210 citations · 1.1k across the 95 of their papers we have counts for
7 papers · 2 filters
Blind Over-the-Air Computation and Data Fusion via Provable Wirtinger Flow
Jialin Dong, Yuanming Shi, Zhi Ding
Over-the-air computation (AirComp) shows great promise to support fast data fusion in Internet-of-Things (IoT) networks. AirComp typically computes desired functions of distributed…
Fast computation of von Neumann entropy for large-scale graphs via quadratic approximations
Hayoung Choi, Jinglian He, Hang Hu +1
The von Neumann graph entropy (VNGE) can be used as a measure of graph complexity, which can be the measure of information divergence and distance between graphs. However, computin…
Nonconvex and Nonsmooth Sparse Optimization via Adaptively Iterative Reweighted Methods
Hao Wang, Fan Zhang, Yuanming Shi +1
We propose a general formulation of nonconvex and nonsmooth sparse optimization problems with convex set constraint, which can take into account most existing types of nonconvex sp…
Joint Activity Detection and Channel Estimation for IoT Networks: Phase Transition and Computation-Estimation Tradeoff
Tao Jiang, Yuanming Shi, Jun Zhang +1
Massive device connectivity is a crucial communication challenge for Internet of Things (IoT) networks, which consist of a large number of devices with sporadic traffic. In each co…
Generalized Low-Rank Optimization for Topological Cooperation in Ultra-Dense Networks
Kai Yang, Yuanming Shi, Zhi Ding
Network densification is a natural way to support dense mobile applications under stringent requirements, such as ultra-low latency, ultra-high data rate, and massive connecting de…
Data Shuffling in Wireless Distributed Computing via Low-Rank Optimization
Kai Yang, Yuanming Shi, Zhi Ding
Intelligent mobile platforms such as smart vehicles and drones have recently become the focus of attention for onboard deployment of machine learning mechanisms to enable low laten…
Blind Demixing for Low-Latency Communication
Jialin Dong, Kai Yang, Yuanming Shi
In the next generation wireless networks, lowlatency communication is critical to support emerging diversified applications, e.g., Tactile Internet and Virtual Reality. In this pap…