Research Areas
Artificial Inteligence
- Natural language processing: Information extraction, Machine translation, Discourse, dialogue and pragmatics, Speech recognition, Lexical semantics, Language resources
- Distributed artificial intelligence: Multi-agent systems, Intelligent agents, Mobile agents, Cooperation and coordination
- Search methodologies:Heuristic function construction, Discrete space search, Continuous space search
- Control methods: Computational control theory, Motion path planning
- Computer vision: Computer vision tasks, Image and video acquisition, Computer vision representations, Computer vision problems
Machine learning
- Learning paradigms: Supervised learning, Unsupervised learning, Reinforcement learning, Multi-task learning
- Learning settings: Online learning settings, Learning from demonstrations, Learning from critiques, Learning from implicit feedback, Active learning settings, Semi-supervised learning settings
- Machine learning approaches: Classification and regression trees, Kernel methods, Neural networks, Learning in probabilistic graphical models, Learning linear models, Bio-inspired approaches, etc.
- Machine learning algorithms: Dynamic programming for Markov decision processes, Ensemble methods, Spectral methods, Feature selection, Regularization
Modeling and simulation
- Model development and analysis: Modeling methodologies, Model verification and validation, Uncertainty quantification
- Simulation theory: Systems theory, Network science
- Simulation types and techniques: Uncertainty quantification, Discrete-event simulation, Agent / discrete models, Distributed simulation, Continuous simulation, Real-time simulation, Massively parallel and high-performance simulations, Simulation by animation
- Simulation support systems: Simulation environments, Simulation languages, Simulation tools
Applied computing
- Enterprise computing: Enterprise ontologies, taxonomies and vocabularies
- Life and medical sciences: Health care information systems, Health informatics
- Computer forensics: Surveillance mechanisms
- Arts and humanities: Language translation, Sound and music computing
- Document management and text processing: Document searching, Document capture, Document preparation
Our research areas are defined based on ACM Computing Classification System