| Federated learning in a medical context: a systematic literature review B Pfitzner, N Steckhan, B Arnrich ACM Transactions on Internet Technology (TOIT) 21 (2), 1-31, 2021 | 200 | 2021 |
| Poisoning attacks with generative adversarial nets L Muñoz-González, B Pfitzner, M Russo, J Carnerero-Cano, EC Lupu arXiv preprint arXiv:1906.07773, 2019 | 82 | 2019 |
| Computational approaches to alleviate alarm fatigue in intensive care medicine: A systematic literature review J Chromik, SAI Klopfenstein, B Pfitzner, ZC Sinno, B Arnrich, F Balzer, ... Frontiers in digital health 4, 843747, 2022 | 24 | 2022 |
| Dpd-fvae: Synthetic data generation using federated variational autoencoders with differentially-private decoder B Pfitzner, B Arnrich arXiv preprint arXiv:2211.11591, 2022 | 19 | 2022 |
| Implicit model specialization through dag-based decentralized federated learning J Beilharz, B Pfitzner, R Schmid, P Geppert, B Arnrich, A Polze Proceedings of the 22nd International Middleware Conference, 310-322, 2021 | 19 | 2021 |
| Defending against reconstruction attacks through differentially private federated learning for classification of heterogeneous chest x-ray data J Ziegler, B Pfitzner, H Schulz, A Saalbach, B Arnrich Sensors 22 (14), 5195, 2022 | 18 | 2022 |
| Tangle ledger for decentralized learning R Schmid, B Pfitzner, J Beilharz, B Arnrich, A Polze 2020 IEEE International Parallel and Distributed Processing Symposium …, 2020 | 18 | 2020 |
| Differentially private federated learningfor anomaly detection in ehealth networks A Cholakoska, B Pfitzner, H Gjoreski, V Rakovic, B Arnrich, M Kalendar Adjunct Proceedings of the 2021 ACM International Joint Conference on …, 2021 | 16 | 2021 |
| Sensor-based obsessive-compulsive disorder detection with personalised federated learning K Kirsten, B Pfitzner, L Löper, B Arnrich 2021 20th IEEE International Conference on Machine Learning and Applications …, 2021 | 7 | 2021 |
| Data augmentation of kinematic time-series from rehabilitation exercises using GANs J Albert, P Glöckner, B Pfitzner, B Arnrich 2021 IEEE International Conference on Omni-Layer Intelligent Systems (COINS …, 2021 | 6 | 2021 |
| Federated Learning for Activity Recognition: A System Level Perspective S Kalabakov, B Jovanovski, D Denkovski, V Rakovic, B Pfitzner, O Konak, ... IEEE Access 11, 64442-64457, 2023 | 4 | 2023 |
| Federated learning for network intrusion detection in ambient assisted living environments A Cholakoska, H Gjoreski, V Rakovic, D Denkovski, M Kalendar, ... IEEE Internet Computing 27 (4), 15-22, 2023 | 4 | 2023 |
| Perioperative risk assessment in pancreatic surgery using machine learning B Pfitzner, J Chromik, R Brabender, E Fischer, A Kromer, A Winter, ... 2021 43rd Annual International Conference of the IEEE Engineering in …, 2021 | 4 | 2021 |
| Extracting Alarm Events from the MIMIC-III Clinical Database. J Chromik, B Pfitzner, N Ihde, M Michaelis, D Schmidt, SAI Klopfenstein, ... HEALTHINF, 328-335, 2022 | 3 | 2022 |
| Forecasting Thresholds Alarms in Medical Patient Monitors using Time Series Models. J Chromik, B Pfitzner, N Ihde, M Michaelis, D Schmidt, SAI Klopfenstein, ... HEALTHINF, 26-34, 2022 | 3 | 2022 |
| Machine Learning based Anomaly Detection in Ambient Assisted Living Environments A Cholakoska, V Rakovic, H Gjoreski, M Kalendar, B Pfitzner, B Arnrich ETAI, 2021 | 2 | 2021 |
| Human Activity Recognition with Wearables using Federated Learning B Jovanovski, S Kalabakov, D Denkovski, V Rakovic, B Pfitzner, O Konak, ... Proceedings of International Conference on Applied Innovation in IT 11 (1 …, 2023 | 1 | 2023 |
| Enhancing Preoperative Outcome Prediction: A Comparative Retrospective Case–Control Study on Machine Learning versus the International Esodata Study Group Risk Model for … A Winter, RP van de Water, B Pfitzner, M Ibach, C Riepe, R Ahlborn, ... Cancers 16 (17), 3000, 2024 | | 2024 |
| Benchmarking of Federated Learning B Pfitzner, B Arnrich HPI Future SOC Lab–Proceedings 2019, 175, 2024 | | 2024 |
| Differentially-Private Federated Learning with Non-IID Data for Surgical Risk Prediction B Pfitzner, MM Maurer, A Winter, C Riepe, IM Sauer, R Van de Water, ... 2024 IEEE First International Conference on Artificial Intelligence for …, 2024 | | 2024 |
