Concepedia

A survey on federated learning for security and privacy in healthcare applications

Kristtopher K. Coelho, Michele Nogueira, Alex Borges Vieira, Edelberto F. Silva, José Augusto M. Nacif

Computer Communications · 2023 · 51 citations · 80 references

Concepts

ComputingCybersecurityHealth InformaticsHealth Information PrivacyHealth Information SecurityMachine LearningDifferential PrivacyFederated AuthenticationFederated LearningFederated Learning PrivacyPatient PrivacyPrivacy ProtectionByzantine-resilient Federated LearningByzantine-robust Federated LearningDifferentially Private Federated LearningHealthcare Iot ApplicationsHierarchical Federated Learning

References

80

UCI Machine Learning Repository

Arthur Asuncion · Medical Entomology and Zoology · 2007 · 24.4K citations

Computing, Computer Science, Artificial Intelligence +10

PhysioBank, PhysioToolkit, and PhysioNet

Ary L. Goldberger, Luı́s A. Nunes Amaral, Leon Glass et al. · Circulation · 2000 · 14.5K citations · Full text

Engineering, Biomedical Engineering, Physiology +15

MIMIC-III, a freely accessible critical care database

Alistair E. W. Johnson, Tom Pollard, Lu Shen et al. · Scientific Data · 2016 · 8.1K citations · Full text

Medicine, Biomedical Informatics, Health Informatics +11

Federated Machine Learning

Qiang Yang, Yang Liu, Tianjian Chen et al. · ACM Transactions on Intelligent Systems and Technology · 2019 · 5.9K citations

Computing, Computer Science, Cybersecurity +12

DEAP: A Database for Emotion Analysis ;Using Physiological Signals

Sander Koelstra, Christian Mühl, Mohammad Soleymani et al. · IEEE Transactions on Affective Computing · 2011 · 4.8K citations · Full text

Nursing, Neuroscience, Psychology +17