Keyword

computer model emulation

Description: The construction of a computational surrogate that approximates a computer model’s outputs, often to enable faster analysis or optimization.

Primary topic: Gaussian Processes and Bayesian Inference (72%)

OpenAlex ID: keywords/computer-model-emulation

Polynomial-chaos-based Kriging

2015 · Roland Schobi, Bruno Sudret, et al. · International Journal for Uncertainty Quantification · 398

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The effect of the nugget on Gaussian process emulators of computer models

2012 · Ioannis Andrianakis, Peter G. Challenor · Computational Statistics & Data Analysis · 145

Using Statistical and Computer Models to Quantify Volcanic Hazards

2009 · M. J. Bayarri, James O. Berger, et al. · Technometrics · 124

Parallel partial Gaussian process emulation for computer models with massive output

2016 · Mengyang Gu, James O. Berger · The Annals of Applied Statistics · 116

Robust Gaussian stochastic process emulation

2018 · Mengyang Gu, Xiaojing Wang, et al. · The Annals of Statistics · 100

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Variable Selection in Bayesian Smoothing Spline ANOVA Models: Application to Deterministic Computer Codes

2009 · Brian J. Reich, Curtis B. Storlie, et al. · Technometrics · 86

Estimating Shape Constrained Functions Using Gaussian Processes

2016 · Xiaojing Wang, James O. Berger · SIAM/ASA Journal on Uncertainty Quantification · 78

A dynamic modelling strategy for Bayesian computer model emulation

2009 · Fei Liu, Mike West · Bayesian Analysis · 77

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Calibration of Computational Models With Categorical Parameters and Correlated Outputs via Bayesian Smoothing Spline ANOVA

2014 · Curtis B. Storlie, William A. Lane, et al. · Journal of the American Statistical Association · 51

Gaussian Process Modeling of Heterogeneity and Discontinuities Using Voronoi Tessellations

2019 · Christopher A. Pope, John Paul Gosling, et al. · Technometrics · 30

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Coupling Computer Models through Linking Their Statistical Emulators

2018 · Ksenia N. Kyzyurova, James O. Berger, et al. · SIAM/ASA Journal on Uncertainty Quantification · 30

Sensitivity Analysis and Emulation for Functional Data using Bayesian Adaptive Splines

2017 · Devin Francom,, Bruno Sanso, et al. · Statistica Sinica · 30

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Deep Gaussian Process Emulation using Stochastic Imputation

2022 · Deyu Ming, Daniel Williamson, et al. · Technometrics · 27

A comparison of Gaussian processes and neural networks for computer model emulation and calibration

2021 · Samuel Myren, Earl Lawrence · Statistical Analysis and Data Mining The ASA Data Science Journal · 23

Simple approach to emulating complex computer models for global sensitivity analysis

2015 · Bryan Stanfill, Henrike Mielenz, et al. · Environmental Modelling & Software · 23

Multifidelity Computer Model Emulation with High-Dimensional Output: An Application to Storm Surge

2022 · Pulong Ma, Georgios Karagiannis, et al. · Journal of the Royal Statistical Society Series C (Applied Statistics) · 19

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Efficient Calibration for High-dimensional Computer Model Output Using Basis Methods

2022 · James M. Salter, Daniel B. Williamson · International Journal for Uncertainty Quantification · 14

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Deep Gaussian Processes for Calibration of Computer Models (with Discussion)

2022 · Sébastien Marmin, Maurizio Filippone · Bayesian Analysis · 13

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A Bayesian Computer Model Analysis of Robust Bayesian Analyses

2022 · Ian Vernon, John Paul Gosling · Bayesian Analysis · 9

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Variable-length Functional Output Prediction and Boundary Detection for an Adaptive Flight Control Simulator

2012 · Yuning He · eScholarship (California Digital Library) · 9

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Development and Implementation of Bayesian Computer Model Emulators

2011 · Danilo Lourenço Lopes · DukeSpace (Duke University) · 9

Emulation of random output simulators

2010 · Boukouvalas, Alexis · Aston Publications Explorer (Aston University) · 9

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A fast and calibrated computer model emulator: an empirical Bayes approach

2021 · Vojtech Kejzlar, Mookyong Son, et al. · Statistics and Computing · 8

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Diagnostics and Simulation-Based Methods for Validating Gaussian Process Emulators

2018 · Younus Al-Taweel, Oakley, Jeremy · White Rose eTheses Online (University of Leeds, The University of Sheffield, University of York) · 8

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RobustGaSP: Robust Gaussian Stochastic Process Emulation

2016 · Mengyang Gu, Jesus Palomo, et al. · 7

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Works count: 97

Citation count: 1,539