Sterling Johnson

Experimental Design on a Budget for Sparse Linear Models and Applications

Budget constrained optimal design of experiments is a classical problem in statistics. Although the optimal design literature is very mature, few efficient strategies are available when these design problems appear in the context of sparse linear models commonly encountered in high dimensional machi…