Julia Herbinger

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 16

Top Topics

Machine Learning Models

Top Venues

Ann. Oper. Res.

Publications

Julian Rodemann, Federico Croppi, Philipp Arens, Yusuf Sale, Julia Herbinger, Bernd Bischl, Eyke Hüllermeier, Thomas Augustin, Conor J. Walsh, Giuseppe Casalicchio
Explaining Bayesian Optimization by Shapley Values Facilitates Human-AI Collaboration. CoRR (2024)
Vasilis Gkolemis, Christos Diou, Eirini Ntoutsi, Theodore Dalamagas, Bernd Bischl, Julia Herbinger, Giuseppe Casalicchio
Effector: A Python package for regional explanations. CoRR (2024)
Julia Herbinger, Bernd Bischl, Giuseppe Casalicchio
Decomposing Global Feature Effects Based on Feature Interactions. CoRR (2023)
Christoph Molnar, Timo Freiesleben, Gunnar König, Julia Herbinger, Tim Reisinger, Giuseppe Casalicchio, Marvin N. Wright, Bernd Bischl
Relating the Partial Dependence Plot and Permutation Feature Importance to the Data Generating Process. xAI (1) (2023)
Julia Herbinger, Susanne Dandl, Fiona K. Ewald, Sofia Loibl, Giuseppe Casalicchio
Leveraging Model-Based Trees as Interpretable Surrogate Models for Model Distillation. ECAI Workshops (1) (2023)
Julia Herbinger, Susanne Dandl, Fiona K. Ewald, Sofia Loibl, Giuseppe Casalicchio
Leveraging Model-based Trees as Interpretable Surrogate Models for Model Distillation. CoRR (2023)
Sebastian Geissel, Holger Graf, Julia Herbinger, Frank Thomas Seifried
Portfolio optimization with optimal expected utility risk measures. Ann. Oper. Res. 309 (1) (2022)
Wael Ghada, Éric Casellas, Julia Herbinger, Albert Garcia-Benadí, Ludwig Bothmann, Nicole Estrella, Joan Bech, Annette Menzel
Stratiform and Convective Rain Classification Using Machine Learning Models and Micro Rain Radar. Remote. Sens. 14 (18) (2022)
Julia Herbinger, Bernd Bischl, Giuseppe Casalicchio
REPID: Regional Effect Plots with implicit Interaction Detection. AISTATS (2022)
Julia Herbinger, Bernd Bischl, Giuseppe Casalicchio
REPID: Regional Effect Plots with implicit Interaction Detection. CoRR (2022)
Quay Au, Julia Herbinger, Clemens Stachl, Bernd Bischl, Giuseppe Casalicchio
Grouped feature importance and combined features effect plot. Data Min. Knowl. Discov. 36 (4) (2022)
Julia Moosbauer, Julia Herbinger, Giuseppe Casalicchio, Marius Lindauer, Bernd Bischl
Explaining Hyperparameter Optimization via Partial Dependence Plots. CoRR (2021)
Quay Au, Julia Herbinger, Clemens Stachl, Bernd Bischl, Giuseppe Casalicchio
Grouped Feature Importance and Combined Features Effect Plot. CoRR (2021)
Julia Moosbauer, Julia Herbinger, Giuseppe Casalicchio, Marius Lindauer, Bernd Bischl
Explaining Hyperparameter Optimization via Partial Dependence Plots. NeurIPS (2021)
Christoph Molnar, Gunnar König, Julia Herbinger, Timo Freiesleben, Susanne Dandl, Christian A. Scholbeck, Giuseppe Casalicchio, Moritz Grosse-Wentrup, Bernd Bischl
General Pitfalls of Model-Agnostic Interpretation Methods for Machine Learning Models. xxAI@ICML (2020)
Christoph Molnar, Gunnar König, Julia Herbinger, Timo Freiesleben, Susanne Dandl, Christian A. Scholbeck, Giuseppe Casalicchio, Moritz Grosse-Wentrup, Bernd Bischl
Pitfalls to Avoid when Interpreting Machine Learning Models. CoRR (2020)