Vasilis Gkolemis

13 papers A 1C 1Journal 8Unranked 3

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Interpretability-by-Design with Accurate Locally Additive Models and Conditional Feature Effects. CoRR Vasilis Gkolemis, Loukas Kavouras, Dimitrios Kyriakopoulos, Konstantinos Tsopelas, Dimitrios Rontogiannis, Giuseppe Casalicchio, Theodore Dalamagas, Christos Diou
2025	J	`jnl`	Fast and Robust Simulation-Based Inference With Optimization Monte Carlo. CoRR Vasilis Gkolemis, Christos Diou, Michael Gutmann
2024	J	`jnl`	An Extendable J. Stat. Softw. Vasilis Gkolemis, Michael Gutmann, Henri Pesonen
2024	—	`conf`	Bridging Data and AIOps for Future AI Advancements with Human-in-the-Loop. The AI-DAPT Concept. ICE/ITMC Sotiris Koussouris, Theodore Dalamagas, Paulo Figueiras, George Pallis, Nefeli Bountouni, Vasilis Gkolemis, Kostas Perakis, Dimitris Bibikas, Carlos Agostinho
2024	J	`jnl`	Effector: A Python package for regional explanations. CoRR Vasilis Gkolemis, Christos Diou, Eirini Ntoutsi, Theodore Dalamagas, Bernd Bischl, Julia Herbinger, Giuseppe Casalicchio
2024	—	`conf`	Fast and Accurate Regional Effect Plots for Automated Tabular Data Analysis. VLDB Workshops Vasilis Gkolemis, Theodore Dalamagas, Eirini Ntoutsi, Christos Diou
2023	J	`jnl`	An Extendable Python Implementation of Robust Optimisation Monte Carlo. CoRR Vasilis Gkolemis, Michael Gutmann, Henri Pesonen
2023	A	`conf`	RHALE: Robust and Heterogeneity-Aware Accumulated Local Effects. ECAI Vasilis Gkolemis, Theodore Dalamagas, Eirini Ntoutsi, Christos Diou
2023	J	`jnl`	RHALE: Robust and Heterogeneity-aware Accumulated Local Effects. CoRR Vasilis Gkolemis, Theodore Dalamagas, Eirini Ntoutsi, Christos Diou
2023	—	`conf`	Regionally Additive Models: Explainable-by-Design Models Minimizing Feature Interactions. PKDD/ECML Workshops (2) Vasilis Gkolemis, Anargiros Tzerefos, Theodore Dalamagas, Eirini Ntoutsi, Christos Diou
2023	J	`jnl`	Regionally Additive Models: Explainable-by-design models minimizing feature interactions. CoRR Vasilis Gkolemis, Anargiros Tzerefos, Theodore Dalamagas, Eirini Ntoutsi, Christos Diou
2022	C	`conf`	DALE: Differential Accumulated Local Effects for efficient and accurate global explanations. ACML Vasilis Gkolemis, Theodore Dalamagas, Christos Diou
2022	J	`jnl`	DALE: Differential Accumulated Local Effects for efficient and accurate global explanations. CoRR Vasilis Gkolemis, Theodore Dalamagas, Christos Diou