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Prof. Yuanming Shi / 石远明 助理教授、研究员

Tel:  (021) 60213013
Email: shiym@shanghaitech.edu.cn
Office: Room 1C-403C, SIST Building, No.393 Huaxia Middle Road, Pudong Area Shanghai
Major: EES
Website: http://shiyuanming.github.io/
Yuanming Shi Research Group Recruitment (Click Here)

RESEARCH INTERESTS

  • Artificial intelligence and big data analysis
  • Internet-of-things (IoT) and communications
  • Deep and reinforcement learning
  • High-dimensional probability and statistics
  • Large-scale optimization algorithms and theory

BIOGRAPHY

Dr. Shi received the B.S. degree in electronic engineering from Tsinghua University, Beijing, China, in 2011. He received the Ph.D. degree in electronic and computer engineering from The Hong Kong University of Science and Technology (HKUST), in 2015, under the supervision of Prof. Khaled B. Letaief. Since September 2015, he has been with the School of Information Science and Technology in ShanghaiTech University, as a tenure-track Assistant Professor. He visited University of California, Berkeley, CA, USA, from October 2016 to February 2017, hosted by Prof. Martin J. Wainwright. Dr. Shi is a recipient of the 2016 IEEE Marconi Prize Paper Award in Wireless Communications, and the 2016 Young Author Best Paper Award by the IEEE Signal Processing Society. His research areas include deep and reinforcement learning, large-scale optimization theory and algorithms, high-dimensional probability and statistics, and their applications to artificial intelligence and big data analysis, as well as internet-of-things (IoT) and communication networks.

SELECTED PUBLICATIONS

1. J. Dong, K. Yang, and Y. Shi, “Blind demixing for low-latency communication,” submitted to IEEE Trans. Wireless Commun., Apr. 2018.

2. J. Dong and Y. Shi, “Nonconvex demixing from bilinear measurements,” submitted to IEEE Trans. Signal Process., Mar. 2018.

3. T. Jiang and Y. Shi, “Phase transitions of massive device connectivity via convex geometry,” submitted to IEEE Trans. Commun., Mar. 2018.

4. K. Yang, Y. Shi, and Z. Ding, “Generalized low-rank optimization for topological cooperation in ultra-dense networks,” submitted to IEEE Trans. Wireless Commun., Mar. 2018.

5. Y. Shi, J. Zhang, W. Chen, and K. B. Letaief, “Generalized sparse and low-rank optimization for ultra-dense networks,” IEEE Commun. Mag., to appear, 2018.

6. Y. Shi, J. Zhang, W. Chen, and K. B. Letaief, “Enhanced group sparse beamforming for dense green Cloud-RAN: A random matrix approach,” IEEE Trans. Wireless Commun., vol. 17, no. 4, pp. 2511-2524, Apr. 2018.

7. X. Peng, Y. Shi, J. Zhang, and K. B. Letaief, “Layered group sparse beamforming for cache-enabled wireless networks,” IEEE Trans. Commun., vol. 65, no. 12, pp. 5589-5603, Nov. 2017.

8. Y. Shi, B. Mishra, and W. Chen, “Topological interference management with user admission control via Riemannian optimization,” IEEE Trans. Wireless Commun., vol. 16, no. 11, pp. 7362-7375, Nov. 2017.

9. Y. Shi, J. Zhang, and K. B. Letaief, “Low-rank matrix completion for topological interference management by Riemannian pursuit,” IEEE Trans. Wireless Commun., vol. 15, no. 7, pp. 1-15, Jul. 2016.

10. Y. Shi, J. Cheng, J. Zhang, B. Bai, W. Chen and K. B. Letaief, “Smoothed Lp-minimization for green Cloud-RAN with user admission control,” IEEE J. Select. Areas Commun., vol. 34, no. 4, pp. 1-15, Apr. 2016.

11. Y. Shi, J. Zhang, B. O’Donoghue, and K. B. Letaief, “Large-scale convex optimization for dense wireless cooperative networks,” IEEE Trans. Signal Process., vol. 63, no. 18, pp. 4729-4743, Sept. 2015. (The 2016 IEEE Signal Processing Society Young Author Best Paper Award)

12. Y. Shi, J. Zhang, and K. B. Letaief, “Robust group sparse beamforming for multicast green Cloud-RAN with imperfect CSI,” IEEE Trans. Signal Process., vol. 63, no. 17, pp. 4647-4659, Sept. 2015. 

13. Y. Shi, J. Zhang, K. B. Letaief, B. Bai, and W. Chen, “Large-scale convex optimization for ultra-dense Cloud-RAN,” IEEE Wireless Commun. Mag., vol. 22, no. 3, pp. 84-91, Jun. 2015.

14. Y. Shi, J. Zhang, and K. B. Letaief, “Optimal stochastic coordinated beamforming for wireless cooperative networks with CSI uncertainty,” IEEE Trans. Signal Process., vol. 63,, no. 4, pp. 960-973, Feb. 2015. 

15. Y. Shi, J. Zhang, and K. B. Letaief, “Group sparse beamforming for green Cloud-RAN,” IEEE Trans. Wireless Commun., vol. 13, no. 5, pp. 2809-2823, May 2014. (The 2016 Marconi Prize Paper Award)