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Fabian Fumagalli
ORCID
Publication Activity (10 Years)
Years Active: 2022-2024
Publications (10 Years): 11
Top Topics
Feature Importance
Top Venues
CoRR
Mach. Learn.
xAI (1)
ECML/PKDD (3)
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Publications
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Patrick Kolpaczki
,
Maximilian Muschalik
,
Fabian Fumagalli
,
Barbara Hammer
,
Eyke Hüllermeier
SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification.
CoRR
(2024)
Maximilian Muschalik
,
Fabian Fumagalli
,
Barbara Hammer
,
Eyke Hüllermeier
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles.
CoRR
(2024)
Maximilian Muschalik
,
Fabian Fumagalli
,
Rohit Jagtani
,
Barbara Hammer
,
Eyke Hüllermeier
iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios.
xAI (1)
(2023)
Fabian Fumagalli
,
Maximilian Muschalik
,
Patrick Kolpaczki
,
Eyke Hüllermeier
,
Barbara Hammer
SHAP-IQ: Unified Approximation of any-order Shapley Interactions.
CoRR
(2023)
Maximilian Muschalik
,
Fabian Fumagalli
,
Barbara Hammer
,
Eyke Hüllermeier
iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams.
CoRR
(2023)
Fabian Fumagalli
,
Maximilian Muschalik
,
Patrick Kolpaczki
,
Eyke Hüllermeier
,
Barbara Hammer
SHAP-IQ: Unified Approximation of any-order Shapley Interactions.
NeurIPS
(2023)
Maximilian Muschalik
,
Fabian Fumagalli
,
Barbara Hammer
,
Eyke Hüllermeier
iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams.
ECML/PKDD (3)
(2023)
Maximilian Muschalik
,
Fabian Fumagalli
,
Rohit Jagtani
,
Barbara Hammer
,
Eyke Hüllermeier
iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios.
CoRR
(2023)
Fabian Fumagalli
,
Maximilian Muschalik
,
Eyke Hüllermeier
,
Barbara Hammer
Incremental permutation feature importance (iPFI): towards online explanations on data streams.
Mach. Learn.
112 (12) (2023)
Maximilian Muschalik
,
Fabian Fumagalli
,
Barbara Hammer
,
Eyke Hüllermeier
Agnostic Explanation of Model Change based on Feature Importance.
Künstliche Intell.
36 (3) (2022)
Fabian Fumagalli
,
Maximilian Muschalik
,
Eyke Hüllermeier
,
Barbara Hammer
Incremental Permutation Feature Importance (iPFI): Towards Online Explanations on Data Streams.
CoRR
(2022)