Informatics and Data Science Program

Computer Systems

GPU computing, FPGA computing,Quantum computing,Artificial intelligence and Machine learning

     Laboratory HP

Intelligent Systems

Machine learning,High-performance computing,Parallel and distributed computing,Quantum computing,Embedded system

     Laboratory HP

Visual Information Science Laboratory

Computer graphics and visualization, Machine learning and deep learning,Computer vision and natural language processing,Biomedical imaging and image analysis

     Laboratory HP

Learning Engineering

Knowledge-driven artificial intelligence,Learning engineering,Learning science,Educational technology,Human computer interaction,Psychology

     Laboratory HP

Foundation of Computer Science

Cryptography,Privacy protection,Mobile computing,Wireless network

     Laboratory HP

Dependable Systems

Software reliability,Software testing,System performance evaluation,Formal verification,Safety analysis,Software development

     Laboratory HP

Distributed Systems

Edge computing,Internet of things (IoT),Pervasive computing,Distributed consensus protocols,Interactive computing

     Laboratory HP

Data Analytics and Modeling

Model selection, Natural language and Text analysis,Network analysis,Time series analysis

     Laboratory HP

Advanced Network

Network architecture,IoT,Cloud and edge computing,Multimedia communication,Network operation and management

     Laboratory HP

Information Security

Access control,Lifecycle management,Data security,Data science education,Cloud security

     Laboratory HP

Informatics and Mathematical Science

System theory,Optimization,Stochastic processes,Fractals, Signal processing,Biological signal,Statistical machine learning

     Laboratory HP

Pattern Recognition

Pattern recognition,Machine learning,Neural networks,Image understanding,Artificial intelligence

     Laboratory HP

Social Computing

Data mining,Recommendation system,Privacy-preserving information retrieval,Distributed algorithms,Biomedical statistics

     Laboratory HP

Learning Analytics

LMS (Learning Management System),learning data, access log,visualization, text mining,LTI (Learning Tools Interoperability)

     Laboratory HP

Computational Complexity Theory

Theoretical computer science,Hierarchies of complexity classes, Combinatorial computational geometry,art gallery theorems

Intelligent Control Systems

Machine learning, Optimal control, Multi-agent systems, Cyber-physical systems, Super-smart society

Financial Data Science

Algorithmic trading & investment, Asset pricing, Risk modeling, Big data, Portfolio management, Financial engineering, Time series analysis

Complex Systems Science

Bayesian statistics and inference

Multivariate analysis and modeling

Intelligent Biosignal Informatics

Biological Signal Analysis, Statistical Machine Learning, Human Machine Interface

     Laboratory HP

 

The following faculty members are in charge of multiple programs including this program.


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