Nguyen Tran
Regular biography
Nguyen Tran is an Associate Professor in the School of Computer Science at The University of Sydney. His research interests include Network engineering, Mobile computing, Networking and communications, Context learning, Semi- and unsupervised learning, Communications engineering, Distributed computing and systems software, Distributed systems and algorithms, Energy-efficient computing, and Machine learning. His work focuses on advancing technologies in these areas, with an emphasis on distributed systems and algorithms. He is affiliated with the Discovery research initiative at The University of Sydney.
Scholar-generated biography
Nguyen H. Tran is a researcher at The University of Sydney with expertise in distributed computing, optimization, and machine learning. His work focuses on federated learning, edge computing, and wireless networks, with an emphasis on resource optimization, incentive mechanisms, and security. Tran's research explores the integration of deep reinforcement learning, game theory, and network slicing in 5G and beyond. He has published extensively on topics such as intelligent resource slicing, traffic-aware vNF placement, and energy-efficient mobile edge computing. His contributions address challenges in decentralized systems, including communication, computation, and caching in multi-access edge computing environments.