Bayesian inference, High-dimensional modeling, Causal inference, Environmental statistics

Nonparametric and distribution free statistics; Missing Data; Linear Models.

Statistics on non-Euclidean object-valued data; Functional and longitudinal data analysis; Causal inference; Machine learning; Nonparametric statistics.

Research interest: Statistical machine learning, high dimensional statistics, network modelling, causal inference

Bayesian Methodology; Biostatistics; Missing Data; Causal Inference

Markov chain Monte Carlo; Bayesian methods, including non/semi-parametric Bayesian methods, and Bayesian methods in biostatistics and in machine learning; survival analysis

Statistical Machine Learning, Optimization, Combinatorial inference, Asymptotics on Nonparametric Bayes, Biostatistics, Statistics in Civil Engineering

Multivariate analysis; Mixed and latent variable models; Large-sample theory; Statistical Computing; Applications in economics and biomedical sciences

Nonparametric Methods; Causal Inference; Survival Analysis

Small area estimation; case-control studies; Bayesian inference; empirical Bayes analysis

Convergence rates of Markov chain Monte Carlo algorithms; Perfect sampling algorithms; Connections between Markov chain theory and decision theory

Statistics Education and Curriculum and Assessment in Statistics

Time Series, High-Dimensional Statistics, Econometrics, Forecasting, Change-point, Network analysis, Robust statistics

• Statistical methodology for graphical models and high dimensional inference
• Convergence rates of Markov chains arising from Markov chain Monte Carlo (MCMC)
• Construction of Gaussian fields from Markov chains and connections to Bayesian methodology
• Semi-supervised learning

Bayesian Nonparametric Methods, Missing Data

Causal inference; spatial statistics; structured data; Bayesian methods; applications in environmental research, political science

Statistical education

Topological Data Analysis, Graphical Models, High-Dimensional Correlation Systems, Network Analysis, Nonparametric and Distribution-Free Statistics

Statistical education and Educational Technology

Statistical education