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Jacob R. Kauffmann

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affiliation: TU Berlin, Department of Electrical Engineering & Computer Science, Germany

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Journal Articles

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2024
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  - journals/tnn/KauffmannERMSM24
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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
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  - journals/pieee/RuffKVMSKDM21
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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
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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

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2020
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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

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2020
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  - journals/corr/abs-2006-10609
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Jacob R. Kauffmann, Lukas Ruff, Grégoire Montavon, Klaus-Robert Müller:
The Clever Hans Effect in Anomaly Detection. CoRR abs/2006.10609 (2020)
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  - journals/corr/abs-2009-11732
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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
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  - journals/corr/abs-1906-07633
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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
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  - journals/corr/abs-1805-06230
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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]
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  - journals/corr/abs-1806-11326
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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)

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