},
pages = {220--226},
year = {2015},
organization = {IEEE}
}