Sui Tang
Assistant ProfessorDepartment of Mathematics
University of California, Santa Barbara
552 University Rd, Isla Vista, CA 93117
Email:suitang@math.ucsb.edu
I am an assistant professor at Department of Mathematics. Before joining UCSB, I was a member of Prof. Mauro Maggioni's research group and worked as assistant research professor at Johns Hopkins University. Here is my CV. I am interested in solving problems in the mathematical foundations of Data Science. My cuurent research projects are motivated by the need to exploit dynamical data sets in complex physical systems to perform inference with provable performance and build generalizable and interpretable predictive models, where I used and developed techniques from Statistical/Machine Learning, Harmonic Analysis, Approximation Theory, and Probability. My research can be categorized to the following two areas:
- Mathematical foundation of learning theory: statistical learning theory, statistical inference for ODEs and SDEs from time-series data, high dimensional data analysis
- Applied and computational harmonic Analysis: functional analysis, Fourier analysis, approximation theory, sampling and frame theory, inverse problem in mathematical/statistical signal processing