Fog, Edge and Pervasive Computing in Intelligent Internet of Things Driven Applications in Healthcare: Challenges, Limitations and Future Use

Clustered Fedstack: Intermediate Global Models with Bayesian Information Criterion

“…Federated Learning in HAR The increasing use of electronic assistive health applications such as smartwatches and activity trackers has led to the emergence of pervasive or ubiquitous computing, where devices can seamlessly exchange data with each other [15]. Although this has the advantage of real-time tracking of human health changes, it is vulnerable to security breaches that compromise data privacy [16].…”

FedStack: Personalized activity monitoring using stacked federated learning

“…An increase in electronic assistive health applications like smartwatches and activity trackers led to pervasive computing or ubiquitous computing where each device can seamlessly exchange data with another [23]. Although it has the advantage of tracking real-time changes in personalized human health data being centralized for monitoring, it is vulnerable to security breaches of data privacy [24].…”

Cyborg Insects: Bug or a Feature?

“…It is not surprising to see that Internet of Living Things means different things to different research groups in this point in time. Some use it to denote networks of miniaturised genomic sequencers and computational resources needed to interpret the collected genomic sequences [129]; some use it as a term for wireless sensors attached to humans, usually in healthcare context [130]; finally, some use it for sensor networks in macroscopic biological context interacting with technology, e.g. smart IoT-enabled agriculture…”