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ORCIDJacob R. Kauffmann
Person information
- affiliation: TU Berlin, Department of Electrical Engineering & Computer Science, Germany
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Books and Theses
- 2024
[b1]Jacob R. Kauffmann:
XAI for unsupervised learning. Technical University of Berlin, Germany, 2024
Journal Articles
- 2024
- [j3]Jacob R. Kauffmann
, Malte Esders, Lukas Ruff, Grégoire Montavon, Wojciech Samek, Klaus-Robert Müller:
From Clustering to Cluster Explanations via Neural Networks. IEEE Trans. Neural Networks Learn. Syst. 35(2): 1926-1940 (2024) - 2021
- [j2]Lukas Ruff, Jacob R. Kauffmann, Robert A. Vandermeulen, Grégoire Montavon, Wojciech Samek, Marius Kloft, Thomas G. Dietterich, Klaus-Robert Müller:
A Unifying Review of Deep and Shallow Anomaly Detection. Proc. IEEE 109(5): 756-795 (2021) - 2020
- [j1]Jacob R. Kauffmann, Klaus-Robert Müller, Grégoire Montavon:
Towards explaining anomalies: A deep Taylor decomposition of one-class models. Pattern Recognit. 101: 107198 (2020)
Conference and Workshop Papers
- 2020
- [c1]Grégoire Montavon, Jacob R. Kauffmann, Wojciech Samek, Klaus-Robert Müller:
Explaining the Predictions of Unsupervised Learning Models. xxAI@ICML 2020: 117-138
Informal and Other Publications
- 2024
- [i6]Jacob R. Kauffmann, Jonas Dippel, Lukas Ruff, Wojciech Samek, Klaus-Robert Müller, Grégoire Montavon:
The Clever Hans Effect in Unsupervised Learning. CoRR abs/2408.08041 (2024) - 2020
- [i5]Jacob R. Kauffmann, Lukas Ruff, Grégoire Montavon, Klaus-Robert Müller:
The Clever Hans Effect in Anomaly Detection. CoRR abs/2006.10609 (2020) - [i4]Lukas Ruff, Jacob R. Kauffmann, Robert A. Vandermeulen, Grégoire Montavon, Wojciech Samek, Marius Kloft, Thomas G. Dietterich, Klaus-Robert Müller:
A Unifying Review of Deep and Shallow Anomaly Detection. CoRR abs/2009.11732 (2020) - 2019
- [i3]Jacob R. Kauffmann, Malte Esders, Grégoire Montavon, Wojciech Samek, Klaus-Robert Müller:
From Clustering to Cluster Explanations via Neural Networks. CoRR abs/1906.07633 (2019) - 2018
- [i2]Jacob R. Kauffmann, Klaus-Robert Müller, Grégoire Montavon:
Towards Explaining Anomalies: A Deep Taylor Decomposition of One-Class Models. CoRR abs/1805.06230 (2018) - [i1]Jacob R. Kauffmann, Grégoire Montavon, Luiz Alberto Lima, Shinichi Nakajima, Klaus-Robert Müller, Nico Görnitz:
Unsupervised Detection and Explanation of Latent-class Contextual Anomalies. CoRR abs/1806.11326 (2018)
Coauthor Index
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