Christian A. Scholbeck

13 papers Journal 9Unranked 3
YearRankTypeTitle / Venue / Authors
2025 J jnl
fmeffects: An R Package for Forward Marginal Effects.
R J.
Holger Löwe, Christian A. Scholbeck, Christian Heumann, Bernd Bischl, Giuseppe Casalicchio
2024 — —
Bridging gaps in interpretable machine learning: sensitivity analysis, marginal effects, and cluster explanations.
Christian A. Scholbeck
2024 J jnl
Correction: Marginal effects for non-linear prediction functions.
Data Min. Knowl. Discov.
Christian A. Scholbeck, Giuseppe Casalicchio, Christoph Molnar, Bernd Bischl, Christian Heumann
2024 J jnl
Marginal effects for non-linear prediction functions.
Data Min. Knowl. Discov.
Christian A. Scholbeck, Giuseppe Casalicchio, Christoph Molnar, Bernd Bischl, Christian Heumann
2023 — conf
Algorithm-Agnostic Feature Attributions for Clustering.
xAI (1)
Christian A. Scholbeck, Henri Funk, Giuseppe Casalicchio
2023 J jnl
Position Paper: Bridging the Gap Between Machine Learning and Sensitivity Analysis.
CoRR
Christian A. Scholbeck, Julia Moosbauer, Giuseppe Casalicchio, Hoshin Gupta, Bernd Bischl, Christian Heumann
2023 J jnl
fmeffects: An R Package for Forward Marginal Effects.
CoRR
Holger Löwe, Christian A. Scholbeck, Christian Heumann, Bernd Bischl, Giuseppe Casalicchio
2022 J jnl
Algorithm-Agnostic Interpretations for Clustering.
CoRR
Christian A. Scholbeck, Henri Funk, Giuseppe Casalicchio
2022 J jnl
Marginal Effects for Non-Linear Prediction Functions.
CoRR
Christian A. Scholbeck, Giuseppe Casalicchio, Christoph Molnar, Bernd Bischl, Christian Heumann
2020 — conf
General Pitfalls of Model-Agnostic Interpretation Methods for Machine Learning Models.
xxAI@ICML
Christoph Molnar, Gunnar König, Julia Herbinger, Timo Freiesleben, Susanne Dandl, Christian A. Scholbeck, Giuseppe Casalicchio, Moritz Grosse-Wentrup, Bernd Bischl
2020 J jnl
Pitfalls to Avoid when Interpreting Machine Learning Models.
CoRR
Christoph Molnar, Gunnar König, Julia Herbinger, Timo Freiesleben, Susanne Dandl, Christian A. Scholbeck, Giuseppe Casalicchio, Moritz Grosse-Wentrup, Bernd Bischl
2019 J jnl
Sampling, Intervention, Prediction, Aggregation: A Generalized Framework for Model Agnostic Interpretations.
CoRR
Christian A. Scholbeck, Christoph Molnar, Christian Heumann, Bernd Bischl, Giuseppe Casalicchio
2019 — conf
Sampling, Intervention, Prediction, Aggregation: A Generalized Framework for Model-Agnostic Interpretations.
PKDD/ECML Workshops (1)
Christian A. Scholbeck, Christoph Molnar, Christian Heumann, Bernd Bischl, Giuseppe Casalicchio