184 citations · 815 across the 63 of their papers we have counts for
4 papers · 2 filters
Distance-distributed design for Gaussian process surrogates
Boya Zhang, D. Austin Cole, Robert B. Gramacy
A common challenge in computer experiments and related fields is to efficiently explore the input space using a small number of samples, i.e., the experimental design problem. Much…
On-site surrogates for large-scale calibration
Jiangeng Huang, Robert B. Gramacy, Mickael Binois +1
Motivated by a computer model calibration problem from the oil and gas industry, involving the design of a honeycomb seal, we develop a new Bayesian methodology to cope with limita…
Assessing Bayes factor surfaces using interactive visualization and computer surrogate modeling
Christopher T. Franck, Robert B. Gramacy
Bayesian model selection provides a natural alternative to classical hypothesis testing based on p-values. While many papers mention that Bayesian model selection is frequently sen…
Parameter and Uncertainty Estimation for Dynamical Systems Using Surrogate Stochastic Processes
M. Chung, M. Binois, R. B. Gramacy +3
Inference on unknown quantities in dynamical systems via observational data is essential for providing meaningful insight, furnishing accurate predictions, enabling robust control,…