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Bjarne Pfitzner
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Journal Articles
- 2023
- [j5]Stefan Kalabakov
, Borche Jovanovski
, Daniel Denkovski
, Valentin Rakovic
, Bjarne Pfitzner
, Orhan Konak
, Bert Arnrich
, Hristijan Gjoreski
:
Federated Learning for Activity Recognition: A System Level Perspective. IEEE Access 11: 64442-64457 (2023) - [j4]Ana Cholakoska
, Hristijan Gjoreski
, Valentin Rakovic
, Daniel Denkovski
, Marija Kalendar
, Bjarne Pfitzner
, Bert Arnrich
:
Federated Learning for Network Intrusion Detection in Ambient Assisted Living Environments. IEEE Internet Comput. 27(4): 15-22 (2023) - 2022
- [j3]Jonas Chromik, Sophie Anne Ines Klopfenstein
, Bjarne Pfitzner
, Zeena-Carola Sinno, Bert Arnrich, Felix Balzer
, Akira-Sebastian Poncette:
Computational approaches to alleviate alarm fatigue in intensive care medicine: A systematic literature review. Frontiers Digit. Health 4 (2022) - [j2]Joceline Ziegler
, Bjarne Pfitzner
, Heinrich Schulz
, Axel Saalbach
, Bert Arnrich
:
Defending against Reconstruction Attacks through Differentially Private Federated Learning for Classification of Heterogeneous Chest X-ray Data. Sensors 22(14): 5195 (2022) - 2021
- [j1]Bjarne Pfitzner
, Nico Steckhan, Bert Arnrich:
Federated Learning in a Medical Context: A Systematic Literature Review. ACM Trans. Internet Techn. 21(2): 50:1-50:31 (2021)
Conference and Workshop Papers
- 2022
- [c9]Jonas Chromik, Bjarne Pfitzner, Nina Ihde, Marius Michaelis, Denise Schmidt, Sophie Anne Ines Klopfenstein
, Akira-Sebastian Poncette, Felix Balzer, Bert Arnrich:
Forecasting Thresholds Alarms in Medical Patient Monitors using Time Series Models. HEALTHINF 2022: 26-34 - [c8]Jonas Chromik
, Bjarne Pfitzner
, Nina Ihde
, Marius Michaelis
, Denise Schmidt
, Sophie Anne Ines Klopfenstein
, Akira-Sebastian Poncette
, Felix Balzer
, Bert Arnrich
:
Predictive Alarm Prevention by Forecasting Threshold Alarms at the Intensive Care Unit. BIOSTEC (Selected Papers) 2022: 215-236 - [c7]Jonas Chromik, Bjarne Pfitzner, Nina Ihde, Marius Michaelis, Denise Schmidt, Sophie Anne Ines Klopfenstein
, Akira-Sebastian Poncette, Felix Balzer, Bert Arnrich:
Extracting Alarm Events from the MIMIC-III Clinical Database. HEALTHINF 2022: 328-335 - 2021
- [c6]Justin Amadeus Albert
, Pawel Glöckner, Bjarne Pfitzner
, Bert Arnrich:
Data Augmentation of Kinematic Time-Series From Rehabilitation Exercises Using GANs. COINS 2021: 1-6 - [c5]Bjarne Pfitzner
, Jonas Chromik, Rachel Brabender, Eric Fischer, Alexander Kromer, Axel Winter
, Simon Moosburner
, Igor M. Sauer, Thomas Malinka, Johann Pratschke, Bert Arnrich, Max M. Maurer:
Perioperative Risk Assessment in Pancreatic Surgery Using Machine Learning. EMBC 2021: 2211-2214 - [c4]Ana Cholakoska, Bjarne Pfitzner
, Hristijan Gjoreski
, Valentin Rakovic
, Bert Arnrich, Marija Kalendar:
Differentially Private Federated Learningfor Anomaly Detection in eHealth Networks. UbiComp/ISWC Adjunct 2021: 514-518 - [c3]Kristina Kirsten, Bjarne Pfitzner
, Lando Löper, Bert Arnrich:
Sensor-Based Obsessive-Compulsive Disorder Detection With Personalised Federated Learning. ICMLA 2021: 333-339 - [c2]Jossekin Beilharz, Bjarne Pfitzner, Robert Schmid, Paul Geppert, Bert Arnrich, Andreas Polze:
Implicit model specialization through dag-based decentralized federated learning. Middleware 2021: 310-322 - 2020
- [c1]Robert Schmid, Bjarne Pfitzner
, Jossekin Beilharz, Bert Arnrich, Andreas Polze:
Tangle Ledger for Decentralized Learning. IPDPS Workshops 2020: 852-859
Informal and Other Publications
- 2022
- [i4]Joceline Ziegler, Bjarne Pfitzner, Heinrich Schulz, Axel Saalbach, Bert Arnrich:
Defending against Reconstruction Attacks through Differentially Private Federated Learning for Classification of Heterogeneous Chest X-Ray Data. CoRR abs/2205.03168 (2022) - [i3]Bjarne Pfitzner
, Bert Arnrich:
DPD-fVAE: Synthetic Data Generation Using Federated Variational Autoencoders With Differentially-Private Decoder. CoRR abs/2211.11591 (2022) - 2021
- [i2]Jossekin Beilharz, Bjarne Pfitzner, Robert Schmid, Paul Geppert, Bert Arnrich, Andreas Polze:
Implicit Model Specialization through DAG-based Decentralized Federated Learning. CoRR abs/2111.01257 (2021) - 2019
- [i1]Luis Muñoz-González, Bjarne Pfitzner, Matteo Russo, Javier Carnerero-Cano, Emil C. Lupu:
Poisoning Attacks with Generative Adversarial Nets. CoRR abs/1906.07773 (2019)
Coauthor Index
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