Jade Lejeune Herman

Deep Adaptive Bayesian Screening

Jade Lejeune Herman, Arno Strouwen, Johan A. K. Suykens, Peter Goos

We introduce Deep Adaptive Bayesian Screening (DABS), a method for performing adaptive factorial screening in high-dimensional discrete design spaces. DABS learns a policy network offline to sequentially select informative experiments, amortizing Bayesian Optimal Experimental Des…Read more