The future of digital health with federated learning
2020年9月14日 · This paper considers key factors contributing to this issue, explores how federated learning (FL) may provide a solution for the future of digital health and highlights the …
Federated machine learning in healthcare: A systematic review …
2024年2月20日 · Federated learning (FL) is a distributed machine learning framework that is gaining traction in view of increasing health data privacy protection needs. By conducting a …
Federated Learning for Healthcare: Systematic Review and …
2022年5月3日 · In this context, federated learning (FL) is a methodology that enables the distributed training of machine learning models with remotely hosted datasets without the need …
Federated Learning for Healthcare: A Comprehensive Review
In this article, we present the most recent findings derived from a systematic literature review focusing on the application of federated learning in healthcare settings. This review offers …
Federated learning-based AI approaches in smart healthcare: …
Federated Learning, a distributed collaborative AI model, is specifically appealing for intelligent healthcare since it allows different clients (for example, hospitals) to collaborate on AI training …
A Systematic Review of Federated Learning in the Healthcare …
2021年11月25日 · Deep learning technology has shown promising results in smart healthcare applications to assist medical diagnosis and treatment based on clinical data.
Federated Learning for Healthcare Applications - IEEE Xplore
This survey provides an introduction to the fundamental concepts and categories of FL, highlights the limitations of the centralized healthcare model, and discusses how FL can address these …
Federated Learning for Healthcare Informatics
2020年11月12日 · Federated learning, a mechanism of training a shared global model with a central server while keeping all the sensitive data in local institutions where the data belong, …
Federated Learning for Healthcare Domain - Pipeline, …
In this article, we provide an overview of the federated learning approach in the healthcare domain. Our contribution is as follows: We demonstrate the components of the federated …
Recent methodological advances in federated learning for healthcare
2024年6月14日 · Federated learning (FL) promises to solve the challenges of applying machine learning methods within healthcare, such as isolated datasets, ethical, privacy, and logistical …
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