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

Researchers

Alex Cloninger

Alex Cloninger

Faculty Tenure-Track Council
Mikhail Belkin

Mikhail Belkin

Council Faculty Endowed Chairs Tenure-Track
Yian Ma

Yian Ma

Council Faculty Tenure-Track
Arya Mazumdar

Arya Mazumdar

Endowed Chairs Council Faculty Tenure-Track TILOS Deputy Director
Rayan Saab

Rayan Saab

Council Faculty Tenure-Track
Barna Saha

Barna Saha

Council Faculty Tenure-Track
Babak Salimi

Babak Salimi

Council Faculty Tenure-Track
Berk Ustun

Berk Ustun

Faculty Tenure-Track Council
Yusu Wang

Yusu Wang

Council Faculty Endowed Chairs Tenure-Track TILOS Director
Lily Weng

Lily Weng

Council Faculty Tenure-Track
Biwei Huang

Biwei Huang

Faculty Council Tenure-Track
Jun-Kun Wang

Jun-Kun Wang

Faculty Tenure-Track
Yu-Xiang Wang

Yu-Xiang Wang

Faculty Tenure-Track
Dima Drusvyatskiy

Dima Drusvyatskiy

Council Faculty Tenure-Track
Eddy Keming Chen

Eddy Keming Chen

Council Faculty Tenure-Track