Faculty Research (by area of interest)

Statistical Methodology and Inference

Modern Nonparametric Techniques Banerjee, Hsing, Levina, Michaildis, Nguyen, Scott, Shedden, Wang, Woodroofe, Zhu
Likelihood-Based Methods Banerjee, Gonzalez, Ionides, Kalbfleisch, Murphy, Woodroofe
Multivariate Analysis Hsing, Gonzalez, Levina, Michailidis, Nguyen, Scott, Shedden, Zhu
Time Series and Longitudinal Data Hsing, Gonzalez, Ionides, Nguyen, Scott, Stoev, Wang, Woodroofe, Murphy
Inference for Stochastic Processes Hsing, Ionides, Kalbfleisch, Nair, Nguyen, Stoev
Survival, Reliability and Event-History Analysis Banerjee, Kalbfleisch, Nair, Sen
Analysis of Censored and Truncated Data Banerjee, Kalbfleisch, Nair, Sen, Woodroofe
Analysis of Observational Data Gonzalez, Hansen, Kalbfleisch, Murphy, Xie
Biased Sampling Models Banerjee, Kalbfleisch, Nair, Woodroofe
Isotonic Methods Banerjee, Kalbfleisch, Woodroofe
Change-Point Detection Banerjee, Kalbfleisch, Michailidis, Nair, Nguyen
Randomization-based inference Hansen, Kalbfleisch, Murphy
Robust Estimation Mebane
Design of Experiments Gonzalez, Keener, Nair
Sequential Design and Analysis Keener, Murphy, Nguyen, Woodroofe
Bayesian Inference Little, Nguyen, Sen
Measurement Error Models Wang

Asymptotic Theory
Asymptotic Expansions Banerjee, Keener, Hsing, Woodroofe
Shape-Restricted Inference Banerjee, Woodroofe
Semiparametric Models Banerjee, Kalbfleisch, Murphy, Wang
Large-p-small-n Asymptotics Levina, Zhu
Limit Theorems for Markov Chains and Stochastic Processes Atchade, Stoev, Woodroofe

Data Mining, Machine Learning and Analysis of High-Dimensional Data
Mining of Massive Data Sets Hero, Michaildis, Nguyen, Scott, Shedden, Wang, Zhu
Visualization Michailidis
Supervised and Reinforcement Learning Hero, Levina, Michaildis, Murphy, Nguyen, Scott, Shedden, Zhu
Dimension Reduction Hero, Hansen, Hsing, Levina, Michaildis, Nguyen, Scott, Wang, Zhu
Inference Under Sparsity Hero, Levina, Nguyen, Scott, Zhu
Regularized Inference and Model Selection Levina, Nguyen, Scott, Zhu
Functional Data Analysis Hsing, Nguyen, Wang, Zhu
Spatial Modeling Hsing, Levina, Nair, Nguyen
Statistical Inverse Problems Hero, Michailidis, Nair
Inference with Networks/Graphs/Trees Hero, Kalbfleisch, Levina, Michaildis, Nair, Nguyen, Zhu

Computing

Computationally-Intensive Methods Atchade, Mebane, Michailidis, Nguyen, Shedden, Zhu
Markov Chain Monte Carlo and Particle Filtering Atchade, Gonzalez, Hero, Ionides, Nguyen, Shedden
Statistical Computing Atchade, Gonzalez, Hansen, Mebane, Michailidis, Nguyen, Shedden

Probability and Stochastic Modeling

Extreme-Value Theory Hsing, Michailidis, Stoev
Long-range Dependence Hsing, Michailidis, Stoev
Renewal Theory Keener, Woodroofe
Diffusion Processes Ionides, Nair
Stochastic Finance Michailidis, Stoev
Stochastic Control of Networks Michailidis

Interdisciplinary Research Areas

Engineering and Industry

Quality Management Rothman
Quality and Process Control Kalbfleisch, Nair, Rothman
Design and Analysis of Industrial Experiments Gonzalez, Keener, Nair
Reliability and Maintenance Engineering Nair, Sen

Information Sciences and Technology

Internet Tomography Hero, Michailidis, Nair
Computer and Communication Networks Hero, Michailidis, Nair, Nguyen, Stoev
Sensor Networks and Remote Sensing Hero, Levina, Michailidis, Nair, Nguyen, Scott

Life Sciences

Bioinformatics/Computational Biology Atchade, Hero, Michailidis, Scott, Shedden, Wang, Zhu
Cheminformatics Shedden
Neuroscience Atchade, Gonzalez, Ionides, Nair, Nguyen
Ecological and Epidemiological Modeling Ionides, Kalbfleisch, Nguyen, Wang
Cancer Studies and Behavioral Genetics Gonzalez, Shedden, Wang
Dynamic Treatment Regimes Murphy
Clinical Trial Design Murphy

Social and Behavioral Sciences

Causal inference Atchade, Gonzalez, Hansen, Murphy, Xie
Design of Behavioral Intervention Studies Gonzalez, Kalbfleisch, Murphy, Nair
Political Methodology Hansen, Mebane
Structural Estimation Gonzalez, Mebane
Survey Sampling and Methodology Little, Xie
Demography Xie

Physical & Chemical Sciences

Astronomy Banerjee, Woodroofe
Physics Hero, Woodroofe, Zhu
Chemistry Levina