A scalable federated learning solution for secondary care using low-cost microcomputing: privacy-preserving development and evaluation of a COVID-19 screening test in UK hospitals

A scalable federated learning solution for secondary care using low-cost microcomputing: privacy-preserving development and evaluation of a COVID-19 screening test in UK hospitals

<p><b>Background</b></p> Multicentre training could reduce biases in medical artificial intelligence (AI); however, ethical, legal, and technical considerations can constrain the ability of hospitals to share data. Federated learning enables institutions to participate in alg...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron:	Soltan, AS, Thakur, A, Yang, J, Chauhan, A, D'Cruz, LG, Dickson, P, Soltan, MA, Thickett, DR, Eyre, DW, Zhu, T, Clifton, DA
Fformat:	Journal article
Iaith:	English
Cyhoeddwyd:	Elsevier 2024

Eitemau Tebyg

Algorithmic fairness and bias mitigation for clinical machine learning with deep reinforcement learning
gan: Yang, J, et al.
Cyhoeddwyd: (2023)

Real-world evaluation of rapid and laboratory-free COVID-19 triage for emergency care: external validation and pilot deployment of artificial intelligence driven screening
gan: Soltan, AAS, et al.
Cyhoeddwyd: (2022)

Privacy-preserving federating learning with differential privacy
gan: Qi, Kehu
Cyhoeddwyd: (2024)

An adversarial training framework for mitigating algorithmic biases in clinical machine learning
gan: Yang, J, et al.
Cyhoeddwyd: (2023)

Scalable privacy-preserving big data aggregation mechanism
gan: Dapeng Wu, et al.
Cyhoeddwyd: (2016-08-01)

Federated Deep Learning for Scalable and Privacy-Preserving Distributed Denial-of-Service Attack Detection in Internet of Things Networks
gan: Abdulrahman A. Alshdadi, et al.
Cyhoeddwyd: (2025-02-01)

Privacy-preserving federated learning (I)
gan: Wang, Ying
Cyhoeddwyd: (2021)

Knowledge abstraction and filtering based federated learning over heterogeneous data views in healthcare
gan: Thakur, A, et al.
Cyhoeddwyd: (2024)

Privacy preserving framework for federated learning in genomics
gan: Kokje, Yashashree.
Cyhoeddwyd: (2021)

Privacy-Preserving Federated Class-Incremental Learning
gan: Jue Xiao, et al.
Cyhoeddwyd: (2024-01-01)

Privacy-Preserving Federated Singular Value Decomposition
gan: Bowen Liu, et al.
Cyhoeddwyd: (2023-06-01)

Federated Learning for Privacy-Preserving Speaker Recognition
gan: Abraham Woubie, et al.
Cyhoeddwyd: (2021-01-01)

Real-world evaluation of AI driven COVID-19 triage for emergency admissions: External validation & operational assessment of lab-free and high-throughput screening solutions
gan: Soltan, A, et al.
Cyhoeddwyd: (2022)

Privacy preserving data mining /
gan: 369046 Vaidya, Jaideep, et al.
Cyhoeddwyd: (2006)

FL-ODP: An Optimized Differential Privacy Enabled Privacy Preserving Federated Learning
gan: Maria Iqbal, et al.
Cyhoeddwyd: (2023-01-01)

Privacy-aware early detection of COVID-19 through adversarial training
gan: Rohanian, M, et al.
Cyhoeddwyd: (2022)

Privacy-preserving aggregation in federated learning: a survey
gan: Liu, Ziyao, et al.
Cyhoeddwyd: (2023)

Crowdsourced federated learning architecture with personalized privacy preservation
gan: Yunfan Xu, et al.
Cyhoeddwyd: (2024-09-01)

Personalized and privacy-preserving federated graph neural network
gan: Yanjun Liu, et al.
Cyhoeddwyd: (2024-04-01)

Privacy-Preserving Federated Learning Using Homomorphic Encryption
gan: Jaehyoung Park, et al.
Cyhoeddwyd: (2022-01-01)

Visual Object Detection for Privacy-Preserving Federated Learning
gan: Jing Zhang, et al.
Cyhoeddwyd: (2023-01-01)

Privacy-Preserving Unsupervised Domain Adaptation in Federated Setting
gan: Lei Song, et al.
Cyhoeddwyd: (2020-01-01)

Microcomputers in secondary education : proceedings /
gan: IFIP TC3 Working Conference on Microcomputers in Secondary Education (1980 : Suvres, Paris), et al.
Cyhoeddwyd: (1980)

A Framework for Privacy-Preserving in IoV Using Federated Learning With Differential Privacy
gan: Muhammad Adnan, et al.
Cyhoeddwyd: (2025-01-01)

Scalable and Privacy-Preserving Inter-AS Routing Through Machine-Learning-Based Graph Pruning
gan: Davide Andreoletti, et al.
Cyhoeddwyd: (2025-01-01)

Improved l-diversity: Scalable anonymization approach for Privacy Preserving Big Data Publishing
gan: Brijesh B. Mehta, et al.
Cyhoeddwyd: (2022-04-01)

Dynamic user clustering for efficient and privacy-preserving federated learning
gan: Liu, Ziyao, et al.
Cyhoeddwyd: (2024)

Blockchain-based privacy-preserving federated learning for mobile crowdsourcing
gan: Ma, Haiying, et al.
Cyhoeddwyd: (2023)

Privacy-preserving blockchain-based federated learning for IoT devices
gan: Zhao, Yang, et al.
Cyhoeddwyd: (2022)

Federated visualization:a new model for privacy-preserving visualization
gan: Yating WEI, et al.
Cyhoeddwyd: (2019-12-01)

Privacy-preserving federated learning framework with dynamic weight aggregation
gan: Zuobin YING, et al.
Cyhoeddwyd: (2022-10-01)

Privacy-preserving federated learning framework with irregular-majority users
gan: Qianxin CHEN, et al.
Cyhoeddwyd: (2022-02-01)

A Novel Approach for Differential Privacy-Preserving Federated Learning
gan: Anis Elgabli, et al.
Cyhoeddwyd: (2025-01-01)

VPPFL: Verifiable Privacy-Preserving Federated Learning in Cloud Environment
gan: Huiyong Wang, et al.
Cyhoeddwyd: (2024-01-01)

PQSF: post-quantum secure privacy-preserving federated learning
gan: Xia Zhang, et al.
Cyhoeddwyd: (2024-10-01)

Learned Parameter Compression for Efficient and Privacy-Preserving Federated Learning
gan: Yiming Chen, et al.
Cyhoeddwyd: (2024-01-01)

Privacy-preserving federated learning framework with dynamic weight aggregation
gan: Zuobin YING, Yichen FANG, Yiwen ZHANG
Cyhoeddwyd: (2022-10-01)

Fedlabx: a practical and privacy-preserving framework for federated learning
gan: Yuping Yan, et al.
Cyhoeddwyd: (2023-07-01)

A Federated Generalized Linear Model for Privacy-Preserving Analysis
gan: Matteo Cellamare, et al.
Cyhoeddwyd: (2022-07-01)

Federated Learning and Its Role in the Privacy Preservation of IoT Devices
gan: Tanweer Alam, et al.
Cyhoeddwyd: (2022-08-01)