Research

Current Research Thrusts

• Data Science and Big Data Analytics

  • Estimation, tracking, and feature extraction on a budget

  • Randomized and data-driven algorithms for classification and clustering

• Learning and Inference over Features and Graphs

  • 1. 1. 1. • Crowdsourcing and ensemble Gaussian processes with scalability and robustness

             • Bayesian optimization, online, active, reinforcement, deep and meta-learning

• AI-aided Wireless Communications

  • Spatio-temporal cartography for spectrum sensing

  • Meta-learning aided scheduling and resource allocation

• Data-driven Power Networks

  • Machine learning for grid analytics and power management

  • Dynamic state estimation and power flow using deep neural networks