Vasilis Gkolemis

13 papers A 1C 1Journal 8Unranked 3
YearRankTypeTitle / 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