Research Interest:
Shoujin's research investigates novel data mining and machine learning techniques and their applications, with a research theme focused on user behavior analysis and modelling, recommender systems, fake news mitigation. His long-term goal is to design intelligent and reliable recommender systems to provide trustworthy and responsible recommendation services to end users in the complex cyber space which is full of threat from noise, bias, attacks, etc. The outcomes are expected to facilitate the development of the digital economy and sustainable society. Some of his focused research topics include:
(1). User behavior modeling & Recommender systems
(2). Multi-modal machine learning & learning from time series data
(3). Disinformation detection and mitigation, e.g., fake news mitigation, machine generated content detection
(4). Trustworthy AI (e.g., Robustness, Privacy preserving, Fairness, etc.) & Generative AI (e.g., generative models, LLM)
(5). Data science innovations for addressing real-world challenges in multiple sectors, e.g., education, finance, agriculture, etc.
Research Supervision:
Shoujin supervises Ph.D, Master by Research (MRes) students and honor's students as a principal supervisor or co-supervisor internally and externally.
- Currently supervising Ph.D and MRes students:
Miss Runzhi Xu, Ph.D student at UTS, Trustworthy and Responsible Generative Recommender Systems, from Huazhong University of Science and Technology (HUST), (incoming).
Mr Xin Li, Ph.D student at UTS, AI for Fair and Accessible Education, from University of New South Wales (UNSW), since 2024.05.
Mr Zhuo Cai, Ph.D student at UTS, Trustworthy Generative Content Recommender Systems, from China University of Mining and Technology (CUMT), since 2024.04.
Mr Yingtao Ren, Ph.D student at UTS, Fuzzy Machine Learning and Recommender Systems, from Beijing Jiaotong University, since 2024.01 (co-supervisor).
Miss Liting Huang, Master by Research student at UTS, Machine Generated Content Detection, from the University of Sydney (USYD), since 2024.01.
Mr Jin Li, Ph.D student at UTS, Trustworthy Multimodal Machine Learning, from Yangzhou University, since 2023.07.
Mr Xuankai Yang, Ph.D student at Macquarie University, Fake News Detection, since 2022.07, (co-supervisor). (IEEE DSAA 2024 PSTDA Session Best Paper Award).
Mr Yishuo Li, Master by research student at Qilu University of Technology, Medical Recommender Systems, since 2023.09 (co-supervisor).
- Completed research students:
Mr Mason Zinghini, Honours Student in Computer Science in UTS, Predicting Daily COVID-19 Cases in NSW and Victoria Using Machine Learning, 2023.01 - 2023.12.
Mr Rizwan Ye, Honours Student in Data Science, Enhancing XAI Interpretability: Using Radar Charts to Simplify Feature Based Explanations and Reduce Cognitive Load, 2023.01-2023.12.
Mr Zhufeng Shao, Master by research student at Qilu University of Technology, session-based recommendation, since 2021.05, published two papers: IEEE DSAA 2022 (Best Student Paper Award), ICASSP 2023. Now a Ph.D student in Shanxi University, China.
Dr Yan Zhao, Ph.D student in computer science at Macquarie University, from HIT, streming recommender systems, co-supervised with Prof. Yan Wang, 2019.02 -- 2021.02. Published three papers, WISE (2020), Applied Intelligence (2020), Information Science (2022).
Dr Wenzhuo Song, visiting Ph.D student from Jilin Univeristy, session-based recommender systems, co-supervised with Prof. Yan Wang, 2019.10-2020.10. Published two papers: RecSys (2021), WWW (2023).
Mr Rongyao Wang, Master by research student at Qilu University of Technology, News Recommendation, 2019.10 -- 2022.10, published three papers: IEEE Transactions on Intelligent Transportation Systems (2021), ICASSP (2022), DASFAA (2023). Will be a Ph.D student at University of Otago, New Zealand.
Mr Qian Zhang, Master by research student at Qilu University of Technology, Session-based Recommendation, 2020.09 -- 2023.06, published one paper: PAKDD (2022). Will be a Ph.D student at University of Otago, New Zealand.
Mr Pengyu Zhao, Master by research student at Qilu University of Technology, NLP and News Recommendation, 2020.09 -- 2023.06, published three papers: IJCNN (2021), WWWJ (2022), ECML-PKDD (2023). Now a Ph.D student at Beijing Jiaotong University.
Mr. Wei Guo, Undergraduate student at Qilu University of Technology, Session-based Recommendation, 2020.05 -- 2021.04. Published one paper: IEEE DSAA 2021. Now a master student at Beijing University of Posts and Telecommunications.