Julia Herbinger

Pitfalls to Avoid when Interpreting Machine Learning Models pdf

Bernd Bischl, Giuseppe Casalicchio, Christoph Molnar, 2020, ArXiv.

Grouped feature importance and combined features effect plot pdf

Bernd Bischl, Clemens Stachl, Giuseppe Casalicchio, 2021, Data Mining and Knowledge Discovery.

Explaining Hyperparameter Optimization via Partial Dependence Plots pdf

Marius Lindauer, Julia Moosbauer, Julia Herbinger, 2021, NeurIPS.

General Pitfalls of Model-Agnostic Interpretation Methods for Machine Learning Models

Bernd Bischl, Moritz Grosse-Wentrup, Giuseppe Casalicchio, 2020, xxAI@ICML.