Ultra-Fast Over-the-Air Computation for Edge Machine Learning in the Mobile Internet

LAU, Vincent Kin Nang (PI)
HUANG, Kaibin (CoI)

Department of Electronic and Computer Engineering

Project: Research

Chinese Project Title

超快速空中計算 - 移動互聯網中的邊緣機器學習技術

Status	Finished
Effective start/end date	1/12/19 → 31/05/22

Deploying Federated Learning in Large-Scale Cellular Networks: Spatial Convergence Analysis
Lin, Z., Li, X., Lau, V. K. N., Gong, Y. & Huang, K., 1 Mar 2022, In: IEEE Transactions on Wireless Communications. 21, 3, p. 1542-1556 15 p.
Research output: Contribution to journal › Journal Article › peer-review
33 Link opens in a new tab Citations (Scopus)
Turning Channel Noise Into an Accelerator for Over-the-Air Principal Component Analysis
Zhang, Z., Zhu, G., Wang, R., Lau, V. K. N. & Huang, K., 1 Oct 2022, In: IEEE Transactions on Wireless Communications. 21, 10, p. 7926-7941 16 p.
Research output: Contribution to journal › Journal Article › peer-review
25 Link opens in a new tab Citations (Scopus)
Analog Gradient Aggregation for Federated Learning over Wireless Networks: Customized Design and Convergence Analysis
Guo, H., Liu, A. & Lau, V. K. N., 1 Jan 2021, In: IEEE Internet of Things Journal. 8, 1, p. 197-210 14 p., 9119095.
Research output: Contribution to journal › Journal Article › peer-review
95 Link opens in a new tab Citations (Scopus)