62 citations · 126 across the 13 of their papers we have counts for
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stat.ML2021★ 4 cited
Deep Gaussian Process Emulation using Stochastic Imputation
Deyu Ming, Daniel Williamson, Serge Guillas
Deep Gaussian processes (DGPs) provide a rich class of models that can better represent functions with varying regimes or sharp changes, compared to conventional GPs. In this work,…
stat.ME2021★ 2 cited
An adaptive strategy for sequential designs of multilevel computer experiments
Ayao Ehara, Serge Guillas
Investigating uncertainties in computer simulations can be prohibitive in terms of computational costs, since the simulator needs to be run over a large number of input values. Bui…