Faculty

Research Areas: Fluid Mechanics, Combustion, Numerical Methods, High Performance Computing, Data Science.

Research Areas: Tensor Decompositions, Neural Networks, Numerical Linear Algebra, Generalized Inverses of Tensors, Wavelets in Scientific Computing, High-Performance Computing.

Research Areas: Visual analytics, Data association over graphs, Data fusion and consistency, Applications of computer vision and machine learning in bio-medical image analysis, video surveillance.

Research Areas: Computational Science, Scientific Machine Learning (SciML), Data Science, Machine Learning Operations (MLOps).

Research Areas: Database Engines, Database Middleware.

Research Areas: Human Sensing and Perception, Computer Vision and Machine Learning

Research Areas: Computational biology, genomics, graph algorithms, discrete algorithms, data structures, high performance computing

Research Areas: Structural Biology and Biocomputing, Statistical Crystallography, Algorithm development, Database analysis & maintenance, World Wide Web (WWW) based internet computing

Research Areas: Computational Materials Physics, Computational algorithms for ab-initio material modeling at extreme-scale, Machine learning for materials design, High-performance computing, Computational solid mechanics, Finite-element methods, open-source code development using finite-elements for density functional theory (DFT-FE).

Research Areas: Genome-wide function annotation, interaction networks in biology, protein structure and conformation, protein-ligand and protein-protein interaction, drug discovery.

Research Areas: Natural Language Processing (NLP), Deep Learning, Interpretability and Analysis of Models, Inclusive Evaluation, Societal and Ethical Considerations of AI

Research Areas: Video Analytics, Multimedia, Image/Video Processing, Compression, Compressed Domain Processing, Computer Vision and Machine Learning

Research Areas: Simulation, Control and Optimization of Constrained Dynamical Systems, Stochastic and Deterministic Differential-algebraic equation systems, Mathematical Libraries, VLSI CAD applications.

Research Areas: Dynamically Reconfigurable Architectures, Dataflow and Multithreaded Computing, Virtualizations, Pervasive Computing, SoC Design Methodologies

Research Areas: Abstractions, algorithms and applications for distributed data and computing systems. Cloud computing, AI on the Edge, Big Data platforms, Internet of Things (IoT), Temporal graph processing, UAVs

Research Areas: Uncertainty quantification and analysis – Theory, Numerics, Software, Applications; Bayesian Inference and Data Assimilation; Dynamic data-driven stochastic ocean modeling; Cyclone track prediction; Optimal routing of marine and aerial vehicles

Research Areas: Medical Image Analysis, Neuroimaging, Machine Learning, Deep Learning, Domain adaptation, Computer Vision

Research Areas: Machine learning, natural language processing, data integration, cognitive science, graph-based learning algorithms for large-scale information extraction and data integration, temporal information processing, automatic knowledge harvesting from large data, and neuro-semantics.

Research Areas: Parallel application optimization, GPU computing, middleware, fault tolerance for parallel applications

Research Areas: Optical and condensed-matter physics, Numerical computation, Matrix algebra, Statistical estimation in high dimensions.

Research Areas: Computational methods in medical imaging, multi-modal imaging, medical image reconstruction techniques, diffuse optical tomography, photo-acoustic imaging, neuroimaging