125 citations · 405 across the 21 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
cs.IT2019★ 3 cited
An Introduction to Communication Efficient Edge Machine Learning
Qiao Lan, Zezhong Zhang, Yuqing Du +2
In the near future, Internet-of-Things (IoT) is expected to connect billions of devices (e.g., smartphones and sensors), which generate massive real-time data at the network edge.…
cs.IT2019★ 125 cited
High-Dimensional Stochastic Gradient Quantization for Communication-Efficient Edge Learning
Yuqing Du, Sheng Yang, Kaibin Huang
Edge machine learning involves the deployment of learning algorithms at the wireless network edge so as to leverage massive mobile data for enabling intelligent applications. The m…
cs.IT2019★ 39 cited
Energy-Efficient Radio Resource Allocation for Federated Edge Learning
Qunsong Zeng, Yuqing Du, Kin K. Leung +1
Edge machine learning involves the development of learning algorithms at the network edge to leverage massive distributed data and computation resources. Among others, the framewor…