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Christian A. Scholbeck
Christian A. Scholbeck
Research Associate at Ludwig-Maximilians-Universität (LMU) Munich
Verified email at stat.uni-muenchen.de
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Year
General Pitfalls of Model-Agnostic Interpretation Methods for Machine Learning Models
C Molnar, G König, J Herbinger, T Freiesleben, S Dandl, CA Scholbeck, ...
xxAI - Beyond Explainable AI. xxAI 2020. Lecture Notes in Computer Science 13200, 2022
192*2022
Sampling, Intervention, Prediction, Aggregation: A Generalized Framework for Model Agnostic Interpretations
CA Scholbeck, C Molnar, C Heumann, B Bischl, G Casalicchio
Machine Learning and Knowledge Discovery in Databases. ECML PKDD 2019 …, 2020
412020
Marginal Effects for Non-Linear Prediction Functions
CA Scholbeck, G Casalicchio, C Molnar, B Bischl, C Heumann
Data Mining and Knowledge Discovery, 2024
52024
Algorithm-Agnostic Feature Attributions for Clustering
CA Scholbeck, H Funk, G Casalicchio
Explainable Artificial Intelligence. xAI 2023. Communications in Computer …, 2023
2*2023
Position Paper: Bridging the Gap Between Machine Learning and Sensitivity Analysis
CA Scholbeck, J Moosbauer, G Casalicchio, H Gupta, B Bischl, ...
arXiv preprint arXiv:2312.13234, 2023
2023
fmeffects: An R Package for Forward Marginal Effects
H Löwe, CA Scholbeck, C Heumann, B Bischl, G Casalicchio
arXiv preprint arXiv:2310.02008, 2023
2023
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Articles 1–6