This HDSI area focuses on establishing the mathematical and theoretical foundation of data science, understanding the fundamental limits of data acquisition, data processing, modeling, and inference from data. This group aims to develop efficient and effective algorithms for all aspects of data analysis with rigorous guarantees.
Subareas:
- Algorithms
- Optimization
- Theoretical Computer Science
- Computing and Statistics
- Geometry and Topology
- Applied Harmonic Analysis
- Information Theory
- Learning Theory
- Economics and Game Theory