Paper ID: 2410.11390

Experimental Design Using Interlacing Polynomials

Lap Chi Lau, Robert Wang, Hong Zhou

We present a unified deterministic approach for experimental design problems using the method of interlacing polynomials. Our framework recovers the best-known approximation guarantees for the well-studied D/A/E-design problems with simple analysis. Furthermore, we obtain improved non-trivial approximation guarantee for E-design in the challenging small budget regime. Additionally, our approach provides an optimal approximation guarantee for a generalized ratio objective that generalizes both D-design and A-design.

Submitted: Oct 15, 2024