Publications
Preprint
Voting-Based Multi-Agent Reinforcement Learning
Yue Xu, Zengde Deng, Mengdi Wang, Wenjun Xu, Anthony Man-Cho So, Shuguang Cui. ArXiv preprint:1907.01385, May 2019.
[Arxiv Link]
Journal
Wireless Traffic Prediction with Scalable Gaussian Process: Framework, Algorithms, and Verification
Yue Xu, Feng Yin, Wenjun Xu, Jiaru Lin, Shuguang Cui. IEEE Journal on Selected Areas in Communications, vol. 37, no. 6, pp. 1291-1306, June 2019.
[IEEE Link] [Arxiv Link]
Data-Cognition-Empowered Intelligent Wireless Networks: Data, Utilities, Cognition Brain, and Architecture
Wenjun Xu, Yue Xu, Chia-Han Lee, Zhiyong Feng, Ping Zhang and Jiaru Lin. IEEE Wireless Communications, vol. 25, no. 1, pp. 56– 63, February 2018.
[IEEE Link] [Arxiv Link]
Load Balancing for Ultra-Dense Networks with Deep Reinforcement Learning under Multiple Behavior Policies
Yue Xu, Wenjun Xu, Zhi Wang, Jiaru Lin, Shuguang Cui. IEEE Internet of Things Journal, 2019, to appear.
[IEEE Link] [Arxiv Link]
Handover Control in Wireless Systems via Asynchronous Multiuser Deep Reinforcement Learning
Zhi Wang, Lihua Li, Yue Xu, Hui Tian, Shuguang Cui. IEEE Internet of Things Journal, vol. 5, no. 6, pp. 4296–4307, June 2018.
[IEEE Link] [Arxiv Link]
Distributed Gaussian Processes Hyperparameter Optimization for Big Data Using Proximal ADMM
Ang Xie, Feng Yin, Yue Xu, Bo Ai, Tianshi Chen and Shuguang Cui. IEEE Signal Processing Letters, vol. 26, no. 8, pp. 1197-1201, Aug. 2019.
[IEEE Link]
Underlaid-D2D-assisted cooperative multicast based on social networks
Wenjun Xu, Shengyu Li, Yue Xu, Xuehong Lin. Peer-to-Peer Networking and Applications, vol. 9, no. 5, pp. 923–935, September 2016.
Energy-efficient layered video multicast over OFDM-based cognitive radio systems
Wenjun Xu, Shengyu Li, Yue Xu, Zhiyong Feng, Jiaru Lin. International Journal of Distributed Sensor Networks, vol. 11, no. 10, pp. 1-12, October 2015.
Topological embedding feature based resource allocation in network virtualization
Hongyan Cui, Shaohua Tang, Fangfang Sun, Yue Xu, Xiaoli Yang. Mathematical Problems in Engineering, vol. 2014, pp. 1-10, August 2014.
Conference
Scalable Gaussian Process Using Inexact Admm for Big Data
Yue Xu, Feng Yin, Jiawei Zhang, Wenjun Xu, Shuguang Cui, Zhiquan Luo. IEEE International Conference on Acoustics, Speech and Signal Processing (IEEE ICASSP), 2019.
[IEEE Link]
Distributed Gaussian Process: New Paradigm and Application to Wireless Traffic Prediction
Yue Xu, Feng Yin, Wenjun Xu, Jiaru Lin, Shuguang Cui. IEEE International Conference on Communications (IEEE ICC), 2019.
[IEEE Link]
Deep Reinforcement Learning Based Mobility Load Balancing Under Multiple Behavior Policies
Yue Xu, Wenjun Xu, Zhi Wang, Jiaru Lin, Shuguang Cui. IEEE International Conference on Communications (IEEE ICC), 2019.
[IEEE Link]
Handover Optimization via Asynchronous Multi-User Deep Reinforcement Learning
Zhi Wang, Lihua Li, Yue Xu, Hui Tian, Shuguang Cui. IEEE International Conference on Communications (IEEE ICC), 2018.
[IEEE Link]
High-Accuracy Wireless Traffic Prediction: A GP-Based Machine Learning Approach
Yue Xu, Feng Yin, Wenjun Xu, Jiaru Lin, Shuguang Cui. IEEE Global Communications Conference (IEEE GLOBECOM), 2017.
[IEEE Link]
Lower-Complexity Power Allocation for LTE-U Systems: A Successive Cap-Limited Water- filling Method
Wenjun Xu, Boya Li, Yue Xu, Jiaru Lin. IEEE Vehicular Technology Conference (IEEE VTC Spring), 2015.
[IEEE Link]