Privacy preservation for federated learning in health careReview Published on 2024-07-122024-09-05 Journal: Patterns [Category] update2024, [키워드] federated learning Health care privacy review article security [DOI] 10.1016/j.patter.2024.100974 PMC 바로가기 [Article Type] Review
Federated-learning-based prognosis assessment model for acute pulmonary thromboembolismResearch Published on 2024-05-272024-09-05 Journal: BMC Medical Informatics and Decision Making [Category] update2024, [키워드] Acute pulmonary thromboembolism federated learning machine learning Patient data privacy Prognosis assessment model [DOI] 10.1186/s12911-024-02543-x PMC 바로가기 [Article Type] Research
Federated learning for privacy-preserving depression detection with multilingual language models in social media postsArticle Published on 2024-05-132024-09-05 Journal: Patterns [Category] update2024, [키워드] Depression federated learning mental health Multilingual natural language processing social media [DOI] 10.1016/j.patter.2024.100990 PMC 바로가기 [Article Type] Article
Federated attention consistent learning models for prostate cancer diagnosis and Gleason gradingResearch Article Published on 2024-04-052024-09-05 Journal: Computational and Structural Biotechnology Journal [Category] update2024, [키워드] attention mechanism cancer detection Consistent learning federated learning Histopathology [DOI] 10.1016/j.csbj.2024.03.028 PMC 바로가기 [Article Type] Research Article
CODA: an open-source platform for federated analysis and machine learning on distributed healthcare dataResearch and Applications Published on 2024-03-212024-09-05 Journal: Journal of the American Medical Informatics Association [Category] update2024, [키워드] biomedical analytics distributed computing federated learning healthcare data management machine learning predictive models resource usage analysis [DOI] 10.1093/jamia/ocad235 PMC 바로가기 [Article Type] Research and Applications
Federated machine learning in healthcare: A systematic review on clinical applications and technical architectureArticle Published on 2024-02-092024-09-05 Journal: Cell Reports Medicine [Category] update2024, [키워드] artificial intelligence federated learning healthcare systematic review [DOI] 10.1016/j.xcrm.2024.101419 PMC 바로가기 [Article Type] Article
Encrypted federated learning for secure decentralized collaboration in cancer image analysisArticle Published on 2024-02-012024-09-05 Journal: Medical image analysis [Category] update2024, [키워드] artificial intelligence federated learning Histopathology homomorphic encryption Privacy-preserving deep learning radiology [DOI] 10.1016/j.media.2023.103059 PMC 바로가기 [Article Type] Article
A comprehensive secure system enabling healthcare 5.0 using federated learning, intrusion detection and blockchainBlockchain Published on 2024-01-102024-09-05 Journal: PeerJ Computer Science [Category] update2024, [키워드] AI Blockchain federated learning Healthcare5.0 IoMT ML [DOI] 10.7717/peerj-cs.1778 PMC 바로가기 [Article Type] Blockchain
Cross-Silo, Privacy-Preserving, and Lightweight Federated Multimodal System for the Identification of Major Depressive Disorder Using Audio and ElectroencephalogramArticle Published on 2023-12-252024-09-05 Journal: Diagnostics [Category] update2024, [키워드] Audio Bi-LSTM deep learning Electroencephalography federated learning IIDs major depressive disorder non-IIDs [DOI] 10.3390/diagnostics14010043 PMC 바로가기 [Article Type] Article
Survey of Transfer Learning Approaches in the Machine Learning of Digital Health Sensing DataReview Published on 2023-12-122024-09-05 Journal: Journal of Personalized Medicine [Category] update2024, [키워드] Digital health domain adaptation Feature extraction federated learning fine-tune inductive transfer learning portable devices transductive transfer learning transfer learning wearable devices [DOI] 10.3390/jpm13121703 PMC 바로가기 [Article Type] Review