Federated learning for smart healthcare: A survey
Recent advances in communication technologies and the Internet-of-Medical-Things (IOMT)
have transformed smart healthcare enabled by artificial intelligence (AI). Traditionally, AI …
have transformed smart healthcare enabled by artificial intelligence (AI). Traditionally, AI …
Federated learning for the internet-of-medical-things: A survey
VK Prasad, P Bhattacharya, D Maru, S Tanwar… - Mathematics, 2022 - mdpi.com
Recently, in healthcare organizations, real-time data have been collected from connected or
implantable sensors, layered protocol stacks, lightweight communication frameworks, and …
implantable sensors, layered protocol stacks, lightweight communication frameworks, and …
PriMed: Private federated training and encrypted inference on medical images in healthcare
A Gopalakrishnan, NP Kulkarni… - Expert …, 2022 - Wiley Online Library
In healthcare, patient information is a sparse critical asset considered as private data and is
often protected by law. It is also the domain which is least explored in the field of Machine …
often protected by law. It is also the domain which is least explored in the field of Machine …
EEG Emotion Recognition Based on Federated Learning Framework
C Xu, H Liu, W Qi - Electronics, 2022 - mdpi.com
Emotion recognition based on the multi-channel electroencephalograph (EEG) is becoming
increasingly attractive. However, the lack of large datasets and privacy concerns lead to …
increasingly attractive. However, the lack of large datasets and privacy concerns lead to …
Defending against reconstruction attacks through differentially private federated learning for classification of heterogeneous chest x-ray data
Privacy regulations and the physical distribution of heterogeneous data are often primary
concerns for the development of deep learning models in a medical context. This paper …
concerns for the development of deep learning models in a medical context. This paper …
Trustworthy federated learning: privacy, security, and beyond
While recent years have witnessed the advancement in big data and artificial intelligence, it
is of much importance to safeguard data privacy and security. As an innovative approach …
is of much importance to safeguard data privacy and security. As an innovative approach …