23 citations · 57 across the 10 of their papers we have counts for
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cs.LG2020★ 23 cited
Incorporating Expert Prior in Bayesian Optimisation via Space Warping
Anil Ramachandran, Sunil Gupta, Santu Rana +2
Bayesian optimisation is a well-known sample-efficient method for the optimisation of expensive black-box functions. However when dealing with big search spaces the algorithm goes…
stat.ML2020★ 5 cited
Incorporating Expert Prior Knowledge into Experimental Design via Posterior Sampling
Cheng Li, Sunil Gupta, Santu Rana +3
Scientific experiments are usually expensive due to complex experimental preparation and processing. Experimental design is therefore involved with the task of finding the optimal…