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Multi-Cohort Federated Learning Shows Synergy in Mortality Prediction for MRI-Based and Metabolomics-Based Age Scores2025 Journal of Healthcare Informatics Research article Computer Science Machine Learning in Healthcare Open access
Pedro Mateus, Swier J.F. Garst, Jing Yu, Davy Cats, Mahlet Birhanu, Marian Beekman, +15 more
2citations -
Federated learning for violence incident prediction in a simulated cross-institutional psychiatric setting2022 Expert Systems with Applications article Computer Science Privacy-Preserving Technologies in Data Open access
Thomas Borger, Pablo J. Mosteiro, Heysem Kaya, Emil Rijcken, Albert Ali Salah, Floortje E. Scheepers, +1 more
38citations -
Decentralized Distributed Multi-institutional PET Image Segmentation Using a Federated Deep Learning Framework2022 Clinical Nuclear Medicine article Computer Science Medical Image Segmentation Techniques Open access
Isaac Shiri, Alireza Vafaei Sadr, Mehdi Amini, Yazdan Salimi, Amirhossein Sanaat, Azadeh Akhavanallaf, +9 more
53citations -
Data harmonization and federated learning for multi-cohort dementia research using the OMOP common data model: A Netherlands consortium of dementia cohorts case study2024 Journal of Biomedical Informatics article Computer Science Privacy-Preserving Technologies in Data Open access
Pedro Mateus, Justine E. F. Moonen, Magdalena Beran, Eva A. Jaarsma, Sophie M. van der Landen, Joost Heuvelink, +11 more
31citations -
Edge Device Identification Based on Federated Learning and Network Traffic Feature Engineering2021 IEEE Transactions on Cognitive Communications and Networking article Computer Science Internet Traffic Analysis and Secure E-voting cited by 1 patent
Zhimin He, Jie Yin, Yu Wang, Guan Gui, Bamidele Adebisi, Tomoaki Otsuki Ohtsuki, +2 more
57citations -
Federated Learning for Automatic Modulation Classification Under Class Imbalance and Varying Noise Condition2021 IEEE Transactions on Cognitive Communications and Networking article Computer Science Wireless Signal Modulation Classification cited by 1 patent
Yu Wang, Guan Gui, Haris Gacanin, Bamidele Adebisi, Hikmet Sari, Fumiyuki Adachi
109citations -
Boosting multi-demographic federated learning for chest radiograph analysis using general-purpose self-supervised representations2025 European Journal of Radiology Artificial Intelligence article Computer Science Privacy-Preserving Technologies in Data Open access
Mahshad Lotfinia, Arash Tayebiarasteh, Mehdi Joodaki, Soroosh Tayebi Arasteh
9citations -
Multi-institutional PET/CT image segmentation using federated deep transformer learning2023 Computer Methods and Programs in Biomedicine article Computer Science Privacy-Preserving Technologies in Data Open access cited by 1 patent
Isaac Shiri, Behrooz Razeghi, Alireza Vafaei Sadr, Mehdi Amini, Yazdan Salimi, Sohrab Ferdowsi, +4 more
32citations -
Deep Anatomical Federated Network (Dafne): An Open Client-Server Framework for Continuous, Collaborative Improvement of Deep Learning–based Medical Image Segmentation2025 Radiology Artificial Intelligence article Computer Science Medical Image Segmentation Techniques
Francesco Santini, Jakob Wasserthal, Abramo Agosti, Xeni Deligianni, Kevin R. Keene, Hermien E. Kan, +8 more
6citations -
Training of AI Models Beyond the Local Dataset Using Federated Learning with 695,000 Non-Identically-Labeled Chest Radiographs2023 RöFo - Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren article Computer Science Privacy-Preserving Technologies in Data
Soroosh Tayebi Arasteh, Peter Isfort, Marwin-Jonathan Sähn, Christiane Katharina Kuhl, Daniel Truhn, Sven Nebelung
0citations -
Encrypted federated learning for secure decentralized collaboration in cancer image analysis2023 Medical Image Analysis article Computer Science Privacy-Preserving Technologies in Data Open access
Daniel Truhn, Soroosh Tayebi Arasteh, Oliver Lester Saldanha, Gustav Anton Müller‐Franzes, Firas Khader, Philip Quirke, +21 more
90citations -
Swarm Learning for decentralized and confidential clinical machine learning2021 Nature article Computer Science Privacy-Preserving Technologies in Data Open access cited by 9 patents
Stefanie Warnat‐Herresthal, Hartmut Schultze, Krishnaprasad Lingadahalli Shastry, Sathyanarayanan Manamohan, Saikat Mukherjee, Vishesh Garg, +91 more
901citations -
Differential privacy for medical deep learning: methods, tradeoffs, and deployment implications2026 npj Digital Medicine article Computer Science Privacy-Preserving Technologies in Data Open access
Mohsen Vejdanihemmat, Mahshad Lotfinia, Mirabela Rusu, Daniel Truhn, Andreas Maier, Soroosh Tayebi Arasteh
27citations -
Pruning Federated Models Through Loss Landscape Analysis and Client Agreement Scoring2026 IEEE Internet of Things Journal article Computer Science Privacy-Preserving Technologies in Data Open access
Christian Internò, Elena Raponi, Markus Olhofer, Thomas Bäck, Yaochu Jin, Barbara Hammer
2citations