Faculty Research Areas

Artificial Intelligence/Machine Learning

Topics: Natural Language Processing, Computer Vision, Data Mining, Planning, Reinforcement Learning, Graphical Models

Biomedical Data Science

Topics: Bioinformatics, Computational Biology, Computational Neuroscience, Genetics, Health

Data Infrastructure/Systems

Topics: Data Management Infrastructure, Cyber Physical Systems, Internet-of-Things, Security, Visualization.

Data Science for Scientific Discovery (DSSD)

Topics: Scientific Instrumentation, Dynamical Systems, Environment

Data and Society

Topics: Data Science for Public Policy, Economics, Privacy, Accountability, Fairness

Theoretical Foundations of Data Science (TFDS)

Topics: Learning Theory, Information Theory, Game Theory and Economics, Algorithms, Optimization, Theoretical Computer Science, Topology, Probability

Statistics

Topics: Non-parametric estimation, High-dimensional data, Causal Inference, Hypothesis Testing, Biostatistics