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Experimental Design for Any $p$-Norm

Authors :
Lau, Lap Chi
Wang, Robert
Zhou, Hong
Publication Year :
2023

Abstract

We consider a general $p$-norm objective for experimental design problems that captures some well-studied objectives (D/A/E-design) as special cases. We prove that a randomized local search approach provides a unified algorithm to solve this problem for all $p$. This provides the first approximation algorithm for the general $p$-norm objective, and a nice interpolation of the best known bounds of the special cases.<br />Comment: 29 pages

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2305.01942
Document Type :
Working Paper