Xin T. Tong
Associate Professor,
Department of Mathematics, National University of Singapore.
Room 806, Block S17, 10 Lower Kent Ridge Road, Singapore 119076
Tel: +65-65162756, Email: xin.t.tong(at)nus.edu.sg
Associate Professor,
Department of Mathematics, National University of Singapore.
Room 806, Block S17, 10 Lower Kent Ridge Road, Singapore 119076
Tel: +65-65162756, Email: xin.t.tong(at)nus.edu.sg
Key Words: Uncertainty Quantification, Machine Learning and Operations Research
I am an applied mathematician working in several different directions.
Usually my works focus on establishing theory or methodology that can leverage problem structures.
The subproblems I have worked/am working on
Uncertainty Quantification: Ensemble Kalman method, Bayesian inverse problem, Dimension Reduction, Spatial localization method
Machine Learning: Sampling algorithms and efficiency, Interacting particle algorithms,
Operations Research: Stochastic Gradient Descent with non-i.i.d. data, Video Game Mechanism Design
Associate Professor. Department of Mathematics, National University of Singapore, 2022-present
Assistant Professor. Department of Mathematics, National University of Singapore, 2016-2022
Postdoc. Courant Institute of Mathematical Science, New York University 2013-2016
Ph.D. Operations Research and Financial Engineering, Princeton, 2009-2013
B.S. School of Mathematical Sciences, Peking University, 2005-2009
Editorial Service (I mostly favor papers with theory targeting applied audience )
AE, SIAM Journal of Uncertainty Quantification, 2022-present
AE, Statistics and Computing , 2022-present