* Proceedings of the ASME 2018 International Design Engineering
Technical Conferences & Computers and Information in Engineering Conference
(IDETC/CIE 2018) (In Print) Access Paper or Ask Questions
* 33 pages, 4 tables. A preliminary version of this paper titled
"Near-Optimal Experimental Design via Regret Minimization" with weaker
results appeared in the Proceedings of the 34th International Conference on
Machine Learning (ICML 2017), Sydney Access Paper or Ask Questions