Department of Data Science
Organisational unit: Academic Departments
Student Theses
- 2024
Reinforcement Learning Based Recommender Systems
Author: LIU, Z., 17 Sept 2024Supervisor: ZHOU, D. (Supervisor) & ZHAO, X. (Supervisor)
Student thesis: Doctoral Thesis
Author: LYU, Z., 5 Sept 2024Leveraging Graph-based Deep Learning for Enhanced Atrial Fibrillation-related Ischemic Stroke Risk PredictionSupervisor: LI, L. (Supervisor), TSUI, K. L. (Co-supervisor), ZHANG, Q. (Co-supervisor) & ZHANG, Z. (Co-supervisor)
Student thesis: Doctoral Thesis
Statistical Machine Learning Methods with Applications in Medical Imaging Data Analysis
Author: YANG, G., 26 Aug 2024Supervisor: YANG, Y. (Supervisor) & FENG, L. (Supervisor)
Student thesis: Doctoral Thesis
User Behavior Modeling and Applications in Dynamic Marketing Systems
Author: WANG, J., 26 Aug 2024Supervisor: YANG, Y. (Supervisor)
Student thesis: Doctoral Thesis
Machine Learning-Enhanced Mathematical Oncology Approaches to Personalized Adaptive Cancer Therapy
Author: LU, Y., 22 Aug 2024Supervisor: HO, C. P. (Supervisor) & ZHANG, Q. (Co-supervisor)
Student thesis: Doctoral Thesis
New Algorithms for Continuous DR-submodular Maximization in Dynamic and Decentralized Environments: Simple Implementation, Tight Approximation and High Efficiency
Author: ZHANG, Q., 12 Aug 2024Supervisor: YANG, Y. (Supervisor)
Student thesis: Doctoral Thesis
Three Essays on Deep Learning Application in Financial Technology
Author: LI, Y., 3 Aug 2024Supervisor: WU, Q. (Supervisor)
Student thesis: Doctoral Thesis
Explainable Model for Time Series Data
Author: WANG, C., 25 Jul 2024Supervisor: WU, Q. (Supervisor)
Student thesis: Doctoral Thesis
The Influence Mechanism of Urban Environments on Human Well-Being: A Data-Driven Approach
Author: HAN, N., 23 Jul 2024Supervisor: LI, L. (Supervisor) & Zhu, T. (External person) (External Supervisor)
Student thesis: Doctoral Thesis
Towards More Adaptive and Reliable Artificial Intelligence: Exploration in Sequential Data, Images and Large Language Models
Author: HU, X., 16 Jul 2024Supervisor: WU, Q. (Supervisor) & ZHANG, Q. (Co-supervisor)
Student thesis: Doctoral Thesis
Causal Discovery for Graphical Models
Author: ZHAO, R., 5 Jul 2024Supervisor: ZHOU, X. (Supervisor) & WANG, J. (Supervisor)
Student thesis: Doctoral Thesis
Quadruped Robot Locomotion Control
Author: XU, S., 24 Jun 2024Supervisor: HO, C. P. (Supervisor) & Zhu, L. (External person) (External Supervisor)
Student thesis: Doctoral Thesis
Value-Gradient Algorithm for Optimal Control and Residual-Quantile Adjustment Method
Author: HAN, J., 16 May 2024Supervisor: ZHOU, X. (Supervisor)
Student thesis: Doctoral Thesis
A Portfolio Optimization Framework for Online Loan Investments and Interest Rate Determination
Author: YANG, Z., 7 May 2024Supervisor: QIAO, X. (Supervisor), LI, D. (Supervisor) & WU, Q. (Co-supervisor)
Student thesis: Doctoral Thesis
Empirical Analysis of Operational Safety and Broader Economic Impact of Aviation Industry
Author: ZHAO, W., 24 Apr 2024Supervisor: Li, L. (Supervisor) & TSUI, K. L. (Co-supervisor)
Student thesis: Doctoral Thesis
Data-efficient Deep Learning Frameworks for Renewable Power Predictions
Author: LIU, H., 9 Jan 2024Supervisor: ZHANG, Z. (Supervisor)
Student thesis: Doctoral Thesis
- 2023
Functional Neural Networks
Author: SONG, L., 28 Dec 2023Supervisor: CHEN, D. (External person) (External Supervisor) & ZHOU, X. (Supervisor)
Student thesis: Doctoral Thesis
Policy Optimization for Complex Systems
Author: WANG, Q., 27 Dec 2023Supervisor: LI, D. (Supervisor), HO, C. P. (Supervisor) & WU, Q. (Co-supervisor)
Student thesis: Doctoral Thesis
Improved and Knowledge-informed Lasso Family Statistical Learning with Applications
Author: LIU, Y., 23 Nov 2023Supervisor: Li, L. (Supervisor) & QIN, S. J. (Co-supervisor)
Student thesis: Doctoral Thesis
Causal Machine Learning with Doubly Robust Estimation and Moderate Representation Balancing
Author: HUANG, Y., 22 Nov 2023Supervisor: WU, Q. (Supervisor)
Student thesis: Doctoral Thesis