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ORCIDChristian A. Scholbeck
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2020 – today
- 2024
[j2]Christian A. Scholbeck
, Giuseppe Casalicchio, Christoph Molnar, Bernd Bischl, Christian Heumann:
Marginal effects for non-linear prediction functions. Data Min. Knowl. Discov. 38(5): 2997-3042 (2024)- [j1]Christian A. Scholbeck, Giuseppe Casalicchio, Christoph Molnar, Bernd Bischl, Christian Heumann:
Correction: Marginal effects for non-linear prediction functions. Data Min. Knowl. Discov. 38(6): 4234-4235 (2024) - 2023
- [c3]Christian A. Scholbeck, Henri Funk, Giuseppe Casalicchio:
Algorithm-Agnostic Feature Attributions for Clustering. xAI (1) 2023: 217-240 - [i6]Holger Löwe, Christian A. Scholbeck, Christian Heumann, Bernd Bischl, Giuseppe Casalicchio:
fmeffects: An R Package for Forward Marginal Effects. CoRR abs/2310.02008 (2023) - [i5]Christian A. Scholbeck, Julia Moosbauer, Giuseppe Casalicchio, Hoshin Gupta, Bernd Bischl, Christian Heumann:
Position Paper: Bridging the Gap Between Machine Learning and Sensitivity Analysis. CoRR abs/2312.13234 (2023) - 2022
- [i4]Christian A. Scholbeck, Giuseppe Casalicchio, Christoph Molnar, Bernd Bischl, Christian Heumann:
Marginal Effects for Non-Linear Prediction Functions. CoRR abs/2201.08837 (2022) - [i3]Christian A. Scholbeck, Henri Funk, Giuseppe Casalicchio:
Algorithm-Agnostic Interpretations for Clustering. CoRR abs/2209.10578 (2022) - 2020
- [c2]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: 39-68 - [i2]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 abs/2007.04131 (2020)
2010 – 2019
- 2019
- [c1]Christian A. Scholbeck, Christoph Molnar, Christian Heumann, Bernd Bischl, Giuseppe Casalicchio:
Sampling, Intervention, Prediction, Aggregation: A Generalized Framework for Model-Agnostic Interpretations. PKDD/ECML Workshops (1) 2019: 205-216 - [i1]Christian A. Scholbeck, Christoph Molnar, Christian Heumann, Bernd Bischl, Giuseppe Casalicchio:
Sampling, Intervention, Prediction, Aggregation: A Generalized Framework for Model Agnostic Interpretations. CoRR abs/1904.03959 (2019)
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