DALE: Differential Accumulated Local Effects for efficient and accurate global explanations V Gkolemis, T Dalamagas, C Diou Asian Conference on Machine Learning 189 (Proceedings of Machine Learning …, 2023 | 15 | 2023 |
Rhale: Robust and heterogeneity-aware accumulated local effects V Gkolemis, T Dalamagas, E Ntoutsi, C Diou ECAI 2023, 859-866, 2023 | 5 | 2023 |
An Extendable Python Implementation of Robust Optimization Monte Carlo V Gkolemis, M Gutmann, H Pesonen Journal of Statistical Software 110, 1-26, 2024 | 1 | 2024 |
Effector: A Python package for regional explanations V Gkolemis, C Diou, E Ntoutsi, T Dalamagas, B Bischl, J Herbinger, ... arXiv preprint arXiv:2404.02629, 2024 | 1 | 2024 |
Regionally Additive Models: Explainable-by-design models minimizing feature interactions V Gkolemis, A Tzerefos, T Dalamagas, E Ntoutsi, C Diou Joint European Conference on Machine Learning and Knowledge Discovery in …, 2023 | 1 | 2023 |
Bridging Data and AIOps for Future AI Advancements with Human-in-the-Loop. The AI-DAPT Concept S Koussouris, T Dalamagas, P Figueiras, G Pallis, N Bountouni, ... 2024 IEEE International Conference on Engineering, Technology, and …, 2024 | | 2024 |
Extending the statistical software package Engine for Likelihood-Free Inference V Gkolemis, M Gutmann arXiv preprint arXiv:2011.03977, 2020 | | 2020 |
Fast and Accurate Regional Effect Plots for Automated Tabular Data Analysis V Gkolemis, T Dalamagas, E Ntoutsi, C Diou Proceedings of the VLDB Endowment. ISSN 2150, 8097, 0 | | |