Markus Loecher

11 papers A* 1C 2Journal 6Unranked 2
YearRankTypeTitle / Venue / Authors
2025 A* conf
Conditional Feature Importance with Generative Modeling Using Adversarial Random Forests.
AAAI
Kristin Blesch, Niklas Koenen, Jan Kapar, Pegah Golchian, Lukas Burk, Markus Loecher, Marvin N. Wright
2025 J jnl
Conditional Feature Importance with Generative Modeling Using Adversarial Random Forests.
CoRR
Kristin Blesch, Niklas Koenen, Jan Kapar, Pegah Golchian, Lukas Burk, Markus Loecher, Marvin N. Wright
2025 J jnl
Tree smoothing: Post-hoc regularization of tree ensembles for interpretable machine learning.
Inf. Sci.
Bastian Pfeifer, Arne Gevaert, Markus Loecher, Andreas Holzinger
2024 — conf
Hierarchical Clustering with an Ensemble of Principle Component Trees for Interpretable Patient Stratification.
CIBB
Bastian Pfeifer, Marcus D. Bloice, Christel Sirocchi, Markus Loecher
2022 C conf
Approximation of SHAP Values for Randomized Tree Ensembles.
CD-MAKE
Markus Loecher, Dingyi Lai, Wu Qi
2022 — conf
Are SHAP Values Biased Towards High-Entropy Features?
PKDD/ECML Workshops (1)
Raphael Baudeu, Marvin N. Wright, Markus Loecher
2022 C conf
Debiasing MDI Feature Importance and SHAP Values in Tree Ensembles.
CD-MAKE
Markus Loecher
2021 J jnl
Data-driven advice for interpreting local and global model predictions in bioinformatics problems.
CoRR
Markus Loecher, Qi Wu
2021 J jnl
The Perils of Misspecified Priors and Optional Stopping in Multi-Armed Bandits.
Frontiers Artif. Intell.
Markus Loecher
2020 J jnl
From unbiased MDI Feature Importance to Explainable AI for Trees.
CoRR
Markus Loecher
2020 J jnl
Unbiased variable importance for random forests.
CoRR
Markus Loecher