activity
20102019
most citedA Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality

47 citations · 68 across the 22 of their papers we have counts for

collaborators

22 papers

cs.IT2019

Polarized Low-Density Parity-Check Codes on the BSC

Binbin Gao, Huarui Yin, Zhengdao Wang

The connections between variable nodes and check nodes have a great influence on the performance of low-density parity-check (LDPC) codes. Inspired by the unique structure of polar…

eess.SP2018

Optimization of a Two-Hop Network with Energy Conferencing Relays

Sharief Abdel-Razeq, Ming Zhao, Shengli Zhou +1

This paper considers a two-hop network consisting of a source, two parallel half-duplex relay nodes, and two destinations. While the destinations have an adequate power supply, the…

math.OC2018★ 4 cited

On the Sublinear Convergence of Randomly Perturbed Alternating Gradient Descent to Second Order Stationary Solutions

Songtao Lu, Mingyi Hong, Zhengdao Wang

The alternating gradient descent (AGD) is a simple but popular algorithm which has been applied to problems in optimization, machine learning, data ming, and signal processing, etc…

math.OC2017★ 47 cited

A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality

Songtao Lu, Mingyi Hong, Zhengdao Wang

Symmetric nonnegative matrix factorization (SymNMF) has important applications in data analytics problems such as document clustering, community detection and image segmentation. I…

cs.IT2015★ 1 cited

Many Access for Small Packets Based on Precoding and Sparsity-aware Recovery

Ronggui Xie, Huarui Yin, Xiaohui Chen +1

Modern mobile terminals produce massive small data packets. For these short-length packets, it is inefficient to follow the current multiple access schemes to allocate transmission…

cs.IT2014★ 1 cited

Achievable Rates and Training Optimization for Uplink Multiuser Massive MIMO Systems

Songtao Lu, Zhengdao Wang

We study the performance of uplink transmission in a large-scale (massive) MIMO system, where all the transmitters have single antennas and the base station has a large number of a…