I study the theoretical properties of high-dimensional statistical models. I have worked in high-dimensional regression, time series, privacy, categorical data analysis, and graphical modeling, statistical network analysis, algebraic statistics, density-based clustering and non-parametric density estimation, topological and geometric data analysis, change-point detection, ranking, and reinforcement learning.