Bjarne Pfitzner

Publication Activity (10 Years)

Years Active: 2019-2023
Publications (10 Years): 18

Top Topics

Network Intrusion Detection

Intensive Care Units

Data Generation

Top Venues

IEEE Internet Comput.

Publications

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 (2023)
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) (2023)
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 (2022)
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)
Bjarne Pfitzner, Bert Arnrich
DPD-fVAE: Synthetic Data Generation Using Federated Variational Autoencoders With Differentially-Private Decoder. CoRR (2022)
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)
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)
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)
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) (2022)
Bjarne Pfitzner, Nico Steckhan, Bert Arnrich
Federated Learning in a Medical Context: A Systematic Literature Review. ACM Trans. Internet Techn. 21 (2) (2021)
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)
Jossekin Beilharz, Bjarne Pfitzner, Robert Schmid, Paul Geppert, Bert Arnrich, Andreas Polze
Implicit Model Specialization through DAG-based Decentralized Federated Learning. CoRR (2021)
Kristina Kirsten, Bjarne Pfitzner, Lando Löper, Bert Arnrich
Sensor-Based Obsessive-Compulsive Disorder Detection With Personalised Federated Learning. ICMLA (2021)
Jossekin Beilharz, Bjarne Pfitzner, Robert Schmid, Paul Geppert, Bert Arnrich, Andreas Polze
Implicit model specialization through dag-based decentralized federated learning. Middleware (2021)
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)
Justin Amadeus Albert, Pawel Glöckner, Bjarne Pfitzner, Bert Arnrich
Data Augmentation of Kinematic Time-Series From Rehabilitation Exercises Using GANs. COINS (2021)
Robert Schmid, Bjarne Pfitzner, Jossekin Beilharz, Bert Arnrich, Andreas Polze
Tangle Ledger for Decentralized Learning. IPDPS Workshops (2020)
Luis Muñoz-González, Bjarne Pfitzner, Matteo Russo, Javier Carnerero-Cano, Emil C. Lupu
Poisoning Attacks with Generative Adversarial Nets. CoRR (2019)