43 citations · 225 across the 49 of their papers we have counts for
4 papers · 1 filter
Decentralized Consensus Optimization Based on Parallel Random Walk
Yu Ye, Hao Chen, Zheng Ma +1
The alternating direction method of multipliers (ADMM) has recently been recognized as a promising approach for large-scale machine learning models. However, very few results study…
Traffic-aware Two-stage Queueing Communication Networks: Queue Analysis and Energy Saving
Nan Qi, Nikolaos I. Miridakis, Ming Xiao +3
To boost energy saving for the general delay-tolerant IoT networks, a two-stage and single-relay queueing communication scheme is investigated. Concretely, a traffic-aware -thre…
Mobility-aware Content Preference Learning in Decentralized Caching Networks
Yu Ye, Ming Xiao, Mikael Skoglund
Due to the drastic increase of mobile traffic, wireless caching is proposed to serve repeated requests for content download. To determine the caching scheme for decentralized cachi…
Decentralized Multi-Task Learning Based on Extreme Learning Machines
Yu Ye, Ming Xiao, Mikael Skoglund
In multi-task learning (MTL), related tasks learn jointly to improve generalization performance. To exploit the high learning speed of extreme learning machines (ELMs), we apply th…