Concepedia

Jacob Kauffmann

JK

4

Publications

239

Citations

4

H-Index

2020

Active since

Affiliations

Technische Universität Berlin(Current)

Korea University

Max Planck Institute for Informatics

Berlin Institute for the Foundations of Learning and Data

Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute

Jacob Kauffmann is an author at Technische Universität Berlin specializing in outlier detection, anomaly detection, and knowledge discovery.

Top concepts

ManagementData MiningEngineeringData ScienceDeep LearningComputer ScienceMachine LearningAnomaly DetectionOutlier DetectionKnowledge Discovery

Publications per year

2020–2025

4

Publications

4

From Clustering to Cluster Explanations via Neural Networks

Jacob Kauffmann, Malte Esders, Lukas Ruff et al. · IEEE Transactions on Neural Networks and Learning Systems · 2022 · 105 citations · Full text

Towards explaining anomalies: A deep Taylor decomposition of one-class models

Jacob Kauffmann, Klaus‐Robert Müller, Grégoire Montavon · Pattern Recognition · 2020 · 101 citations · Full text

The Clever Hans Effect in Anomaly Detection

Jacob Kauffmann, Lukas Ruff, Grégoire Montavon et al. · arXiv (Cornell University) · 2020 · 18 citations · Full text

Artificial Intelligence, Anomaly Detection, Machine Learning +16

Explainable AI reveals Clever Hans effects in unsupervised learning models

Jacob Kauffmann, Jonas Dippel, Lukas Ruff et al. · Nature Machine Intelligence · 2025 · 15 citations · Full text

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