Motivated by the increasing computational capacity of wireless user equipments (UEs), eg, smart phones, tablets, or vehicles, as well as the increasing concerns about sharing private …
The ongoing deployments of the Internet of Things (IoT)-based smart applications are spurring the adoption of machine learning as a key technology enabler. To overcome the …
Q Zeng, Y Du, K Huang… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
Edge machine learning involves the development of learning algorithms at the network edge to leverage massive distributed data and computation resources. Among others, the …
X Chen, G Zhu, Y Deng, Y Fang - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Communication limitation at the edge is widely recognized as a major bottleneck for federated learning (FL). Multi-hop wireless networking provides a cost-effective solution to …
H Xing, O Simeone, S Bi - IEEE Journal on Selected Areas in …, 2021 - ieeexplore.ieee.org
The proliferation of Internet-of-Things (IoT) devices and cloud-computing applications over siloed data centers is motivating renewed interest in the collaborative training of a shared …
H Liu, X Yuan, YJA Zhang - IEEE Transactions on Wireless …, 2021 - ieeexplore.ieee.org
To exploit massive amounts of data generated at mobile edge networks, federated learning (FL) has been proposed as an attractive substitute for centralized machine learning (ML). By …
Y Sun, H Ochiai, H Esaki - IEEE Transactions on Artificial …, 2021 - ieeexplore.ieee.org
Wider coverage and a better solution to a latency reduction in 5G necessitate its combination with multi-access edge computing technology. Decentralized deep learning …
The recent revival of AI is revolutionizing almost every branch of science and technology. Given the ubiquitous smart mobile gadgets and IoT devices, it is expected that a majority of …
Abstract 5 G is the fifth generation of cellular networks. It enables billions of connected devices to gather and share information in real time; a key facilitator in Industrial Internet of …