The Lab's research area includes:
Statistical Learning Methods
Nonparametric Bayesian Methods, Probabilistic Graphical Models, Large-Margin Learning Methods, Sparse Modeling and Computation for High-dimensional and Large-Scale Data, etc.
Distributed or On-line Numerical Computations
Sequential Monte Carlo Methods, On-line Expectation Maximization Methods, Nonsmooth Convex Optimization methods, Optimization Methods on Matrix Manifold, etc.
Categorical Data Analysis, Social Network Analysis and Processing, Web Data Analysis, etc.