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Homomorphic Encryption and Collaborative Machine Learning for Secure Healthcare Analytics

https://doi.org/10.1002/spy2.460
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/int.22818openalex-snapshot
Privacy‐preserving federated learning based on multi‐key homomorphic encryption
inferredcites →https://doi.org/10.1007/978-981-15-2740-1_9openalex-snapshot
Advancements of Healthcare Technologies: Paradigm Towards Smart Healthcare Systems
inferredcites →https://doi.org/10.1007/s40747-022-00756-zopenalex-snapshot
A systematic review of homomorphic encryption and its contributions in healthcare industry
inferredcites →https://doi.org/10.1016/j.media.2023.103059openalex-snapshot
Encrypted federated learning for secure decentralized collaboration in cancer image analysis
inferredcites →https://doi.org/10.1016/j.micpro.2019.102938openalex-snapshot
Towards collaborative intelligent IoT eHealth: From device to fog, and cloud
inferredcites →https://doi.org/10.1080/10494820.2020.1761835openalex-snapshot
Collaborative activities recommendation based on students’ collaborative learning styles using ANN and WSM
inferredcites →https://doi.org/10.1109/access.2023.3317174openalex-snapshot
An AI-Assisted Smart Healthcare System Using 5G Communication
inferredcites →https://doi.org/10.1109/access.2023.3339750openalex-snapshot
Efficient Data Collaboration Using Multi-Party Privacy Preserving Machine Learning Framework
inferredcites →https://doi.org/10.1109/access.2024.3432662openalex-snapshot
Fuzzy-Enhanced Secure Messaging Framework for Smart Healthcare System
inferredcites →https://doi.org/10.1109/hpca51647.2021.00013openalex-snapshot
Cheetah: Optimizing and Accelerating Homomorphic Encryption for Private Inference
inferredcites →https://doi.org/10.1109/icais56108.2023.10073802openalex-snapshot
The Role of Internet of Things in Developing Competitive Healthcare Devices: A Case Study in the Digital Healthcare Industry
inferredcites →https://doi.org/10.1109/icde48307.2020.00152openalex-snapshot
HomoPAI: A Secure Collaborative Machine Learning Platform based on Homomorphic Encryption
inferredcites →https://doi.org/10.1109/iceic57457.2023.10049966openalex-snapshot
Privacy-Preserving Federated Learning in Healthcare
inferredcites →https://doi.org/10.1109/jiot.2023.3263598openalex-snapshot
Blockchain Meets Federated Learning in Healthcare: A Systematic Review With Challenges and Opportunities
inferredcites →https://doi.org/10.1109/jiot.2023.3280592openalex-snapshot
An Improved AI-Based Secure M-Trust Privacy Protocol for Medical Internet of Things in Smart Healthcare System
inferredcites →https://doi.org/10.1109/tetc.2018.2794611openalex-snapshot
Private machine learning classification based on fully homomorphic encryption
inferredcites →https://doi.org/10.1109/tii.2022.3172489openalex-snapshot
Intelligent Edge Load Migration in SDN-IIoT for Smart Healthcare
inferredcites →https://doi.org/10.1109/tnse.2023.3285070openalex-snapshot
A Novel Homomorphic Encryption and Consortium Blockchain-Based Hybrid Deep Learning Model for Industrial Internet of Medical Things
inferredcites →https://doi.org/10.1111/exsy.12767openalex-snapshot
A fully homomorphic encryption based on magic number fragmentation and El‐Gamal encryption: Smart healthcare use case
inferredcites →https://doi.org/10.1145/3394658openalex-snapshot
Homomorphic Encryption for Machine Learning in Medicine and Bioinformatics
inferredcites →https://doi.org/10.1145/3501296openalex-snapshot
Federated Learning for Smart Healthcare: A Survey
inferredcites →https://doi.org/10.1145/3560827.3563379openalex-snapshot
OpenFHE
inferredcites →https://doi.org/10.1145/3635059.3635096openalex-snapshot
A Review of Homomorphic Encryption and its Contribution to the Sector of Health Services
inferredcites →https://doi.org/10.1148/rg.220107openalex-snapshot
Collaborative Privacy-preserving Approaches for Distributed Deep Learning Using Multi-Institutional Data
inferredcites →https://doi.org/10.1186/s13677-023-00425-7openalex-snapshot
Novel secure data protection scheme using Martino homomorphic encryption
inferredcites →https://doi.org/10.3390/diagnostics14030284openalex-snapshot
A Novel Respiratory Rate Estimation Algorithm from Photoplethysmogram Using Deep Learning Model
inferredcites →https://doi.org/10.3390/healthcare10101940openalex-snapshot
Recent Advancements in Emerging Technologies for Healthcare Management Systems: A Survey
