A Review of Privacy Enhancement Methods for Federated Learning in Healthcare Systems

Cited by (139)

Items 101–139 of 139

1. Federated Learning for Healthcare: Analysis and Study on Heterogeneous Datasets using FedAP
   Shaik Teheseen Mehek, C. Kishor Kumar Reddy, Shreeya Vanka, Mohammed Hameed Alhameed, Mohammed Shuaib, Shadab Alam · 2025 · IEEE Congress on Information Science and Technology (CiSt)
2. Navigating the virtual frontier: challenges and solutions for ethical federated learning in metaverse healthcare in India
   Shashwata Sahu, Navonita Mallick · 2025 · Elsevier eBooks
3. Privacy and profit: the dual benefits of federated learning in metaverse healthcare systems
   Manas Kumar Yogi, Likhita Nam, Pavani Adina, Lolla Venkata Manaswini Rajeswari · 2025 · Elsevier eBooks
4. The metaverse shift: adapting to decentralized computing in federated learning for healthcare
   Manas Kumar Yogi, Mangadevi Atti · 2025 · Elsevier eBooks
5. Federated Learning for Privacy-Preserving Seizure Detection in IoT-Cloud Networks
   B. Bala Abirami, G. Umarani Srikanth, Swagatha J P · 2025 · International Conference on Sustainable Communication Networks and Application (ICSCNA)
6. Ethical AI for Sustainable Brand Trust
   Md Adnan Rahman, Md Mahdi Hasan Ahid, Zerin Tasnim, Abid Aziz, Sharmin Jahan, Abd Elahi Hamid · 2025 · IGI Global eBooks
7. An Adaptive Communication Efficient Federated Learning Framework for Edge Intelligence under Resource and Privacy Constraints
   Pushpendra Kumar Sikarwal, Snehal Dipak Raskar, Mukesh Kumar Gupta, Adamya Gupta, Mukesh Kumar Bhardwaj, Amit Tiwari · 2025 · International Conference on Computing, Communication and Automation
8. Enhancing Data Privacy in IoT-Enabled Healthcare Systems through Federated Learning and Secure Data Fusion
   Ismail Almsallati, H. M. Singh · 2025 · International Conference on Artificial Intelligence and Knowledge Discovery in Concurrent Engineering (ICECONF)
9. Edge-Intelligent Block Chain Framework for Federated Privacy-Preserving Medical Diagnostics
   R.Tamilamuthan, S. Shobana, K. Kotteswari, V Suresh Kumar, B. T. Geetha, Murugan Lakshmanan · 2025 · International Conference on NexGen Networks and Cybernetics (IC2NC)
10. Embedded Privacy-Aware Transformer With Sparse Attention for Consumer Health Monitoring
    Brij Bhooshan Gupta, Varsha Arya, Kostas E. Psannis, Wadee Alhalabi, Hind Alsharif, Shahab S. Band, Jinsong Wu · 2026 · IEEE Transactions on Consumer Electronics
11. A Game-Theoretic and AI Approach to Secure and Intelligent Hospital at Home Monitoring
    Desiree Rivers, Qian Chen · 2025 · Annual Computer Security Applications Conference Workshops (ACSAC Workshops)
12. AI-Driven Cybersecurity for Detecting Organ Trafficking Networks
    Chinmayee Vijaykumar Mali, Gitanjali R. Shinde, Grishma Bobhate, Sonal Fatangare, Prashant Dhotre, Piyush P. Gawali · 2026 · IGI Global eBooks
13. AI Beyond the Veil
    D. Kalpanadevi · 2026
14. A Comprehensive Federated Framework for Privacy Preserving Techniques in Sensitive Data Applications
    Rahul Raj D, G.R. Karpagam · 2026 · International Conference on Intelligent Systems for Communication, IoT and Security (ICISCoIS)
15. Privacy-Preserving Collaborative Learning Across Healthcare Institutions: An Adaptive Approach with Gradient Compression and Dynamic Privacy Budget Allocation
    Mingxuan Han · 2025 · International Conference on Computer Science and Management Technology (ICCSMT)
16. Privacy-Preserving and Trustworthy AI Infrastructures for Digital Commerce
    Ahmad Zulkifli Bin Idris, Weiling Tan, Kavitha Rajendran · 2026 · Journal of Global Trends in Social Science
17. Privacy-Preserving AI-Based Glaucoma Referral Using Multi-centric Real-World Data: A Feasibility Study with Federated Learning
    Filipe Soares, Telmo Barbosa, João Barbosa‐Breda, Luís Abegão Pinto, Carlos Marques-Neves · 2026 · Communications in computer and information science
18. Edge-Intelligent Blockchain Framework for Federated Privacy-Preserving Medical Diagnostics
    M. Lakshmanan, Gaurav Vishnu Londhe, Sriramkumar R, Mude Nagarjuna Naik, Joshuva Arockia Dhanraj, Neeraj Jain, Shreyas Rajendra Hole · 2025 · IEEE International Conference on Recent Trends in Computing and Smart Mobility (RCSM)
19. Advances in Blockchain-Enabled Deep Learning for Privacy-Preserving Chest X-Ray Diagnosis: Emerging Trends in Federated, Edge, and Explainable AI
    R. Sriramkumar, Joshuva Arockia Dhanraj, Mithaguru, Mude Nagarjuna Naik, M. Lakshmanan, R Rakshita · 2026 · Communications in computer and information science
