Efficient Computational Methods with Provable Guarantees for Data-Driven Problems

3108 Etcheverry Hall
  • Somayeh Sojoudi, Berkeley IEOR and EECS
The area of data science lacks efficient computational methods with provable guarantees that can cope with the large-scale nature and the high nonlinearity of many real-world systems. Practitioners often design heuristic algorithms tailored to specific applications, but the theoretical underpinnings of these methods remain a mystery and this limits their usage in safety-critical systems. In this...