معرفی
Dr. Yipeng Zhou is a Senior Lecturer in the School of Computing at Macquarie University, Australia. He holds a PhD in Information Engineering from The Chinese University of Hong Kong and bachelor's degree from University of Science and Technology of China. Prior to Macquarie, he worked as a lecturer at Shenzhen University and a research fellow at the University of South Australia. His research focuses on federated learning, data privacy preservation, and medical data analysis, with over 130 publications in top venues including ICML and IEEE journals.
Education:
- PhD in Information Engineering, The Chinese University of Hong Kong (2009-2012)
- MPhil in Information Engineering, The Chinese University of Hong Kong (2006-2008)
- Bachelor in Computer Science, University of Science and Technology of China (2002-2006)
Research Interests include federated learning frameworks, privacy-preserving techniques, medical data analysis, and edge computing applications. His work addresses challenges in distributed machine learning systems, differential privacy, and cross-domain data integration.
Key Awards:
- 2023 Macquarie University Vice-Chancellor's Research Excellence Award
- 2023 IEEE Open Journal of the Communications Society Best Editor Award
- 2018 Australia Research Council Discovery Early Career Researcher Award
He currently serves as secretary of the Frontier AI Research Centre (FAIR) at Macquarie and associate editor for Springer Nature Scientific Reports. His projects include optimizing federated learning systems, privacy-aware video streaming, and incentive mechanisms for collaborative learning.
