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Jacob Kauffmann
Jacob Kauffmann
Verified email at tu-berlin.de
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A unifying review of deep and shallow anomaly detection
L Ruff, JR Kauffmann, RA Vandermeulen, G Montavon, W Samek, M Kloft, ...
Proceedings of the IEEE 109 (5), 756-795, 2021
9552021
Towards explaining anomalies: a deep Taylor decomposition of one-class models
J Kauffmann, KR Müller, G Montavon
Pattern Recognition 101, 107198, 2020
1092020
From clustering to cluster explanations via neural networks
J Kauffmann, M Esders, L Ruff, G Montavon, W Samek, KR Müller
IEEE Transactions on Neural Networks and Learning Systems 35 (2), 1926-1940, 2022
1002022
The clever Hans effect in anomaly detection
J Kauffmann, L Ruff, G Montavon, KR Müller
arXiv preprint arXiv:2006.10609, 2020
392020
Explaining the predictions of unsupervised learning models
G Montavon, J Kauffmann, W Samek, KR Müller
International Workshop on Extending Explainable AI Beyond Deep Models and …, 2020
362020
The Clever Hans Effect in Unsupervised Learning
J Kauffmann, J Dippel, L Ruff, W Samek, KR Müller, G Montavon
arXiv preprint arXiv:2408.08041, 2024
2024
Unsupervised Detection and Explanation of Latent-class Contextual Anomalies
J Kauffmann, G Montavon, LA Lima, S Nakajima, KR Müller, N Görnitz
arXiv preprint arXiv:1806.11326, 2018
2018
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