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Vasilis Gkolemis
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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
152023
Rhale: Robust and heterogeneity-aware accumulated local effects
V Gkolemis, T Dalamagas, E Ntoutsi, C Diou
ECAI 2023, 859-866, 2023
52023
An Extendable Python Implementation of Robust Optimization Monte Carlo
V Gkolemis, M Gutmann, H Pesonen
Journal of Statistical Software 110, 1-26, 2024
12024
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
12024
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
12023
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
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Articles 1–8