Hi, I am Si Shi. Welcome to my personal website!

Basic Information

Name: Violet (Si) Shi

Occupation: Ph.D. Candidate

Affiliation: Faculty of Applied Sciences, Macao Polytechnic University

Education Background

2020 till present: Ph.D. in Computer Applied Technology, Macao Polytechnic University

2012-2015: Master of Management, Donghua University

Work Experience

2016-2019: Shanghai Sanda University, Assistant Professor

Apr. 2015-Nov. 2015: ICBC, Shanghai branch, Senior Bank Teller

Research Interests

AI Plus, Deep Learning, Graph Neural Networks, Large Language Models

Publications

1. Shi, S., Tse, R., Luo, W., D’Addona, S., & Pau, G. (2022). Machine learning-driven credit risk: a systemic review. Neural Computing and Applications, 34(17), 14327-14339.

2. Shi, S., Luo, W., Tse, R., & Pau, G. (2022, December). Attention-LGBM-BiLSTM: An Attention-Based Ensemble Method for Knowledge Tracing. In 2022 IEEE International Conference on Teaching, Assessment and Learning for Engineering (TALE) (pp. 306-309). IEEE.

3. Shi, S., Luo, W., Tse, R., & Pau, G. (2024, February). SparseGraphSage: A Graph Neural Network Approach for Corporate Credit Rating. In Proceedings of the 2024 13th International Conference on Software and Computer Applications (pp. 124-129).

4. Shi, S., Luo, W., & Pau, G. (2025). An attention-based balanced variational autoencoder method for credit card fraud detection. Applied Soft Computing, 113190.

5. He, L., Shi, S., Zhang, D., & Luo, W. (2025). ST-RLNet: Spatio-Temporal Representation Learning for Multi-Step Traffic Flow Prediction. Neurocomputing, 131020.

6. Li H, Yu Y, Shi S, Hu A, Huo J, Lin W, Wu C, Luo W. Value Decomposition-Based Multi-Agent Learning for Anesthetics Collaborative Control. IEEE J Biomed Health Inform. 2025 Aug 19;PP. doi: 10.1109/JBHI.2025.3599210. Epub ahead of print. PMID: 40828726.