236 citations · 1.8k across the 47 of their papers we have counts for
4 papers · 1 filter
DynaComm: Accelerating Distributed CNN Training between Edges and Clouds through Dynamic Communication Scheduling
Shangming Cai, Dongsheng Wang, Haixia Wang +4
To reduce uploading bandwidth and address privacy concerns, deep learning at the network edge has been an emerging topic. Typically, edge devices collaboratively train a shared mod…
Fast and Scalable Distributed Deep Convolutional Autoencoder for fMRI Big Data Analytics
Milad Makkie, Heng Huang, Yu Zhao +2
In recent years, analyzing task-based fMRI (tfMRI) data has become an essential tool for understanding brain function and networks. However, due to the sheer size of tfMRI data, it…
Green Data Centers: A Survey, Perspectives, and Future Directions
Xibo Jin, Fa Zhang, Athanasios V. Vasilakos +1
At present, a major concern regarding data centers is their extremely high energy consumption and carbon dioxide emissions. However, because of the over-provisioning of resources,…
On Optimal and Fair Service Allocation in Mobile Cloud Computing
M. Reza Rahimi, Nalini Venkatasubramanian, Sharad Mehrotra +1
This paper studies the optimal and fair service allocation for a variety of mobile applications (single or group and collaborative mobile applications) in mobile cloud computing. W…