STAFF PROFILE
Professor Zhifeng Bao
Position:
Professor
College / Portfolio:
STEM College
School / Department:
STEM|School of Computing Technologies
Phone:
+61399251940
Email:
zhifeng.bao@rmit.edu.au
Campus:
City Campus
Contact me about:
Research supervision
Research Interests
Dr Zhifeng Bao is highly interested in how to make data usable to data consumers, and make the implementation of such usability module as efficient and generalized as possible. In particular, he has been playing actively in:
Improving the Usability of Heterogeneous Cross-domain Data
- (Semi-)Structured data: relational, XML, spatial
- Unstructured data: text string
- Social network data (is NOT just a graph): modelling, management and analysis
- High-dimensional data: image, video, time-series trajectory
Methodology:
- Keyword Search (fuzzy search, type-ahead search, geo-textual search, personalized search, real time search)
- Query Relaxation/Suggestion,
- Visualized data exploration and analysis
- Provenance Data Storage and Tracking
Awards
- Singapore Infocomm Development Authority Medal and Prize - Best PhD Thesis Award of Class of 2011 (The only Winner)
Research: Faculty member of RMIT-NICTA Data Analytics Lab
Teaching: Coordinator of COSC1169: Intranet and Internet Data Engineering
Administration: Staff Representative of the International Committee of School of CSIT
PhD, computer science, National University of Singapore, 2011
- Tedjopurnomo, D.,Bao, Z.,Zheng, B.,Choudhury, F.,Qin, K. (2022). A Survey on Modern Deep Neural Network for Traffic Prediction: Trends, Methods and Challenges In: IEEE Transactions on Knowledge and Data Engineering, 34, 1544 - 1561
- Mo, S.,Bao, Z.,Zheng, B.,Peng, Z. (2022). Towards an Optimal Bus Frequency Scheduling: When the Waiting Time Matters In: IEEE Transactions on Knowledge and Data Engineering, 34, 4484 - 4498
- Luo, H.,Bao, Z.,Cong, G.,Culpepper, J.,Khoa, N. (2022). Let Trajectories Speak Out the Traffic Bottlenecks In: ACM Transactions on Intelligent Systems and Technology, 13, 1 - 21
- Wang, T.,Luo, H.,Bao, Z.,Duan, L. (2022). Dynamic Ridesharing with Minimal Regret: Towards an Enhanced Engagement Among Three Stakeholders In: IEEE Transactions on Knowledge and Data Engineering, , 1 - 14
- Huang, J.,Hu, W.,Bao, Z.,Chen, Q.,Qu, Y. (2022). Deep entity matching with adversarial active learning In: VLDB Journal, , 1 - 27
- Xu, J.,Bao, Z.,Lu, H. (2021). (In Press) A Framework to Support Continuous Range Queries over Multi-Attribute Trajectories In: IEEE Transactions on Knowledge and Data Engineering, , 1 - 15
- Chen, Y.,Li, X.,Cong, G.,Bao, Z.,Long, C.,Liu, Y.,Chandran, A.,Ellison, R. (2021). Robust Road Network Representation Learning: When Traffic Patterns Meet Traveling Semantics In: Proceedings of the 30th ACM International Conference on Information & Knowledge Management (CIKM 2021), Gold Coast, Queensland, Australia, 1-5 November 2021
- Li, M.,Bao, Z.,Choudhury, F.,Samet, H.,Duckham, M.,Sellis, T. (2021). AOI-shapes: An Efficient Footprint Algorithm to Support Visualization of User-defined Urban Areas of Interest In: ACM Transactions on Interactive Intelligent Systems, 11, 1 - 32
- Zhang, X.,Huang, S.,Dong, H.,Bao, Z. (2021). Edge Node Placement with Minimum Costs: When User Tolerance on Service Delay Matters In: Proceedings of the 19th International Conference on Service-Oriented Computing (ICSOC 2021), Virtual Conference, 22-25 November 2021
- Tedjopurnomo, D.,Li, X.,Bao, Z.,Cong, G.,Choudhury, F.,Qin, A. (2021). Similar Trajectory Search with Spatiooral Deep Representation Learning In: ACM Transactions on Intelligent Systems and Technology, 12, 1 - 26
- Advancing Analytical Query Processing with Urban Trajectory Data. Funded by: ARC Discovery Projects commencing in 2022 from (2022 to 2025)
- Data61 PhD Scholarship - Generalisable understanding of objects in complex environments from 3D point clouds (PhD student Xiaoyu Zhang). Funded by: Data61 PhD Scholarship from (2022 to 2025)
- Next-generation Intelligent Explorations of Geo-located Data (externally led by Swinburne University of Technology). Funded by: ARC Discovery Projects via other university 2020 from (2020 to 2023)
- Towards a Personalised Visual Exploration on Structured Data. Funded by: Google Faculty Research Award 2016 onwards from (2019 to 2025)
- Data61 PhD Scholarship - Influence Maximization for Facility Deployment in Urban Computing (PhD Student: Yipeng Zhang). Funded by: Data61 PhD Scholarship from (2018 to 2022)
Note: Supervision projects since 2004
6 PhD Completions and 1 Masters by Research Completions6 PhD Current Supervisions
Database management, Keyword search over database, Spatial-textual data processing, Heterogeneous data usability, Social network analysis