inferredcites →https://doi.org/10.3390/math11132948openalex-snapshot
Leveraging Searchable Encryption through Homomorphic Encryption: A Comprehensive Analysis
inferredcites →https://doi.org/10.3390/s23156762openalex-snapshot
HealthLock: Blockchain-Based Privacy Preservation Using Homomorphic Encryption in Internet of Things Healthcare Applications
inferredcites →https://doi.org/10.4018/978-1-5225-9863-3.ch005openalex-snapshot
Towards Privacy-Preserving Medical Cloud Computing Using Homomorphic Encryption
inferredcites →https://doi.org/10.4018/ijec.315789openalex-snapshot
A Machine Learning-Based Anomaly Detection Method and Blockchain-Based Secure Protection Technology in Collaborative Food Supply Chain
inferredcites →https://doi.org/10.48550/arxiv.2006.02894openalex-snapshot
Secure Sum Outperforms Homomorphic Encryption in (Current) Collaborative Deep Learning

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1002/spy2.70116openalex-snapshot
FedHealthcare : Federated Learning and Lightweight Additive Homomorphic Encryption‐Based Privacy‐Preserving Healthcare
inferred← citeshttps://doi.org/10.1007/978-3-032-27585-1_8openalex-snapshot
An Intelligent Multi-agent Health System to Enhance Elderly Care
inferred← citeshttps://doi.org/10.1007/s00371-025-04024-2openalex-snapshot
Revolutionizing diabetic retinopathy and macular edema management: a systematic review on the transformative potential of artificial intelligence
inferred← citeshttps://doi.org/10.1007/s00521-026-12383-7openalex-snapshot
Collaborative encryption-based machine learning model training method and data protection software system construction
inferred← citeshttps://doi.org/10.1007/s10462-026-11540-7openalex-snapshot
A systematic review of artificial intelligence-driven decentralized learning in healthcare: emerging techniques, applications, challenges and future directions
inferred← citeshttps://doi.org/10.1016/j.cosrev.2026.101052openalex-snapshot
A critical analysis on homomorphic searchable encryption architectures and security models over multi-medium data
inferred← citeshttps://doi.org/10.1016/j.ijmedinf.2026.106746openalex-snapshot
Secure medical data sharing and brain tumor diagnosis using optimized encryption with blockchain-enabled multiscale channel attention residual network
inferred← citeshttps://doi.org/10.1109/bigdata66926.2025.11401707openalex-snapshot
CADHE: Privacy-Preserving Medical Image Analysis Through Homomorphic Encrypted Convolutional Networks
inferred← citeshttps://doi.org/10.1109/icca66035.2025.11430915openalex-snapshot
Homomorphic Encryption for Privacy-Preserving Credit Scoring in Multi-Cloud Banking Systems
inferred← citeshttps://doi.org/10.1109/iccds64403.2025.11209326openalex-snapshot
Enhanced Cryptography for Secure Data Sharing in Cloud Computing Using Optimal Key Selection
inferred← citeshttps://doi.org/10.1109/iceca66444.2025.11382849openalex-snapshot
Securing Sensitive Health Data: A Survey of Privacy-Preserving Approaches in Data Science
inferred← citeshttps://doi.org/10.1109/icima64861.2025.11074241openalex-snapshot
Homomorphism-based AI Cryptographic Shielding in Health Care Applications
inferred← citeshttps://doi.org/10.1109/icmcsi67283.2026.11412435openalex-snapshot
Transforming Healthcare Through Data Analytics: Toward a Safer, Smarter, and More Secure Health System
inferred← citeshttps://doi.org/10.1109/icsadl67539.2026.11451806openalex-snapshot
Lattice-Based Functional Encryption for Next-generation Privacy-Preserving Computation
inferred← citeshttps://doi.org/10.1109/tencon66050.2025.11374984openalex-snapshot
ActivityNet-HE: An Encryption-Enabled Deep Learning-Based Framework for Secure Human Activity Monitoring
inferred← citeshttps://doi.org/10.1142/s2010324725400119openalex-snapshot
A Hybrid BiLSTM-Attention and Homomorphic Encryption Framework for Privacy-Preserving Threat Detection in Cloud Computing Environments
inferred← citeshttps://doi.org/10.1186/s13677-025-00759-4openalex-snapshot
Integration of wearable technology and artificial intelligence in digital health for remote patient care
inferred← citeshttps://doi.org/10.3390/jcp5030074openalex-snapshot
Evaluating Homomorphic Encryption Schemes for Privacy and Security in Healthcare Data Management
inferred← citeshttps://doi.org/10.4018/979-8-3373-5447-7.ch010openalex-snapshot
IoMT Architecture for Healthcare
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