Skip to the content.

Dashan Gao

PhD Student

CSE department, HKUST

Email: dgaoaa@connect.ust.hk

中文版


Research Interest


Publications

  1. Dashan Gao, Yang Liu, Aanbu Huang, Ce Ju, Han Yu and Qiang Yang, “Privacy-preserving Heterogeneous Federated Transfer Learning,” 2019 IEEE International Conference on Big Data (Big Data), Los Angeles, CA, USA, 2019, pp. 2552-2559, doi: 10.1109/BigData47090.2019.9005992.

  2. Dashan Gao, Ce Ju, Xiguang Wei, Yang Liu, Tianjian Chen, and Qiang Yang. HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroen-cephalography. NeurIPS Workshop on Federated Learning for Data Privacy and Confidentiality, Vancouver, Canada, 2019.

  3. Ce Ju, Dashan Gao, Ravikiran Mane, Ben Tan, Yang Liu, and Cuntai Guan. Federated Transfer Learning for EEG Signal Classification. IEEE Engineering in Medicine and Biology Society, Montreal, Canada, 2020.

  4. Dashan Gao, Ben Tan, Ce Ju, Vincent Zheng and Qiang Yang. Privacy Threats Against Federated Matrix Factorization. IJCAI FL Workshop, Yokohama, Japan, 2020.

  5. Ce Ju, Ruihui Zhao, Jichao Sun, Xiguang Wei, Bo Zhao, Yang Liu, Hongshan Li, Tianjian Chen, Xinwei Zhang, Dashan Gao, Ben Tan, Han Yu and Yuan Jin. Privacy-Preserving Technology to Help Millions of People: Federated Prediction Model for Stroke Prevention. IJCAI FL Workshop, Yokohama, Japan, 2020.

  6. Dashan Gao, Ben Ta, Ce Ju, Vincent W. Zheng, Qiang Yang. Federated Factorization Machine for Secure Recommendation with Sparse Data. AAAI RSEML workshop, Virtual, 2021.

  7. Comming soon…


Patents

  1. Dashan Gao, Junliang Xu and Zhijun Chen. May 8, 2020. A Kind of Reading Method, System and Terminal Equipment of Electronic Screen. CN108269460A.

  2. Dashan Gao, Ce Ju, Xiguang Wei, Yang Liu, Tianjian Chen. June 19, 2020. A kind of Federated Transfer Learning Method, Equipment and Storage for Electroencephalography Data Classification. CN111638803A. (pending)

  3. Dashan Gao, Ce Ju. Jun 19, 2020. A kind of Federated Learning Method, Equipment and Storage Based on Evolutionary Computation. CN111709534A. (pending)

  4. Dashan Gao, Ce Ju. Jun 19, 2020. A kind of Federated Learning Method, Equipment and Storage Based on Evolutionary Computation. CN111723948A. (pending)

  5. Dashan Gao, Ce Ju. Jun 19, 2020. A kind of Federated Learning Method, Equipment and Storage Based on Evolutionary Computation. CN111709535A. (pending)

  6. Ce Ju, Dashan Gao, Ben Tan, Yang Liu. Jun 10, 2020. A kind of Data Recognition Method, Equipment and Storage. CN111723740A. (pending)

  7. Dashan Gao, Ce Ju. Jul 30, 2020. A Kind of Detection Method, Equipment and Storage. CN111839495A. (pending)

  8. Dashan Gao, Ce Ju. Aug 6, 2020. A Kind of Data Processing Method, Equipment and Storage. CN111898768A. (pending)

  9. Ce Ju, Dashan Gao. Jul 31, 2020. A Kind of UAV Automatical Control Method, Equipment and Storage. CN111880568A. (pending)

  10. Xiguang Wei, Quan Li, Ce Ju, Dashan Gao, Xiang Cao, Yang Liu and Tianjian Chen. Feb 10, 2020. A kind of Horizontal Federated Learning Optimization Method, Equipment and Storage Based on Semi-Supervised Learning. CN111291897A. (pending)

  11. Xiguang Wei, Quan Li, Ce Ju, Xiang Cao, Yang Liu, Tianjian Chen and Dashan Gao. Feb 10, 2020. A Week-Supervised Machine Learning Optimization Method, Equipment, Device and Storage. CN111325320A. (pending)

  12. Ce Ju and Dashan Gao. Feb 13, 2020. A Sample Clustering Method, Equipment, Device and Readable Storage. CN111339212A. (pending)

  13. Ce Ju, Dashan Gao and Xiguang Wei. Mar 6, 2020. A Federated Model Parameter Determine Method, Equipment, Device and Storage. CN111382875A. (pending)

  14. Comming soon…


Books

  1. Qiang Yang, Yang Liu, Yong Cheng, Yan Kang, Tianjian Chen and Han Yu. Federated Learning. Morgan & Claypool, 2019. (Chapter 2 & 3)

Tutorial

Dashan Gao, “Federated Recommender System”, Jan. 2021. IJCAI2020, Yokohama, Japan.