Control & Optimization: Optimal design and engineering systems operation methodologies are applied to various domains, including integrated circuits, vehicles and autopilots, energy systems (such as storage, generation, distribution, and smart devices), wireless networks, and financial trading. Optimization is also widely used in signal processing, statistics, and machine learning as a method for fitting parametric models to observed data. Examples include:
Languages and solvers for convex optimization, distributed convex optimization, robotics, smart grid algorithms, learning via low-rank models, approximate dynamic programming, methods for sparse signal recovery, dynamic game theory, control theory, decentralized control, and imaging systems.
Machine Learning: Our research in machine learning spans traditional methods and advanced deep learning techniques, with a focus on both theoretical foundations and practical applications. Examples include:
- Supervised learning,
- Unsupervised learning,
- Reinforcement learning,
- Various applications
Signal Processing & Multimedia: Extracting or recovering useful information while reducing unwanted noise is achieved through sophisticated mathematical methods and computational techniques to process signals (such as audio, video, electromagnetic, biomedical, remote sensing, multimedia, and others). Applications include multimedia compression, communications, networked media systems, augmented reality, radar and remote sensing, neuroscience, and biomedical systems. In addition to using theoretical analyses and systematic experiments to study the underlying principles, we often build realātime test beds and prototypes to validate and demonstrate our ideas. Examples include:
- Image and video coding
- Media streaming
- Augmented and virtual reality
- Compact descriptors for visual search
- Personalized and immersive media
- Computational imaging and display
- Remote sensing of the Earth and other planets
- Sensors for driverless cars
- Signal processing for neuroscience and biomedicine
EMERITI FACULTY | |
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Andrea Goldsmith | Bernie Widrow |
ALL FACULTY | |
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AI, machine learning, optimization - View all associated faculty |
COURTESY FACULTY | ||
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Emmanuel Candes | EJ Chichilnisky | Amir Dembo |
Shaul Druckmann | Grace X. Gao | Scott W Linderman |
Kawin Setsompop | Madeleine Udell | Adam S. Wang |
Lei Xing | Serena Yeung | James Zou |