7 Publikationen
-
2024 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2988165Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree EnsemblesPUB | DOI
Muschalik, Maximilian, Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles. Proceedings of the AAAI Conference on Artificial Intelligence 38 (13). , 2024 -
2023 | Konferenzbeitrag | PUB-ID: 2987580SHAP-IQ: Unified Approximation of any-order Shapley InteractionsPUB | Download (ext.) | arXiv
Fumagalli, Fabian, SHAP-IQ: Unified Approximation of any-order Shapley Interactions. Advances in Neural Information Processing Systems 36 (NeurIPS 2023) (). , 2023 -
2023 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2983756On Feature Removal for Explainability in Dynamic EnvironmentsPUB | DOI
Fumagalli, Fabian, On Feature Removal for Explainability in Dynamic Environments. ESANN 2023 proceedings (). , 2023 -
2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983943iSAGE: An Incremental Version of SAGE for Online Explanation on Data StreamsPUB | DOI
Muschalik, Maximilian, iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams. Machine Learning and Knowledge Discovery in Databases: Research Track. European Conference, ECML PKDD 2023, Turin, Italy, September 18–22, 2023, Proceedings, Part III (). Cham, 2023 -
2023 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2983727Incremental permutation feature importance (iPFI): towards online explanations on data streamsPUB | DOI | WoS
Fumagalli, Fabian, Incremental permutation feature importance (iPFI): towards online explanations on data streams. Machine Learning (). , 2023 -
2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983942iPDP: On Partial Dependence Plots in Dynamic Modeling ScenariosPUB | DOI
Muschalik, Maximilian, iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios. Explainable Artificial Intelligence. First World Conference, xAI 2023, Lisbon, Portugal, July 26–28, 2023, Proceedings, Part I (). Cham, 2023 -
2022 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2964421Agnostic Explanation of Model Change based on Feature ImportancePUB | DOI | Download (ext.) | WoS
Muschalik, Maximilian, Agnostic Explanation of Model Change based on Feature Importance. KI - Künstliche Intelligenz (). , 2022