2 papers
stat.ML2019
Accelerating Experimental Design by Incorporating Experimenter Hunches
Cheng Li, Santu Rana, Sunil Gupta +8
Experimental design is a process of obtaining a product with target property via experimentation. Bayesian optimization offers a sample-efficient tool for experimental design when…
cs.LG2018
Bayesian functional optimisation with shape prior
Pratibha Vellanki, Santu Rana, Sunil Gupta +4
Real world experiments are expensive, and thus it is important to reach a target in minimum number of experiments. Experimental processes often involve control variables that chang…