Liu Zhaoyu’s Homepage
👋🏻 About Me
I am currently a fourth-year Ph.D. student and Research Assistant at the National University of Singapore under the guidance of Professor Dong Jin Song. I earned my Bachelor’s degree in Computer Science from the National University of Singapore. My research is centered on Sports Analytics, a multi-disciplinary research field, where I employ Probabilistic Reasoning, Computer Vision, and Machine Learning for in-depth sports strategy analysis. My work focuses on developing Markov Decision Process (MDP) models for tennis strategy analysis, aiding professional players in pre-match analysis with remarkable success against top competitors. Additionally, my work involves using advanced video analytics to automatically extract and understand fast, frequent, and fine-grained event sequences from sports videos, providing intricate match insights. My analytical methodologies have been applied across multiple sports, including tennis (singles and doubles), badminton, basketball, American football, etc.
🔥 News
- [2025.01] Our paper F3Set was accepted at ICLR 2025!
- [2024.07] We held the first International Sports Analytics Conference and Exhibition (ISACE) in Paris, France one week before the Summar Olympics!
- [2024.03] We have been shortlisted in the MIT Sloan Sports Analytics Conference SSAC24 Startup Competition and Trade Show!
- [2023.12] One paper was accepted at ICDM 2023!
📝 Selected Publications
📖 F3Set: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos
Zhaoyu Liu, Kan Jiang, Murong Ma, Zhe Hou, Yun Lin, Jin Song Dong
ICLR, 2025
🌐 Project Page | 🔗 Paper Link | 💻 Code
📖 Analyzing the Formation Strategy in Tennis Doubles Game
Zhaoyu Liu, Chen Dong, Jia Wei Chen, Alvin Min Jun Jiang, Guanzhou Chen, Aayan Faraz Shaikh, Tian Yu Dong, Chen Wang, Kan Jiang, Jin Song Dong
SN Computer Science, 2024
🔗 Paper Link
📖 PCSP# Denotational Semantics with an Application in Sports Analytics
Zhaoyu Liu, Murong Ma, Kan Jiang, Zhe Hou, Ling Shi, Jin Song Dong
The Application of Formal Methods, 2024
🔗 Paper Link
📖 Insight analysis for tennis strategy and tactics
Zhaoyu Liu, Kan Jiang, Zhe Hou, Yun Lin, Jin Song Dong
ICDM, 2023
🔗 Paper Link | 💻 Code
🎓 Education
- 2021.08 - Present. Ph.D. in Computer Science, National University of Singapore (NUS). Supervisor: Prof. Dong Jin Song.
- 2017.08 - 2021.05. B.S. in Computer Science, National University of Singapore (NUS).