People

Research Interests: Mixed Effects Modeling Including Linear and Generalized Linear Mixed Models, Asymptotics, Small-Area Estimation, Analysis of Longitudinal Data, Model Selection and Diagnostics

Research Interests: Connection between optimization, MCMC sampling, dynamical system, interacting particle system; Blending machine learning with traditional numerical algorithms for: PDE, sampling, optimal transport, control; AI4Science: data-driven approaches to computational problems arising in physics & chemistry

Research Interests: Network analysis, high dimensional problems.

Research Interests: Statistical Learning, Signal and Image Processing, Generalized Fiducial Inference, Applications in other scientific disciplines

Research Interests: high-dimensional statistics, statistical machine learning, optimization, and signal processing.

Research Interests: Bootstrap methods, high-dimensional inference, error estimation for randomized algorithms

Research Interests: High Dimensional CLT, Strong Approximation, Dependent Data, Factor models, Casual inference.

Research Interests: Functional Data Analysis, Fréchet Analysis of Random Objects (Distributions, Covariances, Networks), Applications (Longitudinal Studies, Brain Imaging, Growth and Development, Aging and Longevity)

Research Interests: Statistical Genetics/Genomics, Linkage Analysis, High Dimension Data, Functional Data Analysis