Faculty

Cyber-physical Systems, Learning, Optimization

Fast Algorithms for Partial Differential Equations, Signal and Image Processing

Agent Learning and Reinforcement Learning Lossy Source Coding, Information Theoretic Signal Processing, Voice and Video Compression, Multimedia over Networks, Wireless Communications

High-Resolution Imaging Techniques; Microwave, Acoustic, and Ultrasound Imaging Systems; Medical Imaging Devices; Distributed Sensing and Imaging Networks

Next-generation Communication, Sensing and Inference Infrastructures centered around Millimeter Wave Systems; Signal Processing Algorithms; Robust Machine Learning

Image Informatics

Geometric Statistics, Geometric Deep Learning, Topological Deep Learning, Equivariant Deep Learning, Shape Analysis, Computational Medicine, Theoretical Neuroscience, Computational Neuroscience

Information Theory, Source Coding and Networking, Distributed Coding, 360-degree Video Coding, 3D Audio Coding, Pattern Recognition and Machine Learning, Nonconvex Optimization