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 Tenure-Track
Yian Ma

Yian Ma

Council Faculty Tenure-Track
Arya Mazumdar

Arya Mazumdar

Tenure-Track Council Faculty TILOS Deputy Director
Rayan Saab

Rayan Saab

Council Faculty Tenure-Track
Barna Saha

Barna Saha

Council Faculty Tenure-Track
Babak Salimi

Babak Salimi

Tenure-Track Council Faculty
Berk Ustun

Berk Ustun

Council Faculty Tenure-Track
Yusu Wang

Yusu Wang

Council Faculty Tenure-Track TILOS Director
Lily Weng

Lily Weng

Council Faculty Tenure-Track
Biwei Huang

Biwei Huang

Council Faculty Tenure-Track
Jun-Kun Wang

Jun-Kun Wang

Faculty Tenure-Track
Dima Drusvyatskiy

Dima Drusvyatskiy

Council Faculty Tenure-Track
Tianhao Wang

Tianhao Wang

Council Faculty