Current Research Areas in Data Science
Data Science
Category 1: AI, Generative AI and Intelligent Computing
- Agentic AI and multi-agent systems
- AI for art
- AI for education
- AI for science
- AI-enhanced decision making
- Artificial intelligence and generative AI
- Cognitive computing and intelligent systems
- Computer vision, image and video processing
- Data mining and social computing
- Evolutionary algorithms and computational intelligence
- Foundation models and multimodal intelligence
- Human-AI interaction
- Large language models and vision-language models
- Machine learning and deep learning
- Natural language processing and computational linguistics
- Robotics and embodied AI
- Smart health and bioinformatics
- Trustworthy AI, responsible AI and AI security
Category 2: Industrial Data Science, Control, Smart Cities, Chemical Engineering and Applied Mathematics
- Applied mathematics and mathematical modelling
- Chemical engineering data science
- Chemical process modelling and simulation
- Control theory and applications
- Cyber-physical systems and digital twins
- Differential equations and dynamical systems
- Graph theory, network science and complex systems
- Healthcare analytics and smart health systems
- Industrial data science and industrial data analytics
- Intelligent systems, guidance, navigation and control
- Internet of things, AIoT and agentic AIoT
- Learning control systems and adaptive control
- Mathematical optimisation and convex / non-convex optimisation
- Materials informatics and AI for materials discovery
- Mobile computing, edge computing and ubiquitous computing
- Numerical analysis and scientific computing
- Numerical and computational mathematics
- Operational research and management science
- Optimisation and decision science
- Parallel computing and high-performance computing
- Process control, process monitoring and fault diagnosis
- Process systems engineering
- Reaction engineering and computational chemistry
- Renewable energy systems and smart grid analytics
- Robotics and industrial automation
- Smart cities and urban data science
- Smart connectivity and information fusion
- Smart logistics and supply chain analytics
- Smart manufacturing and industrial intelligence
- Statistics, probability and stochastic processes
- Sustainable process design and energy systems
(只提供英文版本)