Federated learning for secure IoMT-applications in smart healthcare systems: A comprehensive review
Guru Nanak Dev University · South Ural State University · +1 more institution
Abstract
Recent developments in the Internet of Things (IoT) and various communication technologies have reshaped numerous application areas. Nowadays, IoT is assimilated into various medical devices and equipment, leading to the progression of the Internet of Medical Things (IoMT). Therefore, various IoMT-based healthcare applications are deployed and used in the day-to-day scenario. Traditionally, machine learning (ML) models use centralized data compilation and learning that is impractical in pragmatic healthcare frameworks due to rising privacy and data security issues. Federated Learning (FL) has been observed as a developing distributed collective paradigm, the most appropriate for modern healthcare framework,…
Citation impact
- FWCI
- 33.12
- Percentile
- 100%
- References
- 377
Authors
4Topics & keywords
- Computer science
- The Internet
- Health care
- World Wide Web
- Data science
- Computer security
- Multimedia