Dept: Biomedical Engineering, Computer Science | Centers: ICM, CIS, LCSR, MINDS Research interests: Manifold learning, manifold clustering, kernels for time series data, sparse representation, classification and clustering of high-dimensional datasets
Dept: Biomedical Engineering | Centers: MINDS, CIS Research interests: Sparse recovery, dictionary learning, machine learning, signal processing, image processing
Dept: Computer Science | Centers: MINDS Research interests: Causal discovery, mediation analysis, statistical and causal inference in graphical models
Dept: Computer Science, Health Policy and Management | Centers: ICM, MINDS, CLSP Research interests: Graphical models, Bayesian models, time series modeling, non-parametric Bayes applications, hierarchical models, transfer learning
Dept: Mathematics, Applied Mathematics and Statistics | Centers: IDIES, MINDS Research interests: Statistical learning, high-dimensional probability, spectral graph theory, stochastic dynamical systems, time series analysis, signal processing
Dept: Computer Science | Centers: CLSP, HLTCOE Research interests: Bayesian models, topic models, online learning, transfer learning, semi-supervised learning, structured prediction Applications: Natural Language, Speech, Health
