Contact and support
Need help, have a question, or want to contact the ResearchHub team?
© 2026 ResearchHub. Built for responsible scholarly connection.
Privacy-aware community infrastructureResearch graph
References from Privacy-preserving decentralized learning methods for biomedical applications. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1007/s10489-024-05298-0
10.1007/s10489-024-05298-0 · External reference
10.1038/s41586-024-07487-w
10.1038/s41586-024-07487-w · External reference
Application of artificial intelligence in COVID-19 drug repurposing
10.1016/j.dsx.2020.06.068 · 2020 · External reference
Emerging trends in geospatial artificial intelligence (geoAI): potential applications for environmental epidemiology
10.1186/s12940-018-0386-x · 2018 · External reference
10.3399/bjgp18x695213
10.3399/bjgp18x695213 · External reference
Overview of artificial intelligence in medicine
10.4103/jfmpc.jfmpc_440_19 · 2019 · External reference
Artificial intelligence in medicine: today and tomorrow
10.3389/fmed.2020.00027 · 2020 · External reference
10.1007/978-981-16-6768-8_8
10.1007/978-981-16-6768-8_8 · 2021 · External reference
Privacy and artificial intelligence: challenges for protecting health information in a new era
10.1186/s12910-021-00687-3 · 2021 · External reference
Success factors of artificial intelligence implementation in healthcare
10.3389/fdgth.2021.594971 · 2021 · External reference
10.1016/s2589-7500(22)00195-9
10.1016/s2589-7500(22)00195-9 · External reference
10.1561/2200000083 · 2021 · Admitted local publication
Unresolved reference
2021 · External reference
Gossip learning with linear models on fully distributed data
10.1002/cpe.2858 · 2013 · External reference
Unresolved reference
External reference
10.1145/3394486.3403109
10.1145/3394486.3403109 · 2020 · External reference
10.1109/ieeeconf58974.2023.10404978
10.1109/ieeeconf58974.2023.10404978 · 2023 · External reference
Unresolved reference
2017 · External reference
A systematic review of federated learning applications for biomedical data
10.1371/journal.pdig.0000033 · 2022 · External reference
Federated machine learning, privacy-enhancing technologies, and data protection laws in medical research: scoping review
10.2196/41588 · 2023 · External reference
Federated machine learning in data-protection-compliant research
10.1038/s42256-022-00601-5 · 2023 · External reference
10.1055/s-0041-1740630
10.1055/s-0041-1740630 · External reference
Unresolved reference
2006 · External reference
10.1109/sfcs.1982.38
10.1109/sfcs.1982.38 · 1982 · External reference
Privacy-preserving patient similarity learning in a federated environment: development and analysis
2018 · External reference
Federated random forests can improve local performance of predictive models for various health care applications
2022 · External reference
BOFRF: a novel boosting-based federated random forest algorithm on horizontally partitioned data
10.1109/access.2022.3202008 · 2022 · External reference
10.1093/bioinformatics/btae382
10.1093/bioinformatics/btae382 · External reference
Ensemble-gnn: federated ensemble learning with graph neural networks for disease module discovery and classification
10.1093/bioinformatics/btad703 · 2023 · External reference
10.1093/bioinformatics/btac478
10.1093/bioinformatics/btac478 · External reference
The FeatureCloud platform for federated learning in biomedicine: unified approach
10.2196/42621 · 2023 · External reference
Distributed learning of deep neural network over multiple agents
10.1016/j.jnca.2018.05.003 · 2018 · External reference
Unresolved reference
2023 · External reference
Fedsl: federated split learning for collaborative healthcare analytics on resource-constrained wearable iomt devices
2024 · External reference
Splitavg: a heterogeneity-aware federated deep learning method for medical imaging
10.1109/jbhi.2022.3185956 · 2022 · External reference
Performance and information leakage in splitfed learning and multi-head split learning in healthcare data and beyond
10.3390/mps5040060 · 2022 · External reference
Unresolved reference
2022 · External reference
10.1038/s41586-021-03583-3
10.1038/s41586-021-03583-3 · External reference
10.1109/icnn.1995.488968
10.1109/icnn.1995.488968 · 1995 · External reference
10.1109/wsc.2017.8248025
10.1109/wsc.2017.8248025 · 2017 · External reference
Artificial immune classifier with swarm learning
10.1016/j.engappai.2010.06.007 · 2010 · External reference
Evolutionary-learning framework: improving automatic swarm robotics design
10.1108/ijius-06-2018-0016 · 2018 · External reference
10.1109/ijcnn.2008.4634330
10.1109/ijcnn.2008.4634330 · 2008 · External reference
Unresolved reference
2007 · External reference
10.1007/978-3-030-53956-6_29
10.1007/978-3-030-53956-6_29 · 2020 · External reference
10.1007/978-3-030-91581-0_2
10.1007/978-3-030-91581-0_2 · 2022 · External reference
Unresolved reference
2021 · External reference
Proportionally fair hospital collaborations in federated learning of histopathology images
2023 · External reference
Unresolved reference
2021 · External reference
10.1007/978-3-030-63076-8_14
10.1007/978-3-030-63076-8_14 · 2020 · External reference
Sharing data with shared benefits: artificial intelligence perspective
10.2196/47540 · 2023 · External reference
Unresolved reference
External reference
Swarm learning for decentralized artificial intelligence in cancer histopathology
10.1038/s41591-022-01768-5 · 2022 · External reference
Unresolved reference
2023 · External reference
Unresolved reference
2023 · External reference
Edge machine learning for ai-enabled iot devices: a review
10.3390/s20092533 · 2020 · External reference
Edgefed: optimized federated learning based on edge computing
10.1109/access.2020.3038287 · 2020 · External reference
An Internet-of-medical-things-enabled edge computing framework for tackling covid-19
2021 · External reference
Deepfog: fog computing-based deep neural architecture for prediction of stress types, diabetes and hypertension attacks
10.3390/computation6040062 · 2018 · External reference
10.1109/tsp.2019.8768883
10.1109/tsp.2019.8768883 · 2019 · External reference
Hich: hierarchical fog-assisted computing architecture for healthcare iot
10.1145/3126501 · 2017 · External reference
Unresolved reference
2018 · External reference
10.1109/fmec.2019.8795362
10.1109/fmec.2019.8795362 · 2019 · External reference
Unresolved reference
2021 · External reference
10.1007/978-3-030-22496-7_5
10.1007/978-3-030-22496-7_5 · 2019 · External reference
Decentralized learning works: an empirical comparison of gossip learning and federated learning
10.1016/j.jpdc.2020.10.006 · 2021 · External reference
10.1038/s41598-020-69250-1
10.1038/s41598-020-69250-1 · External reference
10.1145/3404835.3462996
10.1145/3404835.3462996 · 2021 · External reference
Unresolved reference
2024 · External reference
Privacy preserving machine learning with homomorphic encryption and federated learning
10.3390/fi13040094 · 2021 · External reference
Federated learning with differential privacy on personal opinions: a privacy-preserving approach
10.1016/j.procs.2023.10.039 · 2023 · External reference
Threats, attacks and defenses to federated learning: issues, taxonomy and perspectives
10.1186/s42400-021-00105-6 · 2022 · External reference
A detailed survey on federated learning attacks and defenses
10.3390/electronics12020260 · 2023 · External reference
Privacy and robustness in federated learning: attacks and defenses
10.1109/tnnls.2022.3216981 · 2024 · External reference
Peer-to-peer deep learning with non-IID data
10.1016/j.eswa.2022.119159 · 2023 · External reference
