A Review of Secure Healthcare Data Analytics using Federated Machine Learning and Blockchain Technology

被引:0
|
作者
Manickam, Nandini [1 ]
Ponnusamy, Vijayakumar [1 ]
机构
[1] Department of Electronics and Communication Engineering, S.R.M Institute of Science and Technology, Chengalpattu, Kattankulathur,603203, India
关键词
Data Analytics - Data privacy - Diagnosis - Distributed ledger - Health care - Information management - Machine learning;
D O I
10.5573/IEIESPC.2024.13.3.254
中图分类号
学科分类号
摘要
引用
收藏
页码:254 / 262
相关论文
共 50 条
  • [1] Integration of federated machine learning and blockchain for the provision of secure big data analytics for Internet of Things
    Unal, Devrim
    Hammoudeh, Mohammad
    Khan, Muhammad Asif
    Abuarqoub, Abdelrahman
    Epiphaniou, Gregory
    Hamila, Ridha
    [J]. COMPUTERS & SECURITY, 2021, 109
  • [2] Toward a Secure Healthcare Ecosystem: A Convergence of Edge Analytics, Blockchain, and Federated Learning
    Badidi, Elarbi
    Lamaazi, Hanane
    El Harrouss, Omar
    [J]. 20TH INTERNATIONAL CONFERENCE ON THE DESIGN OF RELIABLE COMMUNICATION NETWORKS, DRCN 2024, 2024,
  • [3] A secure healthcare 5.0 system based on blockchain technology entangled with federated learning technique
    Rehman, Abdur
    Abbas, Sagheer
    Khan, M. A.
    Ghazal, Taher M.
    Adnan, Khan Muhammad
    Mosavi, Amir
    [J]. COMPUTERS IN BIOLOGY AND MEDICINE, 2022, 150
  • [4] A Framework for Secure Healthcare Data Management using Blockchain Technology
    Taloba, Ahmed, I
    Rayan, Alanazi
    Elhadad, Ahmed
    Abozeid, Amr
    Shahin, Osama R.
    Abd El-Aziz, Rasha M.
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2021, 12 (12) : 639 - 646
  • [5] A framework for privacy-preservation of IoT healthcare data using Federated Learning and blockchain technology
    Singh, Saurabh
    Rathore, Shailendra
    Alfarraj, Osama
    Tolba, Amr
    Yoon, Byungun
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2022, 129 : 380 - 388
  • [6] A Review on Federated Learning and Machine Learning Approaches: Categorization, Application Areas, and Blockchain Technology
    Ogundokun, Roseline Oluwaseun
    Misra, Sanjay
    Maskeliunas, Rytis
    Damasevicius, Robertas
    [J]. INFORMATION, 2022, 13 (05)
  • [7] Review on Federated Learning for digital transformation in healthcare through big data analytics
    Babar, Muhammad
    Qureshi, Basit
    Koubaa, Anis
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2024, 160 : 14 - 28
  • [8] Towards a Secure and Reliable Federated Learning using Blockchain
    Moudoud, Hajar
    Cherkaoui, Soumaya
    Khoukhi, Lyes
    [J]. 2021 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2021,
  • [9] Healthcare Monitoring using Machine Learning Based Data Analytics
    Janani, S. R.
    Subramanian, R.
    Karthik, S.
    Vimalarani, C.
    [J]. INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2023, 18 (01)
  • [10] A Framework for Edge-Assisted Healthcare Data Analytics using Federated Learning
    Hakak, Saqib
    Ray, Suprio
    Khan, Wazir Zada
    Scheme, Erik
    [J]. 2020 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2020, : 3423 - 3427