Research Interests: Measurement Error Model, Non-Parametric and Semi-Parametric Regression and Functional Data Analysis
Research Interests: Intersection of Theory, Methods, and Algorithms for Large-Scale Modern Bayesian Inference Problems
Research Interests: Data and Quality Science, and Wind Energy and Manufacturing Informatics
Research Interests: Computational Approximation Theory in High Dimensions, Compressive Sensing
Research Interests: Machine Learning, Deep Learning, Artificial Intelligence, Vision and Language, Computational Biology, Computational Neuroscience
Research Interests: Theory: Reinforcement Learning, Control Theory, and Game Theory. Applications: Intelligent Transportation Systems, Renewable Energy Systems, Cyber-Physical Systems
Research Interests: Probabilistic Graphical Models and Inference, Massive Multiple Access and the Internet of Things, Signal Processing Algorithms for Big Data, and Information Theory.
Research Interests: Bayesian Theory and Methods for Complex Objects, Statistical and Computational Guarantees for Approximate Bayes Methods, Applications in Nuclear Physics, Connectomics
Research Interests: Statistical Problems with Modern Data Complications, Large Dimensionality and Manifold Structures
Research Interests: Modeling and Control of Electric Energy Systems, Integration of Renewable Variable Energy Resources, Design and Optimization of Competitive Power Systems, Theory and Application of Cyber-Physical Energy Systems
Research Interests: PDE and Approximation Theory, Nonlinear Approximation, Hyperbolic PDE's, Conservation Laws, Numerical Quadrature on Balls in R^n
Research Interests: Analysis and Intervention in Biological Networks, Functional Data Analysis on Genomic and Proteomic Datasets