معرفی
Dr. Dan He is a Postdoctoral Research Fellow at the School of Civil Engineering within the Faculty of Engineering, Architecture and Information Technology at The University of Queensland (UQ). Holding a PhD in Data Science (2020) from UQ and prior degrees from Peking University and University of Science and Technology Beijing, her research focuses on Spatial-temporal Data Management, Data Mining, and Intelligent Transportation Systems.
- PhD: Data Science, University of Queensland (2016–2020)
- MSc: Computer Science, Peking University (2012–2015)
- BSc: Information Security, University of Science and Technology Beijing (2008–2012)
Her work develops High-Performance Query Processing frameworks for spatial-temporal databases, with applications in Traffic Prediction and Incident Detection. Articles span 2015–2025, emphasizing Graph Neural Networks, Reinforcement Learning, and kNN Query Optimization in traffic networks.
Scientific contributions include:
- CORE ACSW Student Travel Award
- Best Student Paper Honorable Mention (2020)
- Best Presentation in DKE Workshop (2018)
- Research High Degree Scholarship (2016–2019)
As co-supervisor for PhD candidates Zichun Zhu and Thanh Vo Tran, she integrates Spatial-Temporal Analytics with Continual Learning in transport systems. Lab collaborations with Dr. Boyu Ruan and Prof. Jiwon Kim advance real-time traffic monitoring solutions.