20. HeFLDPB: A Trustworthy Triple-Defence Architecture for Privacy-Preserving Collaborative Healthcare Fraud Detection
    Madhuki Rajapakshe, Maruf Farhan, Usman Butt, Rejwan Bin Sulaiman · 2026 · Research Square
21. Artificial Intelligence in Rare Diseases: Workflow-Integrated Precision Kidney Care
    Charat Thongprayoon, Francesco Pesce, Wisit Cheungpasitporn · 2026 · Clinics and Practice
22. Large Language Models in Cardiovascular Health: Current Applications and Future Directions
    Teresa Jency Bala, Hirak Mondal, Anindya Nag, Pulak Kundu, Anupam Kumar Bairagi · 2026 · Information systems engineering and management
23. The IoMT Security Trilemma: A Systematic Review of Privacy, Utility, and Resource Efficiency in Federated Edge Learning
    Mahmoud Aziz Louati, Islem Kammoun, Samah Mansour · 2026 · IEEE International Conference on Secure IoT, Assured and Trusted Computing (SATC)
24. Data Privacy, Security, and PHI Protection
    R. Felista Sugirtha Lizy · 2026 · Advances in computational intelligence and robotics book series
25. Retracted: Adaptive Federated Learning and Causality-Aware Data Science for Explainable AI in Healthcare and Workforce Care Ecosystems
    Shiza Arshad, Rahul Reddy Gouravaram, Nikhil Reddy Gaddam, Sindhura Nimmakayala, Bhukya Arun Kumar, Sivakoteswararao Katta · 2026 · International Conference on Inventive Research in Computing Applications (ICIRCA) · Retracted
26. Fisher-guided selective homomorphic encryption for privacy-efficient federated fine-tuning
    Shuanggen Liu, Congwen Chen, Xu An Wang, Dian YU, Rongjia Shi, Zhonghua Hu · 2026 · Journal of Systems Architecture
27. Federated Learning in Smart Healthcare
    K.Anitha, R. Parthasarathy · 2026 · Advances in computational intelligence and robotics book series
28. Enhanced Federated Learning Systems Enabling Secure, Privacy-Centric, and Distributed Model Training Across Cloud–Edge Layers
    Sanjay Kumar, Dr. Sapna Bawankar · 2026 · International Conference on Computing Methodologies and Communication (ICCMC)
29. A Privacy-Preserving Architecture Integrating Federated Learning and Digital Twins for Diabetes Care
    Luigi Fortino, Simone De Vita, Michelangelo Esposito, Christian Esposito · 2025 · IEEE International Conference on Advanced Healthcare Systems (ICAHS)
30. Privacy-Preserving Federated OCT Retinal Disease Classification using a Hybrid Residual-Attention Network
    Swapnil Shetty, Reval Prabhu Puneeth · 2026 · International Conference on Inventive Computation and Information Technologies (ICICIT)
31. Secure Federated Learning Framework for Healthcare: Balancing Patient Privacy with Predictive Accuracy
    Ashraf Syed · 2026 · Lecture notes in networks and systems
32. Privacy-preserving methodologies against privacy attacks on deep learning: a survey
    Subhasish Ghosh, Amit Kr Mandal · 2026 · Knowledge and Information Systems
33. Cybersecurity in Big Data Analytics for Healthcare: A Bibliometric Analysis on Scopus Publications From 2020 to July 2025
    Md. Ahasanul Alam, Afsana Mimi, Md. Mominul Islam, Khadija Sharmin, Mohammad Rakibul Islam Bhuiyan · 2026 · SAGE Open
34. CareLink: An AI-Driven Integrated Healthcare-HR Platform for Coordinated Management of Learning Disorders and Workplace Support
    JMLU Jayasekara, Nirosha Wedasinghe · 2026 · Moratuwa Engineering Research Conference (MERCon)
35. Data Trust Governance and Federated Learning in Healthcare: Contractual Mechanisms and Regulatory Compliance in Privacy-Preserving Data Ecosystems
    Sajad Zaid Abdui Hadi, Hussein Ali A. Algashamy · 2026 · Communications in computer and information science
36. PRIVACY-PRESERVING FEDERATED DEEP LEARNING FOR ROBUST MEDICAL IMAGE SEGMENTATION ACROSS MULTI-INSTITUTIONAL CLINICAL DATASETS
    Ahmad Pitra Jumli · 2025 · Qubahan Journal of Medical Sciences
37. PRIVACY-PRESERVING FEDERATED DEEP LEARNING FOR ROBUST MEDICAL IMAGE SEGMENTATION ACROSS MULTI-INSTITUTIONAL CLINICAL DATASETS
    Gulmira Baenova, Ahmad Pitra Jumli · 2025 · Qubahan Journal of Medical Sciences
38. Neurocognitive Digital Shadow Systems
    Shilpa Aarthi, R. N. Ravikumar · 2026 · Advances in computational intelligence and robotics book series
39. VFedHeal: heterogeneity-aware vertical federated learning with dynamic privacy scheduling for personalized healthcare sensing
    Jiahao Fu, Yifan Li, Hang Zhang, Shimeng Zhu, X D Chen, Jun Wang, Hongjie Li, Renyan Lu · 2026 · Engineering Research Express