184 citations · 318 across the 26 of their papers we have counts for
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stat.ME2017★ 106 cited
Replication or exploration? Sequential design for stochastic simulation experiments
Mickael Binois, Jiangeng Huang, Robert B Gramacy +1
We investigate the merits of replication, and provide methods for optimal design (including replicates), with the goal of obtaining globally accurate emulation of noisy computer si…
math.OC2017
On the choice of the low-dimensional domain for global optimization via random embeddings
Mickaël Binois, David Ginsbourger, Olivier Roustant
The challenge of taking many variables into account in optimization problems may be overcome under the hypothesis of low effective dimensionality. Then, the search of solutions can